id	sid	tid	token	lemma	pos
cana-5718	1	1	communications	communication	NOUN
cana-5718	1	2	on	on	ADP
cana-5718	1	3	applied	apply	VERB
cana-5718	1	4	nonlinear	nonlinear	ADJ
cana-5718	1	5	analysis	analysis	NOUN
cana-5718	1	6	issn	issn	NOUN
cana-5718	1	7	:	:	PUNCT
cana-5718	1	8	1074	1074	NUM
cana-5718	1	9	-	-	PUNCT
cana-5718	1	10	133x	133x	NUM
cana-5718	1	11	vol	vol	VERB
cana-5718	1	12	32	32	NUM
cana-5718	1	13	no	no	NOUN
cana-5718	1	14	.	.	PUNCT
cana-5718	2	1	10s	10	NOUN
cana-5718	2	2	(	(	PUNCT
cana-5718	2	3	2025	2025	NUM
cana-5718	2	4	)	)	PUNCT
cana-5718	2	5	2771	2771	NUM
cana-5718	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	2	7	rag	rag	NOUN
cana-5718	2	8	-	-	PUNCT
cana-5718	2	9	based	base	VERB
cana-5718	2	10	blood	blood	NOUN
cana-5718	2	11	test	test	NOUN
cana-5718	2	12	report	report	NOUN
cana-5718	2	13	analysis	analysis	NOUN
cana-5718	2	14	to	to	PART
cana-5718	2	15	reverse	reverse	VERB
cana-5718	2	16	metabolic	metabolic	NOUN
cana-5718	2	17	syndrome	syndrome	NOUN
cana-5718	2	18	arohi	arohi	PROPN
cana-5718	2	19	karhade1	karhade1	NOUN
cana-5718	2	20	,	,	PUNCT
cana-5718	2	21	isha	isha	PROPN
cana-5718	2	22	verma2	verma2	PROPN
cana-5718	2	23	,	,	PUNCT
cana-5718	2	24	varad	varad	ADJ
cana-5718	2	25	gadaokar3	gadaokar3	NOUN
cana-5718	2	26	and	and	CCONJ
cana-5718	2	27	jayshree	jayshree	PROPN
cana-5718	2	28	mahajan4	mahajan4	PROPN
cana-5718	2	29	1arohikarhade@gmail.com	1arohikarhade@gmail.com	NUM
cana-5718	2	30	,	,	PUNCT
cana-5718	2	31	220.ishaverma@gmail.com	220.ishaverma@gmail.com	NUM
cana-5718	2	32	,	,	PUNCT
cana-5718	2	33	3varadgadaokar1510@gmail.com	3varadgadaokar1510@gmail.com	NUM
cana-5718	2	34	,	,	PUNCT
cana-5718	2	35	4jsmahajan@pict.edu	4jsmahajan@pict.edu	PROPN
cana-5718	2	36	1,2,3	1,2,3	NUM
cana-5718	2	37	student	student	NOUN
cana-5718	2	38	,	,	PUNCT
cana-5718	2	39	department	department	NOUN
cana-5718	2	40	of	of	ADP
cana-5718	2	41	computer	computer	NOUN
cana-5718	2	42	engineering	engineering	NOUN
cana-5718	2	43	,	,	PUNCT
cana-5718	2	44	pune	pune	PROPN
cana-5718	2	45	institute	institute	PROPN
cana-5718	2	46	of	of	ADP
cana-5718	2	47	computer	computer	NOUN
cana-5718	2	48	technology	technology	NOUN
cana-5718	2	49	,	,	PUNCT
cana-5718	2	50	pune	pune	NOUN
cana-5718	2	51	,	,	PUNCT
cana-5718	2	52	india	india	PROPN
cana-5718	2	53	4assistant	4assistant	PROPN
cana-5718	2	54	professor	professor	NOUN
cana-5718	2	55	,	,	PUNCT
cana-5718	2	56	department	department	NOUN
cana-5718	2	57	of	of	ADP
cana-5718	2	58	computer	computer	NOUN
cana-5718	2	59	engineering	engineering	NOUN
cana-5718	2	60	,	,	PUNCT
cana-5718	2	61	pune	pune	PROPN
cana-5718	2	62	institute	institute	PROPN
cana-5718	2	63	of	of	ADP
cana-5718	2	64	computer	computer	NOUN
cana-5718	2	65	technology	technology	NOUN
cana-5718	2	66	,	,	PUNCT
cana-5718	2	67	pune	pune	NOUN
cana-5718	2	68	,	,	PUNCT
cana-5718	2	69	india	india	PROPN
cana-5718	2	70	article	article	PROPN
cana-5718	2	71	history	history	NOUN
cana-5718	2	72	:	:	PUNCT
cana-5718	2	73	received	receive	VERB
cana-5718	2	74	:	:	PUNCT
cana-5718	2	75	12	12	NUM
cana-5718	2	76	-	-	SYM
cana-5718	2	77	01	01	NUM
cana-5718	2	78	-	-	PUNCT
cana-5718	2	79	2025	2025	NUM
cana-5718	2	80	revised	revise	VERB
cana-5718	2	81	:	:	PUNCT
cana-5718	2	82	15	15	NUM
cana-5718	2	83	-	-	NUM
cana-5718	2	84	02	02	NUM
cana-5718	2	85	-	-	PUNCT
cana-5718	2	86	2025	2025	NUM
cana-5718	2	87	accepted	accept	VERB
cana-5718	2	88	:	:	PUNCT
cana-5718	2	89	01	01	NUM
cana-5718	2	90	-	-	SYM
cana-5718	2	91	03	03	NUM
cana-5718	2	92	-	-	PUNCT
cana-5718	2	93	2025	2025	NUM
cana-5718	2	94	abstract	abstract	NOUN
cana-5718	2	95	.	.	PUNCT
cana-5718	3	1	metabolic	metabolic	NOUN
cana-5718	3	2	syndrome	syndrome	NOUN
cana-5718	3	3	is	be	AUX
cana-5718	3	4	a	a	DET
cana-5718	3	5	group	group	NOUN
cana-5718	3	6	of	of	ADP
cana-5718	3	7	health	health	NOUN
cana-5718	3	8	conditions	condition	NOUN
cana-5718	3	9	which	which	PRON
cana-5718	3	10	together	together	ADV
cana-5718	3	11	enhance	enhance	VERB
cana-5718	3	12	the	the	DET
cana-5718	3	13	risk	risk	NOUN
cana-5718	3	14	of	of	ADP
cana-5718	3	15	getting	get	VERB
cana-5718	3	16	heart	heart	NOUN
cana-5718	3	17	disease	disease	NOUN
cana-5718	3	18	,	,	PUNCT
cana-5718	3	19	type	type	NOUN
cana-5718	3	20	2	2	NUM
cana-5718	3	21	diabetes	diabetes	NOUN
cana-5718	3	22	,	,	PUNCT
cana-5718	3	23	and	and	CCONJ
cana-5718	3	24	stroke	stroke	NOUN
cana-5718	3	25	.	.	PUNCT
cana-5718	4	1	these	these	PRON
cana-5718	4	2	include	include	VERB
cana-5718	4	3	increased	increase	VERB
cana-5718	4	4	blood	blood	NOUN
cana-5718	4	5	glucose	glucose	NOUN
cana-5718	4	6	,	,	PUNCT
cana-5718	4	7	blood	blood	NOUN
cana-5718	4	8	pressure	pressure	NOUN
cana-5718	4	9	,	,	PUNCT
cana-5718	4	10	increased	increase	VERB
cana-5718	4	11	body	body	NOUN
cana-5718	4	12	fat	fat	NOUN
cana-5718	4	13	,	,	PUNCT
cana-5718	4	14	abnormal	abnormal	ADJ
cana-5718	4	15	triglyceride	triglyceride	ADV
cana-5718	4	16	to	to	ADP
cana-5718	4	17	hdl	hdl	PROPN
cana-5718	4	18	ratio	ratio	NOUN
cana-5718	4	19	,	,	PUNCT
cana-5718	4	20	abnormal	abnormal	ADJ
cana-5718	4	21	red	red	ADJ
cana-5718	4	22	blood	blood	NOUN
cana-5718	4	23	cell	cell	NOUN
cana-5718	4	24	width	width	ADJ
cana-5718	4	25	distribution	distribution	NOUN
cana-5718	4	26	,	,	PUNCT
cana-5718	4	27	increased	increase	VERB
cana-5718	4	28	glycated	glycate	VERB
cana-5718	4	29	hemoglobin	hemoglobin	NOUN
cana-5718	4	30	,	,	PUNCT
cana-5718	4	31	and	and	CCONJ
cana-5718	4	32	insulin	insulin	NOUN
cana-5718	4	33	resistance	resistance	NOUN
cana-5718	4	34	,	,	PUNCT
cana-5718	4	35	among	among	ADP
cana-5718	4	36	others	other	NOUN
cana-5718	4	37	.	.	PUNCT
cana-5718	5	1	these	these	DET
cana-5718	5	2	health	health	NOUN
cana-5718	5	3	metrics	metric	NOUN
cana-5718	5	4	are	be	AUX
cana-5718	5	5	essential	essential	ADJ
cana-5718	5	6	indicators	indicator	NOUN
cana-5718	5	7	of	of	ADP
cana-5718	5	8	the	the	DET
cana-5718	5	9	wellness	wellness	NOUN
cana-5718	5	10	of	of	ADP
cana-5718	5	11	a	a	DET
cana-5718	5	12	person	person	NOUN
cana-5718	5	13	.	.	PUNCT
cana-5718	6	1	still	still	ADV
cana-5718	6	2	,	,	PUNCT
cana-5718	6	3	interpretation	interpretation	NOUN
cana-5718	6	4	of	of	ADP
cana-5718	6	5	such	such	ADJ
cana-5718	6	6	complex	complex	ADJ
cana-5718	6	7	medical	medical	ADJ
cana-5718	6	8	indicators	indicator	NOUN
cana-5718	6	9	in	in	ADP
cana-5718	6	10	a	a	DET
cana-5718	6	11	blood	blood	NOUN
cana-5718	6	12	test	test	NOUN
cana-5718	6	13	report	report	NOUN
cana-5718	6	14	prove	prove	VERB
cana-5718	6	15	difficult	difficult	ADJ
cana-5718	6	16	for	for	ADP
cana-5718	6	17	the	the	DET
cana-5718	6	18	general	general	ADJ
cana-5718	6	19	population	population	NOUN
cana-5718	6	20	.	.	PUNCT
cana-5718	7	1	this	this	DET
cana-5718	7	2	research	research	NOUN
cana-5718	7	3	paper	paper	NOUN
cana-5718	7	4	aims	aim	VERB
cana-5718	7	5	to	to	PART
cana-5718	7	6	simplify	simplify	VERB
cana-5718	7	7	complex	complex	ADJ
cana-5718	7	8	medical	medical	ADJ
cana-5718	7	9	terminologies	terminology	NOUN
cana-5718	7	10	associated	associate	VERB
cana-5718	7	11	with	with	ADP
cana-5718	7	12	metabolic	metabolic	NOUN
cana-5718	7	13	syndrome	syndrome	NOUN
cana-5718	7	14	,	,	PUNCT
cana-5718	7	15	identify	identify	VERB
cana-5718	7	16	the	the	DET
cana-5718	7	17	most	most	ADV
cana-5718	7	18	relevant	relevant	ADJ
cana-5718	7	19	blood	blood	NOUN
cana-5718	7	20	test	test	NOUN
cana-5718	7	21	parameters	parameter	NOUN
cana-5718	7	22	,	,	PUNCT
cana-5718	7	23	and	and	CCONJ
cana-5718	7	24	generate	generate	VERB
cana-5718	7	25	tailored	tailor	VERB
cana-5718	7	26	lifestyle	lifestyle	NOUN
cana-5718	7	27	and	and	CCONJ
cana-5718	7	28	dietary	dietary	ADJ
cana-5718	7	29	suggestions	suggestion	NOUN
cana-5718	7	30	.	.	PUNCT
cana-5718	8	1	to	to	PART
cana-5718	8	2	achieve	achieve	VERB
cana-5718	8	3	this	this	PRON
cana-5718	8	4	,	,	PUNCT
cana-5718	8	5	we	we	PRON
cana-5718	8	6	propose	propose	VERB
cana-5718	8	7	a	a	DET
cana-5718	8	8	generative	generative	ADJ
cana-5718	8	9	artificial	artificial	ADJ
cana-5718	8	10	intelligence	intelligence	NOUN
cana-5718	8	11	(	(	PUNCT
cana-5718	8	12	genai)-based	genai)-base	VERB
cana-5718	8	13	system	system	NOUN
cana-5718	8	14	that	that	PRON
cana-5718	8	15	automates	automate	VERB
cana-5718	8	16	the	the	DET
cana-5718	8	17	interpretation	interpretation	NOUN
cana-5718	8	18	of	of	ADP
cana-5718	8	19	blood	blood	NOUN
cana-5718	8	20	test	test	NOUN
cana-5718	8	21	data	datum	NOUN
cana-5718	8	22	and	and	CCONJ
cana-5718	8	23	provides	provide	VERB
cana-5718	8	24	users	user	NOUN
cana-5718	8	25	with	with	ADP
cana-5718	8	26	personalized	personalized	ADJ
cana-5718	8	27	health	health	NOUN
cana-5718	8	28	insights	insight	NOUN
cana-5718	8	29	in	in	ADP
cana-5718	8	30	clear	clear	ADJ
cana-5718	8	31	and	and	CCONJ
cana-5718	8	32	accessible	accessible	ADJ
cana-5718	8	33	language	language	NOUN
cana-5718	8	34	.	.	PUNCT
cana-5718	9	1	our	our	PRON
cana-5718	9	2	implementation	implementation	NOUN
cana-5718	9	3	utilizes	utilize	VERB
cana-5718	9	4	the	the	DET
cana-5718	9	5	retrieval	retrieval	NOUN
cana-5718	9	6	augmented	augment	VERB
cana-5718	9	7	generation	generation	NOUN
cana-5718	9	8	(	(	PUNCT
cana-5718	9	9	rag	rag	NOUN
cana-5718	9	10	)	)	PUNCT
cana-5718	9	11	framework	framework	NOUN
cana-5718	9	12	built	build	VERB
cana-5718	9	13	on	on	ADP
cana-5718	9	14	top	top	NOUN
cana-5718	9	15	of	of	ADP
cana-5718	9	16	the	the	DET
cana-5718	9	17	llama3	llama3	ADJ
cana-5718	9	18	base	base	PROPN
cana-5718	9	19	model	model	NOUN
cana-5718	9	20	.	.	PUNCT
cana-5718	10	1	the	the	DET
cana-5718	10	2	rag	rag	NOUN
cana-5718	10	3	architecture	architecture	NOUN
cana-5718	10	4	allows	allow	VERB
cana-5718	10	5	the	the	DET
cana-5718	10	6	system	system	NOUN
cana-5718	10	7	to	to	PART
cana-5718	10	8	retrieve	retrieve	VERB
cana-5718	10	9	accurate	accurate	ADJ
cana-5718	10	10	and	and	CCONJ
cana-5718	10	11	relevant	relevant	ADJ
cana-5718	10	12	information	information	NOUN
cana-5718	10	13	from	from	ADP
cana-5718	10	14	a	a	DET
cana-5718	10	15	curated	curate	VERB
cana-5718	10	16	knowledge	knowledge	NOUN
cana-5718	10	17	base	base	NOUN
cana-5718	10	18	composed	compose	VERB
cana-5718	10	19	of	of	ADP
cana-5718	10	20	medical	medical	ADJ
cana-5718	10	21	literature	literature	NOUN
cana-5718	10	22	,	,	PUNCT
cana-5718	10	23	academic	academic	ADJ
cana-5718	10	24	books	book	NOUN
cana-5718	10	25	,	,	PUNCT
cana-5718	10	26	youtube	youtube	NOUN
cana-5718	10	27	videos	video	NOUN
cana-5718	10	28	,	,	PUNCT
cana-5718	10	29	and	and	CCONJ
cana-5718	10	30	research	research	NOUN
cana-5718	10	31	papers	paper	NOUN
cana-5718	10	32	focused	focus	VERB
cana-5718	10	33	on	on	ADP
cana-5718	10	34	metabolic	metabolic	NOUN
cana-5718	10	35	syndrome	syndrome	NOUN
cana-5718	10	36	.	.	PUNCT
cana-5718	11	1	based	base	VERB
cana-5718	11	2	on	on	ADP
cana-5718	11	3	the	the	DET
cana-5718	11	4	analyzed	analyze	VERB
cana-5718	11	5	data	datum	NOUN
cana-5718	11	6	,	,	PUNCT
cana-5718	11	7	the	the	DET
cana-5718	11	8	system	system	NOUN
cana-5718	11	9	not	not	PART
cana-5718	11	10	only	only	ADV
cana-5718	11	11	offers	offer	VERB
cana-5718	11	12	actionable	actionable	ADJ
cana-5718	11	13	recommendations	recommendation	NOUN
cana-5718	11	14	but	but	CCONJ
cana-5718	11	15	also	also	ADV
cana-5718	11	16	alerts	alert	VERB
cana-5718	11	17	users	user	NOUN
cana-5718	11	18	when	when	SCONJ
cana-5718	11	19	medical	medical	ADJ
cana-5718	11	20	consultation	consultation	NOUN
cana-5718	11	21	may	may	AUX
cana-5718	11	22	be	be	AUX
cana-5718	11	23	required	require	VERB
cana-5718	11	24	.	.	PUNCT
cana-5718	12	1	this	this	DET
cana-5718	12	2	approach	approach	NOUN
cana-5718	12	3	empowers	empower	VERB
cana-5718	12	4	patients	patient	NOUN
cana-5718	12	5	with	with	ADP
cana-5718	12	6	actionable	actionable	ADJ
cana-5718	12	7	insights	insight	NOUN
cana-5718	12	8	to	to	PART
cana-5718	12	9	improve	improve	VERB
cana-5718	12	10	their	their	PRON
cana-5718	12	11	health	health	NOUN
cana-5718	12	12	and	and	CCONJ
cana-5718	12	13	well	well	ADV
cana-5718	12	14	-	-	PUNCT
cana-5718	12	15	being	being	AUX
cana-5718	12	16	based	base	VERB
cana-5718	12	17	on	on	ADP
cana-5718	12	18	their	their	PRON
cana-5718	12	19	blood	blood	NOUN
cana-5718	12	20	test	test	NOUN
cana-5718	12	21	data	datum	NOUN
cana-5718	12	22	.	.	PUNCT
cana-5718	13	1	keywords	keyword	NOUN
cana-5718	13	2	:	:	PUNCT
cana-5718	13	3	metabolic	metabolic	NOUN
cana-5718	13	4	syndrome	syndrome	NOUN
cana-5718	13	5	,	,	PUNCT
cana-5718	13	6	blood	blood	NOUN
cana-5718	13	7	test	test	NOUN
cana-5718	13	8	analysis	analysis	NOUN
cana-5718	13	9	,	,	PUNCT
cana-5718	13	10	generative	generative	ADJ
cana-5718	13	11	artificial	artificial	ADJ
cana-5718	13	12	intelligence	intelligence	NOUN
cana-5718	13	13	(	(	PUNCT
cana-5718	13	14	genai	genai	NOUN
cana-5718	13	15	)	)	PUNCT
cana-5718	13	16	,	,	PUNCT
cana-5718	13	17	retrieval	retrieval	NOUN
cana-5718	13	18	augmented	augment	VERB
cana-5718	13	19	generation	generation	NOUN
cana-5718	13	20	(	(	PUNCT
cana-5718	13	21	rag	rag	NOUN
cana-5718	13	22	)	)	PUNCT
cana-5718	13	23	,	,	PUNCT
cana-5718	13	24	personalized	personalized	ADJ
cana-5718	13	25	recommendations	recommendation	NOUN
cana-5718	13	26	,	,	PUNCT
cana-5718	13	27	llama3	llama3	ADJ
cana-5718	13	28	.	.	PUNCT
cana-5718	13	29	1	1	NUM
cana-5718	13	30	introduction	introduction	NOUN
cana-5718	13	31	the	the	DET
cana-5718	13	32	following	follow	VERB
cana-5718	13	33	section	section	NOUN
cana-5718	13	34	is	be	AUX
cana-5718	13	35	adapted	adapt	VERB
cana-5718	13	36	from	from	ADP
cana-5718	13	37	our	our	PRON
cana-5718	13	38	previous	previous	ADJ
cana-5718	13	39	publication[1	publication[1	PROPN
cana-5718	13	40	]	]	X
cana-5718	13	41	,	,	PUNCT
cana-5718	13	42	which	which	PRON
cana-5718	13	43	details	detail	VERB
cana-5718	13	44	the	the	DET
cana-5718	13	45	genai	genai	NOUN
cana-5718	13	46	-	-	PUNCT
cana-5718	13	47	based	base	VERB
cana-5718	13	48	approach	approach	NOUN
cana-5718	13	49	to	to	ADP
cana-5718	13	50	analyzing	analyze	VERB
cana-5718	13	51	blood	blood	NOUN
cana-5718	13	52	test	test	NOUN
cana-5718	13	53	reports	report	NOUN
cana-5718	13	54	for	for	ADP
cana-5718	13	55	identifying	identify	VERB
cana-5718	13	56	and	and	CCONJ
cana-5718	13	57	reversing	reverse	VERB
cana-5718	13	58	metabolic	metabolic	NOUN
cana-5718	13	59	syndrome	syndrome	NOUN
cana-5718	13	60	.	.	PUNCT
cana-5718	14	1	metabolic	metabolic	NOUN
cana-5718	14	2	syndrome	syndrome	NOUN
cana-5718	14	3	is	be	AUX
cana-5718	14	4	a	a	DET
cana-5718	14	5	group	group	NOUN
cana-5718	14	6	of	of	ADP
cana-5718	14	7	conditions	condition	NOUN
cana-5718	14	8	that	that	PRON
cana-5718	14	9	significantly	significantly	ADV
cana-5718	14	10	increase	increase	VERB
cana-5718	14	11	the	the	DET
cana-5718	14	12	risk	risk	NOUN
cana-5718	14	13	of	of	ADP
cana-5718	14	14	cardiovascular	cardiovascular	ADJ
cana-5718	14	15	diseases	disease	NOUN
cana-5718	14	16	,	,	PUNCT
cana-5718	14	17	mainly	mainly	ADV
cana-5718	14	18	stroke	stroke	NOUN
cana-5718	14	19	,	,	PUNCT
cana-5718	14	20	diabetes	diabetes	NOUN
cana-5718	14	21	,	,	PUNCT
cana-5718	14	22	and	and	CCONJ
cana-5718	14	23	other	other	ADJ
cana-5718	14	24	serious	serious	ADJ
cana-5718	14	25	health	health	NOUN
cana-5718	14	26	problems	problem	NOUN
cana-5718	14	27	.	.	PUNCT
cana-5718	15	1	these	these	DET
cana-5718	15	2	conditions	condition	NOUN
cana-5718	15	3	include	include	VERB
cana-5718	15	4	abdominal	abdominal	ADJ
cana-5718	15	5	obesity	obesity	NOUN
cana-5718	15	6	,	,	PUNCT
cana-5718	15	7	particularly	particularly	ADV
cana-5718	15	8	excess	excess	ADJ
cana-5718	15	9	fat	fat	NOUN
cana-5718	15	10	around	around	ADP
cana-5718	15	11	the	the	DET
cana-5718	15	12	waist	waist	NOUN
cana-5718	15	13	;	;	PUNCT
cana-5718	15	14	persistently	persistently	ADV
cana-5718	15	15	high	high	ADJ
cana-5718	15	16	blood	blood	NOUN
cana-5718	15	17	pressure	pressure	NOUN
cana-5718	15	18	,	,	PUNCT
cana-5718	15	19	which	which	PRON
cana-5718	15	20	damages	damage	VERB
cana-5718	15	21	the	the	DET
cana-5718	15	22	heart	heart	NOUN
cana-5718	15	23	and	and	CCONJ
cana-5718	15	24	arteries	artery	NOUN
cana-5718	15	25	;	;	PUNCT
cana-5718	15	26	and	and	CCONJ
cana-5718	15	27	hyperglycemia	hyperglycemia	NOUN
cana-5718	15	28	,	,	PUNCT
cana-5718	15	29	which	which	PRON
cana-5718	15	30	contributes	contribute	VERB
cana-5718	15	31	to	to	ADP
cana-5718	15	32	blood	blood	NOUN
cana-5718	15	33	vessel	vessel	NOUN
cana-5718	15	34	damage	damage	NOUN
cana-5718	15	35	and	and	CCONJ
cana-5718	15	36	clotting	clotting	NOUN
cana-5718	15	37	.	.	PUNCT
cana-5718	16	1	elevated	elevate	VERB
cana-5718	16	2	triglyceride	triglyceride	ADJ
cana-5718	16	3	levels	level	NOUN
cana-5718	16	4	and	and	CCONJ
cana-5718	16	5	low	low	ADJ
cana-5718	16	6	levels	level	NOUN
cana-5718	16	7	of	of	ADP
cana-5718	16	8	hdl	hdl	PROPN
cana-5718	16	9	cholesterol	cholesterol	PROPN
cana-5718	16	10	disrupt	disrupt	VERB
cana-5718	16	11	healthy	healthy	ADJ
cana-5718	16	12	blood	blood	NOUN
cana-5718	16	13	lipid	lipid	NOUN
cana-5718	16	14	balance	balance	NOUN
cana-5718	16	15	,	,	PUNCT
cana-5718	16	16	increasing	increase	VERB
cana-5718	16	17	heart	heart	NOUN
cana-5718	16	18	disease	disease	NOUN
cana-5718	16	19	risk	risk	NOUN
cana-5718	16	20	.	.	PUNCT
cana-5718	17	1	additional	additional	ADJ
cana-5718	17	2	indicators	indicator	NOUN
cana-5718	17	3	include	include	VERB
cana-5718	17	4	high	high	ADJ
cana-5718	17	5	levels	level	NOUN
cana-5718	17	6	of	of	ADP
cana-5718	17	7	glycated	glycate	VERB
cana-5718	17	8	hemoglobin	hemoglobin	NOUN
cana-5718	17	9	(	(	PUNCT
cana-5718	17	10	hba1c	hba1c	PROPN
cana-5718	17	11	)	)	PUNCT
cana-5718	17	12	,	,	PUNCT
cana-5718	17	13	which	which	PRON
cana-5718	17	14	reflects	reflect	VERB
cana-5718	17	15	long	long	ADJ
cana-5718	17	16	-	-	PUNCT
cana-5718	17	17	term	term	NOUN
cana-5718	17	18	blood	blood	NOUN
cana-5718	17	19	sugar	sugar	NOUN
cana-5718	17	20	levels	level	NOUN
cana-5718	17	21	,	,	PUNCT
cana-5718	17	22	and	and	CCONJ
cana-5718	17	23	a	a	DET
cana-5718	17	24	high	high	ADJ
cana-5718	17	25	triglycerideto	triglycerideto	NOUN
cana-5718	17	26	-	-	PUNCT
cana-5718	17	27	hdl	hdl	NOUN
cana-5718	17	28	ratio	ratio	NOUN
cana-5718	17	29	,	,	PUNCT
cana-5718	17	30	with	with	ADP
cana-5718	17	31	values	value	NOUN
cana-5718	17	32	over	over	ADP
cana-5718	17	33	4	4	NUM
cana-5718	17	34	indicating	indicate	VERB
cana-5718	17	35	a	a	DET
cana-5718	17	36	greater	great	ADJ
cana-5718	17	37	risk	risk	NOUN
cana-5718	17	38	for	for	ADP
cana-5718	17	39	heart	heart	NOUN
cana-5718	17	40	disease[2]-[4	disease[2]-[4	PROPN
cana-5718	17	41	]	]	PUNCT
cana-5718	17	42	.	.	PUNCT
cana-5718	18	1	blood	blood	NOUN
cana-5718	18	2	tests	test	NOUN
cana-5718	18	3	offer	offer	VERB
cana-5718	18	4	crucial	crucial	ADJ
cana-5718	18	5	insights	insight	NOUN
cana-5718	18	6	into	into	ADP
cana-5718	18	7	our	our	PRON
cana-5718	18	8	health	health	NOUN
cana-5718	18	9	right	right	ADV
cana-5718	18	10	from	from	ADP
cana-5718	18	11	basic	basic	ADJ
cana-5718	18	12	cell	cell	NOUN
cana-5718	18	13	counts	count	NOUN
cana-5718	18	14	like	like	ADP
cana-5718	18	15	rbcs	rbc	NOUN
cana-5718	18	16	,	,	PUNCT
cana-5718	18	17	wbcs	wbc	NOUN
cana-5718	18	18	,	,	PUNCT
cana-5718	18	19	and	and	CCONJ
cana-5718	18	20	platelets	platelet	VERB
cana-5718	18	21	to	to	PART
cana-5718	18	22	organ	organ	NOUN
cana-5718	18	23	function	function	NOUN
cana-5718	18	24	markers	marker	NOUN
cana-5718	18	25	such	such	ADJ
cana-5718	18	26	as	as	ADP
cana-5718	18	27	liver	liver	NOUN
cana-5718	18	28	enzymes	enzyme	NOUN
cana-5718	18	29	,	,	PUNCT
cana-5718	18	30	kidney	kidney	NOUN
cana-5718	18	31	filtration	filtration	NOUN
cana-5718	18	32	,	,	PUNCT
cana-5718	18	33	and	and	CCONJ
cana-5718	18	34	cholesterol	cholesterol	NOUN
cana-5718	18	35	levels	level	NOUN
cana-5718	18	36	.	.	PUNCT
cana-5718	19	1	they	they	PRON
cana-5718	19	2	help	help	VERB
cana-5718	19	3	diagnose	diagnose	VERB
cana-5718	19	4	a	a	DET
cana-5718	19	5	wide	wide	ADJ
cana-5718	19	6	range	range	NOUN
cana-5718	19	7	of	of	ADP
cana-5718	19	8	conditions	condition	NOUN
cana-5718	19	9	—	—	PUNCT
cana-5718	19	10	from	from	ADP
cana-5718	19	11	infections	infection	NOUN
cana-5718	19	12	and	and	CCONJ
cana-5718	19	13	anemia	anemia	NOUN
cana-5718	19	14	to	to	ADP
cana-5718	19	15	heart	heart	NOUN
cana-5718	19	16	disease	disease	NOUN
cana-5718	19	17	and	and	CCONJ
cana-5718	19	18	diabetes	diabetes	NOUN
cana-5718	19	19	.	.	PUNCT
cana-5718	20	1	however	however	ADV
cana-5718	20	2	,	,	PUNCT
cana-5718	20	3	these	these	DET
cana-5718	20	4	reports	report	NOUN
cana-5718	20	5	are	be	AUX
cana-5718	20	6	often	often	ADV
cana-5718	20	7	difficult	difficult	ADJ
cana-5718	20	8	for	for	SCONJ
cana-5718	20	9	people	people	NOUN
cana-5718	20	10	to	to	PART
cana-5718	20	11	understand	understand	VERB
cana-5718	20	12	because	because	SCONJ
cana-5718	20	13	of	of	ADP
cana-5718	20	14	complex	complex	ADJ
cana-5718	20	15	medical	medical	ADJ
cana-5718	20	16	terms	term	NOUN
cana-5718	20	17	and	and	CCONJ
cana-5718	20	18	abbreviations	abbreviation	NOUN
cana-5718	20	19	.	.	PUNCT
cana-5718	21	1	minor	minor	ADJ
cana-5718	21	2	changes	change	NOUN
cana-5718	21	3	in	in	ADP
cana-5718	21	4	values	value	NOUN
cana-5718	21	5	are	be	AUX
cana-5718	21	6	often	often	ADV
cana-5718	21	7	mistaken	mistaken	ADJ
cana-5718	21	8	for	for	ADP
cana-5718	21	9	serious	serious	ADJ
cana-5718	21	10	problems	problem	NOUN
cana-5718	21	11	when	when	SCONJ
cana-5718	21	12	they	they	PRON
cana-5718	21	13	may	may	AUX
cana-5718	21	14	not	not	PART
cana-5718	21	15	be	be	AUX
cana-5718	21	16	clinically	clinically	ADV
cana-5718	21	17	significant	significant	ADJ
cana-5718	21	18	.	.	PUNCT
cana-5718	22	1	we	we	PRON
cana-5718	22	2	have	have	AUX
cana-5718	22	3	aimed	aim	VERB
cana-5718	22	4	address	address	NOUN
cana-5718	22	5	these	these	DET
cana-5718	22	6	issues	issue	NOUN
cana-5718	22	7	by	by	ADP
cana-5718	22	8	building	build	VERB
cana-5718	22	9	a	a	DET
cana-5718	22	10	generative	generative	ADJ
cana-5718	22	11	ai	ai	NOUN
cana-5718	22	12	model	model	NOUN
cana-5718	22	13	that	that	PRON
cana-5718	22	14	provides	provide	VERB
cana-5718	22	15	clear	clear	ADJ
cana-5718	22	16	and	and	CCONJ
cana-5718	22	17	meaningful	meaningful	ADJ
cana-5718	22	18	explanations	explanation	NOUN
cana-5718	22	19	of	of	ADP
cana-5718	22	20	blood	blood	NOUN
cana-5718	22	21	test	test	NOUN
cana-5718	22	22	results	result	NOUN
cana-5718	22	23	with	with	ADP
cana-5718	22	24	focus	focus	NOUN
cana-5718	22	25	on	on	ADP
cana-5718	22	26	the	the	DET
cana-5718	22	27	detecting	detecting	NOUN
cana-5718	22	28	and	and	CCONJ
cana-5718	22	29	reversing	reversing	NOUN
cana-5718	22	30	of	of	ADP
cana-5718	22	31	metabolic	metabolic	NOUN
cana-5718	22	32	syndromes	syndrome	NOUN
cana-5718	22	33	.	.	PUNCT
cana-5718	23	1	the	the	DET
cana-5718	23	2	paper	paper	NOUN
cana-5718	23	3	is	be	AUX
cana-5718	23	4	organized	organize	VERB
cana-5718	23	5	into	into	ADP
cana-5718	23	6	sections	section	NOUN
cana-5718	23	7	that	that	PRON
cana-5718	23	8	cover	cover	VERB
cana-5718	23	9	the	the	DET
cana-5718	23	10	problem	problem	NOUN
cana-5718	23	11	,	,	PUNCT
cana-5718	23	12	related	related	ADJ
cana-5718	23	13	research	research	NOUN
cana-5718	23	14	,	,	PUNCT
cana-5718	23	15	feature	feature	NOUN
cana-5718	23	16	selection	selection	NOUN
cana-5718	23	17	,	,	PUNCT
cana-5718	23	18	model	model	NOUN
cana-5718	23	19	implementation	implementation	NOUN
cana-5718	23	20	,	,	PUNCT
cana-5718	23	21	results	result	NOUN
cana-5718	23	22	,	,	PUNCT
cana-5718	23	23	conclusion	conclusion	NOUN
cana-5718	23	24	,	,	PUNCT
cana-5718	23	25	and	and	CCONJ
cana-5718	23	26	future	future	ADJ
cana-5718	23	27	work	work	NOUN
cana-5718	23	28	.	.	PUNCT
cana-5718	24	1	mailto:1arohikarhade@gmail.com	mailto:1arohikarhade@gmail.com	X
cana-5718	24	2	mailto:220.ishaverma@gmail.com	mailto:220.ishaverma@gmail.com	X
cana-5718	25	1	mailto:3varadgadaokar1510@gmail.com	mailto:3varadgadaokar1510@gmail.com	PROPN
cana-5718	25	2	mailto:4jsmahajan@pict.edu	mailto:4jsmahajan@pict.edu	PROPN
cana-5718	25	3	communications	communication	NOUN
cana-5718	25	4	on	on	ADP
cana-5718	25	5	applied	apply	VERB
cana-5718	25	6	nonlinear	nonlinear	ADJ
cana-5718	25	7	analysis	analysis	NOUN
cana-5718	25	8	issn	issn	NOUN
cana-5718	25	9	:	:	PUNCT
cana-5718	25	10	1074	1074	NUM
cana-5718	25	11	-	-	PUNCT
cana-5718	25	12	133x	133x	NUM
cana-5718	25	13	vol	vol	VERB
cana-5718	25	14	32	32	NUM
cana-5718	25	15	no	no	NOUN
cana-5718	25	16	.	.	PUNCT
cana-5718	26	1	10s	10	NOUN
cana-5718	26	2	(	(	PUNCT
cana-5718	26	3	2025	2025	NUM
cana-5718	26	4	)	)	PUNCT
cana-5718	26	5	2772	2772	NUM
cana-5718	26	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	26	7	2	2	NUM
cana-5718	26	8	problem	problem	NOUN
cana-5718	26	9	statement	statement	NOUN
cana-5718	26	10	the	the	DET
cana-5718	26	11	growing	grow	VERB
cana-5718	26	12	phenomenon	phenomenon	NOUN
cana-5718	26	13	of	of	ADP
cana-5718	26	14	metabolic	metabolic	NOUN
cana-5718	26	15	syndromes	syndrome	NOUN
cana-5718	26	16	tell	tell	VERB
cana-5718	26	17	us	we	PRON
cana-5718	26	18	the	the	DET
cana-5718	26	19	need	need	NOUN
cana-5718	26	20	for	for	ADP
cana-5718	26	21	effective	effective	ADJ
cana-5718	26	22	tools	tool	NOUN
cana-5718	26	23	that	that	PRON
cana-5718	26	24	help	help	VERB
cana-5718	26	25	people	people	NOUN
cana-5718	26	26	to	to	PART
cana-5718	26	27	understand	understand	VERB
cana-5718	26	28	and	and	CCONJ
cana-5718	26	29	act	act	VERB
cana-5718	26	30	on	on	ADP
cana-5718	26	31	their	their	PRON
cana-5718	26	32	blood	blood	NOUN
cana-5718	26	33	test	test	NOUN
cana-5718	26	34	reports	report	NOUN
cana-5718	26	35	.	.	PUNCT
cana-5718	27	1	often	often	ADV
cana-5718	27	2	the	the	DET
cana-5718	27	3	blood	blood	NOUN
cana-5718	27	4	test	test	NOUN
cana-5718	27	5	reports	report	NOUN
cana-5718	27	6	contain	contain	VERB
cana-5718	27	7	complex	complex	ADJ
cana-5718	27	8	and	and	CCONJ
cana-5718	27	9	technical	technical	ADJ
cana-5718	27	10	jargon	jargon	NOUN
cana-5718	27	11	that	that	PRON
cana-5718	27	12	make	make	VERB
cana-5718	27	13	it	it	PRON
cana-5718	27	14	difficult	difficult	ADJ
cana-5718	27	15	for	for	SCONJ
cana-5718	27	16	common	common	ADJ
cana-5718	27	17	man	man	NOUN
cana-5718	27	18	to	to	PART
cana-5718	27	19	interpret	interpret	VERB
cana-5718	27	20	key	key	ADJ
cana-5718	27	21	health	health	NOUN
cana-5718	27	22	indicators	indicator	NOUN
cana-5718	27	23	and	and	CCONJ
cana-5718	27	24	take	take	VERB
cana-5718	27	25	preventive	preventive	ADJ
cana-5718	27	26	measures	measure	NOUN
cana-5718	27	27	through	through	ADP
cana-5718	27	28	natural	natural	ADJ
cana-5718	27	29	methods	method	NOUN
cana-5718	27	30	such	such	ADJ
cana-5718	27	31	as	as	ADP
cana-5718	27	32	diet	diet	NOUN
cana-5718	27	33	and	and	CCONJ
cana-5718	27	34	lifestyle	lifestyle	NOUN
cana-5718	27	35	changes	change	NOUN
cana-5718	27	36	.	.	PUNCT
cana-5718	28	1	we	we	PRON
cana-5718	28	2	have	have	AUX
cana-5718	28	3	proposed	propose	VERB
cana-5718	28	4	a	a	DET
cana-5718	28	5	genai	genai	NOUN
cana-5718	28	6	-	-	PUNCT
cana-5718	28	7	based	base	VERB
cana-5718	28	8	system	system	NOUN
cana-5718	28	9	built	build	VERB
cana-5718	28	10	on	on	ADP
cana-5718	28	11	the	the	DET
cana-5718	28	12	retrieval	retrieval	NOUN
cana-5718	28	13	-	-	PUNCT
cana-5718	28	14	augmented	augment	VERB
cana-5718	28	15	generation	generation	NOUN
cana-5718	28	16	(	(	PUNCT
cana-5718	28	17	rag	rag	NOUN
cana-5718	28	18	)	)	PUNCT
cana-5718	28	19	framework	framework	NOUN
cana-5718	28	20	to	to	PART
cana-5718	28	21	solve	solve	VERB
cana-5718	28	22	this	this	DET
cana-5718	28	23	problem	problem	NOUN
cana-5718	28	24	.	.	PUNCT
cana-5718	29	1	our	our	PRON
cana-5718	29	2	system	system	NOUN
cana-5718	29	3	uses	use	VERB
cana-5718	29	4	rag	rag	NOUN
cana-5718	29	5	to	to	PART
cana-5718	29	6	generate	generate	VERB
cana-5718	29	7	answers	answer	NOUN
cana-5718	29	8	that	that	PRON
cana-5718	29	9	simplify	simplify	VERB
cana-5718	29	10	the	the	DET
cana-5718	29	11	complex	complex	ADJ
cana-5718	29	12	medical	medical	ADJ
cana-5718	29	13	terminologies	terminology	NOUN
cana-5718	29	14	by	by	ADP
cana-5718	29	15	retrieving	retrieve	VERB
cana-5718	29	16	knowledge	knowledge	NOUN
cana-5718	29	17	about	about	ADP
cana-5718	29	18	the	the	DET
cana-5718	29	19	relevant	relevant	ADJ
cana-5718	29	20	domain	domain	NOUN
cana-5718	29	21	.	.	PUNCT
cana-5718	30	1	it	it	PRON
cana-5718	30	2	identifies	identify	VERB
cana-5718	30	3	patterns	pattern	NOUN
cana-5718	30	4	or	or	CCONJ
cana-5718	30	5	values	value	NOUN
cana-5718	30	6	linked	link	VERB
cana-5718	30	7	to	to	ADP
cana-5718	30	8	metabolic	metabolic	NOUN
cana-5718	30	9	syndromes	syndrome	NOUN
cana-5718	30	10	and	and	CCONJ
cana-5718	30	11	provides	provide	VERB
cana-5718	30	12	personalized	personalized	ADJ
cana-5718	30	13	,	,	PUNCT
cana-5718	30	14	context	context	NOUN
cana-5718	30	15	-	-	PUNCT
cana-5718	30	16	aware	aware	ADJ
cana-5718	30	17	lifestyle	lifestyle	NOUN
cana-5718	30	18	and	and	CCONJ
cana-5718	30	19	dietary	dietary	ADJ
cana-5718	30	20	recommendations	recommendation	NOUN
cana-5718	30	21	.	.	PUNCT
cana-5718	31	1	by	by	ADP
cana-5718	31	2	improving	improve	VERB
cana-5718	31	3	the	the	DET
cana-5718	31	4	clarity	clarity	NOUN
cana-5718	31	5	and	and	CCONJ
cana-5718	31	6	accessibility	accessibility	NOUN
cana-5718	31	7	of	of	ADP
cana-5718	31	8	blood	blood	NOUN
cana-5718	31	9	test	test	NOUN
cana-5718	31	10	interpretations	interpretation	NOUN
cana-5718	31	11	,	,	PUNCT
cana-5718	31	12	our	our	PRON
cana-5718	31	13	system	system	NOUN
cana-5718	31	14	supports	support	VERB
cana-5718	31	15	informed	informed	ADJ
cana-5718	31	16	decision	decision	NOUN
cana-5718	31	17	-	-	PUNCT
cana-5718	31	18	making	making	NOUN
cana-5718	31	19	and	and	CCONJ
cana-5718	31	20	encourages	encourage	VERB
cana-5718	31	21	preventive	preventive	ADJ
cana-5718	31	22	healthcare	healthcare	NOUN
cana-5718	31	23	.	.	PUNCT
cana-5718	32	1	3	3	NUM
cana-5718	32	2	literature	literature	NOUN
cana-5718	32	3	survey	survey	NOUN
cana-5718	32	4	table	table	NOUN
cana-5718	32	5	1	1	NUM
cana-5718	32	6	.	.	PUNCT
cana-5718	32	7	summarizes	summarize	NOUN
cana-5718	32	8	five	five	NUM
cana-5718	32	9	papers	paper	NOUN
cana-5718	32	10	that	that	PRON
cana-5718	32	11	highlight	highlight	VERB
cana-5718	32	12	the	the	DET
cana-5718	32	13	importance	importance	NOUN
cana-5718	32	14	that	that	PRON
cana-5718	32	15	ai	ai	VERB
cana-5718	32	16	and	and	CCONJ
cana-5718	32	17	lifestyle	lifestyle	NOUN
cana-5718	32	18	has	have	VERB
cana-5718	32	19	in	in	ADP
cana-5718	32	20	the	the	DET
cana-5718	32	21	field	field	NOUN
cana-5718	32	22	of	of	ADP
cana-5718	32	23	healthcare	healthcare	PROPN
cana-5718	32	24	.	.	PUNCT
cana-5718	33	1	the	the	DET
cana-5718	33	2	first	first	ADJ
cana-5718	33	3	paper	paper	NOUN
cana-5718	33	4	discusses	discuss	VERB
cana-5718	33	5	diet	diet	NOUN
cana-5718	33	6	,	,	PUNCT
cana-5718	33	7	physical	physical	ADJ
cana-5718	33	8	activity	activity	NOUN
cana-5718	33	9	,	,	PUNCT
cana-5718	33	10	and	and	CCONJ
cana-5718	33	11	one	one	NUM
cana-5718	33	12	’s	’s	ADJ
cana-5718	33	13	way	way	NOUN
cana-5718	33	14	of	of	ADP
cana-5718	33	15	life	life	NOUN
cana-5718	33	16	can	can	AUX
cana-5718	33	17	affect	affect	VERB
cana-5718	33	18	metabolic	metabolic	NOUN
cana-5718	33	19	syndromes	syndrome	NOUN
cana-5718	33	20	or	or	CCONJ
cana-5718	33	21	the	the	DET
cana-5718	33	22	likelihood	likelihood	NOUN
cana-5718	33	23	of	of	ADP
cana-5718	33	24	developing	develop	VERB
cana-5718	33	25	one	one	NUM
cana-5718	33	26	.	.	PUNCT
cana-5718	34	1	both	both	CCONJ
cana-5718	34	2	the	the	DET
cana-5718	34	3	second	second	ADJ
cana-5718	34	4	and	and	CCONJ
cana-5718	34	5	third	third	ADJ
cana-5718	34	6	papers	paper	NOUN
cana-5718	34	7	discuss	discuss	VERB
cana-5718	34	8	about	about	ADP
cana-5718	34	9	ai	ai	ADJ
cana-5718	34	10	-	-	PUNCT
cana-5718	34	11	generated	generate	VERB
cana-5718	34	12	responses	response	NOUN
cana-5718	34	13	in	in	ADP
cana-5718	34	14	healthcare	healthcare	NOUN
cana-5718	34	15	,	,	PUNCT
cana-5718	34	16	specifically	specifically	ADV
cana-5718	34	17	how	how	SCONJ
cana-5718	34	18	chatgpt	chatgpt	NOUN
cana-5718	34	19	performs	perform	VERB
cana-5718	34	20	in	in	ADP
cana-5718	34	21	mock	mock	ADJ
cana-5718	34	22	clinics	clinic	NOUN
cana-5718	34	23	and	and	CCONJ
cana-5718	34	24	the	the	DET
cana-5718	34	25	pros	pro	NOUN
cana-5718	34	26	and	and	CCONJ
cana-5718	34	27	cons	con	NOUN
cana-5718	34	28	of	of	ADP
cana-5718	34	29	ai	ai	ADJ
cana-5718	34	30	integration	integration	NOUN
cana-5718	34	31	into	into	ADP
cana-5718	34	32	clinical	clinical	ADJ
cana-5718	34	33	discourse	discourse	NOUN
cana-5718	34	34	.	.	PUNCT
cana-5718	35	1	the	the	DET
cana-5718	35	2	fourth	fourth	ADJ
cana-5718	35	3	paper	paper	NOUN
cana-5718	35	4	has	have	VERB
cana-5718	35	5	a	a	DET
cana-5718	35	6	wider	wide	ADJ
cana-5718	35	7	scope	scope	NOUN
cana-5718	35	8	discussing	discuss	VERB
cana-5718	35	9	generative	generative	NOUN
cana-5718	35	10	ai	ai	VERB
cana-5718	35	11	in	in	ADP
cana-5718	35	12	healthcare	healthcare	NOUN
cana-5718	35	13	including	include	VERB
cana-5718	35	14	the	the	DET
cana-5718	35	15	components	component	NOUN
cana-5718	35	16	of	of	ADP
cana-5718	35	17	its	its	PRON
cana-5718	35	18	application	application	NOUN
cana-5718	35	19	in	in	ADP
cana-5718	35	20	diagnosis	diagnosis	NOUN
cana-5718	35	21	,	,	PUNCT
cana-5718	35	22	case	case	NOUN
cana-5718	35	23	formulation	formulation	NOUN
cana-5718	35	24	,	,	PUNCT
cana-5718	35	25	and	and	CCONJ
cana-5718	35	26	the	the	DET
cana-5718	35	27	privacy	privacy	NOUN
cana-5718	35	28	concerns	concern	NOUN
cana-5718	35	29	surrounding	surround	VERB
cana-5718	35	30	it	it	PRON
cana-5718	35	31	.	.	PUNCT
cana-5718	36	1	finally	finally	ADV
cana-5718	36	2	,	,	PUNCT
cana-5718	36	3	the	the	DET
cana-5718	36	4	fifth	fifth	ADJ
cana-5718	36	5	and	and	CCONJ
cana-5718	36	6	sixth	sixth	ADJ
cana-5718	36	7	papers	paper	NOUN
cana-5718	36	8	(	(	PUNCT
cana-5718	36	9	related	related	ADJ
cana-5718	36	10	)	)	PUNCT
cana-5718	36	11	focus	focus	NOUN
cana-5718	36	12	on	on	ADP
cana-5718	36	13	rag	rag	NOUN
cana-5718	36	14	-	-	PUNCT
cana-5718	36	15	based	base	VERB
cana-5718	36	16	systems	system	NOUN
cana-5718	36	17	,	,	PUNCT
cana-5718	36	18	demonstrating	demonstrate	VERB
cana-5718	36	19	how	how	SCONJ
cana-5718	36	20	combining	combine	VERB
cana-5718	36	21	retrieval	retrieval	NOUN
cana-5718	36	22	-	-	PUNCT
cana-5718	36	23	augmented	augment	VERB
cana-5718	36	24	generation	generation	NOUN
cana-5718	36	25	with	with	ADP
cana-5718	36	26	medical	medical	ADJ
cana-5718	36	27	datasets	dataset	NOUN
cana-5718	36	28	can	can	AUX
cana-5718	36	29	enhance	enhance	VERB
cana-5718	36	30	clinical	clinical	ADJ
cana-5718	36	31	reasoning	reasoning	NOUN
cana-5718	36	32	and	and	CCONJ
cana-5718	36	33	personalize	personalize	VERB
cana-5718	36	34	treatment	treatment	NOUN
cana-5718	36	35	plans	plan	NOUN
cana-5718	36	36	,	,	PUNCT
cana-5718	36	37	with	with	ADP
cana-5718	36	38	performance	performance	NOUN
cana-5718	36	39	varying	vary	VERB
cana-5718	36	40	based	base	VERB
cana-5718	36	41	on	on	ADP
cana-5718	36	42	tuning	tune	VERB
cana-5718	36	43	strategies	strategy	NOUN
cana-5718	36	44	.	.	PUNCT
cana-5718	37	1	table	table	NOUN
cana-5718	37	2	1	1	NUM
cana-5718	37	3	.	.	PUNCT
cana-5718	38	1	summaries	summary	NOUN
cana-5718	38	2	of	of	ADP
cana-5718	38	3	related	related	ADJ
cana-5718	38	4	papers	paper	NOUN
cana-5718	38	5	in	in	ADP
cana-5718	38	6	healthcare	healthcare	PROPN
cana-5718	38	7	and	and	CCONJ
cana-5718	38	8	generative	generative	ADJ
cana-5718	38	9	ai	ai	PROPN
cana-5718	38	10	paper	paper	NOUN
cana-5718	38	11	title	title	NOUN
cana-5718	38	12	summary	summary	NOUN
cana-5718	38	13	dietary	dietary	ADJ
cana-5718	38	14	and	and	CCONJ
cana-5718	38	15	lifestyle	lifestyle	NOUN
cana-5718	38	16	risk	risk	NOUN
cana-5718	38	17	factors	factor	NOUN
cana-5718	38	18	and	and	CCONJ
cana-5718	38	19	metabolic	metabolic	NOUN
cana-5718	38	20	syndrome	syndrome	NOUN
cana-5718	38	21	:	:	PUNCT
cana-5718	38	22	litera	litera	PROPN
cana-5718	38	23	ture	ture	PROPN
cana-5718	38	24	review	review	PROPN
cana-5718	38	25	[	[	X
cana-5718	38	26	5	5	X
cana-5718	38	27	]	]	PUNCT
cana-5718	38	28	this	this	DET
cana-5718	38	29	review	review	NOUN
cana-5718	38	30	explores	explore	VERB
cana-5718	38	31	how	how	SCONJ
cana-5718	38	32	diet	diet	NOUN
cana-5718	38	33	,	,	PUNCT
cana-5718	38	34	physical	physical	ADJ
cana-5718	38	35	activity	activity	NOUN
cana-5718	38	36	,	,	PUNCT
cana-5718	38	37	and	and	CCONJ
cana-5718	38	38	lifestyle	lifestyle	NOUN
cana-5718	38	39	factors	factor	NOUN
cana-5718	38	40	contribute	contribute	VERB
cana-5718	38	41	to	to	ADP
cana-5718	38	42	metabolic	metabolic	NOUN
cana-5718	38	43	syndrome	syndrome	NOUN
cana-5718	38	44	.	.	PUNCT
cana-5718	39	1	it	it	PRON
cana-5718	39	2	emphasizes	emphasize	VERB
cana-5718	39	3	the	the	DET
cana-5718	39	4	impact	impact	NOUN
cana-5718	39	5	of	of	ADP
cana-5718	39	6	nutrition	nutrition	NOUN
cana-5718	39	7	and	and	CCONJ
cana-5718	39	8	exercise	exercise	VERB
cana-5718	39	9	on	on	ADP
cana-5718	39	10	health	health	NOUN
cana-5718	39	11	and	and	CCONJ
cana-5718	39	12	prevention	prevention	NOUN
cana-5718	39	13	strategies	strategy	NOUN
cana-5718	39	14	.	.	PUNCT
cana-5718	40	1	evaluating	evaluate	VERB
cana-5718	40	2	the	the	DET
cana-5718	40	3	feasibility	feasibility	NOUN
cana-5718	40	4	of	of	ADP
cana-5718	40	5	chat	chat	NOUN
cana-5718	40	6	gpt	gpt	NOUN
cana-5718	40	7	in	in	ADP
cana-5718	40	8	healthcare	healthcare	NOUN
cana-5718	40	9	[	[	X
cana-5718	40	10	6	6	X
cana-5718	40	11	]	]	PUNCT
cana-5718	40	12	this	this	DET
cana-5718	40	13	paper	paper	NOUN
cana-5718	40	14	assesses	assesse	NOUN
cana-5718	40	15	chatgpt	chatgpt	NOUN
cana-5718	40	16	’s	’s	PART
cana-5718	40	17	suitability	suitability	NOUN
cana-5718	40	18	for	for	ADP
cana-5718	40	19	clinical	clinical	ADJ
cana-5718	40	20	and	and	CCONJ
cana-5718	40	21	research	research	NOUN
cana-5718	40	22	use	use	NOUN
cana-5718	40	23	,	,	PUNCT
cana-5718	40	24	highlighting	highlight	VERB
cana-5718	40	25	its	its	PRON
cana-5718	40	26	potential	potential	NOUN
cana-5718	40	27	in	in	ADP
cana-5718	40	28	healthcare	healthcare	NOUN
cana-5718	40	29	applications	application	NOUN
cana-5718	40	30	,	,	PUNCT
cana-5718	40	31	while	while	SCONJ
cana-5718	40	32	addressing	address	VERB
cana-5718	40	33	concerns	concern	NOUN
cana-5718	40	34	of	of	ADP
cana-5718	40	35	privacy	privacy	NOUN
cana-5718	40	36	and	and	CCONJ
cana-5718	40	37	data	datum	NOUN
cana-5718	40	38	accuracy	accuracy	NOUN
cana-5718	40	39	.	.	PUNCT
cana-5718	41	1	ai	ai	VERB
cana-5718	41	2	-	-	PUNCT
cana-5718	41	3	generated	generate	VERB
cana-5718	41	4	draft	draft	NOUN
cana-5718	41	5	replies	reply	NOUN
cana-5718	41	6	in	in	ADP
cana-5718	41	7	health	health	NOUN
cana-5718	41	8	records	record	NOUN
cana-5718	41	9	and	and	CCONJ
cana-5718	41	10	physicians	physician	NOUN
cana-5718	41	11	’	'	PUNCT
cana-5718	41	12	electronic	electronic	ADJ
cana-5718	41	13	communication	communication	NOUN
cana-5718	41	14	[	[	X
cana-5718	41	15	7	7	X
cana-5718	41	16	]	]	PUNCT
cana-5718	41	17	this	this	DET
cana-5718	41	18	study	study	NOUN
cana-5718	41	19	examines	examine	VERB
cana-5718	41	20	the	the	DET
cana-5718	41	21	use	use	NOUN
cana-5718	41	22	of	of	ADP
cana-5718	41	23	ai	ai	ADJ
cana-5718	41	24	-	-	PUNCT
cana-5718	41	25	generated	generate	VERB
cana-5718	41	26	responses	response	NOUN
cana-5718	41	27	in	in	ADP
cana-5718	41	28	electronic	electronic	ADJ
cana-5718	41	29	health	health	NOUN
cana-5718	41	30	records	record	NOUN
cana-5718	41	31	,	,	PUNCT
cana-5718	41	32	noting	note	VERB
cana-5718	41	33	benefits	benefit	NOUN
cana-5718	41	34	in	in	ADP
cana-5718	41	35	efficiency	efficiency	NOUN
cana-5718	41	36	,	,	PUNCT
cana-5718	41	37	though	though	SCONJ
cana-5718	41	38	personalization	personalization	NOUN
cana-5718	41	39	and	and	CCONJ
cana-5718	41	40	ethical	ethical	ADJ
cana-5718	41	41	concerns	concern	NOUN
cana-5718	41	42	remain	remain	VERB
cana-5718	41	43	critical	critical	ADJ
cana-5718	41	44	challenges	challenge	NOUN
cana-5718	41	45	.	.	PUNCT
cana-5718	42	1	generative	generative	NOUN
cana-5718	42	2	ai	ai	VERB
cana-5718	42	3	for	for	ADP
cana-5718	42	4	transformer	transformer	ADJ
cana-5718	42	5	healthcare	healthcare	NOUN
cana-5718	42	6	:	:	PUNCT
cana-5718	42	7	a	a	DET
cana-5718	42	8	comprehensive	comprehensive	ADJ
cana-5718	42	9	study	study	NOUN
cana-5718	43	1	[	[	X
cana-5718	43	2	8	8	X
cana-5718	43	3	]	]	PUNCT
cana-5718	43	4	this	this	DET
cana-5718	43	5	study	study	NOUN
cana-5718	43	6	analyzes	analyze	VERB
cana-5718	43	7	generative	generative	NOUN
cana-5718	43	8	ai	ai	PROPN
cana-5718	43	9	’s	’s	PART
cana-5718	43	10	role	role	NOUN
cana-5718	43	11	in	in	ADP
cana-5718	43	12	healthcare	healthcare	PROPN
cana-5718	43	13	,	,	PUNCT
cana-5718	43	14	reviewing	review	VERB
cana-5718	43	15	applications	application	NOUN
cana-5718	43	16	and	and	CCONJ
cana-5718	43	17	challenges	challenge	NOUN
cana-5718	43	18	,	,	PUNCT
cana-5718	43	19	including	include	VERB
cana-5718	43	20	diagnosis	diagnosis	NOUN
cana-5718	43	21	and	and	CCONJ
cana-5718	43	22	treatment	treatment	NOUN
cana-5718	43	23	applications	application	NOUN
cana-5718	43	24	,	,	PUNCT
cana-5718	43	25	and	and	CCONJ
cana-5718	43	26	data	datum	NOUN
cana-5718	43	27	privacy	privacy	NOUN
cana-5718	43	28	issues	issue	NOUN
cana-5718	43	29	.	.	PUNCT
cana-5718	44	1	medplan	medplan	NOUN
cana-5718	44	2	:	:	PUNCT
cana-5718	44	3	a	a	DET
cana-5718	44	4	two	two	NUM
cana-5718	44	5	-	-	PUNCT
cana-5718	44	6	stage	stage	NOUN
cana-5718	44	7	rag	rag	NOUN
cana-5718	44	8	based	base	VERB
cana-5718	44	9	system	system	NOUN
cana-5718	44	10	for	for	ADP
cana-5718	44	11	personalized	personalized	ADJ
cana-5718	44	12	medical	medical	ADJ
cana-5718	44	13	plan	plan	NOUN
cana-5718	44	14	generation	generation	NOUN
cana-5718	45	1	[	[	X
cana-5718	45	2	9	9	NUM
cana-5718	45	3	]	]	PUNCT
cana-5718	45	4	while	while	SCONJ
cana-5718	45	5	most	most	ADJ
cana-5718	45	6	llm	llm	PROPN
cana-5718	45	7	applications	application	NOUN
cana-5718	45	8	to	to	ADP
cana-5718	45	9	ehrs	ehrs	VERB
cana-5718	45	10	focus	focus	NOUN
cana-5718	45	11	on	on	ADP
cana-5718	45	12	assessment	assessment	NOUN
cana-5718	45	13	,	,	PUNCT
cana-5718	45	14	they	they	PRON
cana-5718	45	15	often	often	ADV
cana-5718	45	16	neglect	neglect	VERB
cana-5718	45	17	realistic	realistic	ADJ
cana-5718	45	18	treatment	treatment	NOUN
cana-5718	45	19	planning	planning	NOUN
cana-5718	45	20	.	.	PUNCT
cana-5718	46	1	it	it	PRON
cana-5718	46	2	improves	improve	VERB
cana-5718	46	3	llm	llm	NOUN
cana-5718	46	4	reasoning	reasoning	NOUN
cana-5718	46	5	by	by	ADP
cana-5718	46	6	mimicking	mimic	VERB
cana-5718	46	7	clinician	clinician	ADJ
cana-5718	46	8	workflows	workflow	NOUN
cana-5718	46	9	—	—	PUNCT
cana-5718	46	10	first	first	ADJ
cana-5718	46	11	generating	generating	NOUN
cana-5718	46	12	assessments	assessment	NOUN
cana-5718	46	13	,	,	PUNCT
cana-5718	46	14	then	then	ADV
cana-5718	46	15	personalized	personalize	VERB
cana-5718	46	16	treatment	treatment	NOUN
cana-5718	46	17	plans	plan	NOUN
cana-5718	46	18	using	use	VERB
cana-5718	46	19	rag	rag	NOUN
cana-5718	46	20	.	.	PUNCT
cana-5718	47	1	systematic	systematic	ADJ
cana-5718	47	2	analysis	analysis	NOUN
cana-5718	47	3	of	of	ADP
cana-5718	47	4	retrieval	retrieval	NOUN
cana-5718	47	5	augmented	augment	VERB
cana-5718	47	6	generation	generation	NOUN
cana-5718	47	7	-	-	PUNCT
cana-5718	47	8	based	base	VERB
cana-5718	47	9	this	this	DET
cana-5718	47	10	study	study	NOUN
cana-5718	47	11	evaluates	evaluate	VERB
cana-5718	47	12	how	how	SCONJ
cana-5718	47	13	combining	combine	VERB
cana-5718	47	14	fine	fine	ADV
cana-5718	47	15	-	-	PUNCT
cana-5718	47	16	tuning	tune	VERB
cana-5718	47	17	rag	rag	NOUN
cana-5718	47	18	can	can	AUX
cana-5718	47	19	improve	improve	VERB
cana-5718	47	20	open	open	ADJ
cana-5718	47	21	-	-	PUNCT
cana-5718	47	22	source	source	NOUN
cana-5718	47	23	llms	llm	NOUN
cana-5718	47	24	for	for	ADP
cana-5718	47	25	medical	medical	ADJ
cana-5718	47	26	tasks	task	NOUN
cana-5718	47	27	.	.	PUNCT
cana-5718	48	1	models	model	NOUN
cana-5718	48	2	were	be	AUX
cana-5718	48	3	trained	train	VERB
cana-5718	48	4	on	on	ADP
cana-5718	48	5	meadow	meadow	NOUN
cana-5718	48	6	-	-	PUNCT
cana-5718	48	7	medqa	medqa	NOUN
cana-5718	48	8	and	and	CCONJ
cana-5718	48	9	communications	communication	NOUN
cana-5718	48	10	on	on	ADP
cana-5718	48	11	applied	apply	VERB
cana-5718	48	12	nonlinear	nonlinear	ADJ
cana-5718	48	13	analysis	analysis	NOUN
cana-5718	48	14	issn	issn	NOUN
cana-5718	48	15	:	:	PUNCT
cana-5718	48	16	1074	1074	NUM
cana-5718	48	17	-	-	PUNCT
cana-5718	48	18	133x	133x	NUM
cana-5718	48	19	vol	vol	VERB
cana-5718	48	20	32	32	NUM
cana-5718	48	21	no	no	NOUN
cana-5718	48	22	.	.	PUNCT
cana-5718	49	1	10s	10	NOUN
cana-5718	49	2	(	(	PUNCT
cana-5718	49	3	2025	2025	NUM
cana-5718	49	4	)	)	PUNCT
cana-5718	49	5	2773	2773	NUM
cana-5718	50	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	50	2	llms	llm	NOUN
cana-5718	50	3	for	for	ADP
cana-5718	50	4	medical	medical	ADJ
cana-5718	50	5	chatbot	chatbot	NOUN
cana-5718	50	6	applications	application	NOUN
cana-5718	50	7	[	[	X
cana-5718	50	8	10	10	NUM
cana-5718	50	9	]	]	SYM
cana-5718	50	10	medmcqa	medmcqa	NOUN
cana-5718	50	11	datasets	dataset	NOUN
cana-5718	50	12	.	.	PUNCT
cana-5718	51	1	two	two	NUM
cana-5718	51	2	qa	qa	PROPN
cana-5718	51	3	methods	method	NOUN
cana-5718	51	4	were	be	AUX
cana-5718	51	5	tested	test	VERB
cana-5718	51	6	—	—	PUNCT
cana-5718	51	7	direct	direct	ADJ
cana-5718	51	8	choice	choice	NOUN
cana-5718	51	9	(	(	PUNCT
cana-5718	51	10	type	type	NOUN
cana-5718	51	11	a	a	NOUN
cana-5718	51	12	)	)	PUNCT
cana-5718	51	13	and	and	CCONJ
cana-5718	51	14	answer	answer	NOUN
cana-5718	51	15	generation	generation	NOUN
cana-5718	51	16	with	with	ADP
cana-5718	51	17	confidence	confidence	NOUN
cana-5718	51	18	(	(	PUNCT
cana-5718	51	19	type	type	NOUN
cana-5718	51	20	b	b	NOUN
cana-5718	51	21	)	)	PUNCT
cana-5718	51	22	.	.	PUNCT
cana-5718	52	1	type	type	VERB
cana-5718	52	2	a	a	DET
cana-5718	52	3	performed	perform	VERB
cana-5718	52	4	the	the	DET
cana-5718	52	5	best	good	ADJ
cana-5718	52	6	.	.	PUNCT
cana-5718	53	1	4	4	NUM
cana-5718	53	2	clinical	clinical	ADJ
cana-5718	53	3	feature	feature	NOUN
cana-5718	53	4	selection	selection	NOUN
cana-5718	53	5	the	the	DET
cana-5718	53	6	following	follow	VERB
cana-5718	53	7	section	section	NOUN
cana-5718	53	8	is	be	AUX
cana-5718	53	9	adapted	adapt	VERB
cana-5718	53	10	from	from	ADP
cana-5718	53	11	our	our	PRON
cana-5718	53	12	previous	previous	ADJ
cana-5718	53	13	publication	publication	NOUN
cana-5718	53	14	\cite{karhade2025genai	\cite{karhade2025genai	PROPN
cana-5718	53	15	}	}	PUNCT
cana-5718	53	16	,	,	PUNCT
cana-5718	53	17	which	which	PRON
cana-5718	53	18	details	detail	VERB
cana-5718	53	19	the	the	DET
cana-5718	53	20	genai	genai	NOUN
cana-5718	53	21	-	-	PUNCT
cana-5718	53	22	based	base	VERB
cana-5718	53	23	approach	approach	NOUN
cana-5718	53	24	to	to	ADP
cana-5718	53	25	analyzing	analyze	VERB
cana-5718	53	26	blood	blood	NOUN
cana-5718	53	27	test	test	NOUN
cana-5718	53	28	reports	report	NOUN
cana-5718	53	29	for	for	ADP
cana-5718	53	30	identifying	identify	VERB
cana-5718	53	31	and	and	CCONJ
cana-5718	53	32	reversing	reverse	VERB
cana-5718	53	33	metabolic	metabolic	NOUN
cana-5718	53	34	syndrome	syndrome	NOUN
cana-5718	53	35	.	.	PUNCT
cana-5718	54	1	the	the	DET
cana-5718	54	2	system	system	NOUN
cana-5718	54	3	performs	perform	VERB
cana-5718	54	4	a	a	DET
cana-5718	54	5	comprehensive	comprehensive	ADJ
cana-5718	54	6	analysis	analysis	NOUN
cana-5718	54	7	of	of	ADP
cana-5718	54	8	key	key	ADJ
cana-5718	54	9	biomarkers	biomarker	NOUN
cana-5718	54	10	associated	associate	VERB
cana-5718	54	11	with	with	ADP
cana-5718	54	12	metabolic	metabolic	NOUN
cana-5718	54	13	disorders	disorder	NOUN
cana-5718	54	14	and	and	CCONJ
cana-5718	54	15	recommends	recommend	VERB
cana-5718	54	16	evidence	evidence	NOUN
cana-5718	54	17	-	-	PUNCT
cana-5718	54	18	based	base	VERB
cana-5718	54	19	dietary	dietary	ADJ
cana-5718	54	20	and	and	CCONJ
cana-5718	54	21	lifestyle	lifestyle	NOUN
cana-5718	54	22	interventions	intervention	NOUN
cana-5718	54	23	aimed	aim	VERB
cana-5718	54	24	at	at	ADP
cana-5718	54	25	mitigating	mitigate	VERB
cana-5718	54	26	associated	associated	ADJ
cana-5718	54	27	health	health	NOUN
cana-5718	54	28	risks	risk	NOUN
cana-5718	54	29	.	.	PUNCT
cana-5718	55	1	based	base	VERB
cana-5718	55	2	on	on	ADP
cana-5718	55	3	an	an	DET
cana-5718	55	4	extensive	extensive	ADJ
cana-5718	55	5	review	review	NOUN
cana-5718	55	6	of	of	ADP
cana-5718	55	7	prior	prior	ADJ
cana-5718	55	8	research	research	NOUN
cana-5718	55	9	conducted	conduct	VERB
cana-5718	55	10	by	by	ADP
cana-5718	55	11	avantza	avantza	PROPN
cana-5718	55	12	technologies	technologies	PROPN
cana-5718	55	13	pvt	pvt	PROPN
cana-5718	55	14	.	.	PROPN
cana-5718	55	15	ltd	ltd	PROPN
cana-5718	55	16	.	.	PROPN
cana-5718	55	17	,	,	PUNCT
cana-5718	55	18	we	we	PRON
cana-5718	55	19	have	have	AUX
cana-5718	55	20	identified	identify	VERB
cana-5718	55	21	and	and	CCONJ
cana-5718	55	22	shortlisted	shortlist	VERB
cana-5718	55	23	33	33	NUM
cana-5718	55	24	critical	critical	ADJ
cana-5718	55	25	blood	blood	NOUN
cana-5718	55	26	parameters	parameter	NOUN
cana-5718	55	27	that	that	PRON
cana-5718	55	28	are	be	AUX
cana-5718	55	29	strongly	strongly	ADV
cana-5718	55	30	correlated	correlate	VERB
cana-5718	55	31	with	with	ADP
cana-5718	55	32	the	the	DET
cana-5718	55	33	onset	onset	NOUN
cana-5718	55	34	and	and	CCONJ
cana-5718	55	35	progression	progression	NOUN
cana-5718	55	36	of	of	ADP
cana-5718	55	37	metabolic	metabolic	NOUN
cana-5718	55	38	syndrome	syndrome	NOUN
cana-5718	55	39	.	.	PUNCT
cana-5718	56	1	the	the	DET
cana-5718	56	2	clinical	clinical	ADJ
cana-5718	56	3	relevance	relevance	NOUN
cana-5718	56	4	and	and	CCONJ
cana-5718	56	5	detailed	detailed	ADJ
cana-5718	56	6	descriptions	description	NOUN
cana-5718	56	7	of	of	ADP
cana-5718	56	8	the	the	DET
cana-5718	56	9	33	33	NUM
cana-5718	56	10	parameters	parameter	NOUN
cana-5718	56	11	selected	select	VERB
cana-5718	56	12	for	for	ADP
cana-5718	56	13	this	this	DET
cana-5718	56	14	study	study	NOUN
cana-5718	56	15	have	have	AUX
cana-5718	56	16	been	be	AUX
cana-5718	56	17	welldocumented	welldocumente	VERB
cana-5718	56	18	in	in	ADP
cana-5718	56	19	our	our	PRON
cana-5718	56	20	earlier	early	ADJ
cana-5718	56	21	publication	publication	NOUN
cana-5718	56	22	\cite{karhade2025genai	\cite{karhade2025genai	NOUN
cana-5718	56	23	}	}	PUNCT
cana-5718	56	24	.	.	PUNCT
cana-5718	57	1	readers	reader	NOUN
cana-5718	57	2	requiring	require	VERB
cana-5718	57	3	a	a	DET
cana-5718	57	4	detailed	detailed	ADJ
cana-5718	57	5	explanation	explanation	NOUN
cana-5718	57	6	of	of	ADP
cana-5718	57	7	each	each	DET
cana-5718	57	8	parameter	parameter	NOUN
cana-5718	57	9	and	and	CCONJ
cana-5718	57	10	its	its	PRON
cana-5718	57	11	significance	significance	NOUN
cana-5718	57	12	with	with	ADP
cana-5718	57	13	respect	respect	NOUN
cana-5718	57	14	to	to	ADP
cana-5718	57	15	metabolic	metabolic	NOUN
cana-5718	57	16	syndrome	syndrome	NOUN
cana-5718	57	17	are	be	AUX
cana-5718	57	18	requested	request	VERB
cana-5718	57	19	to	to	PART
cana-5718	57	20	refer	refer	VERB
cana-5718	57	21	to	to	ADP
cana-5718	57	22	that	that	DET
cana-5718	57	23	work	work	NOUN
cana-5718	57	24	.	.	PUNCT
cana-5718	58	1	the	the	DET
cana-5718	58	2	33	33	NUM
cana-5718	58	3	shortlisted	shortlist	VERB
cana-5718	58	4	parameters	parameter	NOUN
cana-5718	58	5	and	and	CCONJ
cana-5718	58	6	their	their	PRON
cana-5718	58	7	ranges	range	NOUN
cana-5718	58	8	for	for	ADP
cana-5718	58	9	males	male	NOUN
cana-5718	58	10	and	and	CCONJ
cana-5718	58	11	females	female	NOUN
cana-5718	58	12	have	have	AUX
cana-5718	58	13	been	be	AUX
cana-5718	58	14	described	describe	VERB
cana-5718	58	15	in	in	ADP
cana-5718	58	16	table	table	NOUN
cana-5718	58	17	2	2	NUM
cana-5718	58	18	.	.	PUNCT
cana-5718	58	19	table	table	NOUN
cana-5718	58	20	2	2	NUM
cana-5718	58	21	.	.	PUNCT
cana-5718	59	1	parameters	parameter	NOUN
cana-5718	59	2	and	and	CCONJ
cana-5718	59	3	their	their	PRON
cana-5718	59	4	ranges	range	NOUN
cana-5718	59	5	parameter	parameter	NOUN
cana-5718	59	6	type	type	NOUN
cana-5718	59	7	parameter	parameter	NOUN
cana-5718	59	8	name	name	NOUN
cana-5718	59	9	unit	unit	NOUN
cana-5718	59	10	normal	normal	ADJ
cana-5718	59	11	value	value	NOUN
cana-5718	59	12	/	/	SYM
cana-5718	59	13	range	range	NOUN
cana-5718	59	14	optimal	optimal	ADJ
cana-5718	59	15	value	value	NOUN
cana-5718	59	16	/	/	SYM
cana-5718	59	17	range	range	NOUN
cana-5718	59	18	possible	possible	ADJ
cana-5718	59	19	value	value	NOUN
cana-5718	59	20	/	/	SYM
cana-5718	59	21	range	range	NOUN
cana-5718	59	22	cbc	cbc	PROPN
cana-5718	59	23	haemoglobin	haemoglobin	PROPN
cana-5718	59	24	mg	mg	PROPN
cana-5718	59	25	/	/	SYM
cana-5718	59	26	dl	dl	PROPN
cana-5718	59	27	13.817.2(male	13.817.2(male	PROPN
cana-5718	59	28	)	)	PUNCT
cana-5718	59	29	14	14	NUM
cana-5718	59	30	-	-	SYM
cana-5718	59	31	16(male	16(male	NUM
cana-5718	59	32	)	)	PUNCT
cana-5718	59	33	6	6	NUM
cana-5718	59	34	-	-	SYM
cana-5718	59	35	20(male	20(male	NUM
cana-5718	59	36	)	)	PUNCT
cana-5718	59	37	12.115.1(female	12.115.1(female	NUM
cana-5718	59	38	)	)	PUNCT
cana-5718	59	39	1315(female	1315(female	NUM
cana-5718	59	40	)	)	PUNCT
cana-5718	59	41	5	5	NUM
cana-5718	59	42	-	-	SYM
cana-5718	59	43	18(female	18(female	NUM
cana-5718	59	44	)	)	PUNCT
cana-5718	59	45	rdw	rdw	ADJ
cana-5718	59	46	%	%	NOUN
cana-5718	59	47	11	11	NUM
cana-5718	59	48	-	-	SYM
cana-5718	59	49	15	15	NUM
cana-5718	59	50	11.5	11.5	NUM
cana-5718	59	51	-	-	SYM
cana-5718	59	52	14.5	14.5	NUM
cana-5718	59	53	9	9	NUM
cana-5718	59	54	-	-	SYM
cana-5718	59	55	18	18	NUM
cana-5718	59	56	pdw	pdw	NOUN
cana-5718	59	57	%	%	NOUN
cana-5718	59	58	8	8	NUM
cana-5718	59	59	-	-	SYM
cana-5718	59	60	18	18	NUM
cana-5718	59	61	9	9	NUM
cana-5718	59	62	-	-	SYM
cana-5718	59	63	14	14	NUM
cana-5718	59	64	7	7	NUM
cana-5718	59	65	-	-	SYM
cana-5718	59	66	18	18	NUM
cana-5718	59	67	glucose	glucose	NOUN
cana-5718	59	68	fasting	fast	VERB
cana-5718	59	69	glucose	glucose	NOUN
cana-5718	59	70	mg	mg	PROPN
cana-5718	59	71	/	/	SYM
cana-5718	59	72	dl	dl	PROPN
cana-5718	59	73	70	70	NUM
cana-5718	59	74	-	-	SYM
cana-5718	59	75	100	100	NUM
cana-5718	59	76	70	70	NUM
cana-5718	59	77	-	-	SYM
cana-5718	59	78	90	90	NUM
cana-5718	59	79	40	40	NUM
cana-5718	59	80	-	-	PUNCT
cana-5718	59	81	400	400	NUM
cana-5718	59	82	postprandial	postprandial	ADJ
cana-5718	59	83	glucose	glucose	NOUN
cana-5718	59	84	100	100	NUM
cana-5718	59	85	-	-	SYM
cana-5718	59	86	140	140	NUM
cana-5718	59	87	<	<	NOUN
cana-5718	59	88	140	140	NUM
cana-5718	59	89	100	100	NUM
cana-5718	59	90	-	-	SYM
cana-5718	59	91	600	600	NUM
cana-5718	59	92	insulin	insulin	NOUN
cana-5718	59	93	fasting	fast	VERB
cana-5718	59	94	insulin	insulin	NOUN
cana-5718	59	95	μu	μu	NOUN
cana-5718	59	96	/	/	SYM
cana-5718	59	97	ml	ml	VERB
cana-5718	59	98	2.6	2.6	NUM
cana-5718	59	99	-	-	SYM
cana-5718	59	100	24.9	24.9	NUM
cana-5718	59	101	2.6	2.6	NUM
cana-5718	59	102	-	-	SYM
cana-5718	59	103	8	8	NUM
cana-5718	59	104	2.6	2.6	NUM
cana-5718	59	105	-	-	SYM
cana-5718	59	106	30	30	NUM
cana-5718	59	107	postprandial	postprandial	ADJ
cana-5718	59	108	insulin	insulin	NOUN
cana-5718	59	109	5	5	NUM
cana-5718	59	110	-	-	SYM
cana-5718	59	111	50	50	NUM
cana-5718	59	112	5	5	NUM
cana-5718	59	113	-	-	SYM
cana-5718	59	114	50(lower	50(lower	NUM
cana-5718	59	115	the	the	PRON
cana-5718	59	116	better	well	ADJ
cana-5718	59	117	)	)	PUNCT
cana-5718	59	118	5	5	NUM
cana-5718	59	119	-	-	SYM
cana-5718	59	120	200	200	NUM
cana-5718	59	121	insulin	insulin	NOUN
cana-5718	59	122	resistance	resistance	NOUN
cana-5718	59	123	homa	homa	NOUN
cana-5718	59	124	-	-	PUNCT
cana-5718	59	125	ir(derived	ir(derive	VERB
cana-5718	59	126	)	)	PUNCT
cana-5718	59	127	na	na	ADP
cana-5718	59	128	0.5	0.5	NUM
cana-5718	59	129	and	and	CCONJ
cana-5718	59	130	1.8	1.8	NUM
cana-5718	59	131	<	<	SYM
cana-5718	59	132	1	1	NUM
cana-5718	59	133	0.5	0.5	NUM
cana-5718	59	134	-	-	SYM
cana-5718	59	135	6	6	NUM
cana-5718	59	136	hba1c	hba1c	NOUN
cana-5718	59	137	%	%	NOUN
cana-5718	59	138	5	5	NUM
cana-5718	59	139	-	-	SYM
cana-5718	59	140	6	6	NUM
cana-5718	59	141	<	<	SYM
cana-5718	59	142	5.5	5.5	NUM
cana-5718	59	143	lipid	lipid	NOUN
cana-5718	59	144	profile	profile	NOUN
cana-5718	59	145	hdl	hdl	PROPN
cana-5718	59	146	mg	mg	PROPN
cana-5718	59	147	/	/	SYM
cana-5718	59	148	dl	dl	PROPN
cana-5718	59	149	35	35	NUM
cana-5718	59	150	-	-	SYM
cana-5718	59	151	65(male	65(male	NUM
cana-5718	59	152	)	)	PUNCT
cana-5718	59	153	>	>	PUNCT
cana-5718	59	154	40	40	NUM
cana-5718	59	155	30	30	NUM
cana-5718	59	156	-	-	SYM
cana-5718	59	157	90	90	NUM
cana-5718	59	158	3580(female	3580(female	NUM
cana-5718	59	159	)	)	PUNCT
cana-5718	60	1	>	>	PUNCT
cana-5718	60	2	50	50	NUM
cana-5718	60	3	30	30	NUM
cana-5718	60	4	-	-	SYM
cana-5718	60	5	100	100	NUM
cana-5718	60	6	ldl	ldl	NOUN
cana-5718	60	7	70	70	NUM
cana-5718	60	8	-	-	SYM
cana-5718	60	9	120	120	NUM
cana-5718	60	10	<	<	NOUN
cana-5718	60	11	100	100	NUM
cana-5718	60	12	60	60	NUM
cana-5718	60	13	-	-	SYM
cana-5718	60	14	300	300	NUM
cana-5718	60	15	vldl	vldl	NOUN
cana-5718	60	16	10	10	NUM
cana-5718	60	17	-	-	SYM
cana-5718	60	18	30	30	NUM
cana-5718	60	19	<	<	NOUN
cana-5718	60	20	30	30	NUM
cana-5718	60	21	8	8	NUM
cana-5718	60	22	-	-	SYM
cana-5718	60	23	40	40	NUM
cana-5718	60	24	triglycerides	triglyceride	NOUN
cana-5718	60	25	30	30	NUM
cana-5718	60	26	-	-	SYM
cana-5718	60	27	120	120	NUM
cana-5718	60	28	30	30	NUM
cana-5718	60	29	-	-	SYM
cana-5718	60	30	150	150	NUM
cana-5718	60	31	30	30	NUM
cana-5718	60	32	-	-	SYM
cana-5718	60	33	500	500	NUM
cana-5718	60	34	triglycerides	triglyceride	NOUN
cana-5718	60	35	:	:	PUNCT
cana-5718	60	36	hdl(derived	hdl(derive	VERB
cana-5718	60	37	)	)	PUNCT
cana-5718	61	1	<3	<3	X
cana-5718	61	2	<	<	X
cana-5718	61	3	2	2	NUM
cana-5718	61	4	0.5	0.5	NUM
cana-5718	61	5	-	-	SYM
cana-5718	61	6	15	15	NUM
cana-5718	61	7	apolipoprotein	apolipoprotein	ADJ
cana-5718	61	8	apoa	apoa	NOUN
cana-5718	61	9	mg	mg	PROPN
cana-5718	61	10	/	/	SYM
cana-5718	61	11	dl	dl	PROPN
cana-5718	61	12	110180(male	110180(male	NUM
cana-5718	61	13	)	)	PUNCT
cana-5718	61	14	110180(male	110180(male	NUM
cana-5718	61	15	)	)	PUNCT
cana-5718	61	16	50	50	NUM
cana-5718	61	17	-	-	SYM
cana-5718	61	18	200	200	NUM
cana-5718	61	19	110205(female	110205(female	NUM
cana-5718	61	20	)	)	PUNCT
cana-5718	61	21	110205(female	110205(female	NUM
cana-5718	61	22	)	)	PUNCT
cana-5718	61	23	communications	communication	NOUN
cana-5718	61	24	on	on	ADP
cana-5718	61	25	applied	apply	VERB
cana-5718	61	26	nonlinear	nonlinear	ADJ
cana-5718	61	27	analysis	analysis	NOUN
cana-5718	61	28	issn	issn	NOUN
cana-5718	61	29	:	:	PUNCT
cana-5718	61	30	1074	1074	NUM
cana-5718	61	31	-	-	PUNCT
cana-5718	61	32	133x	133x	NUM
cana-5718	61	33	vol	vol	VERB
cana-5718	61	34	32	32	NUM
cana-5718	61	35	no	no	NOUN
cana-5718	61	36	.	.	PUNCT
cana-5718	62	1	10s	10	NOUN
cana-5718	62	2	(	(	PUNCT
cana-5718	62	3	2025	2025	NUM
cana-5718	62	4	)	)	PUNCT
cana-5718	62	5	2774	2774	NUM
cana-5718	62	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	62	7	apob	apob	PROPN
cana-5718	62	8	45	45	NUM
cana-5718	62	9	-	-	SYM
cana-5718	62	10	135	135	NUM
cana-5718	62	11	45	45	NUM
cana-5718	62	12	-	-	PUNCT
cana-5718	62	13	130(lower	130(lower	NUM
cana-5718	62	14	the	the	PRON
cana-5718	62	15	better	well	ADJ
cana-5718	62	16	)	)	PUNCT
cana-5718	62	17	45	45	NUM
cana-5718	62	18	-	-	SYM
cana-5718	62	19	200	200	NUM
cana-5718	62	20	lp(a	lp(a	NUM
cana-5718	62	21	)	)	PUNCT
cana-5718	62	22	mg	mg	PROPN
cana-5718	62	23	/	/	SYM
cana-5718	62	24	dl	dl	PROPN
cana-5718	62	25	10	10	NUM
cana-5718	62	26	-	-	SYM
cana-5718	62	27	30	30	NUM
cana-5718	62	28	10	10	NUM
cana-5718	62	29	-	-	SYM
cana-5718	62	30	30	30	NUM
cana-5718	62	31	10	10	NUM
cana-5718	62	32	-	-	SYM
cana-5718	62	33	100	100	NUM
cana-5718	62	34	liver	liver	NOUN
cana-5718	62	35	function	function	NOUN
cana-5718	62	36	test	test	NOUN
cana-5718	62	37	alt	alt	VERB
cana-5718	62	38	u	u	PROPN
cana-5718	62	39	/	/	SYM
cana-5718	62	40	l	l	NOUN
cana-5718	62	41	10	10	NUM
cana-5718	62	42	-	-	SYM
cana-5718	62	43	50	50	NUM
cana-5718	62	44	<	<	NOUN
cana-5718	62	45	25	25	NUM
cana-5718	62	46	4	4	NUM
cana-5718	62	47	-	-	SYM
cana-5718	62	48	150	150	NUM
cana-5718	62	49	ast	ast	NOUN
cana-5718	62	50	10	10	NUM
cana-5718	62	51	-	-	SYM
cana-5718	62	52	35	35	NUM
cana-5718	62	53	<	<	NOUN
cana-5718	62	54	20	20	NUM
cana-5718	62	55	5	5	NUM
cana-5718	62	56	-	-	SYM
cana-5718	62	57	130	130	NUM
cana-5718	62	58	alp	alp	NOUN
cana-5718	62	59	40	40	NUM
cana-5718	62	60	-	-	SYM
cana-5718	62	61	120	120	NUM
cana-5718	62	62	<	<	NOUN
cana-5718	62	63	60	60	NUM
cana-5718	62	64	30	30	NUM
cana-5718	62	65	-	-	SYM
cana-5718	62	66	160	160	NUM
cana-5718	62	67	ggt	ggt	NOUN
cana-5718	62	68	10	10	NUM
cana-5718	62	69	-	-	SYM
cana-5718	62	70	70	70	NUM
cana-5718	62	71	<	<	X
cana-5718	62	72	72	72	NUM
cana-5718	62	73	6	6	NUM
cana-5718	62	74	-	-	SYM
cana-5718	62	75	200	200	NUM
cana-5718	62	76	kidney	kidney	NOUN
cana-5718	62	77	function	function	NOUN
cana-5718	62	78	test	test	NOUN
cana-5718	62	79	egfr	egfr	NOUN
cana-5718	62	80	ml	ml	ADP
cana-5718	62	81	/	/	SYM
cana-5718	62	82	min/1.73m2	min/1.73m2	PROPN
cana-5718	62	83	>	>	PROPN
cana-5718	62	84	90	90	NUM
cana-5718	62	85	>	>	PUNCT
cana-5718	62	86	60(higher	60(higher	NUM
cana-5718	62	87	the	the	PRON
cana-5718	62	88	better	well	ADJ
cana-5718	62	89	)	)	PUNCT
cana-5718	62	90	15	15	NUM
cana-5718	62	91	-	-	SYM
cana-5718	62	92	120	120	NUM
cana-5718	62	93	bun	bun	NOUN
cana-5718	62	94	mg	mg	PROPN
cana-5718	62	95	/	/	SYM
cana-5718	62	96	dl	dl	PROPN
cana-5718	62	97	6	6	NUM
cana-5718	62	98	-	-	SYM
cana-5718	62	99	24	24	NUM
cana-5718	62	100	8	8	NUM
cana-5718	62	101	-	-	SYM
cana-5718	62	102	20	20	NUM
cana-5718	62	103	3	3	NUM
cana-5718	62	104	-	-	SYM
cana-5718	62	105	25	25	NUM
cana-5718	62	106	creatinine	creatinine	NOUN
cana-5718	62	107	0.7	0.7	NUM
cana-5718	62	108	-	-	SYM
cana-5718	62	109	1.3	1.3	NUM
cana-5718	62	110	0.7	0.7	NUM
cana-5718	62	111	-	-	SYM
cana-5718	62	112	1.3	1.3	NUM
cana-5718	62	113	0.3	0.3	NUM
cana-5718	62	114	-	-	SYM
cana-5718	62	115	10	10	NUM
cana-5718	62	116	uric	uric	ADJ
cana-5718	62	117	acid	acid	NOUN
cana-5718	62	118	2.5	2.5	NUM
cana-5718	62	119	-	-	SYM
cana-5718	62	120	7	7	NUM
cana-5718	62	121	3.5	3.5	NUM
cana-5718	62	122	-	-	SYM
cana-5718	62	123	7.2	7.2	NUM
cana-5718	62	124	2	2	NUM
cana-5718	62	125	-	-	SYM
cana-5718	62	126	12	12	NUM
cana-5718	62	127	thyroid	thyroid	NOUN
cana-5718	62	128	function	function	NOUN
cana-5718	62	129	test	test	NOUN
cana-5718	62	130	tsh	tsh	PROPN
cana-5718	62	131	mlu	mlu	PROPN
cana-5718	62	132	/	/	SYM
cana-5718	62	133	l	l	NOUN
cana-5718	62	134	0.4	0.4	NUM
cana-5718	62	135	-	-	SYM
cana-5718	62	136	4	4	NUM
cana-5718	62	137	t4(free	t4(free	NOUN
cana-5718	62	138	)	)	PUNCT
cana-5718	62	139	ng	ng	PROPN
cana-5718	62	140	/	/	SYM
cana-5718	62	141	ml	ml	PROPN
cana-5718	62	142	0.8	0.8	NUM
cana-5718	62	143	-	-	SYM
cana-5718	62	144	1.8	1.8	NUM
cana-5718	62	145	0.8	0.8	NUM
cana-5718	62	146	-	-	SYM
cana-5718	62	147	1.8	1.8	NUM
cana-5718	62	148	0.5	0.5	NUM
cana-5718	62	149	-	-	SYM
cana-5718	62	150	2.5	2.5	NUM
cana-5718	62	151	t3	t3	NOUN
cana-5718	62	152	100	100	NUM
cana-5718	62	153	-	-	SYM
cana-5718	62	154	200	200	NUM
cana-5718	62	155	100	100	NUM
cana-5718	62	156	-	-	SYM
cana-5718	62	157	200	200	NUM
cana-5718	62	158	80	80	NUM
cana-5718	62	159	-	-	SYM
cana-5718	62	160	120	120	NUM
cana-5718	62	161	vitamins	vitamin	NOUN
cana-5718	62	162	d	d	X
cana-5718	62	163	>	>	X
cana-5718	62	164	20	20	NUM
cana-5718	62	165	40	40	NUM
cana-5718	62	166	-	-	SYM
cana-5718	62	167	60	60	NUM
cana-5718	62	168	5	5	NUM
cana-5718	62	169	-	-	SYM
cana-5718	62	170	100	100	NUM
cana-5718	62	171	b12	b12	NOUN
cana-5718	62	172	pg	pg	PROPN
cana-5718	62	173	/	/	SYM
cana-5718	62	174	ml	ml	NOUN
cana-5718	62	175	200	200	NUM
cana-5718	62	176	-	-	SYM
cana-5718	62	177	800	800	NUM
cana-5718	62	178	400	400	NUM
cana-5718	62	179	-	-	SYM
cana-5718	62	180	500	500	NUM
cana-5718	62	181	200	200	NUM
cana-5718	62	182	-	-	SYM
cana-5718	62	183	900	900	NUM
cana-5718	62	184	amino	amino	NOUN
cana-5718	62	185	acids	acid	NOUN
cana-5718	62	186	homocysteine	homocysteine	PROPN
cana-5718	62	187	mcmol	mcmol	PROPN
cana-5718	62	188	/	/	SYM
cana-5718	62	189	l	l	NOUN
cana-5718	62	190	5	5	NUM
cana-5718	62	191	-	-	SYM
cana-5718	62	192	15	15	NUM
cana-5718	62	193	5	5	NUM
cana-5718	62	194	-	-	SYM
cana-5718	62	195	15	15	NUM
cana-5718	62	196	5	5	NUM
cana-5718	62	197	-	-	SYM
cana-5718	62	198	40	40	NUM
cana-5718	62	199	inflammation	inflammation	NOUN
cana-5718	62	200	markers	marker	NOUN
cana-5718	62	201	esr	esr	PROPN
cana-5718	62	202	mm	mm	PROPN
cana-5718	62	203	/	/	SYM
cana-5718	62	204	hr	hr	NOUN
cana-5718	62	205	5	5	NUM
cana-5718	62	206	-	-	SYM
cana-5718	62	207	20(male	20(male	NUM
cana-5718	62	208	)	)	PUNCT
cana-5718	62	209	5	5	NUM
cana-5718	62	210	-	-	SYM
cana-5718	62	211	20(male	20(male	NUM
cana-5718	62	212	)	)	PUNCT
cana-5718	62	213	5	5	NUM
cana-5718	62	214	-	-	SYM
cana-5718	62	215	50	50	NUM
cana-5718	62	216	5	5	NUM
cana-5718	62	217	-	-	PUNCT
cana-5718	62	218	30(female	30(female	NUM
cana-5718	62	219	)	)	PUNCT
cana-5718	62	220	5	5	NUM
cana-5718	62	221	-	-	SYM
cana-5718	62	222	30(female	30(female	NUM
cana-5718	62	223	)	)	PUNCT
cana-5718	62	224	hscrp	hscrp	NOUN
cana-5718	62	225	mg	mg	PROPN
cana-5718	62	226	/	/	SYM
cana-5718	62	227	l	l	NOUN
cana-5718	62	228	0.5	0.5	NUM
cana-5718	62	229	-	-	SYM
cana-5718	62	230	10	10	NUM
cana-5718	62	231	<	<	X
cana-5718	62	232	5	5	NUM
cana-5718	62	233	0.5	0.5	NUM
cana-5718	62	234	-	-	SYM
cana-5718	62	235	175	175	NUM
cana-5718	62	236	5	5	NUM
cana-5718	62	237	implementation	implementation	NOUN
cana-5718	62	238	5.1	5.1	NUM
cana-5718	62	239	model	model	NOUN
cana-5718	62	240	selection	selection	NOUN
cana-5718	62	241	to	to	PART
cana-5718	62	242	develop	develop	VERB
cana-5718	62	243	the	the	DET
cana-5718	62	244	model	model	NOUN
cana-5718	62	245	,	,	PUNCT
cana-5718	62	246	we	we	PRON
cana-5718	62	247	explored	explore	VERB
cana-5718	62	248	different	different	ADJ
cana-5718	62	249	options	option	NOUN
cana-5718	62	250	including	include	VERB
cana-5718	62	251	openai	openai	PROPN
cana-5718	62	252	's	's	PART
cana-5718	62	253	model	model	NOUN
cana-5718	62	254	,	,	PUNCT
cana-5718	62	255	deepseek	deepseek	NOUN
cana-5718	62	256	's	's	PART
cana-5718	62	257	model	model	NOUN
cana-5718	62	258	,	,	PUNCT
cana-5718	62	259	and	and	CCONJ
cana-5718	62	260	meta	meta	PROPN
cana-5718	62	261	's	's	PART
cana-5718	62	262	llama-3	llama-3	NUM
cana-5718	62	263	8	8	NUM
cana-5718	62	264	-	-	PUNCT
cana-5718	62	265	billion	billion	NUM
cana-5718	62	266	parameter	parameter	NOUN
cana-5718	62	267	model	model	NOUN
cana-5718	62	268	.	.	PUNCT
cana-5718	63	1	each	each	DET
cana-5718	63	2	model	model	NOUN
cana-5718	63	3	was	be	AUX
cana-5718	63	4	evaluated	evaluate	VERB
cana-5718	63	5	based	base	VERB
cana-5718	63	6	on	on	ADP
cana-5718	63	7	its	its	PRON
cana-5718	63	8	ability	ability	NOUN
cana-5718	63	9	,	,	PUNCT
cana-5718	63	10	convenience	convenience	NOUN
cana-5718	63	11	,	,	PUNCT
cana-5718	63	12	and	and	CCONJ
cana-5718	63	13	efficiency	efficiency	NOUN
cana-5718	63	14	to	to	PART
cana-5718	63	15	process	process	VERB
cana-5718	63	16	medical	medical	ADJ
cana-5718	63	17	data	datum	NOUN
cana-5718	63	18	and	and	CCONJ
cana-5718	63	19	generate	generate	VERB
cana-5718	63	20	accurate	accurate	ADJ
cana-5718	63	21	and	and	CCONJ
cana-5718	63	22	meaningful	meaningful	ADJ
cana-5718	63	23	recommendations	recommendation	NOUN
cana-5718	63	24	.	.	PUNCT
cana-5718	64	1	table	table	NOUN
cana-5718	64	2	3	3	NUM
cana-5718	64	3	shows	show	VERB
cana-5718	64	4	a	a	DET
cana-5718	64	5	comparison	comparison	NOUN
cana-5718	64	6	of	of	ADP
cana-5718	64	7	the	the	DET
cana-5718	64	8	models	model	NOUN
cana-5718	64	9	evaluated	evaluate	VERB
cana-5718	64	10	for	for	ADP
cana-5718	64	11	this	this	DET
cana-5718	64	12	research	research	NOUN
cana-5718	64	13	.	.	PUNCT
cana-5718	65	1	we	we	PRON
cana-5718	65	2	selected	select	VERB
cana-5718	65	3	the	the	DET
cana-5718	65	4	llama-3	llama-3	NUM
cana-5718	65	5	8	8	NUM
cana-5718	65	6	-	-	PUNCT
cana-5718	65	7	billion	billion	NUM
cana-5718	65	8	parameter	parameter	NOUN
cana-5718	65	9	model	model	NOUN
cana-5718	65	10	for	for	ADP
cana-5718	65	11	this	this	DET
cana-5718	65	12	research	research	NOUN
cana-5718	65	13	because	because	SCONJ
cana-5718	65	14	of	of	ADP
cana-5718	65	15	its	its	PRON
cana-5718	65	16	balance	balance	NOUN
cana-5718	65	17	between	between	ADP
cana-5718	65	18	performance	performance	NOUN
cana-5718	65	19	and	and	CCONJ
cana-5718	65	20	accessibility	accessibility	NOUN
cana-5718	65	21	.	.	PUNCT
cana-5718	66	1	being	be	AUX
cana-5718	66	2	an	an	DET
cana-5718	66	3	open	open	ADJ
cana-5718	66	4	-	-	PUNCT
cana-5718	66	5	source	source	NOUN
cana-5718	66	6	model	model	NOUN
cana-5718	66	7	,	,	PUNCT
cana-5718	66	8	it	it	PRON
cana-5718	66	9	provided	provide	VERB
cana-5718	66	10	us	we	PRON
cana-5718	66	11	with	with	ADP
cana-5718	66	12	easy	easy	ADJ
cana-5718	66	13	customization	customization	NOUN
cana-5718	66	14	,	,	PUNCT
cana-5718	66	15	automation	automation	NOUN
cana-5718	66	16	,	,	PUNCT
cana-5718	66	17	and	and	CCONJ
cana-5718	66	18	a	a	DET
cana-5718	66	19	costeffective	costeffective	ADJ
cana-5718	66	20	method	method	NOUN
cana-5718	66	21	.	.	PUNCT
cana-5718	67	1	the	the	DET
cana-5718	67	2	model	model	NOUN
cana-5718	67	3	is	be	AUX
cana-5718	67	4	computationally	computationally	ADV
cana-5718	67	5	more	more	ADV
cana-5718	67	6	efficient	efficient	ADJ
cana-5718	67	7	than	than	ADP
cana-5718	67	8	other	other	ADJ
cana-5718	67	9	large	large	ADJ
cana-5718	67	10	-	-	PUNCT
cana-5718	67	11	scale	scale	NOUN
cana-5718	67	12	models	model	NOUN
cana-5718	67	13	,	,	PUNCT
cana-5718	67	14	making	make	VERB
cana-5718	67	15	it	it	PRON
cana-5718	67	16	suitable	suitable	ADJ
cana-5718	67	17	for	for	ADP
cana-5718	67	18	real	real	ADJ
cana-5718	67	19	-	-	PUNCT
cana-5718	67	20	world	world	NOUN
cana-5718	67	21	development	development	NOUN
cana-5718	67	22	and	and	CCONJ
cana-5718	67	23	deployment	deployment	NOUN
cana-5718	67	24	.	.	PUNCT
cana-5718	68	1	in	in	ADP
cana-5718	68	2	addition	addition	NOUN
cana-5718	68	3	,	,	PUNCT
cana-5718	68	4	there	there	PRON
cana-5718	68	5	are	be	VERB
cana-5718	68	6	ample	ample	ADJ
cana-5718	68	7	resources	resource	NOUN
cana-5718	68	8	and	and	CCONJ
cana-5718	68	9	documentation	documentation	NOUN
cana-5718	68	10	available	available	ADJ
cana-5718	68	11	for	for	ADP
cana-5718	68	12	its	its	PRON
cana-5718	68	13	efficient	efficient	ADJ
cana-5718	68	14	implementation	implementation	NOUN
cana-5718	68	15	,	,	PUNCT
cana-5718	68	16	making	make	VERB
cana-5718	68	17	it	it	PRON
cana-5718	68	18	easier	easy	ADJ
cana-5718	68	19	to	to	ADP
cana-5718	68	20	use[11	use[11	PROPN
cana-5718	68	21	]	]	PUNCT
cana-5718	68	22	.	.	PUNCT
cana-5718	69	1	table	table	NOUN
cana-5718	69	2	3	3	NUM
cana-5718	69	3	.	.	PUNCT
cana-5718	69	4	comparison	comparison	NOUN
cana-5718	69	5	of	of	ADP
cana-5718	69	6	language	language	NOUN
cana-5718	69	7	models	model	NOUN
cana-5718	69	8	openai	openai	VERB
cana-5718	69	9	(	(	PUNCT
cana-5718	69	10	gpt	gpt	NOUN
cana-5718	69	11	)	)	PUNCT
cana-5718	69	12	deepseek	deepseek	ADJ
cana-5718	69	13	llama	llama	NOUN
cana-5718	69	14	(	(	PUNCT
cana-5718	69	15	chosen	choose	VERB
cana-5718	69	16	)	)	PUNCT
cana-5718	69	17	high	high	ADJ
cana-5718	69	18	cost	cost	NOUN
cana-5718	69	19	free	free	ADJ
cana-5718	69	20	,	,	PUNCT
cana-5718	69	21	but	but	CCONJ
cana-5718	70	1	new	new	ADJ
cana-5718	70	2	.	.	PUNCT
cana-5718	71	1	free	free	ADJ
cana-5718	71	2	and	and	CCONJ
cana-5718	71	3	mature	mature	ADJ
cana-5718	71	4	closed	closed	ADJ
cana-5718	71	5	-	-	PUNCT
cana-5718	71	6	source	source	NOUN
cana-5718	71	7	open	open	ADJ
cana-5718	71	8	-	-	PUNCT
cana-5718	71	9	source	source	NOUN
cana-5718	71	10	,	,	PUNCT
cana-5718	71	11	early	early	ADJ
cana-5718	71	12	stage	stage	NOUN
cana-5718	71	13	open	open	ADJ
cana-5718	71	14	-	-	PUNCT
cana-5718	71	15	source	source	NOUN
cana-5718	71	16	,	,	PUNCT
cana-5718	71	17	production	production	NOUN
cana-5718	71	18	-	-	PUNCT
cana-5718	71	19	ready	ready	ADJ
cana-5718	71	20	no	no	DET
cana-5718	71	21	local	local	ADJ
cana-5718	71	22	deployment	deployment	NOUN
cana-5718	71	23	limited	limit	VERB
cana-5718	71	24	support	support	NOUN
cana-5718	71	25	full	full	ADJ
cana-5718	71	26	rag	rag	NOUN
cana-5718	71	27	compatibility	compatibility	NOUN
cana-5718	71	28	communications	communication	NOUN
cana-5718	71	29	on	on	ADP
cana-5718	71	30	applied	apply	VERB
cana-5718	71	31	nonlinear	nonlinear	ADJ
cana-5718	71	32	analysis	analysis	NOUN
cana-5718	71	33	issn	issn	NOUN
cana-5718	71	34	:	:	PUNCT
cana-5718	71	35	1074	1074	NUM
cana-5718	71	36	-	-	PUNCT
cana-5718	71	37	133x	133x	NUM
cana-5718	71	38	vol	vol	VERB
cana-5718	71	39	32	32	NUM
cana-5718	71	40	no	no	NOUN
cana-5718	71	41	.	.	PUNCT
cana-5718	72	1	10s	10	NOUN
cana-5718	72	2	(	(	PUNCT
cana-5718	72	3	2025	2025	NUM
cana-5718	72	4	)	)	PUNCT
cana-5718	72	5	2775	2775	NUM
cana-5718	72	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	72	7	5.2	5.2	NUM
cana-5718	72	8	data	datum	NOUN
cana-5718	72	9	collection	collection	NOUN
cana-5718	72	10	and	and	CCONJ
cana-5718	72	11	preprocessing	preprocesse	VERB
cana-5718	72	12	the	the	DET
cana-5718	72	13	dataset	dataset	NOUN
cana-5718	72	14	for	for	ADP
cana-5718	72	15	building	build	VERB
cana-5718	72	16	the	the	DET
cana-5718	72	17	knowledge	knowledge	NOUN
cana-5718	72	18	base	base	NOUN
cana-5718	72	19	includes	include	VERB
cana-5718	72	20	three	three	NUM
cana-5718	72	21	main	main	ADJ
cana-5718	72	22	components	component	NOUN
cana-5718	72	23	:	:	PUNCT
cana-5718	72	24	medical	medical	ADJ
cana-5718	72	25	books	book	NOUN
cana-5718	72	26	,	,	PUNCT
cana-5718	72	27	youtube	youtube	NOUN
cana-5718	72	28	videos	video	NOUN
cana-5718	72	29	,	,	PUNCT
cana-5718	72	30	and	and	CCONJ
cana-5718	72	31	a	a	DET
cana-5718	72	32	parameter	parameter	NOUN
cana-5718	72	33	document	document	NOUN
cana-5718	72	34	defining	define	VERB
cana-5718	72	35	33	33	NUM
cana-5718	72	36	key	key	ADJ
cana-5718	72	37	health	health	NOUN
cana-5718	72	38	markers	marker	NOUN
cana-5718	72	39	related	relate	VERB
cana-5718	72	40	to	to	ADP
cana-5718	72	41	metabolic	metabolic	NOUN
cana-5718	72	42	syndromes	syndrome	NOUN
cana-5718	72	43	,	,	PUNCT
cana-5718	72	44	as	as	SCONJ
cana-5718	72	45	mentioned	mention	VERB
cana-5718	72	46	above	above	ADV
cana-5718	72	47	.	.	PUNCT
cana-5718	73	1	the	the	DET
cana-5718	73	2	books	book	NOUN
cana-5718	73	3	in	in	ADP
cana-5718	73	4	the	the	DET
cana-5718	73	5	form	form	NOUN
cana-5718	73	6	of	of	ADP
cana-5718	73	7	pdfs	pdfs	PROPN
cana-5718	73	8	contain	contain	VERB
cana-5718	73	9	in	in	ADP
cana-5718	73	10	-	-	PUNCT
cana-5718	73	11	depth	depth	NOUN
cana-5718	73	12	medical	medical	ADJ
cana-5718	73	13	literature	literature	NOUN
cana-5718	73	14	relevant	relevant	ADJ
cana-5718	73	15	to	to	ADP
cana-5718	73	16	metabolic	metabolic	NOUN
cana-5718	73	17	syndromes	syndrome	NOUN
cana-5718	73	18	.	.	PUNCT
cana-5718	74	1	youtube	youtube	NOUN
cana-5718	74	2	videos	video	NOUN
cana-5718	74	3	provide	provide	VERB
cana-5718	74	4	insights	insight	NOUN
cana-5718	74	5	from	from	ADP
cana-5718	74	6	medical	medical	ADJ
cana-5718	74	7	professionals	professional	NOUN
cana-5718	74	8	who	who	PRON
cana-5718	74	9	have	have	AUX
cana-5718	74	10	tried	try	VERB
cana-5718	74	11	and	and	CCONJ
cana-5718	74	12	tested	test	VERB
cana-5718	74	13	some	some	PRON
cana-5718	74	14	of	of	ADP
cana-5718	74	15	the	the	DET
cana-5718	74	16	most	most	ADV
cana-5718	74	17	effective	effective	ADJ
cana-5718	74	18	methods	method	NOUN
cana-5718	74	19	to	to	PART
cana-5718	74	20	reduce	reduce	VERB
cana-5718	74	21	and	and	CCONJ
cana-5718	74	22	reverse	reverse	VERB
cana-5718	74	23	metabolic	metabolic	NOUN
cana-5718	74	24	syndromes	syndrome	NOUN
cana-5718	74	25	using	use	VERB
cana-5718	74	26	natural	natural	ADJ
cana-5718	74	27	methods	method	NOUN
cana-5718	74	28	.	.	PUNCT
cana-5718	75	1	in	in	ADP
cana-5718	75	2	addition	addition	NOUN
cana-5718	75	3	,	,	PUNCT
cana-5718	75	4	the	the	DET
cana-5718	75	5	parameter	parameter	NOUN
cana-5718	75	6	document	document	NOUN
cana-5718	75	7	specifies	specify	VERB
cana-5718	75	8	the	the	DET
cana-5718	75	9	ranges	range	NOUN
cana-5718	75	10	of	of	ADP
cana-5718	75	11	values	value	NOUN
cana-5718	75	12	for	for	ADP
cana-5718	75	13	different	different	ADJ
cana-5718	75	14	parameters	parameter	NOUN
cana-5718	75	15	in	in	ADP
cana-5718	75	16	the	the	DET
cana-5718	75	17	blood	blood	NOUN
cana-5718	75	18	test	test	NOUN
cana-5718	75	19	report	report	NOUN
cana-5718	75	20	which	which	PRON
cana-5718	75	21	are	be	AUX
cana-5718	75	22	relevant	relevant	ADJ
cana-5718	75	23	to	to	ADP
cana-5718	75	24	metabolic	metabolic	NOUN
cana-5718	75	25	syndromes	syndrome	NOUN
cana-5718	75	26	.	.	PUNCT
cana-5718	76	1	the	the	DET
cana-5718	76	2	dataset	dataset	NOUN
cana-5718	76	3	consisted	consist	VERB
cana-5718	76	4	of	of	ADP
cana-5718	76	5	20	20	NUM
cana-5718	76	6	books	book	NOUN
cana-5718	76	7	and	and	CCONJ
cana-5718	76	8	383	383	NUM
cana-5718	76	9	youtube	youtube	NOUN
cana-5718	76	10	video	video	NOUN
cana-5718	76	11	transcripts	transcript	NOUN
cana-5718	76	12	.	.	PUNCT
cana-5718	77	1	to	to	PART
cana-5718	77	2	preprocess	preprocess	VERB
cana-5718	77	3	the	the	DET
cana-5718	77	4	data	datum	NOUN
cana-5718	77	5	,	,	PUNCT
cana-5718	77	6	the	the	DET
cana-5718	77	7	text	text	NOUN
cana-5718	77	8	was	be	AUX
cana-5718	77	9	extracted	extract	VERB
cana-5718	77	10	from	from	ADP
cana-5718	77	11	all	all	DET
cana-5718	77	12	the	the	DET
cana-5718	77	13	pdfs	pdfs	NOUN
cana-5718	77	14	using	use	VERB
cana-5718	77	15	the	the	DET
cana-5718	77	16	python	python	NOUN
cana-5718	77	17	library	library	NOUN
cana-5718	77	18	pymupdf	pymupdf	NOUN
cana-5718	77	19	.	.	PUNCT
cana-5718	78	1	these	these	DET
cana-5718	78	2	files	file	NOUN
cana-5718	78	3	were	be	AUX
cana-5718	78	4	then	then	ADV
cana-5718	78	5	cleaned	clean	VERB
cana-5718	78	6	by	by	ADP
cana-5718	78	7	removing	remove	VERB
cana-5718	78	8	the	the	DET
cana-5718	78	9	unnecessary	unnecessary	ADJ
cana-5718	78	10	parts	part	NOUN
cana-5718	78	11	such	such	ADJ
cana-5718	78	12	as	as	ADP
cana-5718	78	13	references	reference	NOUN
cana-5718	78	14	,	,	PUNCT
cana-5718	78	15	foreword	foreword	NOUN
cana-5718	78	16	,	,	PUNCT
cana-5718	78	17	prefaces	preface	NOUN
cana-5718	78	18	,	,	PUNCT
cana-5718	78	19	table	table	NOUN
cana-5718	78	20	of	of	ADP
cana-5718	78	21	contents	content	NOUN
cana-5718	78	22	,	,	PUNCT
cana-5718	78	23	etc	etc	X
cana-5718	78	24	.	.	X
cana-5718	79	1	the	the	DET
cana-5718	79	2	youtube	youtube	NOUN
cana-5718	79	3	videos	video	NOUN
cana-5718	79	4	were	be	AUX
cana-5718	79	5	transcribed	transcribe	VERB
cana-5718	79	6	into	into	ADP
cana-5718	79	7	text	text	NOUN
cana-5718	79	8	files	file	NOUN
cana-5718	79	9	using	use	VERB
cana-5718	79	10	the	the	DET
cana-5718	79	11	openai	openai	ADJ
cana-5718	79	12	whisper	whisper	NOUN
cana-5718	79	13	module	module	NOUN
cana-5718	79	14	.	.	PUNCT
cana-5718	80	1	these	these	DET
cana-5718	80	2	transcripts	transcript	NOUN
cana-5718	80	3	were	be	AUX
cana-5718	80	4	cleaned	clean	VERB
cana-5718	80	5	by	by	ADP
cana-5718	80	6	removing	remove	VERB
cana-5718	80	7	irrelevant	irrelevant	ADJ
cana-5718	80	8	sections	section	NOUN
cana-5718	80	9	such	such	ADJ
cana-5718	80	10	as	as	ADP
cana-5718	80	11	introductions	introduction	NOUN
cana-5718	80	12	,	,	PUNCT
cana-5718	80	13	advertisements	advertisement	NOUN
cana-5718	80	14	,	,	PUNCT
cana-5718	80	15	and	and	CCONJ
cana-5718	80	16	speaker	speaker	NOUN
cana-5718	80	17	hesitations	hesitation	NOUN
cana-5718	80	18	.	.	PUNCT
cana-5718	81	1	we	we	PRON
cana-5718	81	2	structured	structure	VERB
cana-5718	81	3	the	the	DET
cana-5718	81	4	parameter	parameter	NOUN
cana-5718	81	5	document	document	NOUN
cana-5718	81	6	into	into	ADP
cana-5718	81	7	a	a	DET
cana-5718	81	8	narrative	narrative	NOUN
cana-5718	81	9	text	text	NOUN
cana-5718	81	10	format	format	NOUN
cana-5718	81	11	that	that	PRON
cana-5718	81	12	provides	provide	VERB
cana-5718	81	13	a	a	DET
cana-5718	81	14	clear	clear	ADJ
cana-5718	81	15	explanation	explanation	NOUN
cana-5718	81	16	of	of	ADP
cana-5718	81	17	the	the	DET
cana-5718	81	18	ranges	range	NOUN
cana-5718	81	19	defined	define	VERB
cana-5718	81	20	.	.	PUNCT
cana-5718	82	1	5.3	5.3	NUM
cana-5718	82	2	building	building	NOUN
cana-5718	82	3	vectorized	vectorize	VERB
cana-5718	82	4	knowledge	knowledge	NOUN
cana-5718	82	5	base	base	NOUN
cana-5718	82	6	to	to	PART
cana-5718	82	7	prepare	prepare	VERB
cana-5718	82	8	the	the	DET
cana-5718	82	9	knowledge	knowledge	NOUN
cana-5718	82	10	base	base	NOUN
cana-5718	82	11	for	for	ADP
cana-5718	82	12	retrieval	retrieval	NOUN
cana-5718	82	13	-	-	PUNCT
cana-5718	82	14	augmented	augment	VERB
cana-5718	82	15	generation	generation	NOUN
cana-5718	82	16	(	(	PUNCT
cana-5718	82	17	rag	rag	NOUN
cana-5718	82	18	)	)	PUNCT
cana-5718	82	19	,	,	PUNCT
cana-5718	82	20	a	a	DET
cana-5718	82	21	structured	structured	ADJ
cana-5718	82	22	data	data	NOUN
cana-5718	82	23	preprocessing	preprocessing	NOUN
cana-5718	82	24	pipeline	pipeline	NOUN
cana-5718	82	25	was	be	AUX
cana-5718	82	26	implemented	implement	VERB
cana-5718	82	27	.	.	PUNCT
cana-5718	83	1	each	each	DET
cana-5718	83	2	pdf	pdf	NOUN
cana-5718	83	3	was	be	AUX
cana-5718	83	4	loaded	load	VERB
cana-5718	83	5	using	use	VERB
cana-5718	83	6	pypdfloader	pypdfloader	NOUN
cana-5718	83	7	,	,	PUNCT
cana-5718	83	8	which	which	PRON
cana-5718	83	9	extracts	extract	NOUN
cana-5718	83	10	and	and	CCONJ
cana-5718	83	11	parses	parse	VERB
cana-5718	83	12	the	the	DET
cana-5718	83	13	contents	content	NOUN
cana-5718	83	14	of	of	ADP
cana-5718	83	15	the	the	DET
cana-5718	83	16	document	document	NOUN
cana-5718	83	17	into	into	ADP
cana-5718	83	18	raw	raw	ADJ
cana-5718	83	19	text	text	NOUN
cana-5718	83	20	.	.	PUNCT
cana-5718	84	1	these	these	DET
cana-5718	84	2	text	text	NOUN
cana-5718	84	3	blocks	block	NOUN
cana-5718	84	4	were	be	AUX
cana-5718	84	5	then	then	ADV
cana-5718	84	6	segmented	segment	VERB
cana-5718	84	7	using	use	VERB
cana-5718	84	8	the	the	DET
cana-5718	84	9	recursivecharactertextsplitter	recursivecharactertextsplitter	NOUN
cana-5718	84	10	with	with	ADP
cana-5718	84	11	a	a	DET
cana-5718	84	12	chunk	chunk	ADJ
cana-5718	84	13	size	size	NOUN
cana-5718	84	14	of	of	ADP
cana-5718	84	15	1024	1024	NUM
cana-5718	84	16	characters	character	NOUN
cana-5718	84	17	and	and	CCONJ
cana-5718	84	18	an	an	DET
cana-5718	84	19	overlap	overlap	NOUN
cana-5718	84	20	of	of	ADP
cana-5718	84	21	100	100	NUM
cana-5718	84	22	characters	character	NOUN
cana-5718	84	23	.	.	PUNCT
cana-5718	85	1	this	this	DET
cana-5718	85	2	technique	technique	NOUN
cana-5718	85	3	preserves	preserve	VERB
cana-5718	85	4	context	context	NOUN
cana-5718	85	5	continuity	continuity	NOUN
cana-5718	85	6	across	across	ADP
cana-5718	85	7	adjacent	adjacent	ADJ
cana-5718	85	8	chunks	chunk	NOUN
cana-5718	85	9	,	,	PUNCT
cana-5718	85	10	ensuring	ensure	VERB
cana-5718	85	11	that	that	SCONJ
cana-5718	85	12	important	important	ADJ
cana-5718	85	13	information	information	NOUN
cana-5718	85	14	is	be	AUX
cana-5718	85	15	not	not	PART
cana-5718	85	16	lost	lose	VERB
cana-5718	85	17	at	at	ADP
cana-5718	85	18	the	the	DET
cana-5718	85	19	boundaries	boundary	NOUN
cana-5718	85	20	.	.	PUNCT
cana-5718	86	1	each	each	DET
cana-5718	86	2	segment	segment	NOUN
cana-5718	86	3	contained	contain	VERB
cana-5718	86	4	sufficient	sufficient	ADJ
cana-5718	86	5	context	context	NOUN
cana-5718	86	6	for	for	ADP
cana-5718	86	7	medical	medical	ADJ
cana-5718	86	8	query	query	NOUN
cana-5718	86	9	resolution	resolution	NOUN
cana-5718	86	10	as	as	ADV
cana-5718	86	11	well	well	ADV
cana-5718	86	12	as	as	ADP
cana-5718	86	13	retrieval	retrieval	NOUN
cana-5718	86	14	granularity	granularity	NOUN
cana-5718	86	15	.	.	PUNCT
cana-5718	87	1	langchain	langchain	PROPN
cana-5718	87	2	has	have	AUX
cana-5718	87	3	been	be	AUX
cana-5718	87	4	used	use	VERB
cana-5718	87	5	to	to	PART
cana-5718	87	6	implement	implement	VERB
cana-5718	87	7	semantic	semantic	ADJ
cana-5718	87	8	-	-	PUNCT
cana-5718	87	9	aware	aware	ADJ
cana-5718	87	10	splitting	splitting	NOUN
cana-5718	87	11	to	to	PART
cana-5718	87	12	avoid	avoid	VERB
cana-5718	87	13	breaks	break	NOUN
cana-5718	87	14	in	in	ADP
cana-5718	87	15	medical	medical	ADJ
cana-5718	87	16	explanation	explanation	NOUN
cana-5718	87	17	and	and	CCONJ
cana-5718	87	18	reasoning	reasoning	NOUN
cana-5718	87	19	.	.	PUNCT
cana-5718	88	1	the	the	DET
cana-5718	88	2	processed	process	VERB
cana-5718	88	3	text	text	NOUN
cana-5718	88	4	chunks	chunk	NOUN
cana-5718	88	5	are	be	AUX
cana-5718	88	6	transformed	transform	VERB
cana-5718	88	7	into	into	ADP
cana-5718	88	8	vector	vector	NOUN
cana-5718	88	9	embeddings	embedding	NOUN
cana-5718	88	10	.	.	PUNCT
cana-5718	89	1	embeddings	embedding	NOUN
cana-5718	89	2	are	be	AUX
cana-5718	89	3	dense	dense	ADJ
cana-5718	89	4	vector	vector	NOUN
cana-5718	89	5	representations	representation	NOUN
cana-5718	89	6	of	of	ADP
cana-5718	89	7	text	text	NOUN
cana-5718	89	8	,	,	PUNCT
cana-5718	89	9	that	that	PRON
cana-5718	89	10	capture	capture	VERB
cana-5718	89	11	the	the	DET
cana-5718	89	12	semantic	semantic	ADJ
cana-5718	89	13	meaning	meaning	NOUN
cana-5718	89	14	and	and	CCONJ
cana-5718	89	15	allow	allow	VERB
cana-5718	89	16	for	for	ADP
cana-5718	89	17	similarity	similarity	NOUN
cana-5718	89	18	-	-	PUNCT
cana-5718	89	19	based	base	VERB
cana-5718	89	20	search	search	NOUN
cana-5718	89	21	.	.	PUNCT
cana-5718	90	1	to	to	PART
cana-5718	90	2	store	store	VERB
cana-5718	90	3	and	and	CCONJ
cana-5718	90	4	manage	manage	VERB
cana-5718	90	5	these	these	DET
cana-5718	90	6	embeddings	embedding	NOUN
cana-5718	90	7	efficiently	efficiently	ADV
cana-5718	90	8	,	,	PUNCT
cana-5718	90	9	we	we	PRON
cana-5718	90	10	used	use	VERB
cana-5718	90	11	chromadb	chromadb	NOUN
cana-5718	90	12	—	—	PUNCT
cana-5718	90	13	an	an	DET
cana-5718	90	14	open	open	ADJ
cana-5718	90	15	-	-	PUNCT
cana-5718	90	16	source	source	NOUN
cana-5718	90	17	,	,	PUNCT
cana-5718	90	18	lightweight	lightweight	ADJ
cana-5718	90	19	,	,	PUNCT
cana-5718	90	20	and	and	CCONJ
cana-5718	90	21	persistent	persistent	ADJ
cana-5718	90	22	vector	vector	NOUN
cana-5718	90	23	database	database	NOUN
cana-5718	90	24	purpose	purpose	NOUN
cana-5718	90	25	-	-	PUNCT
cana-5718	90	26	built	build	VERB
cana-5718	90	27	for	for	ADP
cana-5718	90	28	machine	machine	NOUN
cana-5718	90	29	learning	learning	NOUN
cana-5718	90	30	and	and	CCONJ
cana-5718	90	31	large	large	ADJ
cana-5718	90	32	language	language	NOUN
cana-5718	90	33	model	model	NOUN
cana-5718	90	34	workflows	workflow	NOUN
cana-5718	90	35	.	.	PUNCT
cana-5718	91	1	chromadb	chromadb	NOUN
cana-5718	91	2	supports	support	VERB
cana-5718	91	3	rapid	rapid	ADJ
cana-5718	91	4	similarity	similarity	NOUN
cana-5718	91	5	search	search	NOUN
cana-5718	91	6	through	through	ADP
cana-5718	91	7	approximate	approximate	ADJ
cana-5718	91	8	nearest	near	ADJ
cana-5718	91	9	neighbor	neighbor	NOUN
cana-5718	91	10	(	(	PUNCT
cana-5718	91	11	ann	ann	PROPN
cana-5718	91	12	)	)	PUNCT
cana-5718	91	13	techniques	technique	NOUN
cana-5718	91	14	,	,	PUNCT
cana-5718	91	15	allowing	allow	VERB
cana-5718	91	16	the	the	DET
cana-5718	91	17	system	system	NOUN
cana-5718	91	18	to	to	PART
cana-5718	91	19	quickly	quickly	ADV
cana-5718	91	20	retrieve	retrieve	VERB
cana-5718	91	21	the	the	DET
cana-5718	91	22	most	most	ADV
cana-5718	91	23	relevant	relevant	ADJ
cana-5718	91	24	document	document	NOUN
cana-5718	91	25	chunks	chunk	NOUN
cana-5718	91	26	based	base	VERB
cana-5718	91	27	on	on	ADP
cana-5718	91	28	the	the	DET
cana-5718	91	29	user	user	NOUN
cana-5718	91	30	’s	’s	PART
cana-5718	91	31	input	input	NOUN
cana-5718	91	32	query	query	NOUN
cana-5718	91	33	.	.	PUNCT
cana-5718	92	1	5.4	5.4	NUM
cana-5718	92	2	retrieval	retrieval	NOUN
cana-5718	92	3	-	-	PUNCT
cana-5718	92	4	augmented	augment	VERB
cana-5718	92	5	generation	generation	NOUN
cana-5718	92	6	retrieval	retrieval	NOUN
cana-5718	92	7	augmented	augment	VERB
cana-5718	92	8	generation	generation	NOUN
cana-5718	92	9	or	or	CCONJ
cana-5718	92	10	rag	rag	NOUN
cana-5718	92	11	is	be	AUX
cana-5718	92	12	the	the	DET
cana-5718	92	13	process	process	NOUN
cana-5718	92	14	of	of	ADP
cana-5718	92	15	optimizing	optimize	VERB
cana-5718	92	16	the	the	DET
cana-5718	92	17	output	output	NOUN
cana-5718	92	18	of	of	ADP
cana-5718	92	19	a	a	DET
cana-5718	92	20	large	large	ADJ
cana-5718	92	21	language	language	NOUN
cana-5718	92	22	model	model	NOUN
cana-5718	92	23	where	where	SCONJ
cana-5718	92	24	it	it	PRON
cana-5718	92	25	references	reference	VERB
cana-5718	92	26	an	an	DET
cana-5718	92	27	authoritative	authoritative	ADJ
cana-5718	92	28	knowledge	knowledge	NOUN
cana-5718	92	29	base	base	NOUN
cana-5718	92	30	outside	outside	ADP
cana-5718	92	31	of	of	ADP
cana-5718	92	32	its	its	PRON
cana-5718	92	33	training	training	NOUN
cana-5718	92	34	data	datum	NOUN
cana-5718	92	35	sources	source	NOUN
cana-5718	92	36	before	before	ADP
cana-5718	92	37	generating	generate	VERB
cana-5718	92	38	a	a	DET
cana-5718	92	39	response	response	NOUN
cana-5718	92	40	.	.	PUNCT
cana-5718	93	1	this	this	DET
cana-5718	93	2	method	method	NOUN
cana-5718	93	3	optimizes	optimize	VERB
cana-5718	93	4	performance	performance	NOUN
cana-5718	93	5	for	for	ADP
cana-5718	93	6	a	a	DET
cana-5718	93	7	particular	particular	ADJ
cana-5718	93	8	use	use	NOUN
cana-5718	93	9	case	case	NOUN
cana-5718	93	10	.	.	PUNCT
cana-5718	94	1	it	it	PRON
cana-5718	94	2	helps	help	VERB
cana-5718	94	3	in	in	ADP
cana-5718	94	4	enhancing	enhance	VERB
cana-5718	94	5	the	the	DET
cana-5718	94	6	accuracy	accuracy	NOUN
cana-5718	94	7	and	and	CCONJ
cana-5718	94	8	relevancy	relevancy	NOUN
cana-5718	94	9	of	of	ADP
cana-5718	94	10	large	large	ADJ
cana-5718	94	11	-	-	PUNCT
cana-5718	94	12	language	language	NOUN
cana-5718	94	13	models	model	NOUN
cana-5718	94	14	.	.	PUNCT
cana-5718	95	1	rag	rag	NOUN
cana-5718	95	2	extends	extend	VERB
cana-5718	95	3	the	the	DET
cana-5718	95	4	already	already	ADV
cana-5718	95	5	powerful	powerful	ADJ
cana-5718	95	6	capabilities	capability	NOUN
cana-5718	95	7	of	of	ADP
cana-5718	95	8	llms	llm	NOUN
cana-5718	95	9	to	to	ADP
cana-5718	95	10	specific	specific	ADJ
cana-5718	95	11	domains	domain	NOUN
cana-5718	95	12	or	or	CCONJ
cana-5718	95	13	an	an	DET
cana-5718	95	14	organization	organization	NOUN
cana-5718	95	15	's	's	PART
cana-5718	95	16	internal	internal	ADJ
cana-5718	95	17	knowledge	knowledge	NOUN
cana-5718	95	18	base	base	NOUN
cana-5718	95	19	,	,	PUNCT
cana-5718	95	20	all	all	PRON
cana-5718	95	21	without	without	ADP
cana-5718	95	22	the	the	DET
cana-5718	95	23	need	need	NOUN
cana-5718	95	24	to	to	PART
cana-5718	95	25	retrain	retrain	VERB
cana-5718	95	26	the	the	DET
cana-5718	95	27	model	model	NOUN
cana-5718	95	28	.	.	PUNCT
cana-5718	96	1	standard	standard	ADJ
cana-5718	96	2	llms	llm	NOUN
cana-5718	96	3	rely	rely	VERB
cana-5718	96	4	on	on	ADP
cana-5718	96	5	pre	pre	ADJ
cana-5718	96	6	-	-	ADJ
cana-5718	96	7	trained	train	VERB
cana-5718	96	8	knowledge	knowledge	NOUN
cana-5718	96	9	that	that	PRON
cana-5718	96	10	might	might	AUX
cana-5718	96	11	be	be	AUX
cana-5718	96	12	generalized	generalize	VERB
cana-5718	96	13	and	and	CCONJ
cana-5718	96	14	out	out	ADV
cana-5718	96	15	-	-	PUNCT
cana-5718	96	16	of	of	ADP
cana-5718	96	17	-	-	PUNCT
cana-5718	96	18	date	date	NOUN
cana-5718	96	19	.	.	PUNCT
cana-5718	97	1	rag	rag	NOUN
cana-5718	97	2	supports	support	VERB
cana-5718	97	3	dynamic	dynamic	ADJ
cana-5718	97	4	information	information	NOUN
cana-5718	97	5	retrieval	retrieval	NOUN
cana-5718	97	6	using	use	VERB
cana-5718	97	7	vector	vector	NOUN
cana-5718	97	8	search	search	NOUN
cana-5718	97	9	over	over	ADP
cana-5718	97	10	stored	store	VERB
cana-5718	97	11	embeddings	embedding	NOUN
cana-5718	97	12	.	.	PUNCT
cana-5718	98	1	the	the	DET
cana-5718	98	2	rag	rag	NOUN
cana-5718	98	3	pipeline	pipeline	NOUN
cana-5718	98	4	and	and	CCONJ
cana-5718	98	5	workflow	workflow	NOUN
cana-5718	98	6	of	of	ADP
cana-5718	98	7	our	our	PRON
cana-5718	98	8	system	system	NOUN
cana-5718	98	9	is	be	AUX
cana-5718	98	10	shown	show	VERB
cana-5718	98	11	in	in	ADP
cana-5718	98	12	figure	figure	NOUN
cana-5718	98	13	1	1	NUM
cana-5718	98	14	.	.	PUNCT
cana-5718	99	1	the	the	DET
cana-5718	99	2	rag	rag	NOUN
cana-5718	99	3	pipeline	pipeline	NOUN
cana-5718	99	4	is	be	AUX
cana-5718	99	5	a	a	DET
cana-5718	99	6	structure	structure	NOUN
cana-5718	99	7	that	that	PRON
cana-5718	99	8	consists	consist	VERB
cana-5718	99	9	of	of	ADP
cana-5718	99	10	two	two	NUM
cana-5718	99	11	primary	primary	ADJ
cana-5718	99	12	components	component	NOUN
cana-5718	99	13	:	:	PUNCT
cana-5718	99	14	the	the	DET
cana-5718	99	15	retrieval	retrieval	NOUN
cana-5718	99	16	pipeline	pipeline	NOUN
cana-5718	99	17	and	and	CCONJ
cana-5718	99	18	the	the	DET
cana-5718	99	19	generation	generation	NOUN
cana-5718	99	20	pipeline	pipeline	NOUN
cana-5718	99	21	.	.	PUNCT
cana-5718	100	1	fig	fig	NOUN
cana-5718	100	2	.	.	PUNCT
cana-5718	101	1	1	1	X
cana-5718	101	2	.	.	X
cana-5718	101	3	rag	rag	NOUN
cana-5718	101	4	pipeline	pipeline	NOUN
cana-5718	101	5	communications	communication	NOUN
cana-5718	101	6	on	on	ADP
cana-5718	101	7	applied	apply	VERB
cana-5718	101	8	nonlinear	nonlinear	ADJ
cana-5718	101	9	analysis	analysis	NOUN
cana-5718	101	10	issn	issn	NOUN
cana-5718	101	11	:	:	PUNCT
cana-5718	101	12	1074	1074	NUM
cana-5718	101	13	-	-	PUNCT
cana-5718	101	14	133x	133x	NUM
cana-5718	101	15	vol	vol	VERB
cana-5718	101	16	32	32	NUM
cana-5718	101	17	no	no	NOUN
cana-5718	101	18	.	.	PUNCT
cana-5718	102	1	10s	10	NOUN
cana-5718	102	2	(	(	PUNCT
cana-5718	102	3	2025	2025	NUM
cana-5718	102	4	)	)	PUNCT
cana-5718	102	5	2776	2776	NUM
cana-5718	102	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	102	7	retrieval	retrieval	NOUN
cana-5718	102	8	pipeline	pipeline	NOUN
cana-5718	102	9	the	the	DET
cana-5718	102	10	query	query	NOUN
cana-5718	102	11	submitted	submit	VERB
cana-5718	102	12	by	by	ADP
cana-5718	102	13	the	the	DET
cana-5718	102	14	user	user	NOUN
cana-5718	102	15	is	be	AUX
cana-5718	102	16	also	also	ADV
cana-5718	102	17	converted	convert	VERB
cana-5718	102	18	into	into	ADP
cana-5718	102	19	a	a	DET
cana-5718	102	20	vector	vector	NOUN
cana-5718	102	21	embedding	embed	VERB
cana-5718	102	22	.	.	PUNCT
cana-5718	103	1	this	this	PRON
cana-5718	103	2	ensures	ensure	VERB
cana-5718	103	3	consistency	consistency	NOUN
cana-5718	103	4	between	between	ADP
cana-5718	103	5	the	the	DET
cana-5718	103	6	document	document	NOUN
cana-5718	103	7	embeddings	embedding	NOUN
cana-5718	103	8	and	and	CCONJ
cana-5718	103	9	the	the	DET
cana-5718	103	10	query	query	NOUN
cana-5718	103	11	embeddings	embedding	NOUN
cana-5718	103	12	.	.	PUNCT
cana-5718	104	1	a	a	DET
cana-5718	104	2	semantic	semantic	ADJ
cana-5718	104	3	similarity	similarity	NOUN
cana-5718	104	4	search	search	NOUN
cana-5718	104	5	is	be	AUX
cana-5718	104	6	performed	perform	VERB
cana-5718	104	7	between	between	ADP
cana-5718	104	8	the	the	DET
cana-5718	104	9	user	user	NOUN
cana-5718	104	10	query	query	NOUN
cana-5718	104	11	embeddings	embedding	NOUN
cana-5718	104	12	and	and	CCONJ
cana-5718	104	13	the	the	DET
cana-5718	104	14	precomputed	precompute	VERB
cana-5718	104	15	document	document	NOUN
cana-5718	104	16	embeddings	embedding	NOUN
cana-5718	104	17	.	.	PUNCT
cana-5718	105	1	for	for	ADP
cana-5718	105	2	each	each	DET
cana-5718	105	3	comparison	comparison	NOUN
cana-5718	105	4	a	a	DET
cana-5718	105	5	similarity	similarity	NOUN
cana-5718	105	6	score	score	NOUN
cana-5718	105	7	is	be	AUX
cana-5718	105	8	calculated	calculate	VERB
cana-5718	105	9	using	use	VERB
cana-5718	105	10	the	the	DET
cana-5718	105	11	cosine	cosine	NOUN
cana-5718	105	12	similarity	similarity	NOUN
cana-5718	105	13	or	or	CCONJ
cana-5718	105	14	the	the	DET
cana-5718	105	15	inner	inner	ADJ
cana-5718	105	16	product	product	NOUN
cana-5718	105	17	method	method	NOUN
cana-5718	105	18	.	.	PUNCT
cana-5718	106	1	the	the	DET
cana-5718	106	2	chunks	chunk	NOUN
cana-5718	106	3	are	be	AUX
cana-5718	106	4	ranked	rank	VERB
cana-5718	106	5	based	base	VERB
cana-5718	106	6	on	on	ADP
cana-5718	106	7	the	the	DET
cana-5718	106	8	similarity	similarity	NOUN
cana-5718	106	9	scores	score	NOUN
cana-5718	106	10	to	to	PART
cana-5718	106	11	ensure	ensure	VERB
cana-5718	106	12	that	that	SCONJ
cana-5718	106	13	contextually	contextually	ADV
cana-5718	106	14	relevant	relevant	ADJ
cana-5718	106	15	information	information	NOUN
cana-5718	106	16	is	be	AUX
cana-5718	106	17	considered	consider	VERB
cana-5718	106	18	.	.	PUNCT
cana-5718	107	1	the	the	DET
cana-5718	107	2	top	top	ADJ
cana-5718	107	3	k(k=3	k(k=3	PROPN
cana-5718	107	4	)	)	PUNCT
cana-5718	107	5	relevant	relevant	ADJ
cana-5718	107	6	chunks	chunk	NOUN
cana-5718	107	7	are	be	AUX
cana-5718	107	8	added	add	VERB
cana-5718	107	9	to	to	ADP
cana-5718	107	10	the	the	DET
cana-5718	107	11	query	query	NOUN
cana-5718	107	12	as	as	ADP
cana-5718	107	13	context	context	NOUN
cana-5718	107	14	for	for	ADP
cana-5718	107	15	the	the	DET
cana-5718	107	16	response	response	NOUN
cana-5718	107	17	.	.	PUNCT
cana-5718	108	1	low	low	ADJ
cana-5718	108	2	-	-	PUNCT
cana-5718	108	3	relevance	relevance	NOUN
cana-5718	108	4	documents	document	NOUN
cana-5718	108	5	are	be	AUX
cana-5718	108	6	discarded	discard	VERB
cana-5718	108	7	using	use	VERB
cana-5718	108	8	a	a	DET
cana-5718	108	9	threshold	threshold	NOUN
cana-5718	108	10	-	-	PUNCT
cana-5718	108	11	based	base	VERB
cana-5718	108	12	filtering	filtering	NOUN
cana-5718	108	13	mechanism	mechanism	NOUN
cana-5718	108	14	.	.	PUNCT
cana-5718	109	1	generation	generation	NOUN
cana-5718	109	2	pipeline	pipeline	NOUN
cana-5718	109	3	the	the	DET
cana-5718	109	4	retrieved	retrieve	VERB
cana-5718	109	5	text	text	NOUN
cana-5718	109	6	chunks	chunk	NOUN
cana-5718	109	7	are	be	AUX
cana-5718	109	8	concatenated	concatenate	VERB
cana-5718	109	9	to	to	ADP
cana-5718	109	10	the	the	DET
cana-5718	109	11	user	user	NOUN
cana-5718	109	12	's	's	PART
cana-5718	109	13	query	query	NOUN
cana-5718	109	14	to	to	PART
cana-5718	109	15	form	form	VERB
cana-5718	109	16	a	a	DET
cana-5718	109	17	context	context	NOUN
cana-5718	109	18	-	-	PUNCT
cana-5718	109	19	augmented	augment	VERB
cana-5718	109	20	prompt	prompt	NOUN
cana-5718	109	21	.	.	PUNCT
cana-5718	110	1	the	the	DET
cana-5718	110	2	model	model	NOUN
cana-5718	110	3	processes	process	VERB
cana-5718	110	4	the	the	DET
cana-5718	110	5	augmented	augment	VERB
cana-5718	110	6	prompt	prompt	NOUN
cana-5718	110	7	and	and	CCONJ
cana-5718	110	8	generates	generate	VERB
cana-5718	110	9	a	a	DET
cana-5718	110	10	structured	structured	ADJ
cana-5718	110	11	response	response	NOUN
cana-5718	110	12	.	.	PUNCT
cana-5718	111	1	to	to	PART
cana-5718	111	2	maintain	maintain	VERB
cana-5718	111	3	transparency	transparency	NOUN
cana-5718	111	4	,	,	PUNCT
cana-5718	111	5	the	the	DET
cana-5718	111	6	system	system	NOUN
cana-5718	111	7	also	also	ADV
cana-5718	111	8	returns	return	VERB
cana-5718	111	9	a	a	DET
cana-5718	111	10	list	list	NOUN
cana-5718	111	11	of	of	ADP
cana-5718	111	12	source	source	NOUN
cana-5718	111	13	documents	document	NOUN
cana-5718	111	14	along	along	ADP
cana-5718	111	15	with	with	ADP
cana-5718	111	16	citations	citation	NOUN
cana-5718	111	17	from	from	ADP
cana-5718	111	18	books	book	NOUN
cana-5718	111	19	,	,	PUNCT
cana-5718	111	20	research	research	NOUN
cana-5718	111	21	papers	paper	NOUN
cana-5718	111	22	,	,	PUNCT
cana-5718	111	23	and	and	CCONJ
cana-5718	111	24	youtube	youtube	NOUN
cana-5718	111	25	transcripts	transcript	NOUN
cana-5718	111	26	.	.	PUNCT
cana-5718	112	1	in	in	ADP
cana-5718	112	2	case	case	NOUN
cana-5718	112	3	of	of	ADP
cana-5718	112	4	video	video	NOUN
cana-5718	112	5	sources	source	NOUN
cana-5718	112	6	,	,	PUNCT
cana-5718	112	7	it	it	PRON
cana-5718	112	8	provides	provide	VERB
cana-5718	112	9	with	with	ADP
cana-5718	112	10	the	the	DET
cana-5718	112	11	youtube	youtube	NOUN
cana-5718	112	12	link	link	NOUN
cana-5718	112	13	,	,	PUNCT
cana-5718	112	14	allowing	allow	VERB
cana-5718	112	15	users	user	NOUN
cana-5718	112	16	to	to	PART
cana-5718	112	17	refer	refer	VERB
cana-5718	112	18	to	to	ADP
cana-5718	112	19	the	the	DET
cana-5718	112	20	exact	exact	ADJ
cana-5718	112	21	source	source	NOUN
cana-5718	112	22	.	.	PUNCT
cana-5718	113	1	if	if	SCONJ
cana-5718	113	2	no	no	DET
cana-5718	113	3	relevant	relevant	ADJ
cana-5718	113	4	data	data	NOUN
cana-5718	113	5	is	be	AUX
cana-5718	113	6	retrieved	retrieve	VERB
cana-5718	113	7	then	then	ADV
cana-5718	113	8	a	a	DET
cana-5718	113	9	generalized	generalized	ADJ
cana-5718	113	10	response	response	NOUN
cana-5718	113	11	is	be	AUX
cana-5718	113	12	generated	generate	VERB
cana-5718	113	13	instead	instead	ADV
cana-5718	113	14	of	of	ADP
cana-5718	113	15	a	a	DET
cana-5718	113	16	personalized	personalized	ADJ
cana-5718	113	17	response	response	NOUN
cana-5718	113	18	.	.	PUNCT
cana-5718	114	1	this	this	PRON
cana-5718	114	2	prevents	prevent	VERB
cana-5718	114	3	issues	issue	NOUN
cana-5718	114	4	regarding	regard	VERB
cana-5718	114	5	hallucinations	hallucination	NOUN
cana-5718	114	6	and	and	CCONJ
cana-5718	114	7	irrelevant	irrelevant	ADJ
cana-5718	114	8	prompts	prompt	NOUN
cana-5718	114	9	.	.	PUNCT
cana-5718	115	1	the	the	DET
cana-5718	115	2	model	model	NOUN
cana-5718	115	3	has	have	AUX
cana-5718	115	4	been	be	AUX
cana-5718	115	5	specifically	specifically	ADV
cana-5718	115	6	prompted	prompt	VERB
cana-5718	115	7	to	to	PART
cana-5718	115	8	generate	generate	VERB
cana-5718	115	9	a	a	DET
cana-5718	115	10	response	response	NOUN
cana-5718	115	11	that	that	PRON
cana-5718	115	12	provides	provide	VERB
cana-5718	115	13	the	the	DET
cana-5718	115	14	user	user	NOUN
cana-5718	115	15	with	with	ADP
cana-5718	115	16	a	a	DET
cana-5718	115	17	simple	simple	ADJ
cana-5718	115	18	easy	easy	ADJ
cana-5718	115	19	-	-	PUNCT
cana-5718	115	20	to	to	PART
cana-5718	115	21	-	-	PUNCT
cana-5718	115	22	understand	understand	VERB
cana-5718	115	23	explanation	explanation	NOUN
cana-5718	115	24	of	of	ADP
cana-5718	115	25	their	their	PRON
cana-5718	115	26	blood	blood	NOUN
cana-5718	115	27	test	test	NOUN
cana-5718	115	28	reports	report	NOUN
cana-5718	115	29	along	along	ADP
cana-5718	115	30	with	with	ADP
cana-5718	115	31	dietary	dietary	ADJ
cana-5718	115	32	and	and	CCONJ
cana-5718	115	33	lifestyle	lifestyle	NOUN
cana-5718	115	34	changes	change	NOUN
cana-5718	115	35	that	that	PRON
cana-5718	115	36	they	they	PRON
cana-5718	115	37	can	can	AUX
cana-5718	115	38	incorporate	incorporate	VERB
cana-5718	115	39	to	to	PART
cana-5718	115	40	improve	improve	VERB
cana-5718	115	41	their	their	PRON
cana-5718	115	42	health	health	NOUN
cana-5718	115	43	and	and	CCONJ
cana-5718	115	44	potentially	potentially	ADV
cana-5718	115	45	reverse	reverse	VERB
cana-5718	115	46	or	or	CCONJ
cana-5718	115	47	prevent	prevent	VERB
cana-5718	115	48	the	the	DET
cana-5718	115	49	onset	onset	NOUN
cana-5718	115	50	of	of	ADP
cana-5718	115	51	metabolic	metabolic	NOUN
cana-5718	115	52	diseases	disease	NOUN
cana-5718	115	53	.	.	PUNCT
cana-5718	116	1	6	6	NUM
cana-5718	116	2	results	result	NOUN
cana-5718	116	3	this	this	DET
cana-5718	116	4	section	section	NOUN
cana-5718	116	5	includes	include	VERB
cana-5718	116	6	the	the	DET
cana-5718	116	7	output	output	NOUN
cana-5718	116	8	and	and	CCONJ
cana-5718	116	9	performance	performance	NOUN
cana-5718	116	10	of	of	ADP
cana-5718	116	11	our	our	PRON
cana-5718	116	12	rag	rag	NOUN
cana-5718	116	13	-	-	PUNCT
cana-5718	116	14	based	base	VERB
cana-5718	116	15	system	system	NOUN
cana-5718	116	16	designed	design	VERB
cana-5718	116	17	to	to	PART
cana-5718	116	18	analyze	analyze	VERB
cana-5718	116	19	blood	blood	NOUN
cana-5718	116	20	test	test	NOUN
cana-5718	116	21	reports	report	NOUN
cana-5718	116	22	and	and	CCONJ
cana-5718	116	23	generate	generate	VERB
cana-5718	116	24	personalized	personalized	ADJ
cana-5718	116	25	health	health	NOUN
cana-5718	116	26	insights	insight	NOUN
cana-5718	116	27	.	.	PUNCT
cana-5718	117	1	the	the	DET
cana-5718	117	2	system	system	NOUN
cana-5718	117	3	allows	allow	VERB
cana-5718	117	4	users	user	NOUN
cana-5718	117	5	to	to	PART
cana-5718	117	6	create	create	VERB
cana-5718	117	7	an	an	DET
cana-5718	117	8	account	account	NOUN
cana-5718	117	9	and	and	CCONJ
cana-5718	117	10	log	log	VERB
cana-5718	117	11	in	in	ADP
cana-5718	117	12	securely	securely	ADV
cana-5718	117	13	.	.	PUNCT
cana-5718	118	1	this	this	PRON
cana-5718	118	2	enables	enable	VERB
cana-5718	118	3	the	the	DET
cana-5718	118	4	system	system	NOUN
cana-5718	118	5	to	to	PART
cana-5718	118	6	generate	generate	VERB
cana-5718	118	7	personalized	personalized	ADJ
cana-5718	118	8	recommendations	recommendation	NOUN
cana-5718	118	9	based	base	VERB
cana-5718	118	10	on	on	ADP
cana-5718	118	11	the	the	DET
cana-5718	118	12	user	user	NOUN
cana-5718	118	13	's	's	PART
cana-5718	118	14	blood	blood	NOUN
cana-5718	118	15	test	test	NOUN
cana-5718	118	16	report	report	NOUN
cana-5718	118	17	.	.	PUNCT
cana-5718	119	1	the	the	DET
cana-5718	119	2	user	user	NOUN
cana-5718	119	3	asks	ask	VERB
cana-5718	119	4	a	a	DET
cana-5718	119	5	query	query	NOUN
cana-5718	119	6	and/or	and/or	CCONJ
cana-5718	119	7	uploads	upload	VERB
cana-5718	119	8	a	a	DET
cana-5718	119	9	blood	blood	NOUN
cana-5718	119	10	test	test	NOUN
cana-5718	119	11	report	report	NOUN
cana-5718	119	12	.	.	PUNCT
cana-5718	120	1	this	this	DET
cana-5718	120	2	blood	blood	NOUN
cana-5718	120	3	test	test	NOUN
cana-5718	120	4	report	report	NOUN
cana-5718	120	5	is	be	AUX
cana-5718	120	6	securely	securely	ADV
cana-5718	120	7	stored	store	VERB
cana-5718	120	8	in	in	ADP
cana-5718	120	9	an	an	DET
cana-5718	120	10	encrypted	encrypt	VERB
cana-5718	120	11	format	format	NOUN
cana-5718	120	12	to	to	PART
cana-5718	120	13	ensure	ensure	VERB
cana-5718	120	14	privacy	privacy	NOUN
cana-5718	120	15	and	and	CCONJ
cana-5718	120	16	confidentiality	confidentiality	NOUN
cana-5718	120	17	.	.	PUNCT
cana-5718	121	1	once	once	SCONJ
cana-5718	121	2	the	the	DET
cana-5718	121	3	report	report	NOUN
cana-5718	121	4	has	have	AUX
cana-5718	121	5	been	be	AUX
cana-5718	121	6	stored	store	VERB
cana-5718	121	7	,	,	PUNCT
cana-5718	121	8	it	it	PRON
cana-5718	121	9	is	be	AUX
cana-5718	121	10	automatically	automatically	ADV
cana-5718	121	11	referred	refer	VERB
cana-5718	121	12	to	to	ADP
cana-5718	121	13	in	in	ADP
cana-5718	121	14	future	future	ADJ
cana-5718	121	15	queries	query	NOUN
cana-5718	121	16	,	,	PUNCT
cana-5718	121	17	thus	thus	ADV
cana-5718	121	18	providing	provide	VERB
cana-5718	121	19	personalized	personalized	ADJ
cana-5718	121	20	and	and	CCONJ
cana-5718	121	21	contextaware	contextaware	NOUN
cana-5718	121	22	responses	response	NOUN
cana-5718	121	23	.	.	PUNCT
cana-5718	122	1	figure	figure	NOUN
cana-5718	122	2	2	2	NUM
cana-5718	122	3	shows	show	VERB
cana-5718	122	4	the	the	DET
cana-5718	122	5	attached	attached	ADJ
cana-5718	122	6	blood	blood	NOUN
cana-5718	122	7	test	test	NOUN
cana-5718	122	8	report	report	NOUN
cana-5718	122	9	along	along	ADP
cana-5718	122	10	with	with	ADP
cana-5718	122	11	the	the	DET
cana-5718	122	12	user	user	NOUN
cana-5718	122	13	query	query	NOUN
cana-5718	122	14	.	.	PUNCT
cana-5718	123	1	figures	figure	NOUN
cana-5718	123	2	3	3	NUM
cana-5718	123	3	and	and	CCONJ
cana-5718	123	4	4	4	NUM
cana-5718	123	5	show	show	VERB
cana-5718	123	6	the	the	DET
cana-5718	123	7	responses	response	NOUN
cana-5718	123	8	generated	generate	VERB
cana-5718	123	9	by	by	ADP
cana-5718	123	10	the	the	DET
cana-5718	123	11	system	system	NOUN
cana-5718	123	12	for	for	ADP
cana-5718	123	13	the	the	DET
cana-5718	123	14	corresponding	corresponding	ADJ
cana-5718	123	15	prompts	prompt	NOUN
cana-5718	123	16	.	.	PUNCT
cana-5718	124	1	fig	fig	NOUN
cana-5718	124	2	.	.	PUNCT
cana-5718	125	1	2	2	X
cana-5718	125	2	.	.	X
cana-5718	125	3	prompt	prompt	ADJ
cana-5718	125	4	fig	fig	NOUN
cana-5718	125	5	.	.	PUNCT
cana-5718	126	1	3	3	X
cana-5718	126	2	.	.	X
cana-5718	126	3	prompt	prompt	ADJ
cana-5718	126	4	and	and	CCONJ
cana-5718	126	5	response	response	NOUN
cana-5718	126	6	communications	communication	NOUN
cana-5718	126	7	on	on	ADP
cana-5718	126	8	applied	apply	VERB
cana-5718	126	9	nonlinear	nonlinear	ADJ
cana-5718	126	10	analysis	analysis	NOUN
cana-5718	126	11	issn	issn	NOUN
cana-5718	126	12	:	:	PUNCT
cana-5718	126	13	1074	1074	NUM
cana-5718	126	14	-	-	PUNCT
cana-5718	126	15	133x	133x	NUM
cana-5718	126	16	vol	vol	VERB
cana-5718	126	17	32	32	NUM
cana-5718	126	18	no	no	NOUN
cana-5718	126	19	.	.	PUNCT
cana-5718	127	1	10s	10	NOUN
cana-5718	127	2	(	(	PUNCT
cana-5718	127	3	2025	2025	NUM
cana-5718	127	4	)	)	PUNCT
cana-5718	127	5	2777	2777	NUM
cana-5718	127	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	127	7	fig	fig	NOUN
cana-5718	127	8	.	.	PUNCT
cana-5718	128	1	4	4	X
cana-5718	128	2	.	.	X
cana-5718	128	3	prompt	prompt	ADJ
cana-5718	128	4	and	and	CCONJ
cana-5718	128	5	response	response	NOUN
cana-5718	128	6	we	we	PRON
cana-5718	128	7	performed	perform	VERB
cana-5718	128	8	a	a	DET
cana-5718	128	9	manual	manual	ADJ
cana-5718	128	10	analysis	analysis	NOUN
cana-5718	128	11	of	of	ADP
cana-5718	128	12	the	the	DET
cana-5718	128	13	ai	ai	PROPN
cana-5718	128	14	responses	response	NOUN
cana-5718	128	15	using	use	VERB
cana-5718	128	16	llm	llm	ADV
cana-5718	128	17	-	-	PUNCT
cana-5718	128	18	supported	support	VERB
cana-5718	128	19	scoring	scoring	NOUN
cana-5718	128	20	.	.	PUNCT
cana-5718	129	1	in	in	ADP
cana-5718	129	2	particular	particular	ADJ
cana-5718	129	3	,	,	PUNCT
cana-5718	129	4	gpt-4	gpt-4	PRON
cana-5718	129	5	was	be	AUX
cana-5718	129	6	asked	ask	VERB
cana-5718	129	7	to	to	PART
cana-5718	129	8	score	score	VERB
cana-5718	129	9	each	each	DET
cana-5718	129	10	response	response	NOUN
cana-5718	129	11	on	on	ADP
cana-5718	129	12	four	four	NUM
cana-5718	129	13	dimensions	dimension	NOUN
cana-5718	129	14	—	—	PUNCT
cana-5718	129	15	correctness	correctness	NOUN
cana-5718	129	16	,	,	PUNCT
cana-5718	129	17	clarity	clarity	NOUN
cana-5718	129	18	,	,	PUNCT
cana-5718	129	19	helpfulness	helpfulness	ADJ
cana-5718	129	20	,	,	PUNCT
cana-5718	129	21	and	and	CCONJ
cana-5718	129	22	completeness	completeness	NOUN
cana-5718	129	23	—	—	PUNCT
cana-5718	129	24	between	between	ADP
cana-5718	129	25	1	1	NUM
cana-5718	129	26	and	and	CCONJ
cana-5718	129	27	100	100	NUM
cana-5718	129	28	.	.	PUNCT
cana-5718	130	1	table	table	NOUN
cana-5718	130	2	4	4	NUM
cana-5718	130	3	shows	show	VERB
cana-5718	130	4	the	the	DET
cana-5718	130	5	values	value	NOUN
cana-5718	130	6	of	of	ADP
cana-5718	130	7	the	the	DET
cana-5718	130	8	metrics	metric	NOUN
cana-5718	130	9	.	.	PUNCT
cana-5718	131	1	figure	figure	NOUN
cana-5718	131	2	5	5	NUM
cana-5718	131	3	shows	show	VERB
cana-5718	131	4	the	the	DET
cana-5718	131	5	pictorial	pictorial	ADJ
cana-5718	131	6	representation	representation	NOUN
cana-5718	131	7	of	of	ADP
cana-5718	131	8	the	the	DET
cana-5718	131	9	values	value	NOUN
cana-5718	131	10	of	of	ADP
cana-5718	131	11	the	the	DET
cana-5718	131	12	metrics	metric	NOUN
cana-5718	131	13	.	.	PUNCT
cana-5718	132	1	the	the	DET
cana-5718	132	2	evaluation	evaluation	NOUN
cana-5718	132	3	prompt	prompt	NOUN
cana-5718	132	4	was	be	AUX
cana-5718	132	5	standardized	standardize	VERB
cana-5718	132	6	and	and	CCONJ
cana-5718	132	7	crafted	craft	VERB
cana-5718	132	8	to	to	PART
cana-5718	132	9	mimic	mimic	VERB
cana-5718	132	10	expert	expert	NOUN
cana-5718	132	11	review	review	NOUN
cana-5718	132	12	.	.	PUNCT
cana-5718	133	1	although	although	SCONJ
cana-5718	133	2	the	the	DET
cana-5718	133	3	model	model	NOUN
cana-5718	133	4	supplied	supply	VERB
cana-5718	133	5	the	the	DET
cana-5718	133	6	ratings	rating	NOUN
cana-5718	133	7	,	,	PUNCT
cana-5718	133	8	human	human	ADJ
cana-5718	133	9	monitoring	monitoring	NOUN
cana-5718	133	10	guaranteed	guarantee	VERB
cana-5718	133	11	consistency	consistency	NOUN
cana-5718	133	12	and	and	CCONJ
cana-5718	133	13	reliability	reliability	NOUN
cana-5718	133	14	.	.	PUNCT
cana-5718	134	1	the	the	DET
cana-5718	134	2	approach	approach	NOUN
cana-5718	134	3	is	be	AUX
cana-5718	134	4	representative	representative	ADJ
cana-5718	134	5	of	of	ADP
cana-5718	134	6	a	a	DET
cana-5718	134	7	semiautomated	semiautomate	VERB
cana-5718	134	8	,	,	PUNCT
cana-5718	134	9	expert	expert	NOUN
cana-5718	134	10	-	-	PUNCT
cana-5718	134	11	in	in	ADP
cana-5718	134	12	-	-	PUNCT
cana-5718	134	13	the	the	DET
cana-5718	134	14	-	-	PUNCT
cana-5718	134	15	loop	loop	NOUN
cana-5718	134	16	assessment	assessment	NOUN
cana-5718	134	17	strategy	strategy	NOUN
cana-5718	134	18	,	,	PUNCT
cana-5718	134	19	striking	strike	VERB
cana-5718	134	20	a	a	DET
cana-5718	134	21	balance	balance	NOUN
cana-5718	134	22	between	between	ADP
cana-5718	134	23	scalability	scalability	NOUN
cana-5718	134	24	and	and	CCONJ
cana-5718	134	25	clinical	clinical	ADJ
cana-5718	134	26	understanding	understanding	NOUN
cana-5718	134	27	.	.	PUNCT
cana-5718	135	1	fig	fig	NOUN
cana-5718	135	2	.	.	PUNCT
cana-5718	136	1	5	5	X
cana-5718	136	2	.	.	X
cana-5718	136	3	results	result	NOUN
cana-5718	136	4	graph	graph	VERB
cana-5718	136	5	communications	communication	NOUN
cana-5718	136	6	on	on	ADP
cana-5718	136	7	applied	apply	VERB
cana-5718	136	8	nonlinear	nonlinear	ADJ
cana-5718	136	9	analysis	analysis	NOUN
cana-5718	136	10	issn	issn	NOUN
cana-5718	136	11	:	:	PUNCT
cana-5718	136	12	1074	1074	NUM
cana-5718	136	13	-	-	PUNCT
cana-5718	136	14	133x	133x	NUM
cana-5718	136	15	vol	vol	VERB
cana-5718	136	16	32	32	NUM
cana-5718	136	17	no	no	NOUN
cana-5718	136	18	.	.	PUNCT
cana-5718	137	1	10s	10	NOUN
cana-5718	137	2	(	(	PUNCT
cana-5718	137	3	2025	2025	NUM
cana-5718	137	4	)	)	PUNCT
cana-5718	137	5	2778	2778	NUM
cana-5718	137	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	137	7	table	table	NOUN
cana-5718	137	8	4	4	NUM
cana-5718	137	9	.	.	PUNCT
cana-5718	137	10	results	result	NOUN
cana-5718	137	11	table	table	NOUN
cana-5718	137	12	response	response	NOUN
cana-5718	137	13	#	#	NOUN
cana-5718	137	14	correctness	correctness	NOUN
cana-5718	137	15	clarity	clarity	NOUN
cana-5718	137	16	helpfulness	helpfulness	ADJ
cana-5718	137	17	completeness	completeness	NOUN
cana-5718	137	18	1	1	NUM
cana-5718	137	19	95	95	NUM
cana-5718	137	20	98	98	NUM
cana-5718	137	21	90	90	NUM
cana-5718	137	22	85	85	NUM
cana-5718	137	23	2	2	NUM
cana-5718	137	24	90	90	NUM
cana-5718	137	25	95	95	NUM
cana-5718	137	26	90	90	NUM
cana-5718	137	27	85	85	NUM
cana-5718	137	28	3	3	NUM
cana-5718	137	29	90	90	NUM
cana-5718	137	30	95	95	NUM
cana-5718	137	31	90	90	NUM
cana-5718	137	32	92	92	NUM
cana-5718	137	33	4	4	NUM
cana-5718	137	34	95	95	NUM
cana-5718	137	35	95	95	NUM
cana-5718	137	36	90	90	NUM
cana-5718	137	37	85	85	NUM
cana-5718	137	38	5	5	NUM
cana-5718	137	39	95	95	NUM
cana-5718	137	40	90	90	NUM
cana-5718	137	41	90	90	NUM
cana-5718	137	42	95	95	NUM
cana-5718	137	43	6	6	NUM
cana-5718	137	44	95	95	NUM
cana-5718	137	45	98	98	NUM
cana-5718	137	46	90	90	NUM
cana-5718	137	47	85	85	NUM
cana-5718	137	48	7	7	NUM
cana-5718	137	49	95	95	NUM
cana-5718	137	50	95	95	NUM
cana-5718	137	51	90	90	NUM
cana-5718	137	52	85	85	NUM
cana-5718	137	53	8	8	NUM
cana-5718	137	54	95	95	NUM
cana-5718	137	55	98	98	NUM
cana-5718	137	56	95	95	NUM
cana-5718	137	57	90	90	NUM
cana-5718	137	58	9	9	NUM
cana-5718	137	59	95	95	NUM
cana-5718	137	60	95	95	NUM
cana-5718	137	61	90	90	NUM
cana-5718	137	62	90	90	NUM
cana-5718	137	63	10	10	NUM
cana-5718	137	64	95	95	NUM
cana-5718	137	65	98	98	NUM
cana-5718	137	66	90	90	NUM
cana-5718	137	67	92	92	NUM
cana-5718	137	68	11	11	NUM
cana-5718	137	69	90	90	NUM
cana-5718	137	70	95	95	NUM
cana-5718	137	71	90	90	NUM
cana-5718	137	72	85	85	NUM
cana-5718	137	73	12	12	NUM
cana-5718	137	74	95	95	NUM
cana-5718	137	75	98	98	NUM
cana-5718	137	76	95	95	NUM
cana-5718	137	77	92	92	NUM
cana-5718	137	78	13	13	NUM
cana-5718	137	79	90	90	NUM
cana-5718	137	80	95	95	NUM
cana-5718	137	81	90	90	NUM
cana-5718	137	82	85	85	NUM
cana-5718	137	83	14	14	NUM
cana-5718	137	84	95	95	NUM
cana-5718	137	85	90	90	NUM
cana-5718	137	86	92	92	NUM
cana-5718	137	87	95	95	NUM
cana-5718	137	88	15	15	NUM
cana-5718	137	89	95	95	NUM
cana-5718	137	90	90	90	NUM
cana-5718	137	91	85	85	NUM
cana-5718	137	92	90	90	NUM
cana-5718	137	93	16	16	NUM
cana-5718	137	94	95	95	NUM
cana-5718	137	95	98	98	NUM
cana-5718	137	96	90	90	NUM
cana-5718	137	97	92	92	NUM
cana-5718	137	98	17	17	NUM
cana-5718	137	99	95	95	NUM
cana-5718	137	100	100	100	NUM
cana-5718	137	101	90	90	NUM
cana-5718	137	102	85	85	NUM
cana-5718	137	103	18	18	NUM
cana-5718	137	104	95	95	NUM
cana-5718	137	105	95	95	NUM
cana-5718	137	106	90	90	NUM
cana-5718	137	107	90	90	NUM
cana-5718	137	108	19	19	NUM
cana-5718	137	109	95	95	NUM
cana-5718	137	110	90	90	NUM
cana-5718	137	111	90	90	NUM
cana-5718	137	112	95	95	NUM
cana-5718	137	113	20	20	NUM
cana-5718	137	114	95	95	NUM
cana-5718	137	115	90	90	NUM
cana-5718	137	116	85	85	NUM
cana-5718	137	117	80	80	NUM
cana-5718	137	118	7	7	NUM
cana-5718	137	119	conclusion	conclusion	NOUN
cana-5718	137	120	this	this	DET
cana-5718	137	121	project	project	NOUN
cana-5718	137	122	presents	present	VERB
cana-5718	137	123	a	a	DET
cana-5718	137	124	retrieval	retrieval	NOUN
cana-5718	137	125	-	-	PUNCT
cana-5718	137	126	augmented	augment	VERB
cana-5718	137	127	generation	generation	NOUN
cana-5718	137	128	(	(	PUNCT
cana-5718	137	129	rag)-driven	rag)-driven	VERB
cana-5718	137	130	genai	genai	NOUN
cana-5718	137	131	system	system	NOUN
cana-5718	137	132	that	that	PRON
cana-5718	137	133	interprets	interpret	VERB
cana-5718	137	134	blood	blood	NOUN
cana-5718	137	135	test	test	NOUN
cana-5718	137	136	reports	report	NOUN
cana-5718	137	137	and	and	CCONJ
cana-5718	137	138	provides	provide	VERB
cana-5718	137	139	a	a	DET
cana-5718	137	140	personalized	personalized	ADJ
cana-5718	137	141	health	health	NOUN
cana-5718	137	142	analysis	analysis	NOUN
cana-5718	137	143	with	with	ADP
cana-5718	137	144	a	a	DET
cana-5718	137	145	focus	focus	NOUN
cana-5718	137	146	on	on	ADP
cana-5718	137	147	metabolic	metabolic	NOUN
cana-5718	137	148	syndrome	syndrome	NOUN
cana-5718	137	149	.	.	PUNCT
cana-5718	138	1	the	the	DET
cana-5718	138	2	system	system	NOUN
cana-5718	138	3	,	,	PUNCT
cana-5718	138	4	integrating	integrate	VERB
cana-5718	138	5	pdf	pdf	NOUN
cana-5718	138	6	parsing	parsing	NOUN
cana-5718	138	7	,	,	PUNCT
cana-5718	138	8	structured	structured	ADJ
cana-5718	138	9	data	data	NOUN
cana-5718	138	10	extraction	extraction	NOUN
cana-5718	138	11	,	,	PUNCT
cana-5718	138	12	and	and	CCONJ
cana-5718	138	13	context	context	NOUN
cana-5718	138	14	-	-	PUNCT
cana-5718	138	15	sensitive	sensitive	ADJ
cana-5718	138	16	generation	generation	NOUN
cana-5718	138	17	,	,	PUNCT
cana-5718	138	18	produces	produce	VERB
cana-5718	138	19	human	human	NOUN
cana-5718	138	20	-	-	PUNCT
cana-5718	138	21	like	like	ADJ
cana-5718	138	22	,	,	PUNCT
cana-5718	138	23	medically	medically	ADV
cana-5718	138	24	accurate	accurate	ADJ
cana-5718	138	25	recommendations	recommendation	NOUN
cana-5718	138	26	.	.	PUNCT
cana-5718	139	1	to	to	PART
cana-5718	139	2	evaluate	evaluate	VERB
cana-5718	139	3	the	the	DET
cana-5718	139	4	quality	quality	NOUN
cana-5718	139	5	of	of	ADP
cana-5718	139	6	the	the	DET
cana-5718	139	7	generated	generate	VERB
cana-5718	139	8	recommendations	recommendation	NOUN
cana-5718	139	9	,	,	PUNCT
cana-5718	139	10	manual	manual	ADJ
cana-5718	139	11	testing	testing	NOUN
cana-5718	139	12	was	be	AUX
cana-5718	139	13	performed	perform	VERB
cana-5718	139	14	on	on	ADP
cana-5718	139	15	four	four	NUM
cana-5718	139	16	major	major	ADJ
cana-5718	139	17	metrics	metric	NOUN
cana-5718	139	18	—	—	PUNCT
cana-5718	139	19	correctness	correctness	NOUN
cana-5718	139	20	,	,	PUNCT
cana-5718	139	21	clarity	clarity	NOUN
cana-5718	139	22	,	,	PUNCT
cana-5718	139	23	helpfulness	helpfulness	ADJ
cana-5718	139	24	,	,	PUNCT
cana-5718	139	25	and	and	CCONJ
cana-5718	139	26	completeness	completeness	NOUN
cana-5718	139	27	—	—	PUNCT
cana-5718	139	28	each	each	PRON
cana-5718	139	29	scored	score	VERB
cana-5718	139	30	on	on	ADP
cana-5718	139	31	a	a	DET
cana-5718	139	32	1	1	NUM
cana-5718	139	33	to	to	PART
cana-5718	139	34	100	100	NUM
cana-5718	139	35	basis	basis	NOUN
cana-5718	139	36	.	.	PUNCT
cana-5718	140	1	the	the	DET
cana-5718	140	2	findings	finding	NOUN
cana-5718	140	3	showed	show	VERB
cana-5718	140	4	solid	solid	ADJ
cana-5718	140	5	performance	performance	NOUN
cana-5718	140	6	,	,	PUNCT
cana-5718	140	7	as	as	ADP
cana-5718	140	8	average	average	ADJ
cana-5718	140	9	scores	score	NOUN
cana-5718	140	10	for	for	ADP
cana-5718	140	11	correctness	correctness	NOUN
cana-5718	140	12	,	,	PUNCT
cana-5718	140	13	clarity	clarity	NOUN
cana-5718	140	14	,	,	PUNCT
cana-5718	140	15	helpfulness	helpfulness	ADJ
cana-5718	140	16	,	,	PUNCT
cana-5718	140	17	and	and	CCONJ
cana-5718	140	18	completeness	completeness	NOUN
cana-5718	140	19	were	be	AUX
cana-5718	140	20	92.4	92.4	NUM
cana-5718	140	21	,	,	PUNCT
cana-5718	140	22	89.7	89.7	NUM
cana-5718	140	23	,	,	PUNCT
cana-5718	140	24	91.1	91.1	NUM
cana-5718	140	25	,	,	PUNCT
cana-5718	140	26	and	and	CCONJ
cana-5718	140	27	88.9	88.9	NUM
cana-5718	140	28	,	,	PUNCT
cana-5718	140	29	respectively	respectively	ADV
cana-5718	140	30	.	.	PUNCT
cana-5718	141	1	these	these	DET
cana-5718	141	2	results	result	NOUN
cana-5718	141	3	confirm	confirm	VERB
cana-5718	141	4	the	the	DET
cana-5718	141	5	robustness	robustness	NOUN
cana-5718	141	6	of	of	ADP
cana-5718	141	7	the	the	DET
cana-5718	141	8	system	system	NOUN
cana-5718	141	9	in	in	ADP
cana-5718	141	10	generating	generate	VERB
cana-5718	141	11	good	good	ADJ
cana-5718	141	12	,	,	PUNCT
cana-5718	141	13	clear	clear	ADJ
cana-5718	141	14	,	,	PUNCT
cana-5718	141	15	and	and	CCONJ
cana-5718	141	16	useful	useful	ADJ
cana-5718	141	17	health	health	NOUN
cana-5718	141	18	recommendations	recommendation	NOUN
cana-5718	141	19	,	,	PUNCT
cana-5718	141	20	demonstrating	demonstrate	VERB
cana-5718	141	21	the	the	DET
cana-5718	141	22	merit	merit	NOUN
cana-5718	141	23	of	of	ADP
cana-5718	141	24	rag	rag	NOUN
cana-5718	141	25	-	-	PUNCT
cana-5718	141	26	based	base	VERB
cana-5718	141	27	architectures	architecture	NOUN
cana-5718	141	28	to	to	PART
cana-5718	141	29	transform	transform	VERB
cana-5718	141	30	complex	complex	ADJ
cana-5718	141	31	laboratory	laboratory	NOUN
cana-5718	141	32	information	information	NOUN
cana-5718	141	33	into	into	ADP
cana-5718	141	34	useful	useful	ADJ
cana-5718	141	35	insights	insight	NOUN
cana-5718	141	36	for	for	ADP
cana-5718	141	37	healthcare	healthcare	NOUN
cana-5718	141	38	providers	provider	NOUN
cana-5718	141	39	and	and	CCONJ
cana-5718	141	40	patients	patient	NOUN
cana-5718	141	41	alike	alike	ADV
cana-5718	141	42	.	.	PUNCT
cana-5718	142	1	therefore	therefore	ADV
cana-5718	142	2	,	,	PUNCT
cana-5718	142	3	with	with	ADP
cana-5718	142	4	its	its	PRON
cana-5718	142	5	ability	ability	NOUN
cana-5718	142	6	to	to	PART
cana-5718	142	7	direct	direct	VERB
cana-5718	142	8	users	user	NOUN
cana-5718	142	9	towards	towards	ADP
cana-5718	142	10	personalized	personalized	ADJ
cana-5718	142	11	diet	diet	NOUN
cana-5718	142	12	and	and	CCONJ
cana-5718	142	13	lifestyle	lifestyle	NOUN
cana-5718	142	14	modifications	modification	NOUN
cana-5718	142	15	,	,	PUNCT
cana-5718	142	16	the	the	DET
cana-5718	142	17	rag	rag	NOUN
cana-5718	142	18	model	model	NOUN
cana-5718	142	19	presents	present	VERB
cana-5718	142	20	a	a	DET
cana-5718	142	21	valuable	valuable	ADJ
cana-5718	142	22	tool	tool	NOUN
cana-5718	142	23	to	to	PART
cana-5718	142	24	reverse	reverse	VERB
cana-5718	142	25	metabolic	metabolic	NOUN
cana-5718	142	26	syndrome	syndrome	NOUN
cana-5718	142	27	and	and	CCONJ
cana-5718	142	28	enable	enable	VERB
cana-5718	142	29	individuals	individual	NOUN
cana-5718	142	30	to	to	PART
cana-5718	142	31	make	make	VERB
cana-5718	142	32	sound	sound	ADJ
cana-5718	142	33	health	health	NOUN
cana-5718	142	34	choices	choice	NOUN
cana-5718	142	35	.	.	PUNCT
cana-5718	143	1	8	8	NUM
cana-5718	143	2	future	future	ADJ
cana-5718	143	3	scope	scope	NOUN
cana-5718	143	4	the	the	DET
cana-5718	143	5	future	future	ADJ
cana-5718	143	6	scope	scope	NOUN
cana-5718	143	7	for	for	ADP
cana-5718	143	8	this	this	DET
cana-5718	143	9	project	project	NOUN
cana-5718	143	10	focuses	focus	VERB
cana-5718	143	11	on	on	ADP
cana-5718	143	12	:	:	PUNCT
cana-5718	143	13	multilingual	multilingual	ADJ
cana-5718	143	14	support	support	NOUN
cana-5718	143	15	,	,	PUNCT
cana-5718	143	16	personalization	personalization	NOUN
cana-5718	143	17	and	and	CCONJ
cana-5718	143	18	speech	speech	NOUN
cana-5718	143	19	recognition	recognition	NOUN
cana-5718	143	20	.	.	PUNCT
cana-5718	144	1	multilingual	multilingual	ADJ
cana-5718	144	2	support	support	NOUN
cana-5718	144	3	will	will	AUX
cana-5718	144	4	allow	allow	VERB
cana-5718	144	5	users	user	NOUN
cana-5718	144	6	from	from	ADP
cana-5718	144	7	different	different	ADJ
cana-5718	144	8	linguistic	linguistic	ADJ
cana-5718	144	9	backgrounds	background	NOUN
cana-5718	144	10	to	to	PART
cana-5718	144	11	easily	easily	ADV
cana-5718	144	12	interpret	interpret	VERB
cana-5718	144	13	their	their	PRON
cana-5718	144	14	health	health	NOUN
cana-5718	144	15	data	datum	NOUN
cana-5718	144	16	.	.	PUNCT
cana-5718	145	1	this	this	PRON
cana-5718	145	2	will	will	AUX
cana-5718	145	3	allow	allow	VERB
cana-5718	145	4	for	for	ADP
cana-5718	145	5	global	global	ADJ
cana-5718	145	6	scalability	scalability	NOUN
cana-5718	145	7	,	,	PUNCT
cana-5718	145	8	ensuring	ensure	VERB
cana-5718	145	9	the	the	DET
cana-5718	145	10	accessibility	accessibility	NOUN
cana-5718	145	11	of	of	ADP
cana-5718	145	12	healthcare	healthcare	NOUN
cana-5718	145	13	information	information	NOUN
cana-5718	145	14	to	to	ADP
cana-5718	145	15	a	a	DET
cana-5718	145	16	diverse	diverse	ADJ
cana-5718	145	17	range	range	NOUN
cana-5718	145	18	of	of	ADP
cana-5718	145	19	users	user	NOUN
cana-5718	145	20	.	.	PUNCT
cana-5718	146	1	communications	communication	NOUN
cana-5718	146	2	on	on	ADP
cana-5718	146	3	applied	apply	VERB
cana-5718	146	4	nonlinear	nonlinear	ADJ
cana-5718	146	5	analysis	analysis	NOUN
cana-5718	146	6	issn	issn	NOUN
cana-5718	146	7	:	:	PUNCT
cana-5718	146	8	1074	1074	NUM
cana-5718	146	9	-	-	PUNCT
cana-5718	146	10	133x	133x	NUM
cana-5718	146	11	vol	vol	VERB
cana-5718	146	12	32	32	NUM
cana-5718	146	13	no	no	NOUN
cana-5718	146	14	.	.	PUNCT
cana-5718	147	1	10s	10	NOUN
cana-5718	147	2	(	(	PUNCT
cana-5718	147	3	2025	2025	NUM
cana-5718	147	4	)	)	PUNCT
cana-5718	147	5	2779	2779	NUM
cana-5718	147	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5718	147	7	personalization	personalization	NOUN
cana-5718	147	8	is	be	AUX
cana-5718	147	9	another	another	DET
cana-5718	147	10	major	major	ADJ
cana-5718	147	11	focus	focus	NOUN
cana-5718	147	12	,	,	PUNCT
cana-5718	147	13	as	as	SCONJ
cana-5718	147	14	the	the	DET
cana-5718	147	15	system	system	NOUN
cana-5718	147	16	will	will	AUX
cana-5718	147	17	analyse	analyse	VERB
cana-5718	147	18	multiple	multiple	ADJ
cana-5718	147	19	instances	instance	NOUN
cana-5718	147	20	of	of	ADP
cana-5718	147	21	blood	blood	NOUN
cana-5718	147	22	test	test	NOUN
cana-5718	147	23	over	over	ADP
cana-5718	147	24	time	time	NOUN
cana-5718	147	25	,	,	PUNCT
cana-5718	147	26	thus	thus	ADV
cana-5718	147	27	allowing	allow	VERB
cana-5718	147	28	for	for	ADP
cana-5718	147	29	more	more	ADJ
cana-5718	147	30	predictive	predictive	ADJ
cana-5718	147	31	insights	insight	NOUN
cana-5718	147	32	.	.	PUNCT
cana-5718	148	1	by	by	ADP
cana-5718	148	2	tracking	track	VERB
cana-5718	148	3	a	a	DET
cana-5718	148	4	user	user	NOUN
cana-5718	148	5	's	's	PART
cana-5718	148	6	historical	historical	ADJ
cana-5718	148	7	data	datum	NOUN
cana-5718	148	8	,	,	PUNCT
cana-5718	148	9	the	the	DET
cana-5718	148	10	system	system	NOUN
cana-5718	148	11	can	can	AUX
cana-5718	148	12	provide	provide	VERB
cana-5718	148	13	more	more	ADV
cana-5718	148	14	nuanced	nuanced	ADJ
cana-5718	148	15	recommendations	recommendation	NOUN
cana-5718	148	16	and	and	CCONJ
cana-5718	148	17	detect	detect	VERB
cana-5718	148	18	trends	trend	NOUN
cana-5718	148	19	that	that	PRON
cana-5718	148	20	might	might	AUX
cana-5718	148	21	indicate	indicate	VERB
cana-5718	148	22	early	early	ADJ
cana-5718	148	23	health	health	NOUN
cana-5718	148	24	risks	risk	NOUN
cana-5718	148	25	for	for	ADP
cana-5718	148	26	metabolic	metabolic	NOUN
cana-5718	148	27	syndromes	syndrome	NOUN
cana-5718	148	28	.	.	PUNCT
cana-5718	149	1	integration	integration	NOUN
cana-5718	149	2	of	of	ADP
cana-5718	149	3	speech	speech	NOUN
cana-5718	149	4	recognition	recognition	NOUN
cana-5718	149	5	technology	technology	NOUN
cana-5718	149	6	will	will	AUX
cana-5718	149	7	provide	provide	VERB
cana-5718	149	8	a	a	DET
cana-5718	149	9	more	more	ADV
cana-5718	149	10	accessible	accessible	ADJ
cana-5718	149	11	and	and	CCONJ
cana-5718	149	12	intuitive	intuitive	ADJ
cana-5718	149	13	experience	experience	NOUN
cana-5718	149	14	for	for	ADP
cana-5718	149	15	the	the	DET
cana-5718	149	16	user	user	NOUN
cana-5718	149	17	.	.	PUNCT
cana-5718	150	1	it	it	PRON
cana-5718	150	2	will	will	AUX
cana-5718	150	3	allow	allow	VERB
cana-5718	150	4	for	for	ADP
cana-5718	150	5	a	a	DET
cana-5718	150	6	hands	hand	NOUN
cana-5718	150	7	-	-	PUNCT
cana-5718	150	8	free	free	ADJ
cana-5718	150	9	option	option	NOUN
cana-5718	150	10	for	for	ADP
cana-5718	150	11	those	those	PRON
cana-5718	150	12	who	who	PRON
cana-5718	150	13	may	may	AUX
cana-5718	150	14	have	have	VERB
cana-5718	150	15	difficulty	difficulty	NOUN
cana-5718	150	16	navigating	navigate	VERB
cana-5718	150	17	the	the	DET
cana-5718	150	18	user	user	NOUN
cana-5718	150	19	interface	interface	NOUN
cana-5718	150	20	.	.	PUNCT
cana-5718	151	1	references	reference	NOUN
cana-5718	151	2	1.arohi	1.arohi	NUM
cana-5718	151	3	karhade	karhade	PROPN
cana-5718	151	4	,	,	PUNCT
cana-5718	151	5	isha	isha	PROPN
cana-5718	151	6	verma	verma	PROPN
cana-5718	151	7	,	,	PUNCT
cana-5718	151	8	varad	varad	ADJ
cana-5718	151	9	gadaokar	gadaokar	NOUN
cana-5718	151	10	,	,	PUNCT
cana-5718	151	11	and	and	CCONJ
cana-5718	151	12	jayshree	jayshree	PROPN
cana-5718	151	13	mahajan	mahajan	PROPN
cana-5718	151	14	.	.	PROPN
cana-5718	152	1	using	use	VERB
cana-5718	152	2	genai	genai	PROPN
cana-5718	152	3	to	to	PART
cana-5718	152	4	generate	generate	VERB
cana-5718	152	5	blood	blood	NOUN
cana-5718	152	6	test	test	NOUN
cana-5718	152	7	report	report	NOUN
cana-5718	152	8	analysis	analysis	NOUN
cana-5718	152	9	to	to	PART
cana-5718	152	10	reverse	reverse	VERB
cana-5718	152	11	metabolic	metabolic	NOUN
cana-5718	152	12	syndrome	syndrome	NOUN
cana-5718	152	13	.	.	PUNCT
cana-5718	153	1	pict	pict	PROPN
cana-5718	153	2	’s	’s	PART
cana-5718	153	3	international	international	PROPN
cana-5718	153	4	journal	journal	NOUN
cana-5718	153	5	of	of	ADP
cana-5718	153	6	engineering	engineering	NOUN
cana-5718	153	7	and	and	CCONJ
cana-5718	153	8	technology	technology	NOUN
cana-5718	153	9	(	(	PUNCT
cana-5718	153	10	pijet	pijet	NOUN
cana-5718	153	11	)	)	PUNCT
cana-5718	153	12	,	,	PUNCT
cana-5718	153	13	2(2):55	2(2):55	PROPN
cana-5718	153	14	,	,	PUNCT
cana-5718	153	15	june	june	PROPN
cana-5718	153	16	2025	2025	NUM
cana-5718	153	17	.	.	PUNCT
cana-5718	154	1	available	available	ADJ
cana-5718	154	2	at	at	ADP
cana-5718	154	3	:	:	PUNCT
cana-5718	154	4	https://www.pijet.org	https://www.pijet.org	PROPN
cana-5718	154	5	.	.	PUNCT
cana-5718	155	1	2.national	2.national	NUM
cana-5718	155	2	heart	heart	NOUN
cana-5718	155	3	,	,	PUNCT
cana-5718	155	4	lung	lung	NOUN
cana-5718	155	5	,	,	PUNCT
cana-5718	155	6	and	and	CCONJ
cana-5718	155	7	blood	blood	NOUN
cana-5718	155	8	institute	institute	NOUN
cana-5718	155	9	.	.	PUNCT
cana-5718	156	1	metabolic	metabolic	PROPN
cana-5718	156	2	syndrome	syndrome	PROPN
cana-5718	156	3	,	,	PUNCT
cana-5718	156	4	2024	2024	NUM
cana-5718	156	5	.	.	PUNCT
cana-5718	156	6	accessed	access	VERB
cana-5718	156	7	:	:	PUNCT
cana-5718	156	8	2024	2024	NUM
cana-5718	156	9	-	-	SYM
cana-5718	156	10	09	09	NUM
cana-5718	156	11	-	-	PUNCT
cana-5718	156	12	26	26	NUM
cana-5718	156	13	.	.	PUNCT
cana-5718	157	1	3.thang	3.thang	NUM
cana-5718	157	2	s.	s.	PROPN
cana-5718	157	3	han	han	PROPN
cana-5718	157	4	and	and	CCONJ
cana-5718	157	5	michael	michael	PROPN
cana-5718	157	6	e.j	e.j	PROPN
cana-5718	157	7	.	.	PROPN
cana-5718	157	8	lean	lean	ADJ
cana-5718	157	9	.	.	PUNCT
cana-5718	157	10	metabolic	metabolic	NOUN
cana-5718	157	11	syndrome	syndrome	NOUN
cana-5718	157	12	.	.	PUNCT
cana-5718	158	1	medicine	medicine	NOUN
cana-5718	158	2	,	,	PUNCT
cana-5718	158	3	43(2):80–87	43(2):80–87	NUM
cana-5718	158	4	,	,	PUNCT
cana-5718	158	5	2015	2015	NUM
cana-5718	158	6	.	.	PUNCT
cana-5718	159	1	nutrition	nutrition	NOUN
cana-5718	159	2	.	.	PUNCT
cana-5718	160	1	4.prashant	4.prashant	NUM
cana-5718	160	2	karhade	karhade	NOUN
cana-5718	160	3	.	.	PUNCT
cana-5718	161	1	my	my	PRON
cana-5718	161	2	health	health	NOUN
cana-5718	161	3	my	my	PRON
cana-5718	161	4	responsibility	responsibility	NOUN
cana-5718	161	5	:	:	PUNCT
cana-5718	161	6	a	a	DET
cana-5718	161	7	systematic	systematic	ADJ
cana-5718	161	8	15	15	NUM
cana-5718	161	9	-	-	PUNCT
cana-5718	161	10	step	step	NOUN
cana-5718	161	11	approach	approach	NOUN
cana-5718	161	12	to	to	PART
cana-5718	161	13	take	take	VERB
cana-5718	161	14	control	control	NOUN
cana-5718	161	15	of	of	ADP
cana-5718	161	16	your	your	PRON
cana-5718	161	17	health	health	NOUN
cana-5718	161	18	.	.	PUNCT
cana-5718	162	1	apk	apk	PROPN
cana-5718	162	2	publishers	publisher	NOUN
cana-5718	162	3	,	,	PUNCT
cana-5718	162	4	2024	2024	NUM
cana-5718	162	5	.	.	PUNCT
cana-5718	163	1	5.ishu	5.ishu	NUM
cana-5718	163	2	kataria	kataria	PROPN
cana-5718	163	3	,	,	PUNCT
cana-5718	163	4	ravinder	ravinder	PROPN
cana-5718	163	5	chadha	chadha	PROPN
cana-5718	163	6	,	,	PUNCT
cana-5718	163	7	and	and	CCONJ
cana-5718	163	8	rakesh	rakesh	PROPN
cana-5718	163	9	pathak	pathak	PROPN
cana-5718	163	10	.	.	PUNCT
cana-5718	164	1	dietary	dietary	ADJ
cana-5718	164	2	and	and	CCONJ
cana-5718	164	3	lifestyle	lifestyle	NOUN
cana-5718	164	4	modification	modification	NOUN
cana-5718	164	5	in	in	ADP
cana-5718	164	6	metabolic	metabolic	NOUN
cana-5718	164	7	syndrome	syndrome	NOUN
cana-5718	164	8	:	:	PUNCT
cana-5718	164	9	a	a	DET
cana-5718	164	10	review	review	NOUN
cana-5718	164	11	of	of	ADP
cana-5718	164	12	randomized	randomized	ADJ
cana-5718	164	13	control	control	NOUN
cana-5718	164	14	trials	trial	NOUN
cana-5718	164	15	in	in	ADP
cana-5718	164	16	different	different	ADJ
cana-5718	164	17	population	population	NOUN
cana-5718	164	18	groups	group	NOUN
cana-5718	164	19	.	.	PUNCT
cana-5718	165	1	reviews	review	NOUN
cana-5718	165	2	in	in	ADP
cana-5718	165	3	health	health	NOUN
cana-5718	165	4	care	care	NOUN
cana-5718	165	5	,	,	PUNCT
cana-5718	165	6	6(3):97–103	6(3):97–103	NUM
cana-5718	165	7	,	,	PUNCT
cana-5718	165	8	2015	2015	NUM
cana-5718	165	9	.	.	PUNCT
cana-5718	166	1	6.matteo	6.matteo	NUM
cana-5718	166	2	salvagno	salvagno	NOUN
cana-5718	166	3	,	,	PUNCT
cana-5718	166	4	fabio	fabio	PROPN
cana-5718	166	5	silvio	silvio	PROPN
cana-5718	166	6	taccone	taccone	PROPN
cana-5718	166	7	,	,	PUNCT
cana-5718	166	8	and	and	CCONJ
cana-5718	166	9	andrea	andrea	PROPN
cana-5718	166	10	g.	g.	PROPN
cana-5718	166	11	gerli	gerli	PROPN
cana-5718	166	12	.	.	PUNCT
cana-5718	167	1	evaluating	evaluate	VERB
cana-5718	167	2	the	the	DET
cana-5718	167	3	feasibility	feasibility	NOUN
cana-5718	167	4	of	of	ADP
cana-5718	167	5	chatgpt	chatgpt	NOUN
cana-5718	167	6	in	in	ADP
cana-5718	167	7	healthcare	healthcare	PROPN
cana-5718	167	8	:	:	PUNCT
cana-5718	167	9	an	an	DET
cana-5718	167	10	analysis	analysis	NOUN
cana-5718	167	11	of	of	ADP
cana-5718	167	12	multiple	multiple	ADJ
cana-5718	167	13	clinical	clinical	ADJ
cana-5718	167	14	and	and	CCONJ
cana-5718	167	15	research	research	NOUN
cana-5718	167	16	scenarios	scenario	NOUN
cana-5718	167	17	.	.	PUNCT
cana-5718	168	1	journal	journal	NOUN
cana-5718	168	2	of	of	ADP
cana-5718	168	3	medical	medical	ADJ
cana-5718	168	4	systems	system	NOUN
cana-5718	168	5	,	,	PUNCT
cana-5718	168	6	47(1):33	47(1):33	NUM
cana-5718	168	7	,	,	PUNCT
cana-5718	168	8	2023	2023	NUM
cana-5718	168	9	.	.	PUNCT
cana-5718	169	1	7.vincent	7.vincent	NUM
cana-5718	169	2	x.	x.	NOUN
cana-5718	169	3	liu	liu	PROPN
cana-5718	169	4	,	,	PUNCT
cana-5718	169	5	christine	christine	PROPN
cana-5718	169	6	a.	a.	PROPN
cana-5718	169	7	sinsky	sinsky	PROPN
cana-5718	169	8	,	,	PUNCT
cana-5718	169	9	shuhan	shuhan	PROPN
cana-5718	169	10	lin	lin	PROPN
cana-5718	169	11	,	,	PUNCT
cana-5718	169	12	et	et	PROPN
cana-5718	169	13	al	al	PROPN
cana-5718	169	14	.	.	PROPN
cana-5718	169	15	ai	ai	AUX
cana-5718	169	16	-	-	PUNCT
cana-5718	169	17	generated	generate	VERB
cana-5718	169	18	draft	draft	NOUN
cana-5718	169	19	replies	reply	NOUN
cana-5718	169	20	integrated	integrate	VERB
cana-5718	169	21	into	into	ADP
cana-5718	169	22	health	health	NOUN
cana-5718	169	23	records	record	NOUN
cana-5718	169	24	and	and	CCONJ
cana-5718	169	25	physicians	physician	NOUN
cana-5718	169	26	’	'	PUNCT
cana-5718	169	27	electronic	electronic	ADJ
cana-5718	169	28	communication	communication	NOUN
cana-5718	169	29	.	.	PUNCT
cana-5718	170	1	jama	jama	PROPN
cana-5718	170	2	network	network	PROPN
cana-5718	170	3	open	open	VERB
cana-5718	170	4	,	,	PUNCT
cana-5718	170	5	7(3):e2417615	7(3):e2417615	NOUN
cana-5718	170	6	,	,	PUNCT
cana-5718	170	7	2024	2024	NUM
cana-5718	170	8	.	.	PUNCT
cana-5718	171	1	8.yasin	8.yasin	NUM
cana-5718	171	2	shokrollahi	shokrollahi	NOUN
cana-5718	171	3	,	,	PUNCT
cana-5718	171	4	sahar	sahar	PROPN
cana-5718	171	5	yarmohammadtoosky	yarmohammadtoosky	PROPN
cana-5718	171	6	,	,	PUNCT
cana-5718	171	7	matthew	matthew	PROPN
cana-5718	171	8	m.	m.	PROPN
cana-5718	171	9	nikahd	nikahd	PROPN
cana-5718	171	10	,	,	PUNCT
cana-5718	171	11	et	et	PROPN
cana-5718	171	12	al	al	PROPN
cana-5718	171	13	.	.	PUNCT
cana-5718	172	1	a	a	DET
cana-5718	172	2	comprehensive	comprehensive	ADJ
cana-5718	172	3	review	review	NOUN
cana-5718	172	4	of	of	ADP
cana-5718	172	5	generative	generative	NOUN
cana-5718	172	6	ai	ai	VERB
cana-5718	172	7	in	in	ADP
cana-5718	172	8	healthcare	healthcare	PROPN
cana-5718	172	9	.	.	PUNCT
cana-5718	173	1	arxiv	arxiv	PROPN
cana-5718	173	2	preprint	preprint	VERB
cana-5718	173	3	arxiv:2310.00795	arxiv:2310.00795	NOUN
cana-5718	173	4	,	,	PUNCT
cana-5718	173	5	2023	2023	NUM
cana-5718	173	6	.	.	PUNCT
cana-5718	174	1	9.hsin	9.hsin	X
cana-5718	174	2	-	-	PUNCT
cana-5718	174	3	ling	ling	ADJ
cana-5718	174	4	hsu	hsu	PROPN
cana-5718	174	5	,	,	PUNCT
cana-5718	174	6	cong	cong	PROPN
cana-5718	174	7	-	-	PUNCT
cana-5718	174	8	tinh	tinh	PROPN
cana-5718	174	9	dao	dao	PROPN
cana-5718	174	10	,	,	PUNCT
cana-5718	174	11	luning	lune	VERB
cana-5718	174	12	wang	wang	PROPN
cana-5718	174	13	,	,	PUNCT
cana-5718	174	14	et	et	PROPN
cana-5718	174	15	al	al	PROPN
cana-5718	174	16	.	.	PROPN
cana-5718	174	17	medplan	medplan	PROPN
cana-5718	174	18	:	:	PUNCT
cana-5718	174	19	a	a	DET
cana-5718	174	20	two	two	NUM
cana-5718	174	21	-	-	PUNCT
cana-5718	174	22	stage	stage	NOUN
cana-5718	174	23	rag	rag	NOUN
cana-5718	174	24	-	-	PUNCT
cana-5718	174	25	based	base	VERB
cana-5718	174	26	system	system	NOUN
cana-5718	174	27	for	for	ADP
cana-5718	174	28	personalized	personalized	ADJ
cana-5718	174	29	medical	medical	ADJ
cana-5718	174	30	plan	plan	NOUN
cana-5718	174	31	generation	generation	NOUN
cana-5718	174	32	.	.	PUNCT
cana-5718	175	1	arxiv	arxiv	PROPN
cana-5718	175	2	preprint	preprint	NOUN
cana-5718	175	3	arxiv:2503.17900	arxiv:2503.17900	NUM
cana-5718	175	4	,	,	PUNCT
cana-5718	175	5	2025	2025	NUM
cana-5718	175	6	10.hyeongjun	10.hyeongjun	NUM
cana-5718	175	7	jeon	jeon	NOUN
cana-5718	175	8	,	,	PUNCT
cana-5718	175	9	young	young	ADJ
cana-5718	175	10	kim	kim	PROPN
cana-5718	175	11	,	,	PUNCT
cana-5718	175	12	and	and	CCONJ
cana-5718	175	13	jin	jin	PROPN
cana-5718	175	14	-	-	PUNCT
cana-5718	175	15	ju	ju	PROPN
cana-5718	175	16	kim	kim	PROPN
cana-5718	175	17	.	.	PUNCT
cana-5718	176	1	systematic	systematic	ADJ
cana-5718	176	2	analysis	analysis	NOUN
cana-5718	176	3	of	of	ADP
cana-5718	176	4	retrieval	retrieval	NOUN
cana-5718	176	5	-	-	PUNCT
cana-5718	176	6	augmented	augment	VERB
cana-5718	176	7	generation	generation	NOUN
cana-5718	176	8	-	-	PUNCT
cana-5718	176	9	based	base	VERB
cana-5718	176	10	llms	llm	NOUN
cana-5718	176	11	for	for	ADP
cana-5718	176	12	medical	medical	ADJ
cana-5718	176	13	chatbot	chatbot	NOUN
cana-5718	176	14	applications	application	NOUN
cana-5718	176	15	.	.	PUNCT
cana-5718	177	1	information	information	NOUN
cana-5718	177	2	,	,	PUNCT
cana-5718	177	3	6(4):116	6(4):116	NUM
cana-5718	177	4	,	,	PUNCT
cana-5718	177	5	2023	2023	NUM
cana-5718	177	6	.	.	PUNCT
cana-5718	178	1	11.patrick	11.patrick	NUM
cana-5718	178	2	lewis	lewis	PROPN
cana-5718	178	3	,	,	PUNCT
cana-5718	178	4	ethan	ethan	PROPN
cana-5718	178	5	perez	perez	PROPN
cana-5718	178	6	,	,	PUNCT
cana-5718	178	7	aleksandra	aleksandra	PROPN
cana-5718	178	8	piktus	piktus	PROPN
cana-5718	178	9	,	,	PUNCT
cana-5718	178	10	fabio	fabio	PROPN
cana-5718	178	11	petroni	petroni	PROPN
cana-5718	178	12	,	,	PUNCT
cana-5718	178	13	vladimir	vladimir	PROPN
cana-5718	178	14	karpukhin	karpukhin	PROPN
cana-5718	178	15	,	,	PUNCT
cana-5718	178	16	naman	naman	PROPN
cana-5718	178	17	goyal	goyal	PROPN
cana-5718	178	18	,	,	PUNCT
cana-5718	178	19	yash	yash	PROPN
cana-5718	178	20	kulkarni	kulkarni	PROPN
cana-5718	178	21	,	,	PUNCT
cana-5718	178	22	mike	mike	PROPN
cana-5718	178	23	lewis	lewis	PROPN
cana-5718	178	24	,	,	PUNCT
cana-5718	178	25	wen	wen	PROPN
cana-5718	178	26	-	-	PROPN
cana-5718	178	27	tau	tau	PROPN
cana-5718	178	28	yih	yih	PROPN
cana-5718	178	29	,	,	PUNCT
cana-5718	178	30	tim	tim	PROPN
cana-5718	178	31	rockt¨aschel	rockt¨aschel	PROPN
cana-5718	178	32	,	,	PUNCT
cana-5718	178	33	et	et	PROPN
cana-5718	178	34	al	al	PROPN
cana-5718	178	35	.	.	PROPN
cana-5718	178	36	retrieval	retrieval	NOUN
cana-5718	178	37	-	-	PUNCT
cana-5718	178	38	augmented	augment	VERB
cana-5718	178	39	generation	generation	NOUN
cana-5718	178	40	for	for	ADP
cana-5718	178	41	knowledgeintensive	knowledgeintensive	ADJ
cana-5718	178	42	nlp	nlp	NOUN
cana-5718	178	43	tasks	task	NOUN
cana-5718	178	44	.	.	PUNCT
cana-5718	179	1	advances	advance	NOUN
cana-5718	179	2	in	in	ADP
cana-5718	179	3	neural	neural	ADJ
cana-5718	179	4	information	information	NOUN
cana-5718	179	5	processing	processing	NOUN
cana-5718	179	6	systems	system	NOUN
cana-5718	179	7	,	,	PUNCT
cana-5718	179	8	33:9459–9474	33:9459–9474	NUM
cana-5718	179	9	,	,	PUNCT
cana-5718	179	10	2020	2020	NUM
cana-5718	179	11	.	.	PUNCT
cana-5718	180	1	12.mercy	12.mercy	NUM
cana-5718	180	2	ranjit	ranjit	PROPN
cana-5718	180	3	,	,	PUNCT
cana-5718	180	4	gopinath	gopinath	PROPN
cana-5718	180	5	ganapathy	ganapathy	PROPN
cana-5718	180	6	,	,	PUNCT
cana-5718	180	7	ranjit	ranjit	NOUN
cana-5718	180	8	manuel	manuel	NOUN
cana-5718	180	9	,	,	PUNCT
cana-5718	180	10	and	and	CCONJ
cana-5718	180	11	tanuja	tanuja	NOUN
cana-5718	180	12	ganu	ganu	PROPN
cana-5718	180	13	.	.	PUNCT
cana-5718	181	1	retrieval	retrieval	PROPN
cana-5718	181	2	augmented	augment	VERB
cana-5718	181	3	chest	chest	NOUN
cana-5718	181	4	x	x	NOUN
cana-5718	181	5	-	-	NOUN
cana-5718	181	6	ray	ray	NOUN
cana-5718	181	7	report	report	NOUN
cana-5718	181	8	generation	generation	NOUN
cana-5718	181	9	using	use	VERB
cana-5718	181	10	openai	openai	ADJ
cana-5718	181	11	gpt	gpt	NOUN
cana-5718	181	12	models	model	NOUN
cana-5718	181	13	.	.	PUNCT
cana-5718	182	1	in	in	ADP
cana-5718	182	2	kaivalya	kaivalya	PROPN
cana-5718	182	3	deshpande	deshpande	PROPN
cana-5718	182	4	,	,	PUNCT
cana-5718	182	5	madalina	madalina	NOUN
cana-5718	182	6	fiterau	fiterau	NOUN
cana-5718	182	7	,	,	PUNCT
cana-5718	182	8	shalmali	shalmali	PROPN
cana-5718	182	9	joshi	joshi	PROPN
cana-5718	182	10	,	,	PUNCT
cana-5718	182	11	zachary	zachary	PROPN
cana-5718	182	12	lipton	lipton	PROPN
cana-5718	182	13	,	,	PUNCT
cana-5718	182	14	rajesh	rajesh	PROPN
cana-5718	182	15	ranganath	ranganath	NOUN
cana-5718	182	16	,	,	PUNCT
cana-5718	182	17	i˜nigo	i˜nigo	ADJ
cana-5718	182	18	urteaga	urteaga	NOUN
cana-5718	182	19	,	,	PUNCT
cana-5718	182	20	and	and	CCONJ
cana-5718	182	21	serene	serene	ADJ
cana-5718	182	22	yeung	yeung	PROPN
cana-5718	182	23	,	,	PUNCT
cana-5718	182	24	editors	editor	NOUN
cana-5718	182	25	,	,	PUNCT
cana-5718	182	26	proceedings	proceeding	NOUN
cana-5718	182	27	of	of	ADP
cana-5718	182	28	the	the	DET
cana-5718	182	29	8th	8th	ADJ
cana-5718	182	30	machine	machine	NOUN
cana-5718	182	31	learning	learn	VERB
cana-5718	182	32	for	for	ADP
cana-5718	182	33	healthcare	healthcare	NOUN
cana-5718	182	34	conference	conference	NOUN
cana-5718	182	35	,	,	PUNCT
cana-5718	182	36	volume	volume	NOUN
cana-5718	182	37	219	219	NUM
cana-5718	182	38	of	of	ADP
cana-5718	182	39	proceedings	proceeding	NOUN
cana-5718	182	40	of	of	ADP
cana-5718	182	41	machine	machine	NOUN
cana-5718	182	42	learning	learn	VERB
cana-5718	182	43	research	research	NOUN
cana-5718	182	44	,	,	PUNCT
cana-5718	182	45	pages	page	NOUN
cana-5718	182	46	650–666	650–666	NUM
cana-5718	182	47	.	.	PUNCT
cana-5718	182	48	pmlr	pmlr	NOUN
cana-5718	182	49	,	,	PUNCT
cana-5718	182	50	11	11	NUM
cana-5718	182	51	–	–	PUNCT
cana-5718	182	52	12	12	NUM
cana-5718	182	53	aug	aug	PROPN
cana-5718	182	54	2023	2023	NUM
cana-5718	182	55	.	.	PUNCT
cana-5718	183	1	https://www.pijet.org/	https://www.pijet.org/	NOUN