id	sid	tid	token	lemma	pos
futech-526	1	1	nh	nh	PROPN
futech-526	1	2	.	.	PROPN
futech-526	1	3	wanigasingha	wanigasingha	NOUN
futech-526	1	4	et	et	PROPN
futech-526	1	5	al	al	PROPN
futech-526	1	6	.	.	PROPN
futech-526	1	7	/future	/future	PUNCT
futech-526	1	8	technology	technology	PROPN
futech-526	2	1	february	february	PROPN
futech-526	2	2	2026|	2026|	NUM
futech-526	2	3	volume	volume	NOUN
futech-526	2	4	05	05	NUM
futech-526	3	1	|	|	ADV
futech-526	3	2	issue	issue	NOUN
futech-526	3	3	01	01	NUM
futech-526	4	1	|	|	NOUN
futech-526	4	2	pages	page	VERB
futech-526	4	3	93	93	NUM
futech-526	4	4	-	-	SYM
futech-526	4	5	126	126	NUM
futech-526	4	6	93	93	NUM
futech-526	4	7	review	review	NOUN
futech-526	4	8	gi	gi	NOUN
futech-526	4	9	meets	meet	VERB
futech-526	4	10	ai	ai	VERB
futech-526	4	11	:	:	PUNCT
futech-526	4	12	glycemic	glycemic	ADJ
futech-526	4	13	index	index	NOUN
futech-526	4	14	in	in	ADP
futech-526	4	15	the	the	DET
futech-526	4	16	age	age	NOUN
futech-526	4	17	of	of	ADP
futech-526	4	18	ai	ai	VERB
futech-526	4	19	,	,	PUNCT
futech-526	4	20	computational	computational	ADJ
futech-526	4	21	breakthroughs	breakthrough	NOUN
futech-526	4	22	n.h	n.h	PROPN
futech-526	4	23	.	.	PUNCT
futech-526	5	1	wanigasingha1	wanigasingha1	PROPN
futech-526	5	2	*	*	PUNCT
futech-526	5	3	,	,	PUNCT
futech-526	5	4	w.g.l	w.g.l	NOUN
futech-526	5	5	.	.	PUNCT
futech-526	6	1	harshani1	harshani1	PROPN
futech-526	6	2	,	,	PUNCT
futech-526	6	3	m.k.a	m.k.a	NOUN
futech-526	6	4	.	.	PUNCT
futech-526	7	1	ariyaratne1	ariyaratne1	PROPN
futech-526	7	2	,	,	PUNCT
futech-526	7	3	t.g.i	t.g.i	NOUN
futech-526	7	4	.	.	PUNCT
futech-526	8	1	fernando1	fernando1	PROPN
futech-526	8	2	,	,	PUNCT
futech-526	8	3	u.	u.	PROPN
futech-526	8	4	dikwatta1	dikwatta1	PROPN
futech-526	8	5	,	,	PUNCT
futech-526	8	6	u.s	u.s	PROPN
futech-526	8	7	.	.	PROPN
futech-526	8	8	samarasinghe2	samarasinghe2	PROPN
futech-526	9	1	1department	1department	NUM
futech-526	9	2	of	of	ADP
futech-526	9	3	computer	computer	NOUN
futech-526	9	4	science	science	NOUN
futech-526	9	5	,	,	PUNCT
futech-526	9	6	faculty	faculty	NOUN
futech-526	9	7	of	of	ADP
futech-526	9	8	applied	apply	VERB
futech-526	9	9	sciences	science	NOUN
futech-526	9	10	,	,	PUNCT
futech-526	9	11	university	university	NOUN
futech-526	9	12	of	of	ADP
futech-526	9	13	sri	sri	PROPN
futech-526	9	14	jayewardenepura	jayewardenepura	PROPN
futech-526	9	15	,	,	PUNCT
futech-526	9	16	sri	sri	PROPN
futech-526	9	17	lanka	lanka	PROPN
futech-526	10	1	2department	2department	NUM
futech-526	10	2	of	of	ADP
futech-526	10	3	information	information	NOUN
futech-526	10	4	technology	technology	NOUN
futech-526	10	5	,	,	PUNCT
futech-526	10	6	faculty	faculty	NOUN
futech-526	10	7	of	of	ADP
futech-526	10	8	management	management	NOUN
futech-526	10	9	studies	study	NOUN
futech-526	10	10	and	and	CCONJ
futech-526	10	11	commerece	commerece	PROPN
futech-526	10	12	,	,	PUNCT
futech-526	10	13	university	university	PROPN
futech-526	10	14	of	of	ADP
futech-526	10	15	sri	sri	PROPN
futech-526	10	16	jayewardenepura	jayewardenepura	PROPN
futech-526	10	17	,	,	PUNCT
futech-526	10	18	sri	sri	PROPN
futech-526	10	19	lanka	lanka	PROPN
futech-526	10	20	a	a	DET
futech-526	10	21	r	r	NOUN
futech-526	10	22	t	t	NOUN
futech-526	11	1	i	i	PRON
futech-526	11	2	c	c	NOUN
futech-526	11	3	l	l	NOUN
futech-526	11	4	e	e	NOUN
futech-526	12	1	i	i	PRON
futech-526	12	2	n	n	VERB
futech-526	12	3	f	f	NOUN
futech-526	12	4	o	o	NOUN
futech-526	12	5	article	article	NOUN
futech-526	12	6	history	history	NOUN
futech-526	12	7	:	:	PUNCT
futech-526	12	8	received	receive	VERB
futech-526	12	9	24	24	NUM
futech-526	12	10	august	august	PROPN
futech-526	12	11	2025	2025	NUM
futech-526	12	12	received	receive	VERB
futech-526	12	13	in	in	ADP
futech-526	12	14	revised	revise	VERB
futech-526	12	15	form	form	NOUN
futech-526	12	16	10	10	NUM
futech-526	12	17	october	october	PROPN
futech-526	12	18	2025	2025	NUM
futech-526	12	19	accepted	accept	VERB
futech-526	12	20	26	26	NUM
futech-526	12	21	october	october	PROPN
futech-526	12	22	2025	2025	NUM
futech-526	12	23	keywords	keyword	NOUN
futech-526	12	24	:	:	PUNCT
futech-526	12	25	artificial	artificial	ADJ
futech-526	12	26	intelligence	intelligence	NOUN
futech-526	12	27	,	,	PUNCT
futech-526	12	28	glycemic	glycemic	ADJ
futech-526	12	29	index	index	NOUN
futech-526	12	30	,	,	PUNCT
futech-526	12	31	machine	machine	NOUN
futech-526	12	32	learning	learning	NOUN
futech-526	12	33	,	,	PUNCT
futech-526	12	34	deep	deep	ADJ
futech-526	12	35	learning	learning	NOUN
futech-526	12	36	,	,	PUNCT
futech-526	12	37	food	food	NOUN
futech-526	12	38	analytics	analytic	NOUN
futech-526	12	39	*	*	PUNCT
futech-526	12	40	corresponding	correspond	VERB
futech-526	12	41	author	author	NOUN
futech-526	12	42	email	email	NOUN
futech-526	12	43	address	address	NOUN
futech-526	12	44	:	:	PUNCT
futech-526	12	45	hirushanethni@sjp.ac.lk	hirushanethni@sjp.ac.lk	PROPN
futech-526	12	46	doi	doi	PROPN
futech-526	12	47	:	:	PUNCT
futech-526	12	48	10.55670	10.55670	NUM
futech-526	12	49	/	/	SYM
futech-526	12	50	fpll.futech.5.1.10	fpll.futech.5.1.10	VERB
futech-526	12	51	a	a	DET
futech-526	12	52	b	b	PROPN
futech-526	12	53	s	s	ADP
futech-526	12	54	t	t	PROPN
futech-526	12	55	r	r	NOUN
futech-526	12	56	a	a	DET
futech-526	12	57	c	c	NOUN
futech-526	12	58	t	t	NOUN
futech-526	12	59	this	this	DET
futech-526	12	60	review	review	NOUN
futech-526	12	61	explores	explore	VERB
futech-526	12	62	the	the	DET
futech-526	12	63	avenues	avenue	NOUN
futech-526	12	64	for	for	ADP
futech-526	12	65	the	the	DET
futech-526	12	66	application	application	NOUN
futech-526	12	67	of	of	ADP
futech-526	12	68	artificial	artificial	ADJ
futech-526	12	69	intelligence	intelligence	NOUN
futech-526	12	70	(	(	PUNCT
futech-526	12	71	ai	ai	NOUN
futech-526	12	72	)	)	PUNCT
futech-526	12	73	techniques	technique	NOUN
futech-526	12	74	in	in	ADP
futech-526	12	75	glycemic	glycemic	ADJ
futech-526	12	76	index	index	NOUN
futech-526	12	77	(	(	PUNCT
futech-526	12	78	gi	gi	NOUN
futech-526	12	79	)	)	PUNCT
futech-526	12	80	related	related	ADJ
futech-526	12	81	research	research	NOUN
futech-526	12	82	.	.	PUNCT
futech-526	13	1	the	the	DET
futech-526	13	2	necessity	necessity	NOUN
futech-526	13	3	of	of	ADP
futech-526	13	4	sophisticated	sophisticated	ADJ
futech-526	13	5	technologies	technology	NOUN
futech-526	13	6	to	to	PART
futech-526	13	7	investigate	investigate	VERB
futech-526	13	8	various	various	ADJ
futech-526	13	9	gi‐related	gi‐relate	VERB
futech-526	13	10	studies	study	NOUN
futech-526	13	11	in	in	ADP
futech-526	13	12	food	food	NOUN
futech-526	13	13	analytics	analytic	NOUN
futech-526	13	14	has	have	AUX
futech-526	13	15	been	be	AUX
futech-526	13	16	established	establish	VERB
futech-526	13	17	in	in	ADP
futech-526	13	18	recent	recent	ADJ
futech-526	13	19	years	year	NOUN
futech-526	13	20	.	.	PUNCT
futech-526	14	1	ai	ai	VERB
futech-526	14	2	technologies	technology	NOUN
futech-526	14	3	have	have	AUX
futech-526	14	4	emerged	emerge	VERB
futech-526	14	5	as	as	ADP
futech-526	14	6	promising	promising	ADJ
futech-526	14	7	approaches	approach	NOUN
futech-526	14	8	to	to	PART
futech-526	14	9	address	address	VERB
futech-526	14	10	these	these	DET
futech-526	14	11	challenges	challenge	NOUN
futech-526	14	12	.	.	PUNCT
futech-526	15	1	we	we	PRON
futech-526	15	2	identified	identify	VERB
futech-526	15	3	six	six	NUM
futech-526	15	4	major	major	ADJ
futech-526	15	5	ai	ai	NOUN
futech-526	15	6	technologies	technology	NOUN
futech-526	15	7	applied	apply	VERB
futech-526	15	8	in	in	ADP
futech-526	15	9	gi	gi	PROPN
futech-526	15	10	research	research	NOUN
futech-526	15	11	:	:	PUNCT
futech-526	15	12	machine	machine	NOUN
futech-526	15	13	learning	learning	NOUN
futech-526	15	14	,	,	PUNCT
futech-526	15	15	reinforcement	reinforcement	NOUN
futech-526	15	16	learning	learning	NOUN
futech-526	15	17	,	,	PUNCT
futech-526	15	18	deep	deep	ADJ
futech-526	15	19	learning	learning	NOUN
futech-526	15	20	,	,	PUNCT
futech-526	15	21	image	image	NOUN
futech-526	15	22	processing	processing	NOUN
futech-526	15	23	,	,	PUNCT
futech-526	15	24	natural	natural	ADJ
futech-526	15	25	language	language	NOUN
futech-526	15	26	processing	processing	NOUN
futech-526	15	27	,	,	PUNCT
futech-526	15	28	and	and	CCONJ
futech-526	15	29	explainable	explainable	ADJ
futech-526	15	30	ai	ai	NOUN
futech-526	15	31	.	.	PUNCT
futech-526	16	1	some	some	PRON
futech-526	16	2	of	of	ADP
futech-526	16	3	our	our	PRON
futech-526	16	4	findings	finding	NOUN
futech-526	16	5	include	include	VERB
futech-526	16	6	:	:	PUNCT
futech-526	16	7	(	(	PUNCT
futech-526	16	8	a	a	X
futech-526	16	9	)	)	PUNCT
futech-526	16	10	there	there	PRON
futech-526	16	11	have	have	AUX
futech-526	16	12	been	be	AUX
futech-526	16	13	significant	significant	ADJ
futech-526	16	14	improvements	improvement	NOUN
futech-526	16	15	in	in	ADP
futech-526	16	16	gi	gi	NOUN
futech-526	16	17	-	-	PUNCT
futech-526	16	18	related	relate	VERB
futech-526	16	19	studies	study	NOUN
futech-526	16	20	using	use	VERB
futech-526	17	1	ai	ai	VERB
futech-526	17	2	technologies	technology	NOUN
futech-526	17	3	over	over	ADP
futech-526	17	4	the	the	DET
futech-526	17	5	past	past	ADJ
futech-526	17	6	decade	decade	NOUN
futech-526	17	7	.	.	PUNCT
futech-526	18	1	(	(	PUNCT
futech-526	18	2	b	b	X
futech-526	18	3	)	)	PUNCT
futech-526	18	4	machine	machine	NOUN
futech-526	18	5	learning	learn	VERB
futech-526	18	6	algorithms	algorithm	NOUN
futech-526	18	7	were	be	AUX
futech-526	18	8	widely	widely	ADV
futech-526	18	9	used	use	VERB
futech-526	18	10	(	(	PUNCT
futech-526	18	11	c	c	X
futech-526	18	12	)	)	PUNCT
futech-526	18	13	many	many	ADJ
futech-526	18	14	researchers	researcher	NOUN
futech-526	18	15	used	use	VERB
futech-526	18	16	custom	custom	NOUN
futech-526	18	17	datasets	dataset	NOUN
futech-526	18	18	,	,	PUNCT
futech-526	18	19	with	with	ADP
futech-526	18	20	the	the	DET
futech-526	18	21	predominance	predominance	NOUN
futech-526	18	22	of	of	ADP
futech-526	18	23	research	research	NOUN
futech-526	18	24	originating	originating	NOUN
futech-526	18	25	from	from	ADP
futech-526	18	26	north	north	ADJ
futech-526	18	27	american	american	ADJ
futech-526	18	28	countries	country	NOUN
futech-526	18	29	.	.	PUNCT
futech-526	19	1	(	(	PUNCT
futech-526	19	2	d	d	X
futech-526	19	3	)	)	PUNCT
futech-526	19	4	identification	identification	NOUN
futech-526	19	5	of	of	ADP
futech-526	19	6	limitations	limitation	NOUN
futech-526	19	7	and	and	CCONJ
futech-526	19	8	future	future	ADJ
futech-526	19	9	directions	direction	NOUN
futech-526	19	10	for	for	ADP
futech-526	19	11	gi‐related	gi‐related	ADJ
futech-526	19	12	studies	study	NOUN
futech-526	19	13	employing	employ	VERB
futech-526	19	14	ai	ai	PROPN
futech-526	19	15	technologies	technology	NOUN
futech-526	19	16	.	.	PUNCT
futech-526	20	1	by	by	ADP
futech-526	20	2	embracing	embrace	VERB
futech-526	20	3	ai	ai	PROPN
futech-526	20	4	technologies	technology	NOUN
futech-526	20	5	,	,	PUNCT
futech-526	20	6	the	the	DET
futech-526	20	7	field	field	NOUN
futech-526	20	8	of	of	ADP
futech-526	20	9	food	food	NOUN
futech-526	20	10	analytics	analytic	NOUN
futech-526	20	11	is	be	AUX
futech-526	20	12	poised	poise	VERB
futech-526	20	13	for	for	ADP
futech-526	20	14	substantial	substantial	ADJ
futech-526	20	15	advancements	advancement	NOUN
futech-526	20	16	in	in	ADP
futech-526	20	17	understanding	understanding	NOUN
futech-526	20	18	and	and	CCONJ
futech-526	20	19	managing	manage	VERB
futech-526	20	20	glycemic	glycemic	ADJ
futech-526	20	21	responses	response	NOUN
futech-526	20	22	.	.	PUNCT
futech-526	21	1	unlike	unlike	ADP
futech-526	21	2	existing	exist	VERB
futech-526	21	3	reviews	review	NOUN
futech-526	21	4	that	that	PRON
futech-526	21	5	mainly	mainly	ADV
futech-526	21	6	discuss	discuss	VERB
futech-526	21	7	nutritional	nutritional	ADJ
futech-526	21	8	or	or	CCONJ
futech-526	21	9	clinical	clinical	ADJ
futech-526	21	10	aspects	aspect	NOUN
futech-526	21	11	of	of	ADP
futech-526	21	12	the	the	DET
futech-526	21	13	glycemic	glycemic	ADJ
futech-526	21	14	index	index	NOUN
futech-526	21	15	,	,	PUNCT
futech-526	21	16	this	this	DET
futech-526	21	17	study	study	NOUN
futech-526	21	18	systematically	systematically	ADV
futech-526	21	19	examines	examine	VERB
futech-526	21	20	the	the	DET
futech-526	21	21	integration	integration	NOUN
futech-526	21	22	of	of	ADP
futech-526	21	23	ai	ai	NOUN
futech-526	21	24	and	and	CCONJ
futech-526	21	25	machine	machine	NOUN
futech-526	21	26	learning	learning	NOUN
futech-526	21	27	technologies	technology	NOUN
futech-526	21	28	in	in	ADP
futech-526	21	29	gi	gi	NOUN
futech-526	21	30	-	-	PUNCT
futech-526	21	31	related	relate	VERB
futech-526	21	32	research	research	NOUN
futech-526	21	33	.	.	PUNCT
futech-526	22	1	it	it	PRON
futech-526	22	2	highlights	highlight	VERB
futech-526	22	3	computational	computational	ADJ
futech-526	22	4	breakthroughs	breakthrough	NOUN
futech-526	22	5	,	,	PUNCT
futech-526	22	6	methodological	methodological	ADJ
futech-526	22	7	trends	trend	NOUN
futech-526	22	8	,	,	PUNCT
futech-526	22	9	and	and	CCONJ
futech-526	22	10	future	future	ADJ
futech-526	22	11	directions	direction	NOUN
futech-526	22	12	for	for	ADP
futech-526	22	13	intelligent	intelligent	ADJ
futech-526	22	14	glycemic	glycemic	ADJ
futech-526	22	15	analysis	analysis	NOUN
futech-526	22	16	.	.	PUNCT
futech-526	23	1	1	1	X
futech-526	23	2	.	.	X
futech-526	23	3	introduction	introduction	NOUN
futech-526	23	4	of	of	ADP
futech-526	23	5	all	all	DET
futech-526	23	6	the	the	DET
futech-526	23	7	challenges	challenge	NOUN
futech-526	23	8	technology	technology	NOUN
futech-526	23	9	seeks	seek	VERB
futech-526	23	10	to	to	PART
futech-526	23	11	address	address	VERB
futech-526	23	12	,	,	PUNCT
futech-526	23	13	human	human	ADJ
futech-526	23	14	health	health	NOUN
futech-526	23	15	stands	stand	VERB
futech-526	23	16	as	as	ADP
futech-526	23	17	the	the	DET
futech-526	23	18	most	most	ADV
futech-526	23	19	critical	critical	ADJ
futech-526	23	20	and	and	CCONJ
futech-526	23	21	universally	universally	ADV
futech-526	23	22	compelling	compelling	ADJ
futech-526	23	23	.	.	PUNCT
futech-526	24	1	recent	recent	ADJ
futech-526	24	2	evidence	evidence	NOUN
futech-526	24	3	shows	show	VERB
futech-526	24	4	that	that	SCONJ
futech-526	24	5	artificial	artificial	ADJ
futech-526	24	6	intelligence	intelligence	NOUN
futech-526	24	7	is	be	AUX
futech-526	24	8	having	have	VERB
futech-526	24	9	a	a	DET
futech-526	24	10	significant	significant	ADJ
futech-526	24	11	impact	impact	NOUN
futech-526	24	12	on	on	ADP
futech-526	24	13	the	the	DET
futech-526	24	14	healthcare	healthcare	NOUN
futech-526	24	15	industry	industry	NOUN
futech-526	24	16	,	,	PUNCT
futech-526	24	17	highlighting	highlight	VERB
futech-526	24	18	how	how	SCONJ
futech-526	24	19	important	important	ADJ
futech-526	24	20	human	human	ADJ
futech-526	24	21	health	health	NOUN
futech-526	24	22	has	have	AUX
futech-526	24	23	become	become	VERB
futech-526	24	24	for	for	ADP
futech-526	24	25	technological	technological	ADJ
futech-526	24	26	advancements	advancement	NOUN
futech-526	24	27	.	.	PUNCT
futech-526	25	1	in	in	ADP
futech-526	25	2	2024	2024	NUM
futech-526	25	3	,	,	PUNCT
futech-526	25	4	a	a	DET
futech-526	25	5	survey	survey	NOUN
futech-526	25	6	by	by	ADP
futech-526	25	7	the	the	DET
futech-526	25	8	berkeley	berkeley	PROPN
futech-526	25	9	research	research	NOUN
futech-526	25	10	group	group	NOUN
futech-526	25	11	found	find	VERB
futech-526	25	12	that	that	SCONJ
futech-526	25	13	healthcare	healthcare	NOUN
futech-526	25	14	providers	provider	NOUN
futech-526	25	15	and	and	CCONJ
futech-526	25	16	pharmaceutical	pharmaceutical	NOUN
futech-526	25	17	professionals	professional	NOUN
futech-526	25	18	are	be	AUX
futech-526	25	19	increasingly	increasingly	ADV
futech-526	25	20	relying	rely	VERB
futech-526	25	21	on	on	ADP
futech-526	25	22	ai	ai	NOUN
futech-526	25	23	to	to	PART
futech-526	25	24	enhance	enhance	VERB
futech-526	25	25	patient	patient	ADJ
futech-526	25	26	care	care	NOUN
futech-526	25	27	,	,	PUNCT
futech-526	25	28	streamline	streamline	VERB
futech-526	25	29	processes	process	NOUN
futech-526	25	30	,	,	PUNCT
futech-526	25	31	and	and	CCONJ
futech-526	25	32	transform	transform	VERB
futech-526	25	33	the	the	DET
futech-526	25	34	delivery	delivery	NOUN
futech-526	25	35	of	of	ADP
futech-526	25	36	medical	medical	ADJ
futech-526	25	37	treatment	treatment	NOUN
futech-526	25	38	[	[	X
futech-526	25	39	1	1	NUM
futech-526	25	40	]	]	PUNCT
futech-526	25	41	.	.	PUNCT
futech-526	26	1	these	these	DET
futech-526	26	2	breakthroughs	breakthrough	NOUN
futech-526	26	3	are	be	AUX
futech-526	26	4	particularly	particularly	ADV
futech-526	26	5	evident	evident	ADJ
futech-526	26	6	in	in	ADP
futech-526	26	7	diagnostics	diagnostic	NOUN
futech-526	26	8	and	and	CCONJ
futech-526	26	9	personalized	personalized	ADJ
futech-526	26	10	treatments	treatment	NOUN
futech-526	26	11	,	,	PUNCT
futech-526	26	12	where	where	SCONJ
futech-526	26	13	ai	ai	NOUN
futech-526	26	14	has	have	AUX
futech-526	26	15	shown	show	VERB
futech-526	26	16	impressive	impressive	ADJ
futech-526	26	17	precision	precision	NOUN
futech-526	26	18	.	.	PUNCT
futech-526	27	1	for	for	ADP
futech-526	27	2	example	example	NOUN
futech-526	27	3	,	,	PUNCT
futech-526	27	4	ai	ai	VERB
futech-526	27	5	models	model	NOUN
futech-526	27	6	can	can	AUX
futech-526	27	7	now	now	ADV
futech-526	27	8	assess	assess	VERB
futech-526	27	9	cancer	cancer	NOUN
futech-526	27	10	aggressiveness	aggressiveness	NOUN
futech-526	27	11	more	more	ADV
futech-526	27	12	accurately	accurately	ADV
futech-526	27	13	than	than	ADP
futech-526	27	14	traditional	traditional	ADJ
futech-526	27	15	biopsies	biopsy	NOUN
futech-526	27	16	,	,	PUNCT
futech-526	27	17	according	accord	VERB
futech-526	27	18	to	to	ADP
futech-526	27	19	a	a	DET
futech-526	27	20	2024	2024	NUM
futech-526	27	21	report	report	NOUN
futech-526	27	22	from	from	ADP
futech-526	27	23	the	the	DET
futech-526	27	24	world	world	NOUN
futech-526	27	25	economic	economic	ADJ
futech-526	27	26	forum	forum	NOUN
futech-526	27	27	[	[	X
futech-526	27	28	2	2	NUM
futech-526	27	29	]	]	PUNCT
futech-526	27	30	.	.	PUNCT
futech-526	28	1	at	at	ADP
futech-526	28	2	the	the	DET
futech-526	28	3	same	same	ADJ
futech-526	28	4	time	time	NOUN
futech-526	28	5	,	,	PUNCT
futech-526	28	6	the	the	DET
futech-526	28	7	global	global	ADJ
futech-526	28	8	market	market	NOUN
futech-526	28	9	for	for	ADP
futech-526	28	10	ai‐driven	ai‐driven	ADJ
futech-526	28	11	healthcare	healthcare	NOUN
futech-526	28	12	is	be	AUX
futech-526	28	13	expected	expect	VERB
futech-526	28	14	to	to	PART
futech-526	28	15	reach	reach	VERB
futech-526	28	16	$	$	SYM
futech-526	28	17	70	70	NUM
futech-526	28	18	billion	billion	NUM
futech-526	28	19	by	by	ADP
futech-526	28	20	2032	2032	NUM
futech-526	28	21	,	,	PUNCT
futech-526	28	22	fueled	fuel	VERB
futech-526	28	23	by	by	ADP
futech-526	28	24	advances	advance	NOUN
futech-526	28	25	in	in	ADP
futech-526	28	26	ai	ai	NOUN
futech-526	28	27	for	for	ADP
futech-526	28	28	drug	drug	NOUN
futech-526	28	29	discovery	discovery	NOUN
futech-526	28	30	and	and	CCONJ
futech-526	28	31	medical	medical	ADJ
futech-526	28	32	imaging	imaging	NOUN
futech-526	28	33	.	.	PUNCT
futech-526	29	1	in	in	ADP
futech-526	29	2	countries	country	NOUN
futech-526	29	3	like	like	ADP
futech-526	29	4	china	china	PROPN
futech-526	29	5	,	,	PUNCT
futech-526	29	6	ai	ai	VERB
futech-526	29	7	plays	play	VERB
futech-526	29	8	a	a	DET
futech-526	29	9	vital	vital	ADJ
futech-526	29	10	role	role	NOUN
futech-526	29	11	in	in	ADP
futech-526	29	12	optimizing	optimize	VERB
futech-526	29	13	medical	medical	ADJ
futech-526	29	14	resource	resource	NOUN
futech-526	29	15	distribution	distribution	NOUN
futech-526	29	16	and	and	CCONJ
futech-526	29	17	enhancing	enhance	VERB
futech-526	29	18	diagnostic	diagnostic	ADJ
futech-526	29	19	accuracy	accuracy	NOUN
futech-526	29	20	,	,	PUNCT
futech-526	29	21	especially	especially	ADV
futech-526	29	22	in	in	ADP
futech-526	29	23	areas	area	NOUN
futech-526	29	24	with	with	ADP
futech-526	29	25	limited	limited	ADJ
futech-526	29	26	access	access	NOUN
futech-526	29	27	to	to	ADP
futech-526	29	28	healthcare	healthcare	NOUN
futech-526	29	29	[	[	X
futech-526	29	30	3	3	NUM
futech-526	29	31	]	]	PUNCT
futech-526	29	32	.	.	PUNCT
futech-526	30	1	additionally	additionally	ADV
futech-526	30	2	,	,	PUNCT
futech-526	30	3	reviews	review	NOUN
futech-526	30	4	of	of	ADP
futech-526	30	5	ai	ai	PROPN
futech-526	30	6	healthcare	healthcare	PROPN
futech-526	30	7	studies	study	NOUN
futech-526	30	8	from	from	ADP
futech-526	30	9	2023	2023	NUM
futech-526	30	10	show	show	NOUN
futech-526	30	11	that	that	SCONJ
futech-526	30	12	fields	field	NOUN
futech-526	30	13	like	like	ADP
futech-526	30	14	radiology	radiology	NOUN
futech-526	30	15	and	and	CCONJ
futech-526	30	16	gastroenterology	gastroenterology	NOUN
futech-526	30	17	are	be	AUX
futech-526	30	18	experiencing	experience	VERB
futech-526	30	19	the	the	DET
futech-526	30	20	greatest	great	ADJ
futech-526	30	21	impact	impact	NOUN
futech-526	30	22	.	.	PUNCT
futech-526	31	1	looking	look	VERB
futech-526	31	2	ahead	ahead	ADV
futech-526	31	3	,	,	PUNCT
futech-526	31	4	experts	expert	NOUN
futech-526	31	5	predict	predict	VERB
futech-526	31	6	that	that	SCONJ
futech-526	31	7	ai	ai	VERB
futech-526	31	8	will	will	AUX
futech-526	31	9	have	have	VERB
futech-526	31	10	a	a	DET
futech-526	31	11	wider	wide	ADJ
futech-526	31	12	influence	influence	NOUN
futech-526	31	13	across	across	ADP
futech-526	31	14	many	many	ADJ
futech-526	31	15	areas	area	NOUN
futech-526	31	16	of	of	ADP
futech-526	31	17	medicine	medicine	NOUN
futech-526	31	18	,	,	PUNCT
futech-526	31	19	including	include	VERB
futech-526	31	20	administration	administration	NOUN
futech-526	31	21	and	and	CCONJ
futech-526	31	22	education	education	NOUN
futech-526	31	23	[	[	X
futech-526	31	24	4	4	NUM
futech-526	31	25	]	]	PUNCT
futech-526	31	26	.	.	PUNCT
futech-526	32	1	among	among	ADP
futech-526	32	2	the	the	DET
futech-526	32	3	leading	lead	VERB
futech-526	32	4	noncommunicable	noncommunicable	ADJ
futech-526	32	5	diseases	disease	NOUN
futech-526	32	6	,	,	PUNCT
futech-526	32	7	diabetes	diabetes	NOUN
futech-526	32	8	is	be	AUX
futech-526	32	9	now	now	ADV
futech-526	32	10	one	one	NUM
futech-526	32	11	of	of	ADP
futech-526	32	12	the	the	DET
futech-526	32	13	primary	primary	ADJ
futech-526	32	14	causes	cause	NOUN
futech-526	32	15	of	of	ADP
futech-526	32	16	death	death	NOUN
futech-526	32	17	worldwide	worldwide	ADV
futech-526	32	18	,	,	PUNCT
futech-526	32	19	representing	represent	VERB
futech-526	32	20	an	an	DET
futech-526	32	21	escalating	escalate	VERB
futech-526	32	22	global	global	ADJ
futech-526	32	23	health	health	NOUN
futech-526	32	24	threat	threat	NOUN
futech-526	32	25	[	[	X
futech-526	32	26	5	5	NUM
futech-526	32	27	]	]	PUNCT
futech-526	32	28	.	.	PUNCT
futech-526	33	1	therefore	therefore	ADV
futech-526	33	2	,	,	PUNCT
futech-526	33	3	extensive	extensive	ADJ
futech-526	33	4	research	research	NOUN
futech-526	33	5	has	have	AUX
futech-526	33	6	been	be	AUX
futech-526	33	7	conducted	conduct	VERB
futech-526	33	8	,	,	PUNCT
futech-526	33	9	and	and	CCONJ
futech-526	33	10	active	active	ADJ
futech-526	33	11	research	research	NOUN
futech-526	33	12	is	be	AUX
futech-526	33	13	currently	currently	ADV
futech-526	33	14	underway	underway	ADJ
futech-526	33	15	,	,	PUNCT
futech-526	33	16	to	to	PART
futech-526	33	17	find	find	VERB
futech-526	33	18	solutions	solution	NOUN
futech-526	33	19	to	to	PART
futech-526	33	20	prevent	prevent	VERB
futech-526	33	21	and	and	CCONJ
futech-526	33	22	manage	manage	VERB
futech-526	33	23	it	it	PRON
futech-526	34	1	[	[	X
futech-526	34	2	6	6	NUM
futech-526	34	3	-	-	SYM
futech-526	34	4	8	8	NUM
futech-526	34	5	]	]	PUNCT
futech-526	34	6	.	.	PUNCT
futech-526	35	1	diabetes	diabetes	NOUN
futech-526	35	2	is	be	AUX
futech-526	35	3	a	a	DET
futech-526	35	4	chronic	chronic	NOUN
futech-526	35	5	,	,	PUNCT
futech-526	35	6	noncommunicable	noncommunicable	ADJ
futech-526	35	7	disease	disease	NOUN
futech-526	35	8	that	that	PRON
futech-526	35	9	occurs	occur	VERB
futech-526	35	10	when	when	SCONJ
futech-526	35	11	the	the	DET
futech-526	35	12	body	body	NOUN
futech-526	35	13	is	be	AUX
futech-526	35	14	either	either	CCONJ
futech-526	35	15	unable	unable	ADJ
futech-526	35	16	to	to	PART
futech-526	35	17	produce	produce	VERB
futech-526	35	18	enough	enough	ADJ
futech-526	35	19	insulin	insulin	NOUN
futech-526	35	20	or	or	CCONJ
futech-526	35	21	can	can	AUX
futech-526	35	22	not	not	PART
futech-526	35	23	effectively	effectively	ADV
futech-526	35	24	use	use	VERB
futech-526	35	25	the	the	DET
futech-526	35	26	insulin	insulin	NOUN
futech-526	35	27	it	it	PRON
futech-526	35	28	produces	produce	VERB
futech-526	35	29	.	.	PUNCT
futech-526	36	1	insulin	insulin	NOUN
futech-526	36	2	is	be	AUX
futech-526	36	3	a	a	DET
futech-526	36	4	hormone	hormone	NOUN
futech-526	36	5	that	that	PRON
futech-526	36	6	regulates	regulate	VERB
futech-526	36	7	blood	blood	NOUN
futech-526	36	8	sugar	sugar	NOUN
futech-526	36	9	(	(	PUNCT
futech-526	36	10	glucose	glucose	NOUN
futech-526	36	11	)	)	PUNCT
futech-526	36	12	levels	level	NOUN
futech-526	36	13	,	,	PUNCT
futech-526	36	14	which	which	PRON
futech-526	36	15	is	be	AUX
futech-526	36	16	crucial	crucial	ADJ
futech-526	36	17	for	for	ADP
futech-526	36	18	providing	provide	VERB
futech-526	36	19	energy	energy	NOUN
futech-526	36	20	to	to	ADP
futech-526	36	21	the	the	DET
futech-526	36	22	body	body	NOUN
futech-526	36	23	’s	’s	PART
futech-526	36	24	cells	cell	NOUN
futech-526	36	25	.	.	PUNCT
futech-526	37	1	there	there	PRON
futech-526	37	2	are	be	VERB
futech-526	37	3	two	two	NUM
futech-526	37	4	main	main	ADJ
futech-526	37	5	types	type	NOUN
futech-526	37	6	of	of	ADP
futech-526	37	7	diabetes	diabetes	NOUN
futech-526	37	8	:	:	PUNCT
futech-526	37	9	•	•	NUM
futech-526	37	10	type	type	NOUN
futech-526	37	11	1	1	NUM
futech-526	37	12	diabetes	diabete	NOUN
futech-526	37	13	:	:	PUNCT
futech-526	37	14	this	this	DET
futech-526	37	15	form	form	NOUN
futech-526	37	16	is	be	AUX
futech-526	37	17	often	often	ADV
futech-526	37	18	diagnosed	diagnose	VERB
futech-526	37	19	in	in	ADP
futech-526	37	20	children	child	NOUN
futech-526	37	21	and	and	CCONJ
futech-526	37	22	young	young	ADJ
futech-526	37	23	adults	adult	NOUN
futech-526	37	24	,	,	PUNCT
futech-526	37	25	though	though	SCONJ
futech-526	37	26	it	it	PRON
futech-526	37	27	can	can	AUX
futech-526	37	28	occur	occur	VERB
futech-526	37	29	at	at	ADP
futech-526	37	30	any	any	DET
futech-526	37	31	age	age	NOUN
futech-526	37	32	.	.	PUNCT
futech-526	38	1	it	it	PRON
futech-526	38	2	happens	happen	VERB
futech-526	38	3	when	when	SCONJ
futech-526	38	4	the	the	DET
futech-526	38	5	immune	immune	ADJ
futech-526	38	6	system	system	NOUN
futech-526	38	7	mistakenly	mistakenly	ADV
futech-526	38	8	attacks	attack	VERB
futech-526	38	9	and	and	CCONJ
futech-526	38	10	destroys	destroy	VERB
futech-526	38	11	the	the	DET
futech-526	38	12	insulin	insulin	NOUN
futech-526	38	13	-	-	PUNCT
futech-526	38	14	producing	produce	VERB
futech-526	38	15	beta	beta	ADJ
futech-526	38	16	cells	cell	NOUN
futech-526	38	17	in	in	ADP
futech-526	38	18	the	the	DET
futech-526	38	19	pancreas	pancrea	NOUN
futech-526	38	20	,	,	PUNCT
futech-526	38	21	leading	lead	VERB
futech-526	38	22	to	to	ADP
futech-526	38	23	little	little	ADJ
futech-526	38	24	or	or	CCONJ
futech-526	38	25	no	no	PRON
futech-526	38	26	insulin	insulin	NOUN
futech-526	38	27	production	production	NOUN
futech-526	38	28	.	.	PUNCT
futech-526	39	1	people	people	NOUN
futech-526	39	2	with	with	ADP
futech-526	39	3	type	type	NOUN
futech-526	39	4	1	1	NUM
futech-526	39	5	diabetes	diabetes	NOUN
futech-526	39	6	require	require	VERB
futech-526	39	7	lifelong	lifelong	ADJ
futech-526	39	8	insulin	insulin	NOUN
futech-526	39	9	therapy	therapy	NOUN
futech-526	39	10	[	[	X
futech-526	39	11	9	9	NUM
futech-526	39	12	]	]	PUNCT
futech-526	39	13	.	.	PUNCT
futech-526	40	1	future	future	ADJ
futech-526	40	2	technology	technology	NOUN
futech-526	40	3	open	open	ADJ
futech-526	40	4	access	access	NOUN
futech-526	40	5	journal	journal	NOUN
futech-526	40	6	https://doi.org/10.55670/fpll.futech.5.1.10	https://doi.org/10.55670/fpll.futech.5.1.10	ADJ
futech-526	40	7	february	february	PROPN
futech-526	40	8	2026|	2026|	NUM
futech-526	40	9	volume	volume	NOUN
futech-526	40	10	05	05	NUM
futech-526	41	1	|	|	ADV
futech-526	41	2	issue	issue	NOUN
futech-526	41	3	01	01	NUM
futech-526	42	1	|	|	NOUN
futech-526	42	2	pages	page	NOUN
futech-526	42	3	93	93	NUM
futech-526	42	4	-	-	SYM
futech-526	42	5	126	126	NUM
futech-526	42	6	journal	journal	NOUN
futech-526	42	7	homepage	homepage	NOUN
futech-526	42	8	:	:	PUNCT
futech-526	42	9	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-526	42	10	issn	issn	VERB
futech-526	42	11	2832	2832	NUM
futech-526	42	12	-	-	SYM
futech-526	42	13	0379	0379	NUM
futech-526	42	14	mailto:hirushanethni@sjp.ac.lk	mailto:hirushanethni@sjp.ac.lk	NUM
futech-526	42	15	https://doi.org/10.55670/fpll.futech.5.1.10	https://doi.org/10.55670/fpll.futech.5.1.10	PROPN
futech-526	42	16	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-526	42	17	nh	nh	PROPN
futech-526	42	18	.	.	PROPN
futech-526	42	19	wanigasingha	wanigasingha	NOUN
futech-526	42	20	et	et	PROPN
futech-526	43	1	al	al	PROPN
futech-526	43	2	.	.	PROPN
futech-526	43	3	/future	/future	PUNCT
futech-526	43	4	technology	technology	PROPN
futech-526	43	5	february	february	PROPN
futech-526	43	6	2026|	2026|	NUM
futech-526	43	7	volume	volume	NOUN
futech-526	43	8	05	05	NUM
futech-526	44	1	|	|	ADV
futech-526	44	2	issue	issue	NOUN
futech-526	44	3	01	01	NUM
futech-526	45	1	|	|	NOUN
futech-526	45	2	pages	page	VERB
futech-526	45	3	93	93	NUM
futech-526	45	4	-	-	SYM
futech-526	45	5	126	126	NUM
futech-526	45	6	94	94	NUM
futech-526	45	7	•	•	NOUN
futech-526	45	8	type	type	NOUN
futech-526	45	9	2	2	NUM
futech-526	45	10	diabetes	diabete	NOUN
futech-526	45	11	:	:	PUNCT
futech-526	45	12	this	this	PRON
futech-526	45	13	is	be	AUX
futech-526	45	14	the	the	DET
futech-526	45	15	most	most	ADV
futech-526	45	16	common	common	ADJ
futech-526	45	17	form	form	NOUN
futech-526	45	18	and	and	CCONJ
futech-526	45	19	is	be	AUX
futech-526	45	20	often	often	ADV
futech-526	45	21	linked	link	VERB
futech-526	45	22	to	to	ADP
futech-526	45	23	lifestyle	lifestyle	NOUN
futech-526	45	24	factors	factor	NOUN
futech-526	45	25	such	such	ADJ
futech-526	45	26	as	as	ADP
futech-526	45	27	obesity	obesity	NOUN
futech-526	45	28	,	,	PUNCT
futech-526	45	29	poor	poor	ADJ
futech-526	45	30	diet	diet	NOUN
futech-526	45	31	,	,	PUNCT
futech-526	45	32	and	and	CCONJ
futech-526	45	33	physical	physical	ADJ
futech-526	45	34	inactivity	inactivity	NOUN
futech-526	45	35	.	.	PUNCT
futech-526	46	1	in	in	ADP
futech-526	46	2	this	this	DET
futech-526	46	3	condition	condition	NOUN
futech-526	46	4	,	,	PUNCT
futech-526	46	5	the	the	DET
futech-526	46	6	body	body	NOUN
futech-526	46	7	becomes	become	VERB
futech-526	46	8	resistant	resistant	ADJ
futech-526	46	9	to	to	ADP
futech-526	46	10	insulin	insulin	NOUN
futech-526	46	11	,	,	PUNCT
futech-526	46	12	or	or	CCONJ
futech-526	46	13	the	the	DET
futech-526	46	14	pancreas	pancrea	NOUN
futech-526	46	15	can	can	AUX
futech-526	46	16	not	not	PART
futech-526	46	17	produce	produce	VERB
futech-526	46	18	enough	enough	ADJ
futech-526	46	19	insulin	insulin	NOUN
futech-526	46	20	to	to	PART
futech-526	46	21	maintain	maintain	VERB
futech-526	46	22	normal	normal	ADJ
futech-526	46	23	blood	blood	NOUN
futech-526	46	24	glucose	glucose	NOUN
futech-526	46	25	levels	level	NOUN
futech-526	46	26	.	.	PUNCT
futech-526	47	1	type	type	NOUN
futech-526	47	2	2	2	NUM
futech-526	47	3	diabetes	diabetes	NOUN
futech-526	47	4	can	can	AUX
futech-526	47	5	often	often	ADV
futech-526	47	6	be	be	AUX
futech-526	47	7	managed	manage	VERB
futech-526	47	8	with	with	ADP
futech-526	47	9	lifestyle	lifestyle	NOUN
futech-526	47	10	changes	change	NOUN
futech-526	47	11	,	,	PUNCT
futech-526	47	12	but	but	CCONJ
futech-526	47	13	may	may	AUX
futech-526	47	14	also	also	ADV
futech-526	47	15	require	require	VERB
futech-526	47	16	medication	medication	NOUN
futech-526	47	17	or	or	CCONJ
futech-526	47	18	insulin	insulin	NOUN
futech-526	47	19	[	[	X
futech-526	47	20	9	9	NUM
futech-526	47	21	]	]	PUNCT
futech-526	47	22	.	.	PUNCT
futech-526	48	1	diabetes	diabetes	NOUN
futech-526	48	2	develops	develop	VERB
futech-526	48	3	when	when	SCONJ
futech-526	48	4	the	the	DET
futech-526	48	5	glucose	glucose	NOUN
futech-526	48	6	in	in	ADP
futech-526	48	7	the	the	DET
futech-526	48	8	blood	blood	NOUN
futech-526	48	9	remains	remain	VERB
futech-526	48	10	elevated	elevated	ADJ
futech-526	48	11	over	over	ADP
futech-526	48	12	time	time	NOUN
futech-526	48	13	,	,	PUNCT
futech-526	48	14	leading	lead	VERB
futech-526	48	15	to	to	ADP
futech-526	48	16	serious	serious	ADJ
futech-526	48	17	health	health	NOUN
futech-526	48	18	complications	complication	NOUN
futech-526	48	19	,	,	PUNCT
futech-526	48	20	such	such	ADJ
futech-526	48	21	as	as	ADP
futech-526	48	22	heart	heart	NOUN
futech-526	48	23	disease	disease	NOUN
futech-526	48	24	,	,	PUNCT
futech-526	48	25	kidney	kidney	NOUN
futech-526	48	26	damage	damage	NOUN
futech-526	48	27	,	,	PUNCT
futech-526	48	28	nerve	nerve	NOUN
futech-526	48	29	damage	damage	NOUN
futech-526	48	30	,	,	PUNCT
futech-526	48	31	and	and	CCONJ
futech-526	48	32	vision	vision	NOUN
futech-526	48	33	problems	problem	NOUN
futech-526	48	34	.	.	PUNCT
futech-526	49	1	early	early	ADJ
futech-526	49	2	detection	detection	NOUN
futech-526	49	3	and	and	CCONJ
futech-526	49	4	management	management	NOUN
futech-526	49	5	through	through	ADP
futech-526	49	6	lifestyle	lifestyle	NOUN
futech-526	49	7	changes	change	NOUN
futech-526	49	8	,	,	PUNCT
futech-526	49	9	medication	medication	NOUN
futech-526	49	10	,	,	PUNCT
futech-526	49	11	and	and	CCONJ
futech-526	49	12	regular	regular	ADJ
futech-526	49	13	monitoring	monitoring	NOUN
futech-526	49	14	of	of	ADP
futech-526	49	15	blood	blood	NOUN
futech-526	49	16	sugar	sugar	NOUN
futech-526	49	17	levels	level	NOUN
futech-526	49	18	are	be	AUX
futech-526	49	19	crucial	crucial	ADJ
futech-526	49	20	in	in	ADP
futech-526	49	21	preventing	prevent	VERB
futech-526	49	22	or	or	CCONJ
futech-526	49	23	delaying	delay	VERB
futech-526	49	24	these	these	DET
futech-526	49	25	complications	complication	NOUN
futech-526	49	26	.	.	PUNCT
futech-526	50	1	there	there	PRON
futech-526	50	2	are	be	VERB
futech-526	50	3	several	several	ADJ
futech-526	50	4	factors	factor	NOUN
futech-526	50	5	,	,	PUNCT
futech-526	50	6	such	such	ADJ
futech-526	50	7	as	as	ADP
futech-526	50	8	glycemic	glycemic	ADJ
futech-526	50	9	index	index	NOUN
futech-526	50	10	,	,	PUNCT
futech-526	50	11	glycemic	glycemic	ADJ
futech-526	50	12	load	load	NOUN
futech-526	50	13	,	,	PUNCT
futech-526	50	14	fiber	fiber	NOUN
futech-526	50	15	content	content	NOUN
futech-526	50	16	,	,	PUNCT
futech-526	50	17	carbohydrate	carbohydrate	NOUN
futech-526	50	18	type	type	NOUN
futech-526	50	19	,	,	PUNCT
futech-526	50	20	meal	meal	NOUN
futech-526	50	21	timing	timing	NOUN
futech-526	50	22	and	and	CCONJ
futech-526	50	23	composition	composition	NOUN
futech-526	50	24	,	,	PUNCT
futech-526	50	25	physical	physical	ADJ
futech-526	50	26	activity	activity	NOUN
futech-526	50	27	,	,	PUNCT
futech-526	50	28	and	and	CCONJ
futech-526	50	29	others	other	NOUN
futech-526	50	30	,	,	PUNCT
futech-526	50	31	that	that	PRON
futech-526	50	32	influence	influence	VERB
futech-526	50	33	blood	blood	NOUN
futech-526	50	34	glucose	glucose	NOUN
futech-526	50	35	levels	level	NOUN
futech-526	50	36	and	and	CCONJ
futech-526	50	37	diabetes	diabetes	NOUN
futech-526	50	38	.	.	PUNCT
futech-526	51	1	among	among	ADP
futech-526	51	2	them	they	PRON
futech-526	51	3	,	,	PUNCT
futech-526	51	4	the	the	DET
futech-526	51	5	glycemic	glycemic	ADJ
futech-526	51	6	index	index	NOUN
futech-526	51	7	plays	play	VERB
futech-526	51	8	a	a	DET
futech-526	51	9	key	key	ADJ
futech-526	51	10	role	role	NOUN
futech-526	51	11	.	.	PUNCT
futech-526	52	1	the	the	DET
futech-526	52	2	glycemic	glycemic	ADJ
futech-526	52	3	index	index	NOUN
futech-526	52	4	is	be	AUX
futech-526	52	5	a	a	DET
futech-526	52	6	scale	scale	NOUN
futech-526	52	7	that	that	PRON
futech-526	52	8	measures	measure	VERB
futech-526	52	9	how	how	SCONJ
futech-526	52	10	fast	fast	ADV
futech-526	52	11	the	the	DET
futech-526	52	12	carbohydrates	carbohydrate	NOUN
futech-526	52	13	in	in	ADP
futech-526	52	14	different	different	ADJ
futech-526	52	15	foods	food	NOUN
futech-526	52	16	raise	raise	VERB
futech-526	52	17	your	your	PRON
futech-526	52	18	blood	blood	NOUN
futech-526	52	19	sugar	sugar	NOUN
futech-526	52	20	after	after	SCONJ
futech-526	52	21	you	you	PRON
futech-526	52	22	eat	eat	VERB
futech-526	52	23	them	they	PRON
futech-526	52	24	.	.	PUNCT
futech-526	53	1	foods	food	NOUN
futech-526	53	2	are	be	AUX
futech-526	53	3	ranked	rank	VERB
futech-526	53	4	from	from	ADP
futech-526	53	5	0	0	NUM
futech-526	53	6	to	to	ADP
futech-526	53	7	100	100	NUM
futech-526	53	8	,	,	PUNCT
futech-526	53	9	with	with	ADP
futech-526	53	10	higher	high	ADJ
futech-526	53	11	numbers	number	NOUN
futech-526	53	12	meaning	mean	VERB
futech-526	53	13	they	they	PRON
futech-526	53	14	cause	cause	VERB
futech-526	53	15	a	a	DET
futech-526	53	16	quicker	quick	ADJ
futech-526	53	17	rise	rise	NOUN
futech-526	53	18	in	in	ADP
futech-526	53	19	blood	blood	NOUN
futech-526	53	20	glucose	glucose	NOUN
futech-526	53	21	,	,	PUNCT
futech-526	53	22	while	while	SCONJ
futech-526	53	23	lower	low	ADJ
futech-526	53	24	numbers	number	NOUN
futech-526	53	25	indicate	indicate	VERB
futech-526	53	26	a	a	DET
futech-526	53	27	slower	slow	ADJ
futech-526	53	28	,	,	PUNCT
futech-526	53	29	steadier	steady	ADJ
futech-526	53	30	increase	increase	NOUN
futech-526	53	31	.	.	PUNCT
futech-526	54	1	•	•	NUM
futech-526	54	2	low	low	ADJ
futech-526	54	3	gi	gi	NOUN
futech-526	54	4	foods	food	NOUN
futech-526	54	5	(	(	PUNCT
futech-526	54	6	gi	gi	ADP
futech-526	54	7	≤	≤	NUM
futech-526	54	8	55	55	NUM
futech-526	54	9	):	):	PUNCT
futech-526	54	10	these	these	PRON
futech-526	54	11	cause	cause	VERB
futech-526	54	12	a	a	DET
futech-526	54	13	gradual	gradual	ADJ
futech-526	54	14	rise	rise	NOUN
futech-526	54	15	in	in	ADP
futech-526	54	16	blood	blood	NOUN
futech-526	54	17	sugar	sugar	NOUN
futech-526	54	18	,	,	PUNCT
futech-526	54	19	helping	helping	AUX
futech-526	54	20	maintain	maintain	VERB
futech-526	54	21	stable	stable	ADJ
futech-526	54	22	levels	level	NOUN
futech-526	54	23	(	(	PUNCT
futech-526	54	24	e.g.	e.g.	ADV
futech-526	54	25	,	,	PUNCT
futech-526	54	26	most	most	ADJ
futech-526	54	27	fruits	fruit	NOUN
futech-526	54	28	,	,	PUNCT
futech-526	54	29	vegetables	vegetable	NOUN
futech-526	54	30	,	,	PUNCT
futech-526	54	31	whole	whole	ADJ
futech-526	54	32	grains	grain	NOUN
futech-526	54	33	,	,	PUNCT
futech-526	54	34	and	and	CCONJ
futech-526	54	35	legumes	legume	NOUN
futech-526	54	36	)	)	PUNCT
futech-526	54	37	.	.	PUNCT
futech-526	55	1	•	•	NUM
futech-526	55	2	medium	medium	NOUN
futech-526	55	3	gi	gi	NOUN
futech-526	55	4	foods	food	NOUN
futech-526	55	5	(	(	PUNCT
futech-526	55	6	gi	gi	ADP
futech-526	55	7	56–69	56–69	NUM
futech-526	55	8	):	):	PUNCT
futech-526	55	9	these	these	PRON
futech-526	55	10	create	create	VERB
futech-526	55	11	a	a	DET
futech-526	55	12	moderate	moderate	ADJ
futech-526	55	13	increase	increase	NOUN
futech-526	55	14	in	in	ADP
futech-526	55	15	blood	blood	NOUN
futech-526	55	16	glucose	glucose	NOUN
futech-526	55	17	(	(	PUNCT
futech-526	55	18	e.g.	e.g.	ADV
futech-526	55	19	,	,	PUNCT
futech-526	55	20	rye	rye	NOUN
futech-526	55	21	bread	bread	NOUN
futech-526	55	22	,	,	PUNCT
futech-526	55	23	bananas	banana	NOUN
futech-526	55	24	,	,	PUNCT
futech-526	55	25	sweet	sweet	ADJ
futech-526	55	26	potatoes	potato	NOUN
futech-526	55	27	)	)	PUNCT
futech-526	55	28	.	.	PUNCT
futech-526	56	1	•	•	NUM
futech-526	56	2	high	high	ADJ
futech-526	56	3	gi	gi	NOUN
futech-526	56	4	foods	food	NOUN
futech-526	56	5	(	(	PUNCT
futech-526	56	6	gi	gi	X
futech-526	56	7	≥	≥	NOUN
futech-526	56	8	70	70	NUM
futech-526	56	9	):	):	PUNCT
futech-526	56	10	these	these	DET
futech-526	56	11	lead	lead	NOUN
futech-526	56	12	to	to	ADP
futech-526	56	13	rapid	rapid	ADJ
futech-526	56	14	spikes	spike	NOUN
futech-526	56	15	in	in	ADP
futech-526	56	16	blood	blood	NOUN
futech-526	56	17	sugar	sugar	NOUN
futech-526	56	18	(	(	PUNCT
futech-526	56	19	e.g.	e.g.	ADV
futech-526	56	20	,	,	PUNCT
futech-526	56	21	white	white	ADJ
futech-526	56	22	bread	bread	NOUN
futech-526	56	23	,	,	PUNCT
futech-526	56	24	sugary	sugary	ADJ
futech-526	56	25	drinks	drink	NOUN
futech-526	56	26	,	,	PUNCT
futech-526	56	27	and	and	CCONJ
futech-526	56	28	processed	process	VERB
futech-526	56	29	cereals	cereal	NOUN
futech-526	56	30	)	)	PUNCT
futech-526	56	31	.	.	PUNCT
futech-526	57	1	for	for	ADP
futech-526	57	2	people	people	NOUN
futech-526	57	3	with	with	ADP
futech-526	57	4	diabetes	diabetes	NOUN
futech-526	57	5	,	,	PUNCT
futech-526	57	6	keeping	keep	VERB
futech-526	57	7	blood	blood	NOUN
futech-526	57	8	sugar	sugar	NOUN
futech-526	57	9	levels	level	NOUN
futech-526	57	10	under	under	ADP
futech-526	57	11	control	control	NOUN
futech-526	57	12	is	be	AUX
futech-526	57	13	essential	essential	ADJ
futech-526	57	14	to	to	ADP
futech-526	57	15	managing	manage	VERB
futech-526	57	16	the	the	DET
futech-526	57	17	condition	condition	NOUN
futech-526	57	18	and	and	CCONJ
futech-526	57	19	preventing	prevent	VERB
futech-526	57	20	complications	complication	NOUN
futech-526	57	21	.	.	PUNCT
futech-526	58	1	eating	eat	VERB
futech-526	58	2	high‐gi	high‐gi	ADJ
futech-526	58	3	foods	food	NOUN
futech-526	58	4	can	can	AUX
futech-526	58	5	cause	cause	VERB
futech-526	58	6	sudden	sudden	ADJ
futech-526	58	7	blood	blood	NOUN
futech-526	58	8	sugar	sugar	NOUN
futech-526	58	9	spikes	spike	NOUN
futech-526	58	10	,	,	PUNCT
futech-526	58	11	which	which	PRON
futech-526	58	12	can	can	AUX
futech-526	58	13	be	be	AUX
futech-526	58	14	dangerous	dangerous	ADJ
futech-526	58	15	for	for	ADP
futech-526	58	16	diabetics	diabetic	NOUN
futech-526	58	17	who	who	PRON
futech-526	58	18	may	may	AUX
futech-526	58	19	struggle	struggle	VERB
futech-526	58	20	with	with	ADP
futech-526	58	21	insulin	insulin	NOUN
futech-526	58	22	production	production	NOUN
futech-526	58	23	or	or	CCONJ
futech-526	58	24	use	use	NOUN
futech-526	58	25	.	.	PUNCT
futech-526	59	1	on	on	ADP
futech-526	59	2	the	the	DET
futech-526	59	3	other	other	ADJ
futech-526	59	4	hand	hand	NOUN
futech-526	59	5	,	,	PUNCT
futech-526	59	6	low‐gi	low‐gi	ADJ
futech-526	59	7	foods	food	NOUN
futech-526	59	8	help	help	VERB
futech-526	59	9	keep	keep	VERB
futech-526	59	10	blood	blood	NOUN
futech-526	59	11	sugar	sugar	NOUN
futech-526	59	12	stable	stable	ADJ
futech-526	59	13	,	,	PUNCT
futech-526	59	14	making	make	VERB
futech-526	59	15	it	it	PRON
futech-526	59	16	easier	easy	ADJ
futech-526	59	17	to	to	PART
futech-526	59	18	manage	manage	VERB
futech-526	59	19	diabetes	diabetes	NOUN
futech-526	59	20	.	.	PUNCT
futech-526	60	1	the	the	DET
futech-526	60	2	gi	gi	NOUN
futech-526	60	3	is	be	AUX
futech-526	60	4	especially	especially	ADV
futech-526	60	5	important	important	ADJ
futech-526	60	6	in	in	ADP
futech-526	60	7	type	type	NOUN
futech-526	60	8	2	2	NUM
futech-526	60	9	diabetes	diabete	NOUN
futech-526	60	10	,	,	PUNCT
futech-526	60	11	where	where	SCONJ
futech-526	60	12	lifestyle	lifestyle	NOUN
futech-526	60	13	and	and	CCONJ
futech-526	60	14	dietary	dietary	ADJ
futech-526	60	15	choices	choice	NOUN
futech-526	60	16	play	play	VERB
futech-526	60	17	a	a	DET
futech-526	60	18	huge	huge	ADJ
futech-526	60	19	role	role	NOUN
futech-526	60	20	.	.	PUNCT
futech-526	61	1	by	by	ADP
futech-526	61	2	choosing	choose	VERB
futech-526	61	3	lower‐gi	lower‐gi	PROPN
futech-526	61	4	foods	food	NOUN
futech-526	61	5	,	,	PUNCT
futech-526	61	6	people	people	NOUN
futech-526	61	7	with	with	ADP
futech-526	61	8	diabetes	diabetes	NOUN
futech-526	61	9	can	can	AUX
futech-526	61	10	prevent	prevent	VERB
futech-526	61	11	sharp	sharp	ADJ
futech-526	61	12	rises	rise	NOUN
futech-526	61	13	in	in	ADP
futech-526	61	14	blood	blood	NOUN
futech-526	61	15	sugar	sugar	NOUN
futech-526	61	16	,	,	PUNCT
futech-526	61	17	reducing	reduce	VERB
futech-526	61	18	the	the	DET
futech-526	61	19	need	need	NOUN
futech-526	61	20	for	for	ADP
futech-526	61	21	insulin	insulin	NOUN
futech-526	61	22	and	and	CCONJ
futech-526	61	23	supporting	support	VERB
futech-526	61	24	better	well	ADJ
futech-526	61	25	long‐term	long‐term	NOUN
futech-526	61	26	blood	blood	NOUN
futech-526	61	27	sugar	sugar	NOUN
futech-526	61	28	control	control	NOUN
futech-526	61	29	.	.	PUNCT
futech-526	62	1	due	due	ADP
futech-526	62	2	to	to	ADP
futech-526	62	3	the	the	DET
futech-526	62	4	importance	importance	NOUN
futech-526	62	5	of	of	ADP
futech-526	62	6	the	the	DET
futech-526	62	7	gi	gi	NOUN
futech-526	62	8	in	in	ADP
futech-526	62	9	the	the	DET
futech-526	62	10	management	management	NOUN
futech-526	62	11	of	of	ADP
futech-526	62	12	blood	blood	NOUN
futech-526	62	13	sugar	sugar	NOUN
futech-526	62	14	levels	level	NOUN
futech-526	62	15	,	,	PUNCT
futech-526	62	16	especially	especially	ADV
futech-526	62	17	for	for	ADP
futech-526	62	18	people	people	NOUN
futech-526	62	19	with	with	ADP
futech-526	62	20	diabetes	diabetes	NOUN
futech-526	62	21	,	,	PUNCT
futech-526	62	22	extensive	extensive	ADJ
futech-526	62	23	research	research	NOUN
futech-526	62	24	has	have	AUX
futech-526	62	25	been	be	AUX
futech-526	62	26	conducted	conduct	VERB
futech-526	62	27	to	to	PART
futech-526	62	28	explore	explore	VERB
futech-526	62	29	its	its	PRON
futech-526	62	30	various	various	ADJ
futech-526	62	31	applications	application	NOUN
futech-526	62	32	.	.	PUNCT
futech-526	63	1	research	research	NOUN
futech-526	63	2	related	relate	VERB
futech-526	63	3	to	to	ADP
futech-526	63	4	gi	gi	PROPN
futech-526	63	5	has	have	AUX
futech-526	63	6	been	be	AUX
futech-526	63	7	observed	observe	VERB
futech-526	63	8	to	to	PART
futech-526	63	9	grow	grow	VERB
futech-526	63	10	rapidly	rapidly	ADV
futech-526	63	11	over	over	ADP
futech-526	63	12	the	the	DET
futech-526	63	13	past	past	ADJ
futech-526	63	14	few	few	ADJ
futech-526	63	15	decades	decade	NOUN
futech-526	63	16	(	(	PUNCT
futech-526	63	17	figure	figure	NOUN
futech-526	63	18	1	1	NUM
futech-526	63	19	)	)	PUNCT
futech-526	63	20	.	.	PUNCT
futech-526	64	1	studies	study	NOUN
futech-526	64	2	have	have	AUX
futech-526	64	3	connected	connect	VERB
futech-526	64	4	gi	gi	NOUN
futech-526	64	5	with	with	ADP
futech-526	64	6	various	various	ADJ
futech-526	64	7	fields	field	NOUN
futech-526	64	8	,	,	PUNCT
futech-526	64	9	investigating	investigate	VERB
futech-526	64	10	its	its	PRON
futech-526	64	11	role	role	NOUN
futech-526	64	12	in	in	ADP
futech-526	64	13	diet	diet	PROPN
futech-526	64	14	,	,	PUNCT
futech-526	64	15	health	health	NOUN
futech-526	64	16	outcomes	outcome	NOUN
futech-526	64	17	,	,	PUNCT
futech-526	64	18	and	and	CCONJ
futech-526	64	19	disease	disease	NOUN
futech-526	64	20	management	management	NOUN
futech-526	64	21	.	.	PUNCT
futech-526	65	1	researchers	researcher	NOUN
futech-526	65	2	have	have	AUX
futech-526	65	3	examined	examine	VERB
futech-526	65	4	how	how	SCONJ
futech-526	65	5	different	different	ADJ
futech-526	65	6	types	type	NOUN
futech-526	65	7	of	of	ADP
futech-526	65	8	foods	food	NOUN
futech-526	65	9	affect	affect	VERB
futech-526	65	10	blood	blood	NOUN
futech-526	65	11	glucose	glucose	NOUN
futech-526	65	12	levels	level	NOUN
futech-526	65	13	,	,	PUNCT
futech-526	65	14	developed	develop	VERB
futech-526	65	15	predictive	predictive	ADJ
futech-526	65	16	models	model	NOUN
futech-526	65	17	for	for	ADP
futech-526	65	18	gi	gi	NOUN
futech-526	65	19	,	,	PUNCT
futech-526	65	20	and	and	CCONJ
futech-526	65	21	explored	explore	VERB
futech-526	65	22	the	the	DET
futech-526	65	23	benefits	benefit	NOUN
futech-526	65	24	of	of	ADP
futech-526	65	25	a	a	DET
futech-526	65	26	low‐	low‐	PROPN
futech-526	65	27	gi	gi	NUM
futech-526	65	28	diet	diet	NOUN
futech-526	65	29	in	in	ADP
futech-526	65	30	preventing	prevent	VERB
futech-526	65	31	and	and	CCONJ
futech-526	65	32	managing	manage	VERB
futech-526	65	33	diabetes	diabetes	NOUN
futech-526	65	34	,	,	PUNCT
futech-526	65	35	obesity	obesity	NOUN
futech-526	65	36	,	,	PUNCT
futech-526	65	37	and	and	CCONJ
futech-526	65	38	cardiovascular	cardiovascular	ADJ
futech-526	65	39	disease	disease	NOUN
futech-526	65	40	.	.	PUNCT
futech-526	66	1	these	these	DET
futech-526	66	2	efforts	effort	NOUN
futech-526	66	3	aim	aim	VERB
futech-526	66	4	to	to	PART
futech-526	66	5	deepen	deepen	VERB
futech-526	66	6	the	the	DET
futech-526	66	7	understanding	understanding	NOUN
futech-526	66	8	of	of	ADP
futech-526	66	9	the	the	DET
futech-526	66	10	significance	significance	NOUN
futech-526	66	11	of	of	ADP
futech-526	66	12	gi	gi	VERB
futech-526	66	13	and	and	CCONJ
futech-526	66	14	provide	provide	VERB
futech-526	66	15	actionable	actionable	ADJ
futech-526	66	16	insights	insight	NOUN
futech-526	66	17	to	to	PART
futech-526	66	18	improve	improve	VERB
futech-526	66	19	health	health	NOUN
futech-526	66	20	and	and	CCONJ
futech-526	66	21	wellness	wellness	NOUN
futech-526	66	22	.	.	PUNCT
futech-526	67	1	figure	figure	NOUN
futech-526	67	2	1	1	NUM
futech-526	67	3	.	.	PUNCT
futech-526	67	4	number	number	NOUN
futech-526	67	5	of	of	ADP
futech-526	67	6	papers	paper	NOUN
futech-526	67	7	by	by	ADP
futech-526	67	8	year	year	NOUN
futech-526	67	9	it	it	PRON
futech-526	67	10	can	can	AUX
futech-526	67	11	be	be	AUX
futech-526	67	12	quite	quite	ADV
futech-526	67	13	challenging	challenging	ADJ
futech-526	67	14	to	to	PART
futech-526	67	15	determine	determine	VERB
futech-526	67	16	which	which	DET
futech-526	67	17	technologies	technology	NOUN
futech-526	67	18	are	be	AUX
futech-526	67	19	best	well	ADV
futech-526	67	20	suited	suit	VERB
futech-526	67	21	for	for	ADP
futech-526	67	22	different	different	ADJ
futech-526	67	23	applications	application	NOUN
futech-526	67	24	of	of	ADP
futech-526	67	25	the	the	DET
futech-526	67	26	gi	gi	NOUN
futech-526	67	27	and	and	CCONJ
futech-526	67	28	to	to	PART
futech-526	67	29	understand	understand	VERB
futech-526	67	30	the	the	DET
futech-526	67	31	reasons	reason	NOUN
futech-526	67	32	behind	behind	ADP
futech-526	67	33	their	their	PRON
futech-526	67	34	effectiveness	effectiveness	NOUN
futech-526	67	35	.	.	PUNCT
futech-526	68	1	whereas	whereas	SCONJ
futech-526	68	2	a	a	DET
futech-526	68	3	few	few	ADJ
futech-526	68	4	prior	prior	ADJ
futech-526	68	5	reviews	review	NOUN
futech-526	68	6	investigated	investigate	VERB
futech-526	68	7	the	the	DET
futech-526	68	8	gi	gi	NOUN
futech-526	68	9	and	and	CCONJ
futech-526	68	10	nutrition	nutrition	NOUN
futech-526	68	11	science	science	NOUN
futech-526	68	12	/	/	SYM
futech-526	68	13	diabetes	diabetes	NOUN
futech-526	68	14	research	research	NOUN
futech-526	68	15	,	,	PUNCT
futech-526	68	16	many	many	ADJ
futech-526	68	17	of	of	ADP
futech-526	68	18	these	these	PRON
futech-526	68	19	centered	center	VERB
futech-526	68	20	on	on	ADP
futech-526	68	21	clinical	clinical	ADJ
futech-526	68	22	/	/	SYM
futech-526	68	23	dietary	dietary	ADJ
futech-526	68	24	applications	application	NOUN
futech-526	68	25	and	and	CCONJ
futech-526	68	26	did	do	AUX
futech-526	68	27	not	not	PART
futech-526	68	28	systematically	systematically	ADV
futech-526	68	29	examine	examine	VERB
futech-526	68	30	ai	ai	NOUN
futech-526	68	31	/	/	SYM
futech-526	68	32	ml	ml	NOUN
futech-526	68	33	contributions	contribution	NOUN
futech-526	68	34	in	in	ADP
futech-526	68	35	this	this	DET
futech-526	68	36	field	field	NOUN
futech-526	68	37	.	.	PUNCT
futech-526	69	1	when	when	SCONJ
futech-526	69	2	multiple	multiple	ADJ
futech-526	69	3	technologies	technology	NOUN
futech-526	69	4	address	address	VERB
futech-526	69	5	the	the	DET
futech-526	69	6	same	same	ADJ
futech-526	69	7	problem	problem	NOUN
futech-526	69	8	,	,	PUNCT
futech-526	69	9	it	it	PRON
futech-526	69	10	becomes	become	VERB
futech-526	69	11	even	even	ADV
futech-526	69	12	more	more	ADV
futech-526	69	13	important	important	ADJ
futech-526	69	14	to	to	PART
futech-526	69	15	make	make	VERB
futech-526	69	16	comparisons	comparison	NOUN
futech-526	69	17	.	.	PUNCT
futech-526	70	1	this	this	DET
futech-526	70	2	highlights	highlight	VERB
futech-526	70	3	the	the	DET
futech-526	70	4	need	need	NOUN
futech-526	70	5	for	for	ADP
futech-526	70	6	a	a	DET
futech-526	70	7	systematic	systematic	ADJ
futech-526	70	8	review	review	NOUN
futech-526	70	9	and	and	CCONJ
futech-526	70	10	analysis	analysis	NOUN
futech-526	70	11	.	.	PUNCT
futech-526	71	1	the	the	DET
futech-526	71	2	primary	primary	ADJ
futech-526	71	3	goal	goal	NOUN
futech-526	71	4	of	of	ADP
futech-526	71	5	this	this	DET
futech-526	71	6	paper	paper	NOUN
futech-526	71	7	is	be	AUX
futech-526	71	8	to	to	PART
futech-526	71	9	gather	gather	VERB
futech-526	71	10	and	and	CCONJ
futech-526	71	11	examine	examine	VERB
futech-526	71	12	various	various	ADJ
futech-526	71	13	studies	study	NOUN
futech-526	71	14	where	where	SCONJ
futech-526	71	15	different	different	ADJ
futech-526	71	16	approaches	approach	NOUN
futech-526	71	17	have	have	AUX
futech-526	71	18	been	be	AUX
futech-526	71	19	applied	apply	VERB
futech-526	71	20	to	to	ADP
futech-526	71	21	the	the	DET
futech-526	71	22	gi	gi	NOUN
futech-526	71	23	,	,	PUNCT
futech-526	71	24	with	with	ADP
futech-526	71	25	the	the	DET
futech-526	71	26	aim	aim	NOUN
futech-526	71	27	of	of	ADP
futech-526	71	28	uncovering	uncover	VERB
futech-526	71	29	useful	useful	ADJ
futech-526	71	30	insights	insight	NOUN
futech-526	71	31	related	relate	VERB
futech-526	71	32	to	to	ADP
futech-526	71	33	human	human	ADJ
futech-526	71	34	health	health	NOUN
futech-526	71	35	.	.	PUNCT
futech-526	72	1	by	by	ADP
futech-526	72	2	reviewing	review	VERB
futech-526	72	3	these	these	DET
futech-526	72	4	approaches	approach	NOUN
futech-526	72	5	in	in	ADP
futech-526	72	6	a	a	DET
futech-526	72	7	structured	structured	ADJ
futech-526	72	8	manner	manner	NOUN
futech-526	72	9	,	,	PUNCT
futech-526	72	10	we	we	PRON
futech-526	72	11	aim	aim	VERB
futech-526	72	12	to	to	PART
futech-526	72	13	achieve	achieve	VERB
futech-526	72	14	two	two	NUM
futech-526	72	15	main	main	ADJ
futech-526	72	16	objectives	objective	NOUN
futech-526	72	17	:	:	PUNCT
futech-526	72	18	first	first	ADV
futech-526	72	19	,	,	PUNCT
futech-526	72	20	to	to	PART
futech-526	72	21	present	present	VERB
futech-526	72	22	and	and	CCONJ
futech-526	72	23	analyze	analyze	VERB
futech-526	72	24	the	the	DET
futech-526	72	25	areas	area	NOUN
futech-526	72	26	where	where	SCONJ
futech-526	72	27	different	different	ADJ
futech-526	72	28	technologies	technology	NOUN
futech-526	72	29	have	have	AUX
futech-526	72	30	been	be	AUX
futech-526	72	31	successfully	successfully	ADV
futech-526	72	32	used	use	VERB
futech-526	72	33	with	with	ADP
futech-526	72	34	the	the	DET
futech-526	72	35	gi	gi	NOUN
futech-526	72	36	,	,	PUNCT
futech-526	72	37	particularly	particularly	ADV
futech-526	72	38	in	in	ADP
futech-526	72	39	predicting	predict	VERB
futech-526	72	40	gi	gi	NOUN
futech-526	72	41	values	value	NOUN
futech-526	72	42	;	;	PUNCT
futech-526	72	43	and	and	CCONJ
futech-526	72	44	second	second	ADJ
futech-526	72	45	,	,	PUNCT
futech-526	72	46	to	to	PART
futech-526	72	47	expand	expand	VERB
futech-526	72	48	the	the	DET
futech-526	72	49	potential	potential	ADJ
futech-526	72	50	applications	application	NOUN
futech-526	72	51	of	of	ADP
futech-526	72	52	gi	gi	NOUN
futech-526	72	53	for	for	ADP
futech-526	72	54	a	a	DET
futech-526	72	55	wider	wide	ADJ
futech-526	72	56	audience	audience	NOUN
futech-526	72	57	.	.	PUNCT
futech-526	73	1	here	here	ADV
futech-526	73	2	,	,	PUNCT
futech-526	73	3	we	we	PRON
futech-526	73	4	provide	provide	VERB
futech-526	73	5	a	a	DET
futech-526	73	6	comprehensive	comprehensive	ADJ
futech-526	73	7	overview	overview	NOUN
futech-526	73	8	of	of	ADP
futech-526	73	9	technologies	technology	NOUN
futech-526	73	10	like	like	ADP
futech-526	73	11	deep	deep	ADJ
futech-526	73	12	learning	learning	NOUN
futech-526	73	13	,	,	PUNCT
futech-526	73	14	reinforcement	reinforcement	NOUN
futech-526	73	15	learning	learning	NOUN
futech-526	73	16	,	,	PUNCT
futech-526	73	17	explainable	explainable	ADJ
futech-526	73	18	ai	ai	NOUN
futech-526	73	19	,	,	PUNCT
futech-526	73	20	and	and	CCONJ
futech-526	73	21	natural	natural	ADJ
futech-526	73	22	language	language	NOUN
futech-526	73	23	processing	processing	NOUN
futech-526	73	24	,	,	PUNCT
futech-526	73	25	and	and	CCONJ
futech-526	73	26	how	how	SCONJ
futech-526	73	27	these	these	DET
futech-526	73	28	technologies	technology	NOUN
futech-526	73	29	are	be	AUX
futech-526	73	30	utilized	utilize	VERB
futech-526	73	31	to	to	PART
futech-526	73	32	combine	combine	VERB
futech-526	73	33	viewpoints	viewpoint	NOUN
futech-526	73	34	of	of	ADP
futech-526	73	35	food	food	NOUN
futech-526	73	36	analytics	analytic	NOUN
futech-526	73	37	and	and	CCONJ
futech-526	73	38	computational	computational	ADJ
futech-526	73	39	intelligence	intelligence	NOUN
futech-526	73	40	to	to	PART
futech-526	73	41	predict	predict	VERB
futech-526	73	42	gi	gi	INTJ
futech-526	73	43	.	.	PUNCT
futech-526	74	1	unlike	unlike	ADP
futech-526	74	2	prior	prior	ADJ
futech-526	74	3	reviews	review	NOUN
futech-526	74	4	,	,	PUNCT
futech-526	74	5	which	which	PRON
futech-526	74	6	merely	merely	ADV
futech-526	74	7	described	describe	VERB
futech-526	74	8	dietary	dietary	ADJ
futech-526	74	9	effects	effect	NOUN
futech-526	74	10	,	,	PUNCT
futech-526	74	11	our	our	PRON
futech-526	74	12	work	work	NOUN
futech-526	74	13	systematically	systematically	ADV
futech-526	74	14	charted	chart	VERB
futech-526	74	15	how	how	SCONJ
futech-526	74	16	ai	ai	VERB
futech-526	74	17	methodologies	methodology	NOUN
futech-526	74	18	evolved	evolve	VERB
futech-526	74	19	for	for	ADP
futech-526	74	20	predicting	predict	VERB
futech-526	74	21	,	,	PUNCT
futech-526	74	22	monitoring	monitoring	NOUN
futech-526	74	23	,	,	PUNCT
futech-526	74	24	and	and	CCONJ
futech-526	74	25	personalizing	personalize	VERB
futech-526	74	26	nutrition	nutrition	NOUN
futech-526	74	27	plans	plan	NOUN
futech-526	74	28	for	for	ADP
futech-526	74	29	gi	gi	NOUN
futech-526	74	30	.	.	PUNCT
futech-526	75	1	moreover	moreover	ADV
futech-526	75	2	,	,	PUNCT
futech-526	75	3	our	our	PRON
futech-526	75	4	review	review	NOUN
futech-526	75	5	identifies	identify	VERB
futech-526	75	6	areas	area	NOUN
futech-526	75	7	of	of	ADP
futech-526	75	8	poor	poor	ADJ
futech-526	75	9	usage	usage	NOUN
futech-526	75	10	of	of	ADP
futech-526	75	11	state	state	NOUN
futech-526	75	12	-	-	PUNCT
futech-526	75	13	of	of	ADP
futech-526	75	14	-	-	PUNCT
futech-526	75	15	the	the	DET
futech-526	75	16	-	-	PUNCT
futech-526	75	17	art	art	NOUN
futech-526	75	18	ai	ai	NOUN
futech-526	75	19	paradigms	paradigm	NOUN
futech-526	75	20	(	(	PUNCT
futech-526	75	21	e.g.	e.g.	ADV
futech-526	75	22	,	,	PUNCT
futech-526	75	23	xai	xai	PROPN
futech-526	75	24	,	,	PUNCT
futech-526	75	25	multimodal	multimodal	NOUN
futech-526	75	26	data	datum	NOUN
futech-526	75	27	integration	integration	NOUN
futech-526	75	28	)	)	PUNCT
futech-526	75	29	and	and	CCONJ
futech-526	75	30	offers	offer	VERB
futech-526	75	31	future	future	ADJ
futech-526	75	32	research	research	NOUN
futech-526	75	33	prospects	prospect	NOUN
futech-526	75	34	for	for	ADP
futech-526	75	35	minimizing	minimize	VERB
futech-526	75	36	the	the	DET
futech-526	75	37	gap	gap	NOUN
futech-526	75	38	between	between	ADP
futech-526	75	39	food	food	NOUN
futech-526	75	40	science	science	NOUN
futech-526	75	41	and	and	CCONJ
futech-526	75	42	computational	computational	ADJ
futech-526	75	43	intelligence	intelligence	NOUN
futech-526	75	44	.	.	PUNCT
futech-526	76	1	to	to	PART
futech-526	76	2	enhance	enhance	VERB
futech-526	76	3	the	the	DET
futech-526	76	4	reader	reader	NOUN
futech-526	76	5	’s	’s	PART
futech-526	76	6	experience	experience	NOUN
futech-526	76	7	,	,	PUNCT
futech-526	76	8	the	the	DET
futech-526	76	9	rest	rest	NOUN
futech-526	76	10	of	of	ADP
futech-526	76	11	this	this	DET
futech-526	76	12	paper	paper	NOUN
futech-526	76	13	is	be	AUX
futech-526	76	14	structured	structure	VERB
futech-526	76	15	as	as	SCONJ
futech-526	76	16	follows	follow	VERB
futech-526	76	17	:	:	PUNCT
futech-526	76	18	in	in	ADP
futech-526	76	19	section	section	NOUN
futech-526	76	20	2	2	NUM
futech-526	76	21	,	,	PUNCT
futech-526	76	22	we	we	PRON
futech-526	76	23	outline	outline	VERB
futech-526	76	24	the	the	DET
futech-526	76	25	methodology	methodology	NOUN
futech-526	76	26	used	use	VERB
futech-526	76	27	to	to	PART
futech-526	76	28	conduct	conduct	VERB
futech-526	76	29	the	the	DET
futech-526	76	30	review	review	NOUN
futech-526	76	31	.	.	PUNCT
futech-526	77	1	in	in	ADP
futech-526	77	2	the	the	DET
futech-526	77	3	next	next	ADJ
futech-526	77	4	section	section	NOUN
futech-526	77	5	,	,	PUNCT
futech-526	77	6	we	we	PRON
futech-526	77	7	will	will	AUX
futech-526	77	8	provide	provide	VERB
futech-526	77	9	a	a	DET
futech-526	77	10	brief	brief	ADJ
futech-526	77	11	overview	overview	NOUN
futech-526	77	12	of	of	ADP
futech-526	77	13	these	these	DET
futech-526	77	14	technologies	technology	NOUN
futech-526	77	15	,	,	PUNCT
futech-526	77	16	offering	offer	VERB
futech-526	77	17	the	the	DET
futech-526	77	18	reader	reader	NOUN
futech-526	77	19	a	a	DET
futech-526	77	20	foundational	foundational	ADJ
futech-526	77	21	understanding	understanding	NOUN
futech-526	77	22	of	of	ADP
futech-526	77	23	concepts	concept	NOUN
futech-526	77	24	such	such	ADJ
futech-526	77	25	as	as	ADP
futech-526	77	26	computer	computer	NOUN
futech-526	77	27	vision	vision	NOUN
futech-526	77	28	,	,	PUNCT
futech-526	77	29	deep	deep	ADJ
futech-526	77	30	learning	learning	NOUN
futech-526	77	31	,	,	PUNCT
futech-526	77	32	food	food	NOUN
futech-526	77	33	technologies	technology	NOUN
futech-526	77	34	,	,	PUNCT
futech-526	77	35	image	image	NOUN
futech-526	77	36	processing	processing	NOUN
futech-526	77	37	,	,	PUNCT
futech-526	77	38	machine	machine	NOUN
futech-526	77	39	learning	learning	NOUN
futech-526	77	40	,	,	PUNCT
futech-526	77	41	reinforcement	reinforcement	NOUN
futech-526	77	42	abbreviations	abbreviation	NOUN
futech-526	77	43	ai	ai	VERB
futech-526	77	44	artificial	artificial	ADJ
futech-526	77	45	intelligence	intelligence	NOUN
futech-526	77	46	ann	ann	PROPN
futech-526	77	47	artificial	artificial	ADJ
futech-526	77	48	neural	neural	ADJ
futech-526	77	49	network	network	NOUN
futech-526	77	50	cgm	cgm	PROPN
futech-526	77	51	continuous	continuous	ADJ
futech-526	77	52	glucose	glucose	NOUN
futech-526	77	53	monitoring	monitoring	NOUN
futech-526	77	54	dl	dl	ADP
futech-526	77	55	deep	deep	ADJ
futech-526	77	56	learning	learn	VERB
futech-526	77	57	gl	gl	PROPN
futech-526	77	58	glycemic	glycemic	ADJ
futech-526	77	59	load	load	NOUN
futech-526	77	60	gi	gi	ADP
futech-526	77	61	glycemic	glycemic	ADJ
futech-526	77	62	index	index	NOUN
futech-526	77	63	hba1c	hba1c	PROPN
futech-526	77	64	glycated	glycate	VERB
futech-526	77	65	hemoglobin	hemoglobin	NOUN
futech-526	77	66	iot	iot	PROPN
futech-526	77	67	internet	internet	NOUN
futech-526	77	68	of	of	ADP
futech-526	77	69	things	thing	NOUN
futech-526	77	70	ml	ml	ADP
futech-526	77	71	machine	machine	NOUN
futech-526	77	72	learning	learn	VERB
futech-526	77	73	nlp	nlp	ADJ
futech-526	77	74	natural	natural	ADJ
futech-526	77	75	language	language	NOUN
futech-526	77	76	processing	processing	NOUN
futech-526	77	77	prisma	prisma	NOUN
futech-526	77	78	preferred	preferred	ADJ
futech-526	77	79	reporting	reporting	NOUN
futech-526	77	80	items	item	NOUN
futech-526	77	81	for	for	ADP
futech-526	77	82	systematic	systematic	ADJ
futech-526	77	83	reviews	review	NOUN
futech-526	77	84	and	and	CCONJ
futech-526	77	85	meta‐analyses	meta‐analyse	NOUN
futech-526	77	86	rl	rl	AUX
futech-526	77	87	reinforcement	reinforcement	NOUN
futech-526	77	88	learning	learning	NOUN
futech-526	77	89	shap	shap	PROPN
futech-526	77	90	shapley	shapley	PROPN
futech-526	77	91	additive	additive	ADJ
futech-526	77	92	explanations	explanation	NOUN
futech-526	77	93	xai	xai	PROPN
futech-526	77	94	explainable	explainable	ADJ
futech-526	77	95	artificial	artificial	ADJ
futech-526	77	96	intelligence	intelligence	NOUN
futech-526	77	97	ip	ip	NOUN
futech-526	77	98	imageprocessing	imageprocesse	VERB
futech-526	77	99	nh	nh	PROPN
futech-526	77	100	.	.	PROPN
futech-526	77	101	wanigasingha	wanigasingha	NOUN
futech-526	78	1	et	et	PROPN
futech-526	78	2	al	al	PROPN
futech-526	78	3	.	.	PROPN
futech-526	78	4	/future	/future	PUNCT
futech-526	78	5	technology	technology	PROPN
futech-526	78	6	february	february	PROPN
futech-526	78	7	2026|	2026|	NUM
futech-526	78	8	volume	volume	NOUN
futech-526	78	9	05	05	NUM
futech-526	79	1	|	|	ADV
futech-526	79	2	issue	issue	NOUN
futech-526	79	3	01	01	NUM
futech-526	80	1	|	|	NOUN
futech-526	80	2	pages	page	VERB
futech-526	80	3	93	93	NUM
futech-526	80	4	-	-	SYM
futech-526	80	5	126	126	NUM
futech-526	80	6	95	95	NUM
futech-526	80	7	learning	learning	NOUN
futech-526	80	8	,	,	PUNCT
futech-526	80	9	natural	natural	ADJ
futech-526	80	10	language	language	NOUN
futech-526	80	11	processing	processing	NOUN
futech-526	80	12	,	,	PUNCT
futech-526	80	13	statistical	statistical	ADJ
futech-526	80	14	analysis	analysis	NOUN
futech-526	80	15	,	,	PUNCT
futech-526	80	16	and	and	CCONJ
futech-526	80	17	mathematical	mathematical	ADJ
futech-526	80	18	modeling	modeling	NOUN
futech-526	80	19	.	.	PUNCT
futech-526	81	1	the	the	DET
futech-526	81	2	research	research	NOUN
futech-526	81	3	studies	study	NOUN
futech-526	81	4	,	,	PUNCT
futech-526	81	5	divided	divide	VERB
futech-526	81	6	into	into	ADP
futech-526	81	7	those	those	DET
futech-526	81	8	key	key	ADJ
futech-526	81	9	concepts	concept	NOUN
futech-526	81	10	,	,	PUNCT
futech-526	81	11	are	be	AUX
futech-526	81	12	discussed	discuss	VERB
futech-526	81	13	in	in	ADP
futech-526	81	14	section	section	NOUN
futech-526	81	15	4	4	NUM
futech-526	81	16	,	,	PUNCT
futech-526	81	17	all	all	PRON
futech-526	81	18	related	related	ADJ
futech-526	81	19	to	to	ADP
futech-526	81	20	the	the	DET
futech-526	81	21	use	use	NOUN
futech-526	81	22	of	of	ADP
futech-526	81	23	gi	gi	NOUN
futech-526	81	24	and	and	CCONJ
futech-526	81	25	information	information	NOUN
futech-526	81	26	technology	technology	NOUN
futech-526	81	27	.	.	PUNCT
futech-526	82	1	in	in	ADP
futech-526	82	2	section	section	NOUN
futech-526	82	3	5	5	NUM
futech-526	82	4	,	,	PUNCT
futech-526	82	5	we	we	PRON
futech-526	82	6	discuss	discuss	VERB
futech-526	82	7	the	the	DET
futech-526	82	8	standard	standard	ADJ
futech-526	82	9	datasets	dataset	NOUN
futech-526	82	10	used	use	VERB
futech-526	82	11	in	in	ADP
futech-526	82	12	the	the	DET
futech-526	82	13	selected	select	VERB
futech-526	82	14	studies	study	NOUN
futech-526	82	15	.	.	PUNCT
futech-526	83	1	finally	finally	ADV
futech-526	83	2	,	,	PUNCT
futech-526	83	3	we	we	PRON
futech-526	83	4	conclude	conclude	VERB
futech-526	83	5	the	the	DET
futech-526	83	6	review	review	NOUN
futech-526	83	7	with	with	ADP
futech-526	83	8	a	a	DET
futech-526	83	9	short	short	ADJ
futech-526	83	10	discussion	discussion	NOUN
futech-526	83	11	.	.	PUNCT
futech-526	84	1	2	2	X
futech-526	84	2	.	.	X
futech-526	84	3	methodology	methodology	NOUN
futech-526	84	4	for	for	ADP
futech-526	84	5	systematic	systematic	ADJ
futech-526	84	6	review	review	NOUN
futech-526	84	7	:	:	PUNCT
futech-526	84	8	applying	apply	VERB
futech-526	84	9	the	the	DET
futech-526	84	10	prisma	prisma	NOUN
futech-526	84	11	framework	framework	NOUN
futech-526	84	12	to	to	PART
futech-526	84	13	enhance	enhance	VERB
futech-526	84	14	the	the	DET
futech-526	84	15	transparency	transparency	NOUN
futech-526	84	16	of	of	ADP
futech-526	84	17	our	our	PRON
futech-526	84	18	research	research	NOUN
futech-526	84	19	reporting	reporting	NOUN
futech-526	84	20	,	,	PUNCT
futech-526	84	21	this	this	DET
futech-526	84	22	systematic	systematic	ADJ
futech-526	84	23	review	review	NOUN
futech-526	84	24	was	be	AUX
futech-526	84	25	conducted	conduct	VERB
futech-526	84	26	in	in	ADP
futech-526	84	27	accordance	accordance	NOUN
futech-526	84	28	with	with	ADP
futech-526	84	29	the	the	DET
futech-526	84	30	preferred	preferred	ADJ
futech-526	84	31	reporting	reporting	NOUN
futech-526	84	32	items	item	NOUN
futech-526	84	33	for	for	ADP
futech-526	84	34	systematic	systematic	ADJ
futech-526	84	35	reviews	review	NOUN
futech-526	84	36	and	and	CCONJ
futech-526	84	37	meta‐	meta‐	NOUN
futech-526	84	38	analyses	analysis	NOUN
futech-526	84	39	(	(	PUNCT
futech-526	84	40	prisma	prisma	NOUN
futech-526	84	41	)	)	PUNCT
futech-526	84	42	guidelines	guideline	NOUN
futech-526	84	43	,	,	PUNCT
futech-526	84	44	ensuring	ensure	VERB
futech-526	84	45	a	a	DET
futech-526	84	46	comprehensive	comprehensive	ADJ
futech-526	84	47	approach	approach	NOUN
futech-526	84	48	to	to	ADP
futech-526	84	49	the	the	DET
futech-526	84	50	review	review	NOUN
futech-526	85	1	[	[	X
futech-526	85	2	10	10	NUM
futech-526	85	3	]	]	PUNCT
futech-526	85	4	.	.	PUNCT
futech-526	86	1	in	in	ADP
futech-526	86	2	our	our	PRON
futech-526	86	3	initial	initial	ADJ
futech-526	86	4	stages	stage	NOUN
futech-526	86	5	of	of	ADP
futech-526	86	6	research	research	NOUN
futech-526	86	7	,	,	PUNCT
futech-526	86	8	we	we	PRON
futech-526	86	9	began	begin	VERB
futech-526	86	10	by	by	ADP
futech-526	86	11	identifying	identify	VERB
futech-526	86	12	relevant	relevant	ADJ
futech-526	86	13	literature	literature	NOUN
futech-526	86	14	using	use	VERB
futech-526	86	15	the	the	DET
futech-526	86	16	key	key	ADJ
futech-526	86	17	terms	term	NOUN
futech-526	86	18	‘	'	PUNCT
futech-526	86	19	glycemic	glycemic	ADJ
futech-526	86	20	index	index	NOUN
futech-526	86	21	’	'	PUNCT
futech-526	86	22	and	and	CCONJ
futech-526	86	23	‘	'	PUNCT
futech-526	86	24	machine	machine	NOUN
futech-526	86	25	learning	learning	NOUN
futech-526	86	26	’	'	PUNCT
futech-526	86	27	to	to	PART
futech-526	86	28	gather	gather	VERB
futech-526	86	29	foundational	foundational	ADJ
futech-526	86	30	insights	insight	NOUN
futech-526	86	31	.	.	PUNCT
futech-526	87	1	in	in	ADP
futech-526	87	2	addition	addition	NOUN
futech-526	87	3	to	to	ADP
futech-526	87	4	these	these	PRON
futech-526	87	5	,	,	PUNCT
futech-526	87	6	we	we	PRON
futech-526	87	7	expanded	expand	VERB
futech-526	87	8	our	our	PRON
futech-526	87	9	search	search	NOUN
futech-526	87	10	scope	scope	NOUN
futech-526	87	11	by	by	ADP
futech-526	87	12	incorporating	incorporate	VERB
futech-526	87	13	various	various	ADJ
futech-526	87	14	ai	ai	NOUN
futech-526	87	15	and	and	CCONJ
futech-526	87	16	data	datum	NOUN
futech-526	87	17	prediction‐	prediction‐	VERB
futech-526	87	18	driven	drive	VERB
futech-526	87	19	keywords	keyword	NOUN
futech-526	87	20	such	such	ADJ
futech-526	87	21	as	as	ADP
futech-526	87	22	‘	'	PUNCT
futech-526	87	23	deep	deep	ADJ
futech-526	87	24	learning	learning	NOUN
futech-526	87	25	’	'	PUNCT
futech-526	87	26	,	,	PUNCT
futech-526	87	27	‘	'	PUNCT
futech-526	87	28	nlp	nlp	ADJ
futech-526	87	29	’	'	PUNCT
futech-526	87	30	,	,	PUNCT
futech-526	87	31	‘	'	PUNCT
futech-526	87	32	data	data	NOUN
futech-526	87	33	science	science	NOUN
futech-526	87	34	’	'	PUNCT
futech-526	87	35	,	,	PUNCT
futech-526	87	36	‘	'	PUNCT
futech-526	87	37	machine	machine	NOUN
futech-526	87	38	learning	learning	NOUN
futech-526	87	39	’	'	PUNCT
futech-526	87	40	,	,	PUNCT
futech-526	87	41	‘	'	PUNCT
futech-526	87	42	reinforcement	reinforcement	NOUN
futech-526	87	43	learning	learning	NOUN
futech-526	87	44	’	'	PUNCT
futech-526	87	45	,	,	PUNCT
futech-526	87	46	and	and	CCONJ
futech-526	87	47	‘	'	PUNCT
futech-526	87	48	statistical	statistical	ADJ
futech-526	87	49	mathematics	mathematic	NOUN
futech-526	87	50	’	'	PUNCT
futech-526	87	51	.	.	PUNCT
futech-526	88	1	recognizing	recognize	VERB
futech-526	88	2	the	the	DET
futech-526	88	3	importance	importance	NOUN
futech-526	88	4	of	of	ADP
futech-526	88	5	contextualizing	contextualize	VERB
futech-526	88	6	our	our	PRON
futech-526	88	7	findings	finding	NOUN
futech-526	88	8	across	across	ADP
futech-526	88	9	different	different	ADJ
futech-526	88	10	cultural	cultural	ADJ
futech-526	88	11	and	and	CCONJ
futech-526	88	12	regional	regional	ADJ
futech-526	88	13	settings	setting	NOUN
futech-526	88	14	,	,	PUNCT
futech-526	88	15	we	we	PRON
futech-526	88	16	also	also	ADV
futech-526	88	17	included	include	VERB
futech-526	88	18	country‐specific	country‐specific	NOUN
futech-526	88	19	keywords	keyword	NOUN
futech-526	88	20	such	such	ADJ
futech-526	88	21	as	as	ADP
futech-526	88	22	‘	'	PUNCT
futech-526	88	23	sri	sri	PROPN
futech-526	88	24	lanka	lanka	NOUN
futech-526	88	25	’	'	PUNCT
futech-526	88	26	,	,	PUNCT
futech-526	88	27	‘	'	PUNCT
futech-526	88	28	india	india	PROPN
futech-526	88	29	’	'	PUNCT
futech-526	88	30	,	,	PUNCT
futech-526	88	31	‘	'	PUNCT
futech-526	88	32	taiwan	taiwan	PROPN
futech-526	88	33	’	'	PUNCT
futech-526	88	34	,	,	PUNCT
futech-526	88	35	and	and	CCONJ
futech-526	88	36	‘	'	PUNCT
futech-526	88	37	morocco	morocco	X
futech-526	88	38	’	'	PUNCT
futech-526	88	39	.	.	PUNCT
futech-526	89	1	given	give	VERB
futech-526	89	2	the	the	DET
futech-526	89	3	research	research	NOUN
futech-526	89	4	focus	focus	NOUN
futech-526	89	5	on	on	ADP
futech-526	89	6	food	food	NOUN
futech-526	89	7	and	and	CCONJ
futech-526	89	8	health	health	NOUN
futech-526	89	9	,	,	PUNCT
futech-526	89	10	we	we	PRON
futech-526	89	11	employed	employ	VERB
futech-526	89	12	a	a	DET
futech-526	89	13	range	range	NOUN
futech-526	89	14	of	of	ADP
futech-526	89	15	domain‐specific	domain‐specific	NOUN
futech-526	89	16	terms	term	NOUN
futech-526	89	17	such	such	ADJ
futech-526	89	18	as	as	ADP
futech-526	89	19	‘	'	PUNCT
futech-526	89	20	traditional	traditional	ADJ
futech-526	89	21	foods	food	NOUN
futech-526	89	22	’	'	PUNCT
futech-526	89	23	,	,	PUNCT
futech-526	89	24	‘	'	PUNCT
futech-526	89	25	breakfast	breakfast	NOUN
futech-526	89	26	’	'	PUNCT
futech-526	89	27	,	,	PUNCT
futech-526	89	28	‘	'	PUNCT
futech-526	89	29	diabetes	diabetes	NOUN
futech-526	89	30	’	'	PUNCT
futech-526	89	31	,	,	PUNCT
futech-526	89	32	‘	'	PUNCT
futech-526	89	33	glucose	glucose	NOUN
futech-526	89	34	’	'	PUNCT
futech-526	89	35	,	,	PUNCT
futech-526	89	36	‘	'	PUNCT
futech-526	89	37	blood	blood	NOUN
futech-526	89	38	sugar	sugar	NOUN
futech-526	89	39	’	'	PUNCT
futech-526	89	40	,	,	PUNCT
futech-526	89	41	and	and	CCONJ
futech-526	89	42	‘	'	PUNCT
futech-526	89	43	food	food	NOUN
futech-526	89	44	technology	technology	NOUN
futech-526	89	45	’	'	PUNCT
futech-526	89	46	to	to	PART
futech-526	89	47	further	far	ADV
futech-526	89	48	refine	refine	VERB
futech-526	89	49	our	our	PRON
futech-526	89	50	results	result	NOUN
futech-526	89	51	.	.	PUNCT
futech-526	90	1	table	table	NOUN
futech-526	90	2	1	1	NUM
futech-526	90	3	.	.	PUNCT
futech-526	91	1	summary	summary	NOUN
futech-526	91	2	of	of	ADP
futech-526	91	3	the	the	DET
futech-526	91	4	searching	searching	NOUN
futech-526	91	5	process	process	NOUN
futech-526	91	6	duration	duration	NOUN
futech-526	91	7	of	of	ADP
futech-526	91	8	the	the	DET
futech-526	91	9	search	search	NOUN
futech-526	91	10	used	use	VERB
futech-526	91	11	research	research	NOUN
futech-526	91	12	repositories	repository	NOUN
futech-526	91	13	key	key	ADJ
futech-526	91	14	words	word	NOUN
futech-526	91	15	type	type	NOUN
futech-526	91	16	of	of	ADP
futech-526	91	17	research	research	NOUN
futech-526	91	18	works	work	VERB
futech-526	91	19	1st	1st	ADJ
futech-526	91	20	august	august	PROPN
futech-526	91	21	2024	2024	NUM
futech-526	91	22	to	to	ADP
futech-526	91	23	30th	30th	ADJ
futech-526	91	24	september	september	PROPN
futech-526	91	25	2024	2024	NUM
futech-526	91	26	scopus	scopus	NOUN
futech-526	91	27	,	,	PUNCT
futech-526	91	28	semantic	semantic	ADJ
futech-526	91	29	scholar	scholar	NOUN
futech-526	91	30	,	,	PUNCT
futech-526	91	31	sciencedirect	sciencedirect	PROPN
futech-526	91	32	,	,	PUNCT
futech-526	91	33	scispace	scispace	NOUN
futech-526	91	34	,	,	PUNCT
futech-526	91	35	glycemic	glycemic	ADJ
futech-526	91	36	index	index	NOUN
futech-526	91	37	,	,	PUNCT
futech-526	91	38	glycemic	glycemic	ADJ
futech-526	91	39	index	index	NOUN
futech-526	91	40	predict	predict	NOUN
futech-526	91	41	,	,	PUNCT
futech-526	91	42	research	research	NOUN
futech-526	91	43	,	,	PUNCT
futech-526	91	44	thesis	thesis	NOUN
futech-526	91	45	,	,	PUNCT
futech-526	91	46	review	review	NOUN
futech-526	91	47	articles	article	NOUN
futech-526	91	48	,	,	PUNCT
futech-526	91	49	book	book	NOUN
futech-526	91	50	ieee	ieee	PROPN
futech-526	91	51	xplore	xplore	PROPN
futech-526	91	52	,	,	PUNCT
futech-526	91	53	digital	digital	ADJ
futech-526	91	54	library	library	NOUN
futech-526	91	55	,	,	PUNCT
futech-526	91	56	google	google	PROPN
futech-526	91	57	scholar	scholar	NOUN
futech-526	91	58	machine	machine	NOUN
futech-526	91	59	learning	learn	VERB
futech-526	91	60	algorithm	algorithm	PROPN
futech-526	91	61	glycemic	glycemic	PROPN
futech-526	91	62	index	index	NOUN
futech-526	91	63	,	,	PUNCT
futech-526	91	64	chapters	chapter	NOUN
futech-526	91	65	,	,	PUNCT
futech-526	91	66	conference	conference	NOUN
futech-526	91	67	materials	material	NOUN
futech-526	91	68	,	,	PUNCT
futech-526	91	69	reports	report	VERB
futech-526	91	70	glycemic	glycemic	ADJ
futech-526	91	71	index	index	NOUN
futech-526	91	72	for	for	ADP
futech-526	91	73	machine	machine	NOUN
futech-526	91	74	learning	learning	NOUN
futech-526	91	75	we	we	PRON
futech-526	91	76	conducted	conduct	VERB
futech-526	91	77	our	our	PRON
futech-526	91	78	literature	literature	NOUN
futech-526	91	79	search	search	NOUN
futech-526	91	80	across	across	ADP
futech-526	91	81	well‐	well‐	PROPN
futech-526	91	82	established	establish	VERB
futech-526	91	83	academic	academic	ADJ
futech-526	91	84	repositories	repository	NOUN
futech-526	91	85	such	such	ADJ
futech-526	91	86	as	as	ADP
futech-526	91	87	scopus	scopus	PROPN
futech-526	91	88	,	,	PUNCT
futech-526	91	89	sciencedirect	sciencedirect	PROPN
futech-526	91	90	,	,	PUNCT
futech-526	91	91	ieee	ieee	NOUN
futech-526	91	92	xplore	xplore	PROPN
futech-526	91	93	digital	digital	PROPN
futech-526	91	94	library	library	PROPN
futech-526	91	95	,	,	PUNCT
futech-526	91	96	google	google	NOUN
futech-526	91	97	scholar	scholar	NOUN
futech-526	91	98	,	,	PUNCT
futech-526	91	99	and	and	CCONJ
futech-526	91	100	semantic	semantic	ADJ
futech-526	91	101	scholar	scholar	NOUN
futech-526	91	102	,	,	PUNCT
futech-526	91	103	ensuring	ensure	VERB
futech-526	91	104	the	the	DET
futech-526	91	105	credibility	credibility	NOUN
futech-526	91	106	and	and	CCONJ
futech-526	91	107	diversity	diversity	NOUN
futech-526	91	108	of	of	ADP
futech-526	91	109	our	our	PRON
futech-526	91	110	sources	source	NOUN
futech-526	91	111	.	.	PUNCT
futech-526	92	1	our	our	PRON
futech-526	92	2	review	review	NOUN
futech-526	92	3	began	begin	VERB
futech-526	92	4	in	in	ADP
futech-526	92	5	august	august	PROPN
futech-526	92	6	2024	2024	NUM
futech-526	92	7	,	,	PUNCT
futech-526	92	8	concentrating	concentrate	VERB
futech-526	92	9	primarily	primarily	ADV
futech-526	92	10	on	on	ADP
futech-526	92	11	research	research	NOUN
futech-526	92	12	articles	article	NOUN
futech-526	92	13	,	,	PUNCT
futech-526	92	14	review	review	NOUN
futech-526	92	15	papers	paper	NOUN
futech-526	92	16	,	,	PUNCT
futech-526	92	17	book	book	NOUN
futech-526	92	18	chapters	chapter	NOUN
futech-526	92	19	,	,	PUNCT
futech-526	92	20	and	and	CCONJ
futech-526	92	21	conference	conference	NOUN
futech-526	92	22	proceedings	proceeding	NOUN
futech-526	92	23	,	,	PUNCT
futech-526	92	24	all	all	PRON
futech-526	92	25	published	publish	VERB
futech-526	92	26	in	in	ADP
futech-526	92	27	english	english	PROPN
futech-526	92	28	.	.	PUNCT
futech-526	93	1	the	the	DET
futech-526	93	2	screening	screening	NOUN
futech-526	93	3	process	process	NOUN
futech-526	93	4	involved	involve	VERB
futech-526	93	5	two	two	NUM
futech-526	93	6	reviewers	reviewer	NOUN
futech-526	93	7	.	.	PUNCT
futech-526	94	1	as	as	SCONJ
futech-526	94	2	machine	machine	NOUN
futech-526	94	3	learning	learning	NOUN
futech-526	94	4	technologies	technology	NOUN
futech-526	94	5	gained	gain	VERB
futech-526	94	6	momentum	momentum	NOUN
futech-526	94	7	post‐1959	post‐1959	NOUN
futech-526	94	8	,	,	PUNCT
futech-526	94	9	we	we	PRON
futech-526	94	10	focused	focus	VERB
futech-526	94	11	our	our	PRON
futech-526	94	12	literature	literature	NOUN
futech-526	94	13	review	review	NOUN
futech-526	94	14	on	on	ADP
futech-526	94	15	publications	publication	NOUN
futech-526	94	16	from	from	ADP
futech-526	94	17	1960	1960	NUM
futech-526	94	18	to	to	ADP
futech-526	94	19	the	the	DET
futech-526	94	20	present	present	NOUN
futech-526	94	21	,	,	PUNCT
futech-526	94	22	ensuring	ensure	VERB
futech-526	94	23	that	that	SCONJ
futech-526	94	24	we	we	PRON
futech-526	94	25	captured	capture	VERB
futech-526	94	26	the	the	DET
futech-526	94	27	full	full	ADJ
futech-526	94	28	breadth	breadth	NOUN
futech-526	94	29	of	of	ADP
futech-526	94	30	developments	development	NOUN
futech-526	94	31	in	in	ADP
futech-526	94	32	this	this	DET
futech-526	94	33	field	field	NOUN
futech-526	94	34	.	.	PUNCT
futech-526	95	1	summarized	summarize	VERB
futech-526	95	2	information	information	NOUN
futech-526	95	3	is	be	AUX
futech-526	95	4	given	give	VERB
futech-526	95	5	in	in	ADP
futech-526	95	6	table	table	NOUN
futech-526	95	7	1	1	NUM
futech-526	95	8	.	.	PUNCT
futech-526	96	1	the	the	DET
futech-526	96	2	reviewed	review	VERB
futech-526	96	3	literature	literature	NOUN
futech-526	96	4	was	be	AUX
futech-526	96	5	further	far	ADV
futech-526	96	6	categorized	categorize	VERB
futech-526	96	7	based	base	VERB
futech-526	96	8	on	on	ADP
futech-526	96	9	its	its	PRON
futech-526	96	10	type	type	NOUN
futech-526	96	11	,	,	PUNCT
futech-526	96	12	such	such	ADJ
futech-526	96	13	as	as	ADP
futech-526	96	14	journal	journal	ADJ
futech-526	96	15	articles	article	NOUN
futech-526	96	16	,	,	PUNCT
futech-526	96	17	conference	conference	NOUN
futech-526	96	18	proceedings	proceeding	NOUN
futech-526	96	19	,	,	PUNCT
futech-526	96	20	and	and	CCONJ
futech-526	96	21	other	other	ADJ
futech-526	96	22	formats	format	NOUN
futech-526	96	23	(	(	PUNCT
futech-526	96	24	figure	figure	NOUN
futech-526	96	25	2	2	NUM
futech-526	96	26	)	)	PUNCT
futech-526	96	27	.	.	PUNCT
futech-526	97	1	the	the	DET
futech-526	97	2	selected	select	VERB
futech-526	97	3	papers	paper	NOUN
futech-526	97	4	were	be	AUX
futech-526	97	5	categorized	categorize	VERB
futech-526	97	6	based	base	VERB
futech-526	97	7	on	on	ADP
futech-526	97	8	the	the	DET
futech-526	97	9	key	key	ADJ
futech-526	97	10	technologies	technology	NOUN
futech-526	97	11	used	use	VERB
futech-526	97	12	to	to	PART
futech-526	97	13	derive	derive	VERB
futech-526	97	14	findings	finding	NOUN
futech-526	97	15	related	relate	VERB
futech-526	97	16	to	to	ADP
futech-526	97	17	the	the	DET
futech-526	97	18	glycemic	glycemic	ADJ
futech-526	97	19	index	index	NOUN
futech-526	97	20	.	.	PUNCT
futech-526	98	1	the	the	DET
futech-526	98	2	study	study	NOUN
futech-526	98	3	aims	aim	VERB
futech-526	98	4	to	to	PART
futech-526	98	5	highlight	highlight	VERB
futech-526	98	6	the	the	DET
futech-526	98	7	significance	significance	NOUN
futech-526	98	8	of	of	ADP
futech-526	98	9	the	the	DET
futech-526	98	10	glycemic	glycemic	ADJ
futech-526	98	11	index	index	NOUN
futech-526	98	12	and	and	CCONJ
futech-526	98	13	assess	assess	VERB
futech-526	98	14	its	its	PRON
futech-526	98	15	value	value	NOUN
futech-526	98	16	in	in	ADP
futech-526	98	17	various	various	ADJ
futech-526	98	18	research	research	NOUN
futech-526	98	19	contexts	contexts	NOUN
futech-526	98	20	.	.	PUNCT
futech-526	99	1	our	our	PRON
futech-526	99	2	focus	focus	NOUN
futech-526	99	3	includes	include	VERB
futech-526	99	4	:	:	PUNCT
futech-526	99	5	•	•	ADP
futech-526	99	6	the	the	DET
futech-526	99	7	diverse	diverse	ADJ
futech-526	99	8	technologies	technology	NOUN
futech-526	99	9	applied	apply	VERB
futech-526	99	10	in	in	ADP
futech-526	99	11	glycemic	glycemic	ADJ
futech-526	99	12	index	index	NOUN
futech-526	99	13	research	research	NOUN
futech-526	99	14	and	and	CCONJ
futech-526	99	15	how	how	SCONJ
futech-526	99	16	they	they	PRON
futech-526	99	17	have	have	AUX
futech-526	99	18	been	be	AUX
futech-526	99	19	utilized	utilize	VERB
futech-526	99	20	.	.	PUNCT
futech-526	100	1	•	•	NUM
futech-526	100	2	standard	standard	ADJ
futech-526	100	3	datasets	dataset	NOUN
futech-526	100	4	employed	employ	VERB
futech-526	100	5	in	in	ADP
futech-526	100	6	the	the	DET
futech-526	100	7	selected	select	VERB
futech-526	100	8	studies	study	NOUN
futech-526	100	9	.	.	PUNCT
futech-526	101	1	•	•	NUM
futech-526	101	2	future	future	ADJ
futech-526	101	3	directions	direction	NOUN
futech-526	101	4	and	and	CCONJ
futech-526	101	5	research	research	NOUN
futech-526	101	6	opportunities	opportunity	NOUN
futech-526	101	7	in	in	ADP
futech-526	101	8	research	research	NOUN
futech-526	101	9	based	base	VERB
futech-526	101	10	on	on	ADP
futech-526	101	11	the	the	DET
futech-526	101	12	prediction	prediction	NOUN
futech-526	101	13	of	of	ADP
futech-526	101	14	the	the	DET
futech-526	101	15	glycemic	glycemic	ADJ
futech-526	101	16	index	index	NOUN
futech-526	101	17	.	.	PUNCT
futech-526	102	1	for	for	ADP
futech-526	102	2	the	the	DET
futech-526	102	3	article	article	NOUN
futech-526	102	4	search	search	NOUN
futech-526	102	5	,	,	PUNCT
futech-526	102	6	the	the	DET
futech-526	102	7	repositories	repository	NOUN
futech-526	102	8	listed	list	VERB
futech-526	102	9	in	in	ADP
futech-526	102	10	table	table	NOUN
futech-526	102	11	1	1	NUM
futech-526	102	12	were	be	AUX
futech-526	102	13	used	use	VERB
futech-526	102	14	.	.	PUNCT
futech-526	103	1	well	well	ADV
futech-526	103	2	-	-	PUNCT
futech-526	103	3	known	know	VERB
futech-526	103	4	repositories	repository	NOUN
futech-526	103	5	such	such	ADJ
futech-526	103	6	as	as	ADP
futech-526	103	7	pubmed	pubmed	PROPN
futech-526	103	8	,	,	PUNCT
futech-526	103	9	web	web	NOUN
futech-526	103	10	of	of	ADP
futech-526	103	11	science	science	NOUN
futech-526	103	12	,	,	PUNCT
futech-526	103	13	and	and	CCONJ
futech-526	103	14	the	the	DET
futech-526	103	15	cochrane	cochrane	NOUN
futech-526	103	16	library	library	NOUN
futech-526	103	17	were	be	AUX
futech-526	103	18	not	not	PART
futech-526	103	19	included	include	VERB
futech-526	103	20	,	,	PUNCT
futech-526	103	21	as	as	SCONJ
futech-526	103	22	they	they	PRON
futech-526	103	23	often	often	ADV
futech-526	103	24	require	require	VERB
futech-526	103	25	institutional	institutional	ADJ
futech-526	103	26	subscriptions	subscription	NOUN
futech-526	103	27	to	to	PART
futech-526	103	28	retrieve	retrieve	VERB
futech-526	103	29	full	full	ADJ
futech-526	103	30	-	-	PUNCT
futech-526	103	31	text	text	NOUN
futech-526	103	32	papers	paper	NOUN
futech-526	103	33	.	.	PUNCT
futech-526	104	1	initially	initially	ADV
futech-526	104	2	,	,	PUNCT
futech-526	104	3	100	100	NUM
futech-526	104	4	papers	paper	NOUN
futech-526	104	5	were	be	AUX
futech-526	104	6	collected	collect	VERB
futech-526	104	7	in	in	ADP
futech-526	104	8	total	total	NOUN
futech-526	104	9	,	,	PUNCT
futech-526	104	10	and	and	CCONJ
futech-526	104	11	information	information	NOUN
futech-526	104	12	such	such	ADJ
futech-526	104	13	as	as	ADP
futech-526	104	14	the	the	DET
futech-526	104	15	year	year	NOUN
futech-526	104	16	,	,	PUNCT
futech-526	104	17	authors	author	NOUN
futech-526	104	18	,	,	PUNCT
futech-526	104	19	and	and	CCONJ
futech-526	104	20	paper	paper	NOUN
futech-526	104	21	title	title	NOUN
futech-526	104	22	was	be	AUX
futech-526	104	23	added	add	VERB
futech-526	104	24	to	to	ADP
futech-526	104	25	an	an	DET
futech-526	104	26	excel	excel	ADJ
futech-526	104	27	sheet	sheet	NOUN
futech-526	104	28	.	.	PUNCT
futech-526	105	1	the	the	DET
futech-526	105	2	search	search	NOUN
futech-526	105	3	query	query	NOUN
futech-526	105	4	applied	apply	VERB
futech-526	105	5	was	be	AUX
futech-526	105	6	(	(	PUNCT
futech-526	105	7	"	"	PUNCT
futech-526	105	8	glycemic	glycemic	ADJ
futech-526	105	9	index	index	NOUN
futech-526	105	10	"	"	PUNCT
futech-526	105	11	or	or	CCONJ
futech-526	105	12	"	"	PUNCT
futech-526	105	13	glycemic	glycemic	ADJ
futech-526	105	14	index	index	NOUN
futech-526	105	15	prediction	prediction	NOUN
futech-526	105	16	"	"	PUNCT
futech-526	105	17	or	or	CCONJ
futech-526	105	18	(	(	PUNCT
futech-526	105	19	"	"	PUNCT
futech-526	105	20	machine	machine	NOUN
futech-526	105	21	learning	learning	NOUN
futech-526	105	22	algorithm	algorithm	NOUN
futech-526	105	23	"	"	PUNCT
futech-526	105	24	and	and	CCONJ
futech-526	105	25	"	"	PUNCT
futech-526	105	26	glycemic	glycemic	ADJ
futech-526	105	27	index	index	NOUN
futech-526	105	28	"	"	PUNCT
futech-526	105	29	)	)	PUNCT
futech-526	105	30	or	or	CCONJ
futech-526	105	31	"	"	PUNCT
futech-526	105	32	glycemic	glycemic	ADJ
futech-526	105	33	index	index	NOUN
futech-526	105	34	for	for	ADP
futech-526	105	35	machine	machine	NOUN
futech-526	105	36	learning	learning	NOUN
futech-526	105	37	"	"	PUNCT
futech-526	105	38	)	)	PUNCT
futech-526	105	39	.	.	PUNCT
futech-526	106	1	this	this	DET
futech-526	106	2	search	search	NOUN
futech-526	106	3	query	query	NOUN
futech-526	106	4	was	be	AUX
futech-526	106	5	utilized	utilize	VERB
futech-526	106	6	to	to	PART
futech-526	106	7	retrieve	retrieve	VERB
futech-526	106	8	studies	study	NOUN
futech-526	106	9	focusing	focus	VERB
futech-526	106	10	on	on	ADP
futech-526	106	11	machine	machine	NOUN
futech-526	106	12	learning	learn	VERB
futech-526	106	13	algorithms	algorithm	NOUN
futech-526	106	14	for	for	ADP
futech-526	106	15	predicting	predict	VERB
futech-526	106	16	or	or	CCONJ
futech-526	106	17	analyzing	analyze	VERB
futech-526	106	18	gi	gi	PROPN
futech-526	106	19	.	.	PUNCT
futech-526	106	20	machine	machine	NOUN
futech-526	106	21	learning	learning	NOUN
futech-526	106	22	was	be	AUX
futech-526	106	23	used	use	VERB
futech-526	106	24	in	in	ADP
futech-526	106	25	the	the	DET
futech-526	106	26	search	search	NOUN
futech-526	106	27	string	string	NOUN
futech-526	106	28	,	,	PUNCT
futech-526	106	29	as	as	SCONJ
futech-526	106	30	ml	ml	X
futech-526	106	31	is	be	VERB
futech-526	106	32	a	a	DET
futech-526	106	33	key	key	ADJ
futech-526	106	34	area	area	NOUN
futech-526	106	35	in	in	ADP
futech-526	106	36	ai	ai	NOUN
futech-526	106	37	for	for	ADP
futech-526	106	38	predictions	prediction	NOUN
futech-526	106	39	and	and	CCONJ
futech-526	106	40	includes	include	VERB
futech-526	106	41	deep	deep	ADJ
futech-526	106	42	learning	learning	NOUN
futech-526	106	43	,	,	PUNCT
futech-526	106	44	xai	xai	PROPN
futech-526	106	45	,	,	PUNCT
futech-526	106	46	and	and	CCONJ
futech-526	106	47	other	other	ADJ
futech-526	106	48	related	related	ADJ
futech-526	106	49	technologies	technology	NOUN
futech-526	106	50	.	.	PUNCT
futech-526	107	1	figure	figure	NOUN
futech-526	107	2	2	2	NUM
futech-526	107	3	.	.	NOUN
futech-526	107	4	proportion	proportion	NOUN
futech-526	107	5	of	of	ADP
futech-526	107	6	papers	paper	NOUN
futech-526	107	7	by	by	ADP
futech-526	107	8	category	category	NOUN
futech-526	107	9	of	of	ADP
futech-526	107	10	these	these	PRON
futech-526	107	11	,	,	PUNCT
futech-526	107	12	66	66	NUM
futech-526	107	13	articles	article	NOUN
futech-526	107	14	were	be	AUX
futech-526	107	15	directly	directly	ADV
futech-526	107	16	selected	select	VERB
futech-526	107	17	from	from	ADP
futech-526	107	18	repositories	repository	NOUN
futech-526	107	19	,	,	PUNCT
futech-526	107	20	while	while	SCONJ
futech-526	107	21	an	an	DET
futech-526	107	22	additional	additional	ADJ
futech-526	107	23	34	34	NUM
futech-526	107	24	were	be	AUX
futech-526	107	25	discovered	discover	VERB
futech-526	107	26	by	by	ADP
futech-526	107	27	reviewing	review	VERB
futech-526	107	28	the	the	DET
futech-526	107	29	identified	identify	VERB
futech-526	107	30	articles	article	NOUN
futech-526	107	31	or	or	CCONJ
futech-526	107	32	through	through	ADP
futech-526	107	33	works	work	NOUN
futech-526	107	34	by	by	ADP
futech-526	107	35	the	the	DET
futech-526	107	36	same	same	ADJ
futech-526	107	37	authors	author	NOUN
futech-526	107	38	.	.	PUNCT
futech-526	108	1	fifteen	fifteen	NUM
futech-526	108	2	articles	article	NOUN
futech-526	108	3	were	be	AUX
futech-526	108	4	excluded	exclude	VERB
futech-526	108	5	due	due	ADP
futech-526	108	6	to	to	ADP
futech-526	108	7	duplication	duplication	NOUN
futech-526	108	8	,	,	PUNCT
futech-526	108	9	being	be	AUX
futech-526	108	10	written	write	VERB
futech-526	108	11	in	in	ADP
futech-526	108	12	languages	language	NOUN
futech-526	108	13	other	other	ADJ
futech-526	108	14	than	than	ADP
futech-526	108	15	english	english	PROPN
futech-526	108	16	without	without	ADP
futech-526	108	17	available	available	ADJ
futech-526	108	18	translations	translation	NOUN
futech-526	108	19	,	,	PUNCT
futech-526	108	20	or	or	CCONJ
futech-526	108	21	being	be	AUX
futech-526	108	22	irrelevant	irrelevant	ADJ
futech-526	108	23	to	to	ADP
futech-526	108	24	the	the	DET
futech-526	108	25	study	study	NOUN
futech-526	108	26	.	.	PUNCT
futech-526	109	1	however	however	ADV
futech-526	109	2	,	,	PUNCT
futech-526	109	3	some	some	DET
futech-526	109	4	papers	paper	NOUN
futech-526	109	5	were	be	AUX
futech-526	109	6	not	not	PART
futech-526	109	7	related	relate	VERB
futech-526	109	8	to	to	ADP
futech-526	109	9	computer	computer	NOUN
futech-526	109	10	science	science	NOUN
futech-526	109	11	and	and	CCONJ
futech-526	109	12	only	only	ADV
futech-526	109	13	described	describe	VERB
futech-526	109	14	food	food	NOUN
futech-526	109	15	technology	technology	NOUN
futech-526	109	16	and	and	CCONJ
futech-526	109	17	gi	gi	NOUN
futech-526	109	18	-	-	PUNCT
futech-526	109	19	related	relate	VERB
futech-526	109	20	content	content	NOUN
futech-526	109	21	.	.	PUNCT
futech-526	110	1	such	such	ADJ
futech-526	110	2	papers	paper	NOUN
futech-526	110	3	were	be	AUX
futech-526	110	4	removed	remove	VERB
futech-526	110	5	after	after	ADP
futech-526	110	6	screening	screen	VERB
futech-526	110	7	.	.	PUNCT
futech-526	111	1	furthermore	furthermore	ADV
futech-526	111	2	,	,	PUNCT
futech-526	111	3	the	the	DET
futech-526	111	4	remaining	remain	VERB
futech-526	111	5	papers	paper	NOUN
futech-526	111	6	were	be	AUX
futech-526	111	7	categorized	categorize	VERB
futech-526	111	8	according	accord	VERB
futech-526	111	9	to	to	ADP
futech-526	111	10	different	different	ADJ
futech-526	111	11	technologies	technology	NOUN
futech-526	111	12	,	,	PUNCT
futech-526	111	13	and	and	CCONJ
futech-526	111	14	eight	eight	NUM
futech-526	111	15	major	major	ADJ
futech-526	111	16	technologies	technology	NOUN
futech-526	111	17	,	,	PUNCT
futech-526	111	18	such	such	ADJ
futech-526	111	19	as	as	ADP
futech-526	111	20	food	food	NOUN
futech-526	111	21	technology	technology	NOUN
futech-526	111	22	,	,	PUNCT
futech-526	111	23	statistical	statistical	ADJ
futech-526	111	24	techniques	technique	NOUN
futech-526	111	25	,	,	PUNCT
futech-526	111	26	nlp	nlp	NOUN
futech-526	111	27	,	,	PUNCT
futech-526	111	28	rl	rl	X
futech-526	111	29	,	,	PUNCT
futech-526	111	30	image	image	NOUN
futech-526	111	31	processing	processing	NOUN
futech-526	111	32	,	,	PUNCT
futech-526	111	33	deep	deep	ADJ
futech-526	111	34	learning	learning	NOUN
futech-526	111	35	,	,	PUNCT
futech-526	111	36	and	and	CCONJ
futech-526	111	37	machine	machine	NOUN
futech-526	111	38	learning	learning	NOUN
futech-526	111	39	,	,	PUNCT
futech-526	111	40	were	be	AUX
futech-526	111	41	identified	identify	VERB
futech-526	111	42	in	in	ADP
futech-526	111	43	our	our	PRON
futech-526	111	44	survey	survey	NOUN
futech-526	111	45	.	.	PUNCT
futech-526	112	1	figure	figure	NOUN
futech-526	112	2	3	3	NUM
futech-526	112	3	provides	provide	VERB
futech-526	112	4	a	a	DET
futech-526	112	5	detailed	detailed	ADJ
futech-526	112	6	summary	summary	NOUN
futech-526	112	7	of	of	ADP
futech-526	112	8	the	the	DET
futech-526	112	9	article	article	NOUN
futech-526	112	10	selection	selection	NOUN
futech-526	112	11	process	process	NOUN
futech-526	112	12	.	.	PUNCT
futech-526	113	1	3	3	X
futech-526	113	2	.	.	X
futech-526	113	3	overview	overview	NOUN
futech-526	113	4	of	of	ADP
futech-526	113	5	key	key	ADJ
futech-526	113	6	technologies	technology	NOUN
futech-526	113	7	and	and	CCONJ
futech-526	113	8	concepts	concept	NOUN
futech-526	113	9	this	this	DET
futech-526	113	10	section	section	NOUN
futech-526	113	11	provides	provide	VERB
futech-526	113	12	an	an	DET
futech-526	113	13	overview	overview	NOUN
futech-526	113	14	of	of	ADP
futech-526	113	15	the	the	DET
futech-526	113	16	fundamental	fundamental	ADJ
futech-526	113	17	technologies	technology	NOUN
futech-526	113	18	and	and	CCONJ
futech-526	113	19	concepts	concept	NOUN
futech-526	113	20	pertinent	pertinent	ADJ
futech-526	113	21	to	to	ADP
futech-526	113	22	our	our	PRON
futech-526	113	23	literature	literature	NOUN
futech-526	113	24	survey	survey	NOUN
futech-526	113	25	.	.	PUNCT
futech-526	114	1	the	the	DET
futech-526	114	2	discussion	discussion	NOUN
futech-526	114	3	will	will	AUX
futech-526	114	4	cover	cover	VERB
futech-526	114	5	key	key	ADJ
futech-526	114	6	areas	area	NOUN
futech-526	114	7	including	include	VERB
futech-526	114	8	glycemic	glycemic	ADJ
futech-526	114	9	index	index	NOUN
futech-526	114	10	,	,	PUNCT
futech-526	114	11	deep	deep	ADJ
futech-526	114	12	learning	learning	NOUN
futech-526	114	13	,	,	PUNCT
futech-526	114	14	machine	machine	NOUN
futech-526	114	15	learning	learning	NOUN
futech-526	114	16	,	,	PUNCT
futech-526	114	17	food	food	NOUN
futech-526	114	18	technology	technology	NOUN
futech-526	114	19	,	,	PUNCT
futech-526	114	20	image	image	NOUN
futech-526	114	21	processing	processing	NOUN
futech-526	114	22	,	,	PUNCT
futech-526	114	23	reinforcement	reinforcement	NOUN
futech-526	114	24	learning	learning	NOUN
futech-526	114	25	,	,	PUNCT
futech-526	114	26	statistical	statistical	ADJ
futech-526	114	27	techniques	technique	NOUN
futech-526	114	28	,	,	PUNCT
futech-526	114	29	and	and	CCONJ
futech-526	114	30	natural	natural	ADJ
futech-526	114	31	language	language	NOUN
futech-526	114	32	processing	processing	NOUN
futech-526	114	33	.	.	PUNCT
futech-526	115	1	nh	nh	PROPN
futech-526	115	2	.	.	PROPN
futech-526	115	3	wanigasingha	wanigasingha	NOUN
futech-526	115	4	et	et	PROPN
futech-526	115	5	al	al	PROPN
futech-526	115	6	.	.	PROPN
futech-526	115	7	/future	/future	PUNCT
futech-526	115	8	technology	technology	PROPN
futech-526	116	1	february	february	PROPN
futech-526	116	2	2026|	2026|	NUM
futech-526	116	3	volume	volume	NOUN
futech-526	116	4	05	05	NUM
futech-526	117	1	|	|	ADV
futech-526	117	2	issue	issue	NOUN
futech-526	117	3	01	01	NUM
futech-526	118	1	|	|	NOUN
futech-526	118	2	pages	page	VERB
futech-526	118	3	93	93	NUM
futech-526	118	4	-	-	SYM
futech-526	118	5	126	126	NUM
futech-526	118	6	96	96	NUM
futech-526	118	7	figure	figure	NOUN
futech-526	118	8	3	3	NUM
futech-526	118	9	.	.	PUNCT
futech-526	118	10	flow	flow	VERB
futech-526	118	11	chart	chart	NOUN
futech-526	118	12	of	of	ADP
futech-526	118	13	the	the	DET
futech-526	118	14	comprehensive	comprehensive	ADJ
futech-526	118	15	review	review	NOUN
futech-526	118	16	process	process	NOUN
futech-526	118	17	based	base	VERB
futech-526	118	18	on	on	ADP
futech-526	118	19	the	the	DET
futech-526	118	20	prisma	prisma	NOUN
futech-526	118	21	although	although	SCONJ
futech-526	118	22	some	some	DET
futech-526	118	23	areas	area	NOUN
futech-526	118	24	are	be	AUX
futech-526	118	25	closely	closely	ADV
futech-526	118	26	related	relate	VERB
futech-526	118	27	,	,	PUNCT
futech-526	118	28	they	they	PRON
futech-526	118	29	are	be	AUX
futech-526	118	30	discussed	discuss	VERB
futech-526	118	31	and	and	CCONJ
futech-526	118	32	categorized	categorize	VERB
futech-526	118	33	separately	separately	ADV
futech-526	118	34	to	to	PART
futech-526	118	35	ensure	ensure	VERB
futech-526	118	36	a	a	DET
futech-526	118	37	clearer	clear	ADJ
futech-526	118	38	and	and	CCONJ
futech-526	118	39	more	more	ADV
futech-526	118	40	transparent	transparent	ADJ
futech-526	118	41	review	review	NOUN
futech-526	118	42	process	process	NOUN
futech-526	118	43	.	.	PUNCT
futech-526	119	1	this	this	DET
futech-526	119	2	approach	approach	NOUN
futech-526	119	3	allows	allow	VERB
futech-526	119	4	for	for	ADP
futech-526	119	5	a	a	DET
futech-526	119	6	more	more	ADV
futech-526	119	7	structured	structured	ADJ
futech-526	119	8	analysis	analysis	NOUN
futech-526	119	9	,	,	PUNCT
futech-526	119	10	making	make	VERB
futech-526	119	11	it	it	PRON
futech-526	119	12	easier	easy	ADJ
futech-526	119	13	to	to	PART
futech-526	119	14	understand	understand	VERB
futech-526	119	15	how	how	SCONJ
futech-526	119	16	each	each	DET
futech-526	119	17	technology	technology	NOUN
futech-526	119	18	relates	relate	VERB
futech-526	119	19	to	to	ADP
futech-526	119	20	the	the	DET
futech-526	119	21	glycemic	glycemic	ADJ
futech-526	119	22	index	index	NOUN
futech-526	119	23	and	and	CCONJ
futech-526	119	24	how	how	SCONJ
futech-526	119	25	it	it	PRON
futech-526	119	26	has	have	AUX
futech-526	119	27	been	be	AUX
futech-526	119	28	applied	apply	VERB
futech-526	119	29	in	in	ADP
futech-526	119	30	various	various	ADJ
futech-526	119	31	contexts	contexts	NOUN
futech-526	119	32	.	.	PUNCT
futech-526	120	1	3.1	3.1	NUM
futech-526	120	2	glycemic	glycemic	ADJ
futech-526	120	3	index	index	NOUN
futech-526	120	4	(	(	PUNCT
futech-526	120	5	gi	gi	NOUN
futech-526	120	6	)	)	PUNCT
futech-526	120	7	foods	food	NOUN
futech-526	120	8	and	and	CCONJ
futech-526	120	9	beverages	beverage	NOUN
futech-526	120	10	provide	provide	VERB
futech-526	120	11	the	the	DET
futech-526	120	12	body	body	NOUN
futech-526	120	13	with	with	ADP
futech-526	120	14	energy	energy	NOUN
futech-526	120	15	through	through	ADP
futech-526	120	16	carbohydrates	carbohydrate	NOUN
futech-526	120	17	,	,	PUNCT
futech-526	120	18	fats	fat	NOUN
futech-526	120	19	,	,	PUNCT
futech-526	120	20	proteins	protein	NOUN
futech-526	120	21	,	,	PUNCT
futech-526	120	22	and	and	CCONJ
futech-526	120	23	alcohol	alcohol	NOUN
futech-526	120	24	.	.	PUNCT
futech-526	121	1	among	among	ADP
futech-526	121	2	these	these	DET
futech-526	121	3	macronutrients	macronutrient	NOUN
futech-526	121	4	,	,	PUNCT
futech-526	121	5	carbohydrates	carbohydrate	NOUN
futech-526	121	6	are	be	AUX
futech-526	121	7	the	the	DET
futech-526	121	8	body	body	NOUN
futech-526	121	9	’s	’s	PART
futech-526	121	10	preferred	preferred	ADJ
futech-526	121	11	source	source	NOUN
futech-526	121	12	of	of	ADP
futech-526	121	13	energy	energy	NOUN
futech-526	121	14	.	.	PUNCT
futech-526	122	1	the	the	DET
futech-526	122	2	glycemic	glycemic	ADJ
futech-526	122	3	index	index	NOUN
futech-526	122	4	is	be	AUX
futech-526	122	5	a	a	DET
futech-526	122	6	system	system	NOUN
futech-526	122	7	that	that	PRON
futech-526	122	8	ranks	rank	VERB
futech-526	122	9	carbohydrates	carbohydrate	NOUN
futech-526	122	10	in	in	ADP
futech-526	122	11	various	various	ADJ
futech-526	122	12	foods	food	NOUN
futech-526	122	13	and	and	CCONJ
futech-526	122	14	drinks	drink	NOUN
futech-526	122	15	based	base	VERB
futech-526	122	16	on	on	ADP
futech-526	122	17	their	their	PRON
futech-526	122	18	effect	effect	NOUN
futech-526	122	19	on	on	ADP
futech-526	122	20	blood	blood	NOUN
futech-526	122	21	glucose	glucose	NOUN
futech-526	122	22	levels	level	NOUN
futech-526	122	23	.	.	PUNCT
futech-526	123	1	specifically	specifically	ADV
futech-526	123	2	,	,	PUNCT
futech-526	123	3	the	the	DET
futech-526	123	4	gi	gi	NOUN
futech-526	123	5	measures	measure	NOUN
futech-526	123	6	how	how	SCONJ
futech-526	123	7	much	much	ADJ
futech-526	123	8	and	and	CCONJ
futech-526	123	9	how	how	SCONJ
futech-526	123	10	quickly	quickly	ADV
futech-526	123	11	a	a	DET
futech-526	123	12	particular	particular	ADJ
futech-526	123	13	food	food	NOUN
futech-526	123	14	raises	raise	VERB
futech-526	123	15	blood	blood	NOUN
futech-526	123	16	sugar	sugar	NOUN
futech-526	123	17	levels	level	NOUN
futech-526	123	18	after	after	SCONJ
futech-526	123	19	it	it	PRON
futech-526	123	20	is	be	AUX
futech-526	123	21	consumed	consume	VERB
futech-526	123	22	.	.	PUNCT
futech-526	124	1	this	this	DET
futech-526	124	2	index	index	NOUN
futech-526	124	3	typically	typically	ADV
futech-526	124	4	ranges	range	VERB
futech-526	124	5	from	from	ADP
futech-526	124	6	0	0	NUM
futech-526	124	7	to	to	ADP
futech-526	124	8	100	100	NUM
futech-526	124	9	,	,	PUNCT
futech-526	124	10	with	with	ADP
futech-526	124	11	pure	pure	ADJ
futech-526	124	12	glucose	glucose	NOUN
futech-526	124	13	set	set	VERB
futech-526	124	14	as	as	ADP
futech-526	124	15	the	the	DET
futech-526	124	16	reference	reference	NOUN
futech-526	124	17	point	point	NOUN
futech-526	124	18	at	at	ADP
futech-526	124	19	a	a	DET
futech-526	124	20	value	value	NOUN
futech-526	124	21	of	of	ADP
futech-526	124	22	100	100	NUM
futech-526	124	23	.	.	PUNCT
futech-526	125	1	gi	gi	NOUN
futech-526	125	2	values	value	NOUN
futech-526	125	3	can	can	AUX
futech-526	125	4	be	be	AUX
futech-526	125	5	categorized	categorize	VERB
futech-526	125	6	into	into	ADP
futech-526	125	7	three	three	NUM
futech-526	125	8	ranges	range	NOUN
futech-526	125	9	:	:	PUNCT
futech-526	125	10	•	•	NUM
futech-526	125	11	low	low	ADJ
futech-526	125	12	gi:55	gi:55	PROPN
futech-526	125	13	or	or	CCONJ
futech-526	125	14	less	less	ADJ
futech-526	125	15	•	•	NOUN
futech-526	125	16	medium	medium	ADJ
futech-526	125	17	gi:56	gi:56	PROPN
futech-526	125	18	to	to	ADP
futech-526	125	19	69	69	NUM
futech-526	125	20	•	•	NOUN
futech-526	125	21	high	high	ADJ
futech-526	125	22	gi:70	gi:70	PROPN
futech-526	125	23	to	to	ADP
futech-526	125	24	100	100	NUM
futech-526	125	25	foods	food	NOUN
futech-526	125	26	with	with	ADP
futech-526	125	27	a	a	DET
futech-526	125	28	high	high	ADJ
futech-526	125	29	gi	gi	NOUN
futech-526	125	30	value	value	NOUN
futech-526	125	31	(	(	PUNCT
futech-526	125	32	greater	great	ADJ
futech-526	125	33	than	than	ADP
futech-526	125	34	70	70	NUM
futech-526	125	35	)	)	PUNCT
futech-526	125	36	are	be	AUX
futech-526	125	37	rapidly	rapidly	ADV
futech-526	125	38	digested	digest	VERB
futech-526	125	39	and	and	CCONJ
futech-526	125	40	absorbed	absorb	VERB
futech-526	125	41	,	,	PUNCT
futech-526	125	42	causing	cause	VERB
futech-526	125	43	a	a	DET
futech-526	125	44	rapid	rapid	ADJ
futech-526	125	45	increase	increase	NOUN
futech-526	125	46	in	in	ADP
futech-526	125	47	blood	blood	NOUN
futech-526	125	48	glucose	glucose	NOUN
futech-526	125	49	levels	level	NOUN
futech-526	125	50	.	.	PUNCT
futech-526	126	1	on	on	ADP
futech-526	126	2	the	the	DET
futech-526	126	3	other	other	ADJ
futech-526	126	4	hand	hand	NOUN
futech-526	126	5	,	,	PUNCT
futech-526	126	6	foods	food	NOUN
futech-526	126	7	with	with	ADP
futech-526	126	8	a	a	DET
futech-526	126	9	low	low	ADJ
futech-526	126	10	gi	gi	NOUN
futech-526	126	11	value	value	NOUN
futech-526	126	12	(	(	PUNCT
futech-526	126	13	less	less	ADJ
futech-526	126	14	than	than	ADP
futech-526	126	15	55	55	NUM
futech-526	126	16	)	)	PUNCT
futech-526	126	17	are	be	AUX
futech-526	126	18	digested	digest	VERB
futech-526	126	19	and	and	CCONJ
futech-526	126	20	absorbed	absorb	VERB
futech-526	126	21	more	more	ADV
futech-526	126	22	slowly	slowly	ADV
futech-526	126	23	,	,	PUNCT
futech-526	126	24	resulting	result	VERB
futech-526	126	25	in	in	ADP
futech-526	126	26	a	a	DET
futech-526	126	27	slower	slow	ADJ
futech-526	126	28	and	and	CCONJ
futech-526	126	29	more	more	ADV
futech-526	126	30	gradual	gradual	ADJ
futech-526	126	31	increase	increase	NOUN
futech-526	126	32	in	in	ADP
futech-526	126	33	blood	blood	NOUN
futech-526	126	34	glucose	glucose	NOUN
futech-526	126	35	levels	level	NOUN
futech-526	126	36	.	.	PUNCT
futech-526	127	1	foods	food	NOUN
futech-526	127	2	high	high	ADJ
futech-526	127	3	in	in	ADP
futech-526	127	4	refined	refined	ADJ
futech-526	127	5	carbohydrates	carbohydrate	NOUN
futech-526	127	6	and	and	CCONJ
futech-526	127	7	sugar	sugar	NOUN
futech-526	127	8	are	be	AUX
futech-526	127	9	digested	digest	VERB
futech-526	127	10	more	more	ADV
futech-526	127	11	quickly	quickly	ADV
futech-526	127	12	and	and	CCONJ
futech-526	127	13	often	often	ADV
futech-526	127	14	have	have	VERB
futech-526	127	15	a	a	DET
futech-526	127	16	high	high	ADJ
futech-526	127	17	gi	gi	NOUN
futech-526	127	18	;	;	PUNCT
futech-526	127	19	whole	whole	ADJ
futech-526	127	20	foods	food	NOUN
futech-526	127	21	high	high	ADJ
futech-526	127	22	in	in	ADP
futech-526	127	23	protein	protein	NOUN
futech-526	127	24	,	,	PUNCT
futech-526	127	25	fat	fat	ADJ
futech-526	127	26	,	,	PUNCT
futech-526	127	27	or	or	CCONJ
futech-526	127	28	fiber	fiber	NOUN
futech-526	127	29	typically	typically	ADV
futech-526	127	30	have	have	VERB
futech-526	127	31	a	a	DET
futech-526	127	32	low	low	ADJ
futech-526	127	33	gi	gi	NOUN
futech-526	127	34	.	.	PUNCT
futech-526	128	1	foods	food	NOUN
futech-526	128	2	that	that	PRON
futech-526	128	3	contain	contain	VERB
futech-526	128	4	no	no	DET
futech-526	128	5	carbohydrates	carbohydrate	NOUN
futech-526	128	6	,	,	PUNCT
futech-526	128	7	such	such	ADJ
futech-526	128	8	as	as	ADP
futech-526	128	9	meat	meat	NOUN
futech-526	128	10	,	,	PUNCT
futech-526	128	11	fish	fish	NOUN
futech-526	128	12	,	,	PUNCT
futech-526	128	13	poultry	poultry	NOUN
futech-526	128	14	,	,	PUNCT
futech-526	128	15	nuts	nut	NOUN
futech-526	128	16	,	,	PUNCT
futech-526	128	17	seeds	seed	NOUN
futech-526	128	18	,	,	PUNCT
futech-526	128	19	herbs	herb	NOUN
futech-526	128	20	,	,	PUNCT
futech-526	128	21	spices	spice	NOUN
futech-526	128	22	,	,	PUNCT
futech-526	128	23	and	and	CCONJ
futech-526	128	24	oils	oil	NOUN
futech-526	128	25	,	,	PUNCT
futech-526	128	26	are	be	AUX
futech-526	128	27	not	not	PART
futech-526	128	28	assigned	assign	VERB
futech-526	128	29	a	a	DET
futech-526	128	30	gi	gi	NOUN
futech-526	128	31	value	value	NOUN
futech-526	128	32	[	[	X
futech-526	128	33	11	11	NUM
futech-526	128	34	]	]	PUNCT
futech-526	128	35	.	.	PUNCT
futech-526	129	1	the	the	DET
futech-526	129	2	glycemic	glycemic	ADJ
futech-526	129	3	index	index	NOUN
futech-526	129	4	is	be	AUX
futech-526	129	5	calculated	calculate	VERB
futech-526	129	6	by	by	ADP
futech-526	129	7	measuring	measure	VERB
futech-526	129	8	the	the	DET
futech-526	129	9	blood	blood	NOUN
futech-526	129	10	glucose	glucose	NOUN
futech-526	129	11	response	response	NOUN
futech-526	129	12	of	of	ADP
futech-526	129	13	a	a	DET
futech-526	129	14	group	group	NOUN
futech-526	129	15	of	of	ADP
futech-526	129	16	people	people	NOUN
futech-526	129	17	after	after	SCONJ
futech-526	129	18	they	they	PRON
futech-526	129	19	consume	consume	VERB
futech-526	129	20	a	a	DET
futech-526	129	21	specific	specific	ADJ
futech-526	129	22	food	food	NOUN
futech-526	129	23	,	,	PUNCT
futech-526	129	24	typically	typically	ADV
futech-526	129	25	using	use	VERB
futech-526	129	26	a	a	DET
futech-526	129	27	standard	standard	ADJ
futech-526	129	28	amount	amount	NOUN
futech-526	129	29	of	of	ADP
futech-526	129	30	carbohydrate	carbohydrate	NOUN
futech-526	129	31	(	(	PUNCT
futech-526	129	32	usually	usually	ADV
futech-526	129	33	50	50	NUM
futech-526	129	34	grams	gram	NOUN
futech-526	129	35	)	)	PUNCT
futech-526	129	36	.	.	PUNCT
futech-526	130	1	the	the	DET
futech-526	130	2	area	area	NOUN
futech-526	130	3	under	under	ADP
futech-526	130	4	the	the	DET
futech-526	130	5	curve	curve	NOUN
futech-526	130	6	(	(	PUNCT
futech-526	130	7	auc	auc	NOUN
futech-526	130	8	)	)	PUNCT
futech-526	130	9	for	for	ADP
futech-526	130	10	the	the	DET
futech-526	130	11	blood	blood	NOUN
futech-526	130	12	glucose	glucose	NOUN
futech-526	130	13	response	response	NOUN
futech-526	130	14	over	over	ADP
futech-526	130	15	a	a	DET
futech-526	130	16	two‐hour	two‐hour	NOUN
futech-526	130	17	period	period	NOUN
futech-526	130	18	is	be	AUX
futech-526	130	19	measured	measure	VERB
futech-526	130	20	,	,	PUNCT
futech-526	130	21	and	and	CCONJ
futech-526	130	22	the	the	DET
futech-526	130	23	gi	gi	NOUN
futech-526	130	24	is	be	AUX
futech-526	130	25	determined	determine	VERB
futech-526	130	26	by	by	ADP
futech-526	130	27	comparing	compare	VERB
futech-526	130	28	the	the	DET
futech-526	130	29	auc	auc	NOUN
futech-526	130	30	of	of	ADP
futech-526	130	31	the	the	DET
futech-526	130	32	test	test	NOUN
futech-526	130	33	food	food	NOUN
futech-526	130	34	to	to	ADP
futech-526	130	35	that	that	PRON
futech-526	130	36	of	of	ADP
futech-526	130	37	the	the	DET
futech-526	130	38	reference	reference	NOUN
futech-526	130	39	food	food	NOUN
futech-526	130	40	(	(	PUNCT
futech-526	130	41	either	either	CCONJ
futech-526	130	42	glucose	glucose	NOUN
futech-526	130	43	or	or	CCONJ
futech-526	130	44	white	white	ADJ
futech-526	130	45	bread	bread	NOUN
futech-526	130	46	,	,	PUNCT
futech-526	130	47	which	which	PRON
futech-526	130	48	are	be	AUX
futech-526	130	49	used	use	VERB
futech-526	130	50	as	as	ADP
futech-526	130	51	reference	reference	NOUN
futech-526	130	52	foods	food	NOUN
futech-526	130	53	)	)	PUNCT
futech-526	130	54	.	.	PUNCT
futech-526	131	1	the	the	DET
futech-526	131	2	formula	formula	NOUN
futech-526	131	3	for	for	ADP
futech-526	131	4	calculating	calculate	VERB
futech-526	131	5	the	the	DET
futech-526	131	6	gi	gi	NOUN
futech-526	131	7	is	be	AUX
futech-526	131	8	as	as	SCONJ
futech-526	131	9	follows	follow	VERB
futech-526	131	10	:	:	PUNCT
futech-526	131	11	𝐺𝐼	𝐺𝐼	NOUN
futech-526	131	12	=	=	SYM
futech-526	131	13	(	(	PUNCT
futech-526	131	14	𝐴𝑈𝐶	𝐴𝑈𝐶	PROPN
futech-526	131	15	𝑜𝑓	𝑜𝑓	ADP
futech-526	131	16	𝑡𝑒𝑠𝑡	𝑡𝑒𝑠𝑡	NOUN
futech-526	131	17	𝑓𝑜𝑜𝑑)×	𝑓𝑜𝑜𝑑)×	NOUN
futech-526	131	18	100	100	NUM
futech-526	131	19	𝐴𝑈𝐶	𝐴𝑈𝐶	NOUN
futech-526	131	20	𝑜𝑓	𝑜𝑓	ADP
futech-526	131	21	𝑅𝑒𝑓𝑒𝑟𝑒𝑛𝑐𝑒	𝑅𝑒𝑓𝑒𝑟𝑒𝑛𝑐𝑒	PROPN
futech-526	131	22	𝑓𝑜𝑜𝑑	𝑓𝑜𝑜𝑑	NOUN
futech-526	131	23	(	(	PUNCT
futech-526	131	24	1	1	NUM
futech-526	131	25	)	)	PUNCT
futech-526	131	26	to	to	PART
futech-526	131	27	calculate	calculate	VERB
futech-526	131	28	the	the	DET
futech-526	131	29	gi	gi	NOUN
futech-526	131	30	of	of	ADP
futech-526	131	31	a	a	DET
futech-526	131	32	meal	meal	NOUN
futech-526	131	33	,	,	PUNCT
futech-526	131	34	one	one	PRON
futech-526	131	35	must	must	AUX
futech-526	131	36	know	know	VERB
futech-526	131	37	the	the	DET
futech-526	131	38	gi	gi	NOUN
futech-526	131	39	values	value	NOUN
futech-526	131	40	of	of	ADP
futech-526	131	41	the	the	DET
futech-526	131	42	individual	individual	ADJ
futech-526	131	43	components	component	NOUN
futech-526	131	44	.	.	PUNCT
futech-526	132	1	for	for	ADP
futech-526	132	2	example	example	NOUN
futech-526	132	3	,	,	PUNCT
futech-526	132	4	if	if	SCONJ
futech-526	132	5	a	a	DET
futech-526	132	6	meal	meal	NOUN
futech-526	132	7	consists	consist	VERB
futech-526	132	8	of	of	ADP
futech-526	132	9	one	one	NUM
futech-526	132	10	cup	cup	NOUN
futech-526	132	11	of	of	ADP
futech-526	132	12	cooked	cooked	ADJ
futech-526	132	13	brown	brown	ADJ
futech-526	132	14	rice	rice	NOUN
futech-526	132	15	(	(	PUNCT
futech-526	132	16	gi	gi	NOUN
futech-526	132	17	=	=	SYM
futech-526	132	18	50	50	NUM
futech-526	132	19	)	)	PUNCT
futech-526	132	20	and	and	CCONJ
futech-526	132	21	one	one	NUM
futech-526	132	22	serving	serve	VERB
futech-526	132	23	of	of	ADP
futech-526	132	24	grilled	grill	VERB
futech-526	132	25	salmon	salmon	NOUN
futech-526	132	26	(	(	PUNCT
futech-526	132	27	gi	gi	NOUN
futech-526	132	28	=	=	SYM
futech-526	132	29	25	25	NUM
futech-526	132	30	)	)	PUNCT
futech-526	132	31	,	,	PUNCT
futech-526	132	32	the	the	DET
futech-526	132	33	total	total	ADJ
futech-526	132	34	gi	gi	NOUN
futech-526	132	35	for	for	ADP
futech-526	132	36	the	the	DET
futech-526	132	37	meal	meal	NOUN
futech-526	132	38	would	would	AUX
futech-526	132	39	be	be	AUX
futech-526	132	40	75	75	NUM
futech-526	132	41	,	,	PUNCT
futech-526	132	42	which	which	PRON
futech-526	132	43	reflects	reflect	VERB
futech-526	132	44	the	the	DET
futech-526	132	45	combined	combined	ADJ
futech-526	132	46	effect	effect	NOUN
futech-526	132	47	of	of	ADP
futech-526	132	48	these	these	DET
futech-526	132	49	foods	food	NOUN
futech-526	132	50	on	on	ADP
futech-526	132	51	blood	blood	NOUN
futech-526	132	52	sugar	sugar	NOUN
futech-526	132	53	levels	level	NOUN
futech-526	132	54	.	.	PUNCT
futech-526	133	1	other	other	ADJ
futech-526	133	2	factors	factor	NOUN
futech-526	133	3	that	that	PRON
futech-526	133	4	affect	affect	VERB
futech-526	133	5	the	the	DET
futech-526	133	6	gi	gi	NOUN
futech-526	133	7	of	of	ADP
futech-526	133	8	a	a	DET
futech-526	133	9	food	food	NOUN
futech-526	133	10	include	include	VERB
futech-526	133	11	its	its	PRON
futech-526	133	12	ripeness	ripeness	NOUN
futech-526	133	13	,	,	PUNCT
futech-526	133	14	cooking	cooking	NOUN
futech-526	133	15	method	method	NOUN
futech-526	133	16	,	,	PUNCT
futech-526	133	17	type	type	NOUN
futech-526	133	18	of	of	ADP
futech-526	133	19	sugar	sugar	NOUN
futech-526	133	20	it	it	PRON
futech-526	133	21	contains	contain	VERB
futech-526	133	22	,	,	PUNCT
futech-526	133	23	and	and	CCONJ
futech-526	133	24	the	the	DET
futech-526	133	25	amount	amount	NOUN
futech-526	133	26	of	of	ADP
futech-526	133	27	processing	processing	NOUN
futech-526	133	28	it	it	PRON
futech-526	133	29	has	have	AUX
futech-526	133	30	undergone	undergo	VERB
futech-526	133	31	.	.	PUNCT
futech-526	134	1	understanding	understand	VERB
futech-526	134	2	the	the	DET
futech-526	134	3	glycemic	glycemic	ADJ
futech-526	134	4	index	index	NOUN
futech-526	134	5	and	and	CCONJ
futech-526	134	6	the	the	DET
futech-526	134	7	factors	factor	NOUN
futech-526	134	8	that	that	PRON
futech-526	134	9	influence	influence	VERB
futech-526	134	10	it	it	PRON
futech-526	134	11	can	can	AUX
futech-526	134	12	help	help	VERB
futech-526	134	13	individuals	individual	NOUN
futech-526	134	14	make	make	VERB
futech-526	134	15	informed	informed	ADJ
futech-526	134	16	dietary	dietary	ADJ
futech-526	134	17	choices	choice	NOUN
futech-526	134	18	,	,	PUNCT
futech-526	134	19	particularly	particularly	ADV
futech-526	134	20	those	those	DET
futech-526	134	21	managing	manage	VERB
futech-526	134	22	conditions	condition	NOUN
futech-526	134	23	such	such	ADJ
futech-526	134	24	as	as	ADP
futech-526	134	25	diabetes	diabete	NOUN
futech-526	134	26	[	[	X
futech-526	134	27	12	12	NUM
futech-526	134	28	]	]	PUNCT
futech-526	134	29	.	.	PUNCT
futech-526	135	1	as	as	SCONJ
futech-526	135	2	gi	gi	PROPN
futech-526	135	3	appeared	appear	VERB
futech-526	135	4	as	as	ADP
futech-526	135	5	one	one	NUM
futech-526	135	6	of	of	ADP
futech-526	135	7	the	the	DET
futech-526	135	8	promising	promising	ADJ
futech-526	135	9	approaches	approach	NOUN
futech-526	135	10	to	to	PART
futech-526	135	11	identify	identify	VERB
futech-526	135	12	the	the	DET
futech-526	135	13	levels	level	NOUN
futech-526	135	14	of	of	ADP
futech-526	135	15	carbohydrates	carbohydrate	NOUN
futech-526	135	16	,	,	PUNCT
futech-526	135	17	there	there	PRON
futech-526	135	18	is	be	VERB
futech-526	135	19	extensive	extensive	ADJ
futech-526	135	20	literature	literature	NOUN
futech-526	135	21	combining	combine	VERB
futech-526	135	22	gi	gi	NOUN
futech-526	135	23	with	with	ADP
futech-526	135	24	various	various	ADJ
futech-526	135	25	perspectives	perspective	NOUN
futech-526	135	26	,	,	PUNCT
futech-526	135	27	including	include	VERB
futech-526	135	28	food	food	NOUN
futech-526	135	29	technology	technology	NOUN
futech-526	135	30	,	,	PUNCT
futech-526	135	31	nutrition	nutrition	NOUN
futech-526	135	32	science	science	NOUN
futech-526	135	33	,	,	PUNCT
futech-526	135	34	and	and	CCONJ
futech-526	135	35	medical	medical	ADJ
futech-526	135	36	research	research	NOUN
futech-526	135	37	.	.	PUNCT
futech-526	136	1	although	although	SCONJ
futech-526	136	2	the	the	DET
futech-526	136	3	primary	primary	ADJ
futech-526	136	4	objective	objective	NOUN
futech-526	136	5	of	of	ADP
futech-526	136	6	this	this	DET
futech-526	136	7	survey	survey	NOUN
futech-526	136	8	is	be	AUX
futech-526	136	9	to	to	PART
futech-526	136	10	explore	explore	VERB
futech-526	136	11	the	the	DET
futech-526	136	12	technological	technological	ADJ
futech-526	136	13	perspective	perspective	NOUN
futech-526	136	14	of	of	ADP
futech-526	136	15	gi	gi	NOUN
futech-526	136	16	,	,	PUNCT
futech-526	136	17	it	it	PRON
futech-526	136	18	is	be	AUX
futech-526	136	19	important	important	ADJ
futech-526	136	20	to	to	PART
futech-526	136	21	acknowledge	acknowledge	VERB
futech-526	136	22	relevant	relevant	ADJ
futech-526	136	23	past	past	ADJ
futech-526	136	24	works	work	NOUN
futech-526	136	25	in	in	ADP
futech-526	136	26	the	the	DET
futech-526	136	27	food	food	NOUN
futech-526	136	28	technology	technology	NOUN
futech-526	136	29	domain	domain	NOUN
futech-526	136	30	.	.	PUNCT
futech-526	137	1	these	these	DET
futech-526	137	2	studies	study	NOUN
futech-526	137	3	provide	provide	VERB
futech-526	137	4	valuable	valuable	ADJ
futech-526	137	5	insights	insight	NOUN
futech-526	137	6	into	into	ADP
futech-526	137	7	the	the	DET
futech-526	137	8	nutritional	nutritional	ADJ
futech-526	137	9	impact	impact	NOUN
futech-526	137	10	and	and	CCONJ
futech-526	137	11	health	health	NOUN
futech-526	137	12	benefits	benefit	NOUN
futech-526	137	13	of	of	ADP
futech-526	137	14	foods	food	NOUN
futech-526	137	15	with	with	ADP
futech-526	137	16	varying	vary	VERB
futech-526	137	17	gi	gi	NOUN
futech-526	137	18	levels	level	NOUN
futech-526	137	19	,	,	PUNCT
futech-526	137	20	as	as	ADV
futech-526	137	21	well	well	ADV
futech-526	137	22	as	as	ADP
futech-526	137	23	methods	method	NOUN
futech-526	137	24	for	for	ADP
futech-526	137	25	modifying	modify	VERB
futech-526	137	26	gi	gi	NOUN
futech-526	137	27	through	through	ADP
futech-526	137	28	food	food	NOUN
futech-526	137	29	processing	processing	NOUN
futech-526	137	30	techniques	technique	NOUN
futech-526	137	31	.	.	PUNCT
futech-526	138	1	by	by	ADP
futech-526	138	2	including	include	VERB
futech-526	138	3	these	these	DET
futech-526	138	4	works	work	NOUN
futech-526	138	5	in	in	ADP
futech-526	138	6	the	the	DET
futech-526	138	7	gi	gi	NOUN
futech-526	138	8	introduction	introduction	NOUN
futech-526	138	9	section	section	NOUN
futech-526	138	10	,	,	PUNCT
futech-526	138	11	we	we	PRON
futech-526	138	12	aim	aim	VERB
futech-526	138	13	to	to	PART
futech-526	138	14	provide	provide	VERB
futech-526	138	15	a	a	DET
futech-526	138	16	comprehensive	comprehensive	ADJ
futech-526	138	17	background	background	NOUN
futech-526	138	18	that	that	PRON
futech-526	138	19	contextualizes	contextualize	VERB
futech-526	138	20	the	the	DET
futech-526	138	21	technological	technological	ADJ
futech-526	138	22	applications	application	NOUN
futech-526	138	23	we	we	PRON
futech-526	138	24	focus	focus	VERB
futech-526	138	25	on	on	ADP
futech-526	138	26	,	,	PUNCT
futech-526	138	27	even	even	ADV
futech-526	138	28	though	though	SCONJ
futech-526	138	29	the	the	DET
futech-526	138	30	main	main	ADJ
futech-526	138	31	goal	goal	NOUN
futech-526	138	32	of	of	ADP
futech-526	138	33	this	this	DET
futech-526	138	34	survey	survey	NOUN
futech-526	138	35	is	be	AUX
futech-526	138	36	not	not	PART
futech-526	138	37	to	to	PART
futech-526	138	38	delve	delve	VERB
futech-526	138	39	deeply	deeply	ADV
futech-526	138	40	into	into	ADP
futech-526	138	41	food	food	NOUN
futech-526	138	42	processing	processing	NOUN
futech-526	138	43	or	or	CCONJ
futech-526	138	44	nutritional	nutritional	ADJ
futech-526	138	45	studies	study	NOUN
futech-526	138	46	.	.	PUNCT
futech-526	139	1	this	this	DET
futech-526	139	2	approach	approach	NOUN
futech-526	139	3	helps	help	VERB
futech-526	139	4	to	to	PART
futech-526	139	5	emphasize	emphasize	VERB
futech-526	139	6	the	the	DET
futech-526	139	7	interdisciplinary	interdisciplinary	ADJ
futech-526	139	8	nature	nature	NOUN
futech-526	139	9	of	of	ADP
futech-526	139	10	gi	gi	PROPN
futech-526	139	11	research	research	NOUN
futech-526	139	12	,	,	PUNCT
futech-526	139	13	while	while	SCONJ
futech-526	139	14	still	still	ADV
futech-526	139	15	keeping	keep	VERB
futech-526	139	16	our	our	PRON
futech-526	139	17	focus	focus	NOUN
futech-526	139	18	on	on	ADP
futech-526	139	19	technological	technological	ADJ
futech-526	139	20	advancements	advancement	NOUN
futech-526	139	21	and	and	CCONJ
futech-526	139	22	innovations	innovation	NOUN
futech-526	139	23	in	in	ADP
futech-526	139	24	gi	gi	NOUN
futech-526	139	25	prediction	prediction	NOUN
futech-526	139	26	and	and	CCONJ
futech-526	139	27	analysis	analysis	NOUN
futech-526	139	28	.	.	PUNCT
futech-526	140	1	2024	2024	NUM
futech-526	140	2	‐	‐	NOUN
futech-526	140	3	2015	2015	NUM
futech-526	140	4	[	[	X
futech-526	140	5	11],[17],[19],[20],[21],[22],[23	11],[17],[19],[20],[21],[22],[23	NUM
futech-526	140	6	]	]	PUNCT
futech-526	140	7	,	,	PUNCT
futech-526	140	8	[	[	X
futech-526	140	9	24],[25],[26],[27	24],[25],[26],[27	NUM
futech-526	140	10	]	]	PUNCT
futech-526	140	11	,	,	PUNCT
futech-526	140	12	[	[	X
futech-526	140	13	28],[29],[30	28],[29],[30	X
futech-526	140	14	]	]	PUNCT
futech-526	140	15	,	,	PUNCT
futech-526	140	16	[	[	X
futech-526	140	17	31],[32],[33],[34],[35],[36],[37	31],[32],[33],[34],[35],[36],[37	NUM
futech-526	140	18	]	]	PUNCT
futech-526	140	19	,	,	PUNCT
futech-526	140	20	[	[	X
futech-526	140	21	38],[39],[40],[41	38],[39],[40],[41	NUM
futech-526	140	22	]	]	PUNCT
futech-526	140	23	2014	2014	NUM
futech-526	140	24	‐	‐	NOUN
futech-526	140	25	2005	2005	NUM
futech-526	140	26	[	[	X
futech-526	140	27	15],[16],[42],[43],[44	15],[16],[42],[43],[44	X
futech-526	140	28	]	]	PUNCT
futech-526	140	29	2004	2004	NUM
futech-526	140	30	‐	‐	NOUN
futech-526	140	31	1995	1995	NUM
futech-526	140	32	[	[	X
futech-526	140	33	14	14	NUM
futech-526	140	34	]	]	SYM
futech-526	140	35	1994	1994	NUM
futech-526	140	36	‐	‐	NOUN
futech-526	140	37	1985	1985	NUM
futech-526	140	38	1984	1984	NUM
futech-526	140	39	‐	‐	ADV
futech-526	140	40	1980	1980	NUM
futech-526	140	41	[	[	X
futech-526	140	42	13	13	NUM
futech-526	140	43	]	]	PUNCT
futech-526	140	44	figure	figure	NOUN
futech-526	140	45	4	4	NUM
futech-526	140	46	.	.	PUNCT
futech-526	140	47	timeline	timeline	NOUN
futech-526	140	48	of	of	ADP
futech-526	140	49	research	research	NOUN
futech-526	140	50	where	where	SCONJ
futech-526	140	51	gi	gi	PROPN
futech-526	140	52	was	be	AUX
futech-526	140	53	used	use	VERB
futech-526	140	54	in	in	ADP
futech-526	140	55	food	food	NOUN
futech-526	140	56	technology	technology	NOUN
futech-526	140	57	early	early	ADJ
futech-526	140	58	such	such	ADJ
futech-526	140	59	work	work	NOUN
futech-526	140	60	,	,	PUNCT
futech-526	140	61	mostly	mostly	ADV
futech-526	140	62	focused	focus	VERB
futech-526	140	63	on	on	ADP
futech-526	140	64	calculating	calculate	VERB
futech-526	140	65	the	the	DET
futech-526	140	66	glycemic	glycemic	ADJ
futech-526	140	67	index	index	NOUN
futech-526	140	68	,	,	PUNCT
futech-526	140	69	by	by	ADP
futech-526	140	70	using	use	VERB
futech-526	140	71	food	food	NOUN
futech-526	140	72	with	with	ADP
futech-526	140	73	different	different	ADJ
futech-526	140	74	carbohydrate	carbohydrate	NOUN
futech-526	140	75	levels	level	NOUN
futech-526	140	76	,	,	PUNCT
futech-526	140	77	and	and	CCONJ
futech-526	140	78	measuring	measure	VERB
futech-526	140	79	blood	blood	NOUN
futech-526	140	80	glucose	glucose	NOUN
futech-526	140	81	levels	level	NOUN
futech-526	140	82	[	[	X
futech-526	140	83	13	13	NUM
futech-526	140	84	-	-	SYM
futech-526	140	85	15	15	NUM
futech-526	140	86	]	]	PUNCT
futech-526	140	87	.	.	PUNCT
futech-526	141	1	all	all	DET
futech-526	141	2	three	three	NUM
futech-526	141	3	studies	study	NOUN
futech-526	141	4	aim	aim	VERB
futech-526	141	5	to	to	PART
futech-526	141	6	determine	determine	VERB
futech-526	141	7	the	the	DET
futech-526	141	8	glycemic	glycemic	ADJ
futech-526	141	9	impact	impact	NOUN
futech-526	141	10	of	of	ADP
futech-526	141	11	foods	food	NOUN
futech-526	141	12	.	.	PUNCT
futech-526	142	1	the	the	DET
futech-526	142	2	first	first	ADJ
futech-526	142	3	two	two	NUM
futech-526	142	4	studies	study	NOUN
futech-526	142	5	follow	follow	VERB
futech-526	142	6	the	the	DET
futech-526	142	7	standard	standard	ADJ
futech-526	142	8	approach	approach	NOUN
futech-526	142	9	of	of	ADP
futech-526	142	10	measuring	measure	VERB
futech-526	142	11	postprandial	postprandial	ADJ
futech-526	142	12	blood	blood	NOUN
futech-526	142	13	glucose	glucose	NOUN
futech-526	142	14	response	response	NOUN
futech-526	142	15	in	in	ADP
futech-526	142	16	humans	human	NOUN
futech-526	142	17	,	,	PUNCT
futech-526	142	18	while	while	SCONJ
futech-526	142	19	the	the	DET
futech-526	142	20	third	third	ADJ
futech-526	142	21	study	study	NOUN
futech-526	142	22	attempts	attempt	VERB
futech-526	142	23	to	to	PART
futech-526	142	24	predict	predict	VERB
futech-526	142	25	gi	gi	NOUN
futech-526	142	26	using	use	VERB
futech-526	142	27	a	a	DET
futech-526	142	28	laboratory	laboratory	NOUN
futech-526	142	29	-	-	PUNCT
futech-526	142	30	based	base	VERB
futech-526	142	31	method	method	NOUN
futech-526	142	32	.	.	PUNCT
futech-526	143	1	similar	similar	ADJ
futech-526	143	2	studies	study	NOUN
futech-526	143	3	,	,	PUNCT
futech-526	143	4	such	such	ADJ
futech-526	143	5	as	as	ADP
futech-526	143	6	[	[	X
futech-526	143	7	16	16	NUM
futech-526	143	8	-	-	SYM
futech-526	143	9	19	19	NUM
futech-526	143	10	]	]	PUNCT
futech-526	143	11	,	,	PUNCT
futech-526	143	12	highlight	highlight	VERB
futech-526	143	13	various	various	ADJ
futech-526	143	14	approaches	approach	NOUN
futech-526	143	15	to	to	ADP
futech-526	143	16	measuring	measure	VERB
futech-526	143	17	and	and	CCONJ
futech-526	143	18	applying	apply	VERB
futech-526	143	19	gi	gi	NOUN
futech-526	143	20	,	,	PUNCT
futech-526	143	21	including	include	VERB
futech-526	143	22	standardization	standardization	NOUN
futech-526	143	23	of	of	ADP
futech-526	143	24	measurement	measurement	NOUN
futech-526	143	25	techniques	technique	NOUN
futech-526	143	26	,	,	PUNCT
futech-526	143	27	regional	regional	ADJ
futech-526	143	28	adaptations	adaptation	NOUN
futech-526	143	29	,	,	PUNCT
futech-526	143	30	and	and	CCONJ
futech-526	143	31	predictive	predictive	ADJ
futech-526	143	32	modeling	modeling	NOUN
futech-526	143	33	.	.	PUNCT
futech-526	144	1	one	one	NUM
futech-526	144	2	critical	critical	ADJ
futech-526	144	3	aspect	aspect	NOUN
futech-526	144	4	here	here	ADV
futech-526	144	5	to	to	PART
futech-526	144	6	address	address	VERB
futech-526	144	7	is	be	AUX
futech-526	144	8	the	the	DET
futech-526	144	9	variability	variability	NOUN
futech-526	144	10	in	in	ADP
futech-526	144	11	methodologies	methodology	NOUN
futech-526	144	12	,	,	PUNCT
futech-526	144	13	which	which	PRON
futech-526	144	14	can	can	AUX
futech-526	144	15	affect	affect	VERB
futech-526	144	16	the	the	DET
futech-526	144	17	reliability	reliability	NOUN
futech-526	144	18	and	and	CCONJ
futech-526	144	19	comparability	comparability	NOUN
futech-526	144	20	of	of	ADP
futech-526	144	21	gi	gi	NOUN
futech-526	144	22	values	value	NOUN
futech-526	144	23	across	across	ADP
futech-526	144	24	studies	study	NOUN
futech-526	144	25	.	.	PUNCT
futech-526	145	1	they	they	PRON
futech-526	145	2	may	may	AUX
futech-526	145	3	lead	lead	VERB
futech-526	145	4	to	to	ADP
futech-526	145	5	inconsistencies	inconsistency	NOUN
futech-526	145	6	in	in	ADP
futech-526	145	7	the	the	DET
futech-526	145	8	results	result	NOUN
futech-526	145	9	.	.	PUNCT
futech-526	146	1	readers	reader	NOUN
futech-526	146	2	interested	interested	ADJ
futech-526	146	3	in	in	ADP
futech-526	146	4	exploring	explore	VERB
futech-526	146	5	further	far	ADV
futech-526	146	6	can	can	AUX
futech-526	146	7	refer	refer	VERB
futech-526	146	8	to	to	PART
futech-526	146	9	figure	figure	VERB
futech-526	146	10	4	4	NUM
futech-526	146	11	,	,	PUNCT
futech-526	146	12	which	which	PRON
futech-526	146	13	provides	provide	VERB
futech-526	146	14	an	an	DET
futech-526	146	15	overview	overview	NOUN
futech-526	146	16	of	of	ADP
futech-526	146	17	various	various	ADJ
futech-526	146	18	gi	gi	NOUN
futech-526	146	19	-	-	PUNCT
futech-526	146	20	based	base	VERB
futech-526	146	21	approaches	approach	NOUN
futech-526	146	22	applied	apply	VERB
futech-526	146	23	in	in	ADP
futech-526	146	24	food	food	NOUN
futech-526	146	25	science	science	NOUN
futech-526	146	26	research	research	NOUN
futech-526	146	27	.	.	PUNCT
futech-526	147	1	nh	nh	PROPN
futech-526	147	2	.	.	PROPN
futech-526	147	3	wanigasingha	wanigasingha	NOUN
futech-526	147	4	et	et	PROPN
futech-526	147	5	al	al	PROPN
futech-526	147	6	.	.	PROPN
futech-526	147	7	/future	/future	PUNCT
futech-526	147	8	technology	technology	PROPN
futech-526	148	1	february	february	PROPN
futech-526	148	2	2026|	2026|	NUM
futech-526	148	3	volume	volume	NOUN
futech-526	148	4	05	05	NUM
futech-526	149	1	|	|	ADV
futech-526	149	2	issue	issue	NOUN
futech-526	149	3	01	01	NUM
futech-526	150	1	|	|	NOUN
futech-526	150	2	pages	page	VERB
futech-526	150	3	93	93	NUM
futech-526	150	4	-	-	SYM
futech-526	150	5	126	126	NUM
futech-526	150	6	97	97	NUM
futech-526	150	7	3.2	3.2	NUM
futech-526	150	8	machine	machine	NOUN
futech-526	150	9	learning	learning	NOUN
futech-526	150	10	(	(	PUNCT
futech-526	150	11	ml	ml	NOUN
futech-526	150	12	)	)	PUNCT
futech-526	150	13	throughout	throughout	ADP
futech-526	150	14	history	history	NOUN
futech-526	150	15	,	,	PUNCT
futech-526	150	16	humans	human	NOUN
futech-526	150	17	have	have	AUX
futech-526	150	18	continually	continually	ADV
futech-526	150	19	developed	develop	VERB
futech-526	150	20	tools	tool	NOUN
futech-526	150	21	to	to	PART
futech-526	150	22	simplify	simplify	VERB
futech-526	150	23	tasks	task	NOUN
futech-526	150	24	and	and	CCONJ
futech-526	150	25	meet	meet	VERB
futech-526	150	26	various	various	ADJ
futech-526	150	27	needs	need	NOUN
futech-526	150	28	.	.	PUNCT
futech-526	151	1	the	the	DET
futech-526	151	2	invention	invention	NOUN
futech-526	151	3	of	of	ADP
futech-526	151	4	machines	machine	NOUN
futech-526	151	5	was	be	AUX
futech-526	151	6	a	a	DET
futech-526	151	7	major	major	ADJ
futech-526	151	8	leap	leap	NOUN
futech-526	151	9	forward	forward	ADV
futech-526	151	10	,	,	PUNCT
futech-526	151	11	revolutionizing	revolutionize	VERB
futech-526	151	12	areas	area	NOUN
futech-526	151	13	such	such	ADJ
futech-526	151	14	as	as	ADP
futech-526	151	15	transportation	transportation	NOUN
futech-526	151	16	,	,	PUNCT
futech-526	151	17	industry	industry	NOUN
futech-526	151	18	,	,	PUNCT
futech-526	151	19	and	and	CCONJ
futech-526	151	20	computing	computing	NOUN
futech-526	151	21	.	.	PUNCT
futech-526	152	1	one	one	NUM
futech-526	152	2	of	of	ADP
futech-526	152	3	the	the	DET
futech-526	152	4	most	most	ADV
futech-526	152	5	significant	significant	ADJ
futech-526	152	6	advancements	advancement	NOUN
futech-526	152	7	in	in	ADP
futech-526	152	8	recent	recent	ADJ
futech-526	152	9	years	year	NOUN
futech-526	152	10	is	be	AUX
futech-526	152	11	machine	machine	NOUN
futech-526	152	12	learning	learning	NOUN
futech-526	152	13	,	,	PUNCT
futech-526	152	14	a	a	DET
futech-526	152	15	technology	technology	NOUN
futech-526	152	16	that	that	PRON
futech-526	152	17	has	have	AUX
futech-526	152	18	further	far	ADV
futech-526	152	19	extended	extend	VERB
futech-526	152	20	the	the	DET
futech-526	152	21	capabilities	capability	NOUN
futech-526	152	22	of	of	ADP
futech-526	152	23	these	these	DET
futech-526	152	24	machines	machine	NOUN
futech-526	152	25	.	.	PUNCT
futech-526	153	1	machine	machine	NOUN
futech-526	153	2	learning	learning	NOUN
futech-526	153	3	focuses	focus	VERB
futech-526	153	4	on	on	ADP
futech-526	153	5	enabling	enable	VERB
futech-526	153	6	machines	machine	NOUN
futech-526	153	7	to	to	PART
futech-526	153	8	handle	handle	VERB
futech-526	153	9	data	datum	NOUN
futech-526	153	10	more	more	ADV
futech-526	153	11	effectively	effectively	ADV
futech-526	153	12	.	.	PUNCT
futech-526	154	1	in	in	ADP
futech-526	154	2	many	many	ADJ
futech-526	154	3	cases	case	NOUN
futech-526	154	4	,	,	PUNCT
futech-526	154	5	large	large	ADJ
futech-526	154	6	datasets	dataset	NOUN
futech-526	154	7	are	be	AUX
futech-526	154	8	too	too	ADV
futech-526	154	9	complex	complex	ADJ
futech-526	154	10	for	for	SCONJ
futech-526	154	11	humans	human	NOUN
futech-526	154	12	to	to	PART
futech-526	154	13	easily	easily	ADV
futech-526	154	14	interpret	interpret	VERB
futech-526	154	15	.	.	PUNCT
futech-526	155	1	ml	ml	PROPN
futech-526	155	2	algorithms	algorithms	PROPN
futech-526	155	3	address	address	VERB
futech-526	155	4	this	this	PRON
futech-526	155	5	by	by	ADP
futech-526	155	6	identifying	identify	VERB
futech-526	155	7	patterns	pattern	NOUN
futech-526	155	8	and	and	CCONJ
futech-526	155	9	extracting	extract	VERB
futech-526	155	10	meaningful	meaningful	ADJ
futech-526	155	11	insights	insight	NOUN
futech-526	155	12	from	from	ADP
futech-526	155	13	the	the	DET
futech-526	155	14	data	datum	NOUN
futech-526	155	15	.	.	PUNCT
futech-526	156	1	as	as	SCONJ
futech-526	156	2	the	the	DET
futech-526	156	3	availability	availability	NOUN
futech-526	156	4	of	of	ADP
futech-526	156	5	vast	vast	ADJ
futech-526	156	6	datasets	dataset	NOUN
futech-526	156	7	continues	continue	VERB
futech-526	156	8	to	to	PART
futech-526	156	9	grow	grow	VERB
futech-526	156	10	,	,	PUNCT
futech-526	156	11	so	so	ADV
futech-526	156	12	too	too	ADV
futech-526	156	13	has	have	VERB
futech-526	156	14	the	the	DET
futech-526	156	15	demand	demand	NOUN
futech-526	156	16	for	for	ADP
futech-526	156	17	machine	machine	NOUN
futech-526	156	18	learning	learning	NOUN
futech-526	156	19	,	,	PUNCT
futech-526	156	20	with	with	ADP
futech-526	156	21	industries	industry	NOUN
futech-526	156	22	applying	apply	VERB
futech-526	156	23	it	it	PRON
futech-526	156	24	to	to	PART
futech-526	156	25	uncover	uncover	VERB
futech-526	156	26	valuable	valuable	ADJ
futech-526	156	27	information	information	NOUN
futech-526	156	28	.	.	PUNCT
futech-526	157	1	unlike	unlike	ADP
futech-526	157	2	traditional	traditional	ADJ
futech-526	157	3	programming	programming	NOUN
futech-526	157	4	,	,	PUNCT
futech-526	157	5	where	where	SCONJ
futech-526	157	6	explicit	explicit	ADJ
futech-526	157	7	instructions	instruction	NOUN
futech-526	157	8	are	be	AUX
futech-526	157	9	given	give	VERB
futech-526	157	10	,	,	PUNCT
futech-526	157	11	ml	ml	ADV
futech-526	157	12	allows	allow	VERB
futech-526	157	13	machines	machine	NOUN
futech-526	157	14	to	to	PART
futech-526	157	15	learn	learn	VERB
futech-526	157	16	from	from	ADP
futech-526	157	17	data	datum	NOUN
futech-526	157	18	and	and	CCONJ
futech-526	157	19	make	make	VERB
futech-526	157	20	decisions	decision	NOUN
futech-526	157	21	based	base	VERB
futech-526	157	22	on	on	ADP
futech-526	157	23	it	it	PRON
futech-526	157	24	.	.	PUNCT
futech-526	158	1	this	this	DET
futech-526	158	2	shift	shift	NOUN
futech-526	158	3	has	have	AUX
futech-526	158	4	prompted	prompt	VERB
futech-526	158	5	researchers	researcher	NOUN
futech-526	158	6	and	and	CCONJ
futech-526	158	7	engineers	engineer	NOUN
futech-526	158	8	to	to	PART
futech-526	158	9	develop	develop	VERB
futech-526	158	10	approaches	approach	NOUN
futech-526	158	11	that	that	PRON
futech-526	158	12	allow	allow	VERB
futech-526	158	13	machines	machine	NOUN
futech-526	158	14	to	to	PART
futech-526	158	15	learn	learn	VERB
futech-526	158	16	autonomously	autonomously	ADV
futech-526	158	17	,	,	PUNCT
futech-526	158	18	without	without	ADP
futech-526	158	19	needing	need	VERB
futech-526	158	20	detailed	detailed	ADJ
futech-526	158	21	programming	programming	NOUN
futech-526	158	22	for	for	ADP
futech-526	158	23	every	every	DET
futech-526	158	24	task	task	NOUN
futech-526	158	25	[	[	X
futech-526	158	26	45	45	NUM
futech-526	158	27	]	]	PUNCT
futech-526	158	28	.	.	PUNCT
futech-526	159	1	it	it	PRON
futech-526	159	2	’s	’	VERB
futech-526	159	3	important	important	ADJ
futech-526	159	4	to	to	PART
futech-526	159	5	recognize	recognize	VERB
futech-526	159	6	that	that	PRON
futech-526	159	7	machine	machine	NOUN
futech-526	159	8	learning	learning	NOUN
futech-526	159	9	is	be	AUX
futech-526	159	10	not	not	PART
futech-526	159	11	just	just	ADV
futech-526	159	12	about	about	ADP
futech-526	159	13	managing	manage	VERB
futech-526	159	14	data	datum	NOUN
futech-526	159	15	;	;	PUNCT
futech-526	159	16	it	it	PRON
futech-526	159	17	is	be	AUX
futech-526	159	18	also	also	ADV
futech-526	159	19	a	a	DET
futech-526	159	20	crucial	crucial	ADJ
futech-526	159	21	part	part	NOUN
futech-526	159	22	of	of	ADP
futech-526	159	23	artificial	artificial	ADJ
futech-526	159	24	intelligence	intelligence	NOUN
futech-526	159	25	.	.	PUNCT
futech-526	160	1	as	as	ADP
futech-526	160	2	a	a	DET
futech-526	160	3	subset	subset	NOUN
futech-526	160	4	of	of	ADP
futech-526	160	5	ai	ai	PROPN
futech-526	160	6	,	,	PUNCT
futech-526	160	7	machine	machine	NOUN
futech-526	160	8	learning	learning	NOUN
futech-526	160	9	allows	allow	VERB
futech-526	160	10	systems	system	NOUN
futech-526	160	11	to	to	PART
futech-526	160	12	discover	discover	VERB
futech-526	160	13	hidden	hidden	ADJ
futech-526	160	14	patterns	pattern	NOUN
futech-526	160	15	within	within	ADP
futech-526	160	16	datasets	dataset	NOUN
futech-526	160	17	,	,	PUNCT
futech-526	160	18	enabling	enable	VERB
futech-526	160	19	them	they	PRON
futech-526	160	20	to	to	PART
futech-526	160	21	make	make	VERB
futech-526	160	22	predictions	prediction	NOUN
futech-526	160	23	about	about	ADP
futech-526	160	24	new	new	ADJ
futech-526	160	25	data	datum	NOUN
futech-526	160	26	.	.	PUNCT
futech-526	161	1	this	this	DET
futech-526	161	2	ability	ability	NOUN
futech-526	161	3	to	to	PART
futech-526	161	4	generalize	generalize	VERB
futech-526	161	5	from	from	ADP
futech-526	161	6	previous	previous	ADJ
futech-526	161	7	experiences	experience	NOUN
futech-526	161	8	is	be	AUX
futech-526	161	9	essential	essential	ADJ
futech-526	161	10	for	for	ADP
futech-526	161	11	creating	create	VERB
futech-526	161	12	systems	system	NOUN
futech-526	161	13	that	that	PRON
futech-526	161	14	can	can	AUX
futech-526	161	15	adapt	adapt	VERB
futech-526	161	16	to	to	ADP
futech-526	161	17	changing	change	VERB
futech-526	161	18	environments	environment	NOUN
futech-526	161	19	.	.	PUNCT
futech-526	162	1	for	for	ADP
futech-526	162	2	a	a	DET
futech-526	162	3	system	system	NOUN
futech-526	162	4	to	to	PART
futech-526	162	5	be	be	AUX
futech-526	162	6	considered	consider	VERB
futech-526	162	7	intelligent	intelligent	ADJ
futech-526	162	8	,	,	PUNCT
futech-526	162	9	especially	especially	ADV
futech-526	162	10	in	in	ADP
futech-526	162	11	dynamic	dynamic	ADJ
futech-526	162	12	and	and	CCONJ
futech-526	162	13	unpredictable	unpredictable	ADJ
futech-526	162	14	conditions	condition	NOUN
futech-526	162	15	,	,	PUNCT
futech-526	162	16	it	it	PRON
futech-526	162	17	must	must	AUX
futech-526	162	18	be	be	AUX
futech-526	162	19	able	able	ADJ
futech-526	162	20	to	to	PART
futech-526	162	21	learn	learn	VERB
futech-526	162	22	and	and	CCONJ
futech-526	162	23	evolve	evolve	VERB
futech-526	162	24	.	.	PUNCT
futech-526	163	1	if	if	SCONJ
futech-526	163	2	a	a	DET
futech-526	163	3	system	system	NOUN
futech-526	163	4	can	can	AUX
futech-526	163	5	adapt	adapt	VERB
futech-526	163	6	to	to	ADP
futech-526	163	7	changes	change	NOUN
futech-526	163	8	on	on	ADP
futech-526	163	9	its	its	PRON
futech-526	163	10	own	own	ADJ
futech-526	163	11	,	,	PUNCT
futech-526	163	12	the	the	DET
futech-526	163	13	designer	designer	NOUN
futech-526	163	14	does	do	AUX
futech-526	163	15	not	not	PART
futech-526	163	16	need	need	VERB
futech-526	163	17	to	to	PART
futech-526	163	18	foresee	foresee	VERB
futech-526	163	19	and	and	CCONJ
futech-526	163	20	program	program	NOUN
futech-526	163	21	solutions	solution	NOUN
futech-526	163	22	for	for	ADP
futech-526	163	23	every	every	DET
futech-526	163	24	possible	possible	ADJ
futech-526	163	25	scenario	scenario	NOUN
futech-526	163	26	.	.	PUNCT
futech-526	164	1	this	this	DET
futech-526	164	2	adaptability	adaptability	NOUN
futech-526	164	3	is	be	AUX
futech-526	164	4	one	one	NUM
futech-526	164	5	of	of	ADP
futech-526	164	6	the	the	DET
futech-526	164	7	key	key	ADJ
futech-526	164	8	strengths	strength	NOUN
futech-526	164	9	of	of	ADP
futech-526	164	10	machine	machine	NOUN
futech-526	164	11	learning	learning	NOUN
futech-526	164	12	.	.	PUNCT
futech-526	165	1	machine	machine	NOUN
futech-526	165	2	learning	learning	NOUN
futech-526	165	3	systems	system	NOUN
futech-526	165	4	can	can	AUX
futech-526	165	5	be	be	AUX
futech-526	165	6	categorized	categorize	VERB
futech-526	165	7	based	base	VERB
futech-526	165	8	on	on	ADP
futech-526	165	9	various	various	ADJ
futech-526	165	10	criteria	criterion	NOUN
futech-526	165	11	.	.	PUNCT
futech-526	166	1	these	these	PRON
futech-526	166	2	include	include	VERB
futech-526	166	3	:	:	PUNCT
futech-526	166	4	•	•	ADP
futech-526	166	5	how	how	SCONJ
futech-526	166	6	they	they	PRON
futech-526	166	7	are	be	AUX
futech-526	166	8	trained	train	VERB
futech-526	166	9	(	(	PUNCT
futech-526	166	10	e.g.	e.g.	ADV
futech-526	166	11	,	,	PUNCT
futech-526	166	12	supervised	supervised	ADJ
futech-526	166	13	,	,	PUNCT
futech-526	166	14	unsupervised	unsupervised	ADJ
futech-526	166	15	,	,	PUNCT
futech-526	166	16	semi‐	semi‐	PRON
futech-526	166	17	supervised	supervise	VERB
futech-526	166	18	,	,	PUNCT
futech-526	166	19	self‐supervised	self‐supervised	ADJ
futech-526	166	20	)	)	PUNCT
futech-526	166	21	•	•	ADP
futech-526	166	22	whether	whether	SCONJ
futech-526	166	23	they	they	PRON
futech-526	166	24	can	can	AUX
futech-526	166	25	learn	learn	VERB
futech-526	166	26	continuously	continuously	ADV
futech-526	166	27	in	in	ADP
futech-526	166	28	real	real	ADJ
futech-526	166	29	time	time	NOUN
futech-526	166	30	(	(	PUNCT
futech-526	166	31	online	online	ADJ
futech-526	166	32	learning	learning	NOUN
futech-526	166	33	)	)	PUNCT
futech-526	166	34	or	or	CCONJ
futech-526	166	35	process	process	NOUN
futech-526	166	36	data	datum	NOUN
futech-526	166	37	in	in	ADP
futech-526	166	38	batches	batch	NOUN
futech-526	166	39	(	(	PUNCT
futech-526	166	40	batch	batch	NOUN
futech-526	166	41	learning	learning	NOUN
futech-526	166	42	)	)	PUNCT
futech-526	166	43	•	•	ADP
futech-526	166	44	whether	whether	SCONJ
futech-526	166	45	they	they	PRON
futech-526	166	46	compare	compare	VERB
futech-526	166	47	new	new	ADJ
futech-526	166	48	data	datum	NOUN
futech-526	166	49	points	point	NOUN
futech-526	166	50	to	to	ADP
futech-526	166	51	known	know	VERB
futech-526	166	52	data	datum	NOUN
futech-526	166	53	or	or	CCONJ
futech-526	166	54	build	build	VERB
futech-526	166	55	predictive	predictive	ADJ
futech-526	166	56	models	model	NOUN
futech-526	166	57	by	by	ADP
futech-526	166	58	detecting	detect	VERB
futech-526	166	59	patterns	pattern	NOUN
futech-526	166	60	(	(	PUNCT
futech-526	166	61	instance‐	instance‐	NOUN
futech-526	166	62	based	base	VERB
futech-526	166	63	versus	versus	ADP
futech-526	166	64	model‐based	model‐based	ADJ
futech-526	166	65	learning	learning	NOUN
futech-526	166	66	)	)	PUNCT
futech-526	167	1	[	[	X
futech-526	167	2	46	46	NUM
futech-526	167	3	]	]	PUNCT
futech-526	167	4	.	.	PUNCT
futech-526	168	1	these	these	DET
futech-526	168	2	categories	category	NOUN
futech-526	168	3	reflect	reflect	VERB
futech-526	168	4	the	the	DET
futech-526	168	5	diversity	diversity	NOUN
futech-526	168	6	of	of	ADP
futech-526	168	7	machine	machine	NOUN
futech-526	168	8	learning	learning	NOUN
futech-526	168	9	approaches	approach	NOUN
futech-526	168	10	,	,	PUNCT
futech-526	168	11	each	each	PRON
futech-526	168	12	tailored	tailor	VERB
futech-526	168	13	to	to	PART
futech-526	168	14	address	address	VERB
futech-526	168	15	different	different	ADJ
futech-526	168	16	types	type	NOUN
futech-526	168	17	of	of	ADP
futech-526	168	18	problems	problem	NOUN
futech-526	168	19	and	and	CCONJ
futech-526	168	20	data	datum	NOUN
futech-526	168	21	environments	environment	NOUN
futech-526	168	22	.	.	PUNCT
futech-526	169	1	3.3	3.3	NUM
futech-526	169	2	reinforcement	reinforcement	NOUN
futech-526	169	3	learning	learning	NOUN
futech-526	169	4	(	(	PUNCT
futech-526	169	5	rl	rl	NOUN
futech-526	169	6	)	)	PUNCT
futech-526	169	7	reinforcement	reinforcement	NOUN
futech-526	169	8	learning	learning	NOUN
futech-526	169	9	is	be	AUX
futech-526	169	10	a	a	DET
futech-526	169	11	type	type	NOUN
futech-526	169	12	of	of	ADP
futech-526	169	13	ml	ml	NOUN
futech-526	169	14	in	in	ADP
futech-526	169	15	which	which	PRON
futech-526	169	16	an	an	DET
futech-526	169	17	agent	agent	NOUN
futech-526	169	18	learns	learn	VERB
futech-526	169	19	to	to	PART
futech-526	169	20	make	make	VERB
futech-526	169	21	decisions	decision	NOUN
futech-526	169	22	by	by	ADP
futech-526	169	23	interacting	interact	VERB
futech-526	169	24	with	with	ADP
futech-526	169	25	an	an	DET
futech-526	169	26	environment	environment	NOUN
futech-526	169	27	and	and	CCONJ
futech-526	169	28	receiving	receive	VERB
futech-526	169	29	feedback	feedback	NOUN
futech-526	169	30	in	in	ADP
futech-526	169	31	the	the	DET
futech-526	169	32	form	form	NOUN
futech-526	169	33	of	of	ADP
futech-526	169	34	rewards	reward	NOUN
futech-526	169	35	or	or	CCONJ
futech-526	169	36	penalties	penalty	NOUN
futech-526	169	37	.	.	PUNCT
futech-526	170	1	the	the	DET
futech-526	170	2	agent	agent	NOUN
futech-526	170	3	’s	’s	PART
futech-526	170	4	goal	goal	NOUN
futech-526	170	5	is	be	AUX
futech-526	170	6	to	to	PART
futech-526	170	7	maximize	maximize	VERB
futech-526	170	8	cumulative	cumulative	ADJ
futech-526	170	9	rewards	reward	NOUN
futech-526	170	10	by	by	ADP
futech-526	170	11	choosing	choose	VERB
futech-526	170	12	actions	action	NOUN
futech-526	170	13	that	that	PRON
futech-526	170	14	lead	lead	VERB
futech-526	170	15	to	to	ADP
futech-526	170	16	favorable	favorable	ADJ
futech-526	170	17	outcomes	outcome	NOUN
futech-526	170	18	.	.	PUNCT
futech-526	171	1	unlike	unlike	ADP
futech-526	171	2	supervised	supervised	ADJ
futech-526	171	3	learning	learning	NOUN
futech-526	171	4	,	,	PUNCT
futech-526	171	5	where	where	SCONJ
futech-526	171	6	models	model	NOUN
futech-526	171	7	are	be	AUX
futech-526	171	8	trained	train	VERB
futech-526	171	9	on	on	ADP
futech-526	171	10	labeled	label	VERB
futech-526	171	11	datasets	dataset	NOUN
futech-526	171	12	,	,	PUNCT
futech-526	171	13	reinforcement	reinforcement	NOUN
futech-526	171	14	learning	learning	NOUN
futech-526	171	15	relies	rely	VERB
futech-526	171	16	on	on	ADP
futech-526	171	17	trial	trial	NOUN
futech-526	171	18	and	and	CCONJ
futech-526	171	19	error	error	NOUN
futech-526	171	20	,	,	PUNCT
futech-526	171	21	allowing	allow	VERB
futech-526	171	22	the	the	DET
futech-526	171	23	agent	agent	NOUN
futech-526	171	24	to	to	PART
futech-526	171	25	explore	explore	VERB
futech-526	171	26	and	and	CCONJ
futech-526	171	27	exploit	exploit	VERB
futech-526	171	28	the	the	DET
futech-526	171	29	environment	environment	NOUN
futech-526	171	30	to	to	PART
futech-526	171	31	improve	improve	VERB
futech-526	171	32	its	its	PRON
futech-526	171	33	strategy	strategy	NOUN
futech-526	171	34	over	over	ADP
futech-526	171	35	time	time	NOUN
futech-526	171	36	.	.	PUNCT
futech-526	172	1	the	the	DET
futech-526	172	2	core	core	ADJ
futech-526	172	3	components	component	NOUN
futech-526	172	4	of	of	ADP
futech-526	172	5	rl	rl	PRON
futech-526	172	6	include	include	VERB
futech-526	172	7	:	:	PUNCT
futech-526	172	8	•	•	NUM
futech-526	172	9	agent	agent	NOUN
futech-526	172	10	:	:	PUNCT
futech-526	172	11	the	the	DET
futech-526	172	12	learner	learner	NOUN
futech-526	172	13	or	or	CCONJ
futech-526	172	14	decision‐maker	decision‐maker	NOUN
futech-526	172	15	(	(	PUNCT
futech-526	172	16	single	single	ADJ
futech-526	172	17	/	/	SYM
futech-526	172	18	multi	multi	NOUN
futech-526	172	19	)	)	PUNCT
futech-526	173	1	[	[	X
futech-526	173	2	47	47	NUM
futech-526	173	3	]	]	PUNCT
futech-526	173	4	.	.	PUNCT
futech-526	174	1	•	•	NUM
futech-526	174	2	environment	environment	NOUN
futech-526	174	3	:	:	PUNCT
futech-526	174	4	the	the	DET
futech-526	174	5	setting	setting	NOUN
futech-526	174	6	in	in	ADP
futech-526	174	7	which	which	PRON
futech-526	174	8	the	the	DET
futech-526	174	9	agent	agent	NOUN
futech-526	174	10	operates	operate	VERB
futech-526	174	11	.	.	PUNCT
futech-526	175	1	•	•	NUM
futech-526	175	2	action	action	NOUN
futech-526	175	3	:	:	PUNCT
futech-526	175	4	choices	choice	NOUN
futech-526	175	5	made	make	VERB
futech-526	175	6	by	by	ADP
futech-526	175	7	the	the	DET
futech-526	175	8	agent	agent	NOUN
futech-526	175	9	to	to	PART
futech-526	175	10	interact	interact	VERB
futech-526	175	11	with	with	ADP
futech-526	175	12	the	the	DET
futech-526	175	13	environment	environment	NOUN
futech-526	175	14	.	.	PUNCT
futech-526	176	1	•	•	NUM
futech-526	176	2	state	state	NOUN
futech-526	176	3	:	:	PUNCT
futech-526	176	4	the	the	DET
futech-526	176	5	current	current	ADJ
futech-526	176	6	situation	situation	NOUN
futech-526	176	7	or	or	CCONJ
futech-526	176	8	status	status	NOUN
futech-526	176	9	of	of	ADP
futech-526	176	10	the	the	DET
futech-526	176	11	environment	environment	NOUN
futech-526	176	12	.	.	PUNCT
futech-526	177	1	•	•	NUM
futech-526	177	2	reward	reward	NOUN
futech-526	177	3	:	:	PUNCT
futech-526	177	4	the	the	DET
futech-526	177	5	feedback	feedback	NOUN
futech-526	177	6	the	the	DET
futech-526	177	7	agent	agent	NOUN
futech-526	177	8	receives	receive	VERB
futech-526	177	9	after	after	ADP
futech-526	177	10	taking	take	VERB
futech-526	177	11	an	an	DET
futech-526	177	12	action	action	NOUN
futech-526	177	13	at	at	ADP
futech-526	177	14	each	each	DET
futech-526	177	15	step	step	NOUN
futech-526	177	16	,	,	PUNCT
futech-526	177	17	the	the	DET
futech-526	177	18	agent	agent	NOUN
futech-526	177	19	observes	observe	VERB
futech-526	177	20	the	the	DET
futech-526	177	21	current	current	ADJ
futech-526	177	22	state	state	NOUN
futech-526	177	23	of	of	ADP
futech-526	177	24	the	the	DET
futech-526	177	25	environment	environment	NOUN
futech-526	177	26	,	,	PUNCT
futech-526	177	27	takes	take	VERB
futech-526	177	28	an	an	DET
futech-526	177	29	action	action	NOUN
futech-526	177	30	,	,	PUNCT
futech-526	177	31	and	and	CCONJ
futech-526	177	32	receives	receive	VERB
futech-526	177	33	a	a	DET
futech-526	177	34	reward	reward	NOUN
futech-526	177	35	based	base	VERB
futech-526	177	36	on	on	ADP
futech-526	177	37	the	the	DET
futech-526	177	38	outcome	outcome	NOUN
futech-526	177	39	.	.	PUNCT
futech-526	178	1	this	this	DET
futech-526	178	2	process	process	NOUN
futech-526	178	3	helps	help	VERB
futech-526	178	4	the	the	DET
futech-526	178	5	agent	agent	NOUN
futech-526	178	6	learn	learn	VERB
futech-526	178	7	a	a	DET
futech-526	178	8	policy	policy	NOUN
futech-526	178	9	—	—	PUNCT
futech-526	178	10	a	a	DET
futech-526	178	11	mapping	mapping	NOUN
futech-526	178	12	from	from	ADP
futech-526	178	13	states	state	NOUN
futech-526	178	14	to	to	ADP
futech-526	178	15	actions	action	NOUN
futech-526	178	16	that	that	PRON
futech-526	178	17	maximizes	maximize	VERB
futech-526	178	18	long‐term	long‐term	NOUN
futech-526	178	19	rewards	reward	NOUN
futech-526	178	20	.	.	PUNCT
futech-526	179	1	reinforcement	reinforcement	NOUN
futech-526	179	2	learning	learning	NOUN
futech-526	179	3	is	be	AUX
futech-526	179	4	widely	widely	ADV
futech-526	179	5	used	use	VERB
futech-526	179	6	in	in	ADP
futech-526	179	7	various	various	ADJ
futech-526	179	8	applications	application	NOUN
futech-526	179	9	such	such	ADJ
futech-526	179	10	as	as	ADP
futech-526	179	11	robotics	robotic	NOUN
futech-526	179	12	,	,	PUNCT
futech-526	179	13	game	game	NOUN
futech-526	179	14	ai	ai	NOUN
futech-526	179	15	,	,	PUNCT
futech-526	179	16	autonomous	autonomous	ADJ
futech-526	179	17	vehicles	vehicle	NOUN
futech-526	179	18	,	,	PUNCT
futech-526	179	19	and	and	CCONJ
futech-526	179	20	resource	resource	NOUN
futech-526	179	21	management	management	NOUN
futech-526	179	22	.	.	PUNCT
futech-526	180	1	the	the	DET
futech-526	180	2	deep	deep	ADJ
futech-526	180	3	reinforcement	reinforcement	NOUN
futech-526	180	4	learning	learning	NOUN
futech-526	180	5	(	(	PUNCT
futech-526	180	6	drl	drl	PROPN
futech-526	180	7	)	)	PUNCT
futech-526	180	8	approach	approach	NOUN
futech-526	180	9	,	,	PUNCT
futech-526	180	10	which	which	PRON
futech-526	180	11	combines	combine	VERB
futech-526	180	12	deep	deep	ADJ
futech-526	180	13	learning	learning	NOUN
futech-526	180	14	with	with	ADP
futech-526	180	15	rl	rl	NOUN
futech-526	180	16	,	,	PUNCT
futech-526	180	17	has	have	AUX
futech-526	180	18	significantly	significantly	ADV
futech-526	180	19	advanced	advance	VERB
futech-526	180	20	the	the	DET
futech-526	180	21	field	field	NOUN
futech-526	180	22	by	by	ADP
futech-526	180	23	enabling	enable	VERB
futech-526	180	24	agents	agent	NOUN
futech-526	180	25	to	to	PART
futech-526	180	26	handle	handle	VERB
futech-526	180	27	high‐dimensional	high‐dimensional	ADJ
futech-526	180	28	,	,	PUNCT
futech-526	180	29	complex	complex	ADJ
futech-526	180	30	environments	environment	NOUN
futech-526	180	31	like	like	ADP
futech-526	180	32	images	image	NOUN
futech-526	180	33	and	and	CCONJ
futech-526	180	34	continuous	continuous	ADJ
futech-526	180	35	spaces	space	NOUN
futech-526	180	36	.	.	PUNCT
futech-526	181	1	the	the	DET
futech-526	181	2	challenge	challenge	NOUN
futech-526	181	3	in	in	ADP
futech-526	181	4	rl	rl	X
futech-526	181	5	lies	lie	NOUN
futech-526	181	6	in	in	ADP
futech-526	181	7	balancing	balance	VERB
futech-526	181	8	exploration	exploration	NOUN
futech-526	181	9	(	(	PUNCT
futech-526	181	10	trying	try	VERB
futech-526	181	11	new	new	ADJ
futech-526	181	12	actions	action	NOUN
futech-526	181	13	)	)	PUNCT
futech-526	181	14	and	and	CCONJ
futech-526	181	15	exploitation	exploitation	NOUN
futech-526	181	16	(	(	PUNCT
futech-526	181	17	choosing	choose	VERB
futech-526	181	18	actions	action	NOUN
futech-526	181	19	known	know	VERB
futech-526	181	20	to	to	PART
futech-526	181	21	yield	yield	VERB
futech-526	181	22	high	high	ADJ
futech-526	181	23	rewards	reward	NOUN
futech-526	181	24	)	)	PUNCT
futech-526	181	25	,	,	PUNCT
futech-526	181	26	ensuring	ensure	VERB
futech-526	181	27	that	that	SCONJ
futech-526	181	28	the	the	DET
futech-526	181	29	agent	agent	NOUN
futech-526	181	30	learns	learn	VERB
futech-526	181	31	an	an	DET
futech-526	181	32	optimal	optimal	ADJ
futech-526	181	33	strategy	strategy	NOUN
futech-526	181	34	efficiently	efficiently	ADV
futech-526	181	35	.	.	PUNCT
futech-526	182	1	3.4	3.4	NUM
futech-526	182	2	deep	deep	ADJ
futech-526	182	3	learning	learning	NOUN
futech-526	182	4	(	(	PUNCT
futech-526	182	5	dl	dl	INTJ
futech-526	182	6	)	)	PUNCT
futech-526	182	7	deep	deep	ADJ
futech-526	182	8	learning	learning	NOUN
futech-526	182	9	is	be	AUX
futech-526	182	10	a	a	DET
futech-526	182	11	subset	subset	NOUN
futech-526	182	12	of	of	ADP
futech-526	182	13	ml	ml	PRON
futech-526	182	14	that	that	PRON
futech-526	182	15	mimics	mimic	VERB
futech-526	182	16	the	the	DET
futech-526	182	17	functioning	functioning	NOUN
futech-526	182	18	of	of	ADP
futech-526	182	19	the	the	DET
futech-526	182	20	human	human	ADJ
futech-526	182	21	brain	brain	NOUN
futech-526	182	22	in	in	ADP
futech-526	182	23	processing	processing	NOUN
futech-526	182	24	data	datum	NOUN
futech-526	182	25	and	and	CCONJ
futech-526	182	26	creating	create	VERB
futech-526	182	27	patterns	pattern	NOUN
futech-526	182	28	for	for	ADP
futech-526	182	29	decision‐making	decision‐make	VERB
futech-526	182	30	.	.	PUNCT
futech-526	183	1	it	it	PRON
futech-526	183	2	uses	use	VERB
futech-526	183	3	neural	neural	ADJ
futech-526	183	4	networks	network	NOUN
futech-526	183	5	with	with	ADP
futech-526	183	6	multiple	multiple	ADJ
futech-526	183	7	layers	layer	NOUN
futech-526	183	8	to	to	PART
futech-526	183	9	model	model	VERB
futech-526	183	10	complex	complex	ADJ
futech-526	183	11	patterns	pattern	NOUN
futech-526	183	12	and	and	CCONJ
futech-526	183	13	relationships	relationship	NOUN
futech-526	183	14	in	in	ADP
futech-526	183	15	large	large	ADJ
futech-526	183	16	datasets	dataset	NOUN
futech-526	183	17	.	.	PUNCT
futech-526	184	1	dl	dl	PROPN
futech-526	184	2	has	have	AUX
futech-526	184	3	enabled	enable	VERB
futech-526	184	4	remarkable	remarkable	ADJ
futech-526	184	5	advancements	advancement	NOUN
futech-526	184	6	in	in	ADP
futech-526	184	7	areas	area	NOUN
futech-526	184	8	such	such	ADJ
futech-526	184	9	as	as	ADP
futech-526	184	10	computer	computer	NOUN
futech-526	184	11	vision	vision	NOUN
futech-526	184	12	,	,	PUNCT
futech-526	184	13	natural	natural	ADJ
futech-526	184	14	language	language	NOUN
futech-526	184	15	processing	processing	NOUN
futech-526	184	16	,	,	PUNCT
futech-526	184	17	and	and	CCONJ
futech-526	184	18	speech	speech	NOUN
futech-526	184	19	recognition	recognition	NOUN
futech-526	184	20	.	.	PUNCT
futech-526	185	1	this	this	DET
futech-526	185	2	revolutionary	revolutionary	ADJ
futech-526	185	3	approach	approach	NOUN
futech-526	185	4	to	to	ADP
futech-526	185	5	machine	machine	NOUN
futech-526	185	6	learning	learning	NOUN
futech-526	185	7	has	have	VERB
futech-526	185	8	the	the	DET
futech-526	185	9	potential	potential	NOUN
futech-526	185	10	to	to	PART
futech-526	185	11	reshape	reshape	VERB
futech-526	185	12	various	various	ADJ
futech-526	185	13	industries	industry	NOUN
futech-526	185	14	,	,	PUNCT
futech-526	185	15	including	include	VERB
futech-526	185	16	healthcare	healthcare	NOUN
futech-526	185	17	,	,	PUNCT
futech-526	185	18	where	where	SCONJ
futech-526	185	19	it	it	PRON
futech-526	185	20	is	be	AUX
futech-526	185	21	poised	poise	VERB
futech-526	185	22	to	to	PART
futech-526	185	23	drive	drive	VERB
futech-526	185	24	significant	significant	ADJ
futech-526	185	25	improvements	improvement	NOUN
futech-526	185	26	in	in	ADP
futech-526	185	27	medical	medical	ADJ
futech-526	185	28	imaging	imaging	NOUN
futech-526	185	29	,	,	PUNCT
futech-526	185	30	disease	disease	NOUN
futech-526	185	31	diagnosis	diagnosis	NOUN
futech-526	185	32	,	,	PUNCT
futech-526	185	33	and	and	CCONJ
futech-526	185	34	drug	drug	NOUN
futech-526	185	35	discovery	discovery	NOUN
futech-526	185	36	[	[	X
futech-526	185	37	48	48	NUM
futech-526	185	38	-	-	SYM
futech-526	185	39	50	50	NUM
futech-526	185	40	]	]	PUNCT
futech-526	185	41	.	.	PUNCT
futech-526	186	1	the	the	DET
futech-526	186	2	distinguishing	distinguish	VERB
futech-526	186	3	feature	feature	NOUN
futech-526	186	4	of	of	ADP
futech-526	186	5	deep	deep	ADJ
futech-526	186	6	learning	learning	NOUN
futech-526	186	7	is	be	AUX
futech-526	186	8	its	its	PRON
futech-526	186	9	use	use	NOUN
futech-526	186	10	of	of	ADP
futech-526	186	11	multiple	multiple	ADJ
futech-526	186	12	layers	layer	NOUN
futech-526	186	13	of	of	ADP
futech-526	186	14	these	these	DET
futech-526	186	15	artificial	artificial	ADJ
futech-526	186	16	neurons	neuron	NOUN
futech-526	186	17	,	,	PUNCT
futech-526	186	18	often	often	ADV
futech-526	186	19	referred	refer	VERB
futech-526	186	20	to	to	ADP
futech-526	186	21	as	as	ADP
futech-526	186	22	“	"	PUNCT
futech-526	186	23	deep	deep	ADJ
futech-526	186	24	neural	neural	ADJ
futech-526	186	25	networks	network	NOUN
futech-526	186	26	”	"	PUNCT
futech-526	186	27	.	.	PUNCT
futech-526	187	1	this	this	DET
futech-526	187	2	depth	depth	NOUN
futech-526	187	3	enables	enable	VERB
futech-526	187	4	the	the	DET
futech-526	187	5	system	system	NOUN
futech-526	187	6	to	to	PART
futech-526	187	7	automatically	automatically	ADV
futech-526	187	8	extract	extract	VERB
futech-526	187	9	features	feature	NOUN
futech-526	187	10	from	from	ADP
futech-526	187	11	raw	raw	ADJ
futech-526	187	12	data	datum	NOUN
futech-526	187	13	without	without	ADP
futech-526	187	14	the	the	DET
futech-526	187	15	need	need	NOUN
futech-526	187	16	for	for	ADP
futech-526	187	17	manual	manual	ADJ
futech-526	187	18	intervention	intervention	NOUN
futech-526	187	19	or	or	CCONJ
futech-526	187	20	feature	feature	NOUN
futech-526	187	21	engineering	engineering	NOUN
futech-526	187	22	.	.	PUNCT
futech-526	188	1	as	as	ADP
futech-526	188	2	a	a	DET
futech-526	188	3	result	result	NOUN
futech-526	188	4	,	,	PUNCT
futech-526	188	5	deep	deep	ADJ
futech-526	188	6	learning	learning	NOUN
futech-526	188	7	excels	excel	NOUN
futech-526	188	8	in	in	ADP
futech-526	188	9	tasks	task	NOUN
futech-526	188	10	such	such	ADJ
futech-526	188	11	as	as	ADP
futech-526	188	12	image	image	NOUN
futech-526	188	13	and	and	CCONJ
futech-526	188	14	speech	speech	NOUN
futech-526	188	15	recognition	recognition	NOUN
futech-526	188	16	,	,	PUNCT
futech-526	188	17	natural	natural	ADJ
futech-526	188	18	language	language	NOUN
futech-526	188	19	processing	processing	NOUN
futech-526	188	20	,	,	PUNCT
futech-526	188	21	and	and	CCONJ
futech-526	188	22	even	even	ADV
futech-526	188	23	complex	complex	ADJ
futech-526	188	24	game	game	NOUN
futech-526	188	25	strategies	strategy	NOUN
futech-526	188	26	.	.	PUNCT
futech-526	189	1	dl	dl	PROPN
futech-526	189	2	has	have	AUX
futech-526	189	3	shown	show	VERB
futech-526	189	4	remarkable	remarkable	ADJ
futech-526	189	5	success	success	NOUN
futech-526	189	6	in	in	ADP
futech-526	189	7	various	various	ADJ
futech-526	189	8	applications	application	NOUN
futech-526	189	9	,	,	PUNCT
futech-526	189	10	including	include	VERB
futech-526	189	11	self‐driving	self‐drive	VERB
futech-526	189	12	cars	car	NOUN
futech-526	189	13	,	,	PUNCT
futech-526	189	14	medical	medical	ADJ
futech-526	189	15	diagnostics	diagnostic	NOUN
futech-526	189	16	,	,	PUNCT
futech-526	189	17	and	and	CCONJ
futech-526	189	18	predictive	predictive	ADJ
futech-526	189	19	analytics	analytic	NOUN
futech-526	189	20	[	[	X
futech-526	189	21	51,52	51,52	NUM
futech-526	189	22	]	]	PUNCT
futech-526	189	23	.	.	PUNCT
futech-526	190	1	the	the	DET
futech-526	190	2	availability	availability	NOUN
futech-526	190	3	of	of	ADP
futech-526	190	4	large	large	ADJ
futech-526	190	5	datasets	dataset	NOUN
futech-526	190	6	,	,	PUNCT
futech-526	190	7	along	along	ADP
futech-526	190	8	with	with	ADP
futech-526	190	9	significant	significant	ADJ
futech-526	190	10	advancements	advancement	NOUN
futech-526	190	11	in	in	ADP
futech-526	190	12	computational	computational	ADJ
futech-526	190	13	power	power	NOUN
futech-526	190	14	(	(	PUNCT
futech-526	190	15	especially	especially	ADV
futech-526	190	16	through	through	ADP
futech-526	190	17	graphics	graphic	NOUN
futech-526	190	18	processing	processing	NOUN
futech-526	190	19	units	unit	NOUN
futech-526	190	20	(	(	PUNCT
futech-526	190	21	gpus	gpu	NOUN
futech-526	190	22	)	)	PUNCT
futech-526	190	23	and	and	CCONJ
futech-526	190	24	cloud	cloud	NOUN
futech-526	190	25	computing	computing	NOUN
futech-526	190	26	)	)	PUNCT
futech-526	190	27	,	,	PUNCT
futech-526	190	28	has	have	AUX
futech-526	190	29	contributed	contribute	VERB
futech-526	190	30	to	to	ADP
futech-526	190	31	the	the	DET
futech-526	190	32	rapid	rapid	ADJ
futech-526	190	33	development	development	NOUN
futech-526	190	34	and	and	CCONJ
futech-526	190	35	adoption	adoption	NOUN
futech-526	190	36	of	of	ADP
futech-526	190	37	deep	deep	ADJ
futech-526	190	38	learning	learning	NOUN
futech-526	190	39	techniques	technique	NOUN
futech-526	190	40	.	.	PUNCT
futech-526	191	1	despite	despite	SCONJ
futech-526	191	2	its	its	PRON
futech-526	191	3	successes	success	NOUN
futech-526	191	4	,	,	PUNCT
futech-526	191	5	dl	dl	PROPN
futech-526	191	6	has	have	VERB
futech-526	191	7	challenges	challenge	NOUN
futech-526	191	8	,	,	PUNCT
futech-526	191	9	such	such	ADJ
futech-526	191	10	as	as	ADP
futech-526	191	11	the	the	DET
futech-526	191	12	need	need	NOUN
futech-526	191	13	for	for	ADP
futech-526	191	14	vast	vast	ADJ
futech-526	191	15	amounts	amount	NOUN
futech-526	191	16	of	of	ADP
futech-526	191	17	labeled	label	VERB
futech-526	191	18	data	datum	NOUN
futech-526	191	19	and	and	CCONJ
futech-526	191	20	high	high	ADJ
futech-526	191	21	computational	computational	ADJ
futech-526	191	22	resources	resource	NOUN
futech-526	191	23	.	.	PUNCT
futech-526	192	1	additionally	additionally	ADV
futech-526	192	2	,	,	PUNCT
futech-526	192	3	the	the	DET
futech-526	192	4	models	model	NOUN
futech-526	192	5	often	often	ADV
futech-526	192	6	act	act	VERB
futech-526	192	7	as	as	ADP
futech-526	192	8	“	"	PUNCT
futech-526	192	9	black	black	ADJ
futech-526	192	10	boxes	box	NOUN
futech-526	192	11	”	"	PUNCT
futech-526	192	12	,	,	PUNCT
futech-526	192	13	making	make	VERB
futech-526	192	14	their	their	PRON
futech-526	192	15	decision‐making	decision‐making	NOUN
futech-526	192	16	process	process	NOUN
futech-526	192	17	difficult	difficult	ADJ
futech-526	192	18	to	to	PART
futech-526	192	19	interpret	interpret	VERB
futech-526	192	20	.	.	PUNCT
futech-526	193	1	nonetheless	nonetheless	ADV
futech-526	193	2	,	,	PUNCT
futech-526	193	3	the	the	DET
futech-526	193	4	field	field	NOUN
futech-526	193	5	of	of	ADP
futech-526	193	6	deep	deep	ADJ
futech-526	193	7	learning	learning	NOUN
futech-526	193	8	continues	continue	VERB
futech-526	193	9	to	to	PART
futech-526	193	10	evolve	evolve	VERB
futech-526	193	11	,	,	PUNCT
futech-526	193	12	pushing	push	VERB
futech-526	193	13	the	the	DET
futech-526	193	14	boundaries	boundary	NOUN
futech-526	193	15	of	of	ADP
futech-526	193	16	what	what	PRON
futech-526	193	17	machines	machine	NOUN
futech-526	193	18	can	can	AUX
futech-526	193	19	achieve	achieve	VERB
futech-526	193	20	in	in	ADP
futech-526	193	21	terms	term	NOUN
futech-526	193	22	of	of	ADP
futech-526	193	23	intelligence	intelligence	NOUN
futech-526	193	24	and	and	CCONJ
futech-526	193	25	automation	automation	NOUN
futech-526	193	26	.	.	PUNCT
futech-526	194	1	3.5	3.5	NUM
futech-526	194	2	image	image	NOUN
futech-526	194	3	processing	processing	NOUN
futech-526	194	4	(	(	PUNCT
futech-526	194	5	ip	ip	NOUN
futech-526	194	6	)	)	PUNCT
futech-526	194	7	image	image	NOUN
futech-526	194	8	processing	processing	NOUN
futech-526	194	9	is	be	AUX
futech-526	194	10	a	a	DET
futech-526	194	11	technique	technique	NOUN
futech-526	194	12	used	use	VERB
futech-526	194	13	to	to	PART
futech-526	194	14	perform	perform	VERB
futech-526	194	15	various	various	ADJ
futech-526	194	16	operations	operation	NOUN
futech-526	194	17	on	on	ADP
futech-526	194	18	images	image	NOUN
futech-526	194	19	to	to	PART
futech-526	194	20	enhance	enhance	VERB
futech-526	194	21	their	their	PRON
futech-526	194	22	quality	quality	NOUN
futech-526	194	23	or	or	CCONJ
futech-526	194	24	extract	extract	VERB
futech-526	194	25	meaningful	meaningful	ADJ
futech-526	194	26	information	information	NOUN
futech-526	194	27	.	.	PUNCT
futech-526	195	1	it	it	PRON
futech-526	195	2	is	be	AUX
futech-526	195	3	a	a	DET
futech-526	195	4	valuable	valuable	ADJ
futech-526	195	5	tool	tool	NOUN
futech-526	195	6	for	for	ADP
futech-526	195	7	analyzing	analyze	VERB
futech-526	195	8	and	and	CCONJ
futech-526	195	9	transforming	transform	VERB
futech-526	195	10	images	image	NOUN
futech-526	195	11	,	,	PUNCT
futech-526	195	12	making	make	VERB
futech-526	195	13	them	they	PRON
futech-526	195	14	more	more	ADV
futech-526	195	15	suitable	suitable	ADJ
futech-526	195	16	for	for	ADP
futech-526	195	17	specific	specific	ADJ
futech-526	195	18	applications	application	NOUN
futech-526	195	19	or	or	CCONJ
futech-526	195	20	interpretations	interpretation	NOUN
futech-526	195	21	.	.	PUNCT
futech-526	196	1	whether	whether	SCONJ
futech-526	196	2	the	the	DET
futech-526	196	3	goal	goal	NOUN
futech-526	196	4	is	be	AUX
futech-526	196	5	to	to	PART
futech-526	196	6	improve	improve	VERB
futech-526	196	7	visual	visual	ADJ
futech-526	196	8	quality	quality	NOUN
futech-526	196	9	,	,	PUNCT
futech-526	196	10	recover	recover	NOUN
futech-526	196	11	lost	lose	VERB
futech-526	196	12	or	or	CCONJ
futech-526	196	13	degraded	degraded	ADJ
futech-526	196	14	information	information	NOUN
futech-526	196	15	,	,	PUNCT
futech-526	196	16	or	or	CCONJ
futech-526	196	17	extract	extract	VERB
futech-526	196	18	critical	critical	ADJ
futech-526	196	19	details	detail	NOUN
futech-526	196	20	,	,	PUNCT
futech-526	196	21	image	image	NOUN
futech-526	196	22	processing	processing	NOUN
futech-526	196	23	plays	play	VERB
futech-526	196	24	a	a	DET
futech-526	196	25	vital	vital	ADJ
futech-526	196	26	role	role	NOUN
futech-526	196	27	in	in	ADP
futech-526	196	28	fields	field	NOUN
futech-526	196	29	such	such	ADJ
futech-526	196	30	as	as	ADP
futech-526	196	31	computer	computer	NOUN
futech-526	196	32	vision	vision	NOUN
futech-526	196	33	,	,	PUNCT
futech-526	196	34	medical	medical	ADJ
futech-526	196	35	imaging	imaging	NOUN
futech-526	196	36	,	,	PUNCT
futech-526	196	37	satellite	satellite	NOUN
futech-526	196	38	imagery	imagery	NOUN
futech-526	196	39	,	,	PUNCT
futech-526	196	40	and	and	CCONJ
futech-526	196	41	photography	photography	NOUN
futech-526	196	42	.	.	PUNCT
futech-526	197	1	at	at	ADP
futech-526	197	2	its	its	PRON
futech-526	197	3	core	core	NOUN
futech-526	197	4	,	,	PUNCT
futech-526	197	5	image	image	NOUN
futech-526	197	6	processing	processing	NOUN
futech-526	197	7	relies	rely	VERB
futech-526	197	8	on	on	ADP
futech-526	197	9	computational	computational	ADJ
futech-526	197	10	algorithms	algorithm	NOUN
futech-526	197	11	that	that	PRON
futech-526	197	12	analyze	analyze	VERB
futech-526	197	13	the	the	DET
futech-526	197	14	pixel	pixel	PROPN
futech-526	197	15	data	datum	NOUN
futech-526	197	16	in	in	ADP
futech-526	197	17	images	image	NOUN
futech-526	197	18	and	and	CCONJ
futech-526	197	19	apply	apply	VERB
futech-526	197	20	a	a	DET
futech-526	197	21	series	series	NOUN
futech-526	197	22	of	of	ADP
futech-526	197	23	manipulations	manipulation	NOUN
futech-526	197	24	to	to	PART
futech-526	197	25	achieve	achieve	VERB
futech-526	197	26	the	the	DET
futech-526	197	27	desired	desire	VERB
futech-526	197	28	outcome	outcome	NOUN
futech-526	197	29	.	.	PUNCT
futech-526	198	1	these	these	DET
futech-526	198	2	algorithms	algorithm	NOUN
futech-526	198	3	can	can	AUX
futech-526	198	4	be	be	AUX
futech-526	198	5	designed	design	VERB
futech-526	198	6	to	to	PART
futech-526	198	7	address	address	VERB
futech-526	198	8	different	different	ADJ
futech-526	198	9	aspects	aspect	NOUN
futech-526	198	10	of	of	ADP
futech-526	198	11	an	an	DET
futech-526	198	12	image	image	NOUN
futech-526	198	13	,	,	PUNCT
futech-526	198	14	such	such	ADJ
futech-526	198	15	as	as	ADP
futech-526	198	16	enhancing	enhance	VERB
futech-526	198	17	colors	color	NOUN
futech-526	198	18	,	,	PUNCT
futech-526	198	19	sharpening	sharpen	VERB
futech-526	198	20	details	detail	NOUN
futech-526	198	21	,	,	PUNCT
futech-526	198	22	reducing	reduce	VERB
futech-526	198	23	noise	noise	NOUN
futech-526	198	24	,	,	PUNCT
futech-526	198	25	or	or	CCONJ
futech-526	198	26	highlighting	highlight	VERB
futech-526	198	27	specific	specific	ADJ
futech-526	198	28	features	feature	NOUN
futech-526	198	29	.	.	PUNCT
futech-526	199	1	the	the	DET
futech-526	199	2	complexity	complexity	NOUN
futech-526	199	3	of	of	ADP
futech-526	199	4	these	these	DET
futech-526	199	5	operations	operation	NOUN
futech-526	199	6	can	can	AUX
futech-526	199	7	range	range	VERB
futech-526	199	8	from	from	ADP
futech-526	199	9	simple	simple	ADJ
futech-526	199	10	tasks	task	NOUN
futech-526	199	11	,	,	PUNCT
futech-526	199	12	such	such	ADJ
futech-526	199	13	as	as	ADP
futech-526	199	14	adjusting	adjust	VERB
futech-526	199	15	brightness	brightness	NOUN
futech-526	199	16	and	and	CCONJ
futech-526	199	17	contrast	contrast	NOUN
futech-526	199	18	,	,	PUNCT
futech-526	199	19	to	to	ADP
futech-526	199	20	advanced	advance	VERB
futech-526	199	21	techniques	technique	NOUN
futech-526	199	22	,	,	PUNCT
futech-526	199	23	like	like	ADP
futech-526	199	24	edge	edge	NOUN
futech-526	199	25	detection	detection	NOUN
futech-526	199	26	,	,	PUNCT
futech-526	199	27	object	object	NOUN
futech-526	199	28	recognition	recognition	NOUN
futech-526	199	29	,	,	PUNCT
futech-526	199	30	and	and	CCONJ
futech-526	199	31	image	image	NOUN
futech-526	199	32	segmentation	segmentation	NOUN
futech-526	199	33	.	.	PUNCT
futech-526	200	1	there	there	PRON
futech-526	200	2	are	be	VERB
futech-526	200	3	two	two	NUM
futech-526	200	4	main	main	ADJ
futech-526	200	5	types	type	NOUN
futech-526	200	6	of	of	ADP
futech-526	200	7	image	image	NOUN
futech-526	200	8	processing	processing	NOUN
futech-526	200	9	:	:	PUNCT
futech-526	200	10	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.1r7ewdq61d1s	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.1r7ewdq61d1s	PROPN
futech-526	200	11	nh	nh	PROPN
futech-526	200	12	.	.	PROPN
futech-526	200	13	wanigasingha	wanigasingha	NOUN
futech-526	201	1	et	et	PROPN
futech-526	201	2	al	al	PROPN
futech-526	201	3	.	.	PROPN
futech-526	201	4	/future	/future	PUNCT
futech-526	201	5	technology	technology	PROPN
futech-526	201	6	february	february	PROPN
futech-526	201	7	2026|	2026|	NUM
futech-526	201	8	volume	volume	NOUN
futech-526	201	9	05	05	NUM
futech-526	202	1	|	|	ADV
futech-526	202	2	issue	issue	NOUN
futech-526	202	3	01	01	NUM
futech-526	203	1	|	|	NOUN
futech-526	203	2	pages	page	VERB
futech-526	203	3	93	93	NUM
futech-526	203	4	-	-	SYM
futech-526	203	5	126	126	NUM
futech-526	203	6	98	98	NUM
futech-526	203	7	•	•	NOUN
futech-526	203	8	analog	analog	NOUN
futech-526	203	9	image	image	NOUN
futech-526	203	10	processing	processing	NOUN
futech-526	203	11	•	•	NUM
futech-526	203	12	digital	digital	ADJ
futech-526	203	13	image	image	NOUN
futech-526	203	14	processing	processing	NOUN
futech-526	203	15	analog	analog	NOUN
futech-526	203	16	image	image	NOUN
futech-526	203	17	processing	processing	NOUN
futech-526	203	18	involves	involve	VERB
futech-526	203	19	handling	handle	VERB
futech-526	203	20	images	image	NOUN
futech-526	203	21	in	in	ADP
futech-526	203	22	a	a	DET
futech-526	203	23	continuous	continuous	ADJ
futech-526	203	24	signal	signal	NOUN
futech-526	203	25	form	form	NOUN
futech-526	203	26	(	(	PUNCT
futech-526	203	27	e.g.	e.g.	ADV
futech-526	203	28	,	,	PUNCT
futech-526	203	29	photographs	photograph	NOUN
futech-526	203	30	or	or	CCONJ
futech-526	203	31	x‐ray	x‐ray	ADJ
futech-526	203	32	images	image	NOUN
futech-526	203	33	)	)	PUNCT
futech-526	203	34	and	and	CCONJ
futech-526	203	35	is	be	AUX
futech-526	203	36	often	often	ADV
futech-526	203	37	used	use	VERB
futech-526	203	38	in	in	ADP
futech-526	203	39	traditional	traditional	ADJ
futech-526	203	40	photography	photography	NOUN
futech-526	203	41	or	or	CCONJ
futech-526	203	42	medical	medical	ADJ
futech-526	203	43	imaging	imaging	NOUN
futech-526	203	44	.	.	PUNCT
futech-526	204	1	digital	digital	ADJ
futech-526	204	2	image	image	NOUN
futech-526	204	3	processing	processing	NOUN
futech-526	204	4	involves	involve	VERB
futech-526	204	5	converting	convert	VERB
futech-526	204	6	images	image	NOUN
futech-526	204	7	into	into	ADP
futech-526	204	8	a	a	DET
futech-526	204	9	digital	digital	ADJ
futech-526	204	10	format	format	NOUN
futech-526	204	11	and	and	CCONJ
futech-526	204	12	then	then	ADV
futech-526	204	13	processing	process	VERB
futech-526	204	14	them	they	PRON
futech-526	204	15	using	use	VERB
futech-526	204	16	computers	computer	NOUN
futech-526	204	17	.	.	PUNCT
futech-526	205	1	this	this	DET
futech-526	205	2	type	type	NOUN
futech-526	205	3	of	of	ADP
futech-526	205	4	image	image	NOUN
futech-526	205	5	processing	processing	NOUN
futech-526	205	6	has	have	VERB
futech-526	205	7	widespread	widespread	ADJ
futech-526	205	8	applications	application	NOUN
futech-526	205	9	in	in	ADP
futech-526	205	10	fields	field	NOUN
futech-526	205	11	like	like	ADP
futech-526	205	12	computer	computer	NOUN
futech-526	205	13	vision	vision	NOUN
futech-526	205	14	,	,	PUNCT
futech-526	205	15	medical	medical	ADJ
futech-526	205	16	imaging	imaging	NOUN
futech-526	205	17	,	,	PUNCT
futech-526	205	18	remote	remote	ADJ
futech-526	205	19	sensing	sensing	NOUN
futech-526	205	20	,	,	PUNCT
futech-526	205	21	facial	facial	ADJ
futech-526	205	22	recognition	recognition	NOUN
futech-526	205	23	,	,	PUNCT
futech-526	205	24	and	and	CCONJ
futech-526	206	1	more	more	ADJ
futech-526	206	2	[	[	X
futech-526	206	3	53	53	NUM
futech-526	206	4	]	]	PUNCT
futech-526	206	5	.	.	PUNCT
futech-526	207	1	key	key	ADJ
futech-526	207	2	tasks	task	NOUN
futech-526	207	3	in	in	ADP
futech-526	207	4	digital	digital	ADJ
futech-526	207	5	image	image	NOUN
futech-526	207	6	processing	processing	NOUN
futech-526	207	7	include	include	VERB
futech-526	207	8	image	image	NOUN
futech-526	207	9	enhancement	enhancement	NOUN
futech-526	207	10	,	,	PUNCT
futech-526	207	11	which	which	PRON
futech-526	207	12	focuses	focus	VERB
futech-526	207	13	on	on	ADP
futech-526	207	14	improving	improve	VERB
futech-526	207	15	the	the	DET
futech-526	207	16	visual	visual	ADJ
futech-526	207	17	quality	quality	NOUN
futech-526	207	18	of	of	ADP
futech-526	207	19	an	an	DET
futech-526	207	20	image	image	NOUN
futech-526	207	21	,	,	PUNCT
futech-526	207	22	such	such	ADJ
futech-526	207	23	as	as	ADP
futech-526	207	24	sharpening	sharpen	VERB
futech-526	207	25	or	or	CCONJ
futech-526	207	26	adjusting	adjust	VERB
futech-526	207	27	contrast	contrast	NOUN
futech-526	207	28	,	,	PUNCT
futech-526	207	29	and	and	CCONJ
futech-526	207	30	image	image	NOUN
futech-526	207	31	restoration	restoration	NOUN
futech-526	207	32	,	,	PUNCT
futech-526	207	33	which	which	PRON
futech-526	207	34	aims	aim	VERB
futech-526	207	35	to	to	PART
futech-526	207	36	remove	remove	VERB
futech-526	207	37	noise	noise	NOUN
futech-526	207	38	or	or	CCONJ
futech-526	207	39	distortions	distortion	NOUN
futech-526	207	40	to	to	PART
futech-526	207	41	recover	recover	VERB
futech-526	207	42	the	the	DET
futech-526	207	43	original	original	ADJ
futech-526	207	44	image	image	NOUN
futech-526	207	45	.	.	PUNCT
futech-526	208	1	image	image	NOUN
futech-526	208	2	segmentation	segmentation	NOUN
futech-526	208	3	involves	involve	VERB
futech-526	208	4	dividing	divide	VERB
futech-526	208	5	an	an	DET
futech-526	208	6	image	image	NOUN
futech-526	208	7	into	into	ADP
futech-526	208	8	meaningful	meaningful	ADJ
futech-526	208	9	parts	part	NOUN
futech-526	208	10	,	,	PUNCT
futech-526	208	11	such	such	ADJ
futech-526	208	12	as	as	ADP
futech-526	208	13	identifying	identify	VERB
futech-526	208	14	objects	object	NOUN
futech-526	208	15	within	within	ADP
futech-526	208	16	the	the	DET
futech-526	208	17	image	image	NOUN
futech-526	208	18	,	,	PUNCT
futech-526	208	19	while	while	SCONJ
futech-526	208	20	image	image	NOUN
futech-526	208	21	compression	compression	NOUN
futech-526	208	22	reduces	reduce	VERB
futech-526	208	23	the	the	DET
futech-526	208	24	file	file	NOUN
futech-526	208	25	size	size	NOUN
futech-526	208	26	of	of	ADP
futech-526	208	27	an	an	DET
futech-526	208	28	image	image	NOUN
futech-526	208	29	,	,	PUNCT
futech-526	208	30	preserving	preserve	VERB
futech-526	208	31	its	its	PRON
futech-526	208	32	quality	quality	NOUN
futech-526	208	33	.	.	PUNCT
futech-526	209	1	feature	feature	NOUN
futech-526	209	2	extraction	extraction	NOUN
futech-526	209	3	is	be	AUX
futech-526	209	4	another	another	DET
futech-526	209	5	crucial	crucial	ADJ
futech-526	209	6	task	task	NOUN
futech-526	209	7	,	,	PUNCT
futech-526	209	8	where	where	SCONJ
futech-526	209	9	key	key	ADJ
futech-526	209	10	patterns	pattern	NOUN
futech-526	209	11	or	or	CCONJ
futech-526	209	12	features	feature	NOUN
futech-526	209	13	in	in	ADP
futech-526	209	14	an	an	DET
futech-526	209	15	image	image	NOUN
futech-526	209	16	are	be	AUX
futech-526	209	17	identified	identify	VERB
futech-526	209	18	for	for	ADP
futech-526	209	19	further	further	ADJ
futech-526	209	20	analysis	analysis	NOUN
futech-526	209	21	,	,	PUNCT
futech-526	209	22	often	often	ADV
futech-526	209	23	used	use	VERB
futech-526	209	24	in	in	ADP
futech-526	209	25	computer	computer	NOUN
futech-526	209	26	vision	vision	NOUN
futech-526	209	27	and	and	CCONJ
futech-526	209	28	machine	machine	NOUN
futech-526	209	29	learning	learning	NOUN
futech-526	209	30	.	.	PUNCT
futech-526	210	1	common	common	ADJ
futech-526	210	2	techniques	technique	NOUN
futech-526	210	3	in	in	ADP
futech-526	210	4	digital	digital	ADJ
futech-526	210	5	image	image	NOUN
futech-526	210	6	processing	processing	NOUN
futech-526	210	7	include	include	VERB
futech-526	210	8	filtering	filter	VERB
futech-526	210	9	,	,	PUNCT
futech-526	210	10	edge	edge	NOUN
futech-526	210	11	detection	detection	NOUN
futech-526	210	12	,	,	PUNCT
futech-526	210	13	histogram	histogram	NOUN
futech-526	210	14	equalization	equalization	NOUN
futech-526	210	15	,	,	PUNCT
futech-526	210	16	and	and	CCONJ
futech-526	210	17	fourier	fourier	NOUN
futech-526	210	18	transforms	transform	VERB
futech-526	210	19	.	.	PUNCT
futech-526	211	1	3.6	3.6	NUM
futech-526	211	2	natural	natural	ADJ
futech-526	211	3	language	language	NOUN
futech-526	211	4	processing	processing	NOUN
futech-526	211	5	(	(	PUNCT
futech-526	211	6	nlp	nlp	NOUN
futech-526	211	7	)	)	PUNCT
futech-526	211	8	natural	natural	ADJ
futech-526	211	9	language	language	NOUN
futech-526	211	10	processing	processing	NOUN
futech-526	211	11	is	be	AUX
futech-526	211	12	a	a	DET
futech-526	211	13	field	field	NOUN
futech-526	211	14	of	of	ADP
futech-526	211	15	artificial	artificial	ADJ
futech-526	211	16	intelligence	intelligence	NOUN
futech-526	211	17	that	that	PRON
futech-526	211	18	focuses	focus	VERB
futech-526	211	19	on	on	ADP
futech-526	211	20	the	the	DET
futech-526	211	21	interaction	interaction	NOUN
futech-526	211	22	between	between	ADP
futech-526	211	23	computers	computer	NOUN
futech-526	211	24	and	and	CCONJ
futech-526	211	25	humans	human	NOUN
futech-526	211	26	through	through	ADP
futech-526	211	27	natural	natural	ADJ
futech-526	211	28	language	language	NOUN
futech-526	211	29	.	.	PUNCT
futech-526	212	1	the	the	DET
futech-526	212	2	goal	goal	NOUN
futech-526	212	3	of	of	ADP
futech-526	212	4	nlp	nlp	NOUN
futech-526	212	5	is	be	AUX
futech-526	212	6	to	to	PART
futech-526	212	7	enable	enable	VERB
futech-526	212	8	computers	computer	NOUN
futech-526	212	9	to	to	PART
futech-526	212	10	understand	understand	VERB
futech-526	212	11	,	,	PUNCT
futech-526	212	12	interpret	interpret	VERB
futech-526	212	13	,	,	PUNCT
futech-526	212	14	and	and	CCONJ
futech-526	212	15	respond	respond	VERB
futech-526	212	16	to	to	ADP
futech-526	212	17	human	human	ADJ
futech-526	212	18	language	language	NOUN
futech-526	212	19	in	in	ADP
futech-526	212	20	a	a	DET
futech-526	212	21	valuable	valuable	ADJ
futech-526	212	22	way	way	NOUN
futech-526	212	23	.	.	PUNCT
futech-526	213	1	this	this	DET
futech-526	213	2	field	field	NOUN
futech-526	213	3	involves	involve	VERB
futech-526	213	4	several	several	ADJ
futech-526	213	5	tasks	task	NOUN
futech-526	213	6	,	,	PUNCT
futech-526	213	7	including	include	VERB
futech-526	213	8	:	:	PUNCT
futech-526	213	9	•	•	NUM
futech-526	213	10	text	text	NOUN
futech-526	213	11	processing	processing	NOUN
futech-526	213	12	:	:	PUNCT
futech-526	213	13	this	this	PRON
futech-526	213	14	includes	include	VERB
futech-526	213	15	tokenization	tokenization	NOUN
futech-526	213	16	,	,	PUNCT
futech-526	213	17	stemming	stemming	NOUN
futech-526	213	18	,	,	PUNCT
futech-526	213	19	lemmatization	lemmatization	NOUN
futech-526	213	20	,	,	PUNCT
futech-526	213	21	and	and	CCONJ
futech-526	213	22	part‐of‐speech	part‐of‐speech	PROPN
futech-526	213	23	tagging	tag	VERB
futech-526	213	24	to	to	PART
futech-526	213	25	prepare	prepare	VERB
futech-526	213	26	text	text	NOUN
futech-526	213	27	for	for	ADP
futech-526	213	28	analysis	analysis	NOUN
futech-526	213	29	.	.	PUNCT
futech-526	214	1	•	•	NUM
futech-526	214	2	sentiment	sentiment	NOUN
futech-526	214	3	analysis	analysis	NOUN
futech-526	214	4	:	:	PUNCT
futech-526	214	5	determining	determine	VERB
futech-526	214	6	the	the	DET
futech-526	214	7	emotional	emotional	ADJ
futech-526	214	8	tone	tone	NOUN
futech-526	214	9	behind	behind	ADP
futech-526	214	10	a	a	DET
futech-526	214	11	series	series	NOUN
futech-526	214	12	of	of	ADP
futech-526	214	13	words	word	NOUN
futech-526	214	14	,	,	PUNCT
futech-526	214	15	used	use	VERB
futech-526	214	16	in	in	ADP
futech-526	214	17	applications	application	NOUN
futech-526	214	18	like	like	ADP
futech-526	214	19	customer	customer	NOUN
futech-526	214	20	feedback	feedback	NOUN
futech-526	214	21	analysis	analysis	NOUN
futech-526	214	22	.	.	PUNCT
futech-526	215	1	•	•	NOUN
futech-526	215	2	named	name	VERB
futech-526	215	3	entity	entity	NOUN
futech-526	215	4	recognition	recognition	NOUN
futech-526	215	5	(	(	PUNCT
futech-526	215	6	ner	ner	NOUN
futech-526	215	7	):	):	PUNCT
futech-526	215	8	identifying	identify	VERB
futech-526	215	9	and	and	CCONJ
futech-526	215	10	classifying	classify	VERB
futech-526	215	11	key	key	ADJ
futech-526	215	12	entities	entity	NOUN
futech-526	215	13	in	in	ADP
futech-526	215	14	text	text	NOUN
futech-526	215	15	(	(	PUNCT
futech-526	215	16	e.g.	e.g.	ADV
futech-526	215	17	,	,	PUNCT
futech-526	215	18	names	name	NOUN
futech-526	215	19	of	of	ADP
futech-526	215	20	people	people	NOUN
futech-526	215	21	,	,	PUNCT
futech-526	215	22	organizations	organization	NOUN
futech-526	215	23	,	,	PUNCT
futech-526	215	24	locations	location	NOUN
futech-526	215	25	)	)	PUNCT
futech-526	215	26	.	.	PUNCT
futech-526	216	1	•	•	NUM
futech-526	216	2	machine	machine	NOUN
futech-526	216	3	translation	translation	NOUN
futech-526	216	4	:	:	PUNCT
futech-526	216	5	translating	translate	VERB
futech-526	216	6	text	text	NOUN
futech-526	216	7	from	from	ADP
futech-526	216	8	one	one	NUM
futech-526	216	9	language	language	NOUN
futech-526	216	10	to	to	ADP
futech-526	216	11	another	another	PRON
futech-526	216	12	,	,	PUNCT
futech-526	216	13	as	as	SCONJ
futech-526	216	14	seen	see	VERB
futech-526	216	15	in	in	ADP
futech-526	216	16	tools	tool	NOUN
futech-526	216	17	like	like	ADP
futech-526	216	18	google	google	PROPN
futech-526	216	19	translate	translate	NOUN
futech-526	216	20	.	.	PUNCT
futech-526	217	1	•	•	NOUN
futech-526	217	2	speech	speech	NOUN
futech-526	217	3	recognition	recognition	NOUN
futech-526	217	4	:	:	PUNCT
futech-526	217	5	converting	convert	VERB
futech-526	217	6	spoken	speak	VERB
futech-526	217	7	language	language	NOUN
futech-526	217	8	into	into	ADP
futech-526	217	9	text	text	NOUN
futech-526	217	10	,	,	PUNCT
futech-526	217	11	used	use	VERB
futech-526	217	12	in	in	ADP
futech-526	217	13	virtual	virtual	ADJ
futech-526	217	14	assistants	assistant	NOUN
futech-526	217	15	like	like	ADP
futech-526	217	16	siri	siri	NOUN
futech-526	217	17	and	and	CCONJ
futech-526	217	18	alexa	alexa	NOUN
futech-526	217	19	.	.	PUNCT
futech-526	218	1	•	•	NUM
futech-526	218	2	text	text	NOUN
futech-526	218	3	generation	generation	NOUN
futech-526	218	4	:	:	PUNCT
futech-526	218	5	creating	create	VERB
futech-526	218	6	coherent	coherent	ADJ
futech-526	218	7	and	and	CCONJ
futech-526	218	8	contextually	contextually	ADV
futech-526	218	9	relevant	relevant	ADJ
futech-526	218	10	text	text	NOUN
futech-526	218	11	,	,	PUNCT
futech-526	218	12	such	such	ADJ
futech-526	218	13	as	as	ADP
futech-526	218	14	chatbots	chatbot	NOUN
futech-526	218	15	or	or	CCONJ
futech-526	218	16	story	story	NOUN
futech-526	218	17	generation	generation	NOUN
futech-526	218	18	.	.	PUNCT
futech-526	219	1	•	•	NUM
futech-526	219	2	question	question	NOUN
futech-526	219	3	answering	answering	NOUN
futech-526	219	4	:	:	PUNCT
futech-526	219	5	developing	develop	VERB
futech-526	219	6	systems	system	NOUN
futech-526	219	7	that	that	PRON
futech-526	219	8	can	can	AUX
futech-526	219	9	answer	answer	VERB
futech-526	219	10	questions	question	NOUN
futech-526	219	11	posed	pose	VERB
futech-526	219	12	in	in	ADP
futech-526	219	13	natural	natural	ADJ
futech-526	219	14	language	language	NOUN
futech-526	219	15	,	,	PUNCT
futech-526	219	16	often	often	ADV
futech-526	219	17	used	use	VERB
futech-526	219	18	in	in	ADP
futech-526	219	19	customer	customer	NOUN
futech-526	219	20	support	support	NOUN
futech-526	219	21	and	and	CCONJ
futech-526	219	22	search	search	NOUN
futech-526	219	23	engines	engine	NOUN
futech-526	219	24	.	.	PUNCT
futech-526	220	1	machine	machine	NOUN
futech-526	220	2	learning	learn	VERB
futech-526	220	3	techniques	technique	NOUN
futech-526	220	4	are	be	AUX
futech-526	220	5	applied	apply	VERB
futech-526	220	6	to	to	ADP
futech-526	220	7	textual	textual	ADJ
futech-526	220	8	data	datum	NOUN
futech-526	220	9	similarly	similarly	ADV
futech-526	220	10	to	to	ADP
futech-526	220	11	how	how	SCONJ
futech-526	220	12	they	they	PRON
futech-526	220	13	are	be	AUX
futech-526	220	14	utilized	utilize	VERB
futech-526	220	15	in	in	ADP
futech-526	220	16	other	other	ADJ
futech-526	220	17	forms	form	NOUN
futech-526	220	18	of	of	ADP
futech-526	220	19	data	datum	NOUN
futech-526	220	20	,	,	PUNCT
futech-526	220	21	including	include	VERB
futech-526	220	22	images	image	NOUN
futech-526	220	23	,	,	PUNCT
futech-526	220	24	speech	speech	NOUN
futech-526	220	25	,	,	PUNCT
futech-526	220	26	and	and	CCONJ
futech-526	220	27	structured	structured	ADJ
futech-526	220	28	datasets	dataset	NOUN
futech-526	220	29	.	.	PUNCT
futech-526	221	1	supervised	supervise	VERB
futech-526	221	2	machine	machine	NOUN
futech-526	221	3	learning	learn	VERB
futech-526	221	4	techniques	technique	NOUN
futech-526	221	5	,	,	PUNCT
futech-526	221	6	such	such	ADJ
futech-526	221	7	as	as	ADP
futech-526	221	8	classification	classification	NOUN
futech-526	221	9	and	and	CCONJ
futech-526	221	10	regression	regression	NOUN
futech-526	221	11	methods	method	NOUN
futech-526	221	12	,	,	PUNCT
futech-526	221	13	play	play	VERB
futech-526	221	14	a	a	DET
futech-526	221	15	significant	significant	ADJ
futech-526	221	16	role	role	NOUN
futech-526	221	17	in	in	ADP
futech-526	221	18	various	various	ADJ
futech-526	221	19	nlp	nlp	NOUN
futech-526	221	20	tasks	task	NOUN
futech-526	221	21	.	.	PUNCT
futech-526	222	1	for	for	ADP
futech-526	222	2	instance	instance	NOUN
futech-526	222	3	,	,	PUNCT
futech-526	222	4	an	an	DET
futech-526	222	5	nlp	nlp	NOUN
futech-526	222	6	classification	classification	NOUN
futech-526	222	7	task	task	NOUN
futech-526	222	8	might	might	AUX
futech-526	222	9	involve	involve	VERB
futech-526	222	10	categorizing	categorize	VERB
futech-526	222	11	news	news	NOUN
futech-526	222	12	articles	article	NOUN
futech-526	222	13	into	into	ADP
futech-526	222	14	specific	specific	ADJ
futech-526	222	15	topics	topic	NOUN
futech-526	222	16	,	,	PUNCT
futech-526	222	17	such	such	ADJ
futech-526	222	18	as	as	ADP
futech-526	222	19	sports	sport	NOUN
futech-526	222	20	or	or	CCONJ
futech-526	222	21	politics	politic	NOUN
futech-526	222	22	.	.	PUNCT
futech-526	223	1	conversely	conversely	ADV
futech-526	223	2	,	,	PUNCT
futech-526	223	3	regression	regression	NOUN
futech-526	223	4	techniques	technique	NOUN
futech-526	223	5	can	can	AUX
futech-526	223	6	predict	predict	VERB
futech-526	223	7	numeric	numeric	ADJ
futech-526	223	8	values	value	NOUN
futech-526	223	9	,	,	PUNCT
futech-526	223	10	such	such	ADJ
futech-526	223	11	as	as	ADP
futech-526	223	12	estimating	estimate	VERB
futech-526	223	13	the	the	DET
futech-526	223	14	price	price	NOUN
futech-526	223	15	of	of	ADP
futech-526	223	16	a	a	DET
futech-526	223	17	stock	stock	NOUN
futech-526	223	18	based	base	VERB
futech-526	223	19	on	on	ADP
futech-526	223	20	discussions	discussion	NOUN
futech-526	223	21	in	in	ADP
futech-526	223	22	social	social	ADJ
futech-526	223	23	media	medium	NOUN
futech-526	223	24	.	.	PUNCT
futech-526	224	1	additionally	additionally	ADV
futech-526	224	2	,	,	PUNCT
futech-526	224	3	unsupervised	unsupervised	ADJ
futech-526	224	4	clustering	clustering	ADJ
futech-526	224	5	algorithms	algorithm	NOUN
futech-526	224	6	can	can	AUX
futech-526	224	7	be	be	AUX
futech-526	224	8	employed	employ	VERB
futech-526	224	9	to	to	ADP
futech-526	224	10	group	group	NOUN
futech-526	224	11	together	together	ADV
futech-526	224	12	similar	similar	ADJ
futech-526	224	13	text	text	NOUN
futech-526	224	14	documents	document	NOUN
futech-526	224	15	.	.	PUNCT
futech-526	225	1	any	any	DET
futech-526	225	2	machine	machine	NOUN
futech-526	225	3	learning	learn	VERB
futech-526	225	4	approach	approach	NOUN
futech-526	225	5	for	for	ADP
futech-526	225	6	nlp	nlp	NOUN
futech-526	225	7	,	,	PUNCT
futech-526	225	8	whether	whether	SCONJ
futech-526	225	9	supervised	supervised	ADJ
futech-526	225	10	or	or	CCONJ
futech-526	225	11	unsupervised	unsupervised	ADJ
futech-526	225	12	,	,	PUNCT
futech-526	225	13	can	can	AUX
futech-526	225	14	be	be	AUX
futech-526	225	15	characterized	characterize	VERB
futech-526	225	16	by	by	ADP
futech-526	225	17	three	three	NUM
futech-526	225	18	common	common	ADJ
futech-526	225	19	steps	step	NOUN
futech-526	225	20	:	:	PUNCT
futech-526	225	21	extracting	extract	VERB
futech-526	225	22	features	feature	NOUN
futech-526	225	23	from	from	ADP
futech-526	225	24	text	text	NOUN
futech-526	225	25	,	,	PUNCT
futech-526	225	26	utilizing	utilize	VERB
futech-526	225	27	the	the	DET
futech-526	225	28	feature	feature	NOUN
futech-526	225	29	representation	representation	NOUN
futech-526	225	30	to	to	PART
futech-526	225	31	learn	learn	VERB
futech-526	225	32	a	a	DET
futech-526	225	33	model	model	NOUN
futech-526	225	34	,	,	PUNCT
futech-526	225	35	and	and	CCONJ
futech-526	225	36	evaluating	evaluate	VERB
futech-526	225	37	and	and	CCONJ
futech-526	225	38	refining	refine	VERB
futech-526	225	39	the	the	DET
futech-526	225	40	model	model	NOUN
futech-526	225	41	[	[	X
futech-526	225	42	54	54	NUM
futech-526	225	43	]	]	SYM
futech-526	225	44	.	.	PUNCT
futech-526	226	1	3.7	3.7	NUM
futech-526	226	2	continuous	continuous	ADJ
futech-526	226	3	glucose	glucose	NOUN
futech-526	226	4	monitoring	monitoring	NOUN
futech-526	226	5	(	(	PUNCT
futech-526	226	6	cgm	cgm	PROPN
futech-526	226	7	)	)	PUNCT
futech-526	226	8	continuous	continuous	ADJ
futech-526	226	9	glucose	glucose	NOUN
futech-526	226	10	monitoring	monitoring	NOUN
futech-526	226	11	is	be	AUX
futech-526	226	12	a	a	DET
futech-526	226	13	technology	technology	NOUN
futech-526	226	14	used	use	VERB
futech-526	226	15	to	to	PART
futech-526	226	16	track	track	VERB
futech-526	226	17	glucose	glucose	NOUN
futech-526	226	18	levels	level	NOUN
futech-526	226	19	in	in	ADP
futech-526	226	20	real‐time	real‐time	NOUN
futech-526	226	21	throughout	throughout	ADP
futech-526	226	22	the	the	DET
futech-526	226	23	day	day	NOUN
futech-526	226	24	and	and	CCONJ
futech-526	226	25	night	night	NOUN
futech-526	226	26	.	.	PUNCT
futech-526	227	1	it	it	PRON
futech-526	227	2	involves	involve	VERB
futech-526	227	3	a	a	DET
futech-526	227	4	small	small	ADJ
futech-526	227	5	,	,	PUNCT
futech-526	227	6	wearable	wearable	ADJ
futech-526	227	7	sensor	sensor	NOUN
futech-526	227	8	inserted	insert	VERB
futech-526	227	9	under	under	ADP
futech-526	227	10	the	the	DET
futech-526	227	11	skin	skin	NOUN
futech-526	227	12	,	,	PUNCT
futech-526	227	13	typically	typically	ADV
futech-526	227	14	on	on	ADP
futech-526	227	15	the	the	DET
futech-526	227	16	abdomen	abdomen	NOUN
futech-526	227	17	or	or	CCONJ
futech-526	227	18	arm	arm	NOUN
futech-526	227	19	,	,	PUNCT
futech-526	227	20	which	which	PRON
futech-526	227	21	measures	measure	VERB
futech-526	227	22	interstitial	interstitial	ADJ
futech-526	227	23	glucose	glucose	NOUN
futech-526	227	24	levels	level	NOUN
futech-526	227	25	at	at	ADP
futech-526	227	26	regular	regular	ADJ
futech-526	227	27	intervals	interval	NOUN
futech-526	227	28	.	.	PUNCT
futech-526	228	1	these	these	DET
futech-526	228	2	readings	reading	NOUN
futech-526	228	3	are	be	AUX
futech-526	228	4	transmitted	transmit	VERB
futech-526	228	5	to	to	ADP
futech-526	228	6	a	a	DET
futech-526	228	7	receiver	receiver	NOUN
futech-526	228	8	or	or	CCONJ
futech-526	228	9	smartphone	smartphone	NOUN
futech-526	228	10	,	,	PUNCT
futech-526	228	11	providing	provide	VERB
futech-526	228	12	users	user	NOUN
futech-526	228	13	with	with	ADP
futech-526	228	14	a	a	DET
futech-526	228	15	continuous	continuous	ADJ
futech-526	228	16	stream	stream	NOUN
futech-526	228	17	of	of	ADP
futech-526	228	18	glucose	glucose	NOUN
futech-526	228	19	data	datum	NOUN
futech-526	228	20	.	.	PUNCT
futech-526	229	1	this	this	DET
futech-526	229	2	technology	technology	NOUN
futech-526	229	3	not	not	PART
futech-526	229	4	only	only	ADV
futech-526	229	5	tracks	track	VERB
futech-526	229	6	glucose	glucose	NOUN
futech-526	229	7	trends	trend	NOUN
futech-526	229	8	but	but	CCONJ
futech-526	229	9	also	also	ADV
futech-526	229	10	provides	provide	VERB
futech-526	229	11	alerts	alert	NOUN
futech-526	229	12	for	for	ADP
futech-526	229	13	hypoglycemia	hypoglycemia	NOUN
futech-526	229	14	or	or	CCONJ
futech-526	229	15	hyperglycemia	hyperglycemia	NOUN
futech-526	229	16	,	,	PUNCT
futech-526	229	17	allowing	allow	VERB
futech-526	229	18	proactive	proactive	ADJ
futech-526	229	19	management	management	NOUN
futech-526	229	20	of	of	ADP
futech-526	229	21	diabetes	diabetes	NOUN
futech-526	229	22	.	.	PUNCT
futech-526	230	1	cgm	cgm	PROPN
futech-526	230	2	is	be	AUX
futech-526	230	3	widely	widely	ADV
futech-526	230	4	used	use	VERB
futech-526	230	5	in	in	ADP
futech-526	230	6	diabetes	diabetes	NOUN
futech-526	230	7	management	management	NOUN
futech-526	230	8	,	,	PUNCT
futech-526	230	9	particularly	particularly	ADV
futech-526	230	10	for	for	ADP
futech-526	230	11	individuals	individual	NOUN
futech-526	230	12	with	with	ADP
futech-526	230	13	type	type	NOUN
futech-526	230	14	1	1	NUM
futech-526	230	15	and	and	CCONJ
futech-526	230	16	type	type	NOUN
futech-526	230	17	2	2	NUM
futech-526	230	18	diabetes	diabete	NOUN
futech-526	230	19	,	,	PUNCT
futech-526	230	20	to	to	PART
futech-526	230	21	improve	improve	VERB
futech-526	230	22	glycemic	glycemic	ADJ
futech-526	230	23	control	control	NOUN
futech-526	230	24	and	and	CCONJ
futech-526	230	25	reduce	reduce	VERB
futech-526	230	26	the	the	DET
futech-526	230	27	risk	risk	NOUN
futech-526	230	28	of	of	ADP
futech-526	230	29	complications	complication	NOUN
futech-526	230	30	.	.	PUNCT
futech-526	231	1	3.8	3.8	NUM
futech-526	231	2	explainable	explainable	ADJ
futech-526	231	3	ai	ai	NOUN
futech-526	231	4	(	(	PUNCT
futech-526	231	5	xai	xai	PROPN
futech-526	231	6	)	)	PUNCT
futech-526	231	7	explainable	explainable	ADJ
futech-526	231	8	ai	ai	VERB
futech-526	231	9	refers	refer	NOUN
futech-526	231	10	to	to	ADP
futech-526	231	11	artificial	artificial	ADJ
futech-526	231	12	intelligence	intelligence	NOUN
futech-526	231	13	systems	system	NOUN
futech-526	231	14	designed	design	VERB
futech-526	231	15	in	in	ADP
futech-526	231	16	a	a	DET
futech-526	231	17	way	way	NOUN
futech-526	231	18	that	that	PRON
futech-526	231	19	their	their	PRON
futech-526	231	20	decisions	decision	NOUN
futech-526	231	21	,	,	PUNCT
futech-526	231	22	predictions	prediction	NOUN
futech-526	231	23	,	,	PUNCT
futech-526	231	24	and	and	CCONJ
futech-526	231	25	behaviors	behavior	NOUN
futech-526	231	26	can	can	AUX
futech-526	231	27	be	be	AUX
futech-526	231	28	understood	understand	VERB
futech-526	231	29	and	and	CCONJ
futech-526	231	30	interpreted	interpret	VERB
futech-526	231	31	by	by	ADP
futech-526	231	32	humans	human	NOUN
futech-526	231	33	.	.	PUNCT
futech-526	232	1	the	the	DET
futech-526	232	2	goal	goal	NOUN
futech-526	232	3	of	of	ADP
futech-526	232	4	xai	xai	PROPN
futech-526	232	5	is	be	AUX
futech-526	232	6	to	to	PART
futech-526	232	7	make	make	VERB
futech-526	232	8	ai	ai	VERB
futech-526	232	9	more	more	ADV
futech-526	232	10	transparent	transparent	ADJ
futech-526	232	11	,	,	PUNCT
futech-526	232	12	trustworthy	trustworthy	ADJ
futech-526	232	13	,	,	PUNCT
futech-526	232	14	and	and	CCONJ
futech-526	232	15	accountable	accountable	ADJ
futech-526	232	16	,	,	PUNCT
futech-526	232	17	especially	especially	ADV
futech-526	232	18	in	in	ADP
futech-526	232	19	critical	critical	ADJ
futech-526	232	20	applications	application	NOUN
futech-526	232	21	such	such	ADJ
futech-526	232	22	as	as	ADP
futech-526	232	23	healthcare	healthcare	NOUN
futech-526	232	24	,	,	PUNCT
futech-526	232	25	finance	finance	NOUN
futech-526	232	26	,	,	PUNCT
futech-526	232	27	and	and	CCONJ
futech-526	232	28	autonomous	autonomous	ADJ
futech-526	232	29	systems	system	NOUN
futech-526	232	30	[	[	X
futech-526	232	31	55	55	NUM
futech-526	232	32	]	]	PUNCT
futech-526	232	33	.	.	PUNCT
futech-526	233	1	here	here	ADV
futech-526	233	2	’s	’	VERB
futech-526	233	3	a	a	DET
futech-526	233	4	breakdown	breakdown	NOUN
futech-526	233	5	of	of	ADP
futech-526	233	6	the	the	DET
futech-526	233	7	concept	concept	NOUN
futech-526	233	8	:	:	PUNCT
futech-526	233	9	key	key	ADJ
futech-526	233	10	aspects	aspect	NOUN
futech-526	233	11	of	of	ADP
futech-526	233	12	explainable	explainable	ADJ
futech-526	233	13	ai	ai	NOUN
futech-526	233	14	:	:	PUNCT
futech-526	233	15	•	•	NUM
futech-526	233	16	transparency	transparency	NOUN
futech-526	233	17	:	:	PUNCT
futech-526	233	18	the	the	DET
futech-526	233	19	ai	ai	NOUN
futech-526	233	20	model	model	NOUN
futech-526	233	21	provides	provide	VERB
futech-526	233	22	insights	insight	NOUN
futech-526	233	23	into	into	ADP
futech-526	233	24	how	how	SCONJ
futech-526	233	25	it	it	PRON
futech-526	233	26	processes	process	VERB
futech-526	233	27	input	input	NOUN
futech-526	233	28	data	datum	NOUN
futech-526	233	29	to	to	PART
futech-526	233	30	produce	produce	VERB
futech-526	233	31	its	its	PRON
futech-526	233	32	output	output	NOUN
futech-526	233	33	.	.	PUNCT
futech-526	234	1	this	this	PRON
futech-526	234	2	might	might	AUX
futech-526	234	3	involve	involve	VERB
futech-526	234	4	revealing	reveal	VERB
futech-526	234	5	the	the	DET
futech-526	234	6	structure	structure	NOUN
futech-526	234	7	of	of	ADP
futech-526	234	8	the	the	DET
futech-526	234	9	model	model	NOUN
futech-526	234	10	,	,	PUNCT
futech-526	234	11	the	the	DET
futech-526	234	12	logic	logic	NOUN
futech-526	234	13	behind	behind	ADP
futech-526	234	14	decision‐making	decision‐make	VERB
futech-526	234	15	,	,	PUNCT
futech-526	234	16	or	or	CCONJ
futech-526	234	17	the	the	DET
futech-526	234	18	importance	importance	NOUN
futech-526	234	19	of	of	ADP
futech-526	234	20	features	feature	NOUN
futech-526	234	21	in	in	ADP
futech-526	234	22	a	a	DET
futech-526	234	23	prediction	prediction	NOUN
futech-526	234	24	.	.	PUNCT
futech-526	235	1	•	•	NUM
futech-526	235	2	interpretability	interpretability	NOUN
futech-526	235	3	:	:	PUNCT
futech-526	235	4	the	the	DET
futech-526	235	5	results	result	NOUN
futech-526	235	6	or	or	CCONJ
futech-526	235	7	decisions	decision	NOUN
futech-526	235	8	made	make	VERB
futech-526	235	9	by	by	ADP
futech-526	235	10	the	the	DET
futech-526	235	11	ai	ai	NOUN
futech-526	235	12	are	be	AUX
futech-526	235	13	presented	present	VERB
futech-526	235	14	in	in	ADP
futech-526	235	15	a	a	DET
futech-526	235	16	way	way	NOUN
futech-526	235	17	that	that	PRON
futech-526	235	18	humans	human	NOUN
futech-526	235	19	can	can	AUX
futech-526	235	20	understand	understand	VERB
futech-526	235	21	.	.	PUNCT
futech-526	236	1	for	for	ADP
futech-526	236	2	instance	instance	NOUN
futech-526	236	3	,	,	PUNCT
futech-526	236	4	instead	instead	ADV
futech-526	236	5	of	of	ADP
futech-526	236	6	presenting	present	VERB
futech-526	236	7	a	a	DET
futech-526	236	8	decision	decision	NOUN
futech-526	236	9	as	as	ADP
futech-526	236	10	a	a	DET
futech-526	236	11	”	"	PUNCT
futech-526	236	12	black	black	ADJ
futech-526	236	13	box	box	NOUN
futech-526	236	14	”	"	PUNCT
futech-526	236	15	output	output	NOUN
futech-526	236	16	,	,	PUNCT
futech-526	236	17	the	the	DET
futech-526	236	18	ai	ai	NOUN
futech-526	236	19	explains	explain	VERB
futech-526	236	20	why	why	SCONJ
futech-526	236	21	a	a	DET
futech-526	236	22	specific	specific	ADJ
futech-526	236	23	choice	choice	NOUN
futech-526	236	24	or	or	CCONJ
futech-526	236	25	prediction	prediction	NOUN
futech-526	236	26	was	be	AUX
futech-526	236	27	made	make	VERB
futech-526	236	28	.	.	PUNCT
futech-526	237	1	•	•	NUM
futech-526	237	2	accountability	accountability	NOUN
futech-526	237	3	:	:	PUNCT
futech-526	237	4	xai	xai	PROPN
futech-526	237	5	systems	systems	PROPN
futech-526	237	6	allow	allow	VERB
futech-526	237	7	developers	developer	NOUN
futech-526	237	8	,	,	PUNCT
futech-526	237	9	users	user	NOUN
futech-526	237	10	,	,	PUNCT
futech-526	237	11	and	and	CCONJ
futech-526	237	12	regulators	regulator	NOUN
futech-526	237	13	to	to	PART
futech-526	237	14	scrutinize	scrutinize	VERB
futech-526	237	15	and	and	CCONJ
futech-526	237	16	validate	validate	VERB
futech-526	237	17	the	the	DET
futech-526	237	18	ai	ai	NOUN
futech-526	237	19	’s	’s	PART
futech-526	237	20	decisions	decision	NOUN
futech-526	237	21	,	,	PUNCT
futech-526	237	22	ensuring	ensure	VERB
futech-526	237	23	ethical	ethical	ADJ
futech-526	237	24	and	and	CCONJ
futech-526	237	25	fair	fair	ADJ
futech-526	237	26	outcomes	outcome	NOUN
futech-526	237	27	.	.	PUNCT
futech-526	238	1	•	•	NUM
futech-526	238	2	trustworthiness	trustworthiness	NOUN
futech-526	238	3	:	:	PUNCT
futech-526	238	4	by	by	ADP
futech-526	238	5	making	make	VERB
futech-526	238	6	ai	ai	VERB
futech-526	238	7	systems	system	NOUN
futech-526	238	8	understandable	understandable	ADJ
futech-526	238	9	,	,	PUNCT
futech-526	238	10	xai	xai	PROPN
futech-526	238	11	builds	build	VERB
futech-526	238	12	confidence	confidence	NOUN
futech-526	238	13	in	in	ADP
futech-526	238	14	their	their	PRON
futech-526	238	15	use	use	NOUN
futech-526	238	16	,	,	PUNCT
futech-526	238	17	especially	especially	ADV
futech-526	238	18	in	in	ADP
futech-526	238	19	high‐stakes	high‐stake	NOUN
futech-526	238	20	scenarios	scenario	NOUN
futech-526	238	21	where	where	SCONJ
futech-526	238	22	decisions	decision	NOUN
futech-526	238	23	impact	impact	VERB
futech-526	238	24	lives	live	VERB
futech-526	238	25	.	.	PUNCT
futech-526	239	1	traditional	traditional	ADJ
futech-526	239	2	ai	ai	PROPN
futech-526	239	3	models	model	NOUN
futech-526	239	4	,	,	PUNCT
futech-526	239	5	particularly	particularly	ADV
futech-526	239	6	those	those	PRON
futech-526	239	7	based	base	VERB
futech-526	239	8	on	on	ADP
futech-526	239	9	deep	deep	ADJ
futech-526	239	10	learning	learning	NOUN
futech-526	239	11	,	,	PUNCT
futech-526	239	12	often	often	ADV
futech-526	239	13	operate	operate	VERB
futech-526	239	14	as	as	ADP
futech-526	239	15	“	"	PUNCT
futech-526	239	16	black	black	ADJ
futech-526	239	17	boxes	box	NOUN
futech-526	239	18	,	,	PUNCT
futech-526	239	19	”	"	PUNCT
futech-526	239	20	meaning	mean	VERB
futech-526	239	21	their	their	PRON
futech-526	239	22	internal	internal	ADJ
futech-526	239	23	workings	working	NOUN
futech-526	239	24	are	be	AUX
futech-526	239	25	complex	complex	ADJ
futech-526	239	26	and	and	CCONJ
futech-526	239	27	not	not	PART
futech-526	239	28	easily	easily	ADV
futech-526	239	29	interpretable	interpretable	ADJ
futech-526	239	30	.	.	PUNCT
futech-526	240	1	xai	xai	PROPN
futech-526	240	2	addresses	address	VERB
futech-526	240	3	this	this	DET
futech-526	240	4	limitation	limitation	NOUN
futech-526	240	5	by	by	ADP
futech-526	240	6	providing	provide	VERB
futech-526	240	7	insights	insight	NOUN
futech-526	240	8	into	into	ADP
futech-526	240	9	how	how	SCONJ
futech-526	240	10	and	and	CCONJ
futech-526	240	11	why	why	SCONJ
futech-526	240	12	an	an	DET
futech-526	240	13	ai	ai	NOUN
futech-526	240	14	system	system	NOUN
futech-526	240	15	arrives	arrive	VERB
futech-526	240	16	at	at	ADP
futech-526	240	17	specific	specific	ADJ
futech-526	240	18	outcomes	outcome	NOUN
futech-526	240	19	,	,	PUNCT
futech-526	240	20	enabling	enable	VERB
futech-526	240	21	users	user	NOUN
futech-526	240	22	to	to	PART
futech-526	240	23	trust	trust	VERB
futech-526	240	24	and	and	CCONJ
futech-526	240	25	validate	validate	VERB
futech-526	240	26	the	the	DET
futech-526	240	27	model	model	NOUN
futech-526	240	28	’s	’s	PART
futech-526	240	29	predictions	prediction	NOUN
futech-526	240	30	.	.	PUNCT
futech-526	241	1	by	by	ADP
futech-526	241	2	fostering	foster	VERB
futech-526	241	3	transparency	transparency	NOUN
futech-526	241	4	,	,	PUNCT
futech-526	241	5	xai	xai	PROPN
futech-526	241	6	enhances	enhance	VERB
futech-526	241	7	collaboration	collaboration	NOUN
futech-526	241	8	between	between	ADP
futech-526	241	9	humans	human	NOUN
futech-526	241	10	and	and	CCONJ
futech-526	241	11	ai	ai	VERB
futech-526	241	12	while	while	SCONJ
futech-526	241	13	reducing	reduce	VERB
futech-526	241	14	biases	bias	NOUN
futech-526	241	15	and	and	CCONJ
futech-526	241	16	errors	error	NOUN
futech-526	241	17	in	in	ADP
futech-526	241	18	ai	ai	PROPN
futech-526	241	19	applications	application	NOUN
futech-526	241	20	.	.	PUNCT
futech-526	242	1	major	major	ADJ
futech-526	242	2	techniques	technique	NOUN
futech-526	242	3	in	in	ADP
futech-526	242	4	explainable	explainable	ADJ
futech-526	242	5	ai	ai	NOUN
futech-526	242	6	:	:	PUNCT
futech-526	242	7	•	•	NUM
futech-526	242	8	intrinsic	intrinsic	ADJ
futech-526	242	9	interpretability	interpretability	NOUN
futech-526	242	10	:	:	PUNCT
futech-526	242	11	some	some	DET
futech-526	242	12	models	model	NOUN
futech-526	242	13	,	,	PUNCT
futech-526	242	14	like	like	ADP
futech-526	242	15	linear	linear	ADJ
futech-526	242	16	regression	regression	NOUN
futech-526	242	17	or	or	CCONJ
futech-526	242	18	decision	decision	NOUN
futech-526	242	19	trees	tree	NOUN
futech-526	242	20	,	,	PUNCT
futech-526	242	21	are	be	AUX
futech-526	242	22	inherently	inherently	ADV
futech-526	242	23	interpretable	interpretable	ADJ
futech-526	242	24	because	because	SCONJ
futech-526	242	25	their	their	PRON
futech-526	242	26	structure	structure	NOUN
futech-526	242	27	is	be	AUX
futech-526	242	28	simple	simple	ADJ
futech-526	242	29	and	and	CCONJ
futech-526	242	30	their	their	PRON
futech-526	242	31	outputs	output	NOUN
futech-526	242	32	are	be	AUX
futech-526	242	33	easy	easy	ADJ
futech-526	242	34	to	to	PART
futech-526	242	35	trace	trace	VERB
futech-526	242	36	back	back	ADP
futech-526	242	37	to	to	ADP
futech-526	242	38	inputs	input	NOUN
futech-526	242	39	.	.	PUNCT
futech-526	243	1	•	•	NUM
futech-526	243	2	post‐hoc	post‐hoc	NOUN
futech-526	243	3	explanations	explanation	NOUN
futech-526	243	4	:	:	PUNCT
futech-526	243	5	for	for	ADP
futech-526	243	6	complex	complex	ADJ
futech-526	243	7	models	model	NOUN
futech-526	243	8	like	like	ADP
futech-526	243	9	deep	deep	ADJ
futech-526	243	10	neural	neural	ADJ
futech-526	243	11	networks	network	NOUN
futech-526	243	12	,	,	PUNCT
futech-526	243	13	techniques	technique	NOUN
futech-526	243	14	are	be	AUX
futech-526	243	15	applied	apply	VERB
futech-526	243	16	after	after	SCONJ
futech-526	243	17	the	the	DET
futech-526	243	18	model	model	NOUN
futech-526	243	19	has	have	AUX
futech-526	243	20	made	make	VERB
futech-526	243	21	predictions	prediction	NOUN
futech-526	243	22	to	to	PART
futech-526	243	23	explain	explain	VERB
futech-526	243	24	the	the	DET
futech-526	243	25	output	output	NOUN
futech-526	243	26	.	.	PUNCT
futech-526	244	1	common	common	ADJ
futech-526	244	2	methods	method	NOUN
futech-526	244	3	include	include	VERB
futech-526	244	4	:	:	PUNCT
futech-526	244	5	•	•	NUM
futech-526	244	6	shap	shap	NOUN
futech-526	244	7	:	:	PUNCT
futech-526	244	8	quantifies	quantify	VERB
futech-526	244	9	the	the	DET
futech-526	244	10	contribution	contribution	NOUN
futech-526	244	11	of	of	ADP
futech-526	244	12	each	each	DET
futech-526	244	13	feature	feature	NOUN
futech-526	244	14	to	to	ADP
futech-526	244	15	a	a	DET
futech-526	244	16	prediction	prediction	NOUN
futech-526	244	17	.	.	PUNCT
futech-526	245	1	•	•	NUM
futech-526	245	2	lime	lime	NOUN
futech-526	245	3	(	(	PUNCT
futech-526	245	4	local	local	ADJ
futech-526	245	5	interpretable	interpretable	ADJ
futech-526	245	6	model‐agnostic	model‐agnostic	ADJ
futech-526	245	7	explanations	explanation	NOUN
futech-526	245	8	):	):	PUNCT
futech-526	245	9	builds	build	VERB
futech-526	245	10	interpretable	interpretable	ADJ
futech-526	245	11	models	model	NOUN
futech-526	245	12	around	around	ADP
futech-526	245	13	individual	individual	ADJ
futech-526	245	14	predictions	prediction	NOUN
futech-526	245	15	.	.	PUNCT
futech-526	246	1	•	•	NUM
futech-526	246	2	feature	feature	NOUN
futech-526	246	3	importance	importance	NOUN
futech-526	246	4	analysis	analysis	NOUN
futech-526	246	5	:	:	PUNCT
futech-526	246	6	highlights	highlight	NOUN
futech-526	246	7	which	which	DET
futech-526	246	8	input	input	NOUN
futech-526	246	9	features	feature	NOUN
futech-526	246	10	were	be	AUX
futech-526	246	11	most	most	ADV
futech-526	246	12	influential	influential	ADJ
futech-526	246	13	in	in	ADP
futech-526	246	14	a	a	DET
futech-526	246	15	decision	decision	NOUN
futech-526	246	16	.	.	PUNCT
futech-526	247	1	•	•	NUM
futech-526	247	2	visualization	visualization	NOUN
futech-526	247	3	tools	tool	NOUN
futech-526	247	4	:	:	PUNCT
futech-526	247	5	for	for	ADP
futech-526	247	6	example	example	NOUN
futech-526	247	7	,	,	PUNCT
futech-526	247	8	heatmaps	heatmap	NOUN
futech-526	247	9	in	in	ADP
futech-526	247	10	computer	computer	NOUN
futech-526	247	11	vision	vision	NOUN
futech-526	247	12	models	model	NOUN
futech-526	247	13	show	show	VERB
futech-526	247	14	which	which	PRON
futech-526	247	15	parts	part	NOUN
futech-526	247	16	of	of	ADP
futech-526	247	17	an	an	DET
futech-526	247	18	image	image	NOUN
futech-526	247	19	influenced	influence	VERB
futech-526	247	20	a	a	DET
futech-526	247	21	decision	decision	NOUN
futech-526	247	22	.	.	PUNCT
futech-526	248	1	nh	nh	PROPN
futech-526	248	2	.	.	PROPN
futech-526	248	3	wanigasingha	wanigasingha	NOUN
futech-526	248	4	et	et	PROPN
futech-526	248	5	al	al	PROPN
futech-526	248	6	.	.	PROPN
futech-526	248	7	/future	/future	PUNCT
futech-526	248	8	technology	technology	PROPN
futech-526	249	1	february	february	PROPN
futech-526	249	2	2026|	2026|	NUM
futech-526	249	3	volume	volume	NOUN
futech-526	249	4	05	05	NUM
futech-526	250	1	|	|	ADV
futech-526	250	2	issue	issue	NOUN
futech-526	250	3	01	01	NUM
futech-526	251	1	|	|	NOUN
futech-526	251	2	pages	page	VERB
futech-526	251	3	93	93	NUM
futech-526	251	4	-	-	SYM
futech-526	251	5	126	126	NUM
futech-526	251	6	99	99	NUM
futech-526	251	7	shap	shap	NOUN
futech-526	251	8	,	,	PUNCT
futech-526	251	9	which	which	PRON
futech-526	251	10	stands	stand	VERB
futech-526	251	11	for	for	ADP
futech-526	251	12	shapley	shapley	ADJ
futech-526	251	13	additive	additive	ADJ
futech-526	251	14	explanations	explanation	NOUN
futech-526	251	15	,	,	PUNCT
futech-526	251	16	is	be	AUX
futech-526	251	17	an	an	DET
futech-526	251	18	interpretability	interpretability	NOUN
futech-526	251	19	method	method	NOUN
futech-526	251	20	grounded	ground	VERB
futech-526	251	21	in	in	ADP
futech-526	251	22	shapley	shapley	ADJ
futech-526	251	23	values	value	NOUN
futech-526	251	24	and	and	CCONJ
futech-526	251	25	was	be	AUX
futech-526	251	26	introduced	introduce	VERB
futech-526	251	27	by	by	ADP
futech-526	251	28	lundberg	lundberg	PROPN
futech-526	251	29	and	and	CCONJ
futech-526	251	30	lee	lee	PROPN
futech-526	251	31	.	.	PUNCT
futech-526	252	1	this	this	DET
futech-526	252	2	approach	approach	NOUN
futech-526	252	3	has	have	AUX
futech-526	252	4	become	become	AUX
futech-526	252	5	widely	widely	ADV
futech-526	252	6	adopted	adopt	VERB
futech-526	252	7	in	in	ADP
futech-526	252	8	machine	machine	NOUN
futech-526	252	9	learning	learn	VERB
futech-526	252	10	to	to	PART
futech-526	252	11	explain	explain	VERB
futech-526	252	12	model	model	NOUN
futech-526	252	13	outputs	output	NOUN
futech-526	252	14	by	by	ADP
futech-526	252	15	quantifying	quantify	VERB
futech-526	252	16	the	the	DET
futech-526	252	17	contribution	contribution	NOUN
futech-526	252	18	of	of	ADP
futech-526	252	19	each	each	DET
futech-526	252	20	feature	feature	NOUN
futech-526	252	21	to	to	ADP
futech-526	252	22	the	the	DET
futech-526	252	23	final	final	ADJ
futech-526	252	24	prediction	prediction	NOUN
futech-526	252	25	,	,	PUNCT
futech-526	252	26	making	make	VERB
futech-526	252	27	complex	complex	ADJ
futech-526	252	28	models	model	NOUN
futech-526	252	29	more	more	ADV
futech-526	252	30	transparent	transparent	ADJ
futech-526	252	31	and	and	CCONJ
futech-526	252	32	interpretable	interpretable	ADJ
futech-526	252	33	.	.	PUNCT
futech-526	253	1	shap	shap	PROPN
futech-526	253	2	introduces	introduce	VERB
futech-526	253	3	two	two	NUM
futech-526	253	4	key	key	ADJ
futech-526	253	5	innovations	innovation	NOUN
futech-526	253	6	:	:	PUNCT
futech-526	253	7	(	(	PUNCT
futech-526	253	8	1	1	X
futech-526	253	9	)	)	PUNCT
futech-526	253	10	the	the	DET
futech-526	253	11	identification	identification	NOUN
futech-526	253	12	of	of	ADP
futech-526	253	13	a	a	DET
futech-526	253	14	novel	novel	ADJ
futech-526	253	15	class	class	NOUN
futech-526	253	16	of	of	ADP
futech-526	253	17	additive	additive	ADJ
futech-526	253	18	feature	feature	NOUN
futech-526	253	19	importance	importance	NOUN
futech-526	253	20	measures	measure	NOUN
futech-526	253	21	and	and	CCONJ
futech-526	253	22	(	(	PUNCT
futech-526	253	23	2	2	X
futech-526	253	24	)	)	PUNCT
futech-526	253	25	theoretical	theoretical	ADJ
futech-526	253	26	results	result	NOUN
futech-526	253	27	demonstrating	demonstrate	VERB
futech-526	253	28	the	the	DET
futech-526	253	29	existence	existence	NOUN
futech-526	253	30	of	of	ADP
futech-526	253	31	a	a	DET
futech-526	253	32	unique	unique	ADJ
futech-526	253	33	solution	solution	NOUN
futech-526	253	34	within	within	ADP
futech-526	253	35	this	this	DET
futech-526	253	36	class	class	NOUN
futech-526	253	37	that	that	PRON
futech-526	253	38	satisfies	satisfy	VERB
futech-526	253	39	a	a	DET
futech-526	253	40	set	set	NOUN
futech-526	253	41	of	of	ADP
futech-526	253	42	desirable	desirable	ADJ
futech-526	253	43	properties	property	NOUN
futech-526	253	44	,	,	PUNCT
futech-526	253	45	such	such	ADJ
futech-526	253	46	as	as	ADP
futech-526	253	47	local	local	ADJ
futech-526	253	48	accuracy	accuracy	NOUN
futech-526	253	49	,	,	PUNCT
futech-526	253	50	consistency	consistency	NOUN
futech-526	253	51	,	,	PUNCT
futech-526	253	52	and	and	CCONJ
futech-526	253	53	additivity	additivity	NOUN
futech-526	253	54	[	[	X
futech-526	253	55	56	56	NUM
futech-526	253	56	]	]	PUNCT
futech-526	253	57	.	.	PUNCT
futech-526	254	1	these	these	DET
futech-526	254	2	properties	property	NOUN
futech-526	254	3	ensure	ensure	VERB
futech-526	254	4	that	that	SCONJ
futech-526	254	5	the	the	DET
futech-526	254	6	feature	feature	NOUN
futech-526	254	7	attributions	attribution	NOUN
futech-526	254	8	are	be	AUX
futech-526	254	9	both	both	ADV
futech-526	254	10	fair	fair	ADJ
futech-526	254	11	and	and	CCONJ
futech-526	254	12	reliable	reliable	ADJ
futech-526	254	13	.	.	PUNCT
futech-526	255	1	this	this	DET
futech-526	255	2	framework	framework	NOUN
futech-526	255	3	unifies	unify	VERB
futech-526	255	4	six	six	NUM
futech-526	255	5	existing	exist	VERB
futech-526	255	6	methods	method	NOUN
futech-526	255	7	under	under	ADP
futech-526	255	8	a	a	DET
futech-526	255	9	common	common	ADJ
futech-526	255	10	theoretical	theoretical	ADJ
futech-526	255	11	foundation	foundation	NOUN
futech-526	255	12	,	,	PUNCT
futech-526	255	13	offering	offer	VERB
futech-526	255	14	a	a	DET
futech-526	255	15	more	more	ADV
futech-526	255	16	robust	robust	ADJ
futech-526	255	17	and	and	CCONJ
futech-526	255	18	coherent	coherent	ADJ
futech-526	255	19	approach	approach	NOUN
futech-526	255	20	to	to	ADP
futech-526	255	21	feature	feature	NOUN
futech-526	255	22	importance	importance	NOUN
futech-526	255	23	.	.	PUNCT
futech-526	256	1	notably	notably	ADV
futech-526	256	2	,	,	PUNCT
futech-526	256	3	it	it	PRON
futech-526	256	4	addresses	address	VERB
futech-526	256	5	shortcomings	shortcoming	NOUN
futech-526	256	6	in	in	ADP
futech-526	256	7	several	several	ADJ
futech-526	256	8	recent	recent	ADJ
futech-526	256	9	methods	method	NOUN
futech-526	256	10	within	within	ADP
futech-526	256	11	this	this	DET
futech-526	256	12	class	class	NOUN
futech-526	256	13	that	that	PRON
futech-526	256	14	fail	fail	VERB
futech-526	256	15	to	to	PART
futech-526	256	16	satisfy	satisfy	VERB
futech-526	256	17	the	the	DET
futech-526	256	18	proposed	propose	VERB
futech-526	256	19	desirable	desirable	ADJ
futech-526	256	20	properties	property	NOUN
futech-526	256	21	.	.	PUNCT
futech-526	257	1	shap	shap	PROPN
futech-526	257	2	’s	’s	PART
futech-526	257	3	interpretability	interpretability	NOUN
futech-526	257	4	extends	extend	VERB
futech-526	257	5	beyond	beyond	ADP
futech-526	257	6	theoretical	theoretical	ADJ
futech-526	257	7	rigor	rigor	NOUN
futech-526	257	8	,	,	PUNCT
futech-526	257	9	providing	provide	VERB
futech-526	257	10	practical	practical	ADJ
futech-526	257	11	tools	tool	NOUN
futech-526	257	12	like	like	ADP
futech-526	257	13	visualization	visualization	NOUN
futech-526	257	14	plots	plot	NOUN
futech-526	257	15	that	that	PRON
futech-526	257	16	enhance	enhance	VERB
futech-526	257	17	understanding	understanding	NOUN
futech-526	257	18	of	of	ADP
futech-526	257	19	how	how	SCONJ
futech-526	257	20	features	feature	NOUN
futech-526	257	21	influence	influence	VERB
futech-526	257	22	individual	individual	ADJ
futech-526	257	23	predictions	prediction	NOUN
futech-526	257	24	and	and	CCONJ
futech-526	257	25	overall	overall	ADJ
futech-526	257	26	model	model	NOUN
futech-526	257	27	behavior	behavior	NOUN
futech-526	257	28	,	,	PUNCT
futech-526	257	29	thereby	thereby	ADV
futech-526	257	30	empowering	empower	VERB
futech-526	257	31	users	user	NOUN
futech-526	257	32	in	in	ADP
futech-526	257	33	high‐stakes	high‐stake	NOUN
futech-526	257	34	domains	domain	NOUN
futech-526	257	35	like	like	ADP
futech-526	257	36	healthcare	healthcare	NOUN
futech-526	257	37	,	,	PUNCT
futech-526	257	38	finance	finance	NOUN
futech-526	257	39	,	,	PUNCT
futech-526	257	40	and	and	CCONJ
futech-526	257	41	law	law	NOUN
futech-526	257	42	.	.	PUNCT
futech-526	258	1	3.9	3.9	NUM
futech-526	258	2	analysis	analysis	NOUN
futech-526	258	3	of	of	ADP
futech-526	258	4	variance	variance	NOUN
futech-526	258	5	(	(	PUNCT
futech-526	258	6	anova	anova	PROPN
futech-526	258	7	)	)	PUNCT
futech-526	258	8	anova	anova	PROPN
futech-526	258	9	is	be	AUX
futech-526	258	10	a	a	DET
futech-526	258	11	statistical	statistical	ADJ
futech-526	258	12	method	method	NOUN
futech-526	258	13	used	use	VERB
futech-526	258	14	to	to	PART
futech-526	258	15	determine	determine	VERB
futech-526	258	16	whether	whether	SCONJ
futech-526	258	17	there	there	PRON
futech-526	258	18	are	be	VERB
futech-526	258	19	significant	significant	ADJ
futech-526	258	20	differences	difference	NOUN
futech-526	258	21	between	between	ADP
futech-526	258	22	the	the	DET
futech-526	258	23	means	mean	NOUN
futech-526	258	24	of	of	ADP
futech-526	258	25	three	three	NUM
futech-526	258	26	or	or	CCONJ
futech-526	258	27	more	more	ADV
futech-526	258	28	unrelated	unrelated	ADJ
futech-526	258	29	groups	group	NOUN
futech-526	258	30	.	.	PUNCT
futech-526	259	1	developed	develop	VERB
futech-526	259	2	by	by	ADP
futech-526	259	3	ronald	ronald	PROPN
futech-526	259	4	fisher	fisher	PROPN
futech-526	259	5	,	,	PUNCT
futech-526	259	6	anova	anova	PROPN
futech-526	259	7	extends	extend	VERB
futech-526	259	8	the	the	DET
futech-526	259	9	capabilities	capability	NOUN
futech-526	259	10	of	of	ADP
futech-526	259	11	the	the	DET
futech-526	259	12	t‐test	t‐test	ADV
futech-526	259	13	,	,	PUNCT
futech-526	259	14	which	which	PRON
futech-526	259	15	is	be	AUX
futech-526	259	16	limited	limit	VERB
futech-526	259	17	to	to	ADP
futech-526	259	18	comparing	compare	VERB
futech-526	259	19	only	only	ADV
futech-526	259	20	two	two	NUM
futech-526	259	21	groups	group	NOUN
futech-526	259	22	.	.	PUNCT
futech-526	260	1	the	the	DET
futech-526	260	2	primary	primary	ADJ
futech-526	260	3	function	function	NOUN
futech-526	260	4	of	of	ADP
futech-526	260	5	anova	anova	PROPN
futech-526	260	6	is	be	AUX
futech-526	260	7	to	to	PART
futech-526	260	8	analyze	analyze	VERB
futech-526	260	9	how	how	SCONJ
futech-526	260	10	different	different	ADJ
futech-526	260	11	categorical	categorical	ADJ
futech-526	260	12	independent	independent	ADJ
futech-526	260	13	variables	variable	NOUN
futech-526	260	14	influence	influence	VERB
futech-526	260	15	a	a	DET
futech-526	260	16	continuous	continuous	ADJ
futech-526	260	17	dependent	dependent	ADJ
futech-526	260	18	variable	variable	NOUN
futech-526	260	19	by	by	ADP
futech-526	260	20	partitioning	partition	VERB
futech-526	260	21	the	the	DET
futech-526	260	22	total	total	ADJ
futech-526	260	23	variance	variance	NOUN
futech-526	260	24	observed	observe	VERB
futech-526	260	25	into	into	ADP
futech-526	260	26	components	component	NOUN
futech-526	260	27	attributable	attributable	ADJ
futech-526	260	28	to	to	ADP
futech-526	260	29	different	different	ADJ
futech-526	260	30	sources	source	NOUN
futech-526	260	31	.	.	PUNCT
futech-526	261	1	anova	anova	PROPN
futech-526	261	2	operates	operate	VERB
futech-526	261	3	under	under	ADP
futech-526	261	4	several	several	ADJ
futech-526	261	5	assumptions	assumption	NOUN
futech-526	261	6	:	:	PUNCT
futech-526	261	7	the	the	DET
futech-526	261	8	samples	sample	NOUN
futech-526	261	9	must	must	AUX
futech-526	261	10	be	be	AUX
futech-526	261	11	independent	independent	ADJ
futech-526	261	12	,	,	PUNCT
futech-526	261	13	the	the	DET
futech-526	261	14	dependent	dependent	ADJ
futech-526	261	15	variable	variable	NOUN
futech-526	261	16	should	should	AUX
futech-526	261	17	be	be	AUX
futech-526	261	18	normally	normally	ADV
futech-526	261	19	distributed	distribute	VERB
futech-526	261	20	,	,	PUNCT
futech-526	261	21	and	and	CCONJ
futech-526	261	22	the	the	DET
futech-526	261	23	variances	variance	NOUN
futech-526	261	24	among	among	ADP
futech-526	261	25	the	the	DET
futech-526	261	26	groups	group	NOUN
futech-526	261	27	should	should	AUX
futech-526	261	28	be	be	AUX
futech-526	261	29	approximately	approximately	ADV
futech-526	261	30	equal	equal	ADJ
futech-526	261	31	(	(	PUNCT
futech-526	261	32	homogeneity	homogeneity	NOUN
futech-526	261	33	of	of	ADP
futech-526	261	34	variance	variance	NOUN
futech-526	261	35	)	)	PUNCT
futech-526	261	36	.	.	PUNCT
futech-526	262	1	the	the	DET
futech-526	262	2	test	test	NOUN
futech-526	262	3	statistic	statistic	NOUN
futech-526	262	4	for	for	ADP
futech-526	262	5	anova	anova	PROPN
futech-526	262	6	is	be	AUX
futech-526	262	7	the	the	DET
futech-526	262	8	f‐value	f‐value	NOUN
futech-526	262	9	,	,	PUNCT
futech-526	262	10	calculated	calculate	VERB
futech-526	262	11	as	as	ADP
futech-526	262	12	the	the	DET
futech-526	262	13	ratio	ratio	NOUN
futech-526	262	14	of	of	ADP
futech-526	262	15	variance	variance	NOUN
futech-526	262	16	explained	explain	VERB
futech-526	262	17	by	by	ADP
futech-526	262	18	the	the	DET
futech-526	262	19	treatment	treatment	NOUN
futech-526	262	20	(	(	PUNCT
futech-526	262	21	between‐group	between‐group	NOUN
futech-526	262	22	variance	variance	NOUN
futech-526	262	23	)	)	PUNCT
futech-526	262	24	to	to	ADP
futech-526	262	25	the	the	DET
futech-526	262	26	variance	variance	NOUN
futech-526	262	27	due	due	ADP
futech-526	262	28	to	to	ADP
futech-526	262	29	random	random	ADJ
futech-526	262	30	chance	chance	NOUN
futech-526	262	31	(	(	PUNCT
futech-526	262	32	within‐	within‐	X
futech-526	262	33	group	group	NOUN
futech-526	262	34	variance	variance	NOUN
futech-526	262	35	)	)	PUNCT
futech-526	262	36	.	.	PUNCT
futech-526	263	1	a	a	DET
futech-526	263	2	significant	significant	ADJ
futech-526	263	3	f‐value	f‐value	PUNCT
futech-526	263	4	indicates	indicate	VERB
futech-526	263	5	that	that	SCONJ
futech-526	263	6	at	at	ADV
futech-526	263	7	least	least	ADV
futech-526	263	8	one	one	NUM
futech-526	263	9	group	group	NOUN
futech-526	263	10	mean	mean	NOUN
futech-526	263	11	differs	differ	VERB
futech-526	263	12	from	from	ADP
futech-526	263	13	the	the	DET
futech-526	263	14	others	other	NOUN
futech-526	263	15	,	,	PUNCT
futech-526	263	16	although	although	SCONJ
futech-526	263	17	it	it	PRON
futech-526	263	18	does	do	AUX
futech-526	263	19	not	not	PART
futech-526	263	20	specify	specify	VERB
futech-526	263	21	which	which	PRON
futech-526	263	22	means	mean	VERB
futech-526	263	23	are	be	AUX
futech-526	263	24	different	different	ADJ
futech-526	263	25	;	;	PUNCT
futech-526	263	26	post‐hoc	post‐hoc	NOUN
futech-526	263	27	tests	test	NOUN
futech-526	263	28	are	be	AUX
futech-526	263	29	required	require	VERB
futech-526	263	30	for	for	ADP
futech-526	263	31	that	that	DET
futech-526	263	32	purpose	purpose	NOUN
futech-526	263	33	.	.	PUNCT
futech-526	264	1	there	there	PRON
futech-526	264	2	are	be	VERB
futech-526	264	3	various	various	ADJ
futech-526	264	4	forms	form	NOUN
futech-526	264	5	of	of	ADP
futech-526	264	6	anova	anova	PROPN
futech-526	264	7	,	,	PUNCT
futech-526	264	8	including	include	VERB
futech-526	264	9	one‐way	one‐way	PROPN
futech-526	264	10	anova	anova	PROPN
futech-526	264	11	,	,	PUNCT
futech-526	264	12	which	which	PRON
futech-526	264	13	examines	examine	VERB
futech-526	264	14	a	a	DET
futech-526	264	15	single	single	ADJ
futech-526	264	16	independent	independent	ADJ
futech-526	264	17	variable	variable	NOUN
futech-526	264	18	with	with	ADP
futech-526	264	19	multiple	multiple	ADJ
futech-526	264	20	levels	level	NOUN
futech-526	264	21	,	,	PUNCT
futech-526	264	22	and	and	CCONJ
futech-526	264	23	two‐way	two‐way	NOUN
futech-526	264	24	anova	anova	PROPN
futech-526	264	25	,	,	PUNCT
futech-526	264	26	which	which	PRON
futech-526	264	27	assesses	assess	VERB
futech-526	264	28	the	the	DET
futech-526	264	29	impact	impact	NOUN
futech-526	264	30	of	of	ADP
futech-526	264	31	two	two	NUM
futech-526	264	32	independent	independent	ADJ
futech-526	264	33	variables	variable	NOUN
futech-526	264	34	and	and	CCONJ
futech-526	264	35	their	their	PRON
futech-526	264	36	interaction	interaction	NOUN
futech-526	264	37	on	on	ADP
futech-526	264	38	a	a	DET
futech-526	264	39	dependent	dependent	ADJ
futech-526	264	40	variable	variable	NOUN
futech-526	264	41	.	.	PUNCT
futech-526	265	1	this	this	DET
futech-526	265	2	flexibility	flexibility	NOUN
futech-526	265	3	makes	make	VERB
futech-526	265	4	anova	anova	PROPN
futech-526	265	5	a	a	DET
futech-526	265	6	powerful	powerful	ADJ
futech-526	265	7	tool	tool	NOUN
futech-526	265	8	for	for	ADP
futech-526	265	9	researchers	researcher	NOUN
futech-526	265	10	looking	look	VERB
futech-526	265	11	to	to	PART
futech-526	265	12	understand	understand	VERB
futech-526	265	13	complex	complex	ADJ
futech-526	265	14	relationships	relationship	NOUN
futech-526	265	15	in	in	ADP
futech-526	265	16	their	their	PRON
futech-526	265	17	data	datum	NOUN
futech-526	265	18	[	[	X
futech-526	265	19	57	57	NUM
futech-526	265	20	]	]	PUNCT
futech-526	265	21	.	.	PUNCT
futech-526	266	1	3.10	3.10	NUM
futech-526	266	2	tukey	tukey	NOUN
futech-526	266	3	’s	’s	PART
futech-526	266	4	q	q	PROPN
futech-526	266	5	method	method	NOUN
futech-526	266	6	the	the	DET
futech-526	266	7	tukey	tukey	NOUN
futech-526	266	8	’s	’s	PART
futech-526	266	9	q	q	PROPN
futech-526	266	10	method	method	NOUN
futech-526	266	11	,	,	PUNCT
futech-526	266	12	also	also	ADV
futech-526	266	13	known	know	VERB
futech-526	266	14	as	as	ADP
futech-526	266	15	the	the	DET
futech-526	266	16	tukey	tukey	PROPN
futech-526	266	17	hsd	hsd	NOUN
futech-526	266	18	(	(	PUNCT
futech-526	266	19	honestly	honestly	ADV
futech-526	266	20	significant	significant	ADJ
futech-526	266	21	difference	difference	NOUN
futech-526	266	22	)	)	PUNCT
futech-526	266	23	test	test	NOUN
futech-526	266	24	,	,	PUNCT
futech-526	266	25	is	be	AUX
futech-526	266	26	a	a	DET
futech-526	266	27	statistical	statistical	ADJ
futech-526	266	28	tool	tool	NOUN
futech-526	266	29	used	use	VERB
futech-526	266	30	to	to	PART
futech-526	266	31	compare	compare	VERB
futech-526	266	32	the	the	DET
futech-526	266	33	means	mean	NOUN
futech-526	266	34	of	of	ADP
futech-526	266	35	different	different	ADJ
futech-526	266	36	groups	group	NOUN
futech-526	266	37	after	after	ADP
futech-526	266	38	conducting	conduct	VERB
futech-526	266	39	a	a	DET
futech-526	266	40	one‐way	one‐way	NOUN
futech-526	266	41	anova	anova	PROPN
futech-526	266	42	.	.	PUNCT
futech-526	267	1	it	it	PRON
futech-526	267	2	helps	helps	AUX
futech-526	267	3	identify	identify	VERB
futech-526	267	4	specific	specific	ADJ
futech-526	267	5	group	group	NOUN
futech-526	267	6	differences	difference	NOUN
futech-526	267	7	when	when	SCONJ
futech-526	267	8	anova	anova	PROPN
futech-526	267	9	indicates	indicate	VERB
futech-526	267	10	significant	significant	ADJ
futech-526	267	11	variance	variance	NOUN
futech-526	267	12	among	among	ADP
futech-526	267	13	groups	group	NOUN
futech-526	267	14	but	but	CCONJ
futech-526	267	15	does	do	AUX
futech-526	267	16	not	not	PART
futech-526	267	17	specify	specify	VERB
futech-526	267	18	which	which	PRON
futech-526	267	19	groups	group	NOUN
futech-526	267	20	differ	differ	VERB
futech-526	267	21	.	.	PUNCT
futech-526	268	1	the	the	DET
futech-526	268	2	tukey	tukey	PROPN
futech-526	268	3	hsd	hsd	PROPN
futech-526	268	4	test	test	NOUN
futech-526	268	5	calculates	calculate	VERB
futech-526	268	6	a	a	DET
futech-526	268	7	statistic	statistic	NOUN
futech-526	268	8	known	know	VERB
futech-526	268	9	as	as	ADP
futech-526	268	10	‘	'	PUNCT
futech-526	268	11	q	q	NOUN
futech-526	268	12	’	'	PUNCT
futech-526	268	13	,	,	PUNCT
futech-526	268	14	which	which	PRON
futech-526	268	15	is	be	AUX
futech-526	268	16	then	then	ADV
futech-526	268	17	compared	compare	VERB
futech-526	268	18	to	to	ADP
futech-526	268	19	critical	critical	ADJ
futech-526	268	20	values	value	NOUN
futech-526	268	21	from	from	ADP
futech-526	268	22	the	the	DET
futech-526	268	23	studentized	studentized	ADJ
futech-526	268	24	range	range	NOUN
futech-526	268	25	distribution	distribution	NOUN
futech-526	268	26	.	.	PUNCT
futech-526	269	1	if	if	SCONJ
futech-526	269	2	the	the	PRON
futech-526	269	3	calculated	calculated	ADJ
futech-526	269	4	‘	'	PUNCT
futech-526	269	5	q	q	X
futech-526	269	6	’	'	PUNCT
futech-526	269	7	exceeds	exceed	VERB
futech-526	269	8	the	the	DET
futech-526	269	9	critical	critical	ADJ
futech-526	269	10	value	value	NOUN
futech-526	269	11	,	,	PUNCT
futech-526	269	12	it	it	PRON
futech-526	269	13	indicates	indicate	VERB
futech-526	269	14	a	a	DET
futech-526	269	15	significant	significant	ADJ
futech-526	269	16	difference	difference	NOUN
futech-526	269	17	between	between	ADP
futech-526	269	18	the	the	DET
futech-526	269	19	group	group	NOUN
futech-526	269	20	means	mean	VERB
futech-526	269	21	.	.	PUNCT
futech-526	270	1	this	this	DET
futech-526	270	2	method	method	NOUN
futech-526	270	3	is	be	AUX
futech-526	270	4	particularly	particularly	ADV
futech-526	270	5	useful	useful	ADJ
futech-526	270	6	because	because	SCONJ
futech-526	270	7	it	it	PRON
futech-526	270	8	controls	control	VERB
futech-526	270	9	the	the	DET
futech-526	270	10	experiment‐wise	experiment‐wise	NOUN
futech-526	270	11	error	error	NOUN
futech-526	270	12	rate	rate	NOUN
futech-526	270	13	,	,	PUNCT
futech-526	270	14	reducing	reduce	VERB
futech-526	270	15	the	the	DET
futech-526	270	16	likelihood	likelihood	NOUN
futech-526	270	17	of	of	ADP
futech-526	270	18	type	type	NOUN
futech-526	270	19	i	i	PRON
futech-526	270	20	errors	error	VERB
futech-526	270	21	that	that	PRON
futech-526	270	22	can	can	AUX
futech-526	270	23	occur	occur	VERB
futech-526	270	24	when	when	SCONJ
futech-526	270	25	conducting	conduct	VERB
futech-526	270	26	multiple	multiple	ADJ
futech-526	270	27	t‐tests	t‐test	NOUN
futech-526	270	28	.	.	PUNCT
futech-526	271	1	by	by	ADP
futech-526	271	2	focusing	focus	VERB
futech-526	271	3	on	on	ADP
futech-526	271	4	the	the	DET
futech-526	271	5	largest	large	ADJ
futech-526	271	6	pairwise	pairwise	NOUN
futech-526	271	7	differences	difference	NOUN
futech-526	271	8	in	in	ADP
futech-526	271	9	means	mean	NOUN
futech-526	271	10	,	,	PUNCT
futech-526	271	11	tukey	tukey	PROPN
futech-526	271	12	’s	’s	PART
futech-526	271	13	hsd	hsd	NOUN
futech-526	271	14	provides	provide	VERB
futech-526	271	15	a	a	DET
futech-526	271	16	conservative	conservative	ADJ
futech-526	271	17	approach	approach	NOUN
futech-526	271	18	to	to	ADP
futech-526	271	19	identifying	identify	VERB
futech-526	271	20	significant	significant	ADJ
futech-526	271	21	differences	difference	NOUN
futech-526	271	22	while	while	SCONJ
futech-526	271	23	maintaining	maintain	VERB
futech-526	271	24	statistical	statistical	ADJ
futech-526	271	25	rigor	rigor	NOUN
futech-526	271	26	.	.	PUNCT
futech-526	272	1	researchers	researcher	NOUN
futech-526	272	2	often	often	ADV
futech-526	272	3	rely	rely	VERB
futech-526	272	4	on	on	ADP
futech-526	272	5	statistical	statistical	ADJ
futech-526	272	6	software	software	NOUN
futech-526	272	7	to	to	PART
futech-526	272	8	perform	perform	VERB
futech-526	272	9	these	these	DET
futech-526	272	10	calculations	calculation	NOUN
futech-526	272	11	due	due	ADP
futech-526	272	12	to	to	ADP
futech-526	272	13	their	their	PRON
futech-526	272	14	complexity	complexity	NOUN
futech-526	272	15	,	,	PUNCT
futech-526	272	16	but	but	CCONJ
futech-526	272	17	understanding	understand	VERB
futech-526	272	18	the	the	DET
futech-526	272	19	underlying	underlie	VERB
futech-526	272	20	steps	step	NOUN
futech-526	272	21	,	,	PUNCT
futech-526	272	22	such	such	ADJ
futech-526	272	23	as	as	ADP
futech-526	272	24	calculating	calculate	VERB
futech-526	272	25	overall	overall	NOUN
futech-526	272	26	and	and	CCONJ
futech-526	272	27	group	group	NOUN
futech-526	272	28	means	mean	NOUN
futech-526	272	29	,	,	PUNCT
futech-526	272	30	sum	sum	NOUN
futech-526	272	31	of	of	ADP
futech-526	272	32	squares	square	NOUN
futech-526	272	33	,	,	PUNCT
futech-526	272	34	and	and	CCONJ
futech-526	272	35	mean	mean	ADJ
futech-526	272	36	squares	square	NOUN
futech-526	272	37	,	,	PUNCT
futech-526	272	38	is	be	AUX
futech-526	272	39	crucial	crucial	ADJ
futech-526	272	40	for	for	ADP
futech-526	272	41	interpreting	interpret	VERB
futech-526	272	42	results	result	NOUN
futech-526	272	43	accurately	accurately	ADV
futech-526	272	44	.	.	PUNCT
futech-526	273	1	overall	overall	ADJ
futech-526	273	2	,	,	PUNCT
futech-526	273	3	tukey	tukey	PROPN
futech-526	273	4	’s	’s	PART
futech-526	273	5	q	q	PROPN
futech-526	273	6	method	method	NOUN
futech-526	273	7	serves	serve	VERB
futech-526	273	8	as	as	ADP
futech-526	273	9	an	an	DET
futech-526	273	10	effective	effective	ADJ
futech-526	273	11	post‐hoc	post‐hoc	NOUN
futech-526	273	12	analysis	analysis	NOUN
futech-526	273	13	tool	tool	NOUN
futech-526	273	14	in	in	ADP
futech-526	273	15	research	research	NOUN
futech-526	273	16	studies	study	NOUN
futech-526	273	17	where	where	SCONJ
futech-526	273	18	multiple	multiple	ADJ
futech-526	273	19	group	group	NOUN
futech-526	273	20	comparisons	comparison	NOUN
futech-526	273	21	are	be	AUX
futech-526	273	22	necessary	necessary	ADJ
futech-526	273	23	[	[	X
futech-526	273	24	58	58	NUM
futech-526	273	25	]	]	PUNCT
futech-526	273	26	.	.	PUNCT
futech-526	274	1	3.11	3.11	NUM
futech-526	274	2	t‐test	t‐test	PUNCT
futech-526	274	3	the	the	DET
futech-526	274	4	t‐test	t‐test	PUNCT
futech-526	274	5	is	be	AUX
futech-526	274	6	a	a	DET
futech-526	274	7	statistical	statistical	ADJ
futech-526	274	8	hypothesis	hypothesis	NOUN
futech-526	274	9	test	test	NOUN
futech-526	274	10	used	use	VERB
futech-526	274	11	to	to	PART
futech-526	274	12	determine	determine	VERB
futech-526	274	13	whether	whether	SCONJ
futech-526	274	14	there	there	PRON
futech-526	274	15	is	be	VERB
futech-526	274	16	a	a	DET
futech-526	274	17	significant	significant	ADJ
futech-526	274	18	difference	difference	NOUN
futech-526	274	19	between	between	ADP
futech-526	274	20	the	the	DET
futech-526	274	21	means	mean	NOUN
futech-526	274	22	of	of	ADP
futech-526	274	23	two	two	NUM
futech-526	274	24	groups	group	NOUN
futech-526	274	25	or	or	CCONJ
futech-526	274	26	between	between	ADP
futech-526	274	27	a	a	DET
futech-526	274	28	sample	sample	NOUN
futech-526	274	29	mean	mean	NOUN
futech-526	274	30	and	and	CCONJ
futech-526	274	31	a	a	DET
futech-526	274	32	known	know	VERB
futech-526	274	33	population	population	NOUN
futech-526	274	34	mean	mean	VERB
futech-526	274	35	.	.	PUNCT
futech-526	275	1	it	it	PRON
futech-526	275	2	is	be	AUX
futech-526	275	3	particularly	particularly	ADV
futech-526	275	4	useful	useful	ADJ
futech-526	275	5	when	when	SCONJ
futech-526	275	6	dealing	deal	VERB
futech-526	275	7	with	with	ADP
futech-526	275	8	small	small	ADJ
futech-526	275	9	sample	sample	NOUN
futech-526	275	10	sizes	size	NOUN
futech-526	275	11	(	(	PUNCT
futech-526	275	12	typically	typically	ADV
futech-526	275	13	n	n	CCONJ
futech-526	275	14	≤	≤	NUM
futech-526	275	15	30	30	NUM
futech-526	275	16	)	)	PUNCT
futech-526	275	17	and	and	CCONJ
futech-526	275	18	when	when	SCONJ
futech-526	275	19	the	the	DET
futech-526	275	20	population	population	NOUN
futech-526	275	21	standard	standard	ADJ
futech-526	275	22	deviation	deviation	NOUN
futech-526	275	23	is	be	AUX
futech-526	275	24	unknown	unknown	ADJ
futech-526	275	25	.	.	PUNCT
futech-526	276	1	there	there	PRON
futech-526	276	2	are	be	VERB
futech-526	276	3	three	three	NUM
futech-526	276	4	main	main	ADJ
futech-526	276	5	types	type	NOUN
futech-526	276	6	of	of	ADP
futech-526	276	7	t‐tests	t‐test	NOUN
futech-526	276	8	:	:	PUNCT
futech-526	276	9	the	the	DET
futech-526	276	10	one‐sample	one‐sample	NOUN
futech-526	276	11	t‐test	t‐test	PUNCT
futech-526	276	12	,	,	PUNCT
futech-526	276	13	which	which	PRON
futech-526	276	14	compares	compare	VERB
futech-526	276	15	a	a	DET
futech-526	276	16	sample	sample	NOUN
futech-526	276	17	mean	mean	VERB
futech-526	276	18	to	to	ADP
futech-526	276	19	a	a	DET
futech-526	276	20	known	know	VERB
futech-526	276	21	value	value	NOUN
futech-526	276	22	;	;	PUNCT
futech-526	276	23	the	the	DET
futech-526	276	24	independent	independent	ADJ
futech-526	276	25	t‐test	t‐test	ADV
futech-526	276	26	,	,	PUNCT
futech-526	276	27	which	which	PRON
futech-526	276	28	assesses	assess	VERB
futech-526	276	29	the	the	DET
futech-526	276	30	means	mean	NOUN
futech-526	276	31	of	of	ADP
futech-526	276	32	two	two	NUM
futech-526	276	33	independent	independent	ADJ
futech-526	276	34	groups	group	NOUN
futech-526	276	35	;	;	PUNCT
futech-526	276	36	and	and	CCONJ
futech-526	276	37	the	the	DET
futech-526	276	38	paired	pair	VERB
futech-526	276	39	t‐test	t‐test	PUNCT
futech-526	276	40	,	,	PUNCT
futech-526	276	41	which	which	PRON
futech-526	276	42	evaluates	evaluate	VERB
futech-526	276	43	means	mean	VERB
futech-526	276	44	from	from	ADP
futech-526	276	45	the	the	DET
futech-526	276	46	same	same	ADJ
futech-526	276	47	group	group	NOUN
futech-526	276	48	at	at	ADP
futech-526	276	49	different	different	ADJ
futech-526	276	50	times	time	NOUN
futech-526	276	51	or	or	CCONJ
futech-526	276	52	under	under	ADP
futech-526	276	53	different	different	ADJ
futech-526	276	54	conditions	condition	NOUN
futech-526	276	55	.	.	PUNCT
futech-526	277	1	the	the	DET
futech-526	277	2	t‐test	t‐test	PUNCT
futech-526	277	3	calculates	calculate	VERB
futech-526	277	4	a	a	PRON
futech-526	277	5	t‐value	t‐value	PUNCT
futech-526	277	6	based	base	VERB
futech-526	277	7	on	on	ADP
futech-526	277	8	the	the	DET
futech-526	277	9	difference	difference	NOUN
futech-526	277	10	between	between	ADP
futech-526	277	11	group	group	NOUN
futech-526	277	12	means	mean	VERB
futech-526	277	13	and	and	CCONJ
futech-526	277	14	their	their	PRON
futech-526	277	15	variability	variability	NOUN
futech-526	277	16	,	,	PUNCT
futech-526	277	17	which	which	PRON
futech-526	277	18	is	be	AUX
futech-526	277	19	then	then	ADV
futech-526	277	20	compared	compare	VERB
futech-526	277	21	to	to	ADP
futech-526	277	22	critical	critical	ADJ
futech-526	277	23	values	value	NOUN
futech-526	277	24	from	from	ADP
futech-526	277	25	the	the	DET
futech-526	277	26	t‐distribution	t‐distribution	NOUN
futech-526	277	27	to	to	PART
futech-526	277	28	assess	assess	VERB
futech-526	277	29	statistical	statistical	ADJ
futech-526	277	30	significance	significance	NOUN
futech-526	277	31	.	.	PUNCT
futech-526	278	1	this	this	DET
futech-526	278	2	method	method	NOUN
futech-526	278	3	helps	help	VERB
futech-526	278	4	researchers	researcher	NOUN
futech-526	278	5	understand	understand	VERB
futech-526	278	6	whether	whether	SCONJ
futech-526	278	7	observed	observe	VERB
futech-526	278	8	differences	difference	NOUN
futech-526	278	9	are	be	AUX
futech-526	278	10	likely	likely	ADJ
futech-526	278	11	due	due	ADJ
futech-526	278	12	to	to	PART
futech-526	278	13	chance	chance	VERB
futech-526	278	14	or	or	CCONJ
futech-526	278	15	reflect	reflect	VERB
futech-526	278	16	true	true	ADJ
futech-526	278	17	differences	difference	NOUN
futech-526	278	18	in	in	ADP
futech-526	278	19	the	the	DET
futech-526	278	20	populations	population	NOUN
futech-526	278	21	being	be	AUX
futech-526	278	22	studied	study	VERB
futech-526	278	23	[	[	PUNCT
futech-526	278	24	59	59	NUM
futech-526	278	25	]	]	PUNCT
futech-526	278	26	.	.	PUNCT
futech-526	279	1	4	4	X
futech-526	279	2	.	.	X
futech-526	279	3	harnessing	harness	VERB
futech-526	279	4	technology	technology	NOUN
futech-526	279	5	in	in	ADP
futech-526	279	6	glycemic	glycemic	ADJ
futech-526	279	7	index	index	NOUN
futech-526	279	8	research	research	NOUN
futech-526	279	9	:	:	PUNCT
futech-526	279	10	innovations	innovation	NOUN
futech-526	279	11	and	and	CCONJ
futech-526	279	12	insights	insight	NOUN
futech-526	279	13	here	here	ADV
futech-526	279	14	,	,	PUNCT
futech-526	279	15	we	we	PRON
futech-526	279	16	focus	focus	VERB
futech-526	279	17	on	on	ADP
futech-526	279	18	the	the	DET
futech-526	279	19	main	main	ADJ
futech-526	279	20	objective	objective	NOUN
futech-526	279	21	of	of	ADP
futech-526	279	22	this	this	DET
futech-526	279	23	study	study	NOUN
futech-526	279	24	:	:	PUNCT
futech-526	279	25	to	to	PART
futech-526	279	26	enlighten	enlighten	VERB
futech-526	279	27	the	the	DET
futech-526	279	28	reader	reader	NOUN
futech-526	279	29	on	on	ADP
futech-526	279	30	how	how	SCONJ
futech-526	279	31	technology	technology	NOUN
futech-526	279	32	can	can	AUX
futech-526	279	33	be	be	AUX
futech-526	279	34	effectively	effectively	ADV
futech-526	279	35	utilized	utilize	VERB
futech-526	279	36	to	to	PART
futech-526	279	37	tackle	tackle	VERB
futech-526	279	38	various	various	ADJ
futech-526	279	39	challenges	challenge	NOUN
futech-526	279	40	associated	associate	VERB
futech-526	279	41	with	with	ADP
futech-526	279	42	the	the	DET
futech-526	279	43	glycemic	glycemic	ADJ
futech-526	279	44	index	index	NOUN
futech-526	279	45	.	.	PUNCT
futech-526	280	1	for	for	ADP
futech-526	280	2	convenience	convenience	NOUN
futech-526	280	3	,	,	PUNCT
futech-526	280	4	we	we	PRON
futech-526	280	5	focus	focus	VERB
futech-526	280	6	on	on	ADP
futech-526	280	7	specific	specific	ADJ
futech-526	280	8	technological	technological	ADJ
futech-526	280	9	aspects	aspect	NOUN
futech-526	280	10	one	one	NUM
futech-526	280	11	at	at	ADP
futech-526	280	12	a	a	DET
futech-526	280	13	time	time	NOUN
futech-526	280	14	and	and	CCONJ
futech-526	280	15	discuss	discuss	VERB
futech-526	280	16	studies	study	NOUN
futech-526	280	17	that	that	PRON
futech-526	280	18	have	have	AUX
futech-526	280	19	utilized	utilize	VERB
futech-526	280	20	them	they	PRON
futech-526	280	21	,	,	PUNCT
futech-526	280	22	either	either	CCONJ
futech-526	280	23	fully	fully	ADV
futech-526	280	24	or	or	CCONJ
futech-526	280	25	partially	partially	ADV
futech-526	280	26	,	,	PUNCT
futech-526	280	27	to	to	PART
futech-526	280	28	address	address	VERB
futech-526	280	29	challenges	challenge	NOUN
futech-526	280	30	related	relate	VERB
futech-526	280	31	to	to	ADP
futech-526	280	32	the	the	DET
futech-526	280	33	glycemic	glycemic	ADJ
futech-526	280	34	index	index	NOUN
futech-526	280	35	,	,	PUNCT
futech-526	280	36	as	as	SCONJ
futech-526	280	37	illustrated	illustrate	VERB
futech-526	280	38	in	in	ADP
futech-526	280	39	figure	figure	NOUN
futech-526	280	40	5	5	NUM
futech-526	280	41	,	,	PUNCT
futech-526	280	42	which	which	PRON
futech-526	280	43	presents	present	VERB
futech-526	280	44	a	a	DET
futech-526	280	45	timeline	timeline	NOUN
futech-526	280	46	of	of	ADP
futech-526	280	47	research	research	NOUN
futech-526	280	48	where	where	SCONJ
futech-526	280	49	gi	gi	PROPN
futech-526	280	50	has	have	AUX
futech-526	280	51	been	be	AUX
futech-526	280	52	used	use	VERB
futech-526	280	53	with	with	ADP
futech-526	280	54	different	different	ADJ
futech-526	280	55	ai	ai	NOUN
futech-526	280	56	-	-	PUNCT
futech-526	280	57	based	base	VERB
futech-526	280	58	technologies	technology	NOUN
futech-526	280	59	.	.	PUNCT
futech-526	281	1	4.1	4.1	NUM
futech-526	281	2	role	role	NOUN
futech-526	281	3	of	of	ADP
futech-526	281	4	machine	machine	NOUN
futech-526	281	5	learning	learn	VERB
futech-526	281	6	in	in	ADP
futech-526	281	7	research	research	NOUN
futech-526	281	8	related	relate	VERB
futech-526	281	9	to	to	ADP
futech-526	281	10	the	the	DET
futech-526	281	11	glycemic	glycemic	ADJ
futech-526	281	12	index	index	NOUN
futech-526	281	13	machine	machine	NOUN
futech-526	281	14	learning	learning	NOUN
futech-526	281	15	is	be	AUX
futech-526	281	16	a	a	DET
futech-526	281	17	branch	branch	NOUN
futech-526	281	18	of	of	ADP
futech-526	281	19	ai	ai	NOUN
futech-526	281	20	and	and	CCONJ
futech-526	281	21	computer	computer	NOUN
futech-526	281	22	science	science	NOUN
futech-526	281	23	that	that	PRON
futech-526	281	24	focuses	focus	VERB
futech-526	281	25	on	on	ADP
futech-526	281	26	using	use	VERB
futech-526	281	27	data	datum	NOUN
futech-526	281	28	and	and	CCONJ
futech-526	281	29	algorithms	algorithm	NOUN
futech-526	281	30	to	to	PART
futech-526	281	31	enable	enable	VERB
futech-526	281	32	ai	ai	VERB
futech-526	281	33	to	to	PART
futech-526	281	34	imitate	imitate	VERB
futech-526	281	35	the	the	DET
futech-526	281	36	way	way	NOUN
futech-526	281	37	that	that	PRON
futech-526	281	38	humans	human	NOUN
futech-526	281	39	learn	learn	VERB
futech-526	281	40	,	,	PUNCT
futech-526	281	41	progressively	progressively	ADV
futech-526	281	42	improving	improve	VERB
futech-526	281	43	its	its	PRON
futech-526	281	44	accuracy	accuracy	NOUN
futech-526	281	45	.	.	PUNCT
futech-526	282	1	overall	overall	ADV
futech-526	282	2	,	,	PUNCT
futech-526	282	3	ml	ml	AUX
futech-526	282	4	is	be	AUX
futech-526	282	5	used	use	VERB
futech-526	282	6	to	to	PART
futech-526	282	7	make	make	VERB
futech-526	282	8	decisions	decision	NOUN
futech-526	282	9	based	base	VERB
futech-526	282	10	on	on	ADP
futech-526	282	11	data	datum	NOUN
futech-526	282	12	.	.	PUNCT
futech-526	283	1	by	by	ADP
futech-526	283	2	modeling	model	VERB
futech-526	283	3	the	the	DET
futech-526	283	4	algorithms	algorithm	NOUN
futech-526	283	5	on	on	ADP
futech-526	283	6	the	the	DET
futech-526	283	7	basis	basis	NOUN
futech-526	283	8	of	of	ADP
futech-526	283	9	historical	historical	ADJ
futech-526	283	10	data	datum	NOUN
futech-526	283	11	,	,	PUNCT
futech-526	283	12	they	they	PRON
futech-526	283	13	find	find	VERB
futech-526	283	14	the	the	DET
futech-526	283	15	patterns	pattern	NOUN
futech-526	283	16	and	and	CCONJ
futech-526	283	17	relationships	relationship	NOUN
futech-526	283	18	that	that	PRON
futech-526	283	19	are	be	AUX
futech-526	283	20	hard	hard	ADJ
futech-526	283	21	for	for	SCONJ
futech-526	283	22	humans	human	NOUN
futech-526	283	23	to	to	PART
futech-526	283	24	detect	detect	VERB
futech-526	283	25	.	.	PUNCT
futech-526	284	1	these	these	DET
futech-526	284	2	patterns	pattern	NOUN
futech-526	284	3	are	be	AUX
futech-526	284	4	now	now	ADV
futech-526	284	5	further	far	ADV
futech-526	284	6	used	use	VERB
futech-526	284	7	for	for	ADP
futech-526	284	8	future	future	ADJ
futech-526	284	9	reference	reference	NOUN
futech-526	284	10	to	to	PART
futech-526	284	11	predict	predict	VERB
futech-526	284	12	solutions	solution	NOUN
futech-526	284	13	to	to	ADP
futech-526	284	14	unseen	unseen	ADJ
futech-526	284	15	problems	problem	NOUN
futech-526	284	16	in	in	ADP
futech-526	284	17	different	different	ADJ
futech-526	284	18	domains	domain	NOUN
futech-526	284	19	.	.	PUNCT
futech-526	285	1	biology	biology	NOUN
futech-526	285	2	and	and	CCONJ
futech-526	285	3	food	food	NOUN
futech-526	285	4	technology	technology	NOUN
futech-526	285	5	are	be	AUX
futech-526	285	6	some	some	PRON
futech-526	285	7	of	of	ADP
futech-526	285	8	the	the	DET
futech-526	285	9	key	key	ADJ
futech-526	285	10	domains	domain	NOUN
futech-526	285	11	that	that	PRON
futech-526	285	12	have	have	AUX
futech-526	285	13	used	use	VERB
futech-526	285	14	ml	ml	NOUN
futech-526	285	15	.	.	PUNCT
futech-526	286	1	numerous	numerous	ADJ
futech-526	286	2	studies	study	NOUN
futech-526	286	3	have	have	AUX
futech-526	286	4	focused	focus	VERB
futech-526	286	5	on	on	ADP
futech-526	286	6	the	the	DET
futech-526	286	7	gi	gi	NOUN
futech-526	286	8	,	,	PUNCT
futech-526	286	9	exploring	explore	VERB
futech-526	286	10	ml	ml	ADP
futech-526	286	11	techniques	technique	NOUN
futech-526	286	12	to	to	PART
futech-526	286	13	achieve	achieve	VERB
futech-526	286	14	diverse	diverse	ADJ
futech-526	286	15	objectives	objective	NOUN
futech-526	286	16	.	.	PUNCT
futech-526	287	1	given	give	VERB
futech-526	287	2	the	the	DET
futech-526	287	3	increasing	increase	VERB
futech-526	287	4	prominence	prominence	NOUN
futech-526	287	5	of	of	ADP
futech-526	287	6	ml	ml	NOUN
futech-526	287	7	in	in	ADP
futech-526	287	8	gi‐	gi‐	PROPN
futech-526	287	9	related	relate	VERB
futech-526	287	10	research	research	NOUN
futech-526	287	11	over	over	ADP
futech-526	287	12	the	the	DET
futech-526	287	13	years	year	NOUN
futech-526	287	14	(	(	PUNCT
futech-526	287	15	figure	figure	NOUN
futech-526	287	16	6	6	NUM
futech-526	287	17	)	)	PUNCT
futech-526	287	18	,	,	PUNCT
futech-526	287	19	it	it	PRON
futech-526	287	20	is	be	AUX
futech-526	287	21	worth	worth	ADJ
futech-526	287	22	highlighting	highlight	VERB
futech-526	287	23	this	this	DET
futech-526	287	24	category	category	NOUN
futech-526	287	25	as	as	ADP
futech-526	287	26	a	a	DET
futech-526	287	27	central	central	ADJ
futech-526	287	28	focus	focus	NOUN
futech-526	287	29	of	of	ADP
futech-526	287	30	the	the	DET
futech-526	287	31	discussion	discussion	NOUN
futech-526	287	32	.	.	PUNCT
futech-526	288	1	the	the	DET
futech-526	288	2	earliest	early	ADJ
futech-526	288	3	record	record	NOUN
futech-526	288	4	in	in	ADP
futech-526	288	5	our	our	PRON
futech-526	288	6	repository	repository	NOUN
futech-526	288	7	originates	originate	NOUN
futech-526	288	8	from	from	ADP
futech-526	288	9	2017	2017	NUM
futech-526	288	10	:	:	PUNCT
futech-526	288	11	glycaemic	glycaemic	ADJ
futech-526	288	12	index	index	NOUN
futech-526	288	13	prediction	prediction	NOUN
futech-526	288	14	:	:	PUNCT
futech-526	288	15	a	a	DET
futech-526	288	16	pilot	pilot	NOUN
futech-526	288	17	study	study	NOUN
futech-526	288	18	of	of	ADP
futech-526	288	19	data	datum	NOUN
futech-526	288	20	linkage	linkage	NOUN
futech-526	288	21	challenges	challenge	NOUN
futech-526	288	22	and	and	CCONJ
futech-526	288	23	the	the	DET
futech-526	288	24	application	application	NOUN
futech-526	288	25	of	of	ADP
futech-526	288	26	machine	machine	NOUN
futech-526	288	27	learning	learn	VERB
futech-526	288	28	[	[	X
futech-526	288	29	63	63	NUM
futech-526	288	30	]	]	PUNCT
futech-526	288	31	.	.	PUNCT
futech-526	289	1	they	they	PRON
futech-526	289	2	present	present	VERB
futech-526	289	3	a	a	DET
futech-526	289	4	ml‐based	ml‐based	ADJ
futech-526	289	5	model	model	NOUN
futech-526	289	6	that	that	PRON
futech-526	289	7	predicts	predict	VERB
futech-526	289	8	the	the	DET
futech-526	289	9	gi	gi	NOUN
futech-526	289	10	of	of	ADP
futech-526	289	11	foods	food	NOUN
futech-526	289	12	based	base	VERB
futech-526	289	13	on	on	ADP
futech-526	289	14	the	the	DET
futech-526	289	15	biochemical	biochemical	ADJ
futech-526	289	16	properties	property	NOUN
futech-526	289	17	.	.	PUNCT
futech-526	290	1	they	they	PRON
futech-526	290	2	employed	employ	VERB
futech-526	290	3	a	a	DET
futech-526	290	4	multiple	multiple	ADJ
futech-526	290	5	regression	regression	NOUN
futech-526	290	6	model	model	NOUN
futech-526	290	7	,	,	PUNCT
futech-526	290	8	which	which	PRON
futech-526	290	9	bases	base	VERB
futech-526	290	10	its	its	PRON
futech-526	290	11	prediction	prediction	NOUN
futech-526	290	12	on	on	ADP
futech-526	290	13	a	a	DET
futech-526	290	14	weighted	weight	VERB
futech-526	290	15	linear	linear	ADJ
futech-526	290	16	combination	combination	NOUN
futech-526	290	17	of	of	ADP
futech-526	290	18	the	the	DET
futech-526	290	19	independent	independent	ADJ
futech-526	290	20	input	input	NOUN
futech-526	290	21	variables	variable	NOUN
futech-526	290	22	.	.	PUNCT
futech-526	291	1	these	these	DET
futech-526	291	2	variables	variable	NOUN
futech-526	291	3	include	include	VERB
futech-526	291	4	:	:	PUNCT
futech-526	291	5	(	(	PUNCT
futech-526	291	6	1	1	X
futech-526	291	7	)	)	PUNCT
futech-526	291	8	water	water	NOUN
futech-526	291	9	(	(	PUNCT
futech-526	291	10	%	%	NOUN
futech-526	291	11	of	of	ADP
futech-526	291	12	mass	mass	NOUN
futech-526	291	13	)	)	PUNCT
futech-526	291	14	,	,	PUNCT
futech-526	291	15	(	(	PUNCT
futech-526	291	16	2	2	X
futech-526	291	17	)	)	PUNCT
futech-526	291	18	nh	nh	PROPN
futech-526	291	19	.	.	PROPN
futech-526	291	20	wanigasingha	wanigasingha	NOUN
futech-526	292	1	et	et	PROPN
futech-526	292	2	al	al	PROPN
futech-526	292	3	.	.	PROPN
futech-526	292	4	/future	/future	PUNCT
futech-526	292	5	technology	technology	PROPN
futech-526	292	6	february	february	PROPN
futech-526	292	7	2026|	2026|	NUM
futech-526	292	8	volume	volume	NOUN
futech-526	292	9	05	05	NUM
futech-526	293	1	|	|	ADV
futech-526	293	2	issue	issue	NOUN
futech-526	293	3	01	01	NUM
futech-526	294	1	|	|	NOUN
futech-526	294	2	pages	page	VERB
futech-526	294	3	93	93	NUM
futech-526	294	4	-	-	SYM
futech-526	294	5	126	126	NUM
futech-526	294	6	100	100	NUM
futech-526	294	7	energy	energy	NOUN
futech-526	294	8	(	(	PUNCT
futech-526	294	9	kj	kj	NOUN
futech-526	294	10	per	per	ADP
futech-526	294	11	100	100	NUM
futech-526	294	12	g	g	NOUN
futech-526	294	13	)	)	PUNCT
futech-526	294	14	,	,	PUNCT
futech-526	294	15	(	(	PUNCT
futech-526	294	16	3	3	X
futech-526	294	17	)	)	PUNCT
futech-526	294	18	protein	protein	NOUN
futech-526	294	19	(	(	PUNCT
futech-526	294	20	%	%	NOUN
futech-526	294	21	of	of	ADP
futech-526	294	22	mass	mass	NOUN
futech-526	294	23	)	)	PUNCT
futech-526	294	24	,	,	PUNCT
futech-526	294	25	(	(	PUNCT
futech-526	294	26	4	4	X
futech-526	294	27	)	)	PUNCT
futech-526	294	28	total	total	ADJ
futech-526	294	29	carbohydrates	carbohydrate	NOUN
futech-526	294	30	(	(	PUNCT
futech-526	294	31	%	%	NOUN
futech-526	294	32	of	of	ADP
futech-526	294	33	mass	mass	NOUN
futech-526	294	34	)	)	PUNCT
futech-526	294	35	,	,	PUNCT
futech-526	294	36	(	(	PUNCT
futech-526	294	37	5	5	X
futech-526	294	38	)	)	PUNCT
futech-526	294	39	sugars	sugar	NOUN
futech-526	294	40	(	(	PUNCT
futech-526	294	41	%	%	NOUN
futech-526	294	42	of	of	ADP
futech-526	294	43	mass	mass	NOUN
futech-526	294	44	)	)	PUNCT
futech-526	294	45	,	,	PUNCT
futech-526	294	46	(	(	PUNCT
futech-526	294	47	6	6	X
futech-526	294	48	)	)	PUNCT
futech-526	294	49	fiber	fiber	NOUN
futech-526	294	50	(	(	PUNCT
futech-526	294	51	%	%	NOUN
futech-526	294	52	of	of	ADP
futech-526	294	53	mass	mass	NOUN
futech-526	294	54	)	)	PUNCT
futech-526	294	55	,	,	PUNCT
futech-526	294	56	and	and	CCONJ
futech-526	294	57	(	(	PUNCT
futech-526	294	58	7	7	X
futech-526	294	59	)	)	PUNCT
futech-526	294	60	lipids	lipid	NOUN
futech-526	294	61	(	(	PUNCT
futech-526	294	62	%	%	NOUN
futech-526	294	63	of	of	ADP
futech-526	294	64	mass	mass	NOUN
futech-526	294	65	)	)	PUNCT
futech-526	294	66	.	.	PUNCT
futech-526	295	1	they	they	PRON
futech-526	295	2	used	use	VERB
futech-526	295	3	gi	gi	NOUN
futech-526	295	4	as	as	ADP
futech-526	295	5	a	a	DET
futech-526	295	6	target	target	NOUN
futech-526	295	7	variable	variable	NOUN
futech-526	295	8	.	.	PUNCT
futech-526	296	1	in	in	ADP
futech-526	296	2	addition	addition	NOUN
futech-526	296	3	,	,	PUNCT
futech-526	296	4	the	the	DET
futech-526	296	5	standard	standard	ADJ
futech-526	296	6	five‐fold	five‐fold	NOUN
futech-526	296	7	crossvalidation	crossvalidation	NOUN
futech-526	296	8	methodology	methodology	NOUN
futech-526	296	9	has	have	AUX
futech-526	296	10	been	be	AUX
futech-526	296	11	used	use	VERB
futech-526	296	12	for	for	ADP
futech-526	296	13	training	training	NOUN
futech-526	296	14	and	and	CCONJ
futech-526	296	15	testing	testing	NOUN
futech-526	296	16	.	.	PUNCT
futech-526	297	1	furthermore	furthermore	ADV
futech-526	297	2	,	,	PUNCT
futech-526	297	3	they	they	PRON
futech-526	297	4	highlighted	highlight	VERB
futech-526	297	5	the	the	DET
futech-526	297	6	need	need	NOUN
futech-526	297	7	for	for	ADP
futech-526	297	8	the	the	DET
futech-526	297	9	adoption	adoption	NOUN
futech-526	297	10	of	of	ADP
futech-526	297	11	a	a	DET
futech-526	297	12	common	common	ADJ
futech-526	297	13	standard	standard	NOUN
futech-526	297	14	for	for	ADP
futech-526	297	15	recording	record	VERB
futech-526	297	16	different	different	ADJ
futech-526	297	17	types	type	NOUN
futech-526	297	18	of	of	ADP
futech-526	297	19	information	information	NOUN
futech-526	297	20	on	on	ADP
futech-526	297	21	foods	food	NOUN
futech-526	297	22	so	so	SCONJ
futech-526	297	23	that	that	SCONJ
futech-526	297	24	this	this	DET
futech-526	297	25	information	information	NOUN
futech-526	297	26	can	can	AUX
futech-526	297	27	be	be	AUX
futech-526	297	28	cross‐	cross‐	NOUN
futech-526	297	29	linked	link	VERB
futech-526	297	30	automatically	automatically	ADV
futech-526	297	31	and	and	CCONJ
futech-526	297	32	without	without	ADP
futech-526	297	33	ambiguity	ambiguity	NOUN
futech-526	297	34	.	.	PUNCT
futech-526	298	1	2024	2024	NUM
futech-526	298	2	‐	‐	NOUN
futech-526	298	3	2015	2015	NUM
futech-526	299	1	[	[	X
futech-526	299	2	11],[17],[18	11],[17],[18	NUM
futech-526	299	3	]	]	PUNCT
futech-526	299	4	,	,	PUNCT
futech-526	299	5	[	[	X
futech-526	299	6	19],[21],[22],[23	19],[21],[22],[23	NUM
futech-526	299	7	]	]	X
futech-526	299	8	,	,	PUNCT
futech-526	299	9	[	[	X
futech-526	299	10	24],[25],[26	24],[25],[26	NOUN
futech-526	299	11	]	]	PUNCT
futech-526	299	12	,	,	PUNCT
futech-526	299	13	[	[	X
futech-526	299	14	27	27	NUM
futech-526	299	15	]	]	PUNCT
futech-526	299	16	,	,	PUNCT
futech-526	299	17	[	[	X
futech-526	299	18	28	28	NUM
futech-526	299	19	]	]	PUNCT
futech-526	299	20	,	,	PUNCT
futech-526	300	1	[	[	X
futech-526	300	2	29],[30	29],[30	PROPN
futech-526	300	3	]	]	X
futech-526	300	4	,	,	PUNCT
futech-526	300	5	[	[	X
futech-526	300	6	31],[32],[33],[34],[35],[36],[37	31],[32],[33],[34],[35],[36],[37	NUM
futech-526	300	7	]	]	PUNCT
futech-526	300	8	,	,	PUNCT
futech-526	300	9	[	[	X
futech-526	300	10	38],[39],[40],[41],[60],[61],[62	38],[39],[40],[41],[60],[61],[62	NUM
futech-526	300	11	]	]	PUNCT
futech-526	300	12	,	,	PUNCT
futech-526	301	1	[	[	X
futech-526	301	2	63],[64],[65],[66	63],[64],[65],[66	NOUN
futech-526	301	3	]	]	X
futech-526	301	4	,	,	PUNCT
futech-526	301	5	[	[	X
futech-526	301	6	67],[68],[69	67],[68],[69	NOUN
futech-526	301	7	]	]	PUNCT
futech-526	301	8	,	,	PUNCT
futech-526	301	9	[	[	X
futech-526	301	10	70],[71],[72],[73],[74],[75],[76	70],[71],[72],[73],[74],[75],[76	NUM
futech-526	301	11	]	]	PUNCT
futech-526	301	12	,	,	PUNCT
futech-526	301	13	[	[	X
futech-526	301	14	77],[78	77],[78	NOUN
futech-526	301	15	]	]	PUNCT
futech-526	301	16	,	,	PUNCT
futech-526	301	17	[	[	X
futech-526	301	18	79],[80],[81],[82],[83	79],[80],[81],[82],[83	X
futech-526	301	19	]	]	X
futech-526	302	1	[	[	X
futech-526	302	2	84],[85],[86],[87],[88],[89],[90	84],[85],[86],[87],[88],[89],[90	NUM
futech-526	302	3	]	]	X
futech-526	302	4	,	,	PUNCT
futech-526	303	1	[	[	X
futech-526	303	2	91],[92],[93],[94],[95],[96],[97	91],[92],[93],[94],[95],[96],[97	NUM
futech-526	303	3	]	]	X
futech-526	303	4	,	,	PUNCT
futech-526	304	1	[	[	X
futech-526	304	2	98],[99],[100],[101],[102	98],[99],[100],[101],[102	X
futech-526	304	3	]	]	PUNCT
futech-526	304	4	2014	2014	NUM
futech-526	304	5	‐	‐	NOUN
futech-526	304	6	2005	2005	NUM
futech-526	305	1	[	[	X
futech-526	305	2	15],[16],[42],[43],[44],[103],[104	15],[16],[42],[43],[44],[103],[104	X
futech-526	305	3	]	]	X
futech-526	306	1	[	[	X
futech-526	306	2	105],[106],[107	105],[106],[107	X
futech-526	306	3	]	]	PUNCT
futech-526	306	4	2004	2004	NUM
futech-526	306	5	‐	‐	NOUN
futech-526	306	6	1995	1995	NUM
futech-526	306	7	[	[	X
futech-526	306	8	14	14	NUM
futech-526	306	9	]	]	PUNCT
futech-526	306	10	,	,	PUNCT
futech-526	306	11	[	[	X
futech-526	306	12	108	108	NUM
futech-526	306	13	]	]	SYM
futech-526	306	14	1994	1994	NUM
futech-526	306	15	‐	‐	NOUN
futech-526	306	16	1985	1985	NUM
futech-526	306	17	[	[	X
futech-526	306	18	109],[110	109],[110	X
futech-526	306	19	]	]	PUNCT
futech-526	306	20	1984	1984	NUM
futech-526	306	21	‐	‐	NOUN
futech-526	306	22	1980	1980	NUM
futech-526	306	23	[	[	X
futech-526	306	24	13	13	NUM
futech-526	306	25	]	]	PUNCT
futech-526	306	26	figure	figure	NOUN
futech-526	306	27	5	5	NUM
futech-526	306	28	.	.	PUNCT
futech-526	306	29	timeline	timeline	NOUN
futech-526	306	30	of	of	ADP
futech-526	306	31	research	research	NOUN
futech-526	306	32	where	where	SCONJ
futech-526	306	33	gi	gi	NOUN
futech-526	306	34	were	be	AUX
futech-526	306	35	used	use	VERB
futech-526	306	36	with	with	ADP
futech-526	306	37	different	different	ADJ
futech-526	306	38	aibased	aibased	ADJ
futech-526	306	39	technologies	technology	NOUN
futech-526	306	40	figure	figure	VERB
futech-526	306	41	6	6	NUM
futech-526	306	42	.	.	PUNCT
futech-526	307	1	no	no	INTJ
futech-526	307	2	.	.	NOUN
futech-526	308	1	of	of	ADP
futech-526	308	2	papers	paper	NOUN
futech-526	308	3	by	by	ADP
futech-526	308	4	year	year	NOUN
futech-526	308	5	(	(	PUNCT
futech-526	308	6	overall	overall	ADJ
futech-526	308	7	and	and	CCONJ
futech-526	308	8	ml	ml	NOUN
futech-526	308	9	category	category	NOUN
futech-526	308	10	)	)	PUNCT
futech-526	308	11	colorectal	colorectal	ADJ
futech-526	308	12	cancer	cancer	NOUN
futech-526	308	13	(	(	PUNCT
futech-526	308	14	crc	crc	NOUN
futech-526	308	15	)	)	PUNCT
futech-526	308	16	is	be	AUX
futech-526	308	17	recognized	recognize	VERB
futech-526	308	18	as	as	ADP
futech-526	308	19	the	the	DET
futech-526	308	20	most	most	ADV
futech-526	308	21	preventable	preventable	ADJ
futech-526	308	22	cancer	cancer	NOUN
futech-526	308	23	worldwide	worldwide	ADV
futech-526	308	24	.	.	PUNCT
futech-526	309	1	the	the	DET
futech-526	309	2	gi	gi	NOUN
futech-526	309	3	has	have	AUX
futech-526	309	4	been	be	AUX
futech-526	309	5	used	use	VERB
futech-526	309	6	to	to	PART
futech-526	309	7	assess	assess	VERB
futech-526	309	8	healthy	healthy	ADJ
futech-526	309	9	eating	eating	NOUN
futech-526	309	10	in	in	ADP
futech-526	309	11	association	association	NOUN
futech-526	309	12	with	with	ADP
futech-526	309	13	crc	crc	PROPN
futech-526	309	14	.	.	PUNCT
futech-526	310	1	the	the	DET
futech-526	310	2	researchers	researcher	NOUN
futech-526	310	3	explored	explore	VERB
futech-526	310	4	predictors	predictor	NOUN
futech-526	310	5	of	of	ADP
futech-526	310	6	the	the	DET
futech-526	310	7	healthy	healthy	ADJ
futech-526	310	8	eating	eat	VERB
futech-526	310	9	index	index	NOUN
futech-526	310	10	(	(	PUNCT
futech-526	310	11	hei	hei	PROPN
futech-526	310	12	)	)	PUNCT
futech-526	310	13	and	and	CCONJ
futech-526	310	14	gi	gi	X
futech-526	310	15	in	in	ADP
futech-526	310	16	multi‐ethnic	multi‐ethnic	VERB
futech-526	310	17	crc	crc	NOUN
futech-526	310	18	families	family	NOUN
futech-526	310	19	.	.	PUNCT
futech-526	311	1	in	in	ADP
futech-526	311	2	this	this	DET
futech-526	311	3	study	study	NOUN
futech-526	311	4	,	,	PUNCT
futech-526	311	5	gi	gi	NOUN
futech-526	311	6	served	serve	VERB
futech-526	311	7	as	as	ADP
futech-526	311	8	one	one	NUM
futech-526	311	9	of	of	ADP
futech-526	311	10	the	the	DET
futech-526	311	11	key	key	ADJ
futech-526	311	12	measures	measure	NOUN
futech-526	311	13	of	of	ADP
futech-526	311	14	diet	diet	NOUN
futech-526	311	15	quality	quality	NOUN
futech-526	311	16	,	,	PUNCT
futech-526	311	17	helping	help	VERB
futech-526	311	18	to	to	PART
futech-526	311	19	realize	realize	VERB
futech-526	311	20	its	its	PRON
futech-526	311	21	role	role	NOUN
futech-526	311	22	in	in	ADP
futech-526	311	23	managing	manage	VERB
futech-526	311	24	crc	crc	NOUN
futech-526	311	25	risk	risk	NOUN
futech-526	311	26	.	.	PUNCT
futech-526	312	1	predicting	predict	VERB
futech-526	312	2	gi	gi	PROPN
futech-526	313	1	and	and	CCONJ
futech-526	313	2	hei	hei	PROPN
futech-526	313	3	is	be	AUX
futech-526	313	4	a	a	DET
futech-526	313	5	major	major	ADJ
futech-526	313	6	challenge	challenge	NOUN
futech-526	313	7	in	in	ADP
futech-526	313	8	the	the	DET
futech-526	313	9	real	real	ADJ
futech-526	313	10	world	world	NOUN
futech-526	313	11	.	.	PUNCT
futech-526	314	1	in	in	ADP
futech-526	314	2	this	this	DET
futech-526	314	3	study	study	NOUN
futech-526	314	4	,	,	PUNCT
futech-526	314	5	they	they	PRON
futech-526	314	6	employed	employ	VERB
futech-526	314	7	machine	machine	NOUN
futech-526	314	8	learning	learn	VERB
futech-526	314	9	techniques	technique	NOUN
futech-526	314	10	for	for	ADP
futech-526	314	11	validating	validate	VERB
futech-526	314	12	and	and	CCONJ
futech-526	314	13	predicting	predict	VERB
futech-526	314	14	hei	hei	PROPN
futech-526	314	15	and	and	CCONJ
futech-526	314	16	gi	gi	INTJ
futech-526	314	17	.	.	PUNCT
futech-526	315	1	the	the	DET
futech-526	315	2	validation	validation	NOUN
futech-526	315	3	procedures	procedure	NOUN
futech-526	315	4	included	include	VERB
futech-526	315	5	the	the	DET
futech-526	315	6	use	use	NOUN
futech-526	315	7	of	of	ADP
futech-526	315	8	ensemble	ensemble	ADJ
futech-526	315	9	methods	method	NOUN
futech-526	315	10	and	and	CCONJ
futech-526	315	11	generalized	generalized	ADJ
futech-526	315	12	regression	regression	NOUN
futech-526	315	13	models	model	NOUN
futech-526	315	14	,	,	PUNCT
futech-526	315	15	elastic	elastic	ADJ
futech-526	315	16	net	net	NOUN
futech-526	315	17	with	with	ADP
futech-526	315	18	akaike	akaike	PROPN
futech-526	315	19	’s	’s	PART
futech-526	315	20	information	information	NOUN
futech-526	315	21	criterion	criterion	NOUN
futech-526	315	22	with	with	ADP
futech-526	315	23	correction	correction	NOUN
futech-526	315	24	(	(	PUNCT
futech-526	315	25	aicc	aicc	NOUN
futech-526	315	26	)	)	PUNCT
futech-526	315	27	,	,	PUNCT
futech-526	315	28	and	and	CCONJ
futech-526	315	29	leave‐one‐out	leave‐one‐out	ADP
futech-526	315	30	cross	cross	ADJ
futech-526	315	31	-	-	ADJ
futech-526	315	32	validation	validation	ADJ
futech-526	315	33	methods	method	NOUN
futech-526	315	34	.	.	PUNCT
futech-526	316	1	generalized	generalized	ADJ
futech-526	316	2	regression	regression	NOUN
futech-526	316	3	(	(	PUNCT
futech-526	316	4	gr	gr	NOUN
futech-526	316	5	)	)	PUNCT
futech-526	316	6	models	model	NOUN
futech-526	316	7	were	be	AUX
futech-526	316	8	employed	employ	VERB
futech-526	316	9	with	with	ADP
futech-526	316	10	elastic	elastic	ADJ
futech-526	316	11	net	net	ADJ
futech-526	316	12	and	and	CCONJ
futech-526	316	13	validation	validation	NOUN
futech-526	316	14	methods	method	NOUN
futech-526	316	15	(	(	PUNCT
futech-526	316	16	aicc	aicc	NOUN
futech-526	316	17	and	and	CCONJ
futech-526	316	18	leave‐one‐out	leave‐one‐out	ADP
futech-526	316	19	cross	cross	ADJ
futech-526	316	20	-	-	NOUN
futech-526	316	21	validation	validation	NOUN
futech-526	316	22	)	)	PUNCT
futech-526	316	23	to	to	PART
futech-526	316	24	minimize	minimize	VERB
futech-526	316	25	over‐fitting	over‐fitting	NOUN
futech-526	316	26	and	and	CCONJ
futech-526	316	27	to	to	PART
futech-526	316	28	optimize	optimize	VERB
futech-526	316	29	prediction	prediction	NOUN
futech-526	316	30	models	model	NOUN
futech-526	316	31	for	for	ADP
futech-526	316	32	both	both	CCONJ
futech-526	316	33	hei	hei	PROPN
futech-526	316	34	and	and	CCONJ
futech-526	316	35	gi	gi	PROPN
futech-526	316	36	.	.	PROPN
futech-526	316	37	aicc	aicc	PROPN
futech-526	316	38	validation	validation	NOUN
futech-526	316	39	and	and	CCONJ
futech-526	316	40	loo	loo	NOUN
futech-526	316	41	cross‐validation	cross‐validation	NOUN
futech-526	316	42	methods	method	NOUN
futech-526	316	43	are	be	AUX
futech-526	316	44	effective	effective	ADJ
futech-526	316	45	methods	method	NOUN
futech-526	316	46	for	for	ADP
futech-526	316	47	small	small	ADJ
futech-526	316	48	data	datum	NOUN
futech-526	316	49	sets	set	NOUN
futech-526	316	50	.	.	PUNCT
futech-526	317	1	results	result	NOUN
futech-526	317	2	obtained	obtain	VERB
futech-526	317	3	revealed	reveal	VERB
futech-526	317	4	that	that	SCONJ
futech-526	317	5	further	further	ADJ
futech-526	317	6	studies	study	NOUN
futech-526	317	7	with	with	ADP
futech-526	317	8	larger	large	ADJ
futech-526	317	9	datasets	dataset	NOUN
futech-526	317	10	and	and	CCONJ
futech-526	317	11	diverse	diverse	ADJ
futech-526	317	12	samples	sample	NOUN
futech-526	317	13	are	be	AUX
futech-526	317	14	needed	need	VERB
futech-526	317	15	to	to	PART
futech-526	317	16	emphasize	emphasize	VERB
futech-526	317	17	findings	finding	NOUN
futech-526	317	18	in	in	ADP
futech-526	317	19	diverse	diverse	ADJ
futech-526	317	20	groups	group	NOUN
futech-526	317	21	[	[	X
futech-526	317	22	66	66	NUM
futech-526	317	23	]	]	PUNCT
futech-526	317	24	.	.	PUNCT
futech-526	318	1	in	in	ADP
futech-526	318	2	the	the	DET
futech-526	318	3	same	same	ADJ
futech-526	318	4	direction	direction	NOUN
futech-526	318	5	,	,	PUNCT
futech-526	318	6	another	another	DET
futech-526	318	7	study	study	NOUN
futech-526	318	8	aimed	aim	VERB
futech-526	318	9	to	to	PART
futech-526	318	10	validate	validate	VERB
futech-526	318	11	predictors	predictor	NOUN
futech-526	318	12	of	of	ADP
futech-526	318	13	healthy	healthy	ADJ
futech-526	318	14	eating	eat	VERB
futech-526	318	15	metrics	metric	NOUN
futech-526	318	16	:	:	PUNCT
futech-526	318	17	hei	hei	PROPN
futech-526	318	18	,	,	PUNCT
futech-526	318	19	gi	gi	INTJ
futech-526	318	20	,	,	PUNCT
futech-526	318	21	and	and	CCONJ
futech-526	318	22	gl	gl	VERB
futech-526	318	23	across	across	ADP
futech-526	318	24	various	various	ADJ
futech-526	318	25	modern	modern	ADJ
futech-526	318	26	diets	diet	NOUN
futech-526	318	27	.	.	PUNCT
futech-526	319	1	the	the	DET
futech-526	319	2	researchers	researcher	NOUN
futech-526	319	3	examined	examine	VERB
futech-526	319	4	daily	daily	ADJ
futech-526	319	5	dietary	dietary	ADJ
futech-526	319	6	data	datum	NOUN
futech-526	319	7	from	from	ADP
futech-526	319	8	131	131	NUM
futech-526	319	9	diets	diet	NOUN
futech-526	319	10	classified	classify	VERB
futech-526	319	11	into	into	ADP
futech-526	319	12	four	four	NUM
futech-526	319	13	primary	primary	ADJ
futech-526	319	14	groups	group	NOUN
futech-526	319	15	(	(	PUNCT
futech-526	319	16	liquids	liquid	NOUN
futech-526	319	17	,	,	PUNCT
futech-526	319	18	convenience	convenience	NOUN
futech-526	319	19	foods	food	NOUN
futech-526	319	20	,	,	PUNCT
futech-526	319	21	ethnic	ethnic	ADJ
futech-526	319	22	diets	diet	NOUN
futech-526	319	23	,	,	PUNCT
futech-526	319	24	and	and	CCONJ
futech-526	319	25	smoothies	smoothie	NOUN
futech-526	319	26	)	)	PUNCT
futech-526	319	27	to	to	PART
futech-526	319	28	assess	assess	VERB
futech-526	319	29	the	the	DET
futech-526	319	30	impact	impact	NOUN
futech-526	319	31	of	of	ADP
futech-526	319	32	various	various	ADJ
futech-526	319	33	diets	diet	NOUN
futech-526	319	34	on	on	ADP
futech-526	319	35	gi	gi	ADP
futech-526	319	36	,	,	PUNCT
futech-526	319	37	gl	gl	PROPN
futech-526	319	38	,	,	PUNCT
futech-526	319	39	and	and	CCONJ
futech-526	319	40	hei	hei	PROPN
futech-526	319	41	scores	score	NOUN
futech-526	319	42	.	.	PUNCT
futech-526	320	1	logistic	logistic	ADJ
futech-526	320	2	regression	regression	NOUN
futech-526	320	3	(	(	PUNCT
futech-526	320	4	lr	lr	NOUN
futech-526	320	5	)	)	PUNCT
futech-526	320	6	was	be	AUX
futech-526	320	7	used	use	VERB
futech-526	320	8	as	as	ADP
futech-526	320	9	a	a	DET
futech-526	320	10	baseline	baseline	NOUN
futech-526	320	11	model	model	NOUN
futech-526	320	12	for	for	ADP
futech-526	320	13	initial	initial	ADJ
futech-526	320	14	predictions	prediction	NOUN
futech-526	320	15	in	in	ADP
futech-526	320	16	this	this	DET
futech-526	320	17	study	study	NOUN
futech-526	320	18	.	.	PUNCT
futech-526	321	1	also	also	ADV
futech-526	321	2	,	,	PUNCT
futech-526	321	3	elastic	elastic	ADJ
futech-526	321	4	net	net	ADJ
futech-526	321	5	generalized	generalize	VERB
futech-526	321	6	regression	regression	NOUN
futech-526	321	7	was	be	AUX
futech-526	321	8	applied	apply	VERB
futech-526	321	9	for	for	ADP
futech-526	321	10	improved	improved	ADJ
futech-526	321	11	accuracy	accuracy	NOUN
futech-526	321	12	and	and	CCONJ
futech-526	321	13	to	to	PART
futech-526	321	14	handle	handle	VERB
futech-526	321	15	complex	complex	ADJ
futech-526	321	16	data	datum	NOUN
futech-526	321	17	with	with	ADP
futech-526	321	18	multiple	multiple	ADJ
futech-526	321	19	predictors	predictor	NOUN
futech-526	321	20	,	,	PUNCT
futech-526	321	21	and	and	CCONJ
futech-526	321	22	elastic	elastic	ADJ
futech-526	321	23	net	net	ADJ
futech-526	321	24	combines	combine	NOUN
futech-526	321	25	ridge	ridge	NOUN
futech-526	321	26	and	and	CCONJ
futech-526	321	27	lasso	lasso	NOUN
futech-526	321	28	regression	regression	NOUN
futech-526	321	29	,	,	PUNCT
futech-526	321	30	employed	employ	VERB
futech-526	321	31	to	to	PART
futech-526	321	32	minimize	minimize	VERB
futech-526	321	33	over‐fitting	over‐fitting	NOUN
futech-526	321	34	while	while	SCONJ
futech-526	321	35	allowing	allow	VERB
futech-526	321	36	selection	selection	NOUN
futech-526	321	37	of	of	ADP
futech-526	321	38	relevant	relevant	ADJ
futech-526	321	39	predictors	predictor	NOUN
futech-526	321	40	[	[	X
futech-526	321	41	31	31	NUM
futech-526	321	42	]	]	PUNCT
futech-526	321	43	.	.	PUNCT
futech-526	322	1	in	in	ADP
futech-526	322	2	another	another	DET
futech-526	322	3	work	work	NOUN
futech-526	322	4	,	,	PUNCT
futech-526	322	5	partial	partial	ADJ
futech-526	322	6	least	least	ADJ
futech-526	322	7	squares	square	NOUN
futech-526	322	8	(	(	PUNCT
futech-526	322	9	pls	pls	INTJ
futech-526	322	10	)	)	PUNCT
futech-526	322	11	regression	regression	NOUN
futech-526	322	12	was	be	AUX
futech-526	322	13	applied	apply	VERB
futech-526	322	14	to	to	PART
futech-526	322	15	predict	predict	VERB
futech-526	322	16	the	the	DET
futech-526	322	17	gi	gi	NOUN
futech-526	322	18	and	and	CCONJ
futech-526	322	19	amylose	amylose	ADJ
futech-526	322	20	content	content	NOUN
futech-526	322	21	from	from	ADP
futech-526	322	22	near‐infrared	near‐infrare	VERB
futech-526	322	23	(	(	PUNCT
futech-526	322	24	nir	nir	NOUN
futech-526	322	25	)	)	PUNCT
futech-526	322	26	spectroscopy	spectroscopy	VERB
futech-526	322	27	to	to	PART
futech-526	322	28	analyze	analyze	VERB
futech-526	322	29	rice	rice	NOUN
futech-526	322	30	characteristics	characteristics	PROPN
futech-526	322	31	spectral	spectral	ADJ
futech-526	322	32	data	datum	NOUN
futech-526	322	33	.	.	PUNCT
futech-526	323	1	near‐infrared	near‐infrare	VERB
futech-526	323	2	spectroscopy	spectroscopy	NOUN
futech-526	323	3	(	(	PUNCT
futech-526	323	4	nirs	nirs	PROPN
futech-526	323	5	)	)	PUNCT
futech-526	323	6	is	be	AUX
futech-526	323	7	a	a	DET
futech-526	323	8	primary	primary	ADJ
futech-526	323	9	technology	technology	NOUN
futech-526	323	10	that	that	PRON
futech-526	323	11	is	be	AUX
futech-526	323	12	used	use	VERB
futech-526	323	13	to	to	PART
futech-526	323	14	collect	collect	VERB
futech-526	323	15	spectral	spectral	ADJ
futech-526	323	16	data	datum	NOUN
futech-526	323	17	from	from	ADP
futech-526	323	18	rice	rice	NOUN
futech-526	323	19	varieties	variety	NOUN
futech-526	323	20	in	in	ADP
futech-526	323	21	the	the	DET
futech-526	323	22	wavelength	wavelength	NOUN
futech-526	323	23	range	range	NOUN
futech-526	323	24	of	of	ADP
futech-526	323	25	740	740	NUM
futech-526	323	26	–	–	PUNCT
futech-526	323	27	1070	1070	NUM
futech-526	323	28	nm	nm	NOUN
futech-526	323	29	.	.	PUNCT
futech-526	324	1	the	the	DET
futech-526	324	2	model	model	NOUN
futech-526	324	3	mainly	mainly	ADV
futech-526	324	4	used	use	VERB
futech-526	324	5	nir	nir	NOUN
futech-526	324	6	as	as	ADP
futech-526	324	7	features	feature	NOUN
futech-526	324	8	to	to	PART
futech-526	324	9	predict	predict	VERB
futech-526	324	10	the	the	DET
futech-526	324	11	gi	gi	NOUN
futech-526	324	12	and	and	CCONJ
futech-526	324	13	amylose	amylose	ADJ
futech-526	324	14	content	content	NOUN
futech-526	324	15	.	.	PUNCT
futech-526	325	1	random	random	ADJ
futech-526	325	2	forest	forest	NOUN
futech-526	325	3	(	(	PUNCT
futech-526	325	4	rf	rf	NOUN
futech-526	325	5	)	)	PUNCT
futech-526	325	6	was	be	AUX
futech-526	325	7	employed	employ	VERB
futech-526	325	8	for	for	ADP
futech-526	325	9	rice	rice	NOUN
futech-526	325	10	varieties	variety	NOUN
futech-526	325	11	classification	classification	NOUN
futech-526	325	12	,	,	PUNCT
futech-526	325	13	while	while	SCONJ
futech-526	325	14	the	the	DET
futech-526	325	15	principal	principal	ADJ
futech-526	325	16	component	component	NOUN
futech-526	325	17	analysis	analysis	NOUN
futech-526	325	18	(	(	PUNCT
futech-526	325	19	pca	pca	NOUN
futech-526	325	20	)	)	PUNCT
futech-526	325	21	was	be	AUX
futech-526	325	22	used	use	VERB
futech-526	325	23	for	for	ADP
futech-526	325	24	dimensionality	dimensionality	NOUN
futech-526	325	25	reduction	reduction	NOUN
futech-526	325	26	to	to	PART
futech-526	325	27	enhance	enhance	VERB
futech-526	325	28	the	the	DET
futech-526	325	29	classification	classification	NOUN
futech-526	325	30	performance	performance	NOUN
futech-526	325	31	.	.	PUNCT
futech-526	326	1	also	also	ADV
futech-526	326	2	linear	linear	VERB
futech-526	326	3	discriminant	discriminant	ADJ
futech-526	326	4	analysis	analysis	NOUN
futech-526	326	5	(	(	PUNCT
futech-526	326	6	lda	lda	PROPN
futech-526	326	7	)	)	PUNCT
futech-526	326	8	for	for	ADP
futech-526	326	9	classifying	classify	VERB
futech-526	326	10	rice	rice	NOUN
futech-526	326	11	samples	sample	NOUN
futech-526	326	12	according	accord	VERB
futech-526	326	13	to	to	ADP
futech-526	326	14	parboiling	parboil	VERB
futech-526	326	15	treatments	treatment	NOUN
futech-526	326	16	was	be	AUX
futech-526	326	17	employed	employ	VERB
futech-526	326	18	.	.	PUNCT
futech-526	327	1	this	this	DET
futech-526	327	2	research	research	NOUN
futech-526	327	3	also	also	ADV
futech-526	327	4	explored	explore	VERB
futech-526	327	5	the	the	DET
futech-526	327	6	use	use	NOUN
futech-526	327	7	of	of	ADP
futech-526	327	8	a	a	DET
futech-526	327	9	portable	portable	ADJ
futech-526	327	10	nir	nir	ADJ
futech-526	327	11	sensor	sensor	NOUN
futech-526	327	12	for	for	ADP
futech-526	327	13	real‐time	real‐time	NOUN
futech-526	327	14	,	,	PUNCT
futech-526	327	15	on‐site	on‐site	ADJ
futech-526	327	16	evaluation	evaluation	NOUN
futech-526	327	17	,	,	PUNCT
futech-526	327	18	creating	create	VERB
futech-526	327	19	predictive	predictive	ADJ
futech-526	327	20	models	model	NOUN
futech-526	327	21	for	for	ADP
futech-526	327	22	identifying	identify	VERB
futech-526	327	23	rice	rice	NOUN
futech-526	327	24	varieties	variety	NOUN
futech-526	327	25	and	and	CCONJ
futech-526	327	26	estimating	estimate	VERB
futech-526	327	27	amylose	amylose	ADJ
futech-526	327	28	content	content	NOUN
futech-526	327	29	[	[	X
futech-526	327	30	77	77	NUM
futech-526	327	31	]	]	PUNCT
futech-526	327	32	.	.	PUNCT
futech-526	328	1	while	while	SCONJ
futech-526	328	2	the	the	DET
futech-526	328	3	glycemic	glycemic	ADJ
futech-526	328	4	index	index	NOUN
futech-526	328	5	may	may	AUX
futech-526	328	6	not	not	PART
futech-526	328	7	be	be	AUX
futech-526	328	8	one	one	NUM
futech-526	328	9	of	of	ADP
futech-526	328	10	the	the	DET
futech-526	328	11	most	most	ADV
futech-526	328	12	critical	critical	ADJ
futech-526	328	13	factors	factor	NOUN
futech-526	328	14	,	,	PUNCT
futech-526	328	15	it	it	PRON
futech-526	328	16	serves	serve	VERB
futech-526	328	17	an	an	DET
futech-526	328	18	indirect	indirect	ADJ
futech-526	328	19	yet	yet	CCONJ
futech-526	328	20	important	important	ADJ
futech-526	328	21	role	role	NOUN
futech-526	328	22	in	in	ADP
futech-526	328	23	certain	certain	ADJ
futech-526	328	24	situations	situation	NOUN
futech-526	328	25	.	.	PUNCT
futech-526	329	1	intensive	intensive	ADJ
futech-526	329	2	insulin	insulin	NOUN
futech-526	329	3	treatment	treatment	NOUN
futech-526	329	4	is	be	AUX
futech-526	329	5	a	a	DET
futech-526	329	6	standard	standard	NOUN
futech-526	329	7	of	of	ADP
futech-526	329	8	care	care	NOUN
futech-526	329	9	for	for	ADP
futech-526	329	10	tight	tight	ADJ
futech-526	329	11	glycemic	glycemic	ADJ
futech-526	329	12	control	control	NOUN
futech-526	329	13	in	in	ADP
futech-526	329	14	people	people	NOUN
futech-526	329	15	with	with	ADP
futech-526	329	16	diabetes	diabetes	NOUN
futech-526	329	17	to	to	PART
futech-526	329	18	prevent	prevent	VERB
futech-526	329	19	or	or	CCONJ
futech-526	329	20	delay	delay	VERB
futech-526	329	21	long‐term	long‐term	NOUN
futech-526	329	22	complications	complication	NOUN
futech-526	329	23	of	of	ADP
futech-526	329	24	diabetes	diabetes	NOUN
futech-526	329	25	mellitus	mellitus	NOUN
futech-526	329	26	.	.	PUNCT
futech-526	330	1	however	however	ADV
futech-526	330	2	,	,	PUNCT
futech-526	330	3	insulin	insulin	NOUN
futech-526	330	4	therapy	therapy	NOUN
futech-526	330	5	may	may	AUX
futech-526	330	6	trigger	trigger	VERB
futech-526	330	7	lethal	lethal	ADJ
futech-526	330	8	hypoglycemia	hypoglycemia	NOUN
futech-526	330	9	,	,	PUNCT
futech-526	330	10	and	and	CCONJ
futech-526	330	11	these	these	DET
futech-526	330	12	results	result	NOUN
futech-526	330	13	show	show	VERB
futech-526	330	14	that	that	SCONJ
futech-526	330	15	a	a	DET
futech-526	330	16	number	number	NOUN
futech-526	330	17	of	of	ADP
futech-526	330	18	subjects	subject	NOUN
futech-526	330	19	are	be	AUX
futech-526	330	20	prevented	prevent	VERB
futech-526	330	21	by	by	ADP
futech-526	330	22	this	this	DET
futech-526	330	23	risk	risk	NOUN
futech-526	330	24	factor	factor	NOUN
futech-526	330	25	from	from	ADP
futech-526	330	26	attaining	attain	VERB
futech-526	330	27	and	and	CCONJ
futech-526	330	28	sustaining	sustain	VERB
futech-526	330	29	near	near	ADP
futech-526	330	30	normoglycemia	normoglycemia	NOUN
futech-526	330	31	.	.	PUNCT
futech-526	331	1	the	the	DET
futech-526	331	2	forecasting	forecasting	NOUN
futech-526	331	3	of	of	ADP
futech-526	331	4	postprandial	postprandial	ADJ
futech-526	331	5	hypoglycemia	hypoglycemia	NOUN
futech-526	331	6	is	be	AUX
futech-526	331	7	considered	consider	VERB
futech-526	331	8	to	to	PART
futech-526	331	9	improve	improve	VERB
futech-526	331	10	the	the	DET
futech-526	331	11	cgm	cgm	PROPN
futech-526	331	12	technology	technology	NOUN
futech-526	331	13	for	for	ADP
futech-526	331	14	persons	person	NOUN
futech-526	331	15	with	with	ADP
futech-526	331	16	diabetes	diabetes	NOUN
futech-526	331	17	using	use	VERB
futech-526	331	18	insulin	insulin	NOUN
futech-526	331	19	.	.	PUNCT
futech-526	332	1	the	the	DET
futech-526	332	2	gi	gi	NOUN
futech-526	332	3	can	can	AUX
futech-526	332	4	also	also	ADV
futech-526	332	5	change	change	VERB
futech-526	332	6	the	the	DET
futech-526	332	7	rate	rate	NOUN
futech-526	332	8	of	of	ADP
futech-526	332	9	glucose	glucose	NOUN
futech-526	332	10	increase	increase	NOUN
futech-526	332	11	(	(	PUNCT
futech-526	332	12	rig	rig	NOUN
futech-526	332	13	)	)	PUNCT
futech-526	332	14	,	,	PUNCT
futech-526	332	15	which	which	PRON
futech-526	332	16	is	be	AUX
futech-526	332	17	a	a	DET
futech-526	332	18	predictor	predictor	NOUN
futech-526	332	19	of	of	ADP
futech-526	332	20	hypoglycemia	hypoglycemia	NOUN
futech-526	332	21	.	.	PUNCT
futech-526	333	1	the	the	DET
futech-526	333	2	researchers	researcher	NOUN
futech-526	333	3	did	do	AUX
futech-526	333	4	not	not	PART
futech-526	333	5	use	use	VERB
futech-526	333	6	specific	specific	ADJ
futech-526	333	7	gi	gi	NOUN
futech-526	333	8	values	value	NOUN
futech-526	333	9	,	,	PUNCT
futech-526	333	10	but	but	CCONJ
futech-526	333	11	used	use	VERB
futech-526	333	12	glucose	glucose	NOUN
futech-526	333	13	profiles	profile	NOUN
futech-526	333	14	characteristic	characteristic	ADJ
futech-526	333	15	of	of	ADP
futech-526	333	16	high	high	ADJ
futech-526	333	17	gi	gi	NOUN
futech-526	333	18	foods	food	NOUN
futech-526	333	19	to	to	PART
futech-526	333	20	help	help	VERB
futech-526	333	21	simulate	simulate	VERB
futech-526	333	22	hypoglycemia	hypoglycemia	NOUN
futech-526	333	23	dangers	danger	NOUN
futech-526	333	24	.	.	PUNCT
futech-526	334	1	this	this	DET
futech-526	334	2	study	study	NOUN
futech-526	334	3	employed	employ	VERB
futech-526	334	4	four	four	NUM
futech-526	334	5	machine	machine	NOUN
futech-526	334	6	learning	learning	NOUN
futech-526	334	7	models	model	NOUN
futech-526	334	8	to	to	PART
futech-526	334	9	predict	predict	VERB
futech-526	334	10	hypoglycemia	hypoglycemia	NOUN
futech-526	334	11	,	,	PUNCT
futech-526	334	12	including	include	VERB
futech-526	334	13	rf	rf	NOUN
futech-526	334	14	,	,	PUNCT
futech-526	334	15	support	support	NOUN
futech-526	334	16	vector	vector	NOUN
futech-526	334	17	machine	machine	NOUN
futech-526	334	18	(	(	PUNCT
futech-526	334	19	svm	svm	PROPN
futech-526	334	20	)	)	PUNCT
futech-526	334	21	(	(	PUNCT
futech-526	334	22	with	with	ADP
futech-526	334	23	both	both	CCONJ
futech-526	334	24	linear	linear	ADJ
futech-526	334	25	and	and	CCONJ
futech-526	334	26	radial	radial	ADJ
futech-526	334	27	basis	basis	NOUN
futech-526	334	28	functions	function	NOUN
futech-526	334	29	)	)	PUNCT
futech-526	334	30	,	,	PUNCT
futech-526	334	31	k‐nearest	k‐near	ADJ
futech-526	334	32	neighbor	neighbor	NOUN
futech-526	334	33	(	(	PUNCT
futech-526	334	34	knn	knn	PROPN
futech-526	334	35	)	)	PUNCT
futech-526	334	36	,	,	PUNCT
futech-526	334	37	and	and	CCONJ
futech-526	334	38	logistic	logistic	ADJ
futech-526	334	39	regression	regression	NOUN
futech-526	334	40	.	.	PUNCT
futech-526	335	1	among	among	ADP
futech-526	335	2	the	the	DET
futech-526	335	3	four	four	NUM
futech-526	335	4	models	model	NOUN
futech-526	335	5	,	,	PUNCT
futech-526	335	6	the	the	DET
futech-526	335	7	random	random	ADJ
futech-526	335	8	forest	forest	NOUN
futech-526	335	9	was	be	AUX
futech-526	335	10	the	the	DET
futech-526	335	11	best	good	ADJ
futech-526	335	12	with	with	ADP
futech-526	335	13	an	an	DET
futech-526	335	14	average	average	NOUN
futech-526	335	15	of	of	ADP
futech-526	335	16	auc	auc	NOUN
futech-526	335	17	0.966	0.966	NUM
futech-526	335	18	and	and	CCONJ
futech-526	335	19	was	be	AUX
futech-526	335	20	quite	quite	ADV
futech-526	335	21	good	good	ADJ
futech-526	335	22	at	at	ADP
futech-526	335	23	predictive	predictive	ADJ
futech-526	335	24	ability	ability	NOUN
futech-526	335	25	.	.	PUNCT
futech-526	336	1	the	the	DET
futech-526	336	2	researchers	researcher	NOUN
futech-526	336	3	in	in	ADP
futech-526	336	4	this	this	DET
futech-526	336	5	study	study	NOUN
futech-526	336	6	plan	plan	NOUN
futech-526	336	7	to	to	PART
futech-526	336	8	explore	explore	VERB
futech-526	336	9	evaluation	evaluation	NOUN
futech-526	336	10	of	of	ADP
futech-526	336	11	their	their	PRON
futech-526	336	12	nh	nh	PROPN
futech-526	336	13	.	.	PROPN
futech-526	336	14	wanigasingha	wanigasingha	NOUN
futech-526	337	1	et	et	PROPN
futech-526	337	2	al	al	PROPN
futech-526	337	3	.	.	PROPN
futech-526	337	4	/future	/future	PUNCT
futech-526	337	5	technology	technology	PROPN
futech-526	337	6	february	february	PROPN
futech-526	337	7	2026|	2026|	NUM
futech-526	337	8	volume	volume	NOUN
futech-526	337	9	05	05	NUM
futech-526	338	1	|	|	ADV
futech-526	338	2	issue	issue	NOUN
futech-526	338	3	01	01	NUM
futech-526	339	1	|	|	NOUN
futech-526	339	2	pages	page	VERB
futech-526	339	3	93	93	NUM
futech-526	339	4	-	-	SYM
futech-526	339	5	126	126	NUM
futech-526	339	6	101	101	NUM
futech-526	339	7	algorithm	algorithm	NOUN
futech-526	339	8	on	on	ADP
futech-526	339	9	a	a	DET
futech-526	339	10	prospective	prospective	ADJ
futech-526	339	11	patient	patient	ADJ
futech-526	339	12	population	population	NOUN
futech-526	339	13	to	to	PART
futech-526	339	14	clearly	clearly	ADV
futech-526	339	15	establish	establish	VERB
futech-526	339	16	the	the	DET
futech-526	339	17	clinical	clinical	ADJ
futech-526	339	18	use	use	NOUN
futech-526	339	19	of	of	ADP
futech-526	339	20	this	this	DET
futech-526	339	21	system	system	NOUN
futech-526	339	22	[	[	X
futech-526	339	23	71	71	NUM
futech-526	339	24	]	]	PUNCT
futech-526	339	25	.	.	PUNCT
futech-526	340	1	another	another	DET
futech-526	340	2	study	study	NOUN
futech-526	340	3	pursued	pursue	VERB
futech-526	340	4	the	the	DET
futech-526	340	5	usage	usage	NOUN
futech-526	340	6	of	of	ADP
futech-526	340	7	machine	machine	NOUN
futech-526	340	8	learning	learn	VERB
futech-526	340	9	approaches	approach	NOUN
futech-526	340	10	for	for	ADP
futech-526	340	11	estimating	estimate	VERB
futech-526	340	12	short‐term	short‐term	ADJ
futech-526	340	13	blood	blood	NOUN
futech-526	340	14	glucose	glucose	NOUN
futech-526	340	15	levels	level	NOUN
futech-526	340	16	of	of	ADP
futech-526	340	17	type	type	NOUN
futech-526	340	18	1	1	NUM
futech-526	340	19	diabetes	diabetes	NOUN
futech-526	340	20	(	(	PUNCT
futech-526	340	21	t1d	t1d	NOUN
futech-526	340	22	)	)	PUNCT
futech-526	340	23	patients	patient	NOUN
futech-526	340	24	.	.	PUNCT
futech-526	341	1	t1d	t1d	PROPN
futech-526	341	2	is	be	AUX
futech-526	341	3	an	an	DET
futech-526	341	4	autoimmune	autoimmune	ADJ
futech-526	341	5	disease	disease	NOUN
futech-526	341	6	in	in	ADP
futech-526	341	7	which	which	PRON
futech-526	341	8	the	the	DET
futech-526	341	9	pancreas	pancreas	NOUN
futech-526	341	10	releases	release	VERB
futech-526	341	11	little	little	ADJ
futech-526	341	12	or	or	CCONJ
futech-526	341	13	no	no	PRON
futech-526	341	14	insulin	insulin	NOUN
futech-526	341	15	.	.	PUNCT
futech-526	342	1	the	the	DET
futech-526	342	2	traditional	traditional	ADJ
futech-526	342	3	method	method	NOUN
futech-526	342	4	involves	involve	VERB
futech-526	342	5	having	have	VERB
futech-526	342	6	patients	patient	NOUN
futech-526	342	7	administer	administer	VERB
futech-526	342	8	insulin	insulin	NOUN
futech-526	342	9	shots	shot	NOUN
futech-526	342	10	to	to	ADP
futech-526	342	11	themselves	themselves	PRON
futech-526	342	12	on	on	ADP
futech-526	342	13	a	a	DET
futech-526	342	14	number	number	NOUN
futech-526	342	15	of	of	ADP
futech-526	342	16	occasions	occasion	NOUN
futech-526	342	17	each	each	DET
futech-526	342	18	day	day	NOUN
futech-526	342	19	.	.	PUNCT
futech-526	343	1	in	in	ADP
futech-526	343	2	this	this	DET
futech-526	343	3	work	work	NOUN
futech-526	343	4	,	,	PUNCT
futech-526	343	5	the	the	DET
futech-526	343	6	focus	focus	NOUN
futech-526	343	7	was	be	AUX
futech-526	343	8	geared	gear	VERB
futech-526	343	9	more	more	ADV
futech-526	343	10	towards	towards	ADP
futech-526	343	11	proper	proper	ADJ
futech-526	343	12	identification	identification	NOUN
futech-526	343	13	of	of	ADP
futech-526	343	14	suitable	suitable	ADJ
futech-526	343	15	ml	ml	NOUN
futech-526	343	16	models	model	NOUN
futech-526	343	17	depending	depend	VERB
futech-526	343	18	on	on	ADP
futech-526	343	19	glycemic	glycemic	ADJ
futech-526	343	20	status	status	NOUN
futech-526	343	21	(	(	PUNCT
futech-526	343	22	hypoglycemia	hypoglycemia	NOUN
futech-526	343	23	,	,	PUNCT
futech-526	343	24	normoglycemia	normoglycemia	NOUN
futech-526	343	25	,	,	PUNCT
futech-526	343	26	and	and	CCONJ
futech-526	343	27	hyperglycemia	hyperglycemia	NOUN
futech-526	343	28	)	)	PUNCT
futech-526	343	29	.	.	PUNCT
futech-526	344	1	this	this	DET
futech-526	344	2	study	study	NOUN
futech-526	344	3	also	also	ADV
futech-526	344	4	addressed	address	VERB
futech-526	344	5	the	the	DET
futech-526	344	6	challenge	challenge	NOUN
futech-526	344	7	of	of	ADP
futech-526	344	8	imbalanced	imbalanced	ADJ
futech-526	344	9	data	datum	NOUN
futech-526	344	10	,	,	PUNCT
futech-526	344	11	which	which	PRON
futech-526	344	12	occurs	occur	VERB
futech-526	344	13	when	when	SCONJ
futech-526	344	14	t1d	t1d	PROPN
futech-526	344	15	patients	patient	NOUN
futech-526	344	16	spend	spend	VERB
futech-526	344	17	the	the	DET
futech-526	344	18	majority	majority	NOUN
futech-526	344	19	of	of	ADP
futech-526	344	20	their	their	PRON
futech-526	344	21	time	time	NOUN
futech-526	344	22	in	in	ADP
futech-526	344	23	the	the	DET
futech-526	344	24	normoglycemic	normoglycemic	ADJ
futech-526	344	25	range	range	NOUN
futech-526	344	26	.	.	PUNCT
futech-526	345	1	gi	gi	NOUN
futech-526	345	2	affects	affect	VERB
futech-526	345	3	how	how	SCONJ
futech-526	345	4	the	the	DET
futech-526	345	5	study	study	NOUN
futech-526	345	6	encompasses	encompass	VERB
futech-526	345	7	the	the	DET
futech-526	345	8	dynamics	dynamic	NOUN
futech-526	345	9	of	of	ADP
futech-526	345	10	glucose	glucose	NOUN
futech-526	345	11	related	relate	VERB
futech-526	345	12	to	to	ADP
futech-526	345	13	food	food	NOUN
futech-526	345	14	intake	intake	NOUN
futech-526	345	15	;	;	PUNCT
futech-526	345	16	it	it	PRON
futech-526	345	17	has	have	VERB
futech-526	345	18	an	an	DET
futech-526	345	19	indirect	indirect	ADJ
futech-526	345	20	effect	effect	NOUN
futech-526	345	21	on	on	ADP
futech-526	345	22	how	how	SCONJ
futech-526	345	23	blood	blood	NOUN
futech-526	345	24	glucose	glucose	NOUN
futech-526	345	25	is	be	AUX
futech-526	345	26	managed	manage	VERB
futech-526	345	27	and	and	CCONJ
futech-526	345	28	anticipated	anticipate	VERB
futech-526	345	29	.	.	PUNCT
futech-526	346	1	ten	ten	NUM
futech-526	346	2	different	different	ADJ
futech-526	346	3	machine	machine	NOUN
futech-526	346	4	learning	learning	NOUN
futech-526	346	5	and	and	CCONJ
futech-526	346	6	deep	deep	ADJ
futech-526	346	7	learning	learning	NOUN
futech-526	346	8	algorithms	algorithm	NOUN
futech-526	346	9	were	be	AUX
futech-526	346	10	used	use	VERB
futech-526	346	11	for	for	ADP
futech-526	346	12	training	training	NOUN
futech-526	346	13	regression	regression	NOUN
futech-526	346	14	models	model	NOUN
futech-526	346	15	,	,	PUNCT
futech-526	346	16	including	include	VERB
futech-526	346	17	linear	linear	ADJ
futech-526	346	18	support	support	NOUN
futech-526	346	19	vector	vector	NOUN
futech-526	346	20	regression	regression	NOUN
futech-526	346	21	(	(	PUNCT
futech-526	346	22	svr	svr	PROPN
futech-526	346	23	)	)	PUNCT
futech-526	346	24	,	,	PUNCT
futech-526	346	25	lasso	lasso	NOUN
futech-526	346	26	regression	regression	NOUN
futech-526	346	27	,	,	PUNCT
futech-526	346	28	decision	decision	NOUN
futech-526	346	29	trees	tree	NOUN
futech-526	346	30	,	,	PUNCT
futech-526	346	31	random	random	ADJ
futech-526	346	32	forest	forest	NOUN
futech-526	346	33	,	,	PUNCT
futech-526	346	34	knn	knn	PROPN
futech-526	346	35	,	,	PUNCT
futech-526	346	36	multilayer	multilayer	PROPN
futech-526	346	37	perceptron	perceptron	PROPN
futech-526	346	38	(	(	PUNCT
futech-526	346	39	mlp	mlp	PROPN
futech-526	346	40	)	)	PUNCT
futech-526	346	41	,	,	PUNCT
futech-526	346	42	and	and	CCONJ
futech-526	346	43	gradient	gradient	ADJ
futech-526	346	44	boosting	boosting	NOUN
futech-526	346	45	.	.	PUNCT
futech-526	347	1	the	the	DET
futech-526	347	2	prediction	prediction	NOUN
futech-526	347	3	models	model	NOUN
futech-526	347	4	used	use	VERB
futech-526	347	5	24	24	NUM
futech-526	347	6	consecutive	consecutive	ADJ
futech-526	347	7	cgm	cgm	PROPN
futech-526	347	8	sensor	sensor	NOUN
futech-526	347	9	measurements	measurement	NOUN
futech-526	347	10	obtained	obtain	VERB
futech-526	347	11	every	every	DET
futech-526	347	12	five	five	NUM
futech-526	347	13	minutes	minute	NOUN
futech-526	347	14	over	over	ADP
futech-526	347	15	a	a	DET
futech-526	347	16	120	120	NUM
futech-526	347	17	-	-	PUNCT
futech-526	347	18	minute	minute	NOUN
futech-526	347	19	period	period	NOUN
futech-526	347	20	,	,	PUNCT
futech-526	347	21	with	with	SCONJ
futech-526	347	22	the	the	DET
futech-526	347	23	blood	blood	NOUN
futech-526	347	24	glucose	glucose	NOUN
futech-526	347	25	level	level	NOUN
futech-526	347	26	set	set	VERB
futech-526	347	27	30	30	NUM
futech-526	347	28	minutes	minute	NOUN
futech-526	347	29	after	after	ADP
futech-526	347	30	the	the	DET
futech-526	347	31	last	last	ADJ
futech-526	347	32	reading	reading	NOUN
futech-526	347	33	.	.	PUNCT
futech-526	348	1	overall	overall	ADV
futech-526	348	2	,	,	PUNCT
futech-526	348	3	the	the	DET
futech-526	348	4	work	work	NOUN
futech-526	348	5	provided	provide	VERB
futech-526	348	6	a	a	DET
futech-526	348	7	detailed	detailed	ADJ
futech-526	348	8	overview	overview	NOUN
futech-526	348	9	of	of	ADP
futech-526	348	10	ml	ml	NOUN
futech-526	348	11	strategies	strategy	NOUN
futech-526	348	12	for	for	ADP
futech-526	348	13	blood	blood	NOUN
futech-526	348	14	glucose	glucose	NOUN
futech-526	348	15	prediction	prediction	NOUN
futech-526	348	16	,	,	PUNCT
futech-526	348	17	highlighting	highlight	VERB
futech-526	348	18	the	the	DET
futech-526	348	19	necessity	necessity	NOUN
futech-526	348	20	of	of	ADP
futech-526	348	21	tailored	tailor	VERB
futech-526	348	22	models	model	NOUN
futech-526	348	23	and	and	CCONJ
futech-526	348	24	oversampling	oversample	VERB
futech-526	348	25	techniques	technique	NOUN
futech-526	348	26	when	when	SCONJ
futech-526	348	27	dealing	deal	VERB
futech-526	348	28	with	with	ADP
futech-526	348	29	imbalanced	imbalanced	ADJ
futech-526	348	30	glycemic	glycemic	ADJ
futech-526	348	31	data	datum	NOUN
futech-526	348	32	[	[	X
futech-526	348	33	73	73	NUM
futech-526	348	34	]	]	PUNCT
futech-526	348	35	.	.	PUNCT
futech-526	349	1	similarly	similarly	ADV
futech-526	349	2	reference	reference	VERB
futech-526	349	3	[	[	X
futech-526	349	4	75	75	NUM
futech-526	349	5	]	]	PUNCT
futech-526	349	6	aimed	aim	VERB
futech-526	349	7	at	at	ADP
futech-526	349	8	establishing	establish	VERB
futech-526	349	9	the	the	DET
futech-526	349	10	feasibility	feasibility	NOUN
futech-526	349	11	of	of	ADP
futech-526	349	12	estimating	estimate	VERB
futech-526	349	13	blood	blood	NOUN
futech-526	349	14	glucose	glucose	NOUN
futech-526	349	15	levels	level	NOUN
futech-526	349	16	of	of	ADP
futech-526	349	17	t1	t1	PROPN
futech-526	349	18	dm	dm	PROPN
futech-526	349	19	patients	patient	NOUN
futech-526	349	20	through	through	ADP
futech-526	349	21	constrained	constrained	ADJ
futech-526	349	22	platforms	platform	NOUN
futech-526	349	23	like	like	ADP
futech-526	349	24	smartphones	smartphone	NOUN
futech-526	349	25	and	and	CCONJ
futech-526	349	26	raspberry	raspberry	NOUN
futech-526	349	27	pi	pi	NOUN
futech-526	349	28	.	.	PUNCT
futech-526	350	1	as	as	SCONJ
futech-526	350	2	the	the	DET
futech-526	350	3	research	research	NOUN
futech-526	350	4	objective	objective	NOUN
futech-526	350	5	,	,	PUNCT
futech-526	350	6	the	the	DET
futech-526	350	7	real‐time	real‐time	NOUN
futech-526	350	8	glucose	glucose	NOUN
futech-526	350	9	prediction	prediction	NOUN
futech-526	350	10	from	from	ADP
futech-526	350	11	aggregated	aggregated	ADJ
futech-526	350	12	data	data	NOUN
futech-526	350	13	streams	stream	NOUN
futech-526	350	14	was	be	AUX
futech-526	350	15	performed	perform	VERB
futech-526	350	16	with	with	ADP
futech-526	350	17	the	the	DET
futech-526	350	18	help	help	NOUN
futech-526	350	19	of	of	ADP
futech-526	350	20	the	the	DET
futech-526	350	21	machine	machine	NOUN
futech-526	350	22	learning	learning	NOUN
futech-526	350	23	models	model	NOUN
futech-526	350	24	implemented	implement	VERB
futech-526	350	25	on	on	ADP
futech-526	350	26	the	the	DET
futech-526	350	27	local	local	ADJ
futech-526	350	28	devices	device	NOUN
futech-526	350	29	excluding	exclude	VERB
futech-526	350	30	the	the	DET
futech-526	350	31	cloud	cloud	NOUN
futech-526	350	32	computing	computing	NOUN
futech-526	350	33	that	that	PRON
futech-526	350	34	can	can	AUX
futech-526	350	35	provide	provide	VERB
futech-526	350	36	predictions	prediction	NOUN
futech-526	350	37	even	even	ADV
futech-526	350	38	if	if	SCONJ
futech-526	350	39	there	there	PRON
futech-526	350	40	is	be	VERB
futech-526	350	41	no	no	DET
futech-526	350	42	internet	internet	NOUN
futech-526	350	43	connection	connection	NOUN
futech-526	350	44	.	.	PUNCT
futech-526	351	1	data	datum	NOUN
futech-526	351	2	from	from	ADP
futech-526	351	3	cgm	cgm	PROPN
futech-526	351	4	was	be	AUX
futech-526	351	5	used	use	VERB
futech-526	351	6	to	to	PART
futech-526	351	7	develop	develop	VERB
futech-526	351	8	univariate	univariate	ADJ
futech-526	351	9	models	model	NOUN
futech-526	351	10	in	in	ADP
futech-526	351	11	which	which	PRON
futech-526	351	12	forecasts	forecast	NOUN
futech-526	351	13	are	be	AUX
futech-526	351	14	based	base	VERB
futech-526	351	15	on	on	ADP
futech-526	351	16	preceding	precede	VERB
futech-526	351	17	glycemic	glycemic	ADJ
futech-526	351	18	values	value	NOUN
futech-526	351	19	.	.	PUNCT
futech-526	352	1	despite	despite	SCONJ
futech-526	352	2	the	the	DET
futech-526	352	3	fact	fact	NOUN
futech-526	352	4	that	that	SCONJ
futech-526	352	5	the	the	DET
futech-526	352	6	model	model	NOUN
futech-526	352	7	did	do	AUX
futech-526	352	8	not	not	PART
futech-526	352	9	use	use	VERB
futech-526	352	10	gi	gi	NOUN
futech-526	352	11	values	value	NOUN
futech-526	352	12	directly	directly	ADV
futech-526	352	13	it	it	PRON
futech-526	352	14	relied	rely	VERB
futech-526	352	15	on	on	ADP
futech-526	352	16	the	the	DET
futech-526	352	17	cgm	cgm	PROPN
futech-526	352	18	records	record	NOUN
futech-526	352	19	which	which	PRON
futech-526	352	20	captured	capture	VERB
futech-526	352	21	patterns	pattern	NOUN
futech-526	352	22	of	of	ADP
futech-526	352	23	effects	effect	NOUN
futech-526	352	24	of	of	ADP
futech-526	352	25	high‐gi	high‐gi	ADJ
futech-526	352	26	foods	food	NOUN
futech-526	352	27	.	.	PUNCT
futech-526	353	1	the	the	DET
futech-526	353	2	model	model	NOUN
futech-526	353	3	was	be	AUX
futech-526	353	4	able	able	ADJ
futech-526	353	5	to	to	PART
futech-526	353	6	use	use	VERB
futech-526	353	7	the	the	DET
futech-526	353	8	observed	observe	VERB
futech-526	353	9	glucose	glucose	NOUN
futech-526	353	10	changes	change	NOUN
futech-526	353	11	and	and	CCONJ
futech-526	353	12	calculate	calculate	VERB
futech-526	353	13	the	the	DET
futech-526	353	14	future	future	ADJ
futech-526	353	15	glucose	glucose	NOUN
futech-526	353	16	values	value	NOUN
futech-526	353	17	without	without	ADP
futech-526	353	18	an	an	DET
futech-526	353	19	accurate	accurate	ADJ
futech-526	353	20	gi	gi	NOUN
futech-526	353	21	of	of	ADP
futech-526	353	22	all	all	DET
futech-526	353	23	foods	food	NOUN
futech-526	353	24	in	in	ADP
futech-526	353	25	the	the	DET
futech-526	353	26	meal	meal	NOUN
futech-526	353	27	.	.	PUNCT
futech-526	354	1	this	this	DET
futech-526	354	2	study	study	NOUN
futech-526	354	3	employed	employ	VERB
futech-526	354	4	ml	ml	NOUN
futech-526	354	5	models	model	NOUN
futech-526	354	6	such	such	ADJ
futech-526	354	7	as	as	ADP
futech-526	354	8	rf	rf	NOUN
futech-526	354	9	,	,	PUNCT
futech-526	354	10	svm	svm	ADJ
futech-526	354	11	,	,	PUNCT
futech-526	354	12	and	and	CCONJ
futech-526	354	13	autoregressive	autoregressive	ADJ
futech-526	354	14	integrated	integrated	ADJ
futech-526	354	15	moving	move	VERB
futech-526	354	16	average	average	NOUN
futech-526	354	17	(	(	PUNCT
futech-526	354	18	arima	arima	PROPN
futech-526	354	19	)	)	PUNCT
futech-526	354	20	.	.	PUNCT
futech-526	355	1	svms	svms	PROPN
futech-526	355	2	also	also	ADV
futech-526	355	3	perform	perform	VERB
futech-526	355	4	computations	computation	NOUN
futech-526	355	5	efficiently	efficiently	ADV
futech-526	355	6	on	on	ADP
futech-526	355	7	devices	device	NOUN
futech-526	355	8	with	with	ADP
futech-526	355	9	restricted	restricted	ADJ
futech-526	355	10	computational	computational	ADJ
futech-526	355	11	capabilities	capability	NOUN
futech-526	355	12	,	,	PUNCT
futech-526	355	13	like	like	ADP
futech-526	355	14	smartphones	smartphone	NOUN
futech-526	355	15	and	and	CCONJ
futech-526	355	16	raspberry	raspberry	NOUN
futech-526	355	17	pi	pi	NOUN
futech-526	355	18	,	,	PUNCT
futech-526	355	19	and	and	CCONJ
futech-526	355	20	this	this	PRON
futech-526	355	21	was	be	AUX
futech-526	355	22	most	most	ADV
futech-526	355	23	evident	evident	ADJ
futech-526	355	24	with	with	ADP
futech-526	355	25	tiny	tiny	ADJ
futech-526	355	26	sliding	slide	VERB
futech-526	355	27	window	window	NOUN
futech-526	355	28	computations	computation	NOUN
futech-526	355	29	.	.	PUNCT
futech-526	356	1	heading	head	VERB
futech-526	356	2	in	in	ADP
futech-526	356	3	the	the	DET
futech-526	356	4	same	same	ADJ
futech-526	356	5	way	way	NOUN
futech-526	356	6	,	,	PUNCT
futech-526	356	7	another	another	DET
futech-526	356	8	research	research	NOUN
futech-526	356	9	presented	present	VERB
futech-526	356	10	an	an	DET
futech-526	356	11	ensemble	ensemble	ADJ
futech-526	356	12	machine	machine	NOUN
futech-526	356	13	learning	learn	VERB
futech-526	356	14	approach	approach	NOUN
futech-526	356	15	to	to	PART
futech-526	356	16	detect	detect	VERB
futech-526	356	17	unannounced	unannounced	ADJ
futech-526	356	18	meals	meal	NOUN
futech-526	356	19	(	(	PUNCT
futech-526	356	20	uam	uam	PROPN
futech-526	356	21	)	)	PUNCT
futech-526	356	22	in	in	ADP
futech-526	356	23	type	type	NOUN
futech-526	356	24	1	1	NUM
futech-526	356	25	diabetes	diabetes	NOUN
futech-526	356	26	patients	patient	NOUN
futech-526	356	27	.	.	PUNCT
futech-526	357	1	maintenance	maintenance	NOUN
futech-526	357	2	of	of	ADP
futech-526	357	3	postprandial	postprandial	ADJ
futech-526	357	4	glucose	glucose	NOUN
futech-526	357	5	level	level	NOUN
futech-526	357	6	is	be	AUX
futech-526	357	7	another	another	DET
futech-526	357	8	considerable	considerable	ADJ
futech-526	357	9	barrier	barrier	NOUN
futech-526	357	10	in	in	ADP
futech-526	357	11	the	the	DET
futech-526	357	12	management	management	NOUN
futech-526	357	13	of	of	ADP
futech-526	357	14	t1d	t1d	PROPN
futech-526	357	15	.	.	PUNCT
futech-526	358	1	cgm	cgm	PROPN
futech-526	358	2	and	and	CCONJ
futech-526	358	3	hybrid	hybrid	ADJ
futech-526	358	4	automated	automate	VERB
futech-526	358	5	insulin	insulin	NOUN
futech-526	358	6	delivery	delivery	NOUN
futech-526	358	7	(	(	PUNCT
futech-526	358	8	aid	aid	NOUN
futech-526	358	9	)	)	PUNCT
futech-526	358	10	systems	system	NOUN
futech-526	358	11	depend	depend	VERB
futech-526	358	12	on	on	ADP
futech-526	358	13	patients	patient	NOUN
futech-526	358	14	to	to	PART
futech-526	358	15	alert	alert	VERB
futech-526	358	16	and	and	CCONJ
futech-526	358	17	predict	predict	VERB
futech-526	358	18	carbohydrate	carbohydrate	NOUN
futech-526	358	19	(	(	PUNCT
futech-526	358	20	cho	cho	NOUN
futech-526	358	21	)	)	PUNCT
futech-526	358	22	intake	intake	NOUN
futech-526	358	23	,	,	PUNCT
futech-526	358	24	which	which	PRON
futech-526	358	25	is	be	AUX
futech-526	358	26	frequently	frequently	ADV
futech-526	358	27	ignored	ignore	VERB
futech-526	358	28	,	,	PUNCT
futech-526	358	29	especially	especially	ADV
futech-526	358	30	in	in	ADP
futech-526	358	31	adolescents	adolescent	NOUN
futech-526	358	32	.	.	PUNCT
futech-526	359	1	this	this	DET
futech-526	359	2	study	study	NOUN
futech-526	359	3	identified	identify	VERB
futech-526	359	4	that	that	SCONJ
futech-526	359	5	missing	miss	VERB
futech-526	359	6	meal	meal	NOUN
futech-526	359	7	announcements	announcement	NOUN
futech-526	359	8	increase	increase	VERB
futech-526	359	9	time	time	NOUN
futech-526	359	10	to	to	ADP
futech-526	359	11	insulin	insulin	NOUN
futech-526	359	12	administration	administration	NOUN
futech-526	359	13	,	,	PUNCT
futech-526	359	14	increase	increase	VERB
futech-526	359	15	postprandial	postprandial	ADJ
futech-526	359	16	blood	blood	NOUN
futech-526	359	17	glucose	glucose	NOUN
futech-526	359	18	variability	variability	NOUN
futech-526	359	19	,	,	PUNCT
futech-526	359	20	and	and	CCONJ
futech-526	359	21	reduce	reduce	VERB
futech-526	359	22	overall	overall	ADJ
futech-526	359	23	glycemic	glycemic	ADJ
futech-526	359	24	control	control	NOUN
futech-526	359	25	.	.	PUNCT
futech-526	360	1	here	here	ADV
futech-526	360	2	also	also	ADV
futech-526	360	3	,	,	PUNCT
futech-526	360	4	gi	gi	INTJ
futech-526	360	5	is	be	AUX
futech-526	360	6	indirectly	indirectly	ADV
futech-526	360	7	used	use	VERB
futech-526	360	8	for	for	ADP
futech-526	360	9	glycemic	glycemic	ADJ
futech-526	360	10	control	control	NOUN
futech-526	360	11	by	by	ADP
futech-526	360	12	aiming	aim	VERB
futech-526	360	13	to	to	PART
futech-526	360	14	detect	detect	VERB
futech-526	360	15	uam	uam	ADV
futech-526	360	16	and	and	CCONJ
futech-526	360	17	improve	improve	VERB
futech-526	360	18	glucose	glucose	NOUN
futech-526	360	19	management	management	NOUN
futech-526	360	20	.	.	PUNCT
futech-526	361	1	the	the	DET
futech-526	361	2	ensemble	ensemble	ADJ
futech-526	361	3	model	model	NOUN
futech-526	361	4	was	be	AUX
futech-526	361	5	built	build	VERB
futech-526	361	6	combining	combine	VERB
futech-526	361	7	the	the	DET
futech-526	361	8	predictions	prediction	NOUN
futech-526	361	9	of	of	ADP
futech-526	361	10	three	three	NUM
futech-526	361	11	ml	ml	NOUN
futech-526	361	12	models	model	NOUN
futech-526	361	13	:	:	PUNCT
futech-526	361	14	artificial	artificial	ADJ
futech-526	361	15	neural	neural	ADJ
futech-526	361	16	network	network	NOUN
futech-526	361	17	(	(	PUNCT
futech-526	361	18	ann	ann	PROPN
futech-526	361	19	)	)	PUNCT
futech-526	361	20	,	,	PUNCT
futech-526	361	21	rf	rf	NOUN
futech-526	361	22	,	,	PUNCT
futech-526	361	23	and	and	CCONJ
futech-526	361	24	logistic	logistic	ADJ
futech-526	361	25	regression	regression	NOUN
futech-526	361	26	.	.	PUNCT
futech-526	362	1	a	a	DET
futech-526	362	2	total	total	NOUN
futech-526	362	3	of	of	ADP
futech-526	362	4	14	14	NUM
futech-526	362	5	features	feature	NOUN
futech-526	362	6	were	be	AUX
futech-526	362	7	used	use	VERB
futech-526	362	8	,	,	PUNCT
futech-526	362	9	of	of	ADP
futech-526	362	10	which	which	PRON
futech-526	362	11	12	12	NUM
futech-526	362	12	are	be	AUX
futech-526	362	13	based	base	VERB
futech-526	362	14	on	on	ADP
futech-526	362	15	cgm	cgm	PROPN
futech-526	362	16	readings	reading	NOUN
futech-526	362	17	and	and	CCONJ
futech-526	362	18	the	the	DET
futech-526	362	19	remaining	remain	VERB
futech-526	362	20	two	two	NUM
futech-526	362	21	are	be	AUX
futech-526	362	22	based	base	VERB
futech-526	362	23	on	on	ADP
futech-526	362	24	insulin	insulin	NOUN
futech-526	362	25	data	datum	NOUN
futech-526	362	26	[	[	X
futech-526	362	27	97	97	NUM
futech-526	362	28	]	]	PUNCT
futech-526	362	29	.	.	PUNCT
futech-526	363	1	maintaining	maintain	VERB
futech-526	363	2	glycemic	glycemic	ADJ
futech-526	363	3	control	control	NOUN
futech-526	363	4	in	in	ADP
futech-526	363	5	children	child	NOUN
futech-526	363	6	with	with	ADP
futech-526	363	7	type	type	NOUN
futech-526	363	8	1	1	NUM
futech-526	363	9	diabetes	diabetes	NOUN
futech-526	363	10	is	be	AUX
futech-526	363	11	a	a	DET
futech-526	363	12	challenging	challenging	ADJ
futech-526	363	13	task	task	NOUN
futech-526	363	14	in	in	ADP
futech-526	363	15	clinical	clinical	ADJ
futech-526	363	16	practice	practice	NOUN
futech-526	363	17	.	.	PUNCT
futech-526	364	1	a	a	DET
futech-526	364	2	study	study	NOUN
futech-526	364	3	has	have	AUX
futech-526	364	4	focused	focus	VERB
futech-526	364	5	on	on	ADP
futech-526	364	6	predicting	predict	VERB
futech-526	364	7	glycemic	glycemic	ADJ
futech-526	364	8	control	control	NOUN
futech-526	364	9	(	(	PUNCT
futech-526	364	10	measured	measure	VERB
futech-526	364	11	by	by	ADP
futech-526	364	12	glycated	glycate	VERB
futech-526	364	13	hemoglobin	hemoglobin	NOUN
futech-526	364	14	levels	level	NOUN
futech-526	364	15	(	(	PUNCT
futech-526	364	16	a1c	a1c	PROPN
futech-526	364	17	)	)	PUNCT
futech-526	364	18	)	)	PUNCT
futech-526	364	19	in	in	ADP
futech-526	364	20	children	child	NOUN
futech-526	364	21	with	with	ADP
futech-526	364	22	type	type	NOUN
futech-526	364	23	1	1	NUM
futech-526	364	24	diabetes	diabetes	NOUN
futech-526	364	25	using	use	VERB
futech-526	364	26	machine	machine	NOUN
futech-526	364	27	learning	learning	NOUN
futech-526	364	28	algorithms	algorithm	NOUN
futech-526	364	29	.	.	PUNCT
futech-526	365	1	binary	binary	ADJ
futech-526	365	2	logistic	logistic	ADJ
futech-526	365	3	regression	regression	NOUN
futech-526	365	4	was	be	AUX
futech-526	365	5	applied	apply	VERB
futech-526	365	6	to	to	PART
futech-526	365	7	predict	predict	VERB
futech-526	365	8	the	the	DET
futech-526	365	9	probability	probability	NOUN
futech-526	365	10	of	of	ADP
futech-526	365	11	poor	poor	ADJ
futech-526	365	12	glycemic	glycemic	ADJ
futech-526	365	13	control	control	NOUN
futech-526	365	14	,	,	PUNCT
futech-526	365	15	identifying	identify	VERB
futech-526	365	16	significant	significant	ADJ
futech-526	365	17	predictors	predictor	NOUN
futech-526	365	18	such	such	ADJ
futech-526	365	19	as	as	ADP
futech-526	365	20	a1c	a1c	PROPN
futech-526	365	21	at	at	ADP
futech-526	365	22	onset	onset	NOUN
futech-526	365	23	and	and	CCONJ
futech-526	365	24	ketoacidosis	ketoacidosis	NOUN
futech-526	365	25	episodes	episode	NOUN
futech-526	365	26	.	.	PUNCT
futech-526	366	1	gi	gi	PROPN
futech-526	366	2	was	be	AUX
futech-526	366	3	not	not	PART
futech-526	366	4	directly	directly	ADV
futech-526	366	5	used	use	VERB
futech-526	366	6	in	in	ADP
futech-526	366	7	this	this	DET
futech-526	366	8	study	study	NOUN
futech-526	366	9	.	.	PUNCT
futech-526	367	1	in	in	ADP
futech-526	367	2	the	the	DET
futech-526	367	3	model	model	NOUN
futech-526	367	4	,	,	PUNCT
futech-526	367	5	the	the	DET
futech-526	367	6	initial	initial	ADJ
futech-526	367	7	a1c	a1c	PROPN
futech-526	367	8	level	level	NOUN
futech-526	367	9	was	be	AUX
futech-526	367	10	an	an	DET
futech-526	367	11	essential	essential	ADJ
futech-526	367	12	covariate	covariate	NOUN
futech-526	367	13	because	because	SCONJ
futech-526	367	14	it	it	PRON
futech-526	367	15	captures	capture	VERB
futech-526	367	16	historical	historical	ADJ
futech-526	367	17	glycemia	glycemia	NOUN
futech-526	367	18	that	that	PRON
futech-526	367	19	could	could	AUX
futech-526	367	20	be	be	AUX
futech-526	367	21	influenced	influence	VERB
futech-526	367	22	by	by	ADP
futech-526	367	23	gi	gi	NOUN
futech-526	367	24	.	.	PUNCT
futech-526	368	1	high	high	PROPN
futech-526	368	2	a1c	a1c	PROPN
futech-526	368	3	could	could	AUX
futech-526	368	4	indirectly	indirectly	ADV
futech-526	368	5	capture	capture	VERB
futech-526	368	6	patterns	pattern	NOUN
futech-526	368	7	associated	associate	VERB
futech-526	368	8	with	with	ADP
futech-526	368	9	frequent	frequent	ADJ
futech-526	368	10	intake	intake	NOUN
futech-526	368	11	of	of	ADP
futech-526	368	12	high‐gi	high‐gi	ADJ
futech-526	368	13	foods	food	NOUN
futech-526	368	14	if	if	SCONJ
futech-526	368	15	they	they	PRON
futech-526	368	16	led	lead	VERB
futech-526	368	17	to	to	ADP
futech-526	368	18	sustained	sustain	VERB
futech-526	368	19	high	high	ADJ
futech-526	368	20	glucose	glucose	NOUN
futech-526	368	21	levels	level	NOUN
futech-526	368	22	over	over	ADP
futech-526	368	23	time	time	NOUN
futech-526	368	24	.	.	PUNCT
futech-526	369	1	this	this	DET
futech-526	369	2	study	study	NOUN
futech-526	369	3	used	use	VERB
futech-526	369	4	15	15	NUM
futech-526	369	5	features	feature	NOUN
futech-526	369	6	,	,	PUNCT
futech-526	369	7	including	include	VERB
futech-526	369	8	demographic	demographic	ADJ
futech-526	369	9	and	and	CCONJ
futech-526	369	10	socioeconomic	socioeconomic	ADJ
futech-526	369	11	factors	factor	NOUN
futech-526	369	12	like	like	ADP
futech-526	369	13	family	family	NOUN
futech-526	369	14	income	income	NOUN
futech-526	369	15	,	,	PUNCT
futech-526	369	16	living	living	NOUN
futech-526	369	17	environment	environment	NOUN
futech-526	369	18	,	,	PUNCT
futech-526	369	19	maternal	maternal	ADJ
futech-526	369	20	and	and	CCONJ
futech-526	369	21	paternal	paternal	ADJ
futech-526	369	22	education	education	NOUN
futech-526	369	23	.	.	PUNCT
futech-526	370	1	overall	overall	ADV
futech-526	370	2	,	,	PUNCT
futech-526	370	3	the	the	DET
futech-526	370	4	indirect	indirect	ADJ
futech-526	370	5	impact	impact	NOUN
futech-526	370	6	of	of	ADP
futech-526	370	7	gi	gi	NUM
futech-526	370	8	on	on	ADP
futech-526	370	9	long‐term	long‐term	NOUN
futech-526	370	10	glycemia	glycemia	NOUN
futech-526	370	11	regulation	regulation	NOUN
futech-526	370	12	could	could	AUX
futech-526	370	13	be	be	AUX
futech-526	370	14	conferred	confer	VERB
futech-526	370	15	in	in	ADP
futech-526	370	16	baseline	baseline	NOUN
futech-526	370	17	a1c	a1c	PROPN
futech-526	370	18	and	and	CCONJ
futech-526	370	19	lipid	lipid	NOUN
futech-526	370	20	profile	profile	NOUN
futech-526	370	21	captured	capture	VERB
futech-526	370	22	by	by	ADP
futech-526	370	23	the	the	DET
futech-526	370	24	model	model	NOUN
futech-526	370	25	[	[	X
futech-526	370	26	90	90	NUM
futech-526	370	27	]	]	PUNCT
futech-526	370	28	.	.	PUNCT
futech-526	371	1	the	the	DET
futech-526	371	2	main	main	ADJ
futech-526	371	3	types	type	NOUN
futech-526	371	4	of	of	ADP
futech-526	371	5	diabetes	diabetes	NOUN
futech-526	371	6	are	be	AUX
futech-526	371	7	type	type	NOUN
futech-526	371	8	1	1	NUM
futech-526	371	9	,	,	PUNCT
futech-526	371	10	which	which	PRON
futech-526	371	11	comprises	comprise	VERB
futech-526	371	12	5‐10	5‐10	NUM
futech-526	371	13	%	%	NOUN
futech-526	371	14	of	of	ADP
futech-526	371	15	diabetes	diabetes	NOUN
futech-526	371	16	patients	patient	NOUN
futech-526	371	17	.	.	PUNCT
futech-526	372	1	according	accord	VERB
futech-526	372	2	to	to	ADP
futech-526	372	3	the	the	DET
futech-526	372	4	international	international	ADJ
futech-526	372	5	diabetes	diabetes	PROPN
futech-526	372	6	federation	federation	PROPN
futech-526	372	7	(	(	PUNCT
futech-526	372	8	idf	idf	PROPN
futech-526	372	9	,	,	PUNCT
futech-526	372	10	2017	2017	NUM
futech-526	372	11	)	)	PUNCT
futech-526	372	12	,	,	PUNCT
futech-526	372	13	type	type	NOUN
futech-526	372	14	1	1	NUM
futech-526	372	15	diabetes	diabetes	NOUN
futech-526	372	16	is	be	AUX
futech-526	372	17	caused	cause	VERB
futech-526	372	18	by	by	ADP
futech-526	372	19	an	an	DET
futech-526	372	20	autoimmune	autoimmune	ADJ
futech-526	372	21	reaction	reaction	NOUN
futech-526	372	22	in	in	ADP
futech-526	372	23	which	which	PRON
futech-526	372	24	the	the	DET
futech-526	372	25	body	body	NOUN
futech-526	372	26	’s	’s	PART
futech-526	372	27	immune	immune	ADJ
futech-526	372	28	system	system	NOUN
futech-526	372	29	attacks	attack	VERB
futech-526	372	30	the	the	DET
futech-526	372	31	insulin‐producing	insulin‐produce	VERB
futech-526	372	32	beta	beta	ADJ
futech-526	372	33	cells	cell	NOUN
futech-526	372	34	of	of	ADP
futech-526	372	35	the	the	DET
futech-526	372	36	pancreas	pancrea	NOUN
futech-526	372	37	and	and	CCONJ
futech-526	372	38	causes	cause	VERB
futech-526	372	39	the	the	DET
futech-526	372	40	body	body	NOUN
futech-526	372	41	to	to	PART
futech-526	372	42	produce	produce	VERB
futech-526	372	43	very	very	ADV
futech-526	372	44	little	little	ADJ
futech-526	372	45	or	or	CCONJ
futech-526	372	46	no	no	PRON
futech-526	372	47	insulin	insulin	NOUN
futech-526	372	48	;	;	PUNCT
futech-526	372	49	hence	hence	ADV
futech-526	372	50	a	a	DET
futech-526	372	51	diabetes	diabetes	NOUN
futech-526	372	52	patient	patient	NOUN
futech-526	372	53	is	be	AUX
futech-526	372	54	required	require	VERB
futech-526	372	55	to	to	ADP
futech-526	372	56	ad‐	ad‐	PROPN
futech-526	372	57	minister	minister	PROPN
futech-526	372	58	insulin	insulin	NOUN
futech-526	372	59	on	on	ADP
futech-526	372	60	daily	daily	ADJ
futech-526	372	61	basis	basis	NOUN
futech-526	372	62	to	to	PART
futech-526	372	63	maintain	maintain	VERB
futech-526	372	64	the	the	DET
futech-526	372	65	recommended	recommend	VERB
futech-526	372	66	target	target	NOUN
futech-526	372	67	blood	blood	NOUN
futech-526	372	68	glucose	glucose	NOUN
futech-526	372	69	level	level	NOUN
futech-526	372	70	.	.	PUNCT
futech-526	373	1	type	type	NOUN
futech-526	373	2	2	2	NUM
futech-526	373	3	,	,	PUNCT
futech-526	373	4	which	which	PRON
futech-526	373	5	was	be	AUX
futech-526	373	6	formerly	formerly	ADV
futech-526	373	7	well	well	ADV
futech-526	373	8	known	know	VERB
futech-526	373	9	as	as	ADP
futech-526	373	10	non‐insulin	non‐insulin	NOUN
futech-526	373	11	dependent	dependent	ADJ
futech-526	373	12	,	,	PUNCT
futech-526	373	13	and	and	CCONJ
futech-526	373	14	which	which	PRON
futech-526	373	15	comprises	comprise	VERB
futech-526	373	16	90‐95	90‐95	NUM
futech-526	373	17	%	%	NOUN
futech-526	373	18	of	of	ADP
futech-526	373	19	diabetes	diabetes	NOUN
futech-526	373	20	patients	patient	NOUN
futech-526	373	21	,	,	PUNCT
futech-526	373	22	is	be	AUX
futech-526	373	23	caused	cause	VERB
futech-526	373	24	by	by	ADP
futech-526	373	25	the	the	DET
futech-526	373	26	human	human	ADJ
futech-526	373	27	body	body	NOUN
futech-526	373	28	’s	’s	PART
futech-526	373	29	inability	inability	NOUN
futech-526	373	30	to	to	PART
futech-526	373	31	fully	fully	ADV
futech-526	373	32	respond	respond	VERB
futech-526	373	33	to	to	ADP
futech-526	373	34	insulin	insulin	NOUN
futech-526	373	35	(	(	PUNCT
futech-526	373	36	idf	idf	PROPN
futech-526	373	37	)	)	PUNCT
futech-526	373	38	.	.	PUNCT
futech-526	374	1	focusing	focus	VERB
futech-526	374	2	on	on	ADP
futech-526	374	3	type	type	NOUN
futech-526	374	4	2	2	NUM
futech-526	374	5	diabetes	diabetes	NOUN
futech-526	374	6	patients	patient	NOUN
futech-526	374	7	,	,	PUNCT
futech-526	374	8	a	a	DET
futech-526	374	9	study	study	NOUN
futech-526	374	10	aimed	aim	VERB
futech-526	374	11	to	to	PART
futech-526	374	12	develop	develop	VERB
futech-526	374	13	a	a	DET
futech-526	374	14	personalized	personalized	ADJ
futech-526	374	15	food	food	NOUN
futech-526	374	16	recommendation	recommendation	NOUN
futech-526	374	17	system	system	NOUN
futech-526	374	18	.	.	PUNCT
futech-526	375	1	gi	gi	PROPN
futech-526	375	2	was	be	AUX
futech-526	375	3	the	the	DET
futech-526	375	4	core	core	NOUN
futech-526	375	5	metric	metric	ADJ
futech-526	375	6	to	to	PART
futech-526	375	7	classify	classify	VERB
futech-526	375	8	foods	food	NOUN
futech-526	375	9	into	into	ADP
futech-526	375	10	high	high	ADJ
futech-526	375	11	,	,	PUNCT
futech-526	375	12	medium	medium	ADJ
futech-526	375	13	,	,	PUNCT
futech-526	375	14	and	and	CCONJ
futech-526	375	15	low	low	ADJ
futech-526	375	16	categories	category	NOUN
futech-526	375	17	,	,	PUNCT
futech-526	375	18	helping	help	VERB
futech-526	375	19	the	the	DET
futech-526	375	20	system	system	NOUN
futech-526	375	21	to	to	PART
futech-526	375	22	recommend	recommend	VERB
futech-526	375	23	foods	food	NOUN
futech-526	375	24	with	with	ADP
futech-526	375	25	a	a	DET
futech-526	375	26	lower	low	ADJ
futech-526	375	27	likelihood	likelihood	NOUN
futech-526	375	28	of	of	ADP
futech-526	375	29	causing	cause	VERB
futech-526	375	30	blood	blood	NOUN
futech-526	375	31	sugar	sugar	NOUN
futech-526	375	32	spikes	spike	NOUN
futech-526	375	33	.	.	PUNCT
futech-526	376	1	they	they	PRON
futech-526	376	2	considered	consider	VERB
futech-526	376	3	gi	gi	NOUN
futech-526	376	4	,	,	PUNCT
futech-526	376	5	gl	gl	NOUN
futech-526	376	6	,	,	PUNCT
futech-526	376	7	and	and	CCONJ
futech-526	376	8	carbohydrate	carbohydrate	VERB
futech-526	376	9	content	content	NOUN
futech-526	376	10	as	as	ADP
futech-526	376	11	features	feature	NOUN
futech-526	376	12	of	of	ADP
futech-526	376	13	the	the	DET
futech-526	376	14	study	study	NOUN
futech-526	376	15	.	.	PUNCT
futech-526	377	1	these	these	DET
futech-526	377	2	features	feature	NOUN
futech-526	377	3	focused	focus	VERB
futech-526	377	4	on	on	ADP
futech-526	377	5	the	the	DET
futech-526	377	6	glycemic	glycemic	ADJ
futech-526	377	7	impact	impact	NOUN
futech-526	377	8	and	and	CCONJ
futech-526	377	9	carbohydrate	carbohydrate	VERB
futech-526	377	10	content	content	NOUN
futech-526	377	11	of	of	ADP
futech-526	377	12	food	food	NOUN
futech-526	377	13	items	item	NOUN
futech-526	377	14	to	to	PART
futech-526	377	15	classify	classify	VERB
futech-526	377	16	foods	food	NOUN
futech-526	377	17	into	into	ADP
futech-526	377	18	categories	category	NOUN
futech-526	377	19	.	.	PUNCT
futech-526	378	1	naive	naive	ADJ
futech-526	378	2	bayes	bayes	PROPN
futech-526	378	3	classifier	classifier	NOUN
futech-526	378	4	was	be	AUX
futech-526	378	5	selected	select	VERB
futech-526	378	6	as	as	ADP
futech-526	378	7	the	the	DET
futech-526	378	8	primary	primary	ADJ
futech-526	378	9	machine	machine	NOUN
futech-526	378	10	learning	learn	VERB
futech-526	378	11	model	model	NOUN
futech-526	378	12	to	to	PART
futech-526	378	13	recognize	recognize	VERB
futech-526	378	14	patterns	pattern	NOUN
futech-526	378	15	in	in	ADP
futech-526	378	16	glycemic	glycemic	ADJ
futech-526	378	17	response	response	NOUN
futech-526	378	18	.	.	PUNCT
futech-526	379	1	foods	food	NOUN
futech-526	379	2	with	with	ADP
futech-526	379	3	known	know	VERB
futech-526	379	4	gi	gi	NOUN
futech-526	379	5	values	value	NOUN
futech-526	379	6	were	be	AUX
futech-526	379	7	sourced	source	VERB
futech-526	379	8	from	from	ADP
futech-526	379	9	an	an	DET
futech-526	379	10	international	international	ADJ
futech-526	379	11	glycemic	glycemic	ADJ
futech-526	379	12	index	index	NOUN
futech-526	379	13	database	database	NOUN
futech-526	379	14	,	,	PUNCT
futech-526	379	15	which	which	PRON
futech-526	379	16	supports	support	VERB
futech-526	379	17	the	the	DET
futech-526	379	18	model	model	NOUN
futech-526	379	19	in	in	ADP
futech-526	379	20	recommending	recommend	VERB
futech-526	379	21	foods	food	NOUN
futech-526	379	22	based	base	VERB
futech-526	379	23	on	on	ADP
futech-526	379	24	how	how	SCONJ
futech-526	379	25	they	they	PRON
futech-526	379	26	are	be	AUX
futech-526	379	27	likely	likely	ADJ
futech-526	379	28	to	to	PART
futech-526	379	29	affect	affect	VERB
futech-526	379	30	blood	blood	NOUN
futech-526	379	31	glucose	glucose	NOUN
futech-526	379	32	[	[	X
futech-526	379	33	85	85	NUM
futech-526	379	34	]	]	PUNCT
futech-526	379	35	.	.	PUNCT
futech-526	380	1	in	in	ADP
futech-526	380	2	tandem	tandem	PROPN
futech-526	380	3	,	,	PUNCT
futech-526	380	4	another	another	DET
futech-526	380	5	study	study	NOUN
futech-526	380	6	tried	try	VERB
futech-526	380	7	to	to	PART
futech-526	380	8	create	create	VERB
futech-526	380	9	a	a	DET
futech-526	380	10	model	model	NOUN
futech-526	380	11	predicting	predict	VERB
futech-526	380	12	the	the	DET
futech-526	380	13	gi	gi	NOUN
futech-526	380	14	of	of	ADP
futech-526	380	15	fruits	fruit	NOUN
futech-526	380	16	.	.	PUNCT
futech-526	381	1	they	they	PRON
futech-526	381	2	employed	employ	VERB
futech-526	381	3	a	a	DET
futech-526	381	4	combination	combination	NOUN
futech-526	381	5	of	of	ADP
futech-526	381	6	dl	dl	PROPN
futech-526	381	7	and	and	CCONJ
futech-526	381	8	ml	ml	PROPN
futech-526	381	9	methods	method	NOUN
futech-526	381	10	to	to	PART
futech-526	381	11	predict	predict	VERB
futech-526	381	12	the	the	DET
futech-526	381	13	gi	gi	NOUN
futech-526	381	14	of	of	ADP
futech-526	381	15	fruits	fruit	NOUN
futech-526	381	16	.	.	PUNCT
futech-526	382	1	the	the	DET
futech-526	382	2	output	output	NOUN
futech-526	382	3	of	of	ADP
futech-526	382	4	the	the	DET
futech-526	382	5	consequent	consequent	ADJ
futech-526	382	6	module	module	NOUN
futech-526	382	7	can	can	AUX
futech-526	382	8	identify	identify	VERB
futech-526	382	9	three	three	NUM
futech-526	382	10	fruits	fruit	NOUN
futech-526	382	11	,	,	PUNCT
futech-526	382	12	including	include	VERB
futech-526	382	13	apples	apple	NOUN
futech-526	382	14	,	,	PUNCT
futech-526	382	15	bananas	banana	NOUN
futech-526	382	16	,	,	PUNCT
futech-526	382	17	and	and	CCONJ
futech-526	382	18	oranges	orange	NOUN
futech-526	382	19	,	,	PUNCT
futech-526	382	20	but	but	CCONJ
futech-526	382	21	the	the	DET
futech-526	382	22	gi	gi	NOUN
futech-526	382	23	is	be	AUX
futech-526	382	24	predicted	predict	VERB
futech-526	382	25	only	only	ADV
futech-526	382	26	for	for	ADP
futech-526	382	27	bananas	banana	NOUN
futech-526	382	28	.	.	PUNCT
futech-526	383	1	they	they	PRON
futech-526	383	2	used	use	VERB
futech-526	383	3	bananas	banana	NOUN
futech-526	383	4	for	for	ADP
futech-526	383	5	gi	gi	NOUN
futech-526	383	6	prediction	prediction	NOUN
futech-526	383	7	because	because	SCONJ
futech-526	383	8	the	the	DET
futech-526	383	9	gi	gi	NOUN
futech-526	383	10	of	of	ADP
futech-526	383	11	bananas	banana	NOUN
futech-526	383	12	varies	vary	VERB
futech-526	383	13	a	a	DET
futech-526	383	14	large	large	ADJ
futech-526	383	15	amount	amount	NOUN
futech-526	383	16	according	accord	VERB
futech-526	383	17	to	to	ADP
futech-526	383	18	ripeness	ripeness	NOUN
futech-526	383	19	cycles	cycle	NOUN
futech-526	383	20	and	and	CCONJ
futech-526	383	21	is	be	AUX
futech-526	383	22	a	a	DET
futech-526	383	23	simple	simple	ADJ
futech-526	383	24	food	food	NOUN
futech-526	383	25	for	for	ADP
futech-526	383	26	testing	testing	NOUN
futech-526	383	27	.	.	PUNCT
futech-526	384	1	the	the	DET
futech-526	384	2	researchers	researcher	NOUN
futech-526	384	3	used	use	VERB
futech-526	384	4	glycemic	glycemic	ADJ
futech-526	384	5	load	load	NOUN
futech-526	384	6	(	(	PUNCT
futech-526	384	7	gl	gl	NOUN
futech-526	384	8	)	)	PUNCT
futech-526	384	9	to	to	PART
futech-526	384	10	assess	assess	VERB
futech-526	384	11	the	the	DET
futech-526	384	12	overall	overall	ADJ
futech-526	384	13	glycemic	glycemic	ADJ
futech-526	384	14	index	index	NOUN
futech-526	384	15	of	of	ADP
futech-526	384	16	the	the	DET
futech-526	384	17	fruit	fruit	NOUN
futech-526	384	18	.	.	PUNCT
futech-526	385	1	a	a	DET
futech-526	385	2	convolutional	convolutional	ADJ
futech-526	385	3	neural	neural	ADJ
futech-526	385	4	network	network	NOUN
futech-526	385	5	(	(	PUNCT
futech-526	385	6	cnn	cnn	PROPN
futech-526	385	7	)	)	PUNCT
futech-526	385	8	was	be	AUX
futech-526	385	9	used	use	VERB
futech-526	385	10	to	to	PART
futech-526	385	11	determine	determine	VERB
futech-526	385	12	the	the	DET
futech-526	385	13	type	type	NOUN
futech-526	385	14	of	of	ADP
futech-526	385	15	food	food	NOUN
futech-526	385	16	.	.	PUNCT
futech-526	386	1	then	then	ADV
futech-526	386	2	,	,	PUNCT
futech-526	386	3	a	a	DET
futech-526	386	4	simple	simple	ADJ
futech-526	386	5	binarization	binarization	NOUN
futech-526	386	6	model	model	NOUN
futech-526	386	7	was	be	AUX
futech-526	386	8	used	use	VERB
futech-526	386	9	to	to	PART
futech-526	386	10	characterize	characterize	VERB
futech-526	386	11	the	the	DET
futech-526	386	12	measurements	measurement	NOUN
futech-526	386	13	of	of	ADP
futech-526	386	14	the	the	DET
futech-526	386	15	fruit	fruit	NOUN
futech-526	386	16	length	length	NOUN
futech-526	386	17	.	.	PUNCT
futech-526	387	1	they	they	PRON
futech-526	387	2	used	use	VERB
futech-526	387	3	the	the	DET
futech-526	387	4	thresh_binary	thresh_binary	ADJ
futech-526	387	5	function	function	NOUN
futech-526	387	6	from	from	ADP
futech-526	387	7	the	the	DET
futech-526	387	8	opencv	opencv	PROPN
futech-526	387	9	library	library	NOUN
futech-526	387	10	to	to	PART
futech-526	387	11	binarize	binarize	VERB
futech-526	387	12	the	the	DET
futech-526	387	13	image	image	NOUN
futech-526	387	14	of	of	ADP
futech-526	387	15	the	the	DET
futech-526	387	16	fruit	fruit	NOUN
futech-526	387	17	.	.	PUNCT
futech-526	388	1	two	two	NUM
futech-526	388	2	linear	linear	ADJ
futech-526	388	3	regression	regression	NOUN
futech-526	388	4	models	model	NOUN
futech-526	388	5	were	be	AUX
futech-526	388	6	then	then	ADV
futech-526	388	7	applied	apply	VERB
futech-526	388	8	to	to	ADP
futech-526	388	9	the	the	DET
futech-526	388	10	prediction	prediction	NOUN
futech-526	388	11	length	length	NOUN
futech-526	388	12	to	to	PART
futech-526	388	13	derive	derive	VERB
futech-526	388	14	the	the	DET
futech-526	388	15	gl	gl	NOUN
futech-526	388	16	and	and	CCONJ
futech-526	388	17	carbohydrate	carbohydrate	NOUN
futech-526	388	18	content	content	NOUN
futech-526	388	19	of	of	ADP
futech-526	388	20	the	the	DET
futech-526	388	21	fruit	fruit	NOUN
futech-526	388	22	,	,	PUNCT
futech-526	388	23	respectively	respectively	ADV
futech-526	388	24	.	.	PUNCT
futech-526	389	1	the	the	DET
futech-526	389	2	pretrained	pretraine	VERB
futech-526	389	3	machine	machine	NOUN
futech-526	389	4	learning	learning	NOUN
futech-526	389	5	models	model	NOUN
futech-526	389	6	were	be	AUX
futech-526	389	7	invoked	invoke	VERB
futech-526	389	8	based	base	VERB
futech-526	389	9	on	on	ADP
futech-526	389	10	the	the	DET
futech-526	389	11	ripeness	ripeness	NOUN
futech-526	389	12	of	of	ADP
futech-526	389	13	the	the	DET
futech-526	389	14	fruit	fruit	NOUN
futech-526	389	15	to	to	PART
futech-526	389	16	predict	predict	VERB
futech-526	389	17	the	the	DET
futech-526	389	18	gl	gl	NOUN
futech-526	389	19	and	and	CCONJ
futech-526	389	20	the	the	DET
futech-526	389	21	carbohydrate	carbohydrate	NOUN
futech-526	389	22	content	content	NOUN
futech-526	389	23	of	of	ADP
futech-526	389	24	the	the	DET
futech-526	389	25	fruit	fruit	NOUN
futech-526	389	26	.	.	PUNCT
futech-526	390	1	both	both	DET
futech-526	390	2	linear	linear	ADJ
futech-526	390	3	regression	regression	NOUN
futech-526	390	4	models	model	NOUN
futech-526	390	5	took	take	VERB
futech-526	390	6	length	length	NOUN
futech-526	390	7	as	as	ADP
futech-526	390	8	an	an	DET
futech-526	390	9	input	input	NOUN
futech-526	390	10	parameter	parameter	NOUN
futech-526	390	11	.	.	PUNCT
futech-526	391	1	once	once	ADV
futech-526	391	2	the	the	DET
futech-526	391	3	carbohydrate	carbohydrate	NOUN
futech-526	391	4	content	content	NOUN
futech-526	391	5	and	and	CCONJ
futech-526	391	6	gl	gl	NOUN
futech-526	391	7	values	value	NOUN
futech-526	391	8	were	be	AUX
futech-526	391	9	in	in	ADP
futech-526	391	10	,	,	PUNCT
futech-526	391	11	the	the	DET
futech-526	391	12	data	data	PROPN
futech-526	391	13	nh	nh	PROPN
futech-526	391	14	.	.	PROPN
futech-526	391	15	wanigasingha	wanigasingha	VERB
futech-526	392	1	et	et	PROPN
futech-526	392	2	al	al	PROPN
futech-526	392	3	.	.	PROPN
futech-526	392	4	/future	/future	PUNCT
futech-526	392	5	technology	technology	PROPN
futech-526	392	6	february	february	PROPN
futech-526	392	7	2026|	2026|	NUM
futech-526	392	8	volume	volume	NOUN
futech-526	392	9	05	05	NUM
futech-526	393	1	|	|	ADV
futech-526	393	2	issue	issue	NOUN
futech-526	393	3	01	01	NUM
futech-526	394	1	|	|	NOUN
futech-526	394	2	pages	page	VERB
futech-526	394	3	93	93	NUM
futech-526	394	4	-	-	SYM
futech-526	394	5	126	126	NUM
futech-526	394	6	102	102	NUM
futech-526	394	7	were	be	AUX
futech-526	394	8	plugged	plug	VERB
futech-526	394	9	into	into	ADP
futech-526	394	10	the	the	DET
futech-526	394	11	glycemic	glycemic	ADJ
futech-526	394	12	index	index	NOUN
futech-526	394	13	formula	formula	NOUN
futech-526	394	14	to	to	PART
futech-526	394	15	determine	determine	VERB
futech-526	394	16	the	the	DET
futech-526	394	17	glycemic	glycemic	ADJ
futech-526	394	18	index	index	NOUN
futech-526	394	19	.	.	PUNCT
futech-526	395	1	clearly	clearly	ADV
futech-526	395	2	,	,	PUNCT
futech-526	395	3	this	this	DET
futech-526	395	4	research	research	NOUN
futech-526	395	5	employed	employ	VERB
futech-526	395	6	cnn	cnn	PROPN
futech-526	395	7	for	for	ADP
futech-526	395	8	fruit	fruit	NOUN
futech-526	395	9	classification	classification	NOUN
futech-526	395	10	and	and	CCONJ
futech-526	395	11	linear	linear	ADJ
futech-526	395	12	regression	regression	NOUN
futech-526	395	13	for	for	ADP
futech-526	395	14	gl	gl	NOUN
futech-526	395	15	prediction	prediction	NOUN
futech-526	395	16	to	to	PART
futech-526	395	17	help	help	VERB
futech-526	395	18	pre‐diabetes	pre‐diabete	NOUN
futech-526	395	19	patients	patient	NOUN
futech-526	395	20	select	select	VERB
futech-526	395	21	healthy	healthy	ADJ
futech-526	395	22	fruits	fruit	NOUN
futech-526	395	23	according	accord	VERB
futech-526	395	24	to	to	ADP
futech-526	395	25	their	their	PRON
futech-526	395	26	glycemic	glycemic	ADJ
futech-526	395	27	response	response	NOUN
futech-526	395	28	[	[	X
futech-526	395	29	30	30	NUM
futech-526	395	30	]	]	PUNCT
futech-526	395	31	.	.	PUNCT
futech-526	396	1	in	in	ADP
futech-526	396	2	some	some	DET
futech-526	396	3	research	research	NOUN
futech-526	396	4	,	,	PUNCT
futech-526	396	5	the	the	DET
futech-526	396	6	gi	gi	NOUN
futech-526	396	7	is	be	AUX
futech-526	396	8	used	use	VERB
futech-526	396	9	as	as	ADP
futech-526	396	10	a	a	DET
futech-526	396	11	feature	feature	NOUN
futech-526	396	12	to	to	PART
futech-526	396	13	evaluate	evaluate	VERB
futech-526	396	14	and	and	CCONJ
futech-526	396	15	optimize	optimize	VERB
futech-526	396	16	dietary	dietary	ADJ
futech-526	396	17	impacts	impact	NOUN
futech-526	396	18	on	on	ADP
futech-526	396	19	blood	blood	NOUN
futech-526	396	20	glucose	glucose	NOUN
futech-526	396	21	levels	level	NOUN
futech-526	396	22	.	.	PUNCT
futech-526	397	1	one	one	NUM
futech-526	397	2	such	such	ADJ
futech-526	397	3	study	study	NOUN
futech-526	397	4	focused	focus	VERB
futech-526	397	5	on	on	ADP
futech-526	397	6	developing	develop	VERB
futech-526	397	7	a	a	DET
futech-526	397	8	machine	machine	NOUN
futech-526	397	9	learning	learn	VERB
futech-526	397	10	model	model	NOUN
futech-526	397	11	to	to	PART
futech-526	397	12	predict	predict	VERB
futech-526	397	13	postprandial	postprandial	ADJ
futech-526	397	14	blood	blood	NOUN
futech-526	397	15	glucose	glucose	NOUN
futech-526	397	16	responses	response	NOUN
futech-526	397	17	in	in	ADP
futech-526	397	18	patients	patient	NOUN
futech-526	397	19	with	with	ADP
futech-526	397	20	gestational	gestational	ADJ
futech-526	397	21	diabetes	diabetes	NOUN
futech-526	397	22	mellitus	mellitus	NOUN
futech-526	397	23	(	(	PUNCT
futech-526	397	24	gdm	gdm	NOUN
futech-526	397	25	)	)	PUNCT
futech-526	397	26	.	.	PUNCT
futech-526	398	1	a	a	DET
futech-526	398	2	gradient	gradient	ADJ
futech-526	398	3	boosting	boost	VERB
futech-526	398	4	algorithm	algorithm	NOUN
futech-526	398	5	was	be	AUX
futech-526	398	6	used	use	VERB
futech-526	398	7	,	,	PUNCT
futech-526	398	8	and	and	CCONJ
futech-526	398	9	they	they	PRON
futech-526	398	10	extracted	extract	VERB
futech-526	398	11	data	datum	NOUN
futech-526	398	12	from	from	ADP
futech-526	398	13	various	various	ADJ
futech-526	398	14	resources	resource	NOUN
futech-526	398	15	like	like	ADP
futech-526	398	16	mobile	mobile	ADJ
futech-526	398	17	app	app	NOUN
futech-526	398	18	diaries	diary	NOUN
futech-526	398	19	,	,	PUNCT
futech-526	398	20	cgm	cgm	PROPN
futech-526	398	21	,	,	PUNCT
futech-526	398	22	and	and	CCONJ
futech-526	398	23	individual	individual	ADJ
futech-526	398	24	patient	patient	ADJ
futech-526	398	25	characteristics	characteristic	NOUN
futech-526	398	26	to	to	PART
futech-526	398	27	improve	improve	VERB
futech-526	398	28	blood	blood	NOUN
futech-526	398	29	glucose	glucose	NOUN
futech-526	398	30	control	control	NOUN
futech-526	398	31	.	.	PUNCT
futech-526	399	1	the	the	DET
futech-526	399	2	gi	gi	PROPN
futech-526	399	3	was	be	AUX
futech-526	399	4	used	use	VERB
futech-526	399	5	as	as	ADP
futech-526	399	6	one	one	NUM
futech-526	399	7	of	of	ADP
futech-526	399	8	the	the	DET
futech-526	399	9	features	feature	NOUN
futech-526	399	10	in	in	ADP
futech-526	399	11	this	this	DET
futech-526	399	12	model	model	NOUN
futech-526	399	13	.	.	PUNCT
futech-526	400	1	the	the	DET
futech-526	400	2	model	model	NOUN
futech-526	400	3	also	also	ADV
futech-526	400	4	used	use	VERB
futech-526	400	5	gl	gl	PROPN
futech-526	400	6	,	,	PUNCT
futech-526	400	7	which	which	PRON
futech-526	400	8	combines	combine	VERB
futech-526	400	9	the	the	DET
futech-526	400	10	gi	gi	NOUN
futech-526	400	11	and	and	CCONJ
futech-526	400	12	the	the	DET
futech-526	400	13	quantity	quantity	NOUN
futech-526	400	14	of	of	ADP
futech-526	400	15	carbohydrates	carbohydrate	NOUN
futech-526	400	16	consumed	consume	VERB
futech-526	400	17	to	to	PART
futech-526	400	18	estimate	estimate	VERB
futech-526	400	19	the	the	DET
futech-526	400	20	impact	impact	NOUN
futech-526	400	21	of	of	ADP
futech-526	400	22	food	food	NOUN
futech-526	400	23	on	on	ADP
futech-526	400	24	blood	blood	NOUN
futech-526	400	25	glucose	glucose	NOUN
futech-526	400	26	levels	level	NOUN
futech-526	400	27	.	.	PUNCT
futech-526	401	1	they	they	PRON
futech-526	401	2	used	use	VERB
futech-526	401	3	random	random	ADJ
futech-526	401	4	grid	grid	NOUN
futech-526	401	5	search	search	NOUN
futech-526	401	6	and	and	CCONJ
futech-526	401	7	cross‐validation	cross‐validation	NOUN
futech-526	401	8	for	for	ADP
futech-526	401	9	hyperparameter	hyperparameter	NOUN
futech-526	401	10	tuning	tuning	NOUN
futech-526	401	11	.	.	PUNCT
futech-526	402	1	values	value	NOUN
futech-526	402	2	from	from	ADP
futech-526	402	3	the	the	DET
futech-526	402	4	shap	shap	PROPN
futech-526	402	5	method	method	NOUN
futech-526	402	6	were	be	AUX
futech-526	402	7	employed	employ	VERB
futech-526	402	8	to	to	PART
futech-526	402	9	understand	understand	VERB
futech-526	402	10	the	the	DET
futech-526	402	11	influence	influence	NOUN
futech-526	402	12	of	of	ADP
futech-526	402	13	different	different	ADJ
futech-526	402	14	features	feature	NOUN
futech-526	402	15	on	on	ADP
futech-526	402	16	model	model	NOUN
futech-526	402	17	prediction	prediction	NOUN
futech-526	402	18	.	.	PUNCT
futech-526	403	1	this	this	DET
futech-526	403	2	study	study	NOUN
futech-526	403	3	used	use	VERB
futech-526	403	4	explainable	explainable	ADJ
futech-526	403	5	ai	ai	NOUN
futech-526	403	6	methods	method	NOUN
futech-526	403	7	through	through	ADP
futech-526	403	8	shap	shap	PROPN
futech-526	403	9	to	to	PART
futech-526	403	10	evaluate	evaluate	VERB
futech-526	403	11	the	the	DET
futech-526	403	12	impact	impact	NOUN
futech-526	403	13	of	of	ADP
futech-526	403	14	features	feature	NOUN
futech-526	403	15	on	on	ADP
futech-526	403	16	the	the	DET
futech-526	403	17	predictions	prediction	NOUN
futech-526	403	18	[	[	X
futech-526	403	19	78	78	NUM
futech-526	403	20	]	]	PUNCT
futech-526	403	21	.	.	PUNCT
futech-526	404	1	on	on	ADP
futech-526	404	2	the	the	DET
futech-526	404	3	same	same	ADJ
futech-526	404	4	line	line	NOUN
futech-526	404	5	,	,	PUNCT
futech-526	404	6	reference	reference	NOUN
futech-526	404	7	[	[	X
futech-526	404	8	39	39	NUM
futech-526	404	9	]	]	PUNCT
futech-526	404	10	employed	employ	VERB
futech-526	404	11	gi	gi	NOUN
futech-526	404	12	as	as	ADP
futech-526	404	13	a	a	DET
futech-526	404	14	feature	feature	NOUN
futech-526	404	15	.	.	PUNCT
futech-526	405	1	the	the	DET
futech-526	405	2	study	study	NOUN
futech-526	405	3	focused	focus	VERB
futech-526	405	4	on	on	ADP
futech-526	405	5	increasing	increase	VERB
futech-526	405	6	the	the	DET
futech-526	405	7	prediction	prediction	NOUN
futech-526	405	8	accuracy	accuracy	NOUN
futech-526	405	9	of	of	ADP
futech-526	405	10	the	the	DET
futech-526	405	11	postprandial	postprandial	ADJ
futech-526	405	12	glycemic	glycemic	ADJ
futech-526	405	13	responses	response	NOUN
futech-526	405	14	(	(	PUNCT
futech-526	405	15	ppgr	ppgr	NOUN
futech-526	405	16	)	)	PUNCT
futech-526	405	17	in	in	ADP
futech-526	405	18	women	woman	NOUN
futech-526	405	19	with	with	ADP
futech-526	405	20	gestational	gestational	ADJ
futech-526	405	21	diabetes	diabetes	NOUN
futech-526	405	22	mellitus	mellitus	NOUN
futech-526	405	23	by	by	ADP
futech-526	405	24	incorporating	incorporate	VERB
futech-526	405	25	gi	gi	NOUN
futech-526	405	26	and	and	CCONJ
futech-526	405	27	gl	gl	PROPN
futech-526	405	28	.	.	PROPN
futech-526	405	29	cgm	cgm	PROPN
futech-526	405	30	&	&	CCONJ
futech-526	405	31	food	food	NOUN
futech-526	405	32	diaries	diary	NOUN
futech-526	405	33	of	of	ADP
futech-526	405	34	pregnant	pregnant	ADJ
futech-526	405	35	women	woman	NOUN
futech-526	405	36	were	be	AUX
futech-526	405	37	used	use	VERB
futech-526	405	38	for	for	ADP
futech-526	405	39	the	the	DET
futech-526	405	40	development	development	NOUN
futech-526	405	41	.	.	PUNCT
futech-526	406	1	they	they	PRON
futech-526	406	2	compared	compare	VERB
futech-526	406	3	models	model	NOUN
futech-526	406	4	with	with	ADP
futech-526	406	5	and	and	CCONJ
futech-526	406	6	without	without	ADP
futech-526	406	7	gi	gi	NOUN
futech-526	406	8	/	/	SYM
futech-526	406	9	gl	gl	NOUN
futech-526	406	10	data	datum	NOUN
futech-526	406	11	to	to	PART
futech-526	406	12	determine	determine	VERB
futech-526	406	13	whether	whether	SCONJ
futech-526	406	14	or	or	CCONJ
futech-526	406	15	not	not	PART
futech-526	406	16	gi	gi	ADJ
futech-526	406	17	/	/	SYM
futech-526	406	18	gl	gl	NOUN
futech-526	406	19	data	datum	NOUN
futech-526	406	20	can	can	AUX
futech-526	406	21	improve	improve	VERB
futech-526	406	22	the	the	DET
futech-526	406	23	prediction	prediction	NOUN
futech-526	406	24	of	of	ADP
futech-526	406	25	ppgr	ppgr	NOUN
futech-526	406	26	.	.	PUNCT
futech-526	407	1	the	the	DET
futech-526	407	2	study	study	NOUN
futech-526	407	3	was	be	AUX
futech-526	407	4	focused	focus	VERB
futech-526	407	5	on	on	ADP
futech-526	407	6	finding	find	VERB
futech-526	407	7	the	the	DET
futech-526	407	8	effect	effect	NOUN
futech-526	407	9	of	of	ADP
futech-526	407	10	gi	gi	PROPN
futech-526	407	11	/	/	SYM
futech-526	407	12	gl	gl	NOUN
futech-526	407	13	information	information	NOUN
futech-526	407	14	to	to	PART
futech-526	407	15	enhance	enhance	VERB
futech-526	407	16	the	the	DET
futech-526	407	17	prediction	prediction	NOUN
futech-526	407	18	of	of	ADP
futech-526	407	19	ppgr	ppgr	ADJ
futech-526	407	20	outcomes	outcome	NOUN
futech-526	407	21	.	.	PUNCT
futech-526	408	1	this	this	DET
futech-526	408	2	study	study	NOUN
futech-526	408	3	used	use	VERB
futech-526	408	4	a	a	DET
futech-526	408	5	total	total	NOUN
futech-526	408	6	of	of	ADP
futech-526	408	7	124	124	NUM
futech-526	408	8	participants	participant	NOUN
futech-526	408	9	(	(	PUNCT
futech-526	408	10	90	90	NUM
futech-526	408	11	gdm	gdm	NOUN
futech-526	408	12	&	&	CCONJ
futech-526	408	13	34	34	NUM
futech-526	408	14	controls	control	NOUN
futech-526	408	15	)	)	PUNCT
futech-526	408	16	from	from	ADP
futech-526	408	17	the	the	DET
futech-526	408	18	prospective	prospective	ADJ
futech-526	408	19	multi	multi	ADJ
futech-526	408	20	-	-	ADJ
futech-526	408	21	center	center	ADJ
futech-526	408	22	gem‐gdm	gem‐gdm	NOUN
futech-526	408	23	(	(	PUNCT
futech-526	408	24	genetic	genetic	ADJ
futech-526	408	25	and	and	CCONJ
futech-526	408	26	epigenetic	epigenetic	ADJ
futech-526	408	27	mechanisms	mechanism	NOUN
futech-526	408	28	of	of	ADP
futech-526	408	29	developing	develop	VERB
futech-526	408	30	gestational	gestational	ADJ
futech-526	408	31	diabetes	diabetes	NOUN
futech-526	408	32	mellitus	mellitus	NOUN
futech-526	408	33	)	)	PUNCT
futech-526	408	34	clinical	clinical	ADJ
futech-526	408	35	trial	trial	NOUN
futech-526	408	36	.	.	PUNCT
futech-526	409	1	each	each	PRON
futech-526	409	2	of	of	ADP
futech-526	409	3	1,489	1,489	NUM
futech-526	409	4	meal	meal	NOUN
futech-526	409	5	records	record	NOUN
futech-526	409	6	was	be	AUX
futech-526	409	7	associated	associate	VERB
futech-526	409	8	with	with	ADP
futech-526	409	9	glucose	glucose	NOUN
futech-526	409	10	measurements	measurement	NOUN
futech-526	409	11	.	.	PUNCT
futech-526	410	1	gi	gi	NOUN
futech-526	410	2	values	value	NOUN
futech-526	410	3	were	be	AUX
futech-526	410	4	derived	derive	VERB
futech-526	410	5	directly	directly	ADV
futech-526	410	6	from	from	ADP
futech-526	410	7	the	the	DET
futech-526	410	8	university	university	PROPN
futech-526	410	9	of	of	ADP
futech-526	410	10	sydney	sydney	PROPN
futech-526	410	11	database	database	NOUN
futech-526	410	12	(	(	PUNCT
futech-526	410	13	available	available	ADJ
futech-526	410	14	until	until	ADP
futech-526	410	15	october	october	PROPN
futech-526	410	16	2023	2023	NUM
futech-526	410	17	)	)	PUNCT
futech-526	411	1	[	[	X
futech-526	411	2	110	110	NUM
futech-526	411	3	]	]	PUNCT
futech-526	411	4	and	and	CCONJ
futech-526	411	5	matched	match	VERB
futech-526	411	6	to	to	ADP
futech-526	411	7	foods	food	NOUN
futech-526	411	8	in	in	ADP
futech-526	411	9	the	the	DET
futech-526	411	10	diacompanion	diacompanion	NOUN
futech-526	411	11	app	app	PROPN
futech-526	411	12	food	food	NOUN
futech-526	411	13	database	database	NOUN
futech-526	411	14	.	.	PUNCT
futech-526	412	1	ml	ml	PROPN
futech-526	412	2	methods	method	NOUN
futech-526	412	3	such	such	ADJ
futech-526	412	4	as	as	ADP
futech-526	412	5	linear	linear	PROPN
futech-526	412	6	regression	regression	NOUN
futech-526	412	7	and	and	CCONJ
futech-526	412	8	regularized	regularize	VERB
futech-526	412	9	regression	regression	NOUN
futech-526	412	10	(	(	PUNCT
futech-526	412	11	lasso	lasso	NOUN
futech-526	412	12	,	,	PUNCT
futech-526	412	13	ridge	ridge	PROPN
futech-526	412	14	,	,	PUNCT
futech-526	412	15	elastic‐net	elastic‐net	PROPN
futech-526	412	16	,	,	PUNCT
futech-526	412	17	lars	lars	PROPN
futech-526	412	18	lasso	lasso	PROPN
futech-526	412	19	,	,	PUNCT
futech-526	412	20	orthogonal	orthogonal	ADJ
futech-526	412	21	matching	matching	NOUN
futech-526	412	22	pursuit	pursuit	NOUN
futech-526	412	23	)	)	PUNCT
futech-526	412	24	were	be	AUX
futech-526	412	25	used	use	VERB
futech-526	412	26	in	in	ADP
futech-526	412	27	the	the	DET
futech-526	412	28	study	study	NOUN
futech-526	412	29	.	.	PUNCT
futech-526	413	1	another	another	DET
futech-526	413	2	study	study	NOUN
futech-526	413	3	addressed	address	VERB
futech-526	413	4	the	the	DET
futech-526	413	5	need	need	NOUN
futech-526	413	6	for	for	ADP
futech-526	413	7	accurate	accurate	ADJ
futech-526	413	8	,	,	PUNCT
futech-526	413	9	automated	automate	VERB
futech-526	413	10	dietary	dietary	ADJ
futech-526	413	11	monitoring	monitoring	NOUN
futech-526	413	12	by	by	ADP
futech-526	413	13	analyzing	analyze	VERB
futech-526	413	14	the	the	DET
futech-526	413	15	post‐prandial	post‐prandial	ADJ
futech-526	413	16	glucose	glucose	NOUN
futech-526	413	17	response	response	NOUN
futech-526	413	18	(	(	PUNCT
futech-526	413	19	ppgr	ppgr	NOUN
futech-526	413	20	)	)	PUNCT
futech-526	413	21	to	to	PART
futech-526	413	22	predict	predict	VERB
futech-526	413	23	meal	meal	NOUN
futech-526	413	24	macronutrient	macronutrient	NOUN
futech-526	413	25	content	content	NOUN
futech-526	413	26	.	.	PUNCT
futech-526	414	1	they	they	PRON
futech-526	414	2	also	also	ADV
futech-526	414	3	used	use	VERB
futech-526	414	4	gi	gi	NOUN
futech-526	414	5	as	as	ADP
futech-526	414	6	a	a	DET
futech-526	414	7	key	key	ADJ
futech-526	414	8	factor	factor	NOUN
futech-526	414	9	influencing	influence	VERB
futech-526	414	10	ppgr	ppgr	ADV
futech-526	414	11	,	,	PUNCT
futech-526	414	12	especially	especially	ADV
futech-526	414	13	for	for	ADP
futech-526	414	14	carbohydrate‐heavy	carbohydrate‐heavy	ADJ
futech-526	414	15	foods	food	NOUN
futech-526	414	16	.	.	PUNCT
futech-526	415	1	but	but	CCONJ
futech-526	415	2	the	the	DET
futech-526	415	3	model	model	NOUN
futech-526	415	4	did	do	AUX
futech-526	415	5	not	not	PART
futech-526	415	6	directly	directly	ADV
futech-526	415	7	calculate	calculate	VERB
futech-526	415	8	gi	gi	NOUN
futech-526	415	9	values	value	NOUN
futech-526	415	10	.	.	PUNCT
futech-526	416	1	instead	instead	ADV
futech-526	416	2	,	,	PUNCT
futech-526	416	3	it	it	PRON
futech-526	416	4	used	use	VERB
futech-526	416	5	cgm‐based	cgm‐base	VERB
futech-526	416	6	ppgr	ppgr	NOUN
futech-526	416	7	data	datum	NOUN
futech-526	416	8	to	to	PART
futech-526	416	9	infer	infer	VERB
futech-526	416	10	macronutrient	macronutrient	NOUN
futech-526	416	11	compositions	composition	NOUN
futech-526	416	12	of	of	ADP
futech-526	416	13	meals	meal	NOUN
futech-526	416	14	.	.	PUNCT
futech-526	417	1	the	the	DET
futech-526	417	2	model	model	NOUN
futech-526	417	3	implicitly	implicitly	ADV
futech-526	417	4	considered	consider	VERB
futech-526	417	5	the	the	DET
futech-526	417	6	impact	impact	NOUN
futech-526	417	7	of	of	ADP
futech-526	417	8	carbohydrates	carbohydrate	NOUN
futech-526	417	9	(	(	PUNCT
futech-526	417	10	via	via	ADP
futech-526	417	11	ppgr	ppgr	ADJ
futech-526	417	12	patterns	pattern	NOUN
futech-526	417	13	)	)	PUNCT
futech-526	417	14	in	in	ADP
futech-526	417	15	estimating	estimate	VERB
futech-526	417	16	these	these	DET
futech-526	417	17	compositions	composition	NOUN
futech-526	417	18	,	,	PUNCT
futech-526	417	19	which	which	PRON
futech-526	417	20	are	be	AUX
futech-526	417	21	indirectly	indirectly	ADV
futech-526	417	22	related	relate	VERB
futech-526	417	23	to	to	ADP
futech-526	417	24	gi	gi	VERB
futech-526	417	25	effects	effect	NOUN
futech-526	417	26	.	.	PUNCT
futech-526	418	1	they	they	PRON
futech-526	418	2	evaluated	evaluate	VERB
futech-526	418	3	the	the	DET
futech-526	418	4	sparse‐	sparse‐	NOUN
futech-526	418	5	coding	code	VERB
futech-526	418	6	approach	approach	NOUN
futech-526	418	7	against	against	ADP
futech-526	418	8	two	two	NUM
futech-526	418	9	baseline	baseline	NOUN
futech-526	418	10	techniques	technique	NOUN
futech-526	418	11	:	:	PUNCT
futech-526	418	12	(	(	PUNCT
futech-526	418	13	1	1	X
futech-526	418	14	)	)	PUNCT
futech-526	418	15	ridge	ridge	NOUN
futech-526	418	16	regression	regression	NOUN
futech-526	418	17	(	(	PUNCT
futech-526	418	18	rr	rr	NOUN
futech-526	418	19	)	)	PUNCT
futech-526	418	20	,	,	PUNCT
futech-526	418	21	as	as	ADP
futech-526	418	22	a	a	DET
futech-526	418	23	representative	representative	NOUN
futech-526	418	24	of	of	ADP
futech-526	418	25	regularization	regularization	NOUN
futech-526	418	26	methods	method	NOUN
futech-526	418	27	,	,	PUNCT
futech-526	418	28	and	and	CCONJ
futech-526	418	29	(	(	PUNCT
futech-526	418	30	2	2	X
futech-526	418	31	)	)	PUNCT
futech-526	418	32	a	a	DET
futech-526	418	33	nearest‐neighbor	nearest‐neighbor	NOUN
futech-526	418	34	classifier	classifier	NOUN
futech-526	418	35	operating	operate	VERB
futech-526	418	36	in	in	ADP
futech-526	418	37	a	a	DET
futech-526	418	38	linear	linear	ADJ
futech-526	418	39	discriminant	discriminant	NOUN
futech-526	418	40	analysis	analysis	NOUN
futech-526	418	41	subspace	subspace	NOUN
futech-526	418	42	(	(	PUNCT
futech-526	418	43	lda‐knn	lda‐knn	ADJ
futech-526	418	44	)	)	PUNCT
futech-526	418	45	,	,	PUNCT
futech-526	418	46	as	as	ADP
futech-526	418	47	a	a	DET
futech-526	418	48	representative	representative	NOUN
futech-526	418	49	of	of	ADP
futech-526	418	50	distance	distance	NOUN
futech-526	418	51	-	-	PUNCT
futech-526	418	52	based	base	VERB
futech-526	418	53	classifiers	classifier	NOUN
futech-526	418	54	[	[	X
futech-526	418	55	82	82	NUM
futech-526	418	56	]	]	PUNCT
futech-526	418	57	.	.	PUNCT
futech-526	419	1	in	in	ADP
futech-526	419	2	another	another	DET
futech-526	419	3	similar	similar	ADJ
futech-526	419	4	work	work	NOUN
futech-526	419	5	,	,	PUNCT
futech-526	419	6	machine	machine	NOUN
futech-526	419	7	learning	learning	NOUN
futech-526	419	8	models	model	NOUN
futech-526	419	9	were	be	AUX
futech-526	419	10	used	use	VERB
futech-526	419	11	to	to	PART
futech-526	419	12	predict	predict	VERB
futech-526	419	13	the	the	DET
futech-526	419	14	progress	progress	NOUN
futech-526	419	15	of	of	ADP
futech-526	419	16	the	the	DET
futech-526	419	17	glycemic	glycemic	ADJ
futech-526	419	18	values	value	NOUN
futech-526	419	19	of	of	ADP
futech-526	419	20	six	six	NUM
futech-526	419	21	patients	patient	NOUN
futech-526	419	22	with	with	ADP
futech-526	419	23	diabetes	diabetes	NOUN
futech-526	419	24	.	.	PUNCT
futech-526	420	1	eight	eight	NUM
futech-526	420	2	different	different	ADJ
futech-526	420	3	algorithms	algorithm	NOUN
futech-526	420	4	were	be	AUX
futech-526	420	5	compared	compare	VERB
futech-526	420	6	,	,	PUNCT
futech-526	420	7	i.e.	i.e.	X
futech-526	420	8	,	,	PUNCT
futech-526	420	9	ann	ann	PROPN
futech-526	420	10	with	with	ADP
futech-526	420	11	multilayer	multilayer	PROPN
futech-526	420	12	perceptron	perceptron	PROPN
futech-526	420	13	,	,	PUNCT
futech-526	420	14	probabilistic	probabilistic	ADJ
futech-526	420	15	neural	neural	ADJ
futech-526	420	16	network	network	NOUN
futech-526	420	17	(	(	PUNCT
futech-526	420	18	pnn	pnn	PROPN
futech-526	420	19	)	)	PUNCT
futech-526	420	20	,	,	PUNCT
futech-526	420	21	polynomial	polynomial	ADJ
futech-526	420	22	regression	regression	NOUN
futech-526	420	23	,	,	PUNCT
futech-526	420	24	gradient	gradient	NOUN
futech-526	420	25	boosted	boost	VERB
futech-526	420	26	trees	tree	NOUN
futech-526	420	27	regression	regression	NOUN
futech-526	420	28	,	,	PUNCT
futech-526	420	29	random	random	ADJ
futech-526	420	30	forest	forest	NOUN
futech-526	420	31	regression	regression	NOUN
futech-526	420	32	,	,	PUNCT
futech-526	420	33	simple	simple	ADJ
futech-526	420	34	regression	regression	NOUN
futech-526	420	35	tree	tree	NOUN
futech-526	420	36	,	,	PUNCT
futech-526	420	37	tree	tree	NOUN
futech-526	420	38	ensemble	ensemble	ADJ
futech-526	420	39	regression	regression	NOUN
futech-526	420	40	,	,	PUNCT
futech-526	420	41	and	and	CCONJ
futech-526	420	42	linear	linear	ADJ
futech-526	420	43	regression	regression	NOUN
futech-526	420	44	.	.	PUNCT
futech-526	421	1	the	the	DET
futech-526	421	2	algorithms	algorithm	NOUN
futech-526	421	3	were	be	AUX
futech-526	421	4	classified	classify	VERB
futech-526	421	5	based	base	VERB
futech-526	421	6	on	on	ADP
futech-526	421	7	the	the	DET
futech-526	421	8	ability	ability	NOUN
futech-526	421	9	to	to	PART
futech-526	421	10	minimize	minimize	VERB
futech-526	421	11	four	four	NUM
futech-526	421	12	statistical	statistical	ADJ
futech-526	421	13	errors	error	NOUN
futech-526	421	14	,	,	PUNCT
futech-526	421	15	namely	namely	ADV
futech-526	421	16	:	:	PUNCT
futech-526	421	17	mean	mean	VERB
futech-526	421	18	absolute	absolute	ADJ
futech-526	421	19	error	error	NOUN
futech-526	421	20	,	,	PUNCT
futech-526	422	1	mean	mean	NOUN
futech-526	422	2	squared	square	VERB
futech-526	422	3	error	error	NOUN
futech-526	422	4	,	,	PUNCT
futech-526	422	5	root	root	NOUN
futech-526	422	6	mean	mean	VERB
futech-526	422	7	squared	square	VERB
futech-526	422	8	error	error	NOUN
futech-526	422	9	,	,	PUNCT
futech-526	422	10	and	and	CCONJ
futech-526	422	11	mean	mean	VERB
futech-526	422	12	signed	sign	VERB
futech-526	422	13	difference	difference	NOUN
futech-526	422	14	.	.	PUNCT
futech-526	423	1	direct	direct	ADJ
futech-526	423	2	use	use	NOUN
futech-526	423	3	of	of	ADP
futech-526	423	4	gi	gi	NOUN
futech-526	423	5	is	be	AUX
futech-526	423	6	not	not	PART
futech-526	423	7	presented	present	VERB
futech-526	423	8	.	.	PUNCT
futech-526	424	1	instead	instead	ADV
futech-526	424	2	,	,	PUNCT
futech-526	424	3	it	it	PRON
futech-526	424	4	aimed	aim	VERB
futech-526	424	5	to	to	PART
futech-526	424	6	predict	predict	VERB
futech-526	424	7	overall	overall	ADJ
futech-526	424	8	glycemic	glycemic	ADJ
futech-526	424	9	status	status	NOUN
futech-526	424	10	using	use	VERB
futech-526	424	11	historical	historical	ADJ
futech-526	424	12	glucose	glucose	NOUN
futech-526	424	13	readings	reading	NOUN
futech-526	424	14	from	from	ADP
futech-526	424	15	patients	patient	NOUN
futech-526	424	16	[	[	X
futech-526	424	17	89	89	NUM
futech-526	424	18	]	]	PUNCT
futech-526	424	19	.	.	PUNCT
futech-526	425	1	in	in	ADP
futech-526	425	2	reference	reference	NOUN
futech-526	425	3	[	[	X
futech-526	425	4	88	88	NUM
futech-526	425	5	]	]	PUNCT
futech-526	425	6	,	,	PUNCT
futech-526	425	7	researchers	researcher	NOUN
futech-526	425	8	used	use	VERB
futech-526	425	9	wearable	wearable	ADJ
futech-526	425	10	device	device	NOUN
futech-526	425	11	data	datum	NOUN
futech-526	425	12	to	to	PART
futech-526	425	13	attempt	attempt	VERB
futech-526	425	14	to	to	PART
futech-526	425	15	predict	predict	VERB
futech-526	425	16	future	future	ADJ
futech-526	425	17	glycemic	glycemic	ADJ
futech-526	425	18	control	control	NOUN
futech-526	425	19	among	among	ADP
futech-526	425	20	adults	adult	NOUN
futech-526	425	21	with	with	ADP
futech-526	425	22	prediabetes	prediabete	NOUN
futech-526	425	23	.	.	PUNCT
futech-526	426	1	in	in	ADP
futech-526	426	2	this	this	DET
futech-526	426	3	study	study	NOUN
futech-526	426	4	,	,	PUNCT
futech-526	426	5	they	they	PRON
futech-526	426	6	have	have	VERB
futech-526	426	7	16	16	NUM
futech-526	426	8	features	feature	NOUN
futech-526	426	9	,	,	PUNCT
futech-526	426	10	including	include	VERB
futech-526	426	11	physical	physical	ADJ
futech-526	426	12	activities	activity	NOUN
futech-526	426	13	,	,	PUNCT
futech-526	426	14	heart	heart	NOUN
futech-526	426	15	rate	rate	NOUN
futech-526	426	16	,	,	PUNCT
futech-526	426	17	and	and	CCONJ
futech-526	426	18	sleep	sleep	NOUN
futech-526	426	19	.	.	PUNCT
futech-526	427	1	they	they	PRON
futech-526	427	2	aimed	aim	VERB
futech-526	427	3	to	to	PART
futech-526	427	4	predict	predict	VERB
futech-526	427	5	longitudinal	longitudinal	ADJ
futech-526	427	6	continuous	continuous	ADJ
futech-526	427	7	changes	change	NOUN
futech-526	427	8	in	in	ADP
futech-526	427	9	hemoglobin	hemoglobin	NOUN
futech-526	427	10	a1c	a1c	PROPN
futech-526	427	11	and	and	CCONJ
futech-526	427	12	assess	assess	VERB
futech-526	427	13	worsening	worsening	NOUN
futech-526	427	14	,	,	PUNCT
futech-526	427	15	improvement	improvement	NOUN
futech-526	427	16	of	of	ADP
futech-526	427	17	glycemic	glycemic	ADJ
futech-526	427	18	control	control	NOUN
futech-526	427	19	among	among	ADP
futech-526	427	20	non‐diabetic	non‐diabetic	ADJ
futech-526	427	21	and	and	CCONJ
futech-526	427	22	prediabetic	prediabetic	ADJ
futech-526	427	23	adults	adult	NOUN
futech-526	427	24	using	use	VERB
futech-526	427	25	various	various	ADJ
futech-526	427	26	features	feature	NOUN
futech-526	427	27	obtained	obtain	VERB
futech-526	427	28	from	from	ADP
futech-526	427	29	wearables	wearable	NOUN
futech-526	427	30	.	.	PUNCT
futech-526	428	1	directly	directly	ADV
futech-526	428	2	calculated	calculate	VERB
futech-526	428	3	or	or	CCONJ
futech-526	428	4	predicted	predict	VERB
futech-526	428	5	gi	gi	NOUN
futech-526	428	6	was	be	AUX
futech-526	428	7	not	not	PART
futech-526	428	8	specifically	specifically	ADV
futech-526	428	9	measured	measure	VERB
futech-526	428	10	in	in	ADP
futech-526	428	11	the	the	DET
futech-526	428	12	study	study	NOUN
futech-526	428	13	.	.	PUNCT
futech-526	429	1	instead	instead	ADV
futech-526	429	2	,	,	PUNCT
futech-526	429	3	changes	change	NOUN
futech-526	429	4	in	in	ADP
futech-526	429	5	glycemic	glycemic	ADJ
futech-526	429	6	control	control	NOUN
futech-526	429	7	were	be	AUX
futech-526	429	8	monitored	monitor	VERB
futech-526	429	9	using	use	VERB
futech-526	429	10	hemoglobin	hemoglobin	NOUN
futech-526	429	11	a1c	a1c	PROPN
futech-526	429	12	levels	level	NOUN
futech-526	429	13	(	(	PUNCT
futech-526	429	14	which	which	PRON
futech-526	429	15	reflect	reflect	VERB
futech-526	429	16	long	long	ADJ
futech-526	429	17	-	-	PUNCT
futech-526	429	18	term	term	NOUN
futech-526	429	19	blood	blood	NOUN
futech-526	429	20	glucose	glucose	NOUN
futech-526	429	21	levels	level	NOUN
futech-526	429	22	rather	rather	ADV
futech-526	429	23	than	than	ADP
futech-526	429	24	short	short	ADJ
futech-526	429	25	-	-	PUNCT
futech-526	429	26	term	term	NOUN
futech-526	429	27	postprandial	postprandial	ADJ
futech-526	429	28	responses	response	NOUN
futech-526	429	29	to	to	ADP
futech-526	429	30	foods	food	NOUN
futech-526	429	31	)	)	PUNCT
futech-526	429	32	.	.	PUNCT
futech-526	430	1	diabetic	diabetic	ADJ
futech-526	430	2	retinopathy	retinopathy	ADJ
futech-526	430	3	(	(	PUNCT
futech-526	430	4	dr	dr	PROPN
futech-526	430	5	)	)	PUNCT
futech-526	430	6	is	be	AUX
futech-526	430	7	one	one	NUM
futech-526	430	8	of	of	ADP
futech-526	430	9	the	the	DET
futech-526	430	10	major	major	ADJ
futech-526	430	11	complications	complication	NOUN
futech-526	430	12	of	of	ADP
futech-526	430	13	diabetes	diabetes	NOUN
futech-526	430	14	.	.	PUNCT
futech-526	431	1	a	a	DET
futech-526	431	2	recent	recent	ADJ
futech-526	431	3	study	study	NOUN
futech-526	431	4	integrates	integrate	NOUN
futech-526	431	5	ml	ml	NOUN
futech-526	431	6	models	model	NOUN
futech-526	431	7	to	to	PART
futech-526	431	8	predict	predict	VERB
futech-526	431	9	the	the	DET
futech-526	431	10	risk	risk	NOUN
futech-526	431	11	of	of	ADP
futech-526	431	12	diabetic	diabetic	ADJ
futech-526	431	13	retinopathy	retinopathy	NOUN
futech-526	431	14	[	[	X
futech-526	431	15	99	99	NUM
futech-526	431	16	]	]	PUNCT
futech-526	431	17	.	.	PUNCT
futech-526	432	1	shap	shap	PROPN
futech-526	432	2	was	be	AUX
futech-526	432	3	established	establish	VERB
futech-526	432	4	to	to	PART
futech-526	432	5	increase	increase	VERB
futech-526	432	6	the	the	DET
futech-526	432	7	accuracy	accuracy	NOUN
futech-526	432	8	of	of	ADP
futech-526	432	9	risk	risk	NOUN
futech-526	432	10	prediction	prediction	NOUN
futech-526	432	11	for	for	ADP
futech-526	432	12	diabetic	diabetic	ADJ
futech-526	432	13	retinopathy	retinopathy	NOUN
futech-526	432	14	,	,	PUNCT
futech-526	432	15	explain	explain	VERB
futech-526	432	16	the	the	DET
futech-526	432	17	rationality	rationality	NOUN
futech-526	432	18	of	of	ADP
futech-526	432	19	the	the	DET
futech-526	432	20	findings	finding	NOUN
futech-526	432	21	from	from	ADP
futech-526	432	22	model	model	NOUN
futech-526	432	23	prediction	prediction	NOUN
futech-526	432	24	and	and	CCONJ
futech-526	432	25	improve	improve	VERB
futech-526	432	26	the	the	DET
futech-526	432	27	reliability	reliability	NOUN
futech-526	432	28	of	of	ADP
futech-526	432	29	prediction	prediction	NOUN
futech-526	432	30	results	result	NOUN
futech-526	432	31	.	.	PUNCT
futech-526	433	1	the	the	DET
futech-526	433	2	features	feature	NOUN
futech-526	433	3	that	that	PRON
futech-526	433	4	used	use	VERB
futech-526	433	5	in	in	ADP
futech-526	433	6	the	the	DET
futech-526	433	7	model	model	NOUN
futech-526	433	8	were	be	AUX
futech-526	433	9	extracted	extract	VERB
futech-526	433	10	from	from	ADP
futech-526	433	11	a	a	DET
futech-526	433	12	diabetes	diabetes	NOUN
futech-526	433	13	complication	complication	NOUN
futech-526	433	14	dataset	dataset	NOUN
futech-526	433	15	.	.	PUNCT
futech-526	434	1	the	the	DET
futech-526	434	2	catboost	catboost	PROPN
futech-526	434	3	model	model	NOUN
futech-526	434	4	was	be	AUX
futech-526	434	5	employed	employ	VERB
futech-526	434	6	and	and	CCONJ
futech-526	434	7	optimized	optimize	VERB
futech-526	434	8	for	for	ADP
futech-526	434	9	the	the	DET
futech-526	434	10	prediction	prediction	NOUN
futech-526	434	11	task	task	NOUN
futech-526	434	12	.	.	PUNCT
futech-526	435	1	the	the	DET
futech-526	435	2	gi	gi	NOUN
futech-526	435	3	itself	itself	PRON
futech-526	435	4	is	be	AUX
futech-526	435	5	not	not	PART
futech-526	435	6	directly	directly	ADV
futech-526	435	7	used	use	VERB
futech-526	435	8	as	as	ADP
futech-526	435	9	a	a	DET
futech-526	435	10	feature	feature	NOUN
futech-526	435	11	in	in	ADP
futech-526	435	12	this	this	DET
futech-526	435	13	study	study	NOUN
futech-526	435	14	;	;	PUNCT
futech-526	435	15	instead	instead	ADV
futech-526	435	16	,	,	PUNCT
futech-526	435	17	this	this	DET
futech-526	435	18	study	study	NOUN
futech-526	435	19	focused	focus	VERB
futech-526	435	20	on	on	ADP
futech-526	435	21	glycemic	glycemic	ADJ
futech-526	435	22	measures	measure	NOUN
futech-526	435	23	like	like	ADP
futech-526	435	24	glycated	glycate	VERB
futech-526	435	25	hemoglobin	hemoglobin	NOUN
futech-526	435	26	(	(	PUNCT
futech-526	435	27	hba1c	hba1c	PROPN
futech-526	435	28	)	)	PUNCT
futech-526	435	29	and	and	CCONJ
futech-526	435	30	fasting	fast	VERB
futech-526	435	31	blood	blood	NOUN
futech-526	435	32	glucose	glucose	NOUN
futech-526	435	33	(	(	PUNCT
futech-526	435	34	glu_2h	glu_2h	NOUN
futech-526	435	35	)	)	PUNCT
futech-526	435	36	as	as	ADP
futech-526	435	37	significant	significant	ADJ
futech-526	435	38	indicators	indicator	NOUN
futech-526	435	39	in	in	ADP
futech-526	435	40	diabetic	diabetic	ADJ
futech-526	435	41	retinopathy	retinopathy	ADJ
futech-526	435	42	risk	risk	NOUN
futech-526	435	43	assessment	assessment	NOUN
futech-526	435	44	.	.	PUNCT
futech-526	436	1	gi	gi	VERB
futech-526	436	2	measures	measure	NOUN
futech-526	436	3	how	how	SCONJ
futech-526	436	4	quickly	quickly	ADV
futech-526	436	5	carbohydratecontaining	carbohydratecontaine	VERB
futech-526	436	6	foods	food	NOUN
futech-526	436	7	raise	raise	VERB
futech-526	436	8	blood	blood	NOUN
futech-526	436	9	glucose	glucose	NOUN
futech-526	436	10	,	,	PUNCT
futech-526	436	11	which	which	PRON
futech-526	436	12	is	be	AUX
futech-526	436	13	particularly	particularly	ADV
futech-526	436	14	relevant	relevant	ADJ
futech-526	436	15	for	for	ADP
futech-526	436	16	diabetes	diabetes	NOUN
futech-526	436	17	management	management	NOUN
futech-526	436	18	.	.	PUNCT
futech-526	437	1	ml	ml	PROPN
futech-526	437	2	has	have	AUX
futech-526	437	3	yielded	yield	VERB
futech-526	437	4	stunning	stunning	ADJ
futech-526	437	5	success	success	NOUN
futech-526	437	6	in	in	ADP
futech-526	437	7	predicting	predict	VERB
futech-526	437	8	the	the	DET
futech-526	437	9	importance	importance	NOUN
futech-526	437	10	of	of	ADP
futech-526	437	11	diabetes	diabetes	NOUN
futech-526	437	12	risk	risk	NOUN
futech-526	437	13	using	use	VERB
futech-526	437	14	health	health	NOUN
futech-526	437	15	indicators	indicator	NOUN
futech-526	437	16	and	and	CCONJ
futech-526	437	17	pattern	pattern	NOUN
futech-526	437	18	analysis	analysis	NOUN
futech-526	437	19	.	.	PUNCT
futech-526	438	1	“	"	PUNCT
futech-526	438	2	diabetes	diabetes	NOUN
futech-526	438	3	prediction	prediction	NOUN
futech-526	438	4	using	use	VERB
futech-526	438	5	machine	machine	NOUN
futech-526	438	6	learning	learn	VERB
futech-526	438	7	classification	classification	NOUN
futech-526	438	8	algorithms	algorithm	NOUN
futech-526	438	9	”	"	PUNCT
futech-526	439	1	[	[	X
futech-526	439	2	111	111	NUM
futech-526	439	3	]	]	PUNCT
futech-526	439	4	reveals	reveal	VERB
futech-526	439	5	the	the	DET
futech-526	439	6	effectiveness	effectiveness	NOUN
futech-526	439	7	of	of	ADP
futech-526	439	8	several	several	ADJ
futech-526	439	9	classification	classification	NOUN
futech-526	439	10	algorithms	algorithm	NOUN
futech-526	439	11	,	,	PUNCT
futech-526	439	12	including	include	VERB
futech-526	439	13	svm	svm	PROPN
futech-526	439	14	,	,	PUNCT
futech-526	439	15	extreme	extreme	ADJ
futech-526	439	16	gradient	gradient	NOUN
futech-526	439	17	boosting	boost	VERB
futech-526	439	18	(	(	PUNCT
futech-526	439	19	xgb	xgb	NUM
futech-526	439	20	)	)	PUNCT
futech-526	439	21	,	,	PUNCT
futech-526	439	22	decision	decision	NOUN
futech-526	439	23	trees	tree	NOUN
futech-526	439	24	(	(	PUNCT
futech-526	439	25	dt	dt	NOUN
futech-526	439	26	)	)	PUNCT
futech-526	439	27	,	,	PUNCT
futech-526	439	28	and	and	CCONJ
futech-526	439	29	rf	rf	VERB
futech-526	439	30	,	,	PUNCT
futech-526	439	31	in	in	ADP
futech-526	439	32	predicting	predict	VERB
futech-526	439	33	diabetes	diabetes	NOUN
futech-526	439	34	.	.	PUNCT
futech-526	440	1	implementing	implement	VERB
futech-526	440	2	ml	ml	NOUN
futech-526	440	3	models	model	NOUN
futech-526	440	4	in	in	ADP
futech-526	440	5	gi	gi	NOUN
futech-526	440	6	predictions	prediction	NOUN
futech-526	440	7	would	would	AUX
futech-526	440	8	lead	lead	VERB
futech-526	440	9	to	to	ADP
futech-526	440	10	identifying	identify	VERB
futech-526	440	11	the	the	DET
futech-526	440	12	effect	effect	NOUN
futech-526	440	13	of	of	ADP
futech-526	440	14	foods	food	NOUN
futech-526	440	15	on	on	ADP
futech-526	440	16	blood	blood	NOUN
futech-526	440	17	glucose	glucose	NOUN
futech-526	440	18	levels	level	NOUN
futech-526	440	19	,	,	PUNCT
futech-526	440	20	thus	thus	ADV
futech-526	440	21	helping	help	VERB
futech-526	440	22	to	to	PART
futech-526	440	23	formulate	formulate	VERB
futech-526	440	24	dietary	dietary	ADJ
futech-526	440	25	recommendations	recommendation	NOUN
futech-526	440	26	and	and	CCONJ
futech-526	440	27	support	support	VERB
futech-526	440	28	glucose	glucose	NOUN
futech-526	440	29	management	management	NOUN
futech-526	440	30	within	within	ADP
futech-526	440	31	both	both	CCONJ
futech-526	440	32	diabetic	diabetic	ADJ
futech-526	440	33	and	and	CCONJ
futech-526	440	34	pre‐diabetic	pre‐diabetic	ADJ
futech-526	440	35	populations	population	NOUN
futech-526	440	36	.	.	PUNCT
futech-526	441	1	the	the	DET
futech-526	441	2	glycemic	glycemic	ADJ
futech-526	441	3	variability	variability	NOUN
futech-526	441	4	metric	metric	NOUN
futech-526	441	5	is	be	AUX
futech-526	441	6	an	an	DET
futech-526	441	7	additional	additional	ADJ
futech-526	441	8	measure	measure	NOUN
futech-526	441	9	available	available	ADJ
futech-526	441	10	to	to	ADP
futech-526	441	11	the	the	DET
futech-526	441	12	clinician	clinician	NOUN
futech-526	441	13	as	as	ADP
futech-526	441	14	a	a	DET
futech-526	441	15	potentially	potentially	ADV
futech-526	441	16	useful	useful	ADJ
futech-526	441	17	tool	tool	NOUN
futech-526	441	18	for	for	ADP
futech-526	441	19	estimating	estimate	VERB
futech-526	441	20	overall	overall	ADJ
futech-526	441	21	glycemia	glycemia	NOUN
futech-526	441	22	.	.	PUNCT
futech-526	442	1	here	here	ADV
futech-526	442	2	,	,	PUNCT
futech-526	442	3	the	the	DET
futech-526	442	4	researchers	researcher	NOUN
futech-526	442	5	employed	employ	VERB
futech-526	442	6	a	a	DET
futech-526	442	7	new	new	ADJ
futech-526	442	8	measure	measure	NOUN
futech-526	442	9	,	,	PUNCT
futech-526	442	10	consensus	consensus	NOUN
futech-526	442	11	perceived	perceive	VERB
futech-526	442	12	glycemic	glycemic	ADJ
futech-526	442	13	variability	variability	NOUN
futech-526	442	14	(	(	PUNCT
futech-526	442	15	cpgv	cpgv	PROPN
futech-526	442	16	)	)	PUNCT
futech-526	442	17	,	,	PUNCT
futech-526	442	18	for	for	ADP
futech-526	442	19	how	how	SCONJ
futech-526	442	20	much	much	ADJ
futech-526	442	21	a	a	DET
futech-526	442	22	patient	patient	NOUN
futech-526	442	23	’s	’s	PART
futech-526	442	24	blood	blood	NOUN
futech-526	442	25	glucose	glucose	NOUN
futech-526	442	26	levels	level	NOUN
futech-526	442	27	fluctuate	fluctuate	NOUN
futech-526	442	28	,	,	PUNCT
futech-526	442	29	as	as	SCONJ
futech-526	442	30	evaluated	evaluate	VERB
futech-526	442	31	by	by	ADP
futech-526	442	32	doctors	doctor	NOUN
futech-526	442	33	.	.	PUNCT
futech-526	443	1	ml	ml	NOUN
futech-526	443	2	models	model	NOUN
futech-526	443	3	were	be	AUX
futech-526	443	4	used	use	VERB
futech-526	443	5	to	to	PART
futech-526	443	6	forecast	forecast	VERB
futech-526	443	7	blood	blood	NOUN
futech-526	443	8	glucose	glucose	NOUN
futech-526	443	9	levels	level	NOUN
futech-526	443	10	for	for	ADP
futech-526	443	11	30	30	NUM
futech-526	443	12	and	and	CCONJ
futech-526	443	13	60	60	NUM
futech-526	443	14	minutes	minute	NOUN
futech-526	443	15	in	in	ADP
futech-526	443	16	the	the	DET
futech-526	443	17	future	future	NOUN
futech-526	443	18	.	.	PUNCT
futech-526	444	1	this	this	DET
futech-526	444	2	study	study	NOUN
futech-526	444	3	focused	focus	VERB
futech-526	444	4	on	on	ADP
futech-526	444	5	blood	blood	NOUN
futech-526	444	6	glucose	glucose	NOUN
futech-526	444	7	variability	variability	NOUN
futech-526	444	8	and	and	CCONJ
futech-526	444	9	predicting	predict	VERB
futech-526	444	10	blood	blood	NOUN
futech-526	444	11	glucose	glucose	NOUN
futech-526	444	12	levels	level	NOUN
futech-526	444	13	based	base	VERB
futech-526	444	14	on	on	ADP
futech-526	444	15	cgm	cgm	PROPN
futech-526	444	16	data	datum	NOUN
futech-526	444	17	,	,	PUNCT
futech-526	444	18	which	which	PRON
futech-526	444	19	are	be	AUX
futech-526	444	20	different	different	ADJ
futech-526	444	21	from	from	ADP
futech-526	444	22	the	the	DET
futech-526	444	23	gi	gi	NOUN
futech-526	444	24	.	.	PUNCT
futech-526	445	1	glycemic	glycemic	ADJ
futech-526	445	2	variability	variability	NOUN
futech-526	445	3	measurement	measurement	NOUN
futech-526	445	4	and	and	CCONJ
futech-526	445	5	blood	blood	NOUN
futech-526	445	6	glucose	glucose	NOUN
futech-526	445	7	prediction	prediction	NOUN
futech-526	445	8	were	be	AUX
futech-526	445	9	modeled	model	VERB
futech-526	445	10	with	with	ADP
futech-526	445	11	26	26	NUM
futech-526	445	12	features	feature	NOUN
futech-526	445	13	.	.	PUNCT
futech-526	446	1	the	the	DET
futech-526	446	2	cpgv	cpgv	PROPN
futech-526	446	3	metric	metric	NOUN
futech-526	446	4	was	be	AUX
futech-526	446	5	created	create	VERB
futech-526	446	6	using	use	VERB
futech-526	446	7	linear	linear	PROPN
futech-526	446	8	regression	regression	NOUN
futech-526	446	9	,	,	PUNCT
futech-526	446	10	whereas	whereas	SCONJ
futech-526	446	11	the	the	DET
futech-526	446	12	future	future	ADJ
futech-526	446	13	glucose	glucose	NOUN
futech-526	446	14	levels	level	NOUN
futech-526	446	15	were	be	AUX
futech-526	446	16	predicted	predict	VERB
futech-526	446	17	using	use	VERB
futech-526	446	18	svr	svr	PROPN
futech-526	446	19	and	and	CCONJ
futech-526	446	20	mlp	mlp	NOUN
futech-526	447	1	[	[	X
futech-526	447	2	107	107	NUM
futech-526	447	3	]	]	PUNCT
futech-526	447	4	.	.	PUNCT
futech-526	448	1	“	"	PUNCT
futech-526	448	2	application	application	NOUN
futech-526	448	3	of	of	ADP
futech-526	448	4	machine	machine	NOUN
futech-526	448	5	learning	learn	VERB
futech-526	448	6	algorithms	algorithm	NOUN
futech-526	448	7	to	to	PART
futech-526	448	8	predict	predict	VERB
futech-526	448	9	uncontrolled	uncontrolled	ADJ
futech-526	448	10	diabetes	diabetes	NOUN
futech-526	448	11	using	use	VERB
futech-526	448	12	the	the	DET
futech-526	448	13	all	all	PRON
futech-526	448	14	of	of	ADP
futech-526	448	15	us	us	PROPN
futech-526	448	16	research	research	NOUN
futech-526	448	17	program	program	NOUN
futech-526	448	18	data	datum	NOUN
futech-526	448	19	”	"	PUNCT
futech-526	449	1	[	[	X
futech-526	449	2	91	91	NUM
futech-526	449	3	]	]	PUNCT
futech-526	449	4	used	use	VERB
futech-526	449	5	ml	ml	NOUN
futech-526	449	6	techniques	technique	NOUN
futech-526	449	7	to	to	PART
futech-526	449	8	effectively	effectively	ADV
futech-526	449	9	predict	predict	VERB
futech-526	449	10	uncontrolled	uncontrolled	ADJ
futech-526	449	11	diabetes	diabetes	NOUN
futech-526	449	12	using	use	VERB
futech-526	449	13	clinical	clinical	ADJ
futech-526	449	14	markers	marker	NOUN
futech-526	449	15	such	such	ADJ
futech-526	449	16	as	as	ADP
futech-526	449	17	serum	serum	NOUN
futech-526	449	18	electrolytes	electrolyte	NOUN
futech-526	449	19	,	,	PUNCT
futech-526	449	20	body	body	NOUN
futech-526	449	21	weight	weight	NOUN
futech-526	449	22	,	,	PUNCT
futech-526	449	23	and	and	CCONJ
futech-526	449	24	other	other	ADJ
futech-526	449	25	physiological	physiological	ADJ
futech-526	449	26	indicators	indicator	NOUN
futech-526	449	27	.	.	PUNCT
futech-526	450	1	while	while	SCONJ
futech-526	450	2	the	the	DET
futech-526	450	3	gi	gi	NOUN
futech-526	450	4	was	be	AUX
futech-526	450	5	not	not	PART
futech-526	450	6	applied	apply	VERB
futech-526	450	7	directly	directly	ADV
futech-526	450	8	as	as	ADP
futech-526	450	9	a	a	DET
futech-526	450	10	feature	feature	NOUN
futech-526	450	11	in	in	ADP
futech-526	450	12	this	this	DET
futech-526	450	13	study	study	NOUN
futech-526	450	14	,	,	PUNCT
futech-526	450	15	it	it	PRON
futech-526	450	16	demonstrated	demonstrate	VERB
futech-526	450	17	the	the	DET
futech-526	450	18	use	use	NOUN
futech-526	450	19	of	of	ADP
futech-526	450	20	ml	ml	NOUN
futech-526	450	21	as	as	ADP
futech-526	450	22	a	a	DET
futech-526	450	23	potential	potential	ADJ
futech-526	450	24	tool	tool	NOUN
futech-526	450	25	for	for	ADP
futech-526	450	26	diabetes	diabetes	NOUN
futech-526	450	27	control	control	NOUN
futech-526	450	28	using	use	VERB
futech-526	450	29	various	various	ADJ
futech-526	450	30	predictors	predictor	NOUN
futech-526	450	31	of	of	ADP
futech-526	450	32	glycemic	glycemic	ADJ
futech-526	450	33	status	status	NOUN
futech-526	450	34	.	.	PUNCT
futech-526	451	1	this	this	PRON
futech-526	451	2	gives	give	VERB
futech-526	451	3	gi	gi	NOUN
futech-526	451	4	prediction	prediction	NOUN
futech-526	451	5	an	an	DET
futech-526	451	6	additional	additional	ADJ
futech-526	451	7	dimension	dimension	NOUN
futech-526	451	8	,	,	PUNCT
futech-526	451	9	making	make	VERB
futech-526	451	10	it	it	PRON
futech-526	451	11	possible	possible	ADJ
futech-526	451	12	to	to	ADP
futech-526	451	13	nh	nh	PROPN
futech-526	451	14	.	.	PROPN
futech-526	451	15	wanigasingha	wanigasingha	VERB
futech-526	451	16	et	et	PROPN
futech-526	451	17	al	al	PROPN
futech-526	451	18	.	.	PROPN
futech-526	451	19	/future	/future	PUNCT
futech-526	451	20	technology	technology	PROPN
futech-526	451	21	february	february	PROPN
futech-526	451	22	2026|	2026|	NUM
futech-526	451	23	volume	volume	NOUN
futech-526	451	24	05	05	NUM
futech-526	452	1	|	|	ADV
futech-526	452	2	issue	issue	NOUN
futech-526	452	3	01	01	NUM
futech-526	453	1	|	|	NOUN
futech-526	453	2	pages	page	VERB
futech-526	453	3	93	93	NUM
futech-526	453	4	-	-	SYM
futech-526	453	5	126	126	NUM
futech-526	453	6	103	103	NUM
futech-526	453	7	adapt	adapt	NOUN
futech-526	453	8	ml	ml	INTJ
futech-526	453	9	not	not	PART
futech-526	453	10	only	only	ADV
futech-526	453	11	to	to	ADP
futech-526	453	12	the	the	DET
futech-526	453	13	amounts	amount	NOUN
futech-526	453	14	of	of	ADP
futech-526	453	15	food	food	NOUN
futech-526	453	16	we	we	PRON
futech-526	453	17	are	be	AUX
futech-526	453	18	consuming	consume	VERB
futech-526	453	19	but	but	CCONJ
futech-526	453	20	also	also	ADV
futech-526	453	21	to	to	PART
futech-526	453	22	provide	provide	VERB
futech-526	453	23	a	a	DET
futech-526	453	24	more	more	ADV
futech-526	453	25	holistic	holistic	ADJ
futech-526	453	26	perspective	perspective	NOUN
futech-526	453	27	on	on	ADP
futech-526	453	28	factors	factor	NOUN
futech-526	453	29	related	relate	VERB
futech-526	453	30	to	to	ADP
futech-526	453	31	the	the	DET
futech-526	453	32	regulation	regulation	NOUN
futech-526	453	33	of	of	ADP
futech-526	453	34	blood	blood	NOUN
futech-526	453	35	glucose	glucose	NOUN
futech-526	453	36	levels	level	NOUN
futech-526	453	37	.	.	PUNCT
futech-526	454	1	this	this	PRON
futech-526	454	2	suggested	suggest	VERB
futech-526	454	3	the	the	DET
futech-526	454	4	need	need	NOUN
futech-526	454	5	for	for	ADP
futech-526	454	6	including	include	VERB
futech-526	454	7	gi	gi	NOUN
futech-526	454	8	as	as	ADP
futech-526	454	9	a	a	DET
futech-526	454	10	supplemental	supplemental	ADJ
futech-526	454	11	dietary	dietary	ADJ
futech-526	454	12	characteristic	characteristic	NOUN
futech-526	454	13	to	to	PART
futech-526	454	14	improve	improve	VERB
futech-526	454	15	personalized	personalized	ADJ
futech-526	454	16	diabetes	diabetes	NOUN
futech-526	454	17	management	management	NOUN
futech-526	454	18	in	in	ADP
futech-526	454	19	such	such	ADJ
futech-526	454	20	models	model	NOUN
futech-526	454	21	.	.	PUNCT
futech-526	455	1	to	to	PART
futech-526	455	2	emphasize	emphasize	VERB
futech-526	455	3	this	this	PRON
futech-526	455	4	,	,	PUNCT
futech-526	455	5	they	they	PRON
futech-526	455	6	employed	employ	VERB
futech-526	455	7	techniques	technique	NOUN
futech-526	455	8	such	such	ADJ
futech-526	455	9	as	as	ADP
futech-526	455	10	rf	rf	ADJ
futech-526	455	11	,	,	PUNCT
futech-526	455	12	extreme	extreme	ADJ
futech-526	455	13	gradient	gradient	NOUN
futech-526	455	14	boosting	boost	VERB
futech-526	455	15	(	(	PUNCT
futech-526	455	16	xgboost	xgboost	ADV
futech-526	455	17	)	)	PUNCT
futech-526	455	18	,	,	PUNCT
futech-526	455	19	logistic	logistic	ADJ
futech-526	455	20	regression	regression	NOUN
futech-526	455	21	,	,	PUNCT
futech-526	455	22	and	and	CCONJ
futech-526	455	23	weighted	weight	VERB
futech-526	455	24	ensemble	ensemble	ADJ
futech-526	455	25	model	model	NOUN
futech-526	455	26	(	(	PUNCT
futech-526	455	27	wem	wem	PROPN
futech-526	455	28	)	)	PUNCT
futech-526	455	29	that	that	PRON
futech-526	455	30	combines	combine	VERB
futech-526	455	31	rf	rf	VERB
futech-526	455	32	,	,	PUNCT
futech-526	455	33	xgboost	xgboost	ADV
futech-526	455	34	,	,	PUNCT
futech-526	455	35	and	and	CCONJ
futech-526	455	36	lr	lr	NOUN
futech-526	455	37	models	model	NOUN
futech-526	455	38	.	.	PUNCT
futech-526	456	1	a	a	DET
futech-526	456	2	similar	similar	ADJ
futech-526	456	3	study	study	NOUN
futech-526	456	4	explored	explore	VERB
futech-526	456	5	the	the	DET
futech-526	456	6	relationship	relationship	NOUN
futech-526	456	7	between	between	ADP
futech-526	456	8	noninvasive	noninvasive	ADJ
futech-526	456	9	wearables	wearable	NOUN
futech-526	456	10	and	and	CCONJ
futech-526	456	11	glycemic	glycemic	ADJ
futech-526	456	12	metrics	metric	NOUN
futech-526	456	13	and	and	CCONJ
futech-526	456	14	demonstrated	demonstrate	VERB
futech-526	456	15	the	the	DET
futech-526	456	16	feasibility	feasibility	NOUN
futech-526	456	17	of	of	ADP
futech-526	456	18	using	use	VERB
futech-526	456	19	non	non	ADJ
futech-526	456	20	-	-	ADJ
futech-526	456	21	invasive	invasive	ADJ
futech-526	456	22	wearables	wearable	NOUN
futech-526	456	23	to	to	PART
futech-526	456	24	estimate	estimate	VERB
futech-526	456	25	glycemic	glycemic	ADJ
futech-526	456	26	metrics	metric	NOUN
futech-526	456	27	,	,	PUNCT
futech-526	456	28	including	include	VERB
futech-526	456	29	hemoglobin	hemoglobin	NOUN
futech-526	456	30	a1c	a1c	PROPN
futech-526	456	31	and	and	CCONJ
futech-526	456	32	glucose	glucose	NOUN
futech-526	456	33	variability	variability	NOUN
futech-526	456	34	metrics	metric	NOUN
futech-526	456	35	[	[	X
futech-526	456	36	87	87	NUM
futech-526	456	37	]	]	PUNCT
futech-526	456	38	.	.	PUNCT
futech-526	457	1	the	the	DET
futech-526	457	2	application	application	NOUN
futech-526	457	3	was	be	AUX
futech-526	457	4	in	in	ADP
futech-526	457	5	real‐time	real‐time	NOUN
futech-526	457	6	for	for	ADP
futech-526	457	7	people	people	NOUN
futech-526	457	8	with	with	ADP
futech-526	457	9	pre‐	pre‐	NOUN
futech-526	457	10	diabetes	diabetes	NOUN
futech-526	457	11	or	or	CCONJ
futech-526	457	12	high‐normal	high‐normal	NOUN
futech-526	457	13	glucose	glucose	NOUN
futech-526	457	14	.	.	PUNCT
futech-526	458	1	ml	ml	X
futech-526	458	2	approaches	approach	NOUN
futech-526	458	3	such	such	ADJ
futech-526	458	4	as	as	ADP
futech-526	458	5	random	random	ADJ
futech-526	458	6	forest	forest	NOUN
futech-526	458	7	models	model	NOUN
futech-526	458	8	were	be	AUX
futech-526	458	9	used	use	VERB
futech-526	458	10	to	to	PART
futech-526	458	11	estimate	estimate	VERB
futech-526	458	12	hba1c	hba1c	PROPN
futech-526	458	13	levels	level	NOUN
futech-526	458	14	.	.	PUNCT
futech-526	459	1	the	the	DET
futech-526	459	2	study	study	NOUN
futech-526	459	3	did	do	AUX
futech-526	459	4	not	not	PART
futech-526	459	5	directly	directly	ADV
futech-526	459	6	address	address	VERB
futech-526	459	7	the	the	DET
futech-526	459	8	concept	concept	NOUN
futech-526	459	9	of	of	ADP
futech-526	459	10	gi	gi	NOUN
futech-526	459	11	but	but	CCONJ
futech-526	459	12	accentuated	accentuate	VERB
futech-526	459	13	the	the	DET
futech-526	459	14	potential	potential	NOUN
futech-526	459	15	for	for	ADP
futech-526	459	16	continuous	continuous	ADJ
futech-526	459	17	,	,	PUNCT
futech-526	459	18	noninvasive	noninvasive	ADJ
futech-526	459	19	monitoring	monitoring	NOUN
futech-526	459	20	of	of	ADP
futech-526	459	21	glycemic	glycemic	ADJ
futech-526	459	22	metrics	metric	NOUN
futech-526	459	23	.	.	PUNCT
futech-526	460	1	for	for	ADP
futech-526	460	2	this	this	DET
futech-526	460	3	purpose	purpose	NOUN
futech-526	460	4	,	,	PUNCT
futech-526	460	5	digital	digital	ADJ
futech-526	460	6	biomarkers	biomarker	NOUN
futech-526	460	7	were	be	AUX
futech-526	460	8	used	use	VERB
futech-526	460	9	to	to	PART
futech-526	460	10	obtain	obtain	VERB
futech-526	460	11	physiological	physiological	ADJ
futech-526	460	12	data	datum	NOUN
futech-526	460	13	,	,	PUNCT
futech-526	460	14	including	include	VERB
futech-526	460	15	skin	skin	NOUN
futech-526	460	16	temperature	temperature	NOUN
futech-526	460	17	,	,	PUNCT
futech-526	460	18	electrodermal	electrodermal	NOUN
futech-526	460	19	activity	activity	NOUN
futech-526	460	20	,	,	PUNCT
futech-526	460	21	heart	heart	NOUN
futech-526	460	22	rate	rate	NOUN
futech-526	460	23	,	,	PUNCT
futech-526	460	24	and	and	CCONJ
futech-526	460	25	accelerometry	accelerometry	NOUN
futech-526	460	26	.	.	PUNCT
futech-526	461	1	the	the	DET
futech-526	461	2	metrics	metric	NOUN
futech-526	461	3	correlate	correlate	VERB
futech-526	461	4	with	with	ADP
futech-526	461	5	glucose	glucose	NOUN
futech-526	461	6	levels	level	NOUN
futech-526	461	7	.	.	PUNCT
futech-526	462	1	along	along	ADP
futech-526	462	2	with	with	ADP
futech-526	462	3	this	this	PRON
futech-526	462	4	,	,	PUNCT
futech-526	462	5	they	they	PRON
futech-526	462	6	provide	provide	VERB
futech-526	462	7	insight	insight	NOUN
futech-526	462	8	into	into	ADP
futech-526	462	9	glucose	glucose	NOUN
futech-526	462	10	variability	variability	NOUN
futech-526	462	11	without	without	ADP
futech-526	462	12	requiring	require	VERB
futech-526	462	13	traditional	traditional	ADJ
futech-526	462	14	invasive	invasive	ADJ
futech-526	462	15	measurements	measurement	NOUN
futech-526	462	16	like	like	ADP
futech-526	462	17	blood	blood	NOUN
futech-526	462	18	samples	sample	NOUN
futech-526	462	19	.	.	PUNCT
futech-526	463	1	the	the	DET
futech-526	463	2	maintenance	maintenance	NOUN
futech-526	463	3	of	of	ADP
futech-526	463	4	glycemia	glycemia	NOUN
futech-526	463	5	in	in	ADP
futech-526	463	6	range	range	NOUN
futech-526	463	7	is	be	AUX
futech-526	463	8	one	one	NUM
futech-526	463	9	of	of	ADP
futech-526	463	10	the	the	DET
futech-526	463	11	biggest	big	ADJ
futech-526	463	12	challenges	challenge	NOUN
futech-526	463	13	in	in	ADP
futech-526	463	14	the	the	DET
futech-526	463	15	treatment	treatment	NOUN
futech-526	463	16	of	of	ADP
futech-526	463	17	patients	patient	NOUN
futech-526	463	18	with	with	ADP
futech-526	463	19	diabetes	diabetes	NOUN
futech-526	463	20	.	.	PUNCT
futech-526	464	1	in	in	ADP
futech-526	464	2	a	a	DET
futech-526	464	3	recent	recent	ADJ
futech-526	464	4	comparative	comparative	ADJ
futech-526	464	5	study	study	NOUN
futech-526	464	6	,	,	PUNCT
futech-526	464	7	the	the	DET
futech-526	464	8	focus	focus	NOUN
futech-526	464	9	was	be	AUX
futech-526	464	10	to	to	PART
futech-526	464	11	compare	compare	VERB
futech-526	464	12	different	different	ADJ
futech-526	464	13	diabetes	diabetes	NOUN
futech-526	464	14	management	management	NOUN
futech-526	464	15	therapies	therapy	NOUN
futech-526	464	16	,	,	PUNCT
futech-526	464	17	with	with	ADP
futech-526	464	18	an	an	DET
futech-526	464	19	idea	idea	NOUN
futech-526	464	20	of	of	ADP
futech-526	464	21	the	the	DET
futech-526	464	22	effectiveness	effectiveness	NOUN
futech-526	464	23	of	of	ADP
futech-526	464	24	a	a	DET
futech-526	464	25	machine	machine	NOUN
futech-526	464	26	-	-	PUNCT
futech-526	464	27	learning	learning	NOUN
futech-526	464	28	-	-	PUNCT
futech-526	464	29	trained	train	VERB
futech-526	464	30	closed‐loop	closed‐loop	NOUN
futech-526	464	31	artificial	artificial	ADJ
futech-526	464	32	pancreas	pancreas	NOUN
futech-526	464	33	system	system	NOUN
futech-526	464	34	.	.	PUNCT
futech-526	465	1	diabetes	diabetes	NOUN
futech-526	465	2	type	type	NOUN
futech-526	465	3	1	1	NUM
futech-526	465	4	(	(	PUNCT
futech-526	465	5	dt1	dt1	PROPN
futech-526	465	6	)	)	PUNCT
futech-526	465	7	patients	patient	NOUN
futech-526	465	8	'	'	PART
futech-526	465	9	data	datum	NOUN
futech-526	465	10	were	be	AUX
futech-526	465	11	used	use	VERB
futech-526	465	12	in	in	ADP
futech-526	465	13	this	this	DET
futech-526	465	14	study	study	NOUN
futech-526	465	15	.	.	PUNCT
futech-526	466	1	they	they	PRON
futech-526	466	2	tried	try	VERB
futech-526	466	3	to	to	PART
futech-526	466	4	measure	measure	VERB
futech-526	466	5	improvements	improvement	NOUN
futech-526	466	6	in	in	ADP
futech-526	466	7	glycemic	glycemic	ADJ
futech-526	466	8	control	control	NOUN
futech-526	466	9	when	when	SCONJ
futech-526	466	10	switching	switch	VERB
futech-526	466	11	from	from	ADP
futech-526	466	12	traditional	traditional	ADJ
futech-526	466	13	therapies	therapy	NOUN
futech-526	466	14	to	to	ADP
futech-526	466	15	the	the	DET
futech-526	466	16	ml‐trained	ml‐trained	ADJ
futech-526	466	17	system	system	NOUN
futech-526	466	18	.	.	PUNCT
futech-526	467	1	the	the	DET
futech-526	467	2	low	low	ADJ
futech-526	467	3	blood	blood	NOUN
futech-526	467	4	glucose	glucose	NOUN
futech-526	467	5	index	index	NOUN
futech-526	467	6	(	(	PUNCT
futech-526	467	7	lbgi	lbgi	PROPN
futech-526	467	8	)	)	PUNCT
futech-526	467	9	and	and	CCONJ
futech-526	467	10	high	high	ADJ
futech-526	467	11	blood	blood	NOUN
futech-526	467	12	glucose	glucose	NOUN
futech-526	467	13	index	index	NOUN
futech-526	467	14	(	(	PUNCT
futech-526	467	15	hbgi	hbgi	NOUN
futech-526	467	16	)	)	PUNCT
futech-526	467	17	were	be	AUX
futech-526	467	18	employed	employ	VERB
futech-526	467	19	as	as	ADP
futech-526	467	20	blood	blood	NOUN
futech-526	467	21	glycemic	glycemic	ADJ
futech-526	467	22	indices	index	NOUN
futech-526	467	23	that	that	PRON
futech-526	467	24	measure	measure	VERB
futech-526	467	25	the	the	DET
futech-526	467	26	likelihood	likelihood	NOUN
futech-526	467	27	of	of	ADP
futech-526	467	28	hypo	hypo	ADJ
futech-526	467	29	and	and	CCONJ
futech-526	467	30	hyperglycemia	hyperglycemia	NOUN
futech-526	467	31	events	event	NOUN
futech-526	467	32	,	,	PUNCT
futech-526	467	33	respectively	respectively	ADV
futech-526	467	34	.	.	PUNCT
futech-526	468	1	specific	specific	ADJ
futech-526	468	2	features	feature	NOUN
futech-526	468	3	used	use	VERB
futech-526	468	4	to	to	PART
futech-526	468	5	predict	predict	VERB
futech-526	468	6	glycemic	glycemic	ADJ
futech-526	468	7	control	control	NOUN
futech-526	468	8	include	include	VERB
futech-526	468	9	time	time	NOUN
futech-526	468	10	in	in	ADP
futech-526	468	11	range	range	NOUN
futech-526	468	12	(	(	PUNCT
futech-526	468	13	tir%	tir%	NOUN
futech-526	468	14	)	)	PUNCT
futech-526	468	15	,	,	PUNCT
futech-526	468	16	mean	mean	VERB
futech-526	468	17	and	and	CCONJ
futech-526	468	18	median	median	ADJ
futech-526	468	19	blood	blood	NOUN
futech-526	468	20	glucose	glucose	NOUN
futech-526	468	21	levels	level	NOUN
futech-526	468	22	,	,	PUNCT
futech-526	468	23	percentages	percentage	NOUN
futech-526	468	24	of	of	ADP
futech-526	468	25	hypoglycemia	hypoglycemia	NOUN
futech-526	468	26	and	and	CCONJ
futech-526	468	27	hyperglycemia	hyperglycemia	NOUN
futech-526	468	28	,	,	PUNCT
futech-526	468	29	lbgi	lbgi	NOUN
futech-526	468	30	,	,	PUNCT
futech-526	468	31	hbgi	hbgi	NOUN
futech-526	468	32	,	,	PUNCT
futech-526	468	33	and	and	CCONJ
futech-526	468	34	glycated	glycate	VERB
futech-526	468	35	hemoglobin	hemoglobin	NOUN
futech-526	468	36	.	.	PUNCT
futech-526	469	1	the	the	DET
futech-526	469	2	closed‐loop	closed‐loop	PROPN
futech-526	469	3	artificial	artificial	ADJ
futech-526	469	4	pancreas	pancreas	NOUN
futech-526	469	5	algorithm	algorithm	NOUN
futech-526	469	6	was	be	AUX
futech-526	469	7	trained	train	VERB
futech-526	469	8	using	use	VERB
futech-526	469	9	machine	machine	NOUN
futech-526	469	10	learning	learn	VERB
futech-526	469	11	techniques	technique	NOUN
futech-526	469	12	to	to	PART
futech-526	469	13	optimize	optimize	VERB
futech-526	469	14	insulin	insulin	NOUN
futech-526	469	15	dosage	dosage	NOUN
futech-526	469	16	based	base	VERB
futech-526	469	17	on	on	ADP
futech-526	469	18	collected	collect	VERB
futech-526	469	19	glucose	glucose	NOUN
futech-526	469	20	data	datum	NOUN
futech-526	469	21	.	.	PUNCT
futech-526	470	1	two	two	NUM
futech-526	470	2	ml	ml	NOUN
futech-526	470	3	regression	regression	NOUN
futech-526	470	4	techniques	technique	NOUN
futech-526	470	5	were	be	AUX
futech-526	470	6	tested	test	VERB
futech-526	470	7	by	by	ADP
futech-526	470	8	them	they	PRON
futech-526	470	9	in	in	ADP
futech-526	470	10	the	the	DET
futech-526	470	11	r	r	NOUN
futech-526	470	12	environment	environment	NOUN
futech-526	470	13	.	.	PUNCT
futech-526	471	1	this	this	DET
futech-526	471	2	study	study	NOUN
futech-526	471	3	concluded	conclude	VERB
futech-526	471	4	that	that	SCONJ
futech-526	471	5	“	"	PUNCT
futech-526	471	6	hybrid	hybrid	ADJ
futech-526	471	7	closed‐loop	closed‐loop	NOUN
futech-526	471	8	”	"	PUNCT
futech-526	471	9	artificial	artificial	ADJ
futech-526	471	10	pancreas	pancrea	NOUN
futech-526	471	11	with	with	ADP
futech-526	471	12	control	control	NOUN
futech-526	471	13	algorithm	algorithm	NOUN
futech-526	471	14	trained	train	VERB
futech-526	471	15	with	with	ADP
futech-526	471	16	machine	machine	NOUN
futech-526	471	17	learning	learn	VERB
futech-526	471	18	technology	technology	NOUN
futech-526	471	19	provides	provide	VERB
futech-526	471	20	very	very	ADV
futech-526	471	21	significant	significant	ADJ
futech-526	471	22	improvement	improvement	NOUN
futech-526	471	23	in	in	ADP
futech-526	471	24	glycemia	glycemia	NOUN
futech-526	471	25	control	control	NOUN
futech-526	471	26	compared	compare	VERB
futech-526	471	27	to	to	ADP
futech-526	471	28	the	the	DET
futech-526	471	29	multi‐daily	multi‐daily	ADJ
futech-526	471	30	injection	injection	NOUN
futech-526	471	31	(	(	PUNCT
futech-526	471	32	mdi	mdi	PROPN
futech-526	471	33	)	)	PUNCT
futech-526	471	34	,	,	PUNCT
futech-526	471	35	insulin	insulin	NOUN
futech-526	471	36	pump	pump	NOUN
futech-526	471	37	without	without	ADP
futech-526	471	38	cgm	cgm	PROPN
futech-526	471	39	,	,	PUNCT
futech-526	471	40	and	and	CCONJ
futech-526	471	41	sensor	sensor	NOUN
futech-526	471	42	-	-	PUNCT
futech-526	471	43	assisted	assist	VERB
futech-526	471	44	insulin	insulin	NOUN
futech-526	471	45	pump	pump	NOUN
futech-526	471	46	therapies	therapy	NOUN
futech-526	471	47	[	[	X
futech-526	471	48	76	76	NUM
futech-526	471	49	]	]	PUNCT
futech-526	471	50	.	.	PUNCT
futech-526	472	1	a	a	DET
futech-526	472	2	study	study	NOUN
futech-526	472	3	investigated	investigate	VERB
futech-526	472	4	the	the	DET
futech-526	472	5	relationship	relationship	NOUN
futech-526	472	6	between	between	ADP
futech-526	472	7	glycemic	glycemic	ADJ
futech-526	472	8	control	control	NOUN
futech-526	472	9	,	,	PUNCT
futech-526	472	10	hyperhomocysteinemia	hyperhomocysteinemia	NOUN
futech-526	472	11	,	,	PUNCT
futech-526	472	12	and	and	CCONJ
futech-526	472	13	microalbuminuria	microalbuminuria	NOUN
futech-526	472	14	,	,	PUNCT
futech-526	472	15	which	which	PRON
futech-526	472	16	is	be	AUX
futech-526	472	17	an	an	DET
futech-526	472	18	early	early	ADJ
futech-526	472	19	marker	marker	NOUN
futech-526	472	20	of	of	ADP
futech-526	472	21	kidney	kidney	NOUN
futech-526	472	22	and	and	CCONJ
futech-526	472	23	cardiovascular	cardiovascular	ADJ
futech-526	472	24	complications	complication	NOUN
futech-526	472	25	in	in	ADP
futech-526	472	26	diabetics	diabetic	NOUN
futech-526	472	27	[	[	X
futech-526	472	28	74	74	NUM
futech-526	472	29	]	]	PUNCT
futech-526	472	30	.	.	PUNCT
futech-526	473	1	they	they	PRON
futech-526	473	2	defined	define	VERB
futech-526	473	3	glycemic	glycemic	ADJ
futech-526	473	4	control	control	NOUN
futech-526	473	5	by	by	ADP
futech-526	473	6	fasting	fast	VERB
futech-526	473	7	blood	blood	NOUN
futech-526	473	8	glucose	glucose	NOUN
futech-526	473	9	(	(	PUNCT
futech-526	473	10	fbs	fbs	PROPN
futech-526	473	11	)	)	PUNCT
futech-526	473	12	and	and	CCONJ
futech-526	473	13	glycosylated	glycosylated	ADJ
futech-526	473	14	hemoglobin	hemoglobin	NOUN
futech-526	473	15	to	to	PART
futech-526	473	16	assess	assess	VERB
futech-526	473	17	their	their	PRON
futech-526	473	18	relations	relation	NOUN
futech-526	473	19	with	with	ADP
futech-526	473	20	microalbuminuria	microalbuminuria	PROPN
futech-526	473	21	.	.	PUNCT
futech-526	474	1	the	the	DET
futech-526	474	2	analysis	analysis	NOUN
futech-526	474	3	for	for	ADP
futech-526	474	4	the	the	DET
futech-526	474	5	association	association	NOUN
futech-526	474	6	of	of	ADP
futech-526	474	7	urinary	urinary	ADJ
futech-526	474	8	microalbumin	microalbumin	NOUN
futech-526	474	9	with	with	ADP
futech-526	474	10	age	age	NOUN
futech-526	474	11	,	,	PUNCT
futech-526	474	12	gender	gender	NOUN
futech-526	474	13	,	,	PUNCT
futech-526	474	14	hba1c	hba1c	PROPN
futech-526	474	15	,	,	PUNCT
futech-526	474	16	fbs	fbs	ADJ
futech-526	474	17	,	,	PUNCT
futech-526	474	18	and	and	CCONJ
futech-526	474	19	diabetic	diabetic	ADJ
futech-526	474	20	status	status	NOUN
futech-526	474	21	was	be	AUX
futech-526	474	22	performed	perform	VERB
futech-526	474	23	by	by	ADP
futech-526	474	24	using	use	VERB
futech-526	474	25	a	a	DET
futech-526	474	26	multiple	multiple	ADJ
futech-526	474	27	linear	linear	ADJ
futech-526	474	28	regression	regression	NOUN
futech-526	474	29	model	model	NOUN
futech-526	474	30	.	.	PUNCT
futech-526	475	1	in	in	ADP
futech-526	475	2	another	another	DET
futech-526	475	3	recent	recent	ADJ
futech-526	475	4	study	study	NOUN
futech-526	475	5	,	,	PUNCT
futech-526	475	6	the	the	DET
futech-526	475	7	gi	gi	NOUN
futech-526	475	8	is	be	AUX
futech-526	475	9	used	use	VERB
futech-526	475	10	as	as	ADP
futech-526	475	11	a	a	DET
futech-526	475	12	conceptual	conceptual	ADJ
futech-526	475	13	foundation	foundation	NOUN
futech-526	475	14	for	for	ADP
futech-526	475	15	understanding	understand	VERB
futech-526	475	16	the	the	DET
futech-526	475	17	glycemic	glycemic	ADJ
futech-526	475	18	impact	impact	NOUN
futech-526	475	19	of	of	ADP
futech-526	475	20	food	food	NOUN
futech-526	475	21	.	.	PUNCT
futech-526	476	1	estimation	estimation	NOUN
futech-526	476	2	of	of	ADP
futech-526	476	3	the	the	DET
futech-526	476	4	glycemic	glycemic	ADJ
futech-526	476	5	impact	impact	NOUN
futech-526	476	6	of	of	ADP
futech-526	476	7	cooking	cooking	NOUN
futech-526	476	8	recipes	recipe	NOUN
futech-526	476	9	using	use	VERB
futech-526	476	10	online	online	ADJ
futech-526	476	11	crowdsourcing	crowdsourcing	NOUN
futech-526	476	12	and	and	CCONJ
futech-526	476	13	machine	machine	NOUN
futech-526	476	14	learning	learning	NOUN
futech-526	476	15	is	be	AUX
futech-526	476	16	a	a	DET
futech-526	476	17	novel	novel	ADJ
futech-526	476	18	approach	approach	NOUN
futech-526	476	19	.	.	PUNCT
futech-526	477	1	this	this	DET
futech-526	477	2	study	study	NOUN
futech-526	477	3	focused	focus	VERB
futech-526	477	4	on	on	ADP
futech-526	477	5	glycemic	glycemic	ADJ
futech-526	477	6	impact	impact	NOUN
futech-526	477	7	,	,	PUNCT
futech-526	477	8	which	which	PRON
futech-526	477	9	refers	refer	VERB
futech-526	477	10	to	to	ADP
futech-526	477	11	how	how	SCONJ
futech-526	477	12	a	a	DET
futech-526	477	13	recipe	recipe	NOUN
futech-526	477	14	affects	affect	VERB
futech-526	477	15	blood	blood	NOUN
futech-526	477	16	sugar	sugar	NOUN
futech-526	477	17	levels	level	NOUN
futech-526	477	18	post‐consumption	post‐consumption	NOUN
futech-526	477	19	.	.	PUNCT
futech-526	478	1	the	the	DET
futech-526	478	2	researchers	researcher	NOUN
futech-526	478	3	considered	consider	VERB
futech-526	478	4	the	the	DET
futech-526	478	5	sugar‐to‐fiber	sugar‐to‐fiber	NOUN
futech-526	478	6	(	(	PUNCT
futech-526	478	7	s	s	NOUN
futech-526	478	8	/	/	SYM
futech-526	478	9	f	f	NOUN
futech-526	478	10	)	)	PUNCT
futech-526	478	11	ratio	ratio	NOUN
futech-526	478	12	as	as	ADP
futech-526	478	13	a	a	DET
futech-526	478	14	proxy	proxy	NOUN
futech-526	478	15	for	for	ADP
futech-526	478	16	the	the	DET
futech-526	478	17	glycemic	glycemic	ADJ
futech-526	478	18	impact	impact	NOUN
futech-526	478	19	during	during	ADP
futech-526	478	20	the	the	DET
futech-526	478	21	initial	initial	ADJ
futech-526	478	22	stages	stage	NOUN
futech-526	478	23	of	of	ADP
futech-526	478	24	recipe	recipe	NOUN
futech-526	478	25	selection	selection	NOUN
futech-526	478	26	and	and	CCONJ
futech-526	478	27	modeling	modeling	NOUN
futech-526	478	28	.	.	PUNCT
futech-526	479	1	several	several	ADJ
futech-526	479	2	ml	ml	NOUN
futech-526	479	3	models	model	NOUN
futech-526	479	4	were	be	AUX
futech-526	479	5	developed	develop	VERB
futech-526	479	6	,	,	PUNCT
futech-526	479	7	including	include	VERB
futech-526	479	8	logistic	logistic	ADJ
futech-526	479	9	regression	regression	NOUN
futech-526	479	10	and	and	CCONJ
futech-526	479	11	lightgbm	lightgbm	ADJ
futech-526	479	12	.	.	PUNCT
futech-526	480	1	furthermore	furthermore	ADV
futech-526	480	2	,	,	PUNCT
futech-526	480	3	the	the	DET
futech-526	480	4	study	study	NOUN
futech-526	480	5	experimented	experiment	VERB
futech-526	480	6	with	with	ADP
futech-526	480	7	various	various	ADJ
futech-526	480	8	nlp	nlp	NOUN
futech-526	480	9	techniques	technique	NOUN
futech-526	480	10	,	,	PUNCT
futech-526	480	11	such	such	ADJ
futech-526	480	12	as	as	ADP
futech-526	480	13	bag‐of‐words	bag‐of‐word	NOUN
futech-526	480	14	(	(	PUNCT
futech-526	480	15	bow	bow	NOUN
futech-526	480	16	)	)	PUNCT
futech-526	480	17	and	and	CCONJ
futech-526	480	18	word	word	NOUN
futech-526	480	19	embeddings	embedding	NOUN
futech-526	480	20	(	(	PUNCT
futech-526	480	21	e.g.	e.g.	ADV
futech-526	480	22	,	,	PUNCT
futech-526	480	23	word2vec	word2vec	X
futech-526	480	24	,	,	PUNCT
futech-526	480	25	glove	glove	NOUN
futech-526	480	26	,	,	PUNCT
futech-526	480	27	fasttext	fasttext	PROPN
futech-526	480	28	)	)	PUNCT
futech-526	480	29	.	.	PUNCT
futech-526	481	1	they	they	PRON
futech-526	481	2	used	use	VERB
futech-526	481	3	both	both	DET
futech-526	481	4	textual	textual	ADJ
futech-526	481	5	features	feature	NOUN
futech-526	481	6	and	and	CCONJ
futech-526	481	7	20	20	NUM
futech-526	481	8	nutrition	nutrition	NOUN
futech-526	481	9	features	feature	NOUN
futech-526	481	10	.	.	PUNCT
futech-526	482	1	textual	textual	ADJ
futech-526	482	2	features	feature	NOUN
futech-526	482	3	included	include	VERB
futech-526	482	4	recipe	recipe	NOUN
futech-526	482	5	titles	title	NOUN
futech-526	482	6	,	,	PUNCT
futech-526	482	7	ingredients	ingredient	NOUN
futech-526	482	8	,	,	PUNCT
futech-526	482	9	and	and	CCONJ
futech-526	482	10	cooking	cooking	NOUN
futech-526	482	11	directions	direction	NOUN
futech-526	482	12	.	.	PUNCT
futech-526	483	1	nutrition	nutrition	NOUN
futech-526	483	2	features	feature	NOUN
futech-526	483	3	included	include	VERB
futech-526	483	4	carbohydrates	carbohydrate	NOUN
futech-526	483	5	,	,	PUNCT
futech-526	483	6	protein	protein	NOUN
futech-526	483	7	,	,	PUNCT
futech-526	483	8	fat	fat	ADJ
futech-526	483	9	,	,	PUNCT
futech-526	483	10	and	and	CCONJ
futech-526	483	11	dry	dry	ADJ
futech-526	483	12	weight	weight	NOUN
futech-526	483	13	.	.	PUNCT
futech-526	484	1	as	as	ADP
futech-526	484	2	limitations	limitation	NOUN
futech-526	484	3	,	,	PUNCT
futech-526	484	4	they	they	PRON
futech-526	484	5	highlighted	highlight	VERB
futech-526	484	6	that	that	SCONJ
futech-526	484	7	the	the	DET
futech-526	484	8	models	model	NOUN
futech-526	484	9	trained	train	VERB
futech-526	484	10	on	on	ADP
futech-526	484	11	small	small	ADJ
futech-526	484	12	datasets	dataset	NOUN
futech-526	484	13	are	be	AUX
futech-526	484	14	prone	prone	ADJ
futech-526	484	15	to	to	ADP
futech-526	484	16	overfitting	overfitte	VERB
futech-526	484	17	[	[	X
futech-526	484	18	72	72	NUM
futech-526	484	19	]	]	PUNCT
futech-526	484	20	.	.	PUNCT
futech-526	485	1	in	in	ADP
futech-526	485	2	addition	addition	NOUN
futech-526	485	3	,	,	PUNCT
futech-526	485	4	there	there	PRON
futech-526	485	5	were	be	VERB
futech-526	485	6	several	several	ADJ
futech-526	485	7	review	review	NOUN
futech-526	485	8	papers	paper	NOUN
futech-526	485	9	related	relate	VERB
futech-526	485	10	to	to	ADP
futech-526	485	11	ml	ml	NOUN
futech-526	485	12	and	and	CCONJ
futech-526	485	13	gi	gi	INTJ
futech-526	485	14	.	.	PUNCT
futech-526	486	1	they	they	PRON
futech-526	486	2	were	be	AUX
futech-526	486	3	helpful	helpful	ADJ
futech-526	486	4	in	in	ADP
futech-526	486	5	identifying	identify	VERB
futech-526	486	6	the	the	DET
futech-526	486	7	existing	exist	VERB
futech-526	486	8	methods	method	NOUN
futech-526	486	9	and	and	CCONJ
futech-526	486	10	the	the	DET
futech-526	486	11	gaps	gap	NOUN
futech-526	486	12	related	relate	VERB
futech-526	486	13	to	to	ADP
futech-526	486	14	the	the	DET
futech-526	486	15	field	field	NOUN
futech-526	486	16	.	.	PUNCT
futech-526	487	1	one	one	NUM
futech-526	487	2	of	of	ADP
futech-526	487	3	the	the	DET
futech-526	487	4	recent	recent	ADJ
futech-526	487	5	studies	study	NOUN
futech-526	487	6	has	have	AUX
futech-526	487	7	investigated	investigate	VERB
futech-526	487	8	the	the	DET
futech-526	487	9	role	role	NOUN
futech-526	487	10	of	of	ADP
futech-526	487	11	machine	machine	NOUN
futech-526	487	12	learning	learn	VERB
futech-526	487	13	in	in	ADP
futech-526	487	14	nutrition	nutrition	NOUN
futech-526	487	15	science	science	NOUN
futech-526	487	16	and	and	CCONJ
futech-526	487	17	diabetes	diabetes	NOUN
futech-526	487	18	management	management	NOUN
futech-526	487	19	[	[	X
futech-526	487	20	102	102	NUM
futech-526	487	21	]	]	PUNCT
futech-526	487	22	.	.	PUNCT
futech-526	488	1	the	the	DET
futech-526	488	2	article	article	NOUN
futech-526	488	3	reviewed	review	VERB
futech-526	488	4	machine	machine	NOUN
futech-526	488	5	learning	learning	NOUN
futech-526	488	6	methods	method	NOUN
futech-526	488	7	for	for	ADP
futech-526	488	8	screening	screen	VERB
futech-526	488	9	food	food	NOUN
futech-526	488	10	bioactive	bioactive	NOUN
futech-526	488	11	compounds	compound	NOUN
futech-526	488	12	(	(	PUNCT
futech-526	488	13	fbcs	fbcs	PROPN
futech-526	488	14	)	)	PUNCT
futech-526	488	15	with	with	ADP
futech-526	488	16	bioactivities	bioactivitie	NOUN
futech-526	488	17	like	like	ADP
futech-526	488	18	antioxidant	antioxidant	NOUN
futech-526	488	19	,	,	PUNCT
futech-526	488	20	anti‐inflammatory	anti‐inflammatory	NOUN
futech-526	488	21	,	,	PUNCT
futech-526	488	22	antihypertensive	antihypertensive	ADJ
futech-526	488	23	,	,	PUNCT
futech-526	488	24	and	and	CCONJ
futech-526	488	25	hypoglycemic	hypoglycemic	ADJ
futech-526	488	26	effects	effect	NOUN
futech-526	488	27	.	.	PUNCT
futech-526	489	1	it	it	PRON
futech-526	489	2	presents	present	VERB
futech-526	489	3	an	an	DET
futech-526	489	4	ml	ml	X
futech-526	489	5	model	model	NOUN
futech-526	489	6	development	development	NOUN
futech-526	489	7	process	process	NOUN
futech-526	489	8	,	,	PUNCT
futech-526	489	9	covering	cover	VERB
futech-526	489	10	data	datum	NOUN
futech-526	489	11	preparation	preparation	NOUN
futech-526	489	12	,	,	PUNCT
futech-526	489	13	molecular	molecular	ADJ
futech-526	489	14	representation	representation	NOUN
futech-526	489	15	,	,	PUNCT
futech-526	489	16	ml	ml	ADP
futech-526	489	17	algorithm	algorithm	NOUN
futech-526	489	18	selection	selection	NOUN
futech-526	489	19	,	,	PUNCT
futech-526	489	20	and	and	CCONJ
futech-526	489	21	evaluation	evaluation	NOUN
futech-526	489	22	methods	method	NOUN
futech-526	489	23	.	.	PUNCT
futech-526	490	1	svm	svm	PROPN
futech-526	490	2	,	,	PUNCT
futech-526	490	3	rf	rf	ADJ
futech-526	490	4	,	,	PUNCT
futech-526	490	5	and	and	CCONJ
futech-526	490	6	knn	knn	PROPN
futech-526	490	7	are	be	AUX
futech-526	490	8	commonly	commonly	ADV
futech-526	490	9	used	use	VERB
futech-526	490	10	for	for	ADP
futech-526	490	11	initial	initial	ADJ
futech-526	490	12	screening	screening	NOUN
futech-526	490	13	.	.	PUNCT
futech-526	491	1	and	and	CCONJ
futech-526	491	2	also	also	ADV
futech-526	491	3	cnn	cnn	PROPN
futech-526	491	4	and	and	CCONJ
futech-526	491	5	recurrent	recurrent	ADJ
futech-526	491	6	neural	neural	ADJ
futech-526	491	7	networks	network	NOUN
futech-526	491	8	(	(	PUNCT
futech-526	491	9	rnn	rnn	PROPN
futech-526	491	10	)	)	PUNCT
futech-526	491	11	are	be	AUX
futech-526	491	12	applied	apply	VERB
futech-526	491	13	to	to	ADP
futech-526	491	14	complex	complex	ADJ
futech-526	491	15	data	datum	NOUN
futech-526	491	16	.	.	PUNCT
futech-526	492	1	this	this	DET
futech-526	492	2	study	study	NOUN
futech-526	492	3	further	far	ADV
futech-526	492	4	accentuates	accentuate	VERB
futech-526	492	5	the	the	DET
futech-526	492	6	importance	importance	NOUN
futech-526	492	7	of	of	ADP
futech-526	492	8	model	model	NOUN
futech-526	492	9	interpretability	interpretability	NOUN
futech-526	492	10	.	.	PUNCT
futech-526	493	1	techniques	technique	NOUN
futech-526	493	2	such	such	ADJ
futech-526	493	3	as	as	ADP
futech-526	493	4	feature	feature	NOUN
futech-526	493	5	importance	importance	NOUN
futech-526	493	6	were	be	AUX
futech-526	493	7	used	use	VERB
futech-526	493	8	to	to	PART
futech-526	493	9	understand	understand	VERB
futech-526	493	10	the	the	DET
futech-526	493	11	contribution	contribution	NOUN
futech-526	493	12	of	of	ADP
futech-526	493	13	each	each	DET
futech-526	493	14	molecular	molecular	ADJ
futech-526	493	15	descriptor	descriptor	NOUN
futech-526	493	16	to	to	ADP
futech-526	493	17	the	the	DET
futech-526	493	18	prediction	prediction	NOUN
futech-526	493	19	of	of	ADP
futech-526	493	20	bioactivity	bioactivity	NOUN
futech-526	493	21	.	.	PUNCT
futech-526	494	1	there	there	PRON
futech-526	494	2	was	be	VERB
futech-526	494	3	another	another	DET
futech-526	494	4	synthesis	synthesis	NOUN
futech-526	494	5	that	that	PRON
futech-526	494	6	examined	examine	VERB
futech-526	494	7	the	the	DET
futech-526	494	8	role	role	NOUN
futech-526	494	9	of	of	ADP
futech-526	494	10	ai	ai	PROPN
futech-526	494	11	and	and	CCONJ
futech-526	494	12	ml	ml	NOUN
futech-526	494	13	in	in	ADP
futech-526	494	14	outcomes	outcome	NOUN
futech-526	494	15	to	to	PART
futech-526	494	16	improve	improve	VERB
futech-526	494	17	glucose	glucose	NOUN
futech-526	494	18	control	control	NOUN
futech-526	494	19	[	[	X
futech-526	494	20	94	94	NUM
futech-526	494	21	]	]	PUNCT
futech-526	494	22	.	.	PUNCT
futech-526	495	1	they	they	PRON
futech-526	495	2	fixated	fixate	VERB
futech-526	495	3	on	on	ADP
futech-526	495	4	predictive	predictive	ADJ
futech-526	495	5	modeling	modeling	NOUN
futech-526	495	6	development	development	NOUN
futech-526	495	7	in	in	ADP
futech-526	495	8	the	the	DET
futech-526	495	9	space	space	NOUN
futech-526	495	10	of	of	ADP
futech-526	495	11	not	not	PART
futech-526	495	12	only	only	ADV
futech-526	495	13	automated	automate	VERB
futech-526	495	14	insulin	insulin	NOUN
futech-526	495	15	delivery	delivery	NOUN
futech-526	495	16	systems	system	NOUN
futech-526	495	17	but	but	CCONJ
futech-526	495	18	also	also	ADV
futech-526	495	19	cgm	cgm	PROPN
futech-526	495	20	.	.	PUNCT
futech-526	496	1	the	the	DET
futech-526	496	2	study	study	NOUN
futech-526	496	3	specifically	specifically	ADV
futech-526	496	4	worked	work	VERB
futech-526	496	5	on	on	ADP
futech-526	496	6	challenges	challenge	NOUN
futech-526	496	7	faced	face	VERB
futech-526	496	8	in	in	ADP
futech-526	496	9	terms	term	NOUN
futech-526	496	10	of	of	ADP
futech-526	496	11	data	datum	NOUN
futech-526	496	12	consistency	consistency	NOUN
futech-526	496	13	,	,	PUNCT
futech-526	496	14	clinical	clinical	ADJ
futech-526	496	15	accuracy	accuracy	NOUN
futech-526	496	16	,	,	PUNCT
futech-526	496	17	interpretability	interpretability	NOUN
futech-526	496	18	,	,	PUNCT
futech-526	496	19	and	and	CCONJ
futech-526	496	20	personalization	personalization	NOUN
futech-526	496	21	.	.	PUNCT
futech-526	497	1	the	the	DET
futech-526	497	2	study	study	NOUN
futech-526	497	3	appears	appear	VERB
futech-526	497	4	as	as	ADP
futech-526	497	5	a	a	DET
futech-526	497	6	guide	guide	NOUN
futech-526	497	7	for	for	ADP
futech-526	497	8	ml	ml	NOUN
futech-526	497	9	practitioners	practitioner	NOUN
futech-526	497	10	on	on	ADP
futech-526	497	11	diabetes	diabetes	NOUN
futech-526	497	12	data	datum	NOUN
futech-526	497	13	,	,	PUNCT
futech-526	497	14	including	include	VERB
futech-526	497	15	best	good	ADJ
futech-526	497	16	practices	practice	NOUN
futech-526	497	17	,	,	PUNCT
futech-526	497	18	feature	feature	NOUN
futech-526	497	19	engineering	engineering	NOUN
futech-526	497	20	,	,	PUNCT
futech-526	497	21	standardizing	standardize	VERB
futech-526	497	22	datasets	dataset	NOUN
futech-526	497	23	,	,	PUNCT
futech-526	497	24	and	and	CCONJ
futech-526	497	25	evaluating	evaluating	NOUN
futech-526	497	26	models	model	NOUN
futech-526	497	27	.	.	PUNCT
futech-526	498	1	overall	overall	ADV
futech-526	498	2	,	,	PUNCT
futech-526	498	3	the	the	DET
futech-526	498	4	findings	finding	NOUN
futech-526	498	5	of	of	ADP
futech-526	498	6	this	this	DET
futech-526	498	7	review	review	NOUN
futech-526	498	8	describe	describe	VERB
futech-526	498	9	improvements	improvement	NOUN
futech-526	498	10	due	due	ADP
futech-526	498	11	to	to	ADP
futech-526	498	12	ml	ml	NOUN
futech-526	498	13	in	in	ADP
futech-526	498	14	diabetes	diabetes	NOUN
futech-526	498	15	management	management	NOUN
futech-526	498	16	.	.	PUNCT
futech-526	499	1	the	the	DET
futech-526	499	2	paper	paper	NOUN
futech-526	499	3	also	also	ADV
futech-526	499	4	discussed	discuss	VERB
futech-526	499	5	the	the	DET
futech-526	499	6	difficulties	difficulty	NOUN
futech-526	499	7	of	of	ADP
futech-526	499	8	applying	apply	VERB
futech-526	499	9	ml	ml	ADV
futech-526	499	10	and	and	CCONJ
futech-526	499	11	ai	ai	VERB
futech-526	499	12	techniques	technique	NOUN
futech-526	499	13	,	,	PUNCT
futech-526	499	14	including	include	VERB
futech-526	499	15	the	the	DET
futech-526	499	16	data	datum	NOUN
futech-526	499	17	processing	processing	NOUN
futech-526	499	18	inhomogeneity	inhomogeneity	NOUN
futech-526	499	19	,	,	PUNCT
futech-526	499	20	metrics	metric	NOUN
futech-526	499	21	evaluation	evaluation	NOUN
futech-526	499	22	for	for	ADP
futech-526	499	23	models	model	NOUN
futech-526	499	24	,	,	PUNCT
futech-526	499	25	and	and	CCONJ
futech-526	499	26	the	the	DET
futech-526	499	27	usage	usage	NOUN
futech-526	499	28	of	of	ADP
futech-526	499	29	multiple	multiple	ADJ
futech-526	499	30	data	datum	NOUN
futech-526	499	31	sources	source	NOUN
futech-526	499	32	accounting	account	VERB
futech-526	499	33	for	for	ADP
futech-526	499	34	glycemic	glycemic	ADJ
futech-526	499	35	control	control	NOUN
futech-526	499	36	interpatient	interpatient	NOUN
futech-526	499	37	variability	variability	NOUN
futech-526	499	38	.	.	PUNCT
futech-526	500	1	going	go	VERB
futech-526	500	2	along	along	ADP
futech-526	500	3	the	the	DET
futech-526	500	4	same	same	ADJ
futech-526	500	5	direction	direction	NOUN
futech-526	500	6	as	as	ADP
futech-526	500	7	a	a	DET
futech-526	500	8	literature	literature	NOUN
futech-526	500	9	analysis	analysis	NOUN
futech-526	500	10	,	,	PUNCT
futech-526	500	11	another	another	DET
futech-526	500	12	paper	paper	NOUN
futech-526	500	13	investigated	investigate	VERB
futech-526	500	14	the	the	DET
futech-526	500	15	incorporation	incorporation	NOUN
futech-526	500	16	of	of	ADP
futech-526	500	17	gi	gi	NOUN
futech-526	500	18	into	into	ADP
futech-526	500	19	smartphone‐based	smartphone‐base	VERB
futech-526	500	20	food	food	NOUN
futech-526	500	21	classification	classification	NOUN
futech-526	500	22	and	and	CCONJ
futech-526	500	23	nutritional	nutritional	ADJ
futech-526	500	24	estimation	estimation	NOUN
futech-526	500	25	[	[	X
futech-526	500	26	95	95	NUM
futech-526	500	27	]	]	PUNCT
futech-526	500	28	.	.	PUNCT
futech-526	501	1	most	most	ADJ
futech-526	501	2	of	of	ADP
futech-526	501	3	the	the	DET
futech-526	501	4	systems	system	NOUN
futech-526	501	5	discussed	discuss	VERB
futech-526	501	6	in	in	ADP
futech-526	501	7	this	this	DET
futech-526	501	8	review	review	NOUN
futech-526	501	9	use	use	VERB
futech-526	501	10	computer	computer	NOUN
futech-526	501	11	vision	vision	NOUN
futech-526	501	12	to	to	PART
futech-526	501	13	categorize	categorize	VERB
futech-526	501	14	foods	food	NOUN
futech-526	501	15	and	and	CCONJ
futech-526	501	16	predict	predict	VERB
futech-526	501	17	portion	portion	NOUN
futech-526	501	18	volumes	volume	NOUN
futech-526	501	19	to	to	PART
futech-526	501	20	help	help	VERB
futech-526	501	21	facilitate	facilitate	VERB
futech-526	501	22	dietary	dietary	ADJ
futech-526	501	23	monitoring	monitoring	NOUN
futech-526	501	24	in	in	ADP
futech-526	501	25	diabetes	diabetes	NOUN
futech-526	501	26	management	management	NOUN
futech-526	501	27	.	.	PUNCT
futech-526	502	1	further	far	ADV
futech-526	502	2	,	,	PUNCT
futech-526	502	3	the	the	DET
futech-526	502	4	paper	paper	NOUN
futech-526	502	5	reviewed	review	VERB
futech-526	502	6	possible	possible	ADJ
futech-526	502	7	future	future	ADJ
futech-526	502	8	gi	gi	NOUN
futech-526	502	9	integration	integration	NOUN
futech-526	502	10	supportive	supportive	ADJ
futech-526	502	11	technologies	technology	NOUN
futech-526	502	12	.	.	PUNCT
futech-526	503	1	ml	ml	NOUN
futech-526	503	2	and	and	CCONJ
futech-526	503	3	dl	dl	PROPN
futech-526	503	4	techniques	technique	NOUN
futech-526	503	5	have	have	AUX
futech-526	503	6	been	be	AUX
futech-526	503	7	thoroughly	thoroughly	ADV
futech-526	503	8	reviewed	review	VERB
futech-526	503	9	for	for	ADP
futech-526	503	10	food	food	NOUN
futech-526	503	11	identification	identification	NOUN
futech-526	503	12	and	and	CCONJ
futech-526	503	13	volume	volume	NOUN
futech-526	503	14	estimation	estimation	NOUN
futech-526	503	15	.	.	PUNCT
futech-526	504	1	cnns	cnn	NOUN
futech-526	504	2	such	such	ADJ
futech-526	504	3	as	as	ADP
futech-526	504	4	alexnet	alexnet	ADJ
futech-526	504	5	,	,	PUNCT
futech-526	504	6	vgg	vgg	PROPN
futech-526	504	7	,	,	PUNCT
futech-526	504	8	resnet	resnet	NOUN
futech-526	504	9	,	,	PUNCT
futech-526	504	10	and	and	CCONJ
futech-526	504	11	efficientnet	efficientnet	NOUN
futech-526	504	12	are	be	AUX
futech-526	504	13	commonly	commonly	ADV
futech-526	504	14	used	use	VERB
futech-526	504	15	as	as	ADP
futech-526	504	16	baseline	baseline	NOUN
futech-526	504	17	models	model	NOUN
futech-526	504	18	to	to	PART
futech-526	504	19	classify	classify	VERB
futech-526	504	20	food	food	NOUN
futech-526	504	21	images	image	NOUN
futech-526	504	22	.	.	PUNCT
futech-526	505	1	classification	classification	NOUN
futech-526	505	2	based	base	VERB
futech-526	505	3	on	on	ADP
futech-526	505	4	extracted	extract	VERB
futech-526	505	5	features	feature	NOUN
futech-526	505	6	was	be	AUX
futech-526	505	7	performed	perform	VERB
futech-526	505	8	using	use	VERB
futech-526	505	9	svm	svm	PROPN
futech-526	505	10	and	and	CCONJ
futech-526	505	11	rf	rf	NOUN
futech-526	505	12	.	.	NOUN
futech-526	506	1	according	accord	VERB
futech-526	506	2	to	to	ADP
futech-526	506	3	these	these	DET
futech-526	506	4	review	review	NOUN
futech-526	506	5	studies	study	NOUN
futech-526	506	6	,	,	PUNCT
futech-526	506	7	preliminary	preliminary	ADJ
futech-526	506	8	knowledge	knowledge	NOUN
futech-526	506	9	on	on	ADP
futech-526	506	10	ml	ml	PROPN
futech-526	506	11	has	have	AUX
futech-526	506	12	been	be	AUX
futech-526	506	13	integrated	integrate	VERB
futech-526	506	14	for	for	ADP
futech-526	506	15	food	food	NOUN
futech-526	506	16	bioactivity	bioactivity	NOUN
futech-526	506	17	screening	screening	NOUN
futech-526	506	18	,	,	PUNCT
futech-526	506	19	automated	automate	VERB
futech-526	506	20	dietary	dietary	ADJ
futech-526	506	21	assessment	assessment	NOUN
futech-526	506	22	,	,	PUNCT
futech-526	506	23	and	and	CCONJ
futech-526	506	24	gi	gi	ADP
futech-526	506	25	control	control	NOUN
futech-526	506	26	.	.	PUNCT
futech-526	507	1	research	research	NOUN
futech-526	507	2	gaps	gap	NOUN
futech-526	507	3	still	still	ADV
futech-526	507	4	exist	exist	VERB
futech-526	507	5	because	because	SCONJ
futech-526	507	6	no	no	DET
futech-526	507	7	predictive	predictive	ADJ
futech-526	507	8	modeling	modeling	NOUN
futech-526	507	9	dedicated	dedicate	VERB
futech-526	507	10	to	to	ADP
futech-526	507	11	the	the	DET
futech-526	507	12	gi	gi	PROPN
futech-526	507	13	was	be	AUX
futech-526	507	14	found	find	VERB
futech-526	507	15	.	.	PUNCT
futech-526	508	1	recently	recently	ADV
futech-526	508	2	,	,	PUNCT
futech-526	508	3	machine	machine	NOUN
futech-526	508	4	learning	learning	NOUN
futech-526	508	5	approaches	approach	NOUN
futech-526	508	6	have	have	AUX
futech-526	508	7	been	be	AUX
futech-526	508	8	developed	develop	VERB
futech-526	508	9	to	to	PART
futech-526	508	10	estimate	estimate	VERB
futech-526	508	11	gi	gi	INTJ
futech-526	508	12	or	or	CCONJ
futech-526	508	13	interindividual	interindividual	VERB
futech-526	508	14	glycemic	glycemic	ADJ
futech-526	508	15	responses	response	NOUN
futech-526	508	16	than	than	ADP
futech-526	508	17	previous	previous	ADJ
futech-526	508	18	studies	study	NOUN
futech-526	508	19	.	.	PUNCT
futech-526	509	1	these	these	DET
futech-526	509	2	nh	nh	PROPN
futech-526	509	3	.	.	PROPN
futech-526	509	4	wanigasingha	wanigasingha	NOUN
futech-526	509	5	et	et	PROPN
futech-526	509	6	al	al	PROPN
futech-526	509	7	.	.	PROPN
futech-526	509	8	/future	/future	PUNCT
futech-526	509	9	technology	technology	PROPN
futech-526	509	10	february	february	PROPN
futech-526	509	11	2026|	2026|	NUM
futech-526	509	12	volume	volume	NOUN
futech-526	509	13	05	05	NUM
futech-526	510	1	|	|	ADV
futech-526	510	2	issue	issue	NOUN
futech-526	510	3	01	01	NUM
futech-526	511	1	|	|	NOUN
futech-526	511	2	pages	page	VERB
futech-526	511	3	93	93	NUM
futech-526	511	4	-	-	SYM
futech-526	511	5	126	126	NUM
futech-526	511	6	104	104	NUM
futech-526	511	7	models	model	NOUN
futech-526	511	8	are	be	AUX
futech-526	511	9	based	base	VERB
futech-526	511	10	on	on	ADP
futech-526	511	11	complex	complex	ADJ
futech-526	511	12	patterns	pattern	NOUN
futech-526	511	13	of	of	ADP
futech-526	511	14	food	food	NOUN
futech-526	511	15	composition	composition	NOUN
futech-526	511	16	variables	variable	NOUN
futech-526	511	17	in	in	ADP
futech-526	511	18	larger	large	ADJ
futech-526	511	19	and	and	CCONJ
futech-526	511	20	more	more	ADV
futech-526	511	21	diverse	diverse	ADJ
futech-526	511	22	datasets	dataset	NOUN
futech-526	511	23	.	.	PUNCT
futech-526	512	1	machine	machine	NOUN
futech-526	512	2	learning	learning	NOUN
futech-526	512	3	technologies	technology	NOUN
futech-526	512	4	play	play	VERB
futech-526	512	5	a	a	DET
futech-526	512	6	crucial	crucial	ADJ
futech-526	512	7	role	role	NOUN
futech-526	512	8	in	in	ADP
futech-526	512	9	research	research	NOUN
futech-526	512	10	related	relate	VERB
futech-526	512	11	to	to	ADP
futech-526	512	12	the	the	DET
futech-526	512	13	gi	gi	NOUN
futech-526	512	14	.	.	PUNCT
futech-526	513	1	gi	gi	PROPN
futech-526	513	2	prediction	prediction	NOUN
futech-526	513	3	,	,	PUNCT
futech-526	513	4	glycemic	glycemic	ADJ
futech-526	513	5	control	control	NOUN
futech-526	513	6	,	,	PUNCT
futech-526	513	7	and	and	CCONJ
futech-526	513	8	how	how	SCONJ
futech-526	513	9	glycemic	glycemic	ADJ
futech-526	513	10	indices	index	NOUN
futech-526	513	11	affect	affect	VERB
futech-526	513	12	a	a	DET
futech-526	513	13	diabetic	diabetic	ADJ
futech-526	513	14	patient	patient	NOUN
futech-526	513	15	were	be	AUX
futech-526	513	16	identified	identify	VERB
futech-526	513	17	using	use	VERB
futech-526	513	18	ml	ml	NOUN
futech-526	513	19	algorithms	algorithm	NOUN
futech-526	513	20	.	.	PUNCT
futech-526	514	1	for	for	ADP
futech-526	514	2	such	such	DET
futech-526	514	3	a	a	DET
futech-526	514	4	task	task	NOUN
futech-526	514	5	,	,	PUNCT
futech-526	514	6	identifying	identify	VERB
futech-526	514	7	complex	complex	ADJ
futech-526	514	8	relationships	relationship	NOUN
futech-526	514	9	between	between	ADP
futech-526	514	10	food	food	NOUN
futech-526	514	11	composition	composition	NOUN
futech-526	514	12	,	,	PUNCT
futech-526	514	13	blood	blood	NOUN
futech-526	514	14	glucose	glucose	NOUN
futech-526	514	15	levels	level	NOUN
futech-526	514	16	,	,	PUNCT
futech-526	514	17	and	and	CCONJ
futech-526	514	18	health	health	NOUN
futech-526	514	19	outcomes	outcome	NOUN
futech-526	514	20	was	be	AUX
futech-526	514	21	taken	take	VERB
futech-526	514	22	into	into	ADP
futech-526	514	23	account	account	NOUN
futech-526	514	24	.	.	PUNCT
futech-526	515	1	regression	regression	NOUN
futech-526	515	2	models	model	NOUN
futech-526	515	3	and	and	CCONJ
futech-526	515	4	classification	classification	NOUN
futech-526	515	5	models	model	NOUN
futech-526	515	6	played	play	VERB
futech-526	515	7	a	a	DET
futech-526	515	8	major	major	ADJ
futech-526	515	9	role	role	NOUN
futech-526	515	10	.	.	PUNCT
futech-526	516	1	regression	regression	NOUN
futech-526	516	2	models	model	NOUN
futech-526	516	3	such	such	ADJ
futech-526	516	4	as	as	ADP
futech-526	516	5	multiple	multiple	ADJ
futech-526	516	6	linear	linear	ADJ
futech-526	516	7	regression	regression	NOUN
futech-526	516	8	,	,	PUNCT
futech-526	516	9	elastic	elastic	ADJ
futech-526	516	10	nets	net	NOUN
futech-526	516	11	,	,	PUNCT
futech-526	516	12	and	and	CCONJ
futech-526	516	13	ridge	ridge	NOUN
futech-526	516	14	regression	regression	NOUN
futech-526	516	15	were	be	AUX
futech-526	516	16	used	use	VERB
futech-526	516	17	to	to	PART
futech-526	516	18	predict	predict	VERB
futech-526	516	19	gi	gi	NOUN
futech-526	516	20	by	by	ADP
futech-526	516	21	analyzing	analyze	VERB
futech-526	516	22	food	food	NOUN
futech-526	516	23	characteristics	characteristic	NOUN
futech-526	516	24	.	.	PUNCT
futech-526	517	1	these	these	DET
futech-526	517	2	models	model	NOUN
futech-526	517	3	provide	provide	VERB
futech-526	517	4	a	a	DET
futech-526	517	5	basis	basis	NOUN
futech-526	517	6	for	for	ADP
futech-526	517	7	calculating	calculate	VERB
futech-526	517	8	how	how	SCONJ
futech-526	517	9	different	different	ADJ
futech-526	517	10	foods	food	NOUN
futech-526	517	11	affect	affect	VERB
futech-526	517	12	blood	blood	NOUN
futech-526	517	13	glucose	glucose	NOUN
futech-526	517	14	levels	level	NOUN
futech-526	517	15	.	.	PUNCT
futech-526	518	1	classification	classification	NOUN
futech-526	518	2	algorithms	algorithm	NOUN
futech-526	518	3	,	,	PUNCT
futech-526	518	4	such	such	ADJ
futech-526	518	5	as	as	ADP
futech-526	518	6	random	random	ADJ
futech-526	518	7	forests	forest	NOUN
futech-526	518	8	,	,	PUNCT
futech-526	518	9	svm	svm	ADJ
futech-526	518	10	,	,	PUNCT
futech-526	518	11	and	and	CCONJ
futech-526	518	12	logistic	logistic	ADJ
futech-526	518	13	regression	regression	NOUN
futech-526	518	14	,	,	PUNCT
futech-526	518	15	enable	enable	VERB
futech-526	518	16	food	food	NOUN
futech-526	518	17	classification	classification	NOUN
futech-526	518	18	based	base	VERB
futech-526	518	19	on	on	ADP
futech-526	518	20	gi	gi	PROPN
futech-526	518	21	levels	level	NOUN
futech-526	518	22	and	and	CCONJ
futech-526	518	23	have	have	AUX
futech-526	518	24	proven	prove	VERB
futech-526	518	25	useful	useful	ADJ
futech-526	518	26	in	in	ADP
futech-526	518	27	creating	create	VERB
futech-526	518	28	personalized	personalized	ADJ
futech-526	518	29	dietary	dietary	ADJ
futech-526	518	30	recommendations	recommendation	NOUN
futech-526	518	31	.	.	PUNCT
futech-526	519	1	time	time	NOUN
futech-526	519	2	series	series	NOUN
futech-526	519	3	models	model	NOUN
futech-526	519	4	such	such	ADJ
futech-526	519	5	as	as	ADP
futech-526	519	6	arima	arima	NOUN
futech-526	519	7	and	and	CCONJ
futech-526	519	8	autoregressive	autoregressive	ADJ
futech-526	519	9	neural	neural	ADJ
futech-526	519	10	networks	network	NOUN
futech-526	519	11	are	be	AUX
futech-526	519	12	used	use	VERB
futech-526	519	13	in	in	ADP
futech-526	519	14	real‐time	real‐time	NOUN
futech-526	519	15	glycemic	glycemic	ADJ
futech-526	519	16	monitoring	monitoring	NOUN
futech-526	519	17	.	.	PUNCT
futech-526	520	1	by	by	ADP
futech-526	520	2	analyzing	analyze	VERB
futech-526	520	3	cgm	cgm	PROPN
futech-526	520	4	data	datum	NOUN
futech-526	520	5	,	,	PUNCT
futech-526	520	6	it	it	PRON
futech-526	520	7	predicted	predict	VERB
futech-526	520	8	blood	blood	NOUN
futech-526	520	9	glucose	glucose	NOUN
futech-526	520	10	trends	trend	NOUN
futech-526	520	11	,	,	PUNCT
futech-526	520	12	which	which	PRON
futech-526	520	13	is	be	AUX
futech-526	520	14	especially	especially	ADV
futech-526	520	15	helpful	helpful	ADJ
futech-526	520	16	for	for	ADP
futech-526	520	17	diabetics	diabetic	NOUN
futech-526	520	18	who	who	PRON
futech-526	520	19	need	need	VERB
futech-526	520	20	dynamic	dynamic	ADJ
futech-526	520	21	management	management	NOUN
futech-526	520	22	of	of	ADP
futech-526	520	23	blood	blood	NOUN
futech-526	520	24	sugar	sugar	NOUN
futech-526	520	25	levels	level	NOUN
futech-526	520	26	.	.	PUNCT
futech-526	521	1	ensemble	ensemble	ADJ
futech-526	521	2	models	model	NOUN
futech-526	521	3	,	,	PUNCT
futech-526	521	4	such	such	ADJ
futech-526	521	5	as	as	ADP
futech-526	521	6	gradient	gradient	ADJ
futech-526	521	7	boosting	boosting	NOUN
futech-526	521	8	and	and	CCONJ
futech-526	521	9	random	random	ADJ
futech-526	521	10	forest	forest	NOUN
futech-526	521	11	ensembles	ensemble	NOUN
futech-526	521	12	,	,	PUNCT
futech-526	521	13	improve	improve	VERB
futech-526	521	14	predictive	predictive	ADJ
futech-526	521	15	accuracy	accuracy	NOUN
futech-526	521	16	by	by	ADP
futech-526	521	17	combining	combine	VERB
futech-526	521	18	multiple	multiple	ADJ
futech-526	521	19	algorithms	algorithm	NOUN
futech-526	521	20	,	,	PUNCT
futech-526	521	21	often	often	ADV
futech-526	521	22	for	for	ADP
futech-526	521	23	applications	application	NOUN
futech-526	521	24	such	such	ADJ
futech-526	521	25	as	as	ADP
futech-526	521	26	identifying	identify	VERB
futech-526	521	27	unreported	unreported	ADJ
futech-526	521	28	foods	food	NOUN
futech-526	521	29	or	or	CCONJ
futech-526	521	30	adjusting	adjust	VERB
futech-526	521	31	insulin	insulin	NOUN
futech-526	521	32	in	in	ADP
futech-526	521	33	artificial	artificial	ADJ
futech-526	521	34	pancreas	pancreas	NOUN
futech-526	521	35	systems	system	NOUN
futech-526	521	36	.	.	PUNCT
futech-526	522	1	finally	finally	ADV
futech-526	522	2	,	,	PUNCT
futech-526	522	3	explainable	explainable	ADJ
futech-526	522	4	ai	ai	NOUN
futech-526	522	5	models	model	NOUN
futech-526	522	6	,	,	PUNCT
futech-526	522	7	using	use	VERB
futech-526	522	8	methods	method	NOUN
futech-526	522	9	such	such	ADJ
futech-526	522	10	as	as	ADP
futech-526	522	11	shap	shap	NOUN
futech-526	522	12	,	,	PUNCT
futech-526	522	13	provide	provide	VERB
futech-526	522	14	insight	insight	NOUN
futech-526	522	15	into	into	ADP
futech-526	522	16	feature	feature	NOUN
futech-526	522	17	importance	importance	NOUN
futech-526	522	18	,	,	PUNCT
futech-526	522	19	allowing	allow	VERB
futech-526	522	20	clinicians	clinician	NOUN
futech-526	522	21	and	and	CCONJ
futech-526	522	22	researchers	researcher	NOUN
futech-526	522	23	to	to	PART
futech-526	522	24	understand	understand	VERB
futech-526	522	25	which	which	PRON
futech-526	522	26	factors	factor	VERB
futech-526	522	27	most	most	ADJ
futech-526	522	28	influence	influence	NOUN
futech-526	522	29	glycemic	glycemic	ADJ
futech-526	522	30	outcomes	outcome	NOUN
futech-526	522	31	.	.	PUNCT
futech-526	523	1	together	together	ADV
futech-526	523	2	,	,	PUNCT
futech-526	523	3	these	these	DET
futech-526	523	4	ml	ml	NOUN
futech-526	523	5	models	model	NOUN
futech-526	523	6	form	form	VERB
futech-526	523	7	a	a	DET
futech-526	523	8	robust	robust	ADJ
futech-526	523	9	framework	framework	NOUN
futech-526	523	10	for	for	ADP
futech-526	523	11	predicting	predict	VERB
futech-526	523	12	,	,	PUNCT
futech-526	523	13	monitoring	monitoring	NOUN
futech-526	523	14	,	,	PUNCT
futech-526	523	15	and	and	CCONJ
futech-526	523	16	managing	manage	VERB
futech-526	523	17	glycemic	glycemic	ADJ
futech-526	523	18	responses	response	NOUN
futech-526	523	19	,	,	PUNCT
futech-526	523	20	making	make	VERB
futech-526	523	21	them	they	PRON
futech-526	523	22	central	central	ADJ
futech-526	523	23	to	to	ADP
futech-526	523	24	the	the	DET
futech-526	523	25	advancement	advancement	NOUN
futech-526	523	26	of	of	ADP
futech-526	523	27	personalized	personalized	ADJ
futech-526	523	28	glycemic	glycemic	ADJ
futech-526	523	29	control	control	NOUN
futech-526	523	30	.	.	PUNCT
futech-526	524	1	collectively	collectively	ADV
futech-526	524	2	,	,	PUNCT
futech-526	524	3	these	these	DET
futech-526	524	4	approaches	approach	NOUN
futech-526	524	5	highlight	highlight	VERB
futech-526	524	6	how	how	SCONJ
futech-526	524	7	ml	ml	NOUN
futech-526	524	8	techniques	technique	NOUN
futech-526	524	9	can	can	AUX
futech-526	524	10	be	be	AUX
futech-526	524	11	applied	apply	VERB
futech-526	524	12	not	not	PART
futech-526	524	13	only	only	ADV
futech-526	524	14	to	to	PART
futech-526	524	15	gi	gi	VERB
futech-526	524	16	prediction	prediction	NOUN
futech-526	524	17	but	but	CCONJ
futech-526	524	18	also	also	ADV
futech-526	524	19	to	to	ADP
futech-526	524	20	broader	broad	ADJ
futech-526	524	21	applications	application	NOUN
futech-526	524	22	such	such	ADJ
futech-526	524	23	as	as	ADP
futech-526	524	24	diabetes	diabetes	NOUN
futech-526	524	25	management	management	NOUN
futech-526	524	26	,	,	PUNCT
futech-526	524	27	dietary	dietary	ADJ
futech-526	524	28	assessment	assessment	NOUN
futech-526	524	29	,	,	PUNCT
futech-526	524	30	and	and	CCONJ
futech-526	524	31	personalized	personalize	VERB
futech-526	524	32	nutrition	nutrition	NOUN
futech-526	524	33	by	by	ADP
futech-526	524	34	advancing	advance	VERB
futech-526	524	35	computational	computational	ADJ
futech-526	524	36	nutrition	nutrition	NOUN
futech-526	524	37	science	science	NOUN
futech-526	524	38	.	.	PUNCT
futech-526	525	1	4.2	4.2	NUM
futech-526	525	2	role	role	NOUN
futech-526	525	3	of	of	ADP
futech-526	525	4	reinforcement	reinforcement	NOUN
futech-526	525	5	learning	learning	NOUN
futech-526	525	6	(	(	PUNCT
futech-526	525	7	rl	rl	NOUN
futech-526	525	8	)	)	PUNCT
futech-526	525	9	in	in	ADP
futech-526	525	10	research	research	NOUN
futech-526	525	11	related	relate	VERB
futech-526	525	12	to	to	ADP
futech-526	525	13	the	the	DET
futech-526	525	14	glycemic	glycemic	ADJ
futech-526	525	15	index	index	NOUN
futech-526	525	16	reinforcement	reinforcement	NOUN
futech-526	525	17	learning	learning	NOUN
futech-526	525	18	is	be	AUX
futech-526	525	19	a	a	DET
futech-526	525	20	machine	machine	NOUN
futech-526	525	21	learning	learning	NOUN
futech-526	525	22	paradigm	paradigm	NOUN
futech-526	525	23	.	.	PUNCT
futech-526	526	1	agents	agent	NOUN
futech-526	526	2	learn	learn	VERB
futech-526	526	3	to	to	PART
futech-526	526	4	make	make	VERB
futech-526	526	5	decisions	decision	NOUN
futech-526	526	6	by	by	ADP
futech-526	526	7	interacting	interact	VERB
futech-526	526	8	with	with	ADP
futech-526	526	9	an	an	DET
futech-526	526	10	environment	environment	NOUN
futech-526	526	11	to	to	PART
futech-526	526	12	maximize	maximize	VERB
futech-526	526	13	cumulative	cumulative	ADJ
futech-526	526	14	rewards	reward	NOUN
futech-526	526	15	.	.	PUNCT
futech-526	527	1	unlike	unlike	ADP
futech-526	527	2	supervised	supervised	ADJ
futech-526	527	3	learning	learning	NOUN
futech-526	527	4	,	,	PUNCT
futech-526	527	5	which	which	PRON
futech-526	527	6	is	be	AUX
futech-526	527	7	based	base	VERB
futech-526	527	8	on	on	ADP
futech-526	527	9	labeled	label	VERB
futech-526	527	10	data	datum	NOUN
futech-526	527	11	,	,	PUNCT
futech-526	527	12	rl	rl	PROPN
futech-526	527	13	involves	involve	VERB
futech-526	527	14	trial‐and‐error	trial‐and‐error	PROPN
futech-526	527	15	exploration	exploration	NOUN
futech-526	527	16	.	.	PUNCT
futech-526	528	1	this	this	DET
futech-526	528	2	dynamic	dynamic	ADJ
futech-526	528	3	learning	learning	NOUN
futech-526	528	4	approach	approach	NOUN
futech-526	528	5	is	be	AUX
futech-526	528	6	particularly	particularly	ADV
futech-526	528	7	effective	effective	ADJ
futech-526	528	8	in	in	ADP
futech-526	528	9	problems	problem	NOUN
futech-526	528	10	that	that	PRON
futech-526	528	11	require	require	VERB
futech-526	528	12	sequential	sequential	ADJ
futech-526	528	13	decision‐making	decision‐making	NOUN
futech-526	528	14	,	,	PUNCT
futech-526	528	15	such	such	ADJ
futech-526	528	16	as	as	ADP
futech-526	528	17	feature	feature	NOUN
futech-526	528	18	selection	selection	NOUN
futech-526	528	19	,	,	PUNCT
futech-526	528	20	control	control	NOUN
futech-526	528	21	systems	system	NOUN
futech-526	528	22	,	,	PUNCT
futech-526	528	23	and	and	CCONJ
futech-526	528	24	real‐time	real‐time	NOUN
futech-526	528	25	predictions	prediction	NOUN
futech-526	528	26	.	.	PUNCT
futech-526	529	1	in	in	ADP
futech-526	529	2	our	our	PRON
futech-526	529	3	repository	repository	NOUN
futech-526	529	4	,	,	PUNCT
futech-526	529	5	the	the	DET
futech-526	529	6	study	study	NOUN
futech-526	529	7	“	"	PUNCT
futech-526	529	8	impartial	impartial	ADJ
futech-526	529	9	feature	feature	NOUN
futech-526	529	10	selection	selection	NOUN
futech-526	529	11	using	use	VERB
futech-526	529	12	multi‐agent	multi‐agent	NOUN
futech-526	529	13	reinforcement	reinforcement	NOUN
futech-526	529	14	learning	learning	NOUN
futech-526	529	15	for	for	ADP
futech-526	529	16	adverse	adverse	ADJ
futech-526	529	17	glycemic	glycemic	ADJ
futech-526	529	18	event	event	NOUN
futech-526	529	19	prediction	prediction	NOUN
futech-526	529	20	”	"	PUNCT
futech-526	530	1	[	[	X
futech-526	530	2	20	20	NUM
futech-526	530	3	]	]	PUNCT
futech-526	530	4	represents	represent	VERB
futech-526	530	5	a	a	DET
futech-526	530	6	pioneering	pioneer	VERB
futech-526	530	7	effort	effort	NOUN
futech-526	530	8	in	in	ADP
futech-526	530	9	applying	apply	VERB
futech-526	530	10	rl	rl	PRON
futech-526	530	11	to	to	PART
futech-526	530	12	feature	feature	VERB
futech-526	530	13	selection	selection	NOUN
futech-526	530	14	in	in	ADP
futech-526	530	15	the	the	DET
futech-526	530	16	context	context	NOUN
futech-526	530	17	of	of	ADP
futech-526	530	18	blood	blood	NOUN
futech-526	530	19	glucose	glucose	NOUN
futech-526	530	20	prediction	prediction	NOUN
futech-526	530	21	.	.	PUNCT
futech-526	531	1	they	they	PRON
futech-526	531	2	presented	present	VERB
futech-526	531	3	a	a	DET
futech-526	531	4	model	model	NOUN
futech-526	531	5	for	for	ADP
futech-526	531	6	predicting	predict	VERB
futech-526	531	7	adverse	adverse	ADJ
futech-526	531	8	glycemic	glycemic	ADJ
futech-526	531	9	events	event	NOUN
futech-526	531	10	(	(	PUNCT
futech-526	531	11	normoglycemia	normoglycemia	PROPN
futech-526	531	12	,	,	PUNCT
futech-526	531	13	hypoglycemia	hypoglycemia	NOUN
futech-526	531	14	,	,	PUNCT
futech-526	531	15	hyperglycemia	hyperglycemia	NOUN
futech-526	531	16	)	)	PUNCT
futech-526	531	17	using	use	VERB
futech-526	531	18	cgm	cgm	PROPN
futech-526	531	19	,	,	PUNCT
futech-526	531	20	electronic	electronic	ADJ
futech-526	531	21	medical	medical	ADJ
futech-526	531	22	record	record	NOUN
futech-526	531	23	(	(	PUNCT
futech-526	531	24	emr	emr	PROPN
futech-526	531	25	)	)	PUNCT
futech-526	531	26	,	,	PUNCT
futech-526	531	27	multi‐agent	multi‐agent	NOUN
futech-526	531	28	reinforcement	reinforcement	NOUN
futech-526	531	29	learning	learning	NOUN
futech-526	531	30	(	(	PUNCT
futech-526	531	31	marl	marl	NOUN
futech-526	531	32	)	)	PUNCT
futech-526	531	33	,	,	PUNCT
futech-526	531	34	and	and	CCONJ
futech-526	531	35	time2vec	time2vec	PRON
futech-526	531	36	(	(	PUNCT
futech-526	531	37	t2v	t2v	NUM
futech-526	531	38	)	)	PUNCT
futech-526	531	39	.	.	PUNCT
futech-526	532	1	emr	emr	PROPN
futech-526	532	2	data	datum	NOUN
futech-526	532	3	were	be	AUX
futech-526	532	4	used	use	VERB
futech-526	532	5	for	for	ADP
futech-526	532	6	feature	feature	NOUN
futech-526	532	7	selection	selection	NOUN
futech-526	532	8	.	.	PUNCT
futech-526	533	1	marl	marl	NOUN
futech-526	533	2	employed	employ	VERB
futech-526	533	3	optimal	optimal	ADJ
futech-526	533	4	feature	feature	NOUN
futech-526	533	5	selection	selection	NOUN
futech-526	533	6	and	and	CCONJ
futech-526	533	7	selected	select	VERB
futech-526	533	8	optimal	optimal	ADJ
futech-526	533	9	emr	emr	PROPN
futech-526	533	10	features	feature	NOUN
futech-526	533	11	for	for	ADP
futech-526	533	12	better	well	ADJ
futech-526	533	13	model	model	NOUN
futech-526	533	14	performance	performance	NOUN
futech-526	533	15	.	.	PUNCT
futech-526	534	1	although	although	SCONJ
futech-526	534	2	the	the	DET
futech-526	534	3	study	study	NOUN
futech-526	534	4	does	do	AUX
futech-526	534	5	not	not	PART
futech-526	534	6	directly	directly	ADV
futech-526	534	7	predict	predict	VERB
futech-526	534	8	or	or	CCONJ
futech-526	534	9	calculate	calculate	VERB
futech-526	534	10	the	the	DET
futech-526	534	11	gi	gi	NOUN
futech-526	534	12	of	of	ADP
futech-526	534	13	foods	food	NOUN
futech-526	534	14	,	,	PUNCT
futech-526	534	15	it	it	PRON
futech-526	534	16	utilizes	utilize	VERB
futech-526	534	17	cgm‐derived	cgm‐derive	VERB
futech-526	534	18	blood	blood	NOUN
futech-526	534	19	glucose	glucose	NOUN
futech-526	534	20	levels	level	NOUN
futech-526	534	21	and	and	CCONJ
futech-526	534	22	emr	emr	PROPN
futech-526	534	23	data	datum	NOUN
futech-526	534	24	to	to	PART
futech-526	534	25	predict	predict	VERB
futech-526	534	26	adverse	adverse	ADJ
futech-526	534	27	glycemic	glycemic	ADJ
futech-526	534	28	events	event	NOUN
futech-526	534	29	.	.	PUNCT
futech-526	535	1	marl	marl	PROPN
futech-526	535	2	evaluated	evaluate	VERB
futech-526	535	3	individual	individual	ADJ
futech-526	535	4	feature	feature	NOUN
futech-526	535	5	contributions	contribution	NOUN
futech-526	535	6	and	and	CCONJ
futech-526	535	7	derived	derive	VERB
futech-526	535	8	the	the	DET
futech-526	535	9	optimal	optimal	ADJ
futech-526	535	10	feature	feature	NOUN
futech-526	535	11	set	set	VERB
futech-526	535	12	by	by	ADP
futech-526	535	13	dynamically	dynamically	ADV
futech-526	535	14	assigning	assign	VERB
futech-526	535	15	rewards	reward	NOUN
futech-526	535	16	proportional	proportional	ADJ
futech-526	535	17	to	to	ADP
futech-526	535	18	the	the	DET
futech-526	535	19	performance	performance	NOUN
futech-526	535	20	change	change	NOUN
futech-526	535	21	each	each	DET
futech-526	535	22	feature	feature	NOUN
futech-526	535	23	contributed	contribute	VERB
futech-526	535	24	.	.	PUNCT
futech-526	536	1	it	it	PRON
futech-526	536	2	has	have	AUX
futech-526	536	3	been	be	AUX
futech-526	536	4	observed	observe	VERB
futech-526	536	5	that	that	SCONJ
futech-526	536	6	,	,	PUNCT
futech-526	536	7	aside	aside	ADV
futech-526	536	8	from	from	ADP
futech-526	536	9	this	this	DET
futech-526	536	10	study	study	NOUN
futech-526	536	11	,	,	PUNCT
futech-526	536	12	few	few	ADJ
futech-526	536	13	significant	significant	ADJ
futech-526	536	14	efforts	effort	NOUN
futech-526	536	15	have	have	AUX
futech-526	536	16	been	be	AUX
futech-526	536	17	made	make	VERB
futech-526	536	18	to	to	PART
futech-526	536	19	apply	apply	VERB
futech-526	536	20	reinforcement	reinforcement	NOUN
futech-526	536	21	learning	learning	NOUN
futech-526	536	22	(	(	PUNCT
futech-526	536	23	rl	rl	NOUN
futech-526	536	24	)	)	PUNCT
futech-526	536	25	to	to	ADP
futech-526	536	26	glycemic	glycemic	ADJ
futech-526	536	27	index	index	NOUN
futech-526	536	28	research	research	NOUN
futech-526	536	29	.	.	PUNCT
futech-526	537	1	this	this	PRON
futech-526	537	2	highlights	highlight	VERB
futech-526	537	3	an	an	DET
futech-526	537	4	open	open	ADJ
futech-526	537	5	area	area	NOUN
futech-526	537	6	of	of	ADP
futech-526	537	7	exploration	exploration	NOUN
futech-526	537	8	,	,	PUNCT
futech-526	537	9	presenting	present	VERB
futech-526	537	10	an	an	DET
futech-526	537	11	opportunity	opportunity	NOUN
futech-526	537	12	to	to	PART
futech-526	537	13	go	go	VERB
futech-526	537	14	deeper	deeply	ADV
futech-526	537	15	into	into	ADP
futech-526	537	16	the	the	DET
futech-526	537	17	potential	potential	NOUN
futech-526	537	18	of	of	ADP
futech-526	537	19	rl	rl	PROPN
futech-526	537	20	in	in	ADP
futech-526	537	21	gi‐focused	gi‐focuse	VERB
futech-526	537	22	studies	study	NOUN
futech-526	537	23	.	.	PUNCT
futech-526	538	1	4.3	4.3	NUM
futech-526	538	2	role	role	NOUN
futech-526	538	3	of	of	ADP
futech-526	538	4	deep	deep	ADJ
futech-526	538	5	learning	learning	NOUN
futech-526	538	6	in	in	ADP
futech-526	538	7	research	research	NOUN
futech-526	538	8	related	relate	VERB
futech-526	538	9	to	to	ADP
futech-526	538	10	the	the	DET
futech-526	538	11	glycemic	glycemic	ADJ
futech-526	538	12	index	index	NOUN
futech-526	538	13	deep	deep	ADJ
futech-526	538	14	learning	learning	NOUN
futech-526	538	15	is	be	AUX
futech-526	538	16	a	a	DET
futech-526	538	17	specialized	specialized	ADJ
futech-526	538	18	area	area	NOUN
futech-526	538	19	of	of	ADP
futech-526	538	20	artificial	artificial	ADJ
futech-526	538	21	intelligence	intelligence	NOUN
futech-526	538	22	that	that	PRON
futech-526	538	23	utilizes	utilize	VERB
futech-526	538	24	neural	neural	ADJ
futech-526	538	25	networks	network	NOUN
futech-526	538	26	with	with	ADP
futech-526	538	27	multiple	multiple	ADJ
futech-526	538	28	layers	layer	NOUN
futech-526	538	29	to	to	PART
futech-526	538	30	analyze	analyze	VERB
futech-526	538	31	and	and	CCONJ
futech-526	538	32	interpret	interpret	VERB
futech-526	538	33	complex	complex	ADJ
futech-526	538	34	data	datum	NOUN
futech-526	538	35	patterns	pattern	NOUN
futech-526	538	36	.	.	PUNCT
futech-526	539	1	by	by	ADP
futech-526	539	2	mimicking	mimic	VERB
futech-526	539	3	the	the	DET
futech-526	539	4	way	way	NOUN
futech-526	539	5	the	the	DET
futech-526	539	6	human	human	ADJ
futech-526	539	7	brain	brain	NOUN
futech-526	539	8	processes	process	VERB
futech-526	539	9	information	information	NOUN
futech-526	539	10	,	,	PUNCT
futech-526	539	11	deep	deep	ADJ
futech-526	539	12	learning	learning	NOUN
futech-526	539	13	models	model	NOUN
futech-526	539	14	can	can	AUX
futech-526	539	15	automatically	automatically	ADV
futech-526	539	16	extract	extract	VERB
futech-526	539	17	features	feature	NOUN
futech-526	539	18	from	from	ADP
futech-526	539	19	raw	raw	ADJ
futech-526	539	20	data	datum	NOUN
futech-526	539	21	,	,	PUNCT
futech-526	539	22	making	make	VERB
futech-526	539	23	them	they	PRON
futech-526	539	24	highly	highly	ADV
futech-526	539	25	effective	effective	ADJ
futech-526	539	26	for	for	ADP
futech-526	539	27	tasks	task	NOUN
futech-526	539	28	such	such	ADJ
futech-526	539	29	as	as	ADP
futech-526	539	30	image	image	NOUN
futech-526	539	31	and	and	CCONJ
futech-526	539	32	speech	speech	NOUN
futech-526	539	33	recognition	recognition	NOUN
futech-526	539	34	,	,	PUNCT
futech-526	539	35	natural	natural	ADJ
futech-526	539	36	language	language	NOUN
futech-526	539	37	processing	processing	NOUN
futech-526	539	38	,	,	PUNCT
futech-526	539	39	and	and	CCONJ
futech-526	539	40	more	more	ADJ
futech-526	539	41	.	.	PUNCT
futech-526	540	1	these	these	DET
futech-526	540	2	models	model	NOUN
futech-526	540	3	are	be	AUX
futech-526	540	4	trained	train	VERB
futech-526	540	5	on	on	ADP
futech-526	540	6	large	large	ADJ
futech-526	540	7	datasets	dataset	NOUN
futech-526	540	8	,	,	PUNCT
futech-526	540	9	adjusting	adjust	VERB
futech-526	540	10	their	their	PRON
futech-526	540	11	internal	internal	ADJ
futech-526	540	12	parameters	parameter	NOUN
futech-526	540	13	to	to	PART
futech-526	540	14	improve	improve	VERB
futech-526	540	15	accuracy	accuracy	NOUN
futech-526	540	16	and	and	CCONJ
futech-526	540	17	performance	performance	NOUN
futech-526	540	18	.	.	PUNCT
futech-526	541	1	the	the	DET
futech-526	541	2	rise	rise	NOUN
futech-526	541	3	of	of	ADP
futech-526	541	4	deep	deep	ADJ
futech-526	541	5	learning	learning	NOUN
futech-526	541	6	has	have	AUX
futech-526	541	7	been	be	AUX
futech-526	541	8	fueled	fuel	VERB
futech-526	541	9	by	by	ADP
futech-526	541	10	advancements	advancement	NOUN
futech-526	541	11	in	in	ADP
futech-526	541	12	computational	computational	ADJ
futech-526	541	13	power	power	NOUN
futech-526	541	14	and	and	CCONJ
futech-526	541	15	the	the	DET
futech-526	541	16	availability	availability	NOUN
futech-526	541	17	of	of	ADP
futech-526	541	18	vast	vast	ADJ
futech-526	541	19	amounts	amount	NOUN
futech-526	541	20	of	of	ADP
futech-526	541	21	data	datum	NOUN
futech-526	541	22	,	,	PUNCT
futech-526	541	23	leading	lead	VERB
futech-526	541	24	to	to	ADP
futech-526	541	25	significant	significant	ADJ
futech-526	541	26	breakthroughs	breakthrough	NOUN
futech-526	541	27	in	in	ADP
futech-526	541	28	various	various	ADJ
futech-526	541	29	fields	field	NOUN
futech-526	541	30	,	,	PUNCT
futech-526	541	31	including	include	VERB
futech-526	541	32	healthcare	healthcare	NOUN
futech-526	541	33	,	,	PUNCT
futech-526	541	34	finance	finance	NOUN
futech-526	541	35	,	,	PUNCT
futech-526	541	36	and	and	CCONJ
futech-526	541	37	autonomous	autonomous	ADJ
futech-526	541	38	systems	system	NOUN
futech-526	541	39	.	.	PUNCT
futech-526	542	1	one	one	NUM
futech-526	542	2	emerging	emerge	VERB
futech-526	542	3	area	area	NOUN
futech-526	542	4	where	where	SCONJ
futech-526	542	5	deep	deep	ADJ
futech-526	542	6	learning	learning	NOUN
futech-526	542	7	is	be	AUX
futech-526	542	8	making	make	VERB
futech-526	542	9	a	a	DET
futech-526	542	10	considerable	considerable	ADJ
futech-526	542	11	impact	impact	NOUN
futech-526	542	12	is	be	AUX
futech-526	542	13	in	in	ADP
futech-526	542	14	health‐related	health‐relate	VERB
futech-526	542	15	research	research	NOUN
futech-526	542	16	,	,	PUNCT
futech-526	542	17	specifically	specifically	ADV
futech-526	542	18	the	the	DET
futech-526	542	19	prediction	prediction	NOUN
futech-526	542	20	and	and	CCONJ
futech-526	542	21	recommendation	recommendation	NOUN
futech-526	542	22	of	of	ADP
futech-526	542	23	foods	food	NOUN
futech-526	542	24	based	base	VERB
futech-526	542	25	on	on	ADP
futech-526	542	26	their	their	PRON
futech-526	542	27	gi	gi	NOUN
futech-526	542	28	,	,	PUNCT
futech-526	542	29	making	make	VERB
futech-526	542	30	it	it	PRON
futech-526	542	31	a	a	DET
futech-526	542	32	critical	critical	ADJ
futech-526	542	33	tool	tool	NOUN
futech-526	542	34	for	for	ADP
futech-526	542	35	managing	manage	VERB
futech-526	542	36	diabetes	diabetes	NOUN
futech-526	542	37	and	and	CCONJ
futech-526	542	38	other	other	ADJ
futech-526	542	39	metabolic	metabolic	NOUN
futech-526	542	40	conditions	condition	NOUN
futech-526	542	41	.	.	PUNCT
futech-526	543	1	through	through	ADP
futech-526	543	2	deep	deep	ADJ
futech-526	543	3	learning	learning	NOUN
futech-526	543	4	techniques	technique	NOUN
futech-526	543	5	,	,	PUNCT
futech-526	543	6	researchers	researcher	NOUN
futech-526	543	7	can	can	AUX
futech-526	543	8	analyze	analyze	VERB
futech-526	543	9	food	food	NOUN
futech-526	543	10	images	image	NOUN
futech-526	543	11	,	,	PUNCT
futech-526	543	12	predict	predict	VERB
futech-526	543	13	gi	gi	ADP
futech-526	543	14	values	value	NOUN
futech-526	543	15	,	,	PUNCT
futech-526	543	16	and	and	CCONJ
futech-526	543	17	recommend	recommend	VERB
futech-526	543	18	lower	low	ADJ
futech-526	543	19	-	-	PUNCT
futech-526	543	20	gi	gi	NOUN
futech-526	543	21	alternatives	alternative	NOUN
futech-526	543	22	to	to	PART
futech-526	543	23	support	support	VERB
futech-526	543	24	personalized	personalize	VERB
futech-526	543	25	dietary	dietary	ADJ
futech-526	543	26	plans	plan	NOUN
futech-526	543	27	.	.	PUNCT
futech-526	544	1	these	these	DET
futech-526	544	2	applications	application	NOUN
futech-526	544	3	combine	combine	VERB
futech-526	544	4	computer	computer	NOUN
futech-526	544	5	vision	vision	NOUN
futech-526	544	6	with	with	ADP
futech-526	544	7	nutritional	nutritional	ADJ
futech-526	544	8	science	science	NOUN
futech-526	544	9	,	,	PUNCT
futech-526	544	10	demonstrating	demonstrate	VERB
futech-526	544	11	deep	deep	ADJ
futech-526	544	12	learning	learning	NOUN
futech-526	544	13	’s	’s	PART
futech-526	544	14	potential	potential	NOUN
futech-526	544	15	to	to	PART
futech-526	544	16	support	support	VERB
futech-526	544	17	better	well	ADJ
futech-526	544	18	health	health	NOUN
futech-526	544	19	outcomes	outcome	NOUN
futech-526	544	20	through	through	ADP
futech-526	544	21	dietary	dietary	ADJ
futech-526	544	22	management	management	NOUN
futech-526	544	23	.	.	PUNCT
futech-526	545	1	reference	reference	NOUN
futech-526	546	1	[	[	X
futech-526	546	2	44	44	NUM
futech-526	546	3	]	]	PUNCT
futech-526	546	4	is	be	AUX
futech-526	546	5	the	the	DET
futech-526	546	6	earliest	early	ADJ
futech-526	546	7	study	study	NOUN
futech-526	546	8	in	in	ADP
futech-526	546	9	our	our	PRON
futech-526	546	10	survey	survey	NOUN
futech-526	546	11	,	,	PUNCT
futech-526	546	12	linking	link	VERB
futech-526	546	13	deep	deep	ADJ
futech-526	546	14	learning	learning	NOUN
futech-526	546	15	with	with	ADP
futech-526	546	16	gi	gi	PROPN
futech-526	546	17	prediction	prediction	NOUN
futech-526	546	18	,	,	PUNCT
futech-526	546	19	specifically	specifically	ADV
futech-526	546	20	an	an	DET
futech-526	546	21	artificial	artificial	ADJ
futech-526	546	22	neural	neural	ADJ
futech-526	546	23	network	network	NOUN
futech-526	546	24	,	,	PUNCT
futech-526	546	25	which	which	PRON
futech-526	546	26	is	be	AUX
futech-526	546	27	employed	employ	VERB
futech-526	546	28	to	to	PART
futech-526	546	29	predict	predict	VERB
futech-526	546	30	the	the	DET
futech-526	546	31	gi	gi	NOUN
futech-526	546	32	of	of	ADP
futech-526	546	33	foods	food	NOUN
futech-526	546	34	.	.	PUNCT
futech-526	547	1	the	the	DET
futech-526	547	2	process	process	NOUN
futech-526	547	3	involves	involve	VERB
futech-526	547	4	simulating	simulate	VERB
futech-526	547	5	human	human	ADJ
futech-526	547	6	digestion	digestion	NOUN
futech-526	547	7	,	,	PUNCT
futech-526	547	8	where	where	SCONJ
futech-526	547	9	samples	sample	NOUN
futech-526	547	10	undergo	undergo	VERB
futech-526	547	11	enzyme	enzyme	NOUN
futech-526	547	12	digestion	digestion	NOUN
futech-526	547	13	,	,	PUNCT
futech-526	547	14	and	and	CCONJ
futech-526	547	15	their	their	PRON
futech-526	547	16	sugar	sugar	NOUN
futech-526	547	17	content	content	NOUN
futech-526	547	18	is	be	AUX
futech-526	547	19	analyzed	analyze	VERB
futech-526	547	20	using	use	VERB
futech-526	547	21	hplc	hplc	NOUN
futech-526	547	22	(	(	PUNCT
futech-526	547	23	high‐performance	high‐performance	NOUN
futech-526	547	24	liquid	liquid	ADJ
futech-526	547	25	chromatography	chromatography	NOUN
futech-526	547	26	)	)	PUNCT
futech-526	547	27	.	.	PUNCT
futech-526	548	1	the	the	DET
futech-526	548	2	ann	ann	PROPN
futech-526	548	3	takes	take	VERB
futech-526	548	4	the	the	DET
futech-526	548	5	compositional	compositional	ADJ
futech-526	548	6	data	datum	NOUN
futech-526	548	7	(	(	PUNCT
futech-526	548	8	such	such	ADJ
futech-526	548	9	as	as	ADP
futech-526	548	10	protein	protein	NOUN
futech-526	548	11	,	,	PUNCT
futech-526	548	12	fat	fat	ADJ
futech-526	548	13	,	,	PUNCT
futech-526	548	14	dietary	dietary	ADJ
futech-526	548	15	fiber	fiber	NOUN
futech-526	548	16	,	,	PUNCT
futech-526	548	17	and	and	CCONJ
futech-526	548	18	sugar	sugar	NOUN
futech-526	548	19	content	content	NOUN
futech-526	548	20	)	)	PUNCT
futech-526	548	21	from	from	ADP
futech-526	548	22	the	the	DET
futech-526	548	23	hplc	hplc	NOUN
futech-526	548	24	results	result	NOUN
futech-526	548	25	and	and	CCONJ
futech-526	548	26	predicts	predict	VERB
futech-526	548	27	the	the	DET
futech-526	548	28	gi	gi	NOUN
futech-526	548	29	by	by	ADP
futech-526	548	30	learning	learn	VERB
futech-526	548	31	from	from	ADP
futech-526	548	32	known	known	ADJ
futech-526	548	33	gi	gi	NOUN
futech-526	548	34	values	value	NOUN
futech-526	548	35	.	.	PUNCT
futech-526	549	1	the	the	DET
futech-526	549	2	ann	ann	PROPN
futech-526	549	3	model	model	NOUN
futech-526	549	4	achieved	achieve	VERB
futech-526	549	5	a	a	DET
futech-526	549	6	high	high	ADJ
futech-526	549	7	correlation	correlation	NOUN
futech-526	549	8	(	(	PUNCT
futech-526	549	9	r²	r²	NOUN
futech-526	549	10	=	=	SYM
futech-526	549	11	0.93	0.93	NUM
futech-526	549	12	)	)	PUNCT
futech-526	549	13	between	between	ADP
futech-526	549	14	predicted	predict	VERB
futech-526	549	15	and	and	CCONJ
futech-526	549	16	actual	actual	ADJ
futech-526	549	17	in	in	ADP
futech-526	549	18	vivo	vivo	ADJ
futech-526	549	19	gi	gi	NOUN
futech-526	549	20	values	value	NOUN
futech-526	549	21	,	,	PUNCT
futech-526	549	22	which	which	PRON
futech-526	549	23	shows	show	VERB
futech-526	549	24	that	that	SCONJ
futech-526	549	25	it	it	PRON
futech-526	549	26	could	could	AUX
futech-526	549	27	predict	predict	VERB
futech-526	549	28	gi	gi	ADP
futech-526	549	29	values	value	NOUN
futech-526	549	30	closely	closely	ADV
futech-526	549	31	matching	match	VERB
futech-526	549	32	those	those	PRON
futech-526	549	33	obtained	obtain	VERB
futech-526	549	34	from	from	ADP
futech-526	549	35	conventional	conventional	ADJ
futech-526	549	36	human	human	ADJ
futech-526	549	37	testing	testing	NOUN
futech-526	549	38	.	.	PUNCT
futech-526	550	1	another	another	DET
futech-526	550	2	way	way	NOUN
futech-526	550	3	to	to	PART
futech-526	550	4	predict	predict	VERB
futech-526	550	5	gi	gi	NOUN
futech-526	550	6	is	be	AUX
futech-526	550	7	to	to	PART
futech-526	550	8	analyze	analyze	VERB
futech-526	550	9	captured	capture	VERB
futech-526	550	10	signals	signal	NOUN
futech-526	550	11	from	from	ADP
futech-526	550	12	chewing	chew	VERB
futech-526	550	13	and	and	CCONJ
futech-526	550	14	swallowing	swallow	VERB
futech-526	550	15	,	,	PUNCT
futech-526	550	16	leading	lead	VERB
futech-526	550	17	to	to	ADP
futech-526	550	18	our	our	PRON
futech-526	550	19	next	next	ADJ
futech-526	550	20	research	research	NOUN
futech-526	550	21	work	work	NOUN
futech-526	550	22	,	,	PUNCT
futech-526	550	23	[	[	X
futech-526	550	24	67	67	NUM
futech-526	550	25	]	]	PUNCT
futech-526	550	26	.	.	PUNCT
futech-526	551	1	this	this	PRON
futech-526	551	2	proposes	propose	VERB
futech-526	551	3	a	a	DET
futech-526	551	4	method	method	NOUN
futech-526	551	5	for	for	ADP
futech-526	551	6	managing	manage	VERB
futech-526	551	7	diabetes	diabete	NOUN
futech-526	551	8	by	by	ADP
futech-526	551	9	monitoring	monitor	VERB
futech-526	551	10	food	food	NOUN
futech-526	551	11	intake	intake	NOUN
futech-526	551	12	behavior	behavior	NOUN
futech-526	551	13	(	(	PUNCT
futech-526	551	14	chewing	chewing	NOUN
futech-526	551	15	,	,	PUNCT
futech-526	551	16	swallowing	swallowing	NOUN
futech-526	551	17	,	,	PUNCT
futech-526	551	18	and	and	CCONJ
futech-526	551	19	saliva	saliva	NOUN
futech-526	551	20	secretion	secretion	NOUN
futech-526	551	21	)	)	PUNCT
futech-526	551	22	and	and	CCONJ
futech-526	551	23	its	its	PRON
futech-526	551	24	impact	impact	NOUN
futech-526	551	25	on	on	ADP
futech-526	551	26	blood	blood	NOUN
futech-526	551	27	glucose	glucose	NOUN
futech-526	551	28	levels	level	NOUN
futech-526	551	29	.	.	PUNCT
futech-526	552	1	the	the	DET
futech-526	552	2	study	study	NOUN
futech-526	552	3	uses	use	VERB
futech-526	552	4	a	a	DET
futech-526	552	5	microelectromechanical	microelectromechanical	ADJ
futech-526	552	6	system	system	NOUN
futech-526	552	7	(	(	PUNCT
futech-526	552	8	mems	mems	NOUN
futech-526	552	9	)	)	PUNCT
futech-526	552	10	acoustic	acoustic	ADJ
futech-526	552	11	sensor	sensor	NOUN
futech-526	552	12	to	to	PART
futech-526	552	13	capture	capture	VERB
futech-526	552	14	signals	signal	NOUN
futech-526	552	15	from	from	ADP
futech-526	552	16	chewing	chew	VERB
futech-526	552	17	and	and	CCONJ
futech-526	552	18	swallowing	swallow	VERB
futech-526	552	19	,	,	PUNCT
futech-526	552	20	analyzing	analyze	VERB
futech-526	552	21	these	these	DET
futech-526	552	22	signals	signal	NOUN
futech-526	552	23	to	to	PART
futech-526	552	24	predict	predict	VERB
futech-526	552	25	and	and	CCONJ
futech-526	552	26	control	control	VERB
futech-526	552	27	postprandial	postprandial	ADJ
futech-526	552	28	gi	gi	NOUN
futech-526	552	29	.	.	PUNCT
futech-526	553	1	convolutional	convolutional	ADJ
futech-526	553	2	neural	neural	ADJ
futech-526	553	3	networks	network	NOUN
futech-526	553	4	are	be	AUX
futech-526	553	5	used	use	VERB
futech-526	553	6	for	for	ADP
futech-526	553	7	feature	feature	NOUN
futech-526	553	8	extraction	extraction	NOUN
futech-526	553	9	from	from	ADP
futech-526	553	10	acoustic	acoustic	ADJ
futech-526	553	11	signals	signal	NOUN
futech-526	553	12	generated	generate	VERB
futech-526	553	13	during	during	ADP
futech-526	553	14	chewing	chew	VERB
futech-526	553	15	and	and	CCONJ
futech-526	553	16	swallowing	swallow	VERB
futech-526	553	17	,	,	PUNCT
futech-526	553	18	focusing	focus	VERB
futech-526	553	19	on	on	ADP
futech-526	553	20	spatial	spatial	ADJ
futech-526	553	21	and	and	CCONJ
futech-526	553	22	frequency	frequency	NOUN
futech-526	553	23	patterns	pattern	NOUN
futech-526	553	24	.	.	PUNCT
futech-526	554	1	additionally	additionally	ADV
futech-526	554	2	,	,	PUNCT
futech-526	554	3	deep	deep	ADJ
futech-526	554	4	belief	belief	NOUN
futech-526	554	5	networks	network	NOUN
futech-526	554	6	(	(	PUNCT
futech-526	554	7	dbns	dbns	PROPN
futech-526	554	8	)	)	PUNCT
futech-526	554	9	are	be	AUX
futech-526	554	10	employed	employ	VERB
futech-526	554	11	to	to	PART
futech-526	554	12	further	far	ADV
futech-526	554	13	analyze	analyze	VERB
futech-526	554	14	non‐linear	non‐linear	ADJ
futech-526	554	15	relationships	relationship	NOUN
futech-526	554	16	in	in	ADP
futech-526	554	17	chewing	chew	VERB
futech-526	554	18	signals	signal	NOUN
futech-526	554	19	,	,	PUNCT
futech-526	554	20	helping	help	VERB
futech-526	554	21	to	to	PART
futech-526	554	22	generalize	generalize	VERB
futech-526	554	23	patterns	pattern	NOUN
futech-526	554	24	and	and	CCONJ
futech-526	554	25	link	link	VERB
futech-526	554	26	them	they	PRON
futech-526	554	27	to	to	ADP
futech-526	554	28	blood	blood	NOUN
futech-526	554	29	glucose	glucose	NOUN
futech-526	554	30	levels	level	NOUN
futech-526	554	31	.	.	PUNCT
futech-526	555	1	when	when	SCONJ
futech-526	555	2	we	we	PRON
futech-526	555	3	talk	talk	VERB
futech-526	555	4	more	more	ADV
futech-526	555	5	about	about	ADP
futech-526	555	6	health	health	NOUN
futech-526	555	7	monitoring	monitoring	NOUN
futech-526	555	8	and	and	CCONJ
futech-526	555	9	predicting	predict	VERB
futech-526	555	10	gi	gi	NOUN
futech-526	555	11	,	,	PUNCT
futech-526	555	12	the	the	DET
futech-526	555	13	previous	previous	ADJ
futech-526	555	14	work	work	NOUN
futech-526	555	15	[	[	X
futech-526	555	16	46	46	NUM
futech-526	555	17	]	]	PUNCT
futech-526	555	18	also	also	ADV
futech-526	555	19	focuses	focus	VERB
futech-526	555	20	on	on	ADP
futech-526	555	21	predicting	predict	VERB
futech-526	555	22	the	the	DET
futech-526	555	23	gi	gi	NOUN
futech-526	555	24	of	of	ADP
futech-526	555	25	fruits	fruit	NOUN
futech-526	555	26	,	,	PUNCT
futech-526	555	27	primarily	primarily	ADV
futech-526	555	28	focusing	focus	VERB
futech-526	555	29	on	on	ADP
futech-526	555	30	bananas	banana	NOUN
futech-526	555	31	.	.	PUNCT
futech-526	556	1	the	the	DET
futech-526	556	2	cnn	cnn	PROPN
futech-526	556	3	model	model	NOUN
futech-526	556	4	is	be	AUX
futech-526	556	5	applied	apply	VERB
futech-526	556	6	for	for	ADP
futech-526	556	7	fruit	fruit	NOUN
futech-526	556	8	recognition	recognition	NOUN
futech-526	556	9	(	(	PUNCT
futech-526	556	10	apples	apple	NOUN
futech-526	556	11	,	,	PUNCT
futech-526	556	12	bananas	banana	NOUN
futech-526	556	13	,	,	PUNCT
futech-526	556	14	and	and	CCONJ
futech-526	556	15	oranges	orange	NOUN
futech-526	556	16	)	)	PUNCT
futech-526	556	17	and	and	CCONJ
futech-526	556	18	ripeness	ripeness	NOUN
futech-526	556	19	(	(	PUNCT
futech-526	556	20	raw‐green	raw‐green	NOUN
futech-526	556	21	,	,	PUNCT
futech-526	556	22	ripe	ripe	ADJ
futech-526	556	23	,	,	PUNCT
futech-526	556	24	overripe	overripe	NOUN
futech-526	556	25	)	)	PUNCT
futech-526	556	26	detection	detection	NOUN
futech-526	556	27	.	.	PUNCT
futech-526	557	1	ripeness	ripeness	NOUN
futech-526	557	2	is	be	AUX
futech-526	557	3	critical	critical	ADJ
futech-526	557	4	because	because	SCONJ
futech-526	557	5	the	the	DET
futech-526	557	6	gi	gi	NOUN
futech-526	557	7	of	of	ADP
futech-526	557	8	bananas	banana	NOUN
futech-526	557	9	varies	vary	VERB
futech-526	557	10	significantly	significantly	ADV
futech-526	557	11	with	with	ADP
futech-526	557	12	ripening	ripening	NOUN
futech-526	557	13	.	.	PUNCT
futech-526	558	1	after	after	ADP
futech-526	558	2	that	that	PRON
futech-526	558	3	,	,	PUNCT
futech-526	558	4	the	the	DET
futech-526	558	5	model	model	NOUN
futech-526	558	6	uses	use	VERB
futech-526	558	7	image	image	NOUN
futech-526	558	8	binarization	binarization	NOUN
futech-526	558	9	to	to	PART
futech-526	558	10	estimate	estimate	VERB
futech-526	558	11	banana	banana	NOUN
futech-526	558	12	length	length	NOUN
futech-526	558	13	,	,	PUNCT
futech-526	558	14	exploring	explore	VERB
futech-526	558	15	opencv	opencv	PROPN
futech-526	558	16	’s	’s	PART
futech-526	558	17	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.1r7ewdq61d1s	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.1r7ewdq61d1s	X
futech-526	558	18	nh	nh	PROPN
futech-526	558	19	.	.	PROPN
futech-526	558	20	wanigasingha	wanigasingha	NOUN
futech-526	559	1	et	et	PROPN
futech-526	559	2	al	al	PROPN
futech-526	559	3	.	.	PROPN
futech-526	559	4	/future	/future	PUNCT
futech-526	559	5	technology	technology	PROPN
futech-526	559	6	february	february	PROPN
futech-526	559	7	2026|	2026|	NUM
futech-526	559	8	volume	volume	NOUN
futech-526	559	9	05	05	NUM
futech-526	560	1	|	|	ADV
futech-526	560	2	issue	issue	NOUN
futech-526	560	3	01	01	NUM
futech-526	561	1	|	|	NOUN
futech-526	561	2	pages	page	VERB
futech-526	561	3	93	93	NUM
futech-526	561	4	-	-	SYM
futech-526	561	5	126	126	NUM
futech-526	561	6	105	105	NUM
futech-526	561	7	thresh_binary	thresh_binary	ADJ
futech-526	561	8	and	and	CCONJ
futech-526	561	9	boundingrect	boundingrect	NOUN
futech-526	561	10	functions	function	NOUN
futech-526	561	11	.	.	PUNCT
futech-526	562	1	length	length	NOUN
futech-526	562	2	serves	serve	VERB
futech-526	562	3	as	as	ADP
futech-526	562	4	an	an	DET
futech-526	562	5	essential	essential	ADJ
futech-526	562	6	feature	feature	NOUN
futech-526	562	7	for	for	ADP
futech-526	562	8	gi	gi	NOUN
futech-526	562	9	and	and	CCONJ
futech-526	562	10	carbohydrate	carbohydrate	VERB
futech-526	562	11	content	content	NOUN
futech-526	562	12	prediction	prediction	NOUN
futech-526	562	13	.	.	PUNCT
futech-526	563	1	the	the	DET
futech-526	563	2	gi	gi	NOUN
futech-526	563	3	is	be	AUX
futech-526	563	4	derived	derive	VERB
futech-526	563	5	from	from	ADP
futech-526	563	6	gl	gl	NOUN
futech-526	563	7	and	and	CCONJ
futech-526	563	8	carbohydrate	carbohydrate	VERB
futech-526	563	9	content	content	NOUN
futech-526	563	10	.	.	PUNCT
futech-526	564	1	the	the	DET
futech-526	564	2	model	model	NOUN
futech-526	564	3	assesses	assess	VERB
futech-526	564	4	whether	whether	SCONJ
futech-526	564	5	the	the	DET
futech-526	564	6	fruit	fruit	NOUN
futech-526	564	7	is	be	AUX
futech-526	564	8	safe	safe	ADJ
futech-526	564	9	to	to	PART
futech-526	564	10	consume	consume	VERB
futech-526	564	11	based	base	VERB
futech-526	564	12	on	on	ADP
futech-526	564	13	gi	gi	PROPN
futech-526	564	14	thresholds	threshold	NOUN
futech-526	564	15	,	,	PUNCT
futech-526	564	16	providing	provide	VERB
futech-526	564	17	dietary	dietary	ADJ
futech-526	564	18	recommendations	recommendation	NOUN
futech-526	564	19	if	if	SCONJ
futech-526	564	20	necessary	necessary	ADJ
futech-526	564	21	.	.	PUNCT
futech-526	565	1	another	another	DET
futech-526	565	2	fruit‐based	fruit‐based	ADJ
futech-526	565	3	study	study	NOUN
futech-526	565	4	[	[	X
futech-526	565	5	93	93	NUM
futech-526	565	6	]	]	PUNCT
futech-526	565	7	uses	use	VERB
futech-526	565	8	deep	deep	ADJ
futech-526	565	9	learning	learning	NOUN
futech-526	565	10	techniques	technique	NOUN
futech-526	565	11	,	,	PUNCT
futech-526	565	12	specifically	specifically	ADV
futech-526	565	13	an	an	DET
futech-526	565	14	improved	improve	VERB
futech-526	565	15	faster	fast	ADJ
futech-526	565	16	r‐cnn	r‐cnn	PROPN
futech-526	565	17	model	model	NOUN
futech-526	565	18	with	with	ADP
futech-526	565	19	a	a	DET
futech-526	565	20	squeeze‐and‐excitation	squeeze‐and‐excitation	NUM
futech-526	565	21	(	(	PUNCT
futech-526	565	22	se	se	ADJ
futech-526	565	23	)	)	PUNCT
futech-526	565	24	attention	attention	NOUN
futech-526	565	25	module	module	NOUN
futech-526	565	26	,	,	PUNCT
futech-526	565	27	to	to	PART
futech-526	565	28	estimate	estimate	VERB
futech-526	565	29	the	the	DET
futech-526	565	30	gl	gl	NOUN
futech-526	565	31	index	index	NOUN
futech-526	565	32	of	of	ADP
futech-526	565	33	fruits	fruit	NOUN
futech-526	565	34	,	,	PUNCT
futech-526	565	35	not	not	PART
futech-526	565	36	the	the	DET
futech-526	565	37	gi	gi	NOUN
futech-526	565	38	.	.	PUNCT
futech-526	566	1	the	the	DET
futech-526	566	2	model	model	NOUN
futech-526	566	3	identifies	identify	VERB
futech-526	566	4	the	the	DET
futech-526	566	5	fruit	fruit	NOUN
futech-526	566	6	type	type	NOUN
futech-526	566	7	(	(	PUNCT
futech-526	566	8	using	use	VERB
futech-526	566	9	r‐cnn	r‐cnn	PROPN
futech-526	566	10	)	)	PUNCT
futech-526	566	11	and	and	CCONJ
futech-526	566	12	estimates	estimate	VERB
futech-526	566	13	its	its	PRON
futech-526	566	14	volume	volume	NOUN
futech-526	566	15	(	(	PUNCT
futech-526	566	16	based	base	VERB
futech-526	566	17	on	on	ADP
futech-526	566	18	fruit	fruit	NOUN
futech-526	566	19	size	size	NOUN
futech-526	566	20	relative	relative	ADJ
futech-526	566	21	to	to	ADP
futech-526	566	22	a	a	DET
futech-526	566	23	reference	reference	NOUN
futech-526	566	24	object	object	NOUN
futech-526	566	25	(	(	PUNCT
futech-526	566	26	e.g.	e.g.	ADV
futech-526	566	27	,	,	PUNCT
futech-526	566	28	thumb	thumb	NOUN
futech-526	566	29	)	)	PUNCT
futech-526	566	30	for	for	ADP
futech-526	566	31	accurate	accurate	ADJ
futech-526	566	32	gl	gl	NOUN
futech-526	566	33	calculation	calculation	NOUN
futech-526	566	34	)	)	PUNCT
futech-526	566	35	,	,	PUNCT
futech-526	566	36	which	which	PRON
futech-526	566	37	are	be	AUX
futech-526	566	38	then	then	ADV
futech-526	566	39	used	use	VERB
futech-526	566	40	to	to	PART
futech-526	566	41	calculate	calculate	VERB
futech-526	566	42	the	the	DET
futech-526	566	43	gl	gl	NOUN
futech-526	566	44	based	base	VERB
futech-526	566	45	on	on	ADP
futech-526	566	46	existing	exist	VERB
futech-526	566	47	gi	gi	NOUN
futech-526	566	48	values	value	NOUN
futech-526	566	49	.	.	PUNCT
futech-526	567	1	the	the	DET
futech-526	567	2	gi	gi	NOUN
futech-526	567	3	of	of	ADP
futech-526	567	4	each	each	DET
futech-526	567	5	fruit	fruit	NOUN
futech-526	567	6	type	type	NOUN
futech-526	567	7	is	be	AUX
futech-526	567	8	a	a	DET
futech-526	567	9	known	know	VERB
futech-526	567	10	input	input	NOUN
futech-526	567	11	in	in	ADP
futech-526	567	12	this	this	DET
futech-526	567	13	process	process	NOUN
futech-526	567	14	.	.	PUNCT
futech-526	568	1	instead	instead	ADV
futech-526	568	2	,	,	PUNCT
futech-526	568	3	the	the	DET
futech-526	568	4	model	model	NOUN
futech-526	568	5	uses	use	VERB
futech-526	568	6	the	the	DET
futech-526	568	7	fruit	fruit	NOUN
futech-526	568	8	’s	’s	PART
futech-526	568	9	gi	gi	NOUN
futech-526	568	10	,	,	PUNCT
futech-526	568	11	volume	volume	NOUN
futech-526	568	12	,	,	PUNCT
futech-526	568	13	and	and	CCONJ
futech-526	568	14	carbohydrate	carbohydrate	VERB
futech-526	568	15	content	content	NOUN
futech-526	568	16	to	to	PART
futech-526	568	17	compute	compute	VERB
futech-526	568	18	the	the	DET
futech-526	568	19	gl	gl	NOUN
futech-526	568	20	,	,	PUNCT
futech-526	568	21	providing	provide	VERB
futech-526	568	22	a	a	DET
futech-526	568	23	measure	measure	NOUN
futech-526	568	24	of	of	ADP
futech-526	568	25	how	how	SCONJ
futech-526	568	26	consuming	consume	VERB
futech-526	568	27	that	that	SCONJ
futech-526	568	28	fruit	fruit	NOUN
futech-526	568	29	might	might	AUX
futech-526	568	30	affect	affect	VERB
futech-526	568	31	blood	blood	NOUN
futech-526	568	32	sugar	sugar	NOUN
futech-526	568	33	levels	level	NOUN
futech-526	568	34	.	.	PUNCT
futech-526	569	1	just	just	ADV
futech-526	569	2	like	like	ADP
futech-526	569	3	fruits	fruit	NOUN
futech-526	569	4	,	,	PUNCT
futech-526	569	5	bread	bread	NOUN
futech-526	569	6	is	be	AUX
futech-526	569	7	also	also	ADV
futech-526	569	8	explored	explore	VERB
futech-526	569	9	as	as	ADP
futech-526	569	10	a	a	DET
futech-526	569	11	research	research	NOUN
futech-526	569	12	area	area	NOUN
futech-526	569	13	for	for	ADP
futech-526	569	14	gi	gi	NOUN
futech-526	569	15	prediction	prediction	NOUN
futech-526	569	16	through	through	ADP
futech-526	569	17	deep	deep	ADJ
futech-526	569	18	learning	learning	NOUN
futech-526	569	19	.	.	PUNCT
futech-526	570	1	[	[	X
futech-526	570	2	26	26	NUM
futech-526	570	3	]	]	PUNCT
futech-526	570	4	utilizes	utilize	VERB
futech-526	570	5	deep	deep	ADJ
futech-526	570	6	learning	learning	NOUN
futech-526	570	7	and	and	CCONJ
futech-526	570	8	computational	computational	ADJ
futech-526	570	9	intelligence	intelligence	NOUN
futech-526	570	10	methods	method	NOUN
futech-526	570	11	to	to	PART
futech-526	570	12	predict	predict	VERB
futech-526	570	13	the	the	DET
futech-526	570	14	digestion	digestion	NOUN
futech-526	570	15	kinetics	kinetic	NOUN
futech-526	570	16	and	and	CCONJ
futech-526	570	17	gi	gi	INTJ
futech-526	570	18	(	(	PUNCT
futech-526	570	19	with	with	ADP
futech-526	570	20	the	the	DET
futech-526	570	21	help	help	NOUN
futech-526	570	22	of	of	ADP
futech-526	570	23	sample	sample	NOUN
futech-526	570	24	concentration	concentration	NOUN
futech-526	570	25	of	of	ADP
futech-526	570	26	euryale	euryale	ADJ
futech-526	570	27	ferox	ferox	NOUN
futech-526	570	28	seed	seed	NOUN
futech-526	570	29	shell	shell	NOUN
futech-526	570	30	extract	extract	NOUN
futech-526	570	31	(	(	PUNCT
futech-526	570	32	efsse	efsse	NOUN
futech-526	570	33	)	)	PUNCT
futech-526	570	34	,	,	PUNCT
futech-526	570	35	digestion	digestion	NOUN
futech-526	570	36	time	time	NOUN
futech-526	570	37	,	,	PUNCT
futech-526	570	38	and	and	CCONJ
futech-526	570	39	hydrolyzed	hydrolyzed	ADJ
futech-526	570	40	starch	starch	NOUN
futech-526	570	41	concentration	concentration	NOUN
futech-526	570	42	after	after	ADP
futech-526	570	43	digestion	digestion	NOUN
futech-526	570	44	)	)	PUNCT
futech-526	570	45	of	of	ADP
futech-526	570	46	bread	bread	NOUN
futech-526	570	47	fortified	fortify	VERB
futech-526	570	48	with	with	ADP
futech-526	570	49	efsse	efsse	NOUN
futech-526	570	50	.	.	PUNCT
futech-526	571	1	the	the	DET
futech-526	571	2	swarm	swarm	NOUN
futech-526	571	3	intelligence	intelligence	NOUN
futech-526	571	4	supervised	supervise	VERB
futech-526	571	5	neural	neural	ADJ
futech-526	571	6	network	network	NOUN
futech-526	571	7	(	(	PUNCT
futech-526	571	8	sisnn	sisnn	NOUN
futech-526	571	9	)	)	PUNCT
futech-526	571	10	,	,	PUNCT
futech-526	571	11	specifically	specifically	ADV
futech-526	571	12	using	use	VERB
futech-526	571	13	particle	particle	NOUN
futech-526	571	14	swarm	swarm	NOUN
futech-526	571	15	optimization	optimization	NOUN
futech-526	571	16	(	(	PUNCT
futech-526	571	17	pso	pso	NOUN
futech-526	571	18	)	)	PUNCT
futech-526	571	19	,	,	PUNCT
futech-526	571	20	simulates	simulate	VERB
futech-526	571	21	digestion	digestion	NOUN
futech-526	571	22	kinetics	kinetic	NOUN
futech-526	571	23	more	more	ADV
futech-526	571	24	accurately	accurately	ADV
futech-526	571	25	than	than	ADP
futech-526	571	26	traditional	traditional	ADJ
futech-526	571	27	mathematical	mathematical	ADJ
futech-526	571	28	modeling	modeling	NOUN
futech-526	571	29	,	,	PUNCT
futech-526	571	30	aiding	aid	VERB
futech-526	571	31	in	in	ADP
futech-526	571	32	predicting	predict	VERB
futech-526	571	33	the	the	DET
futech-526	571	34	glycemic	glycemic	ADJ
futech-526	571	35	response	response	NOUN
futech-526	571	36	of	of	ADP
futech-526	571	37	fortified	fortified	ADJ
futech-526	571	38	bread	bread	NOUN
futech-526	571	39	.	.	PUNCT
futech-526	572	1	the	the	DET
futech-526	572	2	model	model	NOUN
futech-526	572	3	demonstrates	demonstrate	VERB
futech-526	572	4	improved	improved	ADJ
futech-526	572	5	performance	performance	NOUN
futech-526	572	6	in	in	ADP
futech-526	572	7	predicting	predict	VERB
futech-526	572	8	the	the	DET
futech-526	572	9	gi	gi	NOUN
futech-526	572	10	of	of	ADP
futech-526	572	11	bread	bread	NOUN
futech-526	572	12	samples	sample	NOUN
futech-526	572	13	by	by	ADP
futech-526	572	14	integrating	integrate	VERB
futech-526	572	15	the	the	DET
futech-526	572	16	optimization	optimization	NOUN
futech-526	572	17	strengths	strength	NOUN
futech-526	572	18	of	of	ADP
futech-526	572	19	pso	pso	NOUN
futech-526	572	20	with	with	ADP
futech-526	572	21	neural	neural	ADJ
futech-526	572	22	network	network	NOUN
futech-526	572	23	modeling	modeling	NOUN
futech-526	572	24	.	.	PUNCT
futech-526	573	1	rather	rather	ADV
futech-526	573	2	than	than	ADP
futech-526	573	3	predicting	predict	VERB
futech-526	573	4	gi	gi	NOUN
futech-526	573	5	,	,	PUNCT
futech-526	573	6	reference	reference	NOUN
futech-526	573	7	[	[	X
futech-526	573	8	84	84	NUM
futech-526	573	9	]	]	PUNCT
futech-526	573	10	aimed	aim	VERB
futech-526	573	11	to	to	PART
futech-526	573	12	predict	predict	VERB
futech-526	573	13	heart	heart	NOUN
futech-526	573	14	disease	disease	NOUN
futech-526	573	15	risk	risk	NOUN
futech-526	573	16	in	in	ADP
futech-526	573	17	diabetic	diabetic	ADJ
futech-526	573	18	patients	patient	NOUN
futech-526	573	19	using	use	VERB
futech-526	573	20	deep	deep	ADJ
futech-526	573	21	learning	learning	NOUN
futech-526	573	22	techniques	technique	NOUN
futech-526	573	23	.	.	PUNCT
futech-526	574	1	gi	gi	PROPN
futech-526	574	2	is	be	AUX
futech-526	574	3	used	use	VERB
futech-526	574	4	as	as	ADP
futech-526	574	5	part	part	NOUN
futech-526	574	6	of	of	ADP
futech-526	574	7	the	the	DET
futech-526	574	8	input	input	NOUN
futech-526	574	9	data	datum	NOUN
futech-526	574	10	for	for	ADP
futech-526	574	11	predicting	predict	VERB
futech-526	574	12	heart	heart	NOUN
futech-526	574	13	disease	disease	NOUN
futech-526	574	14	risk	risk	NOUN
futech-526	574	15	among	among	ADP
futech-526	574	16	diabetic	diabetic	ADJ
futech-526	574	17	patients	patient	NOUN
futech-526	574	18	,	,	PUNCT
futech-526	574	19	providing	provide	VERB
futech-526	574	20	insights	insight	NOUN
futech-526	574	21	into	into	ADP
futech-526	574	22	how	how	SCONJ
futech-526	574	23	certain	certain	ADJ
futech-526	574	24	foods	food	NOUN
futech-526	574	25	affect	affect	VERB
futech-526	574	26	blood	blood	NOUN
futech-526	574	27	glucose	glucose	NOUN
futech-526	574	28	levels	level	NOUN
futech-526	574	29	.	.	PUNCT
futech-526	575	1	in	in	ADP
futech-526	575	2	this	this	DET
futech-526	575	3	study	study	NOUN
futech-526	575	4	,	,	PUNCT
futech-526	575	5	lstm	lstm	NOUN
futech-526	575	6	(	(	PUNCT
futech-526	575	7	long	long	ADJ
futech-526	575	8	short‐term	short‐term	ADJ
futech-526	575	9	memory	memory	NOUN
futech-526	575	10	)	)	PUNCT
futech-526	575	11	was	be	AUX
futech-526	575	12	tested	test	VERB
futech-526	575	13	to	to	PART
futech-526	575	14	determine	determine	VERB
futech-526	575	15	its	its	PRON
futech-526	575	16	effectiveness	effectiveness	NOUN
futech-526	575	17	in	in	ADP
futech-526	575	18	predicting	predict	VERB
futech-526	575	19	heart	heart	NOUN
futech-526	575	20	disease	disease	NOUN
futech-526	575	21	based	base	VERB
futech-526	575	22	on	on	ADP
futech-526	575	23	diabetic	diabetic	ADJ
futech-526	575	24	patients	patient	NOUN
futech-526	575	25	’	'	PUNCT
futech-526	575	26	data	datum	NOUN
futech-526	575	27	.	.	PUNCT
futech-526	576	1	gated	gate	VERB
futech-526	576	2	recurrent	recurrent	ADJ
futech-526	576	3	unit	unit	NOUN
futech-526	576	4	(	(	PUNCT
futech-526	576	5	gru	gru	PROPN
futech-526	576	6	)	)	PUNCT
futech-526	576	7	is	be	AUX
futech-526	576	8	another	another	DET
futech-526	576	9	rnn	rnn	NOUN
futech-526	576	10	variant	variant	NOUN
futech-526	576	11	designed	design	VERB
futech-526	576	12	to	to	PART
futech-526	576	13	handle	handle	VERB
futech-526	576	14	sequential	sequential	ADJ
futech-526	576	15	data	datum	NOUN
futech-526	576	16	,	,	PUNCT
futech-526	576	17	but	but	CCONJ
futech-526	576	18	with	with	ADP
futech-526	576	19	a	a	DET
futech-526	576	20	simpler	simple	ADJ
futech-526	576	21	architecture	architecture	NOUN
futech-526	576	22	compared	compare	VERB
futech-526	576	23	to	to	ADP
futech-526	576	24	lstm	lstm	PROPN
futech-526	576	25	.	.	PUNCT
futech-526	577	1	gru	gru	PROPN
futech-526	577	2	outperformed	outperform	VERB
futech-526	577	3	lstm	lstm	PROPN
futech-526	577	4	,	,	PUNCT
futech-526	577	5	providing	provide	VERB
futech-526	577	6	better	well	ADJ
futech-526	577	7	results	result	NOUN
futech-526	577	8	in	in	ADP
futech-526	577	9	terms	term	NOUN
futech-526	577	10	of	of	ADP
futech-526	577	11	accuracy	accuracy	NOUN
futech-526	577	12	and	and	CCONJ
futech-526	577	13	efficiency	efficiency	NOUN
futech-526	577	14	.	.	PUNCT
futech-526	578	1	it	it	PRON
futech-526	578	2	optimizes	optimize	VERB
futech-526	578	3	the	the	DET
futech-526	578	4	learning	learning	NOUN
futech-526	578	5	rate	rate	NOUN
futech-526	578	6	through	through	ADP
futech-526	578	7	backpropagation	backpropagation	NOUN
futech-526	578	8	,	,	PUNCT
futech-526	578	9	adjusting	adjust	VERB
futech-526	578	10	parameters	parameter	NOUN
futech-526	578	11	to	to	PART
futech-526	578	12	improve	improve	VERB
futech-526	578	13	prediction	prediction	NOUN
futech-526	578	14	accuracy	accuracy	NOUN
futech-526	578	15	.	.	PUNCT
futech-526	579	1	while	while	SCONJ
futech-526	579	2	the	the	DET
futech-526	579	3	earlier	early	ADJ
futech-526	579	4	works	work	NOUN
futech-526	579	5	utilized	utilize	VERB
futech-526	579	6	deep	deep	ADJ
futech-526	579	7	learning	learn	VERB
futech-526	579	8	to	to	PART
futech-526	579	9	analyze	analyze	VERB
futech-526	579	10	food	food	NOUN
futech-526	579	11	intake	intake	NOUN
futech-526	579	12	behaviors	behavior	NOUN
futech-526	579	13	,	,	PUNCT
futech-526	579	14	the	the	DET
futech-526	579	15	study	study	NOUN
futech-526	579	16	[	[	X
futech-526	579	17	83	83	NUM
futech-526	579	18	]	]	PUNCT
futech-526	579	19	shifts	shift	NOUN
futech-526	579	20	focus	focus	VERB
futech-526	579	21	toward	toward	ADP
futech-526	579	22	comparing	compare	VERB
futech-526	579	23	predictive	predictive	ADJ
futech-526	579	24	models	model	NOUN
futech-526	579	25	for	for	ADP
futech-526	579	26	continuous	continuous	ADJ
futech-526	579	27	glucose	glucose	NOUN
futech-526	579	28	monitoring	monitoring	NOUN
futech-526	579	29	.	.	PUNCT
futech-526	580	1	the	the	DET
futech-526	580	2	comparison	comparison	NOUN
futech-526	580	3	was	be	AUX
futech-526	580	4	carried	carry	VERB
futech-526	580	5	out	out	ADP
futech-526	580	6	between	between	ADP
futech-526	580	7	arima	arima	NOUN
futech-526	580	8	models	model	NOUN
futech-526	580	9	for	for	ADP
futech-526	580	10	auto‐adaptive	auto‐adaptive	ADJ
futech-526	580	11	parameter	parameter	NOUN
futech-526	580	12	tuning	tuning	NOUN
futech-526	580	13	with	with	ADP
futech-526	580	14	statistical	statistical	ADJ
futech-526	580	15	tests	test	NOUN
futech-526	580	16	for	for	ADP
futech-526	580	17	real	real	ADJ
futech-526	580	18	-	-	PUNCT
futech-526	580	19	time	time	NOUN
futech-526	580	20	gi	gi	NOUN
futech-526	580	21	prediction	prediction	NOUN
futech-526	580	22	and	and	CCONJ
futech-526	580	23	lstm	lstm	NOUN
futech-526	580	24	-	-	PUNCT
futech-526	580	25	based	base	VERB
futech-526	580	26	rnns	rnn	NOUN
futech-526	580	27	to	to	PART
futech-526	580	28	capture	capture	VERB
futech-526	580	29	long‐term	long‐term	NOUN
futech-526	580	30	dependencies	dependency	NOUN
futech-526	580	31	,	,	PUNCT
futech-526	580	32	trained	train	VERB
futech-526	580	33	with	with	ADP
futech-526	580	34	backpropagation	backpropagation	NOUN
futech-526	580	35	through	through	ADP
futech-526	580	36	time	time	NOUN
futech-526	580	37	.	.	PUNCT
futech-526	581	1	this	this	PRON
futech-526	581	2	presents	present	VERB
futech-526	581	3	a	a	DET
futech-526	581	4	novel	novel	ADJ
futech-526	581	5	method	method	NOUN
futech-526	581	6	for	for	ADP
futech-526	581	7	parameter	parameter	NOUN
futech-526	581	8	optimization	optimization	NOUN
futech-526	581	9	in	in	ADP
futech-526	581	10	arima	arima	PROPN
futech-526	581	11	and	and	CCONJ
futech-526	581	12	evaluates	evaluate	VERB
futech-526	581	13	these	these	DET
futech-526	581	14	models	model	NOUN
futech-526	581	15	in	in	ADP
futech-526	581	16	a	a	DET
futech-526	581	17	practical	practical	ADJ
futech-526	581	18	online	online	ADJ
futech-526	581	19	learning	learn	VERB
futech-526	581	20	scenario	scenario	NOUN
futech-526	581	21	,	,	PUNCT
futech-526	581	22	with	with	ADP
futech-526	581	23	specific	specific	ADJ
futech-526	581	24	applications	application	NOUN
futech-526	581	25	in	in	ADP
futech-526	581	26	health	health	NOUN
futech-526	581	27	monitoring	monitoring	NOUN
futech-526	581	28	systems	system	NOUN
futech-526	581	29	.	.	PUNCT
futech-526	582	1	health	health	NOUN
futech-526	582	2	monitoring	monitoring	NOUN
futech-526	582	3	alone	alone	ADV
futech-526	582	4	is	be	AUX
futech-526	582	5	insufficient	insufficient	ADJ
futech-526	582	6	for	for	ADP
futech-526	582	7	maintaining	maintain	VERB
futech-526	582	8	good	good	ADJ
futech-526	582	9	health	health	NOUN
futech-526	582	10	;	;	PUNCT
futech-526	582	11	it	it	PRON
futech-526	582	12	is	be	AUX
futech-526	582	13	essential	essential	ADJ
futech-526	582	14	to	to	PART
futech-526	582	15	consume	consume	VERB
futech-526	582	16	appropriate	appropriate	ADJ
futech-526	582	17	food	food	NOUN
futech-526	582	18	varieties	variety	NOUN
futech-526	582	19	and	and	CCONJ
futech-526	582	20	quantities	quantity	NOUN
futech-526	582	21	to	to	PART
futech-526	582	22	achieve	achieve	VERB
futech-526	582	23	a	a	DET
futech-526	582	24	healthy	healthy	ADJ
futech-526	582	25	lifestyle	lifestyle	NOUN
futech-526	582	26	.	.	PUNCT
futech-526	583	1	in	in	ADP
futech-526	583	2	reference	reference	NOUN
futech-526	583	3	[	[	X
futech-526	583	4	25	25	NUM
futech-526	583	5	]	]	X
futech-526	583	6	gi	gi	X
futech-526	583	7	is	be	AUX
futech-526	583	8	incorporated	incorporate	VERB
futech-526	583	9	into	into	ADP
futech-526	583	10	a	a	DET
futech-526	583	11	recommendation	recommendation	NOUN
futech-526	583	12	system	system	NOUN
futech-526	583	13	that	that	PRON
futech-526	583	14	suggests	suggest	VERB
futech-526	583	15	healthier	healthy	ADJ
futech-526	583	16	food	food	NOUN
futech-526	583	17	alternatives	alternative	NOUN
futech-526	583	18	for	for	ADP
futech-526	583	19	users	user	NOUN
futech-526	583	20	with	with	ADP
futech-526	583	21	specific	specific	ADJ
futech-526	583	22	health	health	NOUN
futech-526	583	23	conditions	condition	NOUN
futech-526	583	24	like	like	ADP
futech-526	583	25	diabetes	diabete	NOUN
futech-526	583	26	.	.	PUNCT
futech-526	584	1	when	when	SCONJ
futech-526	584	2	a	a	DET
futech-526	584	3	user	user	NOUN
futech-526	584	4	inputs	input	VERB
futech-526	584	5	a	a	DET
futech-526	584	6	food	food	NOUN
futech-526	584	7	image	image	NOUN
futech-526	584	8	,	,	PUNCT
futech-526	584	9	the	the	DET
futech-526	584	10	model	model	NOUN
futech-526	584	11	identifies	identify	VERB
futech-526	584	12	the	the	DET
futech-526	584	13	food	food	NOUN
futech-526	584	14	item	item	NOUN
futech-526	584	15	and	and	CCONJ
futech-526	584	16	retrieves	retrieve	VERB
futech-526	584	17	its	its	PRON
futech-526	584	18	nutritional	nutritional	ADJ
futech-526	584	19	content	content	NOUN
futech-526	584	20	,	,	PUNCT
futech-526	584	21	including	include	VERB
futech-526	584	22	gi	gi	INTJ
futech-526	584	23	.	.	PUNCT
futech-526	585	1	if	if	SCONJ
futech-526	585	2	the	the	DET
futech-526	585	3	identified	identify	VERB
futech-526	585	4	food	food	NOUN
futech-526	585	5	has	have	VERB
futech-526	585	6	a	a	DET
futech-526	585	7	gi	gi	NOUN
futech-526	585	8	over	over	ADP
futech-526	585	9	55	55	NUM
futech-526	585	10	,	,	PUNCT
futech-526	585	11	the	the	DET
futech-526	585	12	system	system	NOUN
futech-526	585	13	recommends	recommend	VERB
futech-526	585	14	three	three	NUM
futech-526	585	15	similar	similar	ADJ
futech-526	585	16	foods	food	NOUN
futech-526	585	17	with	with	ADP
futech-526	585	18	a	a	DET
futech-526	585	19	lower	low	ADJ
futech-526	585	20	gi	gi	NOUN
futech-526	585	21	,	,	PUNCT
futech-526	585	22	suitable	suitable	ADJ
futech-526	585	23	for	for	ADP
futech-526	585	24	users	user	NOUN
futech-526	585	25	who	who	PRON
futech-526	585	26	need	need	VERB
futech-526	585	27	to	to	PART
futech-526	585	28	manage	manage	VERB
futech-526	585	29	blood	blood	NOUN
futech-526	585	30	sugar	sugar	NOUN
futech-526	585	31	levels	level	NOUN
futech-526	585	32	.	.	PUNCT
futech-526	586	1	the	the	DET
futech-526	586	2	study	study	NOUN
futech-526	586	3	uses	use	VERB
futech-526	586	4	the	the	DET
futech-526	586	5	inceptionv3	inceptionv3	NOUN
futech-526	586	6	deep	deep	ADJ
futech-526	586	7	learning	learning	NOUN
futech-526	586	8	model	model	NOUN
futech-526	586	9	,	,	PUNCT
futech-526	586	10	a	a	DET
futech-526	586	11	cnn	cnn	PROPN
futech-526	586	12	,	,	PUNCT
futech-526	586	13	for	for	ADP
futech-526	586	14	food	food	NOUN
futech-526	586	15	image	image	NOUN
futech-526	586	16	recognition	recognition	NOUN
futech-526	586	17	,	,	PUNCT
futech-526	586	18	which	which	PRON
futech-526	586	19	achieved	achieve	VERB
futech-526	586	20	an	an	DET
futech-526	586	21	accuracy	accuracy	NOUN
futech-526	586	22	of	of	ADP
futech-526	586	23	75	75	NUM
futech-526	586	24	%	%	NOUN
futech-526	586	25	.	.	PUNCT
futech-526	587	1	another	another	DET
futech-526	587	2	similar	similar	ADJ
futech-526	587	3	food	food	NOUN
futech-526	587	4	image	image	NOUN
futech-526	587	5	recognition	recognition	NOUN
futech-526	587	6	application	application	NOUN
futech-526	587	7	is	be	AUX
futech-526	587	8	used	use	VERB
futech-526	587	9	in	in	ADP
futech-526	587	10	the	the	DET
futech-526	587	11	reference	reference	NOUN
futech-526	587	12	[	[	X
futech-526	587	13	11	11	NUM
futech-526	587	14	]	]	PUNCT
futech-526	587	15	aims	aim	VERB
futech-526	587	16	to	to	PART
futech-526	587	17	develop	develop	VERB
futech-526	587	18	a	a	DET
futech-526	587	19	moroccan	moroccan	ADJ
futech-526	587	20	food	food	NOUN
futech-526	587	21	dataset	dataset	NOUN
futech-526	587	22	for	for	ADP
futech-526	587	23	food	food	NOUN
futech-526	587	24	image	image	NOUN
futech-526	587	25	recognition	recognition	NOUN
futech-526	587	26	and	and	CCONJ
futech-526	587	27	nutritional	nutritional	ADJ
futech-526	587	28	analysis	analysis	NOUN
futech-526	587	29	,	,	PUNCT
futech-526	587	30	specifically	specifically	ADV
futech-526	587	31	focusing	focus	VERB
futech-526	587	32	on	on	ADP
futech-526	587	33	estimating	estimate	VERB
futech-526	587	34	the	the	DET
futech-526	587	35	gi	gi	NOUN
futech-526	587	36	of	of	ADP
futech-526	587	37	various	various	ADJ
futech-526	587	38	moroccan	moroccan	ADJ
futech-526	587	39	dishes	dish	NOUN
futech-526	587	40	using	use	VERB
futech-526	587	41	deep	deep	ADJ
futech-526	587	42	learning	learning	NOUN
futech-526	587	43	techniques	technique	NOUN
futech-526	587	44	.	.	PUNCT
futech-526	588	1	the	the	DET
futech-526	588	2	study	study	NOUN
futech-526	588	3	employed	employ	VERB
futech-526	588	4	transfer	transfer	NOUN
futech-526	588	5	learning	learning	NOUN
futech-526	588	6	using	use	VERB
futech-526	588	7	pre‐	pre‐	NUM
futech-526	588	8	trained	train	VERB
futech-526	588	9	cnn	cnn	PROPN
futech-526	588	10	models	model	NOUN
futech-526	588	11	,	,	PUNCT
futech-526	588	12	specifically	specifically	ADV
futech-526	588	13	evaluating	evaluate	VERB
futech-526	588	14	densenet	densenet	NOUN
futech-526	588	15	,	,	PUNCT
futech-526	588	16	mobilenet	mobilenet	NOUN
futech-526	588	17	,	,	PUNCT
futech-526	588	18	and	and	CCONJ
futech-526	588	19	efficientnet	efficientnet	NOUN
futech-526	588	20	.	.	PUNCT
futech-526	589	1	the	the	DET
futech-526	589	2	gi	gi	PROPN
futech-526	589	3	and	and	CCONJ
futech-526	589	4	gl	gl	PROPN
futech-526	589	5	were	be	AUX
futech-526	589	6	calculated	calculate	VERB
futech-526	589	7	based	base	VERB
futech-526	589	8	on	on	ADP
futech-526	589	9	recognized	recognize	VERB
futech-526	589	10	food	food	NOUN
futech-526	589	11	items	item	NOUN
futech-526	589	12	,	,	PUNCT
futech-526	589	13	utilizing	utilize	VERB
futech-526	589	14	established	establish	VERB
futech-526	589	15	gi	gi	NOUN
futech-526	589	16	databases	database	NOUN
futech-526	589	17	and	and	CCONJ
futech-526	589	18	the	the	DET
futech-526	589	19	carbohydrate	carbohydrate	NOUN
futech-526	589	20	content	content	NOUN
futech-526	589	21	of	of	ADP
futech-526	589	22	the	the	DET
futech-526	589	23	dishes	dish	NOUN
futech-526	589	24	.	.	PUNCT
futech-526	590	1	foods	food	NOUN
futech-526	590	2	were	be	AUX
futech-526	590	3	categorized	categorize	VERB
futech-526	590	4	into	into	ADP
futech-526	590	5	low	low	ADJ
futech-526	590	6	,	,	PUNCT
futech-526	590	7	medium	medium	ADJ
futech-526	590	8	,	,	PUNCT
futech-526	590	9	and	and	CCONJ
futech-526	590	10	high	high	ADJ
futech-526	590	11	gi	gi	NOUN
futech-526	590	12	and	and	CCONJ
futech-526	590	13	gl	gl	PROPN
futech-526	590	14	based	base	VERB
futech-526	590	15	on	on	ADP
futech-526	590	16	their	their	PRON
futech-526	590	17	values	value	NOUN
futech-526	590	18	.	.	PUNCT
futech-526	591	1	in	in	ADP
futech-526	591	2	our	our	PRON
futech-526	591	3	collection	collection	NOUN
futech-526	591	4	related	relate	VERB
futech-526	591	5	to	to	ADP
futech-526	591	6	dl	dl	PROPN
futech-526	591	7	,	,	PUNCT
futech-526	591	8	we	we	PRON
futech-526	591	9	found	find	VERB
futech-526	591	10	one	one	NUM
futech-526	591	11	review	review	NOUN
futech-526	591	12	article	article	NOUN
futech-526	591	13	[	[	X
futech-526	591	14	95	95	NUM
futech-526	591	15	]	]	PUNCT
futech-526	591	16	combining	combine	VERB
futech-526	591	17	gi	gi	NOUN
futech-526	591	18	and	and	CCONJ
futech-526	591	19	deep	deep	ADJ
futech-526	591	20	learning	learning	NOUN
futech-526	591	21	techniques	technique	NOUN
futech-526	591	22	.	.	PUNCT
futech-526	592	1	the	the	DET
futech-526	592	2	gi	gi	PROPN
futech-526	592	3	is	be	AUX
futech-526	592	4	used	use	VERB
futech-526	592	5	in	in	ADP
futech-526	592	6	these	these	DET
futech-526	592	7	systems	system	NOUN
futech-526	592	8	as	as	ADP
futech-526	592	9	a	a	DET
futech-526	592	10	benchmark	benchmark	NOUN
futech-526	592	11	to	to	PART
futech-526	592	12	guide	guide	VERB
futech-526	592	13	dietary	dietary	ADJ
futech-526	592	14	recommendations	recommendation	NOUN
futech-526	592	15	,	,	PUNCT
futech-526	592	16	particularly	particularly	ADV
futech-526	592	17	for	for	ADP
futech-526	592	18	diabetics	diabetic	NOUN
futech-526	592	19	.	.	PUNCT
futech-526	593	1	once	once	SCONJ
futech-526	593	2	the	the	DET
futech-526	593	3	system	system	NOUN
futech-526	593	4	classifies	classify	VERB
futech-526	593	5	a	a	DET
futech-526	593	6	food	food	NOUN
futech-526	593	7	item	item	NOUN
futech-526	593	8	,	,	PUNCT
futech-526	593	9	it	it	PRON
futech-526	593	10	uses	use	VERB
futech-526	593	11	its	its	PRON
futech-526	593	12	estimated	estimate	VERB
futech-526	593	13	gi	gi	NOUN
futech-526	593	14	to	to	PART
futech-526	593	15	assess	assess	VERB
futech-526	593	16	potential	potential	ADJ
futech-526	593	17	blood	blood	NOUN
futech-526	593	18	glucose	glucose	NOUN
futech-526	593	19	impact	impact	NOUN
futech-526	593	20	,	,	PUNCT
futech-526	593	21	and	and	CCONJ
futech-526	593	22	it	it	PRON
futech-526	593	23	can	can	AUX
futech-526	593	24	offer	offer	VERB
futech-526	593	25	lower‐gi	lower‐gi	ADJ
futech-526	593	26	alternatives	alternative	NOUN
futech-526	593	27	if	if	SCONJ
futech-526	593	28	needed	need	VERB
futech-526	593	29	.	.	PUNCT
futech-526	594	1	this	this	DET
futech-526	594	2	approach	approach	NOUN
futech-526	594	3	aims	aim	VERB
futech-526	594	4	to	to	PART
futech-526	594	5	help	help	VERB
futech-526	594	6	diabetic	diabetic	ADJ
futech-526	594	7	patients	patient	NOUN
futech-526	594	8	manage	manage	VERB
futech-526	594	9	post‐meal	post‐meal	NOUN
futech-526	594	10	blood	blood	NOUN
futech-526	594	11	glucose	glucose	NOUN
futech-526	594	12	levels	level	NOUN
futech-526	594	13	by	by	ADP
futech-526	594	14	suggesting	suggest	VERB
futech-526	594	15	healthier	healthy	ADJ
futech-526	594	16	food	food	NOUN
futech-526	594	17	options	option	NOUN
futech-526	594	18	.	.	PUNCT
futech-526	595	1	here	here	ADV
futech-526	595	2	are	be	AUX
futech-526	595	3	some	some	DET
futech-526	595	4	inputs	input	NOUN
futech-526	595	5	used	use	VERB
futech-526	595	6	to	to	PART
futech-526	595	7	predict	predict	VERB
futech-526	595	8	gi	gi	NOUN
futech-526	595	9	and	and	CCONJ
futech-526	595	10	nutritional	nutritional	ADJ
futech-526	595	11	estimation	estimation	NOUN
futech-526	595	12	in	in	ADP
futech-526	595	13	the	the	DET
futech-526	595	14	previously	previously	ADV
futech-526	595	15	mentioned	mention	VERB
futech-526	595	16	studies	study	NOUN
futech-526	595	17	done	do	VERB
futech-526	595	18	with	with	ADP
futech-526	595	19	dl	dl	PROPN
futech-526	595	20	and	and	CCONJ
futech-526	595	21	gi	gi	INTJ
futech-526	595	22	.	.	PROPN
futech-526	595	23	•	•	NUM
futech-526	595	24	food	food	NOUN
futech-526	595	25	images	image	NOUN
futech-526	595	26	:	:	PUNCT
futech-526	595	27	captured	capture	VERB
futech-526	595	28	by	by	ADP
futech-526	595	29	smartphone	smartphone	NOUN
futech-526	595	30	cameras	camera	NOUN
futech-526	595	31	and	and	CCONJ
futech-526	595	32	processed	process	VERB
futech-526	595	33	through	through	ADP
futech-526	595	34	cnns	cnn	NOUN
futech-526	595	35	for	for	ADP
futech-526	595	36	classification	classification	NOUN
futech-526	595	37	.	.	PUNCT
futech-526	596	1	•	•	NUM
futech-526	596	2	volume	volume	NOUN
futech-526	596	3	estimation	estimation	NOUN
futech-526	596	4	:	:	PUNCT
futech-526	596	5	uses	use	VERB
futech-526	596	6	either	either	CCONJ
futech-526	596	7	single	single	ADJ
futech-526	596	8	or	or	CCONJ
futech-526	596	9	multi‐view	multi‐view	VERB
futech-526	596	10	images	image	NOUN
futech-526	596	11	to	to	ADP
futech-526	596	12	approximate	approximate	ADJ
futech-526	596	13	portion	portion	NOUN
futech-526	596	14	sizes	size	NOUN
futech-526	596	15	,	,	PUNCT
futech-526	596	16	which	which	PRON
futech-526	596	17	are	be	AUX
futech-526	596	18	critical	critical	ADJ
futech-526	596	19	for	for	ADP
futech-526	596	20	calculating	calculate	VERB
futech-526	596	21	nutrient	nutrient	NOUN
futech-526	596	22	intake	intake	NOUN
futech-526	596	23	.	.	PUNCT
futech-526	597	1	•	•	NUM
futech-526	597	2	nutritional	nutritional	ADJ
futech-526	597	3	database	database	NOUN
futech-526	597	4	:	:	PUNCT
futech-526	597	5	contains	contain	VERB
futech-526	597	6	data	datum	NOUN
futech-526	597	7	on	on	ADP
futech-526	597	8	each	each	DET
futech-526	597	9	food	food	NOUN
futech-526	597	10	item	item	NOUN
futech-526	597	11	’s	’s	PART
futech-526	597	12	gi	gi	NOUN
futech-526	597	13	,	,	PUNCT
futech-526	597	14	carbohydrates	carbohydrate	NOUN
futech-526	597	15	,	,	PUNCT
futech-526	597	16	protein	protein	NOUN
futech-526	597	17	,	,	PUNCT
futech-526	597	18	and	and	CCONJ
futech-526	597	19	fats	fat	NOUN
futech-526	597	20	,	,	PUNCT
futech-526	597	21	enabling	enable	VERB
futech-526	597	22	the	the	DET
futech-526	597	23	model	model	NOUN
futech-526	597	24	to	to	PART
futech-526	597	25	provide	provide	VERB
futech-526	597	26	personalized	personalized	ADJ
futech-526	597	27	dietary	dietary	ADJ
futech-526	597	28	advice	advice	NOUN
futech-526	597	29	.	.	PUNCT
futech-526	598	1	dl	dl	PROPN
futech-526	598	2	has	have	AUX
futech-526	598	3	become	become	VERB
futech-526	598	4	a	a	DET
futech-526	598	5	transformative	transformative	ADJ
futech-526	598	6	approach	approach	NOUN
futech-526	598	7	in	in	ADP
futech-526	598	8	gi	gi	NOUN
futech-526	598	9	prediction	prediction	NOUN
futech-526	598	10	and	and	CCONJ
futech-526	598	11	dietary	dietary	ADJ
futech-526	598	12	management	management	NOUN
futech-526	598	13	by	by	ADP
futech-526	598	14	combining	combine	VERB
futech-526	598	15	computer	computer	NOUN
futech-526	598	16	vision	vision	NOUN
futech-526	598	17	,	,	PUNCT
futech-526	598	18	signal	signal	NOUN
futech-526	598	19	processing	processing	NOUN
futech-526	598	20	,	,	PUNCT
futech-526	598	21	and	and	CCONJ
futech-526	598	22	recommendation	recommendation	NOUN
futech-526	598	23	systems	system	NOUN
futech-526	598	24	.	.	PUNCT
futech-526	599	1	dl	dl	PROPN
futech-526	599	2	models	model	NOUN
futech-526	599	3	such	such	ADJ
futech-526	599	4	as	as	ADP
futech-526	599	5	cnns	cnns	ADJ
futech-526	599	6	,	,	PUNCT
futech-526	599	7	lstms	lstms	ADJ
futech-526	599	8	,	,	PUNCT
futech-526	599	9	and	and	CCONJ
futech-526	599	10	grus	grus	NOUN
futech-526	599	11	can	can	AUX
futech-526	599	12	be	be	AUX
futech-526	599	13	used	use	VERB
futech-526	599	14	to	to	PART
futech-526	599	15	understand	understand	VERB
futech-526	599	16	the	the	DET
futech-526	599	17	nonlinear	nonlinear	ADJ
futech-526	599	18	behavior	behavior	NOUN
futech-526	599	19	of	of	ADP
futech-526	599	20	food	food	NOUN
futech-526	599	21	composition	composition	NOUN
futech-526	599	22	,	,	PUNCT
futech-526	599	23	eating	eat	VERB
futech-526	599	24	behavior	behavior	NOUN
futech-526	599	25	,	,	PUNCT
futech-526	599	26	and	and	CCONJ
futech-526	599	27	glycemic	glycemic	ADJ
futech-526	599	28	responses	response	NOUN
futech-526	599	29	.	.	PUNCT
futech-526	600	1	dl	dl	ADJ
futech-526	600	2	-	-	PUNCT
futech-526	600	3	based	base	VERB
futech-526	600	4	applications	application	NOUN
futech-526	600	5	span	span	VERB
futech-526	600	6	estimating	estimate	VERB
futech-526	600	7	gi	gi	NOUN
futech-526	600	8	using	use	VERB
futech-526	600	9	food	food	NOUN
futech-526	600	10	images	image	NOUN
futech-526	600	11	and	and	CCONJ
futech-526	600	12	detecting	detect	VERB
futech-526	600	13	ripeness	ripeness	NOUN
futech-526	600	14	to	to	PART
futech-526	600	15	provide	provide	VERB
futech-526	600	16	personalized	personalized	ADJ
futech-526	600	17	meal	meal	NOUN
futech-526	600	18	plans	plan	NOUN
futech-526	600	19	and	and	CCONJ
futech-526	600	20	continuous	continuous	ADJ
futech-526	600	21	glucose	glucose	NOUN
futech-526	600	22	monitoring	monitoring	NOUN
futech-526	600	23	.	.	PUNCT
futech-526	601	1	the	the	DET
futech-526	601	2	integration	integration	NOUN
futech-526	601	3	of	of	ADP
futech-526	601	4	attention	attention	NOUN
futech-526	601	5	mechanisms	mechanism	NOUN
futech-526	601	6	,	,	PUNCT
futech-526	601	7	transfer	transfer	NOUN
futech-526	601	8	learning	learning	NOUN
futech-526	601	9	,	,	PUNCT
futech-526	601	10	and	and	CCONJ
futech-526	601	11	optimization	optimization	NOUN
futech-526	601	12	algorithms	algorithm	NOUN
futech-526	601	13	has	have	AUX
futech-526	601	14	further	far	ADV
futech-526	601	15	enhanced	enhance	VERB
futech-526	601	16	the	the	DET
futech-526	601	17	accuracy	accuracy	NOUN
futech-526	601	18	of	of	ADP
futech-526	601	19	predictions	prediction	NOUN
futech-526	601	20	.	.	PUNCT
futech-526	602	1	summarizing	summarize	VERB
futech-526	602	2	the	the	DET
futech-526	602	3	studies	study	NOUN
futech-526	602	4	related	relate	VERB
futech-526	602	5	to	to	ADP
futech-526	602	6	dl	dl	PROPN
futech-526	602	7	with	with	ADP
futech-526	602	8	gi	gi	NOUN
futech-526	602	9	,	,	PUNCT
futech-526	602	10	it	it	PRON
futech-526	602	11	can	can	AUX
futech-526	602	12	be	be	AUX
futech-526	602	13	stated	state	VERB
futech-526	602	14	that	that	SCONJ
futech-526	602	15	deep	deep	ADJ
futech-526	602	16	learning	learning	NOUN
futech-526	602	17	techniques	technique	NOUN
futech-526	602	18	can	can	AUX
futech-526	602	19	be	be	AUX
futech-526	602	20	effectively	effectively	ADV
futech-526	602	21	applied	apply	VERB
futech-526	602	22	to	to	PART
futech-526	602	23	predict	predict	VERB
futech-526	602	24	the	the	DET
futech-526	602	25	glycemic	glycemic	ADJ
futech-526	602	26	index	index	NOUN
futech-526	602	27	of	of	ADP
futech-526	602	28	various	various	ADJ
futech-526	602	29	foods	food	NOUN
futech-526	602	30	,	,	PUNCT
futech-526	602	31	offering	offer	VERB
futech-526	602	32	promising	promise	VERB
futech-526	602	33	insights	insight	NOUN
futech-526	602	34	for	for	ADP
futech-526	602	35	more	more	ADV
futech-526	602	36	accurate	accurate	ADJ
futech-526	602	37	and	and	CCONJ
futech-526	602	38	scalable	scalable	ADJ
futech-526	602	39	gi	gi	NOUN
futech-526	602	40	estimation	estimation	NOUN
futech-526	602	41	.	.	PUNCT
futech-526	603	1	by	by	ADP
futech-526	603	2	exploiting	exploit	VERB
futech-526	603	3	complex	complex	ADJ
futech-526	603	4	patterns	pattern	NOUN
futech-526	603	5	within	within	ADP
futech-526	603	6	the	the	DET
futech-526	603	7	data	datum	NOUN
futech-526	603	8	,	,	PUNCT
futech-526	603	9	deep	deep	ADJ
futech-526	603	10	learning	learning	NOUN
futech-526	603	11	models	model	NOUN
futech-526	603	12	provide	provide	VERB
futech-526	603	13	a	a	DET
futech-526	603	14	robust	robust	ADJ
futech-526	603	15	approach	approach	NOUN
futech-526	603	16	that	that	PRON
futech-526	603	17	can	can	AUX
futech-526	603	18	be	be	AUX
futech-526	603	19	adapted	adapt	VERB
futech-526	603	20	to	to	ADP
futech-526	603	21	various	various	ADJ
futech-526	603	22	types	type	NOUN
futech-526	603	23	and	and	CCONJ
futech-526	603	24	characteristics	characteristic	NOUN
futech-526	603	25	of	of	ADP
futech-526	603	26	food	food	NOUN
futech-526	603	27	,	,	PUNCT
futech-526	603	28	contributing	contribute	VERB
futech-526	603	29	significantly	significantly	ADV
futech-526	603	30	to	to	ADP
futech-526	603	31	advances	advance	NOUN
futech-526	603	32	in	in	ADP
futech-526	603	33	personalized	personalized	ADJ
futech-526	603	34	nutrition	nutrition	NOUN
futech-526	603	35	and	and	CCONJ
futech-526	603	36	dietary	dietary	ADJ
futech-526	603	37	recommendations	recommendation	NOUN
futech-526	603	38	.	.	PUNCT
futech-526	604	1	4.4	4.4	NUM
futech-526	604	2	role	role	NOUN
futech-526	604	3	of	of	ADP
futech-526	604	4	image	image	NOUN
futech-526	604	5	processing	processing	NOUN
futech-526	604	6	(	(	PUNCT
futech-526	604	7	ip	ip	NOUN
futech-526	604	8	)	)	PUNCT
futech-526	604	9	in	in	ADP
futech-526	604	10	research	research	NOUN
futech-526	604	11	related	relate	VERB
futech-526	604	12	to	to	ADP
futech-526	604	13	the	the	DET
futech-526	604	14	glycemic	glycemic	ADJ
futech-526	604	15	index	index	NOUN
futech-526	604	16	image	image	NOUN
futech-526	604	17	processing	processing	NOUN
futech-526	604	18	has	have	AUX
futech-526	604	19	revolutionized	revolutionize	VERB
futech-526	604	20	the	the	DET
futech-526	604	21	way	way	NOUN
futech-526	604	22	we	we	PRON
futech-526	604	23	interpret	interpret	VERB
futech-526	604	24	and	and	CCONJ
futech-526	604	25	analyze	analyze	VERB
futech-526	604	26	visual	visual	ADJ
futech-526	604	27	data	datum	NOUN
futech-526	604	28	,	,	PUNCT
futech-526	604	29	becoming	become	VERB
futech-526	604	30	an	an	DET
futech-526	604	31	essential	essential	ADJ
futech-526	604	32	tool	tool	NOUN
futech-526	604	33	across	across	ADP
futech-526	604	34	various	various	ADJ
futech-526	604	35	fields	field	NOUN
futech-526	604	36	,	,	PUNCT
futech-526	604	37	from	from	ADP
futech-526	604	38	healthcare	healthcare	NOUN
futech-526	604	39	diagnostics	diagnostic	NOUN
futech-526	604	40	to	to	ADP
futech-526	604	41	autonomous	autonomous	ADJ
futech-526	604	42	systems	system	NOUN
futech-526	604	43	.	.	PUNCT
futech-526	605	1	by	by	ADP
futech-526	605	2	transforming	transform	VERB
futech-526	605	3	raw	raw	ADJ
futech-526	605	4	images	image	NOUN
futech-526	605	5	into	into	ADP
futech-526	605	6	valuable	valuable	ADJ
futech-526	605	7	information	information	NOUN
futech-526	605	8	,	,	PUNCT
futech-526	605	9	image	image	NOUN
futech-526	605	10	processing	processing	NOUN
futech-526	605	11	techniques	technique	NOUN
futech-526	605	12	allow	allow	VERB
futech-526	605	13	machines	machine	NOUN
futech-526	605	14	to	to	PART
futech-526	605	15	perceive	perceive	VERB
futech-526	605	16	,	,	PUNCT
futech-526	605	17	interpret	interpret	VERB
futech-526	605	18	,	,	PUNCT
futech-526	605	19	and	and	CCONJ
futech-526	605	20	act	act	VERB
futech-526	605	21	on	on	ADP
futech-526	605	22	visual	visual	ADJ
futech-526	605	23	inputs	input	NOUN
futech-526	605	24	,	,	PUNCT
futech-526	605	25	pushing	push	VERB
futech-526	605	26	the	the	DET
futech-526	605	27	boundaries	boundary	NOUN
futech-526	605	28	of	of	ADP
futech-526	605	29	innovation	innovation	NOUN
futech-526	605	30	.	.	PUNCT
futech-526	606	1	with	with	ADP
futech-526	606	2	a	a	DET
futech-526	606	3	blend	blend	NOUN
futech-526	606	4	of	of	ADP
futech-526	606	5	mathematics	mathematic	NOUN
futech-526	606	6	,	,	PUNCT
futech-526	606	7	algorithms	algorithm	NOUN
futech-526	606	8	,	,	PUNCT
futech-526	606	9	and	and	CCONJ
futech-526	606	10	creativity	creativity	NOUN
futech-526	606	11	,	,	PUNCT
futech-526	606	12	this	this	DET
futech-526	606	13	domain	domain	NOUN
futech-526	606	14	continuously	continuously	ADV
futech-526	606	15	opens	open	VERB
futech-526	606	16	up	up	ADP
futech-526	606	17	new	new	ADJ
futech-526	606	18	possibilities	possibility	NOUN
futech-526	606	19	for	for	ADP
futech-526	606	20	automating	automate	VERB
futech-526	606	21	com‐	com‐	DET
futech-526	606	22	plex	plex	ADJ
futech-526	606	23	tasks	task	NOUN
futech-526	606	24	and	and	CCONJ
futech-526	606	25	unlocking	unlock	VERB
futech-526	606	26	insights	insight	NOUN
futech-526	606	27	that	that	PRON
futech-526	606	28	are	be	AUX
futech-526	606	29	often	often	ADV
futech-526	606	30	invisible	invisible	ADJ
futech-526	606	31	to	to	ADP
futech-526	606	32	the	the	DET
futech-526	606	33	human	human	ADJ
futech-526	606	34	eye	eye	NOUN
futech-526	606	35	.	.	PUNCT
futech-526	607	1	in	in	ADP
futech-526	607	2	several	several	ADJ
futech-526	607	3	research	research	NOUN
futech-526	607	4	that	that	PRON
futech-526	607	5	connect	connect	VERB
futech-526	607	6	with	with	ADP
futech-526	607	7	nh	nh	PROPN
futech-526	607	8	.	.	PROPN
futech-526	607	9	wanigasingha	wanigasingha	NOUN
futech-526	607	10	et	et	PROPN
futech-526	607	11	al	al	PROPN
futech-526	607	12	.	.	PROPN
futech-526	607	13	/future	/future	PUNCT
futech-526	607	14	technology	technology	PROPN
futech-526	607	15	february	february	PROPN
futech-526	607	16	2026|	2026|	NUM
futech-526	607	17	volume	volume	NOUN
futech-526	607	18	05	05	NUM
futech-526	608	1	|	|	ADV
futech-526	608	2	issue	issue	NOUN
futech-526	608	3	01	01	NUM
futech-526	609	1	|	|	NOUN
futech-526	609	2	pages	page	VERB
futech-526	609	3	93	93	NUM
futech-526	609	4	-	-	SYM
futech-526	609	5	126	126	NUM
futech-526	609	6	106	106	NUM
futech-526	609	7	glycemic	glycemic	ADJ
futech-526	609	8	index	index	NOUN
futech-526	609	9	,	,	PUNCT
futech-526	609	10	image	image	NOUN
futech-526	609	11	processing	processing	NOUN
futech-526	609	12	techniques	technique	NOUN
futech-526	609	13	were	be	AUX
futech-526	609	14	used	use	VERB
futech-526	609	15	for	for	ADP
futech-526	609	16	different	different	ADJ
futech-526	609	17	purposes	purpose	NOUN
futech-526	609	18	.	.	PUNCT
futech-526	610	1	the	the	DET
futech-526	610	2	earliest	early	ADJ
futech-526	610	3	work	work	NOUN
futech-526	610	4	from	from	ADP
futech-526	610	5	our	our	PRON
futech-526	610	6	repository	repository	NOUN
futech-526	610	7	appears	appear	VERB
futech-526	610	8	in	in	ADP
futech-526	610	9	2023	2023	NUM
futech-526	610	10	;	;	PUNCT
futech-526	610	11	a	a	DET
futech-526	610	12	novel	novel	ADJ
futech-526	610	13	machine	machine	NOUN
futech-526	610	14	learning	learning	NOUN
futech-526	610	15	and	and	CCONJ
futech-526	610	16	deep	deep	ADJ
futech-526	610	17	learning	learn	VERB
futech-526	610	18	driven	drive	VERB
futech-526	610	19	prediction	prediction	NOUN
futech-526	610	20	for	for	ADP
futech-526	610	21	pre‐diabetic	pre‐diabetic	ADJ
futech-526	610	22	patients	patient	NOUN
futech-526	610	23	[	[	X
futech-526	610	24	30	30	NUM
futech-526	610	25	]	]	PUNCT
futech-526	610	26	.	.	PUNCT
futech-526	611	1	they	they	PRON
futech-526	611	2	present	present	VERB
futech-526	611	3	a	a	DET
futech-526	611	4	machine	machine	NOUN
futech-526	611	5	learning	learning	NOUN
futech-526	611	6	and	and	CCONJ
futech-526	611	7	deep	deep	ADJ
futech-526	611	8	learning‐	learning‐	NOUN
futech-526	611	9	based	base	VERB
futech-526	611	10	prediction	prediction	NOUN
futech-526	611	11	model	model	NOUN
futech-526	611	12	that	that	PRON
futech-526	611	13	predicts	predict	VERB
futech-526	611	14	the	the	DET
futech-526	611	15	glycemic	glycemic	ADJ
futech-526	611	16	index	index	NOUN
futech-526	611	17	of	of	ADP
futech-526	611	18	fruits	fruit	NOUN
futech-526	611	19	,	,	PUNCT
futech-526	611	20	specifically	specifically	ADV
futech-526	611	21	bananas	banana	NOUN
futech-526	611	22	,	,	PUNCT
futech-526	611	23	using	use	VERB
futech-526	611	24	image	image	NOUN
futech-526	611	25	recognition	recognition	NOUN
futech-526	611	26	and	and	CCONJ
futech-526	611	27	classification	classification	NOUN
futech-526	611	28	.	.	PUNCT
futech-526	612	1	the	the	DET
futech-526	612	2	model	model	NOUN
futech-526	612	3	aims	aim	VERB
futech-526	612	4	to	to	PART
futech-526	612	5	determine	determine	VERB
futech-526	612	6	if	if	SCONJ
futech-526	612	7	a	a	DET
futech-526	612	8	fruit	fruit	NOUN
futech-526	612	9	is	be	AUX
futech-526	612	10	safe	safe	ADJ
futech-526	612	11	for	for	ADP
futech-526	612	12	consumption	consumption	NOUN
futech-526	612	13	by	by	ADP
futech-526	612	14	pre‐diabetic	pre‐diabetic	ADJ
futech-526	612	15	patients	patient	NOUN
futech-526	612	16	based	base	VERB
futech-526	612	17	on	on	ADP
futech-526	612	18	its	its	PRON
futech-526	612	19	glycemic	glycemic	ADJ
futech-526	612	20	properties	property	NOUN
futech-526	612	21	.	.	PUNCT
futech-526	613	1	the	the	DET
futech-526	613	2	system	system	NOUN
futech-526	613	3	also	also	ADV
futech-526	613	4	provides	provide	VERB
futech-526	613	5	food	food	NOUN
futech-526	613	6	recommendations	recommendation	NOUN
futech-526	613	7	with	with	ADP
futech-526	613	8	high	high	ADJ
futech-526	613	9	dietary	dietary	ADJ
futech-526	613	10	fiber	fiber	NOUN
futech-526	613	11	to	to	PART
futech-526	613	12	help	help	VERB
futech-526	613	13	users	user	NOUN
futech-526	613	14	maintain	maintain	VERB
futech-526	613	15	a	a	DET
futech-526	613	16	balanced	balanced	ADJ
futech-526	613	17	diet	diet	NOUN
futech-526	613	18	.	.	PUNCT
futech-526	614	1	from	from	ADP
futech-526	614	2	the	the	DET
futech-526	614	3	point	point	NOUN
futech-526	614	4	of	of	ADP
futech-526	614	5	image	image	NOUN
futech-526	614	6	processing	processing	NOUN
futech-526	614	7	,	,	PUNCT
futech-526	614	8	techniques	technique	NOUN
futech-526	614	9	such	such	ADJ
futech-526	614	10	as	as	ADP
futech-526	614	11	binarization	binarization	NOUN
futech-526	614	12	and	and	CCONJ
futech-526	614	13	boundingrect	boundingrect	NOUN
futech-526	614	14	from	from	ADP
futech-526	614	15	opencv	opencv	PROPN
futech-526	614	16	are	be	AUX
futech-526	614	17	used	use	VERB
futech-526	614	18	for	for	ADP
futech-526	614	19	predicting	predict	VERB
futech-526	614	20	the	the	DET
futech-526	614	21	length	length	NOUN
futech-526	614	22	of	of	ADP
futech-526	614	23	fruits	fruit	NOUN
futech-526	614	24	.	.	PUNCT
futech-526	615	1	these	these	DET
futech-526	615	2	images	image	NOUN
futech-526	615	3	were	be	AUX
futech-526	615	4	then	then	ADV
futech-526	615	5	used	use	VERB
futech-526	615	6	to	to	PART
futech-526	615	7	train	train	VERB
futech-526	615	8	a	a	DET
futech-526	615	9	cnn	cnn	NOUN
futech-526	615	10	for	for	ADP
futech-526	615	11	fruit	fruit	NOUN
futech-526	615	12	recognition	recognition	NOUN
futech-526	615	13	and	and	CCONJ
futech-526	615	14	classification	classification	NOUN
futech-526	615	15	.	.	PUNCT
futech-526	616	1	similarly	similarly	ADV
futech-526	616	2	,	,	PUNCT
futech-526	616	3	aiming	aim	VERB
futech-526	616	4	at	at	ADP
futech-526	616	5	diabetic	diabetic	ADJ
futech-526	616	6	patients	patient	NOUN
futech-526	616	7	[	[	X
futech-526	616	8	93	93	NUM
futech-526	616	9	]	]	PUNCT
futech-526	616	10	,	,	PUNCT
futech-526	616	11	focuses	focus	VERB
futech-526	616	12	on	on	ADP
futech-526	616	13	recognizing	recognize	VERB
futech-526	616	14	fruits	fruit	NOUN
futech-526	616	15	and	and	CCONJ
futech-526	616	16	estimating	estimate	VERB
futech-526	616	17	the	the	DET
futech-526	616	18	gl	gl	PROPN
futech-526	616	19	index	index	NOUN
futech-526	616	20	.	.	PUNCT
futech-526	617	1	the	the	DET
futech-526	617	2	primary	primary	ADJ
futech-526	617	3	goal	goal	NOUN
futech-526	617	4	is	be	AUX
futech-526	617	5	to	to	PART
futech-526	617	6	help	help	VERB
futech-526	617	7	diabetic	diabetic	ADJ
futech-526	617	8	individuals	individual	NOUN
futech-526	617	9	make	make	VERB
futech-526	617	10	informed	informed	ADJ
futech-526	617	11	decisions	decision	NOUN
futech-526	617	12	about	about	ADP
futech-526	617	13	their	their	PRON
futech-526	617	14	daily	daily	ADJ
futech-526	617	15	diet	diet	NOUN
futech-526	617	16	by	by	ADP
futech-526	617	17	identifying	identify	VERB
futech-526	617	18	fruits	fruit	NOUN
futech-526	617	19	with	with	ADP
futech-526	617	20	high	high	ADJ
futech-526	617	21	sweetness	sweetness	NOUN
futech-526	617	22	but	but	CCONJ
futech-526	617	23	low	low	ADJ
futech-526	617	24	gl	gl	NOUN
futech-526	617	25	values	value	NOUN
futech-526	617	26	.	.	PUNCT
futech-526	618	1	the	the	DET
futech-526	618	2	glycemic	glycemic	ADJ
futech-526	618	3	index	index	NOUN
futech-526	618	4	is	be	AUX
futech-526	618	5	indirectly	indirectly	ADV
futech-526	618	6	used	use	VERB
futech-526	618	7	in	in	ADP
futech-526	618	8	estimating	estimate	VERB
futech-526	618	9	the	the	DET
futech-526	618	10	gl	gl	NOUN
futech-526	618	11	of	of	ADP
futech-526	618	12	fruits	fruit	NOUN
futech-526	618	13	.	.	PUNCT
futech-526	619	1	the	the	DET
futech-526	619	2	gl	gl	PROPN
futech-526	619	3	considers	consider	VERB
futech-526	619	4	both	both	CCONJ
futech-526	619	5	the	the	DET
futech-526	619	6	gi	gi	NOUN
futech-526	619	7	value	value	NOUN
futech-526	619	8	and	and	CCONJ
futech-526	619	9	the	the	DET
futech-526	619	10	carbohydrate	carbohydrate	NOUN
futech-526	619	11	content	content	NOUN
futech-526	619	12	of	of	ADP
futech-526	619	13	the	the	DET
futech-526	619	14	food	food	NOUN
futech-526	619	15	,	,	PUNCT
futech-526	619	16	providing	provide	VERB
futech-526	619	17	a	a	DET
futech-526	619	18	measure	measure	NOUN
futech-526	619	19	of	of	ADP
futech-526	619	20	how	how	SCONJ
futech-526	619	21	a	a	DET
futech-526	619	22	particular	particular	ADJ
futech-526	619	23	food	food	NOUN
futech-526	619	24	affects	affect	VERB
futech-526	619	25	blood	blood	NOUN
futech-526	619	26	sugar	sugar	NOUN
futech-526	619	27	levels	level	NOUN
futech-526	619	28	.	.	PUNCT
futech-526	620	1	by	by	ADP
futech-526	620	2	identifying	identify	VERB
futech-526	620	3	fruits	fruit	NOUN
futech-526	620	4	and	and	CCONJ
futech-526	620	5	estimating	estimate	VERB
futech-526	620	6	their	their	PRON
futech-526	620	7	volume	volume	NOUN
futech-526	620	8	,	,	PUNCT
futech-526	620	9	the	the	DET
futech-526	620	10	study	study	NOUN
futech-526	620	11	calculates	calculate	VERB
futech-526	620	12	the	the	DET
futech-526	620	13	gl	gl	PROPN
futech-526	620	14	index	index	NOUN
futech-526	620	15	,	,	PUNCT
futech-526	620	16	helping	help	VERB
futech-526	620	17	diabetic	diabetic	ADJ
futech-526	620	18	patients	patient	NOUN
futech-526	620	19	determine	determine	VERB
futech-526	620	20	whether	whether	SCONJ
futech-526	620	21	a	a	DET
futech-526	620	22	fruit	fruit	NOUN
futech-526	620	23	is	be	AUX
futech-526	620	24	suitable	suitable	ADJ
futech-526	620	25	for	for	ADP
futech-526	620	26	consumption	consumption	NOUN
futech-526	620	27	based	base	VERB
futech-526	620	28	on	on	ADP
futech-526	620	29	its	its	PRON
futech-526	620	30	expected	expect	VERB
futech-526	620	31	impact	impact	NOUN
futech-526	620	32	on	on	ADP
futech-526	620	33	blood	blood	NOUN
futech-526	620	34	glucose	glucose	NOUN
futech-526	620	35	levels	level	NOUN
futech-526	620	36	.	.	PUNCT
futech-526	621	1	the	the	DET
futech-526	621	2	authors	author	NOUN
futech-526	621	3	developed	develop	VERB
futech-526	621	4	a	a	DET
futech-526	621	5	custom	custom	NOUN
futech-526	621	6	dataset	dataset	NOUN
futech-526	621	7	called	call	VERB
futech-526	621	8	dodp	dodp	PROPN
futech-526	621	9	,	,	PUNCT
futech-526	621	10	containing	contain	VERB
futech-526	621	11	54,000	54,000	NUM
futech-526	621	12	images	image	NOUN
futech-526	621	13	of	of	ADP
futech-526	621	14	fruits	fruit	NOUN
futech-526	621	15	captured	capture	VERB
futech-526	621	16	from	from	ADP
futech-526	621	17	various	various	ADJ
futech-526	621	18	angles	angle	NOUN
futech-526	621	19	and	and	CCONJ
futech-526	621	20	environments	environment	NOUN
futech-526	621	21	where	where	SCONJ
futech-526	621	22	image	image	NOUN
futech-526	621	23	preprocessing	preprocessing	NOUN
futech-526	621	24	and	and	CCONJ
futech-526	621	25	data	datum	NOUN
futech-526	621	26	augmentation	augmentation	NOUN
futech-526	621	27	have	have	AUX
futech-526	621	28	been	be	AUX
futech-526	621	29	utilized	utilize	VERB
futech-526	621	30	.	.	PUNCT
futech-526	622	1	automatic	automatic	ADJ
futech-526	622	2	white	white	ADJ
futech-526	622	3	balance	balance	NOUN
futech-526	622	4	(	(	PUNCT
futech-526	622	5	awb	awb	NOUN
futech-526	622	6	)	)	PUNCT
futech-526	622	7	and	and	CCONJ
futech-526	622	8	histogram	histogram	NOUN
futech-526	622	9	equalization	equalization	NOUN
futech-526	622	10	were	be	AUX
futech-526	622	11	used	use	VERB
futech-526	622	12	to	to	PART
futech-526	622	13	improve	improve	VERB
futech-526	622	14	the	the	DET
futech-526	622	15	color	color	NOUN
futech-526	622	16	and	and	CCONJ
futech-526	622	17	contrast	contrast	NOUN
futech-526	622	18	of	of	ADP
futech-526	622	19	the	the	DET
futech-526	622	20	images	image	NOUN
futech-526	622	21	to	to	PART
futech-526	622	22	improve	improve	VERB
futech-526	622	23	the	the	DET
futech-526	622	24	consistency	consistency	NOUN
futech-526	622	25	of	of	ADP
futech-526	622	26	the	the	DET
futech-526	622	27	input	input	NOUN
futech-526	622	28	images	image	NOUN
futech-526	622	29	.	.	PUNCT
futech-526	623	1	to	to	PART
futech-526	623	2	generalize	generalize	VERB
futech-526	623	3	the	the	DET
futech-526	623	4	images	image	NOUN
futech-526	623	5	,	,	PUNCT
futech-526	623	6	data	datum	NOUN
futech-526	623	7	augmentation	augmentation	NOUN
futech-526	623	8	techniques	technique	NOUN
futech-526	623	9	such	such	ADJ
futech-526	623	10	as	as	ADP
futech-526	623	11	adding	add	VERB
futech-526	623	12	gaussian	gaussian	ADJ
futech-526	623	13	white	white	ADJ
futech-526	623	14	noise	noise	NOUN
futech-526	623	15	,	,	PUNCT
futech-526	623	16	pretzel	pretzel	ADJ
futech-526	623	17	noise	noise	NOUN
futech-526	623	18	,	,	PUNCT
futech-526	623	19	image	image	NOUN
futech-526	623	20	flipping	flipping	NOUN
futech-526	623	21	,	,	PUNCT
futech-526	623	22	rotation	rotation	NOUN
futech-526	623	23	,	,	PUNCT
futech-526	623	24	and	and	CCONJ
futech-526	623	25	panning	panning	NOUN
futech-526	623	26	were	be	AUX
futech-526	623	27	applied	apply	VERB
futech-526	623	28	,	,	PUNCT
futech-526	623	29	making	make	VERB
futech-526	623	30	a	a	DET
futech-526	623	31	more	more	ADV
futech-526	623	32	diverse	diverse	ADJ
futech-526	623	33	dataset	dataset	NOUN
futech-526	623	34	for	for	ADP
futech-526	623	35	training	training	NOUN
futech-526	623	36	.	.	PUNCT
futech-526	624	1	going	go	VERB
futech-526	624	2	along	along	ADP
futech-526	624	3	the	the	DET
futech-526	624	4	same	same	ADJ
futech-526	624	5	direction	direction	NOUN
futech-526	624	6	of	of	ADP
futech-526	624	7	implementing	implement	VERB
futech-526	624	8	data	data	NOUN
futech-526	624	9	sets	set	NOUN
futech-526	624	10	,	,	PUNCT
futech-526	624	11	[	[	X
futech-526	624	12	11	11	NUM
futech-526	624	13	]	]	PUNCT
futech-526	624	14	,	,	PUNCT
futech-526	624	15	have	have	AUX
futech-526	624	16	created	create	VERB
futech-526	624	17	and	and	CCONJ
futech-526	624	18	used	use	VERB
futech-526	624	19	a	a	DET
futech-526	624	20	moroccan	moroccan	ADJ
futech-526	624	21	food	food	NOUN
futech-526	624	22	dataset	dataset	NOUN
futech-526	624	23	containing	contain	VERB
futech-526	624	24	72	72	NUM
futech-526	624	25	dishes	dish	NOUN
futech-526	624	26	and	and	CCONJ
futech-526	624	27	8,300	8,300	NUM
futech-526	624	28	images	image	NOUN
futech-526	624	29	.	.	PUNCT
futech-526	625	1	the	the	DET
futech-526	625	2	primary	primary	ADJ
futech-526	625	3	goal	goal	NOUN
futech-526	625	4	is	be	AUX
futech-526	625	5	to	to	PART
futech-526	625	6	use	use	VERB
futech-526	625	7	this	this	DET
futech-526	625	8	system	system	NOUN
futech-526	625	9	for	for	ADP
futech-526	625	10	nutritional	nutritional	ADJ
futech-526	625	11	analysis	analysis	NOUN
futech-526	625	12	,	,	PUNCT
futech-526	625	13	for	for	ADP
futech-526	625	14	estimating	estimate	VERB
futech-526	625	15	the	the	DET
futech-526	625	16	glycemic	glycemic	ADJ
futech-526	625	17	index	index	NOUN
futech-526	625	18	and	and	CCONJ
futech-526	625	19	gl	gl	NOUN
futech-526	625	20	of	of	ADP
futech-526	625	21	moroccan	moroccan	ADJ
futech-526	625	22	dishes	dish	NOUN
futech-526	625	23	,	,	PUNCT
futech-526	625	24	for	for	ADP
futech-526	625	25	dietary	dietary	ADJ
futech-526	625	26	planning	planning	NOUN
futech-526	625	27	and	and	CCONJ
futech-526	625	28	management	management	NOUN
futech-526	625	29	for	for	ADP
futech-526	625	30	chronic	chronic	ADJ
futech-526	625	31	conditions	condition	NOUN
futech-526	625	32	such	such	ADJ
futech-526	625	33	as	as	ADP
futech-526	625	34	diabetes	diabete	NOUN
futech-526	625	35	.	.	PUNCT
futech-526	626	1	as	as	ADP
futech-526	626	2	the	the	DET
futech-526	626	3	main	main	ADJ
futech-526	626	4	ai	ai	NOUN
futech-526	626	5	technology	technology	NOUN
futech-526	626	6	,	,	PUNCT
futech-526	626	7	densenet	densenet	NOUN
futech-526	626	8	deep	deep	ADJ
futech-526	626	9	learning	learning	NOUN
futech-526	626	10	models	model	NOUN
futech-526	626	11	with	with	ADP
futech-526	626	12	an	an	DET
futech-526	626	13	attention	attention	NOUN
futech-526	626	14	mechanism	mechanism	NOUN
futech-526	626	15	were	be	AUX
futech-526	626	16	used	use	VERB
futech-526	626	17	to	to	PART
futech-526	626	18	improve	improve	VERB
futech-526	626	19	the	the	DET
futech-526	626	20	accuracy	accuracy	NOUN
futech-526	626	21	of	of	ADP
futech-526	626	22	food	food	NOUN
futech-526	626	23	image	image	NOUN
futech-526	626	24	classification	classification	NOUN
futech-526	626	25	.	.	PUNCT
futech-526	627	1	from	from	ADP
futech-526	627	2	the	the	DET
futech-526	627	3	image	image	NOUN
futech-526	627	4	processing	processing	NOUN
futech-526	627	5	perspective	perspective	NOUN
futech-526	627	6	,	,	PUNCT
futech-526	627	7	mainly	mainly	ADV
futech-526	627	8	as	as	ADP
futech-526	627	9	in	in	ADP
futech-526	627	10	the	the	DET
futech-526	627	11	previous	previous	ADJ
futech-526	627	12	,	,	PUNCT
futech-526	627	13	data	datum	NOUN
futech-526	627	14	augmentation	augmentation	NOUN
futech-526	627	15	has	have	AUX
futech-526	627	16	been	be	AUX
futech-526	627	17	done	do	VERB
futech-526	627	18	with	with	ADP
futech-526	627	19	the	the	DET
futech-526	627	20	use	use	NOUN
futech-526	627	21	of	of	ADP
futech-526	627	22	techniques	technique	NOUN
futech-526	627	23	like	like	ADP
futech-526	627	24	flipping	flip	VERB
futech-526	627	25	,	,	PUNCT
futech-526	627	26	rotation	rotation	NOUN
futech-526	627	27	,	,	PUNCT
futech-526	627	28	cropping	cropping	NOUN
futech-526	627	29	,	,	PUNCT
futech-526	627	30	and	and	CCONJ
futech-526	627	31	noise	noise	NOUN
futech-526	627	32	removal	removal	NOUN
futech-526	627	33	in	in	ADP
futech-526	627	34	order	order	NOUN
futech-526	627	35	to	to	PART
futech-526	627	36	expand	expand	VERB
futech-526	627	37	the	the	DET
futech-526	627	38	dataset	dataset	NOUN
futech-526	627	39	and	and	CCONJ
futech-526	627	40	improve	improve	VERB
futech-526	627	41	model	model	NOUN
futech-526	627	42	generalization	generalization	NOUN
futech-526	627	43	.	.	PUNCT
futech-526	628	1	another	another	DET
futech-526	628	2	recent	recent	ADJ
futech-526	628	3	research	research	NOUN
futech-526	628	4	work	work	NOUN
futech-526	628	5	presents	present	VERB
futech-526	628	6	a	a	DET
futech-526	628	7	system	system	NOUN
futech-526	628	8	that	that	PRON
futech-526	628	9	recognizes	recognize	VERB
futech-526	628	10	food	food	NOUN
futech-526	628	11	items	item	NOUN
futech-526	628	12	from	from	ADP
futech-526	628	13	images	image	NOUN
futech-526	628	14	uploaded	upload	VERB
futech-526	628	15	by	by	ADP
futech-526	628	16	users	user	NOUN
futech-526	628	17	and	and	CCONJ
futech-526	628	18	predicts	predict	VERB
futech-526	628	19	their	their	PRON
futech-526	628	20	nutritional	nutritional	ADJ
futech-526	628	21	values	value	NOUN
futech-526	628	22	,	,	PUNCT
futech-526	628	23	including	include	VERB
futech-526	628	24	gi	gi	NOUN
futech-526	628	25	,	,	PUNCT
futech-526	628	26	proteins	protein	NOUN
futech-526	628	27	,	,	PUNCT
futech-526	628	28	carbohydrates	carbohydrate	NOUN
futech-526	628	29	,	,	PUNCT
futech-526	628	30	and	and	CCONJ
futech-526	628	31	fats	fat	VERB
futech-526	628	32	[	[	X
futech-526	628	33	25	25	NUM
futech-526	628	34	]	]	PUNCT
futech-526	628	35	.	.	PUNCT
futech-526	629	1	they	they	PRON
futech-526	629	2	have	have	AUX
futech-526	629	3	used	use	VERB
futech-526	629	4	a	a	DET
futech-526	629	5	custom	custom	NOUN
futech-526	629	6	inception‐v3	inception‐v3	NOUN
futech-526	629	7	model	model	NOUN
futech-526	629	8	for	for	ADP
futech-526	629	9	food	food	NOUN
futech-526	629	10	image	image	NOUN
futech-526	629	11	recognition	recognition	NOUN
futech-526	629	12	and	and	CCONJ
futech-526	629	13	classification	classification	NOUN
futech-526	629	14	.	.	PUNCT
futech-526	630	1	as	as	SCONJ
futech-526	630	2	images	image	NOUN
futech-526	630	3	are	be	AUX
futech-526	630	4	the	the	DET
futech-526	630	5	main	main	ADJ
futech-526	630	6	source	source	NOUN
futech-526	630	7	,	,	PUNCT
futech-526	630	8	and	and	CCONJ
futech-526	630	9	users	user	NOUN
futech-526	630	10	are	be	AUX
futech-526	630	11	responsible	responsible	ADJ
futech-526	630	12	for	for	ADP
futech-526	630	13	uploading	upload	VERB
futech-526	630	14	them	they	PRON
futech-526	630	15	,	,	PUNCT
futech-526	630	16	different	different	ADJ
futech-526	630	17	image	image	NOUN
futech-526	630	18	processing	processing	NOUN
futech-526	630	19	techniques	technique	NOUN
futech-526	630	20	such	such	ADJ
futech-526	630	21	as	as	ADP
futech-526	630	22	noise	noise	NOUN
futech-526	630	23	reduction	reduction	NOUN
futech-526	630	24	,	,	PUNCT
futech-526	630	25	histogram	histogram	NOUN
futech-526	630	26	equalization	equalization	NOUN
futech-526	630	27	,	,	PUNCT
futech-526	630	28	and	and	CCONJ
futech-526	630	29	data	datum	NOUN
futech-526	630	30	augmentation	augmentation	NOUN
futech-526	630	31	were	be	AUX
futech-526	630	32	utilized	utilize	VERB
futech-526	630	33	.	.	PUNCT
futech-526	631	1	specifically	specifically	ADV
futech-526	631	2	,	,	PUNCT
futech-526	631	3	a	a	DET
futech-526	631	4	3x3	3x3	NUM
futech-526	631	5	median	median	ADJ
futech-526	631	6	filter	filter	NOUN
futech-526	631	7	is	be	AUX
futech-526	631	8	applied	apply	VERB
futech-526	631	9	to	to	PART
futech-526	631	10	reduce	reduce	VERB
futech-526	631	11	“	"	PUNCT
futech-526	631	12	salt	salt	NOUN
futech-526	631	13	and	and	CCONJ
futech-526	631	14	pepper	pepper	NOUN
futech-526	631	15	”	"	PUNCT
futech-526	631	16	noise	noise	NOUN
futech-526	631	17	,	,	PUNCT
futech-526	631	18	contrast	contrast	VERB
futech-526	631	19	limited	limited	ADJ
futech-526	631	20	adaptive	adaptive	ADJ
futech-526	631	21	histogram	histogram	NOUN
futech-526	631	22	equalization	equalization	NOUN
futech-526	631	23	(	(	PUNCT
futech-526	631	24	clahe	clahe	PROPN
futech-526	631	25	)	)	PUNCT
futech-526	631	26	is	be	AUX
futech-526	631	27	used	use	VERB
futech-526	631	28	to	to	PART
futech-526	631	29	standardize	standardize	VERB
futech-526	631	30	lighting	lighting	NOUN
futech-526	631	31	and	and	CCONJ
futech-526	631	32	color	color	NOUN
futech-526	631	33	profiles	profile	NOUN
futech-526	631	34	,	,	PUNCT
futech-526	631	35	improving	improve	VERB
futech-526	631	36	generalization	generalization	NOUN
futech-526	631	37	across	across	ADP
futech-526	631	38	varied	varied	ADJ
futech-526	631	39	food	food	NOUN
futech-526	631	40	images	image	NOUN
futech-526	631	41	.	.	PUNCT
futech-526	632	1	apart	apart	ADV
futech-526	632	2	from	from	ADP
futech-526	632	3	them	they	PRON
futech-526	632	4	,	,	PUNCT
futech-526	632	5	data	datum	NOUN
futech-526	632	6	augmentation	augmentation	NOUN
futech-526	632	7	techniques	technique	NOUN
futech-526	632	8	such	such	ADJ
futech-526	632	9	as	as	ADP
futech-526	632	10	shearing	shearing	NOUN
futech-526	632	11	,	,	PUNCT
futech-526	632	12	zooming	zooming	NOUN
futech-526	632	13	,	,	PUNCT
futech-526	632	14	rotation	rotation	NOUN
futech-526	632	15	,	,	PUNCT
futech-526	632	16	and	and	CCONJ
futech-526	632	17	horizontal	horizontal	ADJ
futech-526	632	18	flipping	flipping	NOUN
futech-526	632	19	are	be	AUX
futech-526	632	20	used	use	VERB
futech-526	632	21	to	to	PART
futech-526	632	22	artificially	artificially	ADV
futech-526	632	23	expand	expand	VERB
futech-526	632	24	the	the	DET
futech-526	632	25	dataset	dataset	NOUN
futech-526	632	26	for	for	ADP
futech-526	632	27	smoother	smooth	ADJ
futech-526	632	28	training	training	NOUN
futech-526	632	29	.	.	PUNCT
futech-526	633	1	in	in	ADP
futech-526	633	2	addition	addition	NOUN
futech-526	633	3	to	to	ADP
futech-526	633	4	such	such	ADJ
futech-526	633	5	direct	direct	ADJ
futech-526	633	6	use	use	NOUN
futech-526	633	7	of	of	ADP
futech-526	633	8	image	image	NOUN
futech-526	633	9	processing	processing	NOUN
futech-526	633	10	techniques	technique	NOUN
futech-526	633	11	,	,	PUNCT
futech-526	633	12	we	we	PRON
futech-526	633	13	found	find	VERB
futech-526	633	14	one	one	NUM
futech-526	633	15	review	review	NOUN
futech-526	633	16	article	article	NOUN
futech-526	633	17	summarizing	summarize	VERB
futech-526	633	18	the	the	DET
futech-526	633	19	current	current	ADJ
futech-526	633	20	state	state	NOUN
futech-526	633	21	of	of	ADP
futech-526	633	22	mobile‐based	mobile‐base	VERB
futech-526	633	23	food	food	NOUN
futech-526	633	24	image	image	NOUN
futech-526	633	25	recognition	recognition	NOUN
futech-526	633	26	systems	system	NOUN
futech-526	633	27	(	(	PUNCT
futech-526	633	28	firs	fir	NOUN
futech-526	633	29	)	)	PUNCT
futech-526	633	30	designed	design	VERB
futech-526	633	31	for	for	ADP
futech-526	633	32	the	the	DET
futech-526	633	33	dietary	dietary	ADJ
futech-526	633	34	management	management	NOUN
futech-526	633	35	of	of	ADP
futech-526	633	36	diabetics	diabetic	NOUN
futech-526	633	37	[	[	X
futech-526	633	38	95	95	NUM
futech-526	633	39	]	]	PUNCT
futech-526	633	40	.	.	PUNCT
futech-526	634	1	the	the	DET
futech-526	634	2	focus	focus	NOUN
futech-526	634	3	is	be	AUX
futech-526	634	4	on	on	ADP
futech-526	634	5	evaluating	evaluate	VERB
futech-526	634	6	technologies	technology	NOUN
futech-526	634	7	for	for	ADP
futech-526	634	8	classifying	classify	VERB
futech-526	634	9	food	food	NOUN
futech-526	634	10	,	,	PUNCT
futech-526	634	11	estimating	estimate	VERB
futech-526	634	12	food	food	NOUN
futech-526	634	13	volume	volume	NOUN
futech-526	634	14	,	,	PUNCT
futech-526	634	15	and	and	CCONJ
futech-526	634	16	calculating	calculate	VERB
futech-526	634	17	the	the	DET
futech-526	634	18	nutritional	nutritional	ADJ
futech-526	634	19	content	content	NOUN
futech-526	634	20	of	of	ADP
futech-526	634	21	foods	food	NOUN
futech-526	634	22	using	use	VERB
futech-526	634	23	smartphone	smartphone	NOUN
futech-526	634	24	cameras	camera	NOUN
futech-526	634	25	and	and	CCONJ
futech-526	634	26	computer	computer	NOUN
futech-526	634	27	vision	vision	NOUN
futech-526	634	28	techniques	technique	NOUN
futech-526	634	29	.	.	PUNCT
futech-526	635	1	the	the	DET
futech-526	635	2	paper	paper	NOUN
futech-526	635	3	reviews	review	NOUN
futech-526	635	4	approaches	approach	VERB
futech-526	635	5	for	for	ADP
futech-526	635	6	using	use	VERB
futech-526	635	7	deep	deep	ADJ
futech-526	635	8	learning	learning	NOUN
futech-526	635	9	,	,	PUNCT
futech-526	635	10	machine	machine	NOUN
futech-526	635	11	learning	learning	NOUN
futech-526	635	12	,	,	PUNCT
futech-526	635	13	and	and	CCONJ
futech-526	635	14	image	image	NOUN
futech-526	635	15	processing	processing	NOUN
futech-526	635	16	to	to	PART
futech-526	635	17	automate	automate	VERB
futech-526	635	18	food	food	NOUN
futech-526	635	19	classification	classification	NOUN
futech-526	635	20	and	and	CCONJ
futech-526	635	21	support	support	VERB
futech-526	635	22	diabetic	diabetic	ADJ
futech-526	635	23	diet	diet	NOUN
futech-526	635	24	management	management	NOUN
futech-526	635	25	.	.	PUNCT
futech-526	636	1	in	in	ADP
futech-526	636	2	the	the	DET
futech-526	636	3	presented	present	VERB
futech-526	636	4	papers	paper	NOUN
futech-526	636	5	,	,	PUNCT
futech-526	636	6	the	the	DET
futech-526	636	7	following	follow	VERB
futech-526	636	8	image	image	NOUN
futech-526	636	9	processing	processing	NOUN
futech-526	636	10	techniques	technique	NOUN
futech-526	636	11	were	be	AUX
futech-526	636	12	used	use	VERB
futech-526	636	13	appropriately	appropriately	ADV
futech-526	636	14	.	.	PUNCT
futech-526	637	1	•	•	NUM
futech-526	637	2	preprocessing	preprocessing	NOUN
futech-526	637	3	:	:	PUNCT
futech-526	637	4	enhancing	enhance	VERB
futech-526	637	5	food	food	NOUN
futech-526	637	6	images	image	NOUN
futech-526	637	7	by	by	ADP
futech-526	637	8	correcting	correct	VERB
futech-526	637	9	lighting	lighting	NOUN
futech-526	637	10	,	,	PUNCT
futech-526	637	11	scaling	scaling	NOUN
futech-526	637	12	,	,	PUNCT
futech-526	637	13	cropping	cropping	NOUN
futech-526	637	14	,	,	PUNCT
futech-526	637	15	and	and	CCONJ
futech-526	637	16	applying	apply	VERB
futech-526	637	17	contrast	contrast	NOUN
futech-526	637	18	adjustments	adjustment	NOUN
futech-526	637	19	.	.	PUNCT
futech-526	638	1	•	•	NUM
futech-526	638	2	segmentation	segmentation	NOUN
futech-526	638	3	:	:	PUNCT
futech-526	638	4	separating	separate	VERB
futech-526	638	5	different	different	ADJ
futech-526	638	6	food	food	NOUN
futech-526	638	7	items	item	NOUN
futech-526	638	8	within	within	ADP
futech-526	638	9	an	an	DET
futech-526	638	10	image	image	NOUN
futech-526	638	11	using	use	VERB
futech-526	638	12	methods	method	NOUN
futech-526	638	13	such	such	ADJ
futech-526	638	14	as	as	ADP
futech-526	638	15	manual	manual	ADJ
futech-526	638	16	segmentation	segmentation	NOUN
futech-526	638	17	,	,	PUNCT
futech-526	638	18	thresholding	thresholding	NOUN
futech-526	638	19	,	,	PUNCT
futech-526	638	20	color	color	NOUN
futech-526	638	21	/	/	SYM
futech-526	638	22	texture‐based	texture‐based	ADJ
futech-526	638	23	segmentation	segmentation	NOUN
futech-526	638	24	,	,	PUNCT
futech-526	638	25	cnn‐	cnn‐	X
futech-526	638	26	based	base	VERB
futech-526	638	27	segmentation	segmentation	NOUN
futech-526	638	28	,	,	PUNCT
futech-526	638	29	and	and	CCONJ
futech-526	638	30	clustering‐based	clustering‐base	VERB
futech-526	638	31	techniques	technique	NOUN
futech-526	638	32	.	.	PUNCT
futech-526	639	1	•	•	NUM
futech-526	639	2	feature	feature	NOUN
futech-526	639	3	extraction	extraction	NOUN
futech-526	639	4	:	:	PUNCT
futech-526	639	5	extracting	extract	VERB
futech-526	639	6	visual	visual	ADJ
futech-526	639	7	features	feature	NOUN
futech-526	639	8	from	from	ADP
futech-526	639	9	the	the	DET
futech-526	639	10	images	image	NOUN
futech-526	639	11	,	,	PUNCT
futech-526	639	12	such	such	ADJ
futech-526	639	13	as	as	ADP
futech-526	639	14	color	color	NOUN
futech-526	639	15	,	,	PUNCT
futech-526	639	16	texture	texture	NOUN
futech-526	639	17	,	,	PUNCT
futech-526	639	18	shape	shape	NOUN
futech-526	639	19	,	,	PUNCT
futech-526	639	20	and	and	CCONJ
futech-526	639	21	edges	edge	NOUN
futech-526	639	22	,	,	PUNCT
futech-526	639	23	using	use	VERB
futech-526	639	24	methods	method	NOUN
futech-526	639	25	like	like	ADP
futech-526	639	26	scale‐invariant	scale‐invariant	NOUN
futech-526	639	27	feature	feature	NOUN
futech-526	639	28	transform	transform	NOUN
futech-526	639	29	(	(	PUNCT
futech-526	639	30	sift	sift	NOUN
futech-526	639	31	)	)	PUNCT
futech-526	639	32	,	,	PUNCT
futech-526	639	33	histogram	histogram	NOUN
futech-526	639	34	of	of	ADP
futech-526	639	35	oriented	orient	VERB
futech-526	639	36	gradients	gradient	NOUN
futech-526	639	37	(	(	PUNCT
futech-526	639	38	hog	hog	PROPN
futech-526	639	39	)	)	PUNCT
futech-526	639	40	,	,	PUNCT
futech-526	639	41	gabor	gabor	NOUN
futech-526	639	42	filters	filter	NOUN
futech-526	639	43	,	,	PUNCT
futech-526	639	44	and	and	CCONJ
futech-526	639	45	local	local	ADJ
futech-526	639	46	binary	binary	ADJ
futech-526	639	47	patterns	pattern	NOUN
futech-526	639	48	(	(	PUNCT
futech-526	639	49	lbp	lbp	PROPN
futech-526	639	50	)	)	PUNCT
futech-526	639	51	.	.	PUNCT
futech-526	640	1	•	•	NUM
futech-526	640	2	volume	volume	NOUN
futech-526	640	3	estimation	estimation	NOUN
futech-526	640	4	:	:	PUNCT
futech-526	640	5	using	use	VERB
futech-526	640	6	geometric	geometric	ADJ
futech-526	640	7	modeling	modeling	NOUN
futech-526	640	8	,	,	PUNCT
futech-526	640	9	pixel	pixel	PROPN
futech-526	640	10	counting	counting	NOUN
futech-526	640	11	,	,	PUNCT
futech-526	640	12	and	and	CCONJ
futech-526	640	13	3d	3d	NUM
futech-526	640	14	reconstruction	reconstruction	NOUN
futech-526	640	15	techniques	technique	NOUN
futech-526	640	16	from	from	ADP
futech-526	640	17	multi‐	multi‐	PROPN
futech-526	640	18	view	view	NOUN
futech-526	640	19	images	image	NOUN
futech-526	640	20	to	to	PART
futech-526	640	21	estimate	estimate	VERB
futech-526	640	22	the	the	DET
futech-526	640	23	volume	volume	NOUN
futech-526	640	24	of	of	ADP
futech-526	640	25	food	food	NOUN
futech-526	640	26	items	item	NOUN
futech-526	640	27	.	.	PUNCT
futech-526	641	1	depth	depth	NOUN
futech-526	641	2	map	map	NOUN
futech-526	641	3	fusion	fusion	NOUN
futech-526	641	4	techniques	technique	NOUN
futech-526	641	5	and	and	CCONJ
futech-526	641	6	shape‐fitting	shape‐fitting	NOUN
futech-526	641	7	methods	method	NOUN
futech-526	641	8	(	(	PUNCT
futech-526	641	9	e.g.	e.g.	ADV
futech-526	641	10	,	,	PUNCT
futech-526	641	11	cylinders	cylinder	NOUN
futech-526	641	12	,	,	PUNCT
futech-526	641	13	spheres	sphere	NOUN
futech-526	641	14	)	)	PUNCT
futech-526	641	15	are	be	AUX
futech-526	641	16	also	also	ADV
futech-526	641	17	reviewed	review	VERB
futech-526	641	18	.	.	PUNCT
futech-526	642	1	although	although	SCONJ
futech-526	642	2	image	image	NOUN
futech-526	642	3	processing	processing	NOUN
futech-526	642	4	techniques	technique	NOUN
futech-526	642	5	were	be	AUX
futech-526	642	6	not	not	PART
futech-526	642	7	the	the	DET
futech-526	642	8	primary	primary	ADJ
futech-526	642	9	focus	focus	NOUN
futech-526	642	10	of	of	ADP
futech-526	642	11	the	the	DET
futech-526	642	12	research	research	NOUN
futech-526	642	13	discussed	discuss	VERB
futech-526	642	14	,	,	PUNCT
futech-526	642	15	they	they	PRON
futech-526	642	16	emerged	emerge	VERB
futech-526	642	17	as	as	ADP
futech-526	642	18	essential	essential	ADJ
futech-526	642	19	tools	tool	NOUN
futech-526	642	20	for	for	ADP
futech-526	642	21	facilitating	facilitate	VERB
futech-526	642	22	the	the	DET
futech-526	642	23	effective	effective	ADJ
futech-526	642	24	application	application	NOUN
futech-526	642	25	of	of	ADP
futech-526	642	26	other	other	ADJ
futech-526	642	27	ai	ai	PROPN
futech-526	642	28	techniques	technique	NOUN
futech-526	642	29	.	.	PUNCT
futech-526	643	1	image	image	NOUN
futech-526	643	2	processing	processing	NOUN
futech-526	643	3	techniques	technique	NOUN
futech-526	643	4	have	have	AUX
futech-526	643	5	contributed	contribute	VERB
futech-526	643	6	to	to	ADP
futech-526	643	7	enhancing	enhance	VERB
futech-526	643	8	the	the	DET
futech-526	643	9	quality	quality	NOUN
futech-526	643	10	of	of	ADP
futech-526	643	11	ai	ai	ADJ
futech-526	643	12	-	-	PUNCT
futech-526	643	13	powered	power	VERB
futech-526	643	14	systems	system	NOUN
futech-526	643	15	that	that	PRON
futech-526	643	16	predict	predict	VERB
futech-526	643	17	gi	gi	INTJ
futech-526	643	18	values	value	NOUN
futech-526	643	19	or	or	CCONJ
futech-526	643	20	dietary	dietary	ADJ
futech-526	643	21	plans	plan	NOUN
futech-526	643	22	by	by	ADP
futech-526	643	23	transforming	transform	VERB
futech-526	643	24	images	image	NOUN
futech-526	643	25	into	into	ADP
futech-526	643	26	more	more	ADV
futech-526	643	27	insightful	insightful	ADJ
futech-526	643	28	information	information	NOUN
futech-526	643	29	sources	source	NOUN
futech-526	643	30	.	.	PUNCT
futech-526	644	1	image	image	NOUN
futech-526	644	2	processing	processing	NOUN
futech-526	644	3	techniques	technique	NOUN
futech-526	644	4	such	such	ADJ
futech-526	644	5	as	as	ADP
futech-526	644	6	noise	noise	NOUN
futech-526	644	7	reduction	reduction	NOUN
futech-526	644	8	and	and	CCONJ
futech-526	644	9	histogram	histogram	NOUN
futech-526	644	10	equalization	equalization	NOUN
futech-526	644	11	were	be	AUX
futech-526	644	12	employed	employ	VERB
futech-526	644	13	to	to	PART
futech-526	644	14	enhance	enhance	VERB
futech-526	644	15	the	the	DET
futech-526	644	16	images	image	NOUN
futech-526	644	17	.	.	PUNCT
futech-526	645	1	4.5	4.5	NUM
futech-526	645	2	role	role	NOUN
futech-526	645	3	of	of	ADP
futech-526	645	4	natural	natural	ADJ
futech-526	645	5	language	language	NOUN
futech-526	645	6	processing	processing	NOUN
futech-526	645	7	(	(	PUNCT
futech-526	645	8	nlp	nlp	NOUN
futech-526	645	9	)	)	PUNCT
futech-526	645	10	in	in	ADP
futech-526	645	11	research	research	NOUN
futech-526	645	12	related	relate	VERB
futech-526	645	13	to	to	ADP
futech-526	645	14	the	the	DET
futech-526	645	15	glycemic	glycemic	ADJ
futech-526	645	16	index	index	NOUN
futech-526	645	17	natural	natural	ADJ
futech-526	645	18	language	language	NOUN
futech-526	645	19	processing	processing	NOUN
futech-526	645	20	,	,	PUNCT
futech-526	645	21	which	which	PRON
futech-526	645	22	reshapes	reshape	VERB
futech-526	645	23	how	how	SCONJ
futech-526	645	24	researchers	researcher	NOUN
futech-526	645	25	handle	handle	VERB
futech-526	645	26	vast	vast	ADJ
futech-526	645	27	amounts	amount	NOUN
futech-526	645	28	of	of	ADP
futech-526	645	29	unstructured	unstructured	ADJ
futech-526	645	30	text	text	NOUN
futech-526	645	31	,	,	PUNCT
futech-526	645	32	enables	enable	VERB
futech-526	645	33	deeper	deep	ADJ
futech-526	645	34	insights	insight	NOUN
futech-526	645	35	and	and	CCONJ
futech-526	645	36	more	more	ADV
futech-526	645	37	efficient	efficient	ADJ
futech-526	645	38	data	datum	NOUN
futech-526	645	39	interpretation	interpretation	NOUN
futech-526	645	40	.	.	PUNCT
futech-526	646	1	the	the	DET
futech-526	646	2	subject	subject	NOUN
futech-526	646	3	has	have	AUX
futech-526	646	4	transformed	transform	VERB
futech-526	646	5	the	the	DET
futech-526	646	6	way	way	NOUN
futech-526	646	7	we	we	PRON
futech-526	646	8	understand	understand	VERB
futech-526	646	9	and	and	CCONJ
futech-526	646	10	interact	interact	VERB
futech-526	646	11	with	with	ADP
futech-526	646	12	text‐based	text‐based	ADJ
futech-526	646	13	data	datum	NOUN
futech-526	646	14	,	,	PUNCT
futech-526	646	15	becoming	become	VERB
futech-526	646	16	a	a	DET
futech-526	646	17	crucial	crucial	ADJ
futech-526	646	18	component	component	NOUN
futech-526	646	19	in	in	ADP
futech-526	646	20	fields	field	NOUN
futech-526	646	21	ranging	range	VERB
futech-526	646	22	from	from	ADP
futech-526	646	23	healthcare	healthcare	NOUN
futech-526	646	24	to	to	ADP
futech-526	646	25	customer	customer	NOUN
futech-526	646	26	service	service	NOUN
futech-526	646	27	automation	automation	NOUN
futech-526	646	28	.	.	PUNCT
futech-526	647	1	by	by	ADP
futech-526	647	2	converting	convert	VERB
futech-526	647	3	raw	raw	ADJ
futech-526	647	4	text	text	NOUN
futech-526	647	5	into	into	ADP
futech-526	647	6	structured	structured	ADJ
futech-526	647	7	information	information	NOUN
futech-526	647	8	,	,	PUNCT
futech-526	647	9	nlp	nlp	NOUN
futech-526	647	10	techniques	technique	NOUN
futech-526	647	11	empower	empower	PROPN
futech-526	647	12	machines	machine	NOUN
futech-526	647	13	to	to	PART
futech-526	647	14	comprehend	comprehend	VERB
futech-526	647	15	,	,	PUNCT
futech-526	647	16	interpret	interpret	VERB
futech-526	647	17	,	,	PUNCT
futech-526	647	18	and	and	CCONJ
futech-526	647	19	generate	generate	VERB
futech-526	647	20	human	human	ADJ
futech-526	647	21	language	language	NOUN
futech-526	647	22	,	,	PUNCT
futech-526	647	23	enhancing	enhance	VERB
futech-526	647	24	our	our	PRON
futech-526	647	25	ability	ability	NOUN
futech-526	647	26	to	to	PART
futech-526	647	27	analyze	analyze	VERB
futech-526	647	28	large	large	ADJ
futech-526	647	29	volumes	volume	NOUN
futech-526	647	30	of	of	ADP
futech-526	647	31	textual	textual	ADJ
futech-526	647	32	content	content	NOUN
futech-526	647	33	.	.	PUNCT
futech-526	648	1	with	with	ADP
futech-526	648	2	the	the	DET
futech-526	648	3	fusion	fusion	NOUN
futech-526	648	4	of	of	ADP
futech-526	648	5	linguistics	linguistic	NOUN
futech-526	648	6	,	,	PUNCT
futech-526	648	7	machine	machine	NOUN
futech-526	648	8	learning	learning	NOUN
futech-526	648	9	,	,	PUNCT
futech-526	648	10	and	and	CCONJ
futech-526	648	11	algorithms	algorithm	NOUN
futech-526	648	12	,	,	PUNCT
futech-526	648	13	nlp	nlp	NOUN
futech-526	648	14	is	be	AUX
futech-526	648	15	unlocking	unlock	VERB
futech-526	648	16	new	new	ADJ
futech-526	648	17	opportunities	opportunity	NOUN
futech-526	648	18	to	to	PART
futech-526	648	19	automate	automate	VERB
futech-526	648	20	tasks	task	NOUN
futech-526	648	21	such	such	ADJ
futech-526	648	22	as	as	ADP
futech-526	648	23	translation	translation	NOUN
futech-526	648	24	,	,	PUNCT
futech-526	648	25	sentiment	sentiment	NOUN
futech-526	648	26	analysis	analysis	NOUN
futech-526	648	27	,	,	PUNCT
futech-526	648	28	and	and	CCONJ
futech-526	648	29	information	information	NOUN
futech-526	648	30	retrieval	retrieval	NOUN
futech-526	648	31	,	,	PUNCT
futech-526	648	32	offering	offer	VERB
futech-526	648	33	deeper	deep	ADJ
futech-526	648	34	insights	insight	NOUN
futech-526	648	35	into	into	ADP
futech-526	648	36	language	language	NOUN
futech-526	648	37	patterns	pattern	NOUN
futech-526	648	38	that	that	PRON
futech-526	648	39	are	be	AUX
futech-526	648	40	often	often	ADV
futech-526	648	41	difficult	difficult	ADJ
futech-526	648	42	for	for	SCONJ
futech-526	648	43	humans	human	NOUN
futech-526	648	44	to	to	PART
futech-526	648	45	detect	detect	VERB
futech-526	648	46	.	.	PUNCT
futech-526	649	1	in	in	ADP
futech-526	649	2	many	many	ADJ
futech-526	649	3	studies	study	NOUN
futech-526	649	4	related	relate	VERB
futech-526	649	5	to	to	ADP
futech-526	649	6	sentiment	sentiment	NOUN
futech-526	649	7	and	and	CCONJ
futech-526	649	8	behavior	behavior	NOUN
futech-526	649	9	analysis	analysis	NOUN
futech-526	649	10	,	,	PUNCT
futech-526	649	11	nlp	nlp	NOUN
futech-526	649	12	techniques	technique	NOUN
futech-526	649	13	have	have	AUX
futech-526	649	14	been	be	AUX
futech-526	649	15	applied	apply	VERB
futech-526	649	16	for	for	ADP
futech-526	649	17	various	various	ADJ
futech-526	649	18	purposes	purpose	NOUN
futech-526	649	19	,	,	PUNCT
futech-526	649	20	demonstrating	demonstrate	VERB
futech-526	649	21	their	their	PRON
futech-526	649	22	growing	grow	VERB
futech-526	649	23	importance	importance	NOUN
futech-526	649	24	across	across	ADP
futech-526	649	25	disciplines	discipline	NOUN
futech-526	649	26	.	.	PUNCT
futech-526	650	1	research	research	NOUN
futech-526	650	2	that	that	PRON
futech-526	650	3	is	be	AUX
futech-526	650	4	based	base	VERB
futech-526	650	5	on	on	ADP
futech-526	650	6	glycemic	glycemic	ADJ
futech-526	650	7	index	index	NOUN
futech-526	650	8	-	-	PUNCT
futech-526	650	9	related	relate	VERB
futech-526	650	10	studies	study	NOUN
futech-526	650	11	also	also	ADV
futech-526	650	12	benefited	benefit	VERB
futech-526	650	13	from	from	ADP
futech-526	650	14	this	this	DET
futech-526	650	15	technology	technology	NOUN
futech-526	650	16	and	and	CCONJ
futech-526	650	17	has	have	AUX
futech-526	650	18	opened	open	VERB
futech-526	650	19	many	many	ADJ
futech-526	650	20	research	research	NOUN
futech-526	650	21	avenues	avenue	NOUN
futech-526	650	22	as	as	ADV
futech-526	650	23	well	well	ADV
futech-526	650	24	.	.	PUNCT
futech-526	651	1	one	one	NUM
futech-526	651	2	of	of	ADP
futech-526	651	3	the	the	DET
futech-526	651	4	first	first	ADJ
futech-526	651	5	studies	study	NOUN
futech-526	651	6	in	in	ADP
futech-526	651	7	2019	2019	NUM
futech-526	651	8	related	relate	VERB
futech-526	651	9	to	to	ADP
futech-526	651	10	nlp	nlp	NOUN
futech-526	651	11	explores	explore	NOUN
futech-526	651	12	the	the	DET
futech-526	651	13	estimation	estimation	NOUN
futech-526	651	14	of	of	ADP
futech-526	651	15	the	the	DET
futech-526	651	16	glycemic	glycemic	ADJ
futech-526	651	17	impact	impact	NOUN
futech-526	651	18	of	of	ADP
futech-526	651	19	cooking	cooking	NOUN
futech-526	651	20	recipes	recipe	NOUN
futech-526	651	21	using	use	VERB
futech-526	651	22	a	a	DET
futech-526	651	23	data‐driven	data‐driven	ADJ
futech-526	651	24	approach	approach	NOUN
futech-526	651	25	,	,	PUNCT
futech-526	651	26	combining	combine	VERB
futech-526	651	27	online	online	ADJ
futech-526	651	28	crowd‐sourcing	crowd‐sourcing	NOUN
futech-526	651	29	and	and	CCONJ
futech-526	651	30	machine	machine	NOUN
futech-526	651	31	learning	learn	VERB
futech-526	651	32	[	[	X
futech-526	651	33	72	72	NUM
futech-526	651	34	]	]	PUNCT
futech-526	651	35	.	.	PUNCT
futech-526	652	1	the	the	DET
futech-526	652	2	goal	goal	NOUN
futech-526	652	3	was	be	AUX
futech-526	652	4	to	to	PART
futech-526	652	5	classify	classify	VERB
futech-526	652	6	recipes	recipe	NOUN
futech-526	652	7	as	as	ADP
futech-526	652	8	nh	nh	PROPN
futech-526	652	9	.	.	PROPN
futech-526	652	10	wanigasingha	wanigasingha	NOUN
futech-526	653	1	et	et	PROPN
futech-526	653	2	al	al	PROPN
futech-526	653	3	.	.	PROPN
futech-526	653	4	/future	/future	PUNCT
futech-526	653	5	technology	technology	PROPN
futech-526	653	6	february	february	PROPN
futech-526	653	7	2026|	2026|	NUM
futech-526	653	8	volume	volume	NOUN
futech-526	653	9	05	05	NUM
futech-526	654	1	|	|	ADV
futech-526	654	2	issue	issue	NOUN
futech-526	654	3	01	01	NUM
futech-526	655	1	|	|	NOUN
futech-526	655	2	pages	page	VERB
futech-526	655	3	93	93	NUM
futech-526	655	4	-	-	SYM
futech-526	655	5	126	126	NUM
futech-526	655	6	107	107	NUM
futech-526	655	7	healthy	healthy	ADJ
futech-526	655	8	or	or	CCONJ
futech-526	655	9	unhealthy	unhealthy	ADJ
futech-526	655	10	for	for	ADP
futech-526	655	11	diabetics	diabetic	NOUN
futech-526	655	12	based	base	VERB
futech-526	655	13	on	on	ADP
futech-526	655	14	their	their	PRON
futech-526	655	15	glycemic	glycemic	ADJ
futech-526	655	16	impact	impact	NOUN
futech-526	655	17	.	.	PUNCT
futech-526	656	1	they	they	PRON
futech-526	656	2	used	use	VERB
futech-526	656	3	amazon	amazon	PROPN
futech-526	656	4	mechanical	mechanical	ADJ
futech-526	656	5	turk	turk	PROPN
futech-526	656	6	(	(	PUNCT
futech-526	656	7	amt	amt	PROPN
futech-526	656	8	)	)	PUNCT
futech-526	656	9	workers	worker	NOUN
futech-526	656	10	to	to	PART
futech-526	656	11	crowdsource	crowdsource	VERB
futech-526	656	12	glycemic	glycemic	ADJ
futech-526	656	13	impact	impact	NOUN
futech-526	656	14	labels	label	NOUN
futech-526	656	15	for	for	ADP
futech-526	656	16	recipes	recipe	NOUN
futech-526	656	17	and	and	CCONJ
futech-526	656	18	used	use	VERB
futech-526	656	19	machine	machine	NOUN
futech-526	656	20	learning	learning	NOUN
futech-526	656	21	models	model	NOUN
futech-526	656	22	to	to	PART
futech-526	656	23	predict	predict	VERB
futech-526	656	24	whether	whether	SCONJ
futech-526	656	25	a	a	DET
futech-526	656	26	recipe	recipe	NOUN
futech-526	656	27	was	be	AUX
futech-526	656	28	unhealthy	unhealthy	ADJ
futech-526	656	29	for	for	ADP
futech-526	656	30	diabetics	diabetic	NOUN
futech-526	656	31	(	(	PUNCT
futech-526	656	32	ud	ud	INTJ
futech-526	656	33	)	)	PUNCT
futech-526	656	34	or	or	CCONJ
futech-526	656	35	healthy	healthy	ADJ
futech-526	656	36	(	(	PUNCT
futech-526	656	37	hd	hd	NOUN
futech-526	656	38	)	)	PUNCT
futech-526	656	39	.	.	PUNCT
futech-526	657	1	the	the	DET
futech-526	657	2	study	study	NOUN
futech-526	657	3	used	use	VERB
futech-526	657	4	a	a	DET
futech-526	657	5	data	datum	NOUN
futech-526	657	6	set	set	VERB
futech-526	657	7	of	of	ADP
futech-526	657	8	55,102	55,102	NUM
futech-526	657	9	all	all	DET
futech-526	657	10	-	-	PUNCT
futech-526	657	11	recipes	recipe	NOUN
futech-526	657	12	recipes	recipe	NOUN
futech-526	657	13	,	,	PUNCT
futech-526	657	14	narrowing	narrow	VERB
futech-526	657	15	it	it	PRON
futech-526	657	16	down	down	ADP
futech-526	657	17	to	to	ADP
futech-526	657	18	990	990	NUM
futech-526	657	19	recipes	recipe	NOUN
futech-526	657	20	(	(	PUNCT
futech-526	657	21	recipe990	recipe990	PROPN
futech-526	657	22	)	)	PUNCT
futech-526	657	23	for	for	ADP
futech-526	657	24	a	a	DET
futech-526	657	25	detailed	detailed	ADJ
futech-526	657	26	analysis	analysis	NOUN
futech-526	657	27	based	base	VERB
futech-526	657	28	on	on	ADP
futech-526	657	29	the	the	DET
futech-526	657	30	range	range	NOUN
futech-526	657	31	of	of	ADP
futech-526	657	32	glycemic	glycemic	ADJ
futech-526	657	33	impact	impact	NOUN
futech-526	657	34	and	and	CCONJ
futech-526	657	35	the	the	DET
futech-526	657	36	difficulty	difficulty	NOUN
futech-526	657	37	of	of	ADP
futech-526	657	38	classification	classification	NOUN
futech-526	657	39	.	.	PUNCT
futech-526	658	1	amt	amt	PROPN
futech-526	658	2	was	be	AUX
futech-526	658	3	used	use	VERB
futech-526	658	4	to	to	PART
futech-526	658	5	gather	gather	VERB
futech-526	658	6	human	human	ADJ
futech-526	658	7	judgments	judgment	NOUN
futech-526	658	8	on	on	ADP
futech-526	658	9	the	the	DET
futech-526	658	10	glycemic	glycemic	ADJ
futech-526	658	11	impact	impact	NOUN
futech-526	658	12	of	of	ADP
futech-526	658	13	these	these	DET
futech-526	658	14	recipes	recipe	NOUN
futech-526	658	15	.	.	PUNCT
futech-526	659	1	due	due	ADP
futech-526	659	2	to	to	ADP
futech-526	659	3	the	the	DET
futech-526	659	4	impracticality	impracticality	NOUN
futech-526	659	5	of	of	ADP
futech-526	659	6	using	use	VERB
futech-526	659	7	the	the	DET
futech-526	659	8	glycemic	glycemic	ADJ
futech-526	659	9	index	index	NOUN
futech-526	659	10	for	for	ADP
futech-526	659	11	large	large	ADJ
futech-526	659	12	datasets	dataset	NOUN
futech-526	659	13	,	,	PUNCT
futech-526	659	14	the	the	DET
futech-526	659	15	researchers	researcher	NOUN
futech-526	659	16	relied	rely	VERB
futech-526	659	17	on	on	ADP
futech-526	659	18	the	the	DET
futech-526	659	19	sugar‐to‐fiber	sugar‐to‐fiber	PROPN
futech-526	659	20	ratio	ratio	NOUN
futech-526	659	21	(	(	PUNCT
futech-526	659	22	s	s	PROPN
futech-526	659	23	/	/	SYM
futech-526	659	24	f	f	NOUN
futech-526	659	25	)	)	PUNCT
futech-526	659	26	as	as	ADP
futech-526	659	27	a	a	DET
futech-526	659	28	proxy	proxy	NOUN
futech-526	659	29	for	for	ADP
futech-526	659	30	the	the	DET
futech-526	659	31	glycemic	glycemic	ADJ
futech-526	659	32	impact	impact	NOUN
futech-526	659	33	.	.	PUNCT
futech-526	660	1	to	to	PART
futech-526	660	2	process	process	VERB
futech-526	660	3	textual	textual	ADJ
futech-526	660	4	data	datum	NOUN
futech-526	660	5	,	,	PUNCT
futech-526	660	6	nlp	nlp	NOUN
futech-526	660	7	techniques	technique	NOUN
futech-526	660	8	such	such	ADJ
futech-526	660	9	as	as	ADP
futech-526	660	10	bag‐	bag‐	NOUN
futech-526	660	11	of‐words	of‐word	NOUN
futech-526	660	12	,	,	PUNCT
futech-526	660	13	word	word	NOUN
futech-526	660	14	embeddings	embedding	NOUN
futech-526	660	15	(	(	PUNCT
futech-526	660	16	word2vec	word2vec	X
futech-526	660	17	,	,	PUNCT
futech-526	660	18	glove	glove	NOUN
futech-526	660	19	,	,	PUNCT
futech-526	660	20	fasttext	fasttext	PROPN
futech-526	660	21	)	)	PUNCT
futech-526	660	22	,	,	PUNCT
futech-526	660	23	sentence	sentence	NOUN
futech-526	660	24	embeddings	embedding	NOUN
futech-526	660	25	(	(	PUNCT
futech-526	660	26	skip‐thought	skip‐thought	ADJ
futech-526	660	27	vectors	vector	NOUN
futech-526	660	28	)	)	PUNCT
futech-526	660	29	,	,	PUNCT
futech-526	660	30	and	and	CCONJ
futech-526	660	31	paragraph	paragraph	NOUN
futech-526	660	32	embeddings	embedding	NOUN
futech-526	660	33	(	(	PUNCT
futech-526	660	34	doc2vec	doc2vec	NOUN
futech-526	660	35	)	)	PUNCT
futech-526	660	36	were	be	AUX
futech-526	660	37	used	use	VERB
futech-526	660	38	.	.	PUNCT
futech-526	661	1	the	the	DET
futech-526	661	2	best	good	ADJ
futech-526	661	3	performance	performance	NOUN
futech-526	661	4	among	among	ADP
futech-526	661	5	models	model	NOUN
futech-526	661	6	using	use	VERB
futech-526	661	7	only	only	ADV
futech-526	661	8	textual	textual	ADJ
futech-526	661	9	features	feature	NOUN
futech-526	661	10	came	come	VERB
futech-526	661	11	from	from	ADP
futech-526	661	12	the	the	DET
futech-526	661	13	nb‐	nb‐	NOUN
futech-526	661	14	bow	bow	NOUN
futech-526	661	15	+	+	CCONJ
futech-526	661	16	logistic	logistic	ADJ
futech-526	661	17	regression	regression	NOUN
futech-526	661	18	model	model	NOUN
futech-526	661	19	with	with	ADP
futech-526	661	20	an	an	DET
futech-526	661	21	f1	f1	ADJ
futech-526	661	22	score	score	NOUN
futech-526	661	23	of	of	ADP
futech-526	661	24	0.817	0.817	NUM
futech-526	661	25	.	.	PUNCT
futech-526	662	1	when	when	SCONJ
futech-526	662	2	nutritional	nutritional	ADJ
futech-526	662	3	features	feature	NOUN
futech-526	662	4	were	be	AUX
futech-526	662	5	added	add	VERB
futech-526	662	6	,	,	PUNCT
futech-526	662	7	the	the	DET
futech-526	662	8	glove	glove	NOUN
futech-526	662	9	+	+	CCONJ
futech-526	662	10	lightgbm	lightgbm	ADJ
futech-526	662	11	model	model	NOUN
futech-526	662	12	achieved	achieve	VERB
futech-526	662	13	the	the	DET
futech-526	662	14	highest	high	ADJ
futech-526	662	15	overall	overall	ADJ
futech-526	662	16	f1	f1	NOUN
futech-526	662	17	score	score	NOUN
futech-526	662	18	of	of	ADP
futech-526	662	19	0.854	0.854	NUM
futech-526	662	20	,	,	PUNCT
futech-526	662	21	highlighting	highlight	VERB
futech-526	662	22	that	that	SCONJ
futech-526	662	23	the	the	DET
futech-526	662	24	combination	combination	NOUN
futech-526	662	25	of	of	ADP
futech-526	662	26	textual	textual	ADJ
futech-526	662	27	and	and	CCONJ
futech-526	662	28	nutritional	nutritional	ADJ
futech-526	662	29	data	datum	NOUN
futech-526	662	30	improves	improve	VERB
futech-526	662	31	the	the	DET
futech-526	662	32	precision	precision	NOUN
futech-526	662	33	of	of	ADP
futech-526	662	34	estimating	estimate	VERB
futech-526	662	35	the	the	DET
futech-526	662	36	impact	impact	NOUN
futech-526	662	37	of	of	ADP
futech-526	662	38	glycemics	glycemic	NOUN
futech-526	662	39	for	for	ADP
futech-526	662	40	diabetics	diabetic	NOUN
futech-526	662	41	.	.	PUNCT
futech-526	663	1	in	in	ADP
futech-526	663	2	addition	addition	NOUN
futech-526	663	3	to	to	ADP
futech-526	663	4	the	the	DET
futech-526	663	5	primary	primary	ADJ
futech-526	663	6	focus	focus	NOUN
futech-526	663	7	above	above	ADV
futech-526	663	8	on	on	ADP
futech-526	663	9	dietary	dietary	ADJ
futech-526	663	10	management	management	NOUN
futech-526	663	11	technologies	technology	NOUN
futech-526	663	12	,	,	PUNCT
futech-526	663	13	one	one	NUM
futech-526	663	14	review	review	NOUN
futech-526	663	15	article	article	NOUN
futech-526	663	16	systematically	systematically	ADV
futech-526	663	17	evaluates	evaluate	VERB
futech-526	663	18	mobile‐based	mobile‐base	VERB
futech-526	663	19	food	food	NOUN
futech-526	663	20	image	image	NOUN
futech-526	663	21	recognition	recognition	NOUN
futech-526	663	22	systems	system	NOUN
futech-526	663	23	aimed	aim	VERB
futech-526	663	24	at	at	ADP
futech-526	663	25	dietary	dietary	ADJ
futech-526	663	26	management	management	NOUN
futech-526	663	27	for	for	ADP
futech-526	663	28	diabetics	diabetic	NOUN
futech-526	663	29	[	[	X
futech-526	663	30	95	95	NUM
futech-526	663	31	]	]	PUNCT
futech-526	663	32	.	.	PUNCT
futech-526	664	1	relevant	relevant	ADJ
futech-526	664	2	articles	article	NOUN
futech-526	664	3	published	publish	VERB
futech-526	664	4	over	over	ADP
futech-526	664	5	the	the	DET
futech-526	664	6	last	last	ADJ
futech-526	664	7	two	two	NUM
futech-526	664	8	decades	decade	NOUN
futech-526	664	9	are	be	AUX
futech-526	664	10	evaluated	evaluate	VERB
futech-526	664	11	.	.	PUNCT
futech-526	665	1	the	the	DET
futech-526	665	2	paper	paper	NOUN
futech-526	665	3	discusses	discuss	VERB
futech-526	665	4	the	the	DET
futech-526	665	5	importance	importance	NOUN
futech-526	665	6	of	of	ADP
futech-526	665	7	integrating	integrate	VERB
futech-526	665	8	the	the	DET
futech-526	665	9	glycemic	glycemic	ADJ
futech-526	665	10	index	index	NOUN
futech-526	665	11	and	and	CCONJ
futech-526	665	12	gl	gl	VERB
futech-526	665	13	into	into	ADP
futech-526	665	14	food	food	NOUN
futech-526	665	15	classification	classification	NOUN
futech-526	665	16	systems	system	NOUN
futech-526	665	17	,	,	PUNCT
futech-526	665	18	which	which	PRON
futech-526	665	19	is	be	AUX
futech-526	665	20	crucial	crucial	ADJ
futech-526	665	21	to	to	ADP
futech-526	665	22	predicting	predict	VERB
futech-526	665	23	the	the	DET
futech-526	665	24	impact	impact	NOUN
futech-526	665	25	of	of	ADP
futech-526	665	26	food	food	NOUN
futech-526	665	27	on	on	ADP
futech-526	665	28	blood	blood	NOUN
futech-526	665	29	glucose	glucose	NOUN
futech-526	665	30	levels	level	NOUN
futech-526	665	31	.	.	PUNCT
futech-526	666	1	it	it	PRON
futech-526	666	2	emphasizes	emphasize	VERB
futech-526	666	3	that	that	SCONJ
futech-526	666	4	diabetic	diabetic	ADJ
futech-526	666	5	patients	patient	NOUN
futech-526	666	6	can	can	AUX
futech-526	666	7	benefit	benefit	VERB
futech-526	666	8	from	from	ADP
futech-526	666	9	technologies	technology	NOUN
futech-526	666	10	that	that	PRON
futech-526	666	11	predict	predict	VERB
futech-526	666	12	gi	gi	INTJ
futech-526	666	13	and	and	CCONJ
futech-526	666	14	gl	gl	INTJ
futech-526	666	15	.	.	PUNCT
futech-526	667	1	although	although	SCONJ
futech-526	667	2	the	the	DET
futech-526	667	3	review	review	NOUN
futech-526	667	4	discusses	discuss	VERB
futech-526	667	5	the	the	DET
futech-526	667	6	potential	potential	ADJ
futech-526	667	7	use	use	NOUN
futech-526	667	8	of	of	ADP
futech-526	667	9	gi	gi	NOUN
futech-526	667	10	in	in	ADP
futech-526	667	11	future	future	ADJ
futech-526	667	12	applications	application	NOUN
futech-526	667	13	,	,	PUNCT
futech-526	667	14	it	it	PRON
futech-526	667	15	primarily	primarily	ADV
futech-526	667	16	reviews	review	VERB
futech-526	667	17	current	current	ADJ
futech-526	667	18	methods	method	NOUN
futech-526	667	19	that	that	PRON
futech-526	667	20	focus	focus	VERB
futech-526	667	21	on	on	ADP
futech-526	667	22	food	food	NOUN
futech-526	667	23	recognition	recognition	NOUN
futech-526	667	24	and	and	CCONJ
futech-526	667	25	volume	volume	NOUN
futech-526	667	26	estimation	estimation	NOUN
futech-526	667	27	,	,	PUNCT
futech-526	667	28	without	without	ADP
futech-526	667	29	directly	directly	ADV
futech-526	667	30	using	use	VERB
futech-526	667	31	gi	gi	PART
futech-526	667	32	data	datum	NOUN
futech-526	667	33	in	in	ADP
futech-526	667	34	the	the	DET
futech-526	667	35	reviewed	review	VERB
futech-526	667	36	systems	system	NOUN
futech-526	667	37	.	.	PUNCT
futech-526	668	1	the	the	DET
futech-526	668	2	paper	paper	NOUN
futech-526	668	3	assesses	assess	VERB
futech-526	668	4	various	various	ADJ
futech-526	668	5	methodologies	methodology	NOUN
futech-526	668	6	for	for	ADP
futech-526	668	7	classifying	classify	VERB
futech-526	668	8	food	food	NOUN
futech-526	668	9	,	,	PUNCT
futech-526	668	10	estimating	estimate	VERB
futech-526	668	11	portion	portion	NOUN
futech-526	668	12	sizes	size	NOUN
futech-526	668	13	,	,	PUNCT
futech-526	668	14	and	and	CCONJ
futech-526	668	15	calculating	calculate	VERB
futech-526	668	16	nutritional	nutritional	ADJ
futech-526	668	17	content	content	NOUN
futech-526	668	18	using	use	VERB
futech-526	668	19	smartphone	smartphone	NOUN
futech-526	668	20	cameras	camera	NOUN
futech-526	668	21	and	and	CCONJ
futech-526	668	22	advanced	advanced	ADJ
futech-526	668	23	nlp	nlp	NOUN
futech-526	668	24	techniques	technique	NOUN
futech-526	668	25	.	.	PUNCT
futech-526	669	1	these	these	DET
futech-526	669	2	papers	paper	NOUN
futech-526	669	3	mainly	mainly	ADV
futech-526	669	4	follow	follow	VERB
futech-526	669	5	some	some	PRON
futech-526	669	6	of	of	ADP
futech-526	669	7	the	the	DET
futech-526	669	8	nlp	nlp	NOUN
futech-526	669	9	techniques	technique	NOUN
futech-526	669	10	and	and	CCONJ
futech-526	669	11	concepts	concept	NOUN
futech-526	669	12	with	with	ADP
futech-526	669	13	the	the	DET
futech-526	669	14	goal	goal	NOUN
futech-526	669	15	of	of	ADP
futech-526	669	16	improving	improve	VERB
futech-526	669	17	food	food	NOUN
futech-526	669	18	classification	classification	NOUN
futech-526	669	19	and	and	CCONJ
futech-526	669	20	nutritional	nutritional	ADJ
futech-526	669	21	estimation	estimation	NOUN
futech-526	669	22	.	.	PUNCT
futech-526	670	1	•	•	NUM
futech-526	670	2	textual	textual	ADJ
futech-526	670	3	analysis	analysis	NOUN
futech-526	670	4	:	:	PUNCT
futech-526	670	5	evaluating	evaluate	VERB
futech-526	670	6	the	the	DET
futech-526	670	7	nutritional	nutritional	ADJ
futech-526	670	8	information	information	NOUN
futech-526	670	9	associated	associate	VERB
futech-526	670	10	with	with	ADP
futech-526	670	11	food	food	NOUN
futech-526	670	12	items	item	NOUN
futech-526	670	13	through	through	ADP
futech-526	670	14	text	text	NOUN
futech-526	670	15	data	datum	NOUN
futech-526	670	16	from	from	ADP
futech-526	670	17	various	various	ADJ
futech-526	670	18	sources	source	NOUN
futech-526	670	19	,	,	PUNCT
futech-526	670	20	such	such	ADJ
futech-526	670	21	as	as	ADP
futech-526	670	22	recipes	recipe	NOUN
futech-526	670	23	and	and	CCONJ
futech-526	670	24	nutritional	nutritional	ADJ
futech-526	670	25	databases	database	NOUN
futech-526	670	26	.	.	PUNCT
futech-526	671	1	this	this	PRON
futech-526	671	2	involves	involve	VERB
futech-526	671	3	extracting	extract	VERB
futech-526	671	4	relevant	relevant	ADJ
futech-526	671	5	information	information	NOUN
futech-526	671	6	about	about	ADP
futech-526	671	7	macronutrients	macronutrient	NOUN
futech-526	671	8	,	,	PUNCT
futech-526	671	9	ingredients	ingredient	NOUN
futech-526	671	10	,	,	PUNCT
futech-526	671	11	and	and	CCONJ
futech-526	671	12	portion	portion	NOUN
futech-526	671	13	sizes	size	NOUN
futech-526	671	14	from	from	ADP
futech-526	671	15	written	write	VERB
futech-526	671	16	content	content	NOUN
futech-526	671	17	.	.	PUNCT
futech-526	672	1	•	•	NUM
futech-526	672	2	ingredient	ingredient	NOUN
futech-526	672	3	recognition	recognition	NOUN
futech-526	672	4	:	:	PUNCT
futech-526	672	5	using	use	VERB
futech-526	672	6	nlp	nlp	NOUN
futech-526	672	7	techniques	technique	NOUN
futech-526	672	8	to	to	PART
futech-526	672	9	parse	parse	VERB
futech-526	672	10	and	and	CCONJ
futech-526	672	11	recognize	recognize	VERB
futech-526	672	12	food	food	NOUN
futech-526	672	13	ingredients	ingredient	NOUN
futech-526	672	14	from	from	ADP
futech-526	672	15	text	text	NOUN
futech-526	672	16	descriptions	description	NOUN
futech-526	672	17	,	,	PUNCT
futech-526	672	18	which	which	PRON
futech-526	672	19	could	could	AUX
futech-526	672	20	complement	complement	VERB
futech-526	672	21	image	image	NOUN
futech-526	672	22	classification	classification	NOUN
futech-526	672	23	by	by	ADP
futech-526	672	24	providing	provide	VERB
futech-526	672	25	additional	additional	ADJ
futech-526	672	26	context	context	NOUN
futech-526	672	27	regarding	regard	VERB
futech-526	672	28	food	food	NOUN
futech-526	672	29	items	item	NOUN
futech-526	672	30	that	that	PRON
futech-526	672	31	may	may	AUX
futech-526	672	32	not	not	PART
futech-526	672	33	be	be	AUX
futech-526	672	34	visually	visually	ADV
futech-526	672	35	distinguishable	distinguishable	ADJ
futech-526	672	36	.	.	PUNCT
futech-526	673	1	•	•	NOUN
futech-526	673	2	recipe	recipe	NOUN
futech-526	673	3	parsing	parsing	NOUN
futech-526	673	4	:	:	PUNCT
futech-526	673	5	developing	develop	VERB
futech-526	673	6	methods	method	NOUN
futech-526	673	7	to	to	PART
futech-526	673	8	extract	extract	VERB
futech-526	673	9	nutritional	nutritional	ADJ
futech-526	673	10	data	datum	NOUN
futech-526	673	11	and	and	CCONJ
futech-526	673	12	estimates	estimate	NOUN
futech-526	673	13	from	from	ADP
futech-526	673	14	ingredient	ingredient	NOUN
futech-526	673	15	lists	list	NOUN
futech-526	673	16	found	find	VERB
futech-526	673	17	in	in	ADP
futech-526	673	18	recipes	recipe	NOUN
futech-526	673	19	.	.	PUNCT
futech-526	674	1	this	this	PRON
futech-526	674	2	includes	include	VERB
futech-526	674	3	recognizing	recognize	VERB
futech-526	674	4	quantities	quantity	NOUN
futech-526	674	5	and	and	CCONJ
futech-526	674	6	types	type	NOUN
futech-526	674	7	of	of	ADP
futech-526	674	8	ingredients	ingredient	NOUN
futech-526	674	9	to	to	PART
futech-526	674	10	calculate	calculate	VERB
futech-526	674	11	potential	potential	ADJ
futech-526	674	12	carbohydrate	carbohydrate	NOUN
futech-526	674	13	content	content	NOUN
futech-526	674	14	,	,	PUNCT
futech-526	674	15	which	which	PRON
futech-526	674	16	is	be	AUX
futech-526	674	17	crucial	crucial	ADJ
futech-526	674	18	for	for	ADP
futech-526	674	19	diabetic	diabetic	ADJ
futech-526	674	20	diet	diet	NOUN
futech-526	674	21	management	management	NOUN
futech-526	674	22	.	.	PUNCT
futech-526	675	1	•	•	NUM
futech-526	675	2	machine	machine	NOUN
futech-526	675	3	learning	learn	VERB
futech-526	675	4	for	for	ADP
futech-526	675	5	text	text	NOUN
futech-526	675	6	classification	classification	NOUN
futech-526	675	7	:	:	PUNCT
futech-526	675	8	employing	employ	VERB
futech-526	675	9	text	text	NOUN
futech-526	675	10	classification	classification	NOUN
futech-526	675	11	algorithms	algorithm	NOUN
futech-526	675	12	(	(	PUNCT
futech-526	675	13	e.g.	e.g.	ADV
futech-526	675	14	,	,	PUNCT
futech-526	675	15	logistic	logistic	ADJ
futech-526	675	16	regression	regression	NOUN
futech-526	675	17	,	,	PUNCT
futech-526	675	18	svm	svm	PROPN
futech-526	675	19	)	)	PUNCT
futech-526	675	20	to	to	PART
futech-526	675	21	categorize	categorize	VERB
futech-526	675	22	recipes	recipe	NOUN
futech-526	675	23	or	or	CCONJ
futech-526	675	24	food	food	NOUN
futech-526	675	25	items	item	NOUN
futech-526	675	26	based	base	VERB
futech-526	675	27	on	on	ADP
futech-526	675	28	their	their	PRON
futech-526	675	29	healthiness	healthiness	NOUN
futech-526	675	30	scores	score	NOUN
futech-526	675	31	or	or	CCONJ
futech-526	675	32	glycemic	glycemic	ADJ
futech-526	675	33	impact	impact	NOUN
futech-526	675	34	,	,	PUNCT
futech-526	675	35	derived	derive	VERB
futech-526	675	36	from	from	ADP
futech-526	675	37	textual	textual	ADJ
futech-526	675	38	data	datum	NOUN
futech-526	675	39	•	•	PRON
futech-526	675	40	textual	textual	ADJ
futech-526	675	41	data	datum	NOUN
futech-526	675	42	extraction	extraction	NOUN
futech-526	675	43	:	:	PUNCT
futech-526	675	44	nlp	nlp	ADJ
futech-526	675	45	techniques	technique	NOUN
futech-526	675	46	were	be	AUX
futech-526	675	47	utilized	utilize	VERB
futech-526	675	48	to	to	PART
futech-526	675	49	extract	extract	VERB
futech-526	675	50	and	and	CCONJ
futech-526	675	51	process	process	VERB
futech-526	675	52	textual	textual	ADJ
futech-526	675	53	information	information	NOUN
futech-526	675	54	from	from	ADP
futech-526	675	55	food	food	NOUN
futech-526	675	56	labels	label	NOUN
futech-526	675	57	,	,	PUNCT
futech-526	675	58	menus	menu	NOUN
futech-526	675	59	,	,	PUNCT
futech-526	675	60	or	or	CCONJ
futech-526	675	61	recipes	recipe	NOUN
futech-526	675	62	associated	associate	VERB
futech-526	675	63	with	with	ADP
futech-526	675	64	food	food	NOUN
futech-526	675	65	images	image	NOUN
futech-526	675	66	,	,	PUNCT
futech-526	675	67	enabling	enable	VERB
futech-526	675	68	a	a	DET
futech-526	675	69	more	more	ADV
futech-526	675	70	comprehensive	comprehensive	ADJ
futech-526	675	71	analysis	analysis	NOUN
futech-526	675	72	of	of	ADP
futech-526	675	73	nutritional	nutritional	ADJ
futech-526	675	74	content	content	NOUN
futech-526	675	75	.	.	PUNCT
futech-526	676	1	nlp	nlp	NOUN
futech-526	676	2	techniques	technique	NOUN
futech-526	676	3	have	have	AUX
futech-526	676	4	been	be	AUX
futech-526	676	5	used	use	VERB
futech-526	676	6	to	to	PART
futech-526	676	7	analyze	analyze	VERB
futech-526	676	8	text	text	NOUN
futech-526	676	9	-	-	PUNCT
futech-526	676	10	related	relate	VERB
futech-526	676	11	data	datum	NOUN
futech-526	676	12	such	such	ADJ
futech-526	676	13	as	as	ADP
futech-526	676	14	recipes	recipe	NOUN
futech-526	676	15	,	,	PUNCT
futech-526	676	16	nutritional	nutritional	ADJ
futech-526	676	17	descriptions	description	NOUN
futech-526	676	18	,	,	PUNCT
futech-526	676	19	and	and	CCONJ
futech-526	676	20	ingredient	ingredient	NOUN
futech-526	676	21	lists	list	NOUN
futech-526	676	22	to	to	PART
futech-526	676	23	extract	extract	VERB
futech-526	676	24	features	feature	NOUN
futech-526	676	25	that	that	PRON
futech-526	676	26	require	require	VERB
futech-526	676	27	further	further	ADJ
futech-526	676	28	processing	processing	NOUN
futech-526	676	29	to	to	PART
futech-526	676	30	reveal	reveal	VERB
futech-526	676	31	insights	insight	NOUN
futech-526	676	32	such	such	ADJ
futech-526	676	33	as	as	ADP
futech-526	676	34	carbohydrate	carbohydrate	NOUN
futech-526	676	35	content	content	NOUN
futech-526	676	36	,	,	PUNCT
futech-526	676	37	sugar	sugar	NOUN
futech-526	676	38	-	-	PUNCT
futech-526	676	39	to	to	ADP
futech-526	676	40	-	-	PUNCT
futech-526	676	41	fiber	fiber	NOUN
futech-526	676	42	ratios	ratio	NOUN
futech-526	676	43	,	,	PUNCT
futech-526	676	44	and	and	CCONJ
futech-526	676	45	overall	overall	ADJ
futech-526	676	46	dietary	dietary	ADJ
futech-526	676	47	healthiness	healthiness	NOUN
futech-526	676	48	.	.	PUNCT
futech-526	677	1	these	these	DET
futech-526	677	2	results	result	NOUN
futech-526	677	3	can	can	AUX
futech-526	677	4	be	be	AUX
futech-526	677	5	combined	combine	VERB
futech-526	677	6	with	with	ADP
futech-526	677	7	visual	visual	ADJ
futech-526	677	8	features	feature	NOUN
futech-526	677	9	for	for	ADP
futech-526	677	10	more	more	ADV
futech-526	677	11	accurate	accurate	ADJ
futech-526	677	12	glycemic	glycemic	ADJ
futech-526	677	13	impact	impact	NOUN
futech-526	677	14	prediction	prediction	NOUN
futech-526	677	15	.	.	PUNCT
futech-526	678	1	beyond	beyond	ADP
futech-526	678	2	classification	classification	NOUN
futech-526	678	3	,	,	PUNCT
futech-526	678	4	nlp	nlp	NOUN
futech-526	678	5	also	also	ADV
futech-526	678	6	supports	support	VERB
futech-526	678	7	ingredient	ingredient	NOUN
futech-526	678	8	recognition	recognition	NOUN
futech-526	678	9	,	,	PUNCT
futech-526	678	10	recipe	recipe	NOUN
futech-526	678	11	parsing	parsing	NOUN
futech-526	678	12	,	,	PUNCT
futech-526	678	13	and	and	CCONJ
futech-526	678	14	textual	textual	ADJ
futech-526	678	15	data	datum	NOUN
futech-526	678	16	extraction	extraction	NOUN
futech-526	678	17	from	from	ADP
futech-526	678	18	diverse	diverse	ADJ
futech-526	678	19	sources	source	NOUN
futech-526	678	20	,	,	PUNCT
futech-526	678	21	enabling	enable	VERB
futech-526	678	22	automated	automate	VERB
futech-526	678	23	and	and	CCONJ
futech-526	678	24	scalable	scalable	ADJ
futech-526	678	25	dietary	dietary	ADJ
futech-526	678	26	assessment	assessment	NOUN
futech-526	678	27	.	.	PUNCT
futech-526	679	1	2024	2024	NUM
futech-526	679	2	‐	‐	NOUN
futech-526	679	3	2015	2015	NUM
futech-526	679	4	[	[	X
futech-526	679	5	11],[17],[20][21],[22],[27],[29	11],[17],[20][21],[22],[27],[29	X
futech-526	679	6	]	]	X
futech-526	679	7	,	,	PUNCT
futech-526	679	8	[	[	X
futech-526	679	9	30],[31],[32],[33],[38],[39],[63	30],[31],[32],[33],[38],[39],[63	NUM
futech-526	679	10	]	]	PUNCT
futech-526	679	11	,	,	PUNCT
futech-526	679	12	[	[	X
futech-526	679	13	65],[66],[67],[69],[71],,[72],[72	65],[66],[67],[69],[71],,[72],[72	NOUN
futech-526	679	14	]	]	X
futech-526	679	15	,	,	PUNCT
futech-526	680	1	[	[	X
futech-526	680	2	73],[73],[74],[74],[75],[77	73],[73],[74],[74],[75],[77	X
futech-526	680	3	]	]	X
futech-526	680	4	,	,	PUNCT
futech-526	681	1	[	[	X
futech-526	681	2	78],[80],[83],[84],[85],[87],[88	78],[80],[83],[84],[85],[87],[88	NUM
futech-526	681	3	]	]	X
futech-526	681	4	,	,	PUNCT
futech-526	681	5	[	[	X
futech-526	681	6	88],[91],[92],[93],[93],[94],[95	88],[91],[92],[93],[93],[94],[95	NUM
futech-526	681	7	]	]	X
futech-526	681	8	,	,	PUNCT
futech-526	681	9	[	[	X
futech-526	681	10	95],[95],[97],[98],[99],[100	95],[95],[97],[98],[99],[100	X
futech-526	681	11	]	]	X
futech-526	681	12	,	,	PUNCT
futech-526	681	13	[	[	X
futech-526	681	14	101],[102],[111	101],[102],[111	X
futech-526	681	15	]	]	PUNCT
futech-526	681	16	2014	2014	NUM
futech-526	681	17	‐	‐	ADV
futech-526	681	18	2005	2005	NUM
futech-526	682	1	[	[	X
futech-526	682	2	44],[103],[106],[107	44],[103],[106],[107	NUM
futech-526	682	3	]	]	PUNCT
futech-526	682	4	2004	2004	NUM
futech-526	682	5	‐	‐	NOUN
futech-526	682	6	1995	1995	NUM
futech-526	683	1	[	[	X
futech-526	683	2	108	108	NUM
futech-526	683	3	]	]	SYM
futech-526	683	4	1994	1994	NUM
futech-526	683	5	‐	‐	NOUN
futech-526	683	6	1985	1985	NUM
futech-526	683	7	[	[	X
futech-526	683	8	109],[110	109],[110	X
futech-526	683	9	]	]	PUNCT
futech-526	683	10	1984	1984	NUM
futech-526	683	11	‐	‐	ADJ
futech-526	683	12	1980	1980	NUM
futech-526	683	13	figure	figure	NOUN
futech-526	683	14	7	7	NUM
futech-526	683	15	:	:	PUNCT
futech-526	683	16	timeline	timeline	NOUN
futech-526	683	17	of	of	ADP
futech-526	683	18	research	research	NOUN
futech-526	683	19	with	with	ADP
futech-526	683	20	categories	category	NOUN
futech-526	683	21	;	;	PUNCT
futech-526	683	22	background	background	NOUN
futech-526	683	23	colors	color	NOUN
futech-526	683	24	represent	represent	VERB
futech-526	683	25	different	different	ADJ
futech-526	683	26	categories	category	NOUN
futech-526	683	27	of	of	ADP
futech-526	683	28	researches	research	NOUN
futech-526	683	29	:	:	PUNCT
futech-526	683	30	machine	machine	NOUN
futech-526	683	31	learning	learning	NOUN
futech-526	683	32	,	,	PUNCT
futech-526	683	33	deep	deep	ADJ
futech-526	683	34	learning	learning	NOUN
futech-526	683	35	,	,	PUNCT
futech-526	683	36	nlp	nlp	NOUN
futech-526	683	37	,	,	PUNCT
futech-526	683	38	reinforcement	reinforcement	NOUN
futech-526	683	39	learning	learning	NOUN
futech-526	683	40	,	,	PUNCT
futech-526	683	41	image	image	NOUN
futech-526	683	42	processing	processing	NOUN
futech-526	683	43	,	,	PUNCT
futech-526	683	44	statistical	statistical	ADJ
futech-526	683	45	learning	learning	NOUN
futech-526	683	46	,	,	PUNCT
futech-526	683	47	explainable	explainable	ADJ
futech-526	683	48	ai	ai	NOUN
futech-526	683	49	,	,	PUNCT
futech-526	683	50	others	other	NOUN
futech-526	683	51	4.6	4.6	NUM
futech-526	683	52	role	role	NOUN
futech-526	683	53	of	of	ADP
futech-526	683	54	explainable	explainable	ADJ
futech-526	683	55	ai	ai	NOUN
futech-526	683	56	(	(	PUNCT
futech-526	683	57	xai	xai	PROPN
futech-526	683	58	)	)	PUNCT
futech-526	683	59	in	in	ADP
futech-526	683	60	research	research	NOUN
futech-526	683	61	related	relate	VERB
futech-526	683	62	to	to	ADP
futech-526	683	63	the	the	DET
futech-526	683	64	glycemic	glycemic	ADJ
futech-526	683	65	index	index	NOUN
futech-526	683	66	only	only	ADV
futech-526	683	67	a	a	DET
futech-526	683	68	few	few	ADJ
futech-526	683	69	studies	study	NOUN
futech-526	683	70	in	in	ADP
futech-526	683	71	our	our	PRON
futech-526	683	72	repository	repository	NOUN
futech-526	683	73	have	have	AUX
futech-526	683	74	directly	directly	ADV
futech-526	683	75	applied	apply	VERB
futech-526	683	76	explainable	explainable	ADJ
futech-526	683	77	ai	ai	NOUN
futech-526	683	78	(	(	PUNCT
futech-526	683	79	xai	xai	PROPN
futech-526	683	80	)	)	PUNCT
futech-526	683	81	techniques	technique	NOUN
futech-526	683	82	in	in	ADP
futech-526	683	83	their	their	PRON
futech-526	683	84	research	research	NOUN
futech-526	683	85	.	.	PUNCT
futech-526	684	1	the	the	DET
futech-526	684	2	earliest	early	ADJ
futech-526	684	3	example	example	NOUN
futech-526	684	4	identified	identify	VERB
futech-526	684	5	was	be	AUX
futech-526	684	6	published	publish	VERB
futech-526	684	7	in	in	ADP
futech-526	684	8	2023	2023	NUM
futech-526	684	9	[	[	X
futech-526	684	10	112	112	NUM
futech-526	684	11	]	]	PUNCT
futech-526	684	12	.	.	PUNCT
futech-526	685	1	this	this	DET
futech-526	685	2	study	study	NOUN
futech-526	685	3	employed	employ	VERB
futech-526	685	4	shapley	shapley	NOUN
futech-526	685	5	additive	additive	ADJ
futech-526	685	6	explanations	explanation	NOUN
futech-526	685	7	(	(	PUNCT
futech-526	685	8	shap	shap	NOUN
futech-526	685	9	)	)	PUNCT
futech-526	685	10	,	,	PUNCT
futech-526	685	11	a	a	DET
futech-526	685	12	widely	widely	ADV
futech-526	685	13	used	use	VERB
futech-526	685	14	xai	xai	PROPN
futech-526	685	15	method	method	NOUN
futech-526	685	16	,	,	PUNCT
futech-526	685	17	to	to	PART
futech-526	685	18	evaluate	evaluate	VERB
futech-526	685	19	the	the	DET
futech-526	685	20	influence	influence	NOUN
futech-526	685	21	of	of	ADP
futech-526	685	22	various	various	ADJ
futech-526	685	23	meal‐	meal‐	NUM
futech-526	685	24	related	relate	VERB
futech-526	685	25	factors	factor	NOUN
futech-526	685	26	on	on	ADP
futech-526	685	27	predicting	predict	VERB
futech-526	685	28	postprandial	postprandial	ADJ
futech-526	685	29	blood	blood	NOUN
futech-526	685	30	glucose	glucose	NOUN
futech-526	685	31	levels	level	NOUN
futech-526	685	32	at	at	ADP
futech-526	685	33	different	different	ADJ
futech-526	685	34	time	time	NOUN
futech-526	685	35	intervals	interval	NOUN
futech-526	685	36	.	.	PUNCT
futech-526	686	1	shap	shap	PROPN
futech-526	686	2	assigns	assign	VERB
futech-526	686	3	importance	importance	NOUN
futech-526	686	4	values	value	NOUN
futech-526	686	5	to	to	ADP
futech-526	686	6	the	the	DET
futech-526	686	7	features	feature	NOUN
futech-526	686	8	,	,	PUNCT
futech-526	686	9	effectively	effectively	ADV
futech-526	686	10	highlighting	highlight	VERB
futech-526	686	11	their	their	PRON
futech-526	686	12	contributions	contribution	NOUN
futech-526	686	13	to	to	ADP
futech-526	686	14	the	the	DET
futech-526	686	15	predictions	prediction	NOUN
futech-526	686	16	of	of	ADP
futech-526	686	17	the	the	DET
futech-526	686	18	model	model	NOUN
futech-526	686	19	.	.	PUNCT
futech-526	687	1	by	by	ADP
futech-526	687	2	utilizing	utilize	VERB
futech-526	687	3	shap	shap	NOUN
futech-526	687	4	,	,	PUNCT
futech-526	687	5	the	the	DET
futech-526	687	6	researchers	researcher	NOUN
futech-526	687	7	provided	provide	VERB
futech-526	687	8	valuable	valuable	ADJ
futech-526	687	9	insights	insight	NOUN
futech-526	687	10	into	into	ADP
futech-526	687	11	the	the	DET
futech-526	687	12	effects	effect	NOUN
futech-526	687	13	of	of	ADP
futech-526	687	14	specific	specific	ADJ
futech-526	687	15	nutritional	nutritional	ADJ
futech-526	687	16	components	component	NOUN
futech-526	687	17	,	,	PUNCT
futech-526	687	18	such	such	ADJ
futech-526	687	19	as	as	ADP
futech-526	687	20	carbohydrate	carbohydrate	NOUN
futech-526	687	21	intake	intake	NOUN
futech-526	687	22	,	,	PUNCT
futech-526	687	23	protein	protein	NOUN
futech-526	687	24	,	,	PUNCT
futech-526	687	25	lipids	lipid	NOUN
futech-526	687	26	,	,	PUNCT
futech-526	687	27	and	and	CCONJ
futech-526	687	28	glycemic	glycemic	ADJ
futech-526	687	29	index	index	NOUN
futech-526	687	30	,	,	PUNCT
futech-526	687	31	on	on	ADP
futech-526	687	32	blood	blood	NOUN
futech-526	687	33	glucose	glucose	NOUN
futech-526	687	34	levels	level	NOUN
futech-526	687	35	in	in	ADP
futech-526	687	36	individuals	individual	NOUN
futech-526	687	37	with	with	ADP
futech-526	687	38	type	type	NOUN
futech-526	687	39	1	1	NUM
futech-526	687	40	diabetes	diabetes	NOUN
futech-526	687	41	.	.	PUNCT
futech-526	688	1	this	this	DET
futech-526	688	2	approach	approach	NOUN
futech-526	688	3	not	not	PART
futech-526	688	4	only	only	ADV
futech-526	688	5	validated	validate	VERB
futech-526	688	6	clinical	clinical	ADJ
futech-526	688	7	hypotheses	hypothesis	NOUN
futech-526	688	8	but	but	CCONJ
futech-526	688	9	also	also	ADV
futech-526	688	10	enhanced	enhance	VERB
futech-526	688	11	the	the	DET
futech-526	688	12	interpretability	interpretability	NOUN
futech-526	688	13	of	of	ADP
futech-526	688	14	predictive	predictive	ADJ
futech-526	688	15	models	model	NOUN
futech-526	688	16	,	,	PUNCT
futech-526	688	17	fostering	foster	VERB
futech-526	688	18	more	more	ADV
futech-526	688	19	transparent	transparent	ADJ
futech-526	688	20	and	and	CCONJ
futech-526	688	21	informed	informed	ADJ
futech-526	688	22	decision‐making	decision‐making	NOUN
futech-526	688	23	in	in	ADP
futech-526	688	24	diabetes	diabetes	NOUN
futech-526	688	25	management	management	NOUN
futech-526	688	26	.	.	PUNCT
futech-526	689	1	another	another	DET
futech-526	689	2	research	research	NOUN
futech-526	689	3	has	have	AUX
futech-526	689	4	used	use	VERB
futech-526	689	5	shap	shap	PROPN
futech-526	689	6	to	to	PART
futech-526	689	7	enhance	enhance	VERB
futech-526	689	8	the	the	DET
futech-526	689	9	interpretability	interpretability	NOUN
futech-526	689	10	of	of	ADP
futech-526	689	11	its	its	PRON
futech-526	689	12	predictive	predictive	ADJ
futech-526	689	13	models	model	NOUN
futech-526	689	14	[	[	X
futech-526	689	15	53	53	NUM
futech-526	689	16	]	]	PUNCT
futech-526	689	17	.	.	PUNCT
futech-526	690	1	after	after	ADP
futech-526	690	2	developing	develop	VERB
futech-526	690	3	a	a	DET
futech-526	690	4	diabetic	diabetic	ADJ
futech-526	690	5	retinopathy	retinopathy	NOUN
futech-526	690	6	(	(	PUNCT
futech-526	690	7	dr	dr	NOUN
futech-526	690	8	)	)	PUNCT
futech-526	690	9	risk	risk	NOUN
futech-526	690	10	prediction	prediction	NOUN
futech-526	690	11	model	model	NOUN
futech-526	690	12	using	use	VERB
futech-526	690	13	the	the	DET
futech-526	690	14	catboost	catboost	ADJ
futech-526	690	15	algorithm	algorithm	NOUN
futech-526	690	16	,	,	PUNCT
futech-526	690	17	the	the	DET
futech-526	690	18	researchers	researcher	NOUN
futech-526	690	19	applied	apply	VERB
futech-526	690	20	shap	shap	PROPN
futech-526	690	21	to	to	ADP
futech-526	690	22	nh	nh	PROPN
futech-526	690	23	.	.	PROPN
futech-526	690	24	wanigasingha	wanigasingha	VERB
futech-526	690	25	et	et	PROPN
futech-526	690	26	al	al	PROPN
futech-526	690	27	.	.	PROPN
futech-526	690	28	/future	/future	PUNCT
futech-526	690	29	technology	technology	PROPN
futech-526	690	30	february	february	PROPN
futech-526	690	31	2026|	2026|	NUM
futech-526	690	32	volume	volume	NOUN
futech-526	690	33	05	05	NUM
futech-526	691	1	|	|	ADV
futech-526	691	2	issue	issue	NOUN
futech-526	691	3	01	01	NUM
futech-526	692	1	|	|	NOUN
futech-526	692	2	pages	page	VERB
futech-526	692	3	93	93	NUM
futech-526	692	4	-	-	SYM
futech-526	692	5	126	126	NUM
futech-526	692	6	108	108	NUM
futech-526	692	7	interpret	interpret	VERB
futech-526	692	8	the	the	DET
futech-526	692	9	model	model	NOUN
futech-526	692	10	’s	’s	PART
futech-526	692	11	outputs	output	NOUN
futech-526	692	12	.	.	PUNCT
futech-526	693	1	shap	shap	PROPN
futech-526	693	2	values	value	NOUN
futech-526	693	3	helped	help	VERB
futech-526	693	4	in	in	ADP
futech-526	693	5	understanding	understand	VERB
futech-526	693	6	the	the	DET
futech-526	693	7	contribution	contribution	NOUN
futech-526	693	8	of	of	ADP
futech-526	693	9	each	each	DET
futech-526	693	10	feature	feature	NOUN
futech-526	693	11	to	to	ADP
futech-526	693	12	the	the	DET
futech-526	693	13	model	model	NOUN
futech-526	693	14	’s	’s	PART
futech-526	693	15	predictions	prediction	NOUN
futech-526	693	16	,	,	PUNCT
futech-526	693	17	thereby	thereby	ADV
futech-526	693	18	elucidating	elucidate	VERB
futech-526	693	19	the	the	DET
futech-526	693	20	relationship	relationship	NOUN
futech-526	693	21	between	between	ADP
futech-526	693	22	various	various	ADJ
futech-526	693	23	risk	risk	NOUN
futech-526	693	24	factors	factor	NOUN
futech-526	693	25	and	and	CCONJ
futech-526	693	26	the	the	DET
futech-526	693	27	likelihood	likelihood	NOUN
futech-526	693	28	of	of	ADP
futech-526	693	29	developing	develop	VERB
futech-526	693	30	dr	dr	PROPN
futech-526	693	31	.	.	PROPN
futech-526	693	32	shap	shap	PROPN
futech-526	693	33	was	be	AUX
futech-526	693	34	employed	employ	VERB
futech-526	693	35	to	to	PART
futech-526	693	36	rank	rank	VERB
futech-526	693	37	features	feature	NOUN
futech-526	693	38	based	base	VERB
futech-526	693	39	on	on	ADP
futech-526	693	40	their	their	PRON
futech-526	693	41	impact	impact	NOUN
futech-526	693	42	on	on	ADP
futech-526	693	43	the	the	DET
futech-526	693	44	prediction	prediction	NOUN
futech-526	693	45	model	model	NOUN
futech-526	693	46	.	.	PUNCT
futech-526	694	1	this	this	DET
futech-526	694	2	ranking	ranking	NOUN
futech-526	694	3	identified	identify	VERB
futech-526	694	4	which	which	DET
futech-526	694	5	factors	factor	NOUN
futech-526	694	6	were	be	AUX
futech-526	694	7	most	most	ADV
futech-526	694	8	influential	influential	ADJ
futech-526	694	9	in	in	ADP
futech-526	694	10	predicting	predict	VERB
futech-526	694	11	dr	dr	PROPN
futech-526	694	12	risk	risk	NOUN
futech-526	694	13	,	,	PUNCT
futech-526	694	14	providing	provide	VERB
futech-526	694	15	insights	insight	NOUN
futech-526	694	16	into	into	ADP
futech-526	694	17	the	the	DET
futech-526	694	18	relative	relative	ADJ
futech-526	694	19	importance	importance	NOUN
futech-526	694	20	of	of	ADP
futech-526	694	21	different	different	ADJ
futech-526	694	22	clinical	clinical	ADJ
futech-526	694	23	indicators	indicator	NOUN
futech-526	694	24	.	.	PUNCT
futech-526	695	1	also	also	ADV
futech-526	695	2	,	,	PUNCT
futech-526	695	3	the	the	DET
futech-526	695	4	study	study	NOUN
futech-526	695	5	used	use	VERB
futech-526	695	6	shap	shap	PROPN
futech-526	695	7	to	to	PART
futech-526	695	8	analyze	analyze	VERB
futech-526	695	9	the	the	DET
futech-526	695	10	correlations	correlation	NOUN
futech-526	695	11	between	between	ADP
futech-526	695	12	renal	renal	ADJ
futech-526	695	13	function	function	NOUN
futech-526	695	14	indices	index	NOUN
futech-526	695	15	and	and	CCONJ
futech-526	695	16	other	other	ADJ
futech-526	695	17	measures	measure	NOUN
futech-526	695	18	.	.	PUNCT
futech-526	696	1	this	this	DET
futech-526	696	2	analysis	analysis	NOUN
futech-526	696	3	offered	offer	VERB
futech-526	696	4	a	a	DET
futech-526	696	5	deeper	deep	ADJ
futech-526	696	6	understanding	understanding	NOUN
futech-526	696	7	of	of	ADP
futech-526	696	8	how	how	SCONJ
futech-526	696	9	different	different	ADJ
futech-526	696	10	health	health	NOUN
futech-526	696	11	indicators	indicator	NOUN
futech-526	696	12	interact	interact	VERB
futech-526	696	13	and	and	CCONJ
futech-526	696	14	contribute	contribute	VERB
futech-526	696	15	to	to	ADP
futech-526	696	16	the	the	DET
futech-526	696	17	risk	risk	NOUN
futech-526	696	18	of	of	ADP
futech-526	696	19	developing	develop	VERB
futech-526	696	20	dr	dr	PROPN
futech-526	696	21	.	.	PUNCT
futech-526	697	1	the	the	DET
futech-526	697	2	integration	integration	NOUN
futech-526	697	3	of	of	ADP
futech-526	697	4	shap	shap	NOUN
futech-526	697	5	into	into	ADP
futech-526	697	6	the	the	DET
futech-526	697	7	predictive	predictive	ADJ
futech-526	697	8	modeling	modeling	NOUN
futech-526	697	9	process	process	NOUN
futech-526	697	10	revealed	reveal	VERB
futech-526	697	11	several	several	ADJ
futech-526	697	12	key	key	ADJ
futech-526	697	13	risk	risk	NOUN
futech-526	697	14	factors	factor	NOUN
futech-526	697	15	for	for	ADP
futech-526	697	16	diabetic	diabetic	ADJ
futech-526	697	17	retinopathy	retinopathy	NOUN
futech-526	697	18	:	:	PUNCT
futech-526	697	19	•	•	NUM
futech-526	697	20	positive	positive	ADJ
futech-526	697	21	correlations	correlation	NOUN
futech-526	697	22	:	:	PUNCT
futech-526	697	23	factors	factor	NOUN
futech-526	697	24	such	such	ADJ
futech-526	697	25	as	as	ADP
futech-526	697	26	albumin‐to‐	albumin‐to‐	PROPN
futech-526	697	27	creatinine	creatinine	NOUN
futech-526	697	28	ratio	ratio	NOUN
futech-526	697	29	(	(	PUNCT
futech-526	697	30	acr	acr	PROPN
futech-526	697	31	)	)	PUNCT
futech-526	697	32	,	,	PUNCT
futech-526	697	33	glycated	glycate	VERB
futech-526	697	34	hemoglobin	hemoglobin	NOUN
futech-526	697	35	,	,	PUNCT
futech-526	697	36	24‐hour	24‐hour	NUM
futech-526	697	37	urinary	urinary	ADJ
futech-526	697	38	protein	protein	NOUN
futech-526	697	39	,	,	PUNCT
futech-526	697	40	presence	presence	NOUN
futech-526	697	41	of	of	ADP
futech-526	697	42	nephropathy	nephropathy	NOUN
futech-526	697	43	,	,	PUNCT
futech-526	697	44	and	and	CCONJ
futech-526	697	45	serum	serum	NOUN
futech-526	697	46	creatinine	creatinine	NOUN
futech-526	697	47	(	(	PUNCT
futech-526	697	48	scr	scr	NOUN
futech-526	697	49	)	)	PUNCT
futech-526	697	50	were	be	AUX
futech-526	697	51	found	find	VERB
futech-526	697	52	to	to	PART
futech-526	697	53	be	be	AUX
futech-526	697	54	positively	positively	ADV
futech-526	697	55	correlated	correlate	VERB
futech-526	697	56	with	with	ADP
futech-526	697	57	dr	dr	PROPN
futech-526	697	58	.	.	PROPN
futech-526	698	1	this	this	PRON
futech-526	698	2	means	mean	VERB
futech-526	698	3	that	that	SCONJ
futech-526	698	4	higher	high	ADJ
futech-526	698	5	values	value	NOUN
futech-526	698	6	of	of	ADP
futech-526	698	7	these	these	DET
futech-526	698	8	indicators	indicator	NOUN
futech-526	698	9	are	be	AUX
futech-526	698	10	associated	associate	VERB
futech-526	698	11	with	with	ADP
futech-526	698	12	an	an	DET
futech-526	698	13	increased	increase	VERB
futech-526	698	14	risk	risk	NOUN
futech-526	698	15	of	of	ADP
futech-526	698	16	developing	develop	VERB
futech-526	698	17	dr	dr	PROPN
futech-526	698	18	.	.	PROPN
futech-526	698	19	•	•	NUM
futech-526	698	20	negative	negative	ADJ
futech-526	698	21	correlations	correlation	NOUN
futech-526	698	22	:	:	PUNCT
futech-526	698	23	conversely	conversely	ADV
futech-526	698	24	,	,	PUNCT
futech-526	698	25	factors	factor	NOUN
futech-526	698	26	like	like	VERB
futech-526	698	27	c‐peptide	c‐peptide	X
futech-526	698	28	(	(	PUNCT
futech-526	698	29	cp	cp	NOUN
futech-526	698	30	)	)	PUNCT
futech-526	698	31	,	,	PUNCT
futech-526	698	32	hemoglobin	hemoglobin	NOUN
futech-526	698	33	(	(	PUNCT
futech-526	698	34	hb	hb	PROPN
futech-526	698	35	)	)	PUNCT
futech-526	698	36	,	,	PUNCT
futech-526	698	37	albumin	albumin	NOUN
futech-526	698	38	(	(	PUNCT
futech-526	698	39	alb	alb	PROPN
futech-526	698	40	)	)	PUNCT
futech-526	698	41	,	,	PUNCT
futech-526	698	42	direct	direct	ADJ
futech-526	698	43	bilirubin	bilirubin	NOUN
futech-526	698	44	(	(	PUNCT
futech-526	698	45	dbili	dbili	PROPN
futech-526	698	46	)	)	PUNCT
futech-526	698	47	,	,	PUNCT
futech-526	698	48	and	and	CCONJ
futech-526	698	49	c‐reactive	c‐reactive	X
futech-526	698	50	protein	protein	NOUN
futech-526	698	51	(	(	PUNCT
futech-526	698	52	crp	crp	NOUN
futech-526	698	53	)	)	PUNCT
futech-526	698	54	were	be	AUX
futech-526	698	55	negatively	negatively	ADV
futech-526	698	56	correlated	correlate	VERB
futech-526	698	57	with	with	ADP
futech-526	698	58	dr	dr	PROPN
futech-526	698	59	,	,	PUNCT
futech-526	698	60	indicating	indicate	VERB
futech-526	698	61	that	that	SCONJ
futech-526	698	62	higher	high	ADJ
futech-526	698	63	levels	level	NOUN
futech-526	698	64	of	of	ADP
futech-526	698	65	these	these	DET
futech-526	698	66	factors	factor	NOUN
futech-526	698	67	might	might	AUX
futech-526	698	68	be	be	AUX
futech-526	698	69	associated	associate	VERB
futech-526	698	70	with	with	ADP
futech-526	698	71	a	a	DET
futech-526	698	72	reduced	reduced	ADJ
futech-526	698	73	risk	risk	NOUN
futech-526	698	74	.	.	PUNCT
futech-526	699	1	•	•	NUM
futech-526	699	2	non‐significant	non‐significant	NUM
futech-526	699	3	factors	factor	NOUN
futech-526	699	4	:	:	PUNCT
futech-526	699	5	the	the	DET
futech-526	699	6	study	study	NOUN
futech-526	699	7	found	find	VERB
futech-526	699	8	that	that	SCONJ
futech-526	699	9	characteristics	characteristic	NOUN
futech-526	699	10	such	such	ADJ
futech-526	699	11	as	as	ADP
futech-526	699	12	height	height	NOUN
futech-526	699	13	,	,	PUNCT
futech-526	699	14	weight	weight	NOUN
futech-526	699	15	,	,	PUNCT
futech-526	699	16	and	and	CCONJ
futech-526	699	17	erythrocyte	erythrocyte	NOUN
futech-526	699	18	sedimentation	sedimentation	NOUN
futech-526	699	19	rate	rate	NOUN
futech-526	699	20	(	(	PUNCT
futech-526	699	21	esr	esr	PROPN
futech-526	699	22	)	)	PUNCT
futech-526	699	23	did	do	AUX
futech-526	699	24	not	not	PART
futech-526	699	25	have	have	VERB
futech-526	699	26	a	a	DET
futech-526	699	27	significant	significant	ADJ
futech-526	699	28	relationship	relationship	NOUN
futech-526	699	29	with	with	ADP
futech-526	699	30	the	the	DET
futech-526	699	31	development	development	NOUN
futech-526	699	32	of	of	ADP
futech-526	699	33	dr	dr	PROPN
futech-526	699	34	.	.	PROPN
futech-526	699	35	by	by	ADP
futech-526	699	36	employing	employ	VERB
futech-526	699	37	shap	shap	NOUN
futech-526	699	38	,	,	PUNCT
futech-526	699	39	the	the	DET
futech-526	699	40	researchers	researcher	NOUN
futech-526	699	41	were	be	AUX
futech-526	699	42	able	able	ADJ
futech-526	699	43	to	to	PART
futech-526	699	44	provide	provide	VERB
futech-526	699	45	a	a	DET
futech-526	699	46	transparent	transparent	ADJ
futech-526	699	47	and	and	CCONJ
futech-526	699	48	interpretable	interpretable	ADJ
futech-526	699	49	analysis	analysis	NOUN
futech-526	699	50	of	of	ADP
futech-526	699	51	the	the	DET
futech-526	699	52	predictive	predictive	ADJ
futech-526	699	53	model	model	NOUN
futech-526	699	54	,	,	PUNCT
futech-526	699	55	making	make	VERB
futech-526	699	56	the	the	DET
futech-526	699	57	findings	finding	NOUN
futech-526	699	58	more	more	ADV
futech-526	699	59	understandable	understandable	ADJ
futech-526	699	60	and	and	CCONJ
futech-526	699	61	actionable	actionable	ADJ
futech-526	699	62	for	for	ADP
futech-526	699	63	clinical	clinical	ADJ
futech-526	699	64	applications	application	NOUN
futech-526	699	65	.	.	PUNCT
futech-526	700	1	this	this	DET
futech-526	700	2	approach	approach	NOUN
futech-526	700	3	improves	improve	VERB
futech-526	700	4	the	the	DET
futech-526	700	5	reliability	reliability	NOUN
futech-526	700	6	of	of	ADP
futech-526	700	7	the	the	DET
futech-526	700	8	prediction	prediction	NOUN
futech-526	700	9	results	result	NOUN
futech-526	700	10	and	and	CCONJ
futech-526	700	11	helps	helps	AUX
futech-526	700	12	identify	identify	VERB
futech-526	700	13	critical	critical	ADJ
futech-526	700	14	factors	factor	NOUN
futech-526	700	15	for	for	ADP
futech-526	700	16	early	early	ADJ
futech-526	700	17	prevention	prevention	NOUN
futech-526	700	18	and	and	CCONJ
futech-526	700	19	clinical	clinical	ADJ
futech-526	700	20	diagnosis	diagnosis	NOUN
futech-526	700	21	of	of	ADP
futech-526	700	22	diabetic	diabetic	ADJ
futech-526	700	23	retinopathy	retinopathy	NOUN
futech-526	700	24	.	.	PUNCT
futech-526	701	1	these	these	DET
futech-526	701	2	two	two	NUM
futech-526	701	3	significant	significant	ADJ
futech-526	701	4	contributions	contribution	NOUN
futech-526	701	5	,	,	PUNCT
futech-526	701	6	incorporating	incorporate	VERB
futech-526	701	7	the	the	DET
futech-526	701	8	latest	late	ADJ
futech-526	701	9	machine	machine	NOUN
futech-526	701	10	learning	learn	VERB
futech-526	701	11	advancements	advancement	NOUN
futech-526	701	12	such	such	ADJ
futech-526	701	13	as	as	ADP
futech-526	701	14	explainable	explainable	ADJ
futech-526	701	15	ai	ai	NOUN
futech-526	701	16	methods	method	NOUN
futech-526	701	17	,	,	PUNCT
futech-526	701	18	highlight	highlight	VERB
futech-526	701	19	that	that	SCONJ
futech-526	701	20	the	the	DET
futech-526	701	21	path	path	NOUN
futech-526	701	22	is	be	AUX
futech-526	701	23	open	open	ADJ
futech-526	701	24	for	for	ADP
futech-526	701	25	exploring	explore	VERB
futech-526	701	26	explainable	explainable	ADJ
futech-526	701	27	ai	ai	NOUN
futech-526	701	28	in	in	ADP
futech-526	701	29	future	future	ADJ
futech-526	701	30	research	research	NOUN
futech-526	701	31	on	on	ADP
futech-526	701	32	the	the	DET
futech-526	701	33	glycemic	glycemic	ADJ
futech-526	701	34	index	index	NOUN
futech-526	701	35	.	.	PUNCT
futech-526	702	1	using	use	VERB
futech-526	702	2	xai	xai	PROPN
futech-526	702	3	techniques	technique	NOUN
futech-526	702	4	in	in	ADP
futech-526	702	5	glycemic	glycemic	ADJ
futech-526	702	6	and	and	CCONJ
futech-526	702	7	diabetes	diabetes	NOUN
futech-526	702	8	-	-	PUNCT
futech-526	702	9	related	relate	VERB
futech-526	702	10	research	research	NOUN
futech-526	702	11	has	have	AUX
futech-526	702	12	bridged	bridge	VERB
futech-526	702	13	the	the	DET
futech-526	702	14	gap	gap	NOUN
futech-526	702	15	between	between	ADP
futech-526	702	16	model	model	NOUN
futech-526	702	17	accuracy	accuracy	NOUN
futech-526	702	18	and	and	CCONJ
futech-526	702	19	interpretability	interpretability	NOUN
futech-526	702	20	.	.	PUNCT
futech-526	703	1	past	past	ADJ
futech-526	703	2	studies	study	NOUN
futech-526	703	3	have	have	AUX
futech-526	703	4	shown	show	VERB
futech-526	703	5	that	that	SCONJ
futech-526	703	6	xai	xai	PROPN
futech-526	703	7	techniques	technique	NOUN
futech-526	703	8	can	can	AUX
futech-526	703	9	be	be	AUX
futech-526	703	10	used	use	VERB
futech-526	703	11	to	to	PART
futech-526	703	12	unveil	unveil	VERB
futech-526	703	13	nutritional	nutritional	ADJ
futech-526	703	14	and	and	CCONJ
futech-526	703	15	clinical	clinical	ADJ
futech-526	703	16	factors	factor	NOUN
futech-526	703	17	influencing	influence	VERB
futech-526	703	18	blood	blood	NOUN
futech-526	703	19	glucose	glucose	NOUN
futech-526	703	20	dynamics	dynamic	NOUN
futech-526	703	21	and	and	CCONJ
futech-526	703	22	diabetic	diabetic	ADJ
futech-526	703	23	complications	complication	NOUN
futech-526	703	24	.	.	PUNCT
futech-526	704	1	xai	xai	PROPN
futech-526	704	2	enables	enable	VERB
futech-526	704	3	researchers	researcher	NOUN
futech-526	704	4	to	to	PART
futech-526	704	5	quantify	quantify	VERB
futech-526	704	6	each	each	DET
futech-526	704	7	feature	feature	NOUN
futech-526	704	8	’s	’s	PART
futech-526	704	9	contribution	contribution	NOUN
futech-526	704	10	to	to	ADP
futech-526	704	11	predictions	prediction	NOUN
futech-526	704	12	,	,	PUNCT
futech-526	704	13	thereby	thereby	ADV
futech-526	704	14	improving	improve	VERB
futech-526	704	15	trust	trust	NOUN
futech-526	704	16	in	in	ADP
futech-526	704	17	ai	ai	ADJ
futech-526	704	18	-	-	PUNCT
futech-526	704	19	assisted	assist	VERB
futech-526	704	20	decision	decision	NOUN
futech-526	704	21	-	-	PUNCT
futech-526	704	22	making	making	NOUN
futech-526	704	23	.	.	PUNCT
futech-526	705	1	although	although	SCONJ
futech-526	705	2	only	only	ADV
futech-526	705	3	a	a	DET
futech-526	705	4	few	few	ADJ
futech-526	705	5	studies	study	NOUN
futech-526	705	6	have	have	AUX
futech-526	705	7	incorporated	incorporate	VERB
futech-526	705	8	xai	xai	PROPN
futech-526	705	9	techniques	technique	NOUN
futech-526	705	10	,	,	PUNCT
futech-526	705	11	these	these	DET
futech-526	705	12	studies	study	NOUN
futech-526	705	13	have	have	AUX
futech-526	705	14	laid	lay	VERB
futech-526	705	15	a	a	DET
futech-526	705	16	strong	strong	ADJ
futech-526	705	17	foundation	foundation	NOUN
futech-526	705	18	for	for	ADP
futech-526	705	19	future	future	ADJ
futech-526	705	20	research	research	NOUN
futech-526	705	21	to	to	PART
futech-526	705	22	use	use	VERB
futech-526	705	23	xai	xai	PROPN
futech-526	705	24	methods	method	NOUN
futech-526	705	25	more	more	ADV
futech-526	705	26	extensively	extensively	ADV
futech-526	705	27	to	to	PART
futech-526	705	28	analyze	analyze	VERB
futech-526	705	29	predictions	prediction	NOUN
futech-526	705	30	.	.	PUNCT
futech-526	706	1	4.7	4.7	NUM
futech-526	706	2	role	role	NOUN
futech-526	706	3	of	of	ADP
futech-526	706	4	statistical	statistical	ADJ
futech-526	706	5	techniques	technique	NOUN
futech-526	706	6	in	in	ADP
futech-526	706	7	research	research	NOUN
futech-526	706	8	related	relate	VERB
futech-526	706	9	to	to	ADP
futech-526	706	10	the	the	DET
futech-526	706	11	glycemic	glycemic	ADJ
futech-526	706	12	index	index	NOUN
futech-526	706	13	statistical	statistical	ADJ
futech-526	706	14	techniques	technique	NOUN
futech-526	706	15	are	be	AUX
futech-526	706	16	essential	essential	ADJ
futech-526	706	17	tools	tool	NOUN
futech-526	706	18	for	for	ADP
futech-526	706	19	analyzing	analyze	VERB
futech-526	706	20	data	datum	NOUN
futech-526	706	21	and	and	CCONJ
futech-526	706	22	drawing	draw	VERB
futech-526	706	23	conclusions	conclusion	NOUN
futech-526	706	24	in	in	ADP
futech-526	706	25	various	various	ADJ
futech-526	706	26	fields	field	NOUN
futech-526	706	27	,	,	PUNCT
futech-526	706	28	including	include	VERB
futech-526	706	29	social	social	ADJ
futech-526	706	30	sciences	science	NOUN
futech-526	706	31	,	,	PUNCT
futech-526	706	32	health	health	NOUN
futech-526	706	33	,	,	PUNCT
futech-526	706	34	and	and	CCONJ
futech-526	706	35	business	business	NOUN
futech-526	706	36	.	.	PUNCT
futech-526	707	1	these	these	DET
futech-526	707	2	methods	method	NOUN
futech-526	707	3	can	can	AUX
futech-526	707	4	be	be	AUX
futech-526	707	5	categorized	categorize	VERB
futech-526	707	6	into	into	ADP
futech-526	707	7	descriptive	descriptive	ADJ
futech-526	707	8	statistics	statistic	NOUN
futech-526	707	9	,	,	PUNCT
futech-526	707	10	which	which	PRON
futech-526	707	11	summarize	summarize	VERB
futech-526	707	12	and	and	CCONJ
futech-526	707	13	visualize	visualize	VERB
futech-526	707	14	data	datum	NOUN
futech-526	707	15	through	through	ADP
futech-526	707	16	measures	measure	NOUN
futech-526	707	17	such	such	ADJ
futech-526	707	18	as	as	ADP
futech-526	707	19	mean	mean	ADJ
futech-526	707	20	,	,	PUNCT
futech-526	707	21	median	median	ADJ
futech-526	707	22	,	,	PUNCT
futech-526	707	23	and	and	CCONJ
futech-526	707	24	mode	mode	NOUN
futech-526	707	25	,	,	PUNCT
futech-526	707	26	and	and	CCONJ
futech-526	707	27	inferential	inferential	ADJ
futech-526	707	28	statistics	statistic	NOUN
futech-526	707	29	,	,	PUNCT
futech-526	707	30	which	which	PRON
futech-526	707	31	enable	enable	VERB
futech-526	707	32	researchers	researcher	NOUN
futech-526	707	33	to	to	PART
futech-526	707	34	make	make	VERB
futech-526	707	35	predictions	prediction	NOUN
futech-526	707	36	or	or	CCONJ
futech-526	707	37	generalizations	generalization	NOUN
futech-526	707	38	about	about	ADP
futech-526	707	39	a	a	DET
futech-526	707	40	population	population	NOUN
futech-526	707	41	based	base	VERB
futech-526	707	42	on	on	ADP
futech-526	707	43	sample	sample	NOUN
futech-526	707	44	data	datum	NOUN
futech-526	707	45	.	.	PUNCT
futech-526	708	1	key	key	ADJ
futech-526	708	2	components	component	NOUN
futech-526	708	3	of	of	ADP
futech-526	708	4	statistical	statistical	ADJ
futech-526	708	5	techniques	technique	NOUN
futech-526	708	6	include	include	VERB
futech-526	708	7	hypothesis	hypothesis	NOUN
futech-526	708	8	testing	testing	NOUN
futech-526	708	9	,	,	PUNCT
futech-526	708	10	where	where	SCONJ
futech-526	708	11	null	null	ADJ
futech-526	708	12	and	and	CCONJ
futech-526	708	13	alternative	alternative	ADJ
futech-526	708	14	hypotheses	hypothesis	NOUN
futech-526	708	15	are	be	AUX
futech-526	708	16	formulated	formulate	VERB
futech-526	708	17	to	to	PART
futech-526	708	18	evaluate	evaluate	VERB
futech-526	708	19	the	the	DET
futech-526	708	20	significance	significance	NOUN
futech-526	708	21	of	of	ADP
futech-526	708	22	results	result	NOUN
futech-526	708	23	using	use	VERB
futech-526	708	24	p‐values	p‐values	PUNCT
futech-526	708	25	and	and	CCONJ
futech-526	708	26	confidence	confidence	NOUN
futech-526	708	27	intervals	interval	NOUN
futech-526	708	28	;	;	PUNCT
futech-526	708	29	correlation	correlation	NOUN
futech-526	708	30	and	and	CCONJ
futech-526	708	31	regression	regression	NOUN
futech-526	708	32	analysis	analysis	NOUN
futech-526	708	33	,	,	PUNCT
futech-526	708	34	which	which	PRON
futech-526	708	35	examine	examine	VERB
futech-526	708	36	relationships	relationship	NOUN
futech-526	708	37	between	between	ADP
futech-526	708	38	variables	variable	NOUN
futech-526	708	39	to	to	PART
futech-526	708	40	determine	determine	VERB
futech-526	708	41	how	how	SCONJ
futech-526	708	42	one	one	PRON
futech-526	708	43	may	may	AUX
futech-526	708	44	predict	predict	VERB
futech-526	708	45	or	or	CCONJ
futech-526	708	46	influence	influence	VERB
futech-526	708	47	another	another	PRON
futech-526	708	48	;	;	PUNCT
futech-526	708	49	and	and	CCONJ
futech-526	708	50	t‐test	t‐test	PUNCT
futech-526	708	51	and	and	CCONJ
futech-526	708	52	anova	anova	PROPN
futech-526	708	53	,	,	PUNCT
futech-526	708	54	which	which	PRON
futech-526	708	55	compare	compare	VERB
futech-526	708	56	means	mean	NOUN
futech-526	708	57	across	across	ADP
futech-526	708	58	different	different	ADJ
futech-526	708	59	groups	group	NOUN
futech-526	708	60	to	to	PART
futech-526	708	61	assess	assess	VERB
futech-526	708	62	whether	whether	SCONJ
futech-526	708	63	observed	observe	VERB
futech-526	708	64	differences	difference	NOUN
futech-526	708	65	are	be	AUX
futech-526	708	66	statistically	statistically	ADV
futech-526	708	67	significant	significant	ADJ
futech-526	708	68	.	.	PUNCT
futech-526	709	1	overall	overall	ADJ
futech-526	709	2	,	,	PUNCT
futech-526	709	3	statistical	statistical	ADJ
futech-526	709	4	techniques	technique	NOUN
futech-526	709	5	provide	provide	VERB
futech-526	709	6	a	a	DET
futech-526	709	7	robust	robust	ADJ
futech-526	709	8	framework	framework	NOUN
futech-526	709	9	for	for	ADP
futech-526	709	10	making	make	VERB
futech-526	709	11	informed	informed	ADJ
futech-526	709	12	decisions	decision	NOUN
futech-526	709	13	based	base	VERB
futech-526	709	14	on	on	ADP
futech-526	709	15	empirical	empirical	ADJ
futech-526	709	16	evidence	evidence	NOUN
futech-526	709	17	,	,	PUNCT
futech-526	709	18	ensuring	ensure	VERB
futech-526	709	19	that	that	SCONJ
futech-526	709	20	conclusions	conclusion	NOUN
futech-526	709	21	drawn	draw	VERB
futech-526	709	22	from	from	ADP
futech-526	709	23	data	datum	NOUN
futech-526	709	24	are	be	AUX
futech-526	709	25	reliable	reliable	ADJ
futech-526	709	26	and	and	CCONJ
futech-526	709	27	valid	valid	ADJ
futech-526	709	28	.	.	PUNCT
futech-526	710	1	most	most	ADV
futech-526	710	2	probably	probably	ADV
futech-526	710	3	,	,	PUNCT
futech-526	710	4	the	the	DET
futech-526	710	5	earliest	early	ADJ
futech-526	710	6	work	work	NOUN
futech-526	710	7	of	of	ADP
futech-526	710	8	such	such	ADJ
futech-526	710	9	appears	appear	NOUN
futech-526	710	10	in	in	ADP
futech-526	710	11	1990	1990	NUM
futech-526	710	12	:	:	PUNCT
futech-526	710	13	“	"	PUNCT
futech-526	710	14	glycemic	glycemic	ADJ
futech-526	710	15	index	index	NOUN
futech-526	710	16	of	of	ADP
futech-526	710	17	foods	food	NOUN
futech-526	710	18	in	in	ADP
futech-526	710	19	individual	individual	ADJ
futech-526	710	20	subject	subject	NOUN
futech-526	710	21	”	"	PUNCT
futech-526	711	1	[	[	X
futech-526	711	2	109	109	NUM
futech-526	711	3	]	]	PUNCT
futech-526	711	4	.	.	PUNCT
futech-526	712	1	the	the	DET
futech-526	712	2	study	study	NOUN
futech-526	712	3	involved	involve	VERB
futech-526	712	4	12	12	NUM
futech-526	712	5	diabetic	diabetic	ADJ
futech-526	712	6	subjects	subject	NOUN
futech-526	712	7	consuming	consume	VERB
futech-526	712	8	mixed	mixed	ADJ
futech-526	712	9	meals	meal	NOUN
futech-526	712	10	(	(	PUNCT
futech-526	712	11	bread	bread	NOUN
futech-526	712	12	,	,	PUNCT
futech-526	712	13	rice	rice	NOUN
futech-526	712	14	,	,	PUNCT
futech-526	712	15	spaghetti	spaghetti	NOUN
futech-526	712	16	)	)	PUNCT
futech-526	712	17	to	to	PART
futech-526	712	18	determine	determine	VERB
futech-526	712	19	common	common	ADJ
futech-526	712	20	glycemic	glycemic	ADJ
futech-526	712	21	index	index	NOUN
futech-526	712	22	values	value	NOUN
futech-526	712	23	.	.	PUNCT
futech-526	713	1	the	the	DET
futech-526	713	2	researchers	researcher	NOUN
futech-526	713	3	calculated	calculate	VERB
futech-526	713	4	gi	gi	NOUN
futech-526	713	5	based	base	VERB
futech-526	713	6	on	on	ADP
futech-526	713	7	the	the	DET
futech-526	713	8	area	area	NOUN
futech-526	713	9	under	under	ADP
futech-526	713	10	the	the	DET
futech-526	713	11	glycemic	glycemic	ADJ
futech-526	713	12	response	response	NOUN
futech-526	713	13	curve	curve	NOUN
futech-526	713	14	,	,	PUNCT
futech-526	713	15	using	use	VERB
futech-526	713	16	white	white	ADJ
futech-526	713	17	bread	bread	NOUN
futech-526	713	18	as	as	ADP
futech-526	713	19	a	a	DET
futech-526	713	20	reference	reference	NOUN
futech-526	713	21	.	.	PUNCT
futech-526	714	1	they	they	PRON
futech-526	714	2	used	use	VERB
futech-526	714	3	analysis	analysis	NOUN
futech-526	714	4	of	of	ADP
futech-526	714	5	variation	variation	NOUN
futech-526	714	6	with	with	ADP
futech-526	714	7	repeated	repeat	VERB
futech-526	714	8	measures	measure	NOUN
futech-526	714	9	(	(	PUNCT
futech-526	714	10	anovarm	anovarm	NOUN
futech-526	714	11	)	)	PUNCT
futech-526	714	12	to	to	PART
futech-526	714	13	assess	assess	VERB
futech-526	714	14	differences	difference	NOUN
futech-526	714	15	in	in	ADP
futech-526	714	16	glycemic	glycemic	ADJ
futech-526	714	17	responses	response	NOUN
futech-526	714	18	between	between	ADP
futech-526	714	19	meals	meal	NOUN
futech-526	714	20	and	and	CCONJ
futech-526	714	21	subjects	subject	NOUN
futech-526	714	22	,	,	PUNCT
futech-526	714	23	along	along	ADP
futech-526	714	24	with	with	ADP
futech-526	714	25	the	the	DET
futech-526	714	26	tukey	tukey	NOUN
futech-526	714	27	’s	’s	PART
futech-526	714	28	q	q	NOUN
futech-526	714	29	method	method	NOUN
futech-526	714	30	for	for	ADP
futech-526	714	31	adjustment	adjustment	NOUN
futech-526	714	32	of	of	ADP
futech-526	714	33	multiple	multiple	ADJ
futech-526	714	34	comparisons	comparison	NOUN
futech-526	714	35	and	and	CCONJ
futech-526	714	36	chi‐square	chi‐square	VERB
futech-526	714	37	analysis	analysis	NOUN
futech-526	714	38	to	to	PART
futech-526	714	39	compare	compare	VERB
futech-526	714	40	observed	observed	ADJ
futech-526	714	41	rankings	ranking	NOUN
futech-526	714	42	with	with	ADP
futech-526	714	43	expected	expect	VERB
futech-526	714	44	outcomes	outcome	NOUN
futech-526	714	45	.	.	PUNCT
futech-526	715	1	the	the	DET
futech-526	715	2	findings	finding	NOUN
futech-526	715	3	indicated	indicate	VERB
futech-526	715	4	that	that	SCONJ
futech-526	715	5	while	while	SCONJ
futech-526	715	6	individual	individual	ADJ
futech-526	715	7	responses	response	NOUN
futech-526	715	8	varied	varied	ADJ
futech-526	715	9	,	,	PUNCT
futech-526	715	10	mean	mean	VERB
futech-526	715	11	gi	gi	VERB
futech-526	715	12	values	value	NOUN
futech-526	715	13	for	for	ADP
futech-526	715	14	each	each	DET
futech-526	715	15	food	food	NOUN
futech-526	715	16	type	type	NOUN
futech-526	715	17	were	be	AUX
futech-526	715	18	consistent	consistent	ADJ
futech-526	715	19	across	across	ADP
futech-526	715	20	subjects	subject	NOUN
futech-526	715	21	,	,	PUNCT
futech-526	715	22	validating	validate	VERB
futech-526	715	23	the	the	DET
futech-526	715	24	predictive	predictive	ADJ
futech-526	715	25	capability	capability	NOUN
futech-526	715	26	of	of	ADP
futech-526	715	27	gi	gi	NOUN
futech-526	715	28	in	in	ADP
futech-526	715	29	dietary	dietary	ADJ
futech-526	715	30	studies	study	NOUN
futech-526	715	31	among	among	ADP
futech-526	715	32	diabetic	diabetic	ADJ
futech-526	715	33	patients	patient	NOUN
futech-526	715	34	.	.	PUNCT
futech-526	716	1	building	build	VERB
futech-526	716	2	on	on	ADP
futech-526	716	3	this	this	DET
futech-526	716	4	foundation	foundation	NOUN
futech-526	716	5	,	,	PUNCT
futech-526	716	6	in	in	ADP
futech-526	716	7	1993	1993	NUM
futech-526	716	8	,	,	PUNCT
futech-526	716	9	“	"	PUNCT
futech-526	716	10	prediction	prediction	NOUN
futech-526	716	11	of	of	ADP
futech-526	716	12	glycemic	glycemic	ADJ
futech-526	716	13	index	index	NOUN
futech-526	716	14	for	for	ADP
futech-526	716	15	starchy	starchy	NOUN
futech-526	716	16	foods	food	NOUN
futech-526	716	17	”	"	PUNCT
futech-526	717	1	[	[	X
futech-526	717	2	113	113	NUM
futech-526	717	3	]	]	PUNCT
futech-526	717	4	analyzed	analyze	VERB
futech-526	717	5	18	18	NUM
futech-526	717	6	starchy	starchy	NOUN
futech-526	717	7	foods	food	NOUN
futech-526	717	8	to	to	PART
futech-526	717	9	identify	identify	VERB
futech-526	717	10	predictive	predictive	ADJ
futech-526	717	11	factors	factor	NOUN
futech-526	717	12	for	for	ADP
futech-526	717	13	gi	gi	NOUN
futech-526	717	14	based	base	VERB
futech-526	717	15	on	on	ADP
futech-526	717	16	food	food	NOUN
futech-526	717	17	components	component	NOUN
futech-526	717	18	such	such	ADJ
futech-526	717	19	as	as	ADP
futech-526	717	20	protein	protein	NOUN
futech-526	717	21	,	,	PUNCT
futech-526	717	22	fat	fat	ADJ
futech-526	717	23	,	,	PUNCT
futech-526	717	24	and	and	CCONJ
futech-526	717	25	total	total	ADJ
futech-526	717	26	dietary	dietary	ADJ
futech-526	717	27	fiber	fiber	NOUN
futech-526	717	28	(	(	PUNCT
futech-526	717	29	tdf	tdf	PROPN
futech-526	717	30	)	)	PUNCT
futech-526	717	31	.	.	PUNCT
futech-526	718	1	gi	gi	PROPN
futech-526	718	2	was	be	AUX
futech-526	718	3	calculated	calculate	VERB
futech-526	718	4	using	use	VERB
futech-526	718	5	the	the	DET
futech-526	718	6	area	area	NOUN
futech-526	718	7	under	under	ADP
futech-526	718	8	the	the	DET
futech-526	718	9	glucose	glucose	NOUN
futech-526	718	10	response	response	NOUN
futech-526	718	11	curve	curve	NOUN
futech-526	718	12	for	for	ADP
futech-526	718	13	each	each	DET
futech-526	718	14	food	food	NOUN
futech-526	718	15	relative	relative	ADJ
futech-526	718	16	to	to	ADP
futech-526	718	17	white	white	ADJ
futech-526	718	18	bread	bread	NOUN
futech-526	718	19	.	.	PUNCT
futech-526	719	1	statistical	statistical	ADJ
futech-526	719	2	techniques	technique	NOUN
futech-526	719	3	included	include	VERB
futech-526	719	4	regression	regression	NOUN
futech-526	719	5	analysis	analysis	NOUN
futech-526	719	6	to	to	PART
futech-526	719	7	explore	explore	VERB
futech-526	719	8	correlations	correlation	NOUN
futech-526	719	9	between	between	ADP
futech-526	719	10	gi	gi	NOUN
futech-526	719	11	and	and	CCONJ
futech-526	719	12	food	food	NOUN
futech-526	719	13	components	component	NOUN
futech-526	719	14	,	,	PUNCT
futech-526	719	15	t‐tests	t‐tests	PUNCT
futech-526	719	16	for	for	ADP
futech-526	719	17	comparing	compare	VERB
futech-526	719	18	means	mean	NOUN
futech-526	719	19	between	between	ADP
futech-526	719	20	legumes	legume	NOUN
futech-526	719	21	and	and	CCONJ
futech-526	719	22	non‐legumes	non‐legume	NOUN
futech-526	719	23	,	,	PUNCT
futech-526	719	24	and	and	CCONJ
futech-526	719	25	calculating	calculate	VERB
futech-526	719	26	correlation	correlation	NOUN
futech-526	719	27	coefficients	coefficient	NOUN
futech-526	719	28	to	to	PART
futech-526	719	29	quantify	quantify	VERB
futech-526	719	30	relationships	relationship	NOUN
futech-526	719	31	between	between	ADP
futech-526	719	32	gi	gi	NOUN
futech-526	719	33	and	and	CCONJ
futech-526	719	34	food	food	NOUN
futech-526	719	35	components	component	NOUN
futech-526	719	36	.	.	PUNCT
futech-526	720	1	the	the	DET
futech-526	720	2	study	study	NOUN
futech-526	720	3	highlighted	highlight	VERB
futech-526	720	4	that	that	SCONJ
futech-526	720	5	while	while	SCONJ
futech-526	720	6	certain	certain	ADJ
futech-526	720	7	food	food	NOUN
futech-526	720	8	components	component	NOUN
futech-526	720	9	correlate	correlate	VERB
futech-526	720	10	with	with	ADP
futech-526	720	11	gi	gi	NOUN
futech-526	720	12	,	,	PUNCT
futech-526	720	13	preparation	preparation	NOUN
futech-526	720	14	methods	method	NOUN
futech-526	720	15	and	and	CCONJ
futech-526	720	16	starch	starch	NOUN
futech-526	720	17	characteristics	characteristic	NOUN
futech-526	720	18	significantly	significantly	ADV
futech-526	720	19	influence	influence	VERB
futech-526	720	20	glycemic	glycemic	ADJ
futech-526	720	21	responses	response	NOUN
futech-526	720	22	.	.	PUNCT
futech-526	721	1	a	a	DET
futech-526	721	2	study	study	NOUN
futech-526	721	3	by	by	ADP
futech-526	721	4	m.	m.	NOUN
futech-526	721	5	mayo	mayo	PROPN
futech-526	721	6	et	et	PROPN
futech-526	721	7	al	al	PROPN
futech-526	721	8	.	.	PUNCT
futech-526	722	1	[	[	X
futech-526	722	2	73	73	NUM
futech-526	722	3	]	]	PUNCT
futech-526	722	4	investigated	investigate	VERB
futech-526	722	5	the	the	DET
futech-526	722	6	thresholds	threshold	NOUN
futech-526	722	7	of	of	ADP
futech-526	722	8	fasting	fast	VERB
futech-526	722	9	blood	blood	NOUN
futech-526	722	10	glucose	glucose	NOUN
futech-526	722	11	and	and	CCONJ
futech-526	722	12	glycosylated	glycosylated	ADJ
futech-526	722	13	hemoglobin	hemoglobin	NOUN
futech-526	722	14	associated	associate	VERB
futech-526	722	15	with	with	ADP
futech-526	722	16	microalbuminuria	microalbuminuria	PROPN
futech-526	722	17	.	.	PUNCT
futech-526	723	1	they	they	PRON
futech-526	723	2	enrolled	enrol	VERB
futech-526	723	3	975	975	NUM
futech-526	723	4	subjects	subject	NOUN
futech-526	723	5	,	,	PUNCT
futech-526	723	6	including	include	VERB
futech-526	723	7	873	873	NUM
futech-526	723	8	diabetic	diabetic	ADJ
futech-526	723	9	patients	patient	NOUN
futech-526	723	10	and	and	CCONJ
futech-526	723	11	102	102	NUM
futech-526	723	12	non‐	non‐	ADJ
futech-526	723	13	diabetic	diabetic	ADJ
futech-526	723	14	controls	control	NOUN
futech-526	723	15	,	,	PUNCT
futech-526	723	16	to	to	PART
futech-526	723	17	analyze	analyze	VERB
futech-526	723	18	the	the	DET
futech-526	723	19	impact	impact	NOUN
futech-526	723	20	of	of	ADP
futech-526	723	21	glycemic	glycemic	ADJ
futech-526	723	22	control	control	NOUN
futech-526	723	23	on	on	ADP
futech-526	723	24	microalbumin	microalbumin	ADJ
futech-526	723	25	levels	level	NOUN
futech-526	723	26	.	.	PUNCT
futech-526	724	1	the	the	DET
futech-526	724	2	study	study	NOUN
futech-526	724	3	does	do	AUX
futech-526	724	4	not	not	PART
futech-526	724	5	specifically	specifically	ADV
futech-526	724	6	use	use	VERB
futech-526	724	7	the	the	DET
futech-526	724	8	glycemic	glycemic	ADJ
futech-526	724	9	index	index	NOUN
futech-526	724	10	but	but	CCONJ
futech-526	724	11	focuses	focus	VERB
futech-526	724	12	on	on	ADP
futech-526	724	13	glycemic	glycemic	ADJ
futech-526	724	14	control	control	NOUN
futech-526	724	15	measured	measure	VERB
futech-526	724	16	by	by	ADP
futech-526	724	17	fbs	fbs	PROPN
futech-526	724	18	and	and	CCONJ
futech-526	724	19	hba1c	hba1c	PROPN
futech-526	724	20	levels	level	NOUN
futech-526	724	21	.	.	PUNCT
futech-526	725	1	explore	explore	VERB
futech-526	725	2	how	how	SCONJ
futech-526	725	3	poor	poor	ADJ
futech-526	725	4	glycemic	glycemic	ADJ
futech-526	725	5	control	control	NOUN
futech-526	725	6	affects	affect	VERB
futech-526	725	7	microalbuminuria	microalbuminuria	PROPN
futech-526	725	8	,	,	PUNCT
futech-526	725	9	which	which	PRON
futech-526	725	10	is	be	AUX
futech-526	725	11	relevant	relevant	ADJ
futech-526	725	12	to	to	ADP
futech-526	725	13	understanding	understand	VERB
futech-526	725	14	the	the	DET
futech-526	725	15	impacts	impact	NOUN
futech-526	725	16	of	of	ADP
futech-526	725	17	diet	diet	NOUN
futech-526	725	18	on	on	ADP
futech-526	725	19	health	health	NOUN
futech-526	725	20	.	.	PUNCT
futech-526	726	1	they	they	PRON
futech-526	726	2	used	use	VERB
futech-526	726	3	the	the	DET
futech-526	726	4	student	student	NOUN
futech-526	726	5	t‐test	t‐test	PUNCT
futech-526	726	6	for	for	ADP
futech-526	726	7	comparing	compare	VERB
futech-526	726	8	means	mean	NOUN
futech-526	726	9	between	between	ADP
futech-526	726	10	two	two	NUM
futech-526	726	11	groups	group	NOUN
futech-526	726	12	and	and	CCONJ
futech-526	726	13	the	the	DET
futech-526	726	14	analysis	analysis	NOUN
futech-526	726	15	of	of	ADP
futech-526	726	16	variance	variance	NOUN
futech-526	726	17	to	to	PART
futech-526	726	18	assess	assess	VERB
futech-526	726	19	differences	difference	NOUN
futech-526	726	20	among	among	ADP
futech-526	726	21	multiple	multiple	ADJ
futech-526	726	22	groups	group	NOUN
futech-526	726	23	.	.	PUNCT
futech-526	727	1	multiple	multiple	ADJ
futech-526	727	2	linear	linear	ADJ
futech-526	727	3	regression	regression	NOUN
futech-526	727	4	is	be	AUX
futech-526	727	5	used	use	VERB
futech-526	727	6	to	to	PART
futech-526	727	7	identify	identify	VERB
futech-526	727	8	the	the	DET
futech-526	727	9	relationship	relationship	NOUN
futech-526	727	10	between	between	ADP
futech-526	727	11	variables	variable	NOUN
futech-526	727	12	and	and	CCONJ
futech-526	727	13	urinary	urinary	ADJ
futech-526	727	14	microalbumin	microalbumin	NOUN
futech-526	727	15	levels	level	NOUN
futech-526	727	16	.	.	PUNCT
futech-526	728	1	chi‐	chi‐	NOUN
futech-526	728	2	squared	square	VERB
futech-526	728	3	analysis	analysis	NOUN
futech-526	728	4	was	be	AUX
futech-526	728	5	employed	employ	VERB
futech-526	728	6	for	for	ADP
futech-526	728	7	comparing	compare	VERB
futech-526	728	8	prevalence	prevalence	NOUN
futech-526	728	9	rates	rate	NOUN
futech-526	728	10	.	.	PUNCT
futech-526	729	1	these	these	DET
futech-526	729	2	techniques	technique	NOUN
futech-526	729	3	were	be	AUX
futech-526	729	4	used	use	VERB
futech-526	729	5	to	to	PART
futech-526	729	6	evaluate	evaluate	VERB
futech-526	729	7	differences	difference	NOUN
futech-526	729	8	in	in	ADP
futech-526	729	9	fbs	fbs	PROPN
futech-526	729	10	,	,	PUNCT
futech-526	729	11	hba1c	hba1c	PROPN
futech-526	729	12	,	,	PUNCT
futech-526	729	13	and	and	CCONJ
futech-526	729	14	homocysteine	homocysteine	ADJ
futech-526	729	15	levels	level	NOUN
futech-526	729	16	among	among	ADP
futech-526	729	17	different	different	ADJ
futech-526	729	18	groups	group	NOUN
futech-526	729	19	and	and	CCONJ
futech-526	729	20	to	to	PART
futech-526	729	21	develop	develop	VERB
futech-526	729	22	predictive	predictive	ADJ
futech-526	729	23	models	model	NOUN
futech-526	729	24	for	for	ADP
futech-526	729	25	microalbuminuria	microalbuminuria	NOUN
futech-526	729	26	.	.	PUNCT
futech-526	730	1	further	far	ADV
futech-526	730	2	expanding	expand	VERB
futech-526	730	3	the	the	DET
futech-526	730	4	understanding	understanding	NOUN
futech-526	730	5	of	of	ADP
futech-526	730	6	gi	gi	NOUN
futech-526	730	7	,	,	PUNCT
futech-526	730	8	the	the	DET
futech-526	730	9	[	[	X
futech-526	730	10	108	108	NUM
futech-526	730	11	]	]	PUNCT
futech-526	730	12	study	study	NOUN
futech-526	730	13	on	on	ADP
futech-526	730	14	composite	composite	ADJ
futech-526	730	15	breakfast	breakfast	NOUN
futech-526	730	16	meals	meal	NOUN
futech-526	730	17	involved	involve	VERB
futech-526	730	18	28	28	NUM
futech-526	730	19	healthy	healthy	ADJ
futech-526	730	20	young	young	ADJ
futech-526	730	21	men	man	NOUN
futech-526	730	22	testing	test	VERB
futech-526	730	23	13	13	NUM
futech-526	730	24	different	different	ADJ
futech-526	730	25	meals	meal	NOUN
futech-526	730	26	.	.	PUNCT
futech-526	731	1	researchers	researcher	NOUN
futech-526	731	2	used	use	VERB
futech-526	731	3	regression	regression	NOUN
futech-526	731	4	analysis	analysis	NOUN
futech-526	731	5	and	and	CCONJ
futech-526	731	6	multivariate	multivariate	VERB
futech-526	731	7	analysis	analysis	NOUN
futech-526	731	8	to	to	PART
futech-526	731	9	develop	develop	VERB
futech-526	731	10	prediction	prediction	NOUN
futech-526	731	11	equations	equation	NOUN
futech-526	731	12	for	for	ADP
futech-526	731	13	gi	gi	PRON
futech-526	731	14	based	base	VERB
futech-526	731	15	on	on	ADP
futech-526	731	16	meal	meal	NOUN
futech-526	731	17	components	component	NOUN
futech-526	731	18	.	.	PUNCT
futech-526	732	1	the	the	DET
futech-526	732	2	findings	finding	NOUN
futech-526	732	3	indicated	indicate	VERB
futech-526	732	4	that	that	SCONJ
futech-526	732	5	energy	energy	NOUN
futech-526	732	6	density	density	NOUN
futech-526	732	7	and	and	CCONJ
futech-526	732	8	fat	fat	ADJ
futech-526	732	9	/	/	SYM
futech-526	732	10	protein	protein	NOUN
futech-526	732	11	ratios	ratio	NOUN
futech-526	732	12	were	be	AUX
futech-526	732	13	more	more	ADV
futech-526	732	14	reliable	reliable	ADJ
futech-526	732	15	predictors	predictor	NOUN
futech-526	732	16	of	of	ADP
futech-526	732	17	gi	gi	NOUN
futech-526	732	18	than	than	SCONJ
futech-526	732	19	carbohydrate	carbohydrate	VERB
futech-526	732	20	content	content	NOUN
futech-526	732	21	alone	alone	ADV
futech-526	732	22	.	.	PUNCT
futech-526	733	1	together	together	ADV
futech-526	733	2	,	,	PUNCT
futech-526	733	3	these	these	DET
futech-526	733	4	studies	study	NOUN
futech-526	733	5	illustrate	illustrate	VERB
futech-526	733	6	how	how	SCONJ
futech-526	733	7	statistical	statistical	ADJ
futech-526	733	8	techniques	technique	NOUN
futech-526	733	9	are	be	AUX
futech-526	733	10	crucial	crucial	ADJ
futech-526	733	11	for	for	ADP
futech-526	733	12	accurately	accurately	ADV
futech-526	733	13	determining	determine	VERB
futech-526	733	14	and	and	CCONJ
futech-526	733	15	predicting	predict	VERB
futech-526	733	16	glycemic	glycemic	ADJ
futech-526	733	17	responses	response	NOUN
futech-526	733	18	,	,	PUNCT
futech-526	733	19	ultimately	ultimately	ADV
futech-526	733	20	aiding	aid	VERB
futech-526	733	21	in	in	ADP
futech-526	733	22	better	well	ADJ
futech-526	733	23	dietary	dietary	ADJ
futech-526	733	24	choices	choice	NOUN
futech-526	733	25	for	for	ADP
futech-526	733	26	individuals	individual	NOUN
futech-526	733	27	managing	manage	VERB
futech-526	733	28	blood	blood	NOUN
futech-526	733	29	sugar	sugar	NOUN
futech-526	733	30	levels	level	NOUN
futech-526	733	31	.	.	PUNCT
futech-526	734	1	the	the	DET
futech-526	734	2	study	study	NOUN
futech-526	734	3	by	by	ADP
futech-526	734	4	mohan	mohan	PROPN
futech-526	734	5	et	et	PROPN
futech-526	734	6	al	al	PROPN
futech-526	734	7	.	.	PUNCT
futech-526	735	1	[	[	X
futech-526	735	2	74	74	NUM
futech-526	735	3	]	]	PUNCT
futech-526	735	4	explores	explore	VERB
futech-526	735	5	the	the	DET
futech-526	735	6	association	association	NOUN
futech-526	735	7	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.3q5srcqew924	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.3q5srcqew924	NOUN
futech-526	735	8	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.x7rvsuq2zx	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.x7rvsuq2zx	PROPN
futech-526	735	9	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.rsfuub18cwjz	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.rsfuub18cwjz	PROPN
futech-526	735	10	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.3q5srcqew924	https://docs.google.com/document/d/14wrzrjbmmxrnmvtgegzciualq2bp6c8u/edit#heading=h.3q5srcqew924	PROPN
futech-526	735	11	nh	nh	PROPN
futech-526	735	12	.	.	PROPN
futech-526	735	13	wanigasingha	wanigasingha	NOUN
futech-526	736	1	et	et	PROPN
futech-526	736	2	al	al	PROPN
futech-526	736	3	.	.	PROPN
futech-526	736	4	/future	/future	PUNCT
futech-526	736	5	technology	technology	PROPN
futech-526	736	6	february	february	PROPN
futech-526	736	7	2026|	2026|	NUM
futech-526	736	8	volume	volume	NOUN
futech-526	736	9	05	05	NUM
futech-526	737	1	|	|	ADV
futech-526	737	2	issue	issue	NOUN
futech-526	737	3	01	01	NUM
futech-526	738	1	|	|	NOUN
futech-526	738	2	pages	page	VERB
futech-526	738	3	93	93	NUM
futech-526	738	4	-	-	SYM
futech-526	738	5	126	126	NUM
futech-526	738	6	109	109	NUM
futech-526	738	7	between	between	ADP
futech-526	738	8	poor	poor	ADJ
futech-526	738	9	glycemic	glycemic	ADJ
futech-526	738	10	control	control	NOUN
futech-526	738	11	,	,	PUNCT
futech-526	738	12	hyperhomocysteinemia	hyperhomocysteinemia	NOUN
futech-526	738	13	,	,	PUNCT
futech-526	738	14	and	and	CCONJ
futech-526	738	15	microalbuminuria	microalbuminuria	PROPN
futech-526	738	16	,	,	PUNCT
futech-526	738	17	utilizing	utilize	VERB
futech-526	738	18	both	both	CCONJ
futech-526	738	19	traditional	traditional	ADJ
futech-526	738	20	statistical	statistical	ADJ
futech-526	738	21	methods	method	NOUN
futech-526	738	22	and	and	CCONJ
futech-526	738	23	machine	machine	NOUN
futech-526	738	24	learning	learn	VERB
futech-526	738	25	algorithms	algorithm	NOUN
futech-526	738	26	.	.	PUNCT
futech-526	739	1	although	although	SCONJ
futech-526	739	2	not	not	PART
futech-526	739	3	directly	directly	ADV
futech-526	739	4	focused	focus	VERB
futech-526	739	5	on	on	ADP
futech-526	739	6	the	the	DET
futech-526	739	7	glycemic	glycemic	ADJ
futech-526	739	8	index	index	NOUN
futech-526	739	9	,	,	PUNCT
futech-526	739	10	this	this	DET
futech-526	739	11	research	research	NOUN
futech-526	739	12	highlights	highlight	VERB
futech-526	739	13	the	the	DET
futech-526	739	14	importance	importance	NOUN
futech-526	739	15	of	of	ADP
futech-526	739	16	statistical	statistical	ADJ
futech-526	739	17	techniques	technique	NOUN
futech-526	739	18	in	in	ADP
futech-526	739	19	understanding	understand	VERB
futech-526	739	20	health	health	NOUN
futech-526	739	21	outcomes	outcome	NOUN
futech-526	739	22	related	relate	VERB
futech-526	739	23	to	to	ADP
futech-526	739	24	glycemic	glycemic	ADJ
futech-526	739	25	control	control	NOUN
futech-526	739	26	.	.	PUNCT
futech-526	740	1	the	the	DET
futech-526	740	2	researchers	researcher	NOUN
futech-526	740	3	focused	focus	VERB
futech-526	740	4	on	on	ADP
futech-526	740	5	glycemic	glycemic	ADJ
futech-526	740	6	control	control	NOUN
futech-526	740	7	as	as	SCONJ
futech-526	740	8	measured	measure	VERB
futech-526	740	9	by	by	ADP
futech-526	740	10	fasting	fast	VERB
futech-526	740	11	blood	blood	NOUN
futech-526	740	12	sugar	sugar	NOUN
futech-526	740	13	and	and	CCONJ
futech-526	740	14	glycosylated	glycosylated	ADJ
futech-526	740	15	hemoglobin	hemoglobin	NOUN
futech-526	740	16	levels	level	NOUN
futech-526	740	17	.	.	PUNCT
futech-526	741	1	the	the	DET
futech-526	741	2	main	main	ADJ
futech-526	741	3	technologies	technology	NOUN
futech-526	741	4	used	use	VERB
futech-526	741	5	included	include	VERB
futech-526	741	6	biochemical	biochemical	ADJ
futech-526	741	7	analysis	analysis	NOUN
futech-526	741	8	equipment	equipment	NOUN
futech-526	741	9	and	and	CCONJ
futech-526	741	10	computational	computational	ADJ
futech-526	741	11	software	software	NOUN
futech-526	741	12	for	for	ADP
futech-526	741	13	machine	machine	NOUN
futech-526	741	14	learning	learning	NOUN
futech-526	741	15	.	.	PUNCT
futech-526	742	1	the	the	DET
futech-526	742	2	dataset	dataset	NOUN
futech-526	742	3	consisted	consist	VERB
futech-526	742	4	of	of	ADP
futech-526	742	5	975	975	NUM
futech-526	742	6	subjects	subject	NOUN
futech-526	742	7	,	,	PUNCT
futech-526	742	8	including	include	VERB
futech-526	742	9	diabetic	diabetic	ADJ
futech-526	742	10	patients	patient	NOUN
futech-526	742	11	and	and	CCONJ
futech-526	742	12	non‐diabetic	non‐diabetic	ADJ
futech-526	742	13	controls	control	NOUN
futech-526	742	14	,	,	PUNCT
futech-526	742	15	with	with	ADP
futech-526	742	16	features	feature	NOUN
futech-526	742	17	such	such	ADJ
futech-526	742	18	as	as	ADP
futech-526	742	19	age	age	NOUN
futech-526	742	20	,	,	PUNCT
futech-526	742	21	gender	gender	NOUN
futech-526	742	22	,	,	PUNCT
futech-526	742	23	fbs	fbs	PROPN
futech-526	742	24	,	,	PUNCT
futech-526	742	25	hba1c	hba1c	PROPN
futech-526	742	26	,	,	PUNCT
futech-526	742	27	and	and	CCONJ
futech-526	742	28	diabetic	diabetic	ADJ
futech-526	742	29	status	status	NOUN
futech-526	742	30	.	.	PUNCT
futech-526	743	1	statistical	statistical	ADJ
futech-526	743	2	techniques	technique	NOUN
futech-526	743	3	employed	employ	VERB
futech-526	743	4	included	include	VERB
futech-526	743	5	student	student	NOUN
futech-526	743	6	t‐tests	t‐tests	PROPN
futech-526	743	7	,	,	PUNCT
futech-526	743	8	anova	anova	PROPN
futech-526	743	9	,	,	PUNCT
futech-526	743	10	multiple	multiple	ADJ
futech-526	743	11	linear	linear	ADJ
futech-526	743	12	regression	regression	NOUN
futech-526	743	13	,	,	PUNCT
futech-526	743	14	and	and	CCONJ
futech-526	743	15	chi‐squared	chi‐square	VERB
futech-526	743	16	analysis	analysis	NOUN
futech-526	743	17	to	to	PART
futech-526	743	18	assess	assess	VERB
futech-526	743	19	differences	difference	NOUN
futech-526	743	20	and	and	CCONJ
futech-526	743	21	model	model	NOUN
futech-526	743	22	relationships	relationship	NOUN
futech-526	743	23	between	between	ADP
futech-526	743	24	variables	variable	NOUN
futech-526	743	25	.	.	PUNCT
futech-526	744	1	another	another	DET
futech-526	744	2	study	study	NOUN
futech-526	744	3	introduces	introduce	VERB
futech-526	744	4	a	a	DET
futech-526	744	5	hybrid	hybrid	ADJ
futech-526	744	6	model	model	NOUN
futech-526	744	7	designed	design	VERB
futech-526	744	8	to	to	PART
futech-526	744	9	predict	predict	VERB
futech-526	744	10	gi	gi	NOUN
futech-526	744	11	and	and	CCONJ
futech-526	744	12	gl	gl	PROPN
futech-526	744	13	based	base	VERB
futech-526	744	14	on	on	ADP
futech-526	744	15	the	the	DET
futech-526	744	16	macronutrient	macronutrient	NOUN
futech-526	744	17	composition	composition	NOUN
futech-526	744	18	of	of	ADP
futech-526	744	19	foods	food	NOUN
futech-526	744	20	[	[	X
futech-526	744	21	33	33	NUM
futech-526	744	22	]	]	PUNCT
futech-526	744	23	.	.	PUNCT
futech-526	745	1	this	this	DET
futech-526	745	2	model	model	NOUN
futech-526	745	3	combines	combine	VERB
futech-526	745	4	deterministic	deterministic	ADJ
futech-526	745	5	calculations	calculation	NOUN
futech-526	745	6	for	for	ADP
futech-526	745	7	glycemic	glycemic	ADJ
futech-526	745	8	carbohydrates	carbohydrate	NOUN
futech-526	745	9	with	with	ADP
futech-526	745	10	empirical	empirical	ADJ
futech-526	745	11	coefficients	coefficient	NOUN
futech-526	745	12	for	for	ADP
futech-526	745	13	non‐glycemic	non‐glycemic	ADJ
futech-526	745	14	nutrients	nutrient	NOUN
futech-526	745	15	like	like	ADP
futech-526	745	16	proteins	protein	NOUN
futech-526	745	17	,	,	PUNCT
futech-526	745	18	fats	fat	NOUN
futech-526	745	19	,	,	PUNCT
futech-526	745	20	and	and	CCONJ
futech-526	745	21	fibers	fiber	NOUN
futech-526	745	22	.	.	PUNCT
futech-526	746	1	by	by	ADP
futech-526	746	2	quantifying	quantify	VERB
futech-526	746	3	both	both	CCONJ
futech-526	746	4	the	the	DET
futech-526	746	5	impact	impact	NOUN
futech-526	746	6	of	of	ADP
futech-526	746	7	glycemic	glycemic	ADJ
futech-526	746	8	carbohydrates	carbohydrate	NOUN
futech-526	746	9	and	and	CCONJ
futech-526	746	10	the	the	DET
futech-526	746	11	gi‐lowering	gi‐lowering	NOUN
futech-526	746	12	effects	effect	NOUN
futech-526	746	13	of	of	ADP
futech-526	746	14	non‐glycemic	non‐glycemic	ADJ
futech-526	746	15	components	component	NOUN
futech-526	746	16	,	,	PUNCT
futech-526	746	17	the	the	DET
futech-526	746	18	model	model	NOUN
futech-526	746	19	aims	aim	VERB
futech-526	746	20	to	to	PART
futech-526	746	21	facilitate	facilitate	VERB
futech-526	746	22	the	the	DET
futech-526	746	23	development	development	NOUN
futech-526	746	24	of	of	ADP
futech-526	746	25	packaged	package	VERB
futech-526	746	26	foods	food	NOUN
futech-526	746	27	and	and	CCONJ
futech-526	746	28	beverages	beverage	NOUN
futech-526	746	29	with	with	ADP
futech-526	746	30	lower	low	ADJ
futech-526	746	31	glucose	glucose	NOUN
futech-526	746	32	responses	response	NOUN
futech-526	746	33	.	.	PUNCT
futech-526	747	1	the	the	DET
futech-526	747	2	model	model	NOUN
futech-526	747	3	was	be	AUX
futech-526	747	4	validated	validate	VERB
futech-526	747	5	using	use	VERB
futech-526	747	6	a	a	DET
futech-526	747	7	dataset	dataset	NOUN
futech-526	747	8	of	of	ADP
futech-526	747	9	42	42	NUM
futech-526	747	10	breakfast	breakfast	NOUN
futech-526	747	11	cereals	cereal	NOUN
futech-526	747	12	and	and	CCONJ
futech-526	747	13	60	60	NUM
futech-526	747	14	in	in	ADP
futech-526	747	15	vivo	vivo	ADJ
futech-526	747	16	trials	trial	NOUN
futech-526	747	17	,	,	PUNCT
futech-526	747	18	employing	employ	VERB
futech-526	747	19	statistical	statistical	ADJ
futech-526	747	20	techniques	technique	NOUN
futech-526	747	21	like	like	ADP
futech-526	747	22	ordinary	ordinary	ADJ
futech-526	747	23	least	least	ADJ
futech-526	747	24	squares	square	NOUN
futech-526	747	25	(	(	PUNCT
futech-526	747	26	ols	ol	NOUN
futech-526	747	27	)	)	PUNCT
futech-526	747	28	regression	regression	NOUN
futech-526	747	29	and	and	CCONJ
futech-526	747	30	bland‐altman	bland‐altman	NOUN
futech-526	747	31	plots	plot	VERB
futech-526	747	32	to	to	PART
futech-526	747	33	achieve	achieve	VERB
futech-526	747	34	high	high	ADJ
futech-526	747	35	correlation	correlation	NOUN
futech-526	747	36	coefficients	coefficient	NOUN
futech-526	747	37	(	(	PUNCT
futech-526	747	38	r	r	NOUN
futech-526	747	39	=	=	NOUN
futech-526	747	40	0.90	0.90	NUM
futech-526	747	41	for	for	ADP
futech-526	747	42	gi	gi	NOUN
futech-526	747	43	and	and	CCONJ
futech-526	747	44	r	r	NOUN
futech-526	747	45	=	=	SYM
futech-526	747	46	0.96	0.96	NUM
futech-526	747	47	for	for	ADP
futech-526	747	48	gl	gl	NOUN
futech-526	747	49	)	)	PUNCT
futech-526	747	50	.	.	PUNCT
futech-526	748	1	the	the	DET
futech-526	748	2	transparency	transparency	NOUN
futech-526	748	3	of	of	ADP
futech-526	748	4	the	the	DET
futech-526	748	5	model	model	NOUN
futech-526	748	6	,	,	PUNCT
futech-526	748	7	with	with	ADP
futech-526	748	8	explicit	explicit	ADJ
futech-526	748	9	coefficients	coefficient	NOUN
futech-526	748	10	for	for	ADP
futech-526	748	11	each	each	DET
futech-526	748	12	nutrient	nutrient	NOUN
futech-526	748	13	,	,	PUNCT
futech-526	748	14	makes	make	VERB
futech-526	748	15	it	it	PRON
futech-526	748	16	interpretable	interpretable	ADJ
futech-526	748	17	and	and	CCONJ
futech-526	748	18	useful	useful	ADJ
futech-526	748	19	to	to	PART
futech-526	748	20	guide	guide	VERB
futech-526	748	21	the	the	DET
futech-526	748	22	development	development	NOUN
futech-526	748	23	of	of	ADP
futech-526	748	24	the	the	DET
futech-526	748	25	product	product	NOUN
futech-526	748	26	.	.	PUNCT
futech-526	749	1	the	the	DET
futech-526	749	2	study	study	NOUN
futech-526	749	3	“	"	PUNCT
futech-526	749	4	gluten‐free	gluten‐free	ADJ
futech-526	749	5	cookies	cookie	NOUN
futech-526	749	6	with	with	ADP
futech-526	749	7	low	low	ADJ
futech-526	749	8	glycemic	glycemic	ADJ
futech-526	749	9	index	index	NOUN
futech-526	749	10	and	and	CCONJ
futech-526	749	11	glycemic	glycemic	ADJ
futech-526	749	12	load	load	NOUN
futech-526	749	13	:	:	PUNCT
futech-526	749	14	optimization	optimization	NOUN
futech-526	749	15	of	of	ADP
futech-526	749	16	the	the	DET
futech-526	749	17	process	process	NOUN
futech-526	749	18	variables	variable	VERB
futech-526	749	19	via	via	ADP
futech-526	749	20	response	response	NOUN
futech-526	749	21	surface	surface	NOUN
futech-526	749	22	methodology	methodology	NOUN
futech-526	749	23	and	and	CCONJ
futech-526	749	24	artificial	artificial	ADJ
futech-526	749	25	neural	neural	ADJ
futech-526	749	26	network	network	NOUN
futech-526	749	27	”	"	PUNCT
futech-526	750	1	[	[	X
futech-526	750	2	80	80	NUM
futech-526	750	3	]	]	PUNCT
futech-526	750	4	focused	focus	VERB
futech-526	750	5	on	on	ADP
futech-526	750	6	optimizing	optimize	VERB
futech-526	750	7	the	the	DET
futech-526	750	8	production	production	NOUN
futech-526	750	9	of	of	ADP
futech-526	750	10	gluten‐free	gluten‐free	ADJ
futech-526	750	11	cookies	cookie	NOUN
futech-526	750	12	with	with	ADP
futech-526	750	13	low	low	ADJ
futech-526	750	14	glycemic	glycemic	ADJ
futech-526	750	15	index	index	NOUN
futech-526	750	16	and	and	CCONJ
futech-526	750	17	glycemic	glycemic	ADJ
futech-526	750	18	load	load	NOUN
futech-526	750	19	.	.	PUNCT
futech-526	751	1	it	it	PRON
futech-526	751	2	evaluates	evaluate	VERB
futech-526	751	3	the	the	DET
futech-526	751	4	impact	impact	NOUN
futech-526	751	5	of	of	ADP
futech-526	751	6	baking	bake	VERB
futech-526	751	7	temperature	temperature	NOUN
futech-526	751	8	and	and	CCONJ
futech-526	751	9	time	time	NOUN
futech-526	751	10	on	on	ADP
futech-526	751	11	resistant	resistant	ADJ
futech-526	751	12	starch	starch	NOUN
futech-526	751	13	(	(	PUNCT
futech-526	751	14	rs	rs	NOUN
futech-526	751	15	)	)	PUNCT
futech-526	751	16	,	,	PUNCT
futech-526	751	17	gi	gi	INTJ
futech-526	751	18	,	,	PUNCT
futech-526	751	19	and	and	CCONJ
futech-526	751	20	gl	gl	INTJ
futech-526	751	21	using	use	VERB
futech-526	751	22	cardaba	cardaba	PROPN
futech-526	751	23	banana	banana	NOUN
futech-526	751	24	flour	flour	NOUN
futech-526	751	25	modified	modify	VERB
futech-526	751	26	with	with	ADP
futech-526	751	27	citric	citric	ADJ
futech-526	751	28	acid	acid	NOUN
futech-526	751	29	to	to	PART
futech-526	751	30	enhance	enhance	VERB
futech-526	751	31	rs	rs	PROPN
futech-526	751	32	content	content	NOUN
futech-526	751	33	.	.	PUNCT
futech-526	752	1	the	the	DET
futech-526	752	2	study	study	NOUN
futech-526	752	3	employs	employ	VERB
futech-526	752	4	response	response	NOUN
futech-526	752	5	surface	surface	NOUN
futech-526	752	6	methodology	methodology	NOUN
futech-526	752	7	(	(	PUNCT
futech-526	752	8	rsm	rsm	NOUN
futech-526	752	9	)	)	PUNCT
futech-526	752	10	and	and	CCONJ
futech-526	752	11	artificial	artificial	ADJ
futech-526	752	12	neural	neural	ADJ
futech-526	752	13	networks	network	NOUN
futech-526	752	14	to	to	PART
futech-526	752	15	model	model	VERB
futech-526	752	16	and	and	CCONJ
futech-526	752	17	optimize	optimize	VERB
futech-526	752	18	these	these	DET
futech-526	752	19	parameters	parameter	NOUN
futech-526	752	20	.	.	PUNCT
futech-526	753	1	rsm	rsm	PROPN
futech-526	753	2	is	be	AUX
futech-526	753	3	used	use	VERB
futech-526	753	4	to	to	PART
futech-526	753	5	understand	understand	VERB
futech-526	753	6	the	the	DET
futech-526	753	7	relationships	relationship	NOUN
futech-526	753	8	between	between	ADP
futech-526	753	9	baking	bake	VERB
futech-526	753	10	conditions	condition	NOUN
futech-526	753	11	and	and	CCONJ
futech-526	753	12	outputs	output	NOUN
futech-526	753	13	,	,	PUNCT
futech-526	753	14	while	while	SCONJ
futech-526	753	15	ann	ann	PROPN
futech-526	753	16	provides	provide	VERB
futech-526	753	17	more	more	ADV
futech-526	753	18	accurate	accurate	ADJ
futech-526	753	19	predictions	prediction	NOUN
futech-526	753	20	.	.	PUNCT
futech-526	754	1	the	the	DET
futech-526	754	2	gi	gi	PROPN
futech-526	754	3	is	be	AUX
futech-526	754	4	estimated	estimate	VERB
futech-526	754	5	through	through	ADP
futech-526	754	6	in	in	ADP
futech-526	754	7	vitro	vitro	X
futech-526	754	8	starch	starch	NOUN
futech-526	754	9	digestibility	digestibility	NOUN
futech-526	754	10	tests	test	NOUN
futech-526	754	11	using	use	VERB
futech-526	754	12	a	a	DET
futech-526	754	13	non‐linear	non‐linear	ADJ
futech-526	754	14	model	model	NOUN
futech-526	754	15	.	.	PUNCT
futech-526	755	1	experimental	experimental	ADJ
futech-526	755	2	data	datum	NOUN
futech-526	755	3	from	from	ADP
futech-526	755	4	13	13	NUM
futech-526	755	5	baking	baking	NOUN
futech-526	755	6	trials	trial	NOUN
futech-526	755	7	,	,	PUNCT
futech-526	755	8	designed	design	VERB
futech-526	755	9	using	use	VERB
futech-526	755	10	a	a	DET
futech-526	755	11	central	central	ADJ
futech-526	755	12	composite	composite	ADJ
futech-526	755	13	design	design	NOUN
futech-526	755	14	,	,	PUNCT
futech-526	755	15	were	be	AUX
futech-526	755	16	analyzed	analyze	VERB
futech-526	755	17	using	use	VERB
futech-526	755	18	techniques	technique	NOUN
futech-526	755	19	like	like	ADP
futech-526	755	20	anova	anova	PROPN
futech-526	755	21	and	and	CCONJ
futech-526	755	22	regression	regression	VERB
futech-526	755	23	analysis	analysis	NOUN
futech-526	755	24	to	to	PART
futech-526	755	25	assess	assess	VERB
futech-526	755	26	model	model	NOUN
futech-526	755	27	quality	quality	NOUN
futech-526	755	28	and	and	CCONJ
futech-526	755	29	optimize	optimize	VERB
futech-526	755	30	baking	baking	NOUN
futech-526	755	31	conditions	condition	NOUN
futech-526	755	32	.	.	PUNCT
futech-526	756	1	overall	overall	ADV
futech-526	756	2	,	,	PUNCT
futech-526	756	3	the	the	DET
futech-526	756	4	study	study	NOUN
futech-526	756	5	aims	aim	VERB
futech-526	756	6	to	to	PART
futech-526	756	7	develop	develop	VERB
futech-526	756	8	gluten‐	gluten‐	VERB
futech-526	756	9	free	free	ADJ
futech-526	756	10	cookies	cookie	NOUN
futech-526	756	11	with	with	ADP
futech-526	756	12	improved	improved	ADJ
futech-526	756	13	nutritional	nutritional	ADJ
futech-526	756	14	profiles	profile	NOUN
futech-526	756	15	by	by	ADP
futech-526	756	16	optimizing	optimize	VERB
futech-526	756	17	production	production	NOUN
futech-526	756	18	parameters	parameter	NOUN
futech-526	756	19	.	.	PUNCT
futech-526	757	1	the	the	DET
futech-526	757	2	study	study	NOUN
futech-526	757	3	[	[	X
futech-526	757	4	83	83	NUM
futech-526	757	5	]	]	PUNCT
futech-526	757	6	uses	use	VERB
futech-526	757	7	historical	historical	ADJ
futech-526	757	8	glucose	glucose	NOUN
futech-526	757	9	data	datum	NOUN
futech-526	757	10	from	from	ADP
futech-526	757	11	continuous	continuous	ADJ
futech-526	757	12	glucose	glucose	NOUN
futech-526	757	13	monitoring	monitoring	NOUN
futech-526	757	14	devices	device	NOUN
futech-526	757	15	to	to	PART
futech-526	757	16	predict	predict	VERB
futech-526	757	17	future	future	ADJ
futech-526	757	18	gi	gi	NOUN
futech-526	757	19	levels	level	NOUN
futech-526	757	20	,	,	PUNCT
futech-526	757	21	with	with	ADP
futech-526	757	22	autoregressive	autoregressive	ADJ
futech-526	757	23	integrated	integrated	ADJ
futech-526	757	24	moving	move	VERB
futech-526	757	25	average	average	ADJ
futech-526	757	26	adapting	adapting	NOUN
futech-526	757	27	in	in	ADP
futech-526	757	28	real‐time	real‐time	NOUN
futech-526	757	29	and	and	CCONJ
futech-526	757	30	rnn	rnn	VERB
futech-526	757	31	predicting	predict	VERB
futech-526	757	32	trends	trend	NOUN
futech-526	757	33	over	over	ADP
futech-526	757	34	30‐60	30‐60	NUM
futech-526	757	35	minutes	minute	NOUN
futech-526	757	36	.	.	PUNCT
futech-526	758	1	the	the	DET
futech-526	758	2	models	model	NOUN
futech-526	758	3	are	be	AUX
futech-526	758	4	hosted	host	VERB
futech-526	758	5	on	on	ADP
futech-526	758	6	google	google	PROPN
futech-526	758	7	cloud	cloud	PROPN
futech-526	758	8	,	,	PUNCT
futech-526	758	9	utilizing	utilize	VERB
futech-526	758	10	technologies	technology	NOUN
futech-526	758	11	like	like	ADP
futech-526	758	12	google	google	PROPN
futech-526	758	13	cloud	cloud	NOUN
futech-526	758	14	pubsub	pubsub	NOUN
futech-526	758	15	,	,	PUNCT
futech-526	758	16	functions	function	NOUN
futech-526	758	17	,	,	PUNCT
futech-526	758	18	and	and	CCONJ
futech-526	758	19	bigquery	bigquery	PROPN
futech-526	758	20	for	for	ADP
futech-526	758	21	real‐time	real‐time	NOUN
futech-526	758	22	training	training	NOUN
futech-526	758	23	and	and	CCONJ
futech-526	758	24	data	datum	NOUN
futech-526	758	25	management	management	NOUN
futech-526	758	26	.	.	PUNCT
futech-526	759	1	the	the	DET
futech-526	759	2	d1namo	d1namo	PROPN
futech-526	759	3	dataset	dataset	NOUN
futech-526	759	4	,	,	PUNCT
futech-526	759	5	which	which	PRON
futech-526	759	6	includes	include	VERB
futech-526	759	7	glucose	glucose	NOUN
futech-526	759	8	readings	reading	NOUN
futech-526	759	9	from	from	ADP
futech-526	759	10	diabetic	diabetic	ADJ
futech-526	759	11	and	and	CCONJ
futech-526	759	12	non‐diabetic	non‐diabetic	ADJ
futech-526	759	13	patients	patient	NOUN
futech-526	759	14	,	,	PUNCT
futech-526	759	15	is	be	AUX
futech-526	759	16	used	use	VERB
futech-526	759	17	for	for	ADP
futech-526	759	18	model	model	NOUN
futech-526	759	19	training	training	NOUN
futech-526	759	20	and	and	CCONJ
futech-526	759	21	validation	validation	NOUN
futech-526	759	22	.	.	PUNCT
futech-526	760	1	statistical	statistical	ADJ
futech-526	760	2	techniques	technique	NOUN
futech-526	760	3	such	such	ADJ
futech-526	760	4	as	as	ADP
futech-526	760	5	adf	adf	NOUN
futech-526	760	6	tests	test	NOUN
futech-526	760	7	,	,	PUNCT
futech-526	760	8	acf	acf	PROPN
futech-526	760	9	/	/	SYM
futech-526	760	10	pacf	pacf	NOUN
futech-526	760	11	,	,	PUNCT
futech-526	760	12	and	and	CCONJ
futech-526	760	13	akaike	akaike	ADP
futech-526	760	14	informa‐	informa‐	PROPN
futech-526	760	15	tion	tion	PROPN
futech-526	760	16	criterion	criterion	NOUN
futech-526	760	17	are	be	AUX
futech-526	760	18	employed	employ	VERB
futech-526	760	19	for	for	ADP
futech-526	760	20	model	model	NOUN
futech-526	760	21	optimization	optimization	NOUN
futech-526	760	22	and	and	CCONJ
futech-526	760	23	validation	validation	NOUN
futech-526	760	24	.	.	PUNCT
futech-526	761	1	the	the	DET
futech-526	761	2	study	study	NOUN
futech-526	761	3	aims	aim	VERB
futech-526	761	4	to	to	PART
futech-526	761	5	monitor	monitor	VERB
futech-526	761	6	glucose	glucose	NOUN
futech-526	761	7	levels	level	NOUN
futech-526	761	8	in	in	ADP
futech-526	761	9	bus	bus	NOUN
futech-526	761	10	drivers	driver	NOUN
futech-526	761	11	,	,	PUNCT
futech-526	761	12	providing	provide	VERB
futech-526	761	13	alerts	alert	NOUN
futech-526	761	14	for	for	ADP
futech-526	761	15	dangerous	dangerous	ADJ
futech-526	761	16	trends	trend	NOUN
futech-526	761	17	,	,	PUNCT
futech-526	761	18	and	and	CCONJ
futech-526	761	19	exploring	explore	VERB
futech-526	761	20	the	the	DET
futech-526	761	21	inherent	inherent	ADJ
futech-526	761	22	interpretability	interpretability	NOUN
futech-526	761	23	of	of	ADP
futech-526	761	24	arima	arima	PROPN
futech-526	761	25	models	model	NOUN
futech-526	761	26	to	to	PART
futech-526	761	27	understand	understand	VERB
futech-526	761	28	forecast	forecast	NOUN
futech-526	761	29	dependencies	dependency	NOUN
futech-526	761	30	.	.	PUNCT
futech-526	762	1	reference	reference	NOUN
futech-526	763	1	[	[	X
futech-526	763	2	38	38	NUM
futech-526	763	3	]	]	PUNCT
futech-526	763	4	focused	focus	VERB
futech-526	763	5	on	on	ADP
futech-526	763	6	determining	determine	VERB
futech-526	763	7	the	the	DET
futech-526	763	8	glycemic	glycemic	ADJ
futech-526	763	9	index	index	NOUN
futech-526	763	10	of	of	ADP
futech-526	763	11	a	a	DET
futech-526	763	12	complete	complete	ADJ
futech-526	763	13	nutrition	nutrition	NOUN
futech-526	763	14	drink	drink	NOUN
futech-526	763	15	formulated	formulate	VERB
futech-526	763	16	with	with	ADP
futech-526	763	17	retrograded	retrograded	ADJ
futech-526	763	18	starch	starch	NOUN
futech-526	763	19	and	and	CCONJ
futech-526	763	20	identifying	identify	VERB
futech-526	763	21	factors	factor	NOUN
futech-526	763	22	influencing	influence	VERB
futech-526	763	23	the	the	DET
futech-526	763	24	glycemic	glycemic	ADJ
futech-526	763	25	response	response	NOUN
futech-526	763	26	.	.	PUNCT
futech-526	764	1	this	this	PRON
futech-526	764	2	was	be	AUX
futech-526	764	3	achieved	achieve	VERB
futech-526	764	4	through	through	ADP
futech-526	764	5	a	a	DET
futech-526	764	6	randomized	randomized	ADJ
futech-526	764	7	crossover	crossover	ADP
futech-526	764	8	controlled	control	VERB
futech-526	764	9	trial	trial	NOUN
futech-526	764	10	involving	involve	VERB
futech-526	764	11	18	18	NUM
futech-526	764	12	healthy	healthy	ADJ
futech-526	764	13	participants	participant	NOUN
futech-526	764	14	who	who	PRON
futech-526	764	15	consumed	consume	VERB
futech-526	764	16	the	the	DET
futech-526	764	17	nutrition	nutrition	NOUN
futech-526	764	18	drink	drink	NOUN
futech-526	764	19	,	,	PUNCT
futech-526	764	20	glucose	glucose	NOUN
futech-526	764	21	solution	solution	NOUN
futech-526	764	22	,	,	PUNCT
futech-526	764	23	and	and	CCONJ
futech-526	764	24	white	white	ADJ
futech-526	764	25	bread	bread	NOUN
futech-526	764	26	as	as	ADP
futech-526	764	27	test	test	NOUN
futech-526	764	28	foods	food	NOUN
futech-526	764	29	.	.	PUNCT
futech-526	765	1	normality	normality	NOUN
futech-526	765	2	tests	test	NOUN
futech-526	765	3	,	,	PUNCT
futech-526	765	4	such	such	ADJ
futech-526	765	5	as	as	ADP
futech-526	765	6	the	the	DET
futech-526	765	7	shapiro‐wilk	shapiro‐wilk	NOUN
futech-526	765	8	test	test	NOUN
futech-526	765	9	,	,	PUNCT
futech-526	765	10	are	be	AUX
futech-526	765	11	employed	employ	VERB
futech-526	765	12	to	to	PART
futech-526	765	13	evaluate	evaluate	VERB
futech-526	765	14	the	the	DET
futech-526	765	15	distribution	distribution	NOUN
futech-526	765	16	of	of	ADP
futech-526	765	17	data	datum	NOUN
futech-526	765	18	.	.	PUNCT
futech-526	766	1	for	for	ADP
futech-526	766	2	comparative	comparative	ADJ
futech-526	766	3	analysis	analysis	NOUN
futech-526	766	4	,	,	PUNCT
futech-526	766	5	a	a	DET
futech-526	766	6	one‐way	one‐way	NOUN
futech-526	766	7	anova	anova	PROPN
futech-526	766	8	is	be	AUX
futech-526	766	9	used	use	VERB
futech-526	766	10	for	for	ADP
futech-526	766	11	normally	normally	ADV
futech-526	766	12	distributed	distribute	VERB
futech-526	766	13	data	datum	NOUN
futech-526	766	14	,	,	PUNCT
futech-526	766	15	while	while	SCONJ
futech-526	766	16	the	the	DET
futech-526	766	17	kruskal‐wallis	kruskal‐wallis	PROPN
futech-526	766	18	and	and	CCONJ
futech-526	766	19	friedman	friedman	PROPN
futech-526	766	20	tests	test	NOUN
futech-526	766	21	are	be	AUX
futech-526	766	22	applied	apply	VERB
futech-526	766	23	for	for	ADP
futech-526	766	24	non‐parametric	non‐parametric	ADJ
futech-526	766	25	comparisons	comparison	NOUN
futech-526	766	26	.	.	PUNCT
futech-526	767	1	in	in	ADP
futech-526	767	2	scenarios	scenario	NOUN
futech-526	767	3	involving	involve	VERB
futech-526	767	4	repeated	repeat	VERB
futech-526	767	5	measures	measure	NOUN
futech-526	767	6	,	,	PUNCT
futech-526	767	7	repeated	repeat	VERB
futech-526	767	8	measures	measure	NOUN
futech-526	767	9	anova	anova	X
futech-526	767	10	with	with	ADP
futech-526	767	11	tukey	tukey	PROPN
futech-526	767	12	’s	’s	PART
futech-526	767	13	test	test	NOUN
futech-526	767	14	for	for	ADP
futech-526	767	15	post‐hoc	post‐hoc	NOUN
futech-526	767	16	analysis	analysis	NOUN
futech-526	767	17	is	be	AUX
futech-526	767	18	performed	perform	VERB
futech-526	767	19	.	.	PUNCT
futech-526	768	1	for	for	ADP
futech-526	768	2	correlation	correlation	NOUN
futech-526	768	3	analysis	analysis	NOUN
futech-526	768	4	,	,	PUNCT
futech-526	768	5	the	the	DET
futech-526	768	6	spearman	spearman	NOUN
futech-526	768	7	rank	rank	NOUN
futech-526	768	8	correlation	correlation	NOUN
futech-526	768	9	is	be	AUX
futech-526	768	10	utilized	utilize	VERB
futech-526	768	11	to	to	PART
futech-526	768	12	identify	identify	VERB
futech-526	768	13	relationships	relationship	NOUN
futech-526	768	14	between	between	ADP
futech-526	768	15	baseline	baseline	NOUN
futech-526	768	16	characteristics	characteristic	NOUN
futech-526	768	17	and	and	CCONJ
futech-526	768	18	glycemic	glycemic	ADJ
futech-526	768	19	response	response	NOUN
futech-526	768	20	.	.	PUNCT
futech-526	769	1	to	to	PART
futech-526	769	2	control	control	VERB
futech-526	769	3	type	type	NOUN
futech-526	769	4	i	i	PRON
futech-526	769	5	errors	error	VERB
futech-526	769	6	in	in	ADP
futech-526	769	7	multiple	multiple	ADJ
futech-526	769	8	comparisons	comparison	NOUN
futech-526	769	9	,	,	PUNCT
futech-526	769	10	the	the	DET
futech-526	769	11	bonferroni	bonferroni	NOUN
futech-526	769	12	correction	correction	NOUN
futech-526	769	13	is	be	AUX
futech-526	769	14	applied	apply	VERB
futech-526	769	15	.	.	PUNCT
futech-526	770	1	statistical	statistical	ADJ
futech-526	770	2	techniques	technique	NOUN
futech-526	770	3	were	be	AUX
futech-526	770	4	primarily	primarily	ADV
futech-526	770	5	used	use	VERB
futech-526	770	6	to	to	PART
futech-526	770	7	compare	compare	VERB
futech-526	770	8	postprandial	postprandial	ADJ
futech-526	770	9	glucose	glucose	NOUN
futech-526	770	10	and	and	CCONJ
futech-526	770	11	insulin	insulin	NOUN
futech-526	770	12	levels	level	NOUN
futech-526	770	13	across	across	ADP
futech-526	770	14	test	test	NOUN
futech-526	770	15	foods	food	NOUN
futech-526	770	16	,	,	PUNCT
futech-526	770	17	analyze	analyze	VERB
futech-526	770	18	baseline	baseline	NOUN
futech-526	770	19	characteristics	characteristic	NOUN
futech-526	770	20	among	among	ADP
futech-526	770	21	groups	group	NOUN
futech-526	770	22	,	,	PUNCT
futech-526	770	23	and	and	CCONJ
futech-526	770	24	identify	identify	VERB
futech-526	770	25	correlations	correlation	NOUN
futech-526	770	26	between	between	ADP
futech-526	770	27	predictors	predictor	NOUN
futech-526	770	28	(	(	PUNCT
futech-526	770	29	e.g.	e.g.	ADV
futech-526	770	30	,	,	PUNCT
futech-526	770	31	baseline	baseline	ADJ
futech-526	770	32	insulin	insulin	NOUN
futech-526	770	33	)	)	PUNCT
futech-526	770	34	and	and	CCONJ
futech-526	770	35	glycemic	glycemic	ADJ
futech-526	770	36	response	response	NOUN
futech-526	770	37	(	(	PUNCT
futech-526	770	38	table	table	NOUN
futech-526	770	39	2	2	NUM
futech-526	770	40	)	)	PUNCT
futech-526	770	41	.	.	PUNCT
futech-526	771	1	“	"	PUNCT
futech-526	771	2	predicting	predict	VERB
futech-526	771	3	changes	change	NOUN
futech-526	771	4	in	in	ADP
futech-526	771	5	glycemic	glycemic	ADJ
futech-526	771	6	control	control	NOUN
futech-526	771	7	among	among	ADP
futech-526	771	8	adults	adult	NOUN
futech-526	771	9	with	with	ADP
futech-526	771	10	prediabetes	prediabete	NOUN
futech-526	771	11	from	from	ADP
futech-526	771	12	activity	activity	NOUN
futech-526	771	13	patterns	pattern	NOUN
futech-526	771	14	collected	collect	VERB
futech-526	771	15	by	by	ADP
futech-526	771	16	wearable	wearable	ADJ
futech-526	771	17	devices	device	NOUN
futech-526	771	18	”	"	PUNCT
futech-526	771	19	[	[	X
futech-526	771	20	88	88	NUM
futech-526	771	21	]	]	PUNCT
futech-526	771	22	.	.	PUNCT
futech-526	772	1	the	the	DET
futech-526	772	2	study	study	NOUN
futech-526	772	3	explores	explore	VERB
futech-526	772	4	the	the	DET
futech-526	772	5	use	use	NOUN
futech-526	772	6	of	of	ADP
futech-526	772	7	wearable	wearable	ADJ
futech-526	772	8	devices	device	NOUN
futech-526	772	9	to	to	PART
futech-526	772	10	predict	predict	VERB
futech-526	772	11	changes	change	NOUN
futech-526	772	12	in	in	ADP
futech-526	772	13	glycemic	glycemic	ADJ
futech-526	772	14	control	control	NOUN
futech-526	772	15	among	among	ADP
futech-526	772	16	adults	adult	NOUN
futech-526	772	17	with	with	ADP
futech-526	772	18	prediabetes	prediabete	NOUN
futech-526	772	19	,	,	PUNCT
futech-526	772	20	focusing	focus	VERB
futech-526	772	21	on	on	ADP
futech-526	772	22	comparing	compare	VERB
futech-526	772	23	wristworn	wristworn	ADJ
futech-526	772	24	and	and	CCONJ
futech-526	772	25	waist‐worn	waist‐worn	NOUN
futech-526	772	26	devices	device	NOUN
futech-526	772	27	.	.	PUNCT
futech-526	773	1	participants	participant	NOUN
futech-526	773	2	were	be	AUX
futech-526	773	3	monitored	monitor	VERB
futech-526	773	4	over	over	ADP
futech-526	773	5	six	six	NUM
futech-526	773	6	months	month	NOUN
futech-526	773	7	using	use	VERB
futech-526	773	8	fitbit	fitbit	NOUN
futech-526	773	9	devices	device	NOUN
futech-526	773	10	that	that	PRON
futech-526	773	11	tracked	track	VERB
futech-526	773	12	physical	physical	ADJ
futech-526	773	13	activity	activity	NOUN
futech-526	773	14	,	,	PUNCT
futech-526	773	15	sleep	sleep	NOUN
futech-526	773	16	,	,	PUNCT
futech-526	773	17	and	and	CCONJ
futech-526	773	18	heart	heart	NOUN
futech-526	773	19	rate	rate	NOUN
futech-526	773	20	.	.	PUNCT
futech-526	774	1	the	the	DET
futech-526	774	2	study	study	NOUN
futech-526	774	3	did	do	AUX
futech-526	774	4	not	not	PART
futech-526	774	5	involve	involve	VERB
futech-526	774	6	calculating	calculate	VERB
futech-526	774	7	the	the	DET
futech-526	774	8	gi	gi	NOUN
futech-526	774	9	but	but	CCONJ
futech-526	774	10	instead	instead	ADV
futech-526	774	11	focused	focus	VERB
futech-526	774	12	on	on	ADP
futech-526	774	13	predicting	predict	VERB
futech-526	774	14	changes	change	NOUN
futech-526	774	15	in	in	ADP
futech-526	774	16	hemoglobin	hemoglobin	NOUN
futech-526	774	17	a1c	a1c	PROPN
futech-526	774	18	using	use	VERB
futech-526	774	19	wearable	wearable	ADJ
futech-526	774	20	data	datum	NOUN
futech-526	774	21	and	and	CCONJ
futech-526	774	22	machine	machine	NOUN
futech-526	774	23	learning	learning	NOUN
futech-526	774	24	models	model	NOUN
futech-526	774	25	.	.	PUNCT
futech-526	775	1	traditional	traditional	ADJ
futech-526	775	2	statistical	statistical	ADJ
futech-526	775	3	regression	regression	NOUN
futech-526	775	4	models	model	NOUN
futech-526	775	5	and	and	CCONJ
futech-526	775	6	machine	machine	NOUN
futech-526	775	7	learning	learn	VERB
futech-526	775	8	techniques	technique	NOUN
futech-526	775	9	like	like	ADP
futech-526	775	10	random	random	ADJ
futech-526	775	11	forest	forest	NOUN
futech-526	775	12	and	and	CCONJ
futech-526	775	13	ensemble	ensemble	ADJ
futech-526	775	14	methods	method	NOUN
futech-526	775	15	were	be	AUX
futech-526	775	16	employed	employ	VERB
futech-526	775	17	to	to	PART
futech-526	775	18	analyze	analyze	VERB
futech-526	775	19	baseline	baseline	NOUN
futech-526	775	20	demographic	demographic	ADJ
futech-526	775	21	,	,	PUNCT
futech-526	775	22	clinical	clinical	ADJ
futech-526	775	23	,	,	PUNCT
futech-526	775	24	and	and	CCONJ
futech-526	775	25	wearable	wearable	ADJ
futech-526	775	26	data	datum	NOUN
futech-526	775	27	.	.	PUNCT
futech-526	776	1	features	feature	NOUN
futech-526	776	2	included	include	VERB
futech-526	776	3	demographics	demographic	NOUN
futech-526	776	4	,	,	PUNCT
futech-526	776	5	clinical	clinical	ADJ
futech-526	776	6	data	datum	NOUN
futech-526	776	7	,	,	PUNCT
futech-526	776	8	physical	physical	ADJ
futech-526	776	9	activity	activity	NOUN
futech-526	776	10	,	,	PUNCT
futech-526	776	11	heart	heart	NOUN
futech-526	776	12	rate	rate	NOUN
futech-526	776	13	,	,	PUNCT
futech-526	776	14	and	and	CCONJ
futech-526	776	15	sleep	sleep	VERB
futech-526	776	16	patterns	pattern	NOUN
futech-526	776	17	,	,	PUNCT
futech-526	776	18	which	which	PRON
futech-526	776	19	were	be	AUX
futech-526	776	20	reduced	reduce	VERB
futech-526	776	21	to	to	ADP
futech-526	776	22	16	16	NUM
futech-526	776	23	principal	principal	ADJ
futech-526	776	24	components	component	NOUN
futech-526	776	25	using	use	VERB
futech-526	776	26	pca	pca	PROPN
futech-526	776	27	.	.	PUNCT
futech-526	777	1	the	the	DET
futech-526	777	2	study	study	NOUN
futech-526	777	3	used	use	VERB
futech-526	777	4	techniques	technique	NOUN
futech-526	777	5	such	such	ADJ
futech-526	777	6	as	as	ADP
futech-526	777	7	multiple	multiple	ADJ
futech-526	777	8	imputations	imputation	NOUN
futech-526	777	9	for	for	ADP
futech-526	777	10	missing	miss	VERB
futech-526	777	11	data	datum	NOUN
futech-526	777	12	and	and	CCONJ
futech-526	777	13	hyper‐parameter	hyper‐parameter	NOUN
futech-526	777	14	tuning	tuning	NOUN
futech-526	777	15	with	with	ADP
futech-526	777	16	cross‐validation	cross‐validation	NOUN
futech-526	777	17	.	.	PUNCT
futech-526	778	1	while	while	SCONJ
futech-526	778	2	transfer	transfer	NOUN
futech-526	778	3	learning	learning	NOUN
futech-526	778	4	and	and	CCONJ
futech-526	778	5	explainable	explainable	ADJ
futech-526	778	6	ai	ai	NOUN
futech-526	778	7	were	be	AUX
futech-526	778	8	not	not	PART
futech-526	778	9	explicitly	explicitly	ADV
futech-526	778	10	used	use	VERB
futech-526	778	11	,	,	PUNCT
futech-526	778	12	ensemble	ensemble	ADJ
futech-526	778	13	methods	method	NOUN
futech-526	778	14	provided	provide	VERB
futech-526	778	15	insights	insight	NOUN
futech-526	778	16	into	into	ADP
futech-526	778	17	predictive	predictive	ADJ
futech-526	778	18	factors	factor	NOUN
futech-526	778	19	.	.	PUNCT
futech-526	779	1	the	the	DET
futech-526	779	2	goal	goal	NOUN
futech-526	779	3	was	be	AUX
futech-526	779	4	to	to	PART
futech-526	779	5	enhance	enhance	VERB
futech-526	779	6	predictive	predictive	ADJ
futech-526	779	7	models	model	NOUN
futech-526	779	8	for	for	ADP
futech-526	779	9	glycemic	glycemic	ADJ
futech-526	779	10	control	control	NOUN
futech-526	779	11	changes	change	NOUN
futech-526	779	12	,	,	PUNCT
futech-526	779	13	leveraging	leverage	VERB
futech-526	779	14	wearable	wearable	ADJ
futech-526	779	15	data	datum	NOUN
futech-526	779	16	to	to	PART
futech-526	779	17	potentially	potentially	ADV
futech-526	779	18	inform	inform	VERB
futech-526	779	19	interventions	intervention	NOUN
futech-526	779	20	for	for	ADP
futech-526	779	21	preventing	prevent	VERB
futech-526	779	22	diabetes	diabetes	NOUN
futech-526	779	23	progression	progression	NOUN
futech-526	779	24	.	.	PUNCT
futech-526	780	1	enhancing	enhance	VERB
futech-526	780	2	insights	insight	NOUN
futech-526	780	3	into	into	ADP
futech-526	780	4	gi	gi	NOUN
futech-526	780	5	,	,	PUNCT
futech-526	780	6	the	the	DET
futech-526	780	7	study	study	NOUN
futech-526	780	8	[	[	X
futech-526	780	9	17	17	NUM
futech-526	780	10	]	]	PUNCT
futech-526	780	11	aimed	aim	VERB
futech-526	780	12	to	to	PART
futech-526	780	13	enhance	enhance	VERB
futech-526	780	14	the	the	DET
futech-526	780	15	venezuelan	venezuelan	ADJ
futech-526	780	16	food	food	NOUN
futech-526	780	17	composition	composition	NOUN
futech-526	780	18	table	table	NOUN
futech-526	780	19	by	by	ADP
futech-526	780	20	integrating	integrate	VERB
futech-526	780	21	glycemic	glycemic	ADJ
futech-526	780	22	index	index	NOUN
futech-526	780	23	values	value	NOUN
futech-526	780	24	to	to	PART
futech-526	780	25	aid	aid	VERB
futech-526	780	26	in	in	ADP
futech-526	780	27	dietary	dietary	ADJ
futech-526	780	28	assessments	assessment	NOUN
futech-526	780	29	and	and	CCONJ
futech-526	780	30	research	research	NOUN
futech-526	780	31	.	.	PUNCT
futech-526	781	1	it	it	PRON
futech-526	781	2	employed	employ	VERB
futech-526	781	3	a	a	DET
futech-526	781	4	systematic	systematic	ADJ
futech-526	781	5	six‐step	six‐step	NOUN
futech-526	781	6	methodology	methodology	NOUN
futech-526	781	7	to	to	PART
futech-526	781	8	assign	assign	VERB
futech-526	781	9	gi	gi	NOUN
futech-526	781	10	values	value	NOUN
futech-526	781	11	to	to	ADP
futech-526	781	12	624	624	NUM
futech-526	781	13	food	food	NOUN
futech-526	781	14	items	item	NOUN
futech-526	781	15	across	across	ADP
futech-526	781	16	14	14	NUM
futech-526	781	17	categories	category	NOUN
futech-526	781	18	.	.	PUNCT
futech-526	782	1	this	this	DET
futech-526	782	2	approach	approach	NOUN
futech-526	782	3	included	include	VERB
futech-526	782	4	direct	direct	ADJ
futech-526	782	5	assignment	assignment	NOUN
futech-526	782	6	from	from	ADP
futech-526	782	7	international	international	ADJ
futech-526	782	8	gi	gi	NOUN
futech-526	782	9	tables	table	NOUN
futech-526	782	10	,	,	PUNCT
futech-526	782	11	mapping	mapping	NOUN
futech-526	782	12	to	to	ADP
futech-526	782	13	similar	similar	ADJ
futech-526	782	14	foods	food	NOUN
futech-526	782	15	,	,	PUNCT
futech-526	782	16	recipe‐	recipe‐	X
futech-526	782	17	based	base	VERB
futech-526	782	18	calculations	calculation	NOUN
futech-526	782	19	,	,	PUNCT
futech-526	782	20	and	and	CCONJ
futech-526	782	21	using	use	VERB
futech-526	782	22	subgroup	subgroup	ADJ
futech-526	782	23	median	median	ADJ
futech-526	782	24	values	value	NOUN
futech-526	782	25	for	for	ADP
futech-526	782	26	unassignable	unassignable	ADJ
futech-526	782	27	items	item	NOUN
futech-526	782	28	.	.	PUNCT
futech-526	783	1	key	key	ADJ
futech-526	783	2	features	feature	NOUN
futech-526	783	3	influencing	influence	VERB
futech-526	783	4	gi	gi	NOUN
futech-526	783	5	assignments	assignment	NOUN
futech-526	783	6	were	be	AUX
futech-526	783	7	available	available	ADJ
futech-526	783	8	carbohydrates	carbohydrate	NOUN
futech-526	783	9	,	,	PUNCT
futech-526	783	10	nutritional	nutritional	ADJ
futech-526	783	11	profiles	profile	NOUN
futech-526	783	12	(	(	PUNCT
futech-526	783	13	including	include	VERB
futech-526	783	14	fat	fat	ADJ
futech-526	783	15	,	,	PUNCT
futech-526	783	16	protein	protein	NOUN
futech-526	783	17	,	,	PUNCT
futech-526	783	18	and	and	CCONJ
futech-526	783	19	fiber	fiber	NOUN
futech-526	783	20	)	)	PUNCT
futech-526	783	21	,	,	PUNCT
futech-526	783	22	food	food	NOUN
futech-526	783	23	preparation	preparation	NOUN
futech-526	783	24	methods	method	NOUN
futech-526	783	25	,	,	PUNCT
futech-526	783	26	and	and	CCONJ
futech-526	783	27	other	other	ADJ
futech-526	783	28	nutrient	nutrient	NOUN
futech-526	783	29	compositions	composition	NOUN
futech-526	783	30	.	.	PUNCT
futech-526	784	1	the	the	DET
futech-526	784	2	study	study	NOUN
futech-526	784	3	utilized	utilize	VERB
futech-526	784	4	ibm	ibm	PROPN
futech-526	784	5	spss	spss	PROPN
futech-526	784	6	for	for	ADP
futech-526	784	7	data	datum	NOUN
futech-526	784	8	analysis	analysis	NOUN
futech-526	784	9	and	and	CCONJ
futech-526	784	10	adhered	adhere	VERB
futech-526	784	11	to	to	ADP
futech-526	784	12	the	the	DET
futech-526	784	13	iso	iso	PROPN
futech-526	784	14	26642:2010	26642:2010	PROPN
futech-526	784	15	standard	standard	NOUN
futech-526	784	16	for	for	ADP
futech-526	784	17	gi	gi	NOUN
futech-526	784	18	determination	determination	NOUN
futech-526	784	19	.	.	PUNCT
futech-526	785	1	statistical	statistical	ADJ
futech-526	785	2	analyses	analysis	NOUN
futech-526	785	3	were	be	AUX
futech-526	785	4	utilized	utilize	VERB
futech-526	785	5	to	to	PART
futech-526	785	6	stratify	stratify	VERB
futech-526	785	7	the	the	DET
futech-526	785	8	results	result	NOUN
futech-526	785	9	by	by	ADP
futech-526	785	10	food	food	NOUN
futech-526	785	11	group	group	NOUN
futech-526	785	12	and	and	CCONJ
futech-526	785	13	to	to	PART
futech-526	785	14	perform	perform	VERB
futech-526	785	15	calculations	calculation	NOUN
futech-526	785	16	such	such	ADJ
futech-526	785	17	as	as	ADP
futech-526	785	18	mean	mean	ADJ
futech-526	785	19	,	,	PUNCT
futech-526	785	20	standard	standard	ADJ
futech-526	785	21	deviation	deviation	NOUN
futech-526	785	22	,	,	PUNCT
futech-526	785	23	and	and	CCONJ
futech-526	785	24	percentile	percentile	ADJ
futech-526	785	25	distribution	distribution	NOUN
futech-526	785	26	of	of	ADP
futech-526	785	27	glycemic	glycemic	ADJ
futech-526	785	28	index	index	NOUN
futech-526	785	29	.	.	PUNCT
futech-526	786	1	nh	nh	PROPN
futech-526	786	2	.	.	PROPN
futech-526	786	3	wanigasingha	wanigasingha	NOUN
futech-526	786	4	et	et	PROPN
futech-526	786	5	al	al	PROPN
futech-526	786	6	.	.	PROPN
futech-526	786	7	/future	/future	PUNCT
futech-526	786	8	technology	technology	PROPN
futech-526	787	1	february	february	PROPN
futech-526	787	2	2026|	2026|	NUM
futech-526	787	3	volume	volume	NOUN
futech-526	787	4	05	05	NUM
futech-526	788	1	|	|	ADV
futech-526	788	2	issue	issue	NOUN
futech-526	788	3	01	01	NUM
futech-526	789	1	|	|	NOUN
futech-526	789	2	pages	page	VERB
futech-526	789	3	93	93	NUM
futech-526	789	4	-	-	SYM
futech-526	789	5	126	126	NUM
futech-526	789	6	110	110	NUM
futech-526	789	7	these	these	DET
futech-526	789	8	analyses	analysis	NOUN
futech-526	789	9	also	also	ADV
futech-526	789	10	facilitated	facilitate	VERB
futech-526	789	11	the	the	DET
futech-526	789	12	classification	classification	NOUN
futech-526	789	13	of	of	ADP
futech-526	789	14	foods	food	NOUN
futech-526	789	15	into	into	ADP
futech-526	789	16	low	low	ADJ
futech-526	789	17	,	,	PUNCT
futech-526	789	18	moderate	moderate	ADJ
futech-526	789	19	,	,	PUNCT
futech-526	789	20	or	or	CCONJ
futech-526	789	21	high	high	ADJ
futech-526	789	22	gi	gi	NOUN
futech-526	789	23	categories	category	NOUN
futech-526	789	24	.	.	PUNCT
futech-526	790	1	descriptive	descriptive	ADJ
futech-526	790	2	statistics	statistic	NOUN
futech-526	790	3	were	be	AUX
futech-526	790	4	applied	apply	VERB
futech-526	790	5	to	to	PART
futech-526	790	6	summarize	summarize	VERB
futech-526	790	7	the	the	DET
futech-526	790	8	gi	gi	NOUN
futech-526	790	9	distributions	distribution	NOUN
futech-526	790	10	,	,	PUNCT
futech-526	790	11	while	while	SCONJ
futech-526	790	12	proportional	proportional	ADJ
futech-526	790	13	analysis	analysis	NOUN
futech-526	790	14	was	be	AUX
futech-526	790	15	employed	employ	VERB
futech-526	790	16	to	to	PART
futech-526	790	17	determine	determine	VERB
futech-526	790	18	the	the	DET
futech-526	790	19	percentage	percentage	NOUN
futech-526	790	20	of	of	ADP
futech-526	790	21	foods	food	NOUN
futech-526	790	22	assigned	assign	VERB
futech-526	790	23	gi	gi	NOUN
futech-526	790	24	values	value	NOUN
futech-526	790	25	at	at	ADP
futech-526	790	26	each	each	DET
futech-526	790	27	step	step	NOUN
futech-526	790	28	of	of	ADP
futech-526	790	29	the	the	DET
futech-526	790	30	methodology	methodology	NOUN
futech-526	790	31	.	.	PUNCT
futech-526	791	1	another	another	DET
futech-526	791	2	study	study	NOUN
futech-526	791	3	investigates	investigate	VERB
futech-526	791	4	the	the	DET
futech-526	791	5	relationship	relationship	NOUN
futech-526	791	6	between	between	ADP
futech-526	791	7	blood	blood	NOUN
futech-526	791	8	glucose	glucose	NOUN
futech-526	791	9	data	datum	NOUN
futech-526	791	10	and	and	CCONJ
futech-526	791	11	various	various	ADJ
futech-526	791	12	physiological	physiological	ADJ
futech-526	791	13	and	and	CCONJ
futech-526	791	14	nutritional	nutritional	ADJ
futech-526	791	15	factors	factor	NOUN
futech-526	791	16	using	use	VERB
futech-526	791	17	wearable	wearable	ADJ
futech-526	791	18	devices	device	NOUN
futech-526	791	19	and	and	CCONJ
futech-526	791	20	publicly	publicly	ADV
futech-526	791	21	available	available	ADJ
futech-526	791	22	datasets	dataset	NOUN
futech-526	791	23	.	.	PUNCT
futech-526	792	1	it	it	PRON
futech-526	792	2	utilizes	utilize	VERB
futech-526	792	3	devices	device	NOUN
futech-526	792	4	like	like	ADP
futech-526	792	5	the	the	DET
futech-526	792	6	dexcom	dexcom	PROPN
futech-526	792	7	g6	g6	PROPN
futech-526	792	8	cgm	cgm	PROPN
futech-526	792	9	for	for	ADP
futech-526	792	10	blood	blood	NOUN
futech-526	792	11	glucose	glucose	NOUN
futech-526	792	12	monitoring	monitoring	NOUN
futech-526	792	13	and	and	CCONJ
futech-526	792	14	the	the	DET
futech-526	792	15	empatica	empatica	PROPN
futech-526	792	16	e4	e4	PROPN
futech-526	792	17	wristband	wristband	NOUN
futech-526	792	18	for	for	ADP
futech-526	792	19	capturing	capture	VERB
futech-526	792	20	physiological	physiological	ADJ
futech-526	792	21	signals	signal	NOUN
futech-526	792	22	such	such	ADJ
futech-526	792	23	as	as	ADP
futech-526	792	24	heart	heart	NOUN
futech-526	792	25	rate	rate	NOUN
futech-526	792	26	and	and	CCONJ
futech-526	792	27	skin	skin	NOUN
futech-526	792	28	temperature	temperature	NOUN
futech-526	792	29	.	.	PUNCT
futech-526	793	1	the	the	DET
futech-526	793	2	analysis	analysis	NOUN
futech-526	793	3	employs	employ	VERB
futech-526	793	4	software	software	NOUN
futech-526	793	5	tools	tool	NOUN
futech-526	793	6	like	like	ADP
futech-526	793	7	sas	sas	PROPN
futech-526	793	8	9.4	9.4	NUM
futech-526	793	9	,	,	PUNCT
futech-526	793	10	jmp	jmp	PROPN
futech-526	793	11	pro	pro	X
futech-526	793	12	16.1.0	16.1.0	PROPN
futech-526	793	13	,	,	PUNCT
futech-526	793	14	and	and	CCONJ
futech-526	793	15	microsoft	microsoft	PROPN
futech-526	793	16	excel	excel	PROPN
futech-526	793	17	,	,	PUNCT
futech-526	793	18	and	and	CCONJ
futech-526	793	19	statistical	statistical	ADJ
futech-526	793	20	techniques	technique	NOUN
futech-526	793	21	including	include	VERB
futech-526	793	22	correlation	correlation	NOUN
futech-526	793	23	analysis	analysis	NOUN
futech-526	793	24	,	,	PUNCT
futech-526	793	25	multiple	multiple	ADJ
futech-526	793	26	regression	regression	NOUN
futech-526	793	27	,	,	PUNCT
futech-526	793	28	and	and	CCONJ
futech-526	793	29	one‐	one‐	PROPN
futech-526	793	30	way	way	NOUN
futech-526	793	31	anova	anova	PROPN
futech-526	793	32	.	.	PUNCT
futech-526	794	1	the	the	DET
futech-526	794	2	study	study	NOUN
futech-526	794	3	draws	draw	VERB
futech-526	794	4	data	datum	NOUN
futech-526	794	5	from	from	ADP
futech-526	794	6	the	the	DET
futech-526	794	7	physionet	physionet	NOUN
futech-526	794	8	big	big	ADJ
futech-526	794	9	ideas	idea	NOUN
futech-526	794	10	lab	lab	NOUN
futech-526	794	11	dataset	dataset	NOUN
futech-526	794	12	,	,	PUNCT
futech-526	794	13	which	which	PRON
futech-526	794	14	includes	include	VERB
futech-526	794	15	16	16	NUM
futech-526	794	16	participants	participant	NOUN
futech-526	794	17	with	with	ADP
futech-526	794	18	prediabetic	prediabetic	ADJ
futech-526	794	19	hba1c	hba1c	PROPN
futech-526	794	20	levels	level	NOUN
futech-526	794	21	,	,	PUNCT
futech-526	794	22	focusing	focus	VERB
futech-526	794	23	on	on	ADP
futech-526	794	24	glucose	glucose	NOUN
futech-526	794	25	,	,	PUNCT
futech-526	794	26	physiological	physiological	ADJ
futech-526	794	27	indices	index	NOUN
futech-526	794	28	(	(	PUNCT
futech-526	794	29	e.g.	e.g.	ADV
futech-526	794	30	,	,	PUNCT
futech-526	794	31	heart	heart	NOUN
futech-526	794	32	rate	rate	NOUN
futech-526	794	33	,	,	PUNCT
futech-526	794	34	skin	skin	NOUN
futech-526	794	35	temperature	temperature	NOUN
futech-526	794	36	)	)	PUNCT
futech-526	794	37	,	,	PUNCT
futech-526	794	38	and	and	CCONJ
futech-526	794	39	nutritional	nutritional	ADJ
futech-526	794	40	indices	index	NOUN
futech-526	794	41	(	(	PUNCT
futech-526	794	42	e.g.	e.g.	ADV
futech-526	794	43	,	,	PUNCT
futech-526	794	44	carbohydrates	carbohydrate	NOUN
futech-526	794	45	,	,	PUNCT
futech-526	794	46	dietary	dietary	ADJ
futech-526	794	47	fiber	fiber	NOUN
futech-526	794	48	)	)	PUNCT
futech-526	794	49	.	.	PUNCT
futech-526	795	1	notably	notably	ADV
futech-526	795	2	,	,	PUNCT
futech-526	795	3	the	the	DET
futech-526	795	4	study	study	NOUN
futech-526	795	5	does	do	AUX
futech-526	795	6	not	not	PART
futech-526	795	7	directly	directly	ADV
futech-526	795	8	use	use	VERB
futech-526	795	9	or	or	CCONJ
futech-526	795	10	predict	predict	VERB
futech-526	795	11	the	the	DET
futech-526	795	12	glycemic	glycemic	ADJ
futech-526	795	13	index	index	NOUN
futech-526	795	14	;	;	PUNCT
futech-526	795	15	instead	instead	ADV
futech-526	795	16	,	,	PUNCT
futech-526	795	17	it	it	PRON
futech-526	795	18	focuses	focus	VERB
futech-526	795	19	on	on	ADP
futech-526	795	20	real‐time	real‐time	NOUN
futech-526	795	21	blood	blood	NOUN
futech-526	795	22	glucose	glucose	NOUN
futech-526	795	23	data	datum	NOUN
futech-526	795	24	collected	collect	VERB
futech-526	795	25	via	via	ADP
futech-526	795	26	cgm	cgm	PROPN
futech-526	795	27	devices	device	NOUN
futech-526	795	28	to	to	PART
futech-526	795	29	explore	explore	VERB
futech-526	795	30	correlations	correlation	NOUN
futech-526	795	31	between	between	ADP
futech-526	795	32	physiological	physiological	ADJ
futech-526	795	33	and	and	CCONJ
futech-526	795	34	nutritional	nutritional	ADJ
futech-526	795	35	indices	index	NOUN
futech-526	795	36	and	and	CCONJ
futech-526	795	37	blood	blood	NOUN
futech-526	795	38	glucose	glucose	NOUN
futech-526	795	39	levels	level	NOUN
futech-526	795	40	,	,	PUNCT
futech-526	795	41	as	as	ADV
futech-526	795	42	well	well	ADV
futech-526	795	43	as	as	ADP
futech-526	795	44	assess	assess	NOUN
futech-526	795	45	table	table	NOUN
futech-526	795	46	2	2	NUM
futech-526	795	47	.	.	PUNCT
futech-526	796	1	summary	summary	NOUN
futech-526	796	2	of	of	ADP
futech-526	796	3	statistical	statistical	ADJ
futech-526	796	4	techniques	technique	NOUN
futech-526	796	5	in	in	ADP
futech-526	796	6	the	the	DET
futech-526	796	7	glycemic	glycemic	ADJ
futech-526	796	8	index	index	NOUN
futech-526	796	9	research	research	NOUN
futech-526	796	10	paper	paper	NOUN
futech-526	796	11	reference	reference	NOUN
futech-526	796	12	statistical	statistical	ADJ
futech-526	796	13	tools	tool	NOUN
futech-526	796	14	used	use	VERB
futech-526	796	15	purpose	purpose	NOUN
futech-526	796	16	of	of	ADP
futech-526	796	17	statistical	statistical	ADJ
futech-526	796	18	test	test	NOUN
futech-526	797	1	[	[	X
futech-526	797	2	109	109	NUM
futech-526	797	3	]	]	PUNCT
futech-526	797	4	anova	anova	X
futech-526	797	5	with	with	ADP
futech-526	797	6	repeated	repeat	VERB
futech-526	797	7	measures	measure	NOUN
futech-526	797	8	(	(	PUNCT
futech-526	797	9	anovarm	anovarm	NOUN
futech-526	797	10	)	)	PUNCT
futech-526	797	11	,	,	PUNCT
futech-526	797	12	tukey	tukey	PROPN
futech-526	797	13	’s	’s	PART
futech-526	797	14	q	q	PROPN
futech-526	797	15	method	method	NOUN
futech-526	797	16	,	,	PUNCT
futech-526	797	17	chi	chi	ADJ
futech-526	797	18	-	-	PUNCT
futech-526	797	19	square	square	ADJ
futech-526	797	20	analysis	analysis	NOUN
futech-526	797	21	assess	assess	NOUN
futech-526	797	22	differences	difference	NOUN
futech-526	797	23	in	in	ADP
futech-526	797	24	glycemic	glycemic	ADJ
futech-526	797	25	responses	response	NOUN
futech-526	797	26	between	between	ADP
futech-526	797	27	meals	meal	NOUN
futech-526	797	28	and	and	CCONJ
futech-526	797	29	subjects	subject	NOUN
futech-526	797	30	;	;	PUNCT
futech-526	797	31	adjust	adjust	VERB
futech-526	797	32	for	for	ADP
futech-526	797	33	multiple	multiple	ADJ
futech-526	797	34	comparisons	comparison	NOUN
futech-526	797	35	;	;	PUNCT
futech-526	797	36	compare	compare	VERB
futech-526	797	37	observed	observe	VERB
futech-526	797	38	rankings	ranking	NOUN
futech-526	797	39	with	with	ADP
futech-526	797	40	expected	expect	VERB
futech-526	797	41	outcomes	outcome	NOUN
futech-526	797	42	.	.	PUNCT
futech-526	798	1	[	[	X
futech-526	798	2	113	113	NUM
futech-526	798	3	]	]	PUNCT
futech-526	798	4	regression	regression	NOUN
futech-526	798	5	analysis	analysis	NOUN
futech-526	798	6	,	,	PUNCT
futech-526	798	7	t‐tests	t‐test	NOUN
futech-526	798	8	,	,	PUNCT
futech-526	798	9	correlation	correlation	NOUN
futech-526	798	10	coefficients	coefficient	NOUN
futech-526	798	11	explore	explore	VERB
futech-526	798	12	correlations	correlation	NOUN
futech-526	798	13	between	between	ADP
futech-526	798	14	gi	gi	NOUN
futech-526	798	15	and	and	CCONJ
futech-526	798	16	food	food	NOUN
futech-526	798	17	components	component	NOUN
futech-526	798	18	;	;	PUNCT
futech-526	798	19	compare	compare	VERB
futech-526	798	20	means	mean	NOUN
futech-526	798	21	between	between	ADP
futech-526	798	22	legumes	legume	NOUN
futech-526	798	23	and	and	CCONJ
futech-526	798	24	non‐legumes	non‐legume	NOUN
futech-526	798	25	;	;	PUNCT
futech-526	798	26	quantify	quantify	VERB
futech-526	798	27	relationships	relationship	NOUN
futech-526	798	28	between	between	ADP
futech-526	798	29	gi	gi	NOUN
futech-526	798	30	and	and	CCONJ
futech-526	798	31	food	food	NOUN
futech-526	798	32	components	component	NOUN
futech-526	798	33	.	.	PUNCT
futech-526	799	1	[	[	X
futech-526	799	2	73	73	NUM
futech-526	799	3	]	]	X
futech-526	799	4	student	student	NOUN
futech-526	799	5	t‐test	t‐test	PUNCT
futech-526	799	6	,	,	PUNCT
futech-526	799	7	analysis	analysis	NOUN
futech-526	799	8	of	of	ADP
futech-526	799	9	variance	variance	NOUN
futech-526	799	10	,	,	PUNCT
futech-526	799	11	multiple	multiple	ADJ
futech-526	799	12	linear	linear	PROPN
futech-526	799	13	regression	regression	NOUN
futech-526	799	14	,	,	PUNCT
futech-526	799	15	chi	chi	ADJ
futech-526	799	16	-	-	PUNCT
futech-526	799	17	squared	square	VERB
futech-526	799	18	analysis	analysis	NOUN
futech-526	799	19	compare	compare	NOUN
futech-526	799	20	means	mean	NOUN
futech-526	799	21	between	between	ADP
futech-526	799	22	groups	group	NOUN
futech-526	799	23	;	;	PUNCT
futech-526	799	24	assess	assess	VERB
futech-526	799	25	differences	difference	NOUN
futech-526	799	26	among	among	ADP
futech-526	799	27	multiple	multiple	ADJ
futech-526	799	28	groups	group	NOUN
futech-526	799	29	;	;	PUNCT
futech-526	799	30	identify	identify	VERB
futech-526	799	31	relationships	relationship	NOUN
futech-526	799	32	between	between	ADP
futech-526	799	33	variables	variable	NOUN
futech-526	799	34	and	and	CCONJ
futech-526	799	35	urinary	urinary	ADJ
futech-526	799	36	microalbumin	microalbumin	NOUN
futech-526	799	37	levels	level	NOUN
futech-526	799	38	;	;	PUNCT
futech-526	799	39	compare	compare	VERB
futech-526	799	40	prevalence	prevalence	NOUN
futech-526	799	41	rates	rate	NOUN
futech-526	799	42	.	.	PUNCT
futech-526	800	1	[	[	X
futech-526	800	2	108	108	NUM
futech-526	800	3	]	]	PUNCT
futech-526	800	4	regression	regression	NOUN
futech-526	800	5	analysis	analysis	NOUN
futech-526	800	6	,	,	PUNCT
futech-526	800	7	multivariate	multivariate	VERB
futech-526	800	8	analysis	analysis	NOUN
futech-526	800	9	develop	develop	VERB
futech-526	800	10	prediction	prediction	NOUN
futech-526	800	11	equations	equation	NOUN
futech-526	800	12	for	for	ADP
futech-526	800	13	gi	gi	PRON
futech-526	800	14	based	base	VERB
futech-526	800	15	on	on	ADP
futech-526	800	16	meal	meal	NOUN
futech-526	800	17	components	component	NOUN
futech-526	800	18	;	;	PUNCT
futech-526	800	19	identify	identify	VERB
futech-526	800	20	reliable	reliable	ADJ
futech-526	800	21	predictors	predictor	NOUN
futech-526	800	22	of	of	ADP
futech-526	800	23	gi	gi	NOUN
futech-526	800	24	.	.	PUNCT
futech-526	801	1	[	[	X
futech-526	801	2	74	74	NUM
futech-526	801	3	]	]	PUNCT
futech-526	801	4	student	student	NOUN
futech-526	801	5	t‐tests	t‐tests	PROPN
futech-526	801	6	,	,	PUNCT
futech-526	801	7	anova	anova	PROPN
futech-526	801	8	,	,	PUNCT
futech-526	801	9	multiple	multiple	ADJ
futech-526	801	10	linear	linear	ADJ
futech-526	801	11	regression	regression	NOUN
futech-526	801	12	,	,	PUNCT
futech-526	801	13	chi‐squared	chi‐square	VERB
futech-526	801	14	analysis	analysis	NOUN
futech-526	801	15	assess	assess	NOUN
futech-526	801	16	differences	difference	NOUN
futech-526	801	17	and	and	CCONJ
futech-526	801	18	model	model	NOUN
futech-526	801	19	relationships	relationship	NOUN
futech-526	801	20	between	between	ADP
futech-526	801	21	variables	variable	NOUN
futech-526	801	22	;	;	PUNCT
futech-526	801	23	explore	explore	VERB
futech-526	801	24	associations	association	NOUN
futech-526	801	25	between	between	ADP
futech-526	801	26	glycemic	glycemic	ADJ
futech-526	801	27	control	control	NOUN
futech-526	801	28	,	,	PUNCT
futech-526	801	29	hyperhomocysteinemia	hyperhomocysteinemia	NOUN
futech-526	801	30	,	,	PUNCT
futech-526	801	31	and	and	CCONJ
futech-526	801	32	microalbuminuria	microalbuminuria	ADJ
futech-526	801	33	.	.	PUNCT
futech-526	802	1	[	[	X
futech-526	802	2	76	76	NUM
futech-526	802	3	]	]	X
futech-526	802	4	ordinary	ordinary	ADJ
futech-526	802	5	least	least	ADJ
futech-526	802	6	squares	square	NOUN
futech-526	802	7	regression	regression	NOUN
futech-526	802	8	,	,	PUNCT
futech-526	802	9	bland‐altman	bland‐altman	NOUN
futech-526	802	10	plots	plot	NOUN
futech-526	802	11	develop	develop	VERB
futech-526	802	12	a	a	DET
futech-526	802	13	hybrid	hybrid	ADJ
futech-526	802	14	model	model	NOUN
futech-526	802	15	to	to	PART
futech-526	802	16	predict	predict	VERB
futech-526	802	17	gi	gi	NOUN
futech-526	802	18	and	and	CCONJ
futech-526	802	19	gl	gl	PROPN
futech-526	802	20	based	base	VERB
futech-526	802	21	on	on	ADP
futech-526	802	22	macronutrient	macronutrient	NOUN
futech-526	802	23	composition	composition	NOUN
futech-526	802	24	;	;	PUNCT
futech-526	802	25	validate	validate	VERB
futech-526	802	26	model	model	NOUN
futech-526	802	27	accuracy	accuracy	NOUN
futech-526	802	28	.	.	PUNCT
futech-526	803	1	[	[	X
futech-526	803	2	80	80	NUM
futech-526	803	3	]	]	PUNCT
futech-526	803	4	response	response	NOUN
futech-526	803	5	surface	surface	NOUN
futech-526	803	6	methodology	methodology	NOUN
futech-526	803	7	,	,	PUNCT
futech-526	803	8	artificial	artificial	ADJ
futech-526	803	9	neural	neural	ADJ
futech-526	803	10	networks	network	NOUN
futech-526	803	11	,	,	PUNCT
futech-526	803	12	anova	anova	PROPN
futech-526	803	13	,	,	PUNCT
futech-526	803	14	regression	regression	VERB
futech-526	803	15	analysis	analysis	NOUN
futech-526	803	16	optimize	optimize	NOUN
futech-526	803	17	production	production	NOUN
futech-526	803	18	of	of	ADP
futech-526	803	19	gluten‐free	gluten‐free	ADJ
futech-526	803	20	cookies	cookie	NOUN
futech-526	803	21	with	with	ADP
futech-526	803	22	low	low	ADJ
futech-526	803	23	gi	gi	PROPN
futech-526	803	24	and	and	CCONJ
futech-526	803	25	gl	gl	PROPN
futech-526	803	26	;	;	PUNCT
futech-526	803	27	model	model	NOUN
futech-526	803	28	and	and	CCONJ
futech-526	803	29	optimize	optimize	VERB
futech-526	803	30	baking	baking	NOUN
futech-526	803	31	conditions	condition	NOUN
futech-526	803	32	;	;	PUNCT
futech-526	803	33	assess	assess	VERB
futech-526	803	34	model	model	NOUN
futech-526	803	35	quality	quality	NOUN
futech-526	803	36	.	.	PUNCT
futech-526	804	1	[	[	X
futech-526	804	2	83	83	NUM
futech-526	804	3	]	]	X
futech-526	804	4	autoregressive	autoregressive	ADJ
futech-526	804	5	integrated	integrated	ADJ
futech-526	804	6	moving	move	VERB
futech-526	804	7	average	average	ADJ
futech-526	804	8	,	,	PUNCT
futech-526	804	9	recurrent	recurrent	ADJ
futech-526	804	10	neural	neural	ADJ
futech-526	804	11	networks	network	NOUN
futech-526	804	12	(	(	PUNCT
futech-526	804	13	rnn	rnn	PROPN
futech-526	804	14	)	)	PUNCT
futech-526	804	15	,	,	PUNCT
futech-526	804	16	adf	adf	NOUN
futech-526	804	17	tests	test	NOUN
futech-526	804	18	,	,	PUNCT
futech-526	804	19	acf	acf	PROPN
futech-526	804	20	/	/	SYM
futech-526	804	21	pacf	pacf	PROPN
futech-526	804	22	,	,	PUNCT
futech-526	804	23	akaike	akaike	ADJ
futech-526	804	24	information	information	NOUN
futech-526	804	25	criterion	criterion	NOUN
futech-526	804	26	predict	predict	VERB
futech-526	804	27	future	future	ADJ
futech-526	804	28	gi	gi	NOUN
futech-526	804	29	levels	level	NOUN
futech-526	804	30	using	use	VERB
futech-526	804	31	historical	historical	ADJ
futech-526	804	32	glucose	glucose	NOUN
futech-526	804	33	data	datum	NOUN
futech-526	804	34	;	;	PUNCT
futech-526	804	35	adapt	adapt	VERB
futech-526	804	36	models	model	NOUN
futech-526	804	37	in	in	ADP
futech-526	804	38	real‐time	real‐time	NOUN
futech-526	804	39	;	;	PUNCT
futech-526	804	40	optimize	optimize	VERB
futech-526	804	41	and	and	CCONJ
futech-526	804	42	validate	validate	ADJ
futech-526	804	43	models	model	NOUN
futech-526	804	44	.	.	PUNCT
futech-526	805	1	[	[	X
futech-526	805	2	38	38	NUM
futech-526	805	3	]	]	PUNCT
futech-526	805	4	shapiro‐wilk	shapiro‐wilk	NOUN
futech-526	805	5	test	test	NOUN
futech-526	805	6	,	,	PUNCT
futech-526	805	7	one	one	NUM
futech-526	805	8	-	-	PUNCT
futech-526	805	9	way	way	NOUN
futech-526	805	10	anova	anova	PROPN
futech-526	805	11	,	,	PUNCT
futech-526	805	12	kruskal‐wallis	kruskal‐wallis	PROPN
futech-526	805	13	test	test	NOUN
futech-526	805	14	,	,	PUNCT
futech-526	805	15	friedman	friedman	PROPN
futech-526	805	16	test	test	NOUN
futech-526	805	17	,	,	PUNCT
futech-526	805	18	repeated	repeat	VERB
futech-526	805	19	measures	measure	NOUN
futech-526	805	20	anova	anova	PROPN
futech-526	805	21	,	,	PUNCT
futech-526	805	22	tukey	tukey	PROPN
futech-526	805	23	’s	’s	PART
futech-526	805	24	test	test	NOUN
futech-526	805	25	,	,	PUNCT
futech-526	805	26	spearman	spearman	NOUN
futech-526	805	27	rank	rank	NOUN
futech-526	805	28	correlation	correlation	NOUN
futech-526	805	29	,	,	PUNCT
futech-526	805	30	bonferroni	bonferroni	NOUN
futech-526	805	31	correction	correction	NOUN
futech-526	805	32	evaluate	evaluate	VERB
futech-526	805	33	data	datum	NOUN
futech-526	805	34	distribution	distribution	NOUN
futech-526	805	35	;	;	PUNCT
futech-526	805	36	compare	compare	VERB
futech-526	805	37	postprandial	postprandial	ADJ
futech-526	805	38	glu‐	glu‐	NOUN
futech-526	805	39	cose	cose	ADJ
futech-526	805	40	and	and	CCONJ
futech-526	805	41	insulin	insulin	NOUN
futech-526	805	42	levels	level	NOUN
futech-526	805	43	across	across	ADP
futech-526	805	44	test	test	NOUN
futech-526	805	45	foods	food	NOUN
futech-526	805	46	;	;	PUNCT
futech-526	805	47	analyze	analyze	VERB
futech-526	805	48	baseline	baseline	NOUN
futech-526	805	49	characteristics	characteristic	NOUN
futech-526	805	50	;	;	PUNCT
futech-526	805	51	identify	identify	VERB
futech-526	805	52	correlations	correlation	NOUN
futech-526	805	53	between	between	ADP
futech-526	805	54	predictors	predictor	NOUN
futech-526	805	55	and	and	CCONJ
futech-526	805	56	glycemic	glycemic	ADJ
futech-526	805	57	response	response	NOUN
futech-526	805	58	;	;	PUNCT
futech-526	805	59	control	control	NOUN
futech-526	805	60	type	type	NOUN
futech-526	805	61	i	i	PRON
futech-526	805	62	errors	error	VERB
futech-526	805	63	in	in	ADP
futech-526	805	64	multiple	multiple	ADJ
futech-526	805	65	comparisons	comparison	NOUN
futech-526	805	66	.	.	PUNCT
futech-526	806	1	[	[	X
futech-526	806	2	88	88	NUM
futech-526	806	3	]	]	PUNCT
futech-526	806	4	principal	principal	ADJ
futech-526	806	5	component	component	NOUN
futech-526	806	6	analysis	analysis	NOUN
futech-526	806	7	,	,	PUNCT
futech-526	806	8	random	random	ADJ
futech-526	806	9	forest	forest	NOUN
futech-526	806	10	,	,	PUNCT
futech-526	806	11	ensemble	ensemble	ADJ
futech-526	806	12	methods	method	NOUN
futech-526	806	13	,	,	PUNCT
futech-526	806	14	multiple	multiple	ADJ
futech-526	806	15	imputation	imputation	NOUN
futech-526	806	16	,	,	PUNCT
futech-526	806	17	hyper‐parameter	hyper‐parameter	NOUN
futech-526	806	18	tuning	tuning	NOUN
futech-526	806	19	,	,	PUNCT
futech-526	806	20	crossvalidation	crossvalidation	NOUN
futech-526	806	21	predict	predict	VERB
futech-526	806	22	changes	change	NOUN
futech-526	806	23	in	in	ADP
futech-526	806	24	glycemic	glycemic	ADJ
futech-526	806	25	control	control	NOUN
futech-526	806	26	using	use	VERB
futech-526	806	27	wearable	wearable	ADJ
futech-526	806	28	data	datum	NOUN
futech-526	806	29	;	;	PUNCT
futech-526	806	30	enhance	enhance	VERB
futech-526	806	31	predictive	predictive	ADJ
futech-526	806	32	models	model	NOUN
futech-526	806	33	;	;	PUNCT
futech-526	806	34	manage	manage	VERB
futech-526	806	35	missing	miss	VERB
futech-526	806	36	data	datum	NOUN
futech-526	806	37	;	;	PUNCT
futech-526	806	38	optimize	optimize	VERB
futech-526	806	39	model	model	NOUN
futech-526	806	40	performance	performance	NOUN
futech-526	806	41	.	.	PUNCT
futech-526	807	1	[	[	X
futech-526	807	2	17	17	NUM
futech-526	807	3	]	]	PUNCT
futech-526	807	4	descriptive	descriptive	ADJ
futech-526	807	5	statistics	statistic	NOUN
futech-526	807	6	,	,	PUNCT
futech-526	807	7	proportional	proportional	ADJ
futech-526	807	8	analysis	analysis	NOUN
futech-526	807	9	stratify	stratify	NOUN
futech-526	807	10	results	result	NOUN
futech-526	807	11	by	by	ADP
futech-526	807	12	food	food	NOUN
futech-526	807	13	group	group	NOUN
futech-526	807	14	;	;	PUNCT
futech-526	807	15	calculate	calculate	NOUN
futech-526	807	16	mean	mean	NOUN
futech-526	807	17	,	,	PUNCT
futech-526	807	18	standard	standard	ADJ
futech-526	807	19	deviation	deviation	NOUN
futech-526	807	20	,	,	PUNCT
futech-526	807	21	and	and	CCONJ
futech-526	807	22	percentile	percentile	ADJ
futech-526	807	23	distribution	distribution	NOUN
futech-526	807	24	of	of	ADP
futech-526	807	25	gi	gi	NOUN
futech-526	807	26	;	;	PUNCT
futech-526	807	27	classify	classify	VERB
futech-526	807	28	foods	food	NOUN
futech-526	807	29	into	into	ADP
futech-526	807	30	gi	gi	PROPN
futech-526	807	31	categories	category	NOUN
futech-526	807	32	;	;	PUNCT
futech-526	807	33	determine	determine	VERB
futech-526	807	34	the	the	DET
futech-526	807	35	percentage	percentage	NOUN
futech-526	807	36	of	of	ADP
futech-526	807	37	foods	food	NOUN
futech-526	807	38	assigned	assign	VERB
futech-526	807	39	gi	gi	NOUN
futech-526	807	40	values	value	NOUN
futech-526	807	41	at	at	ADP
futech-526	807	42	each	each	DET
futech-526	807	43	methodological	methodological	ADJ
futech-526	807	44	step	step	NOUN
futech-526	807	45	.	.	PUNCT
futech-526	808	1	[	[	X
futech-526	808	2	21	21	NUM
futech-526	808	3	]	]	PUNCT
futech-526	808	4	correlation	correlation	NOUN
futech-526	808	5	analysis	analysis	NOUN
futech-526	808	6	,	,	PUNCT
futech-526	808	7	multiple	multiple	ADJ
futech-526	808	8	regression	regression	NOUN
futech-526	808	9	,	,	PUNCT
futech-526	808	10	one‐way	one‐way	NOUN
futech-526	808	11	anova	anova	PROPN
futech-526	808	12	explore	explore	VERB
futech-526	808	13	relationships	relationship	NOUN
futech-526	808	14	between	between	ADP
futech-526	808	15	blood	blood	NOUN
futech-526	808	16	glucose	glucose	NOUN
futech-526	808	17	data	datum	NOUN
futech-526	808	18	and	and	CCONJ
futech-526	808	19	physiological	physiological	ADJ
futech-526	808	20	/	/	SYM
futech-526	808	21	nutritional	nutritional	ADJ
futech-526	808	22	factors	factor	NOUN
futech-526	808	23	;	;	PUNCT
futech-526	808	24	assess	assess	VERB
futech-526	808	25	postprandial	postprandial	ADJ
futech-526	808	26	glucose	glucose	NOUN
futech-526	808	27	dynamics	dynamic	NOUN
futech-526	808	28	;	;	PUNCT
futech-526	808	29	analyze	analyze	VERB
futech-526	808	30	data	datum	NOUN
futech-526	808	31	from	from	ADP
futech-526	808	32	wearable	wearable	ADJ
futech-526	808	33	devices	device	NOUN
futech-526	808	34	.	.	PUNCT
futech-526	809	1	[	[	X
futech-526	809	2	22	22	NUM
futech-526	809	3	]	]	PUNCT
futech-526	809	4	additive	additive	ADJ
futech-526	809	5	main	main	ADJ
futech-526	809	6	effect	effect	NOUN
futech-526	809	7	and	and	CCONJ
futech-526	809	8	multiplicative	multiplicative	ADJ
futech-526	809	9	interaction	interaction	NOUN
futech-526	809	10	(	(	PUNCT
futech-526	809	11	ammi	ammi	PROPN
futech-526	809	12	)	)	PUNCT
futech-526	809	13	analysis	analysis	NOUN
futech-526	809	14	,	,	PUNCT
futech-526	809	15	gge	gge	PROPN
futech-526	809	16	biplot	biplot	NOUN
futech-526	809	17	analysis	analysis	NOUN
futech-526	809	18	,	,	PUNCT
futech-526	809	19	linear	linear	ADJ
futech-526	809	20	mixed	mixed	ADJ
futech-526	809	21	models	model	NOUN
futech-526	809	22	(	(	PUNCT
futech-526	809	23	lmm	lmm	X
futech-526	809	24	)	)	PUNCT
futech-526	809	25	evaluate	evaluate	VERB
futech-526	809	26	grain	grain	NOUN
futech-526	809	27	yield	yield	NOUN
futech-526	809	28	,	,	PUNCT
futech-526	809	29	quality	quality	NOUN
futech-526	809	30	traits	trait	NOUN
futech-526	809	31	,	,	PUNCT
futech-526	809	32	and	and	CCONJ
futech-526	809	33	genotype‐environment	genotype‐environment	ADJ
futech-526	809	34	interactions	interaction	NOUN
futech-526	809	35	;	;	PUNCT
futech-526	809	36	predict	predict	VERB
futech-526	809	37	gi	gi	X
futech-526	809	38	in	in	ADP
futech-526	809	39	rice	rice	NOUN
futech-526	809	40	varieties	variety	NOUN
futech-526	809	41	;	;	PUNCT
futech-526	809	42	develop	develop	VERB
futech-526	809	43	low‐gi	low‐gi	ADJ
futech-526	809	44	rice	rice	NOUN
futech-526	809	45	suitable	suitable	ADJ
futech-526	809	46	for	for	ADP
futech-526	809	47	specific	specific	ADJ
futech-526	809	48	ecosystems	ecosystem	NOUN
futech-526	809	49	.	.	PUNCT
futech-526	810	1	nh	nh	PROPN
futech-526	810	2	.	.	PROPN
futech-526	810	3	wanigasingha	wanigasingha	NOUN
futech-526	810	4	et	et	PROPN
futech-526	810	5	al	al	PROPN
futech-526	810	6	.	.	PROPN
futech-526	810	7	/future	/future	PUNCT
futech-526	810	8	technology	technology	PROPN
futech-526	811	1	february	february	PROPN
futech-526	811	2	2026|	2026|	NUM
futech-526	811	3	volume	volume	NOUN
futech-526	811	4	05	05	NUM
futech-526	812	1	|	|	ADV
futech-526	812	2	issue	issue	NOUN
futech-526	812	3	01	01	NUM
futech-526	813	1	|	|	NOUN
futech-526	813	2	pages	page	VERB
futech-526	813	3	93	93	NUM
futech-526	813	4	-	-	SYM
futech-526	813	5	126	126	NUM
futech-526	813	6	111	111	NUM
futech-526	813	7	postprandial	postprandial	ADJ
futech-526	813	8	glucose	glucose	NOUN
futech-526	813	9	dynamics	dynamic	NOUN
futech-526	813	10	[	[	X
futech-526	813	11	21	21	NUM
futech-526	813	12	]	]	PUNCT
futech-526	813	13	.	.	PUNCT
futech-526	814	1	extending	extend	VERB
futech-526	814	2	expertise	expertise	NOUN
futech-526	814	3	on	on	ADP
futech-526	814	4	gi	gi	NOUN
futech-526	814	5	,	,	PUNCT
futech-526	814	6	reference	reference	NOUN
futech-526	814	7	[	[	X
futech-526	814	8	22	22	NUM
futech-526	814	9	]	]	PUNCT
futech-526	814	10	aimed	aim	VERB
futech-526	814	11	to	to	PART
futech-526	814	12	develop	develop	VERB
futech-526	814	13	low‐glycemic‐index	low‐glycemic‐index	ADJ
futech-526	814	14	rice	rice	NOUN
futech-526	814	15	varieties	variety	NOUN
futech-526	814	16	suitable	suitable	ADJ
futech-526	814	17	for	for	ADP
futech-526	814	18	irrigated	irrigated	ADJ
futech-526	814	19	ecosystems	ecosystem	NOUN
futech-526	814	20	in	in	ADP
futech-526	814	21	bangladesh	bangladesh	NOUN
futech-526	814	22	.	.	PUNCT
futech-526	815	1	it	it	PRON
futech-526	815	2	evaluated	evaluate	VERB
futech-526	815	3	the	the	DET
futech-526	815	4	grain	grain	NOUN
futech-526	815	5	yield	yield	NOUN
futech-526	815	6	,	,	PUNCT
futech-526	815	7	quality	quality	NOUN
futech-526	815	8	traits	trait	NOUN
futech-526	815	9	,	,	PUNCT
futech-526	815	10	and	and	CCONJ
futech-526	815	11	genotype‐	genotype‐	PROPN
futech-526	815	12	environment	environment	NOUN
futech-526	815	13	interactions	interaction	NOUN
futech-526	815	14	(	(	PUNCT
futech-526	815	15	gei	gei	NOUN
futech-526	815	16	)	)	PUNCT
futech-526	815	17	of	of	ADP
futech-526	815	18	three	three	NUM
futech-526	815	19	rice	rice	NOUN
futech-526	815	20	genotypes	genotype	NOUN
futech-526	815	21	across	across	ADP
futech-526	815	22	27	27	NUM
futech-526	815	23	environments	environment	NOUN
futech-526	815	24	over	over	ADP
futech-526	815	25	three	three	NUM
futech-526	815	26	years	year	NOUN
futech-526	815	27	.	.	PUNCT
futech-526	816	1	the	the	DET
futech-526	816	2	gi	gi	PROPN
futech-526	816	3	values	value	NOUN
futech-526	816	4	were	be	AUX
futech-526	816	5	determined	determine	VERB
futech-526	816	6	using	use	VERB
futech-526	816	7	the	the	DET
futech-526	816	8	howlader	howlader	NOUN
futech-526	816	9	and	and	CCONJ
futech-526	816	10	biswas	biswas	PROPN
futech-526	816	11	technique	technique	NOUN
futech-526	816	12	,	,	PUNCT
futech-526	816	13	which	which	PRON
futech-526	816	14	involves	involve	VERB
futech-526	816	15	measuring	measure	VERB
futech-526	816	16	postprandial	postprandial	ADJ
futech-526	816	17	blood	blood	NOUN
futech-526	816	18	glucose	glucose	NOUN
futech-526	816	19	levels	level	NOUN
futech-526	816	20	after	after	ADP
futech-526	816	21	consuming	consume	VERB
futech-526	816	22	test	test	NOUN
futech-526	816	23	and	and	CCONJ
futech-526	816	24	reference	reference	NOUN
futech-526	816	25	foods	food	NOUN
futech-526	816	26	.	.	PUNCT
futech-526	817	1	statistical	statistical	ADJ
futech-526	817	2	analyses	analysis	NOUN
futech-526	817	3	included	include	VERB
futech-526	817	4	additive	additive	ADJ
futech-526	817	5	main	main	ADJ
futech-526	817	6	effect	effect	NOUN
futech-526	817	7	and	and	CCONJ
futech-526	817	8	multiplicative	multiplicative	ADJ
futech-526	817	9	interaction	interaction	NOUN
futech-526	817	10	analysis	analysis	NOUN
futech-526	817	11	,	,	PUNCT
futech-526	817	12	gge	gge	PROPN
futech-526	817	13	biplot	biplot	NOUN
futech-526	817	14	analysis	analysis	NOUN
futech-526	817	15	,	,	PUNCT
futech-526	817	16	and	and	CCONJ
futech-526	817	17	linear	linear	ADJ
futech-526	817	18	mixed	mixed	ADJ
futech-526	817	19	models	model	NOUN
futech-526	817	20	(	(	PUNCT
futech-526	817	21	lmm	lmm	PROPN
futech-526	817	22	)	)	PUNCT
futech-526	817	23	using	use	VERB
futech-526	817	24	r	r	NOUN
futech-526	817	25	software	software	NOUN
futech-526	817	26	.	.	PUNCT
futech-526	818	1	features	feature	VERB
futech-526	818	2	such	such	ADJ
futech-526	818	3	as	as	ADP
futech-526	818	4	milled	mill	VERB
futech-526	818	5	rice	rice	NOUN
futech-526	818	6	outturn	outturn	NOUN
futech-526	818	7	,	,	PUNCT
futech-526	818	8	head	head	NOUN
futech-526	818	9	rice	rice	NOUN
futech-526	818	10	yield	yield	NOUN
futech-526	818	11	,	,	PUNCT
futech-526	818	12	amylose	amylose	NOUN
futech-526	818	13	content	content	NOUN
futech-526	818	14	,	,	PUNCT
futech-526	818	15	and	and	CCONJ
futech-526	818	16	protein	protein	NOUN
futech-526	818	17	content	content	NOUN
futech-526	818	18	were	be	AUX
futech-526	818	19	used	use	VERB
futech-526	818	20	to	to	PART
futech-526	818	21	predict	predict	VERB
futech-526	818	22	gi	gi	NOUN
futech-526	818	23	.	.	PUNCT
futech-526	819	1	this	this	DET
futech-526	819	2	research	research	NOUN
futech-526	819	3	is	be	AUX
futech-526	819	4	crucial	crucial	ADJ
futech-526	819	5	for	for	ADP
futech-526	819	6	developing	develop	VERB
futech-526	819	7	rice	rice	NOUN
futech-526	819	8	varieties	variety	NOUN
futech-526	819	9	that	that	PRON
futech-526	819	10	can	can	AUX
futech-526	819	11	benefit	benefit	VERB
futech-526	819	12	health	health	NOUN
futech-526	819	13	by	by	ADP
futech-526	819	14	reducing	reduce	VERB
futech-526	819	15	the	the	DET
futech-526	819	16	impact	impact	NOUN
futech-526	819	17	of	of	ADP
futech-526	819	18	carbohydrates	carbohydrate	NOUN
futech-526	819	19	on	on	ADP
futech-526	819	20	blood	blood	NOUN
futech-526	819	21	glucose	glucose	NOUN
futech-526	819	22	levels	level	NOUN
futech-526	819	23	.	.	PUNCT
futech-526	820	1	overall	overall	ADJ
futech-526	820	2	,	,	PUNCT
futech-526	820	3	statistical	statistical	ADJ
futech-526	820	4	techniques	technique	NOUN
futech-526	820	5	play	play	VERB
futech-526	820	6	a	a	DET
futech-526	820	7	pivotal	pivotal	ADJ
futech-526	820	8	role	role	NOUN
futech-526	820	9	in	in	ADP
futech-526	820	10	understanding	understanding	NOUN
futech-526	820	11	and	and	CCONJ
futech-526	820	12	predicting	predict	VERB
futech-526	820	13	glycemic	glycemic	ADJ
futech-526	820	14	responses	response	NOUN
futech-526	820	15	,	,	PUNCT
futech-526	820	16	which	which	PRON
futech-526	820	17	are	be	AUX
futech-526	820	18	crucial	crucial	ADJ
futech-526	820	19	for	for	ADP
futech-526	820	20	managing	manage	VERB
futech-526	820	21	blood	blood	NOUN
futech-526	820	22	sugar	sugar	NOUN
futech-526	820	23	levels	level	NOUN
futech-526	820	24	.	.	PUNCT
futech-526	821	1	these	these	DET
futech-526	821	2	methods	method	NOUN
futech-526	821	3	encompass	encompass	VERB
futech-526	821	4	descriptive	descriptive	ADJ
futech-526	821	5	and	and	CCONJ
futech-526	821	6	inferential	inferential	ADJ
futech-526	821	7	statistics	statistic	NOUN
futech-526	821	8	,	,	PUNCT
futech-526	821	9	hypothesis	hypothesis	NOUN
futech-526	821	10	testing	testing	NOUN
futech-526	821	11	,	,	PUNCT
futech-526	821	12	correlation	correlation	NOUN
futech-526	821	13	and	and	CCONJ
futech-526	821	14	regression	regression	NOUN
futech-526	821	15	analysis	analysis	NOUN
futech-526	821	16	,	,	PUNCT
futech-526	821	17	and	and	CCONJ
futech-526	821	18	tests	test	NOUN
futech-526	821	19	like	like	ADP
futech-526	821	20	t‐	t‐	ADJ
futech-526	821	21	tests	test	NOUN
futech-526	821	22	and	and	CCONJ
futech-526	821	23	anova	anova	PROPN
futech-526	821	24	.	.	PUNCT
futech-526	822	1	studies	study	NOUN
futech-526	822	2	have	have	AUX
futech-526	822	3	utilized	utilize	VERB
futech-526	822	4	these	these	DET
futech-526	822	5	techniques	technique	NOUN
futech-526	822	6	to	to	PART
futech-526	822	7	determine	determine	VERB
futech-526	822	8	glycemic	glycemic	ADJ
futech-526	822	9	index	index	NOUN
futech-526	822	10	values	value	NOUN
futech-526	822	11	for	for	ADP
futech-526	822	12	various	various	ADJ
futech-526	822	13	foods	food	NOUN
futech-526	822	14	,	,	PUNCT
futech-526	822	15	identify	identify	VERB
futech-526	822	16	predictive	predictive	ADJ
futech-526	822	17	factors	factor	NOUN
futech-526	822	18	for	for	ADP
futech-526	822	19	gi	gi	NOUN
futech-526	822	20	,	,	PUNCT
futech-526	822	21	and	and	CCONJ
futech-526	822	22	develop	develop	VERB
futech-526	822	23	models	model	NOUN
futech-526	822	24	to	to	PART
futech-526	822	25	predict	predict	VERB
futech-526	822	26	gi	gi	NOUN
futech-526	822	27	based	base	VERB
futech-526	822	28	on	on	ADP
futech-526	822	29	food	food	NOUN
futech-526	822	30	components	component	NOUN
futech-526	822	31	.	.	PUNCT
futech-526	823	1	for	for	ADP
futech-526	823	2	instance	instance	NOUN
futech-526	823	3	,	,	PUNCT
futech-526	823	4	regression	regression	VERB
futech-526	823	5	analysis	analysis	NOUN
futech-526	823	6	has	have	AUX
futech-526	823	7	been	be	AUX
futech-526	823	8	used	use	VERB
futech-526	823	9	to	to	PART
futech-526	823	10	explore	explore	VERB
futech-526	823	11	correlations	correlation	NOUN
futech-526	823	12	between	between	ADP
futech-526	823	13	gi	gi	NOUN
futech-526	823	14	and	and	CCONJ
futech-526	823	15	food	food	NOUN
futech-526	823	16	components	component	NOUN
futech-526	823	17	,	,	PUNCT
futech-526	823	18	while	while	SCONJ
futech-526	823	19	response	response	NOUN
futech-526	823	20	surface	surface	NOUN
futech-526	823	21	methodology	methodology	NOUN
futech-526	823	22	and	and	CCONJ
futech-526	823	23	artificial	artificial	ADJ
futech-526	823	24	neural	neural	ADJ
futech-526	823	25	networks	network	NOUN
futech-526	823	26	have	have	AUX
futech-526	823	27	been	be	AUX
futech-526	823	28	employed	employ	VERB
futech-526	823	29	to	to	PART
futech-526	823	30	optimize	optimize	VERB
futech-526	823	31	production	production	NOUN
futech-526	823	32	parameters	parameter	NOUN
futech-526	823	33	for	for	ADP
futech-526	823	34	low‐gi	low‐gi	ADJ
futech-526	823	35	foods	food	NOUN
futech-526	823	36	.	.	PUNCT
futech-526	824	1	additionally	additionally	ADV
futech-526	824	2	,	,	PUNCT
futech-526	824	3	machine	machine	NOUN
futech-526	824	4	learning	learning	NOUN
futech-526	824	5	and	and	CCONJ
futech-526	824	6	wearable	wearable	ADJ
futech-526	824	7	devices	device	NOUN
futech-526	824	8	are	be	AUX
futech-526	824	9	being	be	AUX
futech-526	824	10	explored	explore	VERB
futech-526	824	11	to	to	PART
futech-526	824	12	predict	predict	VERB
futech-526	824	13	changes	change	NOUN
futech-526	824	14	in	in	ADP
futech-526	824	15	glycemic	glycemic	ADJ
futech-526	824	16	control	control	NOUN
futech-526	824	17	,	,	PUNCT
futech-526	824	18	further	far	ADV
futech-526	824	19	enhancing	enhance	VERB
futech-526	824	20	the	the	DET
futech-526	824	21	application	application	NOUN
futech-526	824	22	of	of	ADP
futech-526	824	23	statistical	statistical	ADJ
futech-526	824	24	techniques	technique	NOUN
futech-526	824	25	in	in	ADP
futech-526	824	26	this	this	DET
futech-526	824	27	field	field	NOUN
futech-526	824	28	.	.	PUNCT
futech-526	825	1	these	these	DET
futech-526	825	2	methods	method	NOUN
futech-526	825	3	provide	provide	VERB
futech-526	825	4	a	a	DET
futech-526	825	5	robust	robust	ADJ
futech-526	825	6	framework	framework	NOUN
futech-526	825	7	for	for	ADP
futech-526	825	8	making	make	VERB
futech-526	825	9	informed	inform	VERB
futech-526	825	10	dietary	dietary	ADJ
futech-526	825	11	choices	choice	NOUN
futech-526	825	12	and	and	CCONJ
futech-526	825	13	developing	develop	VERB
futech-526	825	14	healthier	healthy	ADJ
futech-526	825	15	food	food	NOUN
futech-526	825	16	products	product	NOUN
futech-526	825	17	.	.	PUNCT
futech-526	826	1	4.8	4.8	NUM
futech-526	826	2	role	role	NOUN
futech-526	826	3	of	of	ADP
futech-526	826	4	other	other	ADJ
futech-526	826	5	computer	computer	NOUN
futech-526	826	6	-	-	PUNCT
futech-526	826	7	related	relate	VERB
futech-526	826	8	techniques	technique	NOUN
futech-526	826	9	in	in	ADP
futech-526	826	10	research	research	NOUN
futech-526	826	11	related	relate	VERB
futech-526	826	12	to	to	ADP
futech-526	826	13	the	the	DET
futech-526	826	14	glycemic	glycemic	ADJ
futech-526	826	15	index	index	NOUN
futech-526	826	16	in	in	ADP
futech-526	826	17	the	the	DET
futech-526	826	18	main	main	ADJ
futech-526	826	19	section	section	NOUN
futech-526	826	20	,	,	PUNCT
futech-526	826	21	we	we	PRON
futech-526	826	22	explored	explore	VERB
futech-526	826	23	the	the	DET
futech-526	826	24	role	role	NOUN
futech-526	826	25	of	of	ADP
futech-526	826	26	ai	ai	ADJ
futech-526	826	27	techniques	technique	NOUN
futech-526	826	28	such	such	ADJ
futech-526	826	29	as	as	ADP
futech-526	826	30	machine	machine	NOUN
futech-526	826	31	learning	learning	NOUN
futech-526	826	32	,	,	PUNCT
futech-526	826	33	deep	deep	ADJ
futech-526	826	34	learning	learning	NOUN
futech-526	826	35	(	(	PUNCT
futech-526	826	36	dl	dl	INTJ
futech-526	826	37	)	)	PUNCT
futech-526	826	38	,	,	PUNCT
futech-526	826	39	image	image	NOUN
futech-526	826	40	processing	processing	NOUN
futech-526	826	41	,	,	PUNCT
futech-526	826	42	and	and	CCONJ
futech-526	826	43	natural	natural	ADJ
futech-526	826	44	language	language	NOUN
futech-526	826	45	processing	processing	NOUN
futech-526	826	46	in	in	ADP
futech-526	826	47	research	research	NOUN
futech-526	826	48	related	relate	VERB
futech-526	826	49	to	to	ADP
futech-526	826	50	the	the	DET
futech-526	826	51	glycemic	glycemic	ADJ
futech-526	826	52	index	index	NOUN
futech-526	826	53	.	.	PUNCT
futech-526	827	1	while	while	SCONJ
futech-526	827	2	these	these	DET
futech-526	827	3	advanced	advanced	ADJ
futech-526	827	4	methodologies	methodology	NOUN
futech-526	827	5	have	have	AUX
futech-526	827	6	transformed	transform	VERB
futech-526	827	7	the	the	DET
futech-526	827	8	field	field	NOUN
futech-526	827	9	,	,	PUNCT
futech-526	827	10	there	there	PRON
futech-526	827	11	are	be	VERB
futech-526	827	12	other	other	ADJ
futech-526	827	13	computer‐related	computer‐relate	VERB
futech-526	827	14	techniques	technique	NOUN
futech-526	827	15	that	that	PRON
futech-526	827	16	also	also	ADV
futech-526	827	17	contribute	contribute	VERB
futech-526	827	18	significantly	significantly	ADV
futech-526	827	19	to	to	ADP
futech-526	827	20	glycemic	glycemic	ADJ
futech-526	827	21	index	index	NOUN
futech-526	827	22	research	research	NOUN
futech-526	827	23	.	.	PUNCT
futech-526	828	1	this	this	DET
futech-526	828	2	section	section	NOUN
futech-526	828	3	focuses	focus	VERB
futech-526	828	4	on	on	ADP
futech-526	828	5	these	these	DET
futech-526	828	6	additional	additional	ADJ
futech-526	828	7	approaches	approach	NOUN
futech-526	828	8	,	,	PUNCT
futech-526	828	9	highlighting	highlight	VERB
futech-526	828	10	their	their	PRON
futech-526	828	11	unique	unique	ADJ
futech-526	828	12	applications	application	NOUN
futech-526	828	13	and	and	CCONJ
futech-526	828	14	the	the	DET
futech-526	828	15	value	value	NOUN
futech-526	828	16	they	they	PRON
futech-526	828	17	bring	bring	VERB
futech-526	828	18	to	to	ADP
futech-526	828	19	advancing	advance	VERB
futech-526	828	20	our	our	PRON
futech-526	828	21	understanding	understanding	NOUN
futech-526	828	22	of	of	ADP
futech-526	828	23	this	this	DET
futech-526	828	24	critical	critical	ADJ
futech-526	828	25	area	area	NOUN
futech-526	828	26	.	.	PUNCT
futech-526	829	1	the	the	DET
futech-526	829	2	internet	internet	NOUN
futech-526	829	3	of	of	ADP
futech-526	829	4	things	thing	NOUN
futech-526	829	5	(	(	PUNCT
futech-526	829	6	iot	iot	NOUN
futech-526	829	7	)	)	PUNCT
futech-526	829	8	has	have	AUX
futech-526	829	9	played	play	VERB
futech-526	829	10	a	a	DET
futech-526	829	11	pivotal	pivotal	ADJ
futech-526	829	12	role	role	NOUN
futech-526	829	13	in	in	ADP
futech-526	829	14	predicting	predict	VERB
futech-526	829	15	the	the	DET
futech-526	829	16	glycemic	glycemic	ADJ
futech-526	829	17	index	index	NOUN
futech-526	829	18	.	.	PUNCT
futech-526	830	1	iot	iot	PROPN
futech-526	830	2	refers	refer	VERB
futech-526	830	3	to	to	ADP
futech-526	830	4	a	a	DET
futech-526	830	5	network	network	NOUN
futech-526	830	6	of	of	ADP
futech-526	830	7	interconnected	interconnected	ADJ
futech-526	830	8	physical	physical	ADJ
futech-526	830	9	devices	device	NOUN
futech-526	830	10	ranging	range	VERB
futech-526	830	11	from	from	ADP
futech-526	830	12	appliances	appliance	NOUN
futech-526	830	13	to	to	ADP
futech-526	830	14	vehicles	vehicle	NOUN
futech-526	830	15	embedded	embed	VERB
futech-526	830	16	with	with	ADP
futech-526	830	17	sensors	sensor	NOUN
futech-526	830	18	,	,	PUNCT
futech-526	830	19	software	software	NOUN
futech-526	830	20	,	,	PUNCT
futech-526	830	21	and	and	CCONJ
futech-526	830	22	connectivity	connectivity	NOUN
futech-526	830	23	.	.	PUNCT
futech-526	831	1	this	this	DET
futech-526	831	2	technology	technology	NOUN
futech-526	831	3	facilitates	facilitate	VERB
futech-526	831	4	seamless	seamless	ADJ
futech-526	831	5	communication	communication	NOUN
futech-526	831	6	and	and	CCONJ
futech-526	831	7	data	datum	NOUN
futech-526	831	8	exchange	exchange	NOUN
futech-526	831	9	between	between	ADP
futech-526	831	10	devices	device	NOUN
futech-526	831	11	,	,	PUNCT
futech-526	831	12	paving	pave	VERB
futech-526	831	13	the	the	DET
futech-526	831	14	way	way	NOUN
futech-526	831	15	for	for	ADP
futech-526	831	16	more	more	ADV
futech-526	831	17	efficient	efficient	ADJ
futech-526	831	18	and	and	CCONJ
futech-526	831	19	automated	automate	VERB
futech-526	831	20	systems	system	NOUN
futech-526	831	21	.	.	PUNCT
futech-526	832	1	in	in	ADP
futech-526	832	2	recent	recent	ADJ
futech-526	832	3	years	year	NOUN
futech-526	832	4	,	,	PUNCT
futech-526	832	5	challenges	challenge	NOUN
futech-526	832	6	such	such	ADJ
futech-526	832	7	as	as	ADP
futech-526	832	8	data	datum	NOUN
futech-526	832	9	mining	mining	NOUN
futech-526	832	10	,	,	PUNCT
futech-526	832	11	machine	machine	NOUN
futech-526	832	12	learning	learning	NOUN
futech-526	832	13	integration	integration	NOUN
futech-526	832	14	,	,	PUNCT
futech-526	832	15	and	and	CCONJ
futech-526	832	16	iot	iot	NOUN
futech-526	832	17	applications	application	NOUN
futech-526	832	18	have	have	AUX
futech-526	832	19	gained	gain	VERB
futech-526	832	20	prominence	prominence	NOUN
futech-526	832	21	in	in	ADP
futech-526	832	22	the	the	DET
futech-526	832	23	healthcare	healthcare	NOUN
futech-526	832	24	sector	sector	NOUN
futech-526	832	25	.	.	PUNCT
futech-526	833	1	a	a	DET
futech-526	833	2	notable	notable	ADJ
futech-526	833	3	study	study	NOUN
futech-526	833	4	published	publish	VERB
futech-526	833	5	in	in	ADP
futech-526	833	6	2019	2019	NUM
futech-526	833	7	,	,	PUNCT
futech-526	833	8	titled	title	VERB
futech-526	833	9	“	"	PUNCT
futech-526	833	10	internet	internet	NOUN
futech-526	833	11	of	of	ADP
futech-526	833	12	things	thing	NOUN
futech-526	833	13	based	base	VERB
futech-526	833	14	on	on	ADP
futech-526	833	15	electronic	electronic	ADJ
futech-526	833	16	and	and	CCONJ
futech-526	833	17	mobile	mobile	ADJ
futech-526	833	18	health	health	NOUN
futech-526	833	19	systems	system	NOUN
futech-526	833	20	for	for	ADP
futech-526	833	21	blood	blood	NOUN
futech-526	833	22	glucose	glucose	NOUN
futech-526	833	23	continuous	continuous	ADJ
futech-526	833	24	monitoring	monitoring	NOUN
futech-526	833	25	and	and	CCONJ
futech-526	833	26	management	management	NOUN
futech-526	833	27	”	"	PUNCT
futech-526	834	1	[	[	X
futech-526	834	2	69	69	NUM
futech-526	834	3	]	]	PUNCT
futech-526	834	4	,	,	PUNCT
futech-526	834	5	showcased	showcase	VERB
futech-526	834	6	the	the	DET
futech-526	834	7	integration	integration	NOUN
futech-526	834	8	of	of	ADP
futech-526	834	9	the	the	DET
futech-526	834	10	libre	libre	PROPN
futech-526	834	11	flash	flash	NOUN
futech-526	834	12	glucose	glucose	NOUN
futech-526	834	13	monitoring	monitor	VERB
futech-526	834	14	sensor	sensor	NOUN
futech-526	834	15	with	with	ADP
futech-526	834	16	mobile	mobile	ADJ
futech-526	834	17	applications	application	NOUN
futech-526	834	18	,	,	PUNCT
futech-526	834	19	creating	create	VERB
futech-526	834	20	a	a	DET
futech-526	834	21	connected	connected	ADJ
futech-526	834	22	and	and	CCONJ
futech-526	834	23	comprehensive	comprehensive	ADJ
futech-526	834	24	environment	environment	NOUN
futech-526	834	25	for	for	ADP
futech-526	834	26	glucose	glucose	NOUN
futech-526	834	27	monitoring	monitoring	NOUN
futech-526	834	28	.	.	PUNCT
futech-526	835	1	they	they	PRON
futech-526	835	2	used	use	VERB
futech-526	835	3	cloud	cloud	NOUN
futech-526	835	4	technologies	technology	NOUN
futech-526	835	5	to	to	PART
futech-526	835	6	collect	collect	VERB
futech-526	835	7	blood	blood	NOUN
futech-526	835	8	glucose	glucose	NOUN
futech-526	835	9	data	datum	NOUN
futech-526	835	10	continuously	continuously	ADV
futech-526	835	11	,	,	PUNCT
futech-526	835	12	provide	provide	VERB
futech-526	835	13	real‐time	real‐time	NOUN
futech-526	835	14	alerts	alert	NOUN
futech-526	835	15	,	,	PUNCT
futech-526	835	16	and	and	CCONJ
futech-526	835	17	perform	perform	VERB
futech-526	835	18	graphical	graphical	ADJ
futech-526	835	19	analysis	analysis	NOUN
futech-526	835	20	while	while	SCONJ
futech-526	835	21	monitoring	monitoring	NOUN
futech-526	835	22	and	and	CCONJ
futech-526	835	23	analyzing	analyze	VERB
futech-526	835	24	patient	patient	ADJ
futech-526	835	25	data	datum	NOUN
futech-526	835	26	remotely	remotely	ADV
futech-526	835	27	via	via	ADP
futech-526	835	28	a	a	DET
futech-526	835	29	secure	secure	ADJ
futech-526	835	30	cloud‐based	cloud‐base	VERB
futech-526	835	31	platform	platform	NOUN
futech-526	835	32	.	.	PUNCT
futech-526	836	1	however	however	ADV
futech-526	836	2	,	,	PUNCT
futech-526	836	3	gi	gi	PROPN
futech-526	836	4	was	be	AUX
futech-526	836	5	not	not	PART
futech-526	836	6	a	a	DET
futech-526	836	7	direct	direct	ADJ
futech-526	836	8	concern	concern	NOUN
futech-526	836	9	;	;	PUNCT
futech-526	836	10	the	the	DET
futech-526	836	11	system	system	NOUN
futech-526	836	12	focused	focus	VERB
futech-526	836	13	on	on	ADP
futech-526	836	14	real‐time	real‐time	NOUN
futech-526	836	15	monitoring	monitoring	NOUN
futech-526	836	16	of	of	ADP
futech-526	836	17	blood	blood	NOUN
futech-526	836	18	glucose	glucose	NOUN
futech-526	836	19	.	.	PUNCT
futech-526	837	1	these	these	DET
futech-526	837	2	data	datum	NOUN
futech-526	837	3	were	be	AUX
futech-526	837	4	used	use	VERB
futech-526	837	5	to	to	PART
futech-526	837	6	identify	identify	VERB
futech-526	837	7	patterns	pattern	NOUN
futech-526	837	8	related	relate	VERB
futech-526	837	9	to	to	ADP
futech-526	837	10	gi	gi	NOUN
futech-526	837	11	.	.	PUNCT
futech-526	838	1	in	in	ADP
futech-526	838	2	general	general	ADJ
futech-526	838	3	,	,	PUNCT
futech-526	838	4	the	the	DET
futech-526	838	5	study	study	NOUN
futech-526	838	6	emphasizes	emphasize	VERB
futech-526	838	7	the	the	DET
futech-526	838	8	usage	usage	NOUN
futech-526	838	9	of	of	ADP
futech-526	838	10	iot	iot	NOUN
futech-526	838	11	in	in	ADP
futech-526	838	12	the	the	DET
futech-526	838	13	health	health	NOUN
futech-526	838	14	care	care	NOUN
futech-526	838	15	system	system	NOUN
futech-526	838	16	to	to	PART
futech-526	838	17	manage	manage	VERB
futech-526	838	18	diabetes	diabetes	NOUN
futech-526	838	19	and	and	CCONJ
futech-526	838	20	low‐cost	low‐cost	PRON
futech-526	838	21	alternatives	alternative	NOUN
futech-526	838	22	to	to	ADP
futech-526	838	23	traditional	traditional	ADJ
futech-526	838	24	methodologies	methodology	NOUN
futech-526	838	25	for	for	ADP
futech-526	838	26	continuous	continuous	ADJ
futech-526	838	27	glucose	glucose	NOUN
futech-526	838	28	monitoring	monitoring	NOUN
futech-526	838	29	systems	system	NOUN
futech-526	838	30	.	.	PUNCT
futech-526	839	1	the	the	DET
futech-526	839	2	utilization	utilization	NOUN
futech-526	839	3	of	of	ADP
futech-526	839	4	the	the	DET
futech-526	839	5	long‐term	long‐term	NOUN
futech-526	839	6	effect	effect	NOUN
futech-526	839	7	of	of	ADP
futech-526	839	8	the	the	DET
futech-526	839	9	internet	internet	NOUN
futech-526	839	10	of	of	ADP
futech-526	839	11	things	thing	NOUN
futech-526	839	12	on	on	ADP
futech-526	839	13	glycemic	glycemic	ADJ
futech-526	839	14	control	control	NOUN
futech-526	839	15	is	be	AUX
futech-526	839	16	controversial	controversial	ADJ
futech-526	839	17	,	,	PUNCT
futech-526	839	18	and	and	CCONJ
futech-526	839	19	type	type	NOUN
futech-526	839	20	2	2	NUM
futech-526	839	21	diabetes	diabetes	NOUN
futech-526	839	22	is	be	AUX
futech-526	839	23	a	a	DET
futech-526	839	24	common	common	ADJ
futech-526	839	25	problem	problem	NOUN
futech-526	839	26	today	today	NOUN
futech-526	839	27	.	.	PUNCT
futech-526	840	1	another	another	DET
futech-526	840	2	study	study	NOUN
futech-526	840	3	focused	focus	VERB
futech-526	840	4	on	on	ADP
futech-526	840	5	evaluating	evaluate	VERB
futech-526	840	6	the	the	DET
futech-526	840	7	long‐term	long‐term	NOUN
futech-526	840	8	effects	effect	NOUN
futech-526	840	9	of	of	ADP
futech-526	840	10	an	an	DET
futech-526	840	11	iot‐based	iot‐based	ADJ
futech-526	840	12	approach	approach	NOUN
futech-526	840	13	on	on	ADP
futech-526	840	14	glycemic	glycemic	ADJ
futech-526	840	15	control	control	NOUN
futech-526	840	16	in	in	ADP
futech-526	840	17	people	people	NOUN
futech-526	840	18	with	with	ADP
futech-526	840	19	type	type	NOUN
futech-526	840	20	2	2	NUM
futech-526	840	21	diabetes	diabetes	NOUN
futech-526	840	22	(	(	PUNCT
futech-526	840	23	t2d	t2d	NOUN
futech-526	840	24	)	)	PUNCT
futech-526	840	25	.	.	PUNCT
futech-526	841	1	the	the	DET
futech-526	841	2	personal	personal	ADJ
futech-526	841	3	health	health	NOUN
futech-526	841	4	records	record	NOUN
futech-526	841	5	(	(	PUNCT
futech-526	841	6	weights	weight	NOUN
futech-526	841	7	,	,	PUNCT
futech-526	841	8	blood	blood	NOUN
futech-526	841	9	pressure	pressure	NOUN
futech-526	841	10	,	,	PUNCT
futech-526	841	11	physical	physical	ADJ
futech-526	841	12	activities	activity	NOUN
futech-526	841	13	)	)	PUNCT
futech-526	841	14	were	be	AUX
futech-526	841	15	measured	measure	VERB
futech-526	841	16	using	use	VERB
futech-526	841	17	iot	iot	NOUN
futech-526	841	18	-	-	PUNCT
futech-526	841	19	enabled	enable	VERB
futech-526	841	20	devices	device	NOUN
futech-526	841	21	,	,	PUNCT
futech-526	841	22	and	and	CCONJ
futech-526	841	23	feedback	feedback	NOUN
futech-526	841	24	messages	message	NOUN
futech-526	841	25	were	be	AUX
futech-526	841	26	sent	send	VERB
futech-526	841	27	to	to	PART
futech-526	841	28	encourage	encourage	VERB
futech-526	841	29	behavioral	behavioral	ADJ
futech-526	841	30	changes	change	NOUN
futech-526	841	31	in	in	ADP
futech-526	841	32	diet	diet	NOUN
futech-526	841	33	and	and	CCONJ
futech-526	841	34	exercise	exercise	NOUN
futech-526	841	35	.	.	PUNCT
futech-526	842	1	data	datum	NOUN
futech-526	842	2	was	be	AUX
futech-526	842	3	shared	share	VERB
futech-526	842	4	with	with	ADP
futech-526	842	5	healthcare	healthcare	NOUN
futech-526	842	6	providers	provider	NOUN
futech-526	842	7	via	via	ADP
futech-526	842	8	cloud	cloud	NOUN
futech-526	842	9	systems	system	NOUN
futech-526	842	10	.	.	PUNCT
futech-526	843	1	gi	gi	PROPN
futech-526	843	2	was	be	AUX
futech-526	843	3	not	not	PART
futech-526	843	4	directly	directly	ADV
futech-526	843	5	addressed	address	VERB
futech-526	843	6	;	;	PUNCT
futech-526	843	7	instead	instead	ADV
futech-526	843	8	,	,	PUNCT
futech-526	843	9	it	it	PRON
futech-526	843	10	focused	focus	VERB
futech-526	843	11	on	on	ADP
futech-526	843	12	glycemic	glycemic	ADJ
futech-526	843	13	control	control	NOUN
futech-526	843	14	through	through	ADP
futech-526	843	15	hba1c	hba1c	PROPN
futech-526	843	16	levels	level	NOUN
futech-526	843	17	and	and	CCONJ
futech-526	843	18	lifestyle	lifestyle	NOUN
futech-526	843	19	modifications	modification	NOUN
futech-526	843	20	facilitated	facilitate	VERB
futech-526	843	21	by	by	ADP
futech-526	843	22	iot	iot	NOUN
futech-526	843	23	technologies	technology	NOUN
futech-526	843	24	[	[	X
futech-526	843	25	100	100	NUM
futech-526	843	26	]	]	PUNCT
futech-526	843	27	.	.	PUNCT
futech-526	844	1	the	the	DET
futech-526	844	2	advancements	advancement	NOUN
futech-526	844	3	in	in	ADP
futech-526	844	4	wearable	wearable	ADJ
futech-526	844	5	glucose	glucose	NOUN
futech-526	844	6	monitoring	monitoring	NOUN
futech-526	844	7	technologies	technology	NOUN
futech-526	844	8	,	,	PUNCT
futech-526	844	9	as	as	SCONJ
futech-526	844	10	reviewed	review	VERB
futech-526	844	11	by	by	ADP
futech-526	844	12	mansour	mansour	PROPN
futech-526	844	13	et	et	PROPN
futech-526	844	14	al	al	PROPN
futech-526	844	15	.	.	PUNCT
futech-526	845	1	[	[	X
futech-526	845	2	101	101	NUM
futech-526	845	3	]	]	PUNCT
futech-526	845	4	.	.	PUNCT
futech-526	846	1	this	this	PRON
futech-526	846	2	offers	offer	VERB
futech-526	846	3	significant	significant	ADJ
futech-526	846	4	implications	implication	NOUN
futech-526	846	5	for	for	ADP
futech-526	846	6	glycemic	glycemic	ADJ
futech-526	846	7	index	index	NOUN
futech-526	846	8	research	research	NOUN
futech-526	846	9	.	.	PUNCT
futech-526	847	1	the	the	DET
futech-526	847	2	paper	paper	NOUN
futech-526	847	3	reviewed	review	VERB
futech-526	847	4	advancements	advancement	NOUN
futech-526	847	5	in	in	ADP
futech-526	847	6	wearable	wearable	ADJ
futech-526	847	7	devices	device	NOUN
futech-526	847	8	for	for	ADP
futech-526	847	9	cgm	cgm	PROPN
futech-526	847	10	,	,	PUNCT
futech-526	847	11	including	include	VERB
futech-526	847	12	invasive	invasive	ADJ
futech-526	847	13	,	,	PUNCT
futech-526	847	14	minimally	minimally	ADV
futech-526	847	15	invasive	invasive	ADJ
futech-526	847	16	,	,	PUNCT
futech-526	847	17	and	and	CCONJ
futech-526	847	18	non‐invasive	non‐invasive	ADJ
futech-526	847	19	methods	method	NOUN
futech-526	847	20	.	.	PUNCT
futech-526	848	1	the	the	DET
futech-526	848	2	paper	paper	NOUN
futech-526	848	3	highlights	highlight	VERB
futech-526	848	4	the	the	DET
futech-526	848	5	integration	integration	NOUN
futech-526	848	6	of	of	ADP
futech-526	848	7	biosensing	biosensing	NOUN
futech-526	848	8	technologies	technology	NOUN
futech-526	848	9	with	with	ADP
futech-526	848	10	wireless	wireless	ADJ
futech-526	848	11	communication	communication	NOUN
futech-526	848	12	,	,	PUNCT
futech-526	848	13	energy	energy	NOUN
futech-526	848	14	harvesting	harvesting	NOUN
futech-526	848	15	,	,	PUNCT
futech-526	848	16	and	and	CCONJ
futech-526	848	17	ai‐	ai‐	X
futech-526	848	18	based	base	VERB
futech-526	848	19	predictive	predictive	ADJ
futech-526	848	20	analytics	analytic	NOUN
futech-526	848	21	for	for	ADP
futech-526	848	22	diabetes	diabetes	NOUN
futech-526	848	23	management	management	NOUN
futech-526	848	24	.	.	PUNCT
futech-526	849	1	the	the	DET
futech-526	849	2	glycemic	glycemic	ADJ
futech-526	849	3	index	index	NOUN
futech-526	849	4	is	be	AUX
futech-526	849	5	not	not	PART
futech-526	849	6	explicitly	explicitly	ADV
futech-526	849	7	discussed	discuss	VERB
futech-526	849	8	or	or	CCONJ
futech-526	849	9	used	use	VERB
futech-526	849	10	for	for	ADP
futech-526	849	11	predicting	predict	VERB
futech-526	849	12	or	or	CCONJ
futech-526	849	13	calculating	calculate	VERB
futech-526	849	14	glucose	glucose	NOUN
futech-526	849	15	levels	level	NOUN
futech-526	849	16	.	.	PUNCT
futech-526	850	1	instead	instead	ADV
futech-526	850	2	,	,	PUNCT
futech-526	850	3	the	the	DET
futech-526	850	4	focus	focus	NOUN
futech-526	850	5	was	be	AUX
futech-526	850	6	on	on	ADP
futech-526	850	7	measuring	measure	VERB
futech-526	850	8	glucose	glucose	NOUN
futech-526	850	9	directly	directly	ADV
futech-526	850	10	from	from	ADP
futech-526	850	11	biofluids	biofluid	NOUN
futech-526	850	12	(	(	PUNCT
futech-526	850	13	e.g.	e.g.	ADV
futech-526	850	14	,	,	PUNCT
futech-526	850	15	blood	blood	NOUN
futech-526	850	16	,	,	PUNCT
futech-526	850	17	sweat	sweat	NOUN
futech-526	850	18	,	,	PUNCT
futech-526	850	19	interstitial	interstitial	ADJ
futech-526	850	20	fluid	fluid	NOUN
futech-526	850	21	)	)	PUNCT
futech-526	850	22	using	use	VERB
futech-526	850	23	various	various	ADJ
futech-526	850	24	biosensor	biosensor	NOUN
futech-526	850	25	technologies	technology	NOUN
futech-526	850	26	.	.	PUNCT
futech-526	851	1	by	by	ADP
futech-526	851	2	integrating	integrate	VERB
futech-526	851	3	ai‐driven	ai‐driven	ADJ
futech-526	851	4	models	model	NOUN
futech-526	851	5	like	like	ADP
futech-526	851	6	rnns	rnn	NOUN
futech-526	851	7	,	,	PUNCT
futech-526	851	8	researchers	researcher	NOUN
futech-526	851	9	can	can	AUX
futech-526	851	10	better	well	ADV
futech-526	851	11	account	account	VERB
futech-526	851	12	for	for	ADP
futech-526	851	13	factors	factor	NOUN
futech-526	851	14	such	such	ADJ
futech-526	851	15	as	as	ADP
futech-526	851	16	physical	physical	ADJ
futech-526	851	17	activity	activity	NOUN
futech-526	851	18	,	,	PUNCT
futech-526	851	19	stress	stress	NOUN
futech-526	851	20	,	,	PUNCT
futech-526	851	21	and	and	CCONJ
futech-526	851	22	insulin	insulin	NOUN
futech-526	851	23	sensitivity	sensitivity	NOUN
futech-526	851	24	,	,	PUNCT
futech-526	851	25	enhancing	enhance	VERB
futech-526	851	26	the	the	DET
futech-526	851	27	accuracy	accuracy	NOUN
futech-526	851	28	of	of	ADP
futech-526	851	29	gi	gi	NOUN
futech-526	851	30	predictions	prediction	NOUN
futech-526	851	31	.	.	PUNCT
futech-526	852	1	the	the	DET
futech-526	852	2	insights	insight	NOUN
futech-526	852	3	from	from	ADP
futech-526	852	4	this	this	DET
futech-526	852	5	review	review	NOUN
futech-526	852	6	pave	pave	VERB
futech-526	852	7	the	the	DET
futech-526	852	8	way	way	NOUN
futech-526	852	9	for	for	ADP
futech-526	852	10	a	a	DET
futech-526	852	11	more	more	ADV
futech-526	852	12	personalized	personalized	ADJ
futech-526	852	13	and	and	CCONJ
futech-526	852	14	scalable	scalable	ADJ
futech-526	852	15	approach	approach	NOUN
futech-526	852	16	to	to	ADP
futech-526	852	17	the	the	DET
futech-526	852	18	management	management	NOUN
futech-526	852	19	of	of	ADP
futech-526	852	20	diabetes	diabetes	NOUN
futech-526	852	21	and	and	CCONJ
futech-526	852	22	diet	diet	NOUN
futech-526	852	23	.	.	PUNCT
futech-526	853	1	a	a	DET
futech-526	853	2	healthy	healthy	ADJ
futech-526	853	3	and	and	CCONJ
futech-526	853	4	balanced	balanced	ADJ
futech-526	853	5	diet	diet	NOUN
futech-526	853	6	is	be	AUX
futech-526	853	7	essential	essential	ADJ
futech-526	853	8	for	for	ADP
futech-526	853	9	quality	quality	NOUN
futech-526	853	10	of	of	ADP
futech-526	853	11	life	life	NOUN
futech-526	853	12	.	.	PUNCT
futech-526	854	1	carbohydrates	carbohydrate	NOUN
futech-526	854	2	play	play	VERB
futech-526	854	3	a	a	DET
futech-526	854	4	crucial	crucial	ADJ
futech-526	854	5	role	role	NOUN
futech-526	854	6	in	in	ADP
futech-526	854	7	maintaining	maintain	VERB
futech-526	854	8	a	a	DET
futech-526	854	9	healthy	healthy	ADJ
futech-526	854	10	and	and	CCONJ
futech-526	854	11	balanced	balanced	ADJ
futech-526	854	12	diet	diet	NOUN
futech-526	854	13	,	,	PUNCT
futech-526	854	14	since	since	SCONJ
futech-526	854	15	they	they	PRON
futech-526	854	16	serve	serve	VERB
futech-526	854	17	as	as	ADP
futech-526	854	18	the	the	DET
futech-526	854	19	primary	primary	ADJ
futech-526	854	20	source	source	NOUN
futech-526	854	21	of	of	ADP
futech-526	854	22	energy	energy	NOUN
futech-526	854	23	in	in	ADP
futech-526	854	24	the	the	DET
futech-526	854	25	body	body	NOUN
futech-526	854	26	.	.	PUNCT
futech-526	855	1	going	go	VERB
futech-526	855	2	along	along	ADP
futech-526	855	3	with	with	ADP
futech-526	855	4	mathematical	mathematical	ADJ
futech-526	855	5	approaches	approach	NOUN
futech-526	855	6	,	,	PUNCT
futech-526	855	7	the	the	DET
futech-526	855	8	study	study	NOUN
futech-526	855	9	,	,	PUNCT
futech-526	855	10	“	"	PUNCT
futech-526	855	11	a	a	DET
futech-526	855	12	robust	robust	ADJ
futech-526	855	13	optimization	optimization	NOUN
futech-526	855	14	approach	approach	NOUN
futech-526	855	15	to	to	ADP
futech-526	855	16	diet	diet	NOUN
futech-526	855	17	problem	problem	NOUN
futech-526	855	18	with	with	ADP
futech-526	855	19	overall	overall	ADJ
futech-526	855	20	gl	gl	PROPN
futech-526	855	21	as	as	ADP
futech-526	855	22	objective	objective	ADJ
futech-526	855	23	function	function	NOUN
futech-526	855	24	”	"	PUNCT
futech-526	856	1	[	[	X
futech-526	856	2	106	106	NUM
futech-526	856	3	]	]	PUNCT
futech-526	856	4	,	,	PUNCT
futech-526	856	5	addresses	address	VERB
futech-526	856	6	the	the	DET
futech-526	856	7	problem	problem	NOUN
futech-526	856	8	of	of	ADP
futech-526	856	9	minimizing	minimize	VERB
futech-526	856	10	the	the	DET
futech-526	856	11	overall	overall	ADJ
futech-526	856	12	gl	gl	NOUN
futech-526	856	13	in	in	ADP
futech-526	856	14	daily	daily	ADJ
futech-526	856	15	diets	diet	NOUN
futech-526	856	16	while	while	SCONJ
futech-526	856	17	meeting	meet	VERB
futech-526	856	18	nutritional	nutritional	ADJ
futech-526	856	19	and	and	CCONJ
futech-526	856	20	serving	serve	VERB
futech-526	856	21	size	size	NOUN
futech-526	856	22	requirements	requirement	NOUN
futech-526	856	23	.	.	PUNCT
futech-526	857	1	the	the	DET
futech-526	857	2	authors	author	NOUN
futech-526	857	3	proposed	propose	VERB
futech-526	857	4	a	a	DET
futech-526	857	5	mixed‐integer	mixed‐integer	NOUN
futech-526	857	6	programming	programming	NOUN
futech-526	857	7	model	model	NOUN
futech-526	857	8	that	that	PRON
futech-526	857	9	incorporates	incorporate	VERB
futech-526	857	10	uncertainties	uncertainty	NOUN
futech-526	857	11	in	in	ADP
futech-526	857	12	gl	gl	PROPN
futech-526	857	13	values	value	NOUN
futech-526	857	14	,	,	PUNCT
futech-526	857	15	allowing	allow	VERB
futech-526	857	16	for	for	ADP
futech-526	857	17	flexible	flexible	ADJ
futech-526	857	18	and	and	CCONJ
futech-526	857	19	adaptive	adaptive	ADJ
futech-526	857	20	diet	diet	NOUN
futech-526	857	21	planning	planning	NOUN
futech-526	857	22	.	.	PUNCT
futech-526	858	1	this	this	DET
futech-526	858	2	study	study	NOUN
futech-526	858	3	focuses	focus	VERB
futech-526	858	4	on	on	ADP
futech-526	858	5	creating	create	VERB
futech-526	858	6	a	a	DET
futech-526	858	7	mathematical	mathematical	ADJ
futech-526	858	8	framework	framework	NOUN
futech-526	858	9	to	to	PART
futech-526	858	10	optimize	optimize	VERB
futech-526	858	11	daily	daily	ADJ
futech-526	858	12	food	food	NOUN
futech-526	858	13	selection	selection	NOUN
futech-526	858	14	while	while	SCONJ
futech-526	858	15	minimizing	minimize	VERB
futech-526	858	16	the	the	DET
futech-526	858	17	total	total	ADJ
futech-526	858	18	gl	gl	NOUN
futech-526	858	19	.	.	PUNCT
futech-526	859	1	this	this	DET
futech-526	859	2	optimization	optimization	NOUN
futech-526	859	3	ensures	ensure	VERB
futech-526	859	4	that	that	SCONJ
futech-526	859	5	daily	daily	ADJ
futech-526	859	6	nutritional	nutritional	ADJ
futech-526	859	7	needs	need	NOUN
futech-526	859	8	are	be	AUX
futech-526	859	9	met	meet	VERB
futech-526	859	10	,	,	PUNCT
futech-526	859	11	minimizes	minimize	VERB
futech-526	859	12	the	the	DET
futech-526	859	13	impact	impact	NOUN
futech-526	859	14	of	of	ADP
futech-526	859	15	foods	food	NOUN
futech-526	859	16	with	with	ADP
futech-526	859	17	a	a	DET
futech-526	859	18	high	high	ADJ
futech-526	859	19	gl	gl	NOUN
futech-526	859	20	on	on	ADP
futech-526	859	21	blood	blood	NOUN
futech-526	859	22	glucose	glucose	NOUN
futech-526	859	23	levels	level	NOUN
futech-526	859	24	,	,	PUNCT
futech-526	859	25	and	and	CCONJ
futech-526	859	26	allows	allow	VERB
futech-526	859	27	for	for	ADP
futech-526	859	28	uncertainty	uncertainty	NOUN
futech-526	859	29	in	in	ADP
futech-526	859	30	gl	gl	NOUN
futech-526	859	31	values	value	NOUN
futech-526	859	32	so	so	SCONJ
futech-526	859	33	that	that	SCONJ
futech-526	859	34	meals	meal	NOUN
futech-526	859	35	can	can	AUX
futech-526	859	36	be	be	AUX
futech-526	859	37	maintained	maintain	VERB
futech-526	859	38	under	under	ADP
futech-526	859	39	different	different	ADJ
futech-526	859	40	circumstances	circumstance	NOUN
futech-526	859	41	.	.	PUNCT
futech-526	860	1	another	another	DET
futech-526	860	2	study	study	NOUN
futech-526	860	3	investigates	investigate	VERB
futech-526	860	4	the	the	DET
futech-526	860	5	effects	effect	NOUN
futech-526	860	6	of	of	ADP
futech-526	860	7	dietary	dietary	ADJ
futech-526	860	8	glycemic	glycemic	ADJ
futech-526	860	9	index	index	NOUN
futech-526	860	10	on	on	ADP
futech-526	860	11	β‐cell	β‐cell	PUNCT
futech-526	860	12	function	function	NOUN
futech-526	860	13	in	in	ADP
futech-526	860	14	adults	adult	NOUN
futech-526	860	15	with	with	ADP
futech-526	860	16	prediabetes	prediabete	NOUN
futech-526	860	17	through	through	ADP
futech-526	860	18	a	a	DET
futech-526	860	19	randomized	randomized	ADJ
futech-526	860	20	controlled	control	VERB
futech-526	860	21	feeding	feeding	NOUN
futech-526	860	22	trial	trial	NOUN
futech-526	860	23	.	.	PUNCT
futech-526	861	1	a	a	DET
futech-526	861	2	total	total	NOUN
futech-526	861	3	of	of	ADP
futech-526	861	4	35	35	NUM
futech-526	861	5	adults	adult	NOUN
futech-526	861	6	with	with	ADP
futech-526	861	7	prediabetes	prediabete	NOUN
futech-526	861	8	underwent	undergo	VERB
futech-526	861	9	a	a	DET
futech-526	861	10	2‐week	2‐week	NUM
futech-526	861	11	control	control	NOUN
futech-526	861	12	diet	diet	NOUN
futech-526	861	13	(	(	PUNCT
futech-526	861	14	gi	gi	NOUN
futech-526	861	15	=	=	SYM
futech-526	861	16	55–58	55–58	NUM
futech-526	861	17	)	)	PUNCT
futech-526	861	18	,	,	PUNCT
futech-526	861	19	followed	follow	VERB
futech-526	861	20	by	by	ADP
futech-526	861	21	randomization	randomization	NOUN
futech-526	861	22	into	into	ADP
futech-526	861	23	a	a	DET
futech-526	861	24	4‐week	4‐week	ADJ
futech-526	861	25	low	low	ADJ
futech-526	861	26	glycemic	glycemic	ADJ
futech-526	861	27	index	index	NOUN
futech-526	861	28	(	(	PUNCT
futech-526	861	29	lgi	lgi	NOUN
futech-526	861	30	;	;	PUNCT
futech-526	861	31	gi	gi	X
futech-526	861	32	<	<	X
futech-526	861	33	35	35	NUM
futech-526	861	34	)	)	PUNCT
futech-526	861	35	or	or	CCONJ
futech-526	861	36	high	high	ADJ
futech-526	861	37	glycemic	glycemic	ADJ
futech-526	861	38	index	index	NOUN
futech-526	861	39	(	(	PUNCT
futech-526	861	40	hgi	hgi	PROPN
futech-526	861	41	;	;	PUNCT
futech-526	861	42	gi	gi	X
futech-526	861	43	>	>	X
futech-526	861	44	70	70	NUM
futech-526	861	45	)	)	PUNCT
futech-526	861	46	diet	diet	NOUN
futech-526	861	47	.	.	PUNCT
futech-526	862	1	meals	meal	NOUN
futech-526	862	2	were	be	AUX
futech-526	862	3	carefully	carefully	ADV
futech-526	862	4	designed	design	VERB
futech-526	862	5	to	to	PART
futech-526	862	6	meet	meet	VERB
futech-526	862	7	gi	gi	NOUN
futech-526	862	8	specifications	specification	NOUN
futech-526	862	9	while	while	SCONJ
futech-526	862	10	maintaining	maintain	VERB
futech-526	862	11	consistent	consistent	ADJ
futech-526	862	12	macronutrient	macronutrient	NOUN
futech-526	862	13	distribution	distribution	NOUN
futech-526	862	14	(	(	PUNCT
futech-526	862	15	55	55	NUM
futech-526	862	16	%	%	NOUN
futech-526	862	17	carbohydrate	carbohydrate	NOUN
futech-526	862	18	,	,	PUNCT
futech-526	862	19	30	30	NUM
futech-526	862	20	%	%	NOUN
futech-526	862	21	fat	fat	NOUN
futech-526	862	22	,	,	PUNCT
futech-526	862	23	15	15	NUM
futech-526	862	24	%	%	NOUN
futech-526	862	25	protein	protein	NOUN
futech-526	862	26	)	)	PUNCT
futech-526	862	27	and	and	CCONJ
futech-526	862	28	ensuring	ensure	VERB
futech-526	862	29	weight	weight	NOUN
futech-526	862	30	stability	stability	NOUN
futech-526	862	31	.	.	PUNCT
futech-526	863	1	meal	meal	NOUN
futech-526	863	2	tolerance	tolerance	NOUN
futech-526	863	3	tests	test	NOUN
futech-526	863	4	(	(	PUNCT
futech-526	863	5	mtts	mtt	NOUN
futech-526	863	6	)	)	PUNCT
futech-526	863	7	were	be	AUX
futech-526	863	8	conducted	conduct	VERB
futech-526	863	9	at	at	ADP
futech-526	863	10	baseline	baseline	NOUN
futech-526	863	11	and	and	CCONJ
futech-526	863	12	post‐intervention	post‐intervention	NOUN
futech-526	863	13	to	to	PART
futech-526	863	14	evaluate	evaluate	VERB
futech-526	863	15	glucose	glucose	NOUN
futech-526	863	16	,	,	PUNCT
futech-526	863	17	insulin	insulin	NOUN
futech-526	863	18	,	,	PUNCT
futech-526	863	19	and	and	CCONJ
futech-526	863	20	c‐peptide	c‐peptide	ADV
futech-526	863	21	responses	response	NOUN
futech-526	863	22	.	.	PUNCT
futech-526	864	1	mathematical	mathematical	ADJ
futech-526	864	2	models	model	NOUN
futech-526	864	3	and	and	CCONJ
futech-526	864	4	statistical	statistical	ADJ
futech-526	864	5	tools	tool	NOUN
futech-526	864	6	(	(	PUNCT
futech-526	864	7	e.g.	e.g.	ADV
futech-526	864	8	,	,	PUNCT
futech-526	864	9	spss	spss	PROPN
futech-526	864	10	,	,	PUNCT
futech-526	864	11	matlab	matlab	PROPN
futech-526	864	12	)	)	PUNCT
futech-526	864	13	were	be	AUX
futech-526	864	14	used	use	VERB
futech-526	864	15	to	to	PART
futech-526	864	16	estimate	estimate	VERB
futech-526	864	17	β‐cell	β‐cell	PUNCT
futech-526	864	18	nh	nh	PROPN
futech-526	864	19	.	.	PROPN
futech-526	864	20	wanigasingha	wanigasingha	NOUN
futech-526	865	1	et	et	PROPN
futech-526	865	2	al	al	PROPN
futech-526	865	3	.	.	PROPN
futech-526	865	4	/future	/future	PUNCT
futech-526	865	5	technology	technology	PROPN
futech-526	865	6	february	february	PROPN
futech-526	865	7	2026|	2026|	NUM
futech-526	865	8	volume	volume	NOUN
futech-526	865	9	05	05	NUM
futech-526	866	1	|	|	ADV
futech-526	866	2	issue	issue	NOUN
futech-526	866	3	01	01	NUM
futech-526	867	1	|	|	NOUN
futech-526	867	2	pages	page	VERB
futech-526	867	3	93	93	NUM
futech-526	867	4	-	-	SYM
futech-526	867	5	126	126	NUM
futech-526	867	6	112	112	NUM
futech-526	867	7	glucose	glucose	NOUN
futech-526	867	8	sensitivity	sensitivity	NOUN
futech-526	867	9	,	,	PUNCT
futech-526	867	10	insulin	insulin	NOUN
futech-526	867	11	secretion	secretion	NOUN
futech-526	867	12	rates	rate	NOUN
futech-526	867	13	,	,	PUNCT
futech-526	867	14	and	and	CCONJ
futech-526	867	15	insulin	insulin	NOUN
futech-526	867	16	sensitivity	sensitivity	NOUN
futech-526	867	17	indices	index	NOUN
futech-526	867	18	(	(	PUNCT
futech-526	867	19	ogis	ogis	NOUN
futech-526	867	20	,	,	PUNCT
futech-526	867	21	matsuda	matsuda	PROPN
futech-526	867	22	index	index	PROPN
futech-526	867	23	)	)	PUNCT
futech-526	867	24	.	.	PUNCT
futech-526	868	1	the	the	DET
futech-526	868	2	lgi	lgi	PROPN
futech-526	868	3	diet	diet	PROPN
futech-526	868	4	significantly	significantly	ADV
futech-526	868	5	reduced	reduce	VERB
futech-526	868	6	postprandial	postprandial	ADJ
futech-526	868	7	glucose	glucose	NOUN
futech-526	868	8	concentrations	concentration	NOUN
futech-526	868	9	(	(	PUNCT
futech-526	868	10	p	p	X
futech-526	868	11	<	<	X
futech-526	868	12	0.001	0.001	NUM
futech-526	868	13	)	)	PUNCT
futech-526	868	14	and	and	CCONJ
futech-526	868	15	increased	increase	VERB
futech-526	868	16	total	total	ADJ
futech-526	868	17	insulin	insulin	NOUN
futech-526	868	18	secretion	secretion	NOUN
futech-526	868	19	adjusted	adjust	VERB
futech-526	868	20	for	for	ADP
futech-526	868	21	glucose	glucose	NOUN
futech-526	868	22	levels	level	NOUN
futech-526	868	23	and	and	CCONJ
futech-526	868	24	insulin	insulin	NOUN
futech-526	868	25	sensitivity	sensitivity	NOUN
futech-526	868	26	(	(	PUNCT
futech-526	868	27	p	p	NOUN
futech-526	868	28	=	=	NOUN
futech-526	868	29	0.002	0.002	NUM
futech-526	868	30	)	)	PUNCT
futech-526	868	31	.	.	PUNCT
futech-526	869	1	conversely	conversely	ADV
futech-526	869	2	,	,	PUNCT
futech-526	869	3	the	the	DET
futech-526	869	4	hgi	hgi	PROPN
futech-526	869	5	diet	diet	NOUN
futech-526	869	6	showed	show	VERB
futech-526	869	7	trends	trend	NOUN
futech-526	869	8	towards	towards	ADP
futech-526	869	9	higher	high	ADJ
futech-526	869	10	glucose	glucose	NOUN
futech-526	869	11	levels	level	NOUN
futech-526	869	12	(	(	PUNCT
futech-526	869	13	p	p	NOUN
futech-526	869	14	=	=	NOUN
futech-526	869	15	0.14	0.14	NUM
futech-526	869	16	)	)	PUNCT
futech-526	869	17	and	and	CCONJ
futech-526	869	18	reduced	reduce	VERB
futech-526	869	19	insulin	insulin	NOUN
futech-526	869	20	secretion	secretion	NOUN
futech-526	869	21	.	.	PUNCT
futech-526	870	1	despite	despite	SCONJ
futech-526	870	2	these	these	DET
futech-526	870	3	differences	difference	NOUN
futech-526	870	4	,	,	PUNCT
futech-526	870	5	neither	neither	CCONJ
futech-526	870	6	diet	diet	NOUN
futech-526	870	7	significantly	significantly	ADV
futech-526	870	8	affected	affect	VERB
futech-526	870	9	traditional	traditional	ADJ
futech-526	870	10	measures	measure	NOUN
futech-526	870	11	of	of	ADP
futech-526	870	12	insulin	insulin	NOUN
futech-526	870	13	sensitivity	sensitivity	NOUN
futech-526	870	14	.	.	PUNCT
futech-526	871	1	these	these	DET
futech-526	871	2	findings	finding	NOUN
futech-526	871	3	highlight	highlight	VERB
futech-526	871	4	the	the	DET
futech-526	871	5	potential	potential	NOUN
futech-526	871	6	of	of	ADP
futech-526	871	7	lgi	lgi	NOUN
futech-526	871	8	diets	diet	NOUN
futech-526	871	9	in	in	ADP
futech-526	871	10	improving	improve	VERB
futech-526	871	11	β‐cell	β‐cell	PUNCT
futech-526	871	12	function	function	NOUN
futech-526	871	13	and	and	CCONJ
futech-526	871	14	glucose	glucose	NOUN
futech-526	871	15	regulation	regulation	NOUN
futech-526	871	16	in	in	ADP
futech-526	871	17	individuals	individual	NOUN
futech-526	871	18	with	with	ADP
futech-526	871	19	prediabetes	prediabete	NOUN
futech-526	871	20	[	[	X
futech-526	871	21	32	32	NUM
futech-526	871	22	]	]	PUNCT
futech-526	871	23	.	.	PUNCT
futech-526	872	1	continuous	continuous	ADJ
futech-526	872	2	glucose	glucose	NOUN
futech-526	872	3	monitoring	monitoring	NOUN
futech-526	872	4	is	be	AUX
futech-526	872	5	an	an	DET
futech-526	872	6	important	important	ADJ
futech-526	872	7	aspect	aspect	NOUN
futech-526	872	8	for	for	ADP
futech-526	872	9	diabetic	diabetic	ADJ
futech-526	872	10	patients	patient	NOUN
futech-526	872	11	.	.	PUNCT
futech-526	873	1	there	there	PRON
futech-526	873	2	are	be	VERB
futech-526	873	3	many	many	ADJ
futech-526	873	4	studies	study	NOUN
futech-526	873	5	that	that	PRON
futech-526	873	6	focus	focus	VERB
futech-526	873	7	on	on	ADP
futech-526	873	8	that	that	PRON
futech-526	873	9	in	in	ADP
futech-526	873	10	different	different	ADJ
futech-526	873	11	ways	way	NOUN
futech-526	873	12	.	.	PUNCT
futech-526	874	1	a	a	DET
futech-526	874	2	study	study	NOUN
futech-526	874	3	aimed	aim	VERB
futech-526	874	4	to	to	PART
futech-526	874	5	automate	automate	VERB
futech-526	874	6	the	the	DET
futech-526	874	7	calculations	calculation	NOUN
futech-526	874	8	of	of	ADP
futech-526	874	9	the	the	DET
futech-526	874	10	gi	gi	NOUN
futech-526	874	11	using	use	VERB
futech-526	874	12	a	a	DET
futech-526	874	13	continuous	continuous	ADJ
futech-526	874	14	glucose	glucose	NOUN
futech-526	874	15	monitoring	monitoring	NOUN
futech-526	874	16	system	system	NOUN
futech-526	874	17	(	(	PUNCT
futech-526	874	18	cgms	cgms	PROPN
futech-526	874	19	)	)	PUNCT
futech-526	874	20	.	.	PUNCT
futech-526	875	1	gi	gi	PROPN
futech-526	875	2	was	be	AUX
futech-526	875	3	calculated	calculate	VERB
futech-526	875	4	using	use	VERB
futech-526	875	5	the	the	DET
futech-526	875	6	incremental	incremental	ADJ
futech-526	875	7	area	area	NOUN
futech-526	875	8	under	under	ADP
futech-526	875	9	the	the	DET
futech-526	875	10	blood	blood	NOUN
futech-526	875	11	glucose	glucose	NOUN
futech-526	875	12	curve	curve	NOUN
futech-526	875	13	(	(	PUNCT
futech-526	875	14	iauc	iauc	NOUN
futech-526	875	15	)	)	PUNCT
futech-526	875	16	.	.	PUNCT
futech-526	876	1	they	they	PRON
futech-526	876	2	calculated	calculate	VERB
futech-526	876	3	the	the	DET
futech-526	876	4	iauc	iauc	NOUN
futech-526	876	5	using	use	VERB
futech-526	876	6	cgms	cgm	NOUN
futech-526	876	7	.	.	PUNCT
futech-526	877	1	a	a	DET
futech-526	877	2	custom	custom	ADV
futech-526	877	3	-	-	PUNCT
futech-526	877	4	built	build	VERB
futech-526	877	5	microsoft	microsoft	PROPN
futech-526	877	6	excel	excel	PROPN
futech-526	877	7	-	-	PUNCT
futech-526	877	8	based	base	VERB
futech-526	877	9	software	software	NOUN
futech-526	877	10	for	for	ADP
futech-526	877	11	the	the	DET
futech-526	877	12	automation	automation	NOUN
futech-526	877	13	process	process	NOUN
futech-526	877	14	was	be	AUX
futech-526	877	15	introduced	introduce	VERB
futech-526	877	16	.	.	PUNCT
futech-526	878	1	this	this	DET
futech-526	878	2	software	software	NOUN
futech-526	878	3	,	,	PUNCT
futech-526	878	4	called	call	VERB
futech-526	878	5	degifxl	degifxl	NOUN
futech-526	878	6	,	,	PUNCT
futech-526	878	7	processed	process	VERB
futech-526	878	8	cgms	cgms	NOUN
futech-526	878	9	data	datum	NOUN
futech-526	878	10	,	,	PUNCT
futech-526	878	11	calculated	calculated	ADJ
futech-526	878	12	iauc	iauc	NOUN
futech-526	878	13	,	,	PUNCT
futech-526	878	14	and	and	CCONJ
futech-526	878	15	computed	compute	VERB
futech-526	878	16	gi	gi	PROPN
futech-526	878	17	values	value	NOUN
futech-526	878	18	using	use	VERB
futech-526	878	19	pre‐defined	pre‐define	VERB
futech-526	878	20	and	and	CCONJ
futech-526	878	21	custom	custom	NOUN
futech-526	878	22	input	input	NOUN
futech-526	878	23	parameters	parameter	NOUN
futech-526	878	24	.	.	PUNCT
futech-526	879	1	the	the	DET
futech-526	879	2	process	process	NOUN
futech-526	879	3	reduces	reduce	VERB
futech-526	879	4	the	the	DET
futech-526	879	5	manual	manual	ADJ
futech-526	879	6	processing	processing	NOUN
futech-526	879	7	time	time	NOUN
futech-526	879	8	and	and	CCONJ
futech-526	879	9	improves	improve	VERB
futech-526	879	10	the	the	DET
futech-526	879	11	standardization	standardization	NOUN
futech-526	879	12	of	of	ADP
futech-526	879	13	gi	gi	NOUN
futech-526	879	14	computations	computation	NOUN
futech-526	879	15	[	[	X
futech-526	879	16	103	103	NUM
futech-526	879	17	]	]	PUNCT
futech-526	879	18	.	.	PUNCT
futech-526	880	1	the	the	DET
futech-526	880	2	study	study	NOUN
futech-526	880	3	“	"	PUNCT
futech-526	880	4	beyond	beyond	ADP
futech-526	880	5	nutrient‐based	nutrient‐base	VERB
futech-526	880	6	food	food	NOUN
futech-526	880	7	indices	index	NOUN
futech-526	880	8	:	:	PUNCT
futech-526	880	9	a	a	DET
futech-526	880	10	data	data	NOUN
futech-526	880	11	mining	mining	NOUN
futech-526	880	12	approach	approach	NOUN
futech-526	880	13	to	to	PART
futech-526	880	14	search	search	VERB
futech-526	880	15	for	for	ADP
futech-526	880	16	a	a	DET
futech-526	880	17	quantitative	quantitative	ADJ
futech-526	880	18	holistic	holistic	ADJ
futech-526	880	19	index	index	NOUN
futech-526	880	20	reflecting	reflect	VERB
futech-526	880	21	the	the	DET
futech-526	880	22	degree	degree	NOUN
futech-526	880	23	of	of	ADP
futech-526	880	24	food	food	NOUN
futech-526	880	25	processing	processing	NOUN
futech-526	880	26	and	and	CCONJ
futech-526	880	27	including	include	VERB
futech-526	880	28	physicochemical	physicochemical	ADJ
futech-526	880	29	properties	property	NOUN
futech-526	880	30	”	"	PUNCT
futech-526	881	1	[	[	X
futech-526	881	2	65	65	NUM
futech-526	881	3	]	]	X
futech-526	881	4	explores	explore	VERB
futech-526	881	5	the	the	DET
futech-526	881	6	relationship	relationship	NOUN
futech-526	881	7	between	between	ADP
futech-526	881	8	food	food	NOUN
futech-526	881	9	processing	processing	NOUN
futech-526	881	10	,	,	PUNCT
futech-526	881	11	nutritional	nutritional	ADJ
futech-526	881	12	quality	quality	NOUN
futech-526	881	13	,	,	PUNCT
futech-526	881	14	and	and	CCONJ
futech-526	881	15	health	health	NOUN
futech-526	881	16	potential	potential	NOUN
futech-526	881	17	,	,	PUNCT
futech-526	881	18	with	with	ADP
futech-526	881	19	a	a	DET
futech-526	881	20	focus	focus	NOUN
futech-526	881	21	on	on	ADP
futech-526	881	22	the	the	DET
futech-526	881	23	glycemic	glycemic	ADJ
futech-526	881	24	index	index	NOUN
futech-526	881	25	as	as	ADP
futech-526	881	26	a	a	DET
futech-526	881	27	key	key	ADJ
futech-526	881	28	indicator	indicator	NOUN
futech-526	881	29	of	of	ADP
futech-526	881	30	glucose	glucose	NOUN
futech-526	881	31	bioavailability	bioavailability	NOUN
futech-526	881	32	.	.	PUNCT
futech-526	882	1	using	use	VERB
futech-526	882	2	data	datum	NOUN
futech-526	882	3	mining	mining	NOUN
futech-526	882	4	techniques	technique	NOUN
futech-526	882	5	such	such	ADJ
futech-526	882	6	as	as	ADP
futech-526	882	7	decision	decision	NOUN
futech-526	882	8	trees	tree	NOUN
futech-526	882	9	,	,	PUNCT
futech-526	882	10	bayesian	bayesian	NOUN
futech-526	882	11	networks	network	NOUN
futech-526	882	12	,	,	PUNCT
futech-526	882	13	and	and	CCONJ
futech-526	882	14	principal	principal	ADJ
futech-526	882	15	component	component	NOUN
futech-526	882	16	analysis	analysis	NOUN
futech-526	882	17	,	,	PUNCT
futech-526	882	18	the	the	DET
futech-526	882	19	study	study	NOUN
futech-526	882	20	analyzed	analyze	VERB
futech-526	882	21	117	117	NUM
futech-526	882	22	foods	food	NOUN
futech-526	882	23	categorized	categorize	VERB
futech-526	882	24	by	by	ADP
futech-526	882	25	processing	processing	NOUN
futech-526	882	26	levels	level	NOUN
futech-526	882	27	(	(	PUNCT
futech-526	882	28	minimally	minimally	ADV
futech-526	882	29	processed	process	VERB
futech-526	882	30	,	,	PUNCT
futech-526	882	31	processed	process	VERB
futech-526	882	32	,	,	PUNCT
futech-526	882	33	and	and	CCONJ
futech-526	882	34	ultra‐processed	ultra‐processed	PROPN
futech-526	882	35	)	)	PUNCT
futech-526	882	36	to	to	PART
futech-526	882	37	develop	develop	VERB
futech-526	882	38	a	a	DET
futech-526	882	39	holistic	holistic	ADJ
futech-526	882	40	technological	technological	ADJ
futech-526	882	41	index	index	NOUN
futech-526	882	42	(	(	PUNCT
futech-526	882	43	ti	ti	NOUN
futech-526	882	44	)	)	PUNCT
futech-526	882	45	.	.	PUNCT
futech-526	883	1	this	this	DET
futech-526	883	2	index	index	NOUN
futech-526	883	3	integrates	integrate	VERB
futech-526	883	4	functional	functional	ADJ
futech-526	883	5	properties	property	NOUN
futech-526	883	6	like	like	ADP
futech-526	883	7	nutrient	nutrient	NOUN
futech-526	883	8	density	density	NOUN
futech-526	883	9	,	,	PUNCT
futech-526	883	10	glycemic	glycemic	ADJ
futech-526	883	11	glucose	glucose	NOUN
futech-526	883	12	equivalents	equivalent	NOUN
futech-526	883	13	,	,	PUNCT
futech-526	883	14	and	and	CCONJ
futech-526	883	15	physicochemical	physicochemical	ADJ
futech-526	883	16	characteristics	characteristic	NOUN
futech-526	883	17	such	such	ADJ
futech-526	883	18	as	as	ADP
futech-526	883	19	texture	texture	NOUN
futech-526	883	20	and	and	CCONJ
futech-526	883	21	water	water	NOUN
futech-526	883	22	activity	activity	NOUN
futech-526	883	23	.	.	PUNCT
futech-526	884	1	results	result	NOUN
futech-526	884	2	showed	show	VERB
futech-526	884	3	that	that	SCONJ
futech-526	884	4	minimally	minimally	ADV
futech-526	884	5	processed	process	VERB
futech-526	884	6	foods	food	NOUN
futech-526	884	7	generally	generally	ADV
futech-526	884	8	exhibit	exhibit	VERB
futech-526	884	9	lower	low	ADJ
futech-526	884	10	gi	gi	NOUN
futech-526	884	11	,	,	PUNCT
futech-526	884	12	higher	high	ADJ
futech-526	884	13	nutrient	nutrient	NOUN
futech-526	884	14	density	density	NOUN
futech-526	884	15	,	,	PUNCT
futech-526	884	16	and	and	CCONJ
futech-526	884	17	better	well	ADJ
futech-526	884	18	satiety	satiety	NOUN
futech-526	884	19	profiles	profile	NOUN
futech-526	884	20	compared	compare	VERB
futech-526	884	21	to	to	ADP
futech-526	884	22	ultra‐	ultra‐	ADJ
futech-526	884	23	processed	process	VERB
futech-526	884	24	foods	food	NOUN
futech-526	884	25	,	,	PUNCT
futech-526	884	26	emphasizing	emphasize	VERB
futech-526	884	27	the	the	DET
futech-526	884	28	adverse	adverse	ADJ
futech-526	884	29	nutritional	nutritional	ADJ
futech-526	884	30	impact	impact	NOUN
futech-526	884	31	of	of	ADP
futech-526	884	32	food	food	NOUN
futech-526	884	33	processing	processing	NOUN
futech-526	884	34	.	.	PUNCT
futech-526	885	1	the	the	DET
futech-526	885	2	study	study	NOUN
futech-526	885	3	highlighted	highlight	VERB
futech-526	885	4	how	how	SCONJ
futech-526	885	5	gi	gi	NOUN
futech-526	885	6	and	and	CCONJ
futech-526	885	7	other	other	ADJ
futech-526	885	8	food	food	NOUN
futech-526	885	9	properties	property	NOUN
futech-526	885	10	can	can	AUX
futech-526	885	11	inform	inform	VERB
futech-526	885	12	health	health	NOUN
futech-526	885	13	-	-	PUNCT
futech-526	885	14	focused	focus	VERB
futech-526	885	15	dietary	dietary	ADJ
futech-526	885	16	guidelines	guideline	NOUN
futech-526	885	17	and	and	CCONJ
futech-526	885	18	aid	aid	NOUN
futech-526	885	19	in	in	ADP
futech-526	885	20	promoting	promote	VERB
futech-526	885	21	healthier	healthy	ADJ
futech-526	885	22	food	food	NOUN
futech-526	885	23	choices	choice	NOUN
futech-526	885	24	.	.	PUNCT
futech-526	886	1	complementing	complement	VERB
futech-526	886	2	this	this	PRON
futech-526	886	3	,	,	PUNCT
futech-526	886	4	the	the	DET
futech-526	886	5	paper	paper	NOUN
futech-526	886	6	“	"	PUNCT
futech-526	886	7	ai4fooddb	ai4fooddb	PROPN
futech-526	886	8	:	:	PUNCT
futech-526	886	9	a	a	DET
futech-526	886	10	database	database	NOUN
futech-526	886	11	for	for	ADP
futech-526	886	12	personalized	personalized	ADJ
futech-526	886	13	e‐health	e‐health	PUNCT
futech-526	886	14	nutrition	nutrition	NOUN
futech-526	886	15	and	and	CCONJ
futech-526	886	16	lifestyle	lifestyle	NOUN
futech-526	886	17	through	through	ADP
futech-526	886	18	wearable	wearable	ADJ
futech-526	886	19	devices	device	NOUN
futech-526	886	20	and	and	CCONJ
futech-526	886	21	artificial	artificial	ADJ
futech-526	886	22	intelligence	intelligence	NOUN
futech-526	886	23	”	"	PUNCT
futech-526	887	1	[	[	X
futech-526	887	2	92	92	NUM
futech-526	887	3	]	]	PUNCT
futech-526	887	4	,	,	PUNCT
futech-526	887	5	established	establish	VERB
futech-526	887	6	a	a	DET
futech-526	887	7	comprehensive	comprehensive	ADJ
futech-526	887	8	database	database	NOUN
futech-526	887	9	integrating	integrate	VERB
futech-526	887	10	iot‐enabled	iot‐enable	VERB
futech-526	887	11	wearable	wearable	ADJ
futech-526	887	12	devices	device	NOUN
futech-526	887	13	,	,	PUNCT
futech-526	887	14	food	food	NOUN
futech-526	887	15	diaries	diary	NOUN
futech-526	887	16	,	,	PUNCT
futech-526	887	17	and	and	CCONJ
futech-526	887	18	biological	biological	ADJ
futech-526	887	19	samples	sample	NOUN
futech-526	887	20	to	to	PART
futech-526	887	21	explore	explore	VERB
futech-526	887	22	relationships	relationship	NOUN
futech-526	887	23	between	between	ADP
futech-526	887	24	diet	diet	PROPN
futech-526	887	25	,	,	PUNCT
futech-526	887	26	physical	physical	ADJ
futech-526	887	27	activity	activity	NOUN
futech-526	887	28	,	,	PUNCT
futech-526	887	29	and	and	CCONJ
futech-526	887	30	glycemic	glycemic	ADJ
futech-526	887	31	responses	response	NOUN
futech-526	887	32	.	.	PUNCT
futech-526	888	1	while	while	SCONJ
futech-526	888	2	gi	gi	NOUN
futech-526	888	3	is	be	AUX
futech-526	888	4	not	not	PART
futech-526	888	5	directly	directly	ADV
futech-526	888	6	measured	measure	VERB
futech-526	888	7	,	,	PUNCT
futech-526	888	8	continuous	continuous	ADJ
futech-526	888	9	glucose	glucose	NOUN
futech-526	888	10	monitoring	monitoring	NOUN
futech-526	888	11	data	datum	NOUN
futech-526	888	12	and	and	CCONJ
futech-526	888	13	dietary	dietary	ADJ
futech-526	888	14	logs	log	NOUN
futech-526	888	15	provide	provide	VERB
futech-526	888	16	insights	insight	NOUN
futech-526	888	17	into	into	ADP
futech-526	888	18	postprandial	postprandial	ADJ
futech-526	888	19	glucose	glucose	NOUN
futech-526	888	20	variability	variability	NOUN
futech-526	888	21	.	.	PUNCT
futech-526	889	1	technologies	technology	NOUN
futech-526	889	2	such	such	ADJ
futech-526	889	3	as	as	ADP
futech-526	889	4	fitbit	fitbit	NOUN
futech-526	889	5	sense	sense	NOUN
futech-526	889	6	and	and	CCONJ
futech-526	889	7	freestyle	freestyle	NOUN
futech-526	889	8	libre	libre	PROPN
futech-526	889	9	2	2	NUM
futech-526	889	10	sensors	sensor	NOUN
futech-526	889	11	were	be	AUX
futech-526	889	12	used	use	VERB
futech-526	889	13	for	for	ADP
futech-526	889	14	real‐time	real‐time	NOUN
futech-526	889	15	data	datum	NOUN
futech-526	889	16	collection	collection	NOUN
futech-526	889	17	,	,	PUNCT
futech-526	889	18	with	with	ADP
futech-526	889	19	ai	ai	NOUN
futech-526	889	20	and	and	CCONJ
futech-526	889	21	machine	machine	NOUN
futech-526	889	22	learning	learning	NOUN
futech-526	889	23	employed	employ	VERB
futech-526	889	24	for	for	ADP
futech-526	889	25	analysis	analysis	NOUN
futech-526	889	26	across	across	ADP
futech-526	889	27	10	10	NUM
futech-526	889	28	domains	domain	NOUN
futech-526	889	29	,	,	PUNCT
futech-526	889	30	including	include	VERB
futech-526	889	31	biomarkers	biomarker	NOUN
futech-526	889	32	,	,	PUNCT
futech-526	889	33	nutrition	nutrition	NOUN
futech-526	889	34	,	,	PUNCT
futech-526	889	35	and	and	CCONJ
futech-526	889	36	gut	gut	NOUN
futech-526	889	37	microbiome	microbiome	NOUN
futech-526	889	38	.	.	PUNCT
futech-526	890	1	similarly	similarly	ADV
futech-526	890	2	,	,	PUNCT
futech-526	890	3	another	another	DET
futech-526	890	4	study	study	NOUN
futech-526	890	5	developed	develop	VERB
futech-526	890	6	a	a	DET
futech-526	890	7	comprehensive	comprehensive	ADJ
futech-526	890	8	glycemic	glycemic	ADJ
futech-526	890	9	index	index	NOUN
futech-526	890	10	and	and	CCONJ
futech-526	890	11	gl	gl	NOUN
futech-526	890	12	database	database	NOUN
futech-526	890	13	for	for	ADP
futech-526	890	14	the	the	DET
futech-526	890	15	united	united	PROPN
futech-526	890	16	states	states	PROPN
futech-526	890	17	(	(	PUNCT
futech-526	890	18	u.s	u.s	PROPN
futech-526	890	19	.	.	PROPN
futech-526	890	20	)	)	PUNCT
futech-526	890	21	using	use	VERB
futech-526	890	22	nhanes	nhane	NOUN
futech-526	890	23	data	datum	NOUN
futech-526	890	24	(	(	PUNCT
futech-526	890	25	1999–2018	1999–2018	NUM
futech-526	890	26	)	)	PUNCT
futech-526	890	27	to	to	PART
futech-526	890	28	analyze	analyze	VERB
futech-526	890	29	dietary	dietary	ADJ
futech-526	890	30	carbohydrate	carbohydrate	NOUN
futech-526	890	31	quality	quality	NOUN
futech-526	890	32	and	and	CCONJ
futech-526	890	33	its	its	PRON
futech-526	890	34	health	health	NOUN
futech-526	890	35	implications	implication	NOUN
futech-526	890	36	[	[	X
futech-526	890	37	98	98	NUM
futech-526	890	38	]	]	PUNCT
futech-526	890	39	.	.	PUNCT
futech-526	891	1	ai	ai	PROPN
futech-526	891	2	models	model	NOUN
futech-526	891	3	,	,	PUNCT
futech-526	891	4	specifically	specifically	ADV
futech-526	891	5	openai	openai	PROPN
futech-526	891	6	’s	’s	PART
futech-526	891	7	pretrained	pretraine	VERB
futech-526	891	8	embedding	embed	VERB
futech-526	891	9	tools	tool	NOUN
futech-526	891	10	,	,	PUNCT
futech-526	891	11	were	be	AUX
futech-526	891	12	employed	employ	VERB
futech-526	891	13	to	to	PART
futech-526	891	14	assign	assign	VERB
futech-526	891	15	gi	gi	NOUN
futech-526	891	16	values	value	NOUN
futech-526	891	17	to	to	ADP
futech-526	891	18	over	over	ADP
futech-526	891	19	7,976	7,976	NUM
futech-526	891	20	unique	unique	ADJ
futech-526	891	21	food	food	NOUN
futech-526	891	22	codes	code	NOUN
futech-526	891	23	,	,	PUNCT
futech-526	891	24	achieving	achieve	VERB
futech-526	891	25	75	75	NUM
futech-526	891	26	%	%	NOUN
futech-526	891	27	initial	initial	ADJ
futech-526	891	28	accuracy	accuracy	NOUN
futech-526	891	29	.	.	PUNCT
futech-526	892	1	but	but	CCONJ
futech-526	892	2	after	after	ADP
futech-526	892	3	manual	manual	ADJ
futech-526	892	4	review	review	NOUN
futech-526	892	5	and	and	CCONJ
futech-526	892	6	adjustments	adjustment	NOUN
futech-526	892	7	based	base	VERB
futech-526	892	8	on	on	ADP
futech-526	892	9	expert	expert	ADJ
futech-526	892	10	knowledge	knowledge	NOUN
futech-526	892	11	,	,	PUNCT
futech-526	892	12	only	only	ADV
futech-526	892	13	31.3	31.3	NUM
futech-526	892	14	%	%	NOUN
futech-526	892	15	of	of	ADP
futech-526	892	16	the	the	DET
futech-526	892	17	ai	ai	NOUN
futech-526	892	18	’s	’s	PART
futech-526	892	19	predictions	prediction	NOUN
futech-526	892	20	were	be	AUX
futech-526	892	21	kept	keep	VERB
futech-526	892	22	.	.	PUNCT
futech-526	893	1	key	key	ADJ
futech-526	893	2	databases	database	NOUN
futech-526	893	3	,	,	PUNCT
futech-526	893	4	including	include	VERB
futech-526	893	5	the	the	DET
futech-526	893	6	international	international	ADJ
futech-526	893	7	tables	table	NOUN
futech-526	893	8	of	of	ADP
futech-526	893	9	gi	gi	NOUN
futech-526	894	1	[	[	X
futech-526	894	2	37	37	NUM
futech-526	894	3	]	]	PUNCT
futech-526	894	4	and	and	CCONJ
futech-526	894	5	the	the	DET
futech-526	894	6	diogenes	diogenes	PROPN
futech-526	894	7	study	study	VERB
futech-526	895	1	[	[	X
futech-526	895	2	114	114	NUM
futech-526	895	3	]	]	PUNCT
futech-526	895	4	,	,	PUNCT
futech-526	895	5	provided	provide	VERB
futech-526	895	6	reference	reference	NOUN
futech-526	895	7	values	value	NOUN
futech-526	895	8	.	.	PUNCT
futech-526	896	1	the	the	DET
futech-526	896	2	dietary	dietary	ADJ
futech-526	896	3	gl	gl	NOUN
futech-526	896	4	was	be	AUX
futech-526	896	5	calculated	calculate	VERB
futech-526	896	6	by	by	ADP
futech-526	896	7	combining	combine	VERB
futech-526	896	8	carbohydrate	carbohydrate	NOUN
futech-526	896	9	content	content	NOUN
futech-526	896	10	and	and	CCONJ
futech-526	896	11	gi	gi	VERB
futech-526	896	12	values	value	NOUN
futech-526	896	13	,	,	PUNCT
futech-526	896	14	while	while	SCONJ
futech-526	896	15	statistical	statistical	ADJ
futech-526	896	16	and	and	CCONJ
futech-526	896	17	mathematical	mathematical	ADJ
futech-526	896	18	methods	method	NOUN
futech-526	896	19	,	,	PUNCT
futech-526	896	20	such	such	ADJ
futech-526	896	21	as	as	ADP
futech-526	896	22	weighted	weight	VERB
futech-526	896	23	averages	average	NOUN
futech-526	896	24	and	and	CCONJ
futech-526	896	25	residual	residual	ADJ
futech-526	896	26	adjustments	adjustment	NOUN
futech-526	896	27	,	,	PUNCT
futech-526	896	28	ensured	ensure	VERB
futech-526	896	29	robust	robust	ADJ
futech-526	896	30	data	datum	NOUN
futech-526	896	31	analysis	analysis	NOUN
futech-526	896	32	.	.	PUNCT
futech-526	897	1	trends	trend	NOUN
futech-526	897	2	in	in	ADP
futech-526	897	3	gi	gi	PROPN
futech-526	897	4	and	and	CCONJ
futech-526	897	5	gl	gl	PROPN
futech-526	897	6	were	be	AUX
futech-526	897	7	examined	examine	VERB
futech-526	897	8	across	across	ADP
futech-526	897	9	demographics	demographic	NOUN
futech-526	897	10	,	,	PUNCT
futech-526	897	11	highlighting	highlight	VERB
futech-526	897	12	disparities	disparity	NOUN
futech-526	897	13	in	in	ADP
futech-526	897	14	diet	diet	NOUN
futech-526	897	15	quality	quality	NOUN
futech-526	897	16	by	by	ADP
futech-526	897	17	sex	sex	NOUN
futech-526	897	18	,	,	PUNCT
futech-526	897	19	race	race	NOUN
futech-526	897	20	,	,	PUNCT
futech-526	897	21	education	education	NOUN
futech-526	897	22	,	,	PUNCT
futech-526	897	23	and	and	CCONJ
futech-526	897	24	income	income	NOUN
futech-526	897	25	.	.	PUNCT
futech-526	898	1	while	while	SCONJ
futech-526	898	2	transfer	transfer	NOUN
futech-526	898	3	learning	learning	NOUN
futech-526	898	4	enabled	enable	VERB
futech-526	898	5	efficient	efficient	ADJ
futech-526	898	6	gi	gi	NOUN
futech-526	898	7	assignment	assignment	NOUN
futech-526	898	8	,	,	PUNCT
futech-526	898	9	manual	manual	ADJ
futech-526	898	10	adjustments	adjustment	NOUN
futech-526	898	11	ensured	ensure	VERB
futech-526	898	12	accuracy	accuracy	NOUN
futech-526	898	13	and	and	CCONJ
futech-526	898	14	interpretability	interpretability	NOUN
futech-526	898	15	,	,	PUNCT
futech-526	898	16	making	make	VERB
futech-526	898	17	this	this	DET
futech-526	898	18	database	database	NOUN
futech-526	898	19	a	a	DET
futech-526	898	20	critical	critical	ADJ
futech-526	898	21	resource	resource	NOUN
futech-526	898	22	for	for	ADP
futech-526	898	23	precision	precision	NOUN
futech-526	898	24	nutrition	nutrition	NOUN
futech-526	898	25	and	and	CCONJ
futech-526	898	26	public	public	ADJ
futech-526	898	27	health	health	NOUN
futech-526	898	28	research	research	NOUN
futech-526	898	29	.	.	PUNCT
futech-526	899	1	together	together	ADV
futech-526	899	2	,	,	PUNCT
futech-526	899	3	these	these	DET
futech-526	899	4	studies	study	NOUN
futech-526	899	5	underscore	underscore	VERB
futech-526	899	6	the	the	DET
futech-526	899	7	importance	importance	NOUN
futech-526	899	8	of	of	ADP
futech-526	899	9	integrating	integrate	VERB
futech-526	899	10	glycemic	glycemic	ADJ
futech-526	899	11	metrics	metric	NOUN
futech-526	899	12	,	,	PUNCT
futech-526	899	13	food	food	NOUN
futech-526	899	14	processing	processing	NOUN
futech-526	899	15	indices	index	NOUN
futech-526	899	16	,	,	PUNCT
futech-526	899	17	and	and	CCONJ
futech-526	899	18	advanced	advanced	ADJ
futech-526	899	19	technologies	technology	NOUN
futech-526	899	20	like	like	ADP
futech-526	899	21	ai	ai	VERB
futech-526	899	22	and	and	CCONJ
futech-526	899	23	iot	iot	VERB
futech-526	899	24	to	to	PART
futech-526	899	25	promote	promote	VERB
futech-526	899	26	precisionbased	precisionbased	ADJ
futech-526	899	27	nutrition	nutrition	NOUN
futech-526	899	28	and	and	CCONJ
futech-526	899	29	health	health	NOUN
futech-526	899	30	monitoring	monitoring	NOUN
futech-526	899	31	.	.	PUNCT
futech-526	900	1	5	5	X
futech-526	900	2	.	.	X
futech-526	900	3	datasets	dataset	NOUN
futech-526	900	4	used	use	VERB
futech-526	900	5	in	in	ADP
futech-526	900	6	the	the	DET
futech-526	900	7	glycemic	glycemic	ADJ
futech-526	900	8	index	index	NOUN
futech-526	900	9	-	-	PUNCT
futech-526	900	10	related	relate	VERB
futech-526	900	11	research	research	NOUN
futech-526	900	12	in	in	ADP
futech-526	900	13	the	the	DET
futech-526	900	14	constantly	constantly	ADV
futech-526	900	15	evolving	evolve	VERB
futech-526	900	16	area	area	NOUN
futech-526	900	17	of	of	ADP
futech-526	900	18	glycemic	glycemic	ADJ
futech-526	900	19	index	index	NOUN
futech-526	900	20	-	-	PUNCT
futech-526	900	21	related	relate	VERB
futech-526	900	22	studies	study	NOUN
futech-526	900	23	,	,	PUNCT
futech-526	900	24	the	the	DET
futech-526	900	25	dataset	dataset	NOUN
futech-526	900	26	a	a	DET
futech-526	900	27	researcher	researcher	NOUN
futech-526	900	28	chooses	choose	VERB
futech-526	900	29	can	can	AUX
futech-526	900	30	significantly	significantly	ADV
futech-526	900	31	influence	influence	VERB
futech-526	900	32	the	the	DET
futech-526	900	33	study	study	NOUN
futech-526	900	34	’s	’s	PART
futech-526	900	35	results	result	NOUN
futech-526	900	36	and	and	CCONJ
futech-526	900	37	overall	overall	ADJ
futech-526	900	38	impact	impact	NOUN
futech-526	900	39	.	.	PUNCT
futech-526	901	1	some	some	DET
futech-526	901	2	researchers	researcher	NOUN
futech-526	901	3	choose	choose	VERB
futech-526	901	4	established	establish	VERB
futech-526	901	5	benchmark	benchmark	NOUN
futech-526	901	6	datasets	dataset	NOUN
futech-526	901	7	to	to	PART
futech-526	901	8	maintain	maintain	VERB
futech-526	901	9	consistency	consistency	NOUN
futech-526	901	10	and	and	CCONJ
futech-526	901	11	enable	enable	VERB
futech-526	901	12	comparability	comparability	NOUN
futech-526	901	13	across	across	ADP
futech-526	901	14	studies	study	NOUN
futech-526	901	15	,	,	PUNCT
futech-526	901	16	while	while	SCONJ
futech-526	901	17	others	other	NOUN
futech-526	901	18	create	create	VERB
futech-526	901	19	custom	custom	NOUN
futech-526	901	20	datasets	dataset	NOUN
futech-526	901	21	to	to	PART
futech-526	901	22	better	well	ADV
futech-526	901	23	align	align	VERB
futech-526	901	24	with	with	ADP
futech-526	901	25	their	their	PRON
futech-526	901	26	specific	specific	ADJ
futech-526	901	27	research	research	NOUN
futech-526	901	28	goals	goal	NOUN
futech-526	901	29	.	.	PUNCT
futech-526	902	1	this	this	DET
futech-526	902	2	chapter	chapter	NOUN
futech-526	902	3	examines	examine	VERB
futech-526	902	4	both	both	DET
futech-526	902	5	approaches	approach	NOUN
futech-526	902	6	,	,	PUNCT
futech-526	902	7	emphasizing	emphasize	VERB
futech-526	902	8	the	the	DET
futech-526	902	9	importance	importance	NOUN
futech-526	902	10	and	and	CCONJ
futech-526	902	11	application	application	NOUN
futech-526	902	12	of	of	ADP
futech-526	902	13	these	these	DET
futech-526	902	14	diverse	diverse	ADJ
futech-526	902	15	data	datum	NOUN
futech-526	902	16	sources	source	NOUN
futech-526	902	17	in	in	ADP
futech-526	902	18	glycemic	glycemic	ADJ
futech-526	902	19	index	index	NOUN
futech-526	902	20	research	research	NOUN
futech-526	902	21	.	.	PUNCT
futech-526	903	1	building	build	VERB
futech-526	903	2	on	on	ADP
futech-526	903	3	the	the	DET
futech-526	903	4	ai‐driven	ai‐driven	ADJ
futech-526	903	5	techniques	technique	NOUN
futech-526	903	6	introduced	introduce	VERB
futech-526	903	7	in	in	ADP
futech-526	903	8	chapter	chapter	NOUN
futech-526	903	9	4	4	NUM
futech-526	903	10	,	,	PUNCT
futech-526	903	11	here	here	ADV
futech-526	903	12	we	we	PRON
futech-526	903	13	discuss	discuss	VERB
futech-526	903	14	how	how	SCONJ
futech-526	903	15	careful	careful	ADJ
futech-526	903	16	data	data	NOUN
futech-526	903	17	selection	selection	NOUN
futech-526	903	18	and	and	CCONJ
futech-526	903	19	preparation	preparation	NOUN
futech-526	903	20	are	be	AUX
futech-526	903	21	essential	essential	ADJ
futech-526	903	22	for	for	ADP
futech-526	903	23	pushing	push	VERB
futech-526	903	24	the	the	DET
futech-526	903	25	field	field	NOUN
futech-526	903	26	forward	forward	ADV
futech-526	903	27	.	.	PUNCT
futech-526	904	1	the	the	DET
futech-526	904	2	graph	graph	NOUN
futech-526	904	3	below	below	ADP
futech-526	904	4	highlights	highlight	NOUN
futech-526	904	5	the	the	DET
futech-526	904	6	type	type	NOUN
futech-526	904	7	of	of	ADP
futech-526	904	8	dataset	dataset	NOUN
futech-526	904	9	utilized	utilize	VERB
futech-526	904	10	in	in	ADP
futech-526	904	11	each	each	DET
futech-526	904	12	reviewed	review	VERB
futech-526	904	13	paper	paper	NOUN
futech-526	904	14	,	,	PUNCT
futech-526	904	15	categorizing	categorize	VERB
futech-526	904	16	them	they	PRON
futech-526	904	17	as	as	ADP
futech-526	904	18	either	either	CCONJ
futech-526	904	19	benchmark	benchmark	NOUN
futech-526	904	20	datasets	dataset	NOUN
futech-526	904	21	(	(	PUNCT
futech-526	904	22	pre‐	pre‐	NOUN
futech-526	904	23	existing	exist	VERB
futech-526	904	24	)	)	PUNCT
futech-526	904	25	or	or	CCONJ
futech-526	904	26	self‐developed	self‐develope	VERB
futech-526	904	27	datasets	dataset	NOUN
futech-526	904	28	(	(	PUNCT
futech-526	904	29	created	create	VERB
futech-526	904	30	specifically	specifically	ADV
futech-526	904	31	for	for	ADP
futech-526	904	32	the	the	DET
futech-526	904	33	study	study	NOUN
futech-526	904	34	)	)	PUNCT
futech-526	904	35	.	.	PUNCT
futech-526	905	1	custom	custom	NOUN
futech-526	906	1	[	[	X
futech-526	906	2	11],[13],[14],[15],[18],[19	11],[13],[14],[15],[18],[19	X
futech-526	906	3	]	]	X
futech-526	906	4	[	[	X
futech-526	906	5	20	20	NUM
futech-526	906	6	]	]	PUNCT
futech-526	906	7	,	,	PUNCT
futech-526	906	8	dataset	dataset	VERB
futech-526	906	9	[	[	X
futech-526	906	10	22],[23],[24],[25],[26],[27],[28	22],[23],[24],[25],[26],[27],[28	NUM
futech-526	906	11	]	]	X
futech-526	906	12	,	,	PUNCT
futech-526	906	13	(	(	PUNCT
futech-526	906	14	self	self	NOUN
futech-526	906	15	developed	develop	VERB
futech-526	906	16	)	)	PUNCT
futech-526	907	1	[	[	X
futech-526	907	2	29],[31],[32],[34],[35],[36	29],[31],[32],[34],[35],[36	X
futech-526	907	3	]	]	X
futech-526	907	4	,	,	PUNCT
futech-526	907	5	[	[	X
futech-526	907	6	39	39	NUM
futech-526	907	7	]	]	PUNCT
futech-526	907	8	,	,	PUNCT
futech-526	908	1	[	[	X
futech-526	908	2	40],[41][60],[61],[64],[65],[66	40],[41][60],[61],[64],[65],[66	X
futech-526	908	3	]	]	X
futech-526	908	4	,	,	PUNCT
futech-526	908	5	[	[	X
futech-526	908	6	67],[69],[71],[74],[75],[76],[77	67],[69],[71],[74],[75],[76],[77	NUM
futech-526	908	7	]	]	PUNCT
futech-526	908	8	,	,	PUNCT
futech-526	909	1	[	[	X
futech-526	909	2	78],[79],[82],[83],[86],[87],[88	78],[79],[82],[83],[86],[87],[88	NUM
futech-526	909	3	]	]	X
futech-526	909	4	,	,	PUNCT
futech-526	910	1	[	[	X
futech-526	910	2	89],[90],[92],[93],[94],[95],[100	89],[90],[92],[93],[94],[95],[100	X
futech-526	910	3	]	]	PUNCT
futech-526	910	4	,	,	PUNCT
futech-526	911	1	[	[	X
futech-526	911	2	101],[[102],[103],[104],[105	101],[[102],[103],[104],[105	X
futech-526	911	3	]	]	X
futech-526	911	4	,	,	PUNCT
futech-526	911	5	[	[	X
futech-526	911	6	106],[107],[108],[109],[113	106],[107],[108],[109],[113	NUM
futech-526	911	7	]	]	X
futech-526	911	8	existing	exist	VERB
futech-526	911	9	dataset	dataset	NOUN
futech-526	912	1	[	[	X
futech-526	912	2	17],[21],[30],[33],[62],[63	17],[21],[30],[33],[62],[63	NOUN
futech-526	912	3	]	]	X
futech-526	912	4	,	,	PUNCT
futech-526	912	5	(	(	PUNCT
futech-526	912	6	benchmark	benchmark	NOUN
futech-526	912	7	)	)	PUNCT
futech-526	913	1	[	[	X
futech-526	913	2	72],[73],[83],[91],[98],[99	72],[73],[83],[91],[98],[99	X
futech-526	913	3	]	]	X
futech-526	913	4	both	both	PRON
futech-526	913	5	(	(	PUNCT
futech-526	913	6	existing	exist	VERB
futech-526	913	7	[	[	X
futech-526	913	8	37],[42],[43],[44],[97	37],[42],[43],[44],[97	NUM
futech-526	913	9	]	]	PUNCT
futech-526	913	10	&	&	CCONJ
futech-526	913	11	custom	custom	ADJ
futech-526	913	12	)	)	PUNCT
futech-526	913	13	figure	figure	NOUN
futech-526	913	14	8	8	NUM
futech-526	913	15	:	:	PUNCT
futech-526	913	16	dataset	dataset	NOUN
futech-526	913	17	used	use	VERB
futech-526	913	18	by	by	ADP
futech-526	913	19	the	the	DET
futech-526	913	20	research	research	NOUN
futech-526	913	21	(	(	PUNCT
futech-526	913	22	benchmark/	benchmark/	NUM
futech-526	913	23	custom	custom	NOUN
futech-526	913	24	dataset	dataset	NOUN
futech-526	913	25	(	(	PUNCT
futech-526	913	26	self	self	NOUN
futech-526	913	27	-	-	PUNCT
futech-526	913	28	developed	develop	VERB
futech-526	913	29	)	)	PUNCT
futech-526	913	30	5.1	5.1	NUM
futech-526	913	31	utilization	utilization	NOUN
futech-526	913	32	of	of	ADP
futech-526	913	33	custom	custom	NOUN
futech-526	913	34	datasets	dataset	NOUN
futech-526	913	35	in	in	ADP
futech-526	913	36	technological	technological	ADJ
futech-526	913	37	approaches	approach	NOUN
futech-526	913	38	for	for	ADP
futech-526	913	39	glycemic	glycemic	ADJ
futech-526	913	40	index	index	NOUN
futech-526	913	41	assessment	assessment	NOUN
futech-526	913	42	as	as	SCONJ
futech-526	913	43	illustrated	illustrate	VERB
futech-526	913	44	in	in	ADP
futech-526	913	45	the	the	DET
futech-526	913	46	graph	graph	NOUN
futech-526	913	47	,	,	PUNCT
futech-526	913	48	the	the	DET
futech-526	913	49	majority	majority	NOUN
futech-526	913	50	of	of	ADP
futech-526	913	51	studies	study	NOUN
futech-526	913	52	utilize	utilize	VERB
futech-526	913	53	self‐	self‐	PUNCT
futech-526	913	54	developed	develop	VERB
futech-526	913	55	datasets	dataset	NOUN
futech-526	913	56	,	,	PUNCT
futech-526	913	57	as	as	SCONJ
futech-526	913	58	these	these	PRON
futech-526	913	59	are	be	AUX
futech-526	913	60	tailored	tailor	VERB
futech-526	913	61	to	to	ADP
futech-526	913	62	the	the	DET
futech-526	913	63	specific	specific	ADJ
futech-526	913	64	purpose	purpose	NOUN
futech-526	913	65	of	of	ADP
futech-526	913	66	the	the	DET
futech-526	913	67	research	research	NOUN
futech-526	913	68	,	,	PUNCT
futech-526	913	69	resulting	result	VERB
futech-526	913	70	in	in	ADP
futech-526	913	71	improved	improved	ADJ
futech-526	913	72	model	model	NOUN
futech-526	913	73	outcomes	outcome	NOUN
futech-526	913	74	.	.	PUNCT
futech-526	914	1	as	as	ADP
futech-526	914	2	the	the	DET
futech-526	914	3	earliest	early	ADJ
futech-526	914	4	record	record	NOUN
futech-526	914	5	in	in	ADP
futech-526	914	6	our	our	PRON
futech-526	914	7	repository	repository	NOUN
futech-526	914	8	[	[	X
futech-526	914	9	13	13	NUM
futech-526	914	10	]	]	PUNCT
futech-526	914	11	uses	use	VERB
futech-526	914	12	a	a	DET
futech-526	914	13	custom	custom	ADV
futech-526	914	14	-	-	PUNCT
futech-526	914	15	built	build	VERB
futech-526	914	16	dataset	dataset	NOUN
futech-526	914	17	that	that	PRON
futech-526	914	18	consists	consist	VERB
futech-526	914	19	of	of	ADP
futech-526	914	20	62	62	NUM
futech-526	914	21	commonly	commonly	ADV
futech-526	914	22	consumed	consume	VERB
futech-526	914	23	foods	food	NOUN
futech-526	914	24	and	and	CCONJ
futech-526	914	25	sugars	sugar	NOUN
futech-526	914	26	.	.	PUNCT
futech-526	915	1	the	the	DET
futech-526	915	2	foods	food	NOUN
futech-526	915	3	were	be	AUX
futech-526	915	4	tested	test	VERB
futech-526	915	5	individually	individually	ADV
futech-526	915	6	on	on	ADP
futech-526	915	7	groups	group	NOUN
futech-526	915	8	of	of	ADP
futech-526	915	9	5–10	5–10	ADJ
futech-526	915	10	healthy	healthy	ADJ
futech-526	915	11	volunteers	volunteer	NOUN
futech-526	915	12	,	,	PUNCT
futech-526	915	13	totaling	total	VERB
futech-526	915	14	34	34	NUM
futech-526	915	15	individuals	individual	NOUN
futech-526	915	16	(	(	PUNCT
futech-526	915	17	21	21	NUM
futech-526	915	18	male	male	NOUN
futech-526	915	19	,	,	PUNCT
futech-526	915	20	13	13	NUM
futech-526	915	21	female	female	NOUN
futech-526	915	22	)	)	PUNCT
futech-526	915	23	.	.	PUNCT
futech-526	916	1	the	the	DET
futech-526	916	2	dataset	dataset	NOUN
futech-526	916	3	includes	include	VERB
futech-526	916	4	the	the	DET
futech-526	916	5	glycemic	glycemic	ADJ
futech-526	916	6	index	index	NOUN
futech-526	916	7	of	of	ADP
futech-526	916	8	various	various	ADJ
futech-526	916	9	food	food	NOUN
futech-526	916	10	items	item	NOUN
futech-526	916	11	,	,	PUNCT
futech-526	916	12	calculated	calculate	VERB
futech-526	916	13	by	by	ADP
futech-526	916	14	measuring	measure	VERB
futech-526	916	15	blood	blood	NOUN
futech-526	916	16	glucose	glucose	NOUN
futech-526	916	17	levels	level	NOUN
futech-526	916	18	over	over	ADP
futech-526	916	19	two	two	NUM
futech-526	916	20	hours	hour	NOUN
futech-526	916	21	after	after	ADP
futech-526	916	22	consuming	consume	VERB
futech-526	916	23	the	the	DET
futech-526	916	24	foods	food	NOUN
futech-526	916	25	.	.	PUNCT
futech-526	917	1	the	the	DET
futech-526	917	2	nh	nh	PROPN
futech-526	917	3	.	.	PROPN
futech-526	917	4	wanigasingha	wanigasingha	NOUN
futech-526	917	5	et	et	PROPN
futech-526	917	6	al	al	PROPN
futech-526	917	7	.	.	PROPN
futech-526	917	8	/future	/future	PUNCT
futech-526	917	9	technology	technology	PROPN
futech-526	917	10	february	february	PROPN
futech-526	917	11	2026|	2026|	NUM
futech-526	917	12	volume	volume	NOUN
futech-526	917	13	05	05	NUM
futech-526	918	1	|	|	ADV
futech-526	918	2	issue	issue	NOUN
futech-526	918	3	01	01	NUM
futech-526	919	1	|	|	NOUN
futech-526	919	2	pages	page	VERB
futech-526	919	3	93	93	NUM
futech-526	919	4	-	-	SYM
futech-526	919	5	126	126	NUM
futech-526	919	6	113	113	NUM
futech-526	919	7	glycemic	glycemic	ADJ
futech-526	919	8	response	response	NOUN
futech-526	919	9	was	be	AUX
futech-526	919	10	expressed	express	VERB
futech-526	919	11	as	as	ADP
futech-526	919	12	a	a	DET
futech-526	919	13	percentage	percentage	NOUN
futech-526	919	14	of	of	ADP
futech-526	919	15	the	the	DET
futech-526	919	16	blood	blood	NOUN
futech-526	919	17	glucose	glucose	NOUN
futech-526	919	18	area	area	NOUN
futech-526	919	19	under	under	ADP
futech-526	919	20	the	the	DET
futech-526	919	21	curve	curve	NOUN
futech-526	919	22	compared	compare	VERB
futech-526	919	23	to	to	ADP
futech-526	919	24	an	an	DET
futech-526	919	25	equivalent	equivalent	ADJ
futech-526	919	26	amount	amount	NOUN
futech-526	919	27	of	of	ADP
futech-526	919	28	glucose	glucose	NOUN
futech-526	919	29	.	.	PUNCT
futech-526	920	1	the	the	DET
futech-526	920	2	study	study	NOUN
futech-526	920	3	aimed	aim	VERB
futech-526	920	4	to	to	PART
futech-526	920	5	classify	classify	VERB
futech-526	920	6	foods	food	NOUN
futech-526	920	7	based	base	VERB
futech-526	920	8	on	on	ADP
futech-526	920	9	their	their	PRON
futech-526	920	10	physiological	physiological	ADJ
futech-526	920	11	effects	effect	NOUN
futech-526	920	12	on	on	ADP
futech-526	920	13	blood	blood	NOUN
futech-526	920	14	glucose	glucose	NOUN
futech-526	920	15	levels	level	NOUN
futech-526	920	16	to	to	PART
futech-526	920	17	better	well	ADV
futech-526	920	18	guide	guide	VERB
futech-526	920	19	dietary	dietary	ADJ
futech-526	920	20	choices	choice	NOUN
futech-526	920	21	,	,	PUNCT
futech-526	920	22	particularly	particularly	ADV
futech-526	920	23	for	for	ADP
futech-526	920	24	diabetics	diabetic	NOUN
futech-526	920	25	.	.	PUNCT
futech-526	921	1	our	our	PRON
futech-526	921	2	secondearliest	secondearli	ADJ
futech-526	921	3	research	research	NOUN
futech-526	921	4	[	[	X
futech-526	921	5	109	109	NUM
futech-526	921	6	]	]	PUNCT
futech-526	921	7	involved	involve	VERB
futech-526	921	8	12	12	NUM
futech-526	921	9	diabetic	diabetic	ADJ
futech-526	921	10	subjects	subject	NOUN
futech-526	921	11	who	who	PRON
futech-526	921	12	were	be	AUX
futech-526	921	13	given	give	VERB
futech-526	921	14	three	three	NUM
futech-526	921	15	types	type	NOUN
futech-526	921	16	of	of	ADP
futech-526	921	17	mixed	mixed	ADJ
futech-526	921	18	meals	meal	NOUN
futech-526	921	19	:	:	PUNCT
futech-526	921	20	bread	bread	NOUN
futech-526	921	21	,	,	PUNCT
futech-526	921	22	rice	rice	NOUN
futech-526	921	23	,	,	PUNCT
futech-526	921	24	and	and	CCONJ
futech-526	921	25	spaghetti	spaghetti	NOUN
futech-526	921	26	,	,	PUNCT
futech-526	921	27	with	with	ADP
futech-526	921	28	glycemic	glycemic	ADJ
futech-526	921	29	index	index	NOUN
futech-526	921	30	values	value	NOUN
futech-526	921	31	of	of	ADP
futech-526	921	32	100	100	NUM
futech-526	921	33	,	,	PUNCT
futech-526	921	34	79	79	NUM
futech-526	921	35	,	,	PUNCT
futech-526	921	36	and	and	CCONJ
futech-526	921	37	61	61	NUM
futech-526	921	38	,	,	PUNCT
futech-526	921	39	respectively	respectively	ADV
futech-526	921	40	.	.	PUNCT
futech-526	922	1	these	these	DET
futech-526	922	2	meals	meal	NOUN
futech-526	922	3	were	be	AUX
futech-526	922	4	tested	test	VERB
futech-526	922	5	in	in	ADP
futech-526	922	6	a	a	DET
futech-526	922	7	randomized	randomized	ADJ
futech-526	922	8	block	block	NOUN
futech-526	922	9	design	design	NOUN
futech-526	922	10	,	,	PUNCT
futech-526	922	11	with	with	ADP
futech-526	922	12	each	each	DET
futech-526	922	13	subject	subject	NOUN
futech-526	922	14	consuming	consume	VERB
futech-526	922	15	each	each	DET
futech-526	922	16	meal	meal	NOUN
futech-526	922	17	four	four	NUM
futech-526	922	18	times	time	NOUN
futech-526	922	19	.	.	PUNCT
futech-526	923	1	the	the	DET
futech-526	923	2	dataset	dataset	NOUN
futech-526	923	3	includes	include	VERB
futech-526	923	4	glycemic	glycemic	ADJ
futech-526	923	5	response	response	NOUN
futech-526	923	6	measurements	measurement	NOUN
futech-526	923	7	over	over	ADP
futech-526	923	8	time	time	NOUN
futech-526	923	9	,	,	PUNCT
futech-526	923	10	expressed	express	VERB
futech-526	923	11	as	as	ADP
futech-526	923	12	incremental	incremental	ADJ
futech-526	923	13	areas	area	NOUN
futech-526	923	14	under	under	ADP
futech-526	923	15	the	the	DET
futech-526	923	16	glycemic	glycemic	ADJ
futech-526	923	17	response	response	NOUN
futech-526	923	18	curves	curve	NOUN
futech-526	923	19	.	.	PUNCT
futech-526	924	1	the	the	DET
futech-526	924	2	study	study	NOUN
futech-526	924	3	investigated	investigate	VERB
futech-526	924	4	how	how	SCONJ
futech-526	924	5	well	well	ADV
futech-526	924	6	the	the	DET
futech-526	924	7	gi	gi	NOUN
futech-526	924	8	values	value	NOUN
futech-526	924	9	predicted	predict	VERB
futech-526	924	10	glycemic	glycemic	ADJ
futech-526	924	11	response	response	NOUN
futech-526	924	12	rankings	ranking	NOUN
futech-526	924	13	for	for	ADP
futech-526	924	14	individuals	individual	NOUN
futech-526	924	15	.	.	PUNCT
futech-526	925	1	by	by	ADP
futech-526	925	2	normalizing	normalize	VERB
futech-526	925	3	responses	response	NOUN
futech-526	925	4	to	to	ADP
futech-526	925	5	a	a	DET
futech-526	925	6	standard	standard	ADJ
futech-526	925	7	reference	reference	NOUN
futech-526	925	8	(	(	PUNCT
futech-526	925	9	bread	bread	NOUN
futech-526	925	10	)	)	PUNCT
futech-526	925	11	,	,	PUNCT
futech-526	925	12	the	the	DET
futech-526	925	13	researchers	researcher	NOUN
futech-526	925	14	showed	show	VERB
futech-526	925	15	that	that	SCONJ
futech-526	925	16	gi	gi	NOUN
futech-526	925	17	values	value	NOUN
futech-526	925	18	could	could	AUX
futech-526	925	19	effectively	effectively	ADV
futech-526	925	20	rank	rank	VERB
futech-526	925	21	glycemic	glycemic	ADJ
futech-526	925	22	responses	response	NOUN
futech-526	925	23	across	across	ADP
futech-526	925	24	different	different	ADJ
futech-526	925	25	subjects	subject	NOUN
futech-526	925	26	,	,	PUNCT
futech-526	925	27	despite	despite	SCONJ
futech-526	925	28	individual	individual	ADJ
futech-526	925	29	variability	variability	NOUN
futech-526	925	30	.	.	PUNCT
futech-526	926	1	a	a	DET
futech-526	926	2	particular	particular	ADJ
futech-526	926	3	research	research	NOUN
futech-526	926	4	[	[	X
futech-526	926	5	14	14	NUM
futech-526	926	6	]	]	PUNCT
futech-526	926	7	,	,	PUNCT
futech-526	926	8	done	do	VERB
futech-526	926	9	for	for	ADP
futech-526	926	10	starch‐rich	starch‐rich	ADJ
futech-526	926	11	foods	food	NOUN
futech-526	926	12	typically	typically	ADV
futech-526	926	13	consumed	consume	VERB
futech-526	926	14	in	in	ADP
futech-526	926	15	the	the	DET
futech-526	926	16	mediterranean	mediterranean	PROPN
futech-526	926	17	region	region	NOUN
futech-526	926	18	with	with	ADP
futech-526	926	19	type	type	NOUN
futech-526	926	20	2	2	NUM
futech-526	926	21	diabetic	diabetic	ADJ
futech-526	926	22	patients	patient	NOUN
futech-526	926	23	,	,	PUNCT
futech-526	926	24	measuring	measure	VERB
futech-526	926	25	the	the	DET
futech-526	926	26	plasma	plasma	NOUN
futech-526	926	27	glucose	glucose	NOUN
futech-526	926	28	response	response	NOUN
futech-526	926	29	after	after	ADP
futech-526	926	30	consumption	consumption	NOUN
futech-526	926	31	of	of	ADP
futech-526	926	32	different	different	ADJ
futech-526	926	33	food	food	NOUN
futech-526	926	34	portions	portion	NOUN
futech-526	926	35	containing	contain	VERB
futech-526	926	36	50	50	NUM
futech-526	926	37	g	g	NOUN
futech-526	926	38	of	of	ADP
futech-526	926	39	available	available	ADJ
futech-526	926	40	carbohydrates	carbohydrate	NOUN
futech-526	926	41	(	(	PUNCT
futech-526	926	42	spaghetti	spaghetti	NOUN
futech-526	926	43	,	,	PUNCT
futech-526	926	44	white	white	ADJ
futech-526	926	45	bread	bread	NOUN
futech-526	926	46	,	,	PUNCT
futech-526	926	47	potatoes	potato	NOUN
futech-526	926	48	,	,	PUNCT
futech-526	926	49	pizza	pizza	NOUN
futech-526	926	50	,	,	PUNCT
futech-526	926	51	potato	potato	NOUN
futech-526	926	52	dumplings	dumpling	NOUN
futech-526	926	53	,	,	PUNCT
futech-526	926	54	and	and	CCONJ
futech-526	926	55	hard	hard	ADJ
futech-526	926	56	toasted	toasted	ADJ
futech-526	926	57	bread	bread	NOUN
futech-526	926	58	)	)	PUNCT
futech-526	926	59	.	.	PUNCT
futech-526	927	1	the	the	DET
futech-526	927	2	researchers	researcher	NOUN
futech-526	927	3	measured	measure	VERB
futech-526	927	4	the	the	DET
futech-526	927	5	glycemic	glycemic	ADJ
futech-526	927	6	response	response	NOUN
futech-526	927	7	of	of	ADP
futech-526	927	8	these	these	DET
futech-526	927	9	foods	food	NOUN
futech-526	927	10	in	in	ADP
futech-526	927	11	terms	term	NOUN
futech-526	927	12	of	of	ADP
futech-526	927	13	blood	blood	NOUN
futech-526	927	14	glucose	glucose	NOUN
futech-526	927	15	levels	level	NOUN
futech-526	927	16	over	over	ADP
futech-526	927	17	a	a	DET
futech-526	927	18	specific	specific	ADJ
futech-526	927	19	postprandial	postprandial	ADJ
futech-526	927	20	period	period	NOUN
futech-526	927	21	,	,	PUNCT
futech-526	927	22	providing	provide	VERB
futech-526	927	23	insights	insight	NOUN
futech-526	927	24	into	into	ADP
futech-526	927	25	the	the	DET
futech-526	927	26	dietary	dietary	ADJ
futech-526	927	27	effects	effect	NOUN
futech-526	927	28	of	of	ADP
futech-526	927	29	these	these	DET
futech-526	927	30	foods	food	NOUN
futech-526	927	31	on	on	ADP
futech-526	927	32	glycemic	glycemic	ADJ
futech-526	927	33	control	control	NOUN
futech-526	927	34	.	.	PUNCT
futech-526	928	1	for	for	ADP
futech-526	928	2	example	example	NOUN
futech-526	928	3	,	,	PUNCT
futech-526	928	4	they	they	PRON
futech-526	928	5	found	find	VERB
futech-526	928	6	that	that	SCONJ
futech-526	928	7	spaghetti	spaghetti	NOUN
futech-526	928	8	and	and	CCONJ
futech-526	928	9	potato	potato	NOUN
futech-526	928	10	dumplings	dumpling	NOUN
futech-526	928	11	had	have	VERB
futech-526	928	12	lower	low	ADJ
futech-526	928	13	glycemic	glycemic	ADJ
futech-526	928	14	responses	response	NOUN
futech-526	928	15	compared	compare	VERB
futech-526	928	16	to	to	ADP
futech-526	928	17	bread	bread	NOUN
futech-526	928	18	and	and	CCONJ
futech-526	928	19	potatoes	potato	NOUN
futech-526	928	20	,	,	PUNCT
futech-526	928	21	attributed	attribute	VERB
futech-526	928	22	to	to	ADP
futech-526	928	23	differences	difference	NOUN
futech-526	928	24	in	in	ADP
futech-526	928	25	food	food	NOUN
futech-526	928	26	structure	structure	NOUN
futech-526	928	27	and	and	CCONJ
futech-526	928	28	preparation	preparation	NOUN
futech-526	928	29	techniques	technique	NOUN
futech-526	928	30	.	.	PUNCT
futech-526	929	1	reference	reference	NOUN
futech-526	929	2	[	[	X
futech-526	929	3	15	15	NUM
futech-526	929	4	]	]	X
futech-526	929	5	prepared	prepared	ADJ
futech-526	929	6	and	and	CCONJ
futech-526	929	7	analyzed	analyze	VERB
futech-526	929	8	amaranthus	amaranthus	ADJ
futech-526	929	9	cruentus	cruentus	NOUN
futech-526	929	10	seeds	seed	NOUN
futech-526	929	11	using	use	VERB
futech-526	929	12	various	various	ADJ
futech-526	929	13	processing	processing	NOUN
futech-526	929	14	methods	method	NOUN
futech-526	929	15	such	such	ADJ
futech-526	929	16	as	as	ADP
futech-526	929	17	cooking	cooking	NOUN
futech-526	929	18	,	,	PUNCT
futech-526	929	19	popping	popping	ADJ
futech-526	929	20	,	,	PUNCT
futech-526	929	21	roasting	roasting	NOUN
futech-526	929	22	,	,	PUNCT
futech-526	929	23	flaking	flaking	NOUN
futech-526	929	24	,	,	PUNCT
futech-526	929	25	and	and	CCONJ
futech-526	929	26	extrusion	extrusion	NOUN
futech-526	929	27	.	.	PUNCT
futech-526	930	1	the	the	DET
futech-526	930	2	seeds	seed	NOUN
futech-526	930	3	were	be	AUX
futech-526	930	4	sourced	source	VERB
futech-526	930	5	from	from	ADP
futech-526	930	6	a	a	DET
futech-526	930	7	local	local	ADJ
futech-526	930	8	producer	producer	NOUN
futech-526	930	9	in	in	ADP
futech-526	930	10	brasília	brasília	PROPN
futech-526	930	11	,	,	PUNCT
futech-526	930	12	brazil	brazil	PROPN
futech-526	930	13	.	.	PUNCT
futech-526	931	1	using	use	VERB
futech-526	931	2	the	the	DET
futech-526	931	3	hydrolysis	hydrolysis	NOUN
futech-526	931	4	index	index	NOUN
futech-526	931	5	(	(	PUNCT
futech-526	931	6	hi	hi	INTJ
futech-526	931	7	)	)	PUNCT
futech-526	931	8	derived	derive	VERB
futech-526	931	9	from	from	ADP
futech-526	931	10	in	in	ADP
futech-526	931	11	vitro	vitro	X
futech-526	931	12	tests	test	NOUN
futech-526	931	13	,	,	PUNCT
futech-526	931	14	they	they	PRON
futech-526	931	15	determined	determine	VERB
futech-526	931	16	the	the	DET
futech-526	931	17	predicted	predict	VERB
futech-526	931	18	glycemic	glycemic	ADJ
futech-526	931	19	index	index	NOUN
futech-526	931	20	(	(	PUNCT
futech-526	931	21	pgi	pgi	PROPN
futech-526	931	22	)	)	PUNCT
futech-526	931	23	for	for	ADP
futech-526	931	24	each	each	DET
futech-526	931	25	processed	process	VERB
futech-526	931	26	seed	seed	NOUN
futech-526	931	27	sample	sample	NOUN
futech-526	931	28	.	.	PUNCT
futech-526	932	1	but	but	CCONJ
futech-526	932	2	in	in	ADP
futech-526	932	3	here	here	ADV
futech-526	932	4	,	,	PUNCT
futech-526	932	5	a	a	DET
futech-526	932	6	glycemic	glycemic	ADJ
futech-526	932	7	response	response	NOUN
futech-526	932	8	comparison	comparison	NOUN
futech-526	932	9	has	have	AUX
futech-526	932	10	been	be	AUX
futech-526	932	11	conducted	conduct	VERB
futech-526	932	12	with	with	ADP
futech-526	932	13	white	white	ADJ
futech-526	932	14	bread	bread	NOUN
futech-526	932	15	as	as	ADP
futech-526	932	16	a	a	DET
futech-526	932	17	benchmark	benchmark	NOUN
futech-526	932	18	(	(	PUNCT
futech-526	932	19	reference	reference	NOUN
futech-526	932	20	sample	sample	NOUN
futech-526	932	21	)	)	PUNCT
futech-526	932	22	.	.	PUNCT
futech-526	933	1	reference	reference	NOUN
futech-526	933	2	[	[	X
futech-526	933	3	16	16	NUM
futech-526	933	4	]	]	PUNCT
futech-526	933	5	involved	involve	VERB
futech-526	933	6	28	28	NUM
futech-526	933	7	laboratories	laboratory	NOUN
futech-526	933	8	testing	test	VERB
futech-526	933	9	the	the	DET
futech-526	933	10	glycemic	glycemic	ADJ
futech-526	933	11	index	index	NOUN
futech-526	933	12	of	of	ADP
futech-526	933	13	foods	food	NOUN
futech-526	933	14	such	such	ADJ
futech-526	933	15	as	as	ADP
futech-526	933	16	cheese	cheese	NOUN
futech-526	933	17	puffs	puff	NOUN
futech-526	933	18	and	and	CCONJ
futech-526	933	19	fruit	fruit	NOUN
futech-526	933	20	leather	leather	NOUN
futech-526	933	21	.	.	PUNCT
futech-526	934	1	each	each	DET
futech-526	934	2	laboratory	laboratory	NOUN
futech-526	934	3	followed	follow	VERB
futech-526	934	4	a	a	DET
futech-526	934	5	standardized	standardized	ADJ
futech-526	934	6	protocol	protocol	NOUN
futech-526	934	7	where	where	SCONJ
futech-526	934	8	10	10	NUM
futech-526	934	9	healthy	healthy	ADJ
futech-526	934	10	participants	participant	NOUN
futech-526	934	11	consumed	consume	VERB
futech-526	934	12	test	test	NOUN
futech-526	934	13	foods	food	NOUN
futech-526	934	14	and	and	CCONJ
futech-526	934	15	reference	reference	NOUN
futech-526	934	16	foods	food	NOUN
futech-526	934	17	(	(	PUNCT
futech-526	934	18	glucose	glucose	NOUN
futech-526	934	19	or	or	CCONJ
futech-526	934	20	white	white	ADJ
futech-526	934	21	bread	bread	NOUN
futech-526	934	22	)	)	PUNCT
futech-526	934	23	on	on	ADP
futech-526	934	24	separate	separate	ADJ
futech-526	934	25	occasions	occasion	NOUN
futech-526	934	26	.	.	PUNCT
futech-526	935	1	blood	blood	NOUN
futech-526	935	2	glucose	glucose	NOUN
futech-526	935	3	responses	response	NOUN
futech-526	935	4	were	be	AUX
futech-526	935	5	measured	measure	VERB
futech-526	935	6	at	at	ADP
futech-526	935	7	regular	regular	ADJ
futech-526	935	8	intervals	interval	NOUN
futech-526	935	9	,	,	PUNCT
futech-526	935	10	and	and	CCONJ
futech-526	935	11	the	the	DET
futech-526	935	12	glycemic	glycemic	ADJ
futech-526	935	13	index	index	NOUN
futech-526	935	14	was	be	AUX
futech-526	935	15	calculated	calculate	VERB
futech-526	935	16	based	base	VERB
futech-526	935	17	on	on	ADP
futech-526	935	18	the	the	DET
futech-526	935	19	incremental	incremental	ADJ
futech-526	935	20	area	area	NOUN
futech-526	935	21	under	under	ADP
futech-526	935	22	the	the	DET
futech-526	935	23	curve	curve	NOUN
futech-526	935	24	of	of	ADP
futech-526	935	25	glucose	glucose	NOUN
futech-526	935	26	response	response	NOUN
futech-526	935	27	.	.	PUNCT
futech-526	936	1	reference	reference	NOUN
futech-526	937	1	[	[	X
futech-526	937	2	40	40	NUM
futech-526	937	3	]	]	PUNCT
futech-526	937	4	aimed	aim	VERB
futech-526	937	5	to	to	PART
futech-526	937	6	determine	determine	VERB
futech-526	937	7	the	the	DET
futech-526	937	8	glycemic	glycemic	ADJ
futech-526	937	9	index	index	NOUN
futech-526	937	10	values	value	NOUN
futech-526	937	11	of	of	ADP
futech-526	937	12	traditional	traditional	ADJ
futech-526	937	13	foods	food	NOUN
futech-526	937	14	and	and	CCONJ
futech-526	937	15	mixed	mixed	ADJ
futech-526	937	16	meals	meal	NOUN
futech-526	937	17	from	from	ADP
futech-526	937	18	northern	northern	ADJ
futech-526	937	19	sri	sri	PROPN
futech-526	937	20	lanka	lanka	PROPN
futech-526	937	21	.	.	PUNCT
futech-526	938	1	they	they	PRON
futech-526	938	2	conducted	conduct	VERB
futech-526	938	3	experiments	experiment	NOUN
futech-526	938	4	to	to	PART
futech-526	938	5	measure	measure	VERB
futech-526	938	6	the	the	DET
futech-526	938	7	gi	gi	NOUN
futech-526	938	8	values	value	NOUN
futech-526	938	9	of	of	ADP
futech-526	938	10	various	various	ADJ
futech-526	938	11	traditional	traditional	ADJ
futech-526	938	12	foods	food	NOUN
futech-526	938	13	and	and	CCONJ
futech-526	938	14	mixed	mixed	ADJ
futech-526	938	15	meals	meal	NOUN
futech-526	938	16	consumed	consume	VERB
futech-526	938	17	in	in	ADP
futech-526	938	18	northern	northern	ADJ
futech-526	938	19	sri	sri	PROPN
futech-526	938	20	lanka	lanka	PROPN
futech-526	938	21	.	.	PUNCT
futech-526	939	1	this	this	PRON
futech-526	939	2	involved	involve	VERB
futech-526	939	3	selecting	select	VERB
futech-526	939	4	specific	specific	ADJ
futech-526	939	5	foods	food	NOUN
futech-526	939	6	,	,	PUNCT
futech-526	939	7	preparing	prepare	VERB
futech-526	939	8	them	they	PRON
futech-526	939	9	according	accord	VERB
futech-526	939	10	to	to	ADP
futech-526	939	11	traditional	traditional	ADJ
futech-526	939	12	methods	method	NOUN
futech-526	939	13	,	,	PUNCT
futech-526	939	14	and	and	CCONJ
futech-526	939	15	then	then	ADV
futech-526	939	16	measuring	measure	VERB
futech-526	939	17	the	the	DET
futech-526	939	18	postprandial	postprandial	ADJ
futech-526	939	19	blood	blood	NOUN
futech-526	939	20	glucose	glucose	NOUN
futech-526	939	21	responses	response	NOUN
futech-526	939	22	in	in	ADP
futech-526	939	23	participants	participant	NOUN
futech-526	939	24	after	after	ADP
futech-526	939	25	consumption	consumption	NOUN
futech-526	939	26	.	.	PUNCT
futech-526	940	1	the	the	DET
futech-526	940	2	findings	finding	NOUN
futech-526	940	3	provided	provide	VERB
futech-526	940	4	insights	insight	NOUN
futech-526	940	5	into	into	ADP
futech-526	940	6	dietary	dietary	ADJ
futech-526	940	7	recommendations	recommendation	NOUN
futech-526	940	8	,	,	PUNCT
futech-526	940	9	especially	especially	ADV
futech-526	940	10	for	for	ADP
futech-526	940	11	individuals	individual	NOUN
futech-526	940	12	with	with	ADP
futech-526	940	13	diabetes	diabetes	NOUN
futech-526	940	14	or	or	CCONJ
futech-526	940	15	coronary	coronary	ADJ
futech-526	940	16	heart	heart	NOUN
futech-526	940	17	disease	disease	NOUN
futech-526	940	18	,	,	PUNCT
futech-526	940	19	by	by	ADP
futech-526	940	20	identifying	identify	VERB
futech-526	940	21	foods	food	NOUN
futech-526	940	22	with	with	ADP
futech-526	940	23	lower	low	ADJ
futech-526	940	24	gi	gi	NOUN
futech-526	940	25	values	value	NOUN
futech-526	940	26	that	that	PRON
futech-526	940	27	are	be	AUX
futech-526	940	28	more	more	ADV
futech-526	940	29	suitable	suitable	ADJ
futech-526	940	30	for	for	ADP
futech-526	940	31	maintaining	maintain	VERB
futech-526	940	32	stable	stable	ADJ
futech-526	940	33	blood	blood	NOUN
futech-526	940	34	glucose	glucose	NOUN
futech-526	940	35	levels	level	NOUN
futech-526	940	36	.	.	PUNCT
futech-526	941	1	the	the	DET
futech-526	941	2	researchers	researcher	NOUN
futech-526	941	3	constructed	construct	VERB
futech-526	941	4	a	a	DET
futech-526	941	5	comprehensive	comprehensive	ADJ
futech-526	941	6	dataset	dataset	NOUN
futech-526	941	7	from	from	ADP
futech-526	941	8	their	their	PRON
futech-526	941	9	own	own	ADJ
futech-526	941	10	experimental	experimental	ADJ
futech-526	941	11	data	datum	NOUN
futech-526	941	12	for	for	ADP
futech-526	941	13	reference	reference	NOUN
futech-526	941	14	[	[	X
futech-526	941	15	60	60	NUM
futech-526	941	16	]	]	PUNCT
futech-526	941	17	,	,	PUNCT
futech-526	941	18	encompassing	encompass	VERB
futech-526	941	19	continuous	continuous	ADJ
futech-526	941	20	glucose	glucose	NOUN
futech-526	941	21	measurements	measurement	NOUN
futech-526	941	22	,	,	PUNCT
futech-526	941	23	detailed	detailed	ADJ
futech-526	941	24	dietary	dietary	ADJ
futech-526	941	25	logs	log	NOUN
futech-526	941	26	,	,	PUNCT
futech-526	941	27	physical	physical	ADJ
futech-526	941	28	activity	activity	NOUN
futech-526	941	29	records	record	NOUN
futech-526	941	30	,	,	PUNCT
futech-526	941	31	gut	gut	VERB
futech-526	941	32	microbiota	microbiota	NOUN
futech-526	941	33	profiles	profile	NOUN
futech-526	941	34	,	,	PUNCT
futech-526	941	35	and	and	CCONJ
futech-526	941	36	various	various	ADJ
futech-526	941	37	blood	blood	NOUN
futech-526	941	38	parameters	parameter	NOUN
futech-526	941	39	from	from	ADP
futech-526	941	40	an	an	DET
futech-526	941	41	800‐person	800‐person	PROPN
futech-526	941	42	cohort	cohort	NOUN
futech-526	941	43	.	.	PUNCT
futech-526	942	1	the	the	DET
futech-526	942	2	primary	primary	ADJ
futech-526	942	3	purpose	purpose	NOUN
futech-526	942	4	of	of	ADP
futech-526	942	5	this	this	DET
futech-526	942	6	dataset	dataset	NOUN
futech-526	942	7	was	be	AUX
futech-526	942	8	to	to	PART
futech-526	942	9	develop	develop	VERB
futech-526	942	10	and	and	CCONJ
futech-526	942	11	train	train	VERB
futech-526	942	12	a	a	DET
futech-526	942	13	machine‐	machine‐	NOUN
futech-526	942	14	learning	learn	VERB
futech-526	942	15	algorithm	algorithm	NOUN
futech-526	942	16	capable	capable	ADJ
futech-526	942	17	of	of	ADP
futech-526	942	18	predicting	predict	VERB
futech-526	942	19	individualized	individualized	ADJ
futech-526	942	20	postprandial	postprandial	ADJ
futech-526	942	21	glycemic	glycemic	ADJ
futech-526	942	22	responses	response	NOUN
futech-526	942	23	to	to	ADP
futech-526	942	24	different	different	ADJ
futech-526	942	25	meals	meal	NOUN
futech-526	942	26	.	.	PUNCT
futech-526	943	1	the	the	DET
futech-526	943	2	researchers	researcher	NOUN
futech-526	943	3	evaluated	evaluate	VERB
futech-526	943	4	the	the	DET
futech-526	943	5	glycemic	glycemic	ADJ
futech-526	943	6	index	index	NOUN
futech-526	943	7	of	of	ADP
futech-526	943	8	eight	eight	NUM
futech-526	943	9	rice	rice	NOUN
futech-526	943	10	varieties	variety	NOUN
futech-526	943	11	in	in	ADP
futech-526	943	12	taiwan	taiwan	PROPN
futech-526	943	13	,	,	PUNCT
futech-526	943	14	including	include	VERB
futech-526	943	15	two	two	NUM
futech-526	943	16	brown	brown	ADJ
futech-526	943	17	and	and	CCONJ
futech-526	943	18	six	six	NUM
futech-526	943	19	white	white	ADJ
futech-526	943	20	rice	rice	NOUN
futech-526	943	21	types	type	NOUN
futech-526	943	22	in	in	ADP
futech-526	943	23	[	[	X
futech-526	943	24	61	61	NUM
futech-526	943	25	]	]	PUNCT
futech-526	943	26	.	.	PUNCT
futech-526	944	1	the	the	DET
futech-526	944	2	dataset	dataset	NOUN
futech-526	944	3	was	be	AUX
futech-526	944	4	primarily	primarily	ADV
futech-526	944	5	built	build	VERB
futech-526	944	6	using	use	VERB
futech-526	944	7	both	both	PRON
futech-526	944	8	in	in	ADP
futech-526	944	9	vitro	vitro	X
futech-526	944	10	and	and	CCONJ
futech-526	944	11	in	in	ADP
futech-526	944	12	vivo	vivo	ADJ
futech-526	944	13	methods	method	NOUN
futech-526	944	14	for	for	ADP
futech-526	944	15	different	different	ADJ
futech-526	944	16	rice	rice	NOUN
futech-526	944	17	varieties	variety	NOUN
futech-526	944	18	.	.	PUNCT
futech-526	945	1	in	in	ADP
futech-526	945	2	vitro	vitro	X
futech-526	945	3	starch	starch	NOUN
futech-526	945	4	digestion	digestion	NOUN
futech-526	945	5	tests	test	NOUN
futech-526	945	6	were	be	AUX
futech-526	945	7	conducted	conduct	VERB
futech-526	945	8	to	to	PART
futech-526	945	9	determine	determine	VERB
futech-526	945	10	the	the	DET
futech-526	945	11	predicted	predict	VERB
futech-526	945	12	glycemic	glycemic	ADJ
futech-526	945	13	index	index	NOUN
futech-526	945	14	of	of	ADP
futech-526	945	15	the	the	DET
futech-526	945	16	rice	rice	NOUN
futech-526	945	17	samples	sample	NOUN
futech-526	945	18	.	.	PUNCT
futech-526	946	1	this	this	DET
futech-526	946	2	approach	approach	NOUN
futech-526	946	3	provided	provide	VERB
futech-526	946	4	valuable	valuable	ADJ
futech-526	946	5	insights	insight	NOUN
futech-526	946	6	into	into	ADP
futech-526	946	7	the	the	DET
futech-526	946	8	glycemic	glycemic	ADJ
futech-526	946	9	properties	property	NOUN
futech-526	946	10	of	of	ADP
futech-526	946	11	taiwanese	taiwanese	ADJ
futech-526	946	12	rice	rice	NOUN
futech-526	946	13	varieties	variety	NOUN
futech-526	946	14	,	,	PUNCT
futech-526	946	15	aiding	aid	VERB
futech-526	946	16	in	in	ADP
futech-526	946	17	the	the	DET
futech-526	946	18	development	development	NOUN
futech-526	946	19	of	of	ADP
futech-526	946	20	rice	rice	NOUN
futech-526	946	21	with	with	ADP
futech-526	946	22	desired	desire	VERB
futech-526	946	23	health	health	NOUN
futech-526	946	24	benefits	benefit	NOUN
futech-526	946	25	.	.	PUNCT
futech-526	947	1	the	the	DET
futech-526	947	2	dataset	dataset	NOUN
futech-526	947	3	used	use	VERB
futech-526	947	4	in	in	ADP
futech-526	947	5	[	[	X
futech-526	947	6	64	64	NUM
futech-526	947	7	]	]	PUNCT
futech-526	947	8	was	be	AUX
futech-526	947	9	built	build	VERB
futech-526	947	10	by	by	ADP
futech-526	947	11	the	the	DET
futech-526	947	12	researchers	researcher	NOUN
futech-526	947	13	and	and	CCONJ
futech-526	947	14	comprised	comprise	VERB
futech-526	947	15	blood	blood	NOUN
futech-526	947	16	glucose	glucose	NOUN
futech-526	947	17	measurements	measurement	NOUN
futech-526	947	18	from	from	ADP
futech-526	947	19	healthy	healthy	ADJ
futech-526	947	20	human	human	ADJ
futech-526	947	21	volunteers	volunteer	NOUN
futech-526	947	22	who	who	PRON
futech-526	947	23	consumed	consume	VERB
futech-526	947	24	bread	bread	NOUN
futech-526	947	25	samples	sample	NOUN
futech-526	947	26	with	with	ADP
futech-526	947	27	varying	vary	VERB
futech-526	947	28	levels	level	NOUN
futech-526	947	29	:	:	PUNCT
futech-526	947	30	0	0	NUM
futech-526	947	31	%	%	NOUN
futech-526	947	32	,	,	PUNCT
futech-526	947	33	10	10	NUM
futech-526	947	34	%	%	NOUN
futech-526	947	35	,	,	PUNCT
futech-526	947	36	15	15	NUM
futech-526	947	37	%	%	NOUN
futech-526	947	38	,	,	PUNCT
futech-526	947	39	and	and	CCONJ
futech-526	947	40	20	20	NUM
futech-526	947	41	%	%	NOUN
futech-526	947	42	of	of	ADP
futech-526	947	43	cassava	cassava	NOUN
futech-526	947	44	flour	flour	NOUN
futech-526	947	45	substitution	substitution	NOUN
futech-526	947	46	.	.	PUNCT
futech-526	948	1	glucose	glucose	NOUN
futech-526	948	2	was	be	AUX
futech-526	948	3	used	use	VERB
futech-526	948	4	as	as	ADP
futech-526	948	5	a	a	DET
futech-526	948	6	reference	reference	NOUN
futech-526	948	7	food	food	NOUN
futech-526	948	8	to	to	PART
futech-526	948	9	calculate	calculate	VERB
futech-526	948	10	the	the	DET
futech-526	948	11	glycemic	glycemic	ADJ
futech-526	948	12	index	index	NOUN
futech-526	948	13	of	of	ADP
futech-526	948	14	each	each	DET
futech-526	948	15	bread	bread	NOUN
futech-526	948	16	variant	variant	NOUN
futech-526	948	17	.	.	PUNCT
futech-526	949	1	participants	participant	NOUN
futech-526	949	2	consumed	consume	VERB
futech-526	949	3	the	the	DET
futech-526	949	4	test	test	NOUN
futech-526	949	5	breads	bread	NOUN
futech-526	949	6	after	after	ADP
futech-526	949	7	a	a	DET
futech-526	949	8	10–12‐hour	10–12‐hour	NUM
futech-526	949	9	overnight	overnight	ADV
futech-526	949	10	fast	fast	ADV
futech-526	949	11	,	,	PUNCT
futech-526	949	12	and	and	CCONJ
futech-526	949	13	blood	blood	NOUN
futech-526	949	14	glucose	glucose	NOUN
futech-526	949	15	levels	level	NOUN
futech-526	949	16	were	be	AUX
futech-526	949	17	recorded	record	VERB
futech-526	949	18	at	at	ADP
futech-526	949	19	30‐minute	30‐minute	NUM
futech-526	949	20	intervals	interval	NOUN
futech-526	949	21	over	over	ADP
futech-526	949	22	a	a	DET
futech-526	949	23	2‐hour	2‐hour	NUM
futech-526	949	24	period	period	NOUN
futech-526	949	25	following	follow	VERB
futech-526	949	26	consumption	consumption	NOUN
futech-526	949	27	.	.	PUNCT
futech-526	950	1	then	then	ADV
futech-526	950	2	,	,	PUNCT
futech-526	950	3	the	the	DET
futech-526	950	4	gi	gi	NOUN
futech-526	950	5	values	value	NOUN
futech-526	950	6	of	of	ADP
futech-526	950	7	the	the	DET
futech-526	950	8	bread	bread	NOUN
futech-526	950	9	samples	sample	NOUN
futech-526	950	10	were	be	AUX
futech-526	950	11	determined	determine	VERB
futech-526	950	12	.	.	PUNCT
futech-526	951	1	the	the	DET
futech-526	951	2	dataset	dataset	NOUN
futech-526	951	3	enabled	enable	VERB
futech-526	951	4	the	the	DET
futech-526	951	5	assessment	assessment	NOUN
futech-526	951	6	of	of	ADP
futech-526	951	7	how	how	SCONJ
futech-526	951	8	substituting	substitute	VERB
futech-526	951	9	wheat	wheat	NOUN
futech-526	951	10	flour	flour	NOUN
futech-526	951	11	with	with	ADP
futech-526	951	12	cassava	cassava	NOUN
futech-526	951	13	flour	flour	NOUN
futech-526	951	14	affects	affect	VERB
futech-526	951	15	postprandial	postprandial	ADJ
futech-526	951	16	glycemic	glycemic	ADJ
futech-526	951	17	responses	response	NOUN
futech-526	951	18	.	.	PUNCT
futech-526	952	1	also	also	ADV
futech-526	952	2	,	,	PUNCT
futech-526	952	3	the	the	DET
futech-526	952	4	study	study	NOUN
futech-526	952	5	found	find	VERB
futech-526	952	6	that	that	SCONJ
futech-526	952	7	increasing	increase	VERB
futech-526	952	8	cassava	cassava	NOUN
futech-526	952	9	flour	flour	NOUN
futech-526	952	10	content	content	NOUN
futech-526	952	11	led	lead	VERB
futech-526	952	12	to	to	ADP
futech-526	952	13	lower	low	ADJ
futech-526	952	14	glycemic	glycemic	ADJ
futech-526	952	15	responses	response	NOUN
futech-526	952	16	,	,	PUNCT
futech-526	952	17	with	with	ADP
futech-526	952	18	gi	gi	NOUN
futech-526	952	19	values	value	NOUN
futech-526	952	20	ranging	range	VERB
futech-526	952	21	from	from	ADP
futech-526	952	22	91	91	NUM
futech-526	952	23	to	to	ADP
futech-526	952	24	94	94	NUM
futech-526	952	25	.	.	PUNCT
futech-526	953	1	the	the	DET
futech-526	953	2	authors	author	NOUN
futech-526	953	3	developed	develop	VERB
futech-526	953	4	their	their	PRON
futech-526	953	5	own	own	ADJ
futech-526	953	6	dataset	dataset	NOUN
futech-526	953	7	for	for	ADP
futech-526	953	8	[	[	X
futech-526	953	9	67	67	NUM
futech-526	953	10	]	]	PUNCT
futech-526	953	11	using	use	VERB
futech-526	953	12	acoustic	acoustic	ADJ
futech-526	953	13	signals	signal	NOUN
futech-526	953	14	during	during	ADP
futech-526	953	15	chewing	chew	VERB
futech-526	953	16	and	and	CCONJ
futech-526	953	17	swallowing	swallow	VERB
futech-526	953	18	from	from	ADP
futech-526	953	19	50	50	NUM
futech-526	953	20	diabetic	diabetic	ADJ
futech-526	953	21	individuals	individual	NOUN
futech-526	953	22	using	use	VERB
futech-526	953	23	an	an	DET
futech-526	953	24	acoustic	acoustic	ADJ
futech-526	953	25	micro‐electro‐mechanical	micro‐electro‐mechanical	ADJ
futech-526	953	26	systems	system	NOUN
futech-526	953	27	(	(	PUNCT
futech-526	953	28	mems	mems	NOUN
futech-526	953	29	)	)	PUNCT
futech-526	953	30	sensor	sensor	NOUN
futech-526	953	31	.	.	PUNCT
futech-526	954	1	these	these	DET
futech-526	954	2	signals	signal	NOUN
futech-526	954	3	were	be	AUX
futech-526	954	4	then	then	ADV
futech-526	954	5	processed	process	VERB
futech-526	954	6	with	with	ADP
futech-526	954	7	a	a	DET
futech-526	954	8	deep	deep	ADJ
futech-526	954	9	learning	learning	NOUN
futech-526	954	10	algorithm	algorithm	NOUN
futech-526	954	11	to	to	PART
futech-526	954	12	analyze	analyze	VERB
futech-526	954	13	eating	eat	VERB
futech-526	954	14	patterns	pattern	NOUN
futech-526	954	15	and	and	CCONJ
futech-526	954	16	formulate	formulate	VERB
futech-526	954	17	a	a	DET
futech-526	954	18	standard	standard	ADJ
futech-526	954	19	procedure	procedure	NOUN
futech-526	954	20	aimed	aim	VERB
futech-526	954	21	at	at	ADP
futech-526	954	22	reducing	reduce	VERB
futech-526	954	23	blood	blood	NOUN
futech-526	954	24	glucose	glucose	NOUN
futech-526	954	25	levels	level	NOUN
futech-526	954	26	.	.	PUNCT
futech-526	955	1	reference	reference	NOUN
futech-526	956	1	[	[	X
futech-526	956	2	74	74	NUM
futech-526	956	3	]	]	PUNCT
futech-526	956	4	used	use	VERB
futech-526	956	5	a	a	DET
futech-526	956	6	dataset	dataset	ADJ
futech-526	956	7	comprising	comprise	VERB
futech-526	956	8	clinical	clinical	ADJ
futech-526	956	9	measurements	measurement	NOUN
futech-526	956	10	from	from	ADP
futech-526	956	11	diabetic	diabetic	ADJ
futech-526	956	12	and	and	CCONJ
futech-526	956	13	non‐diabetic	non‐diabetic	ADJ
futech-526	956	14	individuals	individual	NOUN
futech-526	956	15	by	by	ADP
futech-526	956	16	collecting	collect	VERB
futech-526	956	17	data	datum	NOUN
futech-526	956	18	on	on	ADP
futech-526	956	19	fasting	fast	VERB
futech-526	956	20	blood	blood	NOUN
futech-526	956	21	glucose	glucose	NOUN
futech-526	956	22	,	,	PUNCT
futech-526	956	23	glycosylated	glycosylated	ADJ
futech-526	956	24	hemoglobin	hemoglobin	NOUN
futech-526	956	25	,	,	PUNCT
futech-526	956	26	total	total	ADJ
futech-526	956	27	plasma	plasma	NOUN
futech-526	956	28	homocysteine	homocysteine	NOUN
futech-526	956	29	levels	level	NOUN
futech-526	956	30	,	,	PUNCT
futech-526	956	31	and	and	CCONJ
futech-526	956	32	urinary	urinary	ADJ
futech-526	956	33	microalbumin	microalbumin	NOUN
futech-526	956	34	concentrations	concentration	NOUN
futech-526	956	35	.	.	PUNCT
futech-526	957	1	data	datum	NOUN
futech-526	957	2	were	be	AUX
futech-526	957	3	analyzed	analyze	VERB
futech-526	957	4	using	use	VERB
futech-526	957	5	multiple	multiple	ADJ
futech-526	957	6	linear	linear	ADJ
futech-526	957	7	regression	regression	NOUN
futech-526	957	8	and	and	CCONJ
futech-526	957	9	machine	machine	NOUN
futech-526	957	10	learning	learn	VERB
futech-526	957	11	algorithms	algorithm	NOUN
futech-526	957	12	to	to	PART
futech-526	957	13	investigate	investigate	VERB
futech-526	957	14	the	the	DET
futech-526	957	15	relationships	relationship	NOUN
futech-526	957	16	between	between	ADP
futech-526	957	17	glycemic	glycemic	ADJ
futech-526	957	18	control	control	NOUN
futech-526	957	19	,	,	PUNCT
futech-526	957	20	hyperhomocysteinemia	hyperhomocysteinemia	NOUN
futech-526	957	21	,	,	PUNCT
futech-526	957	22	and	and	CCONJ
futech-526	957	23	the	the	DET
futech-526	957	24	presence	presence	NOUN
futech-526	957	25	of	of	ADP
futech-526	957	26	microalbuminuria	microalbuminuria	PROPN
futech-526	957	27	.	.	PUNCT
futech-526	958	1	the	the	DET
futech-526	958	2	study	study	NOUN
futech-526	958	3	aimed	aim	VERB
futech-526	958	4	to	to	PART
futech-526	958	5	identify	identify	VERB
futech-526	958	6	threshold	threshold	NOUN
futech-526	958	7	values	value	NOUN
futech-526	958	8	of	of	ADP
futech-526	958	9	fbs	fbs	PROPN
futech-526	958	10	and	and	CCONJ
futech-526	958	11	hba1c	hba1c	PROPN
futech-526	958	12	associated	associate	VERB
futech-526	958	13	with	with	ADP
futech-526	958	14	microalbuminuria	microalbuminuria	PROPN
futech-526	958	15	and	and	CCONJ
futech-526	958	16	to	to	PART
futech-526	958	17	explore	explore	VERB
futech-526	958	18	the	the	DET
futech-526	958	19	concurrent	concurrent	ADJ
futech-526	958	20	association	association	NOUN
futech-526	958	21	of	of	ADP
futech-526	958	22	microalbuminuria	microalbuminuria	PROPN
futech-526	958	23	with	with	ADP
futech-526	958	24	hyperhomocysteinemia	hyperhomocysteinemia	NOUN
futech-526	958	25	.	.	PUNCT
futech-526	959	1	the	the	DET
futech-526	959	2	dataset	dataset	NOUN
futech-526	959	3	in	in	ADP
futech-526	959	4	[	[	X
futech-526	959	5	22	22	NUM
futech-526	959	6	]	]	PUNCT
futech-526	959	7	includes	include	VERB
futech-526	959	8	comprehensive	comprehensive	ADJ
futech-526	959	9	data	datum	NOUN
futech-526	959	10	on	on	ADP
futech-526	959	11	rice	rice	NOUN
futech-526	959	12	grain	grain	NOUN
futech-526	959	13	yield	yield	NOUN
futech-526	959	14	and	and	CCONJ
futech-526	959	15	quality	quality	NOUN
futech-526	959	16	traits	trait	NOUN
futech-526	959	17	over	over	ADP
futech-526	959	18	a	a	DET
futech-526	959	19	three‐year	three‐year	ADJ
futech-526	959	20	period	period	NOUN
futech-526	959	21	,	,	PUNCT
futech-526	959	22	spanning	span	VERB
futech-526	959	23	27	27	NUM
futech-526	959	24	different	different	ADJ
futech-526	959	25	environments	environment	NOUN
futech-526	959	26	in	in	ADP
futech-526	959	27	bangladesh	bangladesh	NOUN
futech-526	959	28	.	.	PUNCT
futech-526	960	1	the	the	DET
futech-526	960	2	primary	primary	ADJ
futech-526	960	3	objective	objective	NOUN
futech-526	960	4	was	be	AUX
futech-526	960	5	to	to	PART
futech-526	960	6	evaluate	evaluate	VERB
futech-526	960	7	the	the	DET
futech-526	960	8	performance	performance	NOUN
futech-526	960	9	of	of	ADP
futech-526	960	10	various	various	ADJ
futech-526	960	11	rice	rice	NOUN
futech-526	960	12	genotypes	genotype	NOUN
futech-526	960	13	under	under	ADP
futech-526	960	14	different	different	ADJ
futech-526	960	15	environmental	environmental	ADJ
futech-526	960	16	conditions	condition	NOUN
futech-526	960	17	to	to	PART
futech-526	960	18	identify	identify	VERB
futech-526	960	19	a	a	DET
futech-526	960	20	stable	stable	ADJ
futech-526	960	21	and	and	CCONJ
futech-526	960	22	adaptive	adaptive	ADJ
futech-526	960	23	variety	variety	NOUN
futech-526	960	24	with	with	ADP
futech-526	960	25	desirable	desirable	ADJ
futech-526	960	26	traits	trait	NOUN
futech-526	960	27	,	,	PUNCT
futech-526	960	28	including	include	VERB
futech-526	960	29	a	a	DET
futech-526	960	30	low	low	ADJ
futech-526	960	31	glycemic	glycemic	ADJ
futech-526	960	32	index	index	NOUN
futech-526	960	33	.	.	PUNCT
futech-526	961	1	the	the	DET
futech-526	961	2	data	datum	NOUN
futech-526	961	3	were	be	AUX
futech-526	961	4	analyzed	analyze	VERB
futech-526	961	5	using	use	VERB
futech-526	961	6	statistical	statistical	ADJ
futech-526	961	7	methods	method	NOUN
futech-526	961	8	such	such	ADJ
futech-526	961	9	as	as	ADP
futech-526	961	10	anova	anova	PROPN
futech-526	961	11	and	and	CCONJ
futech-526	961	12	additive	additive	VERB
futech-526	961	13	main	main	ADJ
futech-526	961	14	effects	effect	NOUN
futech-526	961	15	and	and	CCONJ
futech-526	961	16	multiplicative	multiplicative	ADJ
futech-526	961	17	interaction	interaction	NOUN
futech-526	961	18	analysis	analysis	NOUN
futech-526	961	19	to	to	PART
futech-526	961	20	assess	assess	VERB
futech-526	961	21	genotype‐	genotype‐	NOUN
futech-526	961	22	environment	environment	NOUN
futech-526	961	23	interactions	interaction	NOUN
futech-526	961	24	and	and	CCONJ
futech-526	961	25	stability	stability	NOUN
futech-526	961	26	.	.	PUNCT
futech-526	962	1	this	this	DET
futech-526	962	2	analysis	analysis	NOUN
futech-526	962	3	aimed	aim	VERB
futech-526	962	4	to	to	PART
futech-526	962	5	inform	inform	VERB
futech-526	962	6	breeding	breeding	NOUN
futech-526	962	7	programs	program	NOUN
futech-526	962	8	focused	focus	VERB
futech-526	962	9	on	on	ADP
futech-526	962	10	developing	develop	VERB
futech-526	962	11	rice	rice	NOUN
futech-526	962	12	varieties	variety	NOUN
futech-526	962	13	that	that	PRON
futech-526	962	14	are	be	AUX
futech-526	962	15	both	both	PRON
futech-526	962	16	high‐yielding	high‐yielde	VERB
futech-526	962	17	and	and	CCONJ
futech-526	962	18	suitable	suitable	ADJ
futech-526	962	19	for	for	ADP
futech-526	962	20	the	the	DET
futech-526	962	21	irrigated	irrigate	VERB
futech-526	962	22	ecosystems	ecosystem	NOUN
futech-526	962	23	of	of	ADP
futech-526	962	24	bangladesh	bangladesh	NOUN
futech-526	962	25	.	.	PUNCT
futech-526	963	1	the	the	DET
futech-526	963	2	study	study	NOUN
futech-526	963	3	[	[	X
futech-526	963	4	20	20	NUM
futech-526	963	5	]	]	PUNCT
futech-526	963	6	utilized	utilize	VERB
futech-526	963	7	a	a	DET
futech-526	963	8	dataset	dataset	NOUN
futech-526	963	9	that	that	PRON
futech-526	963	10	comprises	comprise	VERB
futech-526	963	11	continuous	continuous	ADJ
futech-526	963	12	glucose	glucose	NOUN
futech-526	963	13	monitoring	monitoring	NOUN
futech-526	963	14	data	datum	NOUN
futech-526	963	15	from	from	ADP
futech-526	963	16	102	102	NUM
futech-526	963	17	patients	patient	NOUN
futech-526	963	18	with	with	ADP
futech-526	963	19	type	type	NOUN
futech-526	963	20	2	2	NUM
futech-526	963	21	diabetes	diabetes	NOUN
futech-526	963	22	admitted	admit	VERB
futech-526	963	23	to	to	PART
futech-526	963	24	cheonan	cheonan	VERB
futech-526	963	25	hospital	hospital	NOUN
futech-526	963	26	,	,	PUNCT
futech-526	963	27	soonchunhyang	soonchunhyang	PROPN
futech-526	963	28	university	university	PROPN
futech-526	963	29	.	.	PUNCT
futech-526	964	1	this	this	DET
futech-526	964	2	data	datum	NOUN
futech-526	964	3	includes	include	VERB
futech-526	964	4	blood	blood	NOUN
futech-526	964	5	glucose	glucose	NOUN
futech-526	964	6	levels	level	NOUN
futech-526	964	7	,	,	PUNCT
futech-526	964	8	insulin	insulin	NOUN
futech-526	964	9	doses	dose	NOUN
futech-526	964	10	,	,	PUNCT
futech-526	964	11	meal	meal	NOUN
futech-526	964	12	times	time	NOUN
futech-526	964	13	,	,	PUNCT
futech-526	964	14	and	and	CCONJ
futech-526	964	15	other	other	ADJ
futech-526	964	16	electronic	electronic	ADJ
futech-526	964	17	medical	medical	ADJ
futech-526	964	18	records	record	NOUN
futech-526	964	19	information	information	NOUN
futech-526	964	20	.	.	PUNCT
futech-526	965	1	the	the	DET
futech-526	965	2	researchers	researcher	NOUN
futech-526	965	3	employed	employ	VERB
futech-526	965	4	a	a	DET
futech-526	965	5	multi‐agent	multi‐agent	NOUN
futech-526	965	6	reinforcement	reinforcement	NOUN
futech-526	965	7	learning	learning	NOUN
futech-526	965	8	algorithm	algorithm	NOUN
futech-526	965	9	to	to	PART
futech-526	965	10	perform	perform	VERB
futech-526	965	11	feature	feature	NOUN
futech-526	965	12	selection	selection	NOUN
futech-526	965	13	,	,	PUNCT
futech-526	965	14	aiming	aim	VERB
futech-526	965	15	to	to	PART
futech-526	965	16	enhance	enhance	VERB
futech-526	965	17	the	the	DET
futech-526	965	18	prediction	prediction	NOUN
futech-526	965	19	accuracy	accuracy	NOUN
futech-526	965	20	of	of	ADP
futech-526	965	21	adverse	adverse	ADJ
futech-526	965	22	glycemic	glycemic	ADJ
futech-526	965	23	events	event	NOUN
futech-526	965	24	.	.	PUNCT
futech-526	966	1	the	the	DET
futech-526	966	2	model	model	NOUN
futech-526	966	3	achieved	achieve	VERB
futech-526	966	4	f1‐scores	f1‐score	NOUN
futech-526	966	5	of	of	ADP
futech-526	966	6	89.0	89.0	NUM
futech-526	966	7	%	%	NOUN
futech-526	966	8	for	for	ADP
futech-526	966	9	normoglycemia	normoglycemia	NOUN
futech-526	966	10	,	,	PUNCT
futech-526	966	11	60.6	60.6	NUM
futech-526	966	12	%	%	NOUN
futech-526	966	13	for	for	ADP
futech-526	966	14	hypoglycemia	hypoglycemia	NOUN
futech-526	966	15	,	,	PUNCT
futech-526	966	16	and	and	CCONJ
futech-526	966	17	nh	nh	PROPN
futech-526	966	18	.	.	PROPN
futech-526	966	19	wanigasingha	wanigasingha	NOUN
futech-526	967	1	et	et	PROPN
futech-526	967	2	al	al	PROPN
futech-526	967	3	.	.	PROPN
futech-526	967	4	/future	/future	PUNCT
futech-526	967	5	technology	technology	PROPN
futech-526	967	6	february	february	PROPN
futech-526	967	7	2026|	2026|	NUM
futech-526	967	8	volume	volume	NOUN
futech-526	967	9	05	05	NUM
futech-526	968	1	|	|	ADV
futech-526	968	2	issue	issue	NOUN
futech-526	968	3	01	01	NUM
futech-526	969	1	|	|	NOUN
futech-526	969	2	pages	page	VERB
futech-526	969	3	93	93	NUM
futech-526	969	4	-	-	SYM
futech-526	969	5	126	126	NUM
futech-526	969	6	114	114	NUM
futech-526	969	7	89.8	89.8	NUM
futech-526	969	8	%	%	NOUN
futech-526	969	9	for	for	ADP
futech-526	969	10	hyperglycemia	hyperglycemia	NOUN
futech-526	969	11	,	,	PUNCT
futech-526	969	12	demonstrating	demonstrate	VERB
futech-526	969	13	its	its	PRON
futech-526	969	14	effectiveness	effectiveness	NOUN
futech-526	969	15	in	in	ADP
futech-526	969	16	predicting	predict	VERB
futech-526	969	17	glycemic	glycemic	ADJ
futech-526	969	18	events	event	NOUN
futech-526	969	19	.	.	PUNCT
futech-526	970	1	reference	reference	NOUN
futech-526	970	2	[	[	X
futech-526	970	3	71	71	NUM
futech-526	970	4	]	]	X
futech-526	970	5	utilized	utilize	VERB
futech-526	970	6	retrospective	retrospective	ADJ
futech-526	970	7	cgm	cgm	PROPN
futech-526	970	8	datasets	dataset	NOUN
futech-526	970	9	from	from	ADP
futech-526	970	10	104	104	NUM
futech-526	970	11	individuals	individual	NOUN
futech-526	970	12	who	who	PRON
futech-526	970	13	had	have	AUX
futech-526	970	14	experienced	experience	VERB
futech-526	970	15	at	at	ADV
futech-526	970	16	least	least	ADV
futech-526	970	17	one	one	NUM
futech-526	970	18	hypoglycemia	hypoglycemia	NOUN
futech-526	970	19	alert	alert	NOUN
futech-526	970	20	during	during	ADP
futech-526	970	21	a	a	DET
futech-526	970	22	three‐day	three‐day	ADJ
futech-526	970	23	cgm	cgm	NOUN
futech-526	970	24	session	session	NOUN
futech-526	970	25	.	.	PUNCT
futech-526	971	1	these	these	DET
futech-526	971	2	datasets	dataset	NOUN
futech-526	971	3	were	be	AUX
futech-526	971	4	collected	collect	VERB
futech-526	971	5	from	from	ADP
futech-526	971	6	participants	participant	NOUN
futech-526	971	7	who	who	PRON
futech-526	971	8	had	have	AUX
futech-526	971	9	previously	previously	ADV
futech-526	971	10	undergone	undergo	VERB
futech-526	971	11	cgm	cgm	NOUN
futech-526	971	12	monitoring	monitoring	NOUN
futech-526	971	13	.	.	PUNCT
futech-526	972	1	among	among	ADP
futech-526	972	2	different	different	ADJ
futech-526	972	3	ml	ml	NOUN
futech-526	972	4	methods	method	NOUN
futech-526	972	5	experimented	experiment	VERB
futech-526	972	6	on	on	ADP
futech-526	972	7	the	the	DET
futech-526	972	8	dataset	dataset	NOUN
futech-526	972	9	,	,	PUNCT
futech-526	972	10	random	random	ADJ
futech-526	972	11	forest	forest	NOUN
futech-526	972	12	demonstrated	demonstrate	VERB
futech-526	972	13	the	the	DET
futech-526	972	14	best	good	ADJ
futech-526	972	15	performance	performance	NOUN
futech-526	972	16	,	,	PUNCT
futech-526	972	17	with	with	ADP
futech-526	972	18	an	an	DET
futech-526	972	19	average	average	ADJ
futech-526	972	20	auc	auc	NOUN
futech-526	972	21	of	of	ADP
futech-526	972	22	0.966	0.966	NUM
futech-526	972	23	,	,	PUNCT
futech-526	972	24	sensitivity	sensitivity	NOUN
futech-526	972	25	of	of	ADP
futech-526	972	26	89.6	89.6	NUM
futech-526	972	27	%	%	NOUN
futech-526	972	28	,	,	PUNCT
futech-526	972	29	specificity	specificity	NOUN
futech-526	972	30	of	of	ADP
futech-526	972	31	91.3	91.3	NUM
futech-526	972	32	%	%	NOUN
futech-526	972	33	,	,	PUNCT
futech-526	972	34	and	and	CCONJ
futech-526	972	35	an	an	DET
futech-526	972	36	f1	f1	ADJ
futech-526	972	37	score	score	NOUN
futech-526	972	38	of	of	ADP
futech-526	972	39	0.543	0.543	NUM
futech-526	972	40	,	,	PUNCT
futech-526	972	41	concluding	conclude	VERB
futech-526	972	42	that	that	SCONJ
futech-526	972	43	the	the	DET
futech-526	972	44	random	random	ADJ
futech-526	972	45	forest	forest	NOUN
futech-526	972	46	model	model	NOUN
futech-526	972	47	holds	hold	VERB
futech-526	972	48	potential	potential	NOUN
futech-526	972	49	for	for	ADP
futech-526	972	50	accurately	accurately	ADV
futech-526	972	51	predicting	predict	VERB
futech-526	972	52	postprandial	postprandial	ADJ
futech-526	972	53	hypoglycemia	hypoglycemia	NOUN
futech-526	972	54	,	,	PUNCT
futech-526	972	55	which	which	PRON
futech-526	972	56	could	could	AUX
futech-526	972	57	enhance	enhance	VERB
futech-526	972	58	the	the	DET
futech-526	972	59	effectiveness	effectiveness	NOUN
futech-526	972	60	of	of	ADP
futech-526	972	61	continuous	continuous	ADJ
futech-526	972	62	glucose	glucose	NOUN
futech-526	972	63	monitoring	monitoring	NOUN
futech-526	972	64	and	and	CCONJ
futech-526	972	65	artificial	artificial	ADJ
futech-526	972	66	pancreas	pancreas	NOUN
futech-526	972	67	systems	system	NOUN
futech-526	972	68	.	.	PUNCT
futech-526	973	1	likewise	likewise	ADV
futech-526	973	2	,	,	PUNCT
futech-526	973	3	reference	reference	NOUN
futech-526	973	4	[	[	X
futech-526	973	5	39	39	NUM
futech-526	973	6	]	]	PUNCT
futech-526	973	7	also	also	ADV
futech-526	973	8	follows	follow	VERB
futech-526	973	9	cmg	cmg	PROPN
futech-526	973	10	data	datum	NOUN
futech-526	973	11	from	from	ADP
futech-526	973	12	124	124	NUM
futech-526	973	13	pregnant	pregnant	ADJ
futech-526	973	14	women—90	women—90	NOUN
futech-526	973	15	diagnosed	diagnose	VERB
futech-526	973	16	with	with	ADP
futech-526	973	17	gestational	gestational	ADJ
futech-526	973	18	diabetes	diabetes	NOUN
futech-526	973	19	mellitus	mellitus	NOUN
futech-526	973	20	and	and	CCONJ
futech-526	973	21	34	34	NUM
futech-526	973	22	healthy	healthy	ADJ
futech-526	973	23	controls	control	NOUN
futech-526	973	24	.	.	PUNCT
futech-526	974	1	this	this	DET
futech-526	974	2	dataset	dataset	NOUN
futech-526	974	3	included	include	VERB
futech-526	974	4	records	record	NOUN
futech-526	974	5	of	of	ADP
futech-526	974	6	1,489	1,489	NUM
futech-526	974	7	food	food	NOUN
futech-526	974	8	intakes	intake	NOUN
futech-526	974	9	,	,	PUNCT
futech-526	974	10	which	which	PRON
futech-526	974	11	were	be	AUX
futech-526	974	12	documented	document	VERB
futech-526	974	13	using	use	VERB
futech-526	974	14	a	a	DET
futech-526	974	15	mobile	mobile	ADJ
futech-526	974	16	application	application	NOUN
futech-526	974	17	developed	develop	VERB
futech-526	974	18	for	for	ADP
futech-526	974	19	the	the	DET
futech-526	974	20	study	study	NOUN
futech-526	974	21	.	.	PUNCT
futech-526	975	1	the	the	DET
futech-526	975	2	glycemic	glycemic	ADJ
futech-526	975	3	index	index	NOUN
futech-526	975	4	values	value	NOUN
futech-526	975	5	for	for	ADP
futech-526	975	6	the	the	DET
futech-526	975	7	foods	food	NOUN
futech-526	975	8	consumed	consume	VERB
futech-526	975	9	were	be	AUX
futech-526	975	10	sourced	source	VERB
futech-526	975	11	from	from	ADP
futech-526	975	12	the	the	DET
futech-526	975	13	university	university	PROPN
futech-526	975	14	of	of	ADP
futech-526	975	15	sydney	sydney	PROPN
futech-526	975	16	’s	’s	PART
futech-526	975	17	database	database	NOUN
futech-526	975	18	and	and	CCONJ
futech-526	975	19	incorporated	incorporate	VERB
futech-526	975	20	into	into	ADP
futech-526	975	21	the	the	DET
futech-526	975	22	app	app	NOUN
futech-526	975	23	’s	’s	PART
futech-526	975	24	food	food	NOUN
futech-526	975	25	database	database	NOUN
futech-526	975	26	.	.	PUNCT
futech-526	976	1	the	the	DET
futech-526	976	2	collected	collect	VERB
futech-526	976	3	data	datum	NOUN
futech-526	976	4	were	be	AUX
futech-526	976	5	analyzed	analyze	VERB
futech-526	976	6	to	to	PART
futech-526	976	7	develop	develop	VERB
futech-526	976	8	predictive	predictive	ADJ
futech-526	976	9	models	model	NOUN
futech-526	976	10	for	for	ADP
futech-526	976	11	postprandial	postprandial	ADJ
futech-526	976	12	glycemic	glycemic	ADJ
futech-526	976	13	responses	response	NOUN
futech-526	976	14	,	,	PUNCT
futech-526	976	15	assessing	assess	VERB
futech-526	976	16	the	the	DET
futech-526	976	17	impact	impact	NOUN
futech-526	976	18	of	of	ADP
futech-526	976	19	incorporating	incorporate	VERB
futech-526	976	20	gi	gi	NOUN
futech-526	976	21	and	and	CCONJ
futech-526	976	22	gl	gl	VERB
futech-526	976	23	information	information	NOUN
futech-526	976	24	on	on	ADP
futech-526	976	25	the	the	DET
futech-526	976	26	accuracy	accuracy	NOUN
futech-526	976	27	of	of	ADP
futech-526	976	28	these	these	DET
futech-526	976	29	models	model	NOUN
futech-526	976	30	.	.	PUNCT
futech-526	977	1	similarly	similarly	ADV
futech-526	977	2	,	,	PUNCT
futech-526	977	3	reference	reference	NOUN
futech-526	977	4	[	[	X
futech-526	977	5	115	115	NUM
futech-526	977	6	]	]	PUNCT
futech-526	977	7	used	use	VERB
futech-526	977	8	cgm	cgm	PROPN
futech-526	977	9	data	datum	NOUN
futech-526	977	10	from	from	ADP
futech-526	977	11	individuals	individual	NOUN
futech-526	977	12	,	,	PUNCT
futech-526	977	13	particularly	particularly	ADV
futech-526	977	14	european	european	ADJ
futech-526	977	15	,	,	PUNCT
futech-526	977	16	chinese	chinese	ADJ
futech-526	977	17	,	,	PUNCT
futech-526	977	18	younger	young	ADJ
futech-526	977	19	,	,	PUNCT
futech-526	977	20	and	and	CCONJ
futech-526	977	21	older	old	ADJ
futech-526	977	22	participants	participant	NOUN
futech-526	977	23	with	with	ADP
futech-526	977	24	type	type	NOUN
futech-526	977	25	1	1	NUM
futech-526	977	26	diabetes	diabetes	NOUN
futech-526	977	27	(	(	PUNCT
futech-526	977	28	t1d	t1d	NOUN
futech-526	977	29	)	)	PUNCT
futech-526	977	30	mellitus	mellitus	NOUN
futech-526	977	31	.	.	PUNCT
futech-526	978	1	benchmark	benchmark	NOUN
futech-526	978	2	gi	gi	NOUN
futech-526	978	3	values	value	NOUN
futech-526	978	4	,	,	PUNCT
futech-526	978	5	such	such	ADJ
futech-526	978	6	as	as	ADP
futech-526	978	7	those	those	PRON
futech-526	978	8	for	for	ADP
futech-526	978	9	glucose	glucose	NOUN
futech-526	978	10	and	and	CCONJ
futech-526	978	11	white	white	ADJ
futech-526	978	12	bread	bread	NOUN
futech-526	978	13	,	,	PUNCT
futech-526	978	14	were	be	AUX
futech-526	978	15	used	use	VERB
futech-526	978	16	as	as	ADP
futech-526	978	17	references	reference	NOUN
futech-526	978	18	for	for	ADP
futech-526	978	19	comparison	comparison	NOUN
futech-526	978	20	and	and	CCONJ
futech-526	978	21	scaling	scaling	NOUN
futech-526	978	22	.	.	PUNCT
futech-526	979	1	the	the	DET
futech-526	979	2	authors	author	NOUN
futech-526	979	3	employed	employ	VERB
futech-526	979	4	machine	machine	NOUN
futech-526	979	5	learning	learn	VERB
futech-526	979	6	algorithms	algorithm	NOUN
futech-526	979	7	to	to	PART
futech-526	979	8	analyze	analyze	VERB
futech-526	979	9	this	this	DET
futech-526	979	10	data	datum	NOUN
futech-526	979	11	,	,	PUNCT
futech-526	979	12	aiming	aim	VERB
futech-526	979	13	to	to	PART
futech-526	979	14	predict	predict	VERB
futech-526	979	15	glycemic	glycemic	ADJ
futech-526	979	16	levels	level	NOUN
futech-526	979	17	in	in	ADP
futech-526	979	18	real‐	real‐	NOUN
futech-526	979	19	time	time	NOUN
futech-526	979	20	using	use	VERB
futech-526	979	21	constrained	constrained	ADJ
futech-526	979	22	internet	internet	NOUN
futech-526	979	23	of	of	ADP
futech-526	979	24	things	thing	NOUN
futech-526	979	25	devices	device	NOUN
futech-526	979	26	.	.	PUNCT
futech-526	980	1	the	the	DET
futech-526	980	2	study	study	NOUN
futech-526	980	3	concluded	conclude	VERB
futech-526	980	4	that	that	SCONJ
futech-526	980	5	local	local	ADJ
futech-526	980	6	,	,	PUNCT
futech-526	980	7	on‐the‐fly	on‐the‐fly	NUM
futech-526	980	8	forecasting	forecasting	NOUN
futech-526	980	9	of	of	ADP
futech-526	980	10	glycemia	glycemia	NOUN
futech-526	980	11	is	be	AUX
futech-526	980	12	feasible	feasible	ADJ
futech-526	980	13	with	with	ADP
futech-526	980	14	such	such	ADJ
futech-526	980	15	devices	device	NOUN
futech-526	980	16	.	.	PUNCT
futech-526	981	1	the	the	DET
futech-526	981	2	dataset	dataset	NOUN
futech-526	981	3	used	use	VERB
futech-526	981	4	in	in	ADP
futech-526	981	5	[	[	X
futech-526	981	6	78	78	NUM
futech-526	981	7	]	]	PUNCT
futech-526	981	8	was	be	AUX
futech-526	981	9	built	build	VERB
futech-526	981	10	by	by	ADP
futech-526	981	11	the	the	DET
futech-526	981	12	researchers	researcher	NOUN
futech-526	981	13	based	base	VERB
futech-526	981	14	on	on	ADP
futech-526	981	15	data	datum	NOUN
futech-526	981	16	collected	collect	VERB
futech-526	981	17	from	from	ADP
futech-526	981	18	a	a	DET
futech-526	981	19	clinical	clinical	ADJ
futech-526	981	20	trial	trial	NOUN
futech-526	981	21	involving	involve	VERB
futech-526	981	22	235	235	NUM
futech-526	981	23	participants	participant	NOUN
futech-526	981	24	,	,	PUNCT
futech-526	981	25	including	include	VERB
futech-526	981	26	women	woman	NOUN
futech-526	981	27	with	with	ADP
futech-526	981	28	gestational	gestational	ADJ
futech-526	981	29	diabetes	diabetes	NOUN
futech-526	981	30	mellitus	mellitus	NOUN
futech-526	981	31	and	and	CCONJ
futech-526	981	32	healthy	healthy	ADJ
futech-526	981	33	pregnant	pregnant	ADJ
futech-526	981	34	women	woman	NOUN
futech-526	981	35	.	.	PUNCT
futech-526	982	1	the	the	DET
futech-526	982	2	data	datum	NOUN
futech-526	982	3	includes	include	VERB
futech-526	982	4	cgm	cgm	PROPN
futech-526	982	5	records	record	NOUN
futech-526	982	6	,	,	PUNCT
futech-526	982	7	meal‐related	meal‐related	ADJ
futech-526	982	8	information	information	NOUN
futech-526	982	9	,	,	PUNCT
futech-526	982	10	patient	patient	ADJ
futech-526	982	11	characteristics	characteristic	NOUN
futech-526	982	12	,	,	PUNCT
futech-526	982	13	and	and	CCONJ
futech-526	982	14	survey	survey	NOUN
futech-526	982	15	data	datum	NOUN
futech-526	982	16	.	.	PUNCT
futech-526	983	1	participants	participant	NOUN
futech-526	983	2	recorded	record	VERB
futech-526	983	3	their	their	PRON
futech-526	983	4	meals	meal	NOUN
futech-526	983	5	in	in	ADP
futech-526	983	6	a	a	DET
futech-526	983	7	mobile	mobile	ADJ
futech-526	983	8	app	app	NOUN
futech-526	983	9	while	while	SCONJ
futech-526	983	10	wearing	wear	VERB
futech-526	983	11	cgm	cgm	PROPN
futech-526	983	12	devices	device	NOUN
futech-526	983	13	to	to	PART
futech-526	983	14	monitor	monitor	VERB
futech-526	983	15	blood	blood	NOUN
futech-526	983	16	glucose	glucose	NOUN
futech-526	983	17	levels	level	NOUN
futech-526	983	18	.	.	PUNCT
futech-526	984	1	the	the	DET
futech-526	984	2	dataset	dataset	NOUN
futech-526	984	3	captures	capture	NOUN
futech-526	984	4	meal	meal	NOUN
futech-526	984	5	timing	timing	NOUN
futech-526	984	6	,	,	PUNCT
futech-526	984	7	composition	composition	NOUN
futech-526	984	8	(	(	PUNCT
futech-526	984	9	e.g.	e.g.	ADV
futech-526	984	10	,	,	PUNCT
futech-526	984	11	carbohydrate	carbohydrate	NOUN
futech-526	984	12	content	content	NOUN
futech-526	984	13	,	,	PUNCT
futech-526	984	14	gl	gl	NOUN
futech-526	984	15	)	)	PUNCT
futech-526	984	16	,	,	PUNCT
futech-526	984	17	and	and	CCONJ
futech-526	984	18	pre‐meal	pre‐meal	NOUN
futech-526	984	19	cgm	cgm	PROPN
futech-526	984	20	trends	trend	NOUN
futech-526	984	21	.	.	PUNCT
futech-526	985	1	flawed	flaw	VERB
futech-526	985	2	records	record	NOUN
futech-526	985	3	(	(	PUNCT
futech-526	985	4	e.g.	e.g.	ADV
futech-526	985	5	,	,	PUNCT
futech-526	985	6	underreported	underreported	ADJ
futech-526	985	7	meals	meal	NOUN
futech-526	985	8	)	)	PUNCT
futech-526	985	9	were	be	AUX
futech-526	985	10	detected	detect	VERB
futech-526	985	11	and	and	CCONJ
futech-526	985	12	removed	remove	VERB
futech-526	985	13	to	to	PART
futech-526	985	14	ensure	ensure	VERB
futech-526	985	15	data	datum	NOUN
futech-526	985	16	quality	quality	NOUN
futech-526	985	17	.	.	PUNCT
futech-526	986	1	models	model	NOUN
futech-526	986	2	were	be	AUX
futech-526	986	3	evaluated	evaluate	VERB
futech-526	986	4	using	use	VERB
futech-526	986	5	cross‐validation	cross‐validation	NOUN
futech-526	986	6	and	and	CCONJ
futech-526	986	7	test	test	NOUN
futech-526	986	8	data	datum	NOUN
futech-526	986	9	from	from	ADP
futech-526	986	10	unseen	unseen	ADJ
futech-526	986	11	participants	participant	NOUN
futech-526	986	12	.	.	PUNCT
futech-526	987	1	postprandial	postprandial	ADJ
futech-526	987	2	glucose	glucose	NOUN
futech-526	987	3	responses	response	NOUN
futech-526	987	4	(	(	PUNCT
futech-526	987	5	ppgrs	ppgrs	NOUN
futech-526	987	6	)	)	PUNCT
futech-526	987	7	from	from	ADP
futech-526	987	8	15	15	NUM
futech-526	987	9	participants	participant	NOUN
futech-526	987	10	who	who	PRON
futech-526	987	11	consumed	consume	VERB
futech-526	987	12	nine	nine	NUM
futech-526	987	13	standardized	standardized	ADJ
futech-526	987	14	meals	meal	NOUN
futech-526	987	15	with	with	ADP
futech-526	987	16	known	know	VERB
futech-526	987	17	macronutrient	macronutrient	NOUN
futech-526	987	18	compositions	composition	NOUN
futech-526	987	19	in	in	ADP
futech-526	987	20	[	[	X
futech-526	987	21	82	82	NUM
futech-526	987	22	]	]	PUNCT
futech-526	987	23	.	.	PUNCT
futech-526	988	1	participants	participant	NOUN
futech-526	988	2	’	'	PUNCT
futech-526	988	3	ppgrs	ppgrs	PROPN
futech-526	988	4	were	be	AUX
futech-526	988	5	recorded	record	VERB
futech-526	988	6	using	use	VERB
futech-526	988	7	continuous	continuous	ADJ
futech-526	988	8	glucose	glucose	NOUN
futech-526	988	9	monitors	monitor	NOUN
futech-526	988	10	after	after	SCONJ
futech-526	988	11	they	they	PRON
futech-526	988	12	consumed	consume	VERB
futech-526	988	13	the	the	DET
futech-526	988	14	standardized	standardized	ADJ
futech-526	988	15	meals	meal	NOUN
futech-526	988	16	.	.	PUNCT
futech-526	989	1	each	each	DET
futech-526	989	2	meal	meal	NOUN
futech-526	989	3	’s	’s	PART
futech-526	989	4	macronutrient	macronutrient	NOUN
futech-526	989	5	content	content	NOUN
futech-526	989	6	,	,	PUNCT
futech-526	989	7	carbohydrates	carbohydrate	NOUN
futech-526	989	8	,	,	PUNCT
futech-526	989	9	proteins	protein	NOUN
futech-526	989	10	,	,	PUNCT
futech-526	989	11	and	and	CCONJ
futech-526	989	12	fats	fat	NOUN
futech-526	989	13	were	be	AUX
futech-526	989	14	precisely	precisely	ADV
futech-526	989	15	measured	measure	VERB
futech-526	989	16	.	.	PUNCT
futech-526	990	1	the	the	DET
futech-526	990	2	model	model	NOUN
futech-526	990	3	’s	’s	PART
futech-526	990	4	performance	performance	NOUN
futech-526	990	5	was	be	AUX
futech-526	990	6	assessed	assess	VERB
futech-526	990	7	by	by	ADP
futech-526	990	8	comparing	compare	VERB
futech-526	990	9	its	its	PRON
futech-526	990	10	macronutrient	macronutrient	NOUN
futech-526	990	11	predictions	prediction	NOUN
futech-526	990	12	against	against	ADP
futech-526	990	13	the	the	DET
futech-526	990	14	actual	actual	ADJ
futech-526	990	15	known	know	VERB
futech-526	990	16	values	value	NOUN
futech-526	990	17	.	.	PUNCT
futech-526	991	1	the	the	DET
futech-526	991	2	proposed	propose	VERB
futech-526	991	3	sparse	sparse	ADJ
futech-526	991	4	coding	code	VERB
futech-526	991	5	approach	approach	NOUN
futech-526	991	6	consistently	consistently	ADV
futech-526	991	7	outperformed	outperform	VERB
futech-526	991	8	baseline	baseline	NOUN
futech-526	991	9	systems	system	NOUN
futech-526	991	10	based	base	VERB
futech-526	991	11	on	on	ADP
futech-526	991	12	ridge	ridge	NOUN
futech-526	991	13	regression	regression	NOUN
futech-526	991	14	and	and	CCONJ
futech-526	991	15	nearest‐neighbors	nearest‐neighbor	NOUN
futech-526	991	16	in	in	ADP
futech-526	991	17	terms	term	NOUN
futech-526	991	18	of	of	ADP
futech-526	991	19	correlation	correlation	NOUN
futech-526	991	20	and	and	CCONJ
futech-526	991	21	normalized	normalize	VERB
futech-526	991	22	root	root	NOUN
futech-526	991	23	mean	mean	ADJ
futech-526	991	24	square	square	ADJ
futech-526	991	25	error	error	NOUN
futech-526	991	26	of	of	ADP
futech-526	991	27	the	the	DET
futech-526	991	28	predictions	prediction	NOUN
futech-526	991	29	.	.	PUNCT
futech-526	992	1	this	this	DET
futech-526	992	2	methodology	methodology	NOUN
futech-526	992	3	demonstrates	demonstrate	VERB
futech-526	992	4	the	the	DET
futech-526	992	5	potential	potential	NOUN
futech-526	992	6	of	of	ADP
futech-526	992	7	using	use	VERB
futech-526	992	8	cgm	cgm	PROPN
futech-526	992	9	data	datum	NOUN
futech-526	992	10	to	to	PART
futech-526	992	11	automatically	automatically	ADV
futech-526	992	12	estimate	estimate	VERB
futech-526	992	13	dietary	dietary	ADJ
futech-526	992	14	intake	intake	NOUN
futech-526	992	15	,	,	PUNCT
futech-526	992	16	reducing	reduce	VERB
futech-526	992	17	reliance	reliance	NOUN
futech-526	992	18	on	on	ADP
futech-526	992	19	self‐reported	self‐reporte	VERB
futech-526	992	20	measures	measure	NOUN
futech-526	992	21	.	.	PUNCT
futech-526	993	1	similarly	similarly	ADV
futech-526	993	2	,	,	PUNCT
futech-526	993	3	reference	reference	NOUN
futech-526	993	4	[	[	X
futech-526	993	5	107	107	NUM
futech-526	993	6	]	]	PUNCT
futech-526	993	7	used	use	VERB
futech-526	993	8	a	a	DET
futech-526	993	9	dataset	dataset	NOUN
futech-526	993	10	that	that	PRON
futech-526	993	11	comprises	comprise	VERB
futech-526	993	12	continuous	continuous	ADJ
futech-526	993	13	glucose	glucose	NOUN
futech-526	993	14	monitoring	monitoring	NOUN
futech-526	993	15	data	datum	NOUN
futech-526	993	16	collected	collect	VERB
futech-526	993	17	from	from	ADP
futech-526	993	18	participants	participant	NOUN
futech-526	993	19	,	,	PUNCT
futech-526	993	20	capturing	capture	VERB
futech-526	993	21	detailed	detailed	ADJ
futech-526	993	22	blood	blood	NOUN
futech-526	993	23	glucose	glucose	NOUN
futech-526	993	24	measurements	measurement	NOUN
futech-526	993	25	over	over	ADP
futech-526	993	26	time	time	NOUN
futech-526	993	27	.	.	PUNCT
futech-526	994	1	the	the	DET
futech-526	994	2	raw	raw	ADJ
futech-526	994	3	cgm	cgm	PROPN
futech-526	994	4	data	datum	NOUN
futech-526	994	5	were	be	AUX
futech-526	994	6	processed	process	VERB
futech-526	994	7	to	to	PART
futech-526	994	8	extract	extract	VERB
futech-526	994	9	relevant	relevant	ADJ
futech-526	994	10	features	feature	NOUN
futech-526	994	11	indicative	indicative	ADJ
futech-526	994	12	of	of	ADP
futech-526	994	13	glycemic	glycemic	ADJ
futech-526	994	14	patterns	pattern	NOUN
futech-526	994	15	,	,	PUNCT
futech-526	994	16	such	such	ADJ
futech-526	994	17	as	as	ADP
futech-526	994	18	mean	mean	NOUN
futech-526	994	19	glucose	glucose	NOUN
futech-526	994	20	levels	level	NOUN
futech-526	994	21	,	,	PUNCT
futech-526	994	22	variability	variability	NOUN
futech-526	994	23	metrics	metric	NOUN
futech-526	994	24	,	,	PUNCT
futech-526	994	25	and	and	CCONJ
futech-526	994	26	trends	trend	NOUN
futech-526	994	27	over	over	ADP
futech-526	994	28	time	time	NOUN
futech-526	994	29	.	.	PUNCT
futech-526	995	1	machine	machine	NOUN
futech-526	995	2	learning	learn	VERB
futech-526	995	3	regression	regression	NOUN
futech-526	995	4	models	model	NOUN
futech-526	995	5	were	be	AUX
futech-526	995	6	trained	train	VERB
futech-526	995	7	using	use	VERB
futech-526	995	8	the	the	DET
futech-526	995	9	extracted	extract	VERB
futech-526	995	10	features	feature	NOUN
futech-526	995	11	to	to	PART
futech-526	995	12	predict	predict	VERB
futech-526	995	13	future	future	ADJ
futech-526	995	14	blood	blood	NOUN
futech-526	995	15	glucose	glucose	NOUN
futech-526	995	16	levels	level	NOUN
futech-526	995	17	.	.	PUNCT
futech-526	996	1	these	these	DET
futech-526	996	2	models	model	NOUN
futech-526	996	3	aimed	aim	VERB
futech-526	996	4	to	to	PART
futech-526	996	5	forecast	forecast	VERB
futech-526	996	6	glucose	glucose	NOUN
futech-526	996	7	trends	trend	NOUN
futech-526	996	8	and	and	CCONJ
futech-526	996	9	potential	potential	ADJ
futech-526	996	10	hyperglycemic	hyperglycemic	ADJ
futech-526	996	11	or	or	CCONJ
futech-526	996	12	hypoglycemic	hypoglycemic	ADJ
futech-526	996	13	events	event	NOUN
futech-526	996	14	.	.	PUNCT
futech-526	997	1	this	this	DET
futech-526	997	2	approach	approach	NOUN
futech-526	997	3	highlights	highlight	VERB
futech-526	997	4	the	the	DET
futech-526	997	5	effectiveness	effectiveness	NOUN
futech-526	997	6	of	of	ADP
futech-526	997	7	using	use	VERB
futech-526	997	8	self‐collected	self‐collecte	VERB
futech-526	997	9	cgm	cgm	PROPN
futech-526	997	10	datasets	dataset	NOUN
futech-526	997	11	in	in	ADP
futech-526	997	12	developing	develop	VERB
futech-526	997	13	personalized	personalized	ADJ
futech-526	997	14	machine	machine	NOUN
futech-526	997	15	learning	learning	NOUN
futech-526	997	16	models	model	NOUN
futech-526	997	17	for	for	ADP
futech-526	997	18	predicting	predict	VERB
futech-526	997	19	blood	blood	NOUN
futech-526	997	20	glucose	glucose	NOUN
futech-526	997	21	levels	level	NOUN
futech-526	997	22	,	,	PUNCT
futech-526	997	23	which	which	PRON
futech-526	997	24	can	can	AUX
futech-526	997	25	be	be	AUX
futech-526	997	26	instrumental	instrumental	ADJ
futech-526	997	27	in	in	ADP
futech-526	997	28	managing	manage	VERB
futech-526	997	29	diabetes	diabetes	NOUN
futech-526	997	30	.	.	PUNCT
futech-526	998	1	the	the	DET
futech-526	998	2	dataset	dataset	NOUN
futech-526	998	3	in	in	ADP
futech-526	998	4	[	[	X
futech-526	998	5	103	103	NUM
futech-526	998	6	]	]	PUNCT
futech-526	998	7	also	also	ADV
futech-526	998	8	comprises	comprise	VERB
futech-526	998	9	continuous	continuous	ADJ
futech-526	998	10	glucose	glucose	NOUN
futech-526	998	11	monitoring	monitoring	NOUN
futech-526	998	12	,	,	PUNCT
futech-526	998	13	which	which	PRON
futech-526	998	14	profiles	profile	NOUN
futech-526	998	15	from	from	ADP
futech-526	998	16	20	20	NUM
futech-526	998	17	healthy	healthy	ADJ
futech-526	998	18	subjects	subject	NOUN
futech-526	998	19	who	who	PRON
futech-526	998	20	consumed	consume	VERB
futech-526	998	21	50	50	NUM
futech-526	998	22	grams	gram	NOUN
futech-526	998	23	of	of	ADP
futech-526	998	24	glucose	glucose	NOUN
futech-526	998	25	or	or	CCONJ
futech-526	998	26	one	one	NUM
futech-526	998	27	of	of	ADP
futech-526	998	28	four	four	NUM
futech-526	998	29	alternative	alternative	ADJ
futech-526	998	30	foodstuffs	foodstuff	NOUN
futech-526	998	31	,	,	PUNCT
futech-526	998	32	like	like	ADP
futech-526	998	33	chocolate	chocolate	NOUN
futech-526	998	34	,	,	PUNCT
futech-526	998	35	apple	apple	NOUN
futech-526	998	36	baby	baby	NOUN
futech-526	998	37	food	food	NOUN
futech-526	998	38	,	,	PUNCT
futech-526	998	39	rice	rice	NOUN
futech-526	998	40	squares	square	NOUN
futech-526	998	41	,	,	PUNCT
futech-526	998	42	or	or	CCONJ
futech-526	998	43	yogurt	yogurt	NOUN
futech-526	998	44	,	,	PUNCT
futech-526	998	45	at	at	ADP
futech-526	998	46	breakfast	breakfast	NOUN
futech-526	998	47	and	and	CCONJ
futech-526	998	48	dinner	dinner	NOUN
futech-526	998	49	over	over	ADP
futech-526	998	50	a	a	DET
futech-526	998	51	one‐	one‐	PROPN
futech-526	998	52	week	week	NOUN
futech-526	998	53	period	period	NOUN
futech-526	998	54	,	,	PUNCT
futech-526	998	55	resulting	result	VERB
futech-526	998	56	in	in	ADP
futech-526	998	57	300	300	NUM
futech-526	998	58	cgm	cgm	NOUN
futech-526	998	59	glucose	glucose	NOUN
futech-526	998	60	profiles	profile	NOUN
futech-526	998	61	.	.	PUNCT
futech-526	999	1	participants	participant	NOUN
futech-526	999	2	wore	wear	VERB
futech-526	999	3	cgm	cgm	PROPN
futech-526	999	4	devices	device	NOUN
futech-526	999	5	to	to	PART
futech-526	999	6	continuously	continuously	ADV
futech-526	999	7	record	record	VERB
futech-526	999	8	interstitial	interstitial	ADJ
futech-526	999	9	fluid	fluid	NOUN
futech-526	999	10	glucose	glucose	NOUN
futech-526	999	11	concentrations	concentration	NOUN
futech-526	999	12	.	.	PUNCT
futech-526	1000	1	they	they	PRON
futech-526	1000	2	consumed	consume	VERB
futech-526	1000	3	specified	specify	VERB
futech-526	1000	4	test	test	NOUN
futech-526	1000	5	foods	food	NOUN
futech-526	1000	6	,	,	PUNCT
futech-526	1000	7	each	each	PRON
futech-526	1000	8	containing	contain	VERB
futech-526	1000	9	50	50	NUM
futech-526	1000	10	grams	gram	NOUN
futech-526	1000	11	of	of	ADP
futech-526	1000	12	carbohydrates	carbohydrate	NOUN
futech-526	1000	13	,	,	PUNCT
futech-526	1000	14	at	at	ADP
futech-526	1000	15	designated	designate	VERB
futech-526	1000	16	meal	meal	NOUN
futech-526	1000	17	times	time	NOUN
futech-526	1000	18	,	,	PUNCT
futech-526	1000	19	with	with	ADP
futech-526	1000	20	glucose	glucose	NOUN
futech-526	1000	21	serving	serve	VERB
futech-526	1000	22	as	as	ADP
futech-526	1000	23	the	the	DET
futech-526	1000	24	reference	reference	NOUN
futech-526	1000	25	food	food	NOUN
futech-526	1000	26	.	.	PUNCT
futech-526	1001	1	the	the	DET
futech-526	1001	2	iauc	iauc	NOUN
futech-526	1001	3	values	value	NOUN
futech-526	1001	4	obtained	obtain	VERB
futech-526	1001	5	from	from	ADP
futech-526	1001	6	the	the	DET
futech-526	1001	7	test	test	NOUN
futech-526	1001	8	foods	food	NOUN
futech-526	1001	9	were	be	AUX
futech-526	1001	10	compared	compare	VERB
futech-526	1001	11	to	to	ADP
futech-526	1001	12	those	those	PRON
futech-526	1001	13	from	from	ADP
futech-526	1001	14	the	the	DET
futech-526	1001	15	reference	reference	NOUN
futech-526	1001	16	food	food	NOUN
futech-526	1001	17	(	(	PUNCT
futech-526	1001	18	glucose	glucose	NOUN
futech-526	1001	19	)	)	PUNCT
futech-526	1001	20	to	to	PART
futech-526	1001	21	calculate	calculate	VERB
futech-526	1001	22	the	the	DET
futech-526	1001	23	glycemic	glycemic	ADJ
futech-526	1001	24	index	index	NOUN
futech-526	1001	25	for	for	ADP
futech-526	1001	26	each	each	DET
futech-526	1001	27	food	food	NOUN
futech-526	1001	28	item	item	NOUN
futech-526	1001	29	.	.	PUNCT
futech-526	1002	1	reference	reference	NOUN
futech-526	1002	2	[	[	X
futech-526	1002	3	69	69	NUM
futech-526	1002	4	]	]	PUNCT
futech-526	1002	5	introduced	introduce	VERB
futech-526	1002	6	an	an	DET
futech-526	1002	7	integrated	integrate	VERB
futech-526	1002	8	environment	environment	NOUN
futech-526	1002	9	for	for	ADP
futech-526	1002	10	continuous	continuous	ADJ
futech-526	1002	11	blood	blood	NOUN
futech-526	1002	12	glucose	glucose	NOUN
futech-526	1002	13	monitoring	monitoring	NOUN
futech-526	1002	14	.	.	PUNCT
futech-526	1003	1	this	this	DET
futech-526	1003	2	system	system	NOUN
futech-526	1003	3	utilizes	utilize	VERB
futech-526	1003	4	internet	internet	NOUN
futech-526	1003	5	of	of	ADP
futech-526	1003	6	things	thing	NOUN
futech-526	1003	7	technology	technology	NOUN
futech-526	1003	8	to	to	PART
futech-526	1003	9	provide	provide	VERB
futech-526	1003	10	real‐time	real‐time	NOUN
futech-526	1003	11	data	datum	NOUN
futech-526	1003	12	to	to	ADP
futech-526	1003	13	doctors	doctor	NOUN
futech-526	1003	14	and	and	CCONJ
futech-526	1003	15	caregivers	caregiver	NOUN
futech-526	1003	16	remotely	remotely	ADV
futech-526	1003	17	.	.	PUNCT
futech-526	1004	1	the	the	DET
futech-526	1004	2	researchers	researcher	NOUN
futech-526	1004	3	developed	develop	VERB
futech-526	1004	4	their	their	PRON
futech-526	1004	5	own	own	ADJ
futech-526	1004	6	dataset	dataset	NOUN
futech-526	1004	7	by	by	ADP
futech-526	1004	8	collecting	collect	VERB
futech-526	1004	9	blood	blood	NOUN
futech-526	1004	10	glucose	glucose	NOUN
futech-526	1004	11	mea‐	mea‐	NOUN
futech-526	1004	12	surements	surement	NOUN
futech-526	1004	13	using	use	VERB
futech-526	1004	14	the	the	DET
futech-526	1004	15	freestyle	freestyle	NOUN
futech-526	1004	16	libre	libre	PROPN
futech-526	1004	17	system	system	NOUN
futech-526	1004	18	.	.	PUNCT
futech-526	1005	1	this	this	DET
futech-526	1005	2	data	datum	NOUN
futech-526	1005	3	was	be	AUX
futech-526	1005	4	then	then	ADV
futech-526	1005	5	transmitted	transmit	VERB
futech-526	1005	6	through	through	ADP
futech-526	1005	7	their	their	PRON
futech-526	1005	8	iot‐based	iot‐base	VERB
futech-526	1005	9	platform	platform	NOUN
futech-526	1005	10	,	,	PUNCT
futech-526	1005	11	enabling	enable	VERB
futech-526	1005	12	continuous	continuous	ADJ
futech-526	1005	13	monitoring	monitoring	NOUN
futech-526	1005	14	and	and	CCONJ
futech-526	1005	15	management	management	NOUN
futech-526	1005	16	.	.	PUNCT
futech-526	1006	1	the	the	DET
futech-526	1006	2	dataset	dataset	NOUN
futech-526	1006	3	facilitated	facilitate	VERB
futech-526	1006	4	the	the	DET
futech-526	1006	5	evaluation	evaluation	NOUN
futech-526	1006	6	of	of	ADP
futech-526	1006	7	the	the	DET
futech-526	1006	8	system	system	NOUN
futech-526	1006	9	’s	’s	PART
futech-526	1006	10	performance	performance	NOUN
futech-526	1006	11	by	by	ADP
futech-526	1006	12	comparing	compare	VERB
futech-526	1006	13	the	the	DET
futech-526	1006	14	glucose	glucose	NOUN
futech-526	1006	15	rates	rate	NOUN
futech-526	1006	16	measured	measure	VERB
futech-526	1006	17	with	with	ADP
futech-526	1006	18	the	the	DET
futech-526	1006	19	official	official	ADJ
futech-526	1006	20	freestyle	freestyle	NOUN
futech-526	1006	21	libre	libre	PROPN
futech-526	1006	22	software	software	PROPN
futech-526	1006	23	during	during	ADP
futech-526	1006	24	the	the	DET
futech-526	1006	25	same	same	ADJ
futech-526	1006	26	period	period	NOUN
futech-526	1006	27	.	.	PUNCT
futech-526	1007	1	comparably	comparably	ADV
futech-526	1007	2	,	,	PUNCT
futech-526	1007	3	the	the	DET
futech-526	1007	4	dataset	dataset	NOUN
futech-526	1007	5	in	in	ADP
futech-526	1007	6	[	[	X
futech-526	1007	7	86	86	NUM
futech-526	1007	8	]	]	PUNCT
futech-526	1007	9	includes	include	VERB
futech-526	1007	10	continuous	continuous	ADJ
futech-526	1007	11	glucose	glucose	NOUN
futech-526	1007	12	monitoring	monitoring	NOUN
futech-526	1007	13	readings	reading	NOUN
futech-526	1007	14	,	,	PUNCT
futech-526	1007	15	records	record	NOUN
futech-526	1007	16	of	of	ADP
futech-526	1007	17	insulin	insulin	NOUN
futech-526	1007	18	injections	injection	NOUN
futech-526	1007	19	,	,	PUNCT
futech-526	1007	20	and	and	CCONJ
futech-526	1007	21	carbohydrate	carbohydrate	VERB
futech-526	1007	22	intake	intake	ADJ
futech-526	1007	23	information	information	NOUN
futech-526	1007	24	.	.	PUNCT
futech-526	1008	1	the	the	DET
futech-526	1008	2	researchers	researcher	NOUN
futech-526	1008	3	applied	apply	VERB
futech-526	1008	4	exponential	exponential	ADJ
futech-526	1008	5	models	model	NOUN
futech-526	1008	6	to	to	ADP
futech-526	1008	7	the	the	DET
futech-526	1008	8	raw	raw	ADJ
futech-526	1008	9	carbohydrate	carbohydrate	NOUN
futech-526	1008	10	and	and	CCONJ
futech-526	1008	11	insulin	insulin	NOUN
futech-526	1008	12	data	datum	NOUN
futech-526	1008	13	to	to	PART
futech-526	1008	14	simulate	simulate	VERB
futech-526	1008	15	absorption	absorption	NOUN
futech-526	1008	16	processes	process	NOUN
futech-526	1008	17	in	in	ADP
futech-526	1008	18	the	the	DET
futech-526	1008	19	body	body	NOUN
futech-526	1008	20	,	,	PUNCT
futech-526	1008	21	aiming	aim	VERB
futech-526	1008	22	to	to	PART
futech-526	1008	23	enhance	enhance	VERB
futech-526	1008	24	the	the	DET
futech-526	1008	25	accuracy	accuracy	NOUN
futech-526	1008	26	of	of	ADP
futech-526	1008	27	their	their	PRON
futech-526	1008	28	predictive	predictive	ADJ
futech-526	1008	29	models	model	NOUN
futech-526	1008	30	.	.	PUNCT
futech-526	1009	1	by	by	ADP
futech-526	1009	2	incorporating	incorporate	VERB
futech-526	1009	3	these	these	DET
futech-526	1009	4	simulated	simulate	VERB
futech-526	1009	5	absorption	absorption	NOUN
futech-526	1009	6	curves	curve	NOUN
futech-526	1009	7	into	into	ADP
futech-526	1009	8	an	an	DET
futech-526	1009	9	rnn	rnn	NOUN
futech-526	1009	10	based	base	VERB
futech-526	1009	11	on	on	ADP
futech-526	1009	12	long	long	ADJ
futech-526	1009	13	short‐term	short‐term	ADJ
futech-526	1009	14	memory	memory	NOUN
futech-526	1009	15	cells	cell	NOUN
futech-526	1009	16	,	,	PUNCT
futech-526	1009	17	they	they	PRON
futech-526	1009	18	sought	seek	VERB
futech-526	1009	19	to	to	PART
futech-526	1009	20	improve	improve	VERB
futech-526	1009	21	the	the	DET
futech-526	1009	22	prediction	prediction	NOUN
futech-526	1009	23	of	of	ADP
futech-526	1009	24	future	future	ADJ
futech-526	1009	25	blood	blood	NOUN
futech-526	1009	26	glucose	glucose	NOUN
futech-526	1009	27	levels	level	NOUN
futech-526	1009	28	.	.	PUNCT
futech-526	1010	1	however	however	ADV
futech-526	1010	2	,	,	PUNCT
futech-526	1010	3	subsequent	subsequent	ADJ
futech-526	1010	4	analysis	analysis	NOUN
futech-526	1010	5	revealed	reveal	VERB
futech-526	1010	6	flaws	flaw	NOUN
futech-526	1010	7	in	in	ADP
futech-526	1010	8	the	the	DET
futech-526	1010	9	experimental	experimental	ADJ
futech-526	1010	10	techniques	technique	NOUN
futech-526	1010	11	,	,	PUNCT
futech-526	1010	12	particularly	particularly	ADV
futech-526	1010	13	in	in	ADP
futech-526	1010	14	the	the	DET
futech-526	1010	15	model	model	NOUN
futech-526	1010	16	validation	validation	NOUN
futech-526	1010	17	scheme	scheme	NOUN
futech-526	1010	18	,	,	PUNCT
futech-526	1010	19	which	which	PRON
futech-526	1010	20	invalidated	invalidate	VERB
futech-526	1010	21	the	the	DET
futech-526	1010	22	reported	report	VERB
futech-526	1010	23	results	result	NOUN
futech-526	1010	24	and	and	CCONJ
futech-526	1010	25	conclusions	conclusion	NOUN
futech-526	1010	26	.	.	PUNCT
futech-526	1011	1	the	the	DET
futech-526	1011	2	study	study	NOUN
futech-526	1011	3	[	[	X
futech-526	1011	4	76	76	NUM
futech-526	1011	5	]	]	PUNCT
futech-526	1011	6	employed	employ	VERB
futech-526	1011	7	virtual	virtual	ADJ
futech-526	1011	8	patient	patient	NOUN
futech-526	1011	9	models	model	NOUN
futech-526	1011	10	for	for	ADP
futech-526	1011	11	t1d	t1d	PROPN
futech-526	1011	12	patients	patient	NOUN
futech-526	1011	13	,	,	PUNCT
futech-526	1011	14	such	such	ADJ
futech-526	1011	15	as	as	ADP
futech-526	1011	16	a	a	DET
futech-526	1011	17	virtual	virtual	ADJ
futech-526	1011	18	patient	patient	ADJ
futech-526	1011	19	cohort	cohort	NOUN
futech-526	1011	20	that	that	PRON
futech-526	1011	21	includes	include	VERB
futech-526	1011	22	10	10	NUM
futech-526	1011	23	adults	adult	NOUN
futech-526	1011	24	and	and	CCONJ
futech-526	1011	25	10	10	NUM
futech-526	1011	26	adolescents	adolescent	NOUN
futech-526	1011	27	.	.	PUNCT
futech-526	1012	1	these	these	DET
futech-526	1012	2	models	model	NOUN
futech-526	1012	3	simulate	simulate	VERB
futech-526	1012	4	various	various	ADJ
futech-526	1012	5	physiological	physiological	ADJ
futech-526	1012	6	responses	response	NOUN
futech-526	1012	7	to	to	ADP
futech-526	1012	8	insulin	insulin	NOUN
futech-526	1012	9	treatment	treatment	NOUN
futech-526	1012	10	,	,	PUNCT
futech-526	1012	11	allowing	allow	VERB
futech-526	1012	12	for	for	ADP
futech-526	1012	13	controlled	control	VERB
futech-526	1012	14	experimentation	experimentation	NOUN
futech-526	1012	15	without	without	ADP
futech-526	1012	16	human	human	ADJ
futech-526	1012	17	participants	participant	NOUN
futech-526	1012	18	.	.	PUNCT
futech-526	1013	1	in‐	in‐	ADV
futech-526	1013	2	silico	silico	NOUN
futech-526	1013	3	data	datum	NOUN
futech-526	1013	4	:	:	PUNCT
futech-526	1013	5	the	the	DET
futech-526	1013	6	virtual	virtual	ADJ
futech-526	1013	7	patient	patient	NOUN
futech-526	1013	8	models	model	NOUN
futech-526	1013	9	were	be	AUX
futech-526	1013	10	used	use	VERB
futech-526	1013	11	to	to	PART
futech-526	1013	12	simulate	simulate	VERB
futech-526	1013	13	and	and	CCONJ
futech-526	1013	14	evaluate	evaluate	VERB
futech-526	1013	15	the	the	DET
futech-526	1013	16	performance	performance	NOUN
futech-526	1013	17	of	of	ADP
futech-526	1013	18	the	the	DET
futech-526	1013	19	machine	machine	NOUN
futech-526	1013	20	learning‐based	learning‐base	VERB
futech-526	1013	21	artificial	artificial	ADJ
futech-526	1013	22	pancreas	pancrea	NOUN
futech-526	1013	23	algorithm	algorithm	NOUN
futech-526	1013	24	under	under	ADP
futech-526	1013	25	various	various	ADJ
futech-526	1013	26	scenarios	scenario	NOUN
futech-526	1013	27	,	,	PUNCT
futech-526	1013	28	providing	provide	VERB
futech-526	1013	29	preliminary	preliminary	ADJ
futech-526	1013	30	insights	insight	NOUN
futech-526	1013	31	into	into	ADP
futech-526	1013	32	its	its	PRON
futech-526	1013	33	potential	potential	ADJ
futech-526	1013	34	effectiveness	effectiveness	NOUN
futech-526	1013	35	and	and	CCONJ
futech-526	1013	36	safety	safety	NOUN
futech-526	1013	37	.	.	PUNCT
futech-526	1014	1	in‐vivo	in‐vivo	NOUN
futech-526	1014	2	data	datum	NOUN
futech-526	1014	3	:	:	PUNCT
futech-526	1014	4	the	the	DET
futech-526	1014	5	clinical	clinical	ADJ
futech-526	1014	6	trials	trial	NOUN
futech-526	1014	7	with	with	ADP
futech-526	1014	8	human	human	ADJ
futech-526	1014	9	participants	participant	NOUN
futech-526	1014	10	were	be	AUX
futech-526	1014	11	conducted	conduct	VERB
futech-526	1014	12	to	to	PART
futech-526	1014	13	validate	validate	VERB
futech-526	1014	14	the	the	DET
futech-526	1014	15	algorithm	algorithm	NOUN
futech-526	1014	16	’s	’s	PART
futech-526	1014	17	performance	performance	NOUN
futech-526	1014	18	in	in	ADP
futech-526	1014	19	real‐world	real‐world	NOUN
futech-526	1014	20	settings	setting	NOUN
futech-526	1014	21	,	,	PUNCT
futech-526	1014	22	assessing	assess	VERB
futech-526	1014	23	outcomes	outcome	NOUN
futech-526	1014	24	such	such	ADJ
futech-526	1014	25	as	as	ADP
futech-526	1014	26	time‐in‐range	time‐in‐range	PROPN
futech-526	1014	27	(	(	PUNCT
futech-526	1014	28	tir	tir	NOUN
futech-526	1014	29	)	)	PUNCT
futech-526	1014	30	,	,	PUNCT
futech-526	1014	31	hypoglycemic	hypoglycemic	ADJ
futech-526	1014	32	events	event	NOUN
futech-526	1014	33	,	,	PUNCT
futech-526	1014	34	and	and	CCONJ
futech-526	1014	35	overall	overall	ADJ
futech-526	1014	36	glucose	glucose	NOUN
futech-526	1014	37	control	control	NOUN
futech-526	1014	38	.	.	PUNCT
futech-526	1015	1	the	the	DET
futech-526	1015	2	study	study	NOUN
futech-526	1015	3	[	[	X
futech-526	1015	4	18	18	NUM
futech-526	1015	5	]	]	PUNCT
futech-526	1015	6	creates	create	VERB
futech-526	1015	7	a	a	DET
futech-526	1015	8	dataset	dataset	NOUN
futech-526	1015	9	by	by	ADP
futech-526	1015	10	utilizing	utilize	VERB
futech-526	1015	11	details	detail	NOUN
futech-526	1015	12	of	of	ADP
futech-526	1015	13	12	12	NUM
futech-526	1015	14	healthy	healthy	ADJ
futech-526	1015	15	volunteers	volunteer	NOUN
futech-526	1015	16	(	(	PUNCT
futech-526	1015	17	6	6	NUM
futech-526	1015	18	men	man	NOUN
futech-526	1015	19	and	and	CCONJ
futech-526	1015	20	6	6	NUM
futech-526	1015	21	women	woman	NOUN
futech-526	1015	22	)	)	PUNCT
futech-526	1015	23	aged	age	VERB
futech-526	1015	24	between	between	ADP
futech-526	1015	25	20	20	NUM
futech-526	1015	26	and	and	CCONJ
futech-526	1015	27	30	30	NUM
futech-526	1015	28	years	year	NOUN
futech-526	1015	29	.	.	PUNCT
futech-526	1016	1	four	four	NUM
futech-526	1016	2	traditional	traditional	ADJ
futech-526	1016	3	omani	omani	ADJ
futech-526	1016	4	rice	rice	NOUN
futech-526	1016	5	dishes	dish	NOUN
futech-526	1016	6	were	be	AUX
futech-526	1016	7	selected	select	VERB
futech-526	1016	8	:	:	PUNCT
futech-526	1016	9	white	white	ADJ
futech-526	1016	10	rice	rice	PROPN
futech-526	1016	11	,	,	PUNCT
futech-526	1016	12	biryani	biryani	NOUN
futech-526	1016	13	,	,	PUNCT
futech-526	1016	14	kabsa	kabsa	NOUN
futech-526	1016	15	,	,	PUNCT
futech-526	1016	16	and	and	CCONJ
futech-526	1016	17	maqboos	maqboo	NOUN
futech-526	1016	18	.	.	PUNCT
futech-526	1017	1	glucose	glucose	NOUN
futech-526	1017	2	was	be	AUX
futech-526	1017	3	used	use	VERB
futech-526	1017	4	as	as	ADP
futech-526	1017	5	the	the	DET
futech-526	1017	6	reference	reference	NOUN
futech-526	1017	7	food	food	NOUN
futech-526	1017	8	for	for	ADP
futech-526	1017	9	determining	determine	VERB
futech-526	1017	10	the	the	DET
futech-526	1017	11	glycemic	glycemic	ADJ
futech-526	1017	12	index	index	NOUN
futech-526	1017	13	.	.	PUNCT
futech-526	1018	1	blood	blood	NOUN
futech-526	1018	2	glucose	glucose	NOUN
futech-526	1018	3	levels	level	NOUN
futech-526	1018	4	were	be	AUX
futech-526	1018	5	measured	measure	VERB
futech-526	1018	6	at	at	ADP
futech-526	1018	7	intervals	interval	NOUN
futech-526	1018	8	of	of	ADP
futech-526	1018	9	15	15	NUM
futech-526	1018	10	,	,	PUNCT
futech-526	1018	11	30	30	NUM
futech-526	1018	12	,	,	PUNCT
futech-526	1018	13	45	45	NUM
futech-526	1018	14	,	,	PUNCT
futech-526	1018	15	60	60	NUM
futech-526	1018	16	,	,	PUNCT
futech-526	1018	17	90	90	NUM
futech-526	1018	18	,	,	PUNCT
futech-526	1018	19	and	and	CCONJ
futech-526	1018	20	120	120	NUM
futech-526	1018	21	minutes	minute	NOUN
futech-526	1018	22	after	after	ADP
futech-526	1018	23	consumption	consumption	NOUN
futech-526	1018	24	.	.	PUNCT
futech-526	1019	1	with	with	ADP
futech-526	1019	2	the	the	DET
futech-526	1019	3	data	datum	NOUN
futech-526	1019	4	,	,	PUNCT
futech-526	1019	5	the	the	DET
futech-526	1019	6	gi	gi	NOUN
futech-526	1019	7	and	and	CCONJ
futech-526	1019	8	gl	gl	PROPN
futech-526	1019	9	were	be	AUX
futech-526	1019	10	calculated	calculate	VERB
futech-526	1019	11	.	.	PUNCT
futech-526	1020	1	nh	nh	PROPN
futech-526	1020	2	.	.	PROPN
futech-526	1020	3	wanigasingha	wanigasingha	NOUN
futech-526	1020	4	et	et	PROPN
futech-526	1020	5	al	al	PROPN
futech-526	1020	6	.	.	PROPN
futech-526	1020	7	/future	/future	PUNCT
futech-526	1020	8	technology	technology	PROPN
futech-526	1021	1	february	february	PROPN
futech-526	1021	2	2026|	2026|	NUM
futech-526	1021	3	volume	volume	NOUN
futech-526	1021	4	05	05	NUM
futech-526	1022	1	|	|	ADV
futech-526	1022	2	issue	issue	NOUN
futech-526	1022	3	01	01	NUM
futech-526	1023	1	|	|	NOUN
futech-526	1023	2	pages	page	VERB
futech-526	1023	3	93	93	NUM
futech-526	1023	4	-	-	SYM
futech-526	1023	5	126	126	NUM
futech-526	1023	6	115	115	NUM
futech-526	1023	7	the	the	DET
futech-526	1023	8	study	study	NOUN
futech-526	1023	9	found	find	VERB
futech-526	1023	10	that	that	SCONJ
futech-526	1023	11	white	white	ADJ
futech-526	1023	12	rice	rice	NOUN
futech-526	1023	13	had	have	VERB
futech-526	1023	14	the	the	DET
futech-526	1023	15	highest	high	ADJ
futech-526	1023	16	gi	gi	NOUN
futech-526	1023	17	value	value	NOUN
futech-526	1023	18	(	(	PUNCT
futech-526	1023	19	77.3	77.3	NUM
futech-526	1023	20	)	)	PUNCT
futech-526	1023	21	,	,	PUNCT
futech-526	1023	22	while	while	SCONJ
futech-526	1023	23	the	the	DET
futech-526	1023	24	other	other	ADJ
futech-526	1023	25	rice	rice	NOUN
futech-526	1023	26	dishes	dish	NOUN
futech-526	1023	27	had	have	VERB
futech-526	1023	28	moderate	moderate	ADJ
futech-526	1023	29	gi	gi	NOUN
futech-526	1023	30	values	value	NOUN
futech-526	1023	31	.	.	PUNCT
futech-526	1024	1	this	this	DET
futech-526	1024	2	information	information	NOUN
futech-526	1024	3	is	be	AUX
futech-526	1024	4	valuable	valuable	ADJ
futech-526	1024	5	for	for	ADP
futech-526	1024	6	dietary	dietary	ADJ
futech-526	1024	7	planning	planning	NOUN
futech-526	1024	8	,	,	PUNCT
futech-526	1024	9	especially	especially	ADV
futech-526	1024	10	for	for	ADP
futech-526	1024	11	individuals	individual	NOUN
futech-526	1024	12	managing	manage	VERB
futech-526	1024	13	blood	blood	NOUN
futech-526	1024	14	sugar	sugar	NOUN
futech-526	1024	15	levels	level	NOUN
futech-526	1024	16	.	.	PUNCT
futech-526	1025	1	the	the	DET
futech-526	1025	2	dataset	dataset	NOUN
futech-526	1025	3	in	in	ADP
futech-526	1025	4	[	[	X
futech-526	1025	5	19	19	NUM
futech-526	1025	6	]	]	PUNCT
futech-526	1025	7	comprised	comprise	VERB
futech-526	1025	8	20	20	NUM
futech-526	1025	9	infant	infant	NOUN
futech-526	1025	10	cereal	cereal	NOUN
futech-526	1025	11	prototypes	prototype	NOUN
futech-526	1025	12	,	,	PUNCT
futech-526	1025	13	each	each	PRON
futech-526	1025	14	with	with	ADP
futech-526	1025	15	varying	vary	VERB
futech-526	1025	16	macronutrient	macronutrient	NOUN
futech-526	1025	17	compositions	composition	NOUN
futech-526	1025	18	,	,	PUNCT
futech-526	1025	19	particularly	particularly	ADV
futech-526	1025	20	in	in	ADP
futech-526	1025	21	glycemic	glycemic	ADJ
futech-526	1025	22	carbohydrates	carbohydrate	NOUN
futech-526	1025	23	(	(	PUNCT
futech-526	1025	24	ranging	range	VERB
futech-526	1025	25	from	from	ADP
futech-526	1025	26	51	51	NUM
futech-526	1025	27	to	to	PART
futech-526	1025	28	76	76	NUM
futech-526	1025	29	grams	gram	NOUN
futech-526	1025	30	per	per	ADP
futech-526	1025	31	100	100	NUM
futech-526	1025	32	grams	gram	NOUN
futech-526	1025	33	)	)	PUNCT
futech-526	1025	34	,	,	PUNCT
futech-526	1025	35	and	and	CCONJ
futech-526	1025	36	was	be	AUX
futech-526	1025	37	then	then	ADV
futech-526	1025	38	utilized	utilize	VERB
futech-526	1025	39	to	to	PART
futech-526	1025	40	validate	validate	VERB
futech-526	1025	41	a	a	DET
futech-526	1025	42	predictive	predictive	ADJ
futech-526	1025	43	model	model	NOUN
futech-526	1025	44	for	for	ADP
futech-526	1025	45	estimating	estimate	VERB
futech-526	1025	46	glycemic	glycemic	ADJ
futech-526	1025	47	responses	response	NOUN
futech-526	1025	48	based	base	VERB
futech-526	1025	49	on	on	ADP
futech-526	1025	50	nutritional	nutritional	ADJ
futech-526	1025	51	composition	composition	NOUN
futech-526	1025	52	.	.	PUNCT
futech-526	1026	1	the	the	DET
futech-526	1026	2	data	datum	NOUN
futech-526	1026	3	were	be	AUX
futech-526	1026	4	collected	collect	VERB
futech-526	1026	5	through	through	ADP
futech-526	1026	6	four	four	NUM
futech-526	1026	7	independent	independent	ADJ
futech-526	1026	8	studies	study	NOUN
futech-526	1026	9	measuring	measure	VERB
futech-526	1026	10	the	the	DET
futech-526	1026	11	postprandial	postprandial	ADJ
futech-526	1026	12	glucose	glucose	NOUN
futech-526	1026	13	responses	response	NOUN
futech-526	1026	14	of	of	ADP
futech-526	1026	15	these	these	DET
futech-526	1026	16	cereal	cereal	NOUN
futech-526	1026	17	prototypes	prototype	NOUN
futech-526	1026	18	in	in	ADP
futech-526	1026	19	healthy	healthy	ADJ
futech-526	1026	20	adults	adult	NOUN
futech-526	1026	21	.	.	PUNCT
futech-526	1027	1	the	the	DET
futech-526	1027	2	collected	collect	VERB
futech-526	1027	3	data	datum	NOUN
futech-526	1027	4	were	be	AUX
futech-526	1027	5	then	then	ADV
futech-526	1027	6	applied	apply	VERB
futech-526	1027	7	to	to	ADP
futech-526	1027	8	a	a	DET
futech-526	1027	9	predictive	predictive	ADJ
futech-526	1027	10	model	model	NOUN
futech-526	1027	11	previously	previously	ADV
futech-526	1027	12	developed	develop	VERB
futech-526	1027	13	to	to	PART
futech-526	1027	14	estimate	estimate	VERB
futech-526	1027	15	the	the	DET
futech-526	1027	16	gi	gi	NOUN
futech-526	1027	17	and	and	CCONJ
futech-526	1027	18	gl	gl	PROPN
futech-526	1027	19	of	of	ADP
futech-526	1027	20	breakfast	breakfast	NOUN
futech-526	1027	21	cereals	cereal	NOUN
futech-526	1027	22	based	base	VERB
futech-526	1027	23	on	on	ADP
futech-526	1027	24	their	their	PRON
futech-526	1027	25	macronutrient	macronutrient	NOUN
futech-526	1027	26	composition	composition	NOUN
futech-526	1027	27	.	.	PUNCT
futech-526	1028	1	this	this	DET
futech-526	1028	2	model	model	NOUN
futech-526	1028	3	quantifies	quantify	VERB
futech-526	1028	4	both	both	CCONJ
futech-526	1028	5	the	the	DET
futech-526	1028	6	impact	impact	NOUN
futech-526	1028	7	of	of	ADP
futech-526	1028	8	glycemic	glycemic	ADJ
futech-526	1028	9	carbohydrates	carbohydrate	NOUN
futech-526	1028	10	and	and	CCONJ
futech-526	1028	11	the	the	DET
futech-526	1028	12	gi‐lowering	gi‐lowering	NOUN
futech-526	1028	13	effects	effect	NOUN
futech-526	1028	14	of	of	ADP
futech-526	1028	15	other	other	ADJ
futech-526	1028	16	macronutrients	macronutrient	NOUN
futech-526	1028	17	such	such	ADJ
futech-526	1028	18	as	as	ADP
futech-526	1028	19	proteins	protein	NOUN
futech-526	1028	20	,	,	PUNCT
futech-526	1028	21	fats	fat	NOUN
futech-526	1028	22	,	,	PUNCT
futech-526	1028	23	and	and	CCONJ
futech-526	1028	24	fibers	fiber	NOUN
futech-526	1028	25	.	.	PUNCT
futech-526	1029	1	35	35	NUM
futech-526	1029	2	adults	adult	NOUN
futech-526	1029	3	with	with	ADP
futech-526	1029	4	prediabetes	prediabete	NOUN
futech-526	1029	5	(	(	PUNCT
futech-526	1029	6	17	17	NUM
futech-526	1029	7	females	female	NOUN
futech-526	1029	8	,	,	PUNCT
futech-526	1029	9	18	18	NUM
futech-526	1029	10	males	male	NOUN
futech-526	1029	11	;	;	PUNCT
futech-526	1029	12	mean	mean	VERB
futech-526	1029	13	age	age	NOUN
futech-526	1029	14	54.2	54.2	NUM
futech-526	1029	15	years	year	NOUN
futech-526	1029	16	;	;	PUNCT
futech-526	1029	17	mean	mean	NOUN
futech-526	1029	18	bmi	bmi	PROPN
futech-526	1029	19	32.44	32.44	NUM
futech-526	1029	20	kg	kg	NOUN
futech-526	1029	21	/	/	SYM
futech-526	1029	22	m²	m²	PROPN
futech-526	1029	23	)	)	PUNCT
futech-526	1029	24	have	have	AUX
futech-526	1029	25	contributed	contribute	VERB
futech-526	1029	26	data	datum	NOUN
futech-526	1029	27	to	to	ADP
futech-526	1029	28	[	[	X
futech-526	1029	29	32	32	NUM
futech-526	1029	30	]	]	PUNCT
futech-526	1029	31	.	.	PUNCT
futech-526	1030	1	participants	participant	NOUN
futech-526	1030	2	underwent	undergo	VERB
futech-526	1030	3	a	a	DET
futech-526	1030	4	controlled	control	VERB
futech-526	1030	5	feeding	feeding	NOUN
futech-526	1030	6	study	study	NOUN
futech-526	1030	7	,	,	PUNCT
futech-526	1030	8	consuming	consume	VERB
futech-526	1030	9	either	either	CCONJ
futech-526	1030	10	a	a	DET
futech-526	1030	11	low	low	ADJ
futech-526	1030	12	glycemic	glycemic	ADJ
futech-526	1030	13	index	index	NOUN
futech-526	1030	14	(	(	PUNCT
futech-526	1030	15	lgi	lgi	NOUN
futech-526	1030	16	)	)	PUNCT
futech-526	1030	17	diet	diet	NOUN
futech-526	1030	18	(	(	PUNCT
futech-526	1030	19	gi	gi	ADP
futech-526	1030	20	<	<	X
futech-526	1030	21	35	35	NUM
futech-526	1030	22	)	)	PUNCT
futech-526	1030	23	or	or	CCONJ
futech-526	1030	24	a	a	DET
futech-526	1030	25	high	high	ADJ
futech-526	1030	26	glycemic	glycemic	ADJ
futech-526	1030	27	index	index	NOUN
futech-526	1030	28	(	(	PUNCT
futech-526	1030	29	hgi	hgi	NOUN
futech-526	1030	30	)	)	PUNCT
futech-526	1030	31	diet	diet	NOUN
futech-526	1030	32	(	(	PUNCT
futech-526	1030	33	gi	gi	INTJ
futech-526	1030	34	>	>	X
futech-526	1030	35	70	70	NUM
futech-526	1030	36	)	)	PUNCT
futech-526	1030	37	for	for	ADP
futech-526	1030	38	four	four	NUM
futech-526	1030	39	weeks	week	NOUN
futech-526	1030	40	,	,	PUNCT
futech-526	1030	41	following	follow	VERB
futech-526	1030	42	a	a	DET
futech-526	1030	43	two‐week	two‐week	NOUN
futech-526	1030	44	control	control	NOUN
futech-526	1030	45	diet	diet	NOUN
futech-526	1030	46	(	(	PUNCT
futech-526	1030	47	gi	gi	NOUN
futech-526	1030	48	=	=	SYM
futech-526	1030	49	55–58	55–58	NUM
futech-526	1030	50	)	)	PUNCT
futech-526	1030	51	.	.	PUNCT
futech-526	1031	1	the	the	DET
futech-526	1031	2	researchers	researcher	NOUN
futech-526	1031	3	conducted	conduct	VERB
futech-526	1031	4	4‐hour	4‐hour	NUM
futech-526	1031	5	meal	meal	NOUN
futech-526	1031	6	tolerance	tolerance	NOUN
futech-526	1031	7	tests	test	NOUN
futech-526	1031	8	to	to	PART
futech-526	1031	9	assess	assess	VERB
futech-526	1031	10	insulin	insulin	NOUN
futech-526	1031	11	sensitivity	sensitivity	NOUN
futech-526	1031	12	,	,	PUNCT
futech-526	1031	13	insulin	insulin	NOUN
futech-526	1031	14	secretion	secretion	NOUN
futech-526	1031	15	,	,	PUNCT
futech-526	1031	16	and	and	CCONJ
futech-526	1031	17	β‐cell	β‐cell	PUNCT
futech-526	1031	18	function	function	NOUN
futech-526	1031	19	.	.	PUNCT
futech-526	1032	1	the	the	DET
futech-526	1032	2	collected	collect	VERB
futech-526	1032	3	data	datum	NOUN
futech-526	1032	4	were	be	AUX
futech-526	1032	5	analyzed	analyze	VERB
futech-526	1032	6	using	use	VERB
futech-526	1032	7	mathematical	mathematical	ADJ
futech-526	1032	8	modeling	modeling	NOUN
futech-526	1032	9	to	to	PART
futech-526	1032	10	evaluate	evaluate	VERB
futech-526	1032	11	the	the	DET
futech-526	1032	12	impact	impact	NOUN
futech-526	1032	13	of	of	ADP
futech-526	1032	14	dietary	dietary	ADJ
futech-526	1032	15	glycemic	glycemic	ADJ
futech-526	1032	16	index	index	NOUN
futech-526	1032	17	on	on	ADP
futech-526	1032	18	β‐cell	β‐cell	PUNCT
futech-526	1032	19	function	function	NOUN
futech-526	1032	20	in	in	ADP
futech-526	1032	21	individuals	individual	NOUN
futech-526	1032	22	with	with	ADP
futech-526	1032	23	prediabetes	prediabete	NOUN
futech-526	1032	24	.	.	PUNCT
futech-526	1033	1	the	the	DET
futech-526	1033	2	1993	1993	NUM
futech-526	1033	3	study	study	NOUN
futech-526	1033	4	titled	title	VERB
futech-526	1033	5	“	"	PUNCT
futech-526	1033	6	prediction	prediction	NOUN
futech-526	1033	7	of	of	ADP
futech-526	1033	8	glycemic	glycemic	ADJ
futech-526	1033	9	index	index	NOUN
futech-526	1033	10	for	for	ADP
futech-526	1033	11	starchy	starchy	ADJ
futech-526	1033	12	foods	food	NOUN
futech-526	1033	13	”	"	PUNCT
futech-526	1033	14	,	,	PUNCT
futech-526	1033	15	reference	reference	NOUN
futech-526	1033	16	[	[	X
futech-526	1033	17	113	113	NUM
futech-526	1033	18	]	]	PUNCT
futech-526	1033	19	analyzed	analyze	VERB
futech-526	1033	20	18	18	NUM
futech-526	1033	21	starchy	starchy	NOUN
futech-526	1033	22	foods	food	NOUN
futech-526	1033	23	to	to	PART
futech-526	1033	24	examine	examine	VERB
futech-526	1033	25	the	the	DET
futech-526	1033	26	relationship	relationship	NOUN
futech-526	1033	27	between	between	ADP
futech-526	1033	28	their	their	PRON
futech-526	1033	29	glycemic	glycemic	ADJ
futech-526	1033	30	index	index	NOUN
futech-526	1033	31	and	and	CCONJ
futech-526	1033	32	chemical	chemical	NOUN
futech-526	1033	33	components	component	NOUN
futech-526	1033	34	such	such	ADJ
futech-526	1033	35	as	as	ADP
futech-526	1033	36	protein	protein	NOUN
futech-526	1033	37	,	,	PUNCT
futech-526	1033	38	fat	fat	ADJ
futech-526	1033	39	,	,	PUNCT
futech-526	1033	40	phytic	phytic	ADJ
futech-526	1033	41	acid	acid	NOUN
futech-526	1033	42	,	,	PUNCT
futech-526	1033	43	and	and	CCONJ
futech-526	1033	44	total	total	ADJ
futech-526	1033	45	dietary	dietary	ADJ
futech-526	1033	46	fiber	fiber	NOUN
futech-526	1033	47	.	.	PUNCT
futech-526	1034	1	for	for	ADP
futech-526	1034	2	each	each	DET
futech-526	1034	3	food	food	NOUN
futech-526	1034	4	item	item	NOUN
futech-526	1034	5	,	,	PUNCT
futech-526	1034	6	the	the	DET
futech-526	1034	7	dataset	dataset	NOUN
futech-526	1034	8	included	include	VERB
futech-526	1034	9	measurements	measurement	NOUN
futech-526	1034	10	of	of	ADP
futech-526	1034	11	protein	protein	NOUN
futech-526	1034	12	,	,	PUNCT
futech-526	1034	13	fat	fat	ADJ
futech-526	1034	14	,	,	PUNCT
futech-526	1034	15	phytic	phytic	ADJ
futech-526	1034	16	acid	acid	NOUN
futech-526	1034	17	,	,	PUNCT
futech-526	1034	18	and	and	CCONJ
futech-526	1034	19	tdf	tdf	PROPN
futech-526	1034	20	present	present	ADJ
futech-526	1034	21	in	in	ADP
futech-526	1034	22	portions	portion	NOUN
futech-526	1034	23	containing	contain	VERB
futech-526	1034	24	50	50	NUM
futech-526	1034	25	grams	gram	NOUN
futech-526	1034	26	of	of	ADP
futech-526	1034	27	available	available	ADJ
futech-526	1034	28	carbohydrate	carbohydrate	NOUN
futech-526	1034	29	.	.	PUNCT
futech-526	1035	1	the	the	DET
futech-526	1035	2	researchers	researcher	NOUN
futech-526	1035	3	employed	employ	VERB
futech-526	1035	4	regression	regression	NOUN
futech-526	1035	5	analysis	analysis	NOUN
futech-526	1035	6	to	to	PART
futech-526	1035	7	explore	explore	VERB
futech-526	1035	8	associations	association	NOUN
futech-526	1035	9	between	between	ADP
futech-526	1035	10	the	the	DET
futech-526	1035	11	gi	gi	NOUN
futech-526	1035	12	and	and	CCONJ
futech-526	1035	13	the	the	DET
futech-526	1035	14	chemical	chemical	ADJ
futech-526	1035	15	components	component	NOUN
futech-526	1035	16	of	of	ADP
futech-526	1035	17	the	the	DET
futech-526	1035	18	foods	food	NOUN
futech-526	1035	19	.	.	PUNCT
futech-526	1036	1	they	they	PRON
futech-526	1036	2	found	find	VERB
futech-526	1036	3	significant	significant	ADJ
futech-526	1036	4	correlations	correlation	NOUN
futech-526	1036	5	(	(	PUNCT
futech-526	1036	6	p	p	X
futech-526	1036	7	<	<	X
futech-526	1036	8	0.05	0.05	NUM
futech-526	1036	9	)	)	PUNCT
futech-526	1036	10	between	between	ADP
futech-526	1036	11	gi	gi	PROPN
futech-526	1036	12	and	and	CCONJ
futech-526	1036	13	tdf	tdf	PROPN
futech-526	1036	14	,	,	PUNCT
futech-526	1036	15	protein	protein	NOUN
futech-526	1036	16	,	,	PUNCT
futech-526	1036	17	and	and	CCONJ
futech-526	1036	18	phytate	phytate	VERB
futech-526	1036	19	,	,	PUNCT
futech-526	1036	20	also	also	ADV
futech-526	1036	21	the	the	DET
futech-526	1036	22	analysis	analysis	NOUN
futech-526	1036	23	suggested	suggest	VERB
futech-526	1036	24	that	that	SCONJ
futech-526	1036	25	the	the	DET
futech-526	1036	26	method	method	NOUN
futech-526	1036	27	of	of	ADP
futech-526	1036	28	food	food	NOUN
futech-526	1036	29	preparation	preparation	NOUN
futech-526	1036	30	and	and	CCONJ
futech-526	1036	31	the	the	DET
futech-526	1036	32	characteristics	characteristic	NOUN
futech-526	1036	33	of	of	ADP
futech-526	1036	34	starch	starch	NOUN
futech-526	1036	35	and	and	CCONJ
futech-526	1036	36	starch	starch	NOUN
futech-526	1036	37	granules	granule	NOUN
futech-526	1036	38	might	might	AUX
futech-526	1036	39	be	be	AUX
futech-526	1036	40	more	more	ADV
futech-526	1036	41	critical	critical	ADJ
futech-526	1036	42	in	in	ADP
futech-526	1036	43	predicting	predict	VERB
futech-526	1036	44	gi	gi	NOUN
futech-526	1036	45	among	among	ADP
futech-526	1036	46	starchy	starchy	ADJ
futech-526	1036	47	foods	food	NOUN
futech-526	1036	48	than	than	ADP
futech-526	1036	49	the	the	DET
futech-526	1036	50	content	content	NOUN
futech-526	1036	51	of	of	ADP
futech-526	1036	52	any	any	DET
futech-526	1036	53	single	single	ADJ
futech-526	1036	54	component	component	NOUN
futech-526	1036	55	.	.	PUNCT
futech-526	1037	1	reference	reference	NOUN
futech-526	1037	2	[	[	X
futech-526	1037	3	108	108	NUM
futech-526	1037	4	]	]	PUNCT
futech-526	1037	5	involved	involve	VERB
futech-526	1037	6	a	a	DET
futech-526	1037	7	dataset	dataset	NOUN
futech-526	1037	8	that	that	PRON
futech-526	1037	9	comprised	comprise	VERB
futech-526	1037	10	glycaemic	glycaemic	ADJ
futech-526	1037	11	index	index	NOUN
futech-526	1037	12	measurements	measurement	NOUN
futech-526	1037	13	from	from	ADP
futech-526	1037	14	a	a	DET
futech-526	1037	15	randomized	randomized	ADJ
futech-526	1037	16	crossover	crossover	NOUN
futech-526	1037	17	meal	meal	NOUN
futech-526	1037	18	test	test	NOUN
futech-526	1037	19	with	with	ADP
futech-526	1037	20	28	28	NUM
futech-526	1037	21	healthy	healthy	ADJ
futech-526	1037	22	young	young	ADJ
futech-526	1037	23	men	man	NOUN
futech-526	1037	24	.	.	PUNCT
futech-526	1038	1	participants	participant	NOUN
futech-526	1038	2	consumed	consume	VERB
futech-526	1038	3	13	13	NUM
futech-526	1038	4	different	different	ADJ
futech-526	1038	5	breakfast	breakfast	NOUN
futech-526	1038	6	meals	meal	NOUN
futech-526	1038	7	and	and	CCONJ
futech-526	1038	8	a	a	DET
futech-526	1038	9	reference	reference	NOUN
futech-526	1038	10	meal	meal	NOUN
futech-526	1038	11	,	,	PUNCT
futech-526	1038	12	each	each	PRON
futech-526	1038	13	containing	contain	VERB
futech-526	1038	14	50	50	NUM
futech-526	1038	15	grams	gram	NOUN
futech-526	1038	16	of	of	ADP
futech-526	1038	17	available	available	ADJ
futech-526	1038	18	carbohydrates	carbohydrate	NOUN
futech-526	1038	19	but	but	CCONJ
futech-526	1038	20	varying	vary	VERB
futech-526	1038	21	significantly	significantly	ADV
futech-526	1038	22	in	in	ADP
futech-526	1038	23	energy	energy	NOUN
futech-526	1038	24	and	and	CCONJ
futech-526	1038	25	macronutrient	macronutrient	VERB
futech-526	1038	26	composition	composition	NOUN
futech-526	1038	27	.	.	PUNCT
futech-526	1039	1	venous	venous	ADJ
futech-526	1039	2	blood	blood	NOUN
futech-526	1039	3	samples	sample	NOUN
futech-526	1039	4	were	be	AUX
futech-526	1039	5	collected	collect	VERB
futech-526	1039	6	over	over	ADP
futech-526	1039	7	a	a	DET
futech-526	1039	8	two‐hour	two‐hour	NOUN
futech-526	1039	9	period	period	NOUN
futech-526	1039	10	to	to	PART
futech-526	1039	11	analyze	analyze	VERB
futech-526	1039	12	glucose	glucose	NOUN
futech-526	1039	13	and	and	CCONJ
futech-526	1039	14	insulin	insulin	NOUN
futech-526	1039	15	responses	response	NOUN
futech-526	1039	16	.	.	PUNCT
futech-526	1040	1	the	the	DET
futech-526	1040	2	study	study	NOUN
futech-526	1040	3	aimed	aim	VERB
futech-526	1040	4	to	to	PART
futech-526	1040	5	assess	assess	VERB
futech-526	1040	6	whether	whether	SCONJ
futech-526	1040	7	the	the	DET
futech-526	1040	8	gi	gi	NOUN
futech-526	1040	9	of	of	ADP
futech-526	1040	10	mixed	mixed	ADJ
futech-526	1040	11	meals	meal	NOUN
futech-526	1040	12	,	,	PUNCT
futech-526	1040	13	calculated	calculate	VERB
futech-526	1040	14	using	use	VERB
futech-526	1040	15	standard	standard	ADJ
futech-526	1040	16	gi	gi	NOUN
futech-526	1040	17	tables	table	NOUN
futech-526	1040	18	,	,	PUNCT
futech-526	1040	19	accurately	accurately	ADV
futech-526	1040	20	predicted	predict	VERB
futech-526	1040	21	the	the	DET
futech-526	1040	22	measured	measured	ADJ
futech-526	1040	23	gi	gi	NOUN
futech-526	1040	24	.	.	PUNCT
futech-526	1041	1	the	the	DET
futech-526	1041	2	dataset	dataset	NOUN
futech-526	1041	3	in	in	ADP
futech-526	1041	4	[	[	X
futech-526	1041	5	104	104	NUM
futech-526	1041	6	]	]	PUNCT
futech-526	1041	7	encompasses	encompass	VERB
futech-526	1041	8	various	various	ADJ
futech-526	1041	9	cereal	cereal	NOUN
futech-526	1041	10	and	and	CCONJ
futech-526	1041	11	legume‐based	legume‐base	VERB
futech-526	1041	12	food	food	NOUN
futech-526	1041	13	products	product	NOUN
futech-526	1041	14	,	,	PUNCT
futech-526	1041	15	with	with	ADP
futech-526	1041	16	detailed	detailed	ADJ
futech-526	1041	17	information	information	NOUN
futech-526	1041	18	on	on	ADP
futech-526	1041	19	their	their	PRON
futech-526	1041	20	macronutrient	macronutrient	NOUN
futech-526	1041	21	compositions	composition	NOUN
futech-526	1041	22	,	,	PUNCT
futech-526	1041	23	including	include	VERB
futech-526	1041	24	carbohydrate	carbohydrate	NOUN
futech-526	1041	25	,	,	PUNCT
futech-526	1041	26	protein	protein	NOUN
futech-526	1041	27	,	,	PUNCT
futech-526	1041	28	fat	fat	ADJ
futech-526	1041	29	,	,	PUNCT
futech-526	1041	30	and	and	CCONJ
futech-526	1041	31	fiber	fiber	NOUN
futech-526	1041	32	contents	content	NOUN
futech-526	1041	33	.	.	PUNCT
futech-526	1042	1	additionally	additionally	ADV
futech-526	1042	2	,	,	PUNCT
futech-526	1042	3	the	the	DET
futech-526	1042	4	dataset	dataset	NOUN
futech-526	1042	5	includes	include	VERB
futech-526	1042	6	measured	measure	VERB
futech-526	1042	7	glycemic	glycemic	ADJ
futech-526	1042	8	index	index	NOUN
futech-526	1042	9	values	value	NOUN
futech-526	1042	10	for	for	ADP
futech-526	1042	11	these	these	DET
futech-526	1042	12	foods	food	NOUN
futech-526	1042	13	,	,	PUNCT
futech-526	1042	14	obtained	obtain	VERB
futech-526	1042	15	through	through	ADP
futech-526	1042	16	in	in	ADP
futech-526	1042	17	vivo	vivo	ADJ
futech-526	1042	18	testing	testing	NOUN
futech-526	1042	19	.	.	PUNCT
futech-526	1043	1	researchers	researcher	NOUN
futech-526	1043	2	then	then	ADV
futech-526	1043	3	developed	develop	VERB
futech-526	1043	4	predictive	predictive	ADJ
futech-526	1043	5	models	model	NOUN
futech-526	1043	6	to	to	PART
futech-526	1043	7	estimate	estimate	VERB
futech-526	1043	8	the	the	DET
futech-526	1043	9	gi	gi	NOUN
futech-526	1043	10	of	of	ADP
futech-526	1043	11	foods	food	NOUN
futech-526	1043	12	based	base	VERB
futech-526	1043	13	on	on	ADP
futech-526	1043	14	their	their	PRON
futech-526	1043	15	macronutrient	macronutrient	NOUN
futech-526	1043	16	profiles	profile	NOUN
futech-526	1043	17	.	.	PUNCT
futech-526	1044	1	these	these	DET
futech-526	1044	2	models	model	NOUN
futech-526	1044	3	aimed	aim	VERB
futech-526	1044	4	to	to	PART
futech-526	1044	5	identify	identify	VERB
futech-526	1044	6	relationships	relationship	NOUN
futech-526	1044	7	between	between	ADP
futech-526	1044	8	macronutrient	macronutrient	NOUN
futech-526	1044	9	composition	composition	NOUN
futech-526	1044	10	and	and	CCONJ
futech-526	1044	11	gi	gi	NOUN
futech-526	1044	12	,	,	PUNCT
futech-526	1044	13	facilitating	facilitate	VERB
futech-526	1044	14	the	the	DET
futech-526	1044	15	prediction	prediction	NOUN
futech-526	1044	16	of	of	ADP
futech-526	1044	17	gi	gi	NOUN
futech-526	1044	18	for	for	ADP
futech-526	1044	19	similar	similar	ADJ
futech-526	1044	20	foods	food	NOUN
futech-526	1044	21	without	without	ADP
futech-526	1044	22	the	the	DET
futech-526	1044	23	need	need	NOUN
futech-526	1044	24	for	for	ADP
futech-526	1044	25	extensive	extensive	ADJ
futech-526	1044	26	in	in	ADP
futech-526	1044	27	vivo	vivo	ADJ
futech-526	1044	28	testing	testing	NOUN
futech-526	1044	29	.	.	PUNCT
futech-526	1045	1	reference	reference	NOUN
futech-526	1045	2	[	[	X
futech-526	1045	3	106	106	NUM
futech-526	1045	4	]	]	PUNCT
futech-526	1045	5	introduced	introduce	VERB
futech-526	1045	6	a	a	DET
futech-526	1045	7	mixed‐integer	mixed‐integer	NOUN
futech-526	1045	8	programming	programming	NOUN
futech-526	1045	9	model	model	NOUN
futech-526	1045	10	aimed	aim	VERB
futech-526	1045	11	at	at	ADP
futech-526	1045	12	minimizing	minimize	VERB
futech-526	1045	13	the	the	DET
futech-526	1045	14	total	total	ADJ
futech-526	1045	15	daily	daily	ADJ
futech-526	1045	16	glycemic	glycemic	ADJ
futech-526	1045	17	load	load	NOUN
futech-526	1045	18	of	of	ADP
futech-526	1045	19	foods	food	NOUN
futech-526	1045	20	while	while	SCONJ
futech-526	1045	21	satisfying	satisfy	VERB
futech-526	1045	22	daily	daily	ADJ
futech-526	1045	23	nutritional	nutritional	NOUN
futech-526	1045	24	and	and	CCONJ
futech-526	1045	25	serving	serve	VERB
futech-526	1045	26	size	size	NOUN
futech-526	1045	27	requirements	requirement	NOUN
futech-526	1045	28	.	.	PUNCT
futech-526	1046	1	the	the	DET
futech-526	1046	2	dataset	dataset	VERB
futech-526	1046	3	employed	employ	VERB
futech-526	1046	4	comprises	comprise	VERB
futech-526	1046	5	177	177	NUM
futech-526	1046	6	foods	food	NOUN
futech-526	1046	7	,	,	PUNCT
futech-526	1046	8	with	with	ADP
futech-526	1046	9	their	their	PRON
futech-526	1046	10	nutritional	nutritional	ADJ
futech-526	1046	11	information	information	NOUN
futech-526	1046	12	and	and	CCONJ
futech-526	1046	13	gl	gl	NOUN
futech-526	1046	14	values	value	NOUN
futech-526	1046	15	sourced	source	VERB
futech-526	1046	16	from	from	ADP
futech-526	1046	17	the	the	DET
futech-526	1046	18	u.s	u.s	PROPN
futech-526	1046	19	.	.	PROPN
futech-526	1046	20	department	department	PROPN
futech-526	1046	21	of	of	ADP
futech-526	1046	22	health	health	PROPN
futech-526	1046	23	and	and	CCONJ
futech-526	1046	24	human	human	ADJ
futech-526	1046	25	services	service	NOUN
futech-526	1046	26	and	and	CCONJ
futech-526	1046	27	the	the	DET
futech-526	1046	28	u.s	u.s	PROPN
futech-526	1046	29	.	.	PROPN
futech-526	1046	30	department	department	PROPN
futech-526	1046	31	of	of	ADP
futech-526	1046	32	agriculture	agriculture	PROPN
futech-526	1046	33	(	(	PUNCT
futech-526	1046	34	usda	usda	NOUN
futech-526	1046	35	)	)	PUNCT
futech-526	1046	36	guidelines	guideline	NOUN
futech-526	1046	37	.	.	PUNCT
futech-526	1047	1	this	this	DET
futech-526	1047	2	dataset	dataset	NOUN
futech-526	1047	3	is	be	AUX
futech-526	1047	4	not	not	PART
futech-526	1047	5	a	a	DET
futech-526	1047	6	standard	standard	ADJ
futech-526	1047	7	benchmark	benchmark	NOUN
futech-526	1047	8	but	but	CCONJ
futech-526	1047	9	is	be	AUX
futech-526	1047	10	constructed	construct	VERB
futech-526	1047	11	by	by	ADP
futech-526	1047	12	the	the	DET
futech-526	1047	13	researchers	researcher	NOUN
futech-526	1047	14	using	use	VERB
futech-526	1047	15	publicly	publicly	ADV
futech-526	1047	16	available	available	ADJ
futech-526	1047	17	nutritional	nutritional	ADJ
futech-526	1047	18	data	datum	NOUN
futech-526	1047	19	.	.	PUNCT
futech-526	1048	1	in	in	ADP
futech-526	1048	2	the	the	DET
futech-526	1048	3	study	study	NOUN
futech-526	1048	4	,	,	PUNCT
futech-526	1048	5	the	the	DET
futech-526	1048	6	dataset	dataset	NOUN
futech-526	1048	7	is	be	AUX
futech-526	1048	8	utilized	utilize	VERB
futech-526	1048	9	to	to	PART
futech-526	1048	10	perform	perform	VERB
futech-526	1048	11	experimental	experimental	ADJ
futech-526	1048	12	analyses	analysis	NOUN
futech-526	1048	13	,	,	PUNCT
futech-526	1048	14	applying	apply	VERB
futech-526	1048	15	robust	robust	ADJ
futech-526	1048	16	optimization	optimization	NOUN
futech-526	1048	17	techniques	technique	NOUN
futech-526	1048	18	to	to	PART
futech-526	1048	19	account	account	VERB
futech-526	1048	20	for	for	ADP
futech-526	1048	21	uncertainties	uncertainty	NOUN
futech-526	1048	22	in	in	ADP
futech-526	1048	23	gl	gl	NOUN
futech-526	1048	24	values	value	NOUN
futech-526	1048	25	.	.	PUNCT
futech-526	1049	1	participants	participant	NOUN
futech-526	1049	2	for	for	ADP
futech-526	1049	3	the	the	DET
futech-526	1049	4	research	research	NOUN
futech-526	1049	5	[	[	X
futech-526	1049	6	90	90	NUM
futech-526	1049	7	]	]	PUNCT
futech-526	1049	8	were	be	AUX
futech-526	1049	9	79	79	NUM
futech-526	1049	10	children	child	NOUN
futech-526	1049	11	diagnosed	diagnose	VERB
futech-526	1049	12	with	with	ADP
futech-526	1049	13	type	type	NOUN
futech-526	1049	14	1	1	NUM
futech-526	1049	15	diabetes	diabetes	NOUN
futech-526	1049	16	.	.	PUNCT
futech-526	1050	1	for	for	ADP
futech-526	1050	2	each	each	DET
futech-526	1050	3	participant	participant	NOUN
futech-526	1050	4	,	,	PUNCT
futech-526	1050	5	various	various	ADJ
futech-526	1050	6	factors	factor	NOUN
futech-526	1050	7	were	be	AUX
futech-526	1050	8	recorded	record	VERB
futech-526	1050	9	,	,	PUNCT
futech-526	1050	10	including	include	VERB
futech-526	1050	11	demographic	demographic	ADJ
futech-526	1050	12	information	information	NOUN
futech-526	1050	13	,	,	PUNCT
futech-526	1050	14	biological	biological	ADJ
futech-526	1050	15	markers	marker	NOUN
futech-526	1050	16	,	,	PUNCT
futech-526	1050	17	and	and	CCONJ
futech-526	1050	18	socioeconomic	socioeconomic	ADJ
futech-526	1050	19	status	status	NOUN
futech-526	1050	20	.	.	PUNCT
futech-526	1051	1	machine	machine	NOUN
futech-526	1051	2	learning	learn	VERB
futech-526	1051	3	algorithms	algorithm	NOUN
futech-526	1051	4	were	be	AUX
futech-526	1051	5	employed	employ	VERB
futech-526	1051	6	to	to	PART
futech-526	1051	7	train	train	VERB
futech-526	1051	8	predictive	predictive	ADJ
futech-526	1051	9	models	model	NOUN
futech-526	1051	10	using	use	VERB
futech-526	1051	11	the	the	DET
futech-526	1051	12	selected	select	VERB
futech-526	1051	13	features	feature	NOUN
futech-526	1051	14	.	.	PUNCT
futech-526	1052	1	the	the	DET
futech-526	1052	2	objective	objective	NOUN
futech-526	1052	3	was	be	AUX
futech-526	1052	4	to	to	PART
futech-526	1052	5	forecast	forecast	VERB
futech-526	1052	6	glycemic	glycemic	ADJ
futech-526	1052	7	control	control	NOUN
futech-526	1052	8	,	,	PUNCT
futech-526	1052	9	focusing	focus	VERB
futech-526	1052	10	on	on	ADP
futech-526	1052	11	achieving	achieve	VERB
futech-526	1052	12	an	an	DET
futech-526	1052	13	a1c	a1c	PROPN
futech-526	1052	14	level	level	NOUN
futech-526	1052	15	below	below	ADP
futech-526	1052	16	7.5	7.5	NUM
futech-526	1052	17	%	%	NOUN
futech-526	1052	18	,	,	PUNCT
futech-526	1052	19	as	as	SCONJ
futech-526	1052	20	recommended	recommend	VERB
futech-526	1052	21	by	by	ADP
futech-526	1052	22	organizations	organization	NOUN
futech-526	1052	23	such	such	ADJ
futech-526	1052	24	as	as	ADP
futech-526	1052	25	the	the	DET
futech-526	1052	26	american	american	ADJ
futech-526	1052	27	diabetes	diabetes	PROPN
futech-526	1052	28	association	association	PROPN
futech-526	1052	29	(	(	PUNCT
futech-526	1052	30	ada	ada	PROPN
futech-526	1052	31	)	)	PUNCT
futech-526	1052	32	and	and	CCONJ
futech-526	1052	33	the	the	DET
futech-526	1052	34	international	international	ADJ
futech-526	1052	35	society	society	NOUN
futech-526	1052	36	for	for	ADP
futech-526	1052	37	pediatric	pediatric	ADJ
futech-526	1052	38	and	and	CCONJ
futech-526	1052	39	adolescent	adolescent	ADJ
futech-526	1052	40	diabetes	diabetes	NOUN
futech-526	1052	41	(	(	PUNCT
futech-526	1052	42	ispad	ispad	NOUN
futech-526	1052	43	)	)	PUNCT
futech-526	1052	44	.	.	PUNCT
futech-526	1053	1	this	this	DET
futech-526	1053	2	approach	approach	NOUN
futech-526	1053	3	aimed	aim	VERB
futech-526	1053	4	to	to	PART
futech-526	1053	5	enhance	enhance	VERB
futech-526	1053	6	the	the	DET
futech-526	1053	7	understanding	understanding	NOUN
futech-526	1053	8	of	of	ADP
futech-526	1053	9	factors	factor	NOUN
futech-526	1053	10	influencing	influence	VERB
futech-526	1053	11	glycemic	glycemic	ADJ
futech-526	1053	12	control	control	NOUN
futech-526	1053	13	and	and	CCONJ
futech-526	1053	14	to	to	PART
futech-526	1053	15	improve	improve	VERB
futech-526	1053	16	predictive	predictive	ADJ
futech-526	1053	17	capabilities	capability	NOUN
futech-526	1053	18	in	in	ADP
futech-526	1053	19	clinical	clinical	ADJ
futech-526	1053	20	settings	setting	NOUN
futech-526	1053	21	,	,	PUNCT
futech-526	1053	22	ultimately	ultimately	ADV
futech-526	1053	23	contributing	contribute	VERB
futech-526	1053	24	to	to	ADP
futech-526	1053	25	better	well	ADJ
futech-526	1053	26	management	management	NOUN
futech-526	1053	27	strategies	strategy	NOUN
futech-526	1053	28	for	for	ADP
futech-526	1053	29	children	child	NOUN
futech-526	1053	30	with	with	ADP
futech-526	1053	31	type	type	NOUN
futech-526	1053	32	1	1	NUM
futech-526	1053	33	diabetes	diabetes	NOUN
futech-526	1053	34	.	.	PUNCT
futech-526	1054	1	reference	reference	NOUN
futech-526	1054	2	[	[	X
futech-526	1054	3	31	31	NUM
futech-526	1054	4	]	]	PUNCT
futech-526	1054	5	comprised	comprise	VERB
futech-526	1054	6	dietary	dietary	ADJ
futech-526	1054	7	records	record	NOUN
futech-526	1054	8	from	from	ADP
futech-526	1054	9	131	131	NUM
futech-526	1054	10	participants	participant	NOUN
futech-526	1054	11	following	follow	VERB
futech-526	1054	12	various	various	ADJ
futech-526	1054	13	modern	modern	ADJ
futech-526	1054	14	diets	diet	NOUN
futech-526	1054	15	.	.	PUNCT
futech-526	1055	1	participants	participant	NOUN
futech-526	1055	2	’	'	PUNCT
futech-526	1055	3	dietary	dietary	ADJ
futech-526	1055	4	intakes	intake	NOUN
futech-526	1055	5	were	be	AUX
futech-526	1055	6	recorded	record	VERB
futech-526	1055	7	and	and	CCONJ
futech-526	1055	8	analyzed	analyze	VERB
futech-526	1055	9	using	use	VERB
futech-526	1055	10	the	the	DET
futech-526	1055	11	nutrition	nutrition	NOUN
futech-526	1055	12	data	datum	NOUN
futech-526	1055	13	systems	system	NOUN
futech-526	1055	14	for	for	ADP
futech-526	1055	15	research	research	NOUN
futech-526	1055	16	(	(	PUNCT
futech-526	1055	17	ndsr	ndsr	NOUN
futech-526	1055	18	)	)	PUNCT
futech-526	1055	19	software	software	NOUN
futech-526	1055	20	.	.	PUNCT
futech-526	1056	1	this	this	DET
futech-526	1056	2	process	process	NOUN
futech-526	1056	3	involved	involve	VERB
futech-526	1056	4	detailed	detailed	ADJ
futech-526	1056	5	logging	logging	NOUN
futech-526	1056	6	of	of	ADP
futech-526	1056	7	food	food	NOUN
futech-526	1056	8	consumption	consumption	NOUN
futech-526	1056	9	to	to	PART
futech-526	1056	10	assess	assess	VERB
futech-526	1056	11	diet	diet	NOUN
futech-526	1056	12	quality	quality	NOUN
futech-526	1056	13	.	.	PUNCT
futech-526	1057	1	the	the	DET
futech-526	1057	2	collected	collect	VERB
futech-526	1057	3	data	datum	NOUN
futech-526	1057	4	were	be	AUX
futech-526	1057	5	used	use	VERB
futech-526	1057	6	to	to	PART
futech-526	1057	7	calculate	calculate	VERB
futech-526	1057	8	three	three	NUM
futech-526	1057	9	key	key	ADJ
futech-526	1057	10	dietary	dietary	ADJ
futech-526	1057	11	indices	index	NOUN
futech-526	1057	12	:	:	PUNCT
futech-526	1057	13	healthy	healthy	ADJ
futech-526	1057	14	eating	eat	VERB
futech-526	1057	15	index	index	NOUN
futech-526	1057	16	,	,	PUNCT
futech-526	1057	17	gi	gi	NOUN
futech-526	1057	18	,	,	PUNCT
futech-526	1057	19	and	and	CCONJ
futech-526	1057	20	gl	gl	PROPN
futech-526	1057	21	,	,	PUNCT
futech-526	1057	22	which	which	PRON
futech-526	1057	23	evaluate	evaluate	VERB
futech-526	1057	24	diet	diet	NOUN
futech-526	1057	25	quality	quality	NOUN
futech-526	1057	26	based	base	VERB
futech-526	1057	27	on	on	ADP
futech-526	1057	28	adherence	adherence	NOUN
futech-526	1057	29	to	to	ADP
futech-526	1057	30	dietary	dietary	ADJ
futech-526	1057	31	guidelines	guideline	NOUN
futech-526	1057	32	.	.	PUNCT
futech-526	1058	1	artificial	artificial	ADJ
futech-526	1058	2	intelligence	intelligence	NOUN
futech-526	1058	3	and	and	CCONJ
futech-526	1058	4	machine	machine	NOUN
futech-526	1058	5	learning	learning	NOUN
futech-526	1058	6	techniques	technique	NOUN
futech-526	1058	7	were	be	AUX
futech-526	1058	8	applied	apply	VERB
futech-526	1058	9	to	to	ADP
futech-526	1058	10	the	the	DET
futech-526	1058	11	dataset	dataset	NOUN
futech-526	1058	12	to	to	PART
futech-526	1058	13	identify	identify	VERB
futech-526	1058	14	predictors	predictor	NOUN
futech-526	1058	15	of	of	ADP
futech-526	1058	16	the	the	DET
futech-526	1058	17	dietary	dietary	ADJ
futech-526	1058	18	indices	index	NOUN
futech-526	1058	19	.	.	PUNCT
futech-526	1059	1	factors	factor	NOUN
futech-526	1059	2	such	such	ADJ
futech-526	1059	3	as	as	ADP
futech-526	1059	4	whole	whole	ADJ
futech-526	1059	5	fruit	fruit	NOUN
futech-526	1059	6	and	and	CCONJ
futech-526	1059	7	whole	whole	ADJ
futech-526	1059	8	grain	grain	NOUN
futech-526	1059	9	consumption	consumption	NOUN
futech-526	1059	10	were	be	AUX
futech-526	1059	11	found	find	VERB
futech-526	1059	12	to	to	PART
futech-526	1059	13	be	be	AUX
futech-526	1059	14	significant	significant	ADJ
futech-526	1059	15	predictors	predictor	NOUN
futech-526	1059	16	of	of	ADP
futech-526	1059	17	hei	hei	PROPN
futech-526	1059	18	,	,	PUNCT
futech-526	1059	19	while	while	SCONJ
futech-526	1059	20	carbohydrate	carbohydrate	NOUN
futech-526	1059	21	intake	intake	NOUN
futech-526	1059	22	was	be	AUX
futech-526	1059	23	a	a	DET
futech-526	1059	24	common	common	ADJ
futech-526	1059	25	predictor	predictor	NOUN
futech-526	1059	26	for	for	ADP
futech-526	1059	27	both	both	DET
futech-526	1059	28	gi	gi	PROPN
futech-526	1059	29	and	and	CCONJ
futech-526	1059	30	gl	gl	INTJ
futech-526	1059	31	.	.	PUNCT
futech-526	1060	1	the	the	DET
futech-526	1060	2	dataset	dataset	NOUN
futech-526	1060	3	comprises	comprise	VERB
futech-526	1060	4	data	datum	NOUN
futech-526	1060	5	from	from	ADP
futech-526	1060	6	laboratory	laboratory	NOUN
futech-526	1060	7	analyses	analysis	NOUN
futech-526	1060	8	conducted	conduct	VERB
futech-526	1060	9	on	on	ADP
futech-526	1060	10	wheat‐based	wheat‐base	VERB
futech-526	1060	11	bread	bread	NOUN
futech-526	1060	12	samples	sample	NOUN
futech-526	1060	13	fortified	fortify	VERB
futech-526	1060	14	with	with	ADP
futech-526	1060	15	varying	vary	VERB
futech-526	1060	16	concentrations	concentration	NOUN
futech-526	1060	17	(	(	PUNCT
futech-526	1060	18	0.25	0.25	NUM
futech-526	1060	19	%	%	NOUN
futech-526	1060	20	to	to	PART
futech-526	1060	21	2	2	NUM
futech-526	1060	22	%	%	NOUN
futech-526	1060	23	)	)	PUNCT
futech-526	1060	24	of	of	ADP
futech-526	1060	25	euryale	euryale	ADJ
futech-526	1060	26	ferox	ferox	NOUN
futech-526	1060	27	seed	seed	NOUN
futech-526	1060	28	shell	shell	NOUN
futech-526	1060	29	extract	extract	NOUN
futech-526	1060	30	in	in	ADP
futech-526	1060	31	[	[	X
futech-526	1060	32	26	26	NUM
futech-526	1060	33	]	]	PUNCT
futech-526	1060	34	.	.	PUNCT
futech-526	1061	1	the	the	DET
futech-526	1061	2	researchers	researcher	NOUN
futech-526	1061	3	assessed	assess	VERB
futech-526	1061	4	the	the	DET
futech-526	1061	5	inhibitory	inhibitory	ADJ
futech-526	1061	6	effects	effect	NOUN
futech-526	1061	7	of	of	ADP
futech-526	1061	8	efsse	efsse	NOUN
futech-526	1061	9	on	on	ADP
futech-526	1061	10	α‐amylase	α‐amylase	NUM
futech-526	1061	11	and	and	CCONJ
futech-526	1061	12	α‐glucosidase	α‐glucosidase	PUNCT
futech-526	1061	13	activities	activity	NOUN
futech-526	1061	14	,	,	PUNCT
futech-526	1061	15	and	and	CCONJ
futech-526	1061	16	evaluated	evaluate	VERB
futech-526	1061	17	the	the	DET
futech-526	1061	18	in	in	ADV
futech-526	1061	19	vitro	vitro	X
futech-526	1061	20	starch	starch	NOUN
futech-526	1061	21	digestibility	digestibility	NOUN
futech-526	1061	22	(	(	PUNCT
futech-526	1061	23	ivsd	ivsd	NOUN
futech-526	1061	24	)	)	PUNCT
futech-526	1061	25	and	and	CCONJ
futech-526	1061	26	predicted	predict	VERB
futech-526	1061	27	glycemic	glycemic	ADJ
futech-526	1061	28	index	index	NOUN
futech-526	1061	29	of	of	ADP
futech-526	1061	30	the	the	DET
futech-526	1061	31	bread	bread	NOUN
futech-526	1061	32	samples	sample	NOUN
futech-526	1061	33	.	.	PUNCT
futech-526	1062	1	advanced	advanced	ADJ
futech-526	1062	2	computational	computational	ADJ
futech-526	1062	3	techniques	technique	NOUN
futech-526	1062	4	,	,	PUNCT
futech-526	1062	5	including	include	VERB
futech-526	1062	6	swarm	swarm	NOUN
futech-526	1062	7	intelligence	intelligence	NOUN
futech-526	1062	8	supervised	supervise	VERB
futech-526	1062	9	neural	neural	ADJ
futech-526	1062	10	network	network	NOUN
futech-526	1062	11	modeling	modeling	NOUN
futech-526	1062	12	,	,	PUNCT
futech-526	1062	13	were	be	AUX
futech-526	1062	14	employed	employ	VERB
futech-526	1062	15	to	to	PART
futech-526	1062	16	simulate	simulate	VERB
futech-526	1062	17	digestion	digestion	NOUN
futech-526	1062	18	kinetics	kinetic	NOUN
futech-526	1062	19	and	and	CCONJ
futech-526	1062	20	predict	predict	VERB
futech-526	1062	21	the	the	DET
futech-526	1062	22	glycemic	glycemic	ADJ
futech-526	1062	23	index	index	NOUN
futech-526	1062	24	,	,	PUNCT
futech-526	1062	25	providing	provide	VERB
futech-526	1062	26	insights	insight	NOUN
futech-526	1062	27	into	into	ADP
futech-526	1062	28	the	the	DET
futech-526	1062	29	potential	potential	NOUN
futech-526	1062	30	of	of	ADP
futech-526	1062	31	efsse	efsse	NOUN
futech-526	1062	32	as	as	ADP
futech-526	1062	33	a	a	DET
futech-526	1062	34	functional	functional	ADJ
futech-526	1062	35	additive	additive	NOUN
futech-526	1062	36	for	for	ADP
futech-526	1062	37	producing	produce	VERB
futech-526	1062	38	lower	low	ADJ
futech-526	1062	39	glycemic	glycemic	ADJ
futech-526	1062	40	index	index	NOUN
futech-526	1062	41	bread	bread	NOUN
futech-526	1062	42	.	.	PUNCT
futech-526	1063	1	the	the	DET
futech-526	1063	2	study	study	NOUN
futech-526	1063	3	titled	title	VERB
futech-526	1063	4	“	"	PUNCT
futech-526	1063	5	moroccan	moroccan	ADJ
futech-526	1063	6	food	food	NOUN
futech-526	1063	7	dataset	dataset	NOUN
futech-526	1063	8	for	for	ADP
futech-526	1063	9	food	food	NOUN
futech-526	1063	10	image	image	NOUN
futech-526	1063	11	recognition	recognition	NOUN
futech-526	1063	12	towards	towards	ADP
futech-526	1063	13	glycemic	glycemic	ADJ
futech-526	1063	14	index	index	NOUN
futech-526	1063	15	estimation	estimation	NOUN
futech-526	1063	16	”	"	PUNCT
futech-526	1063	17	,	,	PUNCT
futech-526	1063	18	[	[	X
futech-526	1063	19	11	11	NUM
futech-526	1063	20	]	]	PUNCT
futech-526	1063	21	introduced	introduce	VERB
futech-526	1063	22	the	the	DET
futech-526	1063	23	mfood‐70	mfood‐70	PROPN
futech-526	1063	24	dataset	dataset	NOUN
futech-526	1063	25	,	,	PUNCT
futech-526	1063	26	a	a	DET
futech-526	1063	27	collection	collection	NOUN
futech-526	1063	28	of	of	ADP
futech-526	1063	29	70	70	NUM
futech-526	1063	30	moroccan	moroccan	ADJ
futech-526	1063	31	food	food	NOUN
futech-526	1063	32	categories	category	NOUN
futech-526	1063	33	comprising	comprise	VERB
futech-526	1063	34	14,000	14,000	NUM
futech-526	1063	35	images	image	NOUN
futech-526	1063	36	.	.	PUNCT
futech-526	1064	1	this	this	DET
futech-526	1064	2	dataset	dataset	NOUN
futech-526	1064	3	was	be	AUX
futech-526	1064	4	specifically	specifically	ADV
futech-526	1064	5	developed	develop	VERB
futech-526	1064	6	by	by	ADP
futech-526	1064	7	the	the	DET
futech-526	1064	8	authors	author	NOUN
futech-526	1064	9	to	to	PART
futech-526	1064	10	enhance	enhance	VERB
futech-526	1064	11	food	food	NOUN
futech-526	1064	12	image	image	NOUN
futech-526	1064	13	recognition	recognition	NOUN
futech-526	1064	14	and	and	CCONJ
futech-526	1064	15	facilitate	facilitate	ADJ
futech-526	1064	16	glycemic	glycemic	ADJ
futech-526	1064	17	index	index	NOUN
futech-526	1064	18	estimation	estimation	NOUN
futech-526	1064	19	.	.	PUNCT
futech-526	1065	1	the	the	DET
futech-526	1065	2	images	image	NOUN
futech-526	1065	3	were	be	AUX
futech-526	1065	4	sourced	source	VERB
futech-526	1065	5	from	from	ADP
futech-526	1065	6	web	web	NOUN
futech-526	1065	7	scraping	scraping	NOUN
futech-526	1065	8	and	and	CCONJ
futech-526	1065	9	existing	exist	VERB
futech-526	1065	10	datasets	dataset	NOUN
futech-526	1065	11	,	,	PUNCT
futech-526	1065	12	ensuring	ensure	VERB
futech-526	1065	13	a	a	DET
futech-526	1065	14	diverse	diverse	ADJ
futech-526	1065	15	representation	representation	NOUN
futech-526	1065	16	of	of	ADP
futech-526	1065	17	moroccan	moroccan	PROPN
futech-526	1065	18	cuisine	cuisine	PROPN
futech-526	1065	19	.	.	PUNCT
futech-526	1066	1	the	the	DET
futech-526	1066	2	dataset	dataset	NOUN
futech-526	1066	3	was	be	AUX
futech-526	1066	4	utilized	utilize	VERB
futech-526	1066	5	to	to	PART
futech-526	1066	6	train	train	VERB
futech-526	1066	7	and	and	CCONJ
futech-526	1066	8	evaluate	evaluate	VERB
futech-526	1066	9	convolutional	convolutional	ADJ
futech-526	1066	10	neural	neural	ADJ
futech-526	1066	11	network	network	NOUN
futech-526	1066	12	models	model	NOUN
futech-526	1066	13	,	,	PUNCT
futech-526	1066	14	aiming	aim	VERB
futech-526	1066	15	to	to	PART
futech-526	1066	16	improve	improve	VERB
futech-526	1066	17	the	the	DET
futech-526	1066	18	accuracy	accuracy	NOUN
futech-526	1066	19	of	of	ADP
futech-526	1066	20	food	food	NOUN
futech-526	1066	21	recognition	recognition	NOUN
futech-526	1066	22	systems	system	NOUN
futech-526	1066	23	and	and	CCONJ
futech-526	1066	24	support	support	VERB
futech-526	1066	25	dietary	dietary	ADJ
futech-526	1066	26	monitoring	monitoring	NOUN
futech-526	1066	27	applications	application	NOUN
futech-526	1066	28	.	.	PUNCT
futech-526	1067	1	in	in	ADP
futech-526	1067	2	reference	reference	NOUN
futech-526	1067	3	[	[	X
futech-526	1067	4	28	28	NUM
futech-526	1067	5	]	]	PUNCT
futech-526	1067	6	,	,	PUNCT
futech-526	1067	7	the	the	DET
futech-526	1067	8	dataset	dataset	NOUN
futech-526	1067	9	comprises	comprise	VERB
futech-526	1067	10	data	datum	NOUN
futech-526	1067	11	from	from	ADP
futech-526	1067	12	10	10	NUM
futech-526	1067	13	healthy	healthy	ADJ
futech-526	1067	14	non‐diabetic	non‐diabetic	ADJ
futech-526	1067	15	volunteers	volunteer	NOUN
futech-526	1067	16	(	(	PUNCT
futech-526	1067	17	5	5	NUM
futech-526	1067	18	males	male	NOUN
futech-526	1067	19	and	and	CCONJ
futech-526	1067	20	5	5	NUM
futech-526	1067	21	females	female	NOUN
futech-526	1067	22	)	)	PUNCT
futech-526	1067	23	.	.	PUNCT
futech-526	1068	1	each	each	DET
futech-526	1068	2	participant	participant	NOUN
futech-526	1068	3	consumed	consume	VERB
futech-526	1068	4	50	50	NUM
futech-526	1068	5	grams	gram	NOUN
futech-526	1068	6	of	of	ADP
futech-526	1068	7	carbohydrate	carbohydrate	NOUN
futech-526	1068	8	from	from	ADP
futech-526	1068	9	different	different	ADJ
futech-526	1068	10	black	black	ADJ
futech-526	1068	11	rice	rice	NOUN
futech-526	1068	12	cultivars	cultivar	NOUN
futech-526	1068	13	after	after	ADP
futech-526	1068	14	an	an	DET
futech-526	1068	15	overnight	overnight	ADJ
futech-526	1068	16	fast	fast	NOUN
futech-526	1068	17	.	.	PUNCT
futech-526	1069	1	blood	blood	NOUN
futech-526	1069	2	glucose	glucose	NOUN
futech-526	1069	3	levels	level	NOUN
futech-526	1069	4	were	be	AUX
futech-526	1069	5	nh	nh	PROPN
futech-526	1069	6	.	.	PROPN
futech-526	1069	7	wanigasingha	wanigasingha	NOUN
futech-526	1070	1	et	et	PROPN
futech-526	1070	2	al	al	PROPN
futech-526	1070	3	.	.	PROPN
futech-526	1070	4	/future	/future	PUNCT
futech-526	1070	5	technology	technology	PROPN
futech-526	1070	6	february	february	PROPN
futech-526	1070	7	2026|	2026|	NUM
futech-526	1070	8	volume	volume	NOUN
futech-526	1070	9	05	05	NUM
futech-526	1071	1	|	|	ADV
futech-526	1071	2	issue	issue	NOUN
futech-526	1071	3	01	01	NUM
futech-526	1072	1	|	|	NOUN
futech-526	1072	2	pages	page	VERB
futech-526	1072	3	93	93	NUM
futech-526	1072	4	-	-	SYM
futech-526	1072	5	126	126	NUM
futech-526	1072	6	116	116	NUM
futech-526	1072	7	measured	measure	VERB
futech-526	1072	8	at	at	ADP
futech-526	1072	9	intervals	interval	NOUN
futech-526	1072	10	of	of	ADP
futech-526	1072	11	0	0	NUM
futech-526	1072	12	,	,	PUNCT
futech-526	1072	13	15	15	NUM
futech-526	1072	14	,	,	PUNCT
futech-526	1072	15	30	30	NUM
futech-526	1072	16	,	,	PUNCT
futech-526	1072	17	45	45	NUM
futech-526	1072	18	,	,	PUNCT
futech-526	1072	19	60	60	NUM
futech-526	1072	20	,	,	PUNCT
futech-526	1072	21	90	90	NUM
futech-526	1072	22	,	,	PUNCT
futech-526	1072	23	and	and	CCONJ
futech-526	1072	24	120	120	NUM
futech-526	1072	25	minutes	minute	NOUN
futech-526	1072	26	post‐consumption	post‐consumption	NOUN
futech-526	1072	27	.	.	PUNCT
futech-526	1073	1	the	the	DET
futech-526	1073	2	researchers	researcher	NOUN
futech-526	1073	3	calculated	calculate	VERB
futech-526	1073	4	the	the	DET
futech-526	1073	5	incremental	incremental	ADJ
futech-526	1073	6	iauc	iauc	NOUN
futech-526	1073	7	for	for	ADP
futech-526	1073	8	each	each	DET
futech-526	1073	9	rice	rice	NOUN
futech-526	1073	10	cultivar	cultivar	NOUN
futech-526	1073	11	and	and	CCONJ
futech-526	1073	12	compared	compare	VERB
futech-526	1073	13	it	it	PRON
futech-526	1073	14	to	to	ADP
futech-526	1073	15	the	the	DET
futech-526	1073	16	iauc	iauc	NOUN
futech-526	1073	17	of	of	ADP
futech-526	1073	18	a	a	DET
futech-526	1073	19	reference	reference	NOUN
futech-526	1073	20	food	food	NOUN
futech-526	1073	21	(	(	PUNCT
futech-526	1073	22	glucose	glucose	NOUN
futech-526	1073	23	)	)	PUNCT
futech-526	1073	24	to	to	PART
futech-526	1073	25	determine	determine	VERB
futech-526	1073	26	the	the	DET
futech-526	1073	27	glycemic	glycemic	ADJ
futech-526	1073	28	index	index	NOUN
futech-526	1073	29	values	value	NOUN
futech-526	1073	30	.	.	PUNCT
futech-526	1074	1	the	the	DET
futech-526	1074	2	study	study	NOUN
futech-526	1074	3	found	find	VERB
futech-526	1074	4	that	that	SCONJ
futech-526	1074	5	the	the	DET
futech-526	1074	6	gi	gi	NOUN
futech-526	1074	7	values	value	NOUN
futech-526	1074	8	of	of	ADP
futech-526	1074	9	the	the	DET
futech-526	1074	10	black	black	ADJ
futech-526	1074	11	rice	rice	NOUN
futech-526	1074	12	cultivars	cultivar	NOUN
futech-526	1074	13	ranged	range	VERB
futech-526	1074	14	from	from	ADP
futech-526	1074	15	44.6	44.6	NUM
futech-526	1074	16	to	to	ADP
futech-526	1074	17	59.7	59.7	NUM
futech-526	1074	18	,	,	PUNCT
futech-526	1074	19	indicating	indicate	VERB
futech-526	1074	20	that	that	SCONJ
futech-526	1074	21	these	these	DET
futech-526	1074	22	cultivars	cultivar	NOUN
futech-526	1074	23	have	have	VERB
futech-526	1074	24	a	a	DET
futech-526	1074	25	low	low	ADJ
futech-526	1074	26	to	to	PART
futech-526	1074	27	medium	medium	NOUN
futech-526	1074	28	gi	gi	NOUN
futech-526	1074	29	.	.	PUNCT
futech-526	1075	1	the	the	DET
futech-526	1075	2	dataset	dataset	NOUN
futech-526	1075	3	was	be	AUX
futech-526	1075	4	built	build	VERB
futech-526	1075	5	by	by	ADP
futech-526	1075	6	the	the	DET
futech-526	1075	7	researchers	researcher	NOUN
futech-526	1075	8	specifically	specifically	ADV
futech-526	1075	9	for	for	SCONJ
futech-526	1075	10	this	this	DET
futech-526	1075	11	study	study	NOUN
futech-526	1075	12	to	to	PART
futech-526	1075	13	assess	assess	VERB
futech-526	1075	14	the	the	DET
futech-526	1075	15	gi	gi	NOUN
futech-526	1075	16	of	of	ADP
futech-526	1075	17	selected	select	VERB
futech-526	1075	18	black	black	ADJ
futech-526	1075	19	rice	rice	NOUN
futech-526	1075	20	cultivars	cultivar	NOUN
futech-526	1075	21	in	in	ADP
futech-526	1075	22	bangladesh	bangladesh	NOUN
futech-526	1075	23	.	.	PUNCT
futech-526	1076	1	the	the	DET
futech-526	1076	2	dataset	dataset	NOUN
futech-526	1076	3	described	describe	VERB
futech-526	1076	4	in	in	ADP
futech-526	1076	5	[	[	X
futech-526	1076	6	24	24	NUM
futech-526	1076	7	]	]	PUNCT
futech-526	1076	8	primarily	primarily	ADV
futech-526	1076	9	consists	consist	VERB
futech-526	1076	10	of	of	ADP
futech-526	1076	11	various	various	ADJ
futech-526	1076	12	rice	rice	NOUN
futech-526	1076	13	genotypes	genotype	NOUN
futech-526	1076	14	used	use	VERB
futech-526	1076	15	to	to	PART
futech-526	1076	16	study	study	VERB
futech-526	1076	17	their	their	PRON
futech-526	1076	18	glycemic	glycemic	ADJ
futech-526	1076	19	index	index	NOUN
futech-526	1076	20	and	and	CCONJ
futech-526	1076	21	associated	associate	VERB
futech-526	1076	22	biochemical	biochemical	ADJ
futech-526	1076	23	properties	property	NOUN
futech-526	1076	24	such	such	ADJ
futech-526	1076	25	as	as	ADP
futech-526	1076	26	resistant	resistant	ADJ
futech-526	1076	27	starch	starch	NOUN
futech-526	1076	28	content	content	NOUN
futech-526	1076	29	,	,	PUNCT
futech-526	1076	30	amylose	amylose	NOUN
futech-526	1076	31	content	content	NOUN
futech-526	1076	32	,	,	PUNCT
futech-526	1076	33	and	and	CCONJ
futech-526	1076	34	other	other	ADJ
futech-526	1076	35	indicators	indicator	NOUN
futech-526	1076	36	of	of	ADP
futech-526	1076	37	starch	starch	NOUN
futech-526	1076	38	digestibility	digestibility	NOUN
futech-526	1076	39	.	.	PUNCT
futech-526	1077	1	these	these	DET
futech-526	1077	2	genotypes	genotype	NOUN
futech-526	1077	3	were	be	AUX
futech-526	1077	4	sourced	source	VERB
futech-526	1077	5	from	from	ADP
futech-526	1077	6	different	different	ADJ
futech-526	1077	7	ecologies	ecology	NOUN
futech-526	1077	8	or	or	CCONJ
futech-526	1077	9	traits	trait	NOUN
futech-526	1077	10	and	and	CCONJ
futech-526	1077	11	analyzed	analyze	VERB
futech-526	1077	12	using	use	VERB
futech-526	1077	13	in	in	ADP
futech-526	1077	14	vitro	vitro	X
futech-526	1077	15	methods	method	NOUN
futech-526	1077	16	to	to	PART
futech-526	1077	17	determine	determine	VERB
futech-526	1077	18	their	their	PRON
futech-526	1077	19	gi	gi	NOUN
futech-526	1077	20	values	value	NOUN
futech-526	1077	21	and	and	CCONJ
futech-526	1077	22	rs	rs	ADJ
futech-526	1077	23	levels	level	NOUN
futech-526	1077	24	.	.	PUNCT
futech-526	1078	1	this	this	DET
futech-526	1078	2	dataset	dataset	ADJ
futech-526	1078	3	aids	aid	NOUN
futech-526	1078	4	in	in	ADP
futech-526	1078	5	understanding	understand	VERB
futech-526	1078	6	how	how	SCONJ
futech-526	1078	7	genetic	genetic	ADJ
futech-526	1078	8	and	and	CCONJ
futech-526	1078	9	biochemical	biochemical	ADJ
futech-526	1078	10	variations	variation	NOUN
futech-526	1078	11	in	in	ADP
futech-526	1078	12	rice	rice	NOUN
futech-526	1078	13	influence	influence	NOUN
futech-526	1078	14	its	its	PRON
futech-526	1078	15	digestion	digestion	NOUN
futech-526	1078	16	and	and	CCONJ
futech-526	1078	17	postprandial	postprandial	ADJ
futech-526	1078	18	glucose	glucose	NOUN
futech-526	1078	19	response	response	NOUN
futech-526	1078	20	,	,	PUNCT
futech-526	1078	21	with	with	ADP
futech-526	1078	22	implications	implication	NOUN
futech-526	1078	23	for	for	ADP
futech-526	1078	24	dietary	dietary	ADJ
futech-526	1078	25	recommendations	recommendation	NOUN
futech-526	1078	26	and	and	CCONJ
futech-526	1078	27	crop	crop	NOUN
futech-526	1078	28	improvement	improvement	NOUN
futech-526	1078	29	strategies	strategy	NOUN
futech-526	1078	30	.	.	PUNCT
futech-526	1079	1	reference	reference	NOUN
futech-526	1079	2	[	[	X
futech-526	1079	3	23	23	NUM
futech-526	1079	4	]	]	PUNCT
futech-526	1079	5	developed	develop	VERB
futech-526	1079	6	a	a	DET
futech-526	1079	7	custom	custom	NOUN
futech-526	1079	8	dataset	dataset	NOUN
futech-526	1079	9	specifically	specifically	ADV
futech-526	1079	10	by	by	ADP
futech-526	1079	11	formulating	formulate	VERB
futech-526	1079	12	various	various	ADJ
futech-526	1079	13	bread	bread	NOUN
futech-526	1079	14	samples	sample	NOUN
futech-526	1079	15	by	by	ADP
futech-526	1079	16	substituting	substitute	VERB
futech-526	1079	17	wheat	wheat	NOUN
futech-526	1079	18	flour	flour	NOUN
futech-526	1079	19	with	with	ADP
futech-526	1079	20	chickpea	chickpea	NOUN
futech-526	1079	21	flour	flour	NOUN
futech-526	1079	22	,	,	PUNCT
futech-526	1079	23	red	red	ADJ
futech-526	1079	24	chicory	chicory	NOUN
futech-526	1079	25	powder	powder	NOUN
futech-526	1079	26	,	,	PUNCT
futech-526	1079	27	and	and	CCONJ
futech-526	1079	28	different	different	ADJ
futech-526	1079	29	types	type	NOUN
futech-526	1079	30	of	of	ADP
futech-526	1079	31	resistant	resistant	ADJ
futech-526	1079	32	starch	starch	NOUN
futech-526	1079	33	.	.	PUNCT
futech-526	1080	1	they	they	PRON
futech-526	1080	2	then	then	ADV
futech-526	1080	3	assessed	assess	VERB
futech-526	1080	4	the	the	DET
futech-526	1080	5	predicted	predict	VERB
futech-526	1080	6	glycemic	glycemic	ADJ
futech-526	1080	7	index	index	NOUN
futech-526	1080	8	and	and	CCONJ
futech-526	1080	9	technological	technological	ADJ
futech-526	1080	10	properties	property	NOUN
futech-526	1080	11	of	of	ADP
futech-526	1080	12	these	these	DET
futech-526	1080	13	bread	bread	NOUN
futech-526	1080	14	formulations	formulation	NOUN
futech-526	1080	15	.	.	PUNCT
futech-526	1081	1	the	the	DET
futech-526	1081	2	dataset	dataset	NOUN
futech-526	1081	3	includes	include	VERB
futech-526	1081	4	measurements	measurement	NOUN
futech-526	1081	5	of	of	ADP
futech-526	1081	6	pgi	pgi	PROPN
futech-526	1081	7	,	,	PUNCT
futech-526	1081	8	moisture	moisture	NOUN
futech-526	1081	9	content	content	NOUN
futech-526	1081	10	,	,	PUNCT
futech-526	1081	11	volume	volume	NOUN
futech-526	1081	12	,	,	PUNCT
futech-526	1081	13	specific	specific	ADJ
futech-526	1081	14	volume	volume	NOUN
futech-526	1081	15	,	,	PUNCT
futech-526	1081	16	baking	bake	VERB
futech-526	1081	17	loss	loss	NOUN
futech-526	1081	18	,	,	PUNCT
futech-526	1081	19	and	and	CCONJ
futech-526	1081	20	texture	texture	ADJ
futech-526	1081	21	parameters	parameter	NOUN
futech-526	1081	22	such	such	ADJ
futech-526	1081	23	as	as	ADP
futech-526	1081	24	hardness	hardness	NOUN
futech-526	1081	25	,	,	PUNCT
futech-526	1081	26	cohesiveness	cohesiveness	NOUN
futech-526	1081	27	,	,	PUNCT
futech-526	1081	28	and	and	CCONJ
futech-526	1081	29	chewiness	chewiness	NOUN
futech-526	1081	30	.	.	PUNCT
futech-526	1082	1	this	this	DET
futech-526	1082	2	comprehensive	comprehensive	ADJ
futech-526	1082	3	dataset	dataset	NOUN
futech-526	1082	4	enabled	enable	VERB
futech-526	1082	5	the	the	DET
futech-526	1082	6	researchers	researcher	NOUN
futech-526	1082	7	to	to	PART
futech-526	1082	8	analyze	analyze	VERB
futech-526	1082	9	how	how	SCONJ
futech-526	1082	10	each	each	DET
futech-526	1082	11	ingredient	ingredient	NOUN
futech-526	1082	12	influenced	influence	VERB
futech-526	1082	13	the	the	DET
futech-526	1082	14	bread	bread	NOUN
futech-526	1082	15	’s	’s	PART
futech-526	1082	16	glycemic	glycemic	ADJ
futech-526	1082	17	index	index	NOUN
futech-526	1082	18	and	and	CCONJ
futech-526	1082	19	technological	technological	ADJ
futech-526	1082	20	characteristics	characteristic	NOUN
futech-526	1082	21	.	.	PUNCT
futech-526	1083	1	reference	reference	NOUN
futech-526	1084	1	[	[	X
futech-526	1084	2	65	65	NUM
futech-526	1084	3	]	]	PUNCT
futech-526	1084	4	encompasses	encompass	VERB
futech-526	1084	5	various	various	ADJ
futech-526	1084	6	food	food	NOUN
futech-526	1084	7	items	item	NOUN
futech-526	1084	8	,	,	PUNCT
futech-526	1084	9	each	each	PRON
futech-526	1084	10	characterized	characterize	VERB
futech-526	1084	11	by	by	ADP
futech-526	1084	12	both	both	DET
futech-526	1084	13	nutrient‐	nutrient‐	PROPN
futech-526	1084	14	based	base	VERB
futech-526	1084	15	information	information	NOUN
futech-526	1084	16	and	and	CCONJ
futech-526	1084	17	non‐nutrient	non‐nutrient	ADJ
futech-526	1084	18	physicochemical	physicochemical	ADJ
futech-526	1084	19	properties	property	NOUN
futech-526	1084	20	such	such	ADJ
futech-526	1084	21	as	as	ADP
futech-526	1084	22	texture	texture	NOUN
futech-526	1084	23	,	,	PUNCT
futech-526	1084	24	water	water	NOUN
futech-526	1084	25	activity	activity	NOUN
futech-526	1084	26	,	,	PUNCT
futech-526	1084	27	glycemic	glycemic	ADJ
futech-526	1084	28	potential	potential	NOUN
futech-526	1084	29	,	,	PUNCT
futech-526	1084	30	satiety	satiety	NOUN
futech-526	1084	31	potential	potential	NOUN
futech-526	1084	32	,	,	PUNCT
futech-526	1084	33	and	and	CCONJ
futech-526	1084	34	shelf	shelf	NOUN
futech-526	1084	35	life	life	NOUN
futech-526	1084	36	.	.	PUNCT
futech-526	1085	1	the	the	DET
futech-526	1085	2	researchers	researcher	NOUN
futech-526	1085	3	employed	employ	VERB
futech-526	1085	4	data	datum	NOUN
futech-526	1085	5	mining	mining	NOUN
futech-526	1085	6	techniques	technique	NOUN
futech-526	1085	7	to	to	PART
futech-526	1085	8	analyze	analyze	VERB
futech-526	1085	9	the	the	DET
futech-526	1085	10	compiled	compile	VERB
futech-526	1085	11	dataset	dataset	NOUN
futech-526	1085	12	,	,	PUNCT
futech-526	1085	13	aiming	aim	VERB
futech-526	1085	14	to	to	PART
futech-526	1085	15	establish	establish	VERB
futech-526	1085	16	correlations	correlation	NOUN
futech-526	1085	17	between	between	ADP
futech-526	1085	18	the	the	DET
futech-526	1085	19	degree	degree	NOUN
futech-526	1085	20	of	of	ADP
futech-526	1085	21	food	food	NOUN
futech-526	1085	22	processing	processing	NOUN
futech-526	1085	23	and	and	CCONJ
futech-526	1085	24	the	the	DET
futech-526	1085	25	physicochemical	physicochemical	ADJ
futech-526	1085	26	properties	property	NOUN
futech-526	1085	27	of	of	ADP
futech-526	1085	28	the	the	DET
futech-526	1085	29	foods	food	NOUN
futech-526	1085	30	.	.	PUNCT
futech-526	1086	1	by	by	ADP
futech-526	1086	2	examining	examine	VERB
futech-526	1086	3	these	these	DET
futech-526	1086	4	relationships	relationship	NOUN
futech-526	1086	5	,	,	PUNCT
futech-526	1086	6	they	they	PRON
futech-526	1086	7	sought	seek	VERB
futech-526	1086	8	to	to	PART
futech-526	1086	9	develop	develop	VERB
futech-526	1086	10	a	a	DET
futech-526	1086	11	comprehensive	comprehensive	ADJ
futech-526	1086	12	quantitative	quantitative	ADJ
futech-526	1086	13	index	index	NOUN
futech-526	1086	14	that	that	PRON
futech-526	1086	15	reflects	reflect	VERB
futech-526	1086	16	the	the	DET
futech-526	1086	17	extent	extent	NOUN
futech-526	1086	18	of	of	ADP
futech-526	1086	19	food	food	NOUN
futech-526	1086	20	processing	processing	NOUN
futech-526	1086	21	,	,	PUNCT
futech-526	1086	22	moving	move	VERB
futech-526	1086	23	beyond	beyond	ADP
futech-526	1086	24	traditional	traditional	ADJ
futech-526	1086	25	nutrient‐based	nutrient‐base	VERB
futech-526	1086	26	indices	index	NOUN
futech-526	1086	27	.	.	PUNCT
futech-526	1087	1	this	this	DET
futech-526	1087	2	holistic	holistic	ADJ
futech-526	1087	3	index	index	NOUN
futech-526	1087	4	is	be	AUX
futech-526	1087	5	intended	intend	VERB
futech-526	1087	6	to	to	PART
futech-526	1087	7	provide	provide	VERB
futech-526	1087	8	a	a	DET
futech-526	1087	9	more	more	ADV
futech-526	1087	10	nuanced	nuanced	ADJ
futech-526	1087	11	understanding	understanding	NOUN
futech-526	1087	12	of	of	ADP
futech-526	1087	13	how	how	SCONJ
futech-526	1087	14	processing	processing	NOUN
futech-526	1087	15	affects	affect	VERB
futech-526	1087	16	food	food	NOUN
futech-526	1087	17	quality	quality	NOUN
futech-526	1087	18	and	and	CCONJ
futech-526	1087	19	health	health	NOUN
futech-526	1087	20	implications	implication	NOUN
futech-526	1087	21	.	.	PUNCT
futech-526	1088	1	106	106	NUM
futech-526	1088	2	participants	participant	NOUN
futech-526	1088	3	,	,	PUNCT
futech-526	1088	4	including	include	VERB
futech-526	1088	5	53	53	NUM
futech-526	1088	6	colorectal	colorectal	ADJ
futech-526	1088	7	cancer	cancer	NOUN
futech-526	1088	8	cases	case	NOUN
futech-526	1088	9	and	and	CCONJ
futech-526	1088	10	53	53	NUM
futech-526	1088	11	family	family	NOUN
futech-526	1088	12	members	member	NOUN
futech-526	1088	13	from	from	ADP
futech-526	1088	14	diverse	diverse	ADJ
futech-526	1088	15	ethnic	ethnic	ADJ
futech-526	1088	16	backgrounds	background	NOUN
futech-526	1088	17	,	,	PUNCT
futech-526	1088	18	participated	participate	VERB
futech-526	1088	19	in	in	ADP
futech-526	1088	20	creating	create	VERB
futech-526	1088	21	the	the	DET
futech-526	1088	22	dataset	dataset	NOUN
futech-526	1088	23	of	of	ADP
futech-526	1088	24	reference	reference	NOUN
futech-526	1088	25	[	[	X
futech-526	1088	26	66	66	NUM
futech-526	1088	27	]	]	PUNCT
futech-526	1088	28	.	.	PUNCT
futech-526	1089	1	the	the	DET
futech-526	1089	2	data	datum	NOUN
futech-526	1089	3	encompassed	encompass	VERB
futech-526	1089	4	individual	individual	ADJ
futech-526	1089	5	dietary	dietary	ADJ
futech-526	1089	6	parameters	parameter	NOUN
futech-526	1089	7	,	,	PUNCT
futech-526	1089	8	health	health	NOUN
futech-526	1089	9	outcomes	outcome	NOUN
futech-526	1089	10	,	,	PUNCT
futech-526	1089	11	and	and	CCONJ
futech-526	1089	12	demographic	demographic	ADJ
futech-526	1089	13	information	information	NOUN
futech-526	1089	14	.	.	PUNCT
futech-526	1090	1	the	the	DET
futech-526	1090	2	researchers	researcher	NOUN
futech-526	1090	3	employed	employ	VERB
futech-526	1090	4	machine	machine	NOUN
futech-526	1090	5	learning	learn	VERB
futech-526	1090	6	validation	validation	NOUN
futech-526	1090	7	procedures	procedure	NOUN
futech-526	1090	8	,	,	PUNCT
futech-526	1090	9	such	such	ADJ
futech-526	1090	10	as	as	ADP
futech-526	1090	11	the	the	DET
futech-526	1090	12	ensemble	ensemble	ADJ
futech-526	1090	13	method	method	NOUN
futech-526	1090	14	and	and	CCONJ
futech-526	1090	15	generalized	generalized	ADJ
futech-526	1090	16	regression	regression	NOUN
futech-526	1090	17	prediction	prediction	NOUN
futech-526	1090	18	,	,	PUNCT
futech-526	1090	19	to	to	PART
futech-526	1090	20	analyze	analyze	VERB
futech-526	1090	21	the	the	DET
futech-526	1090	22	data	datum	NOUN
futech-526	1090	23	.	.	PUNCT
futech-526	1091	1	significant	significant	ADJ
futech-526	1091	2	dietary	dietary	ADJ
futech-526	1091	3	predictors	predictor	NOUN
futech-526	1091	4	identified	identify	VERB
futech-526	1091	5	included	include	VERB
futech-526	1091	6	whole	whole	ADJ
futech-526	1091	7	fruit	fruit	NOUN
futech-526	1091	8	,	,	PUNCT
futech-526	1091	9	milk	milk	NOUN
futech-526	1091	10	or	or	CCONJ
futech-526	1091	11	milk	milk	NOUN
futech-526	1091	12	alternatives	alternative	NOUN
futech-526	1091	13	,	,	PUNCT
futech-526	1091	14	whole	whole	ADJ
futech-526	1091	15	grains	grain	NOUN
futech-526	1091	16	,	,	PUNCT
futech-526	1091	17	saturated	saturate	VERB
futech-526	1091	18	fat	fat	NOUN
futech-526	1091	19	,	,	PUNCT
futech-526	1091	20	and	and	CCONJ
futech-526	1091	21	oils	oil	NOUN
futech-526	1091	22	and	and	CCONJ
futech-526	1091	23	nuts	nut	NOUN
futech-526	1091	24	.	.	PUNCT
futech-526	1092	1	these	these	DET
futech-526	1092	2	findings	finding	NOUN
futech-526	1092	3	highlight	highlight	VERB
futech-526	1092	4	the	the	DET
futech-526	1092	5	importance	importance	NOUN
futech-526	1092	6	of	of	ADP
futech-526	1092	7	specific	specific	ADJ
futech-526	1092	8	dietary	dietary	ADJ
futech-526	1092	9	components	component	NOUN
futech-526	1092	10	in	in	ADP
futech-526	1092	11	promoting	promote	VERB
futech-526	1092	12	healthy	healthy	ADJ
futech-526	1092	13	eating	eating	NOUN
futech-526	1092	14	habits	habit	NOUN
futech-526	1092	15	among	among	ADP
futech-526	1092	16	multi‐ethnic	multi‐ethnic	VERB
futech-526	1092	17	colorectal	colorectal	ADJ
futech-526	1092	18	cancer	cancer	NOUN
futech-526	1092	19	families	family	NOUN
futech-526	1092	20	.	.	PUNCT
futech-526	1093	1	the	the	DET
futech-526	1093	2	dataset	dataset	NOUN
futech-526	1093	3	employed	employ	VERB
futech-526	1093	4	in	in	ADP
futech-526	1093	5	[	[	X
futech-526	1093	6	36	36	NUM
futech-526	1093	7	]	]	PUNCT
futech-526	1093	8	comprises	comprise	VERB
futech-526	1093	9	various	various	ADJ
futech-526	1093	10	sri	sri	ADJ
futech-526	1093	11	lankan	lankan	PROPN
futech-526	1093	12	starchy	starchy	NOUN
futech-526	1093	13	tubers	tuber	NOUN
futech-526	1093	14	,	,	PUNCT
futech-526	1093	15	including	include	VERB
futech-526	1093	16	arrowroot	arrowroot	NOUN
futech-526	1093	17	,	,	PUNCT
futech-526	1093	18	cassava	cassava	NOUN
futech-526	1093	19	,	,	PUNCT
futech-526	1093	20	potato	potato	NOUN
futech-526	1093	21	,	,	PUNCT
futech-526	1093	22	purple	purple	ADJ
futech-526	1093	23	yam	yam	NOUN
futech-526	1093	24	,	,	PUNCT
futech-526	1093	25	sweet	sweet	ADJ
futech-526	1093	26	potato	potato	NOUN
futech-526	1093	27	,	,	PUNCT
futech-526	1093	28	and	and	CCONJ
futech-526	1093	29	white	white	ADJ
futech-526	1093	30	yam	yam	NOUN
futech-526	1093	31	.	.	PUNCT
futech-526	1094	1	the	the	DET
futech-526	1094	2	researchers	researcher	NOUN
futech-526	1094	3	collected	collect	VERB
futech-526	1094	4	these	these	DET
futech-526	1094	5	tubers	tuber	NOUN
futech-526	1094	6	from	from	ADP
futech-526	1094	7	local	local	ADJ
futech-526	1094	8	sources	source	NOUN
futech-526	1094	9	and	and	CCONJ
futech-526	1094	10	prepared	prepare	VERB
futech-526	1094	11	them	they	PRON
futech-526	1094	12	under	under	ADP
futech-526	1094	13	controlled	control	VERB
futech-526	1094	14	laboratory	laboratory	NOUN
futech-526	1094	15	conditions	condition	NOUN
futech-526	1094	16	to	to	PART
futech-526	1094	17	assess	assess	VERB
futech-526	1094	18	their	their	PRON
futech-526	1094	19	starch	starch	NOUN
futech-526	1094	20	hydrolysis	hydrolysis	NOUN
futech-526	1094	21	indices	index	NOUN
futech-526	1094	22	.	.	PUNCT
futech-526	1095	1	each	each	DET
futech-526	1095	2	tuber	tuber	NOUN
futech-526	1095	3	was	be	AUX
futech-526	1095	4	subjected	subject	VERB
futech-526	1095	5	to	to	ADP
futech-526	1095	6	enzymatic	enzymatic	ADJ
futech-526	1095	7	digestion	digestion	NOUN
futech-526	1095	8	to	to	PART
futech-526	1095	9	measure	measure	VERB
futech-526	1095	10	the	the	DET
futech-526	1095	11	rate	rate	NOUN
futech-526	1095	12	and	and	CCONJ
futech-526	1095	13	extent	extent	NOUN
futech-526	1095	14	of	of	ADP
futech-526	1095	15	starch	starch	NOUN
futech-526	1095	16	breakdown	breakdown	NOUN
futech-526	1095	17	over	over	ADP
futech-526	1095	18	time	time	NOUN
futech-526	1095	19	.	.	PUNCT
futech-526	1096	1	these	these	DET
futech-526	1096	2	measurements	measurement	NOUN
futech-526	1096	3	enabled	enable	VERB
futech-526	1096	4	the	the	DET
futech-526	1096	5	calculation	calculation	NOUN
futech-526	1096	6	of	of	ADP
futech-526	1096	7	the	the	DET
futech-526	1096	8	hydrolysis	hydrolysis	NOUN
futech-526	1096	9	index	index	NOUN
futech-526	1096	10	for	for	ADP
futech-526	1096	11	each	each	DET
futech-526	1096	12	tuber	tuber	NOUN
futech-526	1096	13	,	,	PUNCT
futech-526	1096	14	which	which	PRON
futech-526	1096	15	serves	serve	VERB
futech-526	1096	16	as	as	ADP
futech-526	1096	17	an	an	DET
futech-526	1096	18	indicator	indicator	NOUN
futech-526	1096	19	of	of	ADP
futech-526	1096	20	the	the	DET
futech-526	1096	21	potential	potential	ADJ
futech-526	1096	22	glycemic	glycemic	ADJ
futech-526	1096	23	response	response	NOUN
futech-526	1096	24	upon	upon	SCONJ
futech-526	1096	25	consumption	consumption	NOUN
futech-526	1096	26	.	.	PUNCT
futech-526	1097	1	the	the	DET
futech-526	1097	2	findings	finding	NOUN
futech-526	1097	3	provide	provide	VERB
futech-526	1097	4	valuable	valuable	ADJ
futech-526	1097	5	insights	insight	NOUN
futech-526	1097	6	into	into	ADP
futech-526	1097	7	the	the	DET
futech-526	1097	8	nutritional	nutritional	ADJ
futech-526	1097	9	properties	property	NOUN
futech-526	1097	10	of	of	ADP
futech-526	1097	11	these	these	DET
futech-526	1097	12	traditional	traditional	ADJ
futech-526	1097	13	sri	sri	ADJ
futech-526	1097	14	lankan	lankan	PROPN
futech-526	1097	15	tubers	tuber	NOUN
futech-526	1097	16	,	,	PUNCT
futech-526	1097	17	particularly	particularly	ADV
futech-526	1097	18	concerning	concern	VERB
futech-526	1097	19	their	their	PRON
futech-526	1097	20	impact	impact	NOUN
futech-526	1097	21	on	on	ADP
futech-526	1097	22	blood	blood	NOUN
futech-526	1097	23	sugar	sugar	NOUN
futech-526	1097	24	levels	level	NOUN
futech-526	1097	25	.	.	PUNCT
futech-526	1098	1	the	the	DET
futech-526	1098	2	study	study	NOUN
futech-526	1098	3	[	[	X
futech-526	1098	4	29	29	NUM
futech-526	1098	5	]	]	PUNCT
futech-526	1098	6	utilizes	utilize	VERB
futech-526	1098	7	a	a	DET
futech-526	1098	8	dataset	dataset	ADJ
futech-526	1098	9	comprising	comprising	NOUN
futech-526	1098	10	real‐world	real‐world	NOUN
futech-526	1098	11	data	datum	NOUN
futech-526	1098	12	from	from	ADP
futech-526	1098	13	individuals	individual	NOUN
futech-526	1098	14	with	with	ADP
futech-526	1098	15	type	type	NOUN
futech-526	1098	16	1	1	NUM
futech-526	1098	17	diabetes	diabetes	NOUN
futech-526	1098	18	.	.	PUNCT
futech-526	1099	1	this	this	DET
futech-526	1099	2	dataset	dataset	NOUN
futech-526	1099	3	includes	include	VERB
futech-526	1099	4	patient‐specific	patient‐specific	ADJ
futech-526	1099	5	information	information	NOUN
futech-526	1099	6	such	such	ADJ
futech-526	1099	7	as	as	ADP
futech-526	1099	8	blood	blood	NOUN
futech-526	1099	9	glucose	glucose	NOUN
futech-526	1099	10	levels	level	NOUN
futech-526	1099	11	,	,	PUNCT
futech-526	1099	12	insulin	insulin	NOUN
futech-526	1099	13	doses	dose	NOUN
futech-526	1099	14	,	,	PUNCT
futech-526	1099	15	and	and	CCONJ
futech-526	1099	16	nutritional	nutritional	ADJ
futech-526	1099	17	intake	intake	NOUN
futech-526	1099	18	.	.	PUNCT
futech-526	1100	1	the	the	DET
futech-526	1100	2	researchers	researcher	NOUN
futech-526	1100	3	collected	collect	VERB
futech-526	1100	4	this	this	DET
futech-526	1100	5	data	datum	NOUN
futech-526	1100	6	to	to	PART
futech-526	1100	7	develop	develop	VERB
futech-526	1100	8	a	a	DET
futech-526	1100	9	machine	machine	NOUN
futech-526	1100	10	learning	learn	VERB
futech-526	1100	11	model	model	NOUN
futech-526	1100	12	capable	capable	ADJ
futech-526	1100	13	of	of	ADP
futech-526	1100	14	predicting	predict	VERB
futech-526	1100	15	postprandial	postprandial	ADJ
futech-526	1100	16	blood	blood	NOUN
futech-526	1100	17	glucose	glucose	NOUN
futech-526	1100	18	levels	level	NOUN
futech-526	1100	19	at	at	ADP
futech-526	1100	20	various	various	ADJ
futech-526	1100	21	time	time	NOUN
futech-526	1100	22	intervals	interval	NOUN
futech-526	1100	23	(	(	PUNCT
futech-526	1100	24	15	15	NUM
futech-526	1100	25	,	,	PUNCT
futech-526	1100	26	30	30	NUM
futech-526	1100	27	,	,	PUNCT
futech-526	1100	28	45	45	NUM
futech-526	1100	29	,	,	PUNCT
futech-526	1100	30	and	and	CCONJ
futech-526	1100	31	60	60	NUM
futech-526	1100	32	minutes	minute	NOUN
futech-526	1100	33	)	)	PUNCT
futech-526	1100	34	following	follow	VERB
futech-526	1100	35	a	a	DET
futech-526	1100	36	meal	meal	NOUN
futech-526	1100	37	.	.	PUNCT
futech-526	1101	1	by	by	ADP
futech-526	1101	2	incorporating	incorporate	VERB
futech-526	1101	3	these	these	DET
futech-526	1101	4	nutritional	nutritional	ADJ
futech-526	1101	5	factors	factor	NOUN
futech-526	1101	6	,	,	PUNCT
futech-526	1101	7	the	the	DET
futech-526	1101	8	model	model	NOUN
futech-526	1101	9	aims	aim	VERB
futech-526	1101	10	to	to	PART
futech-526	1101	11	enhance	enhance	VERB
futech-526	1101	12	the	the	DET
futech-526	1101	13	accuracy	accuracy	NOUN
futech-526	1101	14	of	of	ADP
futech-526	1101	15	blood	blood	NOUN
futech-526	1101	16	glucose	glucose	NOUN
futech-526	1101	17	predictions	prediction	NOUN
futech-526	1101	18	,	,	PUNCT
futech-526	1101	19	thereby	thereby	ADV
futech-526	1101	20	supporting	support	VERB
futech-526	1101	21	better	well	ADJ
futech-526	1101	22	management	management	NOUN
futech-526	1101	23	of	of	ADP
futech-526	1101	24	t1d	t1d	PROPN
futech-526	1101	25	.	.	PUNCT
futech-526	1102	1	ai4fooddb	ai4fooddb	PROPN
futech-526	1102	2	is	be	AUX
futech-526	1102	3	a	a	DET
futech-526	1102	4	public	public	ADJ
futech-526	1102	5	database	database	NOUN
futech-526	1102	6	developed	develop	VERB
futech-526	1102	7	by	by	ADP
futech-526	1102	8	researchers	researcher	NOUN
futech-526	1102	9	to	to	PART
futech-526	1102	10	support	support	VERB
futech-526	1102	11	personalized	personalize	VERB
futech-526	1102	12	e‐health	e‐health	PUNCT
futech-526	1102	13	nutrition	nutrition	NOUN
futech-526	1102	14	and	and	CCONJ
futech-526	1102	15	lifestyle	lifestyle	NOUN
futech-526	1102	16	studies	study	NOUN
futech-526	1102	17	in	in	ADP
futech-526	1102	18	[	[	X
futech-526	1102	19	92	92	NUM
futech-526	1102	20	]	]	PUNCT
futech-526	1102	21	.	.	PUNCT
futech-526	1103	1	it	it	PRON
futech-526	1103	2	was	be	AUX
futech-526	1103	3	constructed	construct	VERB
futech-526	1103	4	from	from	ADP
futech-526	1103	5	a	a	DET
futech-526	1103	6	nutritional	nutritional	ADJ
futech-526	1103	7	weight	weight	NOUN
futech-526	1103	8	loss	loss	NOUN
futech-526	1103	9	intervention	intervention	NOUN
futech-526	1103	10	involving	involve	VERB
futech-526	1103	11	100	100	NUM
futech-526	1103	12	overweight	overweight	ADJ
futech-526	1103	13	and	and	CCONJ
futech-526	1103	14	obese	obese	ADJ
futech-526	1103	15	participants	participant	NOUN
futech-526	1103	16	over	over	ADP
futech-526	1103	17	one	one	NUM
futech-526	1103	18	month	month	NOUN
futech-526	1103	19	.	.	PUNCT
futech-526	1104	1	the	the	DET
futech-526	1104	2	dataset	dataset	NOUN
futech-526	1104	3	includes	include	VERB
futech-526	1104	4	various	various	ADJ
futech-526	1104	5	types	type	NOUN
futech-526	1104	6	of	of	ADP
futech-526	1104	7	data	datum	NOUN
futech-526	1104	8	collected	collect	VERB
futech-526	1104	9	through	through	ADP
futech-526	1104	10	manual	manual	ADJ
futech-526	1104	11	methods	method	NOUN
futech-526	1104	12	,	,	PUNCT
futech-526	1104	13	clinical	clinical	ADJ
futech-526	1104	14	assessments	assessment	NOUN
futech-526	1104	15	,	,	PUNCT
futech-526	1104	16	and	and	CCONJ
futech-526	1104	17	digital	digital	ADJ
futech-526	1104	18	tools	tool	NOUN
futech-526	1104	19	such	such	ADJ
futech-526	1104	20	as	as	ADP
futech-526	1104	21	wearable	wearable	ADJ
futech-526	1104	22	devices	device	NOUN
futech-526	1104	23	.	.	PUNCT
futech-526	1105	1	the	the	DET
futech-526	1105	2	database	database	NOUN
futech-526	1105	3	comprises	comprise	VERB
futech-526	1105	4	several	several	ADJ
futech-526	1105	5	distinct	distinct	ADJ
futech-526	1105	6	datasets	dataset	NOUN
futech-526	1105	7	:	:	PUNCT
futech-526	1105	8	anthropometric	anthropometric	ADJ
futech-526	1105	9	measurements	measurement	NOUN
futech-526	1105	10	,	,	PUNCT
futech-526	1105	11	lifestyle	lifestyle	NOUN
futech-526	1105	12	and	and	CCONJ
futech-526	1105	13	health	health	NOUN
futech-526	1105	14	,	,	PUNCT
futech-526	1105	15	nutrition	nutrition	NOUN
futech-526	1105	16	,	,	PUNCT
futech-526	1105	17	biomarkers	biomarker	NOUN
futech-526	1105	18	,	,	PUNCT
futech-526	1105	19	physical	physical	ADJ
futech-526	1105	20	activity	activity	NOUN
futech-526	1105	21	,	,	PUNCT
futech-526	1105	22	sleep	sleep	NOUN
futech-526	1105	23	activity	activity	NOUN
futech-526	1105	24	,	,	PUNCT
futech-526	1105	25	emotional	emotional	ADJ
futech-526	1105	26	state	state	NOUN
futech-526	1105	27	,	,	PUNCT
futech-526	1105	28	etc	etc	X
futech-526	1105	29	.	.	X
futech-526	1106	1	these	these	DET
futech-526	1106	2	datasets	dataset	NOUN
futech-526	1106	3	are	be	AUX
futech-526	1106	4	utilized	utilize	VERB
futech-526	1106	5	to	to	PART
futech-526	1106	6	analyze	analyze	VERB
futech-526	1106	7	the	the	DET
futech-526	1106	8	relationships	relationship	NOUN
futech-526	1106	9	between	between	ADP
futech-526	1106	10	various	various	ADJ
futech-526	1106	11	lifestyle	lifestyle	NOUN
futech-526	1106	12	,	,	PUNCT
futech-526	1106	13	biological	biological	ADJ
futech-526	1106	14	,	,	PUNCT
futech-526	1106	15	and	and	CCONJ
futech-526	1106	16	digital	digital	ADJ
futech-526	1106	17	factors	factor	NOUN
futech-526	1106	18	and	and	CCONJ
futech-526	1106	19	health	health	NOUN
futech-526	1106	20	outcomes	outcome	NOUN
futech-526	1106	21	.	.	PUNCT
futech-526	1107	1	by	by	ADP
futech-526	1107	2	integrating	integrate	VERB
futech-526	1107	3	diverse	diverse	ADJ
futech-526	1107	4	data	datum	NOUN
futech-526	1107	5	sources	source	NOUN
futech-526	1107	6	,	,	PUNCT
futech-526	1107	7	ai4fooddb	ai4fooddb	PROPN
futech-526	1107	8	facilitates	facilitate	VERB
futech-526	1107	9	the	the	DET
futech-526	1107	10	development	development	NOUN
futech-526	1107	11	of	of	ADP
futech-526	1107	12	artificial	artificial	ADJ
futech-526	1107	13	intelligence	intelligence	NOUN
futech-526	1107	14	techniques	technique	NOUN
futech-526	1107	15	aimed	aim	VERB
futech-526	1107	16	at	at	ADP
futech-526	1107	17	advancing	advance	VERB
futech-526	1107	18	personalized	personalized	ADJ
futech-526	1107	19	healthcare	healthcare	NOUN
futech-526	1107	20	.	.	PUNCT
futech-526	1108	1	in	in	ADP
futech-526	1108	2	the	the	DET
futech-526	1108	3	study	study	NOUN
futech-526	1108	4	[	[	X
futech-526	1108	5	93	93	NUM
futech-526	1108	6	]	]	PUNCT
futech-526	1108	7	the	the	DET
futech-526	1108	8	researchers	researcher	NOUN
futech-526	1108	9	constructed	construct	VERB
futech-526	1108	10	a	a	DET
futech-526	1108	11	custom	custom	NOUN
futech-526	1108	12	fruit	fruit	NOUN
futech-526	1108	13	dataset	dataset	VERB
futech-526	1108	14	specifically	specifically	ADV
futech-526	1108	15	for	for	ADP
futech-526	1108	16	their	their	PRON
futech-526	1108	17	research	research	NOUN
futech-526	1108	18	on	on	ADP
futech-526	1108	19	diabetic	diabetic	ADJ
futech-526	1108	20	patients	patient	NOUN
futech-526	1108	21	’	'	PUNCT
futech-526	1108	22	daily	daily	ADJ
futech-526	1108	23	diets	diet	NOUN
futech-526	1108	24	.	.	PUNCT
futech-526	1109	1	this	this	DET
futech-526	1109	2	dataset	dataset	NOUN
futech-526	1109	3	was	be	AUX
futech-526	1109	4	not	not	PART
futech-526	1109	5	sourced	source	VERB
futech-526	1109	6	from	from	ADP
futech-526	1109	7	existing	exist	VERB
futech-526	1109	8	benchmarks	benchmark	NOUN
futech-526	1109	9	but	but	CCONJ
futech-526	1109	10	was	be	AUX
futech-526	1109	11	developed	develop	VERB
futech-526	1109	12	to	to	PART
futech-526	1109	13	facilitate	facilitate	VERB
futech-526	1109	14	the	the	DET
futech-526	1109	15	identification	identification	NOUN
futech-526	1109	16	of	of	ADP
futech-526	1109	17	fruits	fruit	NOUN
futech-526	1109	18	with	with	ADP
futech-526	1109	19	high	high	ADJ
futech-526	1109	20	sweetness	sweetness	NOUN
futech-526	1109	21	and	and	CCONJ
futech-526	1109	22	low	low	ADJ
futech-526	1109	23	glycemic	glycemic	ADJ
futech-526	1109	24	load	load	NOUN
futech-526	1109	25	values	value	NOUN
futech-526	1109	26	.	.	PUNCT
futech-526	1110	1	the	the	DET
futech-526	1110	2	dataset	dataset	NOUN
futech-526	1110	3	was	be	AUX
futech-526	1110	4	utilized	utilize	VERB
futech-526	1110	5	to	to	PART
futech-526	1110	6	train	train	VERB
futech-526	1110	7	and	and	CCONJ
futech-526	1110	8	evaluate	evaluate	VERB
futech-526	1110	9	an	an	DET
futech-526	1110	10	improved	improve	VERB
futech-526	1110	11	faster	fast	ADJ
futech-526	1110	12	r‐cnn	r‐cnn	PROPN
futech-526	1110	13	network	network	NOUN
futech-526	1110	14	,	,	PUNCT
futech-526	1110	15	which	which	PRON
futech-526	1110	16	incorporated	incorporate	VERB
futech-526	1110	17	an	an	DET
futech-526	1110	18	attention	attention	NOUN
futech-526	1110	19	mechanism	mechanism	NOUN
futech-526	1110	20	module	module	NOUN
futech-526	1110	21	during	during	ADP
futech-526	1110	22	feature	feature	NOUN
futech-526	1110	23	extraction	extraction	NOUN
futech-526	1110	24	,	,	PUNCT
futech-526	1110	25	adjusted	adjust	VERB
futech-526	1110	26	the	the	DET
futech-526	1110	27	anchor	anchor	NOUN
futech-526	1110	28	aspect	aspect	NOUN
futech-526	1110	29	ratio	ratio	NOUN
futech-526	1110	30	of	of	ADP
futech-526	1110	31	the	the	DET
futech-526	1110	32	region	region	NOUN
futech-526	1110	33	proposal	proposal	NOUN
futech-526	1110	34	network	network	NOUN
futech-526	1110	35	(	(	PUNCT
futech-526	1110	36	rpn	rpn	PROPN
futech-526	1110	37	)	)	PUNCT
futech-526	1110	38	,	,	PUNCT
futech-526	1110	39	and	and	CCONJ
futech-526	1110	40	implemented	implement	VERB
futech-526	1110	41	a	a	DET
futech-526	1110	42	fusion	fusion	NOUN
futech-526	1110	43	update	update	NOUN
futech-526	1110	44	operation	operation	NOUN
futech-526	1110	45	in	in	ADP
futech-526	1110	46	the	the	DET
futech-526	1110	47	fully	fully	ADV
futech-526	1110	48	connected	connect	VERB
futech-526	1110	49	layer	layer	NOUN
futech-526	1110	50	.	.	PUNCT
futech-526	1111	1	these	these	DET
futech-526	1111	2	enhancements	enhancement	NOUN
futech-526	1111	3	aimed	aim	VERB
futech-526	1111	4	to	to	PART
futech-526	1111	5	improve	improve	VERB
futech-526	1111	6	the	the	DET
futech-526	1111	7	precision	precision	NOUN
futech-526	1111	8	and	and	CCONJ
futech-526	1111	9	recall	recall	NOUN
futech-526	1111	10	rates	rate	NOUN
futech-526	1111	11	of	of	ADP
futech-526	1111	12	fruit	fruit	NOUN
futech-526	1111	13	recognition	recognition	NOUN
futech-526	1111	14	,	,	PUNCT
futech-526	1111	15	ultimately	ultimately	ADV
futech-526	1111	16	assisting	assist	VERB
futech-526	1111	17	diabetic	diabetic	ADJ
futech-526	1111	18	patients	patient	NOUN
futech-526	1111	19	in	in	ADP
futech-526	1111	20	making	make	VERB
futech-526	1111	21	informed	inform	VERB
futech-526	1111	22	dietary	dietary	ADJ
futech-526	1111	23	choices	choice	NOUN
futech-526	1111	24	.	.	PUNCT
futech-526	1112	1	these	these	DET
futech-526	1112	2	trials	trial	NOUN
futech-526	1112	3	provided	provide	VERB
futech-526	1112	4	empirical	empirical	ADJ
futech-526	1112	5	evidence	evidence	NOUN
futech-526	1112	6	supporting	support	VERB
futech-526	1112	7	the	the	DET
futech-526	1112	8	algorithm	algorithm	NOUN
futech-526	1112	9	’s	’s	PART
futech-526	1112	10	efficacy	efficacy	NOUN
futech-526	1112	11	and	and	CCONJ
futech-526	1112	12	safety	safety	NOUN
futech-526	1112	13	in	in	ADP
futech-526	1112	14	managing	manage	VERB
futech-526	1112	15	t1d	t1d	PROPN
futech-526	1112	16	.	.	PUNCT
futech-526	1113	1	the	the	DET
futech-526	1113	2	authors	author	NOUN
futech-526	1113	3	collected	collect	VERB
futech-526	1113	4	spectral	spectral	ADJ
futech-526	1113	5	data	datum	NOUN
futech-526	1113	6	for	for	ADP
futech-526	1113	7	the	the	DET
futech-526	1113	8	study	study	NOUN
futech-526	1113	9	[	[	X
futech-526	1113	10	77	77	NUM
futech-526	1113	11	]	]	PUNCT
futech-526	1113	12	from	from	ADP
futech-526	1113	13	rice	rice	NOUN
futech-526	1113	14	samples	sample	NOUN
futech-526	1113	15	using	use	VERB
futech-526	1113	16	a	a	DET
futech-526	1113	17	portable	portable	ADJ
futech-526	1113	18	near	near	ADV
futech-526	1113	19	-	-	PUNCT
futech-526	1113	20	infrared	infrared	ADJ
futech-526	1113	21	sensor	sensor	NOUN
futech-526	1113	22	operating	operate	VERB
futech-526	1113	23	in	in	ADP
futech-526	1113	24	the	the	DET
futech-526	1113	25	740	740	NUM
futech-526	1113	26	–	–	PUNCT
futech-526	1113	27	1070	1070	NUM
futech-526	1113	28	nm	nm	PRON
futech-526	1113	29	wavelength	wavelength	NOUN
futech-526	1113	30	range	range	NOUN
futech-526	1113	31	.	.	PUNCT
futech-526	1114	1	the	the	DET
futech-526	1114	2	collected	collect	VERB
futech-526	1114	3	spectral	spectral	ADJ
futech-526	1114	4	data	datum	NOUN
futech-526	1114	5	were	be	AUX
futech-526	1114	6	then	then	ADV
futech-526	1114	7	analyzed	analyze	VERB
futech-526	1114	8	using	use	VERB
futech-526	1114	9	machine	machine	NOUN
futech-526	1114	10	learning	learning	NOUN
futech-526	1114	11	techniques	technique	NOUN
futech-526	1114	12	,	,	PUNCT
futech-526	1114	13	including	include	VERB
futech-526	1114	14	principal	principal	ADJ
futech-526	1114	15	component	component	NOUN
futech-526	1114	16	analysis	analysis	NOUN
futech-526	1114	17	,	,	PUNCT
futech-526	1114	18	linear	linear	ADJ
futech-526	1114	19	discriminant	discriminant	ADJ
futech-526	1114	20	analysis	analysis	NOUN
futech-526	1114	21	,	,	PUNCT
futech-526	1114	22	random	random	ADJ
futech-526	1114	23	forest	forest	NOUN
futech-526	1114	24	classifier	classifier	NOUN
futech-526	1114	25	,	,	PUNCT
futech-526	1114	26	and	and	CCONJ
futech-526	1114	27	partial	partial	ADJ
futech-526	1114	28	least	least	ADJ
futech-526	1114	29	squares	square	NOUN
futech-526	1114	30	regression	regression	NOUN
futech-526	1114	31	,	,	PUNCT
futech-526	1114	32	to	to	PART
futech-526	1114	33	develop	develop	VERB
futech-526	1114	34	predictive	predictive	ADJ
futech-526	1114	35	models	model	NOUN
futech-526	1114	36	for	for	ADP
futech-526	1114	37	rice	rice	NOUN
futech-526	1114	38	quality	quality	NOUN
futech-526	1114	39	attributes	attribute	VERB
futech-526	1114	40	such	such	ADJ
futech-526	1114	41	as	as	ADP
futech-526	1114	42	glycemic	glycemic	ADJ
futech-526	1114	43	index	index	NOUN
futech-526	1114	44	,	,	PUNCT
futech-526	1114	45	amylose	amylose	NOUN
futech-526	1114	46	content	content	NOUN
futech-526	1114	47	,	,	PUNCT
futech-526	1114	48	and	and	CCONJ
futech-526	1114	49	viscoelasticity	viscoelasticity	NOUN
futech-526	1114	50	.	.	PUNCT
futech-526	1115	1	these	these	DET
futech-526	1115	2	models	model	NOUN
futech-526	1115	3	aimed	aim	VERB
futech-526	1115	4	to	to	PART
futech-526	1115	5	provide	provide	VERB
futech-526	1115	6	rapid	rapid	ADJ
futech-526	1115	7	,	,	PUNCT
futech-526	1115	8	on‐site	on‐site	ADJ
futech-526	1115	9	evaluation	evaluation	NOUN
futech-526	1115	10	of	of	ADP
futech-526	1115	11	rice	rice	NOUN
futech-526	1115	12	quality	quality	NOUN
futech-526	1115	13	.	.	PUNCT
futech-526	1116	1	similarly	similarly	ADV
futech-526	1116	2	,	,	PUNCT
futech-526	1116	3	a	a	DET
futech-526	1116	4	dataset	dataset	NOUN
futech-526	1116	5	collected	collect	VERB
futech-526	1116	6	by	by	ADP
futech-526	1116	7	the	the	DET
futech-526	1116	8	researchers	researcher	NOUN
futech-526	1116	9	through	through	ADP
futech-526	1116	10	a	a	DET
futech-526	1116	11	randomized	randomized	ADJ
futech-526	1116	12	trial	trial	NOUN
futech-526	1116	13	involving	involve	VERB
futech-526	1116	14	adults	adult	NOUN
futech-526	1116	15	with	with	ADP
futech-526	1116	16	prediabetes	prediabete	NOUN
futech-526	1116	17	using	use	VERB
futech-526	1116	18	waist‐worn	waist‐worn	PROPN
futech-526	1116	19	or	or	CCONJ
futech-526	1116	20	wrist‐worn	wrist‐worn	VERB
futech-526	1116	21	wearables	wearable	NOUN
futech-526	1116	22	to	to	PART
futech-526	1116	23	monitor	monitor	VERB
futech-526	1116	24	their	their	PRON
futech-526	1116	25	activity	activity	NOUN
futech-526	1116	26	patterns	pattern	NOUN
futech-526	1116	27	in	in	ADP
futech-526	1116	28	reference	reference	NOUN
futech-526	1116	29	[	[	X
futech-526	1116	30	88	88	NUM
futech-526	1116	31	]	]	PUNCT
futech-526	1116	32	.	.	PUNCT
futech-526	1117	1	baseline	baseline	PROPN
futech-526	1117	2	information	information	NOUN
futech-526	1117	3	,	,	PUNCT
futech-526	1117	4	including	include	VERB
futech-526	1117	5	demographics	demographic	NOUN
futech-526	1117	6	,	,	PUNCT
futech-526	1117	7	medical	medical	ADJ
futech-526	1117	8	history	history	NOUN
futech-526	1117	9	,	,	PUNCT
futech-526	1117	10	and	and	CCONJ
futech-526	1117	11	laboratory	laboratory	NOUN
futech-526	1117	12	test	test	NOUN
futech-526	1117	13	results	result	NOUN
futech-526	1117	14	,	,	PUNCT
futech-526	1117	15	was	be	AUX
futech-526	1117	16	also	also	ADV
futech-526	1117	17	gathered	gather	VERB
futech-526	1117	18	.	.	PUNCT
futech-526	1118	1	the	the	DET
futech-526	1118	2	study	study	NOUN
futech-526	1118	3	developed	develop	VERB
futech-526	1118	4	predictive	predictive	ADJ
futech-526	1118	5	models	model	NOUN
futech-526	1118	6	to	to	PART
futech-526	1118	7	assess	assess	VERB
futech-526	1118	8	changes	change	NOUN
futech-526	1118	9	in	in	ADP
futech-526	1118	10	hemoglobin	hemoglobin	NOUN
futech-526	1118	11	a1c	a1c	PROPN
futech-526	1118	12	levels	level	NOUN
futech-526	1118	13	,	,	PUNCT
futech-526	1118	14	an	an	DET
futech-526	1118	15	indicator	indicator	NOUN
futech-526	1118	16	of	of	ADP
futech-526	1118	17	glycemic	glycemic	ADJ
futech-526	1118	18	control	control	NOUN
futech-526	1118	19	.	.	PUNCT
futech-526	1119	1	the	the	DET
futech-526	1119	2	models	model	NOUN
futech-526	1119	3	compared	compare	VERB
futech-526	1119	4	traditional	traditional	ADJ
futech-526	1119	5	regression	regression	NOUN
futech-526	1119	6	methods	method	NOUN
futech-526	1119	7	with	with	ADP
futech-526	1119	8	machine	machine	NOUN
futech-526	1119	9	learning	learning	NOUN
futech-526	1119	10	approaches	approach	NOUN
futech-526	1119	11	,	,	PUNCT
futech-526	1119	12	finding	find	VERB
futech-526	1119	13	that	that	SCONJ
futech-526	1119	14	ensemble	ensemble	ADJ
futech-526	1119	15	machine	machine	NOUN
futech-526	1119	16	learning	learning	NOUN
futech-526	1119	17	methods	method	NOUN
futech-526	1119	18	provided	provide	VERB
futech-526	1119	19	better	well	ADJ
futech-526	1119	20	predictions	prediction	NOUN
futech-526	1119	21	.	.	PUNCT
futech-526	1120	1	additionally	additionally	ADV
futech-526	1120	2	,	,	PUNCT
futech-526	1120	3	incorporating	incorporate	VERB
futech-526	1120	4	wearable	wearable	ADJ
futech-526	1120	5	data	datum	NOUN
futech-526	1120	6	alongside	alongside	ADP
futech-526	1120	7	baseline	baseline	PROPN
futech-526	1120	8	information	information	NOUN
futech-526	1120	9	improved	improve	VERB
futech-526	1120	10	prediction	prediction	NOUN
futech-526	1120	11	accuracy	accuracy	NOUN
futech-526	1120	12	.	.	PUNCT
futech-526	1121	1	notably	notably	ADV
futech-526	1121	2	,	,	PUNCT
futech-526	1121	3	wrist‐worn	wrist‐worn	VERB
futech-526	1121	4	wearables	wearable	NOUN
futech-526	1121	5	yielded	yield	VERB
futech-526	1121	6	nh	nh	PROPN
futech-526	1121	7	.	.	PROPN
futech-526	1121	8	wanigasingha	wanigasingha	VERB
futech-526	1122	1	et	et	PROPN
futech-526	1122	2	al	al	PROPN
futech-526	1122	3	.	.	PROPN
futech-526	1122	4	/future	/future	PUNCT
futech-526	1122	5	technology	technology	PROPN
futech-526	1122	6	february	february	PROPN
futech-526	1122	7	2026|	2026|	NUM
futech-526	1122	8	volume	volume	NOUN
futech-526	1122	9	05	05	NUM
futech-526	1123	1	|	|	ADV
futech-526	1123	2	issue	issue	NOUN
futech-526	1123	3	01	01	NUM
futech-526	1124	1	|	|	NOUN
futech-526	1124	2	pages	page	VERB
futech-526	1124	3	93	93	NUM
futech-526	1124	4	-	-	SYM
futech-526	1124	5	126	126	NUM
futech-526	1124	6	117	117	NUM
futech-526	1124	7	more	more	ADV
futech-526	1124	8	accurate	accurate	ADJ
futech-526	1124	9	predictions	prediction	NOUN
futech-526	1124	10	compared	compare	VERB
futech-526	1124	11	to	to	ADP
futech-526	1124	12	waist‐worn	waist‐worn	ADJ
futech-526	1124	13	devices	device	NOUN
futech-526	1124	14	.	.	PUNCT
futech-526	1125	1	these	these	DET
futech-526	1125	2	findings	finding	NOUN
futech-526	1125	3	suggest	suggest	VERB
futech-526	1125	4	that	that	SCONJ
futech-526	1125	5	integrating	integrate	VERB
futech-526	1125	6	wearable‐derived	wearable‐derived	ADJ
futech-526	1125	7	activity	activity	NOUN
futech-526	1125	8	data	datum	NOUN
futech-526	1125	9	with	with	ADP
futech-526	1125	10	clinical	clinical	ADJ
futech-526	1125	11	information	information	NOUN
futech-526	1125	12	can	can	AUX
futech-526	1125	13	enhance	enhance	VERB
futech-526	1125	14	the	the	DET
futech-526	1125	15	prediction	prediction	NOUN
futech-526	1125	16	of	of	ADP
futech-526	1125	17	glycemic	glycemic	ADJ
futech-526	1125	18	control	control	NOUN
futech-526	1125	19	changes	change	NOUN
futech-526	1125	20	in	in	ADP
futech-526	1125	21	individuals	individual	NOUN
futech-526	1125	22	with	with	ADP
futech-526	1125	23	prediabetes	prediabete	NOUN
futech-526	1125	24	.	.	PUNCT
futech-526	1126	1	another	another	DET
futech-526	1126	2	research	research	NOUN
futech-526	1126	3	focuses	focus	VERB
futech-526	1126	4	on	on	ADP
futech-526	1126	5	developing	develop	VERB
futech-526	1126	6	a	a	DET
futech-526	1126	7	personal	personal	ADJ
futech-526	1126	8	device	device	NOUN
futech-526	1126	9	to	to	PART
futech-526	1126	10	assist	assist	VERB
futech-526	1126	11	diabetic	diabetic	ADJ
futech-526	1126	12	patients	patient	NOUN
futech-526	1126	13	in	in	ADP
futech-526	1126	14	managing	manage	VERB
futech-526	1126	15	insulin	insulin	NOUN
futech-526	1126	16	therapy	therapy	NOUN
futech-526	1126	17	[	[	X
futech-526	1126	18	105	105	NUM
futech-526	1126	19	]	]	PUNCT
futech-526	1126	20	.	.	PUNCT
futech-526	1127	1	the	the	DET
futech-526	1127	2	researchers	researcher	NOUN
futech-526	1127	3	collected	collect	VERB
futech-526	1127	4	data	datum	NOUN
futech-526	1127	5	from	from	ADP
futech-526	1127	6	diabetic	diabetic	ADJ
futech-526	1127	7	patients	patient	NOUN
futech-526	1127	8	,	,	PUNCT
futech-526	1127	9	including	include	VERB
futech-526	1127	10	blood	blood	NOUN
futech-526	1127	11	glucose	glucose	NOUN
futech-526	1127	12	levels	level	NOUN
futech-526	1127	13	,	,	PUNCT
futech-526	1127	14	insulin	insulin	NOUN
futech-526	1127	15	dosages	dosage	NOUN
futech-526	1127	16	,	,	PUNCT
futech-526	1127	17	meal	meal	NOUN
futech-526	1127	18	information	information	NOUN
futech-526	1127	19	,	,	PUNCT
futech-526	1127	20	and	and	CCONJ
futech-526	1127	21	other	other	ADJ
futech-526	1127	22	relevant	relevant	ADJ
futech-526	1127	23	health	health	NOUN
futech-526	1127	24	metrics	metric	NOUN
futech-526	1127	25	.	.	PUNCT
futech-526	1128	1	this	this	DET
futech-526	1128	2	data	datum	NOUN
futech-526	1128	3	was	be	AUX
futech-526	1128	4	gathered	gather	VERB
futech-526	1128	5	using	use	VERB
futech-526	1128	6	the	the	DET
futech-526	1128	7	developed	developed	ADJ
futech-526	1128	8	personal	personal	ADJ
futech-526	1128	9	device	device	NOUN
futech-526	1128	10	integrated	integrate	VERB
futech-526	1128	11	with	with	ADP
futech-526	1128	12	various	various	ADJ
futech-526	1128	13	sensors	sensor	NOUN
futech-526	1128	14	and	and	CCONJ
futech-526	1128	15	input	input	NOUN
futech-526	1128	16	methods	method	NOUN
futech-526	1128	17	.	.	PUNCT
futech-526	1129	1	the	the	DET
futech-526	1129	2	collected	collect	VERB
futech-526	1129	3	data	datum	NOUN
futech-526	1129	4	was	be	AUX
futech-526	1129	5	utilized	utilize	VERB
futech-526	1129	6	to	to	PART
futech-526	1129	7	test	test	VERB
futech-526	1129	8	and	and	CCONJ
futech-526	1129	9	refine	refine	VERB
futech-526	1129	10	the	the	DET
futech-526	1129	11	device	device	NOUN
futech-526	1129	12	’s	’s	PART
futech-526	1129	13	algorithms	algorithm	NOUN
futech-526	1129	14	for	for	ADP
futech-526	1129	15	calculating	calculate	VERB
futech-526	1129	16	insulin	insulin	NOUN
futech-526	1129	17	dosages	dosage	NOUN
futech-526	1129	18	,	,	PUNCT
futech-526	1129	19	considering	consider	VERB
futech-526	1129	20	factors	factor	NOUN
futech-526	1129	21	such	such	ADJ
futech-526	1129	22	as	as	ADP
futech-526	1129	23	patient	patient	ADJ
futech-526	1129	24	weight	weight	NOUN
futech-526	1129	25	,	,	PUNCT
futech-526	1129	26	glucose	glucose	NOUN
futech-526	1129	27	levels	level	NOUN
futech-526	1129	28	,	,	PUNCT
futech-526	1129	29	physician	physician	NOUN
futech-526	1129	30	recommendations	recommendation	NOUN
futech-526	1129	31	,	,	PUNCT
futech-526	1129	32	and	and	CCONJ
futech-526	1129	33	carbohydrate	carbohydrate	VERB
futech-526	1129	34	absorption	absorption	NOUN
futech-526	1129	35	.	.	PUNCT
futech-526	1130	1	the	the	DET
futech-526	1130	2	dataset	dataset	NOUN
futech-526	1130	3	supported	support	VERB
futech-526	1130	4	the	the	DET
futech-526	1130	5	integration	integration	NOUN
futech-526	1130	6	of	of	ADP
futech-526	1130	7	the	the	DET
futech-526	1130	8	personal	personal	ADJ
futech-526	1130	9	device	device	NOUN
futech-526	1130	10	with	with	ADP
futech-526	1130	11	a	a	DET
futech-526	1130	12	glycemic	glycemic	ADJ
futech-526	1130	13	index	index	NOUN
futech-526	1130	14	information	information	NOUN
futech-526	1130	15	system	system	NOUN
futech-526	1130	16	,	,	PUNCT
futech-526	1130	17	nurses	nurse	NOUN
futech-526	1130	18	’	'	PUNCT
futech-526	1130	19	and	and	CCONJ
futech-526	1130	20	physicians	physician	NOUN
futech-526	1130	21	’	’	PART
futech-526	1130	22	desktop	desktop	NOUN
futech-526	1130	23	applications	application	NOUN
futech-526	1130	24	,	,	PUNCT
futech-526	1130	25	and	and	CCONJ
futech-526	1130	26	a	a	DET
futech-526	1130	27	patient	patient	ADJ
futech-526	1130	28	web	web	NOUN
futech-526	1130	29	portal	portal	NOUN
futech-526	1130	30	,	,	PUNCT
futech-526	1130	31	facilitating	facilitate	VERB
futech-526	1130	32	comprehensive	comprehensive	ADJ
futech-526	1130	33	diabetes	diabetes	NOUN
futech-526	1130	34	management	management	NOUN
futech-526	1130	35	within	within	ADP
futech-526	1130	36	an	an	DET
futech-526	1130	37	ambient	ambient	ADJ
futech-526	1130	38	assisted	assist	VERB
futech-526	1130	39	living	living	NOUN
futech-526	1130	40	environment	environment	NOUN
futech-526	1130	41	.	.	PUNCT
futech-526	1131	1	reference	reference	NOUN
futech-526	1131	2	[	[	X
futech-526	1131	3	79	79	NUM
futech-526	1131	4	]	]	PUNCT
futech-526	1131	5	comprised	comprise	VERB
futech-526	1131	6	92	92	NUM
futech-526	1131	7	blood	blood	NOUN
futech-526	1131	8	samples	sample	NOUN
futech-526	1131	9	collected	collect	VERB
futech-526	1131	10	from	from	ADP
futech-526	1131	11	individuals	individual	NOUN
futech-526	1131	12	in	in	ADP
futech-526	1131	13	santa	santa	PROPN
futech-526	1131	14	cruz	cruz	PROPN
futech-526	1131	15	do	do	VERB
futech-526	1131	16	sul	sul	PROPN
futech-526	1131	17	,	,	PUNCT
futech-526	1131	18	brazil	brazil	PROPN
futech-526	1131	19	,	,	PUNCT
futech-526	1131	20	with	with	ADP
futech-526	1131	21	informed	informed	ADJ
futech-526	1131	22	consent	consent	NOUN
futech-526	1131	23	.	.	PUNCT
futech-526	1132	1	the	the	DET
futech-526	1132	2	dataset	dataset	NOUN
futech-526	1132	3	contains	contain	VERB
futech-526	1132	4	mid‐	mid‐	PUNCT
futech-526	1132	5	infrared	infrared	ADJ
futech-526	1132	6	spectra	spectra	NOUN
futech-526	1132	7	of	of	ADP
futech-526	1132	8	peripheral	peripheral	ADJ
futech-526	1132	9	blood	blood	NOUN
futech-526	1132	10	samples	sample	NOUN
futech-526	1132	11	,	,	PUNCT
futech-526	1132	12	which	which	PRON
futech-526	1132	13	were	be	AUX
futech-526	1132	14	analyzed	analyze	VERB
futech-526	1132	15	using	use	VERB
futech-526	1132	16	diffuse	diffuse	NOUN
futech-526	1132	17	reflectance	reflectance	NOUN
futech-526	1132	18	infrared	infrare	VERB
futech-526	1132	19	spectroscopy	spectroscopy	NOUN
futech-526	1132	20	(	(	PUNCT
futech-526	1132	21	drifts	drifts	PROPN
futech-526	1132	22	)	)	PUNCT
futech-526	1132	23	.	.	PUNCT
futech-526	1133	1	the	the	DET
futech-526	1133	2	spectral	spectral	ADJ
futech-526	1133	3	data	datum	NOUN
futech-526	1133	4	were	be	AUX
futech-526	1133	5	processed	process	VERB
futech-526	1133	6	to	to	PART
futech-526	1133	7	quantify	quantify	VERB
futech-526	1133	8	biochemical	biochemical	ADJ
futech-526	1133	9	parameters	parameter	NOUN
futech-526	1133	10	such	such	ADJ
futech-526	1133	11	as	as	ADP
futech-526	1133	12	total	total	ADJ
futech-526	1133	13	cholesterol	cholesterol	NOUN
futech-526	1133	14	,	,	PUNCT
futech-526	1133	15	using	use	VERB
futech-526	1133	16	artificial	artificial	ADJ
futech-526	1133	17	neural	neural	ADJ
futech-526	1133	18	networks	network	NOUN
futech-526	1133	19	.	.	PUNCT
futech-526	1134	1	the	the	DET
futech-526	1134	2	ann	ann	PROPN
futech-526	1134	3	achieved	achieve	VERB
futech-526	1134	4	a	a	DET
futech-526	1134	5	correlation	correlation	NOUN
futech-526	1134	6	coefficient	coefficient	NOUN
futech-526	1134	7	(	(	PUNCT
futech-526	1134	8	r	r	NOUN
futech-526	1134	9	)	)	PUNCT
futech-526	1134	10	of	of	ADP
futech-526	1134	11	0.81	0.81	NUM
futech-526	1134	12	and	and	CCONJ
futech-526	1134	13	a	a	DET
futech-526	1134	14	root	root	NOUN
futech-526	1134	15	mean	mean	NOUN
futech-526	1134	16	square	square	ADJ
futech-526	1134	17	error	error	NOUN
futech-526	1134	18	(	(	PUNCT
futech-526	1134	19	rmse	rmse	NOUN
futech-526	1134	20	)	)	PUNCT
futech-526	1134	21	of	of	ADP
futech-526	1134	22	30.14	30.14	NUM
futech-526	1134	23	in	in	ADP
futech-526	1134	24	the	the	DET
futech-526	1134	25	preliminary	preliminary	ADJ
futech-526	1134	26	trial	trial	NOUN
futech-526	1134	27	.	.	PUNCT
futech-526	1135	1	future	future	ADJ
futech-526	1135	2	plans	plan	NOUN
futech-526	1135	3	include	include	VERB
futech-526	1135	4	expanding	expand	VERB
futech-526	1135	5	the	the	DET
futech-526	1135	6	dataset	dataset	NOUN
futech-526	1135	7	to	to	ADP
futech-526	1135	8	500	500	NUM
futech-526	1135	9	samples	sample	NOUN
futech-526	1135	10	to	to	PART
futech-526	1135	11	enhance	enhance	VERB
futech-526	1135	12	accuracy	accuracy	NOUN
futech-526	1135	13	and	and	CCONJ
futech-526	1135	14	include	include	VERB
futech-526	1135	15	other	other	ADJ
futech-526	1135	16	parameters	parameter	NOUN
futech-526	1135	17	like	like	ADP
futech-526	1135	18	hdl	hdl	PROPN
futech-526	1135	19	,	,	PUNCT
futech-526	1135	20	ldl	ldl	NOUN
futech-526	1135	21	,	,	PUNCT
futech-526	1135	22	triglycerides	triglyceride	NOUN
futech-526	1135	23	,	,	PUNCT
futech-526	1135	24	and	and	CCONJ
futech-526	1135	25	glucose	glucose	NOUN
futech-526	1135	26	.	.	PUNCT
futech-526	1136	1	13	13	NUM
futech-526	1136	2	qualified	qualified	ADJ
futech-526	1136	3	individuals	individual	NOUN
futech-526	1136	4	(	(	PUNCT
futech-526	1136	5	8	8	NUM
futech-526	1136	6	men	man	NOUN
futech-526	1136	7	and	and	CCONJ
futech-526	1136	8	5	5	NUM
futech-526	1136	9	women	woman	NOUN
futech-526	1136	10	)	)	PUNCT
futech-526	1136	11	participated	participate	VERB
futech-526	1136	12	in	in	ADP
futech-526	1136	13	[	[	X
futech-526	1136	14	81	81	NUM
futech-526	1136	15	]	]	PUNCT
futech-526	1136	16	.	.	PUNCT
futech-526	1137	1	blood	blood	NOUN
futech-526	1137	2	samples	sample	NOUN
futech-526	1137	3	were	be	AUX
futech-526	1137	4	taken	take	VERB
futech-526	1137	5	in	in	ADP
futech-526	1137	6	the	the	DET
futech-526	1137	7	fasting	fast	VERB
futech-526	1137	8	state	state	NOUN
futech-526	1137	9	and	and	CCONJ
futech-526	1137	10	at	at	ADP
futech-526	1137	11	15	15	NUM
futech-526	1137	12	,	,	PUNCT
futech-526	1137	13	30	30	NUM
futech-526	1137	14	,	,	PUNCT
futech-526	1137	15	45	45	NUM
futech-526	1137	16	,	,	PUNCT
futech-526	1137	17	60	60	NUM
futech-526	1137	18	,	,	PUNCT
futech-526	1137	19	90	90	NUM
futech-526	1137	20	,	,	PUNCT
futech-526	1137	21	and	and	CCONJ
futech-526	1137	22	120	120	NUM
futech-526	1137	23	minutes	minute	NOUN
futech-526	1137	24	after	after	ADP
futech-526	1137	25	ingestion	ingestion	NOUN
futech-526	1137	26	.	.	PUNCT
futech-526	1138	1	the	the	DET
futech-526	1138	2	blood	blood	NOUN
futech-526	1138	3	glucose	glucose	NOUN
futech-526	1138	4	levels	level	NOUN
futech-526	1138	5	measured	measure	VERB
futech-526	1138	6	at	at	ADP
futech-526	1138	7	the	the	DET
futech-526	1138	8	specified	specify	VERB
futech-526	1138	9	intervals	interval	NOUN
futech-526	1138	10	were	be	AUX
futech-526	1138	11	used	use	VERB
futech-526	1138	12	to	to	PART
futech-526	1138	13	assess	assess	VERB
futech-526	1138	14	the	the	DET
futech-526	1138	15	body	body	NOUN
futech-526	1138	16	’s	’s	PART
futech-526	1138	17	glycemic	glycemic	ADJ
futech-526	1138	18	response	response	NOUN
futech-526	1138	19	to	to	ADP
futech-526	1138	20	both	both	DET
futech-526	1138	21	the	the	DET
futech-526	1138	22	reference	reference	NOUN
futech-526	1138	23	and	and	CCONJ
futech-526	1138	24	test	test	NOUN
futech-526	1138	25	foods	food	NOUN
futech-526	1138	26	.	.	PUNCT
futech-526	1139	1	results	result	NOUN
futech-526	1139	2	suggest	suggest	VERB
futech-526	1139	3	that	that	SCONJ
futech-526	1139	4	the	the	DET
futech-526	1139	5	nutritional	nutritional	ADJ
futech-526	1139	6	product	product	NOUN
futech-526	1139	7	elicits	elicit	VERB
futech-526	1139	8	a	a	DET
futech-526	1139	9	lower	low	ADJ
futech-526	1139	10	glycemic	glycemic	ADJ
futech-526	1139	11	response	response	NOUN
futech-526	1139	12	compared	compare	VERB
futech-526	1139	13	to	to	ADP
futech-526	1139	14	glucose	glucose	NOUN
futech-526	1139	15	,	,	PUNCT
futech-526	1139	16	making	make	VERB
futech-526	1139	17	it	it	PRON
futech-526	1139	18	suitable	suitable	ADJ
futech-526	1139	19	for	for	ADP
futech-526	1139	20	individuals	individual	NOUN
futech-526	1139	21	managing	manage	VERB
futech-526	1139	22	diabetes	diabete	NOUN
futech-526	1139	23	mellitus	mellitus	NOUN
futech-526	1139	24	.	.	PUNCT
futech-526	1140	1	reference	reference	NOUN
futech-526	1141	1	[	[	X
futech-526	1141	2	38	38	NUM
futech-526	1141	3	]	]	PUNCT
futech-526	1141	4	utilized	utilize	VERB
futech-526	1141	5	a	a	DET
futech-526	1141	6	dataset	dataset	NOUN
futech-526	1141	7	collected	collect	VERB
futech-526	1141	8	by	by	ADP
futech-526	1141	9	18	18	NUM
futech-526	1141	10	healthy	healthy	ADJ
futech-526	1141	11	volunteers	volunteer	NOUN
futech-526	1141	12	with	with	ADP
futech-526	1141	13	fasting	fast	VERB
futech-526	1141	14	plasma	plasma	NOUN
futech-526	1141	15	glucose	glucose	NOUN
futech-526	1141	16	levels	level	NOUN
futech-526	1141	17	below	below	ADP
futech-526	1141	18	100	100	NUM
futech-526	1141	19	mg	mg	PROPN
futech-526	1141	20	/	/	SYM
futech-526	1141	21	dl	dl	PROPN
futech-526	1141	22	.	.	PUNCT
futech-526	1141	23	participants	participant	NOUN
futech-526	1141	24	consumed	consume	VERB
futech-526	1141	25	three	three	NUM
futech-526	1141	26	different	different	ADJ
futech-526	1141	27	test	test	NOUN
futech-526	1141	28	foods	food	NOUN
futech-526	1141	29	in	in	ADP
futech-526	1141	30	a	a	DET
futech-526	1141	31	randomized	randomized	ADJ
futech-526	1141	32	sequence	sequence	NOUN
futech-526	1141	33	:	:	PUNCT
futech-526	1141	34	a	a	DET
futech-526	1141	35	complete	complete	ADJ
futech-526	1141	36	nutrition	nutrition	NOUN
futech-526	1141	37	drink	drink	NOUN
futech-526	1141	38	containing	contain	VERB
futech-526	1141	39	retrograded	retrograde	VERB
futech-526	1141	40	starch	starch	NOUN
futech-526	1141	41	,	,	PUNCT
futech-526	1141	42	a	a	DET
futech-526	1141	43	glucose	glucose	NOUN
futech-526	1141	44	solution	solution	NOUN
futech-526	1141	45	,	,	PUNCT
futech-526	1141	46	and	and	CCONJ
futech-526	1141	47	white	white	ADJ
futech-526	1141	48	bread	bread	NOUN
futech-526	1141	49	.	.	PUNCT
futech-526	1142	1	plasma	plasma	NOUN
futech-526	1142	2	glucose	glucose	NOUN
futech-526	1142	3	and	and	CCONJ
futech-526	1142	4	insulin	insulin	NOUN
futech-526	1142	5	levels	level	NOUN
futech-526	1142	6	were	be	AUX
futech-526	1142	7	measured	measure	VERB
futech-526	1142	8	at	at	ADP
futech-526	1142	9	baseline	baseline	NOUN
futech-526	1142	10	and	and	CCONJ
futech-526	1142	11	at	at	ADP
futech-526	1142	12	multiple	multiple	ADJ
futech-526	1142	13	time	time	NOUN
futech-526	1142	14	points	point	VERB
futech-526	1142	15	up	up	ADP
futech-526	1142	16	to	to	PART
futech-526	1142	17	180	180	NUM
futech-526	1142	18	minutes	minute	NOUN
futech-526	1142	19	post‐	post‐	NOUN
futech-526	1142	20	consumption	consumption	NOUN
futech-526	1142	21	.	.	PUNCT
futech-526	1143	1	the	the	DET
futech-526	1143	2	dataset	dataset	NOUN
futech-526	1143	3	facilitated	facilitate	VERB
futech-526	1143	4	the	the	DET
futech-526	1143	5	assessment	assessment	NOUN
futech-526	1143	6	of	of	ADP
futech-526	1143	7	postprandial	postprandial	ADJ
futech-526	1143	8	insulin	insulin	NOUN
futech-526	1143	9	responses	response	NOUN
futech-526	1143	10	,	,	PUNCT
futech-526	1143	11	revealing	reveal	VERB
futech-526	1143	12	that	that	SCONJ
futech-526	1143	13	the	the	DET
futech-526	1143	14	complete	complete	ADJ
futech-526	1143	15	nutrition	nutrition	NOUN
futech-526	1143	16	drink	drink	NOUN
futech-526	1143	17	led	lead	VERB
futech-526	1143	18	to	to	ADP
futech-526	1143	19	a	a	DET
futech-526	1143	20	sustained	sustained	ADJ
futech-526	1143	21	increase	increase	NOUN
futech-526	1143	22	in	in	ADP
futech-526	1143	23	plasma	plasma	NOUN
futech-526	1143	24	insulin	insulin	NOUN
futech-526	1143	25	levels	level	NOUN
futech-526	1143	26	over	over	ADP
futech-526	1143	27	the	the	DET
futech-526	1143	28	3‐hour	3‐hour	NUM
futech-526	1143	29	period	period	NOUN
futech-526	1143	30	,	,	PUNCT
futech-526	1143	31	in	in	ADP
futech-526	1143	32	contrast	contrast	NOUN
futech-526	1143	33	to	to	ADP
futech-526	1143	34	the	the	DET
futech-526	1143	35	more	more	ADV
futech-526	1143	36	rapid	rapid	ADJ
futech-526	1143	37	decline	decline	NOUN
futech-526	1143	38	observed	observe	VERB
futech-526	1143	39	with	with	ADP
futech-526	1143	40	glucose	glucose	NOUN
futech-526	1143	41	solution	solution	NOUN
futech-526	1143	42	and	and	CCONJ
futech-526	1143	43	white	white	ADJ
futech-526	1143	44	bread	bread	NOUN
futech-526	1143	45	.	.	PUNCT
futech-526	1144	1	the	the	DET
futech-526	1144	2	dataset	dataset	NOUN
futech-526	1144	3	in	in	ADP
futech-526	1144	4	[	[	X
futech-526	1144	5	89	89	NUM
futech-526	1144	6	]	]	PUNCT
futech-526	1144	7	collected	collect	VERB
futech-526	1144	8	as	as	ADP
futech-526	1144	9	part	part	NOUN
futech-526	1144	10	of	of	ADP
futech-526	1144	11	the	the	DET
futech-526	1144	12	“	"	PUNCT
futech-526	1144	13	smart	smart	ADJ
futech-526	1144	14	district	district	NOUN
futech-526	1144	15	4.0	4.0	NUM
futech-526	1144	16	project	project	NOUN
futech-526	1144	17	”	"	PUNCT
futech-526	1144	18	,	,	PUNCT
futech-526	1144	19	supported	support	VERB
futech-526	1144	20	by	by	ADP
futech-526	1144	21	the	the	DET
futech-526	1144	22	italian	italian	PROPN
futech-526	1144	23	ministry	ministry	PROPN
futech-526	1144	24	of	of	ADP
futech-526	1144	25	economic	economic	ADJ
futech-526	1144	26	development	development	NOUN
futech-526	1144	27	.	.	PUNCT
futech-526	1145	1	the	the	DET
futech-526	1145	2	study	study	NOUN
futech-526	1145	3	involved	involve	VERB
futech-526	1145	4	six	six	NUM
futech-526	1145	5	patients	patient	NOUN
futech-526	1145	6	with	with	ADP
futech-526	1145	7	diabetes	diabetes	NOUN
futech-526	1145	8	.	.	PUNCT
futech-526	1146	1	glycemic	glycemic	ADJ
futech-526	1146	2	values	value	NOUN
futech-526	1146	3	were	be	AUX
futech-526	1146	4	recorded	record	VERB
futech-526	1146	5	every	every	DET
futech-526	1146	6	3	3	NUM
futech-526	1146	7	minutes	minute	NOUN
futech-526	1146	8	using	use	VERB
futech-526	1146	9	specialized	specialized	ADJ
futech-526	1146	10	monitoring	monitoring	NOUN
futech-526	1146	11	devices	device	NOUN
futech-526	1146	12	.	.	PUNCT
futech-526	1147	1	the	the	DET
futech-526	1147	2	number	number	NOUN
futech-526	1147	3	of	of	ADP
futech-526	1147	4	observations	observation	NOUN
futech-526	1147	5	varied	varied	ADJ
futech-526	1147	6	among	among	ADP
futech-526	1147	7	patients	patient	NOUN
futech-526	1147	8	;	;	PUNCT
futech-526	1147	9	for	for	ADP
futech-526	1147	10	instance	instance	NOUN
futech-526	1147	11	,	,	PUNCT
futech-526	1147	12	patient	patient	VERB
futech-526	1147	13	a	a	DET
futech-526	1147	14	had	have	AUX
futech-526	1147	15	243	243	NUM
futech-526	1147	16	observations	observation	NOUN
futech-526	1147	17	,	,	PUNCT
futech-526	1147	18	while	while	SCONJ
futech-526	1147	19	patient	patient	ADJ
futech-526	1147	20	b	b	NOUN
futech-526	1147	21	had	have	VERB
futech-526	1147	22	approximately	approximately	ADV
futech-526	1147	23	13,204	13,204	NUM
futech-526	1147	24	observations	observation	NOUN
futech-526	1147	25	.	.	PUNCT
futech-526	1148	1	eight	eight	NUM
futech-526	1148	2	different	different	ADJ
futech-526	1148	3	algorithms	algorithm	NOUN
futech-526	1148	4	were	be	AUX
futech-526	1148	5	employed	employ	VERB
futech-526	1148	6	to	to	PART
futech-526	1148	7	predict	predict	VERB
futech-526	1148	8	the	the	DET
futech-526	1148	9	glycemic	glycemic	ADJ
futech-526	1148	10	status	status	NOUN
futech-526	1148	11	of	of	ADP
futech-526	1148	12	the	the	DET
futech-526	1148	13	patients	patient	NOUN
futech-526	1148	14	:	:	PUNCT
futech-526	1148	15	artificial	artificial	ADJ
futech-526	1148	16	neural	neural	ADJ
futech-526	1148	17	network	network	NOUN
futech-526	1148	18	,	,	PUNCT
futech-526	1148	19	probabilistic	probabilistic	ADJ
futech-526	1148	20	neural	neural	ADJ
futech-526	1148	21	network	network	NOUN
futech-526	1148	22	,	,	PUNCT
futech-526	1148	23	polynomial	polynomial	ADJ
futech-526	1148	24	regression	regression	NOUN
futech-526	1148	25	,	,	PUNCT
futech-526	1148	26	gradient	gradient	NOUN
futech-526	1148	27	boosted	boost	VERB
futech-526	1148	28	trees	tree	NOUN
futech-526	1148	29	regression	regression	NOUN
futech-526	1148	30	,	,	PUNCT
futech-526	1148	31	random	random	ADJ
futech-526	1148	32	forest	forest	NOUN
futech-526	1148	33	regression	regression	NOUN
futech-526	1148	34	,	,	PUNCT
futech-526	1148	35	simple	simple	ADJ
futech-526	1148	36	regression	regression	NOUN
futech-526	1148	37	tree	tree	NOUN
futech-526	1148	38	,	,	PUNCT
futech-526	1148	39	tree	tree	NOUN
futech-526	1148	40	ensemble	ensemble	ADJ
futech-526	1148	41	regression	regression	NOUN
futech-526	1148	42	,	,	PUNCT
futech-526	1148	43	and	and	CCONJ
futech-526	1148	44	linear	linear	ADJ
futech-526	1148	45	regression	regression	NOUN
futech-526	1148	46	.	.	PUNCT
futech-526	1149	1	the	the	DET
futech-526	1149	2	models	model	NOUN
futech-526	1149	3	were	be	AUX
futech-526	1149	4	evaluated	evaluate	VERB
futech-526	1149	5	based	base	VERB
futech-526	1149	6	on	on	ADP
futech-526	1149	7	their	their	PRON
futech-526	1149	8	ability	ability	NOUN
futech-526	1149	9	to	to	PART
futech-526	1149	10	minimize	minimize	VERB
futech-526	1149	11	four	four	NUM
futech-526	1149	12	statistical	statistical	ADJ
futech-526	1149	13	errors	error	NOUN
futech-526	1149	14	:	:	PUNCT
futech-526	1149	15	mean	mean	VERB
futech-526	1149	16	absolute	absolute	ADJ
futech-526	1149	17	error	error	NOUN
futech-526	1149	18	(	(	PUNCT
futech-526	1149	19	mae	mae	PROPN
futech-526	1149	20	)	)	PUNCT
futech-526	1149	21	,	,	PUNCT
futech-526	1149	22	mean	mean	VERB
futech-526	1149	23	squared	square	VERB
futech-526	1149	24	error	error	NOUN
futech-526	1149	25	(	(	PUNCT
futech-526	1149	26	mse	mse	NOUN
futech-526	1149	27	)	)	PUNCT
futech-526	1149	28	,	,	PUNCT
futech-526	1149	29	root	root	NOUN
futech-526	1149	30	mean	mean	VERB
futech-526	1149	31	squared	square	VERB
futech-526	1149	32	error	error	NOUN
futech-526	1149	33	,	,	PUNCT
futech-526	1149	34	and	and	CCONJ
futech-526	1149	35	mean	mean	VERB
futech-526	1149	36	signed	sign	VERB
futech-526	1149	37	difference	difference	NOUN
futech-526	1149	38	(	(	PUNCT
futech-526	1149	39	msd	msd	NOUN
futech-526	1149	40	)	)	PUNCT
futech-526	1149	41	.	.	PUNCT
futech-526	1150	1	the	the	DET
futech-526	1150	2	study	study	NOUN
futech-526	1150	3	aimed	aim	VERB
futech-526	1150	4	to	to	PART
futech-526	1150	5	identify	identify	VERB
futech-526	1150	6	the	the	DET
futech-526	1150	7	most	most	ADV
futech-526	1150	8	efficient	efficient	ADJ
futech-526	1150	9	algorithm	algorithm	NOUN
futech-526	1150	10	for	for	ADP
futech-526	1150	11	predicting	predict	VERB
futech-526	1150	12	glycemic	glycemic	ADJ
futech-526	1150	13	status	status	NOUN
futech-526	1150	14	by	by	ADP
futech-526	1150	15	comparing	compare	VERB
futech-526	1150	16	these	these	DET
futech-526	1150	17	errors	error	NOUN
futech-526	1150	18	across	across	ADP
futech-526	1150	19	the	the	DET
futech-526	1150	20	different	different	ADJ
futech-526	1150	21	models	model	NOUN
futech-526	1150	22	.	.	PUNCT
futech-526	1151	1	twenty	twenty	NUM
futech-526	1151	2	-	-	PUNCT
futech-526	1151	3	six	six	NUM
futech-526	1151	4	participants	participant	NOUN
futech-526	1151	5	,	,	PUNCT
futech-526	1151	6	who	who	PRON
futech-526	1151	7	contributed	contribute	VERB
futech-526	1151	8	to	to	ADP
futech-526	1151	9	the	the	DET
futech-526	1151	10	creation	creation	NOUN
futech-526	1151	11	of	of	ADP
futech-526	1151	12	the	the	DET
futech-526	1151	13	dataset	dataset	NOUN
futech-526	1151	14	of	of	ADP
futech-526	1151	15	[	[	X
futech-526	1151	16	87	87	NUM
futech-526	1151	17	]	]	PUNCT
futech-526	1151	18	,	,	PUNCT
futech-526	1151	19	also	also	ADV
futech-526	1151	20	wore	wear	VERB
futech-526	1151	21	non‐invasive	non‐invasive	NUM
futech-526	1151	22	,	,	PUNCT
futech-526	1151	23	wrist‐worn	wrist‐worn	ADJ
futech-526	1151	24	wearable	wearable	ADJ
futech-526	1151	25	devices	device	NOUN
futech-526	1151	26	in	in	ADP
futech-526	1151	27	conjunction	conjunction	NOUN
futech-526	1151	28	with	with	ADP
futech-526	1151	29	continuous	continuous	ADJ
futech-526	1151	30	glucose	glucose	NOUN
futech-526	1151	31	monitors	monitor	NOUN
futech-526	1151	32	for	for	ADP
futech-526	1151	33	8–10	8–10	NOUN
futech-526	1151	34	days	day	NOUN
futech-526	1151	35	after	after	ADP
futech-526	1151	36	undergoing	undergo	VERB
futech-526	1151	37	a	a	DET
futech-526	1151	38	clinical	clinical	ADJ
futech-526	1151	39	hba1c	hba1c	PROPN
futech-526	1151	40	measurement	measurement	NOUN
futech-526	1151	41	.	.	PUNCT
futech-526	1152	1	the	the	DET
futech-526	1152	2	wearables	wearable	NOUN
futech-526	1152	3	captured	capture	VERB
futech-526	1152	4	physiological	physiological	ADJ
futech-526	1152	5	data	datum	NOUN
futech-526	1152	6	,	,	PUNCT
futech-526	1152	7	which	which	PRON
futech-526	1152	8	were	be	AUX
futech-526	1152	9	then	then	ADV
futech-526	1152	10	analyzed	analyze	VERB
futech-526	1152	11	to	to	PART
futech-526	1152	12	estimate	estimate	VERB
futech-526	1152	13	glucose	glucose	NOUN
futech-526	1152	14	variability	variability	NOUN
futech-526	1152	15	metrics	metric	NOUN
futech-526	1152	16	and	and	CCONJ
futech-526	1152	17	hba1c	hba1c	PROPN
futech-526	1152	18	levels	level	NOUN
futech-526	1152	19	.	.	PUNCT
futech-526	1153	1	the	the	DET
futech-526	1153	2	study	study	NOUN
futech-526	1153	3	developed	develop	VERB
futech-526	1153	4	27	27	NUM
futech-526	1153	5	models	model	NOUN
futech-526	1153	6	to	to	PART
futech-526	1153	7	estimate	estimate	VERB
futech-526	1153	8	glucose	glucose	NOUN
futech-526	1153	9	variability	variability	NOUN
futech-526	1153	10	metrics	metric	NOUN
futech-526	1153	11	using	use	VERB
futech-526	1153	12	data	datum	NOUN
futech-526	1153	13	from	from	ADP
futech-526	1153	14	the	the	DET
futech-526	1153	15	non‐invasive	non‐invasive	ADJ
futech-526	1153	16	wearables	wearable	NOUN
futech-526	1153	17	,	,	PUNCT
futech-526	1153	18	achieving	achieve	VERB
futech-526	1153	19	high	high	ADJ
futech-526	1153	20	accuracy	accuracy	NOUN
futech-526	1153	21	(	(	PUNCT
futech-526	1153	22	mean	mean	ADJ
futech-526	1153	23	average	average	ADJ
futech-526	1153	24	percent	percent	NOUN
futech-526	1153	25	error	error	NOUN
futech-526	1153	26	(	(	PUNCT
futech-526	1153	27	mape	mape	NOUN
futech-526	1153	28	)	)	PUNCT
futech-526	1153	29	,	,	PUNCT
futech-526	1153	30	of	of	ADP
futech-526	1153	31	less	less	ADJ
futech-526	1153	32	than	than	ADP
futech-526	1153	33	10	10	NUM
futech-526	1153	34	%	%	NOUN
futech-526	1153	35	)	)	PUNCT
futech-526	1153	36	in	in	ADP
futech-526	1153	37	11	11	NUM
futech-526	1153	38	of	of	ADP
futech-526	1153	39	these	these	DET
futech-526	1153	40	models	model	NOUN
futech-526	1153	41	.	.	PUNCT
futech-526	1154	1	additionally	additionally	ADV
futech-526	1154	2	,	,	PUNCT
futech-526	1154	3	the	the	DET
futech-526	1154	4	hba1c	hba1c	PROPN
futech-526	1154	5	estimation	estimation	NOUN
futech-526	1154	6	model	model	NOUN
futech-526	1154	7	achieved	achieve	VERB
futech-526	1154	8	a	a	DET
futech-526	1154	9	mape	mape	NOUN
futech-526	1154	10	of	of	ADP
futech-526	1154	11	5.1	5.1	NUM
futech-526	1154	12	%	%	NOUN
futech-526	1154	13	on	on	ADP
futech-526	1154	14	an	an	DET
futech-526	1154	15	external	external	ADJ
futech-526	1154	16	validation	validation	NOUN
futech-526	1154	17	cohort	cohort	NOUN
futech-526	1154	18	.	.	PUNCT
futech-526	1155	1	this	this	DET
futech-526	1155	2	proof‐of‐concept	proof‐of‐concept	PROPN
futech-526	1155	3	study	study	NOUN
futech-526	1155	4	demonstrated	demonstrate	VERB
futech-526	1155	5	the	the	DET
futech-526	1155	6	feasibility	feasibility	NOUN
futech-526	1155	7	of	of	ADP
futech-526	1155	8	using	use	VERB
futech-526	1155	9	non‐invasive	non‐invasive	ADJ
futech-526	1155	10	wearables	wearable	NOUN
futech-526	1155	11	for	for	ADP
futech-526	1155	12	glycemic	glycemic	ADJ
futech-526	1155	13	monitoring	monitoring	NOUN
futech-526	1155	14	,	,	PUNCT
futech-526	1155	15	potentially	potentially	ADV
futech-526	1155	16	offering	offer	VERB
futech-526	1155	17	a	a	DET
futech-526	1155	18	more	more	ADV
futech-526	1155	19	convenient	convenient	ADJ
futech-526	1155	20	and	and	CCONJ
futech-526	1155	21	less	less	ADV
futech-526	1155	22	invasive	invasive	ADJ
futech-526	1155	23	method	method	NOUN
futech-526	1155	24	for	for	SCONJ
futech-526	1155	25	patients	patient	NOUN
futech-526	1155	26	to	to	PART
futech-526	1155	27	monitor	monitor	VERB
futech-526	1155	28	their	their	PRON
futech-526	1155	29	glucose	glucose	NOUN
futech-526	1155	30	levels	level	NOUN
futech-526	1155	31	and	and	CCONJ
futech-526	1155	32	hba1c	hba1c	NOUN
futech-526	1155	33	remotely	remotely	ADV
futech-526	1155	34	.	.	PUNCT
futech-526	1156	1	likewise	likewise	ADV
futech-526	1156	2	,	,	PUNCT
futech-526	1156	3	the	the	DET
futech-526	1156	4	dataset	dataset	NOUN
futech-526	1156	5	in	in	ADP
futech-526	1156	6	[	[	NOUN
futech-526	1156	7	35	35	NUM
futech-526	1156	8	]	]	PUNCT
futech-526	1156	9	comprises	comprise	VERB
futech-526	1156	10	data	datum	NOUN
futech-526	1156	11	collected	collect	VERB
futech-526	1156	12	from	from	ADP
futech-526	1156	13	participants	participant	NOUN
futech-526	1156	14	using	use	VERB
futech-526	1156	15	wearable	wearable	ADJ
futech-526	1156	16	sensors	sensor	NOUN
futech-526	1156	17	and	and	CCONJ
futech-526	1156	18	mobile	mobile	NOUN
futech-526	1156	19	devices	device	NOUN
futech-526	1156	20	to	to	PART
futech-526	1156	21	monitor	monitor	VERB
futech-526	1156	22	food	food	NOUN
futech-526	1156	23	intake	intake	NOUN
futech-526	1156	24	,	,	PUNCT
futech-526	1156	25	physical	physical	ADJ
futech-526	1156	26	activity	activity	NOUN
futech-526	1156	27	,	,	PUNCT
futech-526	1156	28	and	and	CCONJ
futech-526	1156	29	corresponding	correspond	VERB
futech-526	1156	30	blood	blood	NOUN
futech-526	1156	31	glucose	glucose	NOUN
futech-526	1156	32	levels	level	NOUN
futech-526	1156	33	.	.	PUNCT
futech-526	1157	1	relevant	relevant	ADJ
futech-526	1157	2	features	feature	NOUN
futech-526	1157	3	,	,	PUNCT
futech-526	1157	4	such	such	ADJ
futech-526	1157	5	as	as	ADP
futech-526	1157	6	meal	meal	NOUN
futech-526	1157	7	timing	timing	NOUN
futech-526	1157	8	,	,	PUNCT
futech-526	1157	9	nutritional	nutritional	ADJ
futech-526	1157	10	content	content	NOUN
futech-526	1157	11	,	,	PUNCT
futech-526	1157	12	activity	activity	NOUN
futech-526	1157	13	type	type	NOUN
futech-526	1157	14	,	,	PUNCT
futech-526	1157	15	duration	duration	NOUN
futech-526	1157	16	,	,	PUNCT
futech-526	1157	17	and	and	CCONJ
futech-526	1157	18	intensity	intensity	NOUN
futech-526	1157	19	,	,	PUNCT
futech-526	1157	20	are	be	AUX
futech-526	1157	21	extracted	extract	VERB
futech-526	1157	22	from	from	ADP
futech-526	1157	23	the	the	DET
futech-526	1157	24	raw	raw	ADJ
futech-526	1157	25	data	datum	NOUN
futech-526	1157	26	to	to	PART
futech-526	1157	27	serve	serve	VERB
futech-526	1157	28	as	as	ADP
futech-526	1157	29	inputs	input	NOUN
futech-526	1157	30	for	for	ADP
futech-526	1157	31	the	the	DET
futech-526	1157	32	predictive	predictive	ADJ
futech-526	1157	33	models	model	NOUN
futech-526	1157	34	.	.	PUNCT
futech-526	1158	1	deep	deep	ADJ
futech-526	1158	2	learning	learn	VERB
futech-526	1158	3	algorithms	algorithm	NOUN
futech-526	1158	4	are	be	AUX
futech-526	1158	5	employed	employ	VERB
futech-526	1158	6	to	to	PART
futech-526	1158	7	analyze	analyze	VERB
futech-526	1158	8	the	the	DET
futech-526	1158	9	extracted	extract	VERB
futech-526	1158	10	features	feature	NOUN
futech-526	1158	11	and	and	CCONJ
futech-526	1158	12	predict	predict	VERB
futech-526	1158	13	blood	blood	NOUN
futech-526	1158	14	glucose	glucose	NOUN
futech-526	1158	15	levels	level	NOUN
futech-526	1158	16	based	base	VERB
futech-526	1158	17	on	on	ADP
futech-526	1158	18	observed	observed	ADJ
futech-526	1158	19	patterns	pattern	NOUN
futech-526	1158	20	in	in	ADP
futech-526	1158	21	food	food	NOUN
futech-526	1158	22	consumption	consumption	NOUN
futech-526	1158	23	and	and	CCONJ
futech-526	1158	24	physical	physical	ADJ
futech-526	1158	25	activity	activity	NOUN
futech-526	1158	26	.	.	PUNCT
futech-526	1159	1	this	this	DET
futech-526	1159	2	approach	approach	NOUN
futech-526	1159	3	aims	aim	VERB
futech-526	1159	4	to	to	PART
futech-526	1159	5	develop	develop	VERB
futech-526	1159	6	a	a	DET
futech-526	1159	7	non‐	non‐	ADV
futech-526	1159	8	invasive	invasive	ADJ
futech-526	1159	9	method	method	NOUN
futech-526	1159	10	for	for	ADP
futech-526	1159	11	monitoring	monitor	VERB
futech-526	1159	12	blood	blood	NOUN
futech-526	1159	13	glucose	glucose	NOUN
futech-526	1159	14	levels	level	NOUN
futech-526	1159	15	by	by	ADP
futech-526	1159	16	leveraging	leverage	VERB
futech-526	1159	17	deep	deep	ADJ
futech-526	1159	18	learning	learning	NOUN
futech-526	1159	19	techniques	technique	NOUN
futech-526	1159	20	to	to	PART
futech-526	1159	21	interpret	interpret	VERB
futech-526	1159	22	lifestyle	lifestyle	NOUN
futech-526	1159	23	data	datum	NOUN
futech-526	1159	24	.	.	PUNCT
futech-526	1160	1	1,159	1,159	NUM
futech-526	1160	2	adults	adult	NOUN
futech-526	1160	3	aged	age	VERB
futech-526	1160	4	20‐74	20‐74	NUM
futech-526	1160	5	years	year	NOUN
futech-526	1160	6	with	with	ADP
futech-526	1160	7	type	type	NOUN
futech-526	1160	8	2	2	NUM
futech-526	1160	9	diabetes	diabetes	NOUN
futech-526	1160	10	and	and	CCONJ
futech-526	1160	11	hba1c	hba1c	PROPN
futech-526	1160	12	levels	level	NOUN
futech-526	1160	13	between	between	ADP
futech-526	1160	14	6.0‐8.9	6.0‐8.9	NUM
futech-526	1160	15	(	(	PUNCT
futech-526	1160	16	42‐74	42‐74	PROPN
futech-526	1160	17	mmol	mmol	NOUN
futech-526	1160	18	/	/	SYM
futech-526	1160	19	mol	mol	NOUN
futech-526	1160	20	)	)	PUNCT
futech-526	1160	21	were	be	AUX
futech-526	1160	22	involved	involve	VERB
futech-526	1160	23	in	in	ADP
futech-526	1160	24	[	[	X
futech-526	1160	25	100	100	NUM
futech-526	1160	26	]	]	PUNCT
futech-526	1160	27	.	.	PUNCT
futech-526	1161	1	the	the	DET
futech-526	1161	2	participants	participant	NOUN
futech-526	1161	3	’	’	PART
futech-526	1161	4	health	health	NOUN
futech-526	1161	5	metrics	metric	NOUN
futech-526	1161	6	were	be	AUX
futech-526	1161	7	continuously	continuously	ADV
futech-526	1161	8	monitored	monitor	VERB
futech-526	1161	9	using	use	VERB
futech-526	1161	10	iot	iot	ADJ
futech-526	1161	11	devices	device	NOUN
futech-526	1161	12	,	,	PUNCT
futech-526	1161	13	and	and	CCONJ
futech-526	1161	14	this	this	DET
futech-526	1161	15	real‐time	real‐time	NOUN
futech-526	1161	16	data	datum	NOUN
futech-526	1161	17	was	be	AUX
futech-526	1161	18	analyzed	analyze	VERB
futech-526	1161	19	to	to	PART
futech-526	1161	20	assess	assess	VERB
futech-526	1161	21	the	the	DET
futech-526	1161	22	effectiveness	effectiveness	NOUN
futech-526	1161	23	of	of	ADP
futech-526	1161	24	the	the	DET
futech-526	1161	25	iot‐based	iot‐base	VERB
futech-526	1161	26	intervention	intervention	NOUN
futech-526	1161	27	on	on	ADP
futech-526	1161	28	glycemic	glycemic	ADJ
futech-526	1161	29	control	control	NOUN
futech-526	1161	30	over	over	ADP
futech-526	1161	31	a	a	DET
futech-526	1161	32	52‐week	52‐week	NUM
futech-526	1161	33	period	period	NOUN
futech-526	1161	34	.	.	PUNCT
futech-526	1162	1	the	the	DET
futech-526	1162	2	primary	primary	ADJ
futech-526	1162	3	endpoint	endpoint	NOUN
futech-526	1162	4	was	be	AUX
futech-526	1162	5	the	the	DET
futech-526	1162	6	change	change	NOUN
futech-526	1162	7	in	in	ADP
futech-526	1162	8	hba1c	hba1c	PROPN
futech-526	1162	9	levels	level	NOUN
futech-526	1162	10	from	from	ADP
futech-526	1162	11	baseline	baseline	NOUN
futech-526	1162	12	to	to	ADP
futech-526	1162	13	the	the	DET
futech-526	1162	14	final	final	ADJ
futech-526	1162	15	measurement	measurement	NOUN
futech-526	1162	16	at	at	ADP
futech-526	1162	17	52	52	NUM
futech-526	1162	18	weeks	week	NOUN
futech-526	1162	19	.	.	PUNCT
futech-526	1163	1	the	the	DET
futech-526	1163	2	study	study	NOUN
futech-526	1163	3	concluded	conclude	VERB
futech-526	1163	4	that	that	SCONJ
futech-526	1163	5	the	the	DET
futech-526	1163	6	iot‐based	iot‐base	VERB
futech-526	1163	7	approach	approach	NOUN
futech-526	1163	8	did	do	AUX
futech-526	1163	9	not	not	PART
futech-526	1163	10	significantly	significantly	ADV
futech-526	1163	11	reduce	reduce	VERB
futech-526	1163	12	hba1c	hba1c	PROPN
futech-526	1163	13	in	in	ADP
futech-526	1163	14	patients	patient	NOUN
futech-526	1163	15	with	with	ADP
futech-526	1163	16	type	type	NOUN
futech-526	1163	17	2	2	NUM
futech-526	1163	18	diabetes	diabetes	NOUN
futech-526	1163	19	.	.	PUNCT
futech-526	1164	1	the	the	DET
futech-526	1164	2	authors	author	NOUN
futech-526	1164	3	suggested	suggest	VERB
futech-526	1164	4	that	that	SCONJ
futech-526	1164	5	incorporating	incorporate	VERB
futech-526	1164	6	daily	daily	ADJ
futech-526	1164	7	glycemic	glycemic	ADJ
futech-526	1164	8	control	control	NOUN
futech-526	1164	9	data	datum	NOUN
futech-526	1164	10	and	and	CCONJ
futech-526	1164	11	hba1c	hba1c	PROPN
futech-526	1164	12	levels	level	NOUN
futech-526	1164	13	into	into	ADP
futech-526	1164	14	the	the	DET
futech-526	1164	15	iot‐based	iot‐base	VERB
futech-526	1164	16	intervention	intervention	NOUN
futech-526	1164	17	may	may	AUX
futech-526	1164	18	be	be	AUX
futech-526	1164	19	necessary	necessary	ADJ
futech-526	1164	20	to	to	PART
futech-526	1164	21	improve	improve	VERB
futech-526	1164	22	glycemic	glycemic	ADJ
futech-526	1164	23	control	control	NOUN
futech-526	1164	24	.	.	PUNCT
futech-526	1165	1	5.2	5.2	NUM
futech-526	1165	2	utilization	utilization	NOUN
futech-526	1165	3	of	of	ADP
futech-526	1165	4	benchmark	benchmark	ADJ
futech-526	1165	5	datasets	dataset	NOUN
futech-526	1165	6	in	in	ADP
futech-526	1165	7	technological	technological	ADJ
futech-526	1165	8	approaches	approach	NOUN
futech-526	1165	9	for	for	ADP
futech-526	1165	10	glycemic	glycemic	ADJ
futech-526	1165	11	index	index	NOUN
futech-526	1165	12	assessment	assessment	NOUN
futech-526	1165	13	the	the	DET
futech-526	1165	14	2016	2016	NUM
futech-526	1165	15	study	study	NOUN
futech-526	1165	16	[	[	X
futech-526	1165	17	62	62	NUM
futech-526	1165	18	]	]	PUNCT
futech-526	1165	19	utilized	utilize	VERB
futech-526	1165	20	datasets	dataset	NOUN
futech-526	1165	21	from	from	ADP
futech-526	1165	22	two	two	NUM
futech-526	1165	23	european	european	ADJ
futech-526	1165	24	union‐funded	union‐funded	ADJ
futech-526	1165	25	projects	project	NOUN
futech-526	1165	26	:	:	PUNCT
futech-526	1165	27	•	•	NUM
futech-526	1165	28	diadvisor	diadvisor	PROPN
futech-526	1165	29	(	(	PUNCT
futech-526	1165	30	eu	eu	PROPN
futech-526	1165	31	fp7‐funded	fp7‐funde	VERB
futech-526	1165	32	project	project	NOUN
futech-526	1165	33	):	):	PUNCT
futech-526	1165	34	this	this	DET
futech-526	1165	35	dataset	dataset	NOUN
futech-526	1165	36	comprised	comprise	VERB
futech-526	1165	37	clinical	clinical	ADJ
futech-526	1165	38	trial	trial	NOUN
futech-526	1165	39	data	datum	NOUN
futech-526	1165	40	,	,	PUNCT
futech-526	1165	41	including	include	VERB
futech-526	1165	42	intermittent	intermittent	ADJ
futech-526	1165	43	blood	blood	NOUN
futech-526	1165	44	glucose	glucose	NOUN
futech-526	1165	45	measurements	measurement	NOUN
futech-526	1165	46	from	from	ADP
futech-526	1165	47	patients	patient	NOUN
futech-526	1165	48	with	with	ADP
futech-526	1165	49	type	type	NOUN
futech-526	1165	50	1	1	NUM
futech-526	1165	51	diabetes	diabetes	NOUN
futech-526	1165	52	.	.	PUNCT
futech-526	1166	1	the	the	DET
futech-526	1166	2	data	datum	NOUN
futech-526	1166	3	were	be	AUX
futech-526	1166	4	used	use	VERB
futech-526	1166	5	to	to	PART
futech-526	1166	6	calibrate	calibrate	VERB
futech-526	1166	7	and	and	CCONJ
futech-526	1166	8	test	test	VERB
futech-526	1166	9	nocturnal	nocturnal	ADJ
futech-526	1166	10	hypoglycemia	hypoglycemia	NOUN
futech-526	1166	11	(	(	PUNCT
futech-526	1166	12	nh	nh	NOUN
futech-526	1166	13	)	)	PUNCT
futech-526	1166	14	predictors	predictor	NOUN
futech-526	1166	15	based	base	VERB
futech-526	1166	16	on	on	ADP
futech-526	1166	17	various	various	ADJ
futech-526	1166	18	glycemic	glycemic	ADJ
futech-526	1166	19	control	control	NOUN
futech-526	1166	20	indices	index	NOUN
futech-526	1166	21	(	(	PUNCT
futech-526	1166	22	gci	gci	PROPN
futech-526	1166	23	)	)	PUNCT
futech-526	1166	24	.	.	PUNCT
futech-526	1167	1	•	•	NUM
futech-526	1167	2	ammodit	ammodit	NOUN
futech-526	1167	3	(	(	PUNCT
futech-526	1167	4	eu	eu	PROPN
futech-526	1167	5	horizon	horizon	PROPN
futech-526	1167	6	2020‐funded	2020‐funde	VERB
futech-526	1167	7	project	project	NOUN
futech-526	1167	8	):	):	PUNCT
futech-526	1167	9	this	this	DET
futech-526	1167	10	dataset	dataset	NOUN
futech-526	1167	11	was	be	AUX
futech-526	1167	12	employed	employ	VERB
futech-526	1167	13	to	to	PART
futech-526	1167	14	validate	validate	VERB
futech-526	1167	15	the	the	DET
futech-526	1167	16	portability	portability	NOUN
futech-526	1167	17	and	and	CCONJ
futech-526	1167	18	effectiveness	effectiveness	NOUN
futech-526	1167	19	of	of	ADP
futech-526	1167	20	the	the	DET
futech-526	1167	21	proposed	propose	VERB
futech-526	1167	22	nh	nh	PROPN
futech-526	1167	23	prediction	prediction	NOUN
futech-526	1167	24	approach	approach	NOUN
futech-526	1167	25	across	across	ADP
futech-526	1167	26	different	different	ADJ
futech-526	1167	27	patient	patient	ADJ
futech-526	1167	28	populations	population	NOUN
futech-526	1167	29	.	.	PUNCT
futech-526	1168	1	the	the	DET
futech-526	1168	2	authors	author	NOUN
futech-526	1168	3	developed	develop	VERB
futech-526	1168	4	a	a	DET
futech-526	1168	5	method	method	NOUN
futech-526	1168	6	to	to	PART
futech-526	1168	7	predict	predict	VERB
futech-526	1168	8	nocturnal	nocturnal	ADJ
futech-526	1168	9	hypoglycemia	hypoglycemia	NOUN
futech-526	1168	10	by	by	ADP
futech-526	1168	11	aggregating	aggregate	VERB
futech-526	1168	12	predictors	predictor	NOUN
futech-526	1168	13	constructed	construct	VERB
futech-526	1168	14	from	from	ADP
futech-526	1168	15	different	different	ADJ
futech-526	1168	16	gcis	gcis	PROPN
futech-526	1168	17	,	,	PUNCT
futech-526	1168	18	such	such	ADJ
futech-526	1168	19	as	as	ADP
futech-526	1168	20	the	the	DET
futech-526	1168	21	low	low	ADJ
futech-526	1168	22	blood	blood	NOUN
futech-526	1168	23	glucose	glucose	NOUN
futech-526	1168	24	index	index	NOUN
futech-526	1168	25	.	.	PUNCT
futech-526	1169	1	they	they	PRON
futech-526	1169	2	applied	apply	VERB
futech-526	1169	3	machine	machine	NOUN
futech-526	1169	4	learning	learn	VERB
futech-526	1169	5	techniques	technique	NOUN
futech-526	1169	6	to	to	PART
futech-526	1169	7	combine	combine	VERB
futech-526	1169	8	these	these	DET
futech-526	1169	9	predictors	predictor	NOUN
futech-526	1169	10	,	,	PUNCT
futech-526	1169	11	aiming	aim	VERB
futech-526	1169	12	to	to	PART
futech-526	1169	13	enhance	enhance	VERB
futech-526	1169	14	the	the	DET
futech-526	1169	15	accuracy	accuracy	NOUN
futech-526	1169	16	of	of	ADP
futech-526	1169	17	nh	nh	PROPN
futech-526	1169	18	predictions	prediction	NOUN
futech-526	1169	19	.	.	PUNCT
futech-526	1170	1	nh	nh	PROPN
futech-526	1170	2	.	.	PROPN
futech-526	1170	3	wanigasingha	wanigasingha	NOUN
futech-526	1170	4	et	et	PROPN
futech-526	1170	5	al	al	PROPN
futech-526	1170	6	.	.	PROPN
futech-526	1170	7	/future	/future	PUNCT
futech-526	1170	8	technology	technology	PROPN
futech-526	1171	1	february	february	PROPN
futech-526	1171	2	2026|	2026|	NUM
futech-526	1171	3	volume	volume	NOUN
futech-526	1171	4	05	05	NUM
futech-526	1172	1	|	|	ADV
futech-526	1172	2	issue	issue	NOUN
futech-526	1172	3	01	01	NUM
futech-526	1173	1	|	|	NOUN
futech-526	1173	2	pages	page	VERB
futech-526	1173	3	93	93	NUM
futech-526	1173	4	-	-	SYM
futech-526	1173	5	126	126	NUM
futech-526	1173	6	118	118	NUM
futech-526	1173	7	the	the	DET
futech-526	1173	8	datasets	dataset	NOUN
futech-526	1173	9	provided	provide	VERB
futech-526	1173	10	the	the	DET
futech-526	1173	11	necessary	necessary	ADJ
futech-526	1173	12	blood	blood	NOUN
futech-526	1173	13	glucose	glucose	NOUN
futech-526	1173	14	measurements	measurement	NOUN
futech-526	1173	15	to	to	PART
futech-526	1173	16	calibrate	calibrate	VERB
futech-526	1173	17	and	and	CCONJ
futech-526	1173	18	test	test	VERB
futech-526	1173	19	the	the	DET
futech-526	1173	20	performance	performance	NOUN
futech-526	1173	21	of	of	ADP
futech-526	1173	22	the	the	DET
futech-526	1173	23	aggregated	aggregate	VERB
futech-526	1173	24	predictors	predictor	NOUN
futech-526	1173	25	,	,	PUNCT
futech-526	1173	26	demonstrating	demonstrate	VERB
futech-526	1173	27	improved	improve	VERB
futech-526	1173	28	sensitivity	sensitivity	NOUN
futech-526	1173	29	and	and	CCONJ
futech-526	1173	30	specificity	specificity	NOUN
futech-526	1173	31	in	in	ADP
futech-526	1173	32	predicting	predict	VERB
futech-526	1173	33	nh	nh	NOUN
futech-526	1173	34	events	event	NOUN
futech-526	1173	35	.	.	PUNCT
futech-526	1174	1	the	the	DET
futech-526	1174	2	dataset	dataset	NOUN
futech-526	1174	3	used	use	VERB
futech-526	1174	4	in	in	ADP
futech-526	1174	5	[	[	X
futech-526	1174	6	63	63	NUM
futech-526	1174	7	]	]	PUNCT
futech-526	1174	8	includes	include	VERB
futech-526	1174	9	glycaemic	glycaemic	ADJ
futech-526	1174	10	index	index	NOUN
futech-526	1174	11	values	value	NOUN
futech-526	1174	12	from	from	ADP
futech-526	1174	13	an	an	DET
futech-526	1174	14	existing	exist	VERB
futech-526	1174	15	comprehensive	comprehensive	ADJ
futech-526	1174	16	list	list	NOUN
futech-526	1174	17	(	(	PUNCT
futech-526	1174	18	e.g.	e.g.	ADV
futech-526	1174	19	,	,	PUNCT
futech-526	1174	20	a	a	DET
futech-526	1174	21	glycaemic	glycaemic	ADJ
futech-526	1174	22	index	index	NOUN
futech-526	1174	23	corpus	corpus	NOUN
futech-526	1174	24	)	)	PUNCT
futech-526	1174	25	and	and	CCONJ
futech-526	1174	26	food	food	NOUN
futech-526	1174	27	nutritional	nutritional	ADJ
futech-526	1174	28	composition	composition	NOUN
futech-526	1174	29	data	datum	NOUN
futech-526	1174	30	(	(	PUNCT
futech-526	1174	31	such	such	ADJ
futech-526	1174	32	as	as	ADP
futech-526	1174	33	macronutrient	macronutrient	NOUN
futech-526	1174	34	content	content	NOUN
futech-526	1174	35	)	)	PUNCT
futech-526	1174	36	from	from	ADP
futech-526	1174	37	organizations	organization	NOUN
futech-526	1174	38	like	like	ADP
futech-526	1174	39	the	the	DET
futech-526	1174	40	usda	usda	NOUN
futech-526	1174	41	.	.	PUNCT
futech-526	1175	1	the	the	DET
futech-526	1175	2	dataset	dataset	NOUN
futech-526	1175	3	is	be	AUX
futech-526	1175	4	not	not	PART
futech-526	1175	5	created	create	VERB
futech-526	1175	6	by	by	ADP
futech-526	1175	7	the	the	DET
futech-526	1175	8	authors	author	NOUN
futech-526	1175	9	but	but	CCONJ
futech-526	1175	10	sourced	source	VERB
futech-526	1175	11	from	from	ADP
futech-526	1175	12	these	these	DET
futech-526	1175	13	established	establish	VERB
futech-526	1175	14	repositories	repository	NOUN
futech-526	1175	15	.	.	PUNCT
futech-526	1176	1	the	the	DET
futech-526	1176	2	study	study	NOUN
futech-526	1176	3	highlights	highlight	VERB
futech-526	1176	4	challenges	challenge	NOUN
futech-526	1176	5	in	in	ADP
futech-526	1176	6	integrating	integrate	VERB
futech-526	1176	7	these	these	DET
futech-526	1176	8	datasets	dataset	NOUN
futech-526	1176	9	due	due	ADP
futech-526	1176	10	to	to	ADP
futech-526	1176	11	differences	difference	NOUN
futech-526	1176	12	in	in	ADP
futech-526	1176	13	how	how	SCONJ
futech-526	1176	14	foods	food	NOUN
futech-526	1176	15	are	be	AUX
futech-526	1176	16	labeled	label	VERB
futech-526	1176	17	and	and	CCONJ
futech-526	1176	18	categorized	categorize	VERB
futech-526	1176	19	.	.	PUNCT
futech-526	1177	1	the	the	DET
futech-526	1177	2	data	data	NOUN
futech-526	1177	3	is	be	AUX
futech-526	1177	4	used	use	VERB
futech-526	1177	5	to	to	PART
futech-526	1177	6	predict	predict	VERB
futech-526	1177	7	the	the	DET
futech-526	1177	8	gi	gi	NOUN
futech-526	1177	9	of	of	ADP
futech-526	1177	10	foods	food	NOUN
futech-526	1177	11	based	base	VERB
futech-526	1177	12	on	on	ADP
futech-526	1177	13	their	their	PRON
futech-526	1177	14	biochemical	biochemical	ADJ
futech-526	1177	15	properties	property	NOUN
futech-526	1177	16	using	use	VERB
futech-526	1177	17	machine	machine	NOUN
futech-526	1177	18	learning	learning	NOUN
futech-526	1177	19	techniques	technique	NOUN
futech-526	1177	20	.	.	PUNCT
futech-526	1178	1	the	the	DET
futech-526	1178	2	authors	author	NOUN
futech-526	1178	3	manually	manually	ADV
futech-526	1178	4	cross‐linked	cross‐linke	VERB
futech-526	1178	5	a	a	DET
futech-526	1178	6	subset	subset	NOUN
futech-526	1178	7	of	of	ADP
futech-526	1178	8	100	100	NUM
futech-526	1178	9	food	food	NOUN
futech-526	1178	10	entries	entry	NOUN
futech-526	1178	11	to	to	PART
futech-526	1178	12	ensure	ensure	VERB
futech-526	1178	13	reliability	reliability	NOUN
futech-526	1178	14	and	and	CCONJ
futech-526	1178	15	used	use	VERB
futech-526	1178	16	features	feature	NOUN
futech-526	1178	17	like	like	ADP
futech-526	1178	18	water	water	NOUN
futech-526	1178	19	,	,	PUNCT
futech-526	1178	20	energy	energy	NOUN
futech-526	1178	21	,	,	PUNCT
futech-526	1178	22	protein	protein	NOUN
futech-526	1178	23	,	,	PUNCT
futech-526	1178	24	carbohydrate	carbohydrate	NOUN
futech-526	1178	25	,	,	PUNCT
futech-526	1178	26	sugar	sugar	NOUN
futech-526	1178	27	,	,	PUNCT
futech-526	1178	28	fiber	fiber	NOUN
futech-526	1178	29	,	,	PUNCT
futech-526	1178	30	and	and	CCONJ
futech-526	1178	31	lipid	lipid	NOUN
futech-526	1178	32	content	content	NOUN
futech-526	1178	33	to	to	PART
futech-526	1178	34	build	build	VERB
futech-526	1178	35	predictive	predictive	ADJ
futech-526	1178	36	models	model	NOUN
futech-526	1178	37	.	.	PUNCT
futech-526	1179	1	this	this	DET
futech-526	1179	2	approach	approach	NOUN
futech-526	1179	3	aimed	aim	VERB
futech-526	1179	4	to	to	PART
futech-526	1179	5	explore	explore	VERB
futech-526	1179	6	the	the	DET
futech-526	1179	7	feasibility	feasibility	NOUN
futech-526	1179	8	of	of	ADP
futech-526	1179	9	using	use	VERB
futech-526	1179	10	widely	widely	ADV
futech-526	1179	11	available	available	ADJ
futech-526	1179	12	food	food	NOUN
futech-526	1179	13	data	datum	NOUN
futech-526	1179	14	for	for	ADP
futech-526	1179	15	practical	practical	ADJ
futech-526	1179	16	gi	gi	NOUN
futech-526	1179	17	prediction	prediction	NOUN
futech-526	1179	18	.	.	PUNCT
futech-526	1180	1	reference	reference	NOUN
futech-526	1181	1	[	[	X
futech-526	1181	2	72	72	NUM
futech-526	1181	3	]	]	PUNCT
futech-526	1181	4	exploits	exploit	VERB
futech-526	1181	5	a	a	DET
futech-526	1181	6	dataset	dataset	NOUN
futech-526	1181	7	of	of	ADP
futech-526	1181	8	55	55	NUM
futech-526	1181	9	,	,	PUNCT
futech-526	1181	10	102	102	NUM
futech-526	1181	11	cooking	cooking	NOUN
futech-526	1181	12	recipes	recipe	NOUN
futech-526	1181	13	collected	collect	VERB
futech-526	1181	14	from	from	ADP
futech-526	1181	15	the	the	DET
futech-526	1181	16	allrecipes	allrecipe	NOUN
futech-526	1181	17	website	website	NOUN
futech-526	1181	18	.	.	PUNCT
futech-526	1182	1	this	this	DET
futech-526	1182	2	dataset	dataset	NOUN
futech-526	1182	3	was	be	AUX
futech-526	1182	4	built	build	VERB
futech-526	1182	5	by	by	ADP
futech-526	1182	6	the	the	DET
futech-526	1182	7	researchers	researcher	NOUN
futech-526	1182	8	specifically	specifically	ADV
futech-526	1182	9	for	for	ADP
futech-526	1182	10	their	their	PRON
futech-526	1182	11	analysis	analysis	NOUN
futech-526	1182	12	.	.	PUNCT
futech-526	1183	1	a	a	DET
futech-526	1183	2	subset	subset	NOUN
futech-526	1183	3	of	of	ADP
futech-526	1183	4	1,000	1,000	NUM
futech-526	1183	5	recipes	recipe	NOUN
futech-526	1183	6	was	be	AUX
futech-526	1183	7	selected	select	VERB
futech-526	1183	8	for	for	ADP
futech-526	1183	9	further	further	ADJ
futech-526	1183	10	analysis	analysis	NOUN
futech-526	1183	11	.	.	PUNCT
futech-526	1184	1	these	these	DET
futech-526	1184	2	recipes	recipe	NOUN
futech-526	1184	3	were	be	AUX
futech-526	1184	4	annotated	annotate	VERB
futech-526	1184	5	for	for	ADP
futech-526	1184	6	glycemic	glycemic	ADJ
futech-526	1184	7	impact	impact	NOUN
futech-526	1184	8	through	through	ADP
futech-526	1184	9	online	online	ADJ
futech-526	1184	10	crowdsourcing	crowdsourcing	NOUN
futech-526	1184	11	using	use	VERB
futech-526	1184	12	amazon	amazon	PROPN
futech-526	1184	13	mechanical	mechanical	ADJ
futech-526	1184	14	turk	turk	PROPN
futech-526	1184	15	.	.	PUNCT
futech-526	1185	1	from	from	ADP
futech-526	1185	2	the	the	DET
futech-526	1185	3	collected	collect	VERB
futech-526	1185	4	data	datum	NOUN
futech-526	1185	5	,	,	PUNCT
futech-526	1185	6	both	both	DET
futech-526	1185	7	textual	textual	ADJ
futech-526	1185	8	features	feature	NOUN
futech-526	1185	9	(	(	PUNCT
futech-526	1185	10	e.g.	e.g.	ADV
futech-526	1185	11	,	,	PUNCT
futech-526	1185	12	ingredients	ingredient	NOUN
futech-526	1185	13	and	and	CCONJ
futech-526	1185	14	cooking	cooking	NOUN
futech-526	1185	15	directions	direction	NOUN
futech-526	1185	16	)	)	PUNCT
futech-526	1185	17	and	and	CCONJ
futech-526	1185	18	nutritional	nutritional	ADJ
futech-526	1185	19	features	feature	NOUN
futech-526	1185	20	(	(	PUNCT
futech-526	1185	21	e.g.	e.g.	ADV
futech-526	1185	22	,	,	PUNCT
futech-526	1185	23	carbohydrate	carbohydrate	NOUN
futech-526	1185	24	and	and	CCONJ
futech-526	1185	25	sugar	sugar	NOUN
futech-526	1185	26	content	content	NOUN
futech-526	1185	27	)	)	PUNCT
futech-526	1185	28	were	be	AUX
futech-526	1185	29	extracted	extract	VERB
futech-526	1185	30	to	to	PART
futech-526	1185	31	represent	represent	VERB
futech-526	1185	32	each	each	DET
futech-526	1185	33	recipe	recipe	NOUN
futech-526	1185	34	.	.	PUNCT
futech-526	1186	1	machine	machine	NOUN
futech-526	1186	2	learning	learning	NOUN
futech-526	1186	3	models	model	NOUN
futech-526	1186	4	were	be	AUX
futech-526	1186	5	trained	train	VERB
futech-526	1186	6	using	use	VERB
futech-526	1186	7	the	the	DET
futech-526	1186	8	annotated	annotate	VERB
futech-526	1186	9	subset	subset	NOUN
futech-526	1186	10	to	to	PART
futech-526	1186	11	classify	classify	VERB
futech-526	1186	12	recipes	recipe	NOUN
futech-526	1186	13	as	as	ADV
futech-526	1186	14	healthy	healthy	ADJ
futech-526	1186	15	or	or	CCONJ
futech-526	1186	16	unhealthy	unhealthy	ADJ
futech-526	1186	17	for	for	ADP
futech-526	1186	18	diabetics	diabetic	NOUN
futech-526	1186	19	based	base	VERB
futech-526	1186	20	on	on	ADP
futech-526	1186	21	their	their	PRON
futech-526	1186	22	glycemic	glycemic	ADJ
futech-526	1186	23	impact	impact	NOUN
futech-526	1186	24	.	.	PUNCT
futech-526	1187	1	this	this	DET
futech-526	1187	2	approach	approach	NOUN
futech-526	1187	3	combines	combine	VERB
futech-526	1187	4	online	online	ADJ
futech-526	1187	5	crowdsourcing	crowdsourcing	NOUN
futech-526	1187	6	and	and	CCONJ
futech-526	1187	7	machine	machine	NOUN
futech-526	1187	8	learning	learn	VERB
futech-526	1187	9	to	to	PART
futech-526	1187	10	estimate	estimate	VERB
futech-526	1187	11	the	the	DET
futech-526	1187	12	glycemic	glycemic	ADJ
futech-526	1187	13	impact	impact	NOUN
futech-526	1187	14	of	of	ADP
futech-526	1187	15	cooking	cooking	NOUN
futech-526	1187	16	recipes	recipe	NOUN
futech-526	1187	17	,	,	PUNCT
futech-526	1187	18	offering	offer	VERB
futech-526	1187	19	a	a	DET
futech-526	1187	20	data‐driven	data‐driven	ADJ
futech-526	1187	21	method	method	NOUN
futech-526	1187	22	to	to	PART
futech-526	1187	23	assist	assist	VERB
futech-526	1187	24	diabetics	diabetic	NOUN
futech-526	1187	25	and	and	CCONJ
futech-526	1187	26	pre‐diabetics	pre‐diabetic	NOUN
futech-526	1187	27	in	in	ADP
futech-526	1187	28	making	make	VERB
futech-526	1187	29	informed	inform	VERB
futech-526	1187	30	dietary	dietary	ADJ
futech-526	1187	31	choices	choice	NOUN
futech-526	1187	32	.	.	PUNCT
futech-526	1188	1	reference	reference	NOUN
futech-526	1188	2	[	[	X
futech-526	1188	3	17	17	NUM
futech-526	1188	4	]	]	PUNCT
futech-526	1188	5	presented	present	VERB
futech-526	1188	6	a	a	DET
futech-526	1188	7	systematic	systematic	ADJ
futech-526	1188	8	six‐step	six‐step	NOUN
futech-526	1188	9	methodology	methodology	NOUN
futech-526	1188	10	to	to	PART
futech-526	1188	11	assign	assign	VERB
futech-526	1188	12	glycemic	glycemic	ADJ
futech-526	1188	13	index	index	NOUN
futech-526	1188	14	values	value	NOUN
futech-526	1188	15	to	to	ADP
futech-526	1188	16	over	over	ADP
futech-526	1188	17	600	600	NUM
futech-526	1188	18	foods	food	NOUN
futech-526	1188	19	in	in	ADP
futech-526	1188	20	the	the	DET
futech-526	1188	21	venezuelan	venezuelan	ADJ
futech-526	1188	22	food	food	NOUN
futech-526	1188	23	composition	composition	NOUN
futech-526	1188	24	database	database	NOUN
futech-526	1188	25	.	.	PUNCT
futech-526	1189	1	the	the	DET
futech-526	1189	2	process	process	NOUN
futech-526	1189	3	begins	begin	VERB
futech-526	1189	4	with	with	ADP
futech-526	1189	5	compilation	compilation	NOUN
futech-526	1189	6	,	,	PUNCT
futech-526	1189	7	where	where	SCONJ
futech-526	1189	8	gi	gi	NOUN
futech-526	1189	9	values	value	NOUN
futech-526	1189	10	from	from	ADP
futech-526	1189	11	international	international	ADJ
futech-526	1189	12	sources	source	NOUN
futech-526	1189	13	are	be	AUX
futech-526	1189	14	gathered	gather	VERB
futech-526	1189	15	.	.	PUNCT
futech-526	1190	1	next	next	ADV
futech-526	1190	2	,	,	PUNCT
futech-526	1190	3	the	the	DET
futech-526	1190	4	matching	match	VERB
futech-526	1190	5	step	step	NOUN
futech-526	1190	6	aligns	align	VERB
futech-526	1190	7	these	these	DET
futech-526	1190	8	values	value	NOUN
futech-526	1190	9	with	with	ADP
futech-526	1190	10	local	local	ADJ
futech-526	1190	11	foods	food	NOUN
futech-526	1190	12	based	base	VERB
futech-526	1190	13	on	on	ADP
futech-526	1190	14	ingredient	ingredient	NOUN
futech-526	1190	15	and	and	CCONJ
futech-526	1190	16	preparation	preparation	NOUN
futech-526	1190	17	similarities	similarity	NOUN
futech-526	1190	18	.	.	PUNCT
futech-526	1191	1	for	for	ADP
futech-526	1191	2	foods	food	NOUN
futech-526	1191	3	lacking	lack	VERB
futech-526	1191	4	direct	direct	ADJ
futech-526	1191	5	matches	match	NOUN
futech-526	1191	6	,	,	PUNCT
futech-526	1191	7	estimation	estimation	NOUN
futech-526	1191	8	is	be	AUX
futech-526	1191	9	employed	employ	VERB
futech-526	1191	10	by	by	ADP
futech-526	1191	11	analyzing	analyze	VERB
futech-526	1191	12	macronutrient	macronutrient	NOUN
futech-526	1191	13	composition	composition	NOUN
futech-526	1191	14	and	and	CCONJ
futech-526	1191	15	comparing	compare	VERB
futech-526	1191	16	it	it	PRON
futech-526	1191	17	with	with	ADP
futech-526	1191	18	analogous	analogous	ADJ
futech-526	1191	19	foods	food	NOUN
futech-526	1191	20	.	.	PUNCT
futech-526	1192	1	this	this	PRON
futech-526	1192	2	is	be	AUX
futech-526	1192	3	followed	follow	VERB
futech-526	1192	4	by	by	ADP
futech-526	1192	5	validation	validation	NOUN
futech-526	1192	6	,	,	PUNCT
futech-526	1192	7	ensuring	ensure	VERB
futech-526	1192	8	accuracy	accuracy	NOUN
futech-526	1192	9	through	through	ADP
futech-526	1192	10	cross	cross	NOUN
futech-526	1192	11	-	-	ADJ
futech-526	1192	12	referencing	referencing	ADJ
futech-526	1192	13	with	with	ADP
futech-526	1192	14	literature	literature	NOUN
futech-526	1192	15	and	and	CCONJ
futech-526	1192	16	expert	expert	NOUN
futech-526	1192	17	opinions	opinion	NOUN
futech-526	1192	18	.	.	PUNCT
futech-526	1193	1	the	the	DET
futech-526	1193	2	validated	validate	VERB
futech-526	1193	3	gi	gi	NOUN
futech-526	1193	4	values	value	NOUN
futech-526	1193	5	are	be	AUX
futech-526	1193	6	then	then	ADV
futech-526	1193	7	integrated	integrate	VERB
futech-526	1193	8	into	into	ADP
futech-526	1193	9	the	the	DET
futech-526	1193	10	national	national	ADJ
futech-526	1193	11	database	database	NOUN
futech-526	1193	12	.	.	PUNCT
futech-526	1194	1	finally	finally	ADV
futech-526	1194	2	,	,	PUNCT
futech-526	1194	3	documentation	documentation	NOUN
futech-526	1194	4	provides	provide	VERB
futech-526	1194	5	a	a	DET
futech-526	1194	6	transparent	transparent	ADJ
futech-526	1194	7	record	record	NOUN
futech-526	1194	8	of	of	ADP
futech-526	1194	9	the	the	DET
futech-526	1194	10	sources	source	NOUN
futech-526	1194	11	and	and	CCONJ
futech-526	1194	12	rationale	rationale	NOUN
futech-526	1194	13	,	,	PUNCT
futech-526	1194	14	ensuring	ensure	VERB
futech-526	1194	15	traceability	traceability	NOUN
futech-526	1194	16	and	and	CCONJ
futech-526	1194	17	facilitating	facilitating	NOUN
futech-526	1194	18	updates	update	NOUN
futech-526	1194	19	.	.	PUNCT
futech-526	1195	1	this	this	DET
futech-526	1195	2	methodology	methodology	NOUN
futech-526	1195	3	enriches	enrich	VERB
futech-526	1195	4	the	the	DET
futech-526	1195	5	database	database	NOUN
futech-526	1195	6	with	with	ADP
futech-526	1195	7	reliable	reliable	ADJ
futech-526	1195	8	gi	gi	NOUN
futech-526	1195	9	values	value	NOUN
futech-526	1195	10	,	,	PUNCT
futech-526	1195	11	supporting	support	VERB
futech-526	1195	12	dietary	dietary	ADJ
futech-526	1195	13	planning	planning	NOUN
futech-526	1195	14	and	and	CCONJ
futech-526	1195	15	nutritional	nutritional	ADJ
futech-526	1195	16	evaluation	evaluation	NOUN
futech-526	1195	17	tailored	tailor	VERB
futech-526	1195	18	to	to	ADP
futech-526	1195	19	the	the	DET
futech-526	1195	20	venezuelan	venezuelan	ADJ
futech-526	1195	21	context	context	NOUN
futech-526	1195	22	.	.	PUNCT
futech-526	1196	1	in	in	ADP
futech-526	1196	2	2019	2019	NUM
futech-526	1196	3	,	,	PUNCT
futech-526	1196	4	reference	reference	NOUN
futech-526	1196	5	[	[	X
futech-526	1196	6	33	33	NUM
futech-526	1196	7	]	]	PUNCT
futech-526	1196	8	utilized	utilize	VERB
futech-526	1196	9	a	a	DET
futech-526	1196	10	dataset	dataset	NOUN
futech-526	1196	11	comprising	comprise	VERB
futech-526	1196	12	the	the	DET
futech-526	1196	13	macronutrient	macronutrient	NOUN
futech-526	1196	14	compositions	composition	NOUN
futech-526	1196	15	of	of	ADP
futech-526	1196	16	42	42	NUM
futech-526	1196	17	breakfast	breakfast	NOUN
futech-526	1196	18	cereals	cereal	NOUN
futech-526	1196	19	.	.	PUNCT
futech-526	1197	1	this	this	DET
futech-526	1197	2	dataset	dataset	NOUN
futech-526	1197	3	was	be	AUX
futech-526	1197	4	collected	collect	VERB
futech-526	1197	5	from	from	ADP
futech-526	1197	6	existing	exist	VERB
futech-526	1197	7	nutritional	nutritional	ADJ
futech-526	1197	8	information	information	NOUN
futech-526	1197	9	available	available	ADJ
futech-526	1197	10	for	for	ADP
futech-526	1197	11	these	these	DET
futech-526	1197	12	products	product	NOUN
futech-526	1197	13	.	.	PUNCT
futech-526	1198	1	the	the	DET
futech-526	1198	2	researchers	researcher	NOUN
futech-526	1198	3	did	do	AUX
futech-526	1198	4	not	not	PART
futech-526	1198	5	generate	generate	VERB
futech-526	1198	6	new	new	ADJ
futech-526	1198	7	experimental	experimental	ADJ
futech-526	1198	8	data	datum	NOUN
futech-526	1198	9	but	but	CCONJ
futech-526	1198	10	instead	instead	ADV
futech-526	1198	11	relied	rely	VERB
futech-526	1198	12	on	on	ADP
futech-526	1198	13	published	publish	VERB
futech-526	1198	14	macronutrient	macronutrient	NOUN
futech-526	1198	15	profiles	profile	NOUN
futech-526	1198	16	to	to	PART
futech-526	1198	17	develop	develop	VERB
futech-526	1198	18	their	their	PRON
futech-526	1198	19	predictive	predictive	ADJ
futech-526	1198	20	model	model	NOUN
futech-526	1198	21	.	.	PUNCT
futech-526	1199	1	the	the	DET
futech-526	1199	2	dataset	dataset	NOUN
futech-526	1199	3	was	be	AUX
futech-526	1199	4	employed	employ	VERB
futech-526	1199	5	to	to	PART
futech-526	1199	6	create	create	VERB
futech-526	1199	7	a	a	DET
futech-526	1199	8	model	model	NOUN
futech-526	1199	9	that	that	PRON
futech-526	1199	10	predicts	predict	VERB
futech-526	1199	11	the	the	DET
futech-526	1199	12	glycemic	glycemic	ADJ
futech-526	1199	13	index	index	NOUN
futech-526	1199	14	and	and	CCONJ
futech-526	1199	15	glycemic	glycemic	ADJ
futech-526	1199	16	load	load	NOUN
futech-526	1199	17	of	of	ADP
futech-526	1199	18	foods	food	NOUN
futech-526	1199	19	based	base	VERB
futech-526	1199	20	on	on	ADP
futech-526	1199	21	their	their	PRON
futech-526	1199	22	macronutrient	macronutrient	NOUN
futech-526	1199	23	content	content	NOUN
futech-526	1199	24	.	.	PUNCT
futech-526	1200	1	by	by	ADP
futech-526	1200	2	analyzing	analyze	VERB
futech-526	1200	3	the	the	DET
futech-526	1200	4	relationship	relationship	NOUN
futech-526	1200	5	between	between	ADP
futech-526	1200	6	the	the	DET
futech-526	1200	7	macronutrient	macronutrient	NOUN
futech-526	1200	8	composition	composition	NOUN
futech-526	1200	9	and	and	CCONJ
futech-526	1200	10	the	the	DET
futech-526	1200	11	gi	gi	NOUN
futech-526	1200	12	/	/	SYM
futech-526	1200	13	gl	gl	NOUN
futech-526	1200	14	values	value	NOUN
futech-526	1200	15	,	,	PUNCT
futech-526	1200	16	the	the	DET
futech-526	1200	17	model	model	NOUN
futech-526	1200	18	quantifies	quantify	VERB
futech-526	1200	19	the	the	DET
futech-526	1200	20	impact	impact	NOUN
futech-526	1200	21	of	of	ADP
futech-526	1200	22	glycemic	glycemic	ADJ
futech-526	1200	23	carbohydrates	carbohydrate	NOUN
futech-526	1200	24	and	and	CCONJ
futech-526	1200	25	the	the	DET
futech-526	1200	26	gi‐lowering	gi‐lowering	NOUN
futech-526	1200	27	effects	effect	NOUN
futech-526	1200	28	of	of	ADP
futech-526	1200	29	other	other	ADJ
futech-526	1200	30	nutrients	nutrient	NOUN
futech-526	1200	31	such	such	ADJ
futech-526	1200	32	as	as	ADP
futech-526	1200	33	proteins	protein	NOUN
futech-526	1200	34	,	,	PUNCT
futech-526	1200	35	fats	fat	NOUN
futech-526	1200	36	,	,	PUNCT
futech-526	1200	37	and	and	CCONJ
futech-526	1200	38	fibers	fiber	NOUN
futech-526	1200	39	.	.	PUNCT
futech-526	1201	1	reference	reference	NOUN
futech-526	1201	2	[	[	X
futech-526	1201	3	30	30	NUM
futech-526	1201	4	]	]	PUNCT
futech-526	1201	5	utilizes	utilize	VERB
futech-526	1201	6	the	the	DET
futech-526	1201	7	pima	pima	PROPN
futech-526	1201	8	indians	indians	PROPN
futech-526	1201	9	diabetes	diabete	VERB
futech-526	1201	10	dataset	dataset	NOUN
futech-526	1201	11	,	,	PUNCT
futech-526	1201	12	a	a	DET
futech-526	1201	13	benchmark	benchmark	NOUN
futech-526	1201	14	dataset	dataset	NOUN
futech-526	1201	15	provided	provide	VERB
futech-526	1201	16	by	by	ADP
futech-526	1201	17	the	the	DET
futech-526	1201	18	national	national	PROPN
futech-526	1201	19	institute	institute	PROPN
futech-526	1201	20	of	of	ADP
futech-526	1201	21	diabetes	diabetes	NOUN
futech-526	1201	22	and	and	CCONJ
futech-526	1201	23	digestive	digestive	ADJ
futech-526	1201	24	and	and	CCONJ
futech-526	1201	25	kidney	kidney	NOUN
futech-526	1201	26	diseases	disease	NOUN
futech-526	1201	27	.	.	PUNCT
futech-526	1202	1	the	the	DET
futech-526	1202	2	numerical	numerical	ADJ
futech-526	1202	3	data	datum	NOUN
futech-526	1202	4	from	from	ADP
futech-526	1202	5	the	the	DET
futech-526	1202	6	pima	pima	PROPN
futech-526	1202	7	dataset	dataset	PROPN
futech-526	1202	8	are	be	AUX
futech-526	1202	9	transformed	transform	VERB
futech-526	1202	10	into	into	ADP
futech-526	1202	11	image	image	NOUN
futech-526	1202	12	representations	representation	NOUN
futech-526	1202	13	.	.	PUNCT
futech-526	1203	1	each	each	DET
futech-526	1203	2	feature	feature	NOUN
futech-526	1203	3	is	be	AUX
futech-526	1203	4	assigned	assign	VERB
futech-526	1203	5	a	a	DET
futech-526	1203	6	specific	specific	ADJ
futech-526	1203	7	location	location	NOUN
futech-526	1203	8	and	and	CCONJ
futech-526	1203	9	size	size	NOUN
futech-526	1203	10	within	within	ADP
futech-526	1203	11	the	the	DET
futech-526	1203	12	image	image	NOUN
futech-526	1203	13	based	base	VERB
futech-526	1203	14	on	on	ADP
futech-526	1203	15	its	its	PRON
futech-526	1203	16	importance	importance	NOUN
futech-526	1203	17	,	,	PUNCT
futech-526	1203	18	determined	determine	VERB
futech-526	1203	19	using	use	VERB
futech-526	1203	20	the	the	DET
futech-526	1203	21	relieff	relieff	PROPN
futech-526	1203	22	feature	feature	NOUN
futech-526	1203	23	selection	selection	NOUN
futech-526	1203	24	algorithm	algorithm	NOUN
futech-526	1203	25	.	.	PUNCT
futech-526	1204	1	this	this	DET
futech-526	1204	2	approach	approach	NOUN
futech-526	1204	3	enables	enable	VERB
futech-526	1204	4	the	the	DET
futech-526	1204	5	application	application	NOUN
futech-526	1204	6	of	of	ADP
futech-526	1204	7	convolutional	convolutional	ADJ
futech-526	1204	8	neural	neural	ADJ
futech-526	1204	9	networks	network	NOUN
futech-526	1204	10	designed	design	VERB
futech-526	1204	11	for	for	ADP
futech-526	1204	12	image	image	NOUN
futech-526	1204	13	data	datum	NOUN
futech-526	1204	14	.	.	PUNCT
futech-526	1205	1	to	to	PART
futech-526	1205	2	enhance	enhance	VERB
futech-526	1205	3	the	the	DET
futech-526	1205	4	dataset	dataset	NOUN
futech-526	1205	5	,	,	PUNCT
futech-526	1205	6	data	datum	NOUN
futech-526	1205	7	augmentation	augmentation	NOUN
futech-526	1205	8	techniques	technique	NOUN
futech-526	1205	9	are	be	AUX
futech-526	1205	10	applied	apply	VERB
futech-526	1205	11	to	to	ADP
futech-526	1205	12	the	the	DET
futech-526	1205	13	generated	generate	VERB
futech-526	1205	14	images	image	NOUN
futech-526	1205	15	,	,	PUNCT
futech-526	1205	16	artificially	artificially	ADV
futech-526	1205	17	increasing	increase	VERB
futech-526	1205	18	the	the	DET
futech-526	1205	19	number	number	NOUN
futech-526	1205	20	of	of	ADP
futech-526	1205	21	training	training	NOUN
futech-526	1205	22	samples	sample	NOUN
futech-526	1205	23	and	and	CCONJ
futech-526	1205	24	improving	improve	VERB
futech-526	1205	25	model	model	NOUN
futech-526	1205	26	robustness	robustness	NOUN
futech-526	1205	27	.	.	PUNCT
futech-526	1206	1	the	the	DET
futech-526	1206	2	augmented	augment	VERB
futech-526	1206	3	image	image	NOUN
futech-526	1206	4	data	datum	NOUN
futech-526	1206	5	are	be	AUX
futech-526	1206	6	used	use	VERB
futech-526	1206	7	to	to	PART
futech-526	1206	8	train	train	VERB
futech-526	1206	9	deep	deep	ADJ
futech-526	1206	10	learning	learning	NOUN
futech-526	1206	11	models	model	NOUN
futech-526	1206	12	,	,	PUNCT
futech-526	1206	13	specifically	specifically	ADV
futech-526	1206	14	resnet18	resnet18	NOUN
futech-526	1206	15	and	and	CCONJ
futech-526	1206	16	resnet50	resnet50	VERB
futech-526	1206	17	cnn	cnn	PROPN
futech-526	1206	18	architectures	architecture	NOUN
futech-526	1206	19	,	,	PUNCT
futech-526	1206	20	for	for	ADP
futech-526	1206	21	predicting	predict	VERB
futech-526	1206	22	pre‐diabetic	pre‐diabetic	ADJ
futech-526	1206	23	conditions	condition	NOUN
futech-526	1206	24	.	.	PUNCT
futech-526	1207	1	the	the	DET
futech-526	1207	2	innovative	innovative	ADJ
futech-526	1207	3	approach	approach	NOUN
futech-526	1207	4	leverages	leverage	NOUN
futech-526	1207	5	image‐based	image‐base	VERB
futech-526	1207	6	deep	deep	ADJ
futech-526	1207	7	learning	learning	NOUN
futech-526	1207	8	techniques	technique	NOUN
futech-526	1207	9	to	to	PART
futech-526	1207	10	enhance	enhance	VERB
futech-526	1207	11	the	the	DET
futech-526	1207	12	prediction	prediction	NOUN
futech-526	1207	13	of	of	ADP
futech-526	1207	14	pre‐	pre‐	NOUN
futech-526	1207	15	diabetic	diabetic	ADJ
futech-526	1207	16	conditions	condition	NOUN
futech-526	1207	17	using	use	VERB
futech-526	1207	18	a	a	DET
futech-526	1207	19	well‐established	well‐establishe	VERB
futech-526	1207	20	benchmark	benchmark	NOUN
futech-526	1207	21	dataset	dataset	NOUN
futech-526	1207	22	.	.	PUNCT
futech-526	1208	1	reference	reference	NOUN
futech-526	1208	2	[	[	X
futech-526	1208	3	91	91	NUM
futech-526	1208	4	]	]	PUNCT
futech-526	1208	5	employed	employ	VERB
futech-526	1208	6	data	datum	NOUN
futech-526	1208	7	from	from	ADP
futech-526	1208	8	the	the	DET
futech-526	1208	9	all	all	PRON
futech-526	1208	10	of	of	ADP
futech-526	1208	11	us	us	PROPN
futech-526	1208	12	research	research	NOUN
futech-526	1208	13	program	program	NOUN
futech-526	1208	14	,	,	PUNCT
futech-526	1208	15	a	a	DET
futech-526	1208	16	comprehensive	comprehensive	ADJ
futech-526	1208	17	initiative	initiative	NOUN
futech-526	1208	18	by	by	ADP
futech-526	1208	19	the	the	DET
futech-526	1208	20	u.s	u.s	PROPN
futech-526	1208	21	.	.	PROPN
futech-526	1208	22	national	national	PROPN
futech-526	1208	23	institutes	institutes	PROPN
futech-526	1208	24	of	of	ADP
futech-526	1208	25	health	health	NOUN
futech-526	1208	26	aimed	aim	VERB
futech-526	1208	27	at	at	ADP
futech-526	1208	28	gathering	gather	VERB
futech-526	1208	29	health	health	NOUN
futech-526	1208	30	data	datum	NOUN
futech-526	1208	31	from	from	ADP
futech-526	1208	32	diverse	diverse	ADJ
futech-526	1208	33	populations	population	NOUN
futech-526	1208	34	to	to	PART
futech-526	1208	35	advance	advance	VERB
futech-526	1208	36	precision	precision	NOUN
futech-526	1208	37	medicine	medicine	NOUN
futech-526	1208	38	.	.	PUNCT
futech-526	1209	1	researchers	researcher	NOUN
futech-526	1209	2	applied	apply	VERB
futech-526	1209	3	various	various	ADJ
futech-526	1209	4	machine	machine	NOUN
futech-526	1209	5	learning	learn	VERB
futech-526	1209	6	algorithms	algorithm	NOUN
futech-526	1209	7	,	,	PUNCT
futech-526	1209	8	including	include	VERB
futech-526	1209	9	random	random	ADJ
futech-526	1209	10	forest	forest	NOUN
futech-526	1209	11	,	,	PUNCT
futech-526	1209	12	extreme	extreme	ADJ
futech-526	1209	13	gradient	gradient	NOUN
futech-526	1209	14	boost	boost	NOUN
futech-526	1209	15	,	,	PUNCT
futech-526	1209	16	logistic	logistic	ADJ
futech-526	1209	17	regression	regression	NOUN
futech-526	1209	18	,	,	PUNCT
futech-526	1209	19	and	and	CCONJ
futech-526	1209	20	a	a	DET
futech-526	1209	21	weighted	weight	VERB
futech-526	1209	22	ensemble	ensemble	ADJ
futech-526	1209	23	model	model	NOUN
futech-526	1209	24	,	,	PUNCT
futech-526	1209	25	to	to	PART
futech-526	1209	26	predict	predict	VERB
futech-526	1209	27	uncontrolled	uncontrolled	ADJ
futech-526	1209	28	diabetes	diabete	NOUN
futech-526	1209	29	.	.	PUNCT
futech-526	1210	1	they	they	PRON
futech-526	1210	2	identified	identify	VERB
futech-526	1210	3	patients	patient	NOUN
futech-526	1210	4	aged	age	VERB
futech-526	1210	5	18	18	NUM
futech-526	1210	6	and	and	CCONJ
futech-526	1210	7	above	above	ADV
futech-526	1210	8	with	with	ADP
futech-526	1210	9	diabetes	diabetes	NOUN
futech-526	1210	10	from	from	ADP
futech-526	1210	11	the	the	DET
futech-526	1210	12	all	all	PRON
futech-526	1210	13	of	of	ADP
futech-526	1210	14	us	we	PRON
futech-526	1210	15	dataset	dataset	VERB
futech-526	1210	16	and	and	CCONJ
futech-526	1210	17	defined	define	VERB
futech-526	1210	18	uncontrolled	uncontrolled	ADJ
futech-526	1210	19	diabetes	diabetes	NOUN
futech-526	1210	20	based	base	VERB
futech-526	1210	21	on	on	ADP
futech-526	1210	22	specific	specific	ADJ
futech-526	1210	23	international	international	ADJ
futech-526	1210	24	classification	classification	NOUN
futech-526	1210	25	of	of	ADP
futech-526	1210	26	diseases	disease	NOUN
futech-526	1210	27	codes	code	NOUN
futech-526	1210	28	.	.	PUNCT
futech-526	1211	1	the	the	DET
futech-526	1211	2	models	model	NOUN
futech-526	1211	3	incorporated	incorporate	VERB
futech-526	1211	4	features	feature	NOUN
futech-526	1211	5	such	such	ADJ
futech-526	1211	6	as	as	ADP
futech-526	1211	7	basic	basic	ADJ
futech-526	1211	8	demographics	demographic	NOUN
futech-526	1211	9	,	,	PUNCT
futech-526	1211	10	biomarkers	biomarker	NOUN
futech-526	1211	11	,	,	PUNCT
futech-526	1211	12	and	and	CCONJ
futech-526	1211	13	hematological	hematological	ADJ
futech-526	1211	14	indices	index	NOUN
futech-526	1211	15	.	.	PUNCT
futech-526	1212	1	among	among	ADP
futech-526	1212	2	these	these	PRON
futech-526	1212	3	,	,	PUNCT
futech-526	1212	4	the	the	DET
futech-526	1212	5	random	random	ADJ
futech-526	1212	6	forest	forest	NOUN
futech-526	1212	7	model	model	NOUN
futech-526	1212	8	demonstrated	demonstrate	VERB
futech-526	1212	9	the	the	DET
futech-526	1212	10	highest	high	ADJ
futech-526	1212	11	performance	performance	NOUN
futech-526	1212	12	,	,	PUNCT
futech-526	1212	13	achieving	achieve	VERB
futech-526	1212	14	an	an	DET
futech-526	1212	15	accuracy	accuracy	NOUN
futech-526	1212	16	of	of	ADP
futech-526	1212	17	80	80	NUM
futech-526	1212	18	%	%	NOUN
futech-526	1212	19	and	and	CCONJ
futech-526	1212	20	an	an	DET
futech-526	1212	21	area	area	NOUN
futech-526	1212	22	under	under	ADP
futech-526	1212	23	the	the	DET
futech-526	1212	24	receiver	receiver	NOUN
futech-526	1212	25	operating	operate	VERB
futech-526	1212	26	characteristic	characteristic	ADJ
futech-526	1212	27	curve	curve	NOUN
futech-526	1212	28	of	of	ADP
futech-526	1212	29	0.77	0.77	NUM
futech-526	1212	30	.	.	PUNCT
futech-526	1213	1	key	key	ADJ
futech-526	1213	2	predictors	predictor	NOUN
futech-526	1213	3	of	of	ADP
futech-526	1213	4	uncontrolled	uncontrolled	ADJ
futech-526	1213	5	diabetes	diabetes	NOUN
futech-526	1213	6	included	include	VERB
futech-526	1213	7	serum	serum	NOUN
futech-526	1213	8	potassium	potassium	NOUN
futech-526	1213	9	levels	level	NOUN
futech-526	1213	10	,	,	PUNCT
futech-526	1213	11	body	body	NOUN
futech-526	1213	12	weight	weight	NOUN
futech-526	1213	13	,	,	PUNCT
futech-526	1213	14	aspartate	aspartate	NOUN
futech-526	1213	15	aminotransferase	aminotransferase	NOUN
futech-526	1213	16	,	,	PUNCT
futech-526	1213	17	height	height	NOUN
futech-526	1213	18	,	,	PUNCT
futech-526	1213	19	and	and	CCONJ
futech-526	1213	20	heart	heart	NOUN
futech-526	1213	21	rate	rate	NOUN
futech-526	1213	22	.	.	PUNCT
futech-526	1214	1	reference	reference	NOUN
futech-526	1214	2	[	[	X
futech-526	1214	3	98	98	NUM
futech-526	1214	4	]	]	PUNCT
futech-526	1214	5	involved	involve	VERB
futech-526	1214	6	the	the	DET
futech-526	1214	7	creation	creation	NOUN
futech-526	1214	8	of	of	ADP
futech-526	1214	9	a	a	DET
futech-526	1214	10	comprehensive	comprehensive	ADJ
futech-526	1214	11	database	database	NOUN
futech-526	1214	12	by	by	ADP
futech-526	1214	13	the	the	DET
futech-526	1214	14	researchers	researcher	NOUN
futech-526	1214	15	themselves	themselves	PRON
futech-526	1214	16	.	.	PUNCT
futech-526	1215	1	this	this	DET
futech-526	1215	2	database	database	NOUN
futech-526	1215	3	integrates	integrate	VERB
futech-526	1215	4	glycemic	glycemic	ADJ
futech-526	1215	5	index	index	NOUN
futech-526	1215	6	and	and	CCONJ
futech-526	1215	7	glycemic	glycemic	ADJ
futech-526	1215	8	load	load	NOUN
futech-526	1215	9	values	value	NOUN
futech-526	1215	10	with	with	ADP
futech-526	1215	11	dietary	dietary	ADJ
futech-526	1215	12	data	datum	NOUN
futech-526	1215	13	from	from	ADP
futech-526	1215	14	the	the	DET
futech-526	1215	15	national	national	ADJ
futech-526	1215	16	health	health	PROPN
futech-526	1215	17	and	and	CCONJ
futech-526	1215	18	nutrition	nutrition	NOUN
futech-526	1215	19	examination	examination	NOUN
futech-526	1215	20	survey	survey	NOUN
futech-526	1215	21	(	(	PUNCT
futech-526	1215	22	nhanes	nhane	NOUN
futech-526	1215	23	)	)	PUNCT
futech-526	1215	24	spanning	span	VERB
futech-526	1215	25	1999	1999	NUM
futech-526	1215	26	to	to	ADP
futech-526	1215	27	2018	2018	NUM
futech-526	1215	28	.	.	PUNCT
futech-526	1216	1	the	the	DET
futech-526	1216	2	researchers	researcher	NOUN
futech-526	1216	3	employed	employ	VERB
futech-526	1216	4	an	an	DET
futech-526	1216	5	artificial	artificial	ADJ
futech-526	1216	6	intelligence‐enabled	intelligence‐enabled	ADJ
futech-526	1216	7	model	model	NOUN
futech-526	1216	8	to	to	PART
futech-526	1216	9	align	align	VERB
futech-526	1216	10	gi	gi	NOUN
futech-526	1216	11	values	value	NOUN
futech-526	1216	12	from	from	ADP
futech-526	1216	13	existing	exist	VERB
futech-526	1216	14	databases	database	NOUN
futech-526	1216	15	with	with	ADP
futech-526	1216	16	nhanes	nhane	NOUN
futech-526	1216	17	food	food	NOUN
futech-526	1216	18	codes	code	NOUN
futech-526	1216	19	.	.	PUNCT
futech-526	1217	1	this	this	DET
futech-526	1217	2	process	process	NOUN
futech-526	1217	3	was	be	AUX
futech-526	1217	4	manually	manually	ADV
futech-526	1217	5	validated	validate	VERB
futech-526	1217	6	to	to	PART
futech-526	1217	7	ensure	ensure	VERB
futech-526	1217	8	accuracy	accuracy	NOUN
futech-526	1217	9	,	,	PUNCT
futech-526	1217	10	resulting	result	VERB
futech-526	1217	11	in	in	ADP
futech-526	1217	12	gi	gi	NOUN
futech-526	1217	13	values	value	NOUN
futech-526	1217	14	covering	cover	VERB
futech-526	1217	15	99.9	99.9	NUM
futech-526	1217	16	%	%	NOUN
futech-526	1217	17	of	of	ADP
futech-526	1217	18	total	total	ADJ
futech-526	1217	19	carbohydrate	carbohydrate	NOUN
futech-526	1217	20	intake	intake	NOUN
futech-526	1217	21	.	.	PUNCT
futech-526	1218	1	this	this	DET
futech-526	1218	2	newly	newly	ADV
futech-526	1218	3	developed	develop	VERB
futech-526	1218	4	database	database	NOUN
futech-526	1218	5	serves	serve	VERB
futech-526	1218	6	as	as	ADP
futech-526	1218	7	a	a	DET
futech-526	1218	8	valuable	valuable	ADJ
futech-526	1218	9	resource	resource	NOUN
futech-526	1218	10	for	for	ADP
futech-526	1218	11	large‐scale	large‐scale	ADJ
futech-526	1218	12	epidemiologic	epidemiologic	ADJ
futech-526	1218	13	studies	study	NOUN
futech-526	1218	14	,	,	PUNCT
futech-526	1218	15	enabling	enable	VERB
futech-526	1218	16	researchers	researcher	NOUN
futech-526	1218	17	to	to	PART
futech-526	1218	18	assess	assess	VERB
futech-526	1218	19	the	the	DET
futech-526	1218	20	impact	impact	NOUN
futech-526	1218	21	of	of	ADP
futech-526	1218	22	carbohydrate	carbohydrate	ADJ
futech-526	1218	23	quality	quality	NOUN
futech-526	1218	24	on	on	ADP
futech-526	1218	25	health	health	NOUN
futech-526	1218	26	outcomes	outcome	NOUN
futech-526	1218	27	within	within	ADP
futech-526	1218	28	the	the	DET
futech-526	1218	29	u.s	u.s	PROPN
futech-526	1218	30	.	.	PROPN
futech-526	1218	31	population	population	NOUN
futech-526	1218	32	.	.	PUNCT
futech-526	1219	1	reference	reference	NOUN
futech-526	1219	2	[	[	X
futech-526	1219	3	99	99	NUM
futech-526	1219	4	]	]	PUNCT
futech-526	1219	5	comprises	comprise	VERB
futech-526	1219	6	1,000	1,000	NUM
futech-526	1219	7	records	record	NOUN
futech-526	1219	8	from	from	ADP
futech-526	1219	9	the	the	DET
futech-526	1219	10	diabetes	diabetes	NOUN
futech-526	1219	11	complication	complication	NOUN
futech-526	1219	12	early	early	ADV
futech-526	1219	13	warning	warning	NOUN
futech-526	1219	14	dataset	dataset	NOUN
futech-526	1219	15	provided	provide	VERB
futech-526	1219	16	by	by	ADP
futech-526	1219	17	the	the	DET
futech-526	1219	18	national	national	ADJ
futech-526	1219	19	clinical	clinical	PROPN
futech-526	1219	20	medical	medical	PROPN
futech-526	1219	21	sciences	sciences	PROPN
futech-526	1219	22	data	datum	NOUN
futech-526	1219	23	center	center	NOUN
futech-526	1219	24	.	.	PUNCT
futech-526	1220	1	the	the	DET
futech-526	1220	2	dataset	dataset	VERB
futech-526	1220	3	underwent	underwent	NOUN
futech-526	1220	4	preprocessing	preprocessing	NOUN
futech-526	1220	5	to	to	PART
futech-526	1220	6	address	address	VERB
futech-526	1220	7	missing	miss	VERB
futech-526	1220	8	values	value	NOUN
futech-526	1220	9	and	and	CCONJ
futech-526	1220	10	outliers	outlier	NOUN
futech-526	1220	11	.	.	PUNCT
futech-526	1221	1	feature	feature	NOUN
futech-526	1221	2	selection	selection	NOUN
futech-526	1221	3	was	be	AUX
futech-526	1221	4	performed	perform	VERB
futech-526	1221	5	using	use	VERB
futech-526	1221	6	information	information	NOUN
futech-526	1221	7	gain	gain	NOUN
futech-526	1221	8	to	to	PART
futech-526	1221	9	identify	identify	VERB
futech-526	1221	10	the	the	DET
futech-526	1221	11	most	most	ADV
futech-526	1221	12	relevant	relevant	ADJ
futech-526	1221	13	variables	variable	NOUN
futech-526	1221	14	.	.	PUNCT
futech-526	1222	1	subsequently	subsequently	ADV
futech-526	1222	2	,	,	PUNCT
futech-526	1222	3	the	the	DET
futech-526	1222	4	authors	author	NOUN
futech-526	1222	5	developed	develop	VERB
futech-526	1222	6	a	a	DET
futech-526	1222	7	diabetic	diabetic	ADJ
futech-526	1222	8	retinopathy	retinopathy	ADJ
futech-526	1222	9	risk	risk	NOUN
futech-526	1222	10	prediction	prediction	NOUN
futech-526	1222	11	model	model	NOUN
futech-526	1222	12	employing	employ	VERB
futech-526	1222	13	the	the	DET
futech-526	1222	14	catboost	catboost	ADJ
futech-526	1222	15	algorithm	algorithm	NOUN
futech-526	1222	16	,	,	PUNCT
futech-526	1222	17	an	an	DET
futech-526	1222	18	advanced	advanced	ADJ
futech-526	1222	19	machine	machine	NOUN
futech-526	1222	20	learning	learning	NOUN
futech-526	1222	21	technique	technique	NOUN
futech-526	1222	22	.	.	PUNCT
futech-526	1223	1	to	to	PART
futech-526	1223	2	enhance	enhance	VERB
futech-526	1223	3	the	the	DET
futech-526	1223	4	interpretability	interpretability	NOUN
futech-526	1223	5	of	of	ADP
futech-526	1223	6	the	the	DET
futech-526	1223	7	model	model	NOUN
futech-526	1223	8	’s	’s	PART
futech-526	1223	9	predictions	prediction	NOUN
futech-526	1223	10	,	,	PUNCT
futech-526	1223	11	they	they	PRON
futech-526	1223	12	applied	apply	VERB
futech-526	1223	13	shap	shap	PROPN
futech-526	1223	14	values	value	NOUN
futech-526	1223	15	,	,	PUNCT
futech-526	1223	16	which	which	PRON
futech-526	1223	17	elucidate	elucidate	VERB
futech-526	1223	18	the	the	DET
futech-526	1223	19	contribution	contribution	NOUN
futech-526	1223	20	of	of	ADP
futech-526	1223	21	each	each	DET
futech-526	1223	22	feature	feature	NOUN
futech-526	1223	23	to	to	ADP
futech-526	1223	24	the	the	DET
futech-526	1223	25	model	model	NOUN
futech-526	1223	26	’s	’s	PART
futech-526	1223	27	output	output	NOUN
futech-526	1223	28	.	.	PUNCT
futech-526	1224	1	this	this	DET
futech-526	1224	2	approach	approach	NOUN
futech-526	1224	3	enabled	enable	VERB
futech-526	1224	4	the	the	DET
futech-526	1224	5	identification	identification	NOUN
futech-526	1224	6	of	of	ADP
futech-526	1224	7	key	key	ADJ
futech-526	1224	8	risk	risk	NOUN
futech-526	1224	9	factors	factor	NOUN
futech-526	1224	10	associated	associate	VERB
futech-526	1224	11	with	with	ADP
futech-526	1224	12	diabetic	diabetic	ADJ
futech-526	1224	13	retinopathy	retinopathy	NOUN
futech-526	1224	14	,	,	PUNCT
futech-526	1224	15	such	such	ADJ
futech-526	1224	16	as	as	ADP
futech-526	1224	17	poor	poor	ADJ
futech-526	1224	18	renal	renal	ADJ
futech-526	1224	19	function	function	NOUN
futech-526	1224	20	,	,	PUNCT
futech-526	1224	21	elevated	elevated	ADJ
futech-526	1224	22	blood	blood	NOUN
futech-526	1224	23	glucose	glucose	NOUN
futech-526	1224	24	levels	level	NOUN
futech-526	1224	25	,	,	PUNCT
futech-526	1224	26	liver	liver	NOUN
futech-526	1224	27	disease	disease	NOUN
futech-526	1224	28	,	,	PUNCT
futech-526	1224	29	hematonosis	hematonosis	NOUN
futech-526	1224	30	,	,	PUNCT
futech-526	1224	31	and	and	CCONJ
futech-526	1224	32	dysarteriotony	dysarteriotony	NOUN
futech-526	1224	33	.	.	PUNCT
futech-526	1225	1	the	the	DET
futech-526	1225	2	integration	integration	NOUN
futech-526	1225	3	of	of	ADP
futech-526	1225	4	machine	machine	NOUN
futech-526	1225	5	learning	learn	VERB
futech-526	1225	6	with	with	ADP
futech-526	1225	7	interpretable	interpretable	ADJ
futech-526	1225	8	models	model	NOUN
futech-526	1225	9	facilitated	facilitate	VERB
futech-526	1225	10	a	a	DET
futech-526	1225	11	more	more	ADV
futech-526	1225	12	transparent	transparent	ADJ
futech-526	1225	13	understanding	understanding	NOUN
futech-526	1225	14	of	of	ADP
futech-526	1225	15	the	the	DET
futech-526	1225	16	factors	factor	NOUN
futech-526	1225	17	influencing	influence	VERB
futech-526	1225	18	diabetic	diabetic	ADJ
futech-526	1225	19	retinopathy	retinopathy	ADJ
futech-526	1225	20	risk	risk	NOUN
futech-526	1225	21	.	.	PUNCT
futech-526	1226	1	physionet	physionet	NOUN
futech-526	1226	2	,	,	PUNCT
futech-526	1226	3	a	a	DET
futech-526	1226	4	public	public	ADJ
futech-526	1226	5	database	database	NOUN
futech-526	1226	6	,	,	PUNCT
futech-526	1226	7	is	be	AUX
futech-526	1226	8	used	use	VERB
futech-526	1226	9	in	in	ADP
futech-526	1226	10	[	[	X
futech-526	1226	11	21	21	NUM
futech-526	1226	12	]	]	PUNCT
futech-526	1226	13	.	.	PUNCT
futech-526	1227	1	this	this	DET
futech-526	1227	2	dataset	dataset	NOUN
futech-526	1227	3	comprises	comprise	VERB
futech-526	1227	4	physiological	physiological	ADJ
futech-526	1227	5	and	and	CCONJ
futech-526	1227	6	nutritional	nutritional	ADJ
futech-526	1227	7	nh	nh	PROPN
futech-526	1227	8	.	.	PROPN
futech-526	1227	9	wanigasingha	wanigasingha	NOUN
futech-526	1228	1	et	et	PROPN
futech-526	1228	2	al	al	PROPN
futech-526	1228	3	.	.	PROPN
futech-526	1228	4	/future	/future	PUNCT
futech-526	1228	5	technology	technology	PROPN
futech-526	1228	6	february	february	PROPN
futech-526	1228	7	2026|	2026|	NUM
futech-526	1228	8	volume	volume	NOUN
futech-526	1228	9	05	05	NUM
futech-526	1229	1	|	|	ADV
futech-526	1229	2	issue	issue	NOUN
futech-526	1229	3	01	01	NUM
futech-526	1230	1	|	|	NOUN
futech-526	1230	2	pages	page	VERB
futech-526	1230	3	93	93	NUM
futech-526	1230	4	-	-	SYM
futech-526	1230	5	126	126	NUM
futech-526	1230	6	119	119	NUM
futech-526	1230	7	information	information	NOUN
futech-526	1230	8	collected	collect	VERB
futech-526	1230	9	via	via	ADP
futech-526	1230	10	wearable	wearable	ADJ
futech-526	1230	11	devices	device	NOUN
futech-526	1230	12	and	and	CCONJ
futech-526	1230	13	dietary	dietary	ADJ
futech-526	1230	14	surveys	survey	NOUN
futech-526	1230	15	.	.	PUNCT
futech-526	1231	1	the	the	DET
futech-526	1231	2	researchers	researcher	NOUN
futech-526	1231	3	employed	employ	VERB
futech-526	1231	4	this	this	DET
futech-526	1231	5	existing	exist	VERB
futech-526	1231	6	dataset	dataset	NOUN
futech-526	1231	7	to	to	PART
futech-526	1231	8	analyze	analyze	VERB
futech-526	1231	9	the	the	DET
futech-526	1231	10	relationships	relationship	NOUN
futech-526	1231	11	between	between	ADP
futech-526	1231	12	blood	blood	NOUN
futech-526	1231	13	glucose	glucose	NOUN
futech-526	1231	14	levels	level	NOUN
futech-526	1231	15	and	and	CCONJ
futech-526	1231	16	various	various	ADJ
futech-526	1231	17	physiological	physiological	ADJ
futech-526	1231	18	and	and	CCONJ
futech-526	1231	19	nutritional	nutritional	ADJ
futech-526	1231	20	factors	factor	NOUN
futech-526	1231	21	.	.	PUNCT
futech-526	1232	1	they	they	PRON
futech-526	1232	2	conducted	conduct	VERB
futech-526	1232	3	correlation	correlation	NOUN
futech-526	1232	4	analyses	analysis	NOUN
futech-526	1232	5	,	,	PUNCT
futech-526	1232	6	multiple	multiple	ADJ
futech-526	1232	7	regression	regression	NOUN
futech-526	1232	8	analyses	analysis	NOUN
futech-526	1232	9	,	,	PUNCT
futech-526	1232	10	and	and	CCONJ
futech-526	1232	11	one‐	one‐	ADP
futech-526	1232	12	way	way	NOUN
futech-526	1232	13	analyses	analysis	NOUN
futech-526	1232	14	of	of	ADP
futech-526	1232	15	variance	variance	NOUN
futech-526	1232	16	to	to	PART
futech-526	1232	17	explore	explore	VERB
futech-526	1232	18	how	how	SCONJ
futech-526	1232	19	different	different	ADJ
futech-526	1232	20	physiological	physiological	ADJ
futech-526	1232	21	indicators	indicator	NOUN
futech-526	1232	22	and	and	CCONJ
futech-526	1232	23	nutritional	nutritional	ADJ
futech-526	1232	24	values	value	NOUN
futech-526	1232	25	are	be	AUX
futech-526	1232	26	associated	associate	VERB
futech-526	1232	27	with	with	ADP
futech-526	1232	28	blood	blood	NOUN
futech-526	1232	29	glucose	glucose	NOUN
futech-526	1232	30	fluctuations	fluctuation	NOUN
futech-526	1232	31	.	.	PUNCT
futech-526	1233	1	the	the	DET
futech-526	1233	2	public	public	ADJ
futech-526	1233	3	dataset	dataset	NOUN
futech-526	1233	4	,	,	PUNCT
futech-526	1233	5	d1namo	d1namo	PROPN
futech-526	1233	6	is	be	AUX
futech-526	1233	7	used	use	VERB
futech-526	1233	8	in	in	ADP
futech-526	1233	9	[	[	X
futech-526	1233	10	83	83	NUM
futech-526	1233	11	]	]	PUNCT
futech-526	1233	12	,	,	PUNCT
futech-526	1233	13	an	an	DET
futech-526	1233	14	open‐	open‐	NOUN
futech-526	1233	15	source	source	NOUN
futech-526	1233	16	collection	collection	NOUN
futech-526	1233	17	of	of	ADP
futech-526	1233	18	real‐time	real‐time	NOUN
futech-526	1233	19	glycemic	glycemic	ADJ
futech-526	1233	20	index	index	NOUN
futech-526	1233	21	readings	reading	NOUN
futech-526	1233	22	.	.	PUNCT
futech-526	1234	1	this	this	DET
futech-526	1234	2	dataset	dataset	NOUN
futech-526	1234	3	comprises	comprise	VERB
futech-526	1234	4	continuous	continuous	ADJ
futech-526	1234	5	glucose	glucose	NOUN
futech-526	1234	6	monitoring	monitoring	NOUN
futech-526	1234	7	data	datum	NOUN
futech-526	1234	8	collected	collect	VERB
futech-526	1234	9	every	every	DET
futech-526	1234	10	5	5	NUM
futech-526	1234	11	minutes	minute	NOUN
futech-526	1234	12	from	from	ADP
futech-526	1234	13	9	9	NUM
futech-526	1234	14	diabetic	diabetic	ADJ
futech-526	1234	15	patients	patient	NOUN
futech-526	1234	16	and	and	CCONJ
futech-526	1234	17	six	six	NUM
futech-526	1234	18	times	time	NOUN
futech-526	1234	19	daily	daily	ADV
futech-526	1234	20	from	from	ADP
futech-526	1234	21	20	20	NUM
futech-526	1234	22	non‐diabetic	non‐diabetic	ADJ
futech-526	1234	23	individuals	individual	NOUN
futech-526	1234	24	.	.	PUNCT
futech-526	1235	1	the	the	DET
futech-526	1235	2	data	datum	NOUN
futech-526	1235	3	was	be	AUX
futech-526	1235	4	gathered	gather	VERB
futech-526	1235	5	under	under	ADP
futech-526	1235	6	normal	normal	ADJ
futech-526	1235	7	conditions	condition	NOUN
futech-526	1235	8	using	use	VERB
futech-526	1235	9	the	the	DET
futech-526	1235	10	zephir	zephir	ADJ
futech-526	1235	11	bioharness	bioharness	NOUN
futech-526	1235	12	3	3	NUM
futech-526	1235	13	wearable	wearable	ADJ
futech-526	1235	14	device	device	NOUN
futech-526	1235	15	.	.	PUNCT
futech-526	1236	1	they	they	PRON
futech-526	1236	2	implemented	implement	VERB
futech-526	1236	3	an	an	DET
futech-526	1236	4	auto‐	auto‐	NOUN
futech-526	1236	5	adaptive	adaptive	ADJ
futech-526	1236	6	algorithm	algorithm	NOUN
futech-526	1236	7	for	for	ADP
futech-526	1236	8	optimizing	optimize	VERB
futech-526	1236	9	arima	arima	PROPN
futech-526	1236	10	model	model	NOUN
futech-526	1236	11	parameters	parameter	NOUN
futech-526	1236	12	,	,	PUNCT
futech-526	1236	13	enabling	enable	VERB
futech-526	1236	14	real‐time	real‐time	NOUN
futech-526	1236	15	predictions	prediction	NOUN
futech-526	1236	16	in	in	ADP
futech-526	1236	17	an	an	DET
futech-526	1236	18	online	online	ADJ
futech-526	1236	19	learning	learn	VERB
futech-526	1236	20	environment	environment	NOUN
futech-526	1236	21	.	.	PUNCT
futech-526	1237	1	the	the	DET
futech-526	1237	2	dataset	dataset	NOUN
futech-526	1237	3	’s	’s	PART
futech-526	1237	4	comprehensive	comprehensive	ADJ
futech-526	1237	5	cgm	cgm	PROPN
futech-526	1237	6	readings	reading	NOUN
futech-526	1237	7	facilitated	facilitate	VERB
futech-526	1237	8	the	the	DET
futech-526	1237	9	training	training	NOUN
futech-526	1237	10	and	and	CCONJ
futech-526	1237	11	evaluation	evaluation	NOUN
futech-526	1237	12	of	of	ADP
futech-526	1237	13	these	these	DET
futech-526	1237	14	models	model	NOUN
futech-526	1237	15	,	,	PUNCT
futech-526	1237	16	aiming	aim	VERB
futech-526	1237	17	to	to	PART
futech-526	1237	18	enhance	enhance	VERB
futech-526	1237	19	glycemic	glycemic	ADJ
futech-526	1237	20	control	control	NOUN
futech-526	1237	21	through	through	ADP
futech-526	1237	22	accurate	accurate	ADJ
futech-526	1237	23	short‐term	short‐term	ADJ
futech-526	1237	24	forecasts	forecast	NOUN
futech-526	1237	25	.	.	PUNCT
futech-526	1238	1	similarly	similarly	ADV
futech-526	1238	2	,	,	PUNCT
futech-526	1238	3	reference	reference	NOUN
futech-526	1238	4	[	[	X
futech-526	1238	5	73	73	NUM
futech-526	1238	6	]	]	PUNCT
futech-526	1238	7	utilizes	utilize	VERB
futech-526	1238	8	benchmark	benchmark	NOUN
futech-526	1238	9	datasets	dataset	NOUN
futech-526	1238	10	from	from	ADP
futech-526	1238	11	continuous	continuous	ADJ
futech-526	1238	12	glucose	glucose	NOUN
futech-526	1238	13	monitoring	monitoring	NOUN
futech-526	1238	14	devices	device	NOUN
futech-526	1238	15	worn	wear	VERB
futech-526	1238	16	by	by	ADP
futech-526	1238	17	patients	patient	NOUN
futech-526	1238	18	with	with	ADP
futech-526	1238	19	type	type	NOUN
futech-526	1238	20	1	1	NUM
futech-526	1238	21	diabetes	diabetes	NOUN
futech-526	1238	22	.	.	PUNCT
futech-526	1239	1	the	the	DET
futech-526	1239	2	cgm	cgm	PROPN
futech-526	1239	3	data	datum	NOUN
futech-526	1239	4	is	be	AUX
futech-526	1239	5	segmented	segment	VERB
futech-526	1239	6	into	into	ADP
futech-526	1239	7	feature	feature	NOUN
futech-526	1239	8	vectors	vector	NOUN
futech-526	1239	9	using	use	VERB
futech-526	1239	10	a	a	DET
futech-526	1239	11	sliding	slide	VERB
futech-526	1239	12	window	window	NOUN
futech-526	1239	13	technique	technique	NOUN
futech-526	1239	14	,	,	PUNCT
futech-526	1239	15	capturing	capture	VERB
futech-526	1239	16	blood	blood	NOUN
futech-526	1239	17	glucose	glucose	NOUN
futech-526	1239	18	readings	reading	NOUN
futech-526	1239	19	over	over	ADP
futech-526	1239	20	specific	specific	ADJ
futech-526	1239	21	time	time	NOUN
futech-526	1239	22	intervals	interval	NOUN
futech-526	1239	23	.	.	PUNCT
futech-526	1240	1	this	this	DET
futech-526	1240	2	method	method	NOUN
futech-526	1240	3	generates	generate	VERB
futech-526	1240	4	training	training	NOUN
futech-526	1240	5	examples	example	NOUN
futech-526	1240	6	that	that	PRON
futech-526	1240	7	reflect	reflect	VERB
futech-526	1240	8	the	the	DET
futech-526	1240	9	temporal	temporal	ADJ
futech-526	1240	10	dynamics	dynamic	NOUN
futech-526	1240	11	of	of	ADP
futech-526	1240	12	glucose	glucose	NOUN
futech-526	1240	13	levels	level	NOUN
futech-526	1240	14	.	.	PUNCT
futech-526	1241	1	machine	machine	NOUN
futech-526	1241	2	learning	learning	NOUN
futech-526	1241	3	models	model	NOUN
futech-526	1241	4	,	,	PUNCT
futech-526	1241	5	including	include	VERB
futech-526	1241	6	support	support	NOUN
futech-526	1241	7	vector	vector	NOUN
futech-526	1241	8	regression	regression	NOUN
futech-526	1241	9	and	and	CCONJ
futech-526	1241	10	multilayer	multilayer	PROPN
futech-526	1241	11	perceptron	perceptron	PROPN
futech-526	1241	12	,	,	PUNCT
futech-526	1241	13	are	be	AUX
futech-526	1241	14	trained	train	VERB
futech-526	1241	15	on	on	ADP
futech-526	1241	16	the	the	DET
futech-526	1241	17	processed	process	VERB
futech-526	1241	18	and	and	CCONJ
futech-526	1241	19	balanced	balanced	ADJ
futech-526	1241	20	datasets	dataset	NOUN
futech-526	1241	21	.	.	PUNCT
futech-526	1242	1	the	the	DET
futech-526	1242	2	article	article	NOUN
futech-526	1242	3	[	[	X
futech-526	1242	4	40	40	NUM
futech-526	1242	5	]	]	PUNCT
futech-526	1242	6	is	be	AUX
futech-526	1242	7	a	a	DET
futech-526	1242	8	consensus	consensus	NOUN
futech-526	1242	9	statement	statement	NOUN
futech-526	1242	10	that	that	PRON
futech-526	1242	11	reviews	review	VERB
futech-526	1242	12	existing	exist	VERB
futech-526	1242	13	research	research	NOUN
futech-526	1242	14	and	and	CCONJ
futech-526	1242	15	provides	provide	VERB
futech-526	1242	16	expert	expert	ADJ
futech-526	1242	17	opinions	opinion	NOUN
futech-526	1242	18	on	on	ADP
futech-526	1242	19	the	the	DET
futech-526	1242	20	glycemic	glycemic	ADJ
futech-526	1242	21	index	index	NOUN
futech-526	1242	22	,	,	PUNCT
futech-526	1242	23	glycemic	glycemic	ADJ
futech-526	1242	24	load	load	NOUN
futech-526	1242	25	,	,	PUNCT
futech-526	1242	26	and	and	CCONJ
futech-526	1242	27	glycemic	glycemic	ADJ
futech-526	1242	28	response	response	NOUN
futech-526	1242	29	.	.	PUNCT
futech-526	1243	1	as	as	ADP
futech-526	1243	2	a	a	DET
futech-526	1243	3	consensus	consensus	NOUN
futech-526	1243	4	statement	statement	NOUN
futech-526	1243	5	,	,	PUNCT
futech-526	1243	6	it	it	PRON
futech-526	1243	7	does	do	AUX
futech-526	1243	8	not	not	PART
futech-526	1243	9	introduce	introduce	VERB
futech-526	1243	10	new	new	ADJ
futech-526	1243	11	experimental	experimental	ADJ
futech-526	1243	12	data	datum	NOUN
futech-526	1243	13	or	or	CCONJ
futech-526	1243	14	utilize	utilize	VERB
futech-526	1243	15	a	a	DET
futech-526	1243	16	specific	specific	ADJ
futech-526	1243	17	dataset	dataset	NOUN
futech-526	1243	18	.	.	PUNCT
futech-526	1244	1	instead	instead	ADV
futech-526	1244	2	,	,	PUNCT
futech-526	1244	3	it	it	PRON
futech-526	1244	4	synthesizes	synthesize	VERB
futech-526	1244	5	findings	finding	NOUN
futech-526	1244	6	from	from	ADP
futech-526	1244	7	numerous	numerous	ADJ
futech-526	1244	8	studies	study	NOUN
futech-526	1244	9	to	to	PART
futech-526	1244	10	offer	offer	VERB
futech-526	1244	11	guidance	guidance	NOUN
futech-526	1244	12	on	on	ADP
futech-526	1244	13	the	the	DET
futech-526	1244	14	application	application	NOUN
futech-526	1244	15	and	and	CCONJ
futech-526	1244	16	interpretation	interpretation	NOUN
futech-526	1244	17	of	of	ADP
futech-526	1244	18	gi	gi	PROPN
futech-526	1244	19	and	and	CCONJ
futech-526	1244	20	gl	gl	VERB
futech-526	1244	21	in	in	ADP
futech-526	1244	22	nutrition	nutrition	NOUN
futech-526	1244	23	science	science	NOUN
futech-526	1244	24	and	and	CCONJ
futech-526	1244	25	public	public	ADJ
futech-526	1244	26	health	health	NOUN
futech-526	1244	27	.	.	PUNCT
futech-526	1245	1	the	the	DET
futech-526	1245	2	document	document	NOUN
futech-526	1245	3	serves	serve	VERB
futech-526	1245	4	to	to	PART
futech-526	1245	5	consolidate	consolidate	VERB
futech-526	1245	6	scientific	scientific	ADJ
futech-526	1245	7	understanding	understanding	NOUN
futech-526	1245	8	and	and	CCONJ
futech-526	1245	9	provide	provide	VERB
futech-526	1245	10	recommendations	recommendation	NOUN
futech-526	1245	11	based	base	VERB
futech-526	1245	12	on	on	ADP
futech-526	1245	13	a	a	DET
futech-526	1245	14	comprehensive	comprehensive	ADJ
futech-526	1245	15	review	review	NOUN
futech-526	1245	16	of	of	ADP
futech-526	1245	17	existing	exist	VERB
futech-526	1245	18	literature	literature	NOUN
futech-526	1245	19	.	.	PUNCT
futech-526	1246	1	the	the	DET
futech-526	1246	2	article	article	NOUN
futech-526	1246	3	[	[	X
futech-526	1246	4	27	27	NUM
futech-526	1246	5	]	]	PUNCT
futech-526	1246	6	is	be	AUX
futech-526	1246	7	a	a	DET
futech-526	1246	8	review	review	NOUN
futech-526	1246	9	that	that	PRON
futech-526	1246	10	synthesizes	synthesize	VERB
futech-526	1246	11	existing	exist	VERB
futech-526	1246	12	research	research	NOUN
futech-526	1246	13	on	on	ADP
futech-526	1246	14	the	the	DET
futech-526	1246	15	glycemic	glycemic	ADJ
futech-526	1246	16	index	index	NOUN
futech-526	1246	17	of	of	ADP
futech-526	1246	18	rice	rice	NOUN
futech-526	1246	19	and	and	CCONJ
futech-526	1246	20	its	its	PRON
futech-526	1246	21	products	product	NOUN
futech-526	1246	22	.	.	PUNCT
futech-526	1247	1	it	it	PRON
futech-526	1247	2	does	do	AUX
futech-526	1247	3	not	not	PART
futech-526	1247	4	introduce	introduce	VERB
futech-526	1247	5	a	a	DET
futech-526	1247	6	new	new	ADJ
futech-526	1247	7	dataset	dataset	NOUN
futech-526	1247	8	;	;	PUNCT
futech-526	1247	9	rather	rather	ADV
futech-526	1247	10	,	,	PUNCT
futech-526	1247	11	it	it	PRON
futech-526	1247	12	compiles	compile	VERB
futech-526	1247	13	and	and	CCONJ
futech-526	1247	14	analyzes	analyze	VERB
futech-526	1247	15	data	datum	NOUN
futech-526	1247	16	from	from	ADP
futech-526	1247	17	various	various	ADJ
futech-526	1247	18	studies	study	NOUN
futech-526	1247	19	published	publish	VERB
futech-526	1247	20	up	up	ADP
futech-526	1247	21	to	to	ADP
futech-526	1247	22	december	december	PROPN
futech-526	1247	23	2022	2022	NUM
futech-526	1247	24	.	.	PUNCT
futech-526	1248	1	the	the	DET
futech-526	1248	2	authors	author	NOUN
futech-526	1248	3	conducted	conduct	VERB
futech-526	1248	4	a	a	DET
futech-526	1248	5	comprehensive	comprehensive	ADJ
futech-526	1248	6	literature	literature	NOUN
futech-526	1248	7	review	review	NOUN
futech-526	1248	8	,	,	PUNCT
futech-526	1248	9	gathering	gather	VERB
futech-526	1248	10	information	information	NOUN
futech-526	1248	11	from	from	ADP
futech-526	1248	12	the	the	DET
futech-526	1248	13	web	web	NOUN
futech-526	1248	14	of	of	ADP
futech-526	1248	15	science	science	NOUN
futech-526	1248	16	and	and	CCONJ
futech-526	1248	17	scopus	scopus	NOUN
futech-526	1248	18	databases	database	NOUN
futech-526	1248	19	.	.	PUNCT
futech-526	1249	1	they	they	PRON
futech-526	1249	2	categorized	categorize	VERB
futech-526	1249	3	the	the	DET
futech-526	1249	4	findings	finding	NOUN
futech-526	1249	5	into	into	ADP
futech-526	1249	6	four	four	NUM
futech-526	1249	7	main	main	ADJ
futech-526	1249	8	sections	section	NOUN
futech-526	1249	9	:	:	PUNCT
futech-526	1249	10	basic	basic	ADJ
futech-526	1249	11	information	information	NOUN
futech-526	1249	12	about	about	ADP
futech-526	1249	13	starch	starch	NOUN
futech-526	1249	14	digestion	digestion	NOUN
futech-526	1249	15	and	and	CCONJ
futech-526	1249	16	recent	recent	ADJ
futech-526	1249	17	advanced	advanced	ADJ
futech-526	1249	18	measurement	measurement	NOUN
futech-526	1249	19	methods	method	NOUN
futech-526	1249	20	,	,	PUNCT
futech-526	1249	21	the	the	DET
futech-526	1249	22	mechanism	mechanism	NOUN
futech-526	1249	23	of	of	ADP
futech-526	1249	24	the	the	DET
futech-526	1249	25	effect	effect	NOUN
futech-526	1249	26	of	of	ADP
futech-526	1249	27	various	various	ADJ
futech-526	1249	28	factors	factor	NOUN
futech-526	1249	29	on	on	ADP
futech-526	1249	30	gi	gi	NOUN
futech-526	1249	31	,	,	PUNCT
futech-526	1249	32	recent	recent	ADJ
futech-526	1249	33	advanced	advanced	ADJ
futech-526	1249	34	technologies	technology	NOUN
futech-526	1249	35	to	to	PART
futech-526	1249	36	modulate	modulate	VERB
futech-526	1249	37	gi	gi	NOUN
futech-526	1249	38	,	,	PUNCT
futech-526	1249	39	and	and	CCONJ
futech-526	1249	40	a	a	DET
futech-526	1249	41	table	table	NOUN
futech-526	1249	42	of	of	ADP
futech-526	1249	43	the	the	DET
futech-526	1249	44	glycemic	glycemic	ADJ
futech-526	1249	45	index	index	NOUN
futech-526	1249	46	for	for	ADP
futech-526	1249	47	rice	rice	NOUN
futech-526	1249	48	and	and	CCONJ
futech-526	1249	49	rice	rice	NOUN
futech-526	1249	50	products	product	NOUN
futech-526	1249	51	in	in	ADP
futech-526	1249	52	different	different	ADJ
futech-526	1249	53	countries	country	NOUN
futech-526	1249	54	.	.	PUNCT
futech-526	1250	1	this	this	DET
futech-526	1250	2	compilation	compilation	NOUN
futech-526	1250	3	provides	provide	VERB
futech-526	1250	4	an	an	DET
futech-526	1250	5	overview	overview	NOUN
futech-526	1250	6	of	of	ADP
futech-526	1250	7	the	the	DET
futech-526	1250	8	gi	gi	ADJ
futech-526	1250	9	values	value	NOUN
futech-526	1250	10	of	of	ADP
futech-526	1250	11	different	different	ADJ
futech-526	1250	12	rice	rice	NOUN
futech-526	1250	13	varieties	variety	NOUN
futech-526	1250	14	and	and	CCONJ
futech-526	1250	15	discusses	discuss	VERB
futech-526	1250	16	the	the	DET
futech-526	1250	17	impact	impact	NOUN
futech-526	1250	18	of	of	ADP
futech-526	1250	19	various	various	ADJ
futech-526	1250	20	factors	factor	NOUN
futech-526	1250	21	and	and	CCONJ
futech-526	1250	22	processing	processing	NOUN
futech-526	1250	23	techniques	technique	NOUN
futech-526	1250	24	on	on	ADP
futech-526	1250	25	the	the	DET
futech-526	1250	26	gi	gi	NOUN
futech-526	1250	27	of	of	ADP
futech-526	1250	28	rice	rice	NOUN
futech-526	1250	29	products	product	NOUN
futech-526	1250	30	.	.	PUNCT
futech-526	1251	1	the	the	DET
futech-526	1251	2	review	review	NOUN
futech-526	1251	3	paper	paper	NOUN
futech-526	1251	4	[	[	X
futech-526	1251	5	94	94	NUM
futech-526	1251	6	]	]	PUNCT
futech-526	1251	7	provides	provide	VERB
futech-526	1251	8	consensus	consensus	NOUN
futech-526	1251	9	guidelines	guideline	NOUN
futech-526	1251	10	for	for	ADP
futech-526	1251	11	machine	machine	NOUN
futech-526	1251	12	learning	learning	NOUN
futech-526	1251	13	practitioners	practitioner	NOUN
futech-526	1251	14	in	in	ADP
futech-526	1251	15	diabetes	diabetes	NOUN
futech-526	1251	16	care	care	NOUN
futech-526	1251	17	.	.	PUNCT
futech-526	1252	1	it	it	PRON
futech-526	1252	2	reviews	review	VERB
futech-526	1252	3	common	common	ADJ
futech-526	1252	4	features	feature	NOUN
futech-526	1252	5	used	use	VERB
futech-526	1252	6	in	in	ADP
futech-526	1252	7	machine	machine	NOUN
futech-526	1252	8	learning	learning	NOUN
futech-526	1252	9	applications	application	NOUN
futech-526	1252	10	for	for	ADP
futech-526	1252	11	glucose	glucose	NOUN
futech-526	1252	12	control	control	NOUN
futech-526	1252	13	and	and	CCONJ
futech-526	1252	14	offers	offer	VERB
futech-526	1252	15	an	an	DET
futech-526	1252	16	open‐source	open‐source	NOUN
futech-526	1252	17	library	library	NOUN
futech-526	1252	18	of	of	ADP
futech-526	1252	19	functions	function	NOUN
futech-526	1252	20	for	for	ADP
futech-526	1252	21	calculating	calculate	VERB
futech-526	1252	22	these	these	DET
futech-526	1252	23	features	feature	NOUN
futech-526	1252	24	.	.	PUNCT
futech-526	1253	1	additionally	additionally	ADV
futech-526	1253	2	,	,	PUNCT
futech-526	1253	3	it	it	PRON
futech-526	1253	4	provides	provide	VERB
futech-526	1253	5	a	a	DET
futech-526	1253	6	framework	framework	NOUN
futech-526	1253	7	for	for	ADP
futech-526	1253	8	specifying	specify	VERB
futech-526	1253	9	datasets	dataset	NOUN
futech-526	1253	10	using	use	VERB
futech-526	1253	11	data	datum	NOUN
futech-526	1253	12	sheets	sheet	NOUN
futech-526	1253	13	and	and	CCONJ
futech-526	1253	14	reviews	review	VERB
futech-526	1253	15	current	current	ADJ
futech-526	1253	16	datasets	dataset	NOUN
futech-526	1253	17	available	available	ADJ
futech-526	1253	18	for	for	ADP
futech-526	1253	19	training	training	NOUN
futech-526	1253	20	algorithms	algorithm	NOUN
futech-526	1253	21	,	,	PUNCT
futech-526	1253	22	along	along	ADP
futech-526	1253	23	with	with	ADP
futech-526	1253	24	an	an	DET
futech-526	1253	25	online	online	ADJ
futech-526	1253	26	repository	repository	NOUN
futech-526	1253	27	of	of	ADP
futech-526	1253	28	data	datum	NOUN
futech-526	1253	29	sources	source	NOUN
futech-526	1253	30	.	.	PUNCT
futech-526	1254	1	these	these	DET
futech-526	1254	2	resources	resource	NOUN
futech-526	1254	3	are	be	AUX
futech-526	1254	4	designed	design	VERB
futech-526	1254	5	to	to	PART
futech-526	1254	6	improve	improve	VERB
futech-526	1254	7	the	the	DET
futech-526	1254	8	performance	performance	NOUN
futech-526	1254	9	and	and	CCONJ
futech-526	1254	10	translatability	translatability	NOUN
futech-526	1254	11	of	of	ADP
futech-526	1254	12	new	new	ADJ
futech-526	1254	13	machine	machine	NOUN
futech-526	1254	14	learning	learn	VERB
futech-526	1254	15	algorithms	algorithm	NOUN
futech-526	1254	16	developed	develop	VERB
futech-526	1254	17	in	in	ADP
futech-526	1254	18	the	the	DET
futech-526	1254	19	field	field	NOUN
futech-526	1254	20	of	of	ADP
futech-526	1254	21	diabetes	diabetes	NOUN
futech-526	1254	22	.	.	PUNCT
futech-526	1255	1	reference	reference	NOUN
futech-526	1256	1	[	[	X
futech-526	1256	2	95	95	NUM
futech-526	1256	3	]	]	PUNCT
futech-526	1256	4	is	be	AUX
futech-526	1256	5	also	also	ADV
futech-526	1256	6	a	a	DET
futech-526	1256	7	systematic	systematic	ADJ
futech-526	1256	8	review	review	NOUN
futech-526	1256	9	that	that	PRON
futech-526	1256	10	evaluates	evaluate	VERB
futech-526	1256	11	various	various	ADJ
futech-526	1256	12	mobile	mobile	ADJ
futech-526	1256	13	computer	computer	NOUN
futech-526	1256	14	vision‐based	vision‐base	VERB
futech-526	1256	15	approaches	approach	NOUN
futech-526	1256	16	for	for	ADP
futech-526	1256	17	food	food	NOUN
futech-526	1256	18	classification	classification	NOUN
futech-526	1256	19	,	,	PUNCT
futech-526	1256	20	volume	volume	NOUN
futech-526	1256	21	estimation	estimation	NOUN
futech-526	1256	22	,	,	PUNCT
futech-526	1256	23	and	and	CCONJ
futech-526	1256	24	nutrient	nutrient	ADJ
futech-526	1256	25	estimation	estimation	NOUN
futech-526	1256	26	.	.	PUNCT
futech-526	1257	1	as	as	ADP
futech-526	1257	2	a	a	DET
futech-526	1257	3	review	review	NOUN
futech-526	1257	4	,	,	PUNCT
futech-526	1257	5	it	it	PRON
futech-526	1257	6	does	do	AUX
futech-526	1257	7	not	not	PART
futech-526	1257	8	introduce	introduce	VERB
futech-526	1257	9	a	a	DET
futech-526	1257	10	new	new	ADJ
futech-526	1257	11	dataset	dataset	NOUN
futech-526	1257	12	but	but	CCONJ
futech-526	1257	13	rather	rather	ADV
futech-526	1257	14	examines	examine	VERB
futech-526	1257	15	existing	exist	VERB
futech-526	1257	16	methods	method	NOUN
futech-526	1257	17	and	and	CCONJ
futech-526	1257	18	the	the	DET
futech-526	1257	19	datasets	dataset	NOUN
futech-526	1257	20	they	they	PRON
futech-526	1257	21	utilize	utilize	VERB
futech-526	1257	22	.	.	PUNCT
futech-526	1258	1	the	the	DET
futech-526	1258	2	datasets	dataset	NOUN
futech-526	1258	3	referenced	reference	VERB
futech-526	1258	4	in	in	ADP
futech-526	1258	5	the	the	DET
futech-526	1258	6	reviewed	review	VERB
futech-526	1258	7	studies	study	NOUN
futech-526	1258	8	vary	vary	VERB
futech-526	1258	9	;	;	PUNCT
futech-526	1258	10	some	some	PRON
futech-526	1258	11	are	be	AUX
futech-526	1258	12	proprietary	proprietary	ADJ
futech-526	1258	13	datasets	dataset	NOUN
futech-526	1258	14	developed	develop	VERB
futech-526	1258	15	by	by	ADP
futech-526	1258	16	researchers	researcher	NOUN
futech-526	1258	17	,	,	PUNCT
futech-526	1258	18	while	while	SCONJ
futech-526	1258	19	others	other	NOUN
futech-526	1258	20	are	be	AUX
futech-526	1258	21	benchmark	benchmark	NOUN
futech-526	1258	22	datasets	dataset	NOUN
futech-526	1258	23	commonly	commonly	ADV
futech-526	1258	24	used	use	VERB
futech-526	1258	25	in	in	ADP
futech-526	1258	26	the	the	DET
futech-526	1258	27	field	field	NOUN
futech-526	1258	28	.	.	PUNCT
futech-526	1259	1	these	these	DET
futech-526	1259	2	datasets	dataset	NOUN
futech-526	1259	3	are	be	AUX
futech-526	1259	4	employed	employ	VERB
futech-526	1259	5	to	to	PART
futech-526	1259	6	train	train	VERB
futech-526	1259	7	and	and	CCONJ
futech-526	1259	8	validate	validate	VERB
futech-526	1259	9	models	model	NOUN
futech-526	1259	10	that	that	PRON
futech-526	1259	11	can	can	AUX
futech-526	1259	12	accurately	accurately	ADV
futech-526	1259	13	classify	classify	VERB
futech-526	1259	14	food	food	NOUN
futech-526	1259	15	items	item	NOUN
futech-526	1259	16	,	,	PUNCT
futech-526	1259	17	estimate	estimate	VERB
futech-526	1259	18	portion	portion	NOUN
futech-526	1259	19	sizes	size	NOUN
futech-526	1259	20	,	,	PUNCT
futech-526	1259	21	and	and	CCONJ
futech-526	1259	22	assess	assess	VERB
futech-526	1259	23	nutritional	nutritional	ADJ
futech-526	1259	24	content	content	NOUN
futech-526	1259	25	,	,	PUNCT
futech-526	1259	26	which	which	PRON
futech-526	1259	27	are	be	AUX
futech-526	1259	28	crucial	crucial	ADJ
futech-526	1259	29	for	for	ADP
futech-526	1259	30	managing	manage	VERB
futech-526	1259	31	dietary	dietary	ADJ
futech-526	1259	32	intake	intake	NOUN
futech-526	1259	33	in	in	ADP
futech-526	1259	34	individuals	individual	NOUN
futech-526	1259	35	with	with	ADP
futech-526	1259	36	diabetes	diabetes	NOUN
futech-526	1259	37	.	.	PUNCT
futech-526	1260	1	the	the	DET
futech-526	1260	2	review	review	NOUN
futech-526	1260	3	article	article	NOUN
futech-526	1260	4	[	[	X
futech-526	1260	5	101	101	NUM
futech-526	1260	6	]	]	PUNCT
futech-526	1260	7	published	publish	VERB
futech-526	1260	8	in	in	ADP
futech-526	1260	9	the	the	DET
futech-526	1260	10	alexandria	alexandria	PROPN
futech-526	1260	11	engineering	engineering	PROPN
futech-526	1260	12	journal	journal	PROPN
futech-526	1260	13	in	in	ADP
futech-526	1260	14	2024	2024	NUM
futech-526	1260	15	conducted	conduct	VERB
futech-526	1260	16	a	a	DET
futech-526	1260	17	comprehensive	comprehensive	ADJ
futech-526	1260	18	literature	literature	NOUN
futech-526	1260	19	review	review	NOUN
futech-526	1260	20	,	,	PUNCT
futech-526	1260	21	synthesizing	synthesize	VERB
futech-526	1260	22	information	information	NOUN
futech-526	1260	23	from	from	ADP
futech-526	1260	24	various	various	ADJ
futech-526	1260	25	studies	study	NOUN
futech-526	1260	26	and	and	CCONJ
futech-526	1260	27	sources	source	NOUN
futech-526	1260	28	to	to	PART
futech-526	1260	29	discuss	discuss	VERB
futech-526	1260	30	the	the	DET
futech-526	1260	31	advancements	advancement	NOUN
futech-526	1260	32	and	and	CCONJ
futech-526	1260	33	trends	trend	NOUN
futech-526	1260	34	in	in	ADP
futech-526	1260	35	wearable	wearable	ADJ
futech-526	1260	36	glucose	glucose	NOUN
futech-526	1260	37	monitoring	monitoring	NOUN
futech-526	1260	38	technologies	technology	NOUN
futech-526	1260	39	.	.	PUNCT
futech-526	1261	1	this	this	DET
futech-526	1261	2	approach	approach	NOUN
futech-526	1261	3	involves	involve	VERB
futech-526	1261	4	aggregating	aggregate	VERB
futech-526	1261	5	and	and	CCONJ
futech-526	1261	6	analyzing	analyze	VERB
futech-526	1261	7	existing	exist	VERB
futech-526	1261	8	research	research	NOUN
futech-526	1261	9	findings	finding	NOUN
futech-526	1261	10	rather	rather	ADV
futech-526	1261	11	than	than	ADP
futech-526	1261	12	applying	apply	VERB
futech-526	1261	13	a	a	DET
futech-526	1261	14	new	new	ADJ
futech-526	1261	15	or	or	CCONJ
futech-526	1261	16	benchmark	benchmark	ADJ
futech-526	1261	17	dataset	dataset	NOUN
futech-526	1261	18	.	.	PUNCT
futech-526	1262	1	the	the	DET
futech-526	1262	2	dataset	dataset	NOUN
futech-526	1262	3	used	use	VERB
futech-526	1262	4	in	in	ADP
futech-526	1262	5	reference	reference	NOUN
futech-526	1262	6	[	[	X
futech-526	1262	7	28	28	NUM
futech-526	1262	8	]	]	PUNCT
futech-526	1262	9	comprises	comprise	VERB
futech-526	1262	10	two	two	NUM
futech-526	1262	11	parts	part	NOUN
futech-526	1262	12	:	:	PUNCT
futech-526	1262	13	the	the	DET
futech-526	1262	14	“	"	PUNCT
futech-526	1262	15	indian	indian	ADJ
futech-526	1262	16	images	image	NOUN
futech-526	1262	17	top	top	ADJ
futech-526	1262	18	(	(	PUNCT
futech-526	1262	19	20	20	NUM
futech-526	1262	20	)	)	PUNCT
futech-526	1262	21	”	"	PUNCT
futech-526	1262	22	dataset	dataset	VERB
futech-526	1262	23	available	available	ADJ
futech-526	1262	24	on	on	ADP
futech-526	1262	25	kaggle	kaggle	PROPN
futech-526	1262	26	,	,	PUNCT
futech-526	1262	27	containing	contain	VERB
futech-526	1262	28	3996	3996	NUM
futech-526	1262	29	images	image	NOUN
futech-526	1262	30	from	from	ADP
futech-526	1262	31	20	20	NUM
futech-526	1262	32	different	different	ADJ
futech-526	1262	33	indian	indian	ADJ
futech-526	1262	34	food	food	NOUN
futech-526	1262	35	classes	class	NOUN
futech-526	1262	36	,	,	PUNCT
futech-526	1262	37	and	and	CCONJ
futech-526	1262	38	a	a	DET
futech-526	1262	39	custom	custom	NOUN
futech-526	1262	40	dataset	dataset	NOUN
futech-526	1262	41	created	create	VERB
futech-526	1262	42	for	for	ADP
futech-526	1262	43	the	the	DET
futech-526	1262	44	research	research	NOUN
futech-526	1262	45	,	,	PUNCT
futech-526	1262	46	which	which	PRON
futech-526	1262	47	includes	include	VERB
futech-526	1262	48	nutritional	nutritional	ADJ
futech-526	1262	49	information	information	NOUN
futech-526	1262	50	like	like	ADP
futech-526	1262	51	glycemic	glycemic	ADJ
futech-526	1262	52	index	index	NOUN
futech-526	1262	53	,	,	PUNCT
futech-526	1262	54	protein	protein	NOUN
futech-526	1262	55	,	,	PUNCT
futech-526	1262	56	fats	fat	NOUN
futech-526	1262	57	,	,	PUNCT
futech-526	1262	58	and	and	CCONJ
futech-526	1262	59	carbohydrates	carbohydrate	NOUN
futech-526	1262	60	for	for	ADP
futech-526	1262	61	the	the	DET
futech-526	1262	62	food	food	NOUN
futech-526	1262	63	items	item	NOUN
futech-526	1262	64	.	.	PUNCT
futech-526	1263	1	the	the	DET
futech-526	1263	2	kaggle	kaggle	ADJ
futech-526	1263	3	dataset	dataset	NOUN
futech-526	1263	4	serves	serve	VERB
futech-526	1263	5	as	as	SCONJ
futech-526	1263	6	the	the	DET
futech-526	1263	7	primary	primary	ADJ
futech-526	1263	8	image	image	NOUN
futech-526	1263	9	dataset	dataset	VERB
futech-526	1263	10	for	for	ADP
futech-526	1263	11	training	training	NOUN
futech-526	1263	12	and	and	CCONJ
futech-526	1263	13	testing	test	VERB
futech-526	1263	14	the	the	DET
futech-526	1263	15	inception	inception	ADJ
futech-526	1263	16	v3	v3	PROPN
futech-526	1263	17	model	model	NOUN
futech-526	1263	18	for	for	ADP
futech-526	1263	19	food	food	NOUN
futech-526	1263	20	classification	classification	NOUN
futech-526	1263	21	.	.	PUNCT
futech-526	1264	1	data	datum	NOUN
futech-526	1264	2	augmentation	augmentation	NOUN
futech-526	1264	3	techniques	technique	NOUN
futech-526	1264	4	such	such	ADJ
futech-526	1264	5	as	as	ADP
futech-526	1264	6	rotation	rotation	NOUN
futech-526	1264	7	,	,	PUNCT
futech-526	1264	8	shearing	shearing	NOUN
futech-526	1264	9	,	,	PUNCT
futech-526	1264	10	and	and	CCONJ
futech-526	1264	11	horizontal	horizontal	ADJ
futech-526	1264	12	flipping	flipping	NOUN
futech-526	1264	13	were	be	AUX
futech-526	1264	14	applied	apply	VERB
futech-526	1264	15	to	to	PART
futech-526	1264	16	increase	increase	VERB
futech-526	1264	17	the	the	DET
futech-526	1264	18	dataset	dataset	NOUN
futech-526	1264	19	to	to	ADP
futech-526	1264	20	4996	4996	NUM
futech-526	1264	21	images	image	NOUN
futech-526	1264	22	,	,	PUNCT
futech-526	1264	23	ensuring	ensure	VERB
futech-526	1264	24	better	well	ADJ
futech-526	1264	25	model	model	NOUN
futech-526	1264	26	generalization	generalization	NOUN
futech-526	1264	27	.	.	PUNCT
futech-526	1265	1	the	the	DET
futech-526	1265	2	custom	custom	NOUN
futech-526	1265	3	dataset	dataset	NOUN
futech-526	1265	4	complements	complement	NOUN
futech-526	1265	5	this	this	PRON
futech-526	1265	6	by	by	ADP
futech-526	1265	7	providing	provide	VERB
futech-526	1265	8	essential	essential	ADJ
futech-526	1265	9	nutritional	nutritional	ADJ
futech-526	1265	10	details	detail	NOUN
futech-526	1265	11	to	to	PART
futech-526	1265	12	enable	enable	VERB
futech-526	1265	13	personalized	personalized	ADJ
futech-526	1265	14	food	food	NOUN
futech-526	1265	15	recommendations	recommendation	NOUN
futech-526	1265	16	.	.	PUNCT
futech-526	1266	1	thus	thus	ADV
futech-526	1266	2	,	,	PUNCT
futech-526	1266	3	the	the	DET
futech-526	1266	4	research	research	NOUN
futech-526	1266	5	combines	combine	VERB
futech-526	1266	6	a	a	DET
futech-526	1266	7	public	public	ADJ
futech-526	1266	8	benchmark	benchmark	NOUN
futech-526	1266	9	dataset	dataset	NOUN
futech-526	1266	10	with	with	ADP
futech-526	1266	11	a	a	DET
futech-526	1266	12	custom‐built	custom‐built	ADJ
futech-526	1266	13	dataset	dataset	NOUN
futech-526	1266	14	tailored	tailor	VERB
futech-526	1266	15	for	for	ADP
futech-526	1266	16	its	its	PRON
futech-526	1266	17	objectives	objective	NOUN
futech-526	1266	18	.	.	PUNCT
futech-526	1267	1	the	the	DET
futech-526	1267	2	dataset	dataset	NOUN
futech-526	1267	3	in	in	ADP
futech-526	1267	4	the	the	DET
futech-526	1267	5	document	document	NOUN
futech-526	1267	6	“	"	PUNCT
futech-526	1267	7	index	index	NOUN
futech-526	1267	8	of	of	ADP
futech-526	1267	9	foods	food	NOUN
futech-526	1267	10	:	:	PUNCT
futech-526	1267	11	a	a	DET
futech-526	1267	12	review	review	NOUN
futech-526	1267	13	[	[	X
futech-526	1267	14	34	34	NUM
futech-526	1267	15	]	]	PUNCT
futech-526	1267	16	is	be	AUX
futech-526	1267	17	derived	derive	VERB
futech-526	1267	18	from	from	ADP
futech-526	1267	19	existing	exist	VERB
futech-526	1267	20	literature	literature	NOUN
futech-526	1267	21	,	,	PUNCT
futech-526	1267	22	using	use	VERB
futech-526	1267	23	databases	database	NOUN
futech-526	1267	24	like	like	ADP
futech-526	1267	25	medline	medline	PROPN
futech-526	1267	26	,	,	PUNCT
futech-526	1267	27	pubmed	pubmed	PROPN
futech-526	1267	28	,	,	PUNCT
futech-526	1267	29	scielo	scielo	NOUN
futech-526	1267	30	,	,	PUNCT
futech-526	1267	31	and	and	CCONJ
futech-526	1267	32	google	google	PROPN
futech-526	1267	33	scholar	scholar	NOUN
futech-526	1267	34	.	.	PUNCT
futech-526	1268	1	it	it	PRON
futech-526	1268	2	is	be	AUX
futech-526	1268	3	not	not	PART
futech-526	1268	4	an	an	DET
futech-526	1268	5	original	original	ADJ
futech-526	1268	6	dataset	dataset	NOUN
futech-526	1268	7	created	create	VERB
futech-526	1268	8	by	by	ADP
futech-526	1268	9	the	the	DET
futech-526	1268	10	authors	author	NOUN
futech-526	1268	11	but	but	CCONJ
futech-526	1268	12	rather	rather	ADV
futech-526	1268	13	a	a	DET
futech-526	1268	14	compilation	compilation	NOUN
futech-526	1268	15	of	of	ADP
futech-526	1268	16	data	datum	NOUN
futech-526	1268	17	from	from	ADP
futech-526	1268	18	prior	prior	ADJ
futech-526	1268	19	research	research	NOUN
futech-526	1268	20	studies	study	NOUN
futech-526	1268	21	.	.	PUNCT
futech-526	1269	1	this	this	DET
futech-526	1269	2	approach	approach	NOUN
futech-526	1269	3	allows	allow	VERB
futech-526	1269	4	the	the	DET
futech-526	1269	5	authors	author	NOUN
futech-526	1269	6	to	to	PART
futech-526	1269	7	summarize	summarize	VERB
futech-526	1269	8	findings	finding	NOUN
futech-526	1269	9	on	on	ADP
futech-526	1269	10	the	the	DET
futech-526	1269	11	glycemic	glycemic	ADJ
futech-526	1269	12	index	index	NOUN
futech-526	1269	13	and	and	CCONJ
futech-526	1269	14	its	its	PRON
futech-526	1269	15	influence	influence	NOUN
futech-526	1269	16	on	on	ADP
futech-526	1269	17	health	health	NOUN
futech-526	1269	18	,	,	PUNCT
futech-526	1269	19	using	use	VERB
futech-526	1269	20	these	these	DET
futech-526	1269	21	benchmark	benchmark	NOUN
futech-526	1269	22	sources	source	NOUN
futech-526	1269	23	.	.	PUNCT
futech-526	1270	1	the	the	DET
futech-526	1270	2	dataset	dataset	NOUN
futech-526	1270	3	is	be	AUX
futech-526	1270	4	utilized	utilize	VERB
futech-526	1270	5	to	to	PART
futech-526	1270	6	analyze	analyze	VERB
futech-526	1270	7	patterns	pattern	NOUN
futech-526	1270	8	and	and	CCONJ
futech-526	1270	9	outcomes	outcome	NOUN
futech-526	1270	10	related	relate	VERB
futech-526	1270	11	to	to	ADP
futech-526	1270	12	dietary	dietary	ADJ
futech-526	1270	13	habits	habit	NOUN
futech-526	1270	14	,	,	PUNCT
futech-526	1270	15	carbohydrate	carbohydrate	NOUN
futech-526	1270	16	types	type	NOUN
futech-526	1270	17	,	,	PUNCT
futech-526	1270	18	and	and	CCONJ
futech-526	1270	19	their	their	PRON
futech-526	1270	20	metabolic	metabolic	NOUN
futech-526	1270	21	impacts	impact	NOUN
futech-526	1270	22	,	,	PUNCT
futech-526	1270	23	emphasizing	emphasize	VERB
futech-526	1270	24	their	their	PRON
futech-526	1270	25	relevance	relevance	NOUN
futech-526	1270	26	in	in	ADP
futech-526	1270	27	managing	manage	VERB
futech-526	1270	28	chronic	chronic	ADJ
futech-526	1270	29	diseases	disease	NOUN
futech-526	1270	30	like	like	ADP
futech-526	1270	31	diabetes	diabetes	NOUN
futech-526	1270	32	and	and	CCONJ
futech-526	1270	33	obesity	obesity	NOUN
futech-526	1270	34	.	.	PUNCT
futech-526	1271	1	5.3	5.3	NUM
futech-526	1271	2	studies	study	NOUN
futech-526	1271	3	utilizing	utilize	VERB
futech-526	1271	4	both	both	CCONJ
futech-526	1271	5	benchmark	benchmark	NOUN
futech-526	1271	6	and	and	CCONJ
futech-526	1271	7	custom	custom	NOUN
futech-526	1271	8	data	datum	NOUN
futech-526	1271	9	the	the	DET
futech-526	1271	10	dataset	dataset	NOUN
futech-526	1271	11	used	use	VERB
futech-526	1271	12	in	in	ADP
futech-526	1271	13	[	[	X
futech-526	1271	14	44	44	NUM
futech-526	1271	15	]	]	PUNCT
futech-526	1271	16	combines	combine	VERB
futech-526	1271	17	experimental	experimental	ADJ
futech-526	1271	18	data	datum	NOUN
futech-526	1271	19	and	and	CCONJ
futech-526	1271	20	benchmark	benchmark	NOUN
futech-526	1271	21	gi	gi	PROPN
futech-526	1271	22	data	datum	NOUN
futech-526	1271	23	produced	produce	VERB
futech-526	1271	24	specifically	specifically	ADV
futech-526	1271	25	for	for	ADP
futech-526	1271	26	this	this	DET
futech-526	1271	27	research	research	NOUN
futech-526	1271	28	.	.	PUNCT
futech-526	1272	1	experimental	experimental	ADJ
futech-526	1272	2	data	datum	NOUN
futech-526	1272	3	were	be	AUX
futech-526	1272	4	measured	measure	VERB
futech-526	1272	5	through	through	ADP
futech-526	1272	6	in	in	ADP
futech-526	1272	7	vivo	vivo	ADJ
futech-526	1272	8	methods	method	NOUN
futech-526	1272	9	based	base	VERB
futech-526	1272	10	on	on	ADP
futech-526	1272	11	fao	fao	PROPN
futech-526	1272	12	/	/	SYM
futech-526	1272	13	who	who	PRON
futech-526	1272	14	protocols	protocol	VERB
futech-526	1272	15	.	.	PUNCT
futech-526	1273	1	these	these	DET
futech-526	1273	2	measurements	measurement	NOUN
futech-526	1273	3	are	be	AUX
futech-526	1273	4	combined	combine	VERB
futech-526	1273	5	with	with	ADP
futech-526	1273	6	benchmark	benchmark	NOUN
futech-526	1273	7	gi	gi	NOUN
futech-526	1273	8	data	datum	NOUN
futech-526	1273	9	(	(	PUNCT
futech-526	1273	10	sourced	source	VERB
futech-526	1273	11	from	from	ADP
futech-526	1273	12	international	international	ADJ
futech-526	1273	13	tables	table	NOUN
futech-526	1273	14	and	and	CCONJ
futech-526	1273	15	scientific	scientific	ADJ
futech-526	1273	16	literature	literature	NOUN
futech-526	1273	17	)	)	PUNCT
futech-526	1273	18	to	to	PART
futech-526	1273	19	train	train	VERB
futech-526	1273	20	an	an	DET
futech-526	1273	21	artificial	artificial	ADJ
futech-526	1273	22	neural	neural	ADJ
futech-526	1273	23	network	network	NOUN
futech-526	1273	24	.	.	PUNCT
futech-526	1274	1	these	these	DET
futech-526	1274	2	data	datum	NOUN
futech-526	1274	3	are	be	AUX
futech-526	1274	4	then	then	ADV
futech-526	1274	5	analyzed	analyze	VERB
futech-526	1274	6	using	use	VERB
futech-526	1274	7	an	an	DET
futech-526	1274	8	ann	ann	PROPN
futech-526	1274	9	to	to	PART
futech-526	1274	10	establish	establish	VERB
futech-526	1274	11	a	a	DET
futech-526	1274	12	predictive	predictive	ADJ
futech-526	1274	13	model	model	NOUN
futech-526	1274	14	for	for	ADP
futech-526	1274	15	glycemic	glycemic	ADJ
futech-526	1274	16	index	index	NOUN
futech-526	1274	17	values	value	NOUN
futech-526	1274	18	.	.	PUNCT
futech-526	1275	1	this	this	DET
futech-526	1275	2	approach	approach	NOUN
futech-526	1275	3	provides	provide	VERB
futech-526	1275	4	a	a	DET
futech-526	1275	5	more	more	ADV
futech-526	1275	6	costeffective	costeffective	ADJ
futech-526	1275	7	and	and	CCONJ
futech-526	1275	8	faster	fast	ADJ
futech-526	1275	9	alternative	alternative	ADJ
futech-526	1275	10	to	to	ADP
futech-526	1275	11	in	in	ADP
futech-526	1275	12	vivo	vivo	ADJ
futech-526	1275	13	testing	testing	NOUN
futech-526	1275	14	,	,	PUNCT
futech-526	1275	15	allowing	allow	VERB
futech-526	1275	16	for	for	ADP
futech-526	1275	17	the	the	DET
futech-526	1275	18	prediction	prediction	NOUN
futech-526	1275	19	of	of	ADP
futech-526	1275	20	gi	gi	NOUN
futech-526	1275	21	with	with	ADP
futech-526	1275	22	high	high	ADJ
futech-526	1275	23	accuracy	accuracy	NOUN
futech-526	1275	24	,	,	PUNCT
futech-526	1275	25	as	as	SCONJ
futech-526	1275	26	evidenced	evidence	VERB
futech-526	1275	27	by	by	ADP
futech-526	1275	28	the	the	DET
futech-526	1275	29	study	study	NOUN
futech-526	1275	30	’s	’s	PART
futech-526	1275	31	cross‐validation	cross‐validation	NOUN
futech-526	1275	32	results	result	NOUN
futech-526	1275	33	(	(	PUNCT
futech-526	1275	34	r²	r²	NOUN
futech-526	1275	35	=	=	NOUN
futech-526	1275	36	0.89	0.89	NUM
futech-526	1275	37	)	)	PUNCT
futech-526	1275	38	.	.	PUNCT
futech-526	1276	1	another	another	DET
futech-526	1276	2	study	study	NOUN
futech-526	1276	3	has	have	AUX
futech-526	1276	4	included	include	VERB
futech-526	1276	5	[	[	X
futech-526	1276	6	43	43	NUM
futech-526	1276	7	]	]	PUNCT
futech-526	1276	8	both	both	DET
futech-526	1276	9	benchmark	benchmark	ADJ
futech-526	1276	10	values	value	NOUN
futech-526	1276	11	for	for	ADP
futech-526	1276	12	glycemic	glycemic	ADJ
futech-526	1276	13	index	index	NOUN
futech-526	1276	14	from	from	ADP
futech-526	1276	15	prior	prior	ADV
futech-526	1276	16	in	in	ADP
futech-526	1276	17	vivo	vivo	ADJ
futech-526	1276	18	studies	study	NOUN
futech-526	1276	19	and	and	CCONJ
futech-526	1276	20	new	new	ADJ
futech-526	1276	21	experimental	experimental	ADJ
futech-526	1276	22	data	datum	NOUN
futech-526	1276	23	derived	derive	VERB
futech-526	1276	24	from	from	ADP
futech-526	1276	25	in	in	ADP
futech-526	1276	26	vitro	vitro	X
futech-526	1276	27	digestion	digestion	NOUN
futech-526	1276	28	methods	method	NOUN
futech-526	1276	29	combined	combine	VERB
futech-526	1276	30	with	with	ADP
futech-526	1276	31	high‐performance	high‐performance	NOUN
futech-526	1276	32	liquid	liquid	ADJ
futech-526	1276	33	chromatography	chromatography	NOUN
futech-526	1276	34	(	(	PUNCT
futech-526	1276	35	hplc	hplc	NOUN
futech-526	1276	36	)	)	PUNCT
futech-526	1276	37	analysis	analysis	NOUN
futech-526	1276	38	.	.	PUNCT
futech-526	1277	1	also	also	ADV
futech-526	1277	2	,	,	PUNCT
futech-526	1277	3	in	in	ADP
futech-526	1277	4	reference	reference	NOUN
futech-526	1277	5	[	[	X
futech-526	1277	6	42	42	NUM
futech-526	1277	7	]	]	PUNCT
futech-526	1277	8	,	,	PUNCT
futech-526	1277	9	the	the	DET
futech-526	1277	10	dataset	dataset	NOUN
futech-526	1277	11	used	use	VERB
futech-526	1277	12	is	be	AUX
futech-526	1277	13	drawn	draw	VERB
futech-526	1277	14	from	from	ADP
futech-526	1277	15	both	both	DET
futech-526	1277	16	experimental	experimental	ADJ
futech-526	1277	17	data	datum	NOUN
futech-526	1277	18	and	and	CCONJ
futech-526	1277	19	existing	exist	VERB
futech-526	1277	20	gi	gi	NOUN
futech-526	1277	21	benchmarks	benchmark	NOUN
futech-526	1277	22	.	.	PUNCT
futech-526	1278	1	it	it	PRON
futech-526	1278	2	includes	include	VERB
futech-526	1278	3	measured	measure	VERB
futech-526	1278	4	glycemic	glycemic	ADJ
futech-526	1278	5	index	index	NOUN
futech-526	1278	6	values	value	NOUN
futech-526	1278	7	for	for	ADP
futech-526	1278	8	foods	food	NOUN
futech-526	1278	9	like	like	ADP
futech-526	1278	10	rice	rice	NOUN
futech-526	1278	11	and	and	CCONJ
futech-526	1278	12	breakfast	breakfast	NOUN
futech-526	1278	13	cereals	cereal	NOUN
futech-526	1278	14	,	,	PUNCT
futech-526	1278	15	using	use	VERB
futech-526	1278	16	nh	nh	PROPN
futech-526	1278	17	.	.	PROPN
futech-526	1278	18	wanigasingha	wanigasingha	NOUN
futech-526	1279	1	et	et	PROPN
futech-526	1279	2	al	al	PROPN
futech-526	1279	3	.	.	PROPN
futech-526	1279	4	/future	/future	PUNCT
futech-526	1279	5	technology	technology	PROPN
futech-526	1279	6	february	february	PROPN
futech-526	1279	7	2026|	2026|	NUM
futech-526	1279	8	volume	volume	NOUN
futech-526	1279	9	05	05	NUM
futech-526	1280	1	|	|	ADV
futech-526	1280	2	issue	issue	NOUN
futech-526	1280	3	01	01	NUM
futech-526	1281	1	|	|	NOUN
futech-526	1281	2	pages	page	VERB
futech-526	1281	3	93	93	NUM
futech-526	1281	4	-	-	SYM
futech-526	1281	5	126	126	NUM
futech-526	1281	6	120	120	NUM
futech-526	1281	7	glucose	glucose	NOUN
futech-526	1281	8	and	and	CCONJ
futech-526	1281	9	starchy	starchy	NOUN
futech-526	1281	10	reference	reference	NOUN
futech-526	1281	11	foods	food	NOUN
futech-526	1281	12	.	.	PUNCT
futech-526	1282	1	these	these	PRON
futech-526	1282	2	were	be	AUX
futech-526	1282	3	collected	collect	VERB
futech-526	1282	4	through	through	ADP
futech-526	1282	5	controlled	control	VERB
futech-526	1282	6	experiments	experiment	NOUN
futech-526	1282	7	involving	involve	VERB
futech-526	1282	8	european	european	ADJ
futech-526	1282	9	,	,	PUNCT
futech-526	1282	10	chinese	chinese	ADJ
futech-526	1282	11	,	,	PUNCT
futech-526	1282	12	younger	young	ADJ
futech-526	1282	13	,	,	PUNCT
futech-526	1282	14	and	and	CCONJ
futech-526	1282	15	older	old	ADJ
futech-526	1282	16	participants	participant	NOUN
futech-526	1282	17	.	.	PUNCT
futech-526	1283	1	benchmark	benchmark	NOUN
futech-526	1283	2	gi	gi	NOUN
futech-526	1283	3	values	value	NOUN
futech-526	1283	4	,	,	PUNCT
futech-526	1283	5	such	such	ADJ
futech-526	1283	6	as	as	ADP
futech-526	1283	7	those	those	PRON
futech-526	1283	8	for	for	ADP
futech-526	1283	9	glucose	glucose	NOUN
futech-526	1283	10	and	and	CCONJ
futech-526	1283	11	white	white	ADJ
futech-526	1283	12	bread	bread	NOUN
futech-526	1283	13	,	,	PUNCT
futech-526	1283	14	were	be	AUX
futech-526	1283	15	used	use	VERB
futech-526	1283	16	as	as	ADP
futech-526	1283	17	references	reference	NOUN
futech-526	1283	18	for	for	ADP
futech-526	1283	19	comparison	comparison	NOUN
futech-526	1283	20	and	and	CCONJ
futech-526	1283	21	scaling	scaling	NOUN
futech-526	1283	22	.	.	PUNCT
futech-526	1284	1	the	the	DET
futech-526	1284	2	dataset	dataset	NOUN
futech-526	1284	3	was	be	AUX
futech-526	1284	4	employed	employ	VERB
futech-526	1284	5	to	to	PART
futech-526	1284	6	explore	explore	VERB
futech-526	1284	7	how	how	SCONJ
futech-526	1284	8	reference	reference	NOUN
futech-526	1284	9	foods	food	NOUN
futech-526	1284	10	influence	influence	NOUN
futech-526	1284	11	observed	observe	VERB
futech-526	1284	12	gi	gi	NOUN
futech-526	1284	13	values	value	NOUN
futech-526	1284	14	across	across	ADP
futech-526	1284	15	populations	population	NOUN
futech-526	1284	16	.	.	PUNCT
futech-526	1285	1	it	it	PRON
futech-526	1285	2	was	be	AUX
futech-526	1285	3	also	also	ADV
futech-526	1285	4	used	use	VERB
futech-526	1285	5	to	to	PART
futech-526	1285	6	assess	assess	VERB
futech-526	1285	7	variability	variability	NOUN
futech-526	1285	8	in	in	ADP
futech-526	1285	9	gi	gi	NOUN
futech-526	1285	10	results	result	NOUN
futech-526	1285	11	due	due	ADJ
futech-526	1285	12	to	to	ADP
futech-526	1285	13	participant	participant	ADJ
futech-526	1285	14	factors	factor	NOUN
futech-526	1285	15	like	like	ADP
futech-526	1285	16	ethnicity	ethnicity	NOUN
futech-526	1285	17	or	or	CCONJ
futech-526	1285	18	age	age	NOUN
futech-526	1285	19	,	,	PUNCT
futech-526	1285	20	and	and	CCONJ
futech-526	1285	21	to	to	PART
futech-526	1285	22	evaluate	evaluate	VERB
futech-526	1285	23	the	the	DET
futech-526	1285	24	appropriateness	appropriateness	NOUN
futech-526	1285	25	of	of	ADP
futech-526	1285	26	different	different	ADJ
futech-526	1285	27	reference	reference	NOUN
futech-526	1285	28	foods	food	NOUN
futech-526	1285	29	for	for	ADP
futech-526	1285	30	gi	gi	NOUN
futech-526	1285	31	testing	testing	NOUN
futech-526	1285	32	.	.	PUNCT
futech-526	1286	1	the	the	DET
futech-526	1286	2	review	review	NOUN
futech-526	1286	3	paper	paper	NOUN
futech-526	1286	4	[	[	X
futech-526	1286	5	37	37	NUM
futech-526	1286	6	]	]	PUNCT
futech-526	1286	7	presents	present	VERB
futech-526	1286	8	an	an	DET
futech-526	1286	9	updated	update	VERB
futech-526	1286	10	compilation	compilation	NOUN
futech-526	1286	11	of	of	ADP
futech-526	1286	12	glycemic	glycemic	ADJ
futech-526	1286	13	index	index	NOUN
futech-526	1286	14	and	and	CCONJ
futech-526	1286	15	gl	gl	NOUN
futech-526	1286	16	values	value	NOUN
futech-526	1286	17	for	for	ADP
futech-526	1286	18	various	various	ADJ
futech-526	1286	19	foods	food	NOUN
futech-526	1286	20	.	.	PUNCT
futech-526	1287	1	the	the	DET
futech-526	1287	2	dataset	dataset	NOUN
futech-526	1287	3	used	use	VERB
futech-526	1287	4	in	in	ADP
futech-526	1287	5	this	this	DET
futech-526	1287	6	study	study	NOUN
futech-526	1287	7	is	be	AUX
futech-526	1287	8	an	an	DET
futech-526	1287	9	extensive	extensive	ADJ
futech-526	1287	10	collection	collection	NOUN
futech-526	1287	11	of	of	ADP
futech-526	1287	12	both	both	DET
futech-526	1287	13	published	publish	VERB
futech-526	1287	14	and	and	CCONJ
futech-526	1287	15	unpublished	unpublished	ADJ
futech-526	1287	16	gi	gi	NOUN
futech-526	1287	17	values	value	NOUN
futech-526	1287	18	sourced	source	VERB
futech-526	1287	19	from	from	ADP
futech-526	1287	20	global	global	ADJ
futech-526	1287	21	research	research	NOUN
futech-526	1287	22	conducted	conduct	VERB
futech-526	1287	23	between	between	ADP
futech-526	1287	24	january	january	PROPN
futech-526	1287	25	1	1	NUM
futech-526	1287	26	,	,	PUNCT
futech-526	1287	27	2008	2008	NUM
futech-526	1287	28	,	,	PUNCT
futech-526	1287	29	and	and	CCONJ
futech-526	1287	30	june	june	PROPN
futech-526	1287	31	30	30	NUM
futech-526	1287	32	,	,	PUNCT
futech-526	1287	33	2020	2020	NUM
futech-526	1287	34	.	.	PUNCT
futech-526	1288	1	the	the	DET
futech-526	1288	2	authors	author	NOUN
futech-526	1288	3	systematically	systematically	ADV
futech-526	1288	4	reviewed	review	VERB
futech-526	1288	5	and	and	CCONJ
futech-526	1288	6	tabulated	tabulate	VERB
futech-526	1288	7	these	these	DET
futech-526	1288	8	sources	source	NOUN
futech-526	1288	9	,	,	PUNCT
futech-526	1288	10	adhering	adhere	VERB
futech-526	1288	11	to	to	ADP
futech-526	1288	12	the	the	DET
futech-526	1288	13	international	international	ADJ
futech-526	1288	14	standards	standard	NOUN
futech-526	1288	15	organization	organization	NOUN
futech-526	1288	16	(	(	PUNCT
futech-526	1288	17	iso	iso	NOUN
futech-526	1288	18	)	)	PUNCT
futech-526	1288	19	methodology	methodology	NOUN
futech-526	1288	20	to	to	PART
futech-526	1288	21	ensure	ensure	VERB
futech-526	1288	22	data	datum	NOUN
futech-526	1288	23	reliability	reliability	NOUN
futech-526	1288	24	.	.	PUNCT
futech-526	1289	1	the	the	DET
futech-526	1289	2	dataset	dataset	NOUN
futech-526	1289	3	includes	include	VERB
futech-526	1289	4	over	over	ADP
futech-526	1289	5	4,000	4,000	NUM
futech-526	1289	6	food	food	NOUN
futech-526	1289	7	items	item	NOUN
futech-526	1289	8	,	,	PUNCT
futech-526	1289	9	representing	represent	VERB
futech-526	1289	10	a	a	DET
futech-526	1289	11	61	61	NUM
futech-526	1289	12	%	%	NOUN
futech-526	1289	13	increase	increase	NOUN
futech-526	1289	14	from	from	ADP
futech-526	1289	15	the	the	DET
futech-526	1289	16	previous	previous	ADJ
futech-526	1289	17	edition	edition	NOUN
futech-526	1289	18	published	publish	VERB
futech-526	1289	19	in	in	ADP
futech-526	1289	20	2008	2008	NUM
futech-526	1289	21	.	.	PUNCT
futech-526	1290	1	this	this	DET
futech-526	1290	2	comprehensive	comprehensive	ADJ
futech-526	1290	3	dataset	dataset	NOUN
futech-526	1290	4	serves	serve	VERB
futech-526	1290	5	as	as	ADP
futech-526	1290	6	a	a	DET
futech-526	1290	7	valuable	valuable	ADJ
futech-526	1290	8	resource	resource	NOUN
futech-526	1290	9	for	for	ADP
futech-526	1290	10	researchers	researcher	NOUN
futech-526	1290	11	and	and	CCONJ
futech-526	1290	12	healthcare	healthcare	NOUN
futech-526	1290	13	professionals	professional	NOUN
futech-526	1290	14	,	,	PUNCT
futech-526	1290	15	facilitating	facilitate	VERB
futech-526	1290	16	a	a	DET
futech-526	1290	17	better	well	ADJ
futech-526	1290	18	understanding	understanding	NOUN
futech-526	1290	19	of	of	ADP
futech-526	1290	20	the	the	DET
futech-526	1290	21	glycemic	glycemic	ADJ
futech-526	1290	22	impact	impact	NOUN
futech-526	1290	23	of	of	ADP
futech-526	1290	24	various	various	ADJ
futech-526	1290	25	foods	food	NOUN
futech-526	1290	26	and	and	CCONJ
futech-526	1290	27	aiding	aid	VERB
futech-526	1290	28	in	in	ADP
futech-526	1290	29	the	the	DET
futech-526	1290	30	development	development	NOUN
futech-526	1290	31	of	of	ADP
futech-526	1290	32	dietary	dietary	ADJ
futech-526	1290	33	recommendations	recommendation	NOUN
futech-526	1290	34	.	.	PUNCT
futech-526	1291	1	reference	reference	NOUN
futech-526	1291	2	[	[	X
futech-526	1291	3	97	97	NUM
futech-526	1291	4	]	]	PUNCT
futech-526	1291	5	employed	employ	VERB
futech-526	1291	6	datasets	dataset	NOUN
futech-526	1291	7	from	from	ADP
futech-526	1291	8	two	two	NUM
futech-526	1291	9	primary	primary	ADJ
futech-526	1291	10	sources	source	NOUN
futech-526	1291	11	:	:	PUNCT
futech-526	1291	12	in‐silico	in‐silico	NOUN
futech-526	1291	13	simulations	simulation	NOUN
futech-526	1291	14	and	and	CCONJ
futech-526	1291	15	the	the	DET
futech-526	1291	16	ohiot1	ohiot1	PROPN
futech-526	1291	17	dm	dm	PROPN
futech-526	1291	18	dataset	dataset	NOUN
futech-526	1291	19	.	.	PUNCT
futech-526	1292	1	the	the	DET
futech-526	1292	2	in‐silico	in‐silico	NOUN
futech-526	1292	3	cohorts	cohort	NOUN
futech-526	1292	4	comprised	comprise	VERB
futech-526	1292	5	20	20	NUM
futech-526	1292	6	and	and	CCONJ
futech-526	1292	7	47	47	NUM
futech-526	1292	8	virtual	virtual	ADJ
futech-526	1292	9	patients	patient	NOUN
futech-526	1292	10	,	,	PUNCT
futech-526	1292	11	respectively	respectively	ADV
futech-526	1292	12	,	,	PUNCT
futech-526	1292	13	designed	design	VERB
futech-526	1292	14	to	to	PART
futech-526	1292	15	mimic	mimic	VERB
futech-526	1292	16	real‐world	real‐world	NOUN
futech-526	1292	17	scenarios	scenario	NOUN
futech-526	1292	18	.	.	PUNCT
futech-526	1293	1	the	the	DET
futech-526	1293	2	ohiot1	ohiot1	PROPN
futech-526	1293	3	dm	dm	PROPN
futech-526	1293	4	dataset	dataset	NOUN
futech-526	1293	5	is	be	AUX
futech-526	1293	6	a	a	DET
futech-526	1293	7	publicly	publicly	ADV
futech-526	1293	8	available	available	ADJ
futech-526	1293	9	collection	collection	NOUN
futech-526	1293	10	of	of	ADP
futech-526	1293	11	data	datum	NOUN
futech-526	1293	12	from	from	ADP
futech-526	1293	13	individuals	individual	NOUN
futech-526	1293	14	with	with	ADP
futech-526	1293	15	type	type	NOUN
futech-526	1293	16	1	1	NUM
futech-526	1293	17	diabetes	diabete	NOUN
futech-526	1293	18	,	,	PUNCT
futech-526	1293	19	including	include	VERB
futech-526	1293	20	continuous	continuous	ADJ
futech-526	1293	21	glucose	glucose	NOUN
futech-526	1293	22	monitoring	monitoring	NOUN
futech-526	1293	23	data	datum	NOUN
futech-526	1293	24	.	.	PUNCT
futech-526	1294	1	the	the	DET
futech-526	1294	2	researchers	researcher	NOUN
futech-526	1294	3	employed	employ	VERB
futech-526	1294	4	a	a	DET
futech-526	1294	5	heterogeneous	heterogeneous	ADJ
futech-526	1294	6	ensemble	ensemble	ADJ
futech-526	1294	7	method	method	NOUN
futech-526	1294	8	combining	combine	VERB
futech-526	1294	9	artificial	artificial	ADJ
futech-526	1294	10	neural	neural	ADJ
futech-526	1294	11	networks	network	NOUN
futech-526	1294	12	,	,	PUNCT
futech-526	1294	13	random	random	ADJ
futech-526	1294	14	forests	forest	NOUN
futech-526	1294	15	,	,	PUNCT
futech-526	1294	16	and	and	CCONJ
futech-526	1294	17	logistic	logistic	ADJ
futech-526	1294	18	regression	regression	NOUN
futech-526	1294	19	to	to	PART
futech-526	1294	20	develop	develop	VERB
futech-526	1294	21	a	a	DET
futech-526	1294	22	meal	meal	NOUN
futech-526	1294	23	detection	detection	NOUN
futech-526	1294	24	model	model	NOUN
futech-526	1294	25	.	.	PUNCT
futech-526	1295	1	this	this	DET
futech-526	1295	2	model	model	NOUN
futech-526	1295	3	was	be	AUX
futech-526	1295	4	trained	train	VERB
futech-526	1295	5	and	and	CCONJ
futech-526	1295	6	tested	test	VERB
futech-526	1295	7	on	on	ADP
futech-526	1295	8	both	both	CCONJ
futech-526	1295	9	the	the	DET
futech-526	1295	10	in‐silico	in‐silico	NOUN
futech-526	1295	11	and	and	CCONJ
futech-526	1295	12	ohiot1	ohiot1	PROPN
futech-526	1295	13	dm	dm	PROPN
futech-526	1295	14	datasets	dataset	NOUN
futech-526	1295	15	to	to	PART
futech-526	1295	16	enhance	enhance	VERB
futech-526	1295	17	its	its	PRON
futech-526	1295	18	robustness	robustness	NOUN
futech-526	1295	19	and	and	CCONJ
futech-526	1295	20	accuracy	accuracy	NOUN
futech-526	1295	21	.	.	PUNCT
futech-526	1296	1	the	the	DET
futech-526	1296	2	ensemble	ensemble	ADJ
futech-526	1296	3	majority	majority	NOUN
futech-526	1296	4	voting	voting	NOUN
futech-526	1296	5	approach	approach	NOUN
futech-526	1296	6	achieved	achieve	VERB
futech-526	1296	7	high	high	ADJ
futech-526	1296	8	sensitivity	sensitivity	NOUN
futech-526	1296	9	and	and	CCONJ
futech-526	1296	10	precision	precision	NOUN
futech-526	1296	11	in	in	ADP
futech-526	1296	12	detecting	detect	VERB
futech-526	1296	13	unannounced	unannounced	ADJ
futech-526	1296	14	meals	meal	NOUN
futech-526	1296	15	,	,	PUNCT
futech-526	1296	16	thereby	thereby	ADV
futech-526	1296	17	improving	improve	VERB
futech-526	1296	18	postprandial	postprandial	ADJ
futech-526	1296	19	glucose	glucose	NOUN
futech-526	1296	20	control	control	NOUN
futech-526	1296	21	.	.	PUNCT
futech-526	1297	1	a	a	DET
futech-526	1297	2	review	review	NOUN
futech-526	1297	3	paper	paper	NOUN
futech-526	1297	4	[	[	X
futech-526	1297	5	37	37	NUM
futech-526	1297	6	]	]	PUNCT
futech-526	1297	7	presents	present	VERB
futech-526	1297	8	an	an	DET
futech-526	1297	9	updated	update	VERB
futech-526	1297	10	compilation	compilation	NOUN
futech-526	1297	11	of	of	ADP
futech-526	1297	12	glycemic	glycemic	ADJ
futech-526	1297	13	index	index	NOUN
futech-526	1297	14	and	and	CCONJ
futech-526	1297	15	glycemic	glycemic	ADJ
futech-526	1297	16	load	load	NOUN
futech-526	1297	17	values	value	NOUN
futech-526	1297	18	for	for	ADP
futech-526	1297	19	various	various	ADJ
futech-526	1297	20	foods	food	NOUN
futech-526	1297	21	.	.	PUNCT
futech-526	1298	1	the	the	DET
futech-526	1298	2	dataset	dataset	NOUN
futech-526	1298	3	used	use	VERB
futech-526	1298	4	in	in	ADP
futech-526	1298	5	this	this	DET
futech-526	1298	6	study	study	NOUN
futech-526	1298	7	is	be	AUX
futech-526	1298	8	an	an	DET
futech-526	1298	9	extensive	extensive	ADJ
futech-526	1298	10	collection	collection	NOUN
futech-526	1298	11	of	of	ADP
futech-526	1298	12	both	both	DET
futech-526	1298	13	published	publish	VERB
futech-526	1298	14	and	and	CCONJ
futech-526	1298	15	unpublished	unpublished	ADJ
futech-526	1298	16	gi	gi	NOUN
futech-526	1298	17	values	value	NOUN
futech-526	1298	18	sourced	source	VERB
futech-526	1298	19	from	from	ADP
futech-526	1298	20	global	global	ADJ
futech-526	1298	21	research	research	NOUN
futech-526	1298	22	conducted	conduct	VERB
futech-526	1298	23	between	between	ADP
futech-526	1298	24	january	january	PROPN
futech-526	1298	25	1	1	NUM
futech-526	1298	26	,	,	PUNCT
futech-526	1298	27	2008	2008	NUM
futech-526	1298	28	,	,	PUNCT
futech-526	1298	29	and	and	CCONJ
futech-526	1298	30	june	june	PROPN
futech-526	1298	31	30	30	NUM
futech-526	1298	32	,	,	PUNCT
futech-526	1298	33	2020	2020	NUM
futech-526	1298	34	.	.	PUNCT
futech-526	1299	1	the	the	DET
futech-526	1299	2	authors	author	NOUN
futech-526	1299	3	systematically	systematically	ADV
futech-526	1299	4	reviewed	review	VERB
futech-526	1299	5	and	and	CCONJ
futech-526	1299	6	tabulated	tabulate	VERB
futech-526	1299	7	these	these	DET
futech-526	1299	8	sources	source	NOUN
futech-526	1299	9	,	,	PUNCT
futech-526	1299	10	adhering	adhere	VERB
futech-526	1299	11	to	to	ADP
futech-526	1299	12	the	the	DET
futech-526	1299	13	international	international	ADJ
futech-526	1299	14	standards	standard	NOUN
futech-526	1299	15	organization	organization	NOUN
futech-526	1299	16	methodology	methodology	NOUN
futech-526	1299	17	to	to	PART
futech-526	1299	18	ensure	ensure	VERB
futech-526	1299	19	data	datum	NOUN
futech-526	1299	20	reliability	reliability	NOUN
futech-526	1299	21	.	.	PUNCT
futech-526	1300	1	the	the	DET
futech-526	1300	2	dataset	dataset	NOUN
futech-526	1300	3	includes	include	VERB
futech-526	1300	4	over	over	ADP
futech-526	1300	5	4,000	4,000	NUM
futech-526	1300	6	food	food	NOUN
futech-526	1300	7	items	item	NOUN
futech-526	1300	8	,	,	PUNCT
futech-526	1300	9	representing	represent	VERB
futech-526	1300	10	a	a	DET
futech-526	1300	11	61	61	NUM
futech-526	1300	12	%	%	NOUN
futech-526	1300	13	increase	increase	NOUN
futech-526	1300	14	from	from	ADP
futech-526	1300	15	the	the	DET
futech-526	1300	16	previous	previous	ADJ
futech-526	1300	17	edition	edition	NOUN
futech-526	1300	18	published	publish	VERB
futech-526	1300	19	in	in	ADP
futech-526	1300	20	2008	2008	NUM
futech-526	1300	21	.	.	PUNCT
futech-526	1301	1	this	this	DET
futech-526	1301	2	comprehensive	comprehensive	ADJ
futech-526	1301	3	dataset	dataset	NOUN
futech-526	1301	4	serves	serve	VERB
futech-526	1301	5	as	as	ADP
futech-526	1301	6	a	a	DET
futech-526	1301	7	valuable	valuable	ADJ
futech-526	1301	8	resource	resource	NOUN
futech-526	1301	9	for	for	ADP
futech-526	1301	10	researchers	researcher	NOUN
futech-526	1301	11	and	and	CCONJ
futech-526	1301	12	healthcare	healthcare	NOUN
futech-526	1301	13	professionals	professional	NOUN
futech-526	1301	14	,	,	PUNCT
futech-526	1301	15	facilitating	facilitate	VERB
futech-526	1301	16	a	a	DET
futech-526	1301	17	better	well	ADJ
futech-526	1301	18	understanding	understanding	NOUN
futech-526	1301	19	of	of	ADP
futech-526	1301	20	the	the	DET
futech-526	1301	21	glycemic	glycemic	ADJ
futech-526	1301	22	impact	impact	NOUN
futech-526	1301	23	of	of	ADP
futech-526	1301	24	various	various	ADJ
futech-526	1301	25	foods	food	NOUN
futech-526	1301	26	and	and	CCONJ
futech-526	1301	27	aiding	aid	VERB
futech-526	1301	28	in	in	ADP
futech-526	1301	29	the	the	DET
futech-526	1301	30	development	development	NOUN
futech-526	1301	31	of	of	ADP
futech-526	1301	32	dietary	dietary	ADJ
futech-526	1301	33	recommendations	recommendation	NOUN
futech-526	1301	34	.	.	PUNCT
futech-526	1302	1	6	6	X
futech-526	1302	2	.	.	X
futech-526	1302	3	research	research	NOUN
futech-526	1302	4	gaps	gap	NOUN
futech-526	1302	5	and	and	CCONJ
futech-526	1302	6	future	future	ADJ
futech-526	1302	7	directions	direction	NOUN
futech-526	1302	8	the	the	DET
futech-526	1302	9	timeline	timeline	NOUN
futech-526	1302	10	analysis	analysis	NOUN
futech-526	1302	11	(	(	PUNCT
futech-526	1302	12	figure	figure	NOUN
futech-526	1302	13	7	7	NUM
futech-526	1302	14	)	)	PUNCT
futech-526	1302	15	reveals	reveal	VERB
futech-526	1302	16	that	that	SCONJ
futech-526	1302	17	a	a	DET
futech-526	1302	18	significant	significant	ADJ
futech-526	1302	19	portion	portion	NOUN
futech-526	1302	20	of	of	ADP
futech-526	1302	21	glycemic	glycemic	ADJ
futech-526	1302	22	index	index	NOUN
futech-526	1302	23	research	research	NOUN
futech-526	1302	24	was	be	AUX
futech-526	1302	25	conducted	conduct	VERB
futech-526	1302	26	during	during	ADP
futech-526	1302	27	the	the	DET
futech-526	1302	28	2015‐2024	2015‐2024	NUM
futech-526	1302	29	period	period	NOUN
futech-526	1302	30	,	,	PUNCT
futech-526	1302	31	reflecting	reflect	VERB
futech-526	1302	32	a	a	DET
futech-526	1302	33	concentrated	concentrated	ADJ
futech-526	1302	34	effort	effort	NOUN
futech-526	1302	35	to	to	PART
futech-526	1302	36	explore	explore	VERB
futech-526	1302	37	foundational	foundational	ADJ
futech-526	1302	38	techniques	technique	NOUN
futech-526	1302	39	in	in	ADP
futech-526	1302	40	gi	gi	NOUN
futech-526	1302	41	prediction	prediction	NOUN
futech-526	1302	42	and	and	CCONJ
futech-526	1302	43	analysis	analysis	NOUN
futech-526	1302	44	.	.	PUNCT
futech-526	1303	1	however	however	ADV
futech-526	1303	2	,	,	PUNCT
futech-526	1303	3	much	much	ADJ
futech-526	1303	4	of	of	ADP
futech-526	1303	5	this	this	DET
futech-526	1303	6	work	work	NOUN
futech-526	1303	7	has	have	AUX
futech-526	1303	8	relied	rely	VERB
futech-526	1303	9	on	on	ADP
futech-526	1303	10	traditional	traditional	ADJ
futech-526	1303	11	statistical	statistical	ADJ
futech-526	1303	12	methods	method	NOUN
futech-526	1303	13	and	and	CCONJ
futech-526	1303	14	machine	machine	NOUN
futech-526	1303	15	learning	learning	NOUN
futech-526	1303	16	,	,	PUNCT
futech-526	1303	17	with	with	ADP
futech-526	1303	18	limited	limited	ADJ
futech-526	1303	19	integration	integration	NOUN
futech-526	1303	20	of	of	ADP
futech-526	1303	21	emerging	emerge	VERB
futech-526	1303	22	technologies	technology	NOUN
futech-526	1303	23	such	such	ADJ
futech-526	1303	24	as	as	ADP
futech-526	1303	25	explainable	explainable	ADJ
futech-526	1303	26	ai	ai	NOUN
futech-526	1303	27	,	,	PUNCT
futech-526	1303	28	deep	deep	ADJ
futech-526	1303	29	learning	learning	NOUN
futech-526	1303	30	,	,	PUNCT
futech-526	1303	31	and	and	CCONJ
futech-526	1303	32	reinforcement	reinforcement	NOUN
futech-526	1303	33	learning	learning	NOUN
futech-526	1303	34	.	.	PUNCT
futech-526	1304	1	the	the	DET
futech-526	1304	2	consistent	consistent	ADJ
futech-526	1304	3	presence	presence	NOUN
futech-526	1304	4	of	of	ADP
futech-526	1304	5	machine	machine	NOUN
futech-526	1304	6	learning	learning	NOUN
futech-526	1304	7	(	(	PUNCT
futech-526	1304	8	green	green	ADJ
futech-526	1304	9	category	category	NOUN
futech-526	1304	10	)	)	PUNCT
futech-526	1304	11	underscores	underscore	VERB
futech-526	1304	12	its	its	PRON
futech-526	1304	13	foundational	foundational	ADJ
futech-526	1304	14	role	role	NOUN
futech-526	1304	15	in	in	ADP
futech-526	1304	16	gi	gi	PROPN
futech-526	1304	17	research	research	NOUN
futech-526	1304	18	,	,	PUNCT
futech-526	1304	19	but	but	CCONJ
futech-526	1304	20	future	future	ADJ
futech-526	1304	21	studies	study	NOUN
futech-526	1304	22	should	should	AUX
futech-526	1304	23	explore	explore	VERB
futech-526	1304	24	ensemble	ensemble	ADJ
futech-526	1304	25	methods	method	NOUN
futech-526	1304	26	and	and	CCONJ
futech-526	1304	27	meta‐learning	meta‐learne	VERB
futech-526	1304	28	to	to	PART
futech-526	1304	29	improve	improve	VERB
futech-526	1304	30	predictive	predictive	ADJ
futech-526	1304	31	performance	performance	NOUN
futech-526	1304	32	,	,	PUNCT
futech-526	1304	33	particularly	particularly	ADV
futech-526	1304	34	for	for	ADP
futech-526	1304	35	diverse	diverse	ADJ
futech-526	1304	36	food	food	NOUN
futech-526	1304	37	types	type	NOUN
futech-526	1304	38	and	and	CCONJ
futech-526	1304	39	ripeness	ripeness	NOUN
futech-526	1304	40	stages	stage	NOUN
futech-526	1304	41	.	.	PUNCT
futech-526	1305	1	deep	deep	ADJ
futech-526	1305	2	learning	learning	PROPN
futech-526	1305	3	’s	’s	PART
futech-526	1305	4	growing	grow	VERB
futech-526	1305	5	role	role	NOUN
futech-526	1305	6	since	since	SCONJ
futech-526	1305	7	2015	2015	NUM
futech-526	1305	8	presents	present	VERB
futech-526	1305	9	opportunities	opportunity	NOUN
futech-526	1305	10	for	for	ADP
futech-526	1305	11	leveraging	leverage	VERB
futech-526	1305	12	advanced	advanced	ADJ
futech-526	1305	13	architectures	architecture	NOUN
futech-526	1305	14	such	such	ADJ
futech-526	1305	15	as	as	ADP
futech-526	1305	16	transformer‐based	transformer‐base	VERB
futech-526	1305	17	models	model	NOUN
futech-526	1305	18	or	or	CCONJ
futech-526	1305	19	multimodal	multimodal	NOUN
futech-526	1305	20	learning	learning	NOUN
futech-526	1305	21	.	.	PUNCT
futech-526	1306	1	by	by	ADP
futech-526	1306	2	combining	combine	VERB
futech-526	1306	3	diverse	diverse	ADJ
futech-526	1306	4	data	datum	NOUN
futech-526	1306	5	sources	source	NOUN
futech-526	1306	6	,	,	PUNCT
futech-526	1306	7	including	include	VERB
futech-526	1306	8	biochemical	biochemical	ADJ
futech-526	1306	9	food	food	NOUN
futech-526	1306	10	properties	property	NOUN
futech-526	1306	11	,	,	PUNCT
futech-526	1306	12	imaging	imaging	NOUN
futech-526	1306	13	data	datum	NOUN
futech-526	1306	14	,	,	PUNCT
futech-526	1306	15	and	and	CCONJ
futech-526	1306	16	textual	textual	ADJ
futech-526	1306	17	descriptions	description	NOUN
futech-526	1306	18	,	,	PUNCT
futech-526	1306	19	these	these	DET
futech-526	1306	20	methods	method	NOUN
futech-526	1306	21	can	can	AUX
futech-526	1306	22	significantly	significantly	ADV
futech-526	1306	23	enhance	enhance	VERB
futech-526	1306	24	the	the	DET
futech-526	1306	25	accuracy	accuracy	NOUN
futech-526	1306	26	and	and	CCONJ
futech-526	1306	27	scope	scope	NOUN
futech-526	1306	28	of	of	ADP
futech-526	1306	29	gi	gi	PROPN
futech-526	1306	30	prediction	prediction	NOUN
futech-526	1306	31	.	.	PUNCT
futech-526	1307	1	statistical	statistical	ADJ
futech-526	1307	2	learning	learning	NOUN
futech-526	1307	3	,	,	PUNCT
futech-526	1307	4	while	while	SCONJ
futech-526	1307	5	enduringly	enduringly	ADV
futech-526	1307	6	relevant	relevant	ADJ
futech-526	1307	7	,	,	PUNCT
futech-526	1307	8	can	can	AUX
futech-526	1307	9	be	be	AUX
futech-526	1307	10	effectively	effectively	ADV
futech-526	1307	11	combined	combine	VERB
futech-526	1307	12	with	with	ADP
futech-526	1307	13	modern	modern	ADJ
futech-526	1307	14	deep	deep	ADJ
futech-526	1307	15	learning	learning	NOUN
futech-526	1307	16	approaches	approach	NOUN
futech-526	1307	17	to	to	PART
futech-526	1307	18	create	create	VERB
futech-526	1307	19	hybrid	hybrid	ADJ
futech-526	1307	20	models	model	NOUN
futech-526	1307	21	for	for	ADP
futech-526	1307	22	interpretable	interpretable	ADJ
futech-526	1307	23	and	and	CCONJ
futech-526	1307	24	robust	robust	ADJ
futech-526	1307	25	predictions	prediction	NOUN
futech-526	1307	26	.	.	PUNCT
futech-526	1308	1	reinforcement	reinforcement	NOUN
futech-526	1308	2	learning	learning	NOUN
futech-526	1308	3	,	,	PUNCT
futech-526	1308	4	with	with	ADP
futech-526	1308	5	only	only	ADV
futech-526	1308	6	one	one	NUM
futech-526	1308	7	study	study	NOUN
futech-526	1308	8	in	in	ADP
futech-526	1308	9	the	the	DET
futech-526	1308	10	current	current	ADJ
futech-526	1308	11	collection	collection	NOUN
futech-526	1308	12	,	,	PUNCT
futech-526	1308	13	is	be	AUX
futech-526	1308	14	an	an	DET
futech-526	1308	15	underexplored	underexplored	ADJ
futech-526	1308	16	yet	yet	ADV
futech-526	1308	17	promising	promising	ADJ
futech-526	1308	18	direction	direction	NOUN
futech-526	1308	19	.	.	PUNCT
futech-526	1309	1	rl	rl	ADP
futech-526	1309	2	agents	agent	NOUN
futech-526	1309	3	can	can	AUX
futech-526	1309	4	dynamically	dynamically	ADV
futech-526	1309	5	predict	predict	VERB
futech-526	1309	6	gi	gi	NOUN
futech-526	1309	7	based	base	VERB
futech-526	1309	8	on	on	ADP
futech-526	1309	9	ripeness	ripeness	NOUN
futech-526	1309	10	levels	level	NOUN
futech-526	1309	11	by	by	ADP
futech-526	1309	12	interacting	interact	VERB
futech-526	1309	13	with	with	ADP
futech-526	1309	14	sensor	sensor	NOUN
futech-526	1309	15	networks	network	NOUN
futech-526	1309	16	in	in	ADP
futech-526	1309	17	food	food	NOUN
futech-526	1309	18	supply	supply	NOUN
futech-526	1309	19	chains	chain	NOUN
futech-526	1309	20	,	,	PUNCT
futech-526	1309	21	using	use	VERB
futech-526	1309	22	iterative	iterative	NOUN
futech-526	1309	23	feedback	feedback	NOUN
futech-526	1309	24	to	to	PART
futech-526	1309	25	enhance	enhance	VERB
futech-526	1309	26	accuracy	accuracy	NOUN
futech-526	1309	27	.	.	PUNCT
futech-526	1310	1	another	another	DET
futech-526	1310	2	promising	promising	ADJ
futech-526	1310	3	application	application	NOUN
futech-526	1310	4	involves	involve	VERB
futech-526	1310	5	rl‐driven	rl‐driven	VERB
futech-526	1310	6	dietary	dietary	ADJ
futech-526	1310	7	recommendation	recommendation	NOUN
futech-526	1310	8	systems	system	NOUN
futech-526	1310	9	that	that	PRON
futech-526	1310	10	adjust	adjust	VERB
futech-526	1310	11	in	in	ADP
futech-526	1310	12	real‐time	real‐time	NOUN
futech-526	1310	13	based	base	VERB
futech-526	1310	14	on	on	ADP
futech-526	1310	15	users	user	NOUN
futech-526	1310	16	’	’	PART
futech-526	1310	17	blood	blood	NOUN
futech-526	1310	18	glucose	glucose	NOUN
futech-526	1310	19	levels	level	NOUN
futech-526	1310	20	,	,	PUNCT
futech-526	1310	21	dietary	dietary	ADJ
futech-526	1310	22	preferences	preference	NOUN
futech-526	1310	23	,	,	PUNCT
futech-526	1310	24	and	and	CCONJ
futech-526	1310	25	lifestyle	lifestyle	NOUN
futech-526	1310	26	factors	factor	NOUN
futech-526	1310	27	such	such	ADJ
futech-526	1310	28	as	as	ADP
futech-526	1310	29	exercise	exercise	NOUN
futech-526	1310	30	and	and	CCONJ
futech-526	1310	31	stress	stress	NOUN
futech-526	1310	32	.	.	PUNCT
futech-526	1311	1	with	with	ADP
futech-526	1311	2	advancements	advancement	NOUN
futech-526	1311	3	in	in	ADP
futech-526	1311	4	wearable	wearable	ADJ
futech-526	1311	5	technology	technology	NOUN
futech-526	1311	6	and	and	CCONJ
futech-526	1311	7	iot	iot	NOUN
futech-526	1311	8	devices	device	NOUN
futech-526	1311	9	,	,	PUNCT
futech-526	1311	10	rl‐	rl‐	X
futech-526	1311	11	based	base	VERB
futech-526	1311	12	systems	system	NOUN
futech-526	1311	13	could	could	AUX
futech-526	1311	14	revolutionize	revolutionize	VERB
futech-526	1311	15	personalized	personalized	ADJ
futech-526	1311	16	glycemic	glycemic	ADJ
futech-526	1311	17	management	management	NOUN
futech-526	1311	18	by	by	ADP
futech-526	1311	19	minimizing	minimize	VERB
futech-526	1311	20	glycemic	glycemic	ADJ
futech-526	1311	21	spikes	spike	NOUN
futech-526	1311	22	and	and	CCONJ
futech-526	1311	23	optimizing	optimize	VERB
futech-526	1311	24	dietary	dietary	ADJ
futech-526	1311	25	plans	plan	NOUN
futech-526	1311	26	tailored	tailor	VERB
futech-526	1311	27	to	to	ADP
futech-526	1311	28	individual	individual	ADJ
futech-526	1311	29	needs	need	NOUN
futech-526	1311	30	.	.	PUNCT
futech-526	1312	1	the	the	DET
futech-526	1312	2	mapping	mapping	NOUN
futech-526	1312	3	of	of	ADP
futech-526	1312	4	the	the	DET
futech-526	1312	5	literature	literature	NOUN
futech-526	1312	6	by	by	ADP
futech-526	1312	7	region	region	NOUN
futech-526	1312	8	revealed	reveal	VERB
futech-526	1312	9	notable	notable	ADJ
futech-526	1312	10	insights	insight	NOUN
futech-526	1312	11	into	into	ADP
futech-526	1312	12	the	the	DET
futech-526	1312	13	geographical	geographical	ADJ
futech-526	1312	14	distribution	distribution	NOUN
futech-526	1312	15	of	of	ADP
futech-526	1312	16	research	research	NOUN
futech-526	1312	17	activities	activity	NOUN
futech-526	1312	18	.	.	PUNCT
futech-526	1313	1	as	as	SCONJ
futech-526	1313	2	shown	show	VERB
futech-526	1313	3	in	in	ADP
futech-526	1313	4	figure	figure	NOUN
futech-526	1313	5	9	9	NUM
futech-526	1313	6	,	,	PUNCT
futech-526	1313	7	the	the	DET
futech-526	1313	8	majority	majority	NOUN
futech-526	1313	9	of	of	ADP
futech-526	1313	10	gi‐based	gi‐base	VERB
futech-526	1313	11	research	research	NOUN
futech-526	1313	12	utilizing	utilize	VERB
futech-526	1313	13	ai	ai	NOUN
futech-526	1313	14	technologies	technology	NOUN
futech-526	1313	15	has	have	AUX
futech-526	1313	16	been	be	AUX
futech-526	1313	17	conducted	conduct	VERB
futech-526	1313	18	in	in	ADP
futech-526	1313	19	north	north	ADJ
futech-526	1313	20	american	american	ADJ
futech-526	1313	21	countries	country	NOUN
futech-526	1313	22	.	.	PUNCT
futech-526	1314	1	additionally	additionally	ADV
futech-526	1314	2	,	,	PUNCT
futech-526	1314	3	several	several	ADJ
futech-526	1314	4	asian	asian	ADJ
futech-526	1314	5	countries	country	NOUN
futech-526	1314	6	,	,	PUNCT
futech-526	1314	7	such	such	ADJ
futech-526	1314	8	as	as	ADP
futech-526	1314	9	india	india	PROPN
futech-526	1314	10	,	,	PUNCT
futech-526	1314	11	have	have	AUX
futech-526	1314	12	contributed	contribute	VERB
futech-526	1314	13	significantly	significantly	ADV
futech-526	1314	14	to	to	ADP
futech-526	1314	15	this	this	DET
futech-526	1314	16	field	field	NOUN
futech-526	1314	17	with	with	ADP
futech-526	1314	18	a	a	DET
futech-526	1314	19	substantial	substantial	ADJ
futech-526	1314	20	number	number	NOUN
futech-526	1314	21	of	of	ADP
futech-526	1314	22	publications	publication	NOUN
futech-526	1314	23	.	.	PUNCT
futech-526	1315	1	these	these	DET
futech-526	1315	2	findings	finding	NOUN
futech-526	1315	3	highlight	highlight	VERB
futech-526	1315	4	the	the	DET
futech-526	1315	5	global	global	ADJ
futech-526	1315	6	interest	interest	NOUN
futech-526	1315	7	in	in	ADP
futech-526	1315	8	gi‐based	gi‐base	VERB
futech-526	1315	9	research	research	NOUN
futech-526	1315	10	while	while	SCONJ
futech-526	1315	11	also	also	ADV
futech-526	1315	12	emphasizing	emphasize	VERB
futech-526	1315	13	regional	regional	ADJ
futech-526	1315	14	disparities	disparity	NOUN
futech-526	1315	15	in	in	ADP
futech-526	1315	16	research	research	NOUN
futech-526	1315	17	output	output	NOUN
futech-526	1315	18	,	,	PUNCT
futech-526	1315	19	suggesting	suggest	VERB
futech-526	1315	20	opportunities	opportunity	NOUN
futech-526	1315	21	for	for	ADP
futech-526	1315	22	further	further	ADJ
futech-526	1315	23	contributions	contribution	NOUN
futech-526	1315	24	from	from	ADP
futech-526	1315	25	underrepresented	underrepresented	ADJ
futech-526	1315	26	regions	region	NOUN
futech-526	1315	27	.	.	PUNCT
futech-526	1316	1	figure	figure	VERB
futech-526	1316	2	9	9	NUM
futech-526	1316	3	:	:	PUNCT
futech-526	1316	4	number	number	NOUN
futech-526	1316	5	of	of	ADP
futech-526	1316	6	papers	paper	NOUN
futech-526	1316	7	occurrences	occurrence	NOUN
futech-526	1316	8	by	by	ADP
futech-526	1316	9	geographic	geographic	ADJ
futech-526	1316	10	region	region	NOUN
futech-526	1316	11	the	the	DET
futech-526	1316	12	dataset	dataset	ADJ
futech-526	1316	13	analysis	analysis	NOUN
futech-526	1316	14	(	(	PUNCT
futech-526	1316	15	figure	figure	NOUN
futech-526	1316	16	8)	8)	NUM
futech-526	1316	17	highlights	highlight	NOUN
futech-526	1316	18	the	the	DET
futech-526	1316	19	increasing	increase	VERB
futech-526	1316	20	use	use	NOUN
futech-526	1316	21	of	of	ADP
futech-526	1316	22	custom	custom	NOUN
futech-526	1316	23	datasets	dataset	NOUN
futech-526	1316	24	,	,	PUNCT
futech-526	1316	25	which	which	PRON
futech-526	1316	26	often	often	ADV
futech-526	1316	27	integrate	integrate	VERB
futech-526	1316	28	continuous	continuous	ADJ
futech-526	1316	29	glucose	glucose	NOUN
futech-526	1316	30	monitoring	monitoring	NOUN
futech-526	1316	31	(	(	PUNCT
futech-526	1316	32	cgm	cgm	PROPN
futech-526	1316	33	)	)	PUNCT
futech-526	1316	34	data	datum	NOUN
futech-526	1316	35	,	,	PUNCT
futech-526	1316	36	wearables	wearable	NOUN
futech-526	1316	37	,	,	PUNCT
futech-526	1316	38	and	and	CCONJ
futech-526	1316	39	iot	iot	PROPN
futech-526	1316	40	devices	device	NOUN
futech-526	1316	41	to	to	PART
futech-526	1316	42	monitor	monitor	VERB
futech-526	1316	43	food	food	NOUN
futech-526	1316	44	intake	intake	NOUN
futech-526	1316	45	,	,	PUNCT
futech-526	1316	46	activity	activity	NOUN
futech-526	1316	47	patterns	pattern	NOUN
futech-526	1316	48	,	,	PUNCT
futech-526	1316	49	and	and	CCONJ
futech-526	1316	50	health	health	NOUN
futech-526	1316	51	metrics	metric	NOUN
futech-526	1316	52	.	.	PUNCT
futech-526	1317	1	while	while	SCONJ
futech-526	1317	2	custom	custom	NOUN
futech-526	1317	3	datasets	dataset	NOUN
futech-526	1317	4	enable	enable	VERB
futech-526	1317	5	granular	granular	ADJ
futech-526	1317	6	insights	insight	NOUN
futech-526	1317	7	,	,	PUNCT
futech-526	1317	8	existing	exist	VERB
futech-526	1317	9	benchmark	benchmark	NOUN
futech-526	1317	10	datasets	dataset	NOUN
futech-526	1317	11	like	like	ADP
futech-526	1317	12	nhanes	nhane	NOUN
futech-526	1317	13	,	,	PUNCT
futech-526	1317	14	diadvisor	diadvisor	PROPN
futech-526	1317	15	,	,	PUNCT
futech-526	1317	16	ammodit	ammodit	NOUN
futech-526	1317	17	,	,	PUNCT
futech-526	1317	18	d1namo	d1namo	NOUN
futech-526	1317	19	,	,	PUNCT
futech-526	1317	20	and	and	CCONJ
futech-526	1317	21	ohiot1	ohiot1	PROPN
futech-526	1317	22	dm	dm	PROPN
futech-526	1317	23	remain	remain	VERB
futech-526	1317	24	crucial	crucial	ADJ
futech-526	1317	25	for	for	ADP
futech-526	1317	26	stan‐	stan‐	NOUN
futech-526	1317	27	standardization	standardization	NOUN
futech-526	1317	28	.	.	PUNCT
futech-526	1318	1	hybrid	hybrid	ADJ
futech-526	1318	2	datasets	dataset	NOUN
futech-526	1318	3	that	that	PRON
futech-526	1318	4	combine	combine	VERB
futech-526	1318	5	custom	custom	NOUN
futech-526	1318	6	and	and	CCONJ
futech-526	1318	7	nh	nh	PROPN
futech-526	1318	8	.	.	PROPN
futech-526	1318	9	wanigasingha	wanigasingha	NOUN
futech-526	1318	10	et	et	PROPN
futech-526	1318	11	al	al	PROPN
futech-526	1318	12	.	.	PROPN
futech-526	1318	13	/future	/future	PUNCT
futech-526	1318	14	technology	technology	PROPN
futech-526	1319	1	february	february	PROPN
futech-526	1319	2	2026|	2026|	NUM
futech-526	1319	3	volume	volume	NOUN
futech-526	1319	4	05	05	NUM
futech-526	1320	1	|	|	ADV
futech-526	1320	2	issue	issue	NOUN
futech-526	1320	3	01	01	NUM
futech-526	1321	1	|	|	NOUN
futech-526	1321	2	pages	page	VERB
futech-526	1321	3	93	93	NUM
futech-526	1321	4	-	-	SYM
futech-526	1321	5	126	126	NUM
futech-526	1321	6	121	121	NUM
futech-526	1321	7	benchmark	benchmark	NOUN
futech-526	1321	8	data	datum	NOUN
futech-526	1321	9	are	be	AUX
futech-526	1321	10	emerging	emerge	VERB
futech-526	1321	11	as	as	ADP
futech-526	1321	12	a	a	DET
futech-526	1321	13	powerful	powerful	ADJ
futech-526	1321	14	approach	approach	NOUN
futech-526	1321	15	,	,	PUNCT
futech-526	1321	16	offering	offer	VERB
futech-526	1321	17	the	the	DET
futech-526	1321	18	reliability	reliability	NOUN
futech-526	1321	19	of	of	ADP
futech-526	1321	20	standardized	standardized	ADJ
futech-526	1321	21	data	datum	NOUN
futech-526	1321	22	along	along	ADP
futech-526	1321	23	with	with	ADP
futech-526	1321	24	the	the	DET
futech-526	1321	25	specificity	specificity	NOUN
futech-526	1321	26	of	of	ADP
futech-526	1321	27	real‐world	real‐world	NOUN
futech-526	1321	28	measurements	measurement	NOUN
futech-526	1321	29	.	.	PUNCT
futech-526	1322	1	additionally	additionally	ADV
futech-526	1322	2	,	,	PUNCT
futech-526	1322	3	datasets	dataset	NOUN
futech-526	1322	4	sourced	source	VERB
futech-526	1322	5	from	from	ADP
futech-526	1322	6	recipe	recipe	NOUN
futech-526	1322	7	platforms	platform	NOUN
futech-526	1322	8	like	like	ADP
futech-526	1322	9	allrecipes	allrecipe	NOUN
futech-526	1322	10	provide	provide	VERB
futech-526	1322	11	valuable	valuable	ADJ
futech-526	1322	12	nutritional	nutritional	ADJ
futech-526	1322	13	insights	insight	NOUN
futech-526	1322	14	,	,	PUNCT
futech-526	1322	15	complementing	complement	VERB
futech-526	1322	16	structured	structured	ADJ
futech-526	1322	17	survey	survey	NOUN
futech-526	1322	18	data	datum	NOUN
futech-526	1322	19	and	and	CCONJ
futech-526	1322	20	enhancing	enhance	VERB
futech-526	1322	21	the	the	DET
futech-526	1322	22	comprehensiveness	comprehensiveness	NOUN
futech-526	1322	23	of	of	ADP
futech-526	1322	24	research	research	NOUN
futech-526	1322	25	.	.	PUNCT
futech-526	1323	1	looking	look	VERB
futech-526	1323	2	ahead	ahead	ADV
futech-526	1323	3	,	,	PUNCT
futech-526	1323	4	integrating	integrate	VERB
futech-526	1323	5	these	these	DET
futech-526	1323	6	diverse	diverse	ADJ
futech-526	1323	7	datasets	dataset	NOUN
futech-526	1323	8	with	with	ADP
futech-526	1323	9	ai‐driven	ai‐driven	ADJ
futech-526	1323	10	models	model	NOUN
futech-526	1323	11	holds	hold	VERB
futech-526	1323	12	immense	immense	ADJ
futech-526	1323	13	potential	potential	NOUN
futech-526	1323	14	for	for	ADP
futech-526	1323	15	advancing	advance	VERB
futech-526	1323	16	gi	gi	NOUN
futech-526	1323	17	research	research	NOUN
futech-526	1323	18	.	.	PUNCT
futech-526	1324	1	automated	automate	VERB
futech-526	1324	2	image	image	NOUN
futech-526	1324	3	analysis	analysis	NOUN
futech-526	1324	4	can	can	AUX
futech-526	1324	5	improve	improve	VERB
futech-526	1324	6	ripeness	ripeness	NOUN
futech-526	1324	7	and	and	CCONJ
futech-526	1324	8	portion	portion	NOUN
futech-526	1324	9	-	-	PUNCT
futech-526	1324	10	size	size	NOUN
futech-526	1324	11	estimation	estimation	NOUN
futech-526	1324	12	,	,	PUNCT
futech-526	1324	13	while	while	SCONJ
futech-526	1324	14	wearable	wearable	ADJ
futech-526	1324	15	data	datum	NOUN
futech-526	1324	16	and	and	CCONJ
futech-526	1324	17	iot	iot	PROPN
futech-526	1324	18	systems	system	NOUN
futech-526	1324	19	can	can	AUX
futech-526	1324	20	facilitate	facilitate	VERB
futech-526	1324	21	real‐time	real‐time	NOUN
futech-526	1324	22	and	and	CCONJ
futech-526	1324	23	longitudinal	longitudinal	ADJ
futech-526	1324	24	studies	study	NOUN
futech-526	1324	25	.	.	PUNCT
futech-526	1325	1	such	such	ADJ
futech-526	1325	2	approaches	approach	NOUN
futech-526	1325	3	will	will	AUX
futech-526	1325	4	enhance	enhance	VERB
futech-526	1325	5	our	our	PRON
futech-526	1325	6	understanding	understanding	NOUN
futech-526	1325	7	of	of	ADP
futech-526	1325	8	gi	gi	NOUN
futech-526	1325	9	variability	variability	NOUN
futech-526	1325	10	across	across	ADP
futech-526	1325	11	populations	population	NOUN
futech-526	1325	12	and	and	CCONJ
futech-526	1325	13	time	time	NOUN
futech-526	1325	14	scales	scale	NOUN
futech-526	1325	15	,	,	PUNCT
futech-526	1325	16	enabling	enable	VERB
futech-526	1325	17	personalized	personalized	ADJ
futech-526	1325	18	interventions	intervention	NOUN
futech-526	1325	19	and	and	CCONJ
futech-526	1325	20	population‐level	population‐level	VERB
futech-526	1325	21	dietary	dietary	ADJ
futech-526	1325	22	recommendations	recommendation	NOUN
futech-526	1325	23	.	.	PUNCT
futech-526	1326	1	finally	finally	ADV
futech-526	1326	2	,	,	PUNCT
futech-526	1326	3	the	the	DET
futech-526	1326	4	limited	limited	ADJ
futech-526	1326	5	application	application	NOUN
futech-526	1326	6	of	of	ADP
futech-526	1326	7	explainable	explainable	ADJ
futech-526	1326	8	ai	ai	NOUN
futech-526	1326	9	in	in	ADP
futech-526	1326	10	gi	gi	NOUN
futech-526	1326	11	research	research	NOUN
futech-526	1326	12	represents	represent	VERB
futech-526	1326	13	a	a	DET
futech-526	1326	14	critical	critical	ADJ
futech-526	1326	15	gap	gap	NOUN
futech-526	1326	16	.	.	PUNCT
futech-526	1327	1	xai	xai	PROPN
futech-526	1327	2	tools	tool	NOUN
futech-526	1327	3	,	,	PUNCT
futech-526	1327	4	such	such	ADJ
futech-526	1327	5	as	as	ADP
futech-526	1327	6	shap	shap	NOUN
futech-526	1327	7	,	,	PUNCT
futech-526	1327	8	have	have	AUX
futech-526	1327	9	only	only	ADV
futech-526	1327	10	been	be	AUX
futech-526	1327	11	applied	apply	VERB
futech-526	1327	12	in	in	ADP
futech-526	1327	13	two	two	NUM
futech-526	1327	14	studies	study	NOUN
futech-526	1327	15	,	,	PUNCT
futech-526	1327	16	highlighting	highlight	VERB
futech-526	1327	17	an	an	DET
futech-526	1327	18	opportunity	opportunity	NOUN
futech-526	1327	19	for	for	ADP
futech-526	1327	20	future	future	ADJ
futech-526	1327	21	work	work	NOUN
futech-526	1327	22	.	.	PUNCT
futech-526	1328	1	by	by	ADP
futech-526	1328	2	integrating	integrate	VERB
futech-526	1328	3	xai	xai	PROPN
futech-526	1328	4	into	into	ADP
futech-526	1328	5	gi	gi	NOUN
futech-526	1328	6	prediction	prediction	NOUN
futech-526	1328	7	models	model	NOUN
futech-526	1328	8	,	,	PUNCT
futech-526	1328	9	researchers	researcher	NOUN
futech-526	1328	10	can	can	AUX
futech-526	1328	11	improve	improve	VERB
futech-526	1328	12	transparency	transparency	NOUN
futech-526	1328	13	and	and	CCONJ
futech-526	1328	14	trust	trust	NOUN
futech-526	1328	15	while	while	SCONJ
futech-526	1328	16	uncovering	uncover	VERB
futech-526	1328	17	the	the	DET
futech-526	1328	18	factors	factor	NOUN
futech-526	1328	19	driving	drive	VERB
futech-526	1328	20	glycemic	glycemic	ADJ
futech-526	1328	21	variability	variability	NOUN
futech-526	1328	22	,	,	PUNCT
futech-526	1328	23	such	such	ADJ
futech-526	1328	24	as	as	ADP
futech-526	1328	25	food	food	NOUN
futech-526	1328	26	preparation	preparation	NOUN
futech-526	1328	27	methods	method	NOUN
futech-526	1328	28	,	,	PUNCT
futech-526	1328	29	ripeness	ripeness	NOUN
futech-526	1328	30	,	,	PUNCT
futech-526	1328	31	and	and	CCONJ
futech-526	1328	32	individual	individual	ADJ
futech-526	1328	33	metabolic	metabolic	NOUN
futech-526	1328	34	responses	response	NOUN
futech-526	1328	35	.	.	PUNCT
futech-526	1329	1	xai	xai	PROPN
futech-526	1329	2	has	have	VERB
futech-526	1329	3	the	the	DET
futech-526	1329	4	potential	potential	NOUN
futech-526	1329	5	to	to	PART
futech-526	1329	6	bridge	bridge	VERB
futech-526	1329	7	the	the	DET
futech-526	1329	8	gap	gap	NOUN
futech-526	1329	9	between	between	ADP
futech-526	1329	10	advanced	advanced	ADJ
futech-526	1329	11	ai	ai	NOUN
futech-526	1329	12	techniques	technique	NOUN
futech-526	1329	13	and	and	CCONJ
futech-526	1329	14	their	their	PRON
futech-526	1329	15	practical	practical	ADJ
futech-526	1329	16	,	,	PUNCT
futech-526	1329	17	interpretable	interpretable	ADJ
futech-526	1329	18	application	application	NOUN
futech-526	1329	19	in	in	ADP
futech-526	1329	20	healthcare	healthcare	PROPN
futech-526	1329	21	,	,	PUNCT
futech-526	1329	22	paving	pave	VERB
futech-526	1329	23	the	the	DET
futech-526	1329	24	way	way	NOUN
futech-526	1329	25	for	for	ADP
futech-526	1329	26	more	more	ADV
futech-526	1329	27	effective	effective	ADJ
futech-526	1329	28	and	and	CCONJ
futech-526	1329	29	user‐centric	user‐centric	ADJ
futech-526	1329	30	glycemic	glycemic	ADJ
futech-526	1329	31	management	management	NOUN
futech-526	1329	32	solutions	solution	NOUN
futech-526	1329	33	.	.	PUNCT
futech-526	1330	1	by	by	ADP
futech-526	1330	2	addressing	address	VERB
futech-526	1330	3	these	these	DET
futech-526	1330	4	gaps	gap	NOUN
futech-526	1330	5	and	and	CCONJ
futech-526	1330	6	leveraging	leverage	VERB
futech-526	1330	7	advanced	advanced	ADJ
futech-526	1330	8	ai	ai	NOUN
futech-526	1330	9	methodologies	methodology	NOUN
futech-526	1330	10	,	,	PUNCT
futech-526	1330	11	future	future	ADJ
futech-526	1330	12	research	research	NOUN
futech-526	1330	13	can	can	AUX
futech-526	1330	14	unlock	unlock	VERB
futech-526	1330	15	transformative	transformative	ADJ
futech-526	1330	16	potential	potential	NOUN
futech-526	1330	17	in	in	ADP
futech-526	1330	18	glycemic	glycemic	ADJ
futech-526	1330	19	index	index	NOUN
futech-526	1330	20	prediction	prediction	NOUN
futech-526	1330	21	,	,	PUNCT
futech-526	1330	22	management	management	NOUN
futech-526	1330	23	,	,	PUNCT
futech-526	1330	24	and	and	CCONJ
futech-526	1330	25	personalized	personalized	ADJ
futech-526	1330	26	healthcare	healthcare	NOUN
futech-526	1330	27	.	.	PUNCT
futech-526	1331	1	the	the	DET
futech-526	1331	2	future	future	NOUN
futech-526	1331	3	of	of	ADP
futech-526	1331	4	glycemic	glycemic	ADJ
futech-526	1331	5	index	index	NOUN
futech-526	1331	6	-	-	PUNCT
futech-526	1331	7	related	relate	VERB
futech-526	1331	8	studies	study	NOUN
futech-526	1331	9	can	can	AUX
futech-526	1331	10	lead	lead	VERB
futech-526	1331	11	to	to	ADP
futech-526	1331	12	providing	provide	VERB
futech-526	1331	13	personalized	personalized	ADJ
futech-526	1331	14	nutrition	nutrition	NOUN
futech-526	1331	15	advice	advice	NOUN
futech-526	1331	16	by	by	ADP
futech-526	1331	17	integrating	integrate	VERB
futech-526	1331	18	cgm	cgm	PROPN
futech-526	1331	19	devices	device	NOUN
futech-526	1331	20	,	,	PUNCT
futech-526	1331	21	wearable	wearable	ADJ
futech-526	1331	22	sensors	sensor	NOUN
futech-526	1331	23	,	,	PUNCT
futech-526	1331	24	and	and	CCONJ
futech-526	1331	25	mobile	mobile	ADJ
futech-526	1331	26	health	health	NOUN
futech-526	1331	27	applications	application	NOUN
futech-526	1331	28	that	that	PRON
futech-526	1331	29	allow	allow	VERB
futech-526	1331	30	ai	ai	VERB
futech-526	1331	31	models	model	NOUN
futech-526	1331	32	to	to	PART
futech-526	1331	33	learn	learn	VERB
futech-526	1331	34	users	user	NOUN
futech-526	1331	35	'	'	PART
futech-526	1331	36	real	real	ADJ
futech-526	1331	37	-	-	PUNCT
futech-526	1331	38	time	time	NOUN
futech-526	1331	39	responses	response	NOUN
futech-526	1331	40	.	.	PUNCT
futech-526	1332	1	these	these	DET
futech-526	1332	2	models	model	NOUN
futech-526	1332	3	can	can	AUX
futech-526	1332	4	predict	predict	VERB
futech-526	1332	5	individual	individual	ADJ
futech-526	1332	6	gi	gi	NOUN
futech-526	1332	7	values	value	NOUN
futech-526	1332	8	using	use	VERB
futech-526	1332	9	each	each	DET
futech-526	1332	10	person	person	NOUN
futech-526	1332	11	’s	’s	PART
futech-526	1332	12	physiology	physiology	NOUN
futech-526	1332	13	,	,	PUNCT
futech-526	1332	14	activity	activity	NOUN
futech-526	1332	15	level	level	NOUN
futech-526	1332	16	,	,	PUNCT
futech-526	1332	17	stress	stress	NOUN
futech-526	1332	18	,	,	PUNCT
futech-526	1332	19	and	and	CCONJ
futech-526	1332	20	circadian	circadian	ADJ
futech-526	1332	21	rhythm	rhythm	NOUN
futech-526	1332	22	.	.	PUNCT
futech-526	1333	1	these	these	DET
futech-526	1333	2	ai	ai	PROPN
futech-526	1333	3	systems	system	NOUN
futech-526	1333	4	can	can	AUX
futech-526	1333	5	help	help	VERB
futech-526	1333	6	individuals	individual	NOUN
futech-526	1333	7	maintain	maintain	VERB
futech-526	1333	8	a	a	DET
futech-526	1333	9	stable	stable	ADJ
futech-526	1333	10	glucose	glucose	NOUN
futech-526	1333	11	level	level	NOUN
futech-526	1333	12	by	by	ADP
futech-526	1333	13	giving	give	VERB
futech-526	1333	14	personalized	personalized	ADJ
futech-526	1333	15	meal	meal	NOUN
futech-526	1333	16	plans	plan	NOUN
futech-526	1333	17	and	and	CCONJ
futech-526	1333	18	precision	precision	VERB
futech-526	1333	19	dietary	dietary	ADJ
futech-526	1333	20	interventions	intervention	NOUN
futech-526	1333	21	.	.	PUNCT
futech-526	1334	1	another	another	DET
futech-526	1334	2	emerging	emerge	VERB
futech-526	1334	3	avenue	avenue	NOUN
futech-526	1334	4	is	be	AUX
futech-526	1334	5	multimodal	multimodal	ADJ
futech-526	1334	6	data	datum	NOUN
futech-526	1334	7	fusion	fusion	NOUN
futech-526	1334	8	,	,	PUNCT
futech-526	1334	9	where	where	SCONJ
futech-526	1334	10	different	different	ADJ
futech-526	1334	11	data	data	NOUN
futech-526	1334	12	sources	source	NOUN
futech-526	1334	13	such	such	ADJ
futech-526	1334	14	as	as	ADP
futech-526	1334	15	food	food	NOUN
futech-526	1334	16	composition	composition	NOUN
futech-526	1334	17	,	,	PUNCT
futech-526	1334	18	metabolic	metabolic	NOUN
futech-526	1334	19	responses	response	NOUN
futech-526	1334	20	,	,	PUNCT
futech-526	1334	21	environmental	environmental	ADJ
futech-526	1334	22	context	context	NOUN
futech-526	1334	23	,	,	PUNCT
futech-526	1334	24	and	and	CCONJ
futech-526	1334	25	even	even	ADV
futech-526	1334	26	emotional	emotional	ADJ
futech-526	1334	27	or	or	CCONJ
futech-526	1334	28	behavioral	behavioral	ADJ
futech-526	1334	29	cues	cue	NOUN
futech-526	1334	30	can	can	AUX
futech-526	1334	31	be	be	AUX
futech-526	1334	32	used	use	VERB
futech-526	1334	33	to	to	PART
futech-526	1334	34	build	build	VERB
futech-526	1334	35	a	a	DET
futech-526	1334	36	holistic	holistic	ADJ
futech-526	1334	37	model	model	NOUN
futech-526	1334	38	for	for	ADP
futech-526	1334	39	glycemic	glycemic	ADJ
futech-526	1334	40	dynamics	dynamic	NOUN
futech-526	1334	41	.	.	PUNCT
futech-526	1335	1	the	the	DET
futech-526	1335	2	fusion	fusion	NOUN
futech-526	1335	3	can	can	AUX
futech-526	1335	4	include	include	VERB
futech-526	1335	5	different	different	ADJ
futech-526	1335	6	data	datum	NOUN
futech-526	1335	7	types	type	NOUN
futech-526	1335	8	such	such	ADJ
futech-526	1335	9	as	as	ADP
futech-526	1335	10	image	image	NOUN
futech-526	1335	11	-	-	PUNCT
futech-526	1335	12	based	base	VERB
futech-526	1335	13	meal	meal	NOUN
futech-526	1335	14	recognition	recognition	NOUN
futech-526	1335	15	,	,	PUNCT
futech-526	1335	16	nutrient	nutrient	ADJ
futech-526	1335	17	text	text	NOUN
futech-526	1335	18	analysis	analysis	NOUN
futech-526	1335	19	,	,	PUNCT
futech-526	1335	20	and	and	CCONJ
futech-526	1335	21	cgm	cgm	PROPN
futech-526	1335	22	data	datum	NOUN
futech-526	1335	23	combined	combine	VERB
futech-526	1335	24	to	to	PART
futech-526	1335	25	build	build	VERB
futech-526	1335	26	context	context	NOUN
futech-526	1335	27	-	-	PUNCT
futech-526	1335	28	aware	aware	ADJ
futech-526	1335	29	predictive	predictive	ADJ
futech-526	1335	30	models	model	NOUN
futech-526	1335	31	to	to	PART
futech-526	1335	32	monitor	monitor	VERB
futech-526	1335	33	glucose	glucose	NOUN
futech-526	1335	34	level	level	NOUN
futech-526	1335	35	fluctuation	fluctuation	NOUN
futech-526	1335	36	.	.	PUNCT
futech-526	1336	1	figure	figure	NOUN
futech-526	1336	2	10	10	NUM
futech-526	1336	3	indicates	indicate	VERB
futech-526	1336	4	the	the	DET
futech-526	1336	5	main	main	ADJ
futech-526	1336	6	objective	objective	NOUN
futech-526	1336	7	of	of	ADP
futech-526	1336	8	the	the	DET
futech-526	1336	9	research	research	NOUN
futech-526	1336	10	covered	cover	VERB
futech-526	1336	11	by	by	ADP
futech-526	1336	12	the	the	DET
futech-526	1336	13	gi	gi	NOUN
futech-526	1336	14	-	-	PUNCT
futech-526	1336	15	related	relate	VERB
futech-526	1336	16	studies	study	NOUN
futech-526	1336	17	.	.	PUNCT
futech-526	1337	1	the	the	DET
futech-526	1337	2	significant	significant	ADJ
futech-526	1337	3	number	number	NOUN
futech-526	1337	4	of	of	ADP
futech-526	1337	5	studies	study	NOUN
futech-526	1337	6	dedicated	dedicate	VERB
futech-526	1337	7	to	to	ADP
futech-526	1337	8	predicting	predict	VERB
futech-526	1337	9	glycemic	glycemic	ADJ
futech-526	1337	10	index	index	NOUN
futech-526	1337	11	using	use	VERB
futech-526	1337	12	machine	machine	NOUN
futech-526	1337	13	learning	learning	NOUN
futech-526	1337	14	and	and	CCONJ
futech-526	1337	15	artificial	artificial	ADJ
futech-526	1337	16	intelligence	intelligence	NOUN
futech-526	1337	17	underscores	underscore	VERB
futech-526	1337	18	a	a	DET
futech-526	1337	19	prevailing	prevail	VERB
futech-526	1337	20	trend	trend	NOUN
futech-526	1337	21	in	in	ADP
futech-526	1337	22	current	current	ADJ
futech-526	1337	23	research	research	NOUN
futech-526	1337	24	.	.	PUNCT
futech-526	1338	1	this	this	DET
futech-526	1338	2	focus	focus	NOUN
futech-526	1338	3	reflects	reflect	VERB
futech-526	1338	4	the	the	DET
futech-526	1338	5	scientific	scientific	ADJ
futech-526	1338	6	community	community	NOUN
futech-526	1338	7	’s	’s	PART
futech-526	1338	8	commitment	commitment	NOUN
futech-526	1338	9	to	to	ADP
futech-526	1338	10	leveraging	leverage	VERB
futech-526	1338	11	advanced	advanced	ADJ
futech-526	1338	12	computational	computational	ADJ
futech-526	1338	13	methods	method	NOUN
futech-526	1338	14	to	to	PART
futech-526	1338	15	forecast	forecast	VERB
futech-526	1338	16	gi	gi	PROPN
futech-526	1338	17	values	value	NOUN
futech-526	1338	18	accurately	accurately	ADV
futech-526	1338	19	,	,	PUNCT
futech-526	1338	20	thereby	thereby	ADV
futech-526	1338	21	enhancing	enhance	VERB
futech-526	1338	22	dietary	dietary	ADJ
futech-526	1338	23	recommendations	recommendation	NOUN
futech-526	1338	24	and	and	CCONJ
futech-526	1338	25	metabolic	metabolic	NOUN
futech-526	1338	26	health	health	NOUN
futech-526	1338	27	management	management	NOUN
futech-526	1338	28	.	.	PUNCT
futech-526	1339	1	in	in	ADP
futech-526	1339	2	contrast	contrast	NOUN
futech-526	1339	3	,	,	PUNCT
futech-526	1339	4	the	the	DET
futech-526	1339	5	relatively	relatively	ADV
futech-526	1339	6	limited	limited	ADJ
futech-526	1339	7	research	research	NOUN
futech-526	1339	8	on	on	ADP
futech-526	1339	9	developing	develop	VERB
futech-526	1339	10	low‐gi	low‐gi	ADJ
futech-526	1339	11	foods	food	NOUN
futech-526	1339	12	,	,	PUNCT
futech-526	1339	13	with	with	ADP
futech-526	1339	14	only	only	ADV
futech-526	1339	15	one	one	NUM
futech-526	1339	16	study	study	NOUN
futech-526	1339	17	[	[	X
futech-526	1339	18	26	26	NUM
futech-526	1339	19	]	]	PUNCT
futech-526	1339	20	identified	identify	VERB
futech-526	1339	21	highlights	highlight	NOUN
futech-526	1339	22	a	a	DET
futech-526	1339	23	notable	notable	ADJ
futech-526	1339	24	gap	gap	NOUN
futech-526	1339	25	in	in	ADP
futech-526	1339	26	the	the	DET
futech-526	1339	27	literature	literature	NOUN
futech-526	1339	28	.	.	PUNCT
futech-526	1340	1	addressing	address	VERB
futech-526	1340	2	this	this	DET
futech-526	1340	3	disparity	disparity	NOUN
futech-526	1340	4	presents	present	VERB
futech-526	1340	5	a	a	DET
futech-526	1340	6	valuable	valuable	ADJ
futech-526	1340	7	opportunity	opportunity	NOUN
futech-526	1340	8	for	for	SCONJ
futech-526	1340	9	future	future	ADJ
futech-526	1340	10	investigations	investigation	NOUN
futech-526	1340	11	to	to	PART
futech-526	1340	12	concentrate	concentrate	VERB
futech-526	1340	13	on	on	ADP
futech-526	1340	14	creating	create	VERB
futech-526	1340	15	and	and	CCONJ
futech-526	1340	16	promoting	promote	VERB
futech-526	1340	17	low‐gi	low‐gi	ADJ
futech-526	1340	18	food	food	NOUN
futech-526	1340	19	options	option	NOUN
futech-526	1340	20	.	.	PUNCT
futech-526	1341	1	such	such	ADJ
futech-526	1341	2	efforts	effort	NOUN
futech-526	1341	3	could	could	AUX
futech-526	1341	4	significantly	significantly	ADV
futech-526	1341	5	contribute	contribute	VERB
futech-526	1341	6	to	to	ADP
futech-526	1341	7	dietary	dietary	ADJ
futech-526	1341	8	interventions	intervention	NOUN
futech-526	1341	9	aimed	aim	VERB
futech-526	1341	10	at	at	ADP
futech-526	1341	11	improving	improve	VERB
futech-526	1341	12	glycemic	glycemic	ADJ
futech-526	1341	13	control	control	NOUN
futech-526	1341	14	and	and	CCONJ
futech-526	1341	15	reducing	reduce	VERB
futech-526	1341	16	the	the	DET
futech-526	1341	17	risk	risk	NOUN
futech-526	1341	18	of	of	ADP
futech-526	1341	19	metabolic	metabolic	NOUN
futech-526	1341	20	disorders	disorder	NOUN
futech-526	1341	21	.	.	PUNCT
futech-526	1342	1	pilot	pilot	NOUN
futech-526	1342	2	studies	study	NOUN
futech-526	1342	3	have	have	AUX
futech-526	1342	4	demonstrated	demonstrate	VERB
futech-526	1342	5	the	the	DET
futech-526	1342	6	feasibility	feasibility	NOUN
futech-526	1342	7	of	of	ADP
futech-526	1342	8	implementing	implement	VERB
futech-526	1342	9	low‐gi	low‐gi	ADJ
futech-526	1342	10	diets	diet	NOUN
futech-526	1342	11	in	in	ADP
futech-526	1342	12	primary	primary	ADJ
futech-526	1342	13	care	care	NOUN
futech-526	1342	14	settings	setting	NOUN
futech-526	1342	15	,	,	PUNCT
futech-526	1342	16	suggesting	suggest	VERB
futech-526	1342	17	that	that	SCONJ
futech-526	1342	18	with	with	ADP
futech-526	1342	19	appropriate	appropriate	ADJ
futech-526	1342	20	support	support	NOUN
futech-526	1342	21	and	and	CCONJ
futech-526	1342	22	resources	resource	NOUN
futech-526	1342	23	,	,	PUNCT
futech-526	1342	24	patients	patient	NOUN
futech-526	1342	25	can	can	AUX
futech-526	1342	26	successfully	successfully	ADV
futech-526	1342	27	adopt	adopt	VERB
futech-526	1342	28	these	these	DET
futech-526	1342	29	dietary	dietary	ADJ
futech-526	1342	30	changes	change	NOUN
futech-526	1342	31	.	.	PUNCT
futech-526	1343	1	however	however	ADV
futech-526	1343	2	,	,	PUNCT
futech-526	1343	3	these	these	DET
futech-526	1343	4	studies	study	NOUN
futech-526	1343	5	also	also	ADV
futech-526	1343	6	indicate	indicate	VERB
futech-526	1343	7	the	the	DET
futech-526	1343	8	need	need	NOUN
futech-526	1343	9	for	for	ADP
futech-526	1343	10	larger‐scale	larger‐scale	NOUN
futech-526	1343	11	research	research	NOUN
futech-526	1343	12	to	to	PART
futech-526	1343	13	confirm	confirm	VERB
futech-526	1343	14	the	the	DET
futech-526	1343	15	benefits	benefit	NOUN
futech-526	1343	16	and	and	CCONJ
futech-526	1343	17	practicality	practicality	NOUN
futech-526	1343	18	of	of	ADP
futech-526	1343	19	such	such	ADJ
futech-526	1343	20	interventions	intervention	NOUN
futech-526	1343	21	across	across	ADP
futech-526	1343	22	diverse	diverse	ADJ
futech-526	1343	23	populations	population	NOUN
futech-526	1343	24	.	.	PUNCT
futech-526	1344	1	in	in	ADP
futech-526	1344	2	summary	summary	NOUN
futech-526	1344	3	,	,	PUNCT
futech-526	1344	4	while	while	SCONJ
futech-526	1344	5	substantial	substantial	ADJ
futech-526	1344	6	progress	progress	NOUN
futech-526	1344	7	has	have	AUX
futech-526	1344	8	been	be	AUX
futech-526	1344	9	made	make	VERB
futech-526	1344	10	in	in	ADP
futech-526	1344	11	predicting	predict	VERB
futech-526	1344	12	gi	gi	NOUN
futech-526	1344	13	through	through	ADP
futech-526	1344	14	ml	ml	NOUN
futech-526	1344	15	and	and	CCONJ
futech-526	1344	16	ai	ai	VERB
futech-526	1344	17	,	,	PUNCT
futech-526	1344	18	there	there	PRON
futech-526	1344	19	is	be	VERB
futech-526	1344	20	a	a	DET
futech-526	1344	21	pressing	press	VERB
futech-526	1344	22	need	need	NOUN
futech-526	1344	23	for	for	ADP
futech-526	1344	24	future	future	ADJ
futech-526	1344	25	research	research	NOUN
futech-526	1344	26	to	to	PART
futech-526	1344	27	prioritize	prioritize	VERB
futech-526	1344	28	the	the	DET
futech-526	1344	29	development	development	NOUN
futech-526	1344	30	of	of	ADP
futech-526	1344	31	low‐gi	low‐gi	ADJ
futech-526	1344	32	foods	food	NOUN
futech-526	1344	33	and	and	CCONJ
futech-526	1344	34	to	to	PART
futech-526	1344	35	conduct	conduct	VERB
futech-526	1344	36	comprehensive	comprehensive	ADJ
futech-526	1344	37	studies	study	NOUN
futech-526	1344	38	evaluating	evaluate	VERB
futech-526	1344	39	the	the	DET
futech-526	1344	40	effectiveness	effectiveness	NOUN
futech-526	1344	41	of	of	ADP
futech-526	1344	42	personalized	personalized	ADJ
futech-526	1344	43	nutrition	nutrition	NOUN
futech-526	1344	44	strategies	strategy	NOUN
futech-526	1344	45	.	.	PUNCT
futech-526	1345	1	such	such	ADJ
futech-526	1345	2	endeavors	endeavor	NOUN
futech-526	1345	3	will	will	AUX
futech-526	1345	4	be	be	AUX
futech-526	1345	5	crucial	crucial	ADJ
futech-526	1345	6	in	in	ADP
futech-526	1345	7	advancing	advance	VERB
futech-526	1345	8	dietary	dietary	ADJ
futech-526	1345	9	recommendations	recommendation	NOUN
futech-526	1345	10	and	and	CCONJ
futech-526	1345	11	improving	improve	VERB
futech-526	1345	12	health	health	NOUN
futech-526	1345	13	outcomes	outcome	NOUN
futech-526	1345	14	related	relate	VERB
futech-526	1345	15	to	to	ADP
futech-526	1345	16	glycemic	glycemic	ADJ
futech-526	1345	17	control	control	NOUN
futech-526	1345	18	.	.	PUNCT
futech-526	1346	1	predicting	predict	VERB
futech-526	1346	2	gi	gi	PROPN
futech-526	1347	1	[	[	X
futech-526	1347	2	13],[17],[18],[19],[20],[21],[22	13],[17],[18],[19],[20],[21],[22	NUM
futech-526	1347	3	]	]	X
futech-526	1347	4	,	,	PUNCT
futech-526	1347	5	[	[	X
futech-526	1347	6	23],[24],[25],[26],[27],[28],[29	23],[24],[25],[26],[27],[28],[29	NUM
futech-526	1347	7	]	]	X
futech-526	1347	8	,	,	PUNCT
futech-526	1348	1	[	[	X
futech-526	1348	2	30],[31],[32],[33],[34],[35],[36	30],[31],[32],[33],[34],[35],[36	NUM
futech-526	1348	3	]	]	PUNCT
futech-526	1348	4	,	,	PUNCT
futech-526	1349	1	[	[	X
futech-526	1349	2	37],[39],[40],[41],[60],[61],[62	37],[39],[40],[41],[60],[61],[62	NUM
futech-526	1349	3	]	]	PUNCT
futech-526	1349	4	,	,	PUNCT
futech-526	1350	1	[	[	X
futech-526	1350	2	63],[64],[65],[66],[67],[68],[69	63],[64],[65],[66],[67],[68],[69	NOUN
futech-526	1350	3	]	]	PUNCT
futech-526	1350	4	,	,	PUNCT
futech-526	1351	1	[	[	X
futech-526	1351	2	70],[71],[72],[73],[74],[76],[77	70],[71],[72],[73],[74],[76],[77	NUM
futech-526	1351	3	]	]	X
futech-526	1351	4	,	,	PUNCT
futech-526	1352	1	[	[	X
futech-526	1352	2	78],[79],[80],[81],[82],[83],[84	78],[79],[80],[81],[82],[83],[84	X
futech-526	1352	3	]	]	PUNCT
futech-526	1352	4	,	,	PUNCT
futech-526	1353	1	[	[	X
futech-526	1353	2	85],[86],[87],[88],[89],[90],[91	85],[86],[87],[88],[89],[90],[91	NUM
futech-526	1353	3	]	]	PUNCT
futech-526	1353	4	,	,	PUNCT
futech-526	1353	5	[	[	X
futech-526	1353	6	92],[93],[94],[95],[96],[97],[98	92],[93],[94],[95],[96],[97],[98	NUM
futech-526	1353	7	]	]	PUNCT
futech-526	1353	8	,	,	PUNCT
futech-526	1353	9	[	[	X
futech-526	1353	10	99],[100],[101],[102	99],[100],[101],[102	NUM
futech-526	1353	11	]	]	PUNCT
futech-526	1353	12	,	,	PUNCT
futech-526	1353	13	[	[	X
futech-526	1353	14	115	115	NUM
futech-526	1353	15	]	]	PUNCT
futech-526	1353	16	calculating	calculate	VERB
futech-526	1353	17	gi	gi	ADP
futech-526	1354	1	[	[	X
futech-526	1354	2	13],[14],[16],[22],[28],[36],[37	13],[14],[16],[22],[28],[36],[37	NUM
futech-526	1354	3	]	]	PUNCT
futech-526	1354	4	,	,	PUNCT
futech-526	1354	5	[	[	X
futech-526	1354	6	81],[103],[109	81],[103],[109	NUM
futech-526	1354	7	]	]	X
futech-526	1354	8	recent	recent	ADJ
futech-526	1354	9	insights	insight	NOUN
futech-526	1354	10	[	[	X
futech-526	1354	11	63],[94	63],[94	NOUN
futech-526	1354	12	]	]	PUNCT
futech-526	1354	13	analyzing	analyze	VERB
futech-526	1354	14	gi	gi	VERB
futech-526	1354	15	with	with	ADP
futech-526	1354	16	[	[	X
futech-526	1354	17	15],[24],[34	15],[24],[34	NUM
futech-526	1354	18	]	]	PUNCT
futech-526	1354	19	food	food	NOUN
futech-526	1354	20	processing	processing	NOUN
futech-526	1354	21	developing	develop	VERB
futech-526	1354	22	low	low	ADJ
futech-526	1355	1	[	[	X
futech-526	1355	2	26	26	NUM
futech-526	1355	3	]	]	X
futech-526	1355	4	gi	gi	NOUN
futech-526	1355	5	foods	food	NOUN
futech-526	1355	6	gl	gl	PROPN
futech-526	1355	7	estimation	estimation	PROPN
futech-526	1355	8	&	&	CCONJ
futech-526	1355	9	[	[	X
futech-526	1355	10	25],[29],[31],[35],[38],[39],[71	25],[29],[31],[35],[38],[39],[71	NUM
futech-526	1355	11	]	]	PUNCT
futech-526	1355	12	,	,	PUNCT
futech-526	1355	13	food	food	NOUN
futech-526	1356	1	[	[	X
futech-526	1356	2	74],[76],[82],[84],[85],[95],[97	74],[76],[82],[84],[85],[95],[97	NUM
futech-526	1356	3	]	]	X
futech-526	1356	4	,	,	PUNCT
futech-526	1356	5	recommendation	recommendation	NOUN
futech-526	1356	6	[	[	X
futech-526	1356	7	105	105	NUM
futech-526	1356	8	]	]	X
futech-526	1356	9	evaluating	evaluating	NOUN
futech-526	1356	10	&	&	CCONJ
futech-526	1356	11	[	[	X
futech-526	1356	12	38],[39],[72],[74],[76	38],[39],[72],[74],[76	X
futech-526	1356	13	]	]	X
futech-526	1356	14	testing	test	VERB
futech-526	1356	15	gl	gl	PROPN
futech-526	1356	16	and	and	CCONJ
futech-526	1356	17	gi	gi	VERB
futech-526	1356	18	response	response	NOUN
futech-526	1356	19	figure	figure	NOUN
futech-526	1356	20	10	10	NUM
futech-526	1356	21	.	.	PUNCT
futech-526	1357	1	area	area	NOUN
futech-526	1357	2	covered	cover	VERB
futech-526	1357	3	by	by	ADP
futech-526	1357	4	the	the	DET
futech-526	1357	5	research	research	NOUN
futech-526	1357	6	7	7	NUM
futech-526	1357	7	.	.	PUNCT
futech-526	1357	8	conclusion	conclusion	NOUN
futech-526	1357	9	the	the	DET
futech-526	1357	10	glycemic	glycemic	ADJ
futech-526	1357	11	index	index	NOUN
futech-526	1357	12	serves	serve	VERB
futech-526	1357	13	as	as	ADP
futech-526	1357	14	a	a	DET
futech-526	1357	15	vital	vital	ADJ
futech-526	1357	16	indicator	indicator	NOUN
futech-526	1357	17	for	for	ADP
futech-526	1357	18	understanding	understand	VERB
futech-526	1357	19	how	how	SCONJ
futech-526	1357	20	foods	food	NOUN
futech-526	1357	21	influence	influence	VERB
futech-526	1357	22	blood	blood	NOUN
futech-526	1357	23	glucose	glucose	NOUN
futech-526	1357	24	levels	level	NOUN
futech-526	1357	25	,	,	PUNCT
futech-526	1357	26	playing	play	VERB
futech-526	1357	27	a	a	DET
futech-526	1357	28	key	key	ADJ
futech-526	1357	29	role	role	NOUN
futech-526	1357	30	in	in	ADP
futech-526	1357	31	managing	manage	VERB
futech-526	1357	32	diabetes	diabetes	NOUN
futech-526	1357	33	and	and	CCONJ
futech-526	1357	34	promoting	promote	VERB
futech-526	1357	35	healthy	healthy	ADJ
futech-526	1357	36	dietary	dietary	ADJ
futech-526	1357	37	habits	habit	NOUN
futech-526	1357	38	.	.	PUNCT
futech-526	1358	1	while	while	SCONJ
futech-526	1358	2	predictive	predictive	ADJ
futech-526	1358	3	modeling	modeling	NOUN
futech-526	1358	4	dedicated	dedicate	VERB
futech-526	1358	5	to	to	PART
futech-526	1358	6	gi	gi	VERB
futech-526	1358	7	remains	remain	VERB
futech-526	1358	8	sparse	sparse	ADJ
futech-526	1358	9	,	,	PUNCT
futech-526	1358	10	recent	recent	ADJ
futech-526	1358	11	advances	advance	NOUN
futech-526	1358	12	in	in	ADP
futech-526	1358	13	machine	machine	NOUN
futech-526	1358	14	learning	learning	NOUN
futech-526	1358	15	approaches	approach	NOUN
futech-526	1358	16	have	have	AUX
futech-526	1358	17	enabled	enable	VERB
futech-526	1358	18	more	more	ADV
futech-526	1358	19	accurate	accurate	ADJ
futech-526	1358	20	estimations	estimation	NOUN
futech-526	1358	21	of	of	ADP
futech-526	1358	22	gi	gi	NOUN
futech-526	1358	23	and	and	CCONJ
futech-526	1358	24	inter‐individual	inter‐individual	ADJ
futech-526	1358	25	glycemic	glycemic	ADJ
futech-526	1358	26	responses	response	NOUN
futech-526	1358	27	than	than	ADP
futech-526	1358	28	traditional	traditional	ADJ
futech-526	1358	29	methods	method	NOUN
futech-526	1358	30	.	.	PUNCT
futech-526	1359	1	deep	deep	ADJ
futech-526	1359	2	learning	learning	NOUN
futech-526	1359	3	techniques	technique	NOUN
futech-526	1359	4	,	,	PUNCT
futech-526	1359	5	in	in	ADP
futech-526	1359	6	particular	particular	ADJ
futech-526	1359	7	,	,	PUNCT
futech-526	1359	8	have	have	AUX
futech-526	1359	9	demonstrated	demonstrate	VERB
futech-526	1359	10	their	their	PRON
futech-526	1359	11	effectiveness	effectiveness	NOUN
futech-526	1359	12	in	in	ADP
futech-526	1359	13	uncovering	uncover	VERB
futech-526	1359	14	complex	complex	ADJ
futech-526	1359	15	patterns	pattern	NOUN
futech-526	1359	16	within	within	ADP
futech-526	1359	17	data	datum	NOUN
futech-526	1359	18	,	,	PUNCT
futech-526	1359	19	offering	offer	VERB
futech-526	1359	20	scalable	scalable	ADJ
futech-526	1359	21	and	and	CCONJ
futech-526	1359	22	precise	precise	ADJ
futech-526	1359	23	gi	gi	NOUN
futech-526	1359	24	predictions	prediction	NOUN
futech-526	1359	25	for	for	ADP
futech-526	1359	26	a	a	DET
futech-526	1359	27	wide	wide	ADJ
futech-526	1359	28	range	range	NOUN
futech-526	1359	29	of	of	ADP
futech-526	1359	30	foods	food	NOUN
futech-526	1359	31	.	.	PUNCT
futech-526	1360	1	this	this	DET
futech-526	1360	2	advancement	advancement	NOUN
futech-526	1360	3	paves	pave	VERB
futech-526	1360	4	the	the	DET
futech-526	1360	5	way	way	NOUN
futech-526	1360	6	for	for	ADP
futech-526	1360	7	significant	significant	ADJ
futech-526	1360	8	contributions	contribution	NOUN
futech-526	1360	9	to	to	ADP
futech-526	1360	10	personalized	personalized	ADJ
futech-526	1360	11	nutrition	nutrition	NOUN
futech-526	1360	12	and	and	CCONJ
futech-526	1360	13	dietary	dietary	ADJ
futech-526	1360	14	recommendations	recommendation	NOUN
futech-526	1360	15	.	.	PUNCT
futech-526	1361	1	interestingly	interestingly	ADV
futech-526	1361	2	,	,	PUNCT
futech-526	1361	3	reinforcement	reinforcement	NOUN
futech-526	1361	4	learning	learning	NOUN
futech-526	1361	5	has	have	AUX
futech-526	1361	6	not	not	PART
futech-526	1361	7	yet	yet	ADV
futech-526	1361	8	been	be	AUX
futech-526	1361	9	extensively	extensively	ADV
futech-526	1361	10	explored	explore	VERB
futech-526	1361	11	in	in	ADP
futech-526	1361	12	gi‐focused	gi‐focuse	VERB
futech-526	1361	13	research	research	NOUN
futech-526	1361	14	,	,	PUNCT
futech-526	1361	15	marking	mark	VERB
futech-526	1361	16	an	an	DET
futech-526	1361	17	open	open	ADJ
futech-526	1361	18	area	area	NOUN
futech-526	1361	19	for	for	ADP
futech-526	1361	20	future	future	ADJ
futech-526	1361	21	investigation	investigation	NOUN
futech-526	1361	22	.	.	PUNCT
futech-526	1362	1	the	the	DET
futech-526	1362	2	potential	potential	NOUN
futech-526	1362	3	of	of	ADP
futech-526	1362	4	rl	rl	PRON
futech-526	1362	5	in	in	ADP
futech-526	1362	6	this	this	DET
futech-526	1362	7	domain	domain	NOUN
futech-526	1362	8	offers	offer	VERB
futech-526	1362	9	exciting	exciting	ADJ
futech-526	1362	10	opportunities	opportunity	NOUN
futech-526	1362	11	to	to	PART
futech-526	1362	12	expand	expand	VERB
futech-526	1362	13	the	the	DET
futech-526	1362	14	scope	scope	NOUN
futech-526	1362	15	of	of	ADP
futech-526	1362	16	ai‐driven	ai‐driven	ADJ
futech-526	1362	17	solutions	solution	NOUN
futech-526	1362	18	for	for	ADP
futech-526	1362	19	dietary	dietary	ADJ
futech-526	1362	20	management	management	NOUN
futech-526	1362	21	.	.	PUNCT
futech-526	1363	1	additionally	additionally	ADV
futech-526	1363	2	,	,	PUNCT
futech-526	1363	3	although	although	SCONJ
futech-526	1363	4	image	image	NOUN
futech-526	1363	5	processing	processing	NOUN
futech-526	1363	6	techniques	technique	NOUN
futech-526	1363	7	were	be	AUX
futech-526	1363	8	not	not	PART
futech-526	1363	9	a	a	DET
futech-526	1363	10	primary	primary	ADJ
futech-526	1363	11	focus	focus	NOUN
futech-526	1363	12	in	in	ADP
futech-526	1363	13	this	this	DET
futech-526	1363	14	study	study	NOUN
futech-526	1363	15	,	,	PUNCT
futech-526	1363	16	they	they	PRON
futech-526	1363	17	have	have	AUX
futech-526	1363	18	emerged	emerge	VERB
futech-526	1363	19	as	as	ADP
futech-526	1363	20	crucial	crucial	ADJ
futech-526	1363	21	facilitators	facilitator	NOUN
futech-526	1363	22	for	for	ADP
futech-526	1363	23	enhancing	enhance	VERB
futech-526	1363	24	the	the	DET
futech-526	1363	25	application	application	NOUN
futech-526	1363	26	nh	nh	PROPN
futech-526	1363	27	.	.	PROPN
futech-526	1363	28	wanigasingha	wanigasingha	VERB
futech-526	1364	1	et	et	PROPN
futech-526	1364	2	al	al	PROPN
futech-526	1364	3	.	.	PROPN
futech-526	1364	4	/future	/future	PUNCT
futech-526	1364	5	technology	technology	PROPN
futech-526	1364	6	february	february	PROPN
futech-526	1364	7	2026|	2026|	NUM
futech-526	1364	8	volume	volume	NOUN
futech-526	1364	9	05	05	NUM
futech-526	1365	1	|	|	ADV
futech-526	1365	2	issue	issue	NOUN
futech-526	1365	3	01	01	NUM
futech-526	1366	1	|	|	NOUN
futech-526	1366	2	pages	page	VERB
futech-526	1366	3	93	93	NUM
futech-526	1366	4	-	-	SYM
futech-526	1366	5	126	126	NUM
futech-526	1366	6	122	122	NUM
futech-526	1366	7	of	of	ADP
futech-526	1366	8	other	other	ADJ
futech-526	1366	9	ai	ai	VERB
futech-526	1366	10	methodologies	methodology	NOUN
futech-526	1366	11	in	in	ADP
futech-526	1366	12	gi	gi	PROPN
futech-526	1366	13	research	research	NOUN
futech-526	1366	14	.	.	PUNCT
futech-526	1367	1	only	only	ADV
futech-526	1367	2	two	two	NUM
futech-526	1367	3	studies	study	NOUN
futech-526	1367	4	in	in	ADP
futech-526	1367	5	the	the	DET
futech-526	1367	6	reviewed	review	VERB
futech-526	1367	7	literature	literature	NOUN
futech-526	1367	8	directly	directly	ADV
futech-526	1367	9	employed	employ	VERB
futech-526	1367	10	explainable	explainable	ADJ
futech-526	1367	11	ai	ai	NOUN
futech-526	1367	12	techniques	technique	NOUN
futech-526	1367	13	,	,	PUNCT
futech-526	1367	14	specifically	specifically	ADV
futech-526	1367	15	shap	shap	PROPN
futech-526	1367	16	,	,	PUNCT
futech-526	1367	17	to	to	PART
futech-526	1367	18	enhance	enhance	VERB
futech-526	1367	19	the	the	DET
futech-526	1367	20	interpretability	interpretability	NOUN
futech-526	1367	21	of	of	ADP
futech-526	1367	22	their	their	PRON
futech-526	1367	23	models	model	NOUN
futech-526	1367	24	.	.	PUNCT
futech-526	1368	1	while	while	SCONJ
futech-526	1368	2	other	other	ADJ
futech-526	1368	3	studies	study	NOUN
futech-526	1368	4	did	do	AUX
futech-526	1368	5	not	not	PART
futech-526	1368	6	explicitly	explicitly	ADV
futech-526	1368	7	integrate	integrate	VERB
futech-526	1368	8	xai	xai	PROPN
futech-526	1368	9	methodologies	methodology	NOUN
futech-526	1368	10	,	,	PUNCT
futech-526	1368	11	they	they	PRON
futech-526	1368	12	made	make	VERB
futech-526	1368	13	efforts	effort	NOUN
futech-526	1368	14	to	to	PART
futech-526	1368	15	validate	validate	VERB
futech-526	1368	16	and	and	CCONJ
futech-526	1368	17	clarify	clarify	VERB
futech-526	1368	18	how	how	SCONJ
futech-526	1368	19	ai	ai	AUX
futech-526	1368	20	algorithms	algorithm	NOUN
futech-526	1368	21	arrived	arrive	VERB
futech-526	1368	22	at	at	ADP
futech-526	1368	23	specific	specific	ADJ
futech-526	1368	24	decisions	decision	NOUN
futech-526	1368	25	or	or	CCONJ
futech-526	1368	26	predictions	prediction	NOUN
futech-526	1368	27	.	.	PUNCT
futech-526	1369	1	to	to	PART
futech-526	1369	2	achieve	achieve	VERB
futech-526	1369	3	this	this	PRON
futech-526	1369	4	,	,	PUNCT
futech-526	1369	5	several	several	ADJ
futech-526	1369	6	methods	method	NOUN
futech-526	1369	7	were	be	AUX
futech-526	1369	8	employed	employ	VERB
futech-526	1369	9	to	to	PART
futech-526	1369	10	improve	improve	VERB
futech-526	1369	11	model	model	NOUN
futech-526	1369	12	interpretability	interpretability	NOUN
futech-526	1369	13	.	.	PUNCT
futech-526	1370	1	linear	linear	ADJ
futech-526	1370	2	regression	regression	NOUN
futech-526	1370	3	models	model	NOUN
futech-526	1370	4	,	,	PUNCT
futech-526	1370	5	with	with	ADP
futech-526	1370	6	their	their	PRON
futech-526	1370	7	straightforward	straightforward	ADJ
futech-526	1370	8	representation	representation	NOUN
futech-526	1370	9	of	of	ADP
futech-526	1370	10	the	the	DET
futech-526	1370	11	relationship	relationship	NOUN
futech-526	1370	12	between	between	ADP
futech-526	1370	13	input	input	NOUN
futech-526	1370	14	features	feature	NOUN
futech-526	1370	15	and	and	CCONJ
futech-526	1370	16	target	target	NOUN
futech-526	1370	17	variables	variable	NOUN
futech-526	1370	18	,	,	PUNCT
futech-526	1370	19	provided	provide	VERB
futech-526	1370	20	clear	clear	ADJ
futech-526	1370	21	insights	insight	NOUN
futech-526	1370	22	into	into	ADP
futech-526	1370	23	feature	feature	NOUN
futech-526	1370	24	influence	influence	NOUN
futech-526	1370	25	.	.	PUNCT
futech-526	1371	1	decision	decision	NOUN
futech-526	1371	2	trees	tree	NOUN
futech-526	1371	3	,	,	PUNCT
futech-526	1371	4	by	by	ADP
futech-526	1371	5	creating	create	VERB
futech-526	1371	6	a	a	DET
futech-526	1371	7	series	series	NOUN
futech-526	1371	8	of	of	ADP
futech-526	1371	9	binary	binary	ADJ
futech-526	1371	10	choices	choice	NOUN
futech-526	1371	11	,	,	PUNCT
futech-526	1371	12	offered	offer	VERB
futech-526	1371	13	an	an	DET
futech-526	1371	14	intuitive	intuitive	ADJ
futech-526	1371	15	,	,	PUNCT
futech-526	1371	16	tree‐like	tree‐like	ADJ
futech-526	1371	17	structure	structure	NOUN
futech-526	1371	18	to	to	PART
futech-526	1371	19	trace	trace	NOUN
futech-526	1371	20	decision‐making	decision‐make	VERB
futech-526	1371	21	paths	path	NOUN
futech-526	1371	22	.	.	PUNCT
futech-526	1372	1	similarly	similarly	ADV
futech-526	1372	2	,	,	PUNCT
futech-526	1372	3	rule‐	rule‐	X
futech-526	1372	4	based	base	VERB
futech-526	1372	5	systems	system	NOUN
futech-526	1372	6	used	use	VERB
futech-526	1372	7	“	"	PUNCT
futech-526	1372	8	if‐then	if‐then	NOUN
futech-526	1372	9	”	"	PUNCT
futech-526	1372	10	rules	rule	NOUN
futech-526	1372	11	to	to	PART
futech-526	1372	12	form	form	VERB
futech-526	1372	13	logical	logical	ADJ
futech-526	1372	14	and	and	CCONJ
futech-526	1372	15	transparent	transparent	ADJ
futech-526	1372	16	reasoning	reasoning	NOUN
futech-526	1372	17	processes	process	NOUN
futech-526	1372	18	,	,	PUNCT
futech-526	1372	19	making	make	VERB
futech-526	1372	20	them	they	PRON
futech-526	1372	21	valuable	valuable	ADJ
futech-526	1372	22	tools	tool	NOUN
futech-526	1372	23	for	for	ADP
futech-526	1372	24	understanding	understand	VERB
futech-526	1372	25	machine	machine	NOUN
futech-526	1372	26	learning	learning	NOUN
futech-526	1372	27	model	model	NOUN
futech-526	1372	28	outputs	output	NOUN
futech-526	1372	29	.	.	PUNCT
futech-526	1373	1	most	most	ADJ
futech-526	1373	2	studies	study	NOUN
futech-526	1373	3	reviewed	review	VERB
futech-526	1373	4	utilize	utilize	VERB
futech-526	1373	5	continuous	continuous	ADJ
futech-526	1373	6	glucose	glucose	NOUN
futech-526	1373	7	monitoring	monitoring	NOUN
futech-526	1373	8	data	datum	NOUN
futech-526	1373	9	as	as	ADP
futech-526	1373	10	inputs	input	NOUN
futech-526	1373	11	for	for	ADP
futech-526	1373	12	their	their	PRON
futech-526	1373	13	models	model	NOUN
futech-526	1373	14	,	,	PUNCT
futech-526	1373	15	reflecting	reflect	VERB
futech-526	1373	16	a	a	DET
futech-526	1373	17	trend	trend	NOUN
futech-526	1373	18	toward	toward	ADP
futech-526	1373	19	leveraging	leverage	VERB
futech-526	1373	20	real‐time	real‐time	NOUN
futech-526	1373	21	and	and	CCONJ
futech-526	1373	22	highly	highly	ADV
futech-526	1373	23	granular	granular	ADJ
futech-526	1373	24	data	datum	NOUN
futech-526	1373	25	.	.	PUNCT
futech-526	1374	1	early	early	ADV
futech-526	1374	2	ai‐based	ai‐base	VERB
futech-526	1374	3	gi	gi	NOUN
futech-526	1374	4	research	research	NOUN
futech-526	1374	5	predominantly	predominantly	ADV
futech-526	1374	6	relied	rely	VERB
futech-526	1374	7	on	on	ADP
futech-526	1374	8	statistical	statistical	ADJ
futech-526	1374	9	learning	learning	NOUN
futech-526	1374	10	techniques	technique	NOUN
futech-526	1374	11	;	;	PUNCT
futech-526	1374	12	however	however	ADV
futech-526	1374	13	,	,	PUNCT
futech-526	1374	14	with	with	ADP
futech-526	1374	15	the	the	DET
futech-526	1374	16	rise	rise	NOUN
futech-526	1374	17	of	of	ADP
futech-526	1374	18	ml	ml	NOUN
futech-526	1374	19	and	and	CCONJ
futech-526	1374	20	advanced	advance	VERB
futech-526	1374	21	dl	dl	PROPN
futech-526	1374	22	approaches	approach	NOUN
futech-526	1374	23	,	,	PUNCT
futech-526	1374	24	the	the	DET
futech-526	1374	25	field	field	NOUN
futech-526	1374	26	has	have	AUX
futech-526	1374	27	shifted	shift	VERB
futech-526	1374	28	toward	toward	ADP
futech-526	1374	29	leveraging	leverage	VERB
futech-526	1374	30	these	these	DET
futech-526	1374	31	powerful	powerful	ADJ
futech-526	1374	32	tools	tool	NOUN
futech-526	1374	33	for	for	ADP
futech-526	1374	34	deeper	deep	ADJ
futech-526	1374	35	insights	insight	NOUN
futech-526	1374	36	and	and	CCONJ
futech-526	1374	37	improved	improved	ADJ
futech-526	1374	38	accuracy	accuracy	NOUN
futech-526	1374	39	.	.	PUNCT
futech-526	1375	1	the	the	DET
futech-526	1375	2	majority	majority	NOUN
futech-526	1375	3	of	of	ADP
futech-526	1375	4	studies	study	NOUN
futech-526	1375	5	employ	employ	VERB
futech-526	1375	6	self‐developed	self‐developed	ADJ
futech-526	1375	7	datasets	dataset	NOUN
futech-526	1375	8	,	,	PUNCT
futech-526	1375	9	as	as	SCONJ
futech-526	1375	10	these	these	DET
futech-526	1375	11	datasets	dataset	NOUN
futech-526	1375	12	are	be	AUX
futech-526	1375	13	specifically	specifically	ADV
futech-526	1375	14	designed	design	VERB
futech-526	1375	15	and	and	CCONJ
futech-526	1375	16	curated	curate	VERB
futech-526	1375	17	to	to	PART
futech-526	1375	18	meet	meet	VERB
futech-526	1375	19	the	the	DET
futech-526	1375	20	unique	unique	ADJ
futech-526	1375	21	objectives	objective	NOUN
futech-526	1375	22	and	and	CCONJ
futech-526	1375	23	requirements	requirement	NOUN
futech-526	1375	24	of	of	ADP
futech-526	1375	25	the	the	DET
futech-526	1375	26	research	research	NOUN
futech-526	1375	27	.	.	PUNCT
futech-526	1376	1	by	by	ADP
futech-526	1376	2	tailoring	tailor	VERB
futech-526	1376	3	the	the	DET
futech-526	1376	4	data	datum	NOUN
futech-526	1376	5	to	to	ADP
futech-526	1376	6	the	the	DET
futech-526	1376	7	problem	problem	NOUN
futech-526	1376	8	at	at	ADP
futech-526	1376	9	hand	hand	NOUN
futech-526	1376	10	,	,	PUNCT
futech-526	1376	11	researchers	researcher	NOUN
futech-526	1376	12	can	can	AUX
futech-526	1376	13	ensure	ensure	VERB
futech-526	1376	14	that	that	SCONJ
futech-526	1376	15	the	the	DET
futech-526	1376	16	models	model	NOUN
futech-526	1376	17	are	be	AUX
futech-526	1376	18	trained	train	VERB
futech-526	1376	19	on	on	ADP
futech-526	1376	20	highly	highly	ADV
futech-526	1376	21	relevant	relevant	ADJ
futech-526	1376	22	and	and	CCONJ
futech-526	1376	23	domain‐specific	domain‐specific	NOUN
futech-526	1376	24	information	information	NOUN
futech-526	1376	25	,	,	PUNCT
futech-526	1376	26	which	which	PRON
futech-526	1376	27	significantly	significantly	ADV
futech-526	1376	28	improves	improve	VERB
futech-526	1376	29	their	their	PRON
futech-526	1376	30	accuracy	accuracy	NOUN
futech-526	1376	31	,	,	PUNCT
futech-526	1376	32	reliability	reliability	NOUN
futech-526	1376	33	,	,	PUNCT
futech-526	1376	34	and	and	CCONJ
futech-526	1376	35	overall	overall	ADJ
futech-526	1376	36	performance	performance	NOUN
futech-526	1376	37	.	.	PUNCT
futech-526	1377	1	this	this	DET
futech-526	1377	2	customized	customize	VERB
futech-526	1377	3	approach	approach	NOUN
futech-526	1377	4	also	also	ADV
futech-526	1377	5	allows	allow	VERB
futech-526	1377	6	for	for	ADP
futech-526	1377	7	better	well	ADJ
futech-526	1377	8	control	control	NOUN
futech-526	1377	9	over	over	ADP
futech-526	1377	10	the	the	DET
futech-526	1377	11	quality	quality	NOUN
futech-526	1377	12	and	and	CCONJ
futech-526	1377	13	diversity	diversity	NOUN
futech-526	1377	14	of	of	ADP
futech-526	1377	15	the	the	DET
futech-526	1377	16	data	datum	NOUN
futech-526	1377	17	,	,	PUNCT
futech-526	1377	18	addressing	address	VERB
futech-526	1377	19	potential	potential	ADJ
futech-526	1377	20	gaps	gap	NOUN
futech-526	1377	21	or	or	CCONJ
futech-526	1377	22	biases	bias	NOUN
futech-526	1377	23	that	that	PRON
futech-526	1377	24	may	may	AUX
futech-526	1377	25	be	be	AUX
futech-526	1377	26	present	present	ADJ
futech-526	1377	27	in	in	ADP
futech-526	1377	28	publicly	publicly	ADV
futech-526	1377	29	available	available	ADJ
futech-526	1377	30	datasets	dataset	NOUN
futech-526	1377	31	.	.	PUNCT
futech-526	1378	1	consequently	consequently	ADV
futech-526	1378	2	,	,	PUNCT
futech-526	1378	3	the	the	DET
futech-526	1378	4	use	use	NOUN
futech-526	1378	5	of	of	ADP
futech-526	1378	6	self‐developed	self‐develope	VERB
futech-526	1378	7	datasets	dataset	NOUN
futech-526	1378	8	not	not	PART
futech-526	1378	9	only	only	ADV
futech-526	1378	10	enhances	enhance	VERB
futech-526	1378	11	the	the	DET
futech-526	1378	12	precision	precision	NOUN
futech-526	1378	13	of	of	ADP
futech-526	1378	14	the	the	DET
futech-526	1378	15	models	model	NOUN
futech-526	1378	16	but	but	CCONJ
futech-526	1378	17	also	also	ADV
futech-526	1378	18	ensures	ensure	VERB
futech-526	1378	19	that	that	SCONJ
futech-526	1378	20	the	the	DET
futech-526	1378	21	outcomes	outcome	NOUN
futech-526	1378	22	are	be	AUX
futech-526	1378	23	better	well	ADV
futech-526	1378	24	aligned	align	VERB
futech-526	1378	25	with	with	ADP
futech-526	1378	26	the	the	DET
futech-526	1378	27	intended	intended	ADJ
futech-526	1378	28	purpose	purpose	NOUN
futech-526	1378	29	of	of	ADP
futech-526	1378	30	the	the	DET
futech-526	1378	31	study	study	NOUN
futech-526	1378	32	.	.	PUNCT
futech-526	1379	1	in	in	ADP
futech-526	1379	2	conclusion	conclusion	NOUN
futech-526	1379	3	,	,	PUNCT
futech-526	1379	4	the	the	DET
futech-526	1379	5	intersection	intersection	NOUN
futech-526	1379	6	of	of	ADP
futech-526	1379	7	ai	ai	NOUN
futech-526	1379	8	and	and	CCONJ
futech-526	1379	9	gi	gi	VERB
futech-526	1379	10	research	research	NOUN
futech-526	1379	11	is	be	AUX
futech-526	1379	12	at	at	ADP
futech-526	1379	13	an	an	DET
futech-526	1379	14	exciting	exciting	ADJ
futech-526	1379	15	juncture	juncture	NOUN
futech-526	1379	16	,	,	PUNCT
futech-526	1379	17	with	with	ADP
futech-526	1379	18	deep	deep	ADJ
futech-526	1379	19	learning	learning	NOUN
futech-526	1379	20	and	and	CCONJ
futech-526	1379	21	emerging	emerge	VERB
futech-526	1379	22	techniques	technique	NOUN
futech-526	1379	23	like	like	ADP
futech-526	1379	24	reinforcement	reinforcement	NOUN
futech-526	1379	25	learning	learning	NOUN
futech-526	1379	26	presenting	present	VERB
futech-526	1379	27	untapped	untapped	ADJ
futech-526	1379	28	potential	potential	NOUN
futech-526	1379	29	.	.	PUNCT
futech-526	1380	1	these	these	DET
futech-526	1380	2	advancements	advancement	NOUN
futech-526	1380	3	hold	hold	VERB
futech-526	1380	4	promise	promise	NOUN
futech-526	1380	5	for	for	ADP
futech-526	1380	6	addressing	address	VERB
futech-526	1380	7	existing	exist	VERB
futech-526	1380	8	gaps	gap	NOUN
futech-526	1380	9	in	in	ADP
futech-526	1380	10	gi	gi	PROPN
futech-526	1380	11	prediction	prediction	NOUN
futech-526	1380	12	,	,	PUNCT
futech-526	1380	13	improving	improve	VERB
futech-526	1380	14	scalability	scalability	NOUN
futech-526	1380	15	,	,	PUNCT
futech-526	1380	16	and	and	CCONJ
futech-526	1380	17	enabling	enable	VERB
futech-526	1380	18	more	more	ADJ
futech-526	1380	19	personalized	personalized	ADJ
futech-526	1380	20	approaches	approach	NOUN
futech-526	1380	21	to	to	ADP
futech-526	1380	22	nutrition	nutrition	NOUN
futech-526	1380	23	and	and	CCONJ
futech-526	1380	24	healthcare	healthcare	PROPN
futech-526	1380	25	.	.	PUNCT
futech-526	1381	1	this	this	DET
futech-526	1381	2	review	review	NOUN
futech-526	1381	3	distinguishes	distinguish	VERB
futech-526	1381	4	itself	itself	PRON
futech-526	1381	5	by	by	ADP
futech-526	1381	6	connecting	connect	VERB
futech-526	1381	7	glycemic	glycemic	ADJ
futech-526	1381	8	index	index	NOUN
futech-526	1381	9	research	research	NOUN
futech-526	1381	10	with	with	ADP
futech-526	1381	11	a	a	DET
futech-526	1381	12	wide	wide	ADJ
futech-526	1381	13	range	range	NOUN
futech-526	1381	14	of	of	ADP
futech-526	1381	15	ai	ai	PROPN
futech-526	1381	16	techniques	technique	NOUN
futech-526	1381	17	,	,	PUNCT
futech-526	1381	18	emphasizing	emphasize	VERB
futech-526	1381	19	methodological	methodological	ADJ
futech-526	1381	20	diversity	diversity	NOUN
futech-526	1381	21	and	and	CCONJ
futech-526	1381	22	revealing	reveal	VERB
futech-526	1381	23	underexplored	underexplored	ADJ
futech-526	1381	24	opportunities	opportunity	NOUN
futech-526	1381	25	in	in	ADP
futech-526	1381	26	explainable	explainable	ADJ
futech-526	1381	27	and	and	CCONJ
futech-526	1381	28	reinforcement	reinforcement	NOUN
futech-526	1381	29	learning	learning	NOUN
futech-526	1381	30	for	for	ADP
futech-526	1381	31	food	food	NOUN
futech-526	1381	32	analytics	analytic	NOUN
futech-526	1381	33	.	.	PUNCT
futech-526	1382	1	ethical	ethical	ADJ
futech-526	1382	2	issue	issue	NOUN
futech-526	1382	3	the	the	DET
futech-526	1382	4	authors	author	NOUN
futech-526	1382	5	are	be	AUX
futech-526	1382	6	aware	aware	ADJ
futech-526	1382	7	of	of	ADP
futech-526	1382	8	and	and	CCONJ
futech-526	1382	9	comply	comply	ADJ
futech-526	1382	10	with	with	ADP
futech-526	1382	11	best	good	ADJ
futech-526	1382	12	practices	practice	NOUN
futech-526	1382	13	in	in	ADP
futech-526	1382	14	publication	publication	NOUN
futech-526	1382	15	ethics	ethic	NOUN
futech-526	1382	16	,	,	PUNCT
futech-526	1382	17	specifically	specifically	ADV
futech-526	1382	18	regarding	regard	VERB
futech-526	1382	19	authorship	authorship	NOUN
futech-526	1382	20	(	(	PUNCT
futech-526	1382	21	avoidance	avoidance	NOUN
futech-526	1382	22	of	of	ADP
futech-526	1382	23	guest	guest	NOUN
futech-526	1382	24	authorship	authorship	NOUN
futech-526	1382	25	)	)	PUNCT
futech-526	1382	26	,	,	PUNCT
futech-526	1382	27	dual	dual	ADJ
futech-526	1382	28	submission	submission	NOUN
futech-526	1382	29	,	,	PUNCT
futech-526	1382	30	manipulation	manipulation	NOUN
futech-526	1382	31	of	of	ADP
futech-526	1382	32	figures	figure	NOUN
futech-526	1382	33	,	,	PUNCT
futech-526	1382	34	competing	compete	VERB
futech-526	1382	35	interests	interest	NOUN
futech-526	1382	36	,	,	PUNCT
futech-526	1382	37	and	and	CCONJ
futech-526	1382	38	compliance	compliance	NOUN
futech-526	1382	39	with	with	ADP
futech-526	1382	40	research	research	NOUN
futech-526	1382	41	ethics	ethic	NOUN
futech-526	1382	42	policies	policy	NOUN
futech-526	1382	43	.	.	PUNCT
futech-526	1383	1	the	the	DET
futech-526	1383	2	authors	author	NOUN
futech-526	1383	3	adhere	adhere	VERB
futech-526	1383	4	to	to	ADP
futech-526	1383	5	publication	publication	NOUN
futech-526	1383	6	requirements	requirement	NOUN
futech-526	1383	7	that	that	SCONJ
futech-526	1383	8	the	the	DET
futech-526	1383	9	submitted	submit	VERB
futech-526	1383	10	work	work	NOUN
futech-526	1383	11	is	be	AUX
futech-526	1383	12	original	original	ADJ
futech-526	1383	13	and	and	CCONJ
futech-526	1383	14	has	have	AUX
futech-526	1383	15	not	not	PART
futech-526	1383	16	been	be	AUX
futech-526	1383	17	published	publish	VERB
futech-526	1383	18	elsewhere	elsewhere	ADV
futech-526	1383	19	.	.	PUNCT
futech-526	1384	1	data	datum	NOUN
futech-526	1384	2	availability	availability	NOUN
futech-526	1384	3	statement	statement	NOUN
futech-526	1384	4	the	the	DET
futech-526	1384	5	manuscript	manuscript	NOUN
futech-526	1384	6	contains	contain	VERB
futech-526	1384	7	all	all	DET
futech-526	1384	8	the	the	DET
futech-526	1384	9	data	datum	NOUN
futech-526	1384	10	.	.	PUNCT
futech-526	1385	1	however	however	ADV
futech-526	1385	2	,	,	PUNCT
futech-526	1385	3	more	more	ADJ
futech-526	1385	4	data	datum	NOUN
futech-526	1385	5	will	will	AUX
futech-526	1385	6	be	be	AUX
futech-526	1385	7	available	available	ADJ
futech-526	1385	8	upon	upon	SCONJ
futech-526	1385	9	request	request	NOUN
futech-526	1385	10	from	from	ADP
futech-526	1385	11	the	the	DET
futech-526	1385	12	authors	author	NOUN
futech-526	1385	13	.	.	PUNCT
futech-526	1386	1	conflict	conflict	NOUN
futech-526	1386	2	of	of	ADP
futech-526	1386	3	interest	interest	NOUN
futech-526	1386	4	the	the	DET
futech-526	1386	5	authors	author	NOUN
futech-526	1386	6	declare	declare	VERB
futech-526	1386	7	no	no	DET
futech-526	1386	8	potential	potential	ADJ
futech-526	1386	9	conflict	conflict	NOUN
futech-526	1386	10	of	of	ADP
futech-526	1386	11	interest	interest	NOUN
futech-526	1386	12	.	.	PUNCT
futech-526	1387	1	references	reference	NOUN
futech-526	1387	2	[	[	X
futech-526	1387	3	1	1	NUM
futech-526	1387	4	]	]	PUNCT
futech-526	1387	5	b.	b.	PROPN
futech-526	1387	6	r.	r.	PROPN
futech-526	1387	7	group	group	PROPN
futech-526	1387	8	,	,	PUNCT
futech-526	1387	9	“	"	PUNCT
futech-526	1387	10	ai	ai	VERB
futech-526	1387	11	and	and	CCONJ
futech-526	1387	12	the	the	DET
futech-526	1387	13	future	future	NOUN
futech-526	1387	14	of	of	ADP
futech-526	1387	15	healthcare	healthcare	PROPN
futech-526	1387	16	:	:	PUNCT
futech-526	1387	17	a	a	DET
futech-526	1387	18	2024	2024	NUM
futech-526	1387	19	survey	survey	NOUN
futech-526	1387	20	,	,	PUNCT
futech-526	1387	21	”	"	PUNCT
futech-526	1387	22	berkeley	berkeley	PROPN
futech-526	1387	23	research	research	NOUN
futech-526	1387	24	group	group	NOUN
futech-526	1387	25	,	,	PUNCT
futech-526	1387	26	2024	2024	NUM
futech-526	1387	27	.	.	PUNCT
futech-526	1388	1	[	[	X
futech-526	1388	2	online	online	X
futech-526	1388	3	]	]	X
futech-526	1388	4	.	.	PUNCT
futech-526	1389	1	available	available	ADJ
futech-526	1389	2	:	:	PUNCT
futech-526	1389	3	https://media.thinkbrg.com/wpcontent/uploads/2024/02/26113735/brg-reportai-and-the-future-of-healthcare.pdf	https://media.thinkbrg.com/wpcontent/uploads/2024/02/26113735/brg-reportai-and-the-future-of-healthcare.pdf	VERB
futech-526	1390	1	[	[	X
futech-526	1390	2	2	2	NUM
futech-526	1390	3	]	]	PUNCT
futech-526	1390	4	world	world	NOUN
futech-526	1390	5	economic	economic	PROPN
futech-526	1390	6	forum	forum	PROPN
futech-526	1390	7	,	,	PUNCT
futech-526	1390	8	“	"	PUNCT
futech-526	1390	9	world	world	PROPN
futech-526	1390	10	economic	economic	PROPN
futech-526	1390	11	forum	forum	PROPN
futech-526	1390	12	;	;	PUNCT
futech-526	1390	13	annual	annual	ADJ
futech-526	1390	14	report	report	NOUN
futech-526	1390	15	2023	2023	NUM
futech-526	1390	16	-	-	SYM
futech-526	1390	17	2024	2024	NUM
futech-526	1390	18	,	,	PUNCT
futech-526	1390	19	”	"	PUNCT
futech-526	1390	20	world	world	PROPN
futech-526	1390	21	economic	economic	PROPN
futech-526	1390	22	forum	forum	PROPN
futech-526	1390	23	,	,	PUNCT
futech-526	1390	24	geneva	geneva	PROPN
futech-526	1390	25	,	,	PUNCT
futech-526	1390	26	switzerland	switzerland	PROPN
futech-526	1390	27	,	,	PUNCT
futech-526	1390	28	2024	2024	NUM
futech-526	1390	29	.	.	PUNCT
futech-526	1391	1	[	[	X
futech-526	1391	2	online	online	X
futech-526	1391	3	]	]	X
futech-526	1391	4	.	.	PUNCT
futech-526	1392	1	available	available	ADJ
futech-526	1392	2	:	:	PUNCT
futech-526	1392	3	https://www.weforum.org/publications/annualreport-2023-2024/	https://www.weforum.org/publications/annualreport-2023-2024/	X
futech-526	1393	1	[	[	X
futech-526	1393	2	3	3	X
futech-526	1393	3	]	]	X
futech-526	1393	4	l.	l.	PROPN
futech-526	1393	5	jiaying	jiaying	PROPN
futech-526	1393	6	,	,	PUNCT
futech-526	1393	7	“	"	PUNCT
futech-526	1393	8	cutting	cut	VERB
futech-526	1393	9	-	-	PUNCT
futech-526	1393	10	edge	edge	NOUN
futech-526	1393	11	tech	tech	NOUN
futech-526	1393	12	boosting	boost	VERB
futech-526	1393	13	diagnostic	diagnostic	ADJ
futech-526	1393	14	accuracy	accuracy	NOUN
futech-526	1393	15	,	,	PUNCT
futech-526	1393	16	”	"	PUNCT
futech-526	1393	17	china	china	PROPN
futech-526	1393	18	dly	dly	ADV
futech-526	1393	19	.	.	PUNCT
futech-526	1393	20	,	,	PUNCT
futech-526	1393	21	2024	2024	NUM
futech-526	1393	22	,	,	PUNCT
futech-526	1393	23	[	[	X
futech-526	1393	24	online	online	X
futech-526	1393	25	]	]	X
futech-526	1393	26	.	.	PUNCT
futech-526	1394	1	available	available	ADJ
futech-526	1394	2	:	:	PUNCT
futech-526	1394	3	https://www.chinadaily.com.cn/a/202407/24/ws6	https://www.chinadaily.com.cn/a/202407/24/ws6	NOUN
futech-526	1394	4	6a06492a31095c51c50fa09.html	6a06492a31095c51c50fa09.html	NUM
futech-526	1395	1	[	[	X
futech-526	1395	2	4	4	NUM
futech-526	1395	3	]	]	PUNCT
futech-526	1395	4	r.	r.	PROPN
futech-526	1395	5	awasthi	awasthi	PROPN
futech-526	1395	6	et	et	PROPN
futech-526	1395	7	al	al	PROPN
futech-526	1395	8	.	.	PROPN
futech-526	1395	9	,	,	PUNCT
futech-526	1395	10	“	"	PUNCT
futech-526	1395	11	artificial	artificial	ADJ
futech-526	1395	12	intelligence	intelligence	NOUN
futech-526	1395	13	in	in	ADP
futech-526	1395	14	healthcare	healthcare	PROPN
futech-526	1395	15	:	:	PUNCT
futech-526	1395	16	2023	2023	NUM
futech-526	1395	17	year	year	NOUN
futech-526	1395	18	in	in	ADP
futech-526	1395	19	review	review	NOUN
futech-526	1395	20	,	,	PUNCT
futech-526	1395	21	”	"	PUNCT
futech-526	1395	22	medrxiv	medrxiv	INTJ
futech-526	1395	23	,	,	PUNCT
futech-526	1395	24	pp	pp	PROPN
futech-526	1395	25	.	.	PUNCT
futech-526	1396	1	2024–02	2024–02	NUM
futech-526	1396	2	,	,	PUNCT
futech-526	1396	3	2024	2024	NUM
futech-526	1396	4	.	.	PUNCT
futech-526	1397	1	[	[	X
futech-526	1397	2	5	5	NUM
futech-526	1397	3	]	]	PUNCT
futech-526	1397	4	world	world	PROPN
futech-526	1397	5	health	health	NOUN
futech-526	1397	6	organization	organization	NOUN
futech-526	1397	7	,	,	PUNCT
futech-526	1397	8	“	"	PUNCT
futech-526	1397	9	noncommunicable	noncommunicable	ADJ
futech-526	1397	10	diseases	disease	NOUN
futech-526	1397	11	.	.	PUNCT
futech-526	1397	12	”	"	PUNCT
futech-526	1398	1	sep	sep	INTJ
futech-526	1398	2	.	.	PROPN
futech-526	1398	3	13	13	NUM
futech-526	1398	4	,	,	PUNCT
futech-526	1398	5	2024	2024	NUM
futech-526	1398	6	.	.	PUNCT
futech-526	1399	1	[	[	X
futech-526	1399	2	online	online	X
futech-526	1399	3	]	]	X
futech-526	1399	4	.	.	PUNCT
futech-526	1400	1	available	available	ADJ
futech-526	1400	2	:	:	PUNCT
futech-526	1400	3	https://www.who.int/news-room/factsheets/detail/noncommunicable-diseases	https://www.who.int/news-room/factsheets/detail/noncommunicable-disease	NOUN
futech-526	1400	4	[	[	X
futech-526	1400	5	6	6	NUM
futech-526	1400	6	]	]	PUNCT
futech-526	1400	7	a.	a.	NOUN
futech-526	1400	8	kumar	kumar	PROPN
futech-526	1400	9	,	,	PUNCT
futech-526	1400	10	r.	r.	PROPN
futech-526	1400	11	gangwar	gangwar	PROPN
futech-526	1400	12	,	,	PUNCT
futech-526	1400	13	a.	a.	PROPN
futech-526	1400	14	ahmad	ahmad	PROPN
futech-526	1400	15	zargar	zargar	PROPN
futech-526	1400	16	,	,	PUNCT
futech-526	1400	17	r.	r.	PROPN
futech-526	1400	18	kumar	kumar	PROPN
futech-526	1400	19	,	,	PUNCT
futech-526	1400	20	and	and	CCONJ
futech-526	1400	21	a.	a.	NOUN
futech-526	1400	22	sharma	sharma	PROPN
futech-526	1400	23	,	,	PUNCT
futech-526	1400	24	“	"	PUNCT
futech-526	1400	25	prevalence	prevalence	NOUN
futech-526	1400	26	of	of	ADP
futech-526	1400	27	diabetes	diabetes	NOUN
futech-526	1400	28	in	in	ADP
futech-526	1400	29	india	india	PROPN
futech-526	1400	30	:	:	PUNCT
futech-526	1400	31	a	a	DET
futech-526	1400	32	review	review	NOUN
futech-526	1400	33	of	of	ADP
futech-526	1400	34	idf	idf	PROPN
futech-526	1400	35	diabetes	diabetes	PROPN
futech-526	1400	36	atlas	atlas	PROPN
futech-526	1400	37	10th	10th	PROPN
futech-526	1400	38	edition	edition	NOUN
futech-526	1400	39	,	,	PUNCT
futech-526	1400	40	”	"	PUNCT
futech-526	1400	41	curr	curr	PROPN
futech-526	1400	42	.	.	PUNCT
futech-526	1401	1	diabetes	diabetes	NOUN
futech-526	1401	2	rev	rev	VERB
futech-526	1401	3	.	.	PROPN
futech-526	1401	4	,	,	PUNCT
futech-526	1401	5	vol	vol	NOUN
futech-526	1401	6	.	.	PROPN
futech-526	1401	7	20	20	NUM
futech-526	1401	8	,	,	PUNCT
futech-526	1401	9	no	no	INTJ
futech-526	1401	10	.	.	NOUN
futech-526	1401	11	1	1	NUM
futech-526	1401	12	,	,	PUNCT
futech-526	1401	13	pp	pp	ADJ
futech-526	1401	14	.	.	PUNCT
futech-526	1402	1	105–114	105–114	NUM
futech-526	1402	2	,	,	PUNCT
futech-526	1402	3	2024	2024	NUM
futech-526	1402	4	.	.	PUNCT
futech-526	1403	1	[	[	X
futech-526	1403	2	7	7	X
futech-526	1403	3	]	]	PUNCT
futech-526	1403	4	k.	k.	PROPN
futech-526	1403	5	o.	o.	PROPN
futech-526	1403	6	olimjonovna	olimjonovna	PROPN
futech-526	1403	7	,	,	PUNCT
futech-526	1403	8	“	"	PUNCT
futech-526	1403	9	understanding	understand	VERB
futech-526	1403	10	the	the	DET
futech-526	1403	11	causes	cause	NOUN
futech-526	1403	12	and	and	CCONJ
futech-526	1403	13	risk	risk	NOUN
futech-526	1403	14	factors	factor	NOUN
futech-526	1403	15	of	of	ADP
futech-526	1403	16	diabetes	diabetes	NOUN
futech-526	1403	17	,	,	PUNCT
futech-526	1403	18	”	"	PUNCT
futech-526	1403	19	biol	biol	PROPN
futech-526	1403	20	.	.	PUNCT
futech-526	1404	1	va	va	PROPN
futech-526	1404	2	kim	kim	PROPN
futech-526	1404	3	.	.	PUNCT
futech-526	1405	1	fanlari	fanlari	PROPN
futech-526	1405	2	ilmiy	ilmiy	PROPN
futech-526	1405	3	jurnali	jurnali	PROPN
futech-526	1405	4	,	,	PUNCT
futech-526	1405	5	vol	vol	NOUN
futech-526	1405	6	.	.	PROPN
futech-526	1405	7	2	2	NUM
futech-526	1405	8	,	,	PUNCT
futech-526	1405	9	no	no	INTJ
futech-526	1405	10	.	.	NOUN
futech-526	1405	11	5	5	NUM
futech-526	1405	12	,	,	PUNCT
futech-526	1405	13	pp	pp	ADJ
futech-526	1405	14	.	.	PUNCT
futech-526	1406	1	1–7	1–7	NUM
futech-526	1406	2	,	,	PUNCT
futech-526	1406	3	2024	2024	NUM
futech-526	1406	4	.	.	PUNCT
futech-526	1407	1	[	[	X
futech-526	1407	2	8	8	NUM
futech-526	1407	3	]	]	X
futech-526	1407	4	n.	n.	PROPN
futech-526	1407	5	a.	a.	PROPN
futech-526	1407	6	elsayed	elsaye	VERB
futech-526	1407	7	et	et	PROPN
futech-526	1407	8	al	al	PROPN
futech-526	1407	9	.	.	PROPN
futech-526	1407	10	,	,	PUNCT
futech-526	1407	11	“	"	PUNCT
futech-526	1407	12	introduction	introduction	NOUN
futech-526	1407	13	and	and	CCONJ
futech-526	1407	14	methodology	methodology	NOUN
futech-526	1407	15	:	:	PUNCT
futech-526	1407	16	standards	standard	NOUN
futech-526	1407	17	of	of	ADP
futech-526	1407	18	care	care	NOUN
futech-526	1407	19	in	in	ADP
futech-526	1407	20	diabetes—2023	diabetes—2023	PROPN
futech-526	1407	21	,	,	PUNCT
futech-526	1407	22	”	"	PUNCT
futech-526	1407	23	diabetes	diabetes	NOUN
futech-526	1407	24	care	care	NOUN
futech-526	1407	25	,	,	PUNCT
futech-526	1407	26	vol	vol	NOUN
futech-526	1407	27	.	.	PROPN
futech-526	1408	1	46	46	NUM
futech-526	1408	2	,	,	PUNCT
futech-526	1408	3	no	no	INTJ
futech-526	1408	4	.	.	PUNCT
futech-526	1409	1	supplement_1	supplement_1	X
futech-526	1409	2	.	.	PUNCT
futech-526	1410	1	am	be	AUX
futech-526	1410	2	diabetes	diabetes	NOUN
futech-526	1410	3	assoc	assoc	NOUN
futech-526	1410	4	,	,	PUNCT
futech-526	1410	5	pp	pp	PROPN
futech-526	1410	6	.	.	PUNCT
futech-526	1411	1	s1	s1	NOUN
futech-526	1411	2	–	–	PUNCT
futech-526	1411	3	s4	s4	NOUN
futech-526	1411	4	,	,	PUNCT
futech-526	1411	5	2023	2023	NUM
futech-526	1411	6	.	.	PUNCT
futech-526	1412	1	[	[	X
futech-526	1412	2	9	9	NUM
futech-526	1412	3	]	]	X
futech-526	1412	4	n.	n.	NOUN
futech-526	1412	5	g.	g.	PROPN
futech-526	1412	6	forouhi	forouhi	PROPN
futech-526	1412	7	and	and	CCONJ
futech-526	1412	8	n.	n.	PROPN
futech-526	1412	9	j.	j.	PROPN
futech-526	1412	10	wareham	wareham	PROPN
futech-526	1412	11	,	,	PUNCT
futech-526	1412	12	“	"	PUNCT
futech-526	1412	13	epidemiology	epidemiology	NOUN
futech-526	1412	14	of	of	ADP
futech-526	1412	15	diabetes	diabetes	NOUN
futech-526	1412	16	,	,	PUNCT
futech-526	1412	17	”	"	PUNCT
futech-526	1412	18	medicine	medicine	NOUN
futech-526	1412	19	(	(	PUNCT
futech-526	1412	20	baltimore	baltimore	PROPN
futech-526	1412	21	)	)	PUNCT
futech-526	1412	22	,	,	PUNCT
futech-526	1412	23	vol	vol	NOUN
futech-526	1412	24	.	.	PROPN
futech-526	1413	1	47	47	NUM
futech-526	1413	2	,	,	PUNCT
futech-526	1413	3	no	no	INTJ
futech-526	1413	4	.	.	NOUN
futech-526	1413	5	1	1	NUM
futech-526	1413	6	,	,	PUNCT
futech-526	1413	7	pp	pp	ADJ
futech-526	1413	8	.	.	PUNCT
futech-526	1414	1	22	22	NUM
futech-526	1414	2	–	–	PUNCT
futech-526	1414	3	27	27	NUM
futech-526	1414	4	,	,	PUNCT
futech-526	1414	5	jan	jan	PROPN
futech-526	1414	6	.	.	PROPN
futech-526	1414	7	2019	2019	NUM
futech-526	1414	8	,	,	PUNCT
futech-526	1414	9	doi	doi	NOUN
futech-526	1414	10	:	:	PUNCT
futech-526	1414	11	10.1016	10.1016	NUM
futech-526	1414	12	/	/	SYM
futech-526	1414	13	j.mpmed.2018.10.004	j.mpmed.2018.10.004	NOUN
futech-526	1414	14	.	.	PUNCT
futech-526	1415	1	[	[	X
futech-526	1415	2	10	10	NUM
futech-526	1415	3	]	]	X
futech-526	1415	4	d.	d.	PROPN
futech-526	1415	5	moher	moher	PROPN
futech-526	1415	6	,	,	PUNCT
futech-526	1415	7	a.	a.	PROPN
futech-526	1415	8	liberati	liberati	PROPN
futech-526	1415	9	,	,	PUNCT
futech-526	1415	10	j.	j.	PROPN
futech-526	1415	11	tetzlaff	tetzlaff	PROPN
futech-526	1415	12	,	,	PUNCT
futech-526	1415	13	d.	d.	PROPN
futech-526	1415	14	g.	g.	PROPN
futech-526	1415	15	altman	altman	PROPN
futech-526	1415	16	,	,	PUNCT
futech-526	1415	17	and	and	CCONJ
futech-526	1415	18	t	t	PROPN
futech-526	1415	19	prisma	prisma	PROPN
futech-526	1415	20	group	group	PROPN
futech-526	1415	21	*	*	PUNCT
futech-526	1415	22	,	,	PUNCT
futech-526	1415	23	“	"	PUNCT
futech-526	1415	24	preferred	preferred	ADJ
futech-526	1415	25	reporting	reporting	NOUN
futech-526	1415	26	items	item	NOUN
futech-526	1415	27	for	for	ADP
futech-526	1415	28	systematic	systematic	ADJ
futech-526	1415	29	reviews	review	NOUN
futech-526	1415	30	and	and	CCONJ
futech-526	1415	31	meta	meta	NOUN
futech-526	1415	32	-	-	PUNCT
futech-526	1415	33	analyses	analysis	NOUN
futech-526	1415	34	:	:	PUNCT
futech-526	1415	35	the	the	DET
futech-526	1415	36	prisma	prisma	PROPN
futech-526	1415	37	statement	statement	NOUN
futech-526	1415	38	,	,	PUNCT
futech-526	1415	39	”	"	PUNCT
futech-526	1415	40	ann	ann	PROPN
futech-526	1415	41	.	.	PUNCT
futech-526	1415	42	intern	intern	PROPN
futech-526	1415	43	.	.	PUNCT
futech-526	1415	44	med	med	PROPN
futech-526	1415	45	.	.	PROPN
futech-526	1415	46	,	,	PUNCT
futech-526	1415	47	vol	vol	NOUN
futech-526	1415	48	.	.	PROPN
futech-526	1416	1	151	151	NUM
futech-526	1416	2	,	,	PUNCT
futech-526	1416	3	no	no	INTJ
futech-526	1416	4	.	.	NOUN
futech-526	1416	5	4	4	NUM
futech-526	1416	6	,	,	PUNCT
futech-526	1416	7	pp	pp	ADJ
futech-526	1416	8	.	.	PUNCT
futech-526	1417	1	264	264	NUM
futech-526	1417	2	–	–	PUNCT
futech-526	1417	3	269	269	NUM
futech-526	1417	4	,	,	PUNCT
futech-526	1417	5	2009	2009	NUM
futech-526	1417	6	.	.	PUNCT
futech-526	1418	1	[	[	X
futech-526	1418	2	11	11	NUM
futech-526	1418	3	]	]	PUNCT
futech-526	1418	4	m.	m.	NOUN
futech-526	1418	5	mansouri	mansouri	PROPN
futech-526	1418	6	,	,	PUNCT
futech-526	1418	7	s.	s.	PROPN
futech-526	1418	8	benabdellah	benabdellah	PROPN
futech-526	1418	9	chaouni	chaouni	PROPN
futech-526	1418	10	,	,	PUNCT
futech-526	1418	11	s.	s.	PROPN
futech-526	1418	12	jai	jai	PROPN
futech-526	1418	13	andaloussi	andaloussi	PROPN
futech-526	1418	14	,	,	PUNCT
futech-526	1418	15	and	and	CCONJ
futech-526	1418	16	o.	o.	NOUN
futech-526	1418	17	ouchetto	ouchetto	ADJ
futech-526	1418	18	,	,	PUNCT
futech-526	1418	19	“	"	PUNCT
futech-526	1418	20	mfood-70	mfood-70	PROPN
futech-526	1418	21	:	:	PUNCT
futech-526	1418	22	moroccan	moroccan	ADJ
futech-526	1418	23	food	food	NOUN
futech-526	1418	24	dataset	dataset	VERB
futech-526	1418	25	for	for	ADP
futech-526	1418	26	food	food	NOUN
futech-526	1418	27	image	image	NOUN
futech-526	1418	28	recognition	recognition	NOUN
futech-526	1418	29	towards	towards	ADP
futech-526	1418	30	glycemic	glycemic	ADJ
futech-526	1418	31	index	index	NOUN
futech-526	1418	32	estimation	estimation	NOUN
futech-526	1418	33	,	,	PUNCT
futech-526	1418	34	”	"	PUNCT
futech-526	1418	35	in	in	ADP
futech-526	1418	36	the	the	DET
futech-526	1418	37	proceedings	proceeding	NOUN
futech-526	1418	38	of	of	ADP
futech-526	1418	39	the	the	DET
futech-526	1418	40	international	international	ADJ
futech-526	1418	41	conference	conference	NOUN
futech-526	1418	42	on	on	ADP
futech-526	1418	43	smart	smart	ADJ
futech-526	1418	44	city	city	NOUN
futech-526	1418	45	applications	application	NOUN
futech-526	1418	46	,	,	PUNCT
futech-526	1418	47	springer	springer	NOUN
futech-526	1418	48	,	,	PUNCT
futech-526	1418	49	2023	2023	NUM
futech-526	1418	50	,	,	PUNCT
futech-526	1418	51	pp	pp	ADJ
futech-526	1418	52	.	.	PUNCT
futech-526	1419	1	372–380	372–380	NUM
futech-526	1419	2	.	.	PUNCT
futech-526	1420	1	[	[	X
futech-526	1420	2	12	12	NUM
futech-526	1420	3	]	]	PUNCT
futech-526	1420	4	s.	s.	PROPN
futech-526	1420	5	murillo	murillo	PROPN
futech-526	1420	6	et	et	PROPN
futech-526	1420	7	al	al	PROPN
futech-526	1420	8	.	.	PROPN
futech-526	1420	9	,	,	PUNCT
futech-526	1420	10	“	"	PUNCT
futech-526	1420	11	culinary	culinary	ADJ
futech-526	1420	12	strategies	strategy	NOUN
futech-526	1420	13	to	to	PART
futech-526	1420	14	manage	manage	VERB
futech-526	1420	15	glycemic	glycemic	ADJ
futech-526	1420	16	response	response	NOUN
futech-526	1420	17	in	in	ADP
futech-526	1420	18	people	people	NOUN
futech-526	1420	19	with	with	ADP
futech-526	1420	20	type	type	NOUN
futech-526	1420	21	2	2	NUM
futech-526	1420	22	diabetes	diabetes	NOUN
futech-526	1420	23	:	:	PUNCT
futech-526	1420	24	a	a	DET
futech-526	1420	25	narrative	narrative	NOUN
futech-526	1420	26	review	review	NOUN
futech-526	1420	27	,	,	PUNCT
futech-526	1420	28	”	"	PUNCT
futech-526	1420	29	front	front	NOUN
futech-526	1420	30	.	.	PUNCT
futech-526	1421	1	nutr	nutr	PROPN
futech-526	1421	2	.	.	PROPN
futech-526	1421	3	,	,	PUNCT
futech-526	1421	4	vol	vol	NOUN
futech-526	1421	5	.	.	PROPN
futech-526	1421	6	9	9	NUM
futech-526	1421	7	,	,	PUNCT
futech-526	1421	8	p.	p.	NOUN
futech-526	1421	9	1025993	1025993	NUM
futech-526	1421	10	,	,	PUNCT
futech-526	1421	11	2022	2022	NUM
futech-526	1421	12	.	.	PUNCT
futech-526	1422	1	[	[	X
futech-526	1422	2	13	13	NUM
futech-526	1422	3	]	]	X
futech-526	1422	4	d.	d.	PROPN
futech-526	1422	5	j.	j.	PROPN
futech-526	1422	6	jenkins	jenkins	PROPN
futech-526	1422	7	et	et	PROPN
futech-526	1422	8	al	al	PROPN
futech-526	1422	9	.	.	PROPN
futech-526	1422	10	,	,	PUNCT
futech-526	1422	11	“	"	PUNCT
futech-526	1422	12	glycemic	glycemic	ADJ
futech-526	1422	13	index	index	NOUN
futech-526	1422	14	of	of	ADP
futech-526	1422	15	foods	food	NOUN
futech-526	1422	16	:	:	PUNCT
futech-526	1422	17	a	a	DET
futech-526	1422	18	physiological	physiological	ADJ
futech-526	1422	19	basis	basis	NOUN
futech-526	1422	20	for	for	ADP
futech-526	1422	21	carbohydrate	carbohydrate	NOUN
futech-526	1422	22	exchange	exchange	NOUN
futech-526	1422	23	,	,	PUNCT
futech-526	1422	24	”	"	PUNCT
futech-526	1422	25	am	be	AUX
futech-526	1422	26	.	.	PUNCT
futech-526	1423	1	j.	j.	PROPN
futech-526	1423	2	clin	clin	PROPN
futech-526	1423	3	.	.	PUNCT
futech-526	1424	1	nutr	nutr	PROPN
futech-526	1424	2	.	.	PROPN
futech-526	1424	3	,	,	PUNCT
futech-526	1424	4	vol	vol	NOUN
futech-526	1424	5	.	.	PROPN
futech-526	1425	1	34	34	NUM
futech-526	1425	2	,	,	PUNCT
futech-526	1425	3	no	no	INTJ
futech-526	1425	4	.	.	NOUN
futech-526	1425	5	3	3	NUM
futech-526	1425	6	,	,	PUNCT
futech-526	1425	7	pp	pp	ADJ
futech-526	1425	8	.	.	PUNCT
futech-526	1426	1	362–366	362–366	NUM
futech-526	1426	2	,	,	PUNCT
futech-526	1426	3	1981	1981	NUM
futech-526	1426	4	.	.	PUNCT
futech-526	1427	1	[	[	X
futech-526	1427	2	14	14	NUM
futech-526	1427	3	]	]	X
futech-526	1427	4	g.	g.	PROPN
futech-526	1427	5	riccardi	riccardi	PROPN
futech-526	1427	6	,	,	PUNCT
futech-526	1427	7	g.	g.	PROPN
futech-526	1427	8	clemente	clemente	PROPN
futech-526	1427	9	,	,	PUNCT
futech-526	1427	10	and	and	CCONJ
futech-526	1427	11	r.	r.	PROPN
futech-526	1427	12	giacco	giacco	PROPN
futech-526	1427	13	,	,	PUNCT
futech-526	1427	14	“	"	PUNCT
futech-526	1427	15	glycemic	glycemic	ADJ
futech-526	1427	16	index	index	NOUN
futech-526	1427	17	of	of	ADP
futech-526	1427	18	local	local	ADJ
futech-526	1427	19	foods	food	NOUN
futech-526	1427	20	and	and	CCONJ
futech-526	1427	21	diets	diet	NOUN
futech-526	1427	22	:	:	PUNCT
futech-526	1427	23	the	the	DET
futech-526	1427	24	mediterranean	mediterranean	PROPN
futech-526	1427	25	experience	experience	NOUN
futech-526	1427	26	,	,	PUNCT
futech-526	1427	27	”	"	PUNCT
futech-526	1427	28	nutr	nutr	PROPN
futech-526	1427	29	.	.	PROPN
futech-526	1427	30	rev	rev	PROPN
futech-526	1427	31	.	.	PROPN
futech-526	1427	32	,	,	PUNCT
futech-526	1427	33	vol	vol	NOUN
futech-526	1427	34	.	.	PROPN
futech-526	1427	35	61	61	NUM
futech-526	1427	36	,	,	PUNCT
futech-526	1427	37	no	no	INTJ
futech-526	1427	38	.	.	PUNCT
futech-526	1428	1	suppl_5	suppl_5	ADJ
futech-526	1428	2	,	,	PUNCT
futech-526	1428	3	pp	pp	PROPN
futech-526	1428	4	.	.	PUNCT
futech-526	1429	1	s56	s56	NOUN
futech-526	1429	2	–	–	PUNCT
futech-526	1429	3	s60	s60	NOUN
futech-526	1429	4	,	,	PUNCT
futech-526	1429	5	2003	2003	NUM
futech-526	1429	6	.	.	PUNCT
futech-526	1430	1	[	[	X
futech-526	1430	2	15	15	NUM
futech-526	1430	3	]	]	X
futech-526	1430	4	v.	v.	ADP
futech-526	1430	5	capriles	caprile	NOUN
futech-526	1430	6	,	,	PUNCT
futech-526	1430	7	k.	k.	PROPN
futech-526	1430	8	coelho	coelho	PROPN
futech-526	1430	9	,	,	PUNCT
futech-526	1430	10	a.	a.	PROPN
futech-526	1430	11	guerra	guerra	PROPN
futech-526	1430	12	-	-	PUNCT
futech-526	1430	13	matias	matias	PROPN
futech-526	1430	14	,	,	PUNCT
futech-526	1430	15	and	and	CCONJ
futech-526	1430	16	j.	j.	PROPN
futech-526	1430	17	arêas	arêas	PROPN
futech-526	1430	18	,	,	PUNCT
futech-526	1430	19	“	"	PUNCT
futech-526	1430	20	effects	effect	NOUN
futech-526	1430	21	of	of	ADP
futech-526	1430	22	processing	processing	NOUN
futech-526	1430	23	methods	method	NOUN
futech-526	1430	24	on	on	ADP
futech-526	1430	25	amaranth	amaranth	ADJ
futech-526	1430	26	starch	starch	NOUN
futech-526	1430	27	digestibility	digestibility	NOUN
futech-526	1430	28	and	and	CCONJ
futech-526	1430	29	predicted	predict	VERB
futech-526	1430	30	glycemic	glycemic	ADJ
futech-526	1430	31	index	index	NOUN
futech-526	1430	32	,	,	PUNCT
futech-526	1430	33	”	"	PUNCT
futech-526	1430	34	j.	j.	PROPN
futech-526	1430	35	food	food	PROPN
futech-526	1430	36	sci	sci	PROPN
futech-526	1430	37	.	.	PROPN
futech-526	1430	38	,	,	PUNCT
futech-526	1430	39	vol	vol	NOUN
futech-526	1430	40	.	.	PROPN
futech-526	1430	41	73	73	NUM
futech-526	1430	42	,	,	PUNCT
futech-526	1430	43	no	no	INTJ
futech-526	1430	44	.	.	NOUN
futech-526	1430	45	7	7	NUM
futech-526	1430	46	,	,	PUNCT
futech-526	1430	47	pp	pp	ADJ
futech-526	1430	48	.	.	PUNCT
futech-526	1431	1	h160	h160	PROPN
futech-526	1431	2	–	–	PUNCT
futech-526	1431	3	h164	h164	NUM
futech-526	1431	4	,	,	PUNCT
futech-526	1431	5	2008	2008	NUM
futech-526	1431	6	.	.	PUNCT
futech-526	1432	1	[	[	X
futech-526	1432	2	16	16	NUM
futech-526	1432	3	]	]	PUNCT
futech-526	1432	4	t.	t.	PROPN
futech-526	1432	5	m.	m.	PROPN
futech-526	1432	6	wolever	wolever	PROPN
futech-526	1432	7	et	et	PROPN
futech-526	1432	8	al	al	PROPN
futech-526	1432	9	.	.	PROPN
futech-526	1432	10	,	,	PUNCT
futech-526	1432	11	“	"	PUNCT
futech-526	1432	12	measuring	measure	VERB
futech-526	1432	13	the	the	DET
futech-526	1432	14	glycemic	glycemic	ADJ
futech-526	1432	15	index	index	NOUN
futech-526	1432	16	of	of	ADP
futech-526	1432	17	foods	food	NOUN
futech-526	1432	18	:	:	PUNCT
futech-526	1432	19	interlaboratory	interlaboratory	ADJ
futech-526	1432	20	study	study	NOUN
futech-526	1432	21	,	,	PUNCT
futech-526	1432	22	”	"	PUNCT
futech-526	1432	23	am	be	AUX
futech-526	1432	24	.	.	PUNCT
futech-526	1433	1	j.	j.	PROPN
futech-526	1433	2	clin	clin	PROPN
futech-526	1433	3	.	.	PUNCT
futech-526	1434	1	nutr	nutr	PROPN
futech-526	1434	2	.	.	PROPN
futech-526	1434	3	,	,	PUNCT
futech-526	1434	4	vol	vol	NOUN
futech-526	1434	5	.	.	PROPN
futech-526	1435	1	87	87	NUM
futech-526	1435	2	,	,	PUNCT
futech-526	1435	3	no	no	INTJ
futech-526	1435	4	.	.	NOUN
futech-526	1435	5	1	1	NUM
futech-526	1435	6	,	,	PUNCT
futech-526	1435	7	pp	pp	ADJ
futech-526	1435	8	.	.	PUNCT
futech-526	1436	1	247s-257s	247s-257s	NUM
futech-526	1436	2	,	,	PUNCT
futech-526	1436	3	2008	2008	NUM
futech-526	1436	4	.	.	PUNCT
futech-526	1437	1	[	[	X
futech-526	1437	2	17	17	NUM
futech-526	1437	3	]	]	PUNCT
futech-526	1437	4	p.	p.	PROPN
futech-526	1437	5	hernandez	hernandez	PROPN
futech-526	1437	6	,	,	PUNCT
futech-526	1437	7	v.	v.	PROPN
futech-526	1437	8	rojas	rojas	PROPN
futech-526	1437	9	,	,	PUNCT
futech-526	1437	10	and	and	CCONJ
futech-526	1437	11	c.	c.	PROPN
futech-526	1437	12	mata	mata	PROPN
futech-526	1437	13	,	,	PUNCT
futech-526	1437	14	“	"	PUNCT
futech-526	1437	15	methodology	methodology	NOUN
futech-526	1437	16	for	for	ADP
futech-526	1437	17	adding	add	VERB
futech-526	1437	18	glycemic	glycemic	ADJ
futech-526	1437	19	index	index	NOUN
futech-526	1437	20	values	value	NOUN
futech-526	1437	21	to	to	ADP
futech-526	1437	22	a	a	DET
futech-526	1437	23	venezuelan	venezuelan	ADJ
futech-526	1437	24	food	food	PROPN
futech-526	1437	25	nh	nh	PROPN
futech-526	1437	26	.	.	PROPN
futech-526	1437	27	wanigasingha	wanigasingha	VERB
futech-526	1438	1	et	et	PROPN
futech-526	1438	2	al	al	PROPN
futech-526	1438	3	.	.	PROPN
futech-526	1438	4	/future	/future	PUNCT
futech-526	1438	5	technology	technology	PROPN
futech-526	1438	6	february	february	PROPN
futech-526	1438	7	2026|	2026|	NUM
futech-526	1438	8	volume	volume	NOUN
futech-526	1438	9	05	05	NUM
futech-526	1439	1	|	|	ADV
futech-526	1439	2	issue	issue	NOUN
futech-526	1439	3	01	01	NUM
futech-526	1440	1	|	|	NOUN
futech-526	1440	2	pages	page	VERB
futech-526	1440	3	93	93	NUM
futech-526	1440	4	-	-	SYM
futech-526	1440	5	126	126	NUM
futech-526	1440	6	123	123	NUM
futech-526	1440	7	composition	composition	NOUN
futech-526	1440	8	database	database	NOUN
futech-526	1440	9	,	,	PUNCT
futech-526	1440	10	”	"	PUNCT
futech-526	1440	11	meas	mea	NOUN
futech-526	1440	12	.	.	PUNCT
futech-526	1441	1	food	food	NOUN
futech-526	1441	2	,	,	PUNCT
futech-526	1441	3	vol	vol	NOUN
futech-526	1441	4	.	.	PROPN
futech-526	1441	5	7	7	NUM
futech-526	1441	6	,	,	PUNCT
futech-526	1441	7	p.	p.	NOUN
futech-526	1441	8	100048	100048	NUM
futech-526	1441	9	,	,	PUNCT
futech-526	1441	10	2022	2022	NUM
futech-526	1441	11	.	.	PUNCT
futech-526	1442	1	[	[	X
futech-526	1442	2	18	18	NUM
futech-526	1442	3	]	]	PUNCT
futech-526	1442	4	a.	a.	PROPN
futech-526	1442	5	ali	ali	PROPN
futech-526	1442	6	,	,	PUNCT
futech-526	1442	7	m.	m.	PROPN
futech-526	1442	8	i.	i.	PROPN
futech-526	1442	9	waly	waly	PROPN
futech-526	1442	10	,	,	PUNCT
futech-526	1442	11	m.	m.	NOUN
futech-526	1442	12	al	al	PROPN
futech-526	1442	13	-	-	PUNCT
futech-526	1442	14	mahrazi	mahrazi	PROPN
futech-526	1442	15	,	,	PUNCT
futech-526	1442	16	j.	j.	PROPN
futech-526	1442	17	al	al	PROPN
futech-526	1442	18	-	-	PUNCT
futech-526	1442	19	maskari	maskari	PROPN
futech-526	1442	20	,	,	PUNCT
futech-526	1442	21	and	and	CCONJ
futech-526	1442	22	s.	s.	PROPN
futech-526	1442	23	alwaheibi	alwaheibi	PROPN
futech-526	1442	24	,	,	PUNCT
futech-526	1442	25	“	"	PUNCT
futech-526	1442	26	glycemic	glycemic	ADJ
futech-526	1442	27	index	index	NOUN
futech-526	1442	28	and	and	CCONJ
futech-526	1442	29	glycemic	glycemic	ADJ
futech-526	1442	30	load	load	NOUN
futech-526	1442	31	of	of	ADP
futech-526	1442	32	selected	select	VERB
futech-526	1442	33	omani	omani	ADJ
futech-526	1442	34	rice	rice	NOUN
futech-526	1442	35	dishes	dish	NOUN
futech-526	1442	36	,	,	PUNCT
futech-526	1442	37	”	"	PUNCT
futech-526	1442	38	food	food	NOUN
futech-526	1442	39	sci	sci	PROPN
futech-526	1442	40	.	.	PUNCT
futech-526	1443	1	eng	eng	PROPN
futech-526	1443	2	.	.	PROPN
futech-526	1443	3	,	,	PUNCT
futech-526	1443	4	pp	pp	PROPN
futech-526	1443	5	.	.	PUNCT
futech-526	1444	1	1–8	1–8	NUM
futech-526	1444	2	,	,	PUNCT
futech-526	1444	3	2023	2023	NUM
futech-526	1444	4	.	.	PUNCT
futech-526	1445	1	[	[	X
futech-526	1445	2	19	19	NUM
futech-526	1445	3	]	]	X
futech-526	1445	4	c.	c.	PROPN
futech-526	1445	5	monnard	monnard	PROPN
futech-526	1445	6	et	et	PROPN
futech-526	1445	7	al	al	PROPN
futech-526	1445	8	.	.	PROPN
futech-526	1445	9	,	,	PUNCT
futech-526	1445	10	“	"	PUNCT
futech-526	1445	11	nutritional	nutritional	ADJ
futech-526	1445	12	composition	composition	NOUN
futech-526	1445	13	of	of	ADP
futech-526	1445	14	infant	infant	NOUN
futech-526	1445	15	cereal	cereal	NOUN
futech-526	1445	16	prototypes	prototype	NOUN
futech-526	1445	17	can	can	AUX
futech-526	1445	18	precisely	precisely	ADV
futech-526	1445	19	predict	predict	VERB
futech-526	1445	20	their	their	PRON
futech-526	1445	21	glycemic	glycemic	ADJ
futech-526	1445	22	index	index	NOUN
futech-526	1445	23	,	,	PUNCT
futech-526	1445	24	”	"	PUNCT
futech-526	1445	25	nutrients	nutrient	NOUN
futech-526	1445	26	,	,	PUNCT
futech-526	1445	27	vol	vol	NOUN
futech-526	1445	28	.	.	PROPN
futech-526	1446	1	14	14	NUM
futech-526	1446	2	,	,	PUNCT
futech-526	1446	3	no	no	INTJ
futech-526	1446	4	.	.	NOUN
futech-526	1446	5	18	18	NUM
futech-526	1446	6	,	,	PUNCT
futech-526	1446	7	p.	p.	NOUN
futech-526	1446	8	3702	3702	NUM
futech-526	1446	9	,	,	PUNCT
futech-526	1446	10	2022	2022	NUM
futech-526	1446	11	.	.	PUNCT
futech-526	1447	1	[	[	X
futech-526	1447	2	20	20	NUM
futech-526	1447	3	]	]	PUNCT
futech-526	1447	4	s.-h	s.-h	NOUN
futech-526	1447	5	.	.	PUNCT
futech-526	1448	1	kim	kim	PROPN
futech-526	1448	2	,	,	PUNCT
futech-526	1448	3	d.-y	d.-y	PROPN
futech-526	1448	4	.	.	PUNCT
futech-526	1449	1	kim	kim	PROPN
futech-526	1449	2	,	,	PUNCT
futech-526	1449	3	s.-w	s.-w	PROPN
futech-526	1449	4	.	.	PUNCT
futech-526	1450	1	chun	chun	PROPN
futech-526	1450	2	,	,	PUNCT
futech-526	1450	3	j.	j.	PROPN
futech-526	1450	4	kim	kim	PROPN
futech-526	1450	5	,	,	PUNCT
futech-526	1450	6	and	and	CCONJ
futech-526	1450	7	j.	j.	PROPN
futech-526	1450	8	woo	woo	PROPN
futech-526	1450	9	,	,	PUNCT
futech-526	1450	10	“	"	PUNCT
futech-526	1450	11	impartial	impartial	ADJ
futech-526	1450	12	feature	feature	NOUN
futech-526	1450	13	selection	selection	NOUN
futech-526	1450	14	using	use	VERB
futech-526	1450	15	multi	multi	ADJ
futech-526	1450	16	-	-	ADJ
futech-526	1450	17	agent	agent	ADJ
futech-526	1450	18	reinforcement	reinforcement	NOUN
futech-526	1450	19	learning	learning	NOUN
futech-526	1450	20	for	for	ADP
futech-526	1450	21	adverse	adverse	ADJ
futech-526	1450	22	glycemic	glycemic	ADJ
futech-526	1450	23	event	event	NOUN
futech-526	1450	24	prediction	prediction	NOUN
futech-526	1450	25	,	,	PUNCT
futech-526	1450	26	”	"	PUNCT
futech-526	1450	27	comput	comput	NOUN
futech-526	1450	28	.	.	PUNCT
futech-526	1451	1	biol	biol	PROPN
futech-526	1451	2	.	.	PUNCT
futech-526	1452	1	med	med	PROPN
futech-526	1452	2	.	.	PROPN
futech-526	1452	3	,	,	PUNCT
futech-526	1452	4	vol	vol	NOUN
futech-526	1452	5	.	.	PROPN
futech-526	1452	6	173	173	NUM
futech-526	1452	7	,	,	PUNCT
futech-526	1452	8	p.	p.	NOUN
futech-526	1452	9	108257	108257	NUM
futech-526	1452	10	,	,	PUNCT
futech-526	1452	11	2024	2024	NUM
futech-526	1452	12	.	.	PUNCT
futech-526	1453	1	[	[	X
futech-526	1453	2	21	21	NUM
futech-526	1453	3	]	]	PUNCT
futech-526	1453	4	t.	t.	PROPN
futech-526	1453	5	miyakoshi	miyakoshi	PROPN
futech-526	1453	6	and	and	CCONJ
futech-526	1453	7	y.	y.	PROPN
futech-526	1453	8	m.	m.	PROPN
futech-526	1453	9	ito	ito	PROPN
futech-526	1453	10	,	,	PUNCT
futech-526	1453	11	“	"	PUNCT
futech-526	1453	12	association	association	NOUN
futech-526	1453	13	of	of	ADP
futech-526	1453	14	blood	blood	NOUN
futech-526	1453	15	glucose	glucose	NOUN
futech-526	1453	16	data	datum	NOUN
futech-526	1453	17	with	with	ADP
futech-526	1453	18	physiological	physiological	ADJ
futech-526	1453	19	and	and	CCONJ
futech-526	1453	20	nutritional	nutritional	ADJ
futech-526	1453	21	data	datum	NOUN
futech-526	1453	22	from	from	ADP
futech-526	1453	23	dietary	dietary	ADJ
futech-526	1453	24	surveys	survey	NOUN
futech-526	1453	25	investigated	investigate	VERB
futech-526	1453	26	using	use	VERB
futech-526	1453	27	publicly	publicly	ADV
futech-526	1453	28	available	available	ADJ
futech-526	1453	29	wearable	wearable	ADJ
futech-526	1453	30	-	-	PUNCT
futech-526	1453	31	type	type	NOUN
futech-526	1453	32	databases	database	NOUN
futech-526	1453	33	,	,	PUNCT
futech-526	1453	34	”	"	PUNCT
futech-526	1453	35	jmir	jmir	PROPN
futech-526	1453	36	diabetes	diabetes	PROPN
futech-526	1453	37	,	,	PUNCT
futech-526	1453	38	oct	oct	PROPN
futech-526	1453	39	.	.	PROPN
futech-526	1453	40	2024	2024	NUM
futech-526	1453	41	,	,	PUNCT
futech-526	1453	42	doi	doi	NOUN
futech-526	1453	43	:	:	PUNCT
futech-526	1453	44	10.2196/62831	10.2196/62831	NUM
futech-526	1453	45	.	.	PUNCT
futech-526	1454	1	[	[	X
futech-526	1454	2	22	22	NUM
futech-526	1454	3	]	]	PUNCT
futech-526	1454	4	m.	m.	NOUN
futech-526	1454	5	a.	a.	PROPN
futech-526	1454	6	kader	kader	PROPN
futech-526	1454	7	et	et	PROPN
futech-526	1454	8	al	al	PROPN
futech-526	1454	9	.	.	PROPN
futech-526	1454	10	,	,	PUNCT
futech-526	1454	11	“	"	PUNCT
futech-526	1454	12	dataset	dataset	VERB
futech-526	1454	13	on	on	ADP
futech-526	1454	14	developing	develop	VERB
futech-526	1454	15	low	low	ADJ
futech-526	1454	16	glycemic	glycemic	ADJ
futech-526	1454	17	index	index	NOUN
futech-526	1454	18	rice	rice	NOUN
futech-526	1454	19	variety	variety	NOUN
futech-526	1454	20	suitable	suitable	ADJ
futech-526	1454	21	for	for	ADP
futech-526	1454	22	irrigated	irrigated	ADJ
futech-526	1454	23	ecosystem	ecosystem	NOUN
futech-526	1454	24	in	in	ADP
futech-526	1454	25	bangladesh	bangladesh	NOUN
futech-526	1454	26	,	,	PUNCT
futech-526	1454	27	”	"	PUNCT
futech-526	1454	28	data	data	NOUN
futech-526	1454	29	brief	brief	NOUN
futech-526	1454	30	,	,	PUNCT
futech-526	1454	31	vol	vol	NOUN
futech-526	1454	32	.	.	PROPN
futech-526	1454	33	55	55	NUM
futech-526	1454	34	,	,	PUNCT
futech-526	1454	35	p.	p.	NOUN
futech-526	1454	36	110757	110757	NUM
futech-526	1454	37	,	,	PUNCT
futech-526	1454	38	2024	2024	NUM
futech-526	1454	39	.	.	PUNCT
futech-526	1455	1	[	[	X
futech-526	1455	2	23	23	NUM
futech-526	1455	3	]	]	X
futech-526	1455	4	i.	i.	PROPN
futech-526	1455	5	pasqualoni	pasqualoni	PROPN
futech-526	1455	6	,	,	PUNCT
futech-526	1455	7	r.	r.	PROPN
futech-526	1455	8	tolve	tolve	PROPN
futech-526	1455	9	,	,	PUNCT
futech-526	1455	10	b.	b.	PROPN
futech-526	1455	11	simonato	simonato	PROPN
futech-526	1455	12	,	,	PUNCT
futech-526	1455	13	and	and	CCONJ
futech-526	1455	14	f.	f.	PROPN
futech-526	1455	15	bianchi	bianchi	PROPN
futech-526	1455	16	,	,	PUNCT
futech-526	1455	17	“	"	PUNCT
futech-526	1455	18	the	the	DET
futech-526	1455	19	impact	impact	NOUN
futech-526	1455	20	of	of	ADP
futech-526	1455	21	selected	select	VERB
futech-526	1455	22	ingredients	ingredient	NOUN
futech-526	1455	23	on	on	ADP
futech-526	1455	24	the	the	DET
futech-526	1455	25	predicted	predict	VERB
futech-526	1455	26	glycemic	glycemic	ADJ
futech-526	1455	27	index	index	NOUN
futech-526	1455	28	and	and	CCONJ
futech-526	1455	29	technological	technological	ADJ
futech-526	1455	30	properties	property	NOUN
futech-526	1455	31	of	of	ADP
futech-526	1455	32	bread	bread	NOUN
futech-526	1455	33	,	,	PUNCT
futech-526	1455	34	”	"	PUNCT
futech-526	1455	35	foods	food	NOUN
futech-526	1455	36	,	,	PUNCT
futech-526	1455	37	vol	vol	NOUN
futech-526	1455	38	.	.	PROPN
futech-526	1455	39	13	13	NUM
futech-526	1455	40	,	,	PUNCT
futech-526	1455	41	no	no	INTJ
futech-526	1455	42	.	.	NOUN
futech-526	1455	43	16	16	NUM
futech-526	1455	44	,	,	PUNCT
futech-526	1455	45	p.	p.	NOUN
futech-526	1455	46	2488	2488	NUM
futech-526	1455	47	,	,	PUNCT
futech-526	1455	48	2024	2024	NUM
futech-526	1455	49	.	.	PUNCT
futech-526	1456	1	[	[	X
futech-526	1456	2	24	24	NUM
futech-526	1456	3	]	]	PUNCT
futech-526	1456	4	a.	a.	NOUN
futech-526	1456	5	kumar	kumar	PROPN
futech-526	1456	6	et	et	PROPN
futech-526	1456	7	al	al	PROPN
futech-526	1456	8	.	.	PROPN
futech-526	1456	9	,	,	PUNCT
futech-526	1456	10	“	"	PUNCT
futech-526	1456	11	glycemic	glycemic	ADJ
futech-526	1456	12	index	index	NOUN
futech-526	1456	13	of	of	ADP
futech-526	1456	14	rice	rice	NOUN
futech-526	1456	15	:	:	PUNCT
futech-526	1456	16	role	role	NOUN
futech-526	1456	17	in	in	ADP
futech-526	1456	18	diabetics	diabetic	NOUN
futech-526	1456	19	,	,	PUNCT
futech-526	1456	20	”	"	PUNCT
futech-526	1456	21	nrri	nrri	NOUN
futech-526	1456	22	res	re	NOUN
futech-526	1456	23	.	.	PUNCT
futech-526	1457	1	bull	bull	PROPN
futech-526	1457	2	.	.	PUNCT
futech-526	1457	3	,	,	PUNCT
futech-526	1458	1	no	no	INTJ
futech-526	1458	2	.	.	NOUN
futech-526	1458	3	44	44	NUM
futech-526	1458	4	,	,	PUNCT
futech-526	1458	5	2024	2024	NUM
futech-526	1458	6	.	.	PUNCT
futech-526	1459	1	[	[	X
futech-526	1459	2	25	25	NUM
futech-526	1459	3	]	]	X
futech-526	1459	4	s.	s.	PROPN
futech-526	1459	5	gopinath	gopinath	PROPN
futech-526	1459	6	,	,	PUNCT
futech-526	1459	7	u.	u.	PROPN
futech-526	1459	8	s	s	PROPN
futech-526	1459	9	,	,	PUNCT
futech-526	1459	10	s.	s.	PROPN
futech-526	1459	11	n.	n.	PROPN
futech-526	1459	12	jathin	jathin	PROPN
futech-526	1459	13	p	p	PROPN
futech-526	1459	14	,	,	PUNCT
futech-526	1459	15	p.	p.	NOUN
futech-526	1459	16	v.	v.	PROPN
futech-526	1459	17	j	j	PROPN
futech-526	1459	18	,	,	PUNCT
futech-526	1459	19	and	and	CCONJ
futech-526	1459	20	s.	s.	PROPN
futech-526	1459	21	palaniswamy	palaniswamy	PROPN
futech-526	1459	22	,	,	PUNCT
futech-526	1459	23	“	"	PUNCT
futech-526	1459	24	glycemic	glycemic	ADJ
futech-526	1459	25	index	index	NOUN
futech-526	1459	26	based	base	VERB
futech-526	1459	27	food	food	NOUN
futech-526	1459	28	recommendation	recommendation	NOUN
futech-526	1459	29	system	system	NOUN
futech-526	1459	30	using	use	VERB
futech-526	1459	31	deep	deep	ADJ
futech-526	1459	32	learning	learning	NOUN
futech-526	1459	33	,	,	PUNCT
futech-526	1459	34	”	"	PUNCT
futech-526	1459	35	in	in	ADP
futech-526	1459	36	2024	2024	NUM
futech-526	1459	37	1st	1st	ADJ
futech-526	1459	38	international	international	ADJ
futech-526	1459	39	conference	conference	NOUN
futech-526	1459	40	on	on	ADP
futech-526	1459	41	communications	communication	NOUN
futech-526	1459	42	and	and	CCONJ
futech-526	1459	43	computer	computer	NOUN
futech-526	1459	44	science	science	NOUN
futech-526	1459	45	(	(	PUNCT
futech-526	1459	46	incccs	incccs	PROPN
futech-526	1459	47	)	)	PUNCT
futech-526	1459	48	,	,	PUNCT
futech-526	1459	49	bangalore	bangalore	PROPN
futech-526	1459	50	,	,	PUNCT
futech-526	1459	51	india	india	PROPN
futech-526	1459	52	:	:	PUNCT
futech-526	1459	53	ieee	ieee	PROPN
futech-526	1459	54	,	,	PUNCT
futech-526	1459	55	may	may	AUX
futech-526	1459	56	2024	2024	NUM
futech-526	1459	57	,	,	PUNCT
futech-526	1459	58	pp	pp	ADV
futech-526	1459	59	.	.	PUNCT
futech-526	1460	1	1–6	1–6	X
futech-526	1460	2	.	.	PUNCT
futech-526	1460	3	doi	doi	NOUN
futech-526	1460	4	:	:	PUNCT
futech-526	1460	5	10.1109	10.1109	NUM
futech-526	1460	6	/	/	SYM
futech-526	1460	7	incccs60947.2024.10593438	incccs60947.2024.10593438	PROPN
futech-526	1460	8	.	.	PUNCT
futech-526	1461	1	[	[	X
futech-526	1461	2	26	26	NUM
futech-526	1461	3	]	]	X
futech-526	1461	4	b.	b.	PROPN
futech-526	1461	5	d.	d.	PROPN
futech-526	1461	6	maibam	maibam	PROPN
futech-526	1461	7	,	,	PUNCT
futech-526	1461	8	s.	s.	PROPN
futech-526	1461	9	chakraborty	chakraborty	PROPN
futech-526	1461	10	,	,	PUNCT
futech-526	1461	11	c.	c.	PROPN
futech-526	1461	12	nickhil	nickhil	PROPN
futech-526	1461	13	,	,	PUNCT
futech-526	1461	14	and	and	CCONJ
futech-526	1461	15	s.	s.	PROPN
futech-526	1461	16	c.	c.	PROPN
futech-526	1461	17	deka	deka	PROPN
futech-526	1461	18	,	,	PUNCT
futech-526	1461	19	“	"	PUNCT
futech-526	1461	20	effect	effect	NOUN
futech-526	1461	21	of	of	ADP
futech-526	1461	22	euryale	euryale	ADJ
futech-526	1461	23	ferox	ferox	NOUN
futech-526	1461	24	seed	seed	NOUN
futech-526	1461	25	shell	shell	NOUN
futech-526	1461	26	extract	extract	NOUN
futech-526	1461	27	addition	addition	NOUN
futech-526	1461	28	on	on	ADP
futech-526	1461	29	the	the	DET
futech-526	1461	30	in	in	ADV
futech-526	1461	31	vitro	vitro	X
futech-526	1461	32	starch	starch	NOUN
futech-526	1461	33	digestibility	digestibility	NOUN
futech-526	1461	34	and	and	CCONJ
futech-526	1461	35	predicted	predict	VERB
futech-526	1461	36	glycemic	glycemic	ADJ
futech-526	1461	37	index	index	NOUN
futech-526	1461	38	of	of	ADP
futech-526	1461	39	wheat	wheat	NOUN
futech-526	1461	40	-	-	PUNCT
futech-526	1461	41	based	base	VERB
futech-526	1461	42	bread	bread	NOUN
futech-526	1461	43	,	,	PUNCT
futech-526	1461	44	”	"	PUNCT
futech-526	1461	45	int	int	NOUN
futech-526	1461	46	.	.	PUNCT
futech-526	1462	1	j.	j.	PROPN
futech-526	1462	2	biol	biol	PROPN
futech-526	1462	3	.	.	PUNCT
futech-526	1463	1	macromol	macromol	PROPN
futech-526	1463	2	.	.	PUNCT
futech-526	1463	3	,	,	PUNCT
futech-526	1463	4	vol	vol	NOUN
futech-526	1463	5	.	.	PROPN
futech-526	1464	1	226	226	NUM
futech-526	1464	2	,	,	PUNCT
futech-526	1464	3	pp	pp	ADJ
futech-526	1464	4	.	.	PUNCT
futech-526	1465	1	1066–1078	1066–1078	NUM
futech-526	1465	2	,	,	PUNCT
futech-526	1465	3	jan	jan	PROPN
futech-526	1465	4	.	.	PROPN
futech-526	1465	5	2023	2023	NUM
futech-526	1465	6	,	,	PUNCT
futech-526	1465	7	doi	doi	NOUN
futech-526	1465	8	:	:	PUNCT
futech-526	1465	9	10.1016	10.1016	NUM
futech-526	1465	10	/	/	SYM
futech-526	1465	11	j.ijbiomac.2022.11.223	j.ijbiomac.2022.11.223	PROPN
futech-526	1465	12	.	.	PUNCT
futech-526	1466	1	[	[	X
futech-526	1466	2	27	27	NUM
futech-526	1466	3	]	]	PUNCT
futech-526	1466	4	t.	t.	PROPN
futech-526	1466	5	v.	v.	PROPN
futech-526	1466	6	ngo	ngo	PROPN
futech-526	1466	7	,	,	PUNCT
futech-526	1466	8	k.	k.	PROPN
futech-526	1466	9	kunyanee	kunyanee	PROPN
futech-526	1466	10	,	,	PUNCT
futech-526	1466	11	and	and	CCONJ
futech-526	1466	12	n.	n.	PROPN
futech-526	1466	13	luangsakul	luangsakul	PROPN
futech-526	1466	14	,	,	PUNCT
futech-526	1466	15	“	"	PUNCT
futech-526	1466	16	insights	insight	NOUN
futech-526	1466	17	into	into	ADP
futech-526	1466	18	recent	recent	ADJ
futech-526	1466	19	updates	update	NOUN
futech-526	1466	20	on	on	ADP
futech-526	1466	21	factors	factor	NOUN
futech-526	1466	22	and	and	CCONJ
futech-526	1466	23	technologies	technology	NOUN
futech-526	1466	24	that	that	PRON
futech-526	1466	25	modulate	modulate	VERB
futech-526	1466	26	the	the	DET
futech-526	1466	27	glycemic	glycemic	ADJ
futech-526	1466	28	index	index	NOUN
futech-526	1466	29	of	of	ADP
futech-526	1466	30	rice	rice	NOUN
futech-526	1466	31	and	and	CCONJ
futech-526	1466	32	its	its	PRON
futech-526	1466	33	products	product	NOUN
futech-526	1466	34	,	,	PUNCT
futech-526	1466	35	”	"	PUNCT
futech-526	1466	36	foods	food	NOUN
futech-526	1466	37	,	,	PUNCT
futech-526	1466	38	vol	vol	NOUN
futech-526	1466	39	.	.	PROPN
futech-526	1467	1	12	12	NUM
futech-526	1467	2	,	,	PUNCT
futech-526	1467	3	no	no	INTJ
futech-526	1467	4	.	.	NOUN
futech-526	1467	5	19	19	NUM
futech-526	1467	6	,	,	PUNCT
futech-526	1467	7	p.	p.	NOUN
futech-526	1467	8	3659	3659	NUM
futech-526	1467	9	,	,	PUNCT
futech-526	1467	10	2023	2023	NUM
futech-526	1467	11	.	.	PUNCT
futech-526	1468	1	[	[	X
futech-526	1468	2	28	28	NUM
futech-526	1468	3	]	]	X
futech-526	1468	4	m.	m.	NOUN
futech-526	1468	5	h.	h.	PROPN
futech-526	1468	6	pipil	pipil	PROPN
futech-526	1468	7	,	,	PUNCT
futech-526	1468	8	m.	m.	NOUN
futech-526	1468	9	m.	m.	PROPN
futech-526	1468	10	hasan	hasan	PROPN
futech-526	1468	11	,	,	PUNCT
futech-526	1468	12	a.	a.	PROPN
futech-526	1468	13	setu	setu	PROPN
futech-526	1468	14	,	,	PUNCT
futech-526	1468	15	s.	s.	PROPN
futech-526	1468	16	r.	r.	PROPN
futech-526	1468	17	ray	ray	PROPN
futech-526	1468	18	,	,	PUNCT
futech-526	1468	19	s.	s.	PROPN
futech-526	1468	20	sharmin	sharmin	PROPN
futech-526	1468	21	,	,	PUNCT
futech-526	1468	22	and	and	CCONJ
futech-526	1468	23	m.	m.	PROPN
futech-526	1468	24	j.	j.	PROPN
futech-526	1468	25	h.	h.	PROPN
futech-526	1468	26	bhuiyan	bhuiyan	PROPN
futech-526	1468	27	,	,	PUNCT
futech-526	1468	28	“	"	PUNCT
futech-526	1468	29	evaluation	evaluation	NOUN
futech-526	1468	30	of	of	ADP
futech-526	1468	31	glycemic	glycemic	ADJ
futech-526	1468	32	index	index	NOUN
futech-526	1468	33	of	of	ADP
futech-526	1468	34	selected	select	VERB
futech-526	1468	35	black	black	ADJ
futech-526	1468	36	rice	rice	NOUN
futech-526	1468	37	cultivars	cultivar	NOUN
futech-526	1468	38	in	in	ADP
futech-526	1468	39	bangladesh	bangladesh	NOUN
futech-526	1468	40	:	:	PUNCT
futech-526	1468	41	evaluation	evaluation	NOUN
futech-526	1468	42	of	of	ADP
futech-526	1468	43	glycemic	glycemic	ADJ
futech-526	1468	44	index	index	NOUN
futech-526	1468	45	of	of	ADP
futech-526	1468	46	selected	select	VERB
futech-526	1468	47	local	local	ADJ
futech-526	1468	48	rice	rice	NOUN
futech-526	1468	49	cultivars	cultivar	NOUN
futech-526	1468	50	in	in	ADP
futech-526	1468	51	bangladesh	bangladesh	NOUN
futech-526	1468	52	,	,	PUNCT
futech-526	1468	53	”	"	PUNCT
futech-526	1468	54	j.	j.	PROPN
futech-526	1468	55	bangladesh	bangladesh	PROPN
futech-526	1468	56	agric	agric	PROPN
futech-526	1468	57	.	.	PUNCT
futech-526	1469	1	univ	univ	PROPN
futech-526	1469	2	.	.	PROPN
futech-526	1469	3	,	,	PUNCT
futech-526	1469	4	vol	vol	NOUN
futech-526	1469	5	.	.	PROPN
futech-526	1470	1	22	22	NUM
futech-526	1470	2	,	,	PUNCT
futech-526	1470	3	no	no	INTJ
futech-526	1470	4	.	.	NOUN
futech-526	1470	5	2	2	NUM
futech-526	1470	6	,	,	PUNCT
futech-526	1470	7	pp	pp	ADJ
futech-526	1470	8	.	.	PUNCT
futech-526	1471	1	249–256	249–256	NUM
futech-526	1471	2	,	,	PUNCT
futech-526	1471	3	2024	2024	NUM
futech-526	1471	4	.	.	PUNCT
futech-526	1472	1	[	[	X
futech-526	1472	2	29	29	NUM
futech-526	1472	3	]	]	X
futech-526	1472	4	g.	g.	PROPN
futech-526	1472	5	annuzzi	annuzzi	PROPN
futech-526	1472	6	et	et	PROPN
futech-526	1472	7	al	al	PROPN
futech-526	1472	8	.	.	PROPN
futech-526	1472	9	,	,	PUNCT
futech-526	1472	10	“	"	PUNCT
futech-526	1472	11	impact	impact	NOUN
futech-526	1472	12	of	of	ADP
futech-526	1472	13	nutritional	nutritional	ADJ
futech-526	1472	14	factors	factor	NOUN
futech-526	1472	15	in	in	ADP
futech-526	1472	16	blood	blood	NOUN
futech-526	1472	17	glucose	glucose	NOUN
futech-526	1472	18	prediction	prediction	NOUN
futech-526	1472	19	in	in	ADP
futech-526	1472	20	type	type	NOUN
futech-526	1472	21	1	1	NUM
futech-526	1472	22	diabetes	diabetes	NOUN
futech-526	1472	23	through	through	ADP
futech-526	1472	24	machine	machine	NOUN
futech-526	1472	25	learning	learning	NOUN
futech-526	1472	26	,	,	PUNCT
futech-526	1472	27	”	"	PUNCT
futech-526	1472	28	ieee	ieee	NOUN
futech-526	1472	29	access	access	NOUN
futech-526	1472	30	,	,	PUNCT
futech-526	1472	31	vol	vol	NOUN
futech-526	1472	32	.	.	PROPN
futech-526	1472	33	11	11	NUM
futech-526	1472	34	,	,	PUNCT
futech-526	1472	35	pp	pp	ADJ
futech-526	1472	36	.	.	PUNCT
futech-526	1472	37	17104–17115	17104–17115	NUM
futech-526	1472	38	,	,	PUNCT
futech-526	1472	39	2023	2023	NUM
futech-526	1472	40	.	.	PUNCT
futech-526	1473	1	[	[	X
futech-526	1473	2	30	30	NUM
futech-526	1473	3	]	]	X
futech-526	1473	4	s.	s.	PROPN
futech-526	1473	5	shahakar	shahakar	PROPN
futech-526	1473	6	,	,	PUNCT
futech-526	1473	7	p.	p.	PROPN
futech-526	1473	8	chopde	chopde	NOUN
futech-526	1473	9	,	,	PUNCT
futech-526	1473	10	n.	n.	PROPN
futech-526	1473	11	purohit	purohit	PROPN
futech-526	1473	12	,	,	PUNCT
futech-526	1473	13	a.	a.	NOUN
futech-526	1473	14	vishwakarma	vishwakarma	PROPN
futech-526	1473	15	,	,	PUNCT
futech-526	1473	16	a.	a.	NOUN
futech-526	1473	17	nite	nite	PROPN
futech-526	1473	18	,	,	PUNCT
futech-526	1473	19	and	and	CCONJ
futech-526	1473	20	a.	a.	PROPN
futech-526	1473	21	k.	k.	PROPN
futech-526	1473	22	sharma	sharma	PROPN
futech-526	1473	23	,	,	PUNCT
futech-526	1473	24	“	"	PUNCT
futech-526	1473	25	a	a	DET
futech-526	1473	26	novel	novel	ADJ
futech-526	1473	27	machine	machine	NOUN
futech-526	1473	28	learning	learning	NOUN
futech-526	1473	29	and	and	CCONJ
futech-526	1473	30	deep	deep	ADJ
futech-526	1473	31	learning	learn	VERB
futech-526	1473	32	driven	drive	VERB
futech-526	1473	33	prediction	prediction	NOUN
futech-526	1473	34	for	for	ADP
futech-526	1473	35	pre	pre	ADJ
futech-526	1473	36	-	-	ADJ
futech-526	1473	37	diabetic	diabetic	ADJ
futech-526	1473	38	patients	patient	NOUN
futech-526	1473	39	,	,	PUNCT
futech-526	1473	40	”	"	PUNCT
futech-526	1473	41	in	in	ADP
futech-526	1473	42	2023	2023	NUM
futech-526	1473	43	6th	6th	ADJ
futech-526	1473	44	international	international	ADJ
futech-526	1473	45	conference	conference	NOUN
futech-526	1473	46	on	on	ADP
futech-526	1473	47	information	information	NOUN
futech-526	1473	48	systems	system	NOUN
futech-526	1473	49	and	and	CCONJ
futech-526	1473	50	computer	computer	NOUN
futech-526	1473	51	networks	network	NOUN
futech-526	1473	52	(	(	PUNCT
futech-526	1473	53	iscon	iscon	NOUN
futech-526	1473	54	)	)	PUNCT
futech-526	1473	55	,	,	PUNCT
futech-526	1473	56	ieee	ieee	NOUN
futech-526	1473	57	,	,	PUNCT
futech-526	1473	58	2023	2023	NUM
futech-526	1473	59	,	,	PUNCT
futech-526	1473	60	pp	pp	ADJ
futech-526	1473	61	.	.	PUNCT
futech-526	1474	1	1–6	1–6	X
futech-526	1474	2	.	.	PUNCT
futech-526	1475	1	[	[	X
futech-526	1475	2	31	31	NUM
futech-526	1475	3	]	]	PUNCT
futech-526	1475	4	z.-f	z.-f	NOUN
futech-526	1475	5	.	.	PUNCT
futech-526	1476	1	chen	chen	PROPN
futech-526	1476	2	,	,	PUNCT
futech-526	1476	3	j.	j.	PROPN
futech-526	1476	4	d.	d.	PROPN
futech-526	1476	5	kusuma	kusuma	PROPN
futech-526	1476	6	,	,	PUNCT
futech-526	1476	7	and	and	CCONJ
futech-526	1476	8	s.-y	s.-y	NOUN
futech-526	1476	9	.	.	PUNCT
futech-526	1477	1	p.	p.	NOUN
futech-526	1477	2	k.	k.	PROPN
futech-526	1477	3	shiao	shiao	PROPN
futech-526	1477	4	,	,	PUNCT
futech-526	1477	5	“	"	PUNCT
futech-526	1477	6	validating	validate	VERB
futech-526	1477	7	healthy	healthy	ADJ
futech-526	1477	8	eating	eating	NOUN
futech-526	1477	9	index	index	NOUN
futech-526	1477	10	,	,	PUNCT
futech-526	1477	11	glycemic	glycemic	ADJ
futech-526	1477	12	index	index	NOUN
futech-526	1477	13	,	,	PUNCT
futech-526	1477	14	and	and	CCONJ
futech-526	1477	15	glycemic	glycemic	ADJ
futech-526	1477	16	load	load	NOUN
futech-526	1477	17	with	with	ADP
futech-526	1477	18	modern	modern	ADJ
futech-526	1477	19	diets	diet	NOUN
futech-526	1477	20	for	for	ADP
futech-526	1477	21	e	e	NOUN
futech-526	1477	22	-	-	NOUN
futech-526	1477	23	health	health	ADJ
futech-526	1477	24	era	era	NOUN
futech-526	1477	25	,	,	PUNCT
futech-526	1477	26	”	"	PUNCT
futech-526	1477	27	nutrients	nutrient	NOUN
futech-526	1477	28	,	,	PUNCT
futech-526	1477	29	vol	vol	NOUN
futech-526	1477	30	.	.	PROPN
futech-526	1477	31	15	15	NUM
futech-526	1477	32	,	,	PUNCT
futech-526	1477	33	no	no	INTJ
futech-526	1477	34	.	.	NOUN
futech-526	1477	35	5	5	NUM
futech-526	1477	36	,	,	PUNCT
futech-526	1477	37	p.	p.	NOUN
futech-526	1477	38	1263	1263	NUM
futech-526	1477	39	,	,	PUNCT
futech-526	1477	40	2023	2023	NUM
futech-526	1477	41	.	.	PUNCT
futech-526	1478	1	[	[	X
futech-526	1478	2	32	32	NUM
futech-526	1478	3	]	]	PUNCT
futech-526	1478	4	a.	a.	NOUN
futech-526	1478	5	t.	t.	PROPN
futech-526	1478	6	sipe	sipe	PROPN
futech-526	1478	7	,	,	PUNCT
futech-526	1478	8	m.	m.	NOUN
futech-526	1478	9	l.	l.	PROPN
futech-526	1478	10	neuhouser	neuhouser	PROPN
futech-526	1478	11	,	,	PUNCT
futech-526	1478	12	k.	k.	PROPN
futech-526	1478	13	l.	l.	PROPN
futech-526	1478	14	breymeyer	breymeyer	PROPN
futech-526	1478	15	,	,	PUNCT
futech-526	1478	16	and	and	CCONJ
futech-526	1478	17	k.	k.	PROPN
futech-526	1478	18	m.	m.	PROPN
futech-526	1478	19	utzschneider	utzschneider	PROPN
futech-526	1478	20	,	,	PUNCT
futech-526	1478	21	“	"	PUNCT
futech-526	1478	22	effect	effect	NOUN
futech-526	1478	23	of	of	ADP
futech-526	1478	24	dietary	dietary	ADJ
futech-526	1478	25	glycemic	glycemic	ADJ
futech-526	1478	26	index	index	NOUN
futech-526	1478	27	on	on	ADP
futech-526	1478	28	βcell	βcell	NOUN
futech-526	1478	29	function	function	NOUN
futech-526	1478	30	in	in	ADP
futech-526	1478	31	prediabetes	prediabete	NOUN
futech-526	1478	32	:	:	PUNCT
futech-526	1478	33	a	a	DET
futech-526	1478	34	randomized	randomized	ADJ
futech-526	1478	35	controlled	control	VERB
futech-526	1478	36	feeding	feeding	NOUN
futech-526	1478	37	study	study	NOUN
futech-526	1478	38	,	,	PUNCT
futech-526	1478	39	”	"	PUNCT
futech-526	1478	40	nutrients	nutrient	NOUN
futech-526	1478	41	,	,	PUNCT
futech-526	1478	42	vol	vol	NOUN
futech-526	1478	43	.	.	PROPN
futech-526	1478	44	14	14	NUM
futech-526	1478	45	,	,	PUNCT
futech-526	1478	46	no	no	INTJ
futech-526	1478	47	.	.	NOUN
futech-526	1478	48	4	4	NUM
futech-526	1478	49	,	,	PUNCT
futech-526	1478	50	p.	p.	NOUN
futech-526	1478	51	887	887	NUM
futech-526	1478	52	,	,	PUNCT
futech-526	1478	53	2022	2022	NUM
futech-526	1478	54	.	.	PUNCT
futech-526	1479	1	[	[	X
futech-526	1479	2	33	33	NUM
futech-526	1479	3	]	]	PUNCT
futech-526	1479	4	a.	a.	NOUN
futech-526	1479	5	rytz	rytz	PROPN
futech-526	1479	6	et	et	PROPN
futech-526	1479	7	al	al	PROPN
futech-526	1479	8	.	.	PROPN
futech-526	1479	9	,	,	PUNCT
futech-526	1479	10	“	"	PUNCT
futech-526	1479	11	predicting	predict	VERB
futech-526	1479	12	glycemic	glycemic	ADJ
futech-526	1479	13	index	index	NOUN
futech-526	1479	14	and	and	CCONJ
futech-526	1479	15	glycemic	glycemic	ADJ
futech-526	1479	16	load	load	NOUN
futech-526	1479	17	from	from	ADP
futech-526	1479	18	macronutrients	macronutrient	NOUN
futech-526	1479	19	to	to	PART
futech-526	1479	20	accelerate	accelerate	VERB
futech-526	1479	21	development	development	NOUN
futech-526	1479	22	of	of	ADP
futech-526	1479	23	foods	food	NOUN
futech-526	1479	24	and	and	CCONJ
futech-526	1479	25	beverages	beverage	NOUN
futech-526	1479	26	with	with	ADP
futech-526	1479	27	lower	low	ADJ
futech-526	1479	28	glucose	glucose	NOUN
futech-526	1479	29	responses	response	NOUN
futech-526	1479	30	,	,	PUNCT
futech-526	1479	31	”	"	PUNCT
futech-526	1479	32	nutrients	nutrient	NOUN
futech-526	1479	33	,	,	PUNCT
futech-526	1479	34	vol	vol	NOUN
futech-526	1479	35	.	.	PROPN
futech-526	1479	36	11	11	NUM
futech-526	1479	37	,	,	PUNCT
futech-526	1479	38	no	no	INTJ
futech-526	1479	39	.	.	NOUN
futech-526	1479	40	5	5	NUM
futech-526	1479	41	,	,	PUNCT
futech-526	1479	42	p.	p.	NOUN
futech-526	1479	43	1172	1172	NUM
futech-526	1479	44	,	,	PUNCT
futech-526	1479	45	2019	2019	NUM
futech-526	1479	46	.	.	PUNCT
futech-526	1480	1	[	[	X
futech-526	1480	2	34	34	NUM
futech-526	1480	3	]	]	X
futech-526	1480	4	p.	p.	NOUN
futech-526	1480	5	h.	h.	PROPN
futech-526	1480	6	s.	s.	PROPN
futech-526	1480	7	de	de	PROPN
futech-526	1480	8	rossi	rossi	PROPN
futech-526	1480	9	,	,	PUNCT
futech-526	1480	10	s.	s.	PROPN
futech-526	1480	11	m.	m.	PROPN
futech-526	1480	12	barbalho	barbalho	PROPN
futech-526	1480	13	,	,	PUNCT
futech-526	1480	14	m.	m.	NOUN
futech-526	1480	15	oshiiwa	oshiiwa	PROPN
futech-526	1480	16	,	,	PUNCT
futech-526	1480	17	and	and	CCONJ
futech-526	1480	18	a.	a.	NOUN
futech-526	1480	19	a.	a.	PROPN
futech-526	1480	20	j.	j.	PROPN
futech-526	1480	21	sampaio	sampaio	PROPN
futech-526	1480	22	,	,	PUNCT
futech-526	1480	23	“	"	PUNCT
futech-526	1480	24	glycemic	glycemic	ADJ
futech-526	1480	25	index	index	NOUN
futech-526	1480	26	of	of	ADP
futech-526	1480	27	foods	food	NOUN
futech-526	1480	28	:	:	PUNCT
futech-526	1480	29	a	a	DET
futech-526	1480	30	review	review	NOUN
futech-526	1480	31	,	,	PUNCT
futech-526	1480	32	”	"	PUNCT
futech-526	1480	33	pubsaúde	pubsaúde	NOUN
futech-526	1480	34	,	,	PUNCT
futech-526	1480	35	vol	vol	NOUN
futech-526	1480	36	.	.	PROPN
futech-526	1480	37	4	4	NUM
futech-526	1480	38	,	,	PUNCT
futech-526	1480	39	p.	p.	NOUN
futech-526	1481	1	a072	a072	NUM
futech-526	1481	2	,	,	PUNCT
futech-526	1481	3	2020	2020	NUM
futech-526	1481	4	,	,	PUNCT
futech-526	1481	5	doi	doi	NOUN
futech-526	1481	6	:	:	PUNCT
futech-526	1481	7	10.31533	10.31533	NUM
futech-526	1481	8	/	/	SYM
futech-526	1481	9	pubsaude4.a072	pubsaude4.a072	NOUN
futech-526	1481	10	.	.	PUNCT
futech-526	1482	1	[	[	X
futech-526	1482	2	35	35	NUM
futech-526	1482	3	]	]	PUNCT
futech-526	1482	4	m.	m.	NOUN
futech-526	1482	5	a.	a.	PROPN
futech-526	1482	6	samir	samir	PROPN
futech-526	1482	7	,	,	PUNCT
futech-526	1482	8	z.	z.	PROPN
futech-526	1482	9	a.	a.	PROPN
futech-526	1482	10	mohamed	mohamed	PROPN
futech-526	1482	11	,	,	PUNCT
futech-526	1482	12	m.	m.	NOUN
futech-526	1482	13	a.	a.	PROPN
futech-526	1482	14	a.	a.	PROPN
futech-526	1482	15	hussein	hussein	PROPN
futech-526	1482	16	,	,	PUNCT
futech-526	1482	17	and	and	CCONJ
futech-526	1482	18	a.	a.	NOUN
futech-526	1482	19	atia	atia	PROPN
futech-526	1482	20	,	,	PUNCT
futech-526	1482	21	“	"	PUNCT
futech-526	1482	22	applying	apply	VERB
futech-526	1482	23	deep	deep	ADJ
futech-526	1482	24	learning	learning	NOUN
futech-526	1482	25	to	to	PART
futech-526	1482	26	track	track	VERB
futech-526	1482	27	food	food	NOUN
futech-526	1482	28	consumption	consumption	NOUN
futech-526	1482	29	and	and	CCONJ
futech-526	1482	30	human	human	ADJ
futech-526	1482	31	activity	activity	NOUN
futech-526	1482	32	for	for	ADP
futech-526	1482	33	non	non	ADJ
futech-526	1482	34	-	-	ADJ
futech-526	1482	35	intrusive	intrusive	ADJ
futech-526	1482	36	blood	blood	NOUN
futech-526	1482	37	glucose	glucose	NOUN
futech-526	1482	38	monitoring	monitoring	NOUN
futech-526	1482	39	,	,	PUNCT
futech-526	1482	40	”	"	PUNCT
futech-526	1482	41	in	in	ADP
futech-526	1482	42	2021	2021	NUM
futech-526	1482	43	ieee	ieee	NOUN
futech-526	1482	44	12th	12th	NOUN
futech-526	1482	45	annual	annual	ADJ
futech-526	1482	46	ubiquitous	ubiquitous	ADJ
futech-526	1482	47	computing	computing	NOUN
futech-526	1482	48	,	,	PUNCT
futech-526	1482	49	electronics	electronics	PROPN
futech-526	1482	50	&	&	CCONJ
futech-526	1482	51	mobile	mobile	ADJ
futech-526	1482	52	communication	communication	NOUN
futech-526	1482	53	conference	conference	NOUN
futech-526	1482	54	(	(	PUNCT
futech-526	1482	55	uemcon	uemcon	NOUN
futech-526	1482	56	)	)	PUNCT
futech-526	1482	57	,	,	PUNCT
futech-526	1482	58	ieee	ieee	NOUN
futech-526	1482	59	,	,	PUNCT
futech-526	1482	60	2021	2021	NUM
futech-526	1482	61	,	,	PUNCT
futech-526	1482	62	pp	pp	ADV
futech-526	1482	63	.	.	PUNCT
futech-526	1483	1	0319–0324	0319–0324	NOUN
futech-526	1483	2	.	.	PUNCT
futech-526	1484	1	[	[	X
futech-526	1484	2	36	36	NUM
futech-526	1484	3	]	]	X
futech-526	1484	4	u.	u.	NOUN
futech-526	1484	5	gamage	gamage	PROPN
futech-526	1484	6	,	,	PUNCT
futech-526	1484	7	d.	d.	PROPN
futech-526	1484	8	kumari	kumari	PROPN
futech-526	1484	9	,	,	PUNCT
futech-526	1484	10	r.	r.	PROPN
futech-526	1484	11	senavirathna	senavirathna	PROPN
futech-526	1484	12	,	,	PUNCT
futech-526	1484	13	and	and	CCONJ
futech-526	1484	14	d.	d.	PROPN
futech-526	1484	15	rathish	rathish	PROPN
futech-526	1484	16	,	,	PUNCT
futech-526	1484	17	“	"	PUNCT
futech-526	1484	18	in	in	ADP
futech-526	1484	19	vitro	vitro	X
futech-526	1484	20	starch	starch	NOUN
futech-526	1484	21	hydrolysis	hydrolysis	NOUN
futech-526	1484	22	indices	index	NOUN
futech-526	1484	23	of	of	ADP
futech-526	1484	24	selected	select	VERB
futech-526	1484	25	sri	sri	ADJ
futech-526	1484	26	lankan	lankan	PROPN
futech-526	1484	27	starchy	starchy	NOUN
futech-526	1484	28	tubers	tuber	NOUN
futech-526	1484	29	.	.	PUNCT
futech-526	1484	30	,	,	PUNCT
futech-526	1484	31	”	"	PUNCT
futech-526	1484	32	j.	j.	PROPN
futech-526	1484	33	agric	agric	PROPN
futech-526	1484	34	.	.	PUNCT
futech-526	1485	1	sci	sci	PROPN
futech-526	1485	2	.	.	PROPN
futech-526	1485	3	sri	sri	PROPN
futech-526	1485	4	lanka	lanka	PROPN
futech-526	1485	5	,	,	PUNCT
futech-526	1485	6	vol	vol	NOUN
futech-526	1485	7	.	.	PROPN
futech-526	1485	8	16	16	NUM
futech-526	1485	9	,	,	PUNCT
futech-526	1485	10	no	no	INTJ
futech-526	1485	11	.	.	NOUN
futech-526	1485	12	2	2	NUM
futech-526	1485	13	,	,	PUNCT
futech-526	1485	14	2021	2021	NUM
futech-526	1485	15	.	.	PUNCT
futech-526	1486	1	[	[	X
futech-526	1486	2	37	37	NUM
futech-526	1486	3	]	]	X
futech-526	1486	4	f.	f.	PROPN
futech-526	1486	5	s.	s.	PROPN
futech-526	1486	6	atkinson	atkinson	PROPN
futech-526	1486	7	,	,	PUNCT
futech-526	1486	8	j.	j.	PROPN
futech-526	1486	9	c.	c.	PROPN
futech-526	1486	10	brand	brand	PROPN
futech-526	1486	11	-	-	PUNCT
futech-526	1486	12	miller	miller	PROPN
futech-526	1486	13	,	,	PUNCT
futech-526	1486	14	k.	k.	PROPN
futech-526	1486	15	foster	foster	PROPN
futech-526	1486	16	-	-	PUNCT
futech-526	1486	17	powell	powell	PROPN
futech-526	1486	18	,	,	PUNCT
futech-526	1486	19	a.	a.	PROPN
futech-526	1486	20	e.	e.	PROPN
futech-526	1486	21	buyken	buyken	PROPN
futech-526	1486	22	,	,	PUNCT
futech-526	1486	23	and	and	CCONJ
futech-526	1486	24	j.	j.	PROPN
futech-526	1486	25	goletzke	goletzke	PROPN
futech-526	1486	26	,	,	PUNCT
futech-526	1486	27	“	"	PUNCT
futech-526	1486	28	international	international	ADJ
futech-526	1486	29	tables	table	NOUN
futech-526	1486	30	of	of	ADP
futech-526	1486	31	glycemic	glycemic	ADJ
futech-526	1486	32	index	index	NOUN
futech-526	1486	33	and	and	CCONJ
futech-526	1486	34	glycemic	glycemic	ADJ
futech-526	1486	35	load	load	NOUN
futech-526	1486	36	values	value	NOUN
futech-526	1486	37	2021	2021	NUM
futech-526	1486	38	:	:	PUNCT
futech-526	1486	39	a	a	DET
futech-526	1486	40	systematic	systematic	ADJ
futech-526	1486	41	review	review	NOUN
futech-526	1486	42	,	,	PUNCT
futech-526	1486	43	”	"	PUNCT
futech-526	1486	44	am	be	AUX
futech-526	1486	45	.	.	PUNCT
futech-526	1487	1	j.	j.	PROPN
futech-526	1487	2	clin	clin	PROPN
futech-526	1487	3	.	.	PUNCT
futech-526	1488	1	nutr	nutr	PROPN
futech-526	1488	2	.	.	PROPN
futech-526	1488	3	,	,	PUNCT
futech-526	1488	4	vol	vol	NOUN
futech-526	1488	5	.	.	PROPN
futech-526	1488	6	114	114	NUM
futech-526	1488	7	,	,	PUNCT
futech-526	1488	8	no	no	INTJ
futech-526	1488	9	.	.	NOUN
futech-526	1488	10	5	5	NUM
futech-526	1488	11	,	,	PUNCT
futech-526	1488	12	pp	pp	ADJ
futech-526	1488	13	.	.	PUNCT
futech-526	1489	1	1625–1632	1625–1632	NUM
futech-526	1489	2	,	,	PUNCT
futech-526	1489	3	2021	2021	NUM
futech-526	1489	4	.	.	PUNCT
futech-526	1490	1	[	[	X
futech-526	1490	2	38	38	NUM
futech-526	1490	3	]	]	PUNCT
futech-526	1490	4	w.	w.	PROPN
futech-526	1490	5	wongniyomkaset	wongniyomkaset	PROPN
futech-526	1490	6	,	,	PUNCT
futech-526	1490	7	n.	n.	PROPN
futech-526	1490	8	rungraung	rungraung	PROPN
futech-526	1490	9	,	,	PUNCT
futech-526	1490	10	n.	n.	PROPN
futech-526	1490	11	muangpracha	muangpracha	PROPN
futech-526	1490	12	,	,	PUNCT
futech-526	1490	13	t.	t.	NOUN
futech-526	1490	14	winuprasith	winuprasith	NOUN
futech-526	1490	15	,	,	PUNCT
futech-526	1490	16	and	and	CCONJ
futech-526	1490	17	d.	d.	PROPN
futech-526	1490	18	trachootham	trachootham	PROPN
futech-526	1490	19	,	,	PUNCT
futech-526	1490	20	“	"	PUNCT
futech-526	1490	21	baseline	baseline	ADJ
futech-526	1490	22	insulin	insulin	NOUN
futech-526	1490	23	levels	level	NOUN
futech-526	1490	24	may	may	AUX
futech-526	1490	25	predict	predict	VERB
futech-526	1490	26	response	response	NOUN
futech-526	1490	27	to	to	ADP
futech-526	1490	28	low	low	ADJ
futech-526	1490	29	glycemic	glycemic	ADJ
futech-526	1490	30	index	index	NOUN
futech-526	1490	31	complete	complete	ADJ
futech-526	1490	32	nutrition	nutrition	NOUN
futech-526	1490	33	formula	formula	NOUN
futech-526	1490	34	:	:	PUNCT
futech-526	1490	35	a	a	DET
futech-526	1490	36	randomized	randomize	VERB
futech-526	1490	37	crossover	crossover	NOUN
futech-526	1490	38	control	control	NOUN
futech-526	1490	39	trial	trial	NOUN
futech-526	1490	40	,	,	PUNCT
futech-526	1490	41	”	"	PUNCT
futech-526	1490	42	2021	2021	NUM
futech-526	1490	43	.	.	PUNCT
futech-526	1491	1	[	[	X
futech-526	1491	2	39	39	NUM
futech-526	1491	3	]	]	PUNCT
futech-526	1491	4	e.	e.	PROPN
futech-526	1491	5	pustozerov	pustozerov	PROPN
futech-526	1491	6	et	et	PROPN
futech-526	1491	7	al	al	PROPN
futech-526	1491	8	.	.	PROPN
futech-526	1491	9	,	,	PUNCT
futech-526	1491	10	“	"	PUNCT
futech-526	1491	11	the	the	DET
futech-526	1491	12	role	role	NOUN
futech-526	1491	13	of	of	ADP
futech-526	1491	14	glycemic	glycemic	ADJ
futech-526	1491	15	index	index	NOUN
futech-526	1491	16	and	and	CCONJ
futech-526	1491	17	glycemic	glycemic	ADJ
futech-526	1491	18	load	load	NOUN
futech-526	1491	19	in	in	ADP
futech-526	1491	20	the	the	DET
futech-526	1491	21	development	development	NOUN
futech-526	1491	22	of	of	ADP
futech-526	1491	23	real	real	ADJ
futech-526	1491	24	-	-	PUNCT
futech-526	1491	25	time	time	NOUN
futech-526	1491	26	postprandial	postprandial	ADJ
futech-526	1491	27	glycemic	glycemic	ADJ
futech-526	1491	28	response	response	NOUN
futech-526	1491	29	prediction	prediction	NOUN
futech-526	1491	30	models	model	NOUN
futech-526	1491	31	for	for	ADP
futech-526	1491	32	patients	patient	NOUN
futech-526	1491	33	with	with	ADP
futech-526	1491	34	gestational	gestational	ADJ
futech-526	1491	35	diabetes	diabete	NOUN
futech-526	1491	36	,	,	PUNCT
futech-526	1491	37	”	"	PUNCT
futech-526	1491	38	nutrients	nutrient	NOUN
futech-526	1491	39	,	,	PUNCT
futech-526	1491	40	vol	vol	NOUN
futech-526	1491	41	.	.	PROPN
futech-526	1491	42	12	12	NUM
futech-526	1491	43	,	,	PUNCT
futech-526	1491	44	no	no	INTJ
futech-526	1491	45	.	.	NOUN
futech-526	1491	46	2	2	NUM
futech-526	1491	47	,	,	PUNCT
futech-526	1491	48	p.	p.	NOUN
futech-526	1491	49	302	302	NUM
futech-526	1491	50	,	,	PUNCT
futech-526	1491	51	2020	2020	NUM
futech-526	1491	52	.	.	PUNCT
futech-526	1492	1	[	[	X
futech-526	1492	2	40	40	NUM
futech-526	1492	3	]	]	PUNCT
futech-526	1492	4	s.	s.	PROPN
futech-526	1492	5	pirasath	pirasath	PROPN
futech-526	1492	6	,	,	PUNCT
futech-526	1492	7	s.	s.	PROPN
futech-526	1492	8	balakumar	balakumar	PROPN
futech-526	1492	9	,	,	PUNCT
futech-526	1492	10	and	and	CCONJ
futech-526	1492	11	v.	v.	ADP
futech-526	1492	12	arasaratnam	arasaratnam	NOUN
futech-526	1492	13	,	,	PUNCT
futech-526	1492	14	“	"	PUNCT
futech-526	1492	15	glycemic	glycemic	ADJ
futech-526	1492	16	index	index	NOUN
futech-526	1492	17	of	of	ADP
futech-526	1492	18	traditional	traditional	ADJ
futech-526	1492	19	foods	food	NOUN
futech-526	1492	20	in	in	ADP
futech-526	1492	21	northern	northern	ADJ
futech-526	1492	22	sri	sri	PROPN
futech-526	1492	23	lanka	lanka	PROPN
futech-526	1492	24	,	,	PUNCT
futech-526	1492	25	”	"	PUNCT
futech-526	1492	26	2015	2015	NUM
futech-526	1492	27	.	.	PUNCT
futech-526	1493	1	[	[	X
futech-526	1493	2	41	41	NUM
futech-526	1493	3	]	]	PUNCT
futech-526	1493	4	l.	l.	PROPN
futech-526	1493	5	s.	s.	PROPN
futech-526	1493	6	augustin	augustin	PROPN
futech-526	1493	7	et	et	PROPN
futech-526	1493	8	al	al	PROPN
futech-526	1493	9	.	.	PROPN
futech-526	1493	10	,	,	PUNCT
futech-526	1493	11	“	"	PUNCT
futech-526	1493	12	glycemic	glycemic	ADJ
futech-526	1493	13	index	index	NOUN
futech-526	1493	14	,	,	PUNCT
futech-526	1493	15	glycemic	glycemic	ADJ
futech-526	1493	16	load	load	NOUN
futech-526	1493	17	and	and	CCONJ
futech-526	1493	18	glycemic	glycemic	ADJ
futech-526	1493	19	response	response	NOUN
futech-526	1493	20	:	:	PUNCT
futech-526	1493	21	an	an	DET
futech-526	1493	22	international	international	ADJ
futech-526	1493	23	scientific	scientific	ADJ
futech-526	1493	24	consensus	consensus	NOUN
futech-526	1493	25	summit	summit	NOUN
futech-526	1493	26	from	from	ADP
futech-526	1493	27	the	the	DET
futech-526	1493	28	international	international	ADJ
futech-526	1493	29	carbohydrate	carbohydrate	NOUN
futech-526	1493	30	quality	quality	NOUN
futech-526	1493	31	consortium	consortium	NOUN
futech-526	1493	32	(	(	PUNCT
futech-526	1493	33	icqc	icqc	PROPN
futech-526	1493	34	)	)	PUNCT
futech-526	1493	35	,	,	PUNCT
futech-526	1493	36	”	"	PUNCT
futech-526	1493	37	nutr	nutr	PROPN
futech-526	1493	38	.	.	PUNCT
futech-526	1493	39	metab	metab	PROPN
futech-526	1493	40	.	.	PUNCT
futech-526	1494	1	cardiovasc	cardiovasc	PROPN
futech-526	1494	2	.	.	PUNCT
futech-526	1495	1	dis	dis	PROPN
futech-526	1495	2	.	.	PUNCT
futech-526	1495	3	,	,	PUNCT
futech-526	1495	4	vol	vol	NOUN
futech-526	1495	5	.	.	PROPN
futech-526	1496	1	25	25	NUM
futech-526	1496	2	,	,	PUNCT
futech-526	1496	3	no	no	INTJ
futech-526	1496	4	.	.	NOUN
futech-526	1496	5	9	9	NUM
futech-526	1496	6	,	,	PUNCT
futech-526	1496	7	pp	pp	ADJ
futech-526	1496	8	.	.	PUNCT
futech-526	1497	1	795–815	795–815	NUM
futech-526	1497	2	,	,	PUNCT
futech-526	1497	3	2015	2015	NUM
futech-526	1497	4	.	.	PUNCT
futech-526	1498	1	[	[	X
futech-526	1498	2	42	42	NUM
futech-526	1498	3	]	]	PUNCT
futech-526	1498	4	b.	b.	PROPN
futech-526	1498	5	j.	j.	PROPN
futech-526	1498	6	venn	venn	PROPN
futech-526	1498	7	,	,	PUNCT
futech-526	1498	8	m.	m.	NOUN
futech-526	1498	9	kataoka	kataoka	PROPN
futech-526	1498	10	,	,	PUNCT
futech-526	1498	11	and	and	CCONJ
futech-526	1498	12	j.	j.	PROPN
futech-526	1498	13	mann	mann	PROPN
futech-526	1498	14	,	,	PUNCT
futech-526	1498	15	“	"	PUNCT
futech-526	1498	16	the	the	DET
futech-526	1498	17	use	use	NOUN
futech-526	1498	18	of	of	ADP
futech-526	1498	19	different	different	ADJ
futech-526	1498	20	reference	reference	NOUN
futech-526	1498	21	foods	food	NOUN
futech-526	1498	22	in	in	ADP
futech-526	1498	23	determining	determine	VERB
futech-526	1498	24	the	the	DET
futech-526	1498	25	glycemic	glycemic	ADJ
futech-526	1498	26	index	index	NOUN
futech-526	1498	27	of	of	ADP
futech-526	1498	28	starchy	starchy	NOUN
futech-526	1498	29	and	and	CCONJ
futech-526	1498	30	non	non	ADJ
futech-526	1498	31	-	-	ADJ
futech-526	1498	32	starchy	starchy	ADJ
futech-526	1498	33	test	test	NOUN
futech-526	1498	34	foods	food	NOUN
futech-526	1498	35	,	,	PUNCT
futech-526	1498	36	”	"	PUNCT
futech-526	1498	37	nutr	nutr	PROPN
futech-526	1498	38	.	.	PUNCT
futech-526	1499	1	j.	j.	PROPN
futech-526	1499	2	,	,	PUNCT
futech-526	1499	3	vol	vol	NOUN
futech-526	1499	4	.	.	PROPN
futech-526	1499	5	13	13	NUM
futech-526	1499	6	,	,	PUNCT
futech-526	1499	7	pp	pp	ADJ
futech-526	1499	8	.	.	PUNCT
futech-526	1500	1	1–6	1–6	NUM
futech-526	1500	2	,	,	PUNCT
futech-526	1500	3	2014	2014	NUM
futech-526	1500	4	.	.	PUNCT
futech-526	1501	1	[	[	X
futech-526	1501	2	43	43	NUM
futech-526	1501	3	]	]	X
futech-526	1501	4	n.	n.	PROPN
futech-526	1501	5	gibson	gibson	PROPN
futech-526	1501	6	,	,	PUNCT
futech-526	1501	7	h.	h.	PROPN
futech-526	1501	8	c.	c.	PROPN
futech-526	1501	9	schönfeldt	schönfeldt	PROPN
futech-526	1501	10	,	,	PUNCT
futech-526	1501	11	and	and	CCONJ
futech-526	1501	12	b.	b.	PROPN
futech-526	1501	13	pretorius	pretorius	PROPN
futech-526	1501	14	,	,	PUNCT
futech-526	1501	15	“	"	PUNCT
futech-526	1501	16	development	development	NOUN
futech-526	1501	17	of	of	ADP
futech-526	1501	18	a	a	DET
futech-526	1501	19	rapid	rapid	ADJ
futech-526	1501	20	assessment	assessment	NOUN
futech-526	1501	21	method	method	NOUN
futech-526	1501	22	for	for	ADP
futech-526	1501	23	the	the	DET
futech-526	1501	24	prediction	prediction	NOUN
futech-526	1501	25	of	of	ADP
futech-526	1501	26	the	the	DET
futech-526	1501	27	glycemic	glycemic	ADJ
futech-526	1501	28	index	index	NOUN
futech-526	1501	29	,	,	PUNCT
futech-526	1501	30	”	"	PUNCT
futech-526	1501	31	j.	j.	PROPN
futech-526	1501	32	food	food	PROPN
futech-526	1501	33	compos	compos	PROPN
futech-526	1501	34	.	.	PUNCT
futech-526	1502	1	anal	anal	PROPN
futech-526	1502	2	.	.	PUNCT
futech-526	1502	3	,	,	PUNCT
futech-526	1502	4	vol	vol	NOUN
futech-526	1502	5	.	.	PROPN
futech-526	1503	1	24	24	NUM
futech-526	1503	2	,	,	PUNCT
futech-526	1503	3	no	no	INTJ
futech-526	1503	4	.	.	PUNCT
futech-526	1504	1	4–5	4–5	NUM
futech-526	1504	2	,	,	PUNCT
futech-526	1504	3	pp	pp	ADJ
futech-526	1504	4	.	.	PUNCT
futech-526	1505	1	750–754	750–754	NUM
futech-526	1505	2	,	,	PUNCT
futech-526	1505	3	2011	2011	NUM
futech-526	1505	4	.	.	PUNCT
futech-526	1506	1	[	[	X
futech-526	1506	2	44	44	NUM
futech-526	1506	3	]	]	PUNCT
futech-526	1506	4	r.	r.	PROPN
futech-526	1506	5	l.	l.	PROPN
futech-526	1506	6	magaletta	magaletta	PROPN
futech-526	1506	7	,	,	PUNCT
futech-526	1506	8	s.	s.	PROPN
futech-526	1506	9	n.	n.	PROPN
futech-526	1506	10	dicataldo	dicataldo	PROPN
futech-526	1506	11	,	,	PUNCT
futech-526	1506	12	d.	d.	PROPN
futech-526	1506	13	liu	liu	PROPN
futech-526	1506	14	,	,	PUNCT
futech-526	1506	15	h.	h.	PROPN
futech-526	1506	16	l.	l.	PROPN
futech-526	1506	17	li	li	PROPN
futech-526	1506	18	,	,	PUNCT
futech-526	1506	19	r.	r.	PROPN
futech-526	1506	20	p.	p.	PROPN
futech-526	1506	21	borwankar	borwankar	PROPN
futech-526	1506	22	,	,	PUNCT
futech-526	1506	23	and	and	CCONJ
futech-526	1506	24	m.	m.	PROPN
futech-526	1506	25	c.	c.	PROPN
futech-526	1506	26	martini	martini	PROPN
futech-526	1506	27	,	,	PUNCT
futech-526	1506	28	“	"	PUNCT
futech-526	1506	29	in	in	ADP
futech-526	1506	30	vitro	vitro	X
futech-526	1506	31	method	method	NOUN
futech-526	1506	32	for	for	ADP
futech-526	1506	33	predicting	predict	VERB
futech-526	1506	34	glycemic	glycemic	ADJ
futech-526	1506	35	index	index	NOUN
futech-526	1506	36	of	of	ADP
futech-526	1506	37	foods	food	NOUN
futech-526	1506	38	using	use	VERB
futech-526	1506	39	simulated	simulated	ADJ
futech-526	1506	40	digestion	digestion	NOUN
futech-526	1506	41	and	and	CCONJ
futech-526	1506	42	an	an	DET
futech-526	1506	43	artificial	artificial	ADJ
futech-526	1506	44	neural	neural	ADJ
futech-526	1506	45	network	network	NOUN
futech-526	1506	46	,	,	PUNCT
futech-526	1506	47	”	"	PUNCT
futech-526	1506	48	cereal	cereal	NOUN
futech-526	1506	49	chem	chem	NOUN
futech-526	1506	50	.	.	PUNCT
futech-526	1506	51	,	,	PUNCT
futech-526	1506	52	vol	vol	NOUN
futech-526	1506	53	.	.	PROPN
futech-526	1506	54	87	87	NUM
futech-526	1506	55	,	,	PUNCT
futech-526	1506	56	no	no	INTJ
futech-526	1506	57	.	.	NOUN
futech-526	1506	58	4	4	NUM
futech-526	1506	59	,	,	PUNCT
futech-526	1506	60	pp	pp	ADJ
futech-526	1506	61	.	.	PUNCT
futech-526	1507	1	363–369	363–369	NUM
futech-526	1507	2	,	,	PUNCT
futech-526	1507	3	2010	2010	NUM
futech-526	1507	4	.	.	PUNCT
futech-526	1508	1	[	[	X
futech-526	1508	2	45	45	NUM
futech-526	1508	3	]	]	PUNCT
futech-526	1508	4	b.	b.	PROPN
futech-526	1508	5	mahesh	mahesh	PROPN
futech-526	1508	6	,	,	PUNCT
futech-526	1508	7	“	"	PUNCT
futech-526	1508	8	machine	machine	NOUN
futech-526	1508	9	learning	learn	VERB
futech-526	1508	10	algorithms	algorithm	NOUN
futech-526	1508	11	-	-	PUNCT
futech-526	1508	12	a	a	DET
futech-526	1508	13	review	review	NOUN
futech-526	1508	14	,	,	PUNCT
futech-526	1508	15	”	"	PUNCT
futech-526	1508	16	int	int	NOUN
futech-526	1508	17	.	.	PUNCT
futech-526	1509	1	j.	j.	PROPN
futech-526	1509	2	sci	sci	PROPN
futech-526	1509	3	.	.	PUNCT
futech-526	1510	1	res	res	PROPN
futech-526	1510	2	.	.	PUNCT
futech-526	1511	1	ijsrinternet	ijsrinternet	PROPN
futech-526	1511	2	,	,	PUNCT
futech-526	1511	3	vol	vol	NOUN
futech-526	1511	4	.	.	PROPN
futech-526	1511	5	9	9	NUM
futech-526	1511	6	,	,	PUNCT
futech-526	1511	7	no	no	INTJ
futech-526	1511	8	.	.	NOUN
futech-526	1511	9	1	1	NUM
futech-526	1511	10	,	,	PUNCT
futech-526	1511	11	pp	pp	ADJ
futech-526	1511	12	.	.	PUNCT
futech-526	1512	1	381–386	381–386	NUM
futech-526	1512	2	,	,	PUNCT
futech-526	1512	3	2020	2020	NUM
futech-526	1512	4	.	.	PUNCT
futech-526	1513	1	[	[	X
futech-526	1513	2	46	46	NUM
futech-526	1513	3	]	]	PUNCT
futech-526	1513	4	a.	a.	NOUN
futech-526	1513	5	géron	géron	NOUN
futech-526	1513	6	,	,	PUNCT
futech-526	1513	7	hands	hand	NOUN
futech-526	1513	8	-	-	PUNCT
futech-526	1513	9	on	on	ADP
futech-526	1513	10	machine	machine	NOUN
futech-526	1513	11	learning	learn	VERB
futech-526	1513	12	with	with	ADP
futech-526	1513	13	scikitlearn	scikitlearn	PROPN
futech-526	1513	14	,	,	PUNCT
futech-526	1513	15	keras	keras	PROPN
futech-526	1513	16	,	,	PUNCT
futech-526	1513	17	and	and	CCONJ
futech-526	1513	18	tensorflow	tensorflow	NOUN
futech-526	1513	19	.	.	PUNCT
futech-526	1514	1	o’reilly	o’reilly	ADV
futech-526	1514	2	media	medium	NOUN
futech-526	1514	3	,	,	PUNCT
futech-526	1514	4	inc	inc	PROPN
futech-526	1514	5	.	.	PROPN
futech-526	1514	6	,	,	PUNCT
futech-526	1514	7	2022	2022	NUM
futech-526	1514	8	.	.	PUNCT
futech-526	1515	1	nh	nh	PROPN
futech-526	1515	2	.	.	PROPN
futech-526	1515	3	wanigasingha	wanigasingha	NOUN
futech-526	1515	4	et	et	PROPN
futech-526	1515	5	al	al	PROPN
futech-526	1515	6	.	.	PROPN
futech-526	1515	7	/future	/future	PUNCT
futech-526	1515	8	technology	technology	PROPN
futech-526	1516	1	february	february	PROPN
futech-526	1516	2	2026|	2026|	NUM
futech-526	1516	3	volume	volume	NOUN
futech-526	1516	4	05	05	NUM
futech-526	1517	1	|	|	ADV
futech-526	1517	2	issue	issue	NOUN
futech-526	1517	3	01	01	NUM
futech-526	1518	1	|	|	NOUN
futech-526	1518	2	pages	page	VERB
futech-526	1518	3	93	93	NUM
futech-526	1518	4	-	-	SYM
futech-526	1518	5	126	126	NUM
futech-526	1518	6	124	124	NUM
futech-526	1519	1	[	[	X
futech-526	1519	2	47	47	NUM
futech-526	1519	3	]	]	PUNCT
futech-526	1519	4	s.	s.	PROPN
futech-526	1519	5	gronauer	gronauer	PROPN
futech-526	1519	6	and	and	CCONJ
futech-526	1519	7	k.	k.	PROPN
futech-526	1519	8	diepold	diepold	PROPN
futech-526	1519	9	,	,	PUNCT
futech-526	1519	10	“	"	PUNCT
futech-526	1519	11	multi	multi	ADJ
futech-526	1519	12	-	-	ADJ
futech-526	1519	13	agent	agent	ADJ
futech-526	1519	14	deep	deep	ADJ
futech-526	1519	15	reinforcement	reinforcement	NOUN
futech-526	1519	16	learning	learning	NOUN
futech-526	1519	17	:	:	PUNCT
futech-526	1519	18	a	a	DET
futech-526	1519	19	survey	survey	NOUN
futech-526	1519	20	,	,	PUNCT
futech-526	1519	21	”	"	PUNCT
futech-526	1519	22	artif	artif	NOUN
futech-526	1519	23	.	.	PUNCT
futech-526	1520	1	intell	intell	PROPN
futech-526	1520	2	.	.	PUNCT
futech-526	1521	1	rev	rev	PROPN
futech-526	1521	2	.	.	PROPN
futech-526	1521	3	,	,	PUNCT
futech-526	1521	4	vol	vol	NOUN
futech-526	1521	5	.	.	PROPN
futech-526	1522	1	55	55	NUM
futech-526	1522	2	,	,	PUNCT
futech-526	1522	3	no	no	INTJ
futech-526	1522	4	.	.	NOUN
futech-526	1522	5	2	2	NUM
futech-526	1522	6	,	,	PUNCT
futech-526	1522	7	pp	pp	ADJ
futech-526	1522	8	.	.	PUNCT
futech-526	1523	1	895–943	895–943	NUM
futech-526	1523	2	,	,	PUNCT
futech-526	1523	3	2022	2022	NUM
futech-526	1523	4	.	.	PUNCT
futech-526	1524	1	[	[	X
futech-526	1524	2	48	48	NUM
futech-526	1524	3	]	]	PUNCT
futech-526	1524	4	h.	h.	PROPN
futech-526	1524	5	askr	askr	PROPN
futech-526	1524	6	,	,	PUNCT
futech-526	1524	7	e.	e.	PROPN
futech-526	1524	8	elgeldawi	elgeldawi	PROPN
futech-526	1524	9	,	,	PUNCT
futech-526	1524	10	h.	h.	PROPN
futech-526	1524	11	aboul	aboul	PROPN
futech-526	1524	12	ella	ella	PROPN
futech-526	1524	13	,	,	PUNCT
futech-526	1524	14	y.	y.	PROPN
futech-526	1524	15	a.	a.	PROPN
futech-526	1524	16	elshaier	elshaier	PROPN
futech-526	1524	17	,	,	PUNCT
futech-526	1524	18	m.	m.	NOUN
futech-526	1524	19	m.	m.	NOUN
futech-526	1524	20	gomaa	gomaa	PROPN
futech-526	1524	21	,	,	PUNCT
futech-526	1524	22	and	and	CCONJ
futech-526	1524	23	a.	a.	PROPN
futech-526	1524	24	e.	e.	PROPN
futech-526	1524	25	hassanien	hassanien	PROPN
futech-526	1524	26	,	,	PUNCT
futech-526	1524	27	“	"	PUNCT
futech-526	1524	28	deep	deep	ADJ
futech-526	1524	29	learning	learning	NOUN
futech-526	1524	30	in	in	ADP
futech-526	1524	31	drug	drug	NOUN
futech-526	1524	32	discovery	discovery	NOUN
futech-526	1524	33	:	:	PUNCT
futech-526	1524	34	an	an	DET
futech-526	1524	35	integrative	integrative	ADJ
futech-526	1524	36	review	review	NOUN
futech-526	1524	37	and	and	CCONJ
futech-526	1524	38	future	future	ADJ
futech-526	1524	39	challenges	challenge	NOUN
futech-526	1524	40	,	,	PUNCT
futech-526	1524	41	”	"	PUNCT
futech-526	1524	42	artif	artif	NOUN
futech-526	1524	43	.	.	PUNCT
futech-526	1525	1	intell	intell	PROPN
futech-526	1525	2	.	.	PUNCT
futech-526	1526	1	rev	rev	PROPN
futech-526	1526	2	.	.	PROPN
futech-526	1526	3	,	,	PUNCT
futech-526	1526	4	vol	vol	NOUN
futech-526	1526	5	.	.	PROPN
futech-526	1527	1	56	56	NUM
futech-526	1527	2	,	,	PUNCT
futech-526	1527	3	no	no	INTJ
futech-526	1527	4	.	.	NOUN
futech-526	1527	5	7	7	NUM
futech-526	1527	6	,	,	PUNCT
futech-526	1527	7	pp	pp	ADJ
futech-526	1527	8	.	.	PUNCT
futech-526	1528	1	5975	5975	NUM
futech-526	1528	2	–	–	PUNCT
futech-526	1528	3	6037	6037	NUM
futech-526	1528	4	,	,	PUNCT
futech-526	1528	5	2023	2023	NUM
futech-526	1528	6	.	.	PUNCT
futech-526	1529	1	[	[	X
futech-526	1529	2	49	49	NUM
futech-526	1529	3	]	]	PUNCT
futech-526	1529	4	k.	k.	PROPN
futech-526	1529	5	suzuki	suzuki	PROPN
futech-526	1529	6	,	,	PUNCT
futech-526	1529	7	“	"	PUNCT
futech-526	1529	8	overview	overview	NOUN
futech-526	1529	9	of	of	ADP
futech-526	1529	10	deep	deep	ADJ
futech-526	1529	11	learning	learning	NOUN
futech-526	1529	12	in	in	ADP
futech-526	1529	13	medical	medical	ADJ
futech-526	1529	14	imaging	imaging	NOUN
futech-526	1529	15	,	,	PUNCT
futech-526	1529	16	”	"	PUNCT
futech-526	1529	17	radiol	radiol	NOUN
futech-526	1529	18	.	.	PUNCT
futech-526	1530	1	phys	phy	NOUN
futech-526	1530	2	.	.	PUNCT
futech-526	1531	1	technol	technol	PROPN
futech-526	1531	2	.	.	PROPN
futech-526	1531	3	,	,	PUNCT
futech-526	1531	4	vol	vol	NOUN
futech-526	1531	5	.	.	PROPN
futech-526	1532	1	10	10	NUM
futech-526	1532	2	,	,	PUNCT
futech-526	1532	3	no	no	INTJ
futech-526	1532	4	.	.	NOUN
futech-526	1532	5	3	3	NUM
futech-526	1532	6	,	,	PUNCT
futech-526	1532	7	pp	pp	ADJ
futech-526	1532	8	.	.	PUNCT
futech-526	1533	1	257	257	NUM
futech-526	1533	2	–	–	PUNCT
futech-526	1533	3	273	273	NUM
futech-526	1533	4	,	,	PUNCT
futech-526	1533	5	2017	2017	NUM
futech-526	1533	6	.	.	PUNCT
futech-526	1534	1	[	[	X
futech-526	1534	2	50	50	NUM
futech-526	1534	3	]	]	PUNCT
futech-526	1534	4	m.	m.	NOUN
futech-526	1534	5	bakator	bakator	NOUN
futech-526	1534	6	and	and	CCONJ
futech-526	1534	7	d.	d.	PROPN
futech-526	1534	8	radosav	radosav	PROPN
futech-526	1534	9	,	,	PUNCT
futech-526	1534	10	“	"	PUNCT
futech-526	1534	11	deep	deep	ADJ
futech-526	1534	12	learning	learning	NOUN
futech-526	1534	13	and	and	CCONJ
futech-526	1534	14	medical	medical	ADJ
futech-526	1534	15	diagnosis	diagnosis	NOUN
futech-526	1534	16	:	:	PUNCT
futech-526	1534	17	a	a	DET
futech-526	1534	18	review	review	NOUN
futech-526	1534	19	of	of	ADP
futech-526	1534	20	literature	literature	NOUN
futech-526	1534	21	,	,	PUNCT
futech-526	1534	22	”	"	PUNCT
futech-526	1534	23	multimodal	multimodal	NOUN
futech-526	1534	24	technol	technol	NOUN
futech-526	1534	25	.	.	PUNCT
futech-526	1535	1	interact	interact	PROPN
futech-526	1535	2	.	.	PUNCT
futech-526	1536	1	,	,	PUNCT
futech-526	1536	2	vol	vol	NOUN
futech-526	1536	3	.	.	PROPN
futech-526	1537	1	2	2	NUM
futech-526	1537	2	,	,	PUNCT
futech-526	1537	3	no	no	INTJ
futech-526	1537	4	.	.	NOUN
futech-526	1537	5	3	3	NUM
futech-526	1537	6	,	,	PUNCT
futech-526	1537	7	p.	p.	NOUN
futech-526	1537	8	47	47	NUM
futech-526	1537	9	,	,	PUNCT
futech-526	1537	10	2018	2018	NUM
futech-526	1537	11	.	.	PUNCT
futech-526	1538	1	[	[	X
futech-526	1538	2	51	51	NUM
futech-526	1538	3	]	]	PUNCT
futech-526	1538	4	q.	q.	PROPN
futech-526	1538	5	rao	rao	PROPN
futech-526	1538	6	and	and	CCONJ
futech-526	1538	7	j.	j.	PROPN
futech-526	1538	8	frtunikj	frtunikj	PROPN
futech-526	1538	9	,	,	PUNCT
futech-526	1538	10	“	"	PUNCT
futech-526	1538	11	deep	deep	ADJ
futech-526	1538	12	learning	learning	NOUN
futech-526	1538	13	for	for	ADP
futech-526	1538	14	self	self	NOUN
futech-526	1538	15	-	-	PUNCT
futech-526	1538	16	driving	drive	VERB
futech-526	1538	17	cars	car	NOUN
futech-526	1538	18	:	:	PUNCT
futech-526	1538	19	chances	chance	NOUN
futech-526	1538	20	and	and	CCONJ
futech-526	1538	21	challenges	challenge	NOUN
futech-526	1538	22	,	,	PUNCT
futech-526	1538	23	”	"	PUNCT
futech-526	1538	24	in	in	ADP
futech-526	1538	25	proceedings	proceeding	NOUN
futech-526	1538	26	of	of	ADP
futech-526	1538	27	the	the	DET
futech-526	1538	28	1st	1st	ADJ
futech-526	1538	29	international	international	ADJ
futech-526	1538	30	workshop	workshop	NOUN
futech-526	1538	31	on	on	ADP
futech-526	1538	32	software	software	NOUN
futech-526	1538	33	engineering	engineering	NOUN
futech-526	1538	34	for	for	ADP
futech-526	1538	35	ai	ai	PROPN
futech-526	1538	36	in	in	ADP
futech-526	1538	37	autonomous	autonomous	ADJ
futech-526	1538	38	systems	system	NOUN
futech-526	1538	39	,	,	PUNCT
futech-526	1538	40	2018	2018	NUM
futech-526	1538	41	,	,	PUNCT
futech-526	1538	42	pp	pp	ADJ
futech-526	1538	43	.	.	PUNCT
futech-526	1539	1	35–38	35–38	NUM
futech-526	1539	2	.	.	PUNCT
futech-526	1540	1	[	[	X
futech-526	1540	2	52	52	NUM
futech-526	1540	3	]	]	PUNCT
futech-526	1540	4	t.	t.	PROPN
futech-526	1540	5	doleck	doleck	PROPN
futech-526	1540	6	,	,	PUNCT
futech-526	1540	7	d.	d.	PROPN
futech-526	1540	8	j.	j.	PROPN
futech-526	1540	9	lemay	lemay	PROPN
futech-526	1540	10	,	,	PUNCT
futech-526	1540	11	r.	r.	PROPN
futech-526	1540	12	b.	b.	PROPN
futech-526	1540	13	basnet	basnet	PROPN
futech-526	1540	14	,	,	PUNCT
futech-526	1540	15	and	and	CCONJ
futech-526	1540	16	p.	p.	PROPN
futech-526	1540	17	bazelais	bazelais	PROPN
futech-526	1540	18	,	,	PUNCT
futech-526	1540	19	“	"	PUNCT
futech-526	1540	20	predictive	predictive	ADJ
futech-526	1540	21	analytics	analytic	NOUN
futech-526	1540	22	in	in	ADP
futech-526	1540	23	education	education	NOUN
futech-526	1540	24	:	:	PUNCT
futech-526	1540	25	a	a	DET
futech-526	1540	26	comparison	comparison	NOUN
futech-526	1540	27	of	of	ADP
futech-526	1540	28	deep	deep	ADJ
futech-526	1540	29	learning	learning	NOUN
futech-526	1540	30	frameworks	framework	NOUN
futech-526	1540	31	,	,	PUNCT
futech-526	1540	32	”	"	PUNCT
futech-526	1540	33	educ	educ	PROPN
futech-526	1540	34	.	.	PUNCT
futech-526	1541	1	inf	inf	PROPN
futech-526	1541	2	.	.	PUNCT
futech-526	1541	3	technol	technol	PROPN
futech-526	1541	4	.	.	PROPN
futech-526	1541	5	,	,	PUNCT
futech-526	1541	6	vol	vol	NOUN
futech-526	1541	7	.	.	PROPN
futech-526	1542	1	25	25	NUM
futech-526	1542	2	,	,	PUNCT
futech-526	1542	3	pp	pp	PROPN
futech-526	1542	4	.	.	PUNCT
futech-526	1543	1	1951–1963	1951–1963	NUM
futech-526	1543	2	,	,	PUNCT
futech-526	1543	3	2020	2020	NUM
futech-526	1543	4	.	.	PUNCT
futech-526	1544	1	[	[	X
futech-526	1544	2	53	53	NUM
futech-526	1544	3	]	]	PUNCT
futech-526	1544	4	l.	l.	PROPN
futech-526	1544	5	solorzano	solorzano	PROPN
futech-526	1544	6	,	,	PUNCT
futech-526	1544	7	“	"	PUNCT
futech-526	1544	8	image	image	NOUN
futech-526	1544	9	processing	processing	NOUN
futech-526	1544	10	,	,	PUNCT
futech-526	1544	11	machine	machine	NOUN
futech-526	1544	12	learning	learning	NOUN
futech-526	1544	13	and	and	CCONJ
futech-526	1544	14	visualization	visualization	NOUN
futech-526	1544	15	for	for	ADP
futech-526	1544	16	tissue	tissue	NOUN
futech-526	1544	17	analysis	analysis	NOUN
futech-526	1544	18	,	,	PUNCT
futech-526	1544	19	”	"	PUNCT
futech-526	1544	20	phd	phd	NOUN
futech-526	1544	21	thesis	thesis	NOUN
futech-526	1544	22	,	,	PUNCT
futech-526	1544	23	acta	acta	PROPN
futech-526	1544	24	universitatis	universitatis	NOUN
futech-526	1544	25	upsaliensis	upsaliensis	NOUN
futech-526	1544	26	,	,	PUNCT
futech-526	1544	27	2021	2021	NUM
futech-526	1544	28	.	.	PUNCT
futech-526	1545	1	[	[	X
futech-526	1545	2	54	54	NUM
futech-526	1545	3	]	]	PUNCT
futech-526	1545	4	s.	s.	PROPN
futech-526	1545	5	vajjala	vajjala	PROPN
futech-526	1545	6	,	,	PUNCT
futech-526	1545	7	b.	b.	PROPN
futech-526	1545	8	majumder	majumder	PROPN
futech-526	1545	9	,	,	PUNCT
futech-526	1545	10	a.	a.	PROPN
futech-526	1545	11	gupta	gupta	PROPN
futech-526	1545	12	,	,	PUNCT
futech-526	1545	13	and	and	CCONJ
futech-526	1545	14	h.	h.	PROPN
futech-526	1545	15	surana	surana	PROPN
futech-526	1545	16	,	,	PUNCT
futech-526	1545	17	practical	practical	ADJ
futech-526	1545	18	natural	natural	ADJ
futech-526	1545	19	language	language	NOUN
futech-526	1545	20	processing	processing	NOUN
futech-526	1545	21	:	:	PUNCT
futech-526	1545	22	a	a	DET
futech-526	1545	23	comprehensive	comprehensive	ADJ
futech-526	1545	24	guide	guide	NOUN
futech-526	1545	25	to	to	ADP
futech-526	1545	26	building	build	VERB
futech-526	1545	27	real	real	ADJ
futech-526	1545	28	-	-	PUNCT
futech-526	1545	29	world	world	NOUN
futech-526	1545	30	nlp	nlp	NOUN
futech-526	1545	31	systems	system	NOUN
futech-526	1545	32	.	.	PUNCT
futech-526	1546	1	o’reilly	o’reilly	ADV
futech-526	1546	2	media	medium	NOUN
futech-526	1546	3	,	,	PUNCT
futech-526	1546	4	2020	2020	NUM
futech-526	1546	5	.	.	PUNCT
futech-526	1547	1	[	[	X
futech-526	1547	2	55	55	NUM
futech-526	1547	3	]	]	PUNCT
futech-526	1547	4	a.	a.	NOUN
futech-526	1547	5	saranya	saranya	PROPN
futech-526	1547	6	and	and	CCONJ
futech-526	1547	7	r.	r.	PROPN
futech-526	1547	8	subhashini	subhashini	PROPN
futech-526	1547	9	,	,	PUNCT
futech-526	1547	10	“	"	PUNCT
futech-526	1547	11	a	a	DET
futech-526	1547	12	systematic	systematic	ADJ
futech-526	1547	13	review	review	NOUN
futech-526	1547	14	of	of	ADP
futech-526	1547	15	explainable	explainable	ADJ
futech-526	1547	16	artificial	artificial	ADJ
futech-526	1547	17	intelligence	intelligence	NOUN
futech-526	1547	18	models	model	NOUN
futech-526	1547	19	and	and	CCONJ
futech-526	1547	20	applications	application	NOUN
futech-526	1547	21	:	:	PUNCT
futech-526	1547	22	recent	recent	ADJ
futech-526	1547	23	developments	development	NOUN
futech-526	1547	24	and	and	CCONJ
futech-526	1547	25	future	future	ADJ
futech-526	1547	26	trends	trend	NOUN
futech-526	1547	27	,	,	PUNCT
futech-526	1547	28	”	"	PUNCT
futech-526	1547	29	decis	decis	PROPN
futech-526	1547	30	.	.	PROPN
futech-526	1547	31	anal	anal	PROPN
futech-526	1547	32	.	.	PUNCT
futech-526	1548	1	j.	j.	PROPN
futech-526	1548	2	,	,	PUNCT
futech-526	1548	3	vol	vol	NOUN
futech-526	1548	4	.	.	PROPN
futech-526	1548	5	7	7	NUM
futech-526	1548	6	,	,	PUNCT
futech-526	1548	7	p.	p.	NOUN
futech-526	1548	8	100230	100230	NUM
futech-526	1548	9	,	,	PUNCT
futech-526	1548	10	2023	2023	NUM
futech-526	1548	11	.	.	PUNCT
futech-526	1549	1	[	[	X
futech-526	1549	2	56	56	NUM
futech-526	1549	3	]	]	X
futech-526	1549	4	s.	s.	PROPN
futech-526	1549	5	lundberg	lundberg	PROPN
futech-526	1549	6	,	,	PUNCT
futech-526	1549	7	“	"	PUNCT
futech-526	1549	8	a	a	DET
futech-526	1549	9	unified	unified	ADJ
futech-526	1549	10	approach	approach	NOUN
futech-526	1549	11	to	to	ADP
futech-526	1549	12	interpreting	interpret	VERB
futech-526	1549	13	model	model	NOUN
futech-526	1549	14	predictions	prediction	NOUN
futech-526	1549	15	,	,	PUNCT
futech-526	1549	16	”	"	PUNCT
futech-526	1549	17	arxiv	arxiv	PROPN
futech-526	1549	18	prepr	prepr	NOUN
futech-526	1549	19	.	.	PUNCT
futech-526	1550	1	arxiv170507874	arxiv170507874	PROPN
futech-526	1550	2	,	,	PUNCT
futech-526	1550	3	2017	2017	NUM
futech-526	1550	4	.	.	PUNCT
futech-526	1551	1	[	[	X
futech-526	1551	2	57	57	NUM
futech-526	1551	3	]	]	PUNCT
futech-526	1551	4	“	"	PUNCT
futech-526	1551	5	anova	anova	X
futech-526	1551	6	(	(	PUNCT
futech-526	1551	7	analysis	analysis	NOUN
futech-526	1551	8	of	of	ADP
futech-526	1551	9	variance	variance	NOUN
futech-526	1551	10	)	)	PUNCT
futech-526	1551	11	,	,	PUNCT
futech-526	1551	12	”	"	PUNCT
futech-526	1551	13	statistics	statistic	NOUN
futech-526	1551	14	solutions	solution	NOUN
futech-526	1551	15	.	.	PUNCT
futech-526	1552	1	dec	dec	PROPN
futech-526	1552	2	.	.	PROPN
futech-526	1552	3	2010	2010	NUM
futech-526	1552	4	.	.	PUNCT
futech-526	1553	1	[	[	X
futech-526	1553	2	online	online	X
futech-526	1553	3	]	]	X
futech-526	1553	4	.	.	PUNCT
futech-526	1554	1	available	available	ADJ
futech-526	1554	2	:	:	PUNCT
futech-526	1555	1	https://www.statisticssolutions.com/freeresources/directory-of-statistical-analyses/anova/	https://www.statisticssolutions.com/freeresources/directory-of-statistical-analyses/anova/	NOUN
futech-526	1555	2	[	[	X
futech-526	1555	3	58	58	NUM
futech-526	1555	4	]	]	PUNCT
futech-526	1555	5	“	"	PUNCT
futech-526	1555	6	tukey	tukey	PROPN
futech-526	1555	7	hsd	hsd	NOUN
futech-526	1555	8	(	(	PUNCT
futech-526	1555	9	honestly	honestly	ADV
futech-526	1555	10	significant	significant	ADJ
futech-526	1555	11	difference	difference	NOUN
futech-526	1555	12	)	)	PUNCT
futech-526	1555	13	.	.	PUNCT
futech-526	1555	14	”	"	PUNCT
futech-526	1556	1	[	[	X
futech-526	1556	2	online	online	X
futech-526	1556	3	]	]	X
futech-526	1556	4	.	.	PUNCT
futech-526	1557	1	available	available	ADJ
futech-526	1557	2	:	:	PUNCT
futech-526	1557	3	https://real-statistics.com/oneway-analysis-of-variance-anova/unplannedcomparisons/tukey-hsd/	https://real-statistics.com/oneway-analysis-of-variance-anova/unplannedcomparisons/tukey-hsd/	NOUN
futech-526	1558	1	[	[	X
futech-526	1558	2	59	59	NUM
futech-526	1558	3	]	]	X
futech-526	1558	4	xm	xm	PROPN
futech-526	1558	5	for	for	ADP
futech-526	1558	6	employee	employee	NOUN
futech-526	1558	7	experience	experience	NOUN
futech-526	1558	8	,	,	PUNCT
futech-526	1558	9	“	"	PUNCT
futech-526	1558	10	t	t	NOUN
futech-526	1558	11	-	-	PUNCT
futech-526	1558	12	test	test	NOUN
futech-526	1558	13	theory	theory	NOUN
futech-526	1558	14	for	for	ADP
futech-526	1558	15	surveys	survey	NOUN
futech-526	1558	16	:	:	PUNCT
futech-526	1558	17	an	an	DET
futech-526	1558	18	introduction	introduction	NOUN
futech-526	1558	19	,	,	PUNCT
futech-526	1558	20	”	"	PUNCT
futech-526	1558	21	qualtrics	qualtric	NOUN
futech-526	1558	22	.	.	PUNCT
futech-526	1559	1	sep	sep	INTJ
futech-526	1559	2	.	.	PUNCT
futech-526	1560	1	2020	2020	NUM
futech-526	1560	2	.	.	PUNCT
futech-526	1561	1	[	[	X
futech-526	1561	2	online	online	X
futech-526	1561	3	]	]	X
futech-526	1561	4	.	.	PUNCT
futech-526	1562	1	available	available	ADJ
futech-526	1562	2	:	:	PUNCT
futech-526	1563	1	https://www.qualtrics.com/experiencemanagement/research/t-test-analysis/	https://www.qualtrics.com/experiencemanagement/research/t-test-analysis/	X
futech-526	1563	2	[	[	X
futech-526	1563	3	60	60	NUM
futech-526	1563	4	]	]	X
futech-526	1563	5	d.	d.	PROPN
futech-526	1563	6	zeevi	zeevi	PROPN
futech-526	1563	7	et	et	PROPN
futech-526	1563	8	al	al	PROPN
futech-526	1563	9	.	.	PROPN
futech-526	1563	10	,	,	PUNCT
futech-526	1563	11	“	"	PUNCT
futech-526	1563	12	personalized	personalize	VERB
futech-526	1563	13	nutrition	nutrition	NOUN
futech-526	1563	14	by	by	ADP
futech-526	1563	15	prediction	prediction	NOUN
futech-526	1563	16	of	of	ADP
futech-526	1563	17	glycemic	glycemic	ADJ
futech-526	1563	18	responses	response	NOUN
futech-526	1563	19	,	,	PUNCT
futech-526	1563	20	”	"	PUNCT
futech-526	1563	21	cell	cell	NOUN
futech-526	1563	22	,	,	PUNCT
futech-526	1563	23	vol	vol	NOUN
futech-526	1563	24	.	.	PROPN
futech-526	1563	25	163	163	NUM
futech-526	1563	26	,	,	PUNCT
futech-526	1563	27	no	no	INTJ
futech-526	1563	28	.	.	NOUN
futech-526	1563	29	5	5	NUM
futech-526	1563	30	,	,	PUNCT
futech-526	1563	31	pp	pp	ADJ
futech-526	1563	32	.	.	PUNCT
futech-526	1564	1	1079	1079	NUM
futech-526	1564	2	–	–	PUNCT
futech-526	1564	3	1094	1094	NUM
futech-526	1564	4	,	,	PUNCT
futech-526	1564	5	2015	2015	NUM
futech-526	1564	6	.	.	PUNCT
futech-526	1565	1	[	[	X
futech-526	1565	2	61	61	NUM
futech-526	1565	3	]	]	PUNCT
futech-526	1565	4	m.-h	m.-h	NOUN
futech-526	1565	5	.	.	PUNCT
futech-526	1566	1	lai	lai	PROPN
futech-526	1566	2	et	et	PROPN
futech-526	1566	3	al	al	PROPN
futech-526	1566	4	.	.	PROPN
futech-526	1566	5	,	,	PUNCT
futech-526	1566	6	“	"	PUNCT
futech-526	1566	7	predicted	predict	VERB
futech-526	1566	8	glycemic	glycemic	ADJ
futech-526	1566	9	index	index	NOUN
futech-526	1566	10	and	and	CCONJ
futech-526	1566	11	glycemic	glycemic	ADJ
futech-526	1566	12	index	index	NOUN
futech-526	1566	13	of	of	ADP
futech-526	1566	14	rice	rice	NOUN
futech-526	1566	15	varieties	variety	NOUN
futech-526	1566	16	grown	grow	VERB
futech-526	1566	17	in	in	ADP
futech-526	1566	18	taiwan	taiwan	PROPN
futech-526	1566	19	,	,	PUNCT
futech-526	1566	20	”	"	PUNCT
futech-526	1566	21	cereal	cereal	NOUN
futech-526	1566	22	chem	chem	NOUN
futech-526	1566	23	.	.	PUNCT
futech-526	1567	1	,	,	PUNCT
futech-526	1567	2	vol	vol	NOUN
futech-526	1567	3	.	.	PROPN
futech-526	1568	1	93	93	NUM
futech-526	1568	2	,	,	PUNCT
futech-526	1568	3	no	no	INTJ
futech-526	1568	4	.	.	NOUN
futech-526	1568	5	2	2	NUM
futech-526	1568	6	,	,	PUNCT
futech-526	1568	7	pp	pp	ADJ
futech-526	1568	8	.	.	PUNCT
futech-526	1569	1	150–155	150–155	NUM
futech-526	1569	2	,	,	PUNCT
futech-526	1569	3	2016	2016	NUM
futech-526	1569	4	.	.	PUNCT
futech-526	1570	1	[	[	X
futech-526	1570	2	62	62	NUM
futech-526	1570	3	]	]	PUNCT
futech-526	1570	4	s.	s.	PROPN
futech-526	1570	5	sampath	sampath	PROPN
futech-526	1570	6	,	,	PUNCT
futech-526	1570	7	p.	p.	PROPN
futech-526	1570	8	tkachenko	tkachenko	PROPN
futech-526	1570	9	,	,	PUNCT
futech-526	1570	10	e.	e.	PROPN
futech-526	1570	11	renard	renard	PROPN
futech-526	1570	12	,	,	PUNCT
futech-526	1570	13	and	and	CCONJ
futech-526	1570	14	s.	s.	PROPN
futech-526	1570	15	v.	v.	PROPN
futech-526	1570	16	pereverzev	pereverzev	PROPN
futech-526	1570	17	,	,	PUNCT
futech-526	1570	18	“	"	PUNCT
futech-526	1570	19	glycemic	glycemic	ADJ
futech-526	1570	20	control	control	NOUN
futech-526	1570	21	indices	index	NOUN
futech-526	1570	22	and	and	CCONJ
futech-526	1570	23	their	their	PRON
futech-526	1570	24	aggregation	aggregation	NOUN
futech-526	1570	25	in	in	ADP
futech-526	1570	26	the	the	DET
futech-526	1570	27	prediction	prediction	NOUN
futech-526	1570	28	of	of	ADP
futech-526	1570	29	nocturnal	nocturnal	ADJ
futech-526	1570	30	hypoglycemia	hypoglycemia	NOUN
futech-526	1570	31	from	from	ADP
futech-526	1570	32	intermittent	intermittent	ADJ
futech-526	1570	33	blood	blood	NOUN
futech-526	1570	34	glucose	glucose	NOUN
futech-526	1570	35	measurements	measurement	NOUN
futech-526	1570	36	,	,	PUNCT
futech-526	1570	37	”	"	PUNCT
futech-526	1570	38	j.	j.	PROPN
futech-526	1570	39	diabetes	diabetes	PROPN
futech-526	1570	40	sci	sci	PROPN
futech-526	1570	41	.	.	PROPN
futech-526	1570	42	technol	technol	PROPN
futech-526	1570	43	.	.	PROPN
futech-526	1570	44	,	,	PUNCT
futech-526	1570	45	vol	vol	NOUN
futech-526	1570	46	.	.	PROPN
futech-526	1571	1	10	10	NUM
futech-526	1571	2	,	,	PUNCT
futech-526	1571	3	no	no	INTJ
futech-526	1571	4	.	.	NOUN
futech-526	1571	5	6	6	NUM
futech-526	1571	6	,	,	PUNCT
futech-526	1571	7	pp	pp	ADJ
futech-526	1571	8	.	.	PUNCT
futech-526	1572	1	1245–1250	1245–1250	NUM
futech-526	1572	2	,	,	PUNCT
futech-526	1572	3	2016	2016	NUM
futech-526	1572	4	.	.	PUNCT
futech-526	1573	1	[	[	X
futech-526	1573	2	63	63	NUM
futech-526	1573	3	]	]	PUNCT
futech-526	1573	4	j.	j.	PROPN
futech-526	1573	5	li	li	PROPN
futech-526	1573	6	and	and	CCONJ
futech-526	1573	7	o.	o.	PROPN
futech-526	1573	8	arandjelovic	arandjelovic	PROPN
futech-526	1573	9	,	,	PUNCT
futech-526	1573	10	“	"	PUNCT
futech-526	1573	11	glycaemic	glycaemic	ADJ
futech-526	1573	12	index	index	NOUN
futech-526	1573	13	prediction	prediction	NOUN
futech-526	1573	14	:	:	PUNCT
futech-526	1573	15	a	a	DET
futech-526	1573	16	pilot	pilot	NOUN
futech-526	1573	17	study	study	NOUN
futech-526	1573	18	of	of	ADP
futech-526	1573	19	data	datum	NOUN
futech-526	1573	20	linkage	linkage	NOUN
futech-526	1573	21	challenges	challenge	NOUN
futech-526	1573	22	and	and	CCONJ
futech-526	1573	23	the	the	DET
futech-526	1573	24	application	application	NOUN
futech-526	1573	25	of	of	ADP
futech-526	1573	26	machine	machine	NOUN
futech-526	1573	27	learning	learning	NOUN
futech-526	1573	28	,	,	PUNCT
futech-526	1573	29	”	"	PUNCT
futech-526	1573	30	in	in	ADP
futech-526	1573	31	2017	2017	NUM
futech-526	1573	32	ieee	ieee	NOUN
futech-526	1573	33	embs	embs	ADJ
futech-526	1573	34	international	international	ADJ
futech-526	1573	35	conference	conference	NOUN
futech-526	1573	36	on	on	ADP
futech-526	1573	37	biomedical	biomedical	PROPN
futech-526	1573	38	&	&	CCONJ
futech-526	1573	39	health	health	NOUN
futech-526	1573	40	informatics	informatic	NOUN
futech-526	1573	41	(	(	PUNCT
futech-526	1573	42	bhi	bhi	PROPN
futech-526	1573	43	)	)	PUNCT
futech-526	1573	44	,	,	PUNCT
futech-526	1573	45	ieee	ieee	NOUN
futech-526	1573	46	,	,	PUNCT
futech-526	1573	47	2017	2017	NUM
futech-526	1573	48	,	,	PUNCT
futech-526	1573	49	pp	pp	ADJ
futech-526	1573	50	.	.	PUNCT
futech-526	1574	1	357–360	357–360	NUM
futech-526	1574	2	.	.	PUNCT
futech-526	1575	1	[	[	X
futech-526	1575	2	64	64	NUM
futech-526	1575	3	]	]	PUNCT
futech-526	1576	1	e.	e.	PROPN
futech-526	1576	2	n.	n.	PROPN
futech-526	1576	3	okafor	okafor	PROPN
futech-526	1576	4	et	et	PROPN
futech-526	1576	5	al	al	PROPN
futech-526	1576	6	.	.	PROPN
futech-526	1576	7	,	,	PUNCT
futech-526	1576	8	“	"	PUNCT
futech-526	1576	9	cassava	cassava	NOUN
futech-526	1576	10	flour	flour	NOUN
futech-526	1576	11	substitution	substitution	NOUN
futech-526	1576	12	modulates	modulate	VERB
futech-526	1576	13	glycemic	glycemic	ADJ
futech-526	1576	14	responses	response	NOUN
futech-526	1576	15	and	and	CCONJ
futech-526	1576	16	glycemic	glycemic	ADJ
futech-526	1576	17	index	index	NOUN
futech-526	1576	18	of	of	ADP
futech-526	1576	19	wheat	wheat	NOUN
futech-526	1576	20	breads	bread	NOUN
futech-526	1576	21	in	in	ADP
futech-526	1576	22	apparent	apparent	ADJ
futech-526	1576	23	healthy	healthy	ADJ
futech-526	1576	24	volunteers	volunteer	NOUN
futech-526	1576	25	,	,	PUNCT
futech-526	1576	26	”	"	PUNCT
futech-526	1576	27	j.	j.	PROPN
futech-526	1576	28	diet	diet	PROPN
futech-526	1576	29	.	.	PUNCT
futech-526	1577	1	suppl	suppl	PROPN
futech-526	1577	2	.	.	PROPN
futech-526	1577	3	,	,	PUNCT
futech-526	1577	4	vol	vol	NOUN
futech-526	1577	5	.	.	PROPN
futech-526	1578	1	14	14	NUM
futech-526	1578	2	,	,	PUNCT
futech-526	1578	3	no	no	INTJ
futech-526	1578	4	.	.	NOUN
futech-526	1578	5	4	4	NUM
futech-526	1578	6	,	,	PUNCT
futech-526	1578	7	pp	pp	ADJ
futech-526	1578	8	.	.	PUNCT
futech-526	1579	1	446–452	446–452	NUM
futech-526	1579	2	,	,	PUNCT
futech-526	1579	3	2017	2017	NUM
futech-526	1579	4	.	.	PUNCT
futech-526	1580	1	[	[	X
futech-526	1580	2	65	65	NUM
futech-526	1580	3	]	]	X
futech-526	1580	4	a.	a.	NOUN
futech-526	1580	5	fardet	fardet	NOUN
futech-526	1580	6	,	,	PUNCT
futech-526	1580	7	s.	s.	PROPN
futech-526	1580	8	lakhssassi	lakhssassi	PROPN
futech-526	1580	9	,	,	PUNCT
futech-526	1580	10	and	and	CCONJ
futech-526	1580	11	a.	a.	NOUN
futech-526	1580	12	briffaz	briffaz	NOUN
futech-526	1580	13	,	,	PUNCT
futech-526	1580	14	“	"	PUNCT
futech-526	1580	15	beyond	beyond	ADP
futech-526	1580	16	nutrient	nutrient	NOUN
futech-526	1580	17	-	-	PUNCT
futech-526	1580	18	based	base	VERB
futech-526	1580	19	food	food	NOUN
futech-526	1580	20	indices	indice	VERB
futech-526	1580	21	:	:	PUNCT
futech-526	1580	22	a	a	DET
futech-526	1580	23	data	data	NOUN
futech-526	1580	24	mining	mining	NOUN
futech-526	1580	25	approach	approach	NOUN
futech-526	1580	26	to	to	PART
futech-526	1580	27	search	search	VERB
futech-526	1580	28	for	for	ADP
futech-526	1580	29	a	a	DET
futech-526	1580	30	quantitative	quantitative	ADJ
futech-526	1580	31	holistic	holistic	ADJ
futech-526	1580	32	index	index	NOUN
futech-526	1580	33	reflecting	reflect	VERB
futech-526	1580	34	the	the	DET
futech-526	1580	35	degree	degree	NOUN
futech-526	1580	36	of	of	ADP
futech-526	1580	37	food	food	NOUN
futech-526	1580	38	processing	processing	NOUN
futech-526	1580	39	and	and	CCONJ
futech-526	1580	40	including	include	VERB
futech-526	1580	41	physicochemical	physicochemical	ADJ
futech-526	1580	42	properties	property	NOUN
futech-526	1580	43	,	,	PUNCT
futech-526	1580	44	”	"	PUNCT
futech-526	1580	45	food	food	NOUN
futech-526	1580	46	funct	funct	NOUN
futech-526	1580	47	.	.	PUNCT
futech-526	1580	48	,	,	PUNCT
futech-526	1580	49	vol	vol	NOUN
futech-526	1580	50	.	.	PROPN
futech-526	1580	51	9	9	NUM
futech-526	1580	52	,	,	PUNCT
futech-526	1580	53	no	no	INTJ
futech-526	1580	54	.	.	NOUN
futech-526	1580	55	1	1	NUM
futech-526	1580	56	,	,	PUNCT
futech-526	1580	57	pp	pp	ADJ
futech-526	1580	58	.	.	PUNCT
futech-526	1581	1	561–572	561–572	NUM
futech-526	1581	2	,	,	PUNCT
futech-526	1581	3	2018	2018	NUM
futech-526	1581	4	.	.	PUNCT
futech-526	1582	1	[	[	X
futech-526	1582	2	66	66	NUM
futech-526	1582	3	]	]	PUNCT
futech-526	1582	4	s.	s.	PROPN
futech-526	1582	5	p.	p.	PROPN
futech-526	1582	6	k.	k.	PROPN
futech-526	1582	7	shiao	shiao	PROPN
futech-526	1582	8	,	,	PUNCT
futech-526	1582	9	j.	j.	PROPN
futech-526	1582	10	grayson	grayson	PROPN
futech-526	1582	11	,	,	PUNCT
futech-526	1582	12	a.	a.	NOUN
futech-526	1582	13	lie	lie	NOUN
futech-526	1582	14	,	,	PUNCT
futech-526	1582	15	and	and	CCONJ
futech-526	1582	16	c.	c.	PROPN
futech-526	1582	17	h.	h.	PROPN
futech-526	1582	18	yu	yu	PROPN
futech-526	1582	19	,	,	PUNCT
futech-526	1582	20	“	"	PUNCT
futech-526	1582	21	predictors	predictor	NOUN
futech-526	1582	22	of	of	ADP
futech-526	1582	23	the	the	DET
futech-526	1582	24	healthy	healthy	ADJ
futech-526	1582	25	eating	eat	VERB
futech-526	1582	26	index	index	NOUN
futech-526	1582	27	and	and	CCONJ
futech-526	1582	28	glycemic	glycemic	ADJ
futech-526	1582	29	index	index	NOUN
futech-526	1582	30	in	in	ADP
futech-526	1582	31	multi	multi	ADJ
futech-526	1582	32	-	-	ADJ
futech-526	1582	33	ethnic	ethnic	ADJ
futech-526	1582	34	colorectal	colorectal	ADJ
futech-526	1582	35	cancer	cancer	NOUN
futech-526	1582	36	families	family	NOUN
futech-526	1582	37	,	,	PUNCT
futech-526	1582	38	”	"	PUNCT
futech-526	1582	39	nutrients	nutrient	NOUN
futech-526	1582	40	,	,	PUNCT
futech-526	1582	41	vol	vol	NOUN
futech-526	1582	42	.	.	PROPN
futech-526	1582	43	10	10	NUM
futech-526	1582	44	,	,	PUNCT
futech-526	1582	45	no	no	INTJ
futech-526	1582	46	.	.	NOUN
futech-526	1582	47	6	6	NUM
futech-526	1582	48	,	,	PUNCT
futech-526	1582	49	p.	p.	NOUN
futech-526	1582	50	674	674	NUM
futech-526	1582	51	,	,	PUNCT
futech-526	1582	52	2018	2018	NUM
futech-526	1582	53	.	.	PUNCT
futech-526	1583	1	[	[	X
futech-526	1583	2	67	67	NUM
futech-526	1583	3	]	]	PUNCT
futech-526	1583	4	s.	s.	PROPN
futech-526	1583	5	k.	k.	PROPN
futech-526	1583	6	kumari	kumari	PROPN
futech-526	1583	7	and	and	CCONJ
futech-526	1583	8	j.	j.	PROPN
futech-526	1583	9	mathana	mathana	PROPN
futech-526	1583	10	,	,	PUNCT
futech-526	1583	11	“	"	PUNCT
futech-526	1583	12	blood	blood	NOUN
futech-526	1583	13	sugar	sugar	NOUN
futech-526	1583	14	level	level	NOUN
futech-526	1583	15	indication	indication	NOUN
futech-526	1583	16	through	through	ADP
futech-526	1583	17	chewing	chew	VERB
futech-526	1583	18	and	and	CCONJ
futech-526	1583	19	swallowing	swallow	VERB
futech-526	1583	20	from	from	ADP
futech-526	1583	21	acoustic	acoustic	ADJ
futech-526	1583	22	mems	mem	NOUN
futech-526	1583	23	sensor	sensor	NOUN
futech-526	1583	24	and	and	CCONJ
futech-526	1583	25	deep	deep	ADJ
futech-526	1583	26	learning	learning	NOUN
futech-526	1583	27	algorithm	algorithm	NOUN
futech-526	1583	28	for	for	ADP
futech-526	1583	29	diabetic	diabetic	ADJ
futech-526	1583	30	management	management	NOUN
futech-526	1583	31	,	,	PUNCT
futech-526	1583	32	”	"	PUNCT
futech-526	1583	33	j.	j.	PROPN
futech-526	1583	34	med	med	PROPN
futech-526	1583	35	.	.	PUNCT
futech-526	1584	1	syst	syst	PROPN
futech-526	1584	2	.	.	PUNCT
futech-526	1584	3	,	,	PUNCT
futech-526	1584	4	vol	vol	NOUN
futech-526	1584	5	.	.	PROPN
futech-526	1585	1	43	43	NUM
futech-526	1585	2	,	,	PUNCT
futech-526	1585	3	pp	pp	ADJ
futech-526	1585	4	.	.	PUNCT
futech-526	1586	1	1–9	1–9	NUM
futech-526	1586	2	,	,	PUNCT
futech-526	1586	3	2019	2019	NUM
futech-526	1586	4	.	.	PUNCT
futech-526	1587	1	[	[	X
futech-526	1587	2	68	68	NUM
futech-526	1587	3	]	]	PUNCT
futech-526	1587	4	m.	m.	PROPN
futech-526	1587	5	ghazal	ghazal	PROPN
futech-526	1587	6	,	,	PUNCT
futech-526	1587	7	m.	m.	PROPN
futech-526	1587	8	alhalabi	alhalabi	PROPN
futech-526	1587	9	,	,	PUNCT
futech-526	1587	10	m.	m.	NOUN
futech-526	1587	11	chabnari	chabnari	PROPN
futech-526	1587	12	,	,	PUNCT
futech-526	1587	13	l.	l.	PROPN
futech-526	1587	14	ghazal	ghazal	PROPN
futech-526	1587	15	,	,	PUNCT
futech-526	1587	16	and	and	CCONJ
futech-526	1587	17	l.	l.	PROPN
futech-526	1587	18	fraiwan	fraiwan	PROPN
futech-526	1587	19	,	,	PUNCT
futech-526	1587	20	“	"	PUNCT
futech-526	1587	21	design	design	NOUN
futech-526	1587	22	and	and	CCONJ
futech-526	1587	23	implementation	implementation	NOUN
futech-526	1587	24	of	of	ADP
futech-526	1587	25	a	a	DET
futech-526	1587	26	mobile	mobile	ADJ
futech-526	1587	27	device	device	NOUN
futech-526	1587	28	for	for	ADP
futech-526	1587	29	blood	blood	NOUN
futech-526	1587	30	glucose	glucose	NOUN
futech-526	1587	31	level	level	NOUN
futech-526	1587	32	assessment	assessment	NOUN
futech-526	1587	33	,	,	PUNCT
futech-526	1587	34	”	"	PUNCT
futech-526	1587	35	in	in	ADP
futech-526	1587	36	2018	2018	NUM
futech-526	1587	37	6th	6th	ADJ
futech-526	1587	38	international	international	ADJ
futech-526	1587	39	conference	conference	NOUN
futech-526	1587	40	on	on	ADP
futech-526	1587	41	future	future	ADJ
futech-526	1587	42	internet	internet	NOUN
futech-526	1587	43	of	of	ADP
futech-526	1587	44	things	thing	NOUN
futech-526	1587	45	and	and	CCONJ
futech-526	1587	46	cloud	cloud	NOUN
futech-526	1587	47	workshops	workshop	NOUN
futech-526	1587	48	(	(	PUNCT
futech-526	1587	49	ficloudw	ficloudw	PROPN
futech-526	1587	50	)	)	PUNCT
futech-526	1587	51	,	,	PUNCT
futech-526	1587	52	ieee	ieee	NOUN
futech-526	1587	53	,	,	PUNCT
futech-526	1587	54	2018	2018	NUM
futech-526	1587	55	,	,	PUNCT
futech-526	1587	56	pp	pp	ADJ
futech-526	1587	57	.	.	PUNCT
futech-526	1588	1	134–139	134–139	NUM
futech-526	1588	2	.	.	PUNCT
futech-526	1589	1	[	[	X
futech-526	1589	2	69	69	NUM
futech-526	1589	3	]	]	PUNCT
futech-526	1589	4	j.	j.	PROPN
futech-526	1589	5	j.	j.	PROPN
futech-526	1589	6	r.	r.	PROPN
futech-526	1589	7	barata	barata	PROPN
futech-526	1589	8	,	,	PUNCT
futech-526	1589	9	r.	r.	PROPN
futech-526	1589	10	munoz	munoz	PROPN
futech-526	1589	11	,	,	PUNCT
futech-526	1589	12	r.	r.	PROPN
futech-526	1589	13	d.	d.	PROPN
futech-526	1589	14	d.	d.	PROPN
futech-526	1589	15	c.	c.	PROPN
futech-526	1589	16	silva	silva	PROPN
futech-526	1589	17	,	,	PUNCT
futech-526	1589	18	j.	j.	PROPN
futech-526	1589	19	j.	j.	PROPN
futech-526	1589	20	rodrigues	rodrigues	PROPN
futech-526	1589	21	,	,	PUNCT
futech-526	1589	22	and	and	CCONJ
futech-526	1589	23	v.	v.	ADP
futech-526	1589	24	h.	h.	PROPN
futech-526	1589	25	c.	c.	PROPN
futech-526	1589	26	de	de	PROPN
futech-526	1589	27	albuquerque	albuquerque	PROPN
futech-526	1589	28	,	,	PUNCT
futech-526	1589	29	“	"	PUNCT
futech-526	1589	30	internet	internet	NOUN
futech-526	1589	31	of	of	ADP
futech-526	1589	32	things	thing	NOUN
futech-526	1589	33	based	base	VERB
futech-526	1589	34	on	on	ADP
futech-526	1589	35	electronic	electronic	ADJ
futech-526	1589	36	and	and	CCONJ
futech-526	1589	37	mobile	mobile	ADJ
futech-526	1589	38	health	health	NOUN
futech-526	1589	39	systems	system	NOUN
futech-526	1589	40	for	for	ADP
futech-526	1589	41	blood	blood	NOUN
futech-526	1589	42	glucose	glucose	NOUN
futech-526	1589	43	continuous	continuous	ADJ
futech-526	1589	44	monitoring	monitoring	NOUN
futech-526	1589	45	and	and	CCONJ
futech-526	1589	46	management	management	NOUN
futech-526	1589	47	,	,	PUNCT
futech-526	1589	48	”	"	PUNCT
futech-526	1589	49	ieee	ieee	NOUN
futech-526	1589	50	access	access	NOUN
futech-526	1589	51	,	,	PUNCT
futech-526	1589	52	vol	vol	NOUN
futech-526	1589	53	.	.	PROPN
futech-526	1589	54	7	7	NUM
futech-526	1589	55	,	,	PUNCT
futech-526	1589	56	pp	pp	ADJ
futech-526	1589	57	.	.	PUNCT
futech-526	1590	1	175116–175125	175116–175125	NUM
futech-526	1590	2	,	,	PUNCT
futech-526	1590	3	2019	2019	NUM
futech-526	1590	4	.	.	PUNCT
futech-526	1591	1	[	[	X
futech-526	1591	2	70	70	NUM
futech-526	1591	3	]	]	X
futech-526	1591	4	s.	s.	PROPN
futech-526	1591	5	buranapin	buranapin	PROPN
futech-526	1591	6	,	,	PUNCT
futech-526	1591	7	“	"	PUNCT
futech-526	1591	8	a	a	DET
futech-526	1591	9	study	study	NOUN
futech-526	1591	10	of	of	ADP
futech-526	1591	11	the	the	DET
futech-526	1591	12	glycemic	glycemic	ADJ
futech-526	1591	13	index	index	NOUN
futech-526	1591	14	of	of	ADP
futech-526	1591	15	the	the	DET
futech-526	1591	16	medical	medical	ADJ
futech-526	1591	17	food	food	NOUN
futech-526	1591	18	neo	neo	NOUN
futech-526	1591	19	-	-	NOUN
futech-526	1591	20	mune	mune	PROPN
futech-526	1591	21	,	,	PUNCT
futech-526	1591	22	”	"	PUNCT
futech-526	1591	23	j.	j.	PROPN
futech-526	1591	24	southeast	southeast	PROPN
futech-526	1591	25	asian	asian	PROPN
futech-526	1591	26	med	med	PROPN
futech-526	1591	27	.	.	PUNCT
futech-526	1592	1	res	re	NOUN
futech-526	1592	2	.	.	PROPN
futech-526	1592	3	,	,	PUNCT
futech-526	1592	4	vol	vol	NOUN
futech-526	1592	5	.	.	PROPN
futech-526	1592	6	2	2	NUM
futech-526	1592	7	,	,	PUNCT
futech-526	1592	8	no	no	INTJ
futech-526	1592	9	.	.	NOUN
futech-526	1592	10	2	2	NUM
futech-526	1592	11	,	,	PUNCT
futech-526	1592	12	pp	pp	ADJ
futech-526	1592	13	.	.	PUNCT
futech-526	1593	1	67–75	67–75	NUM
futech-526	1593	2	,	,	PUNCT
futech-526	1593	3	2018	2018	NUM
futech-526	1593	4	.	.	PUNCT
futech-526	1594	1	[	[	X
futech-526	1594	2	71	71	NUM
futech-526	1594	3	]	]	PUNCT
futech-526	1594	4	w.	w.	PROPN
futech-526	1594	5	seo	seo	PROPN
futech-526	1594	6	,	,	PUNCT
futech-526	1594	7	y.-b	y.-b	PROPN
futech-526	1594	8	.	.	PUNCT
futech-526	1594	9	lee	lee	PROPN
futech-526	1594	10	,	,	PUNCT
futech-526	1594	11	s.	s.	PROPN
futech-526	1594	12	lee	lee	PROPN
futech-526	1594	13	,	,	PUNCT
futech-526	1594	14	s.-m	s.-m	PROPN
futech-526	1594	15	.	.	PUNCT
futech-526	1595	1	jin	jin	NOUN
futech-526	1595	2	,	,	PUNCT
futech-526	1595	3	and	and	CCONJ
futech-526	1595	4	s.-m	s.-m	PROPN
futech-526	1595	5	.	.	PUNCT
futech-526	1596	1	park	park	PROPN
futech-526	1596	2	,	,	PUNCT
futech-526	1596	3	“	"	PUNCT
futech-526	1596	4	a	a	DET
futech-526	1596	5	machine	machine	NOUN
futech-526	1596	6	-	-	PUNCT
futech-526	1596	7	learning	learn	VERB
futech-526	1596	8	approach	approach	NOUN
futech-526	1596	9	to	to	PART
futech-526	1596	10	predict	predict	VERB
futech-526	1596	11	postprandial	postprandial	ADJ
futech-526	1596	12	hypoglycemia	hypoglycemia	NOUN
futech-526	1596	13	,	,	PUNCT
futech-526	1596	14	”	"	PUNCT
futech-526	1596	15	bmc	bmc	PROPN
futech-526	1596	16	med	med	PROPN
futech-526	1596	17	.	.	PUNCT
futech-526	1597	1	inform	inform	NOUN
futech-526	1597	2	.	.	PUNCT
futech-526	1598	1	decis	decis	PROPN
futech-526	1598	2	.	.	PROPN
futech-526	1598	3	mak	mak	PROPN
futech-526	1598	4	.	.	PROPN
futech-526	1599	1	,	,	PUNCT
futech-526	1599	2	vol	vol	NOUN
futech-526	1599	3	.	.	PROPN
futech-526	1599	4	19	19	NUM
futech-526	1599	5	,	,	PUNCT
futech-526	1599	6	pp	pp	ADJ
futech-526	1599	7	.	.	PUNCT
futech-526	1600	1	1–13	1–13	NOUN
futech-526	1600	2	,	,	PUNCT
futech-526	1600	3	2019	2019	NUM
futech-526	1600	4	.	.	PUNCT
futech-526	1601	1	[	[	X
futech-526	1601	2	72	72	NUM
futech-526	1601	3	]	]	X
futech-526	1601	4	h.	h.	PROPN
futech-526	1601	5	h.	h.	PROPN
futech-526	1601	6	lee	lee	PROPN
futech-526	1601	7	,	,	PUNCT
futech-526	1601	8	p.	p.	PROPN
futech-526	1601	9	achananuparp	achananuparp	PROPN
futech-526	1601	10	,	,	PUNCT
futech-526	1601	11	y.	y.	PROPN
futech-526	1601	12	liu	liu	PROPN
futech-526	1601	13	,	,	PUNCT
futech-526	1601	14	e.-p	e.-p	PROPN
futech-526	1601	15	.	.	PUNCT
futech-526	1602	1	lim	lim	PROPN
futech-526	1602	2	,	,	PUNCT
futech-526	1602	3	and	and	CCONJ
futech-526	1602	4	l.	l.	PROPN
futech-526	1602	5	r.	r.	PROPN
futech-526	1602	6	varshney	varshney	NOUN
futech-526	1602	7	,	,	PUNCT
futech-526	1602	8	“	"	PUNCT
futech-526	1602	9	estimating	estimate	VERB
futech-526	1602	10	glycemic	glycemic	ADJ
futech-526	1602	11	impact	impact	NOUN
futech-526	1602	12	of	of	ADP
futech-526	1602	13	cooking	cooking	NOUN
futech-526	1602	14	recipes	recipe	NOUN
futech-526	1602	15	via	via	ADP
futech-526	1602	16	online	online	ADJ
futech-526	1602	17	crowdsourcing	crowdsourcing	NOUN
futech-526	1602	18	and	and	CCONJ
futech-526	1602	19	machine	machine	NOUN
futech-526	1602	20	learning	learning	NOUN
futech-526	1602	21	,	,	PUNCT
futech-526	1602	22	”	"	PUNCT
futech-526	1602	23	in	in	ADP
futech-526	1602	24	proceedings	proceeding	NOUN
futech-526	1602	25	of	of	ADP
futech-526	1602	26	the	the	DET
futech-526	1602	27	9th	9th	ADJ
futech-526	1602	28	international	international	ADJ
futech-526	1602	29	conference	conference	NOUN
futech-526	1602	30	on	on	ADP
futech-526	1602	31	digital	digital	ADJ
futech-526	1602	32	public	public	ADJ
futech-526	1602	33	health	health	NOUN
futech-526	1602	34	,	,	PUNCT
futech-526	1602	35	2019	2019	NUM
futech-526	1602	36	,	,	PUNCT
futech-526	1602	37	pp	pp	ADJ
futech-526	1602	38	.	.	PUNCT
futech-526	1603	1	31–35	31–35	NUM
futech-526	1603	2	.	.	PUNCT
futech-526	1604	1	[	[	X
futech-526	1604	2	73	73	NUM
futech-526	1604	3	]	]	PUNCT
futech-526	1604	4	m.	m.	NOUN
futech-526	1604	5	mayo	mayo	NOUN
futech-526	1604	6	,	,	PUNCT
futech-526	1604	7	l.	l.	PROPN
futech-526	1604	8	chepulis	chepulis	PROPN
futech-526	1604	9	,	,	PUNCT
futech-526	1604	10	and	and	CCONJ
futech-526	1604	11	r.	r.	PROPN
futech-526	1604	12	g.	g.	PROPN
futech-526	1604	13	paul	paul	PROPN
futech-526	1604	14	,	,	PUNCT
futech-526	1604	15	“	"	PUNCT
futech-526	1604	16	glycemic	glycemic	ADJ
futech-526	1604	17	-	-	PUNCT
futech-526	1604	18	aware	aware	ADJ
futech-526	1604	19	metrics	metric	NOUN
futech-526	1604	20	and	and	CCONJ
futech-526	1604	21	oversampling	oversample	VERB
futech-526	1604	22	techniques	technique	NOUN
futech-526	1604	23	for	for	ADP
futech-526	1604	24	predicting	predict	VERB
futech-526	1604	25	blood	blood	NOUN
futech-526	1604	26	glucose	glucose	NOUN
futech-526	1604	27	levels	level	NOUN
futech-526	1604	28	using	use	VERB
futech-526	1604	29	machine	machine	NOUN
futech-526	1604	30	learning	learning	NOUN
futech-526	1604	31	,	,	PUNCT
futech-526	1604	32	”	"	PUNCT
futech-526	1604	33	plos	plos	PROPN
futech-526	1604	34	one	one	NUM
futech-526	1604	35	,	,	PUNCT
futech-526	1604	36	vol	vol	NOUN
futech-526	1604	37	.	.	PROPN
futech-526	1604	38	14	14	NUM
futech-526	1604	39	,	,	PUNCT
futech-526	1604	40	no	no	INTJ
futech-526	1604	41	.	.	NOUN
futech-526	1604	42	12	12	NUM
futech-526	1604	43	,	,	PUNCT
futech-526	1604	44	p.	p.	NOUN
futech-526	1604	45	e0225613	e0225613	PROPN
futech-526	1604	46	,	,	PUNCT
futech-526	1604	47	2019	2019	NUM
futech-526	1604	48	.	.	PUNCT
futech-526	1605	1	[	[	X
futech-526	1605	2	74	74	NUM
futech-526	1605	3	]	]	PUNCT
futech-526	1605	4	i.	i.	PROPN
futech-526	1605	5	k.	k.	PROPN
futech-526	1605	6	mohan	mohan	PROPN
futech-526	1605	7	et	et	PROPN
futech-526	1605	8	al	al	PROPN
futech-526	1605	9	.	.	PROPN
futech-526	1605	10	,	,	PUNCT
futech-526	1605	11	“	"	PUNCT
futech-526	1605	12	application	application	NOUN
futech-526	1605	13	of	of	ADP
futech-526	1605	14	multiple	multiple	ADJ
futech-526	1605	15	linear	linear	ADJ
futech-526	1605	16	regression	regression	NOUN
futech-526	1605	17	and	and	CCONJ
futech-526	1605	18	machine	machine	NOUN
futech-526	1605	19	learning	learn	VERB
futech-526	1605	20	algorithms	algorithm	NOUN
futech-526	1605	21	to	to	PART
futech-526	1605	22	elucidate	elucidate	VERB
futech-526	1605	23	the	the	DET
futech-526	1605	24	association	association	NOUN
futech-526	1605	25	of	of	ADP
futech-526	1605	26	poor	poor	ADJ
futech-526	1605	27	glycemic	glycemic	ADJ
futech-526	1605	28	control	control	NOUN
futech-526	1605	29	and	and	CCONJ
futech-526	1605	30	hyperhomocysteinemia	hyperhomocysteinemia	NOUN
futech-526	1605	31	with	with	ADP
futech-526	1605	32	microalbuminuria	microalbuminuria	PROPN
futech-526	1605	33	,	,	PUNCT
futech-526	1605	34	”	"	PUNCT
futech-526	1605	35	indian	indian	PROPN
futech-526	1605	36	j.	j.	PROPN
futech-526	1605	37	biochem	biochem	PROPN
futech-526	1605	38	.	.	PUNCT
futech-526	1606	1	biophys	biophy	NOUN
futech-526	1606	2	.	.	PUNCT
futech-526	1607	1	ijbb	ijbb	PROPN
futech-526	1607	2	,	,	PUNCT
futech-526	1607	3	vol	vol	NOUN
futech-526	1607	4	.	.	PROPN
futech-526	1607	5	56	56	NUM
futech-526	1607	6	,	,	PUNCT
futech-526	1607	7	no	no	INTJ
futech-526	1607	8	.	.	NOUN
futech-526	1607	9	2	2	NUM
futech-526	1607	10	,	,	PUNCT
futech-526	1607	11	pp	pp	ADJ
futech-526	1607	12	.	.	PUNCT
futech-526	1607	13	150	150	NUM
futech-526	1607	14	–	–	PUNCT
futech-526	1607	15	154	154	NUM
futech-526	1607	16	,	,	PUNCT
futech-526	1607	17	2019	2019	NUM
futech-526	1607	18	.	.	PUNCT
futech-526	1608	1	[	[	X
futech-526	1608	2	75	75	NUM
futech-526	1608	3	]	]	PUNCT
futech-526	1608	4	i.	i.	PROPN
futech-526	1608	5	rodríguez	rodríguez	PROPN
futech-526	1608	6	-	-	PUNCT
futech-526	1608	7	rodríguez	rodríguez	NOUN
futech-526	1608	8	,	,	PUNCT
futech-526	1608	9	j.-v	j.-v	PROPN
futech-526	1608	10	.	.	PUNCT
futech-526	1609	1	rodríguez	rodríguez	NOUN
futech-526	1609	2	,	,	PUNCT
futech-526	1609	3	i.	i.	NOUN
futech-526	1609	4	chatzigiannakis	chatzigiannakis	PROPN
futech-526	1609	5	,	,	PUNCT
futech-526	1609	6	and	and	CCONJ
futech-526	1609	7	m.	m.	PROPN
futech-526	1609	8	a.	a.	PROPN
futech-526	1609	9	zamora	zamora	PROPN
futech-526	1609	10	izquierdo	izquierdo	PROPN
futech-526	1609	11	,	,	PUNCT
futech-526	1609	12	“	"	PUNCT
futech-526	1609	13	on	on	ADP
futech-526	1609	14	the	the	DET
futech-526	1609	15	possibility	possibility	NOUN
futech-526	1609	16	of	of	ADP
futech-526	1609	17	predicting	predict	VERB
futech-526	1609	18	glycaemia	glycaemia	NOUN
futech-526	1609	19	‘	'	PUNCT
futech-526	1609	20	on	on	ADP
futech-526	1609	21	the	the	DET
futech-526	1609	22	fly’with	fly’with	NOUN
futech-526	1609	23	constrained	constrain	VERB
futech-526	1609	24	iot	iot	NOUN
futech-526	1609	25	devices	device	NOUN
futech-526	1609	26	in	in	ADP
futech-526	1609	27	type	type	NOUN
futech-526	1609	28	1	1	NUM
futech-526	1609	29	diabetes	diabetes	NOUN
futech-526	1609	30	mellitus	mellitus	NOUN
futech-526	1609	31	patients	patient	NOUN
futech-526	1609	32	,	,	PUNCT
futech-526	1609	33	”	"	PUNCT
futech-526	1609	34	sensors	sensor	NOUN
futech-526	1609	35	,	,	PUNCT
futech-526	1609	36	vol	vol	NOUN
futech-526	1609	37	.	.	PROPN
futech-526	1609	38	19	19	NUM
futech-526	1609	39	,	,	PUNCT
futech-526	1609	40	no	no	INTJ
futech-526	1609	41	.	.	NOUN
futech-526	1609	42	20	20	NUM
futech-526	1609	43	,	,	PUNCT
futech-526	1609	44	p.	p.	NOUN
futech-526	1609	45	4538	4538	NUM
futech-526	1609	46	,	,	PUNCT
futech-526	1609	47	2019	2019	NUM
futech-526	1609	48	.	.	PUNCT
futech-526	1610	1	[	[	X
futech-526	1610	2	76	76	NUM
futech-526	1610	3	]	]	X
futech-526	1610	4	j.	j.	PROPN
futech-526	1610	5	c.	c.	PROPN
futech-526	1610	6	peiró	peiró	PROPN
futech-526	1610	7	,	,	PUNCT
futech-526	1610	8	“	"	PUNCT
futech-526	1610	9	comparing	compare	VERB
futech-526	1610	10	artificial	artificial	ADJ
futech-526	1610	11	pancreas	pancrea	NOUN
futech-526	1610	12	controlled	control	VERB
futech-526	1610	13	by	by	ADP
futech-526	1610	14	hybrid	hybrid	NOUN
futech-526	1610	15	"	"	PUNCT
futech-526	1610	16	closed	closed	ADJ
futech-526	1610	17	-	-	PUNCT
futech-526	1610	18	loop	loop	NOUN
futech-526	1610	19	"	"	PUNCT
futech-526	1610	20	machine	machine	NOUN
futech-526	1610	21	learning	learning	NOUN
futech-526	1610	22	(	(	PUNCT
futech-526	1610	23	ml	ml	NOUN
futech-526	1610	24	)	)	PUNCT
futech-526	1610	25	trained	train	VERB
futech-526	1610	26	algorithm	algorithm	NOUN
futech-526	1610	27	to	to	ADP
futech-526	1610	28	multi	multi	ADJ
futech-526	1610	29	-	-	ADJ
futech-526	1610	30	daily	daily	ADJ
futech-526	1610	31	injection	injection	NOUN
futech-526	1610	32	(	(	PUNCT
futech-526	1610	33	mdi	mdi	PROPN
futech-526	1610	34	)	)	PUNCT
futech-526	1610	35	,	,	PUNCT
futech-526	1610	36	insulin	insulin	NOUN
futech-526	1610	37	pump	pump	NOUN
futech-526	1610	38	without	without	ADP
futech-526	1610	39	cgm	cgm	PROPN
futech-526	1610	40	and	and	CCONJ
futech-526	1610	41	"	"	PUNCT
futech-526	1610	42	sensor	sensor	NOUN
futech-526	1610	43	assisted	assist	VERB
futech-526	1610	44	"	"	PUNCT
futech-526	1610	45	insulin	insulin	NOUN
futech-526	1610	46	pump	pump	NOUN
futech-526	1610	47	therapies	therapy	NOUN
futech-526	1610	48	for	for	ADP
futech-526	1610	49	diabetes	diabetes	NOUN
futech-526	1610	50	type	type	NOUN
futech-526	1610	51	1	1	NUM
futech-526	1610	52	(	(	PUNCT
futech-526	1610	53	dt1	dt1	PROPN
futech-526	1610	54	)	)	PUNCT
futech-526	1610	55	treatment	treatment	NOUN
futech-526	1610	56	,	,	PUNCT
futech-526	1610	57	”	"	PUNCT
futech-526	1610	58	in	in	ADP
futech-526	1610	59	2020	2020	NUM
futech-526	1610	60	international	international	ADJ
futech-526	1610	61	conference	conference	NOUN
futech-526	1610	62	on	on	ADP
futech-526	1610	63	data	datum	NOUN
futech-526	1610	64	analytics	analytic	NOUN
futech-526	1610	65	for	for	ADP
futech-526	1610	66	business	business	NOUN
futech-526	1610	67	and	and	CCONJ
futech-526	1610	68	industry	industry	NOUN
futech-526	1610	69	:	:	PUNCT
futech-526	1610	70	way	way	NOUN
futech-526	1610	71	towards	towards	ADP
futech-526	1610	72	a	a	DET
futech-526	1610	73	sustainable	sustainable	ADJ
futech-526	1610	74	economy	economy	NOUN
futech-526	1610	75	(	(	PUNCT
futech-526	1610	76	icdabi	icdabi	NOUN
futech-526	1610	77	)	)	PUNCT
futech-526	1610	78	,	,	PUNCT
futech-526	1610	79	ieee	ieee	NOUN
futech-526	1610	80	,	,	PUNCT
futech-526	1610	81	2020	2020	NUM
futech-526	1610	82	,	,	PUNCT
futech-526	1610	83	pp	pp	ADV
futech-526	1610	84	.	.	PUNCT
futech-526	1611	1	1–6	1–6	NUM
futech-526	1611	2	.	.	X
futech-526	1611	3	nh	nh	PROPN
futech-526	1611	4	.	.	PROPN
futech-526	1611	5	wanigasingha	wanigasingha	NOUN
futech-526	1612	1	et	et	PROPN
futech-526	1612	2	al	al	PROPN
futech-526	1612	3	.	.	PROPN
futech-526	1612	4	/future	/future	PUNCT
futech-526	1612	5	technology	technology	PROPN
futech-526	1612	6	february	february	PROPN
futech-526	1612	7	2026|	2026|	NUM
futech-526	1612	8	volume	volume	NOUN
futech-526	1612	9	05	05	NUM
futech-526	1613	1	|	|	ADV
futech-526	1613	2	issue	issue	NOUN
futech-526	1613	3	01	01	NUM
futech-526	1614	1	|	|	NOUN
futech-526	1614	2	pages	page	VERB
futech-526	1614	3	93	93	NUM
futech-526	1614	4	-	-	SYM
futech-526	1614	5	126	126	NUM
futech-526	1614	6	125	125	NUM
futech-526	1615	1	[	[	X
futech-526	1615	2	77	77	NUM
futech-526	1615	3	]	]	PUNCT
futech-526	1615	4	s.	s.	PROPN
futech-526	1615	5	rizwana	rizwana	PROPN
futech-526	1615	6	and	and	CCONJ
futech-526	1615	7	m.	m.	PROPN
futech-526	1615	8	k.	k.	PROPN
futech-526	1615	9	hazarika	hazarika	PROPN
futech-526	1615	10	,	,	PUNCT
futech-526	1615	11	“	"	PUNCT
futech-526	1615	12	application	application	NOUN
futech-526	1615	13	of	of	ADP
futech-526	1615	14	nearinfrared	nearinfrared	ADJ
futech-526	1615	15	spectroscopy	spectroscopy	NOUN
futech-526	1615	16	for	for	ADP
futech-526	1615	17	rice	rice	NOUN
futech-526	1615	18	characterization	characterization	NOUN
futech-526	1615	19	using	use	VERB
futech-526	1615	20	machine	machine	NOUN
futech-526	1615	21	learning	learning	NOUN
futech-526	1615	22	,	,	PUNCT
futech-526	1615	23	”	"	PUNCT
futech-526	1615	24	j.	j.	PROPN
futech-526	1615	25	inst	inst	PROPN
futech-526	1615	26	.	.	PUNCT
futech-526	1616	1	eng	eng	PROPN
futech-526	1616	2	.	.	PUNCT
futech-526	1616	3	india	india	PROPN
futech-526	1616	4	ser	ser	PROPN
futech-526	1616	5	.	.	PUNCT
futech-526	1617	1	a	a	DET
futech-526	1617	2	,	,	PUNCT
futech-526	1617	3	vol	vol	NOUN
futech-526	1617	4	.	.	PROPN
futech-526	1618	1	101	101	NUM
futech-526	1618	2	,	,	PUNCT
futech-526	1618	3	no	no	INTJ
futech-526	1618	4	.	.	NOUN
futech-526	1618	5	4	4	NUM
futech-526	1618	6	,	,	PUNCT
futech-526	1618	7	pp	pp	ADJ
futech-526	1618	8	.	.	PUNCT
futech-526	1619	1	579–587	579–587	NUM
futech-526	1619	2	,	,	PUNCT
futech-526	1619	3	2020	2020	NUM
futech-526	1619	4	.	.	PUNCT
futech-526	1620	1	[	[	X
futech-526	1620	2	78	78	NUM
futech-526	1620	3	]	]	PUNCT
futech-526	1620	4	e.	e.	PROPN
futech-526	1620	5	a.	a.	PROPN
futech-526	1620	6	pustozerov	pustozerov	PROPN
futech-526	1620	7	et	et	PROPN
futech-526	1620	8	al	al	PROPN
futech-526	1620	9	.	.	PROPN
futech-526	1620	10	,	,	PUNCT
futech-526	1620	11	“	"	PUNCT
futech-526	1620	12	machine	machine	NOUN
futech-526	1620	13	learning	learn	VERB
futech-526	1620	14	approach	approach	NOUN
futech-526	1620	15	for	for	ADP
futech-526	1620	16	postprandial	postprandial	ADJ
futech-526	1620	17	blood	blood	NOUN
futech-526	1620	18	glucose	glucose	NOUN
futech-526	1620	19	prediction	prediction	NOUN
futech-526	1620	20	in	in	ADP
futech-526	1620	21	gestational	gestational	ADJ
futech-526	1620	22	diabetes	diabetes	NOUN
futech-526	1620	23	mellitus	mellitus	NOUN
futech-526	1620	24	,	,	PUNCT
futech-526	1620	25	”	"	PUNCT
futech-526	1620	26	ieee	ieee	NOUN
futech-526	1620	27	access	access	NOUN
futech-526	1620	28	,	,	PUNCT
futech-526	1620	29	vol	vol	NOUN
futech-526	1620	30	.	.	PROPN
futech-526	1620	31	8	8	NUM
futech-526	1620	32	,	,	PUNCT
futech-526	1620	33	pp	pp	ADJ
futech-526	1620	34	.	.	PUNCT
futech-526	1621	1	219308	219308	NUM
futech-526	1621	2	–	–	PUNCT
futech-526	1621	3	219321	219321	NUM
futech-526	1621	4	,	,	PUNCT
futech-526	1621	5	2020	2020	NUM
futech-526	1621	6	.	.	PUNCT
futech-526	1622	1	[	[	X
futech-526	1622	2	79	79	NUM
futech-526	1622	3	]	]	X
futech-526	1622	4	h.	h.	PROPN
futech-526	1622	5	hesse	hesse	PROPN
futech-526	1622	6	,	,	PUNCT
futech-526	1622	7	r.	r.	PROPN
futech-526	1622	8	frozza	frozza	PROPN
futech-526	1622	9	,	,	PUNCT
futech-526	1622	10	v.	v.	ADP
futech-526	1622	11	corbellini	corbellini	PROPN
futech-526	1622	12	,	,	PUNCT
futech-526	1622	13	c.	c.	PROPN
futech-526	1622	14	reuter	reuter	PROPN
futech-526	1622	15	,	,	PUNCT
futech-526	1622	16	and	and	CCONJ
futech-526	1622	17	m.	m.	PROPN
futech-526	1622	18	burgos	burgos	PROPN
futech-526	1622	19	,	,	PUNCT
futech-526	1622	20	“	"	PUNCT
futech-526	1622	21	the	the	DET
futech-526	1622	22	use	use	NOUN
futech-526	1622	23	of	of	ADP
futech-526	1622	24	artificial	artificial	ADJ
futech-526	1622	25	neural	neural	ADJ
futech-526	1622	26	network	network	NOUN
futech-526	1622	27	for	for	ADP
futech-526	1622	28	lipid	lipid	NOUN
futech-526	1622	29	and	and	CCONJ
futech-526	1622	30	glycaemic	glycaemic	ADJ
futech-526	1622	31	profiles	profile	NOUN
futech-526	1622	32	quantification	quantification	NOUN
futech-526	1622	33	through	through	ADP
futech-526	1622	34	infrared	infrared	ADJ
futech-526	1622	35	spectroscopy	spectroscopy	NOUN
futech-526	1622	36	,	,	PUNCT
futech-526	1622	37	”	"	PUNCT
futech-526	1622	38	in	in	ADP
futech-526	1622	39	anais	anais	PROPN
futech-526	1622	40	do	do	AUX
futech-526	1622	41	xvi	xvi	X
futech-526	1622	42	workshop	workshop	PROPN
futech-526	1622	43	de	de	PROPN
futech-526	1622	44	informática	informática	PROPN
futech-526	1622	45	médica	médica	PROPN
futech-526	1622	46	,	,	PUNCT
futech-526	1622	47	sbc	sbc	PROPN
futech-526	1622	48	,	,	PUNCT
futech-526	1622	49	2016	2016	NUM
futech-526	1622	50	,	,	PUNCT
futech-526	1622	51	pp	pp	ADV
futech-526	1622	52	.	.	PUNCT
futech-526	1623	1	2613–2616	2613–2616	NUM
futech-526	1623	2	.	.	PUNCT
futech-526	1624	1	[	[	X
futech-526	1624	2	80	80	NUM
futech-526	1624	3	]	]	PUNCT
futech-526	1624	4	b.	b.	NOUN
futech-526	1624	5	olawoye	olawoye	PROPN
futech-526	1624	6	,	,	PUNCT
futech-526	1624	7	s.	s.	PROPN
futech-526	1624	8	o.	o.	PROPN
futech-526	1624	9	gbadamosi	gbadamosi	PROPN
futech-526	1624	10	,	,	PUNCT
futech-526	1624	11	i.	i.	PROPN
futech-526	1624	12	o.	o.	PROPN
futech-526	1624	13	otemuyiwa	otemuyiwa	PROPN
futech-526	1624	14	,	,	PUNCT
futech-526	1624	15	and	and	CCONJ
futech-526	1624	16	c.	c.	PROPN
futech-526	1624	17	t.	t.	PROPN
futech-526	1624	18	akanbi	akanbi	NOUN
futech-526	1624	19	,	,	PUNCT
futech-526	1624	20	“	"	PUNCT
futech-526	1624	21	gluten	gluten	ADJ
futech-526	1624	22	-	-	PUNCT
futech-526	1624	23	free	free	ADJ
futech-526	1624	24	cookies	cookie	NOUN
futech-526	1624	25	with	with	ADP
futech-526	1624	26	low	low	ADJ
futech-526	1624	27	glycemic	glycemic	ADJ
futech-526	1624	28	index	index	NOUN
futech-526	1624	29	and	and	CCONJ
futech-526	1624	30	glycemic	glycemic	ADJ
futech-526	1624	31	load	load	NOUN
futech-526	1624	32	:	:	PUNCT
futech-526	1624	33	optimization	optimization	NOUN
futech-526	1624	34	of	of	ADP
futech-526	1624	35	the	the	DET
futech-526	1624	36	process	process	NOUN
futech-526	1624	37	variables	variable	VERB
futech-526	1624	38	via	via	ADP
futech-526	1624	39	response	response	NOUN
futech-526	1624	40	surface	surface	NOUN
futech-526	1624	41	methodology	methodology	NOUN
futech-526	1624	42	and	and	CCONJ
futech-526	1624	43	artificial	artificial	ADJ
futech-526	1624	44	neural	neural	ADJ
futech-526	1624	45	network	network	NOUN
futech-526	1624	46	,	,	PUNCT
futech-526	1624	47	”	"	PUNCT
futech-526	1624	48	heliyon	heliyon	NOUN
futech-526	1624	49	,	,	PUNCT
futech-526	1624	50	vol	vol	NOUN
futech-526	1624	51	.	.	PROPN
futech-526	1624	52	6	6	NUM
futech-526	1624	53	,	,	PUNCT
futech-526	1624	54	no	no	INTJ
futech-526	1624	55	.	.	NOUN
futech-526	1624	56	10	10	NUM
futech-526	1624	57	,	,	PUNCT
futech-526	1624	58	2020	2020	NUM
futech-526	1624	59	.	.	PUNCT
futech-526	1625	1	[	[	X
futech-526	1625	2	81	81	NUM
futech-526	1625	3	]	]	PUNCT
futech-526	1625	4	n.	n.	NOUN
futech-526	1625	5	t.	t.	PROPN
futech-526	1625	6	d.	d.	PROPN
futech-526	1625	7	anh	anh	PROPN
futech-526	1625	8	et	et	PROPN
futech-526	1625	9	al	al	PROPN
futech-526	1625	10	.	.	PROPN
futech-526	1625	11	,	,	PUNCT
futech-526	1625	12	“	"	PUNCT
futech-526	1625	13	determining	determine	VERB
futech-526	1625	14	the	the	DET
futech-526	1625	15	glycemic	glycemic	ADJ
futech-526	1625	16	index	index	NOUN
futech-526	1625	17	of	of	ADP
futech-526	1625	18	nutritional	nutritional	ADJ
futech-526	1625	19	product	product	NOUN
futech-526	1625	20	for	for	ADP
futech-526	1625	21	diabetes	diabetes	NOUN
futech-526	1625	22	mellitus	mellitus	NOUN
futech-526	1625	23	-	-	PUNCT
futech-526	1625	24	np	np	NOUN
futech-526	1625	25	through	through	ADP
futech-526	1625	26	measuring	measure	VERB
futech-526	1625	27	glycemic	glycemic	ADJ
futech-526	1625	28	responses	response	NOUN
futech-526	1625	29	to	to	PART
futech-526	1625	30	reference	reference	VERB
futech-526	1625	31	food	food	NOUN
futech-526	1625	32	(	(	PUNCT
futech-526	1625	33	glucose	glucose	NOUN
futech-526	1625	34	)	)	PUNCT
futech-526	1625	35	and	and	CCONJ
futech-526	1625	36	test	test	NOUN
futech-526	1625	37	food	food	NOUN
futech-526	1625	38	(	(	PUNCT
futech-526	1625	39	nutritional	nutritional	ADJ
futech-526	1625	40	product	product	NOUN
futech-526	1625	41	-	-	PUNCT
futech-526	1625	42	np	np	NOUN
futech-526	1625	43	)	)	PUNCT
futech-526	1625	44	,	,	PUNCT
futech-526	1625	45	”	"	PUNCT
futech-526	1625	46	j.	j.	PROPN
futech-526	1625	47	pharm	pharm	PROPN
futech-526	1625	48	.	.	PUNCT
futech-526	1626	1	res	re	NOUN
futech-526	1626	2	.	.	PUNCT
futech-526	1627	1	int	int	NOUN
futech-526	1627	2	.	.	PUNCT
futech-526	1628	1	,	,	PUNCT
futech-526	1628	2	vol	vol	NOUN
futech-526	1628	3	.	.	PROPN
futech-526	1629	1	33	33	NUM
futech-526	1629	2	,	,	PUNCT
futech-526	1629	3	no	no	INTJ
futech-526	1629	4	.	.	PUNCT
futech-526	1629	5	47b	47b	PROPN
futech-526	1629	6	,	,	PUNCT
futech-526	1629	7	pp	pp	X
futech-526	1629	8	.	.	PUNCT
futech-526	1630	1	298–307	298–307	NUM
futech-526	1630	2	,	,	PUNCT
futech-526	1630	3	2021	2021	NUM
futech-526	1630	4	.	.	PUNCT
futech-526	1631	1	[	[	X
futech-526	1631	2	82	82	NUM
futech-526	1631	3	]	]	PUNCT
futech-526	1631	4	a.	a.	NOUN
futech-526	1631	5	das	das	PROPN
futech-526	1631	6	et	et	PROPN
futech-526	1631	7	al	al	PROPN
futech-526	1631	8	.	.	PROPN
futech-526	1631	9	,	,	PUNCT
futech-526	1631	10	“	"	PUNCT
futech-526	1631	11	a	a	DET
futech-526	1631	12	sparse	sparse	ADJ
futech-526	1631	13	coding	code	VERB
futech-526	1631	14	approach	approach	NOUN
futech-526	1631	15	to	to	ADP
futech-526	1631	16	automatic	automatic	ADJ
futech-526	1631	17	diet	diet	NOUN
futech-526	1631	18	monitoring	monitoring	NOUN
futech-526	1631	19	with	with	ADP
futech-526	1631	20	continuous	continuous	ADJ
futech-526	1631	21	glucose	glucose	NOUN
futech-526	1631	22	monitors	monitor	NOUN
futech-526	1631	23	,	,	PUNCT
futech-526	1631	24	”	"	PUNCT
futech-526	1631	25	in	in	ADP
futech-526	1631	26	icassp	icassp	NOUN
futech-526	1631	27	2021	2021	NUM
futech-526	1631	28	-	-	SYM
futech-526	1631	29	2021	2021	NUM
futech-526	1631	30	ieee	ieee	NOUN
futech-526	1631	31	international	international	ADJ
futech-526	1631	32	conference	conference	NOUN
futech-526	1631	33	on	on	ADP
futech-526	1631	34	acoustics	acoustic	NOUN
futech-526	1631	35	,	,	PUNCT
futech-526	1631	36	speech	speech	NOUN
futech-526	1631	37	and	and	CCONJ
futech-526	1631	38	signal	signal	NOUN
futech-526	1631	39	processing	processing	NOUN
futech-526	1631	40	(	(	PUNCT
futech-526	1631	41	icassp	icassp	PROPN
futech-526	1631	42	)	)	PUNCT
futech-526	1631	43	,	,	PUNCT
futech-526	1631	44	ieee	ieee	NOUN
futech-526	1631	45	,	,	PUNCT
futech-526	1631	46	2021	2021	NUM
futech-526	1631	47	,	,	PUNCT
futech-526	1631	48	pp	pp	ADJ
futech-526	1631	49	.	.	PUNCT
futech-526	1632	1	2900–2904	2900–2904	NUM
futech-526	1632	2	.	.	PUNCT
futech-526	1633	1	[	[	X
futech-526	1633	2	83	83	NUM
futech-526	1633	3	]	]	X
futech-526	1633	4	g.	g.	PROPN
futech-526	1633	5	lazzarinetti	lazzarinetti	PROPN
futech-526	1633	6	,	,	PUNCT
futech-526	1633	7	n.	n.	NOUN
futech-526	1633	8	massarenti	massarenti	PROPN
futech-526	1633	9	,	,	PUNCT
futech-526	1633	10	and	and	CCONJ
futech-526	1633	11	s.	s.	PROPN
futech-526	1633	12	mantisi	mantisi	PROPN
futech-526	1633	13	,	,	PUNCT
futech-526	1633	14	“	"	PUNCT
futech-526	1633	15	a	a	DET
futech-526	1633	16	cloudhosted	cloudhoste	VERB
futech-526	1633	17	online	online	ADJ
futech-526	1633	18	learning	learn	VERB
futech-526	1633	19	approach	approach	NOUN
futech-526	1633	20	for	for	ADP
futech-526	1633	21	glycemic	glycemic	ADJ
futech-526	1633	22	index	index	NOUN
futech-526	1633	23	forecasting	forecasting	NOUN
futech-526	1633	24	.	.	PUNCT
futech-526	1633	25	,	,	PUNCT
futech-526	1633	26	”	"	PUNCT
futech-526	1633	27	in	in	ADP
futech-526	1633	28	aiabi@	aiabi@	CCONJ
futech-526	1633	29	ai	ai	PROPN
futech-526	1633	30	*	*	PROPN
futech-526	1633	31	ia	ia	PROPN
futech-526	1633	32	,	,	PUNCT
futech-526	1633	33	2021	2021	NUM
futech-526	1633	34	.	.	PUNCT
futech-526	1634	1	[	[	X
futech-526	1634	2	84	84	NUM
futech-526	1634	3	]	]	PUNCT
futech-526	1634	4	s.	s.	PROPN
futech-526	1634	5	narmadha	narmadha	PROPN
futech-526	1634	6	,	,	PUNCT
futech-526	1634	7	s.	s.	PROPN
futech-526	1634	8	gokulan	gokulan	PROPN
futech-526	1634	9	,	,	PUNCT
futech-526	1634	10	m.	m.	NOUN
futech-526	1634	11	pavithra	pavithra	PROPN
futech-526	1634	12	,	,	PUNCT
futech-526	1634	13	r.	r.	PROPN
futech-526	1634	14	rajmohan	rajmohan	PROPN
futech-526	1634	15	,	,	PUNCT
futech-526	1634	16	and	and	CCONJ
futech-526	1634	17	t.	t.	PROPN
futech-526	1634	18	ananthkumar	ananthkumar	PROPN
futech-526	1634	19	,	,	PUNCT
futech-526	1634	20	“	"	PUNCT
futech-526	1634	21	determination	determination	NOUN
futech-526	1634	22	of	of	ADP
futech-526	1634	23	various	various	ADJ
futech-526	1634	24	deep	deep	ADJ
futech-526	1634	25	learning	learning	NOUN
futech-526	1634	26	parameters	parameter	NOUN
futech-526	1634	27	to	to	PART
futech-526	1634	28	predict	predict	VERB
futech-526	1634	29	heart	heart	NOUN
futech-526	1634	30	disease	disease	NOUN
futech-526	1634	31	for	for	ADP
futech-526	1634	32	diabetes	diabetes	NOUN
futech-526	1634	33	patients	patient	NOUN
futech-526	1634	34	,	,	PUNCT
futech-526	1634	35	”	"	PUNCT
futech-526	1634	36	in	in	ADP
futech-526	1634	37	2020	2020	NUM
futech-526	1634	38	international	international	ADJ
futech-526	1634	39	conference	conference	NOUN
futech-526	1634	40	on	on	ADP
futech-526	1634	41	system	system	NOUN
futech-526	1634	42	,	,	PUNCT
futech-526	1634	43	computation	computation	NOUN
futech-526	1634	44	,	,	PUNCT
futech-526	1634	45	automation	automation	NOUN
futech-526	1634	46	and	and	CCONJ
futech-526	1634	47	networking	networking	NOUN
futech-526	1634	48	(	(	PUNCT
futech-526	1634	49	icscan	icscan	PROPN
futech-526	1634	50	)	)	PUNCT
futech-526	1634	51	,	,	PUNCT
futech-526	1634	52	ieee	ieee	NOUN
futech-526	1634	53	,	,	PUNCT
futech-526	1634	54	2020	2020	NUM
futech-526	1634	55	,	,	PUNCT
futech-526	1634	56	pp	pp	ADV
futech-526	1634	57	.	.	PUNCT
futech-526	1635	1	1–6	1–6	X
futech-526	1635	2	.	.	PUNCT
futech-526	1636	1	[	[	X
futech-526	1636	2	85	85	NUM
futech-526	1636	3	]	]	X
futech-526	1636	4	e.	e.	PROPN
futech-526	1636	5	m.	m.	PROPN
futech-526	1636	6	kariuki	kariuki	PROPN
futech-526	1636	7	,	,	PUNCT
futech-526	1636	8	“	"	PUNCT
futech-526	1636	9	food	food	NOUN
futech-526	1636	10	recommender	recommender	NOUN
futech-526	1636	11	system	system	NOUN
futech-526	1636	12	for	for	ADP
futech-526	1636	13	diabetes	diabetes	NOUN
futech-526	1636	14	type	type	NOUN
futech-526	1636	15	2	2	NUM
futech-526	1636	16	patients	patient	NOUN
futech-526	1636	17	,	,	PUNCT
futech-526	1636	18	”	"	PUNCT
futech-526	1636	19	phd	phd	NOUN
futech-526	1636	20	thesis	thesis	NOUN
futech-526	1636	21	,	,	PUNCT
futech-526	1636	22	strathmore	strathmore	PROPN
futech-526	1636	23	university	university	PROPN
futech-526	1636	24	,	,	PUNCT
futech-526	1636	25	2021	2021	NUM
futech-526	1636	26	.	.	PUNCT
futech-526	1637	1	[	[	X
futech-526	1637	2	86	86	NUM
futech-526	1637	3	]	]	PUNCT
futech-526	1637	4	l.	l.	PROPN
futech-526	1637	5	martínez	martínez	PROPN
futech-526	1637	6	-	-	PUNCT
futech-526	1637	7	delgado	delgado	PROPN
futech-526	1637	8	,	,	PUNCT
futech-526	1637	9	m.	m.	NOUN
futech-526	1637	10	munoz	munoz	PROPN
futech-526	1637	11	-	-	PUNCT
futech-526	1637	12	organero	organero	NOUN
futech-526	1637	13	,	,	PUNCT
futech-526	1637	14	and	and	CCONJ
futech-526	1637	15	p.	p.	PROPN
futech-526	1637	16	queipo	queipo	PROPN
futech-526	1637	17	-	-	PUNCT
futech-526	1637	18	alvarez	alvarez	PROPN
futech-526	1637	19	,	,	PUNCT
futech-526	1637	20	“	"	PUNCT
futech-526	1637	21	using	use	VERB
futech-526	1637	22	absorption	absorption	NOUN
futech-526	1637	23	models	model	NOUN
futech-526	1637	24	for	for	ADP
futech-526	1637	25	insulin	insulin	NOUN
futech-526	1637	26	and	and	CCONJ
futech-526	1637	27	carbohydrates	carbohydrate	NOUN
futech-526	1637	28	and	and	CCONJ
futech-526	1637	29	deep	deep	ADJ
futech-526	1637	30	leaning	lean	VERB
futech-526	1637	31	to	to	PART
futech-526	1637	32	improve	improve	VERB
futech-526	1637	33	glucose	glucose	NOUN
futech-526	1637	34	level	level	NOUN
futech-526	1637	35	predictions	prediction	NOUN
futech-526	1637	36	,	,	PUNCT
futech-526	1637	37	”	"	PUNCT
futech-526	1637	38	sensors	sensor	NOUN
futech-526	1637	39	,	,	PUNCT
futech-526	1637	40	vol	vol	NOUN
futech-526	1637	41	.	.	PROPN
futech-526	1637	42	21	21	NUM
futech-526	1637	43	,	,	PUNCT
futech-526	1637	44	no	no	INTJ
futech-526	1637	45	.	.	NOUN
futech-526	1637	46	16	16	NUM
futech-526	1637	47	,	,	PUNCT
futech-526	1637	48	p.	p.	NOUN
futech-526	1637	49	5273	5273	NUM
futech-526	1637	50	,	,	PUNCT
futech-526	1637	51	2021	2021	NUM
futech-526	1637	52	.	.	PUNCT
futech-526	1638	1	[	[	X
futech-526	1638	2	87	87	NUM
futech-526	1638	3	]	]	PUNCT
futech-526	1638	4	b.	b.	PROPN
futech-526	1638	5	bent	bent	NOUN
futech-526	1638	6	et	et	PROPN
futech-526	1638	7	al	al	PROPN
futech-526	1638	8	.	.	PROPN
futech-526	1638	9	,	,	PUNCT
futech-526	1638	10	“	"	PUNCT
futech-526	1638	11	non	non	ADJ
futech-526	1638	12	-	-	ADJ
futech-526	1638	13	invasive	invasive	ADJ
futech-526	1638	14	wearables	wearable	NOUN
futech-526	1638	15	for	for	ADP
futech-526	1638	16	remote	remote	ADJ
futech-526	1638	17	monitoring	monitoring	NOUN
futech-526	1638	18	of	of	ADP
futech-526	1638	19	hba1c	hba1c	PROPN
futech-526	1638	20	and	and	CCONJ
futech-526	1638	21	glucose	glucose	NOUN
futech-526	1638	22	variability	variability	NOUN
futech-526	1638	23	:	:	PUNCT
futech-526	1638	24	proof	proof	NOUN
futech-526	1638	25	of	of	ADP
futech-526	1638	26	concept	concept	NOUN
futech-526	1638	27	,	,	PUNCT
futech-526	1638	28	”	"	PUNCT
futech-526	1638	29	bmj	bmj	X
futech-526	1638	30	open	open	ADJ
futech-526	1638	31	diabetes	diabetes	NOUN
futech-526	1638	32	res	re	NOUN
futech-526	1638	33	.	.	PUNCT
futech-526	1639	1	care	care	NOUN
futech-526	1639	2	,	,	PUNCT
futech-526	1639	3	vol	vol	NOUN
futech-526	1639	4	.	.	PROPN
futech-526	1639	5	9	9	NUM
futech-526	1639	6	,	,	PUNCT
futech-526	1639	7	no	no	INTJ
futech-526	1639	8	.	.	NOUN
futech-526	1639	9	1	1	NUM
futech-526	1639	10	,	,	PUNCT
futech-526	1639	11	p.	p.	NOUN
futech-526	1639	12	e002027	e002027	PROPN
futech-526	1639	13	,	,	PUNCT
futech-526	1639	14	2021	2021	NUM
futech-526	1639	15	.	.	PUNCT
futech-526	1640	1	[	[	X
futech-526	1640	2	88	88	NUM
futech-526	1640	3	]	]	PUNCT
futech-526	1640	4	m.	m.	NOUN
futech-526	1640	5	s.	s.	PROPN
futech-526	1640	6	patel	patel	PROPN
futech-526	1640	7	et	et	PROPN
futech-526	1640	8	al	al	PROPN
futech-526	1640	9	.	.	PROPN
futech-526	1640	10	,	,	PUNCT
futech-526	1640	11	“	"	PUNCT
futech-526	1640	12	predicting	predict	VERB
futech-526	1640	13	changes	change	NOUN
futech-526	1640	14	in	in	ADP
futech-526	1640	15	glycemic	glycemic	ADJ
futech-526	1640	16	control	control	NOUN
futech-526	1640	17	among	among	ADP
futech-526	1640	18	adults	adult	NOUN
futech-526	1640	19	with	with	ADP
futech-526	1640	20	prediabetes	prediabete	NOUN
futech-526	1640	21	from	from	ADP
futech-526	1640	22	activity	activity	NOUN
futech-526	1640	23	patterns	pattern	NOUN
futech-526	1640	24	collected	collect	VERB
futech-526	1640	25	by	by	ADP
futech-526	1640	26	wearable	wearable	ADJ
futech-526	1640	27	devices	device	NOUN
futech-526	1640	28	,	,	PUNCT
futech-526	1640	29	”	"	PUNCT
futech-526	1640	30	npj	npj	NOUN
futech-526	1640	31	digit	digit	NOUN
futech-526	1640	32	.	.	PUNCT
futech-526	1641	1	med	med	PROPN
futech-526	1641	2	.	.	PROPN
futech-526	1641	3	,	,	PUNCT
futech-526	1641	4	vol	vol	NOUN
futech-526	1641	5	.	.	PROPN
futech-526	1642	1	4	4	NUM
futech-526	1642	2	,	,	PUNCT
futech-526	1642	3	no	no	INTJ
futech-526	1642	4	.	.	NOUN
futech-526	1642	5	1	1	NUM
futech-526	1642	6	,	,	PUNCT
futech-526	1642	7	p.	p.	NOUN
futech-526	1642	8	172	172	NUM
futech-526	1642	9	,	,	PUNCT
futech-526	1642	10	2021	2021	NUM
futech-526	1642	11	.	.	PUNCT
futech-526	1643	1	[	[	X
futech-526	1643	2	89	89	NUM
futech-526	1643	3	]	]	PUNCT
futech-526	1643	4	a.	a.	NOUN
futech-526	1643	5	massaro	massaro	PROPN
futech-526	1643	6	,	,	PUNCT
futech-526	1643	7	n.	n.	PROPN
futech-526	1643	8	magaletti	magaletti	PROPN
futech-526	1643	9	,	,	PUNCT
futech-526	1643	10	g.	g.	PROPN
futech-526	1643	11	cosoli	cosoli	PROPN
futech-526	1643	12	,	,	PUNCT
futech-526	1643	13	a.	a.	NOUN
futech-526	1643	14	leogrande	leogrande	NOUN
futech-526	1643	15	,	,	PUNCT
futech-526	1643	16	and	and	CCONJ
futech-526	1643	17	f.	f.	PROPN
futech-526	1643	18	cannone	cannone	PROPN
futech-526	1643	19	,	,	PUNCT
futech-526	1643	20	“	"	PUNCT
futech-526	1643	21	use	use	NOUN
futech-526	1643	22	of	of	ADP
futech-526	1643	23	machine	machine	NOUN
futech-526	1643	24	learning	learn	VERB
futech-526	1643	25	to	to	PART
futech-526	1643	26	predict	predict	VERB
futech-526	1643	27	the	the	DET
futech-526	1643	28	glycemic	glycemic	ADJ
futech-526	1643	29	status	status	NOUN
futech-526	1643	30	of	of	ADP
futech-526	1643	31	patients	patient	NOUN
futech-526	1643	32	with	with	ADP
futech-526	1643	33	diabetes	diabetes	NOUN
futech-526	1643	34	,	,	PUNCT
futech-526	1643	35	”	"	PUNCT
futech-526	1643	36	in	in	ADP
futech-526	1643	37	medical	medical	PROPN
futech-526	1643	38	sciences	sciences	PROPN
futech-526	1643	39	forum	forum	PROPN
futech-526	1643	40	,	,	PUNCT
futech-526	1643	41	mdpi	mdpi	PROPN
futech-526	1643	42	,	,	PUNCT
futech-526	1643	43	2022	2022	NUM
futech-526	1643	44	,	,	PUNCT
futech-526	1643	45	p.	p.	NOUN
futech-526	1643	46	11	11	NUM
futech-526	1643	47	.	.	PUNCT
futech-526	1644	1	[	[	X
futech-526	1644	2	90	90	NUM
futech-526	1644	3	]	]	PUNCT
futech-526	1644	4	b.	b.	PROPN
futech-526	1644	5	neamtu	neamtu	PROPN
futech-526	1644	6	,	,	PUNCT
futech-526	1644	7	m.	m.	NOUN
futech-526	1644	8	o.	o.	PROPN
futech-526	1644	9	negrea	negrea	PROPN
futech-526	1644	10	,	,	PUNCT
futech-526	1644	11	and	and	CCONJ
futech-526	1644	12	i.	i.	PROPN
futech-526	1644	13	neagu	neagu	PROPN
futech-526	1644	14	,	,	PUNCT
futech-526	1644	15	“	"	PUNCT
futech-526	1644	16	predicting	predict	VERB
futech-526	1644	17	glycemic	glycemic	ADJ
futech-526	1644	18	control	control	NOUN
futech-526	1644	19	in	in	ADP
futech-526	1644	20	a	a	DET
futech-526	1644	21	small	small	ADJ
futech-526	1644	22	cohort	cohort	NOUN
futech-526	1644	23	of	of	ADP
futech-526	1644	24	children	child	NOUN
futech-526	1644	25	with	with	ADP
futech-526	1644	26	type	type	NOUN
futech-526	1644	27	1	1	NUM
futech-526	1644	28	diabetes	diabetes	NOUN
futech-526	1644	29	using	use	VERB
futech-526	1644	30	machine	machine	NOUN
futech-526	1644	31	learning	learning	NOUN
futech-526	1644	32	algorithms	algorithm	NOUN
futech-526	1644	33	,	,	PUNCT
futech-526	1644	34	”	"	PUNCT
futech-526	1644	35	mathematics	mathematic	NOUN
futech-526	1644	36	,	,	PUNCT
futech-526	1644	37	vol	vol	NOUN
futech-526	1644	38	.	.	PROPN
futech-526	1644	39	11	11	NUM
futech-526	1644	40	,	,	PUNCT
futech-526	1644	41	no	no	INTJ
futech-526	1644	42	.	.	NOUN
futech-526	1644	43	20	20	NUM
futech-526	1644	44	,	,	PUNCT
futech-526	1644	45	p.	p.	NOUN
futech-526	1644	46	4388	4388	NUM
futech-526	1644	47	,	,	PUNCT
futech-526	1644	48	2023	2023	NUM
futech-526	1644	49	.	.	PUNCT
futech-526	1645	1	[	[	X
futech-526	1645	2	91	91	NUM
futech-526	1645	3	]	]	PUNCT
futech-526	1645	4	t.	t.	PROPN
futech-526	1645	5	m.	m.	PROPN
futech-526	1645	6	abegaz	abegaz	PROPN
futech-526	1645	7	,	,	PUNCT
futech-526	1645	8	m.	m.	PROPN
futech-526	1645	9	ahmed	ahmed	PROPN
futech-526	1645	10	,	,	PUNCT
futech-526	1645	11	f.	f.	PROPN
futech-526	1645	12	sherbeny	sherbeny	PROPN
futech-526	1645	13	,	,	PUNCT
futech-526	1645	14	v.	v.	PROPN
futech-526	1645	15	diaby	diaby	PROPN
futech-526	1645	16	,	,	PUNCT
futech-526	1645	17	h.	h.	PROPN
futech-526	1645	18	chi	chi	PROPN
futech-526	1645	19	,	,	PUNCT
futech-526	1645	20	and	and	CCONJ
futech-526	1645	21	a.	a.	NOUN
futech-526	1645	22	a.	a.	PROPN
futech-526	1645	23	ali	ali	PROPN
futech-526	1645	24	,	,	PUNCT
futech-526	1645	25	“	"	PUNCT
futech-526	1645	26	application	application	NOUN
futech-526	1645	27	of	of	ADP
futech-526	1645	28	machine	machine	NOUN
futech-526	1645	29	learning	learn	VERB
futech-526	1645	30	algorithms	algorithm	NOUN
futech-526	1645	31	to	to	PART
futech-526	1645	32	predict	predict	VERB
futech-526	1645	33	uncontrolled	uncontrolled	ADJ
futech-526	1645	34	diabetes	diabetes	NOUN
futech-526	1645	35	using	use	VERB
futech-526	1645	36	the	the	DET
futech-526	1645	37	all	all	PRON
futech-526	1645	38	of	of	ADP
futech-526	1645	39	us	us	PROPN
futech-526	1645	40	research	research	NOUN
futech-526	1645	41	program	program	NOUN
futech-526	1645	42	data	datum	NOUN
futech-526	1645	43	,	,	PUNCT
futech-526	1645	44	”	"	PUNCT
futech-526	1645	45	in	in	ADP
futech-526	1645	46	healthcare	healthcare	PROPN
futech-526	1645	47	,	,	PUNCT
futech-526	1645	48	mdpi	mdpi	PROPN
futech-526	1645	49	,	,	PUNCT
futech-526	1645	50	2023	2023	NUM
futech-526	1645	51	,	,	PUNCT
futech-526	1645	52	p.	p.	NOUN
futech-526	1645	53	1138	1138	NUM
futech-526	1645	54	.	.	PUNCT
futech-526	1646	1	[	[	X
futech-526	1646	2	92	92	NUM
futech-526	1646	3	]	]	PUNCT
futech-526	1646	4	s.	s.	PROPN
futech-526	1646	5	romero	romero	PROPN
futech-526	1646	6	-	-	PUNCT
futech-526	1646	7	tapiador	tapiador	CCONJ
futech-526	1646	8	et	et	PROPN
futech-526	1646	9	al	al	PROPN
futech-526	1646	10	.	.	PROPN
futech-526	1646	11	,	,	PUNCT
futech-526	1646	12	“	"	PUNCT
futech-526	1646	13	ai4fooddb	ai4fooddb	PROPN
futech-526	1646	14	:	:	PUNCT
futech-526	1646	15	a	a	DET
futech-526	1646	16	database	database	NOUN
futech-526	1646	17	for	for	ADP
futech-526	1646	18	personalized	personalized	ADJ
futech-526	1646	19	e	e	NOUN
futech-526	1646	20	-	-	NOUN
futech-526	1646	21	health	health	ADJ
futech-526	1646	22	nutrition	nutrition	NOUN
futech-526	1646	23	and	and	CCONJ
futech-526	1646	24	lifestyle	lifestyle	NOUN
futech-526	1646	25	through	through	ADP
futech-526	1646	26	wearable	wearable	ADJ
futech-526	1646	27	devices	device	NOUN
futech-526	1646	28	and	and	CCONJ
futech-526	1646	29	artificial	artificial	ADJ
futech-526	1646	30	intelligence	intelligence	NOUN
futech-526	1646	31	,	,	PUNCT
futech-526	1646	32	”	"	PUNCT
futech-526	1646	33	database	database	NOUN
futech-526	1646	34	,	,	PUNCT
futech-526	1646	35	vol	vol	NOUN
futech-526	1646	36	.	.	PUNCT
futech-526	1646	37	2023	2023	NUM
futech-526	1646	38	,	,	PUNCT
futech-526	1646	39	p.	p.	PROPN
futech-526	1646	40	baad049	baad049	PROPN
futech-526	1646	41	,	,	PUNCT
futech-526	1646	42	2023	2023	NUM
futech-526	1646	43	.	.	PUNCT
futech-526	1647	1	[	[	X
futech-526	1647	2	93	93	X
futech-526	1647	3	]	]	X
futech-526	1647	4	y.	y.	PROPN
futech-526	1647	5	liu	liu	PROPN
futech-526	1647	6	,	,	PUNCT
futech-526	1647	7	z.	z.	PROPN
futech-526	1647	8	han	han	PROPN
futech-526	1647	9	,	,	PUNCT
futech-526	1647	10	x.	x.	PROPN
futech-526	1647	11	liu	liu	PROPN
futech-526	1647	12	,	,	PUNCT
futech-526	1647	13	j.	j.	PROPN
futech-526	1647	14	wang	wang	PROPN
futech-526	1647	15	,	,	PUNCT
futech-526	1647	16	c.	c.	PROPN
futech-526	1647	17	wang	wang	PROPN
futech-526	1647	18	,	,	PUNCT
futech-526	1647	19	and	and	CCONJ
futech-526	1647	20	r.	r.	PROPN
futech-526	1647	21	liu	liu	PROPN
futech-526	1647	22	,	,	PUNCT
futech-526	1647	23	“	"	PUNCT
futech-526	1647	24	estimation	estimation	NOUN
futech-526	1647	25	method	method	NOUN
futech-526	1647	26	and	and	CCONJ
futech-526	1647	27	research	research	NOUN
futech-526	1647	28	of	of	ADP
futech-526	1647	29	fruit	fruit	NOUN
futech-526	1647	30	glycemic	glycemic	ADJ
futech-526	1647	31	load	load	NOUN
futech-526	1647	32	index	index	NOUN
futech-526	1647	33	based	base	VERB
futech-526	1647	34	on	on	ADP
futech-526	1647	35	the	the	DET
futech-526	1647	36	fusion	fusion	NOUN
futech-526	1647	37	se	se	NOUN
futech-526	1647	38	module	module	NOUN
futech-526	1647	39	faster	fast	ADJ
futech-526	1647	40	rcnn	rcnn	NOUN
futech-526	1647	41	,	,	PUNCT
futech-526	1647	42	”	"	PUNCT
futech-526	1647	43	comput	comput	NOUN
futech-526	1647	44	.	.	PUNCT
futech-526	1648	1	electr	electr	PROPN
futech-526	1648	2	.	.	PUNCT
futech-526	1649	1	eng	eng	PROPN
futech-526	1649	2	.	.	PROPN
futech-526	1649	3	,	,	PUNCT
futech-526	1649	4	vol	vol	NOUN
futech-526	1649	5	.	.	PROPN
futech-526	1649	6	109	109	NUM
futech-526	1649	7	,	,	PUNCT
futech-526	1649	8	p.	p.	NOUN
futech-526	1649	9	108696	108696	NUM
futech-526	1649	10	,	,	PUNCT
futech-526	1649	11	2023	2023	NUM
futech-526	1649	12	.	.	PUNCT
futech-526	1650	1	[	[	X
futech-526	1650	2	94	94	X
futech-526	1650	3	]	]	X
futech-526	1651	1	p.	p.	NOUN
futech-526	1651	2	g.	g.	PROPN
futech-526	1652	1	jacobs	jacobs	PROPN
futech-526	1652	2	et	et	PROPN
futech-526	1652	3	al	al	PROPN
futech-526	1652	4	.	.	PROPN
futech-526	1652	5	,	,	PUNCT
futech-526	1652	6	“	"	PUNCT
futech-526	1652	7	artificial	artificial	ADJ
futech-526	1652	8	intelligence	intelligence	NOUN
futech-526	1652	9	and	and	CCONJ
futech-526	1652	10	machine	machine	NOUN
futech-526	1652	11	learning	learn	VERB
futech-526	1652	12	for	for	ADP
futech-526	1652	13	improving	improve	VERB
futech-526	1652	14	glycemic	glycemic	ADJ
futech-526	1652	15	control	control	NOUN
futech-526	1652	16	in	in	ADP
futech-526	1652	17	diabetes	diabetes	NOUN
futech-526	1652	18	:	:	PUNCT
futech-526	1652	19	best	good	ADJ
futech-526	1652	20	practices	practice	NOUN
futech-526	1652	21	,	,	PUNCT
futech-526	1652	22	pitfalls	pitfall	NOUN
futech-526	1652	23	and	and	CCONJ
futech-526	1652	24	opportunities	opportunity	NOUN
futech-526	1652	25	,	,	PUNCT
futech-526	1652	26	”	"	PUNCT
futech-526	1652	27	ieee	ieee	NOUN
futech-526	1652	28	rev	rev	PROPN
futech-526	1652	29	.	.	PROPN
futech-526	1652	30	biomed	biome	VERB
futech-526	1652	31	.	.	PUNCT
futech-526	1653	1	eng	eng	PROPN
futech-526	1653	2	.	.	PROPN
futech-526	1653	3	,	,	PUNCT
futech-526	1653	4	2023	2023	NUM
futech-526	1653	5	.	.	PUNCT
futech-526	1654	1	[	[	X
futech-526	1654	2	95	95	NUM
futech-526	1654	3	]	]	PUNCT
futech-526	1654	4	a.	a.	NOUN
futech-526	1654	5	a.	a.	NOUN
futech-526	1654	6	crystal	crystal	PROPN
futech-526	1654	7	,	,	PUNCT
futech-526	1654	8	m.	m.	NOUN
futech-526	1654	9	valero	valero	PROPN
futech-526	1654	10	,	,	PUNCT
futech-526	1654	11	v.	v.	PROPN
futech-526	1654	12	nino	nino	PROPN
futech-526	1654	13	,	,	PUNCT
futech-526	1654	14	and	and	CCONJ
futech-526	1654	15	k.	k.	PROPN
futech-526	1654	16	h.	h.	PROPN
futech-526	1654	17	ingram	ingram	PROPN
futech-526	1654	18	,	,	PUNCT
futech-526	1654	19	“	"	PUNCT
futech-526	1654	20	empowering	empower	VERB
futech-526	1654	21	diabetics	diabetic	NOUN
futech-526	1654	22	:	:	PUNCT
futech-526	1654	23	advancements	advancement	NOUN
futech-526	1654	24	in	in	ADP
futech-526	1654	25	smartphone	smartphone	NOUN
futech-526	1654	26	-	-	PUNCT
futech-526	1654	27	based	base	VERB
futech-526	1654	28	food	food	NOUN
futech-526	1654	29	classification	classification	NOUN
futech-526	1654	30	,	,	PUNCT
futech-526	1654	31	volume	volume	NOUN
futech-526	1654	32	measurement	measurement	NOUN
futech-526	1654	33	,	,	PUNCT
futech-526	1654	34	and	and	CCONJ
futech-526	1654	35	nutritional	nutritional	ADJ
futech-526	1654	36	estimation	estimation	NOUN
futech-526	1654	37	,	,	PUNCT
futech-526	1654	38	”	"	PUNCT
futech-526	1654	39	sensors	sensor	NOUN
futech-526	1654	40	,	,	PUNCT
futech-526	1654	41	vol	vol	NOUN
futech-526	1654	42	.	.	PROPN
futech-526	1654	43	24	24	NUM
futech-526	1654	44	,	,	PUNCT
futech-526	1654	45	no	no	INTJ
futech-526	1654	46	.	.	NOUN
futech-526	1654	47	13	13	NUM
futech-526	1654	48	,	,	PUNCT
futech-526	1654	49	p.	p.	NOUN
futech-526	1654	50	4089	4089	NUM
futech-526	1654	51	,	,	PUNCT
futech-526	1654	52	2024	2024	NUM
futech-526	1654	53	.	.	PUNCT
futech-526	1655	1	[	[	X
futech-526	1655	2	96	96	NUM
futech-526	1655	3	]	]	X
futech-526	1655	4	d.	d.	PROPN
futech-526	1655	5	sisodia	sisodia	PROPN
futech-526	1655	6	and	and	CCONJ
futech-526	1655	7	d.	d.	PROPN
futech-526	1655	8	s.	s.	PROPN
futech-526	1655	9	sisodia	sisodia	PROPN
futech-526	1655	10	,	,	PUNCT
futech-526	1655	11	“	"	PUNCT
futech-526	1655	12	prediction	prediction	NOUN
futech-526	1655	13	of	of	ADP
futech-526	1655	14	diabetes	diabetes	NOUN
futech-526	1655	15	using	use	VERB
futech-526	1655	16	classification	classification	NOUN
futech-526	1655	17	algorithms	algorithm	NOUN
futech-526	1655	18	,	,	PUNCT
futech-526	1655	19	”	"	PUNCT
futech-526	1655	20	procedia	procedia	NOUN
futech-526	1655	21	comput	comput	NOUN
futech-526	1655	22	.	.	PUNCT
futech-526	1656	1	sci	sci	PROPN
futech-526	1656	2	.	.	PROPN
futech-526	1656	3	,	,	PUNCT
futech-526	1656	4	vol	vol	NOUN
futech-526	1656	5	.	.	PROPN
futech-526	1656	6	132	132	NUM
futech-526	1656	7	,	,	PUNCT
futech-526	1656	8	pp	pp	ADJ
futech-526	1656	9	.	.	PUNCT
futech-526	1657	1	1578–1585	1578–1585	NUM
futech-526	1657	2	,	,	PUNCT
futech-526	1657	3	2018	2018	NUM
futech-526	1657	4	.	.	PUNCT
futech-526	1658	1	[	[	X
futech-526	1658	2	97	97	NUM
futech-526	1658	3	]	]	PUNCT
futech-526	1658	4	m.	m.	NOUN
futech-526	1658	5	ibrahim	ibrahim	PROPN
futech-526	1658	6	,	,	PUNCT
futech-526	1658	7	a.	a.	PROPN
futech-526	1658	8	beneyto	beneyto	PROPN
futech-526	1658	9	,	,	PUNCT
futech-526	1658	10	i.	i.	PROPN
futech-526	1658	11	contreras	contreras	PROPN
futech-526	1658	12	,	,	PUNCT
futech-526	1658	13	and	and	CCONJ
futech-526	1658	14	j.	j.	PROPN
futech-526	1658	15	vehi	vehi	PROPN
futech-526	1658	16	,	,	PUNCT
futech-526	1658	17	“	"	PUNCT
futech-526	1658	18	an	an	DET
futech-526	1658	19	ensemble	ensemble	ADJ
futech-526	1658	20	machine	machine	NOUN
futech-526	1658	21	learning	learn	VERB
futech-526	1658	22	approach	approach	NOUN
futech-526	1658	23	for	for	ADP
futech-526	1658	24	the	the	DET
futech-526	1658	25	detection	detection	NOUN
futech-526	1658	26	of	of	ADP
futech-526	1658	27	unannounced	unannounced	ADJ
futech-526	1658	28	meals	meal	NOUN
futech-526	1658	29	to	to	PART
futech-526	1658	30	enhance	enhance	VERB
futech-526	1658	31	postprandial	postprandial	ADJ
futech-526	1658	32	glucose	glucose	NOUN
futech-526	1658	33	control	control	NOUN
futech-526	1658	34	,	,	PUNCT
futech-526	1658	35	”	"	PUNCT
futech-526	1658	36	comput	comput	NOUN
futech-526	1658	37	.	.	PUNCT
futech-526	1659	1	biol	biol	PROPN
futech-526	1659	2	.	.	PUNCT
futech-526	1660	1	med	med	PROPN
futech-526	1660	2	.	.	PROPN
futech-526	1660	3	,	,	PUNCT
futech-526	1660	4	vol	vol	NOUN
futech-526	1660	5	.	.	PROPN
futech-526	1660	6	171	171	NUM
futech-526	1660	7	,	,	PUNCT
futech-526	1660	8	p.	p.	NOUN
futech-526	1660	9	108154	108154	NUM
futech-526	1660	10	,	,	PUNCT
futech-526	1660	11	2024	2024	NUM
futech-526	1660	12	.	.	PUNCT
futech-526	1661	1	[	[	X
futech-526	1661	2	98	98	NUM
futech-526	1661	3	]	]	PUNCT
futech-526	1661	4	k.	k.	PROPN
futech-526	1661	5	a.	a.	PROPN
futech-526	1661	6	della	della	PROPN
futech-526	1661	7	corte	corte	PROPN
futech-526	1661	8	,	,	PUNCT
futech-526	1661	9	d.	d.	PROPN
futech-526	1661	10	della	della	PROPN
futech-526	1661	11	corte	corte	PROPN
futech-526	1661	12	,	,	PUNCT
futech-526	1661	13	s.	s.	PROPN
futech-526	1661	14	titensor	titensor	PROPN
futech-526	1661	15	,	,	PUNCT
futech-526	1661	16	b.	b.	PROPN
futech-526	1661	17	yang	yang	PROPN
futech-526	1661	18	,	,	PUNCT
futech-526	1661	19	and	and	CCONJ
futech-526	1661	20	s.	s.	PROPN
futech-526	1661	21	liu	liu	PROPN
futech-526	1661	22	,	,	PUNCT
futech-526	1661	23	“	"	PUNCT
futech-526	1661	24	development	development	NOUN
futech-526	1661	25	of	of	ADP
futech-526	1661	26	a	a	DET
futech-526	1661	27	national	national	ADJ
futech-526	1661	28	database	database	NOUN
futech-526	1661	29	for	for	ADP
futech-526	1661	30	dietary	dietary	ADJ
futech-526	1661	31	glycemic	glycemic	ADJ
futech-526	1661	32	index	index	NOUN
futech-526	1661	33	and	and	CCONJ
futech-526	1661	34	load	load	NOUN
futech-526	1661	35	for	for	ADP
futech-526	1661	36	nutritional	nutritional	ADJ
futech-526	1661	37	epidemiologic	epidemiologic	ADJ
futech-526	1661	38	studies	study	NOUN
futech-526	1661	39	in	in	ADP
futech-526	1661	40	the	the	DET
futech-526	1661	41	united	united	PROPN
futech-526	1661	42	states	states	PROPN
futech-526	1661	43	,	,	PUNCT
futech-526	1661	44	”	"	PUNCT
futech-526	1661	45	am	be	AUX
futech-526	1661	46	.	.	PUNCT
futech-526	1662	1	j.	j.	PROPN
futech-526	1662	2	clin	clin	PROPN
futech-526	1662	3	.	.	PUNCT
futech-526	1663	1	nutr	nutr	PROPN
futech-526	1663	2	.	.	PROPN
futech-526	1663	3	,	,	PUNCT
futech-526	1663	4	2024	2024	NUM
futech-526	1663	5	.	.	PUNCT
futech-526	1664	1	[	[	X
futech-526	1664	2	99	99	NUM
futech-526	1664	3	]	]	PUNCT
futech-526	1664	4	x.	x.	NOUN
futech-526	1664	5	wang	wang	PROPN
futech-526	1664	6	,	,	PUNCT
futech-526	1664	7	w.	w.	PROPN
futech-526	1664	8	wang	wang	PROPN
futech-526	1664	9	,	,	PUNCT
futech-526	1664	10	h.	h.	PROPN
futech-526	1664	11	ren	ren	PROPN
futech-526	1664	12	,	,	PUNCT
futech-526	1664	13	x.	x.	PROPN
futech-526	1664	14	li	li	PROPN
futech-526	1664	15	,	,	PUNCT
futech-526	1664	16	and	and	CCONJ
futech-526	1664	17	y.	y.	PROPN
futech-526	1664	18	wen	wen	PROPN
futech-526	1664	19	,	,	PUNCT
futech-526	1664	20	“	"	PUNCT
futech-526	1664	21	prediction	prediction	NOUN
futech-526	1664	22	and	and	CCONJ
futech-526	1664	23	analysis	analysis	NOUN
futech-526	1664	24	of	of	ADP
futech-526	1664	25	risk	risk	NOUN
futech-526	1664	26	factors	factor	NOUN
futech-526	1664	27	for	for	ADP
futech-526	1664	28	diabetic	diabetic	ADJ
futech-526	1664	29	retinopathy	retinopathy	NOUN
futech-526	1664	30	based	base	VERB
futech-526	1664	31	on	on	ADP
futech-526	1664	32	machine	machine	NOUN
futech-526	1664	33	learning	learning	NOUN
futech-526	1664	34	and	and	CCONJ
futech-526	1664	35	interpretable	interpretable	ADJ
futech-526	1664	36	models	model	NOUN
futech-526	1664	37	,	,	PUNCT
futech-526	1664	38	”	"	PUNCT
futech-526	1664	39	heliyon	heliyon	NOUN
futech-526	1664	40	,	,	PUNCT
futech-526	1664	41	vol	vol	NOUN
futech-526	1664	42	.	.	PROPN
futech-526	1664	43	10	10	NUM
futech-526	1664	44	,	,	PUNCT
futech-526	1664	45	no	no	INTJ
futech-526	1664	46	.	.	NOUN
futech-526	1664	47	9	9	NUM
futech-526	1664	48	,	,	PUNCT
futech-526	1664	49	2024	2024	NUM
futech-526	1664	50	.	.	PUNCT
futech-526	1665	1	[	[	X
futech-526	1665	2	100	100	NUM
futech-526	1665	3	]	]	PUNCT
futech-526	1665	4	r.	r.	PROPN
futech-526	1665	5	bouchi	bouchi	PROPN
futech-526	1665	6	et	et	PROPN
futech-526	1665	7	al	al	PROPN
futech-526	1665	8	.	.	PROPN
futech-526	1665	9	,	,	PUNCT
futech-526	1665	10	“	"	PUNCT
futech-526	1665	11	internet	internet	NOUN
futech-526	1665	12	of	of	ADP
futech-526	1665	13	things	thing	NOUN
futech-526	1665	14	-	-	PUNCT
futech-526	1665	15	based	base	VERB
futech-526	1665	16	approach	approach	NOUN
futech-526	1665	17	for	for	ADP
futech-526	1665	18	glycemic	glycemic	ADJ
futech-526	1665	19	control	control	NOUN
futech-526	1665	20	in	in	ADP
futech-526	1665	21	people	people	NOUN
futech-526	1665	22	with	with	ADP
futech-526	1665	23	type	type	NOUN
futech-526	1665	24	2	2	NUM
futech-526	1665	25	diabetes	diabetes	NOUN
futech-526	1665	26	:	:	PUNCT
futech-526	1665	27	a	a	DET
futech-526	1665	28	randomized	randomized	ADJ
futech-526	1665	29	controlled	control	VERB
futech-526	1665	30	trial	trial	NOUN
futech-526	1665	31	,	,	PUNCT
futech-526	1665	32	”	"	PUNCT
futech-526	1665	33	j.	j.	PROPN
futech-526	1665	34	diabetes	diabetes	PROPN
futech-526	1665	35	investig	investig	PROPN
futech-526	1665	36	.	.	PROPN
futech-526	1665	37	,	,	PUNCT
futech-526	1665	38	2024	2024	NUM
futech-526	1665	39	.	.	PUNCT
futech-526	1666	1	[	[	X
futech-526	1666	2	101	101	NUM
futech-526	1666	3	]	]	PUNCT
futech-526	1666	4	m.	m.	NOUN
futech-526	1666	5	mansour	mansour	PROPN
futech-526	1666	6	,	,	PUNCT
futech-526	1666	7	m.	m.	PROPN
futech-526	1666	8	s.	s.	PROPN
futech-526	1666	9	darweesh	darweesh	PROPN
futech-526	1666	10	,	,	PUNCT
futech-526	1666	11	and	and	CCONJ
futech-526	1666	12	a.	a.	NOUN
futech-526	1666	13	soltan	soltan	PROPN
futech-526	1666	14	,	,	PUNCT
futech-526	1666	15	“	"	PUNCT
futech-526	1666	16	wearable	wearable	ADJ
futech-526	1666	17	devices	device	NOUN
futech-526	1666	18	for	for	ADP
futech-526	1666	19	glucose	glucose	NOUN
futech-526	1666	20	monitoring	monitoring	NOUN
futech-526	1666	21	:	:	PUNCT
futech-526	1666	22	a	a	DET
futech-526	1666	23	review	review	NOUN
futech-526	1666	24	of	of	ADP
futech-526	1666	25	state	state	NOUN
futech-526	1666	26	-	-	PUNCT
futech-526	1666	27	ofthe	ofthe	NOUN
futech-526	1666	28	-	-	PUNCT
futech-526	1666	29	art	art	NOUN
futech-526	1666	30	technologies	technology	NOUN
futech-526	1666	31	and	and	CCONJ
futech-526	1666	32	emerging	emerge	VERB
futech-526	1666	33	trends	trend	NOUN
futech-526	1666	34	,	,	PUNCT
futech-526	1666	35	”	"	PUNCT
futech-526	1666	36	alex	alex	PROPN
futech-526	1666	37	.	.	PUNCT
futech-526	1667	1	eng	eng	PROPN
futech-526	1667	2	.	.	PUNCT
futech-526	1668	1	j.	j.	PROPN
futech-526	1668	2	,	,	PUNCT
futech-526	1668	3	vol	vol	NOUN
futech-526	1668	4	.	.	PROPN
futech-526	1668	5	89	89	NUM
futech-526	1668	6	,	,	PUNCT
futech-526	1668	7	pp	pp	ADJ
futech-526	1668	8	.	.	PUNCT
futech-526	1669	1	224–243	224–243	NUM
futech-526	1669	2	,	,	PUNCT
futech-526	1669	3	2024	2024	NUM
futech-526	1669	4	.	.	PUNCT
futech-526	1670	1	[	[	X
futech-526	1670	2	102	102	NUM
futech-526	1670	3	]	]	X
futech-526	1670	4	y.	y.	PROPN
futech-526	1670	5	zhang	zhang	PROPN
futech-526	1670	6	,	,	PUNCT
futech-526	1670	7	x.	x.	PROPN
futech-526	1670	8	bao	bao	PROPN
futech-526	1670	9	,	,	PUNCT
futech-526	1670	10	y.	y.	PROPN
futech-526	1670	11	zhu	zhu	PROPN
futech-526	1670	12	,	,	PUNCT
futech-526	1670	13	z.	z.	PROPN
futech-526	1670	14	dai	dai	PROPN
futech-526	1670	15	,	,	PUNCT
futech-526	1670	16	q.	q.	PROPN
futech-526	1670	17	shen	shen	PROPN
futech-526	1670	18	,	,	PUNCT
futech-526	1670	19	and	and	CCONJ
futech-526	1670	20	y.	y.	PROPN
futech-526	1670	21	xue	xue	PROPN
futech-526	1670	22	,	,	PUNCT
futech-526	1670	23	“	"	PUNCT
futech-526	1670	24	advances	advance	NOUN
futech-526	1670	25	in	in	ADP
futech-526	1670	26	machine	machine	NOUN
futech-526	1670	27	learning	learning	NOUN
futech-526	1670	28	screening	screen	VERB
futech-526	1670	29	of	of	ADP
futech-526	1670	30	food	food	NOUN
futech-526	1670	31	bioactive	bioactive	PROPN
futech-526	1670	32	compounds	compound	NOUN
futech-526	1670	33	,	,	PUNCT
futech-526	1670	34	”	"	PUNCT
futech-526	1670	35	trends	trend	VERB
futech-526	1670	36	food	food	PROPN
futech-526	1670	37	sci	sci	PROPN
futech-526	1670	38	.	.	PROPN
futech-526	1670	39	technol	technol	PROPN
futech-526	1670	40	.	.	PROPN
futech-526	1670	41	,	,	PUNCT
futech-526	1670	42	p.	p.	NOUN
futech-526	1670	43	104578	104578	NUM
futech-526	1670	44	,	,	PUNCT
futech-526	1670	45	2024	2024	NUM
futech-526	1670	46	.	.	PUNCT
futech-526	1671	1	[	[	X
futech-526	1671	2	103	103	NUM
futech-526	1671	3	]	]	X
futech-526	1671	4	r.	r.	PROPN
futech-526	1671	5	chlup	chlup	PROPN
futech-526	1671	6	et	et	PROPN
futech-526	1671	7	al	al	PROPN
futech-526	1671	8	.	.	PROPN
futech-526	1671	9	,	,	PUNCT
futech-526	1671	10	“	"	PUNCT
futech-526	1671	11	automated	automate	VERB
futech-526	1671	12	computation	computation	NOUN
futech-526	1671	13	of	of	ADP
futech-526	1671	14	glycemic	glycemic	ADJ
futech-526	1671	15	index	index	NOUN
futech-526	1671	16	for	for	ADP
futech-526	1671	17	foodstuffs	foodstuff	NOUN
futech-526	1671	18	using	use	VERB
futech-526	1671	19	continuous	continuous	ADJ
futech-526	1671	20	glucose	glucose	NOUN
futech-526	1671	21	monitoring	monitoring	NOUN
futech-526	1671	22	,	,	PUNCT
futech-526	1671	23	”	"	PUNCT
futech-526	1671	24	j.	j.	PROPN
futech-526	1671	25	diabetes	diabetes	PROPN
futech-526	1671	26	sci	sci	PROPN
futech-526	1671	27	.	.	PROPN
futech-526	1671	28	technol	technol	PROPN
futech-526	1671	29	.	.	PROPN
futech-526	1671	30	,	,	PUNCT
futech-526	1671	31	vol	vol	NOUN
futech-526	1671	32	.	.	PROPN
futech-526	1671	33	2	2	NUM
futech-526	1671	34	,	,	PUNCT
futech-526	1671	35	no	no	INTJ
futech-526	1671	36	.	.	NOUN
futech-526	1671	37	1	1	NUM
futech-526	1671	38	,	,	PUNCT
futech-526	1671	39	pp	pp	ADJ
futech-526	1671	40	.	.	PUNCT
futech-526	1672	1	67–75	67–75	NUM
futech-526	1672	2	,	,	PUNCT
futech-526	1672	3	2008	2008	NUM
futech-526	1672	4	.	.	PUNCT
futech-526	1673	1	[	[	X
futech-526	1673	2	104	104	X
futech-526	1673	3	]	]	PUNCT
futech-526	1673	4	s.	s.	PROPN
futech-526	1673	5	al	al	PROPN
futech-526	1673	6	hamli	hamli	PROPN
futech-526	1673	7	,	,	PUNCT
futech-526	1673	8	m.	m.	NOUN
futech-526	1673	9	holmes	holmes	PROPN
futech-526	1673	10	,	,	PUNCT
futech-526	1673	11	s.	s.	PROPN
futech-526	1673	12	khokhar	khokhar	PROPN
futech-526	1673	13	,	,	PUNCT
futech-526	1673	14	and	and	CCONJ
futech-526	1673	15	c.	c.	PROPN
futech-526	1673	16	orfila	orfila	PROPN
futech-526	1673	17	,	,	PUNCT
futech-526	1673	18	“	"	PUNCT
futech-526	1673	19	predicting	predict	VERB
futech-526	1673	20	glyceamic	glyceamic	ADJ
futech-526	1673	21	index	index	NOUN
futech-526	1673	22	in	in	ADP
futech-526	1673	23	cereal	cereal	NOUN
futech-526	1673	24	and	and	CCONJ
futech-526	1673	25	legumebased	legumebase	VERB
futech-526	1673	26	foods	food	NOUN
futech-526	1673	27	from	from	ADP
futech-526	1673	28	macronutrient	macronutrient	NOUN
futech-526	1673	29	composition	composition	NOUN
futech-526	1673	30	data	datum	NOUN
futech-526	1673	31	,	,	PUNCT
futech-526	1673	32	”	"	PUNCT
futech-526	1673	33	proc	proc	NOUN
futech-526	1673	34	.	.	PUNCT
futech-526	1674	1	nutr	nutr	PROPN
futech-526	1674	2	.	.	PROPN
futech-526	1674	3	soc	soc	PROPN
futech-526	1674	4	.	.	PUNCT
futech-526	1675	1	,	,	PUNCT
futech-526	1675	2	vol	vol	NOUN
futech-526	1675	3	.	.	PROPN
futech-526	1676	1	70	70	NUM
futech-526	1676	2	,	,	PUNCT
futech-526	1677	1	no	no	INTJ
futech-526	1677	2	.	.	PUNCT
futech-526	1678	1	oce4	oce4	PROPN
futech-526	1678	2	,	,	PUNCT
futech-526	1678	3	p.	p.	NOUN
futech-526	1678	4	e122	e122	NUM
futech-526	1678	5	,	,	PUNCT
futech-526	1678	6	2011	2011	NUM
futech-526	1678	7	.	.	PUNCT
futech-526	1679	1	[	[	X
futech-526	1679	2	105	105	NUM
futech-526	1679	3	]	]	X
futech-526	1679	4	a.	a.	NOUN
futech-526	1679	5	j.	j.	PROPN
futech-526	1679	6	jara	jara	PROPN
futech-526	1679	7	,	,	PUNCT
futech-526	1679	8	m.	m.	NOUN
futech-526	1679	9	a.	a.	PROPN
futech-526	1679	10	zamora	zamora	PROPN
futech-526	1679	11	,	,	PUNCT
futech-526	1679	12	and	and	CCONJ
futech-526	1679	13	a.	a.	PROPN
futech-526	1679	14	f.	f.	PROPN
futech-526	1679	15	skarmeta	skarmeta	PROPN
futech-526	1679	16	,	,	PUNCT
futech-526	1679	17	“	"	PUNCT
futech-526	1679	18	an	an	DET
futech-526	1679	19	internet	internet	NOUN
futech-526	1679	20	of	of	ADP
futech-526	1679	21	things	thing	NOUN
futech-526	1679	22	–	–	PUNCT
futech-526	1679	23	based	base	VERB
futech-526	1679	24	personal	personal	ADJ
futech-526	1679	25	device	device	NOUN
futech-526	1679	26	for	for	ADP
futech-526	1679	27	diabetes	diabetes	NOUN
futech-526	1679	28	therapy	therapy	NOUN
futech-526	1679	29	management	management	NOUN
futech-526	1679	30	in	in	ADP
futech-526	1679	31	ambient	ambient	ADJ
futech-526	1679	32	assisted	assist	VERB
futech-526	1679	33	living	live	VERB
futech-526	1679	34	(	(	PUNCT
futech-526	1679	35	aal	aal	PROPN
futech-526	1679	36	)	)	PUNCT
futech-526	1679	37	,	,	PUNCT
futech-526	1679	38	”	"	PUNCT
futech-526	1679	39	pers	per	NOUN
futech-526	1679	40	.	.	PUNCT
futech-526	1680	1	ubiquitous	ubiquitous	ADJ
futech-526	1680	2	comput	comput	NOUN
futech-526	1680	3	.	.	PUNCT
futech-526	1680	4	,	,	PUNCT
futech-526	1680	5	vol	vol	NOUN
futech-526	1680	6	.	.	PROPN
futech-526	1680	7	15	15	NUM
futech-526	1680	8	,	,	PUNCT
futech-526	1680	9	pp	pp	ADJ
futech-526	1680	10	.	.	PUNCT
futech-526	1681	1	431–440	431–440	NUM
futech-526	1681	2	,	,	PUNCT
futech-526	1681	3	2011	2011	NUM
futech-526	1681	4	.	.	PUNCT
futech-526	1682	1	[	[	X
futech-526	1682	2	106	106	X
futech-526	1682	3	]	]	X
futech-526	1682	4	e.	e.	PROPN
futech-526	1682	5	bas	bas	PROPN
futech-526	1682	6	,	,	PUNCT
futech-526	1682	7	“	"	PUNCT
futech-526	1682	8	a	a	DET
futech-526	1682	9	robust	robust	ADJ
futech-526	1682	10	optimization	optimization	NOUN
futech-526	1682	11	approach	approach	NOUN
futech-526	1682	12	to	to	ADP
futech-526	1682	13	diet	diet	NOUN
futech-526	1682	14	problem	problem	NOUN
futech-526	1682	15	with	with	ADP
futech-526	1682	16	overall	overall	ADJ
futech-526	1682	17	glycemic	glycemic	ADJ
futech-526	1682	18	load	load	NOUN
futech-526	1682	19	as	as	ADP
futech-526	1682	20	objective	objective	ADJ
futech-526	1682	21	function	function	NOUN
futech-526	1682	22	,	,	PUNCT
futech-526	1682	23	”	"	PUNCT
futech-526	1682	24	appl	appl	NOUN
futech-526	1682	25	.	.	PROPN
futech-526	1682	26	math	math	PROPN
futech-526	1682	27	.	.	PUNCT
futech-526	1683	1	model	model	PROPN
futech-526	1683	2	.	.	PUNCT
futech-526	1684	1	,	,	PUNCT
futech-526	1684	2	vol	vol	NOUN
futech-526	1684	3	.	.	PROPN
futech-526	1685	1	38	38	NUM
futech-526	1685	2	,	,	PUNCT
futech-526	1685	3	no	no	INTJ
futech-526	1685	4	.	.	PUNCT
futech-526	1686	1	19–20	19–20	NUM
futech-526	1686	2	,	,	PUNCT
futech-526	1686	3	pp	pp	ADJ
futech-526	1686	4	.	.	PUNCT
futech-526	1687	1	4926–4940	4926–4940	NOUN
futech-526	1687	2	,	,	PUNCT
futech-526	1687	3	2014	2014	NUM
futech-526	1687	4	.	.	PUNCT
futech-526	1688	1	[	[	X
futech-526	1688	2	107	107	NUM
futech-526	1688	3	]	]	X
futech-526	1688	4	n.	n.	NOUN
futech-526	1688	5	struble	struble	ADJ
futech-526	1688	6	,	,	PUNCT
futech-526	1688	7	“	"	PUNCT
futech-526	1688	8	measuring	measure	VERB
futech-526	1688	9	glycemic	glycemic	ADJ
futech-526	1688	10	variability	variability	NOUN
futech-526	1688	11	and	and	CCONJ
futech-526	1688	12	predicting	predict	VERB
futech-526	1688	13	blood	blood	NOUN
futech-526	1688	14	glucose	glucose	NOUN
futech-526	1688	15	levels	level	NOUN
futech-526	1688	16	using	use	VERB
futech-526	1688	17	machine	machine	NOUN
futech-526	1688	18	learning	learn	VERB
futech-526	1688	19	regression	regression	NOUN
futech-526	1688	20	models	model	NOUN
futech-526	1688	21	,	,	PUNCT
futech-526	1688	22	”	"	PUNCT
futech-526	1688	23	master	master	NOUN
futech-526	1688	24	’s	’s	PART
futech-526	1688	25	thesis	thesis	NOUN
futech-526	1688	26	,	,	PUNCT
futech-526	1688	27	ohio	ohio	PROPN
futech-526	1688	28	university	university	PROPN
futech-526	1688	29	,	,	PUNCT
futech-526	1688	30	2013	2013	NUM
futech-526	1688	31	.	.	PUNCT
futech-526	1689	1	nh	nh	PROPN
futech-526	1689	2	.	.	PROPN
futech-526	1689	3	wanigasingha	wanigasingha	NOUN
futech-526	1689	4	et	et	PROPN
futech-526	1689	5	al	al	PROPN
futech-526	1689	6	.	.	PROPN
futech-526	1689	7	/future	/future	PUNCT
futech-526	1689	8	technology	technology	PROPN
futech-526	1690	1	february	february	PROPN
futech-526	1690	2	2026|	2026|	NUM
futech-526	1690	3	volume	volume	NOUN
futech-526	1690	4	05	05	NUM
futech-526	1691	1	|	|	ADV
futech-526	1691	2	issue	issue	NOUN
futech-526	1691	3	01	01	NUM
futech-526	1692	1	|	|	NOUN
futech-526	1692	2	pages	page	VERB
futech-526	1692	3	93	93	NUM
futech-526	1692	4	-	-	SYM
futech-526	1692	5	126	126	NUM
futech-526	1692	6	126	126	NUM
futech-526	1693	1	[	[	SYM
futech-526	1693	2	108	108	NUM
futech-526	1693	3	]	]	PUNCT
futech-526	1693	4	a.	a.	NOUN
futech-526	1693	5	flint	flint	PROPN
futech-526	1693	6	et	et	PROPN
futech-526	1693	7	al	al	PROPN
futech-526	1693	8	.	.	PROPN
futech-526	1693	9	,	,	PUNCT
futech-526	1693	10	“	"	PUNCT
futech-526	1693	11	the	the	DET
futech-526	1693	12	use	use	NOUN
futech-526	1693	13	of	of	ADP
futech-526	1693	14	glycaemic	glycaemic	ADJ
futech-526	1693	15	index	index	NOUN
futech-526	1693	16	tables	table	NOUN
futech-526	1693	17	to	to	PART
futech-526	1693	18	predict	predict	VERB
futech-526	1693	19	glycaemic	glycaemic	ADJ
futech-526	1693	20	index	index	NOUN
futech-526	1693	21	of	of	ADP
futech-526	1693	22	composite	composite	ADJ
futech-526	1693	23	breakfast	breakfast	NOUN
futech-526	1693	24	meals	meal	NOUN
futech-526	1693	25	,	,	PUNCT
futech-526	1693	26	”	"	PUNCT
futech-526	1693	27	br	br	PROPN
futech-526	1693	28	.	.	PUNCT
futech-526	1694	1	j.	j.	PROPN
futech-526	1694	2	nutr	nutr	PROPN
futech-526	1694	3	.	.	PROPN
futech-526	1694	4	,	,	PUNCT
futech-526	1694	5	vol	vol	NOUN
futech-526	1694	6	.	.	PROPN
futech-526	1694	7	91	91	NUM
futech-526	1694	8	,	,	PUNCT
futech-526	1694	9	no	no	INTJ
futech-526	1694	10	.	.	NOUN
futech-526	1694	11	6	6	NUM
futech-526	1694	12	,	,	PUNCT
futech-526	1694	13	pp	pp	ADJ
futech-526	1694	14	.	.	PUNCT
futech-526	1695	1	979–989	979–989	NUM
futech-526	1695	2	,	,	PUNCT
futech-526	1695	3	2004	2004	NUM
futech-526	1695	4	.	.	PUNCT
futech-526	1696	1	[	[	X
futech-526	1696	2	109	109	NUM
futech-526	1696	3	]	]	PUNCT
futech-526	1696	4	t.	t.	PROPN
futech-526	1696	5	m.	m.	PROPN
futech-526	1696	6	wolever	wolever	PROPN
futech-526	1696	7	,	,	PUNCT
futech-526	1696	8	d.	d.	PROPN
futech-526	1696	9	j.	j.	PROPN
futech-526	1696	10	jenkins	jenkins	PROPN
futech-526	1696	11	,	,	PUNCT
futech-526	1696	12	v.	v.	ADP
futech-526	1696	13	vuksan	vuksan	PROPN
futech-526	1696	14	,	,	PUNCT
futech-526	1696	15	r.	r.	PROPN
futech-526	1696	16	g.	g.	PROPN
futech-526	1696	17	josse	josse	PROPN
futech-526	1696	18	,	,	PUNCT
futech-526	1696	19	g.	g.	PROPN
futech-526	1696	20	s.	s.	PROPN
futech-526	1696	21	wong	wong	PROPN
futech-526	1696	22	,	,	PUNCT
futech-526	1696	23	and	and	CCONJ
futech-526	1696	24	a.	a.	PROPN
futech-526	1696	25	l.	l.	PROPN
futech-526	1696	26	jenkins	jenkins	PROPN
futech-526	1696	27	,	,	PUNCT
futech-526	1696	28	“	"	PUNCT
futech-526	1696	29	glycemic	glycemic	ADJ
futech-526	1696	30	index	index	NOUN
futech-526	1696	31	of	of	ADP
futech-526	1696	32	foods	food	NOUN
futech-526	1696	33	in	in	ADP
futech-526	1696	34	individual	individual	ADJ
futech-526	1696	35	subjects	subject	NOUN
futech-526	1696	36	,	,	PUNCT
futech-526	1696	37	”	"	PUNCT
futech-526	1696	38	diabetes	diabetes	NOUN
futech-526	1696	39	care	care	NOUN
futech-526	1696	40	,	,	PUNCT
futech-526	1696	41	vol	vol	NOUN
futech-526	1696	42	.	.	PROPN
futech-526	1696	43	13	13	NUM
futech-526	1696	44	,	,	PUNCT
futech-526	1696	45	no	no	INTJ
futech-526	1696	46	.	.	NOUN
futech-526	1696	47	2	2	NUM
futech-526	1696	48	,	,	PUNCT
futech-526	1696	49	pp	pp	ADJ
futech-526	1696	50	.	.	PUNCT
futech-526	1697	1	126–132	126–132	NUM
futech-526	1697	2	,	,	PUNCT
futech-526	1697	3	1990	1990	NUM
futech-526	1697	4	.	.	PUNCT
futech-526	1698	1	[	[	X
futech-526	1698	2	110	110	NUM
futech-526	1698	3	]	]	X
futech-526	1698	4	gi	gi	NOUN
futech-526	1698	5	group	group	NOUN
futech-526	1698	6	and	and	CCONJ
futech-526	1698	7	a.	a.	NOUN
futech-526	1698	8	barclay	barclay	PROPN
futech-526	1698	9	,	,	PUNCT
futech-526	1698	10	“	"	PUNCT
futech-526	1698	11	glycemic	glycemic	ADJ
futech-526	1698	12	index	index	NOUN
futech-526	1698	13	–	–	PUNCT
futech-526	1698	14	glycemic	glycemic	ADJ
futech-526	1698	15	index	index	NOUN
futech-526	1698	16	research	research	NOUN
futech-526	1698	17	and	and	CCONJ
futech-526	1698	18	gi	gi	ADP
futech-526	1698	19	news	news	NOUN
futech-526	1698	20	.	.	PUNCT
futech-526	1698	21	”	"	PUNCT
futech-526	1699	1	nov	nov	PROPN
futech-526	1699	2	.	.	PROPN
futech-526	1699	3	2024	2024	NUM
futech-526	1699	4	.	.	PUNCT
futech-526	1700	1	[	[	X
futech-526	1700	2	online	online	X
futech-526	1700	3	]	]	X
futech-526	1700	4	.	.	PUNCT
futech-526	1701	1	available	available	ADJ
futech-526	1701	2	:	:	PUNCT
futech-526	1701	3	http://www.glycemicindex.com	http://www.glycemicindex.com	X
futech-526	1702	1	[	[	X
futech-526	1702	2	111	111	NUM
futech-526	1702	3	]	]	PUNCT
futech-526	1702	4	p.	p.	NOUN
futech-526	1702	5	rani	rani	PROPN
futech-526	1702	6	,	,	PUNCT
futech-526	1702	7	r.	r.	PROPN
futech-526	1702	8	lamba	lamba	PROPN
futech-526	1702	9	,	,	PUNCT
futech-526	1702	10	r.	r.	PROPN
futech-526	1702	11	k.	k.	PROPN
futech-526	1702	12	sachdeva	sachdeva	PROPN
futech-526	1702	13	,	,	PUNCT
futech-526	1702	14	p.	p.	NOUN
futech-526	1702	15	bathla	bathla	NOUN
futech-526	1702	16	,	,	PUNCT
futech-526	1702	17	and	and	CCONJ
futech-526	1702	18	a.	a.	NOUN
futech-526	1702	19	n.	n.	PROPN
futech-526	1702	20	aledaily	aledaily	ADV
futech-526	1702	21	,	,	PUNCT
futech-526	1702	22	“	"	PUNCT
futech-526	1702	23	diabetes	diabetes	NOUN
futech-526	1702	24	prediction	prediction	NOUN
futech-526	1702	25	using	use	VERB
futech-526	1702	26	machine	machine	NOUN
futech-526	1702	27	learning	learn	VERB
futech-526	1702	28	classification	classification	NOUN
futech-526	1702	29	algorithms	algorithm	NOUN
futech-526	1702	30	,	,	PUNCT
futech-526	1702	31	”	"	PUNCT
futech-526	1702	32	in	in	ADP
futech-526	1702	33	2023	2023	NUM
futech-526	1702	34	international	international	ADJ
futech-526	1702	35	conference	conference	NOUN
futech-526	1702	36	on	on	ADP
futech-526	1702	37	smart	smart	ADJ
futech-526	1702	38	computing	computing	NOUN
futech-526	1702	39	and	and	CCONJ
futech-526	1702	40	application	application	NOUN
futech-526	1702	41	(	(	PUNCT
futech-526	1702	42	icsca	icsca	PROPN
futech-526	1702	43	)	)	PUNCT
futech-526	1702	44	,	,	PUNCT
futech-526	1702	45	ieee	ieee	NOUN
futech-526	1702	46	,	,	PUNCT
futech-526	1702	47	2023	2023	NUM
futech-526	1702	48	,	,	PUNCT
futech-526	1702	49	pp	pp	ADJ
futech-526	1702	50	.	.	PUNCT
futech-526	1703	1	1–5	1–5	X
futech-526	1703	2	.	.	PUNCT
futech-526	1704	1	[	[	X
futech-526	1704	2	112	112	NUM
futech-526	1704	3	]	]	PUNCT
futech-526	1704	4	g.	g.	PROPN
futech-526	1704	5	annuzzi	annuzzi	PROPN
futech-526	1704	6	et	et	PROPN
futech-526	1704	7	al	al	PROPN
futech-526	1704	8	.	.	PROPN
futech-526	1704	9	,	,	PUNCT
futech-526	1704	10	“	"	PUNCT
futech-526	1704	11	exploring	explore	VERB
futech-526	1704	12	nutritional	nutritional	ADJ
futech-526	1704	13	influence	influence	NOUN
futech-526	1704	14	on	on	ADP
futech-526	1704	15	blood	blood	NOUN
futech-526	1704	16	glucose	glucose	NOUN
futech-526	1704	17	forecasting	forecasting	NOUN
futech-526	1704	18	for	for	ADP
futech-526	1704	19	type	type	NOUN
futech-526	1704	20	1	1	NUM
futech-526	1704	21	diabetes	diabetes	NOUN
futech-526	1704	22	using	use	VERB
futech-526	1704	23	explainable	explainable	ADJ
futech-526	1704	24	ai	ai	NOUN
futech-526	1704	25	,	,	PUNCT
futech-526	1704	26	”	"	PUNCT
futech-526	1704	27	ieee	ieee	PROPN
futech-526	1704	28	j.	j.	PROPN
futech-526	1704	29	biomed	biome	VERB
futech-526	1704	30	.	.	PUNCT
futech-526	1705	1	health	health	NOUN
futech-526	1705	2	inform	inform	NOUN
futech-526	1705	3	.	.	PUNCT
futech-526	1705	4	,	,	PUNCT
futech-526	1705	5	vol	vol	NOUN
futech-526	1705	6	.	.	PROPN
futech-526	1705	7	28	28	NUM
futech-526	1705	8	,	,	PUNCT
futech-526	1705	9	no	no	INTJ
futech-526	1705	10	.	.	NOUN
futech-526	1705	11	5	5	NUM
futech-526	1705	12	,	,	PUNCT
futech-526	1705	13	pp	pp	ADJ
futech-526	1705	14	.	.	PUNCT
futech-526	1706	1	3123–3133	3123–3133	NUM
futech-526	1706	2	,	,	PUNCT
futech-526	1706	3	may	may	AUX
futech-526	1706	4	2024	2024	NUM
futech-526	1706	5	,	,	PUNCT
futech-526	1706	6	doi	doi	NOUN
futech-526	1706	7	:	:	PUNCT
futech-526	1706	8	10.1109	10.1109	NUM
futech-526	1706	9	/	/	SYM
futech-526	1706	10	jbhi.2023.3348334	jbhi.2023.3348334	NOUN
futech-526	1706	11	.	.	PUNCT
futech-526	1707	1	[	[	X
futech-526	1707	2	113	113	NUM
futech-526	1707	3	]	]	X
futech-526	1707	4	d.	d.	PROPN
futech-526	1707	5	l.	l.	PROPN
futech-526	1707	6	trout	trout	PROPN
futech-526	1707	7	,	,	PUNCT
futech-526	1707	8	k.	k.	PROPN
futech-526	1707	9	m.	m.	PROPN
futech-526	1707	10	behall	behall	PROPN
futech-526	1707	11	,	,	PUNCT
futech-526	1707	12	and	and	CCONJ
futech-526	1707	13	o.	o.	PROPN
futech-526	1707	14	osilesi	osilesi	NOUN
futech-526	1707	15	,	,	PUNCT
futech-526	1707	16	“	"	PUNCT
futech-526	1707	17	prediction	prediction	NOUN
futech-526	1707	18	of	of	ADP
futech-526	1707	19	glycemic	glycemic	ADJ
futech-526	1707	20	index	index	NOUN
futech-526	1707	21	for	for	ADP
futech-526	1707	22	starchy	starchy	NOUN
futech-526	1707	23	foods	food	NOUN
futech-526	1707	24	,	,	PUNCT
futech-526	1707	25	”	"	PUNCT
futech-526	1707	26	am	be	AUX
futech-526	1707	27	.	.	PUNCT
futech-526	1708	1	j.	j.	PROPN
futech-526	1708	2	clin	clin	PROPN
futech-526	1708	3	.	.	PUNCT
futech-526	1709	1	nutr	nutr	PROPN
futech-526	1709	2	.	.	PROPN
futech-526	1709	3	,	,	PUNCT
futech-526	1709	4	vol	vol	NOUN
futech-526	1709	5	.	.	PROPN
futech-526	1710	1	58	58	NUM
futech-526	1710	2	,	,	PUNCT
futech-526	1710	3	no	no	INTJ
futech-526	1710	4	.	.	NOUN
futech-526	1710	5	6	6	NUM
futech-526	1710	6	,	,	PUNCT
futech-526	1710	7	pp	pp	ADJ
futech-526	1710	8	.	.	PUNCT
futech-526	1711	1	873–878	873–878	NUM
futech-526	1711	2	,	,	PUNCT
futech-526	1711	3	1993	1993	NUM
futech-526	1711	4	.	.	PUNCT
futech-526	1712	1	[	[	X
futech-526	1712	2	114	114	NUM
futech-526	1712	3	]	]	PUNCT
futech-526	1712	4	t.	t.	PROPN
futech-526	1712	5	larsen	larsen	PROPN
futech-526	1712	6	et	et	PROPN
futech-526	1712	7	al	al	PROPN
futech-526	1712	8	.	.	PROPN
futech-526	1712	9	,	,	PUNCT
futech-526	1712	10	“	"	PUNCT
futech-526	1712	11	the	the	DET
futech-526	1712	12	diet	diet	NOUN
futech-526	1712	13	,	,	PUNCT
futech-526	1712	14	obesity	obesity	NOUN
futech-526	1712	15	and	and	CCONJ
futech-526	1712	16	genes	gene	NOUN
futech-526	1712	17	(	(	PUNCT
futech-526	1712	18	diogenes	diogene	NOUN
futech-526	1712	19	)	)	PUNCT
futech-526	1712	20	dietary	dietary	ADJ
futech-526	1712	21	study	study	NOUN
futech-526	1712	22	in	in	ADP
futech-526	1712	23	eight	eight	NUM
futech-526	1712	24	european	european	ADJ
futech-526	1712	25	countries	country	NOUN
futech-526	1712	26	–	–	PUNCT
futech-526	1712	27	a	a	DET
futech-526	1712	28	comprehensive	comprehensive	ADJ
futech-526	1712	29	design	design	NOUN
futech-526	1712	30	for	for	ADP
futech-526	1712	31	long	long	ADJ
futech-526	1712	32	-	-	PUNCT
futech-526	1712	33	term	term	NOUN
futech-526	1712	34	intervention	intervention	NOUN
futech-526	1712	35	,	,	PUNCT
futech-526	1712	36	”	"	PUNCT
futech-526	1712	37	obes	obes	PROPN
futech-526	1712	38	.	.	PUNCT
futech-526	1713	1	rev	rev	PROPN
futech-526	1713	2	.	.	PROPN
futech-526	1713	3	,	,	PUNCT
futech-526	1713	4	vol	vol	NOUN
futech-526	1713	5	.	.	PROPN
futech-526	1713	6	11	11	NUM
futech-526	1713	7	,	,	PUNCT
futech-526	1713	8	no	no	INTJ
futech-526	1713	9	.	.	NOUN
futech-526	1713	10	1	1	NUM
futech-526	1713	11	,	,	PUNCT
futech-526	1713	12	pp	pp	ADJ
futech-526	1713	13	.	.	PUNCT
futech-526	1714	1	76–91	76–91	NUM
futech-526	1714	2	,	,	PUNCT
futech-526	1714	3	2010	2010	NUM
futech-526	1714	4	.	.	PUNCT
futech-526	1715	1	[	[	X
futech-526	1715	2	115	115	NUM
futech-526	1715	3	]	]	X
futech-526	1715	4	i.	i.	PROPN
futech-526	1715	5	rodríguez	rodríguez	PROPN
futech-526	1715	6	-	-	PUNCT
futech-526	1715	7	rodríguez	rodríguez	NOUN
futech-526	1715	8	,	,	PUNCT
futech-526	1715	9	j.-v	j.-v	PROPN
futech-526	1715	10	.	.	PUNCT
futech-526	1716	1	rodríguez	rodríguez	NOUN
futech-526	1716	2	,	,	PUNCT
futech-526	1716	3	i.	i.	NOUN
futech-526	1716	4	chatzigiannakis	chatzigiannakis	PROPN
futech-526	1716	5	,	,	PUNCT
futech-526	1716	6	and	and	CCONJ
futech-526	1716	7	m.	m.	PROPN
futech-526	1716	8	a.	a.	PROPN
futech-526	1716	9	zamora	zamora	PROPN
futech-526	1716	10	izquierdo	izquierdo	PROPN
futech-526	1716	11	,	,	PUNCT
futech-526	1716	12	“	"	PUNCT
futech-526	1716	13	on	on	ADP
futech-526	1716	14	the	the	DET
futech-526	1716	15	possibility	possibility	NOUN
futech-526	1716	16	of	of	ADP
futech-526	1716	17	predicting	predict	VERB
futech-526	1716	18	glycaemia	glycaemia	NOUN
futech-526	1716	19	‘	'	PUNCT
futech-526	1716	20	on	on	ADP
futech-526	1716	21	the	the	DET
futech-526	1716	22	fly’with	fly’with	NOUN
futech-526	1716	23	constrained	constrain	VERB
futech-526	1716	24	iot	iot	NOUN
futech-526	1716	25	devices	device	NOUN
futech-526	1716	26	in	in	ADP
futech-526	1716	27	type	type	NOUN
futech-526	1716	28	1	1	NUM
futech-526	1716	29	diabetes	diabetes	NOUN
futech-526	1716	30	mellitus	mellitus	NOUN
futech-526	1716	31	patients	patient	NOUN
futech-526	1716	32	,	,	PUNCT
futech-526	1716	33	”	"	PUNCT
futech-526	1716	34	sensors	sensor	NOUN
futech-526	1716	35	,	,	PUNCT
futech-526	1716	36	vol	vol	NOUN
futech-526	1716	37	.	.	PROPN
futech-526	1716	38	19	19	NUM
futech-526	1716	39	,	,	PUNCT
futech-526	1716	40	no	no	INTJ
futech-526	1716	41	.	.	NOUN
futech-526	1716	42	20	20	NUM
futech-526	1716	43	,	,	PUNCT
futech-526	1716	44	p.	p.	NOUN
futech-526	1716	45	4538	4538	NUM
futech-526	1716	46	,	,	PUNCT
futech-526	1716	47	2019	2019	NUM
futech-526	1716	48	.	.	PUNCT
futech-526	1717	1	this	this	DET
futech-526	1717	2	article	article	NOUN
futech-526	1717	3	is	be	AUX
futech-526	1717	4	an	an	DET
futech-526	1717	5	open	open	ADJ
futech-526	1717	6	-	-	PUNCT
futech-526	1717	7	access	access	NOUN
futech-526	1717	8	article	article	NOUN
futech-526	1717	9	distributed	distribute	VERB
futech-526	1717	10	under	under	ADP
futech-526	1717	11	the	the	DET
futech-526	1717	12	terms	term	NOUN
futech-526	1717	13	and	and	CCONJ
futech-526	1717	14	conditions	condition	NOUN
futech-526	1717	15	of	of	ADP
futech-526	1717	16	the	the	DET
futech-526	1717	17	creative	creative	ADJ
futech-526	1717	18	commons	common	NOUN
futech-526	1717	19	attribution	attribution	NOUN
futech-526	1717	20	(	(	PUNCT
futech-526	1717	21	cc	cc	NOUN
futech-526	1717	22	by	by	ADP
futech-526	1717	23	)	)	PUNCT
futech-526	1717	24	license	license	NOUN
futech-526	1717	25	(	(	PUNCT
futech-526	1717	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-526	1717	27	)	)	PUNCT
futech-526	1717	28	.	.	PUNCT
futech-526	1718	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
