id	sid	tid	token	lemma	pos
globalce-175	1	1	37	37	NUM
globalce-175	1	2	j	j	PROPN
globalce-175	1	3	global	global	ADJ
globalce-175	1	4	clinical	clinical	ADJ
globalce-175	1	5	engineering	engineering	PROPN
globalce-175	1	6	vol.6	vol.6	PROPN
globalce-175	1	7	issue	issue	NOUN
globalce-175	1	8	3	3	NUM
globalce-175	1	9	:	:	SYM
globalce-175	1	10	2024	2024	NUM
globalce-175	1	11	received	receive	VERB
globalce-175	1	12	december	december	PROPN
globalce-175	1	13	15	15	NUM
globalce-175	1	14	,	,	PUNCT
globalce-175	1	15	2023	2023	NUM
globalce-175	1	16	,	,	PUNCT
globalce-175	1	17	accepted	accept	VERB
globalce-175	1	18	july	july	PROPN
globalce-175	1	19	17	17	NUM
globalce-175	1	20	2024	2024	NUM
globalce-175	1	21	,	,	PUNCT
globalce-175	1	22	date	date	NOUN
globalce-175	1	23	of	of	ADP
globalce-175	1	24	publication	publication	NOUN
globalce-175	1	25	july	july	PROPN
globalce-175	1	26	25	25	NUM
globalce-175	1	27	2024	2024	NUM
globalce-175	1	28	.	.	PUNCT
globalce-175	2	1	deep	deep	ADJ
globalce-175	2	2	learning	learning	NOUN
globalce-175	2	3	and	and	CCONJ
globalce-175	2	4	photoacoustic	photoacoustic	ADJ
globalce-175	2	5	technology	technology	NOUN
globalce-175	2	6	for	for	ADP
globalce-175	2	7	microcirculation	microcirculation	NOUN
globalce-175	2	8	classification	classification	NOUN
globalce-175	2	9	:	:	PUNCT
globalce-175	2	10	comparison	comparison	NOUN
globalce-175	2	11	between	between	ADP
globalce-175	2	12	smoking	smoking	NOUN
globalce-175	2	13	and	and	CCONJ
globalce-175	2	14	nonsmoking	nonsmoke	VERB
globalce-175	2	15	groups	group	NOUN
globalce-175	2	16	hui	hui	PROPN
globalce-175	2	17	ling	ling	PROPN
globalce-175	2	18	chua	chua	PROPN
globalce-175	2	19	and	and	CCONJ
globalce-175	2	20	audrey	audrey	PROPN
globalce-175	2	21	huong	huong	PROPN
globalce-175	2	22	department	department	PROPN
globalce-175	2	23	of	of	ADP
globalce-175	2	24	electronic	electronic	ADJ
globalce-175	2	25	engineering	engineering	NOUN
globalce-175	2	26	,	,	PUNCT
globalce-175	2	27	universiti	universiti	PROPN
globalce-175	2	28	tun	tun	PROPN
globalce-175	2	29	hussein	hussein	PROPN
globalce-175	2	30	onn	onn	PROPN
globalce-175	2	31	malaysia	malaysia	PROPN
globalce-175	2	32	,	,	PUNCT
globalce-175	2	33	parit	parit	PROPN
globalce-175	2	34	raja	raja	PROPN
globalce-175	2	35	,	,	PUNCT
globalce-175	2	36	johor	johor	PROPN
globalce-175	2	37	abstract	abstract	ADJ
globalce-175	2	38	abstract	abstract	NOUN
globalce-175	2	39	:	:	PUNCT
globalce-175	2	40	smoking	smoking	NOUN
globalce-175	2	41	has	have	VERB
globalce-175	2	42	a	a	DET
globalce-175	2	43	significant	significant	ADJ
globalce-175	2	44	impact	impact	NOUN
globalce-175	2	45	on	on	ADP
globalce-175	2	46	microcirculation	microcirculation	NOUN
globalce-175	2	47	,	,	PUNCT
globalce-175	2	48	but	but	CCONJ
globalce-175	2	49	existing	exist	VERB
globalce-175	2	50	tools	tool	NOUN
globalce-175	2	51	for	for	ADP
globalce-175	2	52	monitoring	monitor	VERB
globalce-175	2	53	circulation	circulation	NOUN
globalce-175	2	54	perfusion	perfusion	NOUN
globalce-175	2	55	in	in	ADP
globalce-175	2	56	the	the	DET
globalce-175	2	57	smoking	smoking	NOUN
globalce-175	2	58	group	group	NOUN
globalce-175	2	59	have	have	VERB
globalce-175	2	60	different	different	ADJ
globalce-175	2	61	shortcomings	shortcoming	NOUN
globalce-175	2	62	.	.	PUNCT
globalce-175	3	1	this	this	DET
globalce-175	3	2	preliminary	preliminary	ADJ
globalce-175	3	3	study	study	NOUN
globalce-175	3	4	explores	explore	VERB
globalce-175	3	5	the	the	DET
globalce-175	3	6	feasibility	feasibility	NOUN
globalce-175	3	7	of	of	ADP
globalce-175	3	8	using	use	VERB
globalce-175	3	9	an	an	DET
globalce-175	3	10	in	in	ADP
globalce-175	3	11	-	-	PUNCT
globalce-175	3	12	house	house	NOUN
globalce-175	3	13	assembled	assemble	VERB
globalce-175	3	14	multispectral	multispectral	ADJ
globalce-175	3	15	photoacoustic	photoacoustic	NOUN
globalce-175	3	16	(	(	PUNCT
globalce-175	3	17	pa	pa	NOUN
globalce-175	3	18	)	)	PUNCT
globalce-175	3	19	system	system	NOUN
globalce-175	3	20	to	to	PART
globalce-175	3	21	investigate	investigate	VERB
globalce-175	3	22	and	and	CCONJ
globalce-175	3	23	compare	compare	VERB
globalce-175	3	24	the	the	DET
globalce-175	3	25	microcirculation	microcirculation	NOUN
globalce-175	3	26	performance	performance	NOUN
globalce-175	3	27	between	between	ADP
globalce-175	3	28	smoking	smoking	NOUN
globalce-175	3	29	and	and	CCONJ
globalce-175	3	30	nonsmoking	nonsmoke	VERB
globalce-175	3	31	subjects	subject	NOUN
globalce-175	3	32	.	.	PUNCT
globalce-175	4	1	for	for	ADP
globalce-175	4	2	this	this	DET
globalce-175	4	3	purpose	purpose	NOUN
globalce-175	4	4	,	,	PUNCT
globalce-175	4	5	pretrained	pretraine	VERB
globalce-175	4	6	alexnet	alexnet	ADV
globalce-175	4	7	,	,	PUNCT
globalce-175	4	8	long	long	ADJ
globalce-175	4	9	short	short	ADJ
globalce-175	4	10	-	-	PUNCT
globalce-175	4	11	term	term	NOUN
globalce-175	4	12	memory	memory	NOUN
globalce-175	4	13	(	(	PUNCT
globalce-175	4	14	lstm	lstm	NOUN
globalce-175	4	15	)	)	PUNCT
globalce-175	4	16	,	,	PUNCT
globalce-175	4	17	and	and	CCONJ
globalce-175	4	18	a	a	DET
globalce-175	4	19	hybrid	hybrid	ADJ
globalce-175	4	20	alexnet	alexnet	NOUN
globalce-175	4	21	-	-	PUNCT
globalce-175	4	22	lstm	lstm	NOUN
globalce-175	4	23	network	network	NOUN
globalce-175	4	24	were	be	AUX
globalce-175	4	25	employed	employ	VERB
globalce-175	4	26	for	for	ADP
globalce-175	4	27	the	the	DET
globalce-175	4	28	prediction	prediction	NOUN
globalce-175	4	29	task	task	NOUN
globalce-175	4	30	.	.	PUNCT
globalce-175	5	1	this	this	DET
globalce-175	5	2	research	research	NOUN
globalce-175	5	3	included	include	VERB
globalce-175	5	4	five	five	NUM
globalce-175	5	5	smoking	smoking	NOUN
globalce-175	5	6	and	and	CCONJ
globalce-175	5	7	thirty	thirty	NUM
globalce-175	5	8	-	-	PUNCT
globalce-175	5	9	two	two	NUM
globalce-175	5	10	nonsmoking	nonsmoke	VERB
globalce-175	5	11	participants	participant	NOUN
globalce-175	5	12	in	in	ADP
globalce-175	5	13	the	the	DET
globalce-175	5	14	investigations	investigation	NOUN
globalce-175	5	15	that	that	PRON
globalce-175	5	16	involved	involve	VERB
globalce-175	5	17	two	two	NUM
globalce-175	5	18	experimental	experimental	ADJ
globalce-175	5	19	conditions	condition	NOUN
globalce-175	5	20	,	,	PUNCT
globalce-175	5	21	i.e.	i.e.	X
globalce-175	5	22	,	,	PUNCT
globalce-175	5	23	at	at	ADP
globalce-175	5	24	rest	rest	NOUN
globalce-175	5	25	and	and	CCONJ
globalce-175	5	26	arterial	arterial	ADJ
globalce-175	5	27	blood	blood	NOUN
globalce-175	5	28	flow	flow	NOUN
globalce-175	5	29	occlusion	occlusion	NOUN
globalce-175	5	30	.	.	PUNCT
globalce-175	6	1	the	the	DET
globalce-175	6	2	findings	finding	NOUN
globalce-175	6	3	showed	show	VERB
globalce-175	6	4	that	that	SCONJ
globalce-175	6	5	the	the	DET
globalce-175	6	6	pa	pa	PROPN
globalce-175	6	7	signals	signal	NOUN
globalce-175	6	8	produced	produce	VERB
globalce-175	6	9	in	in	ADP
globalce-175	6	10	the	the	DET
globalce-175	6	11	smoking	smoking	NOUN
globalce-175	6	12	group	group	NOUN
globalce-175	6	13	have	have	VERB
globalce-175	6	14	generally	generally	ADV
globalce-175	6	15	smaller	small	ADJ
globalce-175	6	16	magnitudes	magnitude	NOUN
globalce-175	6	17	and	and	CCONJ
globalce-175	6	18	negligible	negligible	ADJ
globalce-175	6	19	differences	difference	NOUN
globalce-175	6	20	(	(	PUNCT
globalce-175	6	21	when	when	SCONJ
globalce-175	6	22	comparing	compare	VERB
globalce-175	6	23	between	between	ADP
globalce-175	6	24	the	the	DET
globalce-175	6	25	two	two	NUM
globalce-175	6	26	experiment	experiment	NOUN
globalce-175	6	27	conditions	condition	NOUN
globalce-175	6	28	)	)	PUNCT
globalce-175	6	29	than	than	ADP
globalce-175	6	30	their	their	PRON
globalce-175	6	31	nonsmoking	nonsmoke	VERB
globalce-175	6	32	counterpart	counterpart	NOUN
globalce-175	6	33	.	.	PUNCT
globalce-175	7	1	the	the	DET
globalce-175	7	2	employed	employ	VERB
globalce-175	7	3	models	model	NOUN
globalce-175	7	4	performed	perform	VERB
globalce-175	7	5	superiorly	superiorly	ADV
globalce-175	7	6	with	with	ADP
globalce-175	7	7	the	the	DET
globalce-175	7	8	highest	high	ADJ
globalce-175	7	9	accuracy	accuracy	NOUN
globalce-175	7	10	of	of	ADP
globalce-175	7	11	90	90	NUM
globalce-175	7	12	%	%	NOUN
globalce-175	7	13	given	give	VERB
globalce-175	7	14	by	by	ADP
globalce-175	7	15	the	the	DET
globalce-175	7	16	hybrid	hybrid	NOUN
globalce-175	7	17	model	model	NOUN
globalce-175	7	18	,	,	PUNCT
globalce-175	7	19	followed	follow	VERB
globalce-175	7	20	by	by	ADP
globalce-175	7	21	80	80	NUM
globalce-175	7	22	%	%	NOUN
globalce-175	7	23	recorded	record	VERB
globalce-175	7	24	for	for	ADP
globalce-175	7	25	alexnet	alexnet	NOUN
globalce-175	7	26	and	and	CCONJ
globalce-175	7	27	lstm	lstm	NOUN
globalce-175	7	28	using	use	VERB
globalce-175	7	29	nonsmoking	nonsmoke	VERB
globalce-175	7	30	data	datum	NOUN
globalce-175	7	31	.	.	PUNCT
globalce-175	8	1	the	the	DET
globalce-175	8	2	performance	performance	NOUN
globalce-175	8	3	of	of	ADP
globalce-175	8	4	these	these	DET
globalce-175	8	5	models	model	NOUN
globalce-175	8	6	is	be	AUX
globalce-175	8	7	reduced	reduce	VERB
globalce-175	8	8	when	when	SCONJ
globalce-175	8	9	they	they	PRON
globalce-175	8	10	are	be	AUX
globalce-175	8	11	trained	train	VERB
globalce-175	8	12	and	and	CCONJ
globalce-175	8	13	tested	test	VERB
globalce-175	8	14	using	use	VERB
globalce-175	8	15	smoking	smoking	NOUN
globalce-175	8	16	data	datum	NOUN
globalce-175	8	17	.	.	PUNCT
globalce-175	9	1	our	our	PRON
globalce-175	9	2	study	study	NOUN
globalce-175	9	3	highlights	highlight	VERB
globalce-175	9	4	the	the	DET
globalce-175	9	5	task	task	NOUN
globalce-175	9	6	complexity	complexity	NOUN
globalce-175	9	7	and	and	CCONJ
globalce-175	9	8	difficulty	difficulty	NOUN
globalce-175	9	9	in	in	ADP
globalce-175	9	10	determining	determine	VERB
globalce-175	9	11	tissue	tissue	NOUN
globalce-175	9	12	microcirculation	microcirculation	NOUN
globalce-175	9	13	status	status	NOUN
globalce-175	9	14	in	in	ADP
globalce-175	9	15	heavy	heavy	ADJ
globalce-175	9	16	smoking	smoking	NOUN
globalce-175	9	17	individuals	individual	NOUN
globalce-175	9	18	,	,	PUNCT
globalce-175	9	19	which	which	PRON
globalce-175	9	20	has	have	AUX
globalce-175	9	21	been	be	AUX
globalce-175	9	22	attributed	attribute	VERB
globalce-175	9	23	to	to	ADP
globalce-175	9	24	their	their	PRON
globalce-175	9	25	possibly	possibly	ADV
globalce-175	9	26	pre	pre	ADJ
globalce-175	9	27	-	-	ADJ
globalce-175	9	28	existing	exist	VERB
globalce-175	9	29	atherosclerotic	atherosclerotic	ADJ
globalce-175	9	30	conditions	condition	NOUN
globalce-175	9	31	and	and	CCONJ
globalce-175	9	32	the	the	DET
globalce-175	9	33	high	high	ADJ
globalce-175	9	34	carboxyhemoglobin	carboxyhemoglobin	NOUN
globalce-175	9	35	(	(	PUNCT
globalce-175	9	36	cohb	cohb	ADJ
globalce-175	9	37	)	)	PUNCT
globalce-175	9	38	level	level	NOUN
globalce-175	9	39	.	.	PUNCT
globalce-175	10	1	a	a	DET
globalce-175	10	2	longitudinal	longitudinal	ADJ
globalce-175	10	3	study	study	NOUN
globalce-175	10	4	of	of	ADP
globalce-175	10	5	smoking	smoking	NOUN
globalce-175	10	6	habit	habit	NOUN
globalce-175	10	7	-	-	PUNCT
globalce-175	10	8	dependent	dependent	ADJ
globalce-175	10	9	microcirculation	microcirculation	NOUN
globalce-175	10	10	abnormalities	abnormality	NOUN
globalce-175	10	11	in	in	ADP
globalce-175	10	12	smokers	smoker	NOUN
globalce-175	10	13	could	could	AUX
globalce-175	10	14	offer	offer	VERB
globalce-175	10	15	further	further	ADJ
globalce-175	10	16	avenues	avenue	NOUN
globalce-175	10	17	for	for	ADP
globalce-175	10	18	investigation	investigation	NOUN
globalce-175	10	19	.	.	PUNCT
globalce-175	11	1	future	future	ADJ
globalce-175	11	2	research	research	NOUN
globalce-175	11	3	includes	include	VERB
globalce-175	11	4	incorporating	incorporate	VERB
globalce-175	11	5	systematic	systematic	ADJ
globalce-175	11	6	experimental	experimental	ADJ
globalce-175	11	7	protocols	protocol	NOUN
globalce-175	11	8	and	and	CCONJ
globalce-175	11	9	access	access	NOUN
globalce-175	11	10	to	to	ADP
globalce-175	11	11	the	the	DET
globalce-175	11	12	participant	participant	NOUN
globalce-175	11	13	’s	’s	PART
globalce-175	11	14	medical	medical	ADJ
globalce-175	11	15	records	record	NOUN
globalce-175	11	16	to	to	PART
globalce-175	11	17	improve	improve	VERB
globalce-175	11	18	the	the	DET
globalce-175	11	19	performance	performance	NOUN
globalce-175	11	20	of	of	ADP
globalce-175	11	21	the	the	DET
globalce-175	11	22	clinical	clinical	ADJ
globalce-175	11	23	decision	decision	NOUN
globalce-175	11	24	-	-	PUNCT
globalce-175	11	25	making	make	VERB
globalce-175	11	26	system	system	NOUN
globalce-175	11	27	used	use	VERB
globalce-175	11	28	for	for	ADP
globalce-175	11	29	field	field	NOUN
globalce-175	11	30	applications	application	NOUN
globalce-175	11	31	.	.	PUNCT
globalce-175	12	1	keywords	keyword	NOUN
globalce-175	12	2	–	–	PUNCT
globalce-175	12	3	microcirculation	microcirculation	NOUN
globalce-175	12	4	perfusion	perfusion	NOUN
globalce-175	12	5	;	;	PUNCT
globalce-175	12	6	photoacoustic	photoacoustic	ADJ
globalce-175	12	7	;	;	PUNCT
globalce-175	12	8	smoking	smoking	NOUN
globalce-175	12	9	;	;	PUNCT
globalce-175	12	10	alexnet	alexnet	PROPN
globalce-175	12	11	;	;	PUNCT
globalce-175	12	12	lstm	lstm	NOUN
globalce-175	12	13	copyright	copyright	NOUN
globalce-175	12	14	©	©	PROPN
globalce-175	12	15	2024	2024	NUM
globalce-175	12	16	.	.	PUNCT
globalce-175	13	1	this	this	PRON
globalce-175	13	2	is	be	AUX
globalce-175	13	3	an	an	DET
globalce-175	13	4	open	open	ADJ
globalce-175	13	5	-	-	PUNCT
globalce-175	13	6	access	access	NOUN
globalce-175	13	7	article	article	NOUN
globalce-175	13	8	distributed	distribute	VERB
globalce-175	13	9	under	under	ADP
globalce-175	13	10	the	the	DET
globalce-175	13	11	terms	term	NOUN
globalce-175	13	12	of	of	ADP
globalce-175	13	13	the	the	DET
globalce-175	13	14	creative	creative	ADJ
globalce-175	13	15	commons	common	NOUN
globalce-175	13	16	attribution	attribution	NOUN
globalce-175	13	17	license	license	NOUN
globalce-175	13	18	(	(	PUNCT
globalce-175	13	19	cc	cc	NOUN
globalce-175	13	20	by	by	ADV
globalce-175	13	21	):	):	PUNCT
globalce-175	13	22	creative	creative	ADJ
globalce-175	13	23	commons	common	NOUN
globalce-175	13	24	attribution	attribution	NOUN
globalce-175	13	25	4.0	4.0	NUM
globalce-175	13	26	international	international	NOUN
globalce-175	13	27	cc	cc	NOUN
globalce-175	13	28	by	by	ADP
globalce-175	13	29	4.0	4.0	NUM
globalce-175	13	30	.	.	PUNCT
globalce-175	14	1	the	the	DET
globalce-175	14	2	use	use	NOUN
globalce-175	14	3	,	,	PUNCT
globalce-175	14	4	distribution	distribution	NOUN
globalce-175	14	5	or	or	CCONJ
globalce-175	14	6	reproduction	reproduction	NOUN
globalce-175	14	7	in	in	ADP
globalce-175	14	8	other	other	ADJ
globalce-175	14	9	forums	forum	NOUN
globalce-175	14	10	is	be	AUX
globalce-175	14	11	permitted	permit	VERB
globalce-175	14	12	,	,	PUNCT
globalce-175	14	13	provided	provide	VERB
globalce-175	14	14	the	the	DET
globalce-175	14	15	original	original	ADJ
globalce-175	14	16	author(s	author(s	NOUN
globalce-175	14	17	)	)	PUNCT
globalce-175	14	18	and	and	CCONJ
globalce-175	14	19	the	the	DET
globalce-175	14	20	copyright	copyright	NOUN
globalce-175	14	21	owner(s	owner(s	NOUN
globalce-175	14	22	)	)	PUNCT
globalce-175	14	23	are	be	AUX
globalce-175	14	24	credited	credit	VERB
globalce-175	14	25	and	and	CCONJ
globalce-175	14	26	that	that	SCONJ
globalce-175	14	27	the	the	DET
globalce-175	14	28	original	original	ADJ
globalce-175	14	29	publication	publication	NOUN
globalce-175	14	30	in	in	ADP
globalce-175	14	31	this	this	DET
globalce-175	14	32	journal	journal	NOUN
globalce-175	14	33	is	be	AUX
globalce-175	14	34	cited	cite	VERB
globalce-175	14	35	,	,	PUNCT
globalce-175	14	36	in	in	ADP
globalce-175	14	37	accordance	accordance	NOUN
globalce-175	14	38	with	with	ADP
globalce-175	14	39	accepted	accept	VERB
globalce-175	14	40	academic	academic	ADJ
globalce-175	14	41	practice	practice	NOUN
globalce-175	14	42	.	.	PUNCT
globalce-175	15	1	no	no	DET
globalce-175	15	2	use	use	NOUN
globalce-175	15	3	,	,	PUNCT
globalce-175	15	4	distribution	distribution	NOUN
globalce-175	15	5	or	or	CCONJ
globalce-175	15	6	reproduction	reproduction	NOUN
globalce-175	15	7	is	be	AUX
globalce-175	15	8	permitted	permit	VERB
globalce-175	15	9	which	which	PRON
globalce-175	15	10	does	do	AUX
globalce-175	15	11	not	not	PART
globalce-175	15	12	comply	comply	VERB
globalce-175	15	13	with	with	ADP
globalce-175	15	14	these	these	DET
globalce-175	15	15	terms	term	NOUN
globalce-175	15	16	.	.	PUNCT
globalce-175	15	17	http://www.globalce.org	http://www.globalce.org	PUNCT
globalce-175	16	1	http://globalce.org	http://globalce.org	PROPN
globalce-175	16	2	http://globalce.org	http://globalce.org	PROPN
globalce-175	16	3	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
globalce-175	16	4	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
globalce-175	16	5	chua	chua	PROPN
globalce-175	16	6	and	and	CCONJ
globalce-175	16	7	huong	huong	PROPN
globalce-175	16	8	:	:	PUNCT
globalce-175	16	9	deep	deep	ADJ
globalce-175	16	10	learning	learning	NOUN
globalce-175	16	11	and	and	CCONJ
globalce-175	16	12	photoacoustic	photoacoustic	ADJ
globalce-175	16	13	technology	technology	NOUN
globalce-175	16	14	for	for	ADP
globalce-175	16	15	microcirculation	microcirculation	NOUN
globalce-175	16	16	classification	classification	NOUN
globalce-175	16	17	:	:	PUNCT
globalce-175	16	18	comparison	comparison	NOUN
globalce-175	16	19	between	between	ADP
globalce-175	16	20	smoking	smoking	NOUN
globalce-175	16	21	and	and	CCONJ
globalce-175	16	22	nonsmoking	nonsmoke	VERB
globalce-175	16	23	groups	group	NOUN
globalce-175	16	24	j	j	PROPN
globalce-175	16	25	global	global	ADJ
globalce-175	16	26	clinical	clinical	ADJ
globalce-175	16	27	engineering	engineering	PROPN
globalce-175	16	28	vol.6	vol.6	PROPN
globalce-175	16	29	issue	issue	NOUN
globalce-175	16	30	3	3	NUM
globalce-175	16	31	:	:	SYM
globalce-175	16	32	2024	2024	NUM
globalce-175	16	33	38	38	NUM
globalce-175	16	34	introduction	introduction	NOUN
globalce-175	16	35	smoking	smoking	NOUN
globalce-175	16	36	increases	increase	VERB
globalce-175	16	37	the	the	DET
globalce-175	16	38	risks	risk	NOUN
globalce-175	16	39	of	of	ADP
globalce-175	16	40	various	various	ADJ
globalce-175	16	41	conditions	condition	NOUN
globalce-175	16	42	,	,	PUNCT
globalce-175	16	43	including	include	VERB
globalce-175	16	44	lung	lung	NOUN
globalce-175	16	45	cancer	cancer	NOUN
globalce-175	16	46	,	,	PUNCT
globalce-175	16	47	heart	heart	NOUN
globalce-175	16	48	disease	disease	NOUN
globalce-175	16	49	,	,	PUNCT
globalce-175	16	50	respiratory	respiratory	ADJ
globalce-175	16	51	problems	problem	NOUN
globalce-175	16	52	,	,	PUNCT
globalce-175	16	53	and	and	CCONJ
globalce-175	16	54	other	other	ADJ
globalce-175	16	55	significant	significant	ADJ
globalce-175	16	56	health	health	NOUN
globalce-175	16	57	issues	issue	NOUN
globalce-175	16	58	.	.	PUNCT
globalce-175	17	1	it	it	PRON
globalce-175	17	2	induces	induce	VERB
globalce-175	17	3	vasoconstriction	vasoconstriction	NOUN
globalce-175	17	4	,	,	PUNCT
globalce-175	17	5	narrowing	narrow	VERB
globalce-175	17	6	the	the	DET
globalce-175	17	7	blood	blood	NOUN
globalce-175	17	8	vessels	vessel	NOUN
globalce-175	17	9	in	in	ADP
globalce-175	17	10	microcirculation	microcirculation	NOUN
globalce-175	17	11	and	and	CCONJ
globalce-175	17	12	reducing	reduce	VERB
globalce-175	17	13	blood	blood	NOUN
globalce-175	17	14	flow	flow	NOUN
globalce-175	17	15	to	to	ADP
globalce-175	17	16	organs	organ	NOUN
globalce-175	17	17	and	and	CCONJ
globalce-175	17	18	tissues	tissue	NOUN
globalce-175	17	19	.	.	PUNCT
globalce-175	18	1	consequently	consequently	ADV
globalce-175	18	2	,	,	PUNCT
globalce-175	18	3	oxygen	oxygen	NOUN
globalce-175	18	4	delivery	delivery	NOUN
globalce-175	18	5	to	to	ADP
globalce-175	18	6	the	the	DET
globalce-175	18	7	tissues	tissue	NOUN
globalce-175	18	8	is	be	AUX
globalce-175	18	9	diminished	diminish	VERB
globalce-175	18	10	,	,	PUNCT
globalce-175	18	11	impairing	impair	VERB
globalce-175	18	12	their	their	PRON
globalce-175	18	13	proper	proper	ADJ
globalce-175	18	14	function	function	NOUN
globalce-175	18	15	.	.	PUNCT
globalce-175	19	1	smoking	smoking	NOUN
globalce-175	19	2	also	also	ADV
globalce-175	19	3	increases	increase	VERB
globalce-175	19	4	blood	blood	NOUN
globalce-175	19	5	viscosity	viscosity	NOUN
globalce-175	19	6	,	,	PUNCT
globalce-175	19	7	hindering	hinder	VERB
globalce-175	19	8	nutrient	nutrient	NOUN
globalce-175	19	9	and	and	CCONJ
globalce-175	19	10	oxygen	oxygen	NOUN
globalce-175	19	11	delivery	delivery	NOUN
globalce-175	19	12	through	through	ADP
globalce-175	19	13	narrow	narrow	ADJ
globalce-175	19	14	microvessels	microvessel	NOUN
globalce-175	19	15	;	;	PUNCT
globalce-175	19	16	it	it	PRON
globalce-175	19	17	promotes	promote	VERB
globalce-175	19	18	the	the	DET
globalce-175	19	19	formation	formation	NOUN
globalce-175	19	20	of	of	ADP
globalce-175	19	21	blood	blood	NOUN
globalce-175	19	22	clots	clot	NOUN
globalce-175	19	23	,	,	PUNCT
globalce-175	19	24	obstructs	obstruct	VERB
globalce-175	19	25	microcirculatory	microcirculatory	ADJ
globalce-175	19	26	vessels	vessel	NOUN
globalce-175	19	27	,	,	PUNCT
globalce-175	19	28	and	and	CCONJ
globalce-175	19	29	damages	damage	VERB
globalce-175	19	30	tissue	tissue	NOUN
globalce-175	19	31	.	.	PUNCT
globalce-175	20	1	tobacco	tobacco	NOUN
globalce-175	20	2	smoke	smoke	NOUN
globalce-175	20	3	contains	contain	VERB
globalce-175	20	4	carbon	carbon	NOUN
globalce-175	20	5	monoxide	monoxide	NOUN
globalce-175	20	6	(	(	PUNCT
globalce-175	20	7	co	co	NOUN
globalce-175	20	8	)	)	PUNCT
globalce-175	20	9	as	as	ADP
globalce-175	20	10	one	one	NUM
globalce-175	20	11	of	of	ADP
globalce-175	20	12	its	its	PRON
globalce-175	20	13	toxic	toxic	ADJ
globalce-175	20	14	components	component	NOUN
globalce-175	20	15	.	.	PUNCT
globalce-175	21	1	when	when	SCONJ
globalce-175	21	2	tobacco	tobacco	NOUN
globalce-175	21	3	is	be	AUX
globalce-175	21	4	burned	burn	VERB
globalce-175	21	5	and	and	CCONJ
globalce-175	21	6	inhaled	inhale	VERB
globalce-175	21	7	,	,	PUNCT
globalce-175	21	8	co	co	X
globalce-175	21	9	is	be	AUX
globalce-175	21	10	absorbed	absorb	VERB
globalce-175	21	11	into	into	ADP
globalce-175	21	12	the	the	DET
globalce-175	21	13	bloodstream	bloodstream	NOUN
globalce-175	21	14	,	,	PUNCT
globalce-175	21	15	significantly	significantly	ADV
globalce-175	21	16	affecting	affect	VERB
globalce-175	21	17	microcirculation	microcirculation	NOUN
globalce-175	21	18	.	.	PUNCT
globalce-175	22	1	co	co	PROPN
globalce-175	22	2	causes	cause	VERB
globalce-175	22	3	adverse	adverse	ADJ
globalce-175	22	4	effects	effect	NOUN
globalce-175	22	5	in	in	ADP
globalce-175	22	6	humans	human	NOUN
globalce-175	22	7	by	by	ADP
globalce-175	22	8	combining	combine	VERB
globalce-175	22	9	with	with	ADP
globalce-175	22	10	hemoglobin	hemoglobin	NOUN
globalce-175	22	11	to	to	PART
globalce-175	22	12	form	form	VERB
globalce-175	22	13	carboxyhemoglobin	carboxyhemoglobin	PROPN
globalce-175	22	14	(	(	PUNCT
globalce-175	22	15	cohb	cohb	ADJ
globalce-175	22	16	)	)	PUNCT
globalce-175	22	17	,	,	PUNCT
globalce-175	22	18	preventing	prevent	VERB
globalce-175	22	19	blood	blood	NOUN
globalce-175	22	20	from	from	ADP
globalce-175	22	21	carrying	carry	VERB
globalce-175	22	22	oxygen.1	oxygen.1	PROPN
globalce-175	22	23	-	-	PUNCT
globalce-175	22	24	2	2	NUM
globalce-175	22	25	based	base	VERB
globalce-175	22	26	on	on	ADP
globalce-175	22	27	the	the	DET
globalce-175	22	28	reports	report	NOUN
globalce-175	22	29	of	of	ADP
globalce-175	22	30	silva,3	silva,3	NOUN
globalce-175	22	31	there	there	PRON
globalce-175	22	32	exists	exist	VERB
globalce-175	22	33	a	a	DET
globalce-175	22	34	close	close	ADJ
globalce-175	22	35	association	association	NOUN
globalce-175	22	36	between	between	ADP
globalce-175	22	37	tobacco	tobacco	NOUN
globalce-175	22	38	use	use	NOUN
globalce-175	22	39	and	and	CCONJ
globalce-175	22	40	microvascular	microvascular	ADJ
globalce-175	22	41	dysfunction	dysfunction	NOUN
globalce-175	22	42	,	,	PUNCT
globalce-175	22	43	which	which	PRON
globalce-175	22	44	is	be	AUX
globalce-175	22	45	manifested	manifest	VERB
globalce-175	22	46	by	by	ADP
globalce-175	22	47	impeded	impede	VERB
globalce-175	22	48	blood	blood	NOUN
globalce-175	22	49	flow	flow	NOUN
globalce-175	22	50	.	.	PUNCT
globalce-175	23	1	conventional	conventional	ADJ
globalce-175	23	2	technologies	technology	NOUN
globalce-175	23	3	available	available	ADJ
globalce-175	23	4	to	to	PART
globalce-175	23	5	investigate	investigate	VERB
globalce-175	23	6	microcirculation	microcirculation	NOUN
globalce-175	23	7	in	in	ADP
globalce-175	23	8	the	the	DET
globalce-175	23	9	smoking	smoking	NOUN
globalce-175	23	10	population	population	NOUN
globalce-175	23	11	include	include	VERB
globalce-175	23	12	magnetic	magnetic	ADJ
globalce-175	23	13	resonance	resonance	NOUN
globalce-175	23	14	imaging	imaging	NOUN
globalce-175	23	15	(	(	PUNCT
globalce-175	23	16	mri),4	mri),4	PROPN
globalce-175	23	17	pulse	pulse	NOUN
globalce-175	23	18	co	co	NOUN
globalce-175	23	19	-	-	NOUN
globalce-175	23	20	oximetry,5	oximetry,5	ADP
globalce-175	23	21	and	and	CCONJ
globalce-175	23	22	spectroscopy.6–7	spectroscopy.6–7	VERB
globalce-175	23	23	however	however	ADV
globalce-175	23	24	,	,	PUNCT
globalce-175	23	25	the	the	DET
globalce-175	23	26	use	use	NOUN
globalce-175	23	27	of	of	ADP
globalce-175	23	28	mri	mri	NOUN
globalce-175	23	29	is	be	AUX
globalce-175	23	30	limited	limit	VERB
globalce-175	23	31	because	because	SCONJ
globalce-175	23	32	of	of	ADP
globalce-175	23	33	its	its	PRON
globalce-175	23	34	high	high	ADJ
globalce-175	23	35	operational	operational	ADJ
globalce-175	23	36	cost	cost	NOUN
globalce-175	23	37	and	and	CCONJ
globalce-175	23	38	rigid	rigid	ADJ
globalce-175	23	39	working	working	NOUN
globalce-175	23	40	conditions	condition	NOUN
globalce-175	23	41	.	.	PUNCT
globalce-175	24	1	investigation	investigation	NOUN
globalce-175	24	2	of	of	ADP
globalce-175	24	3	microcirculatory	microcirculatory	ADJ
globalce-175	24	4	performances	performance	NOUN
globalce-175	24	5	based	base	VERB
globalce-175	24	6	on	on	ADP
globalce-175	24	7	tissue	tissue	NOUN
globalce-175	24	8	gas	gas	NOUN
globalce-175	24	9	saturation	saturation	NOUN
globalce-175	24	10	using	use	VERB
globalce-175	24	11	co	co	NOUN
globalce-175	24	12	-	-	NOUN
globalce-175	24	13	oximeter	oximeter	ADJ
globalce-175	24	14	and	and	CCONJ
globalce-175	24	15	spectroscopy	spectroscopy	NOUN
globalce-175	24	16	is	be	AUX
globalce-175	24	17	limited	limit	VERB
globalce-175	24	18	by	by	ADP
globalce-175	24	19	the	the	DET
globalce-175	24	20	light	light	ADJ
globalce-175	24	21	penetration	penetration	NOUN
globalce-175	24	22	depth	depth	NOUN
globalce-175	24	23	and	and	CCONJ
globalce-175	24	24	variable	variable	ADJ
globalce-175	24	25	degree	degree	NOUN
globalce-175	24	26	of	of	ADP
globalce-175	24	27	light	light	NOUN
globalce-175	24	28	scattering	scatter	VERB
globalce-175	24	29	from	from	ADP
globalce-175	24	30	tissue	tissue	NOUN
globalce-175	24	31	heterogeneity.8	heterogeneity.8	PRON
globalce-175	24	32	photoacoustic	photoacoustic	NOUN
globalce-175	24	33	(	(	PUNCT
globalce-175	24	34	pa	pa	PROPN
globalce-175	24	35	)	)	PUNCT
globalce-175	24	36	imaging	imaging	NOUN
globalce-175	24	37	,	,	PUNCT
globalce-175	24	38	which	which	PRON
globalce-175	24	39	combines	combine	VERB
globalce-175	24	40	the	the	DET
globalce-175	24	41	features	feature	NOUN
globalce-175	24	42	of	of	ADP
globalce-175	24	43	optical	optical	ADJ
globalce-175	24	44	spectroscopy	spectroscopy	NOUN
globalce-175	24	45	and	and	CCONJ
globalce-175	24	46	deep	deep	ADJ
globalce-175	24	47	penetration	penetration	NOUN
globalce-175	24	48	of	of	ADP
globalce-175	24	49	acoustic	acoustic	ADJ
globalce-175	24	50	technologies	technology	NOUN
globalce-175	24	51	,	,	PUNCT
globalce-175	24	52	has	have	AUX
globalce-175	24	53	gained	gain	VERB
globalce-175	24	54	increasing	increase	VERB
globalce-175	24	55	interest	interest	NOUN
globalce-175	24	56	as	as	ADP
globalce-175	24	57	an	an	DET
globalce-175	24	58	alternative	alternative	ADJ
globalce-175	24	59	method	method	NOUN
globalce-175	24	60	in	in	ADP
globalce-175	24	61	microcirculation	microcirculation	NOUN
globalce-175	24	62	flow	flow	NOUN
globalce-175	24	63	abnormalities	abnormality	NOUN
globalce-175	24	64	detection	detection	NOUN
globalce-175	24	65	.	.	PUNCT
globalce-175	25	1	the	the	DET
globalce-175	25	2	light	light	NOUN
globalce-175	25	3	illuminating	illuminate	VERB
globalce-175	25	4	a	a	DET
globalce-175	25	5	sample	sample	NOUN
globalce-175	25	6	absorbed	absorb	VERB
globalce-175	25	7	by	by	ADP
globalce-175	25	8	chromophores	chromophore	NOUN
globalce-175	25	9	in	in	ADP
globalce-175	25	10	the	the	DET
globalce-175	25	11	skin	skin	NOUN
globalce-175	25	12	produces	produce	VERB
globalce-175	25	13	thermal	thermal	ADJ
globalce-175	25	14	expansion	expansion	NOUN
globalce-175	25	15	,	,	PUNCT
globalce-175	25	16	which	which	PRON
globalce-175	25	17	generates	generate	VERB
globalce-175	25	18	acoustic	acoustic	ADJ
globalce-175	25	19	waves	wave	NOUN
globalce-175	25	20	that	that	PRON
globalce-175	25	21	a	a	DET
globalce-175	25	22	transducer	transducer	NOUN
globalce-175	25	23	can	can	AUX
globalce-175	25	24	detect	detect	VERB
globalce-175	25	25	.	.	PUNCT
globalce-175	26	1	the	the	DET
globalce-175	26	2	peaks	peak	NOUN
globalce-175	26	3	of	of	ADP
globalce-175	26	4	pa	pa	PROPN
globalce-175	26	5	signals	signal	NOUN
globalce-175	26	6	are	be	AUX
globalce-175	26	7	linearly	linearly	ADV
globalce-175	26	8	associated	associate	VERB
globalce-175	26	9	with	with	ADP
globalce-175	26	10	the	the	DET
globalce-175	26	11	sample	sample	NOUN
globalce-175	26	12	properties	property	NOUN
globalce-175	26	13	,	,	PUNCT
globalce-175	26	14	while	while	SCONJ
globalce-175	26	15	the	the	DET
globalce-175	26	16	temporal	temporal	ADJ
globalce-175	26	17	characteristic	characteristic	NOUN
globalce-175	26	18	of	of	ADP
globalce-175	26	19	pa	pa	PROPN
globalce-175	26	20	signals	signal	NOUN
globalce-175	26	21	would	would	AUX
globalce-175	26	22	disclose	disclose	VERB
globalce-175	26	23	the	the	DET
globalce-175	26	24	physiological	physiological	ADJ
globalce-175	26	25	properties	property	NOUN
globalce-175	26	26	of	of	ADP
globalce-175	26	27	the	the	DET
globalce-175	26	28	tissues	tissue	NOUN
globalce-175	26	29	.	.	PUNCT
globalce-175	27	1	traditionally	traditionally	ADV
globalce-175	27	2	,	,	PUNCT
globalce-175	27	3	physicians	physician	NOUN
globalce-175	27	4	,	,	PUNCT
globalce-175	27	5	particularly	particularly	ADV
globalce-175	27	6	radiologists	radiologist	NOUN
globalce-175	27	7	,	,	PUNCT
globalce-175	27	8	would	would	AUX
globalce-175	27	9	review	review	VERB
globalce-175	27	10	and	and	CCONJ
globalce-175	27	11	examine	examine	VERB
globalce-175	27	12	medical	medical	ADJ
globalce-175	27	13	images	image	NOUN
globalce-175	27	14	before	before	ADP
globalce-175	27	15	deciding	decide	VERB
globalce-175	27	16	on	on	ADP
globalce-175	27	17	treatment	treatment	NOUN
globalce-175	27	18	planning	planning	NOUN
globalce-175	27	19	.	.	PUNCT
globalce-175	28	1	these	these	DET
globalce-175	28	2	tasks	task	NOUN
globalce-175	28	3	are	be	AUX
globalce-175	28	4	crucial	crucial	ADJ
globalce-175	28	5	in	in	ADP
globalce-175	28	6	diagnostic	diagnostic	ADJ
globalce-175	28	7	radiography	radiography	NOUN
globalce-175	28	8	,	,	PUNCT
globalce-175	28	9	involving	involve	VERB
globalce-175	28	10	challenging	challenge	VERB
globalce-175	28	11	analysis	analysis	NOUN
globalce-175	28	12	and	and	CCONJ
globalce-175	28	13	diagnosis	diagnosis	NOUN
globalce-175	28	14	based	base	VERB
globalce-175	28	15	on	on	ADP
globalce-175	28	16	visual	visual	ADJ
globalce-175	28	17	images	image	NOUN
globalce-175	28	18	.	.	PUNCT
globalce-175	29	1	artificial	artificial	ADJ
globalce-175	29	2	intelligence	intelligence	NOUN
globalce-175	29	3	(	(	PUNCT
globalce-175	29	4	ai	ai	NOUN
globalce-175	29	5	)	)	PUNCT
globalce-175	29	6	has	have	AUX
globalce-175	29	7	become	become	VERB
globalce-175	29	8	essential	essential	ADJ
globalce-175	29	9	in	in	ADP
globalce-175	29	10	assisting	assist	VERB
globalce-175	29	11	and	and	CCONJ
globalce-175	29	12	enhancing	enhance	VERB
globalce-175	29	13	these	these	DET
globalce-175	29	14	decision	decision	NOUN
globalce-175	29	15	-	-	PUNCT
globalce-175	29	16	making	make	VERB
globalce-175	29	17	processes	process	NOUN
globalce-175	29	18	by	by	ADP
globalce-175	29	19	providing	provide	VERB
globalce-175	29	20	accurate	accurate	ADJ
globalce-175	29	21	,	,	PUNCT
globalce-175	29	22	reliable	reliable	ADJ
globalce-175	29	23	,	,	PUNCT
globalce-175	29	24	and	and	CCONJ
globalce-175	29	25	efficient	efficient	ADJ
globalce-175	29	26	interpretation	interpretation	NOUN
globalce-175	29	27	of	of	ADP
globalce-175	29	28	results	result	NOUN
globalce-175	29	29	.	.	PUNCT
globalce-175	30	1	this	this	DET
globalce-175	30	2	technology	technology	NOUN
globalce-175	30	3	has	have	AUX
globalce-175	30	4	been	be	AUX
globalce-175	30	5	actively	actively	ADV
globalce-175	30	6	studied	study	VERB
globalce-175	30	7	for	for	ADP
globalce-175	30	8	different	different	ADJ
globalce-175	30	9	pa	pa	PROPN
globalce-175	30	10	applications	application	NOUN
globalce-175	30	11	;	;	PUNCT
globalce-175	30	12	some	some	DET
globalce-175	30	13	recent	recent	ADJ
globalce-175	30	14	ai	ai	VERB
globalce-175	30	15	efforts	effort	NOUN
globalce-175	30	16	include	include	VERB
globalce-175	30	17	sumit	sumit	PROPN
globalce-175	30	18	et	et	PROPN
globalce-175	30	19	al	al	PROPN
globalce-175	30	20	.	.	PROPN
globalce-175	30	21	9	9	NUM
globalce-175	30	22	,	,	PUNCT
globalce-175	30	23	who	who	PRON
globalce-175	30	24	demonstrated	demonstrate	VERB
globalce-175	30	25	using	use	VERB
globalce-175	30	26	deep	deep	ADJ
globalce-175	30	27	learning	learning	NOUN
globalce-175	30	28	(	(	PUNCT
globalce-175	30	29	u	u	NOUN
globalce-175	30	30	-	-	ADJ
globalce-175	30	31	net	net	ADJ
globalce-175	30	32	model	model	NOUN
globalce-175	30	33	)	)	PUNCT
globalce-175	30	34	for	for	ADP
globalce-175	30	35	multi	multi	ADJ
globalce-175	30	36	-	-	ADJ
globalce-175	30	37	target	target	ADJ
globalce-175	30	38	detection	detection	NOUN
globalce-175	30	39	with	with	ADP
globalce-175	30	40	simulated	simulated	ADJ
globalce-175	30	41	pa	pa	PROPN
globalce-175	30	42	imaging	imaging	NOUN
globalce-175	30	43	datasets	dataset	NOUN
globalce-175	30	44	.	.	PUNCT
globalce-175	31	1	warrier	warrier	PROPN
globalce-175	31	2	et	et	PROPN
globalce-175	31	3	al.10combined	al.10combine	VERB
globalce-175	31	4	optimization	optimization	NOUN
globalce-175	31	5	and	and	CCONJ
globalce-175	31	6	deep	deep	ADJ
globalce-175	31	7	learning	learning	NOUN
globalce-175	31	8	approaches	approach	NOUN
globalce-175	31	9	for	for	ADP
globalce-175	31	10	detecting	detect	VERB
globalce-175	31	11	and	and	CCONJ
globalce-175	31	12	classifying	classify	VERB
globalce-175	31	13	cancer	cancer	NOUN
globalce-175	31	14	tissues	tissue	NOUN
globalce-175	31	15	using	use	VERB
globalce-175	31	16	multispectral	multispectral	ADJ
globalce-175	31	17	pa	pa	PROPN
globalce-175	31	18	imaging	imaging	NOUN
globalce-175	31	19	.	.	PUNCT
globalce-175	32	1	the	the	DET
globalce-175	32	2	study	study	NOUN
globalce-175	32	3	by	by	ADP
globalce-175	32	4	mohajerani	mohajerani	PROPN
globalce-175	32	5	et	et	PROPN
globalce-175	32	6	al.11	al.11	PROPN
globalce-175	32	7	proposed	propose	VERB
globalce-175	32	8	a	a	DET
globalce-175	32	9	novel	novel	ADJ
globalce-175	32	10	machine	machine	NOUN
globalce-175	32	11	learning	learning	NOUN
globalce-175	32	12	-	-	PUNCT
globalce-175	32	13	empowered	empower	VERB
globalce-175	32	14	optoacoustic	optoacoustic	ADJ
globalce-175	32	15	sensor	sensor	NOUN
globalce-175	32	16	for	for	ADP
globalce-175	32	17	recognizing	recognize	VERB
globalce-175	32	18	diabetes	diabetes	NOUN
globalce-175	32	19	with	with	ADP
globalce-175	32	20	different	different	ADJ
globalce-175	32	21	complications	complication	NOUN
globalce-175	32	22	based	base	VERB
globalce-175	32	23	on	on	ADP
globalce-175	32	24	the	the	DET
globalce-175	32	25	signals	signal	NOUN
globalce-175	32	26	recorded	record	VERB
globalce-175	32	27	from	from	ADP
globalce-175	32	28	phantom	phantom	NOUN
globalce-175	32	29	and	and	CCONJ
globalce-175	32	30	skin	skin	NOUN
globalce-175	32	31	surfaces	surface	NOUN
globalce-175	32	32	(	(	PUNCT
globalce-175	32	33	in	in	ADP
globalce-175	32	34	the	the	DET
globalce-175	32	35	human	human	ADJ
globalce-175	32	36	experiments	experiment	NOUN
globalce-175	32	37	)	)	PUNCT
globalce-175	32	38	.	.	PUNCT
globalce-175	33	1	the	the	DET
globalce-175	33	2	adopted	adopt	VERB
globalce-175	33	3	machine	machine	NOUN
globalce-175	33	4	learning	learn	VERB
globalce-175	33	5	approach	approach	NOUN
globalce-175	33	6	used	use	VERB
globalce-175	33	7	bagged	bag	VERB
globalce-175	33	8	ensemble	ensemble	ADJ
globalce-175	33	9	trees	tree	NOUN
globalce-175	33	10	to	to	PART
globalce-175	33	11	find	find	VERB
globalce-175	33	12	the	the	DET
globalce-175	33	13	correlation	correlation	NOUN
globalce-175	33	14	and	and	CCONJ
globalce-175	33	15	best	good	ADJ
globalce-175	33	16	fit	fit	NOUN
globalce-175	33	17	between	between	ADP
globalce-175	33	18	the	the	DET
globalce-175	33	19	data	datum	NOUN
globalce-175	33	20	and	and	CCONJ
globalce-175	33	21	its	its	PRON
globalce-175	33	22	labels	label	NOUN
globalce-175	33	23	.	.	PUNCT
globalce-175	34	1	similar	similar	ADJ
globalce-175	34	2	works	work	NOUN
globalce-175	34	3	were	be	AUX
globalce-175	34	4	carried	carry	VERB
globalce-175	34	5	out	out	ADP
globalce-175	34	6	by	by	ADP
globalce-175	34	7	liakat	liakat	NOUN
globalce-175	34	8	et	et	NOUN
globalce-175	34	9	al.12	al.12	NOUN
globalce-175	34	10	and	and	CCONJ
globalce-175	34	11	sei	sei	ADP
globalce-175	34	12	et	et	PROPN
globalce-175	34	13	al.13	al.13	NOUN
globalce-175	34	14	;	;	PUNCT
globalce-175	34	15	the	the	DET
globalce-175	34	16	former	former	ADJ
globalce-175	34	17	developed	develop	VERB
globalce-175	34	18	an	an	DET
globalce-175	34	19	in	in	ADP
globalce-175	34	20	-	-	PUNCT
globalce-175	34	21	vivo	vivo	ADJ
globalce-175	34	22	noninvasive	noninvasive	ADJ
globalce-175	34	23	glucose	glucose	NOUN
globalce-175	34	24	sensor	sensor	NOUN
globalce-175	34	25	to	to	PART
globalce-175	34	26	predict	predict	VERB
globalce-175	34	27	glucose	glucose	NOUN
globalce-175	34	28	concentration	concentration	NOUN
globalce-175	34	29	using	use	VERB
globalce-175	34	30	the	the	DET
globalce-175	34	31	least	least	ADJ
globalce-175	34	32	square	square	ADJ
globalce-175	34	33	regression	regression	NOUN
globalce-175	34	34	technique	technique	NOUN
globalce-175	34	35	and	and	CCONJ
globalce-175	34	36	based	base	VERB
globalce-175	34	37	on	on	ADP
globalce-175	34	38	the	the	DET
globalce-175	34	39	photoacoustic	photoacoustic	ADJ
globalce-175	34	40	measurement	measurement	NOUN
globalce-175	34	41	in	in	ADP
globalce-175	34	42	the	the	DET
globalce-175	34	43	skin	skin	NOUN
globalce-175	34	44	,	,	PUNCT
globalce-175	34	45	whereas	whereas	SCONJ
globalce-175	34	46	the	the	DET
globalce-175	34	47	latter	latter	ADJ
globalce-175	34	48	study	study	NOUN
globalce-175	34	49	used	use	VERB
globalce-175	34	50	regression	regression	NOUN
globalce-175	34	51	technique	technique	NOUN
globalce-175	34	52	to	to	PART
globalce-175	34	53	determine	determine	VERB
globalce-175	34	54	blood	blood	NOUN
globalce-175	34	55	saturation	saturation	NOUN
globalce-175	34	56	using	use	VERB
globalce-175	34	57	pa	pa	PROPN
globalce-175	34	58	signals	signal	NOUN
globalce-175	34	59	of	of	ADP
globalce-175	34	60	blood	blood	NOUN
globalce-175	34	61	samples	sample	NOUN
globalce-175	34	62	.	.	PUNCT
globalce-175	35	1	to	to	ADP
globalce-175	35	2	the	the	DET
globalce-175	35	3	authors	author	NOUN
globalce-175	35	4	’	’	PART
globalce-175	35	5	best	good	ADJ
globalce-175	35	6	knowledge	knowledge	NOUN
globalce-175	35	7	,	,	PUNCT
globalce-175	35	8	no	no	DET
globalce-175	35	9	works	work	NOUN
globalce-175	35	10	have	have	AUX
globalce-175	35	11	been	be	AUX
globalce-175	35	12	carried	carry	VERB
globalce-175	35	13	out	out	ADP
globalce-175	35	14	to	to	PART
globalce-175	35	15	use	use	VERB
globalce-175	35	16	deep	deep	ADJ
globalce-175	35	17	learning	learning	NOUN
globalce-175	35	18	and	and	CCONJ
globalce-175	35	19	pa	pa	PROPN
globalce-175	35	20	techniques	technique	NOUN
globalce-175	35	21	to	to	PART
globalce-175	35	22	compare	compare	VERB
globalce-175	35	23	the	the	DET
globalce-175	35	24	microcirculation	microcirculation	NOUN
globalce-175	35	25	changes	change	NOUN
globalce-175	35	26	or	or	CCONJ
globalce-175	35	27	flow	flow	VERB
globalce-175	35	28	abnormalities	abnormality	NOUN
globalce-175	35	29	between	between	ADP
globalce-175	35	30	smoking	smoking	NOUN
globalce-175	35	31	and	and	CCONJ
globalce-175	35	32	nonsmoking	nonsmoke	VERB
globalce-175	35	33	subjects	subject	NOUN
globalce-175	35	34	.	.	PUNCT
globalce-175	36	1	this	this	DET
globalce-175	36	2	work	work	NOUN
globalce-175	36	3	aims	aim	VERB
globalce-175	36	4	to	to	PART
globalce-175	36	5	investigate	investigate	VERB
globalce-175	36	6	and	and	CCONJ
globalce-175	36	7	compare	compare	VERB
globalce-175	36	8	the	the	DET
globalce-175	36	9	performance	performance	NOUN
globalce-175	36	10	of	of	ADP
globalce-175	36	11	different	different	ADJ
globalce-175	36	12	deep	deep	ADJ
globalce-175	36	13	learning	learning	NOUN
globalce-175	36	14	models	model	NOUN
globalce-175	36	15	for	for	ADP
globalce-175	36	16	microcirculatory	microcirculatory	ADJ
globalce-175	36	17	status	status	NOUN
globalce-175	36	18	(	(	PUNCT
globalce-175	36	19	i.e.	i.e.	X
globalce-175	36	20	,	,	PUNCT
globalce-175	36	21	during	during	ADP
globalce-175	36	22	at	at	ADP
globalce-175	36	23	-	-	PUNCT
globalce-175	36	24	rest	rest	NOUN
globalce-175	36	25	and	and	CCONJ
globalce-175	36	26	perfusion	perfusion	NOUN
globalce-175	36	27	occlusion	occlusion	NOUN
globalce-175	36	28	in	in	ADP
globalce-175	36	29	smoking	smoking	NOUN
globalce-175	36	30	and	and	CCONJ
globalce-175	36	31	nonsmoking	nonsmoke	VERB
globalce-175	36	32	groups	group	NOUN
globalce-175	36	33	)	)	PUNCT
globalce-175	36	34	classification	classification	NOUN
globalce-175	36	35	using	use	VERB
globalce-175	36	36	the	the	DET
globalce-175	36	37	pa	pa	PROPN
globalce-175	36	38	method	method	NOUN
globalce-175	36	39	.	.	PUNCT
globalce-175	37	1	all	all	DET
globalce-175	37	2	the	the	DET
globalce-175	37	3	computations	computation	NOUN
globalce-175	37	4	were	be	AUX
globalce-175	37	5	performed	perform	VERB
globalce-175	37	6	on	on	ADP
globalce-175	37	7	a	a	DET
globalce-175	37	8	dell	dell	ADJ
globalce-175	37	9	laptop	laptop	NOUN
globalce-175	37	10	with	with	ADP
globalce-175	37	11	64	64	NUM
globalce-175	37	12	-	-	PUNCT
globalce-175	37	13	bit	bit	NOUN
globalce-175	37	14	windows	window	NOUN
globalce-175	37	15	10	10	NUM
globalce-175	37	16	,	,	PUNCT
globalce-175	37	17	intel	intel	PROPN
globalce-175	37	18	®	®	NOUN
globalce-175	37	19	xeon	xeon	ADJ
globalce-175	37	20	™	™	VERB
globalce-175	37	21	i7	i7	NOUN
globalce-175	37	22	-	-	PUNCT
globalce-175	37	23	1700	1700	NUM
globalce-175	37	24	m	m	NOUN
globalce-175	37	25	cpu	cpu	NOUN
globalce-175	37	26	@3.20	@3.20	PROPN
globalce-175	37	27	ghz	ghz	NOUN
globalce-175	37	28	.	.	PUNCT
globalce-175	38	1	all	all	DET
globalce-175	38	2	simulations	simulation	NOUN
globalce-175	38	3	were	be	AUX
globalce-175	38	4	done	do	VERB
globalce-175	38	5	in	in	ADP
globalce-175	38	6	matlab	matlab	PROPN
globalce-175	38	7	(	(	PUNCT
globalce-175	38	8	2022b	2022b	NUM
globalce-175	38	9	)	)	PUNCT
globalce-175	38	10	.	.	PUNCT
globalce-175	39	1	methods	method	NOUN
globalce-175	39	2	ethical	ethical	ADJ
globalce-175	39	3	statements	statement	NOUN
globalce-175	39	4	:	:	PUNCT
globalce-175	39	5	this	this	DET
globalce-175	39	6	study	study	NOUN
globalce-175	39	7	was	be	AUX
globalce-175	39	8	approved	approve	VERB
globalce-175	39	9	by	by	ADP
globalce-175	39	10	the	the	DET
globalce-175	39	11	local	local	ADJ
globalce-175	39	12	research	research	NOUN
globalce-175	39	13	ethics	ethic	NOUN
globalce-175	39	14	committee	committee	PROPN
globalce-175	39	15	at	at	ADP
globalce-175	39	16	universiti	universiti	PROPN
globalce-175	39	17	tun	tun	PROPN
globalce-175	39	18	hussein	hussein	PROPN
globalce-175	39	19	onn	onn	PROPN
globalce-175	39	20	malaysia	malaysia	PROPN
globalce-175	39	21	(	(	PUNCT
globalce-175	39	22	rmc.100	rmc.100	PROPN
globalce-175	39	23	-	-	PUNCT
globalce-175	39	24	9/139,4	9/139,4	NUM
globalce-175	39	25	)	)	PUNCT
globalce-175	39	26	.	.	PUNCT
globalce-175	40	1	39	39	NUM
globalce-175	40	2	j	j	PROPN
globalce-175	40	3	global	global	ADJ
globalce-175	40	4	clinical	clinical	ADJ
globalce-175	40	5	engineering	engineering	PROPN
globalce-175	40	6	vol.6	vol.6	PROPN
globalce-175	40	7	issue	issue	NOUN
globalce-175	40	8	3	3	NUM
globalce-175	40	9	:	:	SYM
globalce-175	40	10	2024	2024	NUM
globalce-175	40	11	chua	chua	PROPN
globalce-175	40	12	and	and	CCONJ
globalce-175	40	13	huong	huong	PROPN
globalce-175	40	14	:	:	PUNCT
globalce-175	40	15	deep	deep	ADJ
globalce-175	40	16	learning	learning	NOUN
globalce-175	40	17	and	and	CCONJ
globalce-175	40	18	photoacoustic	photoacoustic	ADJ
globalce-175	40	19	technology	technology	NOUN
globalce-175	40	20	for	for	ADP
globalce-175	40	21	microcirculation	microcirculation	NOUN
globalce-175	40	22	classification	classification	NOUN
globalce-175	40	23	:	:	PUNCT
globalce-175	40	24	comparison	comparison	NOUN
globalce-175	40	25	between	between	ADP
globalce-175	40	26	smoking	smoking	NOUN
globalce-175	40	27	and	and	CCONJ
globalce-175	40	28	nonsmoking	nonsmoke	VERB
globalce-175	40	29	groups	group	NOUN
globalce-175	40	30	2.1	2.1	NUM
globalce-175	40	31	photoacoustic	photoacoustic	NOUN
globalce-175	40	32	(	(	PUNCT
globalce-175	40	33	pa	pa	PROPN
globalce-175	40	34	)	)	PUNCT
globalce-175	40	35	detection	detection	NOUN
globalce-175	40	36	system	system	NOUN
globalce-175	40	37	the	the	DET
globalce-175	40	38	schematic	schematic	ADJ
globalce-175	40	39	diagram	diagram	NOUN
globalce-175	40	40	of	of	ADP
globalce-175	40	41	the	the	DET
globalce-175	40	42	experimental	experimental	ADJ
globalce-175	40	43	setup	setup	NOUN
globalce-175	40	44	is	be	AUX
globalce-175	40	45	shown	show	VERB
globalce-175	40	46	in	in	ADP
globalce-175	40	47	figure	figure	NOUN
globalce-175	40	48	1	1	NUM
globalce-175	40	49	(	(	PUNCT
globalce-175	40	50	top	top	NOUN
globalce-175	40	51	)	)	PUNCT
globalce-175	40	52	.	.	PUNCT
globalce-175	41	1	the	the	DET
globalce-175	41	2	illumination	illumination	NOUN
globalce-175	41	3	system	system	NOUN
globalce-175	41	4	consisted	consist	VERB
globalce-175	41	5	of	of	ADP
globalce-175	41	6	two	two	NUM
globalce-175	41	7	5	5	NUM
globalce-175	41	8	mm	mm	NOUN
globalce-175	41	9	ultra	ultra	ADJ
globalce-175	41	10	-	-	ADJ
globalce-175	41	11	bright	bright	ADJ
globalce-175	41	12	transparent	transparent	ADJ
globalce-175	41	13	white	white	ADJ
globalce-175	41	14	light	light	ADJ
globalce-175	41	15	emitting	emit	VERB
globalce-175	41	16	diodes	diode	NOUN
globalce-175	41	17	(	(	PUNCT
globalce-175	41	18	model	model	NOUN
globalce-175	41	19	:	:	PUNCT
globalce-175	41	20	5led	5led	NUM
globalce-175	41	21	-	-	PUNCT
globalce-175	41	22	ul	ul	NOUN
globalce-175	41	23	-	-	PUNCT
globalce-175	41	24	w	w	NOUN
globalce-175	41	25	)	)	PUNCT
globalce-175	41	26	filtered	filter	VERB
globalce-175	41	27	by	by	ADP
globalce-175	41	28	color	color	NOUN
globalce-175	41	29	filters	filter	NOUN
globalce-175	41	30	(	(	PUNCT
globalce-175	41	31	model	model	NOUN
globalce-175	41	32	:	:	PUNCT
globalce-175	41	33	fkb	fkb	NOUN
globalce-175	41	34	-	-	PUNCT
globalce-175	41	35	vis-10	vis-10	NOUN
globalce-175	41	36	,	,	PUNCT
globalce-175	41	37	thorlabs	thorlab	NOUN
globalce-175	41	38	)	)	PUNCT
globalce-175	41	39	to	to	PART
globalce-175	41	40	generate	generate	VERB
globalce-175	41	41	five	five	NUM
globalce-175	41	42	primary	primary	ADJ
globalce-175	41	43	colors	color	NOUN
globalce-175	41	44	with	with	ADP
globalce-175	41	45	a	a	DET
globalce-175	41	46	center	center	ADJ
globalce-175	41	47	light	light	ADJ
globalce-175	41	48	wavelength	wavelength	NOUN
globalce-175	41	49	of	of	ADP
globalce-175	41	50	450	450	NUM
globalce-175	41	51	nm	nm	NOUN
globalce-175	41	52	,	,	PUNCT
globalce-175	41	53	500	500	NUM
globalce-175	41	54	nm	nm	NOUN
globalce-175	41	55	,	,	PUNCT
globalce-175	41	56	550	550	NUM
globalce-175	41	57	nm	nm	NOUN
globalce-175	41	58	,	,	PUNCT
globalce-175	41	59	600	600	NUM
globalce-175	41	60	nm	nm	NOUN
globalce-175	41	61	,	,	PUNCT
globalce-175	41	62	and	and	CCONJ
globalce-175	41	63	650	650	NUM
globalce-175	41	64	nm	nm	NOUN
globalce-175	41	65	.	.	PUNCT
globalce-175	42	1	these	these	DET
globalce-175	42	2	wavelengths	wavelength	NOUN
globalce-175	42	3	were	be	AUX
globalce-175	42	4	selected	select	VERB
globalce-175	42	5	as	as	SCONJ
globalce-175	42	6	they	they	PRON
globalce-175	42	7	encompass	encompass	VERB
globalce-175	42	8	the	the	DET
globalce-175	42	9	absorption	absorption	NOUN
globalce-175	42	10	spectra	spectra	NOUN
globalce-175	42	11	of	of	ADP
globalce-175	42	12	hemoglobin	hemoglobin	NOUN
globalce-175	42	13	(	(	PUNCT
globalce-175	42	14	i.e.	i.e.	X
globalce-175	42	15	,	,	PUNCT
globalce-175	42	16	oxyhemoglobin	oxyhemoglobin	NOUN
globalce-175	42	17	and	and	CCONJ
globalce-175	42	18	deoxyhemoglobin	deoxyhemoglobin	NOUN
globalce-175	42	19	)	)	PUNCT
globalce-175	42	20	required	require	VERB
globalce-175	42	21	for	for	ADP
globalce-175	42	22	analysis	analysis	NOUN
globalce-175	42	23	.	.	PUNCT
globalce-175	43	1	the	the	DET
globalce-175	43	2	light	light	ADJ
globalce-175	43	3	modulation	modulation	NOUN
globalce-175	43	4	for	for	ADP
globalce-175	43	5	illumination	illumination	NOUN
globalce-175	43	6	of	of	ADP
globalce-175	43	7	the	the	DET
globalce-175	43	8	target	target	NOUN
globalce-175	43	9	area	area	NOUN
globalce-175	43	10	was	be	AUX
globalce-175	43	11	achieved	achieve	VERB
globalce-175	43	12	using	use	VERB
globalce-175	43	13	an	an	DET
globalce-175	43	14	acousto	acousto	ADJ
globalce-175	43	15	optic	optic	ADJ
globalce-175	43	16	modulator	modulator	NOUN
globalce-175	43	17	(	(	PUNCT
globalce-175	43	18	aom	aom	PROPN
globalce-175	43	19	)	)	PUNCT
globalce-175	43	20	controlled	control	VERB
globalce-175	43	21	by	by	ADP
globalce-175	43	22	a	a	DET
globalce-175	43	23	radiofrequency	radiofrequency	NOUN
globalce-175	43	24	(	(	PUNCT
globalce-175	43	25	rf	rf	NOUN
globalce-175	43	26	)	)	PUNCT
globalce-175	43	27	driver	driver	NOUN
globalce-175	43	28	with	with	ADP
globalce-175	43	29	a	a	DET
globalce-175	43	30	carrier	carrier	NOUN
globalce-175	43	31	frequency	frequency	NOUN
globalce-175	43	32	of	of	ADP
globalce-175	43	33	15	15	NUM
globalce-175	43	34	mhz	mhz	NOUN
globalce-175	43	35	.	.	PUNCT
globalce-175	44	1	the	the	DET
globalce-175	44	2	aom	aom	PROPN
globalce-175	44	3	produced	produce	VERB
globalce-175	44	4	modulating	modulate	VERB
globalce-175	44	5	signals	signal	NOUN
globalce-175	44	6	required	require	VERB
globalce-175	44	7	to	to	PART
globalce-175	44	8	illuminate	illuminate	VERB
globalce-175	44	9	the	the	DET
globalce-175	44	10	subject	subject	NOUN
globalce-175	44	11	.	.	PUNCT
globalce-175	45	1	the	the	DET
globalce-175	45	2	acoustic	acoustic	ADJ
globalce-175	45	3	energy	energy	NOUN
globalce-175	45	4	generated	generate	VERB
globalce-175	45	5	in	in	ADP
globalce-175	45	6	the	the	DET
globalce-175	45	7	medium	medium	NOUN
globalce-175	45	8	was	be	AUX
globalce-175	45	9	detected	detect	VERB
globalce-175	45	10	using	use	VERB
globalce-175	45	11	an	an	DET
globalce-175	45	12	ultrasonic	ultrasonic	ADJ
globalce-175	45	13	flaw	flaw	NOUN
globalce-175	45	14	detector	detector	NOUN
globalce-175	45	15	(	(	PUNCT
globalce-175	45	16	epoch	epoch	NOUN
globalce-175	45	17	650	650	NUM
globalce-175	45	18	,	,	PUNCT
globalce-175	45	19	olympus	olympus	PROPN
globalce-175	45	20	corp	corp	PROPN
globalce-175	45	21	,	,	PUNCT
globalce-175	45	22	japan	japan	PROPN
globalce-175	45	23	)	)	PUNCT
globalce-175	45	24	.	.	PUNCT
globalce-175	46	1	a	a	DET
globalce-175	46	2	wideband	wideband	NOUN
globalce-175	46	3	bandpass	bandpass	NOUN
globalce-175	46	4	filter	filter	NOUN
globalce-175	46	5	with	with	ADP
globalce-175	46	6	fixed	fix	VERB
globalce-175	46	7	cut	cut	NOUN
globalce-175	46	8	-	-	PUNCT
globalce-175	46	9	off	off	ADP
globalce-175	46	10	frequencies	frequency	NOUN
globalce-175	46	11	(	(	PUNCT
globalce-175	46	12	0.5–4	0.5–4	NOUN
globalce-175	46	13	mhz	mhz	NOUN
globalce-175	46	14	)	)	PUNCT
globalce-175	46	15	built	build	VERB
globalce-175	46	16	into	into	ADP
globalce-175	46	17	the	the	DET
globalce-175	46	18	flaw	flaw	NOUN
globalce-175	46	19	detector	detector	NOUN
globalce-175	46	20	was	be	AUX
globalce-175	46	21	used	use	VERB
globalce-175	46	22	to	to	PART
globalce-175	46	23	filter	filter	VERB
globalce-175	46	24	out	out	ADP
globalce-175	46	25	high	high	ADJ
globalce-175	46	26	-	-	PUNCT
globalce-175	46	27	frequency	frequency	NOUN
globalce-175	46	28	noise	noise	NOUN
globalce-175	46	29	.	.	PUNCT
globalce-175	47	1	figure	figure	NOUN
globalce-175	47	2	1	1	NUM
globalce-175	47	3	(	(	PUNCT
globalce-175	47	4	bottom	bottom	ADJ
globalce-175	47	5	)	)	PUNCT
globalce-175	47	6	shows	show	VERB
globalce-175	47	7	the	the	DET
globalce-175	47	8	actual	actual	ADJ
globalce-175	47	9	setup	setup	NOUN
globalce-175	47	10	in	in	ADP
globalce-175	47	11	the	the	DET
globalce-175	47	12	laboratory	laboratory	NOUN
globalce-175	47	13	.	.	PUNCT
globalce-175	48	1	during	during	ADP
globalce-175	48	2	measurements	measurement	NOUN
globalce-175	48	3	,	,	PUNCT
globalce-175	48	4	a	a	DET
globalce-175	48	5	transducer	transducer	NOUN
globalce-175	48	6	head	head	NOUN
globalce-175	48	7	was	be	AUX
globalce-175	48	8	placed	place	VERB
globalce-175	48	9	in	in	ADP
globalce-175	48	10	contact	contact	NOUN
globalce-175	48	11	with	with	ADP
globalce-175	48	12	the	the	DET
globalce-175	48	13	skin	skin	NOUN
globalce-175	48	14	,	,	PUNCT
globalce-175	48	15	and	and	CCONJ
globalce-175	48	16	acoustic	acoustic	ADJ
globalce-175	48	17	gel	gel	NOUN
globalce-175	48	18	was	be	AUX
globalce-175	48	19	the	the	DET
globalce-175	48	20	coupling	couple	VERB
globalce-175	48	21	medium	medium	NOUN
globalce-175	48	22	.	.	PUNCT
globalce-175	49	1	the	the	DET
globalce-175	49	2	signals	signal	NOUN
globalce-175	49	3	were	be	AUX
globalce-175	49	4	recorded	record	VERB
globalce-175	49	5	using	use	VERB
globalce-175	49	6	the	the	DET
globalce-175	49	7	epoch	epoch	NOUN
globalce-175	49	8	650	650	NUM
globalce-175	49	9	flaw	flaw	NOUN
globalce-175	49	10	detector	detector	NOUN
globalce-175	49	11	for	for	ADP
globalce-175	49	12	offline	offline	ADJ
globalce-175	49	13	analysis	analysis	NOUN
globalce-175	49	14	.	.	PUNCT
globalce-175	50	1	figure	figure	NOUN
globalce-175	50	2	1	1	NUM
globalce-175	50	3	.	.	PUNCT
globalce-175	50	4	schematic	schematic	ADJ
globalce-175	50	5	diagram	diagram	NOUN
globalce-175	50	6	of	of	ADP
globalce-175	50	7	the	the	DET
globalce-175	50	8	pa	pa	PROPN
globalce-175	50	9	system	system	NOUN
globalce-175	50	10	experiment	experiment	NOUN
globalce-175	50	11	setup	setup	NOUN
globalce-175	50	12	(	(	PUNCT
globalce-175	50	13	top	top	NOUN
globalce-175	50	14	)	)	PUNCT
globalce-175	50	15	and	and	CCONJ
globalce-175	50	16	a	a	DET
globalce-175	50	17	photograph	photograph	NOUN
globalce-175	50	18	of	of	ADP
globalce-175	50	19	a	a	DET
globalce-175	50	20	color	color	NOUN
globalce-175	50	21	-	-	PUNCT
globalce-175	50	22	tunable	tunable	NOUN
globalce-175	50	23	led	lead	VERB
globalce-175	50	24	illuminating	illuminate	VERB
globalce-175	50	25	a	a	DET
globalce-175	50	26	subject	subject	NOUN
globalce-175	50	27	’s	’s	PART
globalce-175	50	28	forearm	forearm	NOUN
globalce-175	50	29	during	during	ADP
globalce-175	50	30	the	the	DET
globalce-175	50	31	measurement	measurement	NOUN
globalce-175	50	32	(	(	PUNCT
globalce-175	50	33	bottom	bottom	NOUN
globalce-175	50	34	)	)	PUNCT
globalce-175	50	35	.	.	PUNCT
globalce-175	51	1	2.2	2.2	NUM
globalce-175	51	2	subjects	subject	NOUN
globalce-175	51	3	and	and	CCONJ
globalce-175	51	4	protocol	protocol	NOUN
globalce-175	51	5	thirty	thirty	NUM
globalce-175	51	6	-	-	PUNCT
globalce-175	51	7	seven	seven	NUM
globalce-175	51	8	healthy	healthy	ADJ
globalce-175	51	9	individuals	individual	NOUN
globalce-175	51	10	(	(	PUNCT
globalce-175	51	11	19	19	NUM
globalce-175	51	12	males	male	NOUN
globalce-175	51	13	and	and	CCONJ
globalce-175	51	14	18	18	NUM
globalce-175	51	15	females	female	NOUN
globalce-175	51	16	,	,	PUNCT
globalce-175	51	17	aged	aged	ADJ
globalce-175	51	18	21	21	NUM
globalce-175	51	19	-	-	SYM
globalce-175	51	20	30	30	NUM
globalce-175	51	21	years	year	NOUN
globalce-175	51	22	)	)	PUNCT
globalce-175	51	23	were	be	AUX
globalce-175	51	24	invited	invite	VERB
globalce-175	51	25	to	to	PART
globalce-175	51	26	participate	participate	VERB
globalce-175	51	27	in	in	ADP
globalce-175	51	28	this	this	DET
globalce-175	51	29	research	research	NOUN
globalce-175	51	30	study	study	NOUN
globalce-175	51	31	.	.	PUNCT
globalce-175	52	1	among	among	ADP
globalce-175	52	2	them	they	PRON
globalce-175	52	3	,	,	PUNCT
globalce-175	52	4	32	32	NUM
globalce-175	52	5	were	be	AUX
globalce-175	52	6	nonsmoking	nonsmoke	VERB
globalce-175	52	7	,	,	PUNCT
globalce-175	52	8	and	and	CCONJ
globalce-175	52	9	five	five	NUM
globalce-175	52	10	were	be	AUX
globalce-175	52	11	smoking	smoking	NOUN
globalce-175	52	12	participants	participant	NOUN
globalce-175	52	13	,	,	PUNCT
globalce-175	52	14	whose	whose	DET
globalce-175	52	15	number	number	NOUN
globalce-175	52	16	of	of	ADP
globalce-175	52	17	cigarette	cigarette	NOUN
globalce-175	52	18	smoking	smoking	NOUN
globalce-175	52	19	years	year	NOUN
globalce-175	52	20	ranged	range	VERB
globalce-175	52	21	from	from	ADP
globalce-175	52	22	two	two	NUM
globalce-175	52	23	to	to	PART
globalce-175	52	24	five	five	NUM
globalce-175	52	25	years	year	NOUN
globalce-175	52	26	.	.	PUNCT
globalce-175	53	1	the	the	DET
globalce-175	53	2	number	number	NOUN
globalce-175	53	3	of	of	ADP
globalce-175	53	4	cigarettes	cigarette	NOUN
globalce-175	53	5	smoked	smoke	VERB
globalce-175	53	6	was	be	AUX
globalce-175	53	7	between	between	ADP
globalce-175	53	8	five	five	NUM
globalce-175	53	9	to	to	PART
globalce-175	53	10	fifteen	fifteen	NUM
globalce-175	53	11	cigarettes	cigarette	NOUN
globalce-175	53	12	a	a	DET
globalce-175	53	13	week	week	NOUN
globalce-175	53	14	.	.	PUNCT
globalce-175	54	1	the	the	DET
globalce-175	54	2	local	local	ADJ
globalce-175	54	3	research	research	NOUN
globalce-175	54	4	ethics	ethic	NOUN
globalce-175	54	5	committee	committee	PROPN
globalce-175	54	6	at	at	ADP
globalce-175	54	7	universiti	universiti	PROPN
globalce-175	54	8	tun	tun	PROPN
globalce-175	54	9	hussein	hussein	PROPN
globalce-175	54	10	onn	onn	PROPN
globalce-175	54	11	malaysia	malaysia	PROPN
globalce-175	54	12	approved	approve	VERB
globalce-175	54	13	the	the	DET
globalce-175	54	14	study	study	NOUN
globalce-175	54	15	protocol	protocol	NOUN
globalce-175	54	16	(	(	PUNCT
globalce-175	54	17	rmc.100	rmc.100	PROPN
globalce-175	54	18	-	-	PUNCT
globalce-175	54	19	9/139,4	9/139,4	NUM
globalce-175	54	20	)	)	PUNCT
globalce-175	54	21	.	.	PUNCT
globalce-175	55	1	before	before	ADP
globalce-175	55	2	the	the	DET
globalce-175	55	3	study	study	NOUN
globalce-175	55	4	,	,	PUNCT
globalce-175	55	5	these	these	DET
globalce-175	55	6	participants	participant	NOUN
globalce-175	55	7	reported	report	VERB
globalce-175	55	8	no	no	DET
globalce-175	55	9	known	know	VERB
globalce-175	55	10	illnesses	illness	NOUN
globalce-175	55	11	and	and	CCONJ
globalce-175	55	12	were	be	AUX
globalce-175	55	13	provided	provide	VERB
globalce-175	55	14	information	information	NOUN
globalce-175	55	15	about	about	ADP
globalce-175	55	16	the	the	DET
globalce-175	55	17	experimental	experimental	ADJ
globalce-175	55	18	procedures	procedure	NOUN
globalce-175	55	19	,	,	PUNCT
globalce-175	55	20	objectives	objective	NOUN
globalce-175	55	21	,	,	PUNCT
globalce-175	55	22	and	and	CCONJ
globalce-175	55	23	potential	potential	ADJ
globalce-175	55	24	risks	risk	NOUN
globalce-175	55	25	.	.	PUNCT
globalce-175	56	1	upon	upon	SCONJ
globalce-175	56	2	enrolment	enrolment	NOUN
globalce-175	56	3	,	,	PUNCT
globalce-175	56	4	they	they	PRON
globalce-175	56	5	provided	provide	VERB
globalce-175	56	6	their	their	PRON
globalce-175	56	7	informed	inform	VERB
globalce-175	56	8	consent	consent	NOUN
globalce-175	56	9	by	by	ADP
globalce-175	56	10	signing	sign	VERB
globalce-175	56	11	a	a	DET
globalce-175	56	12	printed	print	VERB
globalce-175	56	13	form	form	NOUN
globalce-175	56	14	.	.	PUNCT
globalce-175	57	1	the	the	DET
globalce-175	57	2	experiment	experiment	NOUN
globalce-175	57	3	was	be	AUX
globalce-175	57	4	conducted	conduct	VERB
globalce-175	57	5	under	under	ADP
globalce-175	57	6	two	two	NUM
globalce-175	57	7	conditions	condition	NOUN
globalce-175	57	8	:	:	PUNCT
globalce-175	57	9	at	at	ADP
globalce-175	57	10	rest	rest	NOUN
globalce-175	57	11	and	and	CCONJ
globalce-175	57	12	brachial	brachial	ADJ
globalce-175	57	13	artery	artery	NOUN
globalce-175	57	14	blood	blood	NOUN
globalce-175	57	15	flow	flow	NOUN
globalce-175	57	16	occlusion	occlusion	NOUN
globalce-175	57	17	to	to	PART
globalce-175	57	18	represent	represent	VERB
globalce-175	57	19	varying	vary	VERB
globalce-175	57	20	microcirculatory	microcirculatory	ADJ
globalce-175	57	21	states	state	NOUN
globalce-175	57	22	.	.	PUNCT
globalce-175	58	1	the	the	DET
globalce-175	58	2	study	study	NOUN
globalce-175	58	3	commenced	commence	VERB
globalce-175	58	4	with	with	ADP
globalce-175	58	5	the	the	DET
globalce-175	58	6	at	at	ADP
globalce-175	58	7	rest	rest	NOUN
globalce-175	58	8	experiment	experiment	NOUN
globalce-175	58	9	,	,	PUNCT
globalce-175	58	10	where	where	SCONJ
globalce-175	58	11	each	each	DET
globalce-175	58	12	participant	participant	NOUN
globalce-175	58	13	was	be	AUX
globalce-175	58	14	instructed	instruct	VERB
globalce-175	58	15	to	to	PART
globalce-175	58	16	position	position	VERB
globalce-175	58	17	the	the	DET
globalce-175	58	18	selected	select	VERB
globalce-175	58	19	site	site	NOUN
globalce-175	58	20	beneath	beneath	ADP
globalce-175	58	21	the	the	DET
globalce-175	58	22	illuminated	illuminated	ADJ
globalce-175	58	23	light	light	NOUN
globalce-175	58	24	beam	beam	NOUN
globalce-175	58	25	,	,	PUNCT
globalce-175	58	26	starting	start	VERB
globalce-175	58	27	with	with	ADP
globalce-175	58	28	the	the	DET
globalce-175	58	29	light	light	ADJ
globalce-175	58	30	wavelength	wavelength	NOUN
globalce-175	58	31	of	of	ADP
globalce-175	58	32	450	450	NUM
globalce-175	58	33	nm	nm	NOUN
globalce-175	58	34	.	.	PUNCT
globalce-175	59	1	the	the	DET
globalce-175	59	2	distance	distance	NOUN
globalce-175	59	3	was	be	AUX
globalce-175	59	4	maintained	maintain	VERB
globalce-175	59	5	at	at	ADP
globalce-175	59	6	1	1	NUM
globalce-175	59	7	cm	cm	NOUN
globalce-175	59	8	,	,	PUNCT
globalce-175	59	9	and	and	CCONJ
globalce-175	59	10	the	the	DET
globalce-175	59	11	angle	angle	NOUN
globalce-175	59	12	of	of	ADP
globalce-175	59	13	incidence	incidence	NOUN
globalce-175	59	14	was	be	AUX
globalce-175	59	15	set	set	VERB
globalce-175	59	16	at	at	ADP
globalce-175	59	17	45	45	NUM
globalce-175	59	18	°	°	NOUN
globalce-175	59	19	from	from	ADP
globalce-175	59	20	the	the	DET
globalce-175	59	21	source	source	NOUN
globalce-175	59	22	,	,	PUNCT
globalce-175	59	23	as	as	SCONJ
globalce-175	59	24	depicted	depict	VERB
globalce-175	59	25	in	in	ADP
globalce-175	59	26	figure	figure	NOUN
globalce-175	59	27	1	1	NUM
globalce-175	59	28	(	(	PUNCT
globalce-175	59	29	bottom	bottom	NOUN
globalce-175	59	30	)	)	PUNCT
globalce-175	59	31	.	.	PUNCT
globalce-175	60	1	five	five	NUM
globalce-175	60	2	signals	signal	NOUN
globalce-175	60	3	were	be	AUX
globalce-175	60	4	recorded	record	VERB
globalce-175	60	5	from	from	ADP
globalce-175	60	6	the	the	DET
globalce-175	60	7	same	same	ADJ
globalce-175	60	8	target	target	NOUN
globalce-175	60	9	site	site	NOUN
globalce-175	60	10	before	before	ADP
globalce-175	60	11	varying	vary	VERB
globalce-175	60	12	the	the	DET
globalce-175	60	13	incident	incident	NOUN
globalce-175	60	14	light	light	ADJ
globalce-175	60	15	wavelength	wavelength	NOUN
globalce-175	60	16	.	.	PUNCT
globalce-175	61	1	during	during	ADP
globalce-175	61	2	the	the	DET
globalce-175	61	3	systolic	systolic	ADJ
globalce-175	61	4	occlusion	occlusion	NOUN
globalce-175	61	5	experiment	experiment	NOUN
globalce-175	61	6	,	,	PUNCT
globalce-175	61	7	a	a	DET
globalce-175	61	8	blood	blood	NOUN
globalce-175	61	9	pressure	pressure	NOUN
globalce-175	61	10	cuff	cuff	NOUN
globalce-175	61	11	(	(	PUNCT
globalce-175	61	12	model	model	NOUN
globalce-175	61	13	no	no	INTJ
globalce-175	61	14	.	.	PUNCT
globalce-175	61	15	ck-110	ck-110	PROPN
globalce-175	61	16	)	)	PUNCT
globalce-175	61	17	was	be	AUX
globalce-175	61	18	applied	apply	VERB
globalce-175	61	19	to	to	ADP
globalce-175	61	20	the	the	DET
globalce-175	61	21	participants	participant	NOUN
globalce-175	61	22	’	'	PUNCT
globalce-175	61	23	upper	upper	ADJ
globalce-175	61	24	left	left	NOUN
globalce-175	61	25	arm	arm	NOUN
globalce-175	61	26	,	,	PUNCT
globalce-175	61	27	i.e.	i.e.	X
globalce-175	61	28	,	,	PUNCT
globalce-175	61	29	by	by	ADP
globalce-175	61	30	exerting	exert	VERB
globalce-175	61	31	a	a	DET
globalce-175	61	32	pressure	pressure	NOUN
globalce-175	61	33	of	of	ADP
globalce-175	61	34	140	140	NUM
globalce-175	61	35	mmhg	mmhg	NOUN
globalce-175	61	36	for	for	ADP
globalce-175	61	37	30	30	NUM
globalce-175	61	38	seconds	second	NOUN
globalce-175	61	39	to	to	PART
globalce-175	61	40	induce	induce	VERB
globalce-175	61	41	ischemia	ischemia	NOUN
globalce-175	61	42	,	,	PUNCT
globalce-175	61	43	before	before	SCONJ
globalce-175	61	44	the	the	DET
globalce-175	61	45	same	same	ADJ
globalce-175	61	46	data	data	NOUN
globalce-175	61	47	collection	collection	NOUN
globalce-175	61	48	protocol	protocol	NOUN
globalce-175	61	49	was	be	AUX
globalce-175	61	50	repeated	repeat	VERB
globalce-175	61	51	.	.	PUNCT
globalce-175	62	1	inflating	inflate	VERB
globalce-175	62	2	the	the	DET
globalce-175	62	3	cuff	cuff	NOUN
globalce-175	62	4	around	around	ADP
globalce-175	62	5	the	the	DET
globalce-175	62	6	arm	arm	NOUN
globalce-175	62	7	temporarily	temporarily	ADV
globalce-175	62	8	blocked	block	VERB
globalce-175	62	9	blood	blood	NOUN
globalce-175	62	10	flow	flow	NOUN
globalce-175	62	11	,	,	PUNCT
globalce-175	62	12	inducing	induce	VERB
globalce-175	62	13	an	an	DET
globalce-175	62	14	ischemic	ischemic	ADJ
globalce-175	62	15	state	state	NOUN
globalce-175	62	16	in	in	ADP
globalce-175	62	17	tissues	tissue	NOUN
globalce-175	62	18	below	below	ADP
globalce-175	62	19	the	the	DET
globalce-175	62	20	cuff	cuff	NOUN
globalce-175	62	21	.	.	PUNCT
globalce-175	63	1	this	this	DET
globalce-175	63	2	process	process	NOUN
globalce-175	63	3	promotes	promote	VERB
globalce-175	63	4	changes	change	NOUN
globalce-175	63	5	in	in	ADP
globalce-175	63	6	the	the	DET
globalce-175	63	7	functional	functional	ADJ
globalce-175	63	8	microcirculation	microcirculation	NOUN
globalce-175	63	9	by	by	ADP
globalce-175	63	10	reducing	reduce	VERB
globalce-175	63	11	the	the	DET
globalce-175	63	12	supply	supply	NOUN
globalce-175	63	13	of	of	ADP
globalce-175	63	14	oxygen	oxygen	NOUN
globalce-175	63	15	-	-	PUNCT
globalce-175	63	16	carrying	carry	VERB
globalce-175	63	17	blood	blood	NOUN
globalce-175	63	18	to	to	ADP
globalce-175	63	19	the	the	DET
globalce-175	63	20	lower	low	ADJ
globalce-175	63	21	extremities	extremity	NOUN
globalce-175	63	22	.	.	PUNCT
globalce-175	64	1	this	this	PRON
globalce-175	64	2	produces	produce	VERB
globalce-175	64	3	pathological	pathological	ADJ
globalce-175	64	4	conditions	condition	NOUN
globalce-175	64	5	similar	similar	ADJ
globalce-175	64	6	in	in	ADP
globalce-175	64	7	patients	patient	NOUN
globalce-175	64	8	with	with	ADP
globalce-175	64	9	peripheral	peripheral	ADJ
globalce-175	64	10	artery	artery	NOUN
globalce-175	64	11	and	and	CCONJ
globalce-175	64	12	vascular	vascular	ADJ
globalce-175	64	13	diseases	disease	NOUN
globalce-175	64	14	.	.	PUNCT
globalce-175	65	1	these	these	DET
globalce-175	65	2	procedures	procedure	NOUN
globalce-175	65	3	were	be	AUX
globalce-175	65	4	applied	apply	VERB
globalce-175	65	5	to	to	ADP
globalce-175	65	6	both	both	DET
globalce-175	65	7	smoking	smoking	NOUN
globalce-175	65	8	and	and	CCONJ
globalce-175	65	9	nonsmoking	nonsmoke	VERB
globalce-175	65	10	(	(	PUNCT
globalce-175	65	11	as	as	ADP
globalce-175	65	12	the	the	DET
globalce-175	65	13	control	control	NOUN
globalce-175	65	14	group	group	NOUN
globalce-175	65	15	)	)	PUNCT
globalce-175	65	16	individuals	individual	NOUN
globalce-175	65	17	.	.	PUNCT
globalce-175	66	1	the	the	DET
globalce-175	66	2	recorded	record	VERB
globalce-175	66	3	screenshot	screenshot	NOUN
globalce-175	66	4	signals	signal	NOUN
globalce-175	66	5	were	be	AUX
globalce-175	66	6	saved	save	VERB
globalce-175	66	7	onto	onto	ADP
globalce-175	66	8	a	a	DET
globalce-175	66	9	microsd	microsd	NOUN
globalce-175	66	10	memory	memory	NOUN
globalce-175	66	11	card	card	NOUN
globalce-175	66	12	using	use	VERB
globalce-175	66	13	the	the	DET
globalce-175	66	14	flaw	flaw	NOUN
globalce-175	66	15	detector	detector	NOUN
globalce-175	66	16	’s	’s	PART
globalce-175	66	17	built	build	VERB
globalce-175	66	18	-	-	PUNCT
globalce-175	66	19	in	in	ADP
globalce-175	66	20	function	function	NOUN
globalce-175	66	21	for	for	ADP
globalce-175	66	22	subsequent	subsequent	ADJ
globalce-175	66	23	offline	offline	ADJ
globalce-175	66	24	processing	processing	NOUN
globalce-175	66	25	and	and	CCONJ
globalce-175	66	26	analysis	analysis	NOUN
globalce-175	66	27	.	.	PUNCT
globalce-175	67	1	chua	chua	PROPN
globalce-175	67	2	and	and	CCONJ
globalce-175	67	3	huong	huong	PROPN
globalce-175	67	4	:	:	PUNCT
globalce-175	67	5	deep	deep	ADJ
globalce-175	67	6	learning	learning	NOUN
globalce-175	67	7	and	and	CCONJ
globalce-175	67	8	photoacoustic	photoacoustic	ADJ
globalce-175	67	9	technology	technology	NOUN
globalce-175	67	10	for	for	ADP
globalce-175	67	11	microcirculation	microcirculation	NOUN
globalce-175	67	12	classification	classification	NOUN
globalce-175	67	13	:	:	PUNCT
globalce-175	67	14	comparison	comparison	NOUN
globalce-175	67	15	between	between	ADP
globalce-175	67	16	smoking	smoking	NOUN
globalce-175	67	17	and	and	CCONJ
globalce-175	67	18	nonsmoking	nonsmoke	VERB
globalce-175	67	19	groups	group	NOUN
globalce-175	67	20	j	j	PROPN
globalce-175	67	21	global	global	ADJ
globalce-175	67	22	clinical	clinical	ADJ
globalce-175	67	23	engineering	engineering	PROPN
globalce-175	67	24	vol.6	vol.6	PROPN
globalce-175	67	25	issue	issue	NOUN
globalce-175	67	26	3	3	NUM
globalce-175	67	27	:	:	SYM
globalce-175	67	28	2024	2024	NUM
globalce-175	67	29	40	40	NUM
globalce-175	67	30	2.3	2.3	NUM
globalce-175	67	31	signal	signal	NOUN
globalce-175	67	32	pre	pre	ADJ
globalce-175	67	33	-	-	ADJ
globalce-175	67	34	processing	process	VERB
globalce-175	67	35	and	and	CCONJ
globalce-175	67	36	dataset	dataset	NOUN
globalce-175	67	37	handling	handling	NOUN
globalce-175	67	38	even	even	ADV
globalce-175	67	39	though	though	SCONJ
globalce-175	67	40	the	the	DET
globalce-175	67	41	produced	produce	VERB
globalce-175	67	42	pa	pa	PROPN
globalce-175	67	43	signals	signal	NOUN
globalce-175	67	44	are	be	AUX
globalce-175	67	45	in	in	ADP
globalce-175	67	46	1d	1d	NUM
globalce-175	67	47	time	time	NOUN
globalce-175	67	48	series	series	NOUN
globalce-175	67	49	,	,	PUNCT
globalce-175	67	50	the	the	DET
globalce-175	67	51	epoch	epoch	NOUN
globalce-175	67	52	650	650	NUM
globalce-175	67	53	device	device	NOUN
globalce-175	67	54	has	have	VERB
globalce-175	67	55	no	no	DET
globalce-175	67	56	function	function	NOUN
globalce-175	67	57	to	to	PART
globalce-175	67	58	save	save	VERB
globalce-175	67	59	the	the	DET
globalce-175	67	60	raw	raw	ADJ
globalce-175	67	61	signals	signal	NOUN
globalce-175	67	62	.	.	PUNCT
globalce-175	68	1	therefore	therefore	ADV
globalce-175	68	2	,	,	PUNCT
globalce-175	68	3	a	a	DET
globalce-175	68	4	signal	signal	ADJ
globalce-175	68	5	restoration	restoration	NOUN
globalce-175	68	6	approach	approach	NOUN
globalce-175	68	7	was	be	AUX
globalce-175	68	8	employed	employ	VERB
globalce-175	68	9	to	to	PART
globalce-175	68	10	convert	convert	VERB
globalce-175	68	11	the	the	DET
globalce-175	68	12	screenshot	screenshot	NOUN
globalce-175	68	13	of	of	ADP
globalce-175	68	14	the	the	DET
globalce-175	68	15	image	image	NOUN
globalce-175	68	16	saved	save	VERB
globalce-175	68	17	on	on	ADP
globalce-175	68	18	a	a	DET
globalce-175	68	19	microsd	microsd	NOUN
globalce-175	68	20	card	card	NOUN
globalce-175	68	21	into	into	ADP
globalce-175	68	22	a	a	DET
globalce-175	68	23	vector	vector	NOUN
globalce-175	68	24	representation	representation	NOUN
globalce-175	68	25	or	or	CCONJ
globalce-175	68	26	matrix	matrix	NOUN
globalce-175	68	27	format	format	NOUN
globalce-175	68	28	suitable	suitable	ADJ
globalce-175	68	29	for	for	ADP
globalce-175	68	30	use	use	NOUN
globalce-175	68	31	with	with	ADP
globalce-175	68	32	a	a	DET
globalce-175	68	33	time	time	NOUN
globalce-175	68	34	-	-	PUNCT
globalce-175	68	35	based	base	VERB
globalce-175	68	36	deep	deep	ADJ
globalce-175	68	37	neural	neural	ADJ
globalce-175	68	38	network	network	NOUN
globalce-175	68	39	(	(	PUNCT
globalce-175	68	40	i.e.	i.e.	X
globalce-175	68	41	,	,	PUNCT
globalce-175	68	42	lstm	lstm	NOUN
globalce-175	68	43	)	)	PUNCT
globalce-175	68	44	.	.	PUNCT
globalce-175	69	1	this	this	PRON
globalce-175	69	2	was	be	AUX
globalce-175	69	3	facilitated	facilitate	VERB
globalce-175	69	4	by	by	ADP
globalce-175	69	5	leveraging	leverage	VERB
globalce-175	69	6	the	the	DET
globalce-175	69	7	distinct	distinct	ADJ
globalce-175	69	8	color	color	NOUN
globalce-175	69	9	contrast	contrast	NOUN
globalce-175	69	10	in	in	ADP
globalce-175	69	11	the	the	DET
globalce-175	69	12	image	image	NOUN
globalce-175	69	13	,	,	PUNCT
globalce-175	69	14	wherein	wherein	SCONJ
globalce-175	69	15	the	the	DET
globalce-175	69	16	measured	measure	VERB
globalce-175	69	17	signal	signal	NOUN
globalce-175	69	18	is	be	AUX
globalce-175	69	19	depicted	depict	VERB
globalce-175	69	20	in	in	ADP
globalce-175	69	21	green	green	ADJ
globalce-175	69	22	against	against	ADP
globalce-175	69	23	a	a	DET
globalce-175	69	24	dark	dark	ADJ
globalce-175	69	25	background	background	NOUN
globalce-175	69	26	.	.	PUNCT
globalce-175	70	1	the	the	DET
globalce-175	70	2	image	image	NOUN
globalce-175	70	3	was	be	AUX
globalce-175	70	4	first	first	ADV
globalce-175	70	5	converted	convert	VERB
globalce-175	70	6	into	into	ADP
globalce-175	70	7	a	a	DET
globalce-175	70	8	binary	binary	ADJ
globalce-175	70	9	image	image	NOUN
globalce-175	70	10	using	use	VERB
globalce-175	70	11	the	the	DET
globalce-175	70	12	im2bw	im2bw	NUM
globalce-175	70	13	function	function	NOUN
globalce-175	70	14	before	before	SCONJ
globalce-175	70	15	the	the	DET
globalce-175	70	16	1d	1d	NUM
globalce-175	70	17	matrix	matrix	NOUN
globalce-175	70	18	was	be	AUX
globalce-175	70	19	obtained	obtain	VERB
globalce-175	70	20	from	from	ADP
globalce-175	70	21	the	the	DET
globalce-175	70	22	rows	row	NOUN
globalce-175	70	23	and	and	CCONJ
globalce-175	70	24	columns	column	NOUN
globalce-175	70	25	of	of	ADP
globalce-175	70	26	the	the	DET
globalce-175	70	27	image	image	NOUN
globalce-175	70	28	.	.	PUNCT
globalce-175	71	1	the	the	DET
globalce-175	71	2	pa	pa	PROPN
globalce-175	71	3	signal	signal	PROPN
globalce-175	71	4	,	,	PUNCT
globalce-175	71	5	x	x	X
globalce-175	71	6	,	,	PUNCT
globalce-175	71	7	from	from	ADP
globalce-175	71	8	each	each	DET
globalce-175	71	9	measurement	measurement	NOUN
globalce-175	71	10	is	be	AUX
globalce-175	71	11	of	of	ADP
globalce-175	71	12	size	size	NOUN
globalce-175	71	13	1	1	NUM
globalce-175	71	14	×	×	NOUN
globalce-175	71	15	494	494	NUM
globalce-175	71	16	(	(	PUNCT
globalce-175	71	17	i.e.	i.e.	X
globalce-175	71	18	,	,	PUNCT
globalce-175	71	19	x1	x1	PROPN
globalce-175	71	20	…	…	PUNCT
globalce-175	71	21	,	,	PUNCT
globalce-175	71	22	x494	x494	NUM
globalce-175	71	23	)	)	PUNCT
globalce-175	71	24	,	,	PUNCT
globalce-175	71	25	which	which	PRON
globalce-175	71	26	was	be	AUX
globalce-175	71	27	fed	feed	VERB
globalce-175	71	28	into	into	ADP
globalce-175	71	29	the	the	DET
globalce-175	71	30	network	network	NOUN
globalce-175	71	31	input	input	NOUN
globalce-175	71	32	layer	layer	NOUN
globalce-175	71	33	for	for	ADP
globalce-175	71	34	further	further	ADJ
globalce-175	71	35	classification	classification	NOUN
globalce-175	71	36	and	and	CCONJ
globalce-175	71	37	analysis	analysis	NOUN
globalce-175	71	38	.	.	PUNCT
globalce-175	72	1	the	the	DET
globalce-175	72	2	original	original	ADJ
globalce-175	72	3	pa	pa	PROPN
globalce-175	72	4	signals	signal	NOUN
globalce-175	72	5	did	do	AUX
globalce-175	72	6	not	not	PART
globalce-175	72	7	provide	provide	VERB
globalce-175	72	8	a	a	DET
globalce-175	72	9	satisfactory	satisfactory	ADJ
globalce-175	72	10	result	result	NOUN
globalce-175	72	11	in	in	ADP
globalce-175	72	12	the	the	DET
globalce-175	72	13	pre	pre	ADJ
globalce-175	72	14	-	-	ADJ
globalce-175	72	15	experiment	experiment	ADJ
globalce-175	72	16	investigations	investigation	NOUN
globalce-175	72	17	using	use	VERB
globalce-175	72	18	the	the	DET
globalce-175	72	19	lstm	lstm	ADJ
globalce-175	72	20	network	network	NOUN
globalce-175	72	21	.	.	PUNCT
globalce-175	73	1	therefore	therefore	ADV
globalce-175	73	2	,	,	PUNCT
globalce-175	73	3	time	time	NOUN
globalce-175	73	4	-	-	PUNCT
globalce-175	73	5	dependent	dependent	ADJ
globalce-175	73	6	moments	moment	NOUN
globalce-175	73	7	were	be	AUX
globalce-175	73	8	used	use	VERB
globalce-175	73	9	.	.	PUNCT
globalce-175	74	1	the	the	DET
globalce-175	74	2	moments	moment	NOUN
globalce-175	74	3	’	'	PUNCT
globalce-175	74	4	extraction	extraction	NOUN
globalce-175	74	5	is	be	AUX
globalce-175	74	6	by	by	ADP
globalce-175	74	7	using	use	VERB
globalce-175	74	8	the	the	DET
globalce-175	74	9	tfsmoment	tfsmoment	NOUN
globalce-175	74	10	function	function	NOUN
globalce-175	74	11	,	,	PUNCT
globalce-175	74	12	and	and	CCONJ
globalce-175	74	13	this	this	DET
globalce-175	74	14	study	study	NOUN
globalce-175	74	15	considered	consider	VERB
globalce-175	74	16	signal	signal	NOUN
globalce-175	74	17	variance	variance	NOUN
globalce-175	74	18	(	(	PUNCT
globalce-175	74	19	order	order	NOUN
globalce-175	74	20	,	,	PUNCT
globalce-175	74	21	n=2	n=2	ADV
globalce-175	74	22	)	)	PUNCT
globalce-175	74	23	,	,	PUNCT
globalce-175	74	24	skewness	skewness	NOUN
globalce-175	74	25	(	(	PUNCT
globalce-175	74	26	n=3	n=3	NOUN
globalce-175	74	27	)	)	PUNCT
globalce-175	74	28	,	,	PUNCT
globalce-175	74	29	and	and	CCONJ
globalce-175	74	30	kurtosis	kurtosis	NOUN
globalce-175	74	31	(	(	PUNCT
globalce-175	74	32	n=4	n=4	NOUN
globalce-175	74	33	)	)	PUNCT
globalce-175	74	34	as	as	SCONJ
globalce-175	74	35	the	the	DET
globalce-175	74	36	input	input	NOUN
globalce-175	74	37	features	feature	VERB
globalce-175	74	38	in	in	ADP
globalce-175	74	39	the	the	DET
globalce-175	74	40	prediction	prediction	NOUN
globalce-175	74	41	of	of	ADP
globalce-175	74	42	microcirculation	microcirculation	NOUN
globalce-175	74	43	status	status	NOUN
globalce-175	74	44	.	.	PUNCT
globalce-175	75	1	the	the	DET
globalce-175	75	2	smoking	smoking	NOUN
globalce-175	75	3	pa	pa	NOUN
globalce-175	75	4	images	image	NOUN
globalce-175	75	5	and	and	CCONJ
globalce-175	75	6	the	the	DET
globalce-175	75	7	corresponding	corresponding	ADJ
globalce-175	75	8	moments	moment	NOUN
globalce-175	75	9	were	be	AUX
globalce-175	75	10	randomly	randomly	ADV
globalce-175	75	11	divided	divide	VERB
globalce-175	75	12	into	into	ADP
globalce-175	75	13	a	a	DET
globalce-175	75	14	40/20/40	40/20/40	PROPN
globalce-175	75	15	%	%	NOUN
globalce-175	75	16	split	split	NOUN
globalce-175	75	17	for	for	ADP
globalce-175	75	18	training	training	NOUN
globalce-175	75	19	,	,	PUNCT
globalce-175	75	20	validation	validation	NOUN
globalce-175	75	21	,	,	PUNCT
globalce-175	75	22	and	and	CCONJ
globalce-175	75	23	testing	testing	NOUN
globalce-175	75	24	sets	set	NOUN
globalce-175	75	25	,	,	PUNCT
globalce-175	75	26	rendering	render	VERB
globalce-175	75	27	20/10/20	20/10/20	PROPN
globalce-175	75	28	images	image	NOUN
globalce-175	75	29	for	for	ADP
globalce-175	75	30	convolutional	convolutional	ADJ
globalce-175	75	31	-	-	PUNCT
globalce-175	75	32	based	base	VERB
globalce-175	75	33	models	model	NOUN
globalce-175	75	34	and	and	CCONJ
globalce-175	75	35	60/30/60	60/30/60	NUM
globalce-175	75	36	signals	signal	NOUN
globalce-175	75	37	for	for	ADP
globalce-175	75	38	the	the	DET
globalce-175	75	39	lstm	lstm	PROPN
globalce-175	75	40	network	network	NOUN
globalce-175	75	41	.	.	PUNCT
globalce-175	76	1	the	the	DET
globalce-175	76	2	nonsmoking	nonsmoke	VERB
globalce-175	76	3	dataset	dataset	NOUN
globalce-175	76	4	divided	divide	VERB
globalce-175	76	5	using	use	VERB
globalce-175	76	6	the	the	DET
globalce-175	76	7	split	split	ADJ
globalce-175	76	8	ratio	ratio	NOUN
globalce-175	76	9	of	of	ADP
globalce-175	76	10	46/28/26	46/28/26	PROPN
globalce-175	76	11	%	%	NOUN
globalce-175	76	12	giving	give	VERB
globalce-175	76	13	160/100/90	160/100/90	NUM
globalce-175	76	14	images	image	NOUN
globalce-175	76	15	and	and	CCONJ
globalce-175	76	16	480/300/270	480/300/270	NUM
globalce-175	76	17	signals	signal	NOUN
globalce-175	76	18	used	use	VERB
globalce-175	76	19	for	for	ADP
globalce-175	76	20	convolutional	convolutional	ADJ
globalce-175	76	21	-	-	PUNCT
globalce-175	76	22	based	base	VERB
globalce-175	76	23	models	model	NOUN
globalce-175	76	24	and	and	CCONJ
globalce-175	76	25	lstm	lstm	NOUN
globalce-175	76	26	,	,	PUNCT
globalce-175	76	27	respectively	respectively	ADV
globalce-175	76	28	.	.	PUNCT
globalce-175	77	1	2.4	2.4	NUM
globalce-175	77	2	deep	deep	ADJ
globalce-175	77	3	learning	learning	NOUN
globalce-175	77	4	networks	network	NOUN
globalce-175	77	5	and	and	CCONJ
globalce-175	77	6	model	model	NOUN
globalce-175	77	7	training	training	NOUN
globalce-175	77	8	this	this	DET
globalce-175	77	9	study	study	NOUN
globalce-175	77	10	recruited	recruit	VERB
globalce-175	77	11	pre	pre	ADJ
globalce-175	77	12	-	-	ADJ
globalce-175	77	13	trained	train	VERB
globalce-175	77	14	alexnet	alexnet	NOUN
globalce-175	77	15	,	,	PUNCT
globalce-175	77	16	lstm	lstm	ADJ
globalce-175	77	17	,	,	PUNCT
globalce-175	77	18	and	and	CCONJ
globalce-175	77	19	a	a	DET
globalce-175	77	20	hybrid	hybrid	ADJ
globalce-175	77	21	model	model	NOUN
globalce-175	77	22	for	for	ADP
globalce-175	77	23	microcirculation	microcirculation	NOUN
globalce-175	77	24	flow	flow	NOUN
globalce-175	77	25	abnormalities	abnormality	NOUN
globalce-175	77	26	classification	classification	NOUN
globalce-175	77	27	based	base	VERB
globalce-175	77	28	on	on	ADP
globalce-175	77	29	the	the	DET
globalce-175	77	30	measured	measured	ADJ
globalce-175	77	31	pa	pa	PROPN
globalce-175	77	32	signal	signal	NOUN
globalce-175	77	33	.	.	PUNCT
globalce-175	78	1	alexnet	alexnet	PROPN
globalce-175	78	2	and	and	CCONJ
globalce-175	78	3	the	the	DET
globalce-175	78	4	hybrid	hybrid	ADJ
globalce-175	78	5	model	model	NOUN
globalce-175	78	6	take	take	VERB
globalce-175	78	7	color	color	NOUN
globalce-175	78	8	(	(	PUNCT
globalce-175	78	9	rgb	rgb	PROPN
globalce-175	78	10	)	)	PUNCT
globalce-175	78	11	images	image	NOUN
globalce-175	78	12	as	as	ADP
globalce-175	78	13	the	the	DET
globalce-175	78	14	input	input	NOUN
globalce-175	78	15	,	,	PUNCT
globalce-175	78	16	while	while	SCONJ
globalce-175	78	17	the	the	DET
globalce-175	78	18	moments	moment	NOUN
globalce-175	78	19	calculated	calculate	VERB
globalce-175	78	20	from	from	ADP
globalce-175	78	21	1d	1d	NUM
globalce-175	78	22	pa	pa	PROPN
globalce-175	78	23	signal	signal	NOUN
globalce-175	78	24	in	in	ADP
globalce-175	78	25	section	section	NOUN
globalce-175	78	26	2.3	2.3	NUM
globalce-175	78	27	is	be	AUX
globalce-175	78	28	used	use	VERB
globalce-175	78	29	as	as	ADP
globalce-175	78	30	the	the	DET
globalce-175	78	31	input	input	NOUN
globalce-175	78	32	of	of	ADP
globalce-175	78	33	lstm	lstm	NOUN
globalce-175	78	34	.	.	PUNCT
globalce-175	79	1	modification	modification	NOUN
globalce-175	79	2	and	and	CCONJ
globalce-175	79	3	the	the	DET
globalce-175	79	4	use	use	NOUN
globalce-175	79	5	of	of	ADP
globalce-175	79	6	these	these	DET
globalce-175	79	7	models	model	NOUN
globalce-175	79	8	are	be	AUX
globalce-175	79	9	described	describe	VERB
globalce-175	79	10	in	in	ADP
globalce-175	79	11	sections	section	NOUN
globalce-175	79	12	2.4.1	2.4.1	NUM
globalce-175	79	13	and	and	CCONJ
globalce-175	79	14	2.4.2	2.4.2	NUM
globalce-175	79	15	;	;	PUNCT
globalce-175	79	16	these	these	DET
globalce-175	79	17	models	model	NOUN
globalce-175	79	18	were	be	AUX
globalce-175	79	19	optimized	optimize	VERB
globalce-175	79	20	for	for	ADP
globalce-175	79	21	the	the	DET
globalce-175	79	22	problem	problem	NOUN
globalce-175	79	23	by	by	ADP
globalce-175	79	24	searching	search	VERB
globalce-175	79	25	for	for	ADP
globalce-175	79	26	the	the	DET
globalce-175	79	27	best	good	ADJ
globalce-175	79	28	hyperparameter	hyperparameter	NOUN
globalce-175	79	29	settings	setting	NOUN
globalce-175	79	30	in	in	ADP
globalce-175	79	31	section	section	NOUN
globalce-175	79	32	2.4.3	2.4.3	NUM
globalce-175	79	33	.	.	PUNCT
globalce-175	80	1	2.4.1	2.4.1	NUM
globalce-175	80	2	convolutional	convolutional	ADJ
globalce-175	80	3	-	-	PUNCT
globalce-175	80	4	based	base	VERB
globalce-175	80	5	models	model	NOUN
globalce-175	80	6	the	the	DET
globalce-175	80	7	convolutional	convolutional	ADJ
globalce-175	80	8	-	-	PUNCT
globalce-175	80	9	based	base	VERB
globalce-175	80	10	models	model	NOUN
globalce-175	80	11	used	use	VERB
globalce-175	80	12	in	in	ADP
globalce-175	80	13	this	this	DET
globalce-175	80	14	work	work	NOUN
globalce-175	80	15	comprised	comprise	VERB
globalce-175	80	16	the	the	DET
globalce-175	80	17	pretrained	pretraine	VERB
globalce-175	80	18	alexnet	alexnet	NOUN
globalce-175	80	19	and	and	CCONJ
globalce-175	80	20	hybrid	hybrid	ADJ
globalce-175	80	21	cnn	cnn	PROPN
globalce-175	80	22	-	-	PUNCT
globalce-175	80	23	lstm	lstm	ADJ
globalce-175	80	24	model	model	NOUN
globalce-175	80	25	shown	show	VERB
globalce-175	80	26	in	in	ADP
globalce-175	80	27	figures	figure	NOUN
globalce-175	80	28	2	2	NUM
globalce-175	80	29	and	and	CCONJ
globalce-175	80	30	3	3	NUM
globalce-175	80	31	.	.	PUNCT
globalce-175	81	1	the	the	DET
globalce-175	81	2	input	input	NOUN
globalce-175	81	3	of	of	ADP
globalce-175	81	4	these	these	DET
globalce-175	81	5	models	model	NOUN
globalce-175	81	6	was	be	AUX
globalce-175	81	7	changed	change	VERB
globalce-175	81	8	to	to	ADP
globalce-175	81	9	494	494	NUM
globalce-175	81	10	×	×	NOUN
globalce-175	81	11	329	329	NUM
globalce-175	81	12	×	×	NOUN
globalce-175	81	13	3	3	NUM
globalce-175	81	14	,	,	PUNCT
globalce-175	81	15	consistent	consistent	ADJ
globalce-175	81	16	with	with	ADP
globalce-175	81	17	the	the	DET
globalce-175	81	18	original	original	ADJ
globalce-175	81	19	pa	pa	PROPN
globalce-175	81	20	image	image	NOUN
globalce-175	81	21	size	size	NOUN
globalce-175	81	22	recorded	record	VERB
globalce-175	81	23	from	from	ADP
globalce-175	81	24	the	the	DET
globalce-175	81	25	system	system	NOUN
globalce-175	81	26	.	.	PUNCT
globalce-175	82	1	in	in	ADP
globalce-175	82	2	alexnet	alexnet	NOUN
globalce-175	82	3	,	,	PUNCT
globalce-175	82	4	the	the	DET
globalce-175	82	5	network	network	NOUN
globalce-175	82	6	’s	’s	PART
globalce-175	82	7	last	last	ADJ
globalce-175	82	8	fully	fully	ADV
globalce-175	82	9	connected	connect	VERB
globalce-175	82	10	(	(	PUNCT
globalce-175	82	11	fc	fc	INTJ
globalce-175	82	12	)	)	PUNCT
globalce-175	82	13	was	be	AUX
globalce-175	82	14	modified	modify	VERB
globalce-175	82	15	to	to	ADP
globalce-175	82	16	two	two	NUM
globalce-175	82	17	neurons	neuron	NOUN
globalce-175	82	18	representing	represent	VERB
globalce-175	82	19	:	:	PUNCT
globalce-175	82	20	“	"	PUNCT
globalce-175	82	21	0	0	NUM
globalce-175	82	22	”	"	PUNCT
globalce-175	82	23	for	for	ADP
globalce-175	82	24	the	the	DET
globalce-175	82	25	normal	normal	ADJ
globalce-175	82	26	class	class	NOUN
globalce-175	82	27	and	and	CCONJ
globalce-175	82	28	“	"	PUNCT
globalce-175	82	29	1	1	NUM
globalce-175	82	30	”	"	PUNCT
globalce-175	82	31	for	for	ADP
globalce-175	82	32	the	the	DET
globalce-175	82	33	pathological	pathological	ADJ
globalce-175	82	34	(	(	PUNCT
globalce-175	82	35	or	or	CCONJ
globalce-175	82	36	abnormal	abnormal	ADJ
globalce-175	82	37	)	)	PUNCT
globalce-175	82	38	class	class	NOUN
globalce-175	82	39	.	.	PUNCT
globalce-175	83	1	a	a	DET
globalce-175	83	2	dropout	dropout	NOUN
globalce-175	83	3	layer	layer	NOUN
globalce-175	83	4	of	of	ADP
globalce-175	83	5	0.50	0.50	NUM
globalce-175	83	6	was	be	AUX
globalce-175	83	7	placed	place	VERB
globalce-175	83	8	between	between	ADP
globalce-175	83	9	each	each	DET
globalce-175	83	10	fc	fc	PROPN
globalce-175	83	11	layer	layer	NOUN
globalce-175	83	12	in	in	ADP
globalce-175	83	13	figure	figure	NOUN
globalce-175	83	14	2	2	NUM
globalce-175	83	15	to	to	PART
globalce-175	83	16	reduce	reduce	VERB
globalce-175	83	17	network	network	NOUN
globalce-175	83	18	overfitting	overfitting	NOUN
globalce-175	83	19	.	.	PUNCT
globalce-175	84	1	meanwhile	meanwhile	ADV
globalce-175	84	2	,	,	PUNCT
globalce-175	84	3	the	the	DET
globalce-175	84	4	alexnet	alexnet	NOUN
globalce-175	84	5	-	-	PUNCT
globalce-175	84	6	lstm	lstm	NOUN
globalce-175	84	7	shown	show	VERB
globalce-175	84	8	in	in	ADP
globalce-175	84	9	figure	figure	NOUN
globalce-175	84	10	3	3	NUM
globalce-175	84	11	was	be	AUX
globalce-175	84	12	proposed	propose	VERB
globalce-175	84	13	to	to	PART
globalce-175	84	14	extract	extract	VERB
globalce-175	84	15	spatial	spatial	ADJ
globalce-175	84	16	and	and	CCONJ
globalce-175	84	17	temporal	temporal	ADJ
globalce-175	84	18	features	feature	NOUN
globalce-175	84	19	from	from	ADP
globalce-175	84	20	the	the	DET
globalce-175	84	21	screenshot	screenshot	NOUN
globalce-175	84	22	pa	pa	PROPN
globalce-175	84	23	images	image	NOUN
globalce-175	84	24	.	.	PUNCT
globalce-175	85	1	a	a	DET
globalce-175	85	2	batch	batch	NOUN
globalce-175	85	3	normalization	normalization	NOUN
globalce-175	85	4	layer	layer	NOUN
globalce-175	85	5	is	be	AUX
globalce-175	85	6	added	add	VERB
globalce-175	85	7	to	to	ADP
globalce-175	85	8	this	this	DET
globalce-175	85	9	hybrid	hybrid	ADJ
globalce-175	85	10	model	model	NOUN
globalce-175	85	11	to	to	PART
globalce-175	85	12	normalize	normalize	VERB
globalce-175	85	13	inputs	input	NOUN
globalce-175	85	14	for	for	ADP
globalce-175	85	15	the	the	DET
globalce-175	85	16	subsequent	subsequent	ADJ
globalce-175	85	17	layer	layer	NOUN
globalce-175	85	18	.	.	PUNCT
globalce-175	86	1	the	the	DET
globalce-175	86	2	upper	upper	ADJ
globalce-175	86	3	layers	layer	NOUN
globalce-175	86	4	of	of	ADP
globalce-175	86	5	this	this	DET
globalce-175	86	6	architecture	architecture	NOUN
globalce-175	86	7	(	(	PUNCT
globalce-175	86	8	i.e.	i.e.	X
globalce-175	86	9	,	,	PUNCT
globalce-175	86	10	alexnet	alexnet	ADJ
globalce-175	86	11	)	)	PUNCT
globalce-175	86	12	are	be	AUX
globalce-175	86	13	to	to	PART
globalce-175	86	14	extract	extract	VERB
globalce-175	86	15	spatial	spatial	ADJ
globalce-175	86	16	information	information	NOUN
globalce-175	86	17	from	from	ADP
globalce-175	86	18	the	the	DET
globalce-175	86	19	input	input	NOUN
globalce-175	86	20	image	image	NOUN
globalce-175	86	21	.	.	PUNCT
globalce-175	87	1	the	the	DET
globalce-175	87	2	extracted	extract	VERB
globalce-175	87	3	abstract	abstract	ADJ
globalce-175	87	4	information	information	NOUN
globalce-175	87	5	is	be	AUX
globalce-175	87	6	passed	pass	VERB
globalce-175	87	7	through	through	ADP
globalce-175	87	8	a	a	DET
globalce-175	87	9	flattened	flatten	VERB
globalce-175	87	10	layer	layer	NOUN
globalce-175	87	11	,	,	PUNCT
globalce-175	87	12	converting	convert	VERB
globalce-175	87	13	the	the	DET
globalce-175	87	14	feature	feature	NOUN
globalce-175	87	15	map	map	NOUN
globalce-175	87	16	into	into	ADP
globalce-175	87	17	one	one	NUM
globalce-175	87	18	-	-	PUNCT
globalce-175	87	19	dimensional	dimensional	ADJ
globalce-175	87	20	data	datum	NOUN
globalce-175	87	21	.	.	PUNCT
globalce-175	88	1	this	this	DET
globalce-175	88	2	sequential	sequential	ADJ
globalce-175	88	3	data	datum	NOUN
globalce-175	88	4	is	be	AUX
globalce-175	88	5	fed	feed	VERB
globalce-175	88	6	into	into	ADP
globalce-175	88	7	the	the	DET
globalce-175	88	8	lstm	lstm	PROPN
globalce-175	88	9	network	network	NOUN
globalce-175	88	10	to	to	PART
globalce-175	88	11	extract	extract	VERB
globalce-175	88	12	the	the	DET
globalce-175	88	13	temporal	temporal	ADJ
globalce-175	88	14	patterns	pattern	NOUN
globalce-175	88	15	.	.	PUNCT
globalce-175	89	1	this	this	DET
globalce-175	89	2	time	time	NOUN
globalce-175	89	3	-	-	PUNCT
globalce-175	89	4	recurrent	recurrent	NOUN
globalce-175	89	5	network	network	NOUN
globalce-175	89	6	consists	consist	VERB
globalce-175	89	7	of	of	ADP
globalce-175	89	8	500	500	NUM
globalce-175	89	9	hidden	hidden	ADJ
globalce-175	89	10	layers	layer	NOUN
globalce-175	89	11	,	,	PUNCT
globalce-175	89	12	which	which	PRON
globalce-175	89	13	was	be	AUX
globalce-175	89	14	decided	decide	VERB
globalce-175	89	15	during	during	ADP
globalce-175	89	16	pre	pre	ADJ
globalce-175	89	17	-	-	ADJ
globalce-175	89	18	experiment	experiment	ADJ
globalce-175	89	19	tests	test	NOUN
globalce-175	89	20	.	.	PUNCT
globalce-175	90	1	these	these	DET
globalce-175	90	2	layers	layer	NOUN
globalce-175	90	3	are	be	AUX
globalce-175	90	4	connected	connect	VERB
globalce-175	90	5	to	to	PART
globalce-175	90	6	fc	fc	VERB
globalce-175	90	7	layers	layer	NOUN
globalce-175	90	8	and	and	CCONJ
globalce-175	90	9	dropout	dropout	NOUN
globalce-175	90	10	layers	layer	NOUN
globalce-175	90	11	of	of	ADP
globalce-175	90	12	0.2	0.2	NUM
globalce-175	90	13	to	to	PART
globalce-175	90	14	improve	improve	VERB
globalce-175	90	15	model	model	NOUN
globalce-175	90	16	generalization	generalization	NOUN
globalce-175	90	17	.	.	PUNCT
globalce-175	91	1	the	the	DET
globalce-175	91	2	output	output	NOUN
globalce-175	91	3	of	of	ADP
globalce-175	91	4	the	the	DET
globalce-175	91	5	fcs	fcs	NOUN
globalce-175	91	6	is	be	AUX
globalce-175	91	7	fed	feed	VERB
globalce-175	91	8	to	to	ADP
globalce-175	91	9	a	a	DET
globalce-175	91	10	softmax	softmax	NOUN
globalce-175	91	11	to	to	PART
globalce-175	91	12	calculate	calculate	VERB
globalce-175	91	13	class	class	NOUN
globalce-175	91	14	probabilities	probability	NOUN
globalce-175	91	15	.	.	PUNCT
globalce-175	92	1	figure	figure	NOUN
globalce-175	92	2	2	2	NUM
globalce-175	92	3	.	.	PUNCT
globalce-175	92	4	architecture	architecture	NOUN
globalce-175	92	5	of	of	ADP
globalce-175	92	6	alexnet	alexnet	ADJ
globalce-175	92	7	model	model	NOUN
globalce-175	92	8	.	.	PUNCT
globalce-175	93	1	41	41	NUM
globalce-175	93	2	j	j	PROPN
globalce-175	93	3	global	global	ADJ
globalce-175	93	4	clinical	clinical	ADJ
globalce-175	93	5	engineering	engineering	PROPN
globalce-175	93	6	vol.6	vol.6	PROPN
globalce-175	93	7	issue	issue	NOUN
globalce-175	93	8	3	3	NUM
globalce-175	93	9	:	:	SYM
globalce-175	93	10	2024	2024	NUM
globalce-175	93	11	chua	chua	PROPN
globalce-175	93	12	and	and	CCONJ
globalce-175	93	13	huong	huong	PROPN
globalce-175	93	14	:	:	PUNCT
globalce-175	93	15	deep	deep	ADJ
globalce-175	93	16	learning	learning	NOUN
globalce-175	93	17	and	and	CCONJ
globalce-175	93	18	photoacoustic	photoacoustic	ADJ
globalce-175	93	19	technology	technology	NOUN
globalce-175	93	20	for	for	ADP
globalce-175	93	21	microcirculation	microcirculation	NOUN
globalce-175	93	22	classification	classification	NOUN
globalce-175	93	23	:	:	PUNCT
globalce-175	93	24	comparison	comparison	NOUN
globalce-175	93	25	between	between	ADP
globalce-175	93	26	smoking	smoking	NOUN
globalce-175	93	27	and	and	CCONJ
globalce-175	93	28	nonsmoking	nonsmoke	VERB
globalce-175	93	29	groups	group	NOUN
globalce-175	93	30	figure	figure	VERB
globalce-175	93	31	3	3	NUM
globalce-175	93	32	.	.	PUNCT
globalce-175	94	1	architecture	architecture	NOUN
globalce-175	94	2	of	of	ADP
globalce-175	94	3	the	the	DET
globalce-175	94	4	proposed	propose	VERB
globalce-175	94	5	hybrid	hybrid	ADJ
globalce-175	94	6	alexnet	alexnet	ADJ
globalce-175	94	7	-	-	PUNCT
globalce-175	94	8	lstm	lstm	NOUN
globalce-175	94	9	model	model	NOUN
globalce-175	94	10	.	.	PUNCT
globalce-175	95	1	2.4.2	2.4.2	NUM
globalce-175	95	2	time	time	NOUN
globalce-175	95	3	-	-	PUNCT
globalce-175	95	4	based	base	VERB
globalce-175	95	5	deep	deep	ADJ
globalce-175	95	6	neural	neural	ADJ
globalce-175	95	7	network	network	NOUN
globalce-175	95	8	the	the	DET
globalce-175	95	9	temporal	temporal	ADJ
globalce-175	95	10	recursive	recursive	ADJ
globalce-175	95	11	network	network	NOUN
globalce-175	95	12	,	,	PUNCT
globalce-175	95	13	lstm	lstm	PROPN
globalce-175	95	14	,	,	PUNCT
globalce-175	95	15	was	be	AUX
globalce-175	95	16	also	also	ADV
globalce-175	95	17	chosen	choose	VERB
globalce-175	95	18	for	for	ADP
globalce-175	95	19	the	the	DET
globalce-175	95	20	task	task	NOUN
globalce-175	95	21	due	due	ADP
globalce-175	95	22	to	to	ADP
globalce-175	95	23	its	its	PRON
globalce-175	95	24	adeptness	adeptness	NOUN
globalce-175	95	25	in	in	ADP
globalce-175	95	26	handling	handle	VERB
globalce-175	95	27	sequential	sequential	ADJ
globalce-175	95	28	data	datum	NOUN
globalce-175	95	29	and	and	CCONJ
globalce-175	95	30	addressing	address	VERB
globalce-175	95	31	short	short	ADJ
globalce-175	95	32	-	-	PUNCT
globalce-175	95	33	term	term	NOUN
globalce-175	95	34	memory	memory	NOUN
globalce-175	95	35	challenges	challenge	NOUN
globalce-175	95	36	.	.	PUNCT
globalce-175	96	1	its	its	PRON
globalce-175	96	2	architecture	architecture	NOUN
globalce-175	96	3	consists	consist	VERB
globalce-175	96	4	of	of	ADP
globalce-175	96	5	an	an	DET
globalce-175	96	6	input	input	NOUN
globalce-175	96	7	layer	layer	NOUN
globalce-175	96	8	,	,	PUNCT
globalce-175	96	9	taking	take	VERB
globalce-175	96	10	the	the	DET
globalce-175	96	11	calculated	calculate	VERB
globalce-175	96	12	moment	moment	NOUN
globalce-175	96	13	features	feature	NOUN
globalce-175	96	14	described	describe	VERB
globalce-175	96	15	in	in	ADP
globalce-175	96	16	section	section	NOUN
globalce-175	96	17	2.2	2.2	NUM
globalce-175	96	18	as	as	ADP
globalce-175	96	19	the	the	DET
globalce-175	96	20	input	input	NOUN
globalce-175	96	21	signals	signal	NOUN
globalce-175	96	22	,	,	PUNCT
globalce-175	96	23	followed	follow	VERB
globalce-175	96	24	by	by	ADP
globalce-175	96	25	a	a	DET
globalce-175	96	26	sequence	sequence	NOUN
globalce-175	96	27	of	of	ADP
globalce-175	96	28	155	155	NUM
globalce-175	96	29	hidden	hidden	ADJ
globalce-175	96	30	layers	layer	NOUN
globalce-175	96	31	to	to	PART
globalce-175	96	32	extract	extract	VERB
globalce-175	96	33	their	their	PRON
globalce-175	96	34	essential	essential	ADJ
globalce-175	96	35	temporal	temporal	ADJ
globalce-175	96	36	features	feature	NOUN
globalce-175	96	37	.	.	PUNCT
globalce-175	97	1	these	these	PRON
globalce-175	97	2	are	be	AUX
globalce-175	97	3	followed	follow	VERB
globalce-175	97	4	by	by	ADP
globalce-175	97	5	six	six	NUM
globalce-175	97	6	fc	fc	NOUN
globalce-175	97	7	layers	layer	NOUN
globalce-175	97	8	,	,	PUNCT
globalce-175	97	9	whose	whose	DET
globalce-175	97	10	sizes	size	NOUN
globalce-175	97	11	progressively	progressively	ADV
globalce-175	97	12	decrease	decrease	VERB
globalce-175	97	13	from	from	ADP
globalce-175	97	14	40	40	NUM
globalce-175	97	15	to	to	PART
globalce-175	97	16	30	30	NUM
globalce-175	97	17	,	,	PUNCT
globalce-175	97	18	20	20	NUM
globalce-175	97	19	,	,	PUNCT
globalce-175	97	20	10	10	NUM
globalce-175	97	21	,	,	PUNCT
globalce-175	97	22	5	5	NUM
globalce-175	97	23	,	,	PUNCT
globalce-175	97	24	3	3	NUM
globalce-175	97	25	,	,	PUNCT
globalce-175	97	26	and	and	CCONJ
globalce-175	97	27	2	2	NUM
globalce-175	97	28	.	.	NOUN
globalce-175	97	29	while	while	SCONJ
globalce-175	97	30	no	no	DET
globalce-175	97	31	definitive	definitive	ADJ
globalce-175	97	32	method	method	NOUN
globalce-175	97	33	for	for	ADP
globalce-175	97	34	determining	determine	VERB
globalce-175	97	35	fc	fc	PROPN
globalce-175	97	36	sizes	size	NOUN
globalce-175	97	37	exists	exist	VERB
globalce-175	97	38	,	,	PUNCT
globalce-175	97	39	this	this	DET
globalce-175	97	40	study	study	NOUN
globalce-175	97	41	adopted	adopt	VERB
globalce-175	97	42	a	a	DET
globalce-175	97	43	diminishing	diminish	VERB
globalce-175	97	44	sequence	sequence	NOUN
globalce-175	97	45	to	to	PART
globalce-175	97	46	simplify	simplify	VERB
globalce-175	97	47	the	the	DET
globalce-175	97	48	model	model	NOUN
globalce-175	97	49	’s	’s	PART
globalce-175	97	50	structure	structure	NOUN
globalce-175	97	51	,	,	PUNCT
globalce-175	97	52	as	as	SCONJ
globalce-175	97	53	shown	show	VERB
globalce-175	97	54	in	in	ADP
globalce-175	97	55	figure	figure	NOUN
globalce-175	97	56	4	4	NUM
globalce-175	97	57	.	.	PUNCT
globalce-175	98	1	a	a	DET
globalce-175	98	2	dropout	dropout	NOUN
globalce-175	98	3	layer	layer	NOUN
globalce-175	98	4	with	with	ADP
globalce-175	98	5	a	a	DET
globalce-175	98	6	value	value	NOUN
globalce-175	98	7	of	of	ADP
globalce-175	98	8	0.1	0.1	NUM
globalce-175	98	9	is	be	AUX
globalce-175	98	10	incorporated	incorporate	VERB
globalce-175	98	11	after	after	SCONJ
globalce-175	98	12	each	each	DET
globalce-175	98	13	fc	fc	PROPN
globalce-175	98	14	layer	layer	NOUN
globalce-175	98	15	to	to	PART
globalce-175	98	16	prevent	prevent	VERB
globalce-175	98	17	the	the	DET
globalce-175	98	18	risk	risk	NOUN
globalce-175	98	19	of	of	ADP
globalce-175	98	20	overfitting	overfitte	VERB
globalce-175	98	21	,	,	PUNCT
globalce-175	98	22	except	except	SCONJ
globalce-175	98	23	for	for	ADP
globalce-175	98	24	the	the	DET
globalce-175	98	25	final	final	ADJ
globalce-175	98	26	layer	layer	NOUN
globalce-175	98	27	.	.	PUNCT
globalce-175	99	1	the	the	DET
globalce-175	99	2	output	output	NOUN
globalce-175	99	3	from	from	ADP
globalce-175	99	4	the	the	DET
globalce-175	99	5	final	final	ADJ
globalce-175	99	6	fc	fc	NOUN
globalce-175	99	7	layers	layer	NOUN
globalce-175	99	8	is	be	AUX
globalce-175	99	9	fed	feed	VERB
globalce-175	99	10	into	into	ADP
globalce-175	99	11	a	a	DET
globalce-175	99	12	softmax	softmax	NOUN
globalce-175	99	13	classifier	classifier	NOUN
globalce-175	99	14	to	to	PART
globalce-175	99	15	classify	classify	VERB
globalce-175	99	16	a	a	DET
globalce-175	99	17	signal	signal	NOUN
globalce-175	99	18	into	into	ADP
globalce-175	99	19	two	two	NUM
globalce-175	99	20	categories	category	NOUN
globalce-175	99	21	(	(	PUNCT
globalce-175	99	22	i.e.	i.e.	X
globalce-175	99	23	,	,	PUNCT
globalce-175	99	24	0	0	NUM
globalce-175	99	25	:	:	PUNCT
globalce-175	99	26	normal	normal	ADJ
globalce-175	99	27	and	and	CCONJ
globalce-175	99	28	1	1	NUM
globalce-175	99	29	:	:	PUNCT
globalce-175	99	30	pathological	pathological	ADJ
globalce-175	99	31	condition	condition	NOUN
globalce-175	99	32	)	)	PUNCT
globalce-175	99	33	.	.	PUNCT
globalce-175	100	1	figure	figure	VERB
globalce-175	100	2	4	4	NUM
globalce-175	100	3	.	.	PUNCT
globalce-175	101	1	architecture	architecture	NOUN
globalce-175	101	2	of	of	ADP
globalce-175	101	3	the	the	DET
globalce-175	101	4	lstm	lstm	PROPN
globalce-175	101	5	model	model	NOUN
globalce-175	101	6	.	.	PUNCT
globalce-175	102	1	2.4.3	2.4.3	NUM
globalce-175	102	2	hyperparameters	hyperparameter	VERB
globalce-175	102	3	selection	selection	NOUN
globalce-175	102	4	and	and	CCONJ
globalce-175	102	5	model	model	NOUN
globalce-175	102	6	training	train	VERB
globalce-175	102	7	the	the	DET
globalce-175	102	8	classification	classification	NOUN
globalce-175	102	9	models	model	NOUN
globalce-175	102	10	in	in	ADP
globalce-175	102	11	figures	figure	NOUN
globalce-175	102	12	2–4	2–4	PRON
globalce-175	102	13	were	be	AUX
globalce-175	102	14	trained	train	VERB
globalce-175	102	15	using	use	VERB
globalce-175	102	16	the	the	DET
globalce-175	102	17	adam	adam	PROPN
globalce-175	102	18	optimizer	optimizer	NOUN
globalce-175	102	19	,	,	PUNCT
globalce-175	102	20	known	know	VERB
globalce-175	102	21	for	for	ADP
globalce-175	102	22	its	its	PRON
globalce-175	102	23	fast	fast	ADJ
globalce-175	102	24	computation	computation	NOUN
globalce-175	102	25	and	and	CCONJ
globalce-175	102	26	quick	quick	ADJ
globalce-175	102	27	convergence	convergence	NOUN
globalce-175	102	28	,	,	PUNCT
globalce-175	102	29	while	while	SCONJ
globalce-175	102	30	other	other	ADJ
globalce-175	102	31	important	important	ADJ
globalce-175	102	32	hyperparameters	hyperparameter	NOUN
globalce-175	102	33	in	in	ADP
globalce-175	102	34	table	table	NOUN
globalce-175	102	35	1	1	NUM
globalce-175	102	36	were	be	AUX
globalce-175	102	37	adjusted	adjust	VERB
globalce-175	102	38	manually	manually	ADV
globalce-175	102	39	.	.	PUNCT
globalce-175	103	1	table	table	NOUN
globalce-175	103	2	1	1	NUM
globalce-175	103	3	.	.	PUNCT
globalce-175	104	1	the	the	DET
globalce-175	104	2	tuning	tuning	NOUN
globalce-175	104	3	range	range	NOUN
globalce-175	104	4	of	of	ADP
globalce-175	104	5	the	the	DET
globalce-175	104	6	considered	consider	VERB
globalce-175	104	7	hyperparameters	hyperparameter	NOUN
globalce-175	104	8	and	and	CCONJ
globalce-175	104	9	the	the	DET
globalce-175	104	10	chosen	choose	VERB
globalce-175	104	11	values	value	NOUN
globalce-175	104	12	parameter	parameter	NOUN
globalce-175	104	13	models	model	NOUN
globalce-175	104	14	limit	limit	VERB
globalce-175	104	15	step	step	NOUN
globalce-175	104	16	of	of	ADP
globalce-175	104	17	change	change	NOUN
globalce-175	104	18	optimum	optimum	ADJ
globalce-175	104	19	hyperparameter	hyperparameter	NOUN
globalce-175	104	20	lower	low	ADJ
globalce-175	104	21	upper	upper	ADJ
globalce-175	104	22	epoch	epoch	NOUN
globalce-175	104	23	number	number	NOUN
globalce-175	104	24	alexnet	alexnet	NOUN
globalce-175	104	25	1	1	NUM
globalce-175	104	26	100	100	NUM
globalce-175	104	27	10	10	NUM
globalce-175	104	28	50	50	NUM
globalce-175	104	29	lstm	lstm	NOUN
globalce-175	104	30	1	1	NUM
globalce-175	104	31	4000	4000	NUM
globalce-175	104	32	100	100	NUM
globalce-175	104	33	500	500	NUM
globalce-175	104	34	hybrid	hybrid	ADJ
globalce-175	104	35	1	1	NUM
globalce-175	104	36	100	100	NUM
globalce-175	104	37	10	10	NUM
globalce-175	104	38	50	50	NUM
globalce-175	104	39	mini	mini	NOUN
globalce-175	104	40	batch	batch	NOUN
globalce-175	104	41	size	size	NOUN
globalce-175	104	42	alexnet	alexnet	NOUN
globalce-175	104	43	2	2	NUM
globalce-175	104	44	128	128	NUM
globalce-175	104	45	2n	2n	NUM
globalce-175	104	46	,	,	PUNCT
globalce-175	104	47	where	where	SCONJ
globalce-175	104	48	n	n	X
globalce-175	104	49	=	=	SYM
globalce-175	104	50	2,3	2,3	NUM
globalce-175	104	51	…	…	SYM
globalce-175	104	52	7	7	NUM
globalce-175	104	53	16	16	NUM
globalce-175	104	54	lstm	lstm	NOUN
globalce-175	104	55	2	2	NUM
globalce-175	104	56	2048	2048	NUM
globalce-175	104	57	2n	2n	NUM
globalce-175	104	58	,	,	PUNCT
globalce-175	104	59	where	where	SCONJ
globalce-175	104	60	n	n	NOUN
globalce-175	104	61	=	=	SYM
globalce-175	104	62	2,3	2,3	NUM
globalce-175	104	63	…	…	SYM
globalce-175	104	64	11	11	NUM
globalce-175	104	65	32	32	NUM
globalce-175	104	66	hybrid	hybrid	NOUN
globalce-175	104	67	2	2	NUM
globalce-175	104	68	128	128	NUM
globalce-175	104	69	2n	2n	NUM
globalce-175	104	70	,	,	PUNCT
globalce-175	104	71	where	where	SCONJ
globalce-175	104	72	n	n	X
globalce-175	104	73	=	=	SYM
globalce-175	104	74	2,3	2,3	NUM
globalce-175	104	75	…	…	SYM
globalce-175	104	76	7	7	NUM
globalce-175	104	77	16	16	NUM
globalce-175	104	78	initial	initial	ADJ
globalce-175	104	79	learning	learning	NOUN
globalce-175	104	80	rate	rate	NOUN
globalce-175	104	81	alexnet	alexnet	ADJ
globalce-175	104	82	lstm	lstm	NOUN
globalce-175	104	83	hybrid	hybrid	NOUN
globalce-175	104	84	5	5	NUM
globalce-175	104	85	×	×	NOUN
globalce-175	104	86	10	10	NUM
globalce-175	104	87	-	-	SYM
globalce-175	104	88	4	4	NUM
globalce-175	104	89	1	1	NUM
globalce-175	104	90	5	5	NUM
globalce-175	104	91	×	×	NOUN
globalce-175	104	92	10	10	NUM
globalce-175	104	93	-	-	SYM
globalce-175	104	94	4	4	NUM
globalce-175	104	95	5	5	NUM
globalce-175	104	96	×	×	NOUN
globalce-175	104	97	10	10	NUM
globalce-175	104	98	-	-	SYM
globalce-175	104	99	4	4	NUM
globalce-175	104	100	gradient	gradient	ADJ
globalce-175	104	101	descent	descent	NOUN
globalce-175	104	102	threshold	threshold	NOUN
globalce-175	104	103	alexnet	alexnet	ADJ
globalce-175	104	104	lstm	lstm	NOUN
globalce-175	104	105	hybrid	hybrid	NOUN
globalce-175	104	106	1	1	NUM
globalce-175	104	107	×	×	NOUN
globalce-175	104	108	10	10	NUM
globalce-175	104	109	-	-	SYM
globalce-175	104	110	3	3	NUM
globalce-175	104	111	1	1	NUM
globalce-175	104	112	1e	1e	NUM
globalce-175	104	113	-	-	PUNCT
globalce-175	104	114	n	n	CCONJ
globalce-175	104	115	,	,	PUNCT
globalce-175	104	116	n	n	NOUN
globalce-175	104	117	=	=	SYM
globalce-175	104	118	3	3	NUM
globalce-175	104	119	,	,	PUNCT
globalce-175	104	120	2	2	NUM
globalce-175	104	121	,	,	PUNCT
globalce-175	104	122	1	1	NUM
globalce-175	104	123	,	,	PUNCT
globalce-175	104	124	0	0	NUM
globalce-175	104	125	1	1	NUM
globalce-175	104	126	×	×	NOUN
globalce-175	104	127	10	10	NUM
globalce-175	104	128	-	-	SYM
globalce-175	104	129	3	3	NUM
globalce-175	104	130	the	the	DET
globalce-175	104	131	optimal	optimal	ADJ
globalce-175	104	132	hyperparameters	hyperparameter	NOUN
globalce-175	104	133	setting	set	VERB
globalce-175	104	134	differed	differ	VERB
globalce-175	104	135	depending	depend	VERB
globalce-175	104	136	on	on	ADP
globalce-175	104	137	the	the	DET
globalce-175	104	138	datasets	dataset	NOUN
globalce-175	104	139	and	and	CCONJ
globalce-175	104	140	models	model	NOUN
globalce-175	104	141	used	use	VERB
globalce-175	104	142	.	.	PUNCT
globalce-175	105	1	two	two	NUM
globalce-175	105	2	-	-	PUNCT
globalce-175	105	3	hundred	hundred	NUM
globalce-175	105	4	sets	set	NOUN
globalce-175	105	5	of	of	ADP
globalce-175	105	6	combinations	combination	NOUN
globalce-175	105	7	consisting	consist	VERB
globalce-175	105	8	of	of	ADP
globalce-175	105	9	different	different	ADJ
globalce-175	105	10	values	value	NOUN
globalce-175	105	11	in	in	ADP
globalce-175	105	12	table	table	NOUN
globalce-175	105	13	1	1	NUM
globalce-175	105	14	were	be	AUX
globalce-175	105	15	attempted	attempt	VERB
globalce-175	105	16	in	in	ADP
globalce-175	105	17	search	search	NOUN
globalce-175	105	18	for	for	ADP
globalce-175	105	19	the	the	DET
globalce-175	105	20	best	good	ADJ
globalce-175	105	21	hyperparameters	hyperparameter	NOUN
globalce-175	105	22	.	.	PUNCT
globalce-175	106	1	the	the	DET
globalce-175	106	2	prediction	prediction	NOUN
globalce-175	106	3	accuracy	accuracy	NOUN
globalce-175	106	4	fluctuated	fluctuate	VERB
globalce-175	106	5	between	between	ADP
globalce-175	106	6	19	19	NUM
globalce-175	106	7	%	%	NOUN
globalce-175	106	8	and	and	CCONJ
globalce-175	106	9	100	100	NUM
globalce-175	106	10	%	%	NOUN
globalce-175	106	11	,	,	PUNCT
globalce-175	106	12	while	while	SCONJ
globalce-175	106	13	the	the	DET
globalce-175	106	14	training	training	NOUN
globalce-175	106	15	times	time	NOUN
globalce-175	106	16	varied	varied	ADJ
globalce-175	106	17	from	from	ADP
globalce-175	106	18	56	56	NUM
globalce-175	106	19	to	to	PART
globalce-175	106	20	154	154	NUM
globalce-175	106	21	minutes	minute	NOUN
globalce-175	106	22	.	.	PUNCT
globalce-175	107	1	this	this	DET
globalce-175	107	2	study	study	NOUN
globalce-175	107	3	identified	identify	VERB
globalce-175	107	4	the	the	DET
globalce-175	107	5	best	good	ADJ
globalce-175	107	6	combination	combination	NOUN
globalce-175	107	7	based	base	VERB
globalce-175	107	8	on	on	ADP
globalce-175	107	9	the	the	DET
globalce-175	107	10	set	set	NOUN
globalce-175	107	11	that	that	PRON
globalce-175	107	12	produced	produce	VERB
globalce-175	107	13	the	the	DET
globalce-175	107	14	highest	high	ADJ
globalce-175	107	15	training	training	NOUN
globalce-175	107	16	accuracy	accuracy	NOUN
globalce-175	107	17	,	,	PUNCT
globalce-175	107	18	such	such	ADJ
globalce-175	107	19	as	as	ADP
globalce-175	107	20	100	100	NUM
globalce-175	107	21	%	%	NOUN
globalce-175	107	22	for	for	ADP
globalce-175	107	23	data	datum	NOUN
globalce-175	107	24	of	of	ADP
globalce-175	107	25	all	all	DET
globalce-175	107	26	wavelengths	wavelength	NOUN
globalce-175	107	27	.	.	PUNCT
globalce-175	108	1	the	the	DET
globalce-175	108	2	same	same	ADJ
globalce-175	108	3	optimum	optimum	ADJ
globalce-175	108	4	hyperparameters	hyperparameter	NOUN
globalce-175	108	5	setting	set	VERB
globalce-175	108	6	{	{	PUNCT
globalce-175	108	7	epoch	epoch	NOUN
globalce-175	108	8	no	no	INTJ
globalce-175	108	9	.	.	PROPN
globalce-175	108	10	,	,	PUNCT
globalce-175	108	11	minibatch	minibatch	NOUN
globalce-175	108	12	size	size	NOUN
globalce-175	108	13	,	,	PUNCT
globalce-175	108	14	learning	learn	VERB
globalce-175	108	15	rate	rate	NOUN
globalce-175	108	16	and	and	CCONJ
globalce-175	108	17	gradient	gradient	ADJ
globalce-175	108	18	threshold	threshold	NOUN
globalce-175	108	19	}	}	PUNCT
globalce-175	108	20	has	have	AUX
globalce-175	108	21	been	be	AUX
globalce-175	108	22	found	find	VERB
globalce-175	108	23	for	for	ADP
globalce-175	108	24	alexnet	alexnet	ADJ
globalce-175	108	25	and	and	CCONJ
globalce-175	108	26	hybrid	hybrid	ADJ
globalce-175	108	27	model	model	NOUN
globalce-175	108	28	as	as	ADP
globalce-175	108	29	{	{	PUNCT
globalce-175	108	30	50	50	NUM
globalce-175	108	31	,	,	PUNCT
globalce-175	108	32	16	16	NUM
globalce-175	108	33	,	,	PUNCT
globalce-175	108	34	0.0005	0.0005	NUM
globalce-175	108	35	,	,	PUNCT
globalce-175	108	36	and	and	CCONJ
globalce-175	108	37	0.001	0.001	NUM
globalce-175	108	38	}	}	PUNCT
globalce-175	108	39	and	and	CCONJ
globalce-175	108	40	{	{	PUNCT
globalce-175	108	41	70	70	NUM
globalce-175	108	42	,	,	PUNCT
globalce-175	108	43	16	16	NUM
globalce-175	108	44	,	,	PUNCT
globalce-175	108	45	0.0001	0.0001	NUM
globalce-175	108	46	,	,	PUNCT
globalce-175	108	47	and	and	CCONJ
globalce-175	108	48	0.001	0.001	NUM
globalce-175	108	49	}	}	PUNCT
globalce-175	108	50	,	,	PUNCT
globalce-175	108	51	respectively	respectively	ADV
globalce-175	108	52	,	,	PUNCT
globalce-175	108	53	for	for	ADP
globalce-175	108	54	smoking	smoking	NOUN
globalce-175	108	55	and	and	CCONJ
globalce-175	108	56	nonsmoking	nonsmoke	VERB
globalce-175	108	57	data	datum	NOUN
globalce-175	108	58	,	,	PUNCT
globalce-175	108	59	and	and	CCONJ
globalce-175	108	60	{	{	PUNCT
globalce-175	108	61	500	500	NUM
globalce-175	108	62	,	,	PUNCT
globalce-175	108	63	32	32	NUM
globalce-175	108	64	,	,	PUNCT
globalce-175	108	65	0.0005	0.0005	NUM
globalce-175	108	66	,	,	PUNCT
globalce-175	108	67	and	and	CCONJ
globalce-175	108	68	0.001	0.001	NUM
globalce-175	108	69	}	}	PUNCT
globalce-175	108	70	and	and	CCONJ
globalce-175	108	71	{	{	PUNCT
globalce-175	108	72	3000	3000	NUM
globalce-175	108	73	,	,	PUNCT
globalce-175	108	74	256	256	NUM
globalce-175	108	75	,	,	PUNCT
globalce-175	108	76	0.0001	0.0001	NUM
globalce-175	108	77	,	,	PUNCT
globalce-175	108	78	and	and	CCONJ
globalce-175	108	79	0.001	0.001	NUM
globalce-175	108	80	}	}	PUNCT
globalce-175	108	81	,	,	PUNCT
globalce-175	108	82	respectively	respectively	ADV
globalce-175	108	83	,	,	PUNCT
globalce-175	108	84	for	for	ADP
globalce-175	108	85	lstm	lstm	NOUN
globalce-175	108	86	.	.	PUNCT
globalce-175	109	1	2.5	2.5	NUM
globalce-175	109	2	score	score	NOUN
globalce-175	109	3	fusion	fusion	NOUN
globalce-175	109	4	strategy	strategy	NOUN
globalce-175	109	5	this	this	DET
globalce-175	109	6	study	study	NOUN
globalce-175	109	7	used	use	VERB
globalce-175	109	8	a	a	DET
globalce-175	109	9	combined	combine	VERB
globalce-175	109	10	prediction	prediction	NOUN
globalce-175	109	11	score	score	NOUN
globalce-175	109	12	to	to	PART
globalce-175	109	13	enhance	enhance	VERB
globalce-175	109	14	the	the	DET
globalce-175	109	15	system	system	NOUN
globalce-175	109	16	’s	’s	PART
globalce-175	109	17	classification	classification	NOUN
globalce-175	109	18	confidence	confidence	NOUN
globalce-175	109	19	.	.	PUNCT
globalce-175	110	1	the	the	DET
globalce-175	110	2	class	class	NOUN
globalce-175	110	3	probability	probability	NOUN
globalce-175	110	4	from	from	ADP
globalce-175	110	5	models	model	NOUN
globalce-175	110	6	trained	train	VERB
globalce-175	110	7	with	with	ADP
globalce-175	110	8	each	each	DET
globalce-175	110	9	wavelength	wavelength	NOUN
globalce-175	110	10	(	(	PUNCT
globalce-175	110	11	i.e.	i.e.	X
globalce-175	110	12	,	,	PUNCT
globalce-175	110	13	450	450	NUM
globalce-175	110	14	to	to	PART
globalce-175	110	15	650	650	NUM
globalce-175	110	16	nm	nm	NOUN
globalce-175	110	17	)	)	PUNCT
globalce-175	110	18	was	be	AUX
globalce-175	110	19	combined	combine	VERB
globalce-175	110	20	through	through	ADP
globalce-175	110	21	summing	sum	VERB
globalce-175	110	22	to	to	PART
globalce-175	110	23	give	give	VERB
globalce-175	110	24	the	the	DET
globalce-175	110	25	final	final	ADJ
globalce-175	110	26	score	score	NOUN
globalce-175	110	27	.	.	PUNCT
globalce-175	111	1	this	this	DET
globalce-175	111	2	strategy	strategy	NOUN
globalce-175	111	3	is	be	AUX
globalce-175	111	4	coined	coin	VERB
globalce-175	111	5	as	as	ADP
globalce-175	111	6	the	the	DET
globalce-175	111	7	fusion	fusion	NOUN
globalce-175	111	8	method	method	NOUN
globalce-175	111	9	.	.	PUNCT
globalce-175	112	1	an	an	DET
globalce-175	112	2	example	example	NOUN
globalce-175	112	3	of	of	ADP
globalce-175	112	4	the	the	DET
globalce-175	112	5	fusion	fusion	NOUN
globalce-175	112	6	technique	technique	NOUN
globalce-175	112	7	is	be	AUX
globalce-175	112	8	shown	show	VERB
globalce-175	112	9	in	in	ADP
globalce-175	112	10	figure	figure	NOUN
globalce-175	112	11	5	5	NUM
globalce-175	112	12	.	.	PUNCT
globalce-175	112	13	figure	figure	VERB
globalce-175	112	14	5	5	NUM
globalce-175	112	15	.	.	PUNCT
globalce-175	112	16	fusion	fusion	NOUN
globalce-175	112	17	technique	technique	NOUN
globalce-175	112	18	for	for	ADP
globalce-175	112	19	final	final	ADJ
globalce-175	112	20	classification	classification	NOUN
globalce-175	112	21	of	of	ADP
globalce-175	112	22	microcirculatory	microcirculatory	ADJ
globalce-175	112	23	status	status	NOUN
globalce-175	112	24	.	.	PUNCT
globalce-175	113	1	chua	chua	PROPN
globalce-175	113	2	and	and	CCONJ
globalce-175	113	3	huong	huong	PROPN
globalce-175	113	4	:	:	PUNCT
globalce-175	113	5	deep	deep	ADJ
globalce-175	113	6	learning	learning	NOUN
globalce-175	113	7	and	and	CCONJ
globalce-175	113	8	photoacoustic	photoacoustic	ADJ
globalce-175	113	9	technology	technology	NOUN
globalce-175	113	10	for	for	ADP
globalce-175	113	11	microcirculation	microcirculation	NOUN
globalce-175	113	12	classification	classification	NOUN
globalce-175	113	13	:	:	PUNCT
globalce-175	113	14	comparison	comparison	NOUN
globalce-175	113	15	between	between	ADP
globalce-175	113	16	smoking	smoking	NOUN
globalce-175	113	17	and	and	CCONJ
globalce-175	113	18	nonsmoking	nonsmoke	VERB
globalce-175	113	19	groups	group	NOUN
globalce-175	113	20	j	j	PROPN
globalce-175	113	21	global	global	ADJ
globalce-175	113	22	clinical	clinical	ADJ
globalce-175	113	23	engineering	engineering	PROPN
globalce-175	113	24	vol.6	vol.6	PROPN
globalce-175	113	25	issue	issue	NOUN
globalce-175	113	26	3	3	NUM
globalce-175	113	27	:	:	SYM
globalce-175	113	28	2024	2024	NUM
globalce-175	113	29	42	42	NUM
globalce-175	113	30	2.6	2.6	NUM
globalce-175	113	31	performance	performance	NOUN
globalce-175	113	32	metric	metric	VERB
globalce-175	113	33	the	the	DET
globalce-175	113	34	effectiveness	effectiveness	NOUN
globalce-175	113	35	of	of	ADP
globalce-175	113	36	the	the	DET
globalce-175	113	37	trained	train	VERB
globalce-175	113	38	models	model	NOUN
globalce-175	113	39	used	use	VERB
globalce-175	113	40	in	in	ADP
globalce-175	113	41	this	this	DET
globalce-175	113	42	study	study	NOUN
globalce-175	113	43	is	be	AUX
globalce-175	113	44	evaluated	evaluate	VERB
globalce-175	113	45	using	use	VERB
globalce-175	113	46	classification	classification	NOUN
globalce-175	113	47	accuracy	accuracy	NOUN
globalce-175	113	48	shown	show	VERB
globalce-175	113	49	in	in	ADP
globalce-175	113	50	equation	equation	NOUN
globalce-175	113	51	(	(	PUNCT
globalce-175	113	52	1	1	NUM
globalce-175	113	53	)	)	PUNCT
globalce-175	113	54	.	.	PUNCT
globalce-175	114	1	this	this	DET
globalce-175	114	2	performance	performance	NOUN
globalce-175	114	3	metric	metric	ADJ
globalce-175	114	4	measures	measure	NOUN
globalce-175	114	5	the	the	DET
globalce-175	114	6	degree	degree	NOUN
globalce-175	114	7	of	of	ADP
globalce-175	114	8	closeness	closeness	NOUN
globalce-175	114	9	of	of	ADP
globalce-175	114	10	predictions	prediction	NOUN
globalce-175	114	11	to	to	ADP
globalce-175	114	12	actual	actual	ADJ
globalce-175	114	13	values	value	NOUN
globalce-175	114	14	.	.	PUNCT
globalce-175	115	1	(	(	PUNCT
globalce-175	115	2	1	1	X
globalce-175	115	3	)	)	PUNCT
globalce-175	115	4	t	t	NOUN
globalce-175	115	5	denotes	denote	VERB
globalce-175	115	6	the	the	DET
globalce-175	115	7	total	total	ADJ
globalce-175	115	8	number	number	NOUN
globalce-175	115	9	of	of	ADP
globalce-175	115	10	data	datum	NOUN
globalce-175	115	11	and	and	CCONJ
globalce-175	115	12	n	n	NOUN
globalce-175	115	13	denotes	denote	VERB
globalce-175	115	14	the	the	DET
globalce-175	115	15	total	total	ADJ
globalce-175	115	16	number	number	NOUN
globalce-175	115	17	of	of	ADP
globalce-175	115	18	class	class	NOUN
globalce-175	115	19	labels	label	NOUN
globalce-175	115	20	(	(	PUNCT
globalce-175	115	21	n	n	NOUN
globalce-175	115	22	=	=	SYM
globalce-175	115	23	2	2	NUM
globalce-175	115	24	)	)	PUNCT
globalce-175	115	25	.	.	PUNCT
globalce-175	116	1	a	a	DET
globalce-175	116	2	true	true	ADJ
globalce-175	116	3	positive	positive	ADJ
globalce-175	116	4	(	(	PUNCT
globalce-175	116	5	tpi	tpi	PROPN
globalce-175	116	6	)	)	PUNCT
globalce-175	116	7	is	be	AUX
globalce-175	116	8	when	when	SCONJ
globalce-175	116	9	the	the	DET
globalce-175	116	10	abnormality	abnormality	NOUN
globalce-175	116	11	for	for	ADP
globalce-175	116	12	signal	signal	NOUN
globalce-175	116	13	i	i	PRON
globalce-175	116	14	is	be	AUX
globalce-175	116	15	correctly	correctly	ADV
globalce-175	116	16	detected	detect	VERB
globalce-175	116	17	.	.	PUNCT
globalce-175	117	1	a	a	DET
globalce-175	117	2	false	false	ADJ
globalce-175	117	3	positive	positive	ADJ
globalce-175	117	4	(	(	PUNCT
globalce-175	117	5	fp	fp	X
globalce-175	117	6	)	)	PUNCT
globalce-175	117	7	is	be	AUX
globalce-175	117	8	the	the	DET
globalce-175	117	9	percentage	percentage	NOUN
globalce-175	117	10	of	of	ADP
globalce-175	117	11	normal	normal	ADJ
globalce-175	117	12	data	datum	NOUN
globalce-175	117	13	misclassified	misclassifie	VERB
globalce-175	117	14	as	as	ADP
globalce-175	117	15	abnormal	abnormal	ADJ
globalce-175	117	16	,	,	PUNCT
globalce-175	117	17	a	a	DET
globalce-175	117	18	false	false	ADJ
globalce-175	117	19	negative	negative	ADJ
globalce-175	117	20	(	(	PUNCT
globalce-175	117	21	fn	fn	NOUN
globalce-175	117	22	)	)	PUNCT
globalce-175	117	23	is	be	AUX
globalce-175	117	24	an	an	DET
globalce-175	117	25	abnormal	abnormal	ADJ
globalce-175	117	26	signal	signal	NOUN
globalce-175	117	27	class	class	NOUN
globalce-175	117	28	member	member	NOUN
globalce-175	117	29	incorrectly	incorrectly	ADV
globalce-175	117	30	classified	classify	VERB
globalce-175	117	31	as	as	ADP
globalce-175	117	32	normal	normal	ADJ
globalce-175	117	33	,	,	PUNCT
globalce-175	117	34	and	and	CCONJ
globalce-175	117	35	a	a	DET
globalce-175	117	36	true	true	ADJ
globalce-175	117	37	negative	negative	ADJ
globalce-175	117	38	(	(	PUNCT
globalce-175	117	39	tn	tn	NOUN
globalce-175	117	40	)	)	PUNCT
globalce-175	117	41	is	be	AUX
globalce-175	117	42	the	the	DET
globalce-175	117	43	correct	correct	ADJ
globalce-175	117	44	prediction	prediction	NOUN
globalce-175	117	45	of	of	ADP
globalce-175	117	46	normal	normal	ADJ
globalce-175	117	47	pa	pa	PROPN
globalce-175	117	48	signal	signal	PROPN
globalce-175	117	49	.	.	PUNCT
globalce-175	118	1	results	result	NOUN
globalce-175	118	2	smoking	smoke	VERB
globalce-175	118	3	individuals	individual	NOUN
globalce-175	118	4	are	be	AUX
globalce-175	118	5	known	know	VERB
globalce-175	118	6	for	for	ADP
globalce-175	118	7	having	have	VERB
globalce-175	118	8	a	a	DET
globalce-175	118	9	high	high	ADJ
globalce-175	118	10	risk	risk	NOUN
globalce-175	118	11	for	for	ADP
globalce-175	118	12	vascular	vascular	ADJ
globalce-175	118	13	diseases	disease	NOUN
globalce-175	118	14	;	;	PUNCT
globalce-175	118	15	thus	thus	ADV
globalce-175	118	16	,	,	PUNCT
globalce-175	118	17	the	the	DET
globalce-175	118	18	blood	blood	NOUN
globalce-175	118	19	occlusion	occlusion	NOUN
globalce-175	118	20	procedure	procedure	NOUN
globalce-175	118	21	is	be	AUX
globalce-175	118	22	applied	apply	VERB
globalce-175	118	23	to	to	ADP
globalce-175	118	24	these	these	DET
globalce-175	118	25	individuals	individual	NOUN
globalce-175	118	26	to	to	PART
globalce-175	118	27	allow	allow	VERB
globalce-175	118	28	investigation	investigation	NOUN
globalce-175	118	29	of	of	ADP
globalce-175	118	30	system	system	NOUN
globalce-175	118	31	sensitivity	sensitivity	NOUN
globalce-175	118	32	in	in	ADP
globalce-175	118	33	this	this	DET
globalce-175	118	34	group	group	NOUN
globalce-175	118	35	of	of	ADP
globalce-175	118	36	populations	population	NOUN
globalce-175	118	37	.	.	PUNCT
globalce-175	119	1	figure	figure	NOUN
globalce-175	119	2	6	6	NUM
globalce-175	119	3	compares	compare	VERB
globalce-175	119	4	the	the	DET
globalce-175	119	5	peak	peak	NOUN
globalce-175	119	6	of	of	ADP
globalce-175	119	7	pa	pa	PROPN
globalce-175	119	8	signals	signal	NOUN
globalce-175	119	9	at	at	ADP
globalce-175	119	10	different	different	ADJ
globalce-175	119	11	wavelengths	wavelength	NOUN
globalce-175	119	12	for	for	ADP
globalce-175	119	13	smokers	smoker	NOUN
globalce-175	119	14	and	and	CCONJ
globalce-175	119	15	nonsmokers	nonsmoker	NOUN
globalce-175	119	16	under	under	ADP
globalce-175	119	17	at	at	ADP
globalce-175	119	18	-	-	PUNCT
globalce-175	119	19	rest	rest	NOUN
globalce-175	119	20	and	and	CCONJ
globalce-175	119	21	occlusion	occlusion	NOUN
globalce-175	119	22	conditions	condition	NOUN
globalce-175	119	23	.	.	PUNCT
globalce-175	120	1	it	it	PRON
globalce-175	120	2	can	can	AUX
globalce-175	120	3	be	be	AUX
globalce-175	120	4	observed	observe	VERB
globalce-175	120	5	that	that	SCONJ
globalce-175	120	6	the	the	DET
globalce-175	120	7	pa	pa	PROPN
globalce-175	120	8	signals	signal	NOUN
globalce-175	120	9	from	from	ADP
globalce-175	120	10	nonsmoking	nonsmoke	VERB
globalce-175	120	11	subjects	subject	NOUN
globalce-175	120	12	have	have	VERB
globalce-175	120	13	overall	overall	ADJ
globalce-175	120	14	higher	high	ADJ
globalce-175	120	15	amplitude	amplitude	NOUN
globalce-175	120	16	values	value	NOUN
globalce-175	120	17	under	under	ADP
globalce-175	120	18	both	both	DET
globalce-175	120	19	at	at	ADP
globalce-175	120	20	-	-	PUNCT
globalce-175	120	21	rest	rest	NOUN
globalce-175	120	22	and	and	CCONJ
globalce-175	120	23	occlusion	occlusion	NOUN
globalce-175	120	24	conditions	condition	NOUN
globalce-175	120	25	as	as	SCONJ
globalce-175	120	26	compared	compare	VERB
globalce-175	120	27	to	to	ADP
globalce-175	120	28	smoking	smoking	NOUN
globalce-175	120	29	subjects	subject	NOUN
globalce-175	120	30	.	.	PUNCT
globalce-175	121	1	the	the	DET
globalce-175	121	2	pa	pa	PROPN
globalce-175	121	3	produced	produce	VERB
globalce-175	121	4	from	from	ADP
globalce-175	121	5	both	both	PRON
globalce-175	121	6	(	(	PUNCT
globalce-175	121	7	smoking	smoking	NOUN
globalce-175	121	8	and	and	CCONJ
globalce-175	121	9	nonsmoking	nonsmoke	VERB
globalce-175	121	10	)	)	PUNCT
globalce-175	121	11	groups	group	NOUN
globalce-175	121	12	exhibit	exhibit	VERB
globalce-175	121	13	the	the	DET
globalce-175	121	14	same	same	ADJ
globalce-175	121	15	pattern	pattern	NOUN
globalce-175	121	16	.	.	PUNCT
globalce-175	122	1	the	the	DET
globalce-175	122	2	signals	signal	NOUN
globalce-175	122	3	produced	produce	VERB
globalce-175	122	4	under	under	ADP
globalce-175	122	5	at	at	ADP
globalce-175	122	6	-	-	PUNCT
globalce-175	122	7	rest	rest	NOUN
globalce-175	122	8	and	and	CCONJ
globalce-175	122	9	occlusion	occlusion	NOUN
globalce-175	122	10	conditions	condition	NOUN
globalce-175	122	11	peak	peak	VERB
globalce-175	122	12	at	at	ADP
globalce-175	122	13	450	450	NUM
globalce-175	122	14	nm	nm	NOUN
globalce-175	122	15	and	and	CCONJ
globalce-175	122	16	550	550	NUM
globalce-175	122	17	nm	nm	NOUN
globalce-175	122	18	,	,	PUNCT
globalce-175	122	19	respectively	respectively	ADV
globalce-175	122	20	,	,	PUNCT
globalce-175	122	21	and	and	CCONJ
globalce-175	122	22	the	the	DET
globalce-175	122	23	differences	difference	NOUN
globalce-175	122	24	(	(	PUNCT
globalce-175	122	25	between	between	ADP
globalce-175	122	26	the	the	DET
globalce-175	122	27	different	different	ADJ
globalce-175	122	28	experimental	experimental	ADJ
globalce-175	122	29	conditions	condition	NOUN
globalce-175	122	30	)	)	PUNCT
globalce-175	122	31	are	be	AUX
globalce-175	122	32	considerably	considerably	ADV
globalce-175	122	33	negligible	negligible	ADJ
globalce-175	122	34	for	for	ADP
globalce-175	122	35	wavelengths	wavelength	NOUN
globalce-175	122	36	500	500	NUM
globalce-175	122	37	nm	nm	NOUN
globalce-175	122	38	,	,	PUNCT
globalce-175	122	39	600	600	NUM
globalce-175	122	40	nm	nm	NOUN
globalce-175	122	41	,	,	PUNCT
globalce-175	122	42	and	and	CCONJ
globalce-175	122	43	650	650	NUM
globalce-175	122	44	nm	nm	NOUN
globalce-175	122	45	,	,	PUNCT
globalce-175	122	46	as	as	SCONJ
globalce-175	122	47	shown	show	VERB
globalce-175	122	48	in	in	ADP
globalce-175	122	49	the	the	DET
globalce-175	122	50	figure	figure	NOUN
globalce-175	122	51	.	.	PUNCT
globalce-175	123	1	the	the	DET
globalce-175	123	2	classification	classification	NOUN
globalce-175	123	3	results	result	NOUN
globalce-175	123	4	following	follow	VERB
globalce-175	123	5	the	the	DET
globalce-175	123	6	fine	fine	ADV
globalce-175	123	7	-	-	PUNCT
globalce-175	123	8	tuning	tuning	NOUN
globalce-175	123	9	of	of	ADP
globalce-175	123	10	the	the	DET
globalce-175	123	11	employed	employ	VERB
globalce-175	123	12	models	model	NOUN
globalce-175	123	13	using	use	VERB
globalce-175	123	14	the	the	DET
globalce-175	123	15	nonsmoking	nonsmoking	NOUN
globalce-175	123	16	and	and	CCONJ
globalce-175	123	17	smoking	smoking	NOUN
globalce-175	123	18	data	datum	NOUN
globalce-175	123	19	and	and	CCONJ
globalce-175	123	20	from	from	ADP
globalce-175	123	21	score	score	NOUN
globalce-175	123	22	fusion	fusion	NOUN
globalce-175	123	23	technique	technique	NOUN
globalce-175	123	24	are	be	AUX
globalce-175	123	25	shown	show	VERB
globalce-175	123	26	in	in	ADP
globalce-175	123	27	figures	figure	NOUN
globalce-175	123	28	7	7	NUM
globalce-175	123	29	and	and	CCONJ
globalce-175	123	30	8	8	NUM
globalce-175	123	31	,	,	PUNCT
globalce-175	123	32	respectively	respectively	ADV
globalce-175	123	33	.	.	PUNCT
globalce-175	124	1	the	the	DET
globalce-175	124	2	training	training	NOUN
globalce-175	124	3	and	and	CCONJ
globalce-175	124	4	testing	testing	NOUN
globalce-175	124	5	of	of	ADP
globalce-175	124	6	the	the	DET
globalce-175	124	7	alexnet	alexnet	ADJ
globalce-175	124	8	and	and	CCONJ
globalce-175	124	9	hybrid	hybrid	ADJ
globalce-175	124	10	model	model	NOUN
globalce-175	124	11	used	use	VERB
globalce-175	124	12	screenshot	screenshot	NOUN
globalce-175	124	13	images	image	NOUN
globalce-175	124	14	,	,	PUNCT
globalce-175	124	15	while	while	SCONJ
globalce-175	124	16	signal	signal	ADJ
globalce-175	124	17	moments	moment	NOUN
globalce-175	124	18	described	describe	VERB
globalce-175	124	19	in	in	ADP
globalce-175	124	20	section	section	NOUN
globalce-175	124	21	2.3	2.3	NUM
globalce-175	124	22	are	be	AUX
globalce-175	124	23	used	use	VERB
globalce-175	124	24	as	as	ADP
globalce-175	124	25	the	the	DET
globalce-175	124	26	input	input	NOUN
globalce-175	124	27	to	to	ADP
globalce-175	124	28	the	the	DET
globalce-175	124	29	lstm	lstm	PROPN
globalce-175	124	30	.	.	PUNCT
globalce-175	125	1	discussion	discussion	NOUN
globalce-175	125	2	pa	pa	PROPN
globalce-175	125	3	technologies	technologies	PROPN
globalce-175	125	4	,	,	PUNCT
globalce-175	125	5	such	such	ADJ
globalce-175	125	6	as	as	ADP
globalce-175	125	7	skin	skin	NOUN
globalce-175	125	8	glucose	glucose	NOUN
globalce-175	125	9	and	and	CCONJ
globalce-175	125	10	oxygen	oxygen	NOUN
globalce-175	125	11	saturation	saturation	NOUN
globalce-175	125	12	detections	detection	NOUN
globalce-175	125	13	,	,	PUNCT
globalce-175	125	14	have	have	AUX
globalce-175	125	15	been	be	AUX
globalce-175	125	16	extensively	extensively	ADV
globalce-175	125	17	tested	test	VERB
globalce-175	125	18	in	in	ADP
globalce-175	125	19	various	various	ADJ
globalce-175	125	20	diagnostic	diagnostic	ADJ
globalce-175	125	21	imaging	imaging	NOUN
globalce-175	125	22	applications	application	NOUN
globalce-175	125	23	.	.	PUNCT
globalce-175	126	1	however	however	ADV
globalce-175	126	2	,	,	PUNCT
globalce-175	126	3	the	the	DET
globalce-175	126	4	use	use	NOUN
globalce-175	126	5	of	of	ADP
globalce-175	126	6	this	this	DET
globalce-175	126	7	technology	technology	NOUN
globalce-175	126	8	in	in	ADP
globalce-175	126	9	the	the	DET
globalce-175	126	10	detection	detection	NOUN
globalce-175	126	11	of	of	ADP
globalce-175	126	12	compromised	compromise	VERB
globalce-175	126	13	microcirculation	microcirculation	NOUN
globalce-175	126	14	,	,	PUNCT
globalce-175	126	15	especially	especially	ADV
globalce-175	126	16	in	in	ADP
globalce-175	126	17	the	the	DET
globalce-175	126	18	smoking	smoking	NOUN
globalce-175	126	19	population	population	NOUN
globalce-175	126	20	,	,	PUNCT
globalce-175	126	21	has	have	AUX
globalce-175	126	22	not	not	PART
globalce-175	126	23	been	be	AUX
globalce-175	126	24	investigated	investigate	VERB
globalce-175	126	25	.	.	PUNCT
globalce-175	127	1	this	this	DET
globalce-175	127	2	research	research	NOUN
globalce-175	127	3	compares	compare	VERB
globalce-175	127	4	changes	change	NOUN
globalce-175	127	5	in	in	ADP
globalce-175	127	6	blood	blood	NOUN
globalce-175	127	7	perfusion	perfusion	NOUN
globalce-175	127	8	under	under	ADP
globalce-175	127	9	induced	induced	ADJ
globalce-175	127	10	pressure	pressure	NOUN
globalce-175	127	11	in	in	ADP
globalce-175	127	12	individuals	individual	NOUN
globalce-175	127	13	with	with	ADP
globalce-175	127	14	figure	figure	NOUN
globalce-175	127	15	6	6	NUM
globalce-175	127	16	.	.	PUNCT
globalce-175	128	1	mean	mean	VERB
globalce-175	128	2	and	and	CCONJ
globalce-175	128	3	standard	standard	ADJ
globalce-175	128	4	deviation	deviation	NOUN
globalce-175	128	5	(	(	PUNCT
globalce-175	128	6	represented	represent	VERB
globalce-175	128	7	by	by	ADP
globalce-175	128	8	error	error	NOUN
globalce-175	128	9	bar	bar	NOUN
globalce-175	128	10	)	)	PUNCT
globalce-175	128	11	of	of	ADP
globalce-175	128	12	pa	pa	PROPN
globalce-175	128	13	echo	echo	NOUN
globalce-175	128	14	amplitudes	amplitude	NOUN
globalce-175	128	15	produced	produce	VERB
globalce-175	128	16	in	in	ADP
globalce-175	128	17	smokers	smoker	NOUN
globalce-175	128	18	and	and	CCONJ
globalce-175	128	19	nonsmokers	nonsmoker	NOUN
globalce-175	128	20	under	under	ADP
globalce-175	128	21	different	different	ADJ
globalce-175	128	22	illumination	illumination	NOUN
globalce-175	128	23	wavelengths	wavelength	NOUN
globalce-175	128	24	.	.	PUNCT
globalce-175	129	1	figure	figure	NOUN
globalce-175	129	2	7	7	NUM
globalce-175	129	3	.	.	PUNCT
globalce-175	129	4	confusion	confusion	NOUN
globalce-175	129	5	matrix	matrix	NOUN
globalce-175	129	6	of	of	ADP
globalce-175	129	7	(	(	PUNCT
globalce-175	129	8	a	a	PRON
globalce-175	129	9	)	)	PUNCT
globalce-175	129	10	alexnet	alexnet	NOUN
globalce-175	129	11	,	,	PUNCT
globalce-175	129	12	(	(	PUNCT
globalce-175	129	13	b	b	X
globalce-175	129	14	)	)	PUNCT
globalce-175	129	15	lstm	lstm	NOUN
globalce-175	129	16	,	,	PUNCT
globalce-175	129	17	and	and	CCONJ
globalce-175	129	18	(	(	PUNCT
globalce-175	129	19	c	c	NOUN
globalce-175	129	20	)	)	PUNCT
globalce-175	129	21	hybrid	hybrid	ADJ
globalce-175	129	22	model	model	NOUN
globalce-175	129	23	in	in	ADP
globalce-175	129	24	classifying	classify	VERB
globalce-175	129	25	microcirculation	microcirculation	NOUN
globalce-175	129	26	status	status	NOUN
globalce-175	129	27	in	in	ADP
globalce-175	129	28	nonsmoking	nonsmoke	VERB
globalce-175	129	29	subjects	subject	NOUN
globalce-175	129	30	based	base	VERB
globalce-175	129	31	on	on	ADP
globalce-175	129	32	pa	pa	PROPN
globalce-175	129	33	images	image	NOUN
globalce-175	129	34	and	and	CCONJ
globalce-175	129	35	signals	signal	NOUN
globalce-175	129	36	(	(	PUNCT
globalce-175	129	37	class	class	NOUN
globalce-175	129	38	0	0	NUM
globalce-175	129	39	:	:	PUNCT
globalce-175	129	40	normal	normal	ADJ
globalce-175	129	41	,	,	PUNCT
globalce-175	129	42	1	1	NUM
globalce-175	129	43	:	:	PUNCT
globalce-175	129	44	abnormal	abnormal	ADJ
globalce-175	129	45	)	)	PUNCT
globalce-175	129	46	.	.	PUNCT
globalce-175	130	1	figure	figure	VERB
globalce-175	130	2	8	8	NUM
globalce-175	130	3	.	.	PUNCT
globalce-175	131	1	confusion	confusion	NOUN
globalce-175	131	2	matrix	matrix	NOUN
globalce-175	131	3	of	of	ADP
globalce-175	131	4	(	(	PUNCT
globalce-175	131	5	a	a	PRON
globalce-175	131	6	)	)	PUNCT
globalce-175	131	7	alexnet	alexnet	NOUN
globalce-175	131	8	,	,	PUNCT
globalce-175	131	9	(	(	PUNCT
globalce-175	131	10	b	b	X
globalce-175	131	11	)	)	PUNCT
globalce-175	131	12	lstm	lstm	NOUN
globalce-175	131	13	,	,	PUNCT
globalce-175	131	14	and	and	CCONJ
globalce-175	131	15	(	(	PUNCT
globalce-175	131	16	c	c	NOUN
globalce-175	131	17	)	)	PUNCT
globalce-175	131	18	hybrid	hybrid	ADJ
globalce-175	131	19	model	model	NOUN
globalce-175	131	20	for	for	ADP
globalce-175	131	21	classification	classification	NOUN
globalce-175	131	22	of	of	ADP
globalce-175	131	23	microcirculation	microcirculation	NOUN
globalce-175	131	24	status	status	NOUN
globalce-175	131	25	(	(	PUNCT
globalce-175	131	26	class	class	NOUN
globalce-175	131	27	0	0	NUM
globalce-175	131	28	:	:	PUNCT
globalce-175	131	29	normal	normal	ADJ
globalce-175	131	30	,	,	PUNCT
globalce-175	131	31	1	1	NUM
globalce-175	131	32	:	:	PUNCT
globalce-175	131	33	abnormal	abnormal	ADJ
globalce-175	131	34	)	)	PUNCT
globalce-175	131	35	in	in	ADP
globalce-175	131	36	smokers	smoker	NOUN
globalce-175	131	37	based	base	VERB
globalce-175	131	38	on	on	ADP
globalce-175	131	39	pa	pa	PROPN
globalce-175	131	40	images	image	NOUN
globalce-175	131	41	and	and	CCONJ
globalce-175	131	42	signals	signal	NOUN
globalce-175	131	43	.	.	PUNCT
globalce-175	132	1	43	43	NUM
globalce-175	132	2	j	j	PROPN
globalce-175	132	3	global	global	ADJ
globalce-175	132	4	clinical	clinical	ADJ
globalce-175	132	5	engineering	engineering	PROPN
globalce-175	132	6	vol.6	vol.6	PROPN
globalce-175	132	7	issue	issue	NOUN
globalce-175	132	8	3	3	NUM
globalce-175	132	9	:	:	SYM
globalce-175	132	10	2024	2024	NUM
globalce-175	132	11	chua	chua	PROPN
globalce-175	132	12	and	and	CCONJ
globalce-175	132	13	huong	huong	PROPN
globalce-175	132	14	:	:	PUNCT
globalce-175	132	15	deep	deep	ADJ
globalce-175	132	16	learning	learning	NOUN
globalce-175	132	17	and	and	CCONJ
globalce-175	132	18	photoacoustic	photoacoustic	ADJ
globalce-175	132	19	technology	technology	NOUN
globalce-175	132	20	for	for	ADP
globalce-175	132	21	microcirculation	microcirculation	NOUN
globalce-175	132	22	classification	classification	NOUN
globalce-175	132	23	:	:	PUNCT
globalce-175	132	24	comparison	comparison	NOUN
globalce-175	132	25	between	between	ADP
globalce-175	132	26	smoking	smoking	NOUN
globalce-175	132	27	and	and	CCONJ
globalce-175	132	28	nonsmoking	nonsmoke	VERB
globalce-175	132	29	groups	group	NOUN
globalce-175	132	30	different	different	ADJ
globalce-175	132	31	smoking	smoking	NOUN
globalce-175	132	32	habits	habit	NOUN
globalce-175	132	33	based	base	VERB
globalce-175	132	34	on	on	ADP
globalce-175	132	35	pa	pa	PROPN
globalce-175	132	36	signals	signal	NOUN
globalce-175	132	37	produced	produce	VERB
globalce-175	132	38	under	under	ADP
globalce-175	132	39	visible	visible	ADJ
globalce-175	132	40	wavelengths	wavelength	NOUN
globalce-175	132	41	illumination	illumination	NOUN
globalce-175	132	42	.	.	PUNCT
globalce-175	133	1	the	the	DET
globalce-175	133	2	fundamental	fundamental	ADJ
globalce-175	133	3	principle	principle	NOUN
globalce-175	133	4	of	of	ADP
globalce-175	133	5	the	the	DET
globalce-175	133	6	adopted	adopt	VERB
globalce-175	133	7	pa	pa	PROPN
globalce-175	133	8	technology	technology	NOUN
globalce-175	133	9	is	be	AUX
globalce-175	133	10	that	that	SCONJ
globalce-175	133	11	the	the	DET
globalce-175	133	12	magnitude	magnitude	NOUN
globalce-175	133	13	of	of	ADP
globalce-175	133	14	the	the	DET
globalce-175	133	15	pa	pa	PROPN
globalce-175	133	16	signal	signal	NOUN
globalce-175	133	17	produced	produce	VERB
globalce-175	133	18	by	by	ADP
globalce-175	133	19	tissue	tissue	NOUN
globalce-175	133	20	depends	depend	VERB
globalce-175	133	21	on	on	ADP
globalce-175	133	22	the	the	DET
globalce-175	133	23	hemoglobin	hemoglobin	NOUN
globalce-175	133	24	variants	variant	NOUN
globalce-175	133	25	’	'	PUNCT
globalce-175	133	26	absorption	absorption	NOUN
globalce-175	133	27	properties	property	NOUN
globalce-175	133	28	,	,	PUNCT
globalce-175	133	29	wherein	wherein	SCONJ
globalce-175	133	30	the	the	DET
globalce-175	133	31	oxyhemoglobin	oxyhemoglobin	NOUN
globalce-175	133	32	light	light	NOUN
globalce-175	133	33	absorption	absorption	NOUN
globalce-175	133	34	peaks	peak	NOUN
globalce-175	133	35	at	at	ADP
globalce-175	133	36	450	450	NUM
globalce-175	133	37	nm14	nm14	PROPN
globalce-175	133	38	while	while	SCONJ
globalce-175	133	39	deoxyhemoglobin	deoxyhemoglobin	ADJ
globalce-175	133	40	absorption	absorption	NOUN
globalce-175	133	41	peaks	peak	NOUN
globalce-175	133	42	at	at	ADP
globalce-175	133	43	550–560	550–560	NUM
globalce-175	133	44	nm.15	nm.15	NOUN
globalce-175	133	45	the	the	DET
globalce-175	133	46	absorption	absorption	NOUN
globalce-175	133	47	properties	property	NOUN
globalce-175	133	48	of	of	ADP
globalce-175	133	49	these	these	DET
globalce-175	133	50	hemoglobin	hemoglobin	NOUN
globalce-175	133	51	variants	variant	NOUN
globalce-175	133	52	are	be	AUX
globalce-175	133	53	similar	similar	ADJ
globalce-175	133	54	for	for	ADP
globalce-175	133	55	the	the	DET
globalce-175	133	56	remainder	remainder	NOUN
globalce-175	133	57	employed	employ	VERB
globalce-175	133	58	wavelengths	wavelength	NOUN
globalce-175	133	59	(	(	PUNCT
globalce-175	133	60	i.e.	i.e.	X
globalce-175	133	61	,	,	PUNCT
globalce-175	133	62	500	500	NUM
globalce-175	133	63	,	,	PUNCT
globalce-175	133	64	600	600	NUM
globalce-175	133	65	,	,	PUNCT
globalce-175	133	66	650	650	NUM
globalce-175	133	67	nm	nm	NOUN
globalce-175	133	68	)	)	PUNCT
globalce-175	133	69	.	.	PUNCT
globalce-175	134	1	this	this	DET
globalce-175	134	2	trend	trend	NOUN
globalce-175	134	3	was	be	AUX
globalce-175	134	4	observed	observe	VERB
globalce-175	134	5	in	in	ADP
globalce-175	134	6	figure	figure	NOUN
globalce-175	134	7	6	6	NUM
globalce-175	134	8	.	.	PUNCT
globalce-175	135	1	this	this	DET
globalce-175	135	2	diagram	diagram	NOUN
globalce-175	135	3	revealed	reveal	VERB
globalce-175	135	4	the	the	DET
globalce-175	135	5	highest	high	ADJ
globalce-175	135	6	pa	pa	PROPN
globalce-175	135	7	signal	signal	PROPN
globalce-175	135	8	magnitude	magnitude	NOUN
globalce-175	135	9	recorded	record	VERB
globalce-175	135	10	at	at	ADP
globalce-175	135	11	450	450	NUM
globalce-175	135	12	nm	nm	PRON
globalce-175	135	13	illumination	illumination	NOUN
globalce-175	135	14	,	,	PUNCT
globalce-175	135	15	while	while	SCONJ
globalce-175	135	16	550	550	NUM
globalce-175	135	17	nm	nm	ADV
globalce-175	135	18	produced	produce	VERB
globalce-175	135	19	,	,	PUNCT
globalce-175	135	20	generally	generally	ADV
globalce-175	135	21	,	,	PUNCT
globalce-175	135	22	the	the	DET
globalce-175	135	23	highest	high	ADJ
globalce-175	135	24	ultrasonic	ultrasonic	ADJ
globalce-175	135	25	echo	echo	NOUN
globalce-175	135	26	amplitude	amplitude	NOUN
globalce-175	135	27	under	under	ADP
globalce-175	135	28	blood	blood	NOUN
globalce-175	135	29	flow	flow	NOUN
globalce-175	135	30	occlusion	occlusion	NOUN
globalce-175	135	31	condition	condition	NOUN
globalce-175	135	32	,	,	PUNCT
globalce-175	135	33	where	where	SCONJ
globalce-175	135	34	the	the	DET
globalce-175	135	35	regional	regional	ADJ
globalce-175	135	36	tissue	tissue	NOUN
globalce-175	135	37	deoxygenated	deoxygenate	VERB
globalce-175	135	38	blood	blood	NOUN
globalce-175	135	39	is	be	AUX
globalce-175	135	40	rich	rich	ADJ
globalce-175	135	41	due	due	ADJ
globalce-175	135	42	to	to	PART
globalce-175	135	43	impeded	impeded	VERB
globalce-175	135	44	oxygen	oxygen	NOUN
globalce-175	135	45	-	-	PUNCT
globalce-175	135	46	carrying	carry	VERB
globalce-175	135	47	blood	blood	NOUN
globalce-175	135	48	from	from	ADP
globalce-175	135	49	flowing	flow	VERB
globalce-175	135	50	into	into	ADP
globalce-175	135	51	the	the	DET
globalce-175	135	52	lower	low	ADJ
globalce-175	135	53	arm	arm	NOUN
globalce-175	135	54	(	(	PUNCT
globalce-175	135	55	measurement	measurement	NOUN
globalce-175	135	56	site	site	NOUN
globalce-175	135	57	)	)	PUNCT
globalce-175	135	58	.	.	PUNCT
globalce-175	136	1	the	the	DET
globalce-175	136	2	pa	pa	PROPN
globalce-175	136	3	signals	signal	NOUN
globalce-175	136	4	obtained	obtain	VERB
globalce-175	136	5	from	from	ADP
globalce-175	136	6	smokers	smoker	NOUN
globalce-175	136	7	have	have	VERB
globalce-175	136	8	considerably	considerably	ADV
globalce-175	136	9	weaker	weak	ADJ
globalce-175	136	10	echoes	echo	NOUN
globalce-175	136	11	than	than	ADP
globalce-175	136	12	nonsmokers	nonsmoker	NOUN
globalce-175	136	13	,	,	PUNCT
globalce-175	136	14	with	with	ADP
globalce-175	136	15	a	a	DET
globalce-175	136	16	mean	mean	ADJ
globalce-175	136	17	relative	relative	ADJ
globalce-175	136	18	percent	percent	NOUN
globalce-175	136	19	difference	difference	NOUN
globalce-175	136	20	of	of	ADP
globalce-175	136	21	9.5	9.5	NUM
globalce-175	136	22	%	%	NOUN
globalce-175	136	23	across	across	ADP
globalce-175	136	24	all	all	DET
globalce-175	136	25	wavelengths	wavelength	NOUN
globalce-175	136	26	and	and	CCONJ
globalce-175	136	27	experiment	experiment	NOUN
globalce-175	136	28	conditions	condition	NOUN
globalce-175	136	29	.	.	PUNCT
globalce-175	137	1	this	this	DET
globalce-175	137	2	relative	relative	ADJ
globalce-175	137	3	percent	percent	NOUN
globalce-175	137	4	difference	difference	NOUN
globalce-175	137	5	between	between	ADP
globalce-175	137	6	nonsmoking	nonsmoking	NOUN
globalce-175	137	7	and	and	CCONJ
globalce-175	137	8	smoking	smoking	NOUN
globalce-175	137	9	results	result	NOUN
globalce-175	137	10	is	be	AUX
globalce-175	137	11	divided	divide	VERB
globalce-175	137	12	by	by	ADP
globalce-175	137	13	the	the	DET
globalce-175	137	14	two	two	NUM
globalce-175	137	15	results	result	NOUN
globalce-175	137	16	.	.	PUNCT
globalce-175	138	1	there	there	PRON
globalce-175	138	2	is	be	VERB
globalce-175	138	3	also	also	ADV
globalce-175	138	4	high	high	ADJ
globalce-175	138	5	consistency	consistency	NOUN
globalce-175	138	6	in	in	ADP
globalce-175	138	7	pa	pa	PROPN
globalce-175	138	8	signals	signal	NOUN
globalce-175	138	9	obtained	obtain	VERB
globalce-175	138	10	from	from	ADP
globalce-175	138	11	smoking	smoking	NOUN
globalce-175	138	12	subjects	subject	NOUN
globalce-175	138	13	for	for	ADP
globalce-175	138	14	both	both	DET
globalce-175	138	15	experiments	experiment	NOUN
globalce-175	138	16	.	.	PUNCT
globalce-175	139	1	the	the	DET
globalce-175	139	2	cohb	cohb	ADJ
globalce-175	139	3	level	level	NOUN
globalce-175	139	4	is	be	AUX
globalce-175	139	5	generally	generally	ADV
globalce-175	139	6	high	high	ADJ
globalce-175	139	7	in	in	ADP
globalce-175	139	8	smokers	smoker	NOUN
globalce-175	139	9	,	,	PUNCT
globalce-175	139	10	and	and	CCONJ
globalce-175	139	11	the	the	DET
globalce-175	139	12	absorption	absorption	NOUN
globalce-175	139	13	spectrum	spectrum	NOUN
globalce-175	139	14	of	of	ADP
globalce-175	139	15	this	this	DET
globalce-175	139	16	hemoglobin	hemoglobin	NOUN
globalce-175	139	17	variant	variant	NOUN
globalce-175	139	18	,	,	PUNCT
globalce-175	139	19	associated	associate	VERB
globalce-175	139	20	with	with	ADP
globalce-175	139	21	the	the	DET
globalce-175	139	22	risk	risk	NOUN
globalce-175	139	23	of	of	ADP
globalce-175	139	24	inadequate	inadequate	ADJ
globalce-175	139	25	oxygen	oxygen	NOUN
globalce-175	139	26	delivery,16	delivery,16	NOUN
globalce-175	139	27	is	be	AUX
globalce-175	139	28	considerably	considerably	ADV
globalce-175	139	29	less	less	ADV
globalce-175	139	30	prominent	prominent	ADJ
globalce-175	139	31	as	as	SCONJ
globalce-175	139	32	it	it	PRON
globalce-175	139	33	overlaps	overlap	VERB
globalce-175	139	34	with	with	ADP
globalce-175	139	35	that	that	PRON
globalce-175	139	36	of	of	ADP
globalce-175	139	37	oxyhemoglobin	oxyhemoglobin	NOUN
globalce-175	139	38	and	and	CCONJ
globalce-175	139	39	deoxyhemoglobin	deoxyhemoglobin	NOUN
globalce-175	139	40	in	in	ADP
globalce-175	139	41	the	the	DET
globalce-175	139	42	visible	visible	ADJ
globalce-175	139	43	wavelength	wavelength	NOUN
globalce-175	139	44	range	range	NOUN
globalce-175	139	45	.	.	PUNCT
globalce-175	140	1	while	while	SCONJ
globalce-175	140	2	the	the	DET
globalce-175	140	3	dominance	dominance	NOUN
globalce-175	140	4	of	of	ADP
globalce-175	140	5	light	light	ADJ
globalce-175	140	6	absorption	absorption	NOUN
globalce-175	140	7	of	of	ADP
globalce-175	140	8	cohb	cohb	ADJ
globalce-175	140	9	could	could	AUX
globalce-175	140	10	be	be	AUX
globalce-175	140	11	the	the	DET
globalce-175	140	12	primary	primary	ADJ
globalce-175	140	13	cause	cause	NOUN
globalce-175	140	14	of	of	ADP
globalce-175	140	15	the	the	DET
globalce-175	140	16	observations	observation	NOUN
globalce-175	140	17	on	on	ADP
globalce-175	140	18	the	the	DET
globalce-175	140	19	lower	low	ADJ
globalce-175	140	20	magnitude	magnitude	NOUN
globalce-175	140	21	in	in	ADP
globalce-175	140	22	the	the	DET
globalce-175	140	23	produced	produce	VERB
globalce-175	140	24	signals	signal	NOUN
globalce-175	140	25	,	,	PUNCT
globalce-175	140	26	we	we	PRON
globalce-175	140	27	do	do	AUX
globalce-175	140	28	not	not	PART
globalce-175	140	29	rule	rule	VERB
globalce-175	140	30	out	out	ADP
globalce-175	140	31	the	the	DET
globalce-175	140	32	possibility	possibility	NOUN
globalce-175	140	33	of	of	ADP
globalce-175	140	34	the	the	DET
globalce-175	140	35	already	already	ADV
globalce-175	140	36	impaired	impair	VERB
globalce-175	140	37	microcirculation	microcirculation	NOUN
globalce-175	140	38	function	function	NOUN
globalce-175	140	39	or	or	CCONJ
globalce-175	140	40	pre	pre	ADJ
globalce-175	140	41	-	-	ADJ
globalce-175	140	42	existing	exist	VERB
globalce-175	140	43	atherosclerotic	atherosclerotic	ADJ
globalce-175	140	44	conditions	condition	NOUN
globalce-175	140	45	in	in	ADP
globalce-175	140	46	this	this	DET
globalce-175	140	47	group	group	NOUN
globalce-175	140	48	of	of	ADP
globalce-175	140	49	participants	participant	NOUN
globalce-175	140	50	,	,	PUNCT
globalce-175	140	51	causing	cause	VERB
globalce-175	140	52	negligible	negligible	ADJ
globalce-175	140	53	differences	difference	NOUN
globalce-175	140	54	in	in	ADP
globalce-175	140	55	the	the	DET
globalce-175	140	56	readings	reading	NOUN
globalce-175	140	57	between	between	ADP
globalce-175	140	58	the	the	PRON
globalce-175	140	59	at	at	ADP
globalce-175	140	60	rest	rest	NOUN
globalce-175	140	61	and	and	CCONJ
globalce-175	140	62	external	external	ADJ
globalce-175	140	63	exerting	exert	VERB
globalce-175	140	64	pressure	pressure	NOUN
globalce-175	140	65	experiment	experiment	NOUN
globalce-175	140	66	.	.	PUNCT
globalce-175	141	1	figure	figure	NOUN
globalce-175	141	2	7	7	NUM
globalce-175	141	3	shows	show	VERB
globalce-175	141	4	the	the	DET
globalce-175	141	5	models	model	NOUN
globalce-175	141	6	’	'	PUNCT
globalce-175	141	7	classification	classification	NOUN
globalce-175	141	8	performance	performance	NOUN
globalce-175	141	9	tested	test	VERB
globalce-175	141	10	on	on	ADP
globalce-175	141	11	nonsmoking	nonsmoke	VERB
globalce-175	141	12	(	(	PUNCT
globalce-175	141	13	healthy	healthy	ADJ
globalce-175	141	14	)	)	PUNCT
globalce-175	141	15	participants	participant	NOUN
globalce-175	141	16	.	.	PUNCT
globalce-175	142	1	the	the	DET
globalce-175	142	2	networks	network	NOUN
globalce-175	142	3	trained	train	VERB
globalce-175	142	4	and	and	CCONJ
globalce-175	142	5	tested	test	VERB
globalce-175	142	6	on	on	ADP
globalce-175	142	7	healthy	healthy	ADJ
globalce-175	142	8	subjects	subject	NOUN
globalce-175	142	9	’	'	PUNCT
globalce-175	142	10	data	datum	NOUN
globalce-175	142	11	revealed	reveal	VERB
globalce-175	142	12	considerably	considerably	ADV
globalce-175	142	13	good	good	ADJ
globalce-175	142	14	accuracies	accuracy	NOUN
globalce-175	142	15	ranging	range	VERB
globalce-175	142	16	between	between	ADP
globalce-175	142	17	85.6	85.6	NUM
globalce-175	142	18	and	and	CCONJ
globalce-175	142	19	90	90	NUM
globalce-175	142	20	%	%	NOUN
globalce-175	142	21	,	,	PUNCT
globalce-175	142	22	suggesting	suggest	VERB
globalce-175	142	23	the	the	DET
globalce-175	142	24	consistent	consistent	ADJ
globalce-175	142	25	performance	performance	NOUN
globalce-175	142	26	between	between	ADP
globalce-175	142	27	the	the	DET
globalce-175	142	28	convolutional	convolutional	ADJ
globalce-175	142	29	-	-	PUNCT
globalce-175	142	30	based	base	VERB
globalce-175	142	31	models	model	NOUN
globalce-175	142	32	and	and	CCONJ
globalce-175	142	33	temporal	temporal	ADJ
globalce-175	142	34	-	-	PUNCT
globalce-175	142	35	based	base	VERB
globalce-175	142	36	lstm	lstm	NOUN
globalce-175	142	37	,	,	PUNCT
globalce-175	142	38	and	and	CCONJ
globalce-175	142	39	their	their	PRON
globalce-175	142	40	feasibility	feasibility	NOUN
globalce-175	142	41	in	in	ADP
globalce-175	142	42	classifying	classify	VERB
globalce-175	142	43	normal	normal	ADJ
globalce-175	142	44	and	and	CCONJ
globalce-175	142	45	abnormal	abnormal	ADJ
globalce-175	142	46	(	(	PUNCT
globalce-175	142	47	occluded	occluded	ADJ
globalce-175	142	48	)	)	PUNCT
globalce-175	142	49	microcirculation	microcirculation	NOUN
globalce-175	142	50	performance	performance	NOUN
globalce-175	142	51	in	in	ADP
globalce-175	142	52	nonsmoking	nonsmoke	VERB
globalce-175	142	53	individuals	individual	NOUN
globalce-175	142	54	.	.	PUNCT
globalce-175	143	1	meanwhile	meanwhile	ADV
globalce-175	143	2	,	,	PUNCT
globalce-175	143	3	the	the	DET
globalce-175	143	4	results	result	NOUN
globalce-175	143	5	in	in	ADP
globalce-175	143	6	figure	figure	NOUN
globalce-175	143	7	8	8	NUM
globalce-175	143	8	reveal	reveal	VERB
globalce-175	143	9	that	that	SCONJ
globalce-175	143	10	the	the	DET
globalce-175	143	11	performance	performance	NOUN
globalce-175	143	12	of	of	ADP
globalce-175	143	13	these	these	DET
globalce-175	143	14	models	model	NOUN
globalce-175	143	15	decreased	decrease	VERB
globalce-175	143	16	in	in	ADP
globalce-175	143	17	the	the	DET
globalce-175	143	18	compromised	compromise	VERB
globalce-175	143	19	microcirculation	microcirculation	NOUN
globalce-175	143	20	status	status	NOUN
globalce-175	143	21	(	(	PUNCT
globalce-175	143	22	i.e.	i.e.	X
globalce-175	143	23	,	,	PUNCT
globalce-175	143	24	occlusion	occlusion	NOUN
globalce-175	143	25	condition	condition	NOUN
globalce-175	143	26	)	)	PUNCT
globalce-175	143	27	detection	detection	NOUN
globalce-175	143	28	.	.	PUNCT
globalce-175	144	1	even	even	ADV
globalce-175	144	2	though	though	SCONJ
globalce-175	144	3	the	the	DET
globalce-175	144	4	hybrid	hybrid	NOUN
globalce-175	144	5	model	model	NOUN
globalce-175	144	6	achieved	achieve	VERB
globalce-175	144	7	consistent	consistent	ADJ
globalce-175	144	8	classification	classification	NOUN
globalce-175	144	9	accuracy	accuracy	NOUN
globalce-175	144	10	(	(	PUNCT
globalce-175	144	11	i.e.	i.e.	X
globalce-175	144	12	,	,	PUNCT
globalce-175	144	13	90	90	NUM
globalce-175	144	14	%	%	NOUN
globalce-175	144	15	)	)	PUNCT
globalce-175	144	16	,	,	PUNCT
globalce-175	144	17	followed	follow	VERB
globalce-175	144	18	by	by	ADP
globalce-175	144	19	alexnet	alexnet	NOUN
globalce-175	144	20	and	and	CCONJ
globalce-175	144	21	lstm	lstm	NOUN
globalce-175	144	22	with	with	ADP
globalce-175	144	23	a	a	DET
globalce-175	144	24	classification	classification	NOUN
globalce-175	144	25	accuracy	accuracy	NOUN
globalce-175	144	26	of	of	ADP
globalce-175	144	27	80	80	NUM
globalce-175	144	28	%	%	NOUN
globalce-175	144	29	,	,	PUNCT
globalce-175	144	30	this	this	DET
globalce-175	144	31	group	group	NOUN
globalce-175	144	32	’s	’s	PART
globalce-175	144	33	fn	fn	NOUN
globalce-175	144	34	rate	rate	NOUN
globalce-175	144	35	is	be	AUX
globalce-175	144	36	high	high	ADJ
globalce-175	144	37	(	(	PUNCT
globalce-175	144	38	~20	~20	NOUN
globalce-175	144	39	-	-	PUNCT
globalce-175	144	40	40	40	NUM
globalce-175	144	41	%	%	NOUN
globalce-175	144	42	)	)	PUNCT
globalce-175	144	43	.	.	PUNCT
globalce-175	145	1	an	an	DET
globalce-175	145	2	investigation	investigation	NOUN
globalce-175	145	3	was	be	AUX
globalce-175	145	4	carried	carry	VERB
globalce-175	145	5	out	out	ADP
globalce-175	145	6	on	on	ADP
globalce-175	145	7	the	the	DET
globalce-175	145	8	misclassified	misclassifie	VERB
globalce-175	145	9	data	datum	NOUN
globalce-175	145	10	,	,	PUNCT
globalce-175	145	11	and	and	CCONJ
globalce-175	145	12	it	it	PRON
globalce-175	145	13	was	be	AUX
globalce-175	145	14	found	find	VERB
globalce-175	145	15	that	that	SCONJ
globalce-175	145	16	they	they	PRON
globalce-175	145	17	belong	belong	VERB
globalce-175	145	18	to	to	ADP
globalce-175	145	19	the	the	DET
globalce-175	145	20	same	same	ADJ
globalce-175	145	21	subject	subject	NOUN
globalce-175	145	22	,	,	PUNCT
globalce-175	145	23	who	who	PRON
globalce-175	145	24	reportedly	reportedly	ADV
globalce-175	145	25	smokes	smoke	VERB
globalce-175	145	26	about	about	ADV
globalce-175	145	27	fifteen	fifteen	NUM
globalce-175	145	28	cigarettes	cigarette	NOUN
globalce-175	145	29	a	a	DET
globalce-175	145	30	week	week	NOUN
globalce-175	145	31	.	.	PUNCT
globalce-175	146	1	all	all	DET
globalce-175	146	2	signals	signal	NOUN
globalce-175	146	3	from	from	ADP
globalce-175	146	4	this	this	DET
globalce-175	146	5	subject	subject	NOUN
globalce-175	146	6	,	,	PUNCT
globalce-175	146	7	the	the	DET
globalce-175	146	8	heaviest	heavy	ADJ
globalce-175	146	9	smoker	smoker	NOUN
globalce-175	146	10	among	among	ADP
globalce-175	146	11	the	the	DET
globalce-175	146	12	five	five	NUM
globalce-175	146	13	recruits	recruit	NOUN
globalce-175	146	14	,	,	PUNCT
globalce-175	146	15	were	be	AUX
globalce-175	146	16	misclassified	misclassifie	VERB
globalce-175	146	17	as	as	ADP
globalce-175	146	18	normal	normal	ADJ
globalce-175	146	19	.	.	PUNCT
globalce-175	147	1	one	one	NUM
globalce-175	147	2	possible	possible	ADJ
globalce-175	147	3	reason	reason	NOUN
globalce-175	147	4	is	be	AUX
globalce-175	147	5	that	that	SCONJ
globalce-175	147	6	the	the	DET
globalce-175	147	7	atherosclerotic	atherosclerotic	ADJ
globalce-175	147	8	conditions	condition	NOUN
globalce-175	147	9	,	,	PUNCT
globalce-175	147	10	one	one	NUM
globalce-175	147	11	of	of	ADP
globalce-175	147	12	the	the	DET
globalce-175	147	13	known	know	VERB
globalce-175	147	14	complications	complication	NOUN
globalce-175	147	15	in	in	ADP
globalce-175	147	16	smokers	smoker	NOUN
globalce-175	147	17	,	,	PUNCT
globalce-175	147	18	could	could	AUX
globalce-175	147	19	have	have	AUX
globalce-175	147	20	been	be	AUX
globalce-175	147	21	detected	detect	VERB
globalce-175	147	22	during	during	ADP
globalce-175	147	23	at	at	ADP
globalce-175	147	24	-	-	PUNCT
globalce-175	147	25	rest	rest	NOUN
globalce-175	147	26	condition	condition	NOUN
globalce-175	147	27	,	,	PUNCT
globalce-175	147	28	so	so	ADV
globalce-175	147	29	further	far	ADV
globalce-175	147	30	exerting	exert	VERB
globalce-175	147	31	external	external	ADJ
globalce-175	147	32	pressure	pressure	NOUN
globalce-175	147	33	on	on	ADP
globalce-175	147	34	the	the	DET
globalce-175	147	35	limb	limb	NOUN
globalce-175	147	36	during	during	ADP
globalce-175	147	37	the	the	DET
globalce-175	147	38	blood	blood	NOUN
globalce-175	147	39	occlusion	occlusion	NOUN
globalce-175	147	40	experiment	experiment	NOUN
globalce-175	147	41	produced	produce	VERB
globalce-175	147	42	near	near	ADP
globalce-175	147	43	negligible	negligible	ADJ
globalce-175	147	44	changes	change	NOUN
globalce-175	147	45	,	,	PUNCT
globalce-175	147	46	as	as	SCONJ
globalce-175	147	47	observed	observe	VERB
globalce-175	147	48	in	in	ADP
globalce-175	147	49	the	the	DET
globalce-175	147	50	smoking	smoking	NOUN
globalce-175	147	51	group	group	NOUN
globalce-175	147	52	in	in	ADP
globalce-175	147	53	figure	figure	NOUN
globalce-175	147	54	6	6	NUM
globalce-175	147	55	.	.	PUNCT
globalce-175	148	1	for	for	ADP
globalce-175	148	2	the	the	DET
globalce-175	148	3	above	above	ADV
globalce-175	148	4	-	-	PUNCT
globalce-175	148	5	stated	state	VERB
globalce-175	148	6	reasons	reason	NOUN
globalce-175	148	7	,	,	PUNCT
globalce-175	148	8	this	this	DET
globalce-175	148	9	work	work	NOUN
globalce-175	148	10	does	do	AUX
globalce-175	148	11	not	not	PART
globalce-175	148	12	rule	rule	VERB
globalce-175	148	13	out	out	ADP
globalce-175	148	14	the	the	DET
globalce-175	148	15	possibility	possibility	NOUN
globalce-175	148	16	of	of	ADP
globalce-175	148	17	the	the	DET
globalce-175	148	18	models	model	NOUN
globalce-175	148	19	is	be	AUX
globalce-175	148	20	overfitting	overfitte	VERB
globalce-175	148	21	to	to	ADP
globalce-175	148	22	the	the	DET
globalce-175	148	23	normal	normal	ADJ
globalce-175	148	24	(	(	PUNCT
globalce-175	148	25	i.e.	i.e.	X
globalce-175	148	26	,	,	PUNCT
globalce-175	148	27	at	at	ADP
globalce-175	148	28	rest	rest	NOUN
globalce-175	148	29	)	)	PUNCT
globalce-175	148	30	class	class	NOUN
globalce-175	148	31	in	in	ADP
globalce-175	148	32	the	the	DET
globalce-175	148	33	smoking	smoking	NOUN
globalce-175	148	34	group	group	NOUN
globalce-175	148	35	,	,	PUNCT
globalce-175	148	36	largely	largely	ADV
globalce-175	148	37	due	due	ADP
globalce-175	148	38	to	to	ADP
globalce-175	148	39	the	the	DET
globalce-175	148	40	negligible	negligible	ADJ
globalce-175	148	41	differences	difference	NOUN
globalce-175	148	42	in	in	ADP
globalce-175	148	43	the	the	DET
globalce-175	148	44	pa	pa	PROPN
globalce-175	148	45	signals	signal	NOUN
globalce-175	148	46	between	between	ADP
globalce-175	148	47	at	at	ADP
globalce-175	148	48	rest	rest	NOUN
globalce-175	148	49	and	and	CCONJ
globalce-175	148	50	occlusion	occlusion	NOUN
globalce-175	148	51	conditions	condition	NOUN
globalce-175	148	52	,	,	PUNCT
globalce-175	148	53	compromising	compromise	VERB
globalce-175	148	54	the	the	DET
globalce-175	148	55	classification	classification	NOUN
globalce-175	148	56	performance	performance	NOUN
globalce-175	148	57	of	of	ADP
globalce-175	148	58	the	the	DET
globalce-175	148	59	models	model	NOUN
globalce-175	148	60	.	.	PUNCT
globalce-175	149	1	although	although	SCONJ
globalce-175	149	2	an	an	DET
globalce-175	149	3	insufficient	insufficient	ADJ
globalce-175	149	4	dataset	dataset	NOUN
globalce-175	149	5	(	(	PUNCT
globalce-175	149	6	i.e.	i.e.	X
globalce-175	149	7	,	,	PUNCT
globalce-175	149	8	in	in	ADP
globalce-175	149	9	the	the	DET
globalce-175	149	10	smoking	smoking	NOUN
globalce-175	149	11	group	group	NOUN
globalce-175	149	12	)	)	PUNCT
globalce-175	149	13	could	could	AUX
globalce-175	149	14	lead	lead	VERB
globalce-175	149	15	to	to	ADP
globalce-175	149	16	biased	biased	ADJ
globalce-175	149	17	predictions	prediction	NOUN
globalce-175	149	18	,	,	PUNCT
globalce-175	149	19	the	the	DET
globalce-175	149	20	good	good	ADJ
globalce-175	149	21	performance	performance	NOUN
globalce-175	149	22	of	of	ADP
globalce-175	149	23	the	the	DET
globalce-175	149	24	models	model	NOUN
globalce-175	149	25	using	use	VERB
globalce-175	149	26	nonsmoking	nonsmoke	VERB
globalce-175	149	27	data	datum	NOUN
globalce-175	149	28	in	in	ADP
globalce-175	149	29	figure	figure	NOUN
globalce-175	149	30	7	7	NUM
globalce-175	149	31	and	and	CCONJ
globalce-175	149	32	the	the	DET
globalce-175	149	33	high	high	ADJ
globalce-175	149	34	misclassification	misclassification	NOUN
globalce-175	149	35	rates	rate	NOUN
globalce-175	149	36	of	of	ADP
globalce-175	149	37	pathological	pathological	ADJ
globalce-175	149	38	condition	condition	NOUN
globalce-175	149	39	(	(	PUNCT
globalce-175	149	40	i.e.	i.e.	X
globalce-175	149	41	,	,	PUNCT
globalce-175	149	42	between	between	ADP
globalce-175	149	43	20	20	NUM
globalce-175	149	44	-	-	SYM
globalce-175	149	45	40	40	NUM
globalce-175	149	46	%	%	NOUN
globalce-175	149	47	)	)	PUNCT
globalce-175	149	48	that	that	PRON
globalce-175	149	49	agreed	agree	VERB
globalce-175	149	50	well	well	ADV
globalce-175	149	51	with	with	ADP
globalce-175	149	52	the	the	DET
globalce-175	149	53	observations	observation	NOUN
globalce-175	149	54	of,17	of,17	ADP
globalce-175	149	55	and18	and18	PROPN
globalce-175	149	56	indicating	indicate	VERB
globalce-175	149	57	a	a	DET
globalce-175	149	58	certain	certain	ADJ
globalce-175	149	59	degree	degree	NOUN
globalce-175	149	60	of	of	ADP
globalce-175	149	61	reliability	reliability	NOUN
globalce-175	149	62	of	of	ADP
globalce-175	149	63	our	our	PRON
globalce-175	149	64	findings	finding	NOUN
globalce-175	149	65	.	.	PUNCT
globalce-175	150	1	it	it	PRON
globalce-175	150	2	must	must	AUX
globalce-175	150	3	also	also	ADV
globalce-175	150	4	be	be	AUX
globalce-175	150	5	mentioned	mention	VERB
globalce-175	150	6	that	that	SCONJ
globalce-175	150	7	this	this	DET
globalce-175	150	8	study	study	NOUN
globalce-175	150	9	has	have	VERB
globalce-175	150	10	no	no	DET
globalce-175	150	11	access	access	NOUN
globalce-175	150	12	to	to	ADP
globalce-175	150	13	the	the	DET
globalce-175	150	14	participants	participant	NOUN
globalce-175	150	15	’	'	PUNCT
globalce-175	150	16	information	information	NOUN
globalce-175	150	17	,	,	PUNCT
globalce-175	150	18	such	such	ADJ
globalce-175	150	19	as	as	ADP
globalce-175	150	20	previous	previous	ADJ
globalce-175	150	21	health	health	NOUN
globalce-175	150	22	records	record	NOUN
globalce-175	150	23	,	,	PUNCT
globalce-175	150	24	and	and	CCONJ
globalce-175	150	25	has	have	AUX
globalce-175	150	26	not	not	PART
globalce-175	150	27	included	include	VERB
globalce-175	150	28	their	their	PRON
globalce-175	150	29	diet	diet	NOUN
globalce-175	150	30	and	and	CCONJ
globalce-175	150	31	environmental	environmental	ADJ
globalce-175	150	32	factors	factor	NOUN
globalce-175	150	33	in	in	ADP
globalce-175	150	34	the	the	DET
globalce-175	150	35	experimental	experimental	ADJ
globalce-175	150	36	design	design	NOUN
globalce-175	150	37	;	;	PUNCT
globalce-175	150	38	these	these	DET
globalce-175	150	39	factors	factor	NOUN
globalce-175	150	40	may	may	AUX
globalce-175	150	41	influence	influence	VERB
globalce-175	150	42	the	the	DET
globalce-175	150	43	results	result	NOUN
globalce-175	150	44	and	and	CCONJ
globalce-175	150	45	analyses	analysis	NOUN
globalce-175	150	46	of	of	ADP
globalce-175	150	47	the	the	DET
globalce-175	150	48	study	study	NOUN
globalce-175	150	49	.	.	PUNCT
globalce-175	151	1	therefore	therefore	ADV
globalce-175	151	2	,	,	PUNCT
globalce-175	151	3	the	the	DET
globalce-175	151	4	future	future	NOUN
globalce-175	151	5	of	of	ADP
globalce-175	151	6	this	this	DET
globalce-175	151	7	study	study	NOUN
globalce-175	151	8	includes	include	VERB
globalce-175	151	9	recruiting	recruit	VERB
globalce-175	151	10	more	more	ADJ
globalce-175	151	11	participants	participant	NOUN
globalce-175	151	12	with	with	ADP
globalce-175	151	13	various	various	ADJ
globalce-175	151	14	backgrounds	background	NOUN
globalce-175	151	15	and	and	CCONJ
globalce-175	151	16	smoking	smoking	NOUN
globalce-175	151	17	habits	habit	NOUN
globalce-175	151	18	and	and	CCONJ
globalce-175	151	19	adopting	adopt	VERB
globalce-175	151	20	a	a	DET
globalce-175	151	21	systematic	systematic	ADJ
globalce-175	151	22	experimental	experimental	ADJ
globalce-175	151	23	procedure	procedure	NOUN
globalce-175	151	24	(	(	PUNCT
globalce-175	151	25	e.g.	e.g.	ADV
globalce-175	151	26	,	,	PUNCT
globalce-175	151	27	convenient	convenient	ADJ
globalce-175	151	28	access	access	NOUN
globalce-175	151	29	to	to	ADP
globalce-175	151	30	patient	patient	NOUN
globalce-175	151	31	’s	’s	PART
globalce-175	151	32	medical	medical	ADJ
globalce-175	151	33	records	record	NOUN
globalce-175	151	34	)	)	PUNCT
globalce-175	151	35	to	to	PART
globalce-175	151	36	investigate	investigate	VERB
globalce-175	151	37	the	the	DET
globalce-175	151	38	blood	blood	NOUN
globalce-175	151	39	microcirculatory	microcirculatory	ADJ
globalce-175	151	40	performance	performance	NOUN
globalce-175	151	41	between	between	ADP
globalce-175	151	42	healthy	healthy	ADJ
globalce-175	151	43	and	and	CCONJ
globalce-175	151	44	unhealthy	unhealthy	ADJ
globalce-175	151	45	(	(	PUNCT
globalce-175	151	46	or	or	CCONJ
globalce-175	151	47	patient	patient	ADJ
globalce-175	151	48	)	)	PUNCT
globalce-175	151	49	groups	group	NOUN
globalce-175	151	50	to	to	PART
globalce-175	151	51	enhance	enhance	VERB
globalce-175	151	52	the	the	DET
globalce-175	151	53	validity	validity	NOUN
globalce-175	151	54	chua	chua	PROPN
globalce-175	151	55	and	and	CCONJ
globalce-175	151	56	huong	huong	PROPN
globalce-175	151	57	:	:	PUNCT
globalce-175	151	58	deep	deep	ADJ
globalce-175	151	59	learning	learning	NOUN
globalce-175	151	60	and	and	CCONJ
globalce-175	151	61	photoacoustic	photoacoustic	ADJ
globalce-175	151	62	technology	technology	NOUN
globalce-175	151	63	for	for	ADP
globalce-175	151	64	microcirculation	microcirculation	NOUN
globalce-175	151	65	classification	classification	NOUN
globalce-175	151	66	:	:	PUNCT
globalce-175	151	67	comparison	comparison	NOUN
globalce-175	151	68	between	between	ADP
globalce-175	151	69	smoking	smoking	NOUN
globalce-175	151	70	and	and	CCONJ
globalce-175	151	71	nonsmoking	nonsmoke	VERB
globalce-175	151	72	groups	group	NOUN
globalce-175	151	73	j	j	PROPN
globalce-175	151	74	global	global	ADJ
globalce-175	151	75	clinical	clinical	ADJ
globalce-175	151	76	engineering	engineering	PROPN
globalce-175	151	77	vol.6	vol.6	PROPN
globalce-175	151	78	issue	issue	NOUN
globalce-175	151	79	3	3	NUM
globalce-175	151	80	:	:	SYM
globalce-175	151	81	2024	2024	NUM
globalce-175	151	82	44	44	NUM
globalce-175	151	83	of	of	ADP
globalce-175	151	84	the	the	DET
globalce-175	151	85	research	research	NOUN
globalce-175	151	86	findings	finding	NOUN
globalce-175	151	87	.	.	PUNCT
globalce-175	152	1	the	the	DET
globalce-175	152	2	improved	improve	VERB
globalce-175	152	3	clinical	clinical	ADJ
globalce-175	152	4	decisionmaking	decisionmaking	NOUN
globalce-175	152	5	system	system	NOUN
globalce-175	152	6	can	can	AUX
globalce-175	152	7	be	be	AUX
globalce-175	152	8	integrated	integrate	VERB
globalce-175	152	9	into	into	ADP
globalce-175	152	10	the	the	DET
globalce-175	152	11	proposed	propose	VERB
globalce-175	152	12	pa	pa	NOUN
globalce-175	152	13	system	system	NOUN
globalce-175	152	14	and	and	CCONJ
globalce-175	152	15	considered	consider	VERB
globalce-175	152	16	an	an	DET
globalce-175	152	17	alternative	alternative	ADJ
globalce-175	152	18	imaging	imaging	NOUN
globalce-175	152	19	tool	tool	NOUN
globalce-175	152	20	to	to	PART
globalce-175	152	21	facilitate	facilitate	VERB
globalce-175	152	22	the	the	DET
globalce-175	152	23	investigation	investigation	NOUN
globalce-175	152	24	of	of	ADP
globalce-175	152	25	tumor	tumor	NOUN
globalce-175	152	26	angiogenesis	angiogenesis	NOUN
globalce-175	152	27	and	and	CCONJ
globalce-175	152	28	microvascular	microvascular	ADJ
globalce-175	152	29	dysfunction	dysfunction	NOUN
globalce-175	152	30	,	,	PUNCT
globalce-175	152	31	allowing	allow	VERB
globalce-175	152	32	early	early	ADJ
globalce-175	152	33	identification	identification	NOUN
globalce-175	152	34	of	of	ADP
globalce-175	152	35	compromised	compromise	VERB
globalce-175	152	36	microcirculation	microcirculation	NOUN
globalce-175	152	37	and	and	CCONJ
globalce-175	152	38	preventing	prevent	VERB
globalce-175	152	39	further	further	ADJ
globalce-175	152	40	complications	complication	NOUN
globalce-175	152	41	.	.	PUNCT
globalce-175	153	1	conclusion	conclusion	NOUN
globalce-175	153	2	this	this	DET
globalce-175	153	3	paper	paper	NOUN
globalce-175	153	4	demonstrated	demonstrate	VERB
globalce-175	153	5	the	the	DET
globalce-175	153	6	use	use	NOUN
globalce-175	153	7	of	of	ADP
globalce-175	153	8	deep	deep	ADV
globalce-175	153	9	learningincorporated	learningincorporate	VERB
globalce-175	153	10	pa	pa	PROPN
globalce-175	153	11	technology	technology	NOUN
globalce-175	153	12	to	to	PART
globalce-175	153	13	investigate	investigate	VERB
globalce-175	153	14	blood	blood	NOUN
globalce-175	153	15	perfusion	perfusion	NOUN
globalce-175	153	16	in	in	ADP
globalce-175	153	17	nonsmoking	nonsmoking	NOUN
globalce-175	153	18	and	and	CCONJ
globalce-175	153	19	smoking	smoking	NOUN
globalce-175	153	20	subjects	subject	NOUN
globalce-175	153	21	.	.	PUNCT
globalce-175	154	1	the	the	DET
globalce-175	154	2	results	result	NOUN
globalce-175	154	3	showed	show	VERB
globalce-175	154	4	that	that	SCONJ
globalce-175	154	5	the	the	DET
globalce-175	154	6	proposed	propose	VERB
globalce-175	154	7	hybrid	hybrid	ADJ
globalce-175	154	8	alexnet	alexnet	ADJ
globalce-175	154	9	-	-	PUNCT
globalce-175	154	10	lstm	lstm	NOUN
globalce-175	154	11	model	model	NOUN
globalce-175	154	12	performed	perform	VERB
globalce-175	154	13	better	well	ADV
globalce-175	154	14	than	than	ADP
globalce-175	154	15	the	the	DET
globalce-175	154	16	conventional	conventional	ADJ
globalce-175	154	17	alexnet	alexnet	NOUN
globalce-175	154	18	and	and	CCONJ
globalce-175	154	19	lstm	lstm	NOUN
globalce-175	154	20	models	model	NOUN
globalce-175	154	21	in	in	ADP
globalce-175	154	22	the	the	DET
globalce-175	154	23	classification	classification	NOUN
globalce-175	154	24	of	of	ADP
globalce-175	154	25	microcirculation	microcirculation	NOUN
globalce-175	154	26	changes	change	NOUN
globalce-175	154	27	in	in	ADP
globalce-175	154	28	both	both	DET
globalce-175	154	29	smoking	smoking	NOUN
globalce-175	154	30	and	and	CCONJ
globalce-175	154	31	nonsmoking	nonsmoke	VERB
globalce-175	154	32	groups	group	NOUN
globalce-175	154	33	.	.	PUNCT
globalce-175	155	1	these	these	DET
globalce-175	155	2	models	model	NOUN
globalce-175	155	3	performed	perform	VERB
globalce-175	155	4	inferiorly	inferiorly	ADV
globalce-175	155	5	with	with	ADP
globalce-175	155	6	high	high	ADJ
globalce-175	155	7	misclassification	misclassification	NOUN
globalce-175	155	8	rates	rate	NOUN
globalce-175	155	9	of	of	ADP
globalce-175	155	10	20–40	20–40	NUM
globalce-175	155	11	%	%	NOUN
globalce-175	155	12	in	in	ADP
globalce-175	155	13	the	the	DET
globalce-175	155	14	detection	detection	NOUN
globalce-175	155	15	of	of	ADP
globalce-175	155	16	compromised	compromise	VERB
globalce-175	155	17	perfusion	perfusion	NOUN
globalce-175	155	18	in	in	ADP
globalce-175	155	19	the	the	DET
globalce-175	155	20	smoking	smoking	NOUN
globalce-175	155	21	group	group	NOUN
globalce-175	155	22	.	.	PUNCT
globalce-175	156	1	this	this	DET
globalce-175	156	2	observation	observation	NOUN
globalce-175	156	3	is	be	AUX
globalce-175	156	4	attributed	attribute	VERB
globalce-175	156	5	to	to	ADP
globalce-175	156	6	the	the	DET
globalce-175	156	7	compromised	compromise	VERB
globalce-175	156	8	perfusion	perfusion	NOUN
globalce-175	156	9	in	in	ADP
globalce-175	156	10	this	this	DET
globalce-175	156	11	group	group	NOUN
globalce-175	156	12	of	of	ADP
globalce-175	156	13	subjects	subject	NOUN
globalce-175	156	14	.	.	PUNCT
globalce-175	157	1	this	this	PRON
globalce-175	157	2	explains	explain	VERB
globalce-175	157	3	the	the	DET
globalce-175	157	4	negligible	negligible	ADJ
globalce-175	157	5	change	change	NOUN
globalce-175	157	6	observed	observe	VERB
globalce-175	157	7	after	after	ADP
globalce-175	157	8	exerting	exert	VERB
globalce-175	157	9	external	external	ADJ
globalce-175	157	10	pressure	pressure	NOUN
globalce-175	157	11	impeding	impede	VERB
globalce-175	157	12	the	the	DET
globalce-175	157	13	(	(	PUNCT
globalce-175	157	14	oxygen	oxygen	NOUN
globalce-175	157	15	-	-	PUNCT
globalce-175	157	16	carrying	carry	VERB
globalce-175	157	17	)	)	PUNCT
globalce-175	157	18	blood	blood	NOUN
globalce-175	157	19	flow	flow	NOUN
globalce-175	157	20	and	and	CCONJ
globalce-175	157	21	the	the	DET
globalce-175	157	22	limited	limited	ADJ
globalce-175	157	23	smoking	smoking	NOUN
globalce-175	157	24	dataset	dataset	NOUN
globalce-175	157	25	for	for	ADP
globalce-175	157	26	training	train	VERB
globalce-175	157	27	the	the	DET
globalce-175	157	28	models	model	NOUN
globalce-175	157	29	.	.	PUNCT
globalce-175	158	1	future	future	ADJ
globalce-175	158	2	works	work	NOUN
globalce-175	158	3	include	include	VERB
globalce-175	158	4	recruiting	recruit	VERB
globalce-175	158	5	volunteers	volunteer	NOUN
globalce-175	158	6	of	of	ADP
globalce-175	158	7	diverse	diverse	ADJ
globalce-175	158	8	backgrounds	background	NOUN
globalce-175	158	9	,	,	PUNCT
globalce-175	158	10	profiles	profile	NOUN
globalce-175	158	11	,	,	PUNCT
globalce-175	158	12	and	and	CCONJ
globalce-175	158	13	smoking	smoking	NOUN
globalce-175	158	14	status	status	NOUN
globalce-175	158	15	to	to	PART
globalce-175	158	16	enhance	enhance	VERB
globalce-175	158	17	the	the	DET
globalce-175	158	18	validity	validity	NOUN
globalce-175	158	19	and	and	CCONJ
globalce-175	158	20	practical	practical	ADJ
globalce-175	158	21	application	application	NOUN
globalce-175	158	22	of	of	ADP
globalce-175	158	23	existing	exist	VERB
globalce-175	158	24	findings	finding	NOUN
globalce-175	158	25	in	in	ADP
globalce-175	158	26	the	the	DET
globalce-175	158	27	healthcare	healthcare	NOUN
globalce-175	158	28	system	system	NOUN
globalce-175	158	29	.	.	PUNCT
globalce-175	159	1	conflicts	conflict	NOUN
globalce-175	159	2	of	of	ADP
globalce-175	159	3	interest	interest	NOUN
globalce-175	159	4	no	no	DET
globalce-175	159	5	potential	potential	ADJ
globalce-175	159	6	conflict	conflict	NOUN
globalce-175	159	7	of	of	ADP
globalce-175	159	8	interest	interest	NOUN
globalce-175	159	9	relevant	relevant	ADJ
globalce-175	159	10	to	to	ADP
globalce-175	159	11	this	this	DET
globalce-175	159	12	article	article	NOUN
globalce-175	159	13	was	be	AUX
globalce-175	159	14	reported	report	VERB
globalce-175	159	15	.	.	PUNCT
globalce-175	160	1	funding	funding	PROPN
globalce-175	160	2	ministry	ministry	PROPN
globalce-175	160	3	of	of	ADP
globalce-175	160	4	higher	high	ADJ
globalce-175	160	5	education	education	NOUN
globalce-175	160	6	(	(	PUNCT
globalce-175	160	7	mohe	mohe	NOUN
globalce-175	160	8	)	)	PUNCT
globalce-175	160	9	malaysia	malaysia	PROPN
globalce-175	160	10	through	through	ADP
globalce-175	160	11	fundamental	fundamental	ADJ
globalce-175	160	12	research	research	NOUN
globalce-175	160	13	grant	grant	NOUN
globalce-175	160	14	scheme	scheme	NOUN
globalce-175	160	15	(	(	PUNCT
globalce-175	160	16	frgs/1/2020/	frgs/1/2020/	PROPN
globalce-175	160	17	tk0	tk0	PROPN
globalce-175	160	18	/	/	SYM
globalce-175	160	19	uthm/02/28	uthm/02/28	NOUN
globalce-175	160	20	)	)	PUNCT
globalce-175	160	21	references	reference	NOUN
globalce-175	160	22	1	1	NUM
globalce-175	160	23	.	.	PUNCT
globalce-175	160	24	prockop	prockop	PROPN
globalce-175	160	25	,	,	PUNCT
globalce-175	160	26	ld	ld	PROPN
globalce-175	160	27	and	and	CCONJ
globalce-175	160	28	chichkova	chichkova	PROPN
globalce-175	160	29	,	,	PUNCT
globalce-175	160	30	ri	ri	PROPN
globalce-175	160	31	.	.	PROPN
globalce-175	160	32	carbon	carbon	NOUN
globalce-175	160	33	monoxide	monoxide	NOUN
globalce-175	160	34	intoxication	intoxication	NOUN
globalce-175	160	35	:	:	PUNCT
globalce-175	160	36	an	an	DET
globalce-175	160	37	updated	update	VERB
globalce-175	160	38	review	review	NOUN
globalce-175	160	39	.	.	PUNCT
globalce-175	161	1	j	j	PROPN
globalce-175	161	2	neurol	neurol	PROPN
globalce-175	161	3	sci	sci	PROPN
globalce-175	161	4	2007;262:122–130	2007;262:122–130	PROPN
globalce-175	161	5	.	.	PUNCT
globalce-175	162	1	doi	doi	NOUN
globalce-175	162	2	:	:	PUNCT
globalce-175	162	3	10.1016	10.1016	NUM
globalce-175	162	4	/	/	SYM
globalce-175	162	5	j.jns.2007.06.037	j.jns.2007.06.037	PROPN
globalce-175	162	6	.	.	PUNCT
globalce-175	163	1	2	2	X
globalce-175	163	2	.	.	X
globalce-175	163	3	fagerstrom	fagerstrom	ADJ
globalce-175	163	4	,	,	PUNCT
globalce-175	163	5	ko	ko	PROPN
globalce-175	163	6	.	.	PUNCT
globalce-175	164	1	effects	effect	NOUN
globalce-175	164	2	of	of	ADP
globalce-175	164	3	a	a	DET
globalce-175	164	4	nicotine	nicotine	NOUN
globalce-175	164	5	-	-	PUNCT
globalce-175	164	6	enriched	enrich	VERB
globalce-175	164	7	cigarette	cigarette	NOUN
globalce-175	164	8	on	on	ADP
globalce-175	164	9	nicotine	nicotine	NOUN
globalce-175	164	10	titration	titration	NOUN
globalce-175	164	11	,	,	PUNCT
globalce-175	164	12	daily	daily	ADJ
globalce-175	164	13	cigarette	cigarette	NOUN
globalce-175	164	14	consumption	consumption	NOUN
globalce-175	164	15	,	,	PUNCT
globalce-175	164	16	and	and	CCONJ
globalce-175	164	17	levels	level	NOUN
globalce-175	164	18	of	of	ADP
globalce-175	164	19	carbon	carbon	NOUN
globalce-175	164	20	monoxide	monoxide	NOUN
globalce-175	164	21	,	,	PUNCT
globalce-175	164	22	cotinine	cotinine	NOUN
globalce-175	164	23	,	,	PUNCT
globalce-175	164	24	and	and	CCONJ
globalce-175	164	25	nicotine	nicotine	NOUN
globalce-175	164	26	.	.	PUNCT
globalce-175	165	1	psychopharmacol	psychopharmacol	PROPN
globalce-175	165	2	(	(	PUNCT
globalce-175	165	3	berl	berl	PROPN
globalce-175	165	4	)	)	PUNCT
globalce-175	165	5	1982;77:164–167	1982;77:164–167	PROPN
globalce-175	165	6	.	.	PUNCT
globalce-175	166	1	doi	doi	NOUN
globalce-175	166	2	:	:	PUNCT
globalce-175	166	3	10.1007/	10.1007/	PROPN
globalce-175	166	4	bf00431941	bf00431941	NOUN
globalce-175	166	5	.	.	PUNCT
globalce-175	167	1	3	3	X
globalce-175	167	2	.	.	X
globalce-175	167	3	silva	silva	PROPN
globalce-175	167	4	h.	h.	PROPN
globalce-175	167	5	tobacco	tobacco	NOUN
globalce-175	167	6	use	use	NOUN
globalce-175	167	7	and	and	CCONJ
globalce-175	167	8	periodontal	periodontal	ADJ
globalce-175	167	9	disease	disease	NOUN
globalce-175	167	10	—	—	PUNCT
globalce-175	167	11	the	the	DET
globalce-175	167	12	role	role	NOUN
globalce-175	167	13	of	of	ADP
globalce-175	167	14	microvascular	microvascular	ADJ
globalce-175	167	15	dysfunction	dysfunction	NOUN
globalce-175	167	16	.	.	PUNCT
globalce-175	168	1	microcirc	microcirc	PROPN
globalce-175	168	2	health	health	NOUN
globalce-175	168	3	disease	disease	NOUN
globalce-175	168	4	2021;10(5	2021;10(5	NUM
globalce-175	168	5	):	):	PUNCT
globalce-175	168	6	441	441	NUM
globalce-175	168	7	.	.	PUNCT
globalce-175	168	8	doi	doi	NOUN
globalce-175	168	9	:	:	PUNCT
globalce-175	168	10	10.3390	10.3390	NUM
globalce-175	168	11	/	/	SYM
globalce-175	168	12	biology10050441	biology10050441	PROPN
globalce-175	168	13	4	4	NUM
globalce-175	168	14	.	.	PUNCT
globalce-175	169	1	chen	chen	PROPN
globalce-175	169	2	nc	nc	PROPN
globalce-175	169	3	,	,	PUNCT
globalce-175	169	4	chang	chang	PROPN
globalce-175	169	5	wn	wn	PROPN
globalce-175	169	6	,	,	PUNCT
globalce-175	169	7	lui	lui	PROPN
globalce-175	169	8	cc	cc	PROPN
globalce-175	169	9	,	,	PUNCT
globalce-175	169	10	et	et	PROPN
globalce-175	169	11	al	al	PROPN
globalce-175	169	12	.	.	PUNCT
globalce-175	169	13	detection	detection	NOUN
globalce-175	169	14	of	of	ADP
globalce-175	169	15	gray	gray	ADJ
globalce-175	169	16	matter	matter	NOUN
globalce-175	169	17	damage	damage	NOUN
globalce-175	169	18	using	use	VERB
globalce-175	169	19	brain	brain	NOUN
globalce-175	169	20	mri	mri	NOUN
globalce-175	169	21	and	and	CCONJ
globalce-175	169	22	spect	spect	NOUN
globalce-175	169	23	in	in	ADP
globalce-175	169	24	carbon	carbon	NOUN
globalce-175	169	25	monoxide	monoxide	NOUN
globalce-175	169	26	intoxication	intoxication	NOUN
globalce-175	169	27	:	:	PUNCT
globalce-175	169	28	a	a	DET
globalce-175	169	29	comparison	comparison	NOUN
globalce-175	169	30	study	study	NOUN
globalce-175	169	31	with	with	ADP
globalce-175	169	32	neuropsychological	neuropsychological	ADJ
globalce-175	169	33	correlation	correlation	NOUN
globalce-175	169	34	.	.	PUNCT
globalce-175	170	1	clin	clin	PROPN
globalce-175	170	2	nuclear	nuclear	PROPN
globalce-175	170	3	med	med	PROPN
globalce-175	170	4	2013;38	2013;38	PROPN
globalce-175	170	5	:	:	PUNCT
globalce-175	170	6	e53	e53	NUM
globalce-175	170	7	-	-	PUNCT
globalce-175	170	8	e59	e59	NOUN
globalce-175	170	9	.	.	PUNCT
globalce-175	171	1	doi	doi	NOUN
globalce-175	171	2	:	:	PUNCT
globalce-175	171	3	10.1097	10.1097	NUM
globalce-175	171	4	/	/	SYM
globalce-175	171	5	rlu.0b013e31827082a7	rlu.0b013e31827082a7	NOUN
globalce-175	171	6	.	.	PUNCT
globalce-175	172	1	5	5	NUM
globalce-175	172	2	.	.	NOUN
globalce-175	172	3	ozcan	ozcan	PROPN
globalce-175	172	4	n	n	CCONJ
globalce-175	172	5	,	,	PUNCT
globalce-175	172	6	ozcam	ozcam	NOUN
globalce-175	172	7	g	g	PROPN
globalce-175	172	8	,	,	PUNCT
globalce-175	172	9	kosar	kosar	PROPN
globalce-175	172	10	p	p	X
globalce-175	172	11	,	,	PUNCT
globalce-175	172	12	et	et	PROPN
globalce-175	172	13	al	al	PROPN
globalce-175	172	14	.	.	PUNCT
globalce-175	172	15	correlation	correlation	NOUN
globalce-175	172	16	of	of	ADP
globalce-175	172	17	computed	computed	ADJ
globalce-175	172	18	tomography	tomography	NOUN
globalce-175	172	19	,	,	PUNCT
globalce-175	172	20	magnetic	magnetic	ADJ
globalce-175	172	21	resonance	resonance	NOUN
globalce-175	172	22	imaging	imaging	NOUN
globalce-175	172	23	and	and	CCONJ
globalce-175	172	24	clinical	clinical	ADJ
globalce-175	172	25	outcome	outcome	NOUN
globalce-175	172	26	in	in	ADP
globalce-175	172	27	acute	acute	ADJ
globalce-175	172	28	carbon	carbon	NOUN
globalce-175	172	29	monoxide	monoxide	NOUN
globalce-175	172	30	poisoning	poisoning	NOUN
globalce-175	172	31	.	.	PUNCT
globalce-175	173	1	rev	rev	PROPN
globalce-175	173	2	bras	bras	PROPN
globalce-175	173	3	anestesiol	anestesiol	PROPN
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globalce-175	173	5	.	.	PUNCT
globalce-175	174	1	doi	doi	NOUN
globalce-175	174	2	:	:	PUNCT
globalce-175	174	3	10.1016	10.1016	NUM
globalce-175	174	4	/	/	SYM
globalce-175	174	5	j.	j.	PROPN
globalce-175	174	6	bjane.2014.05.006	bjane.2014.05.006	PROPN
globalce-175	174	7	.	.	PROPN
globalce-175	174	8	6	6	NUM
globalce-175	174	9	.	.	PUNCT
globalce-175	174	10	parks	parks	PROPN
globalce-175	174	11	j	j	PROPN
globalce-175	174	12	and	and	CCONJ
globalce-175	174	13	worth	worth	ADJ
globalce-175	174	14	hg	hg	PROPN
globalce-175	174	15	.	.	PUNCT
globalce-175	175	1	carboxyhemoglobin	carboxyhemoglobin	PROPN
globalce-175	175	2	determination	determination	NOUN
globalce-175	175	3	by	by	ADP
globalce-175	175	4	second	second	ADJ
globalce-175	175	5	-	-	PUNCT
globalce-175	175	6	derivative	derivative	ADJ
globalce-175	175	7	spectroscopy	spectroscopy	NOUN
globalce-175	175	8	.	.	PUNCT
globalce-175	176	1	clin	clin	PROPN
globalce-175	176	2	chem	chem	PROPN
globalce-175	176	3	1985;31:279–281	1985;31:279–281	NOUN
globalce-175	176	4	.	.	PUNCT
globalce-175	177	1	7	7	X
globalce-175	177	2	.	.	X
globalce-175	177	3	huong	huong	PROPN
globalce-175	177	4	akc	akc	PROPN
globalce-175	177	5	,	,	PUNCT
globalce-175	177	6	mahmud	mahmud	PROPN
globalce-175	177	7	wmh	wmh	NOUN
globalce-175	177	8	,	,	PUNCT
globalce-175	177	9	tay	tay	PROPN
globalce-175	177	10	kg	kg	PROPN
globalce-175	177	11	,	,	PUNCT
globalce-175	177	12	et	et	PROPN
globalce-175	177	13	al	al	PROPN
globalce-175	177	14	.	.	PROPN
globalce-175	177	15	smoking	smoking	NOUN
globalce-175	177	16	status	status	NOUN
globalce-175	177	17	classification	classification	NOUN
globalce-175	177	18	by	by	ADP
globalce-175	177	19	optical	optical	ADJ
globalce-175	177	20	spectroscopy	spectroscopy	NOUN
globalce-175	177	21	and	and	CCONJ
globalce-175	177	22	partial	partial	ADJ
globalce-175	177	23	least	least	ADJ
globalce-175	177	24	square	square	ADJ
globalce-175	177	25	regression	regression	NOUN
globalce-175	177	26	,	,	PUNCT
globalce-175	177	27	j	j	PROPN
globalce-175	177	28	physics	physics	PROPN
globalce-175	177	29	:	:	PUNCT
globalce-175	177	30	conference	conference	NOUN
globalce-175	177	31	series	series	NOUN
globalce-175	177	32	2019;1372:012031	2019;1372:012031	NUM
globalce-175	177	33	.	.	PUNCT
globalce-175	178	1	doi	doi	NOUN
globalce-175	178	2	:	:	PUNCT
globalce-175	178	3	10.1088/1742	10.1088/1742	NUM
globalce-175	178	4	-	-	SYM
globalce-175	178	5	6596/1372/1/012031	6596/1372/1/012031	NOUN
globalce-175	178	6	.	.	NOUN
globalce-175	178	7	8	8	NUM
globalce-175	178	8	.	.	X
globalce-175	178	9	culnan	culnan	PROPN
globalce-175	178	10	dm	dm	PROPN
globalce-175	178	11	,	,	PUNCT
globalce-175	178	12	b.	b.	PROPN
globalce-175	178	13	craft	craft	PROPN
globalce-175	178	14	-	-	PUNCT
globalce-175	178	15	cffman	cffman	PROPN
globalce-175	178	16	b	b	PROPN
globalce-175	178	17	,	,	PUNCT
globalce-175	178	18	bitz	bitz	PROPN
globalce-175	178	19	gh	gh	PROPN
globalce-175	178	20	,	,	PUNCT
globalce-175	178	21	et	et	PROPN
globalce-175	178	22	al	al	PROPN
globalce-175	178	23	.	.	PROPN
globalce-175	178	24	carbon	carbon	NOUN
globalce-175	178	25	monoxide	monoxide	NOUN
globalce-175	178	26	and	and	CCONJ
globalce-175	178	27	cyanide	cyanide	NOUN
globalce-175	178	28	poisoning	poisoning	NOUN
globalce-175	178	29	in	in	ADP
globalce-175	178	30	the	the	DET
globalce-175	178	31	burned	burn	VERB
globalce-175	178	32	pregnant	pregnant	ADJ
globalce-175	178	33	patient	patient	NOUN
globalce-175	178	34	:	:	PUNCT
globalce-175	178	35	an	an	DET
globalce-175	178	36	indication	indication	NOUN
globalce-175	178	37	for	for	ADP
globalce-175	178	38	hyperbaric	hyperbaric	ADJ
globalce-175	178	39	oxygen	oxygen	NOUN
globalce-175	178	40	therapy	therapy	NOUN
globalce-175	178	41	.	.	PUNCT
globalce-175	179	1	ann	ann	PROPN
globalce-175	179	2	plast	plast	PROPN
globalce-175	179	3	surg	surg	PROPN
globalce-175	179	4	2018;80(s106).doi:10.1097/	2018;80(s106).doi:10.1097/	NUM
globalce-175	179	5	sap.0000000000001351	sap.0000000000001351	PROPN
globalce-175	179	6	.	.	PROPN
globalce-175	180	1	9	9	X
globalce-175	180	2	.	.	X
globalce-175	180	3	sumit	sumit	PROPN
globalce-175	180	4	a	a	PROPN
globalce-175	180	5	,	,	PUNCT
globalce-175	180	6	suresh	suresh	PROPN
globalce-175	180	7	t	t	PROPN
globalce-175	180	8	,	,	PUNCT
globalce-175	180	9	garikipat	garikipat	X
globalce-175	180	10	a	a	X
globalce-175	180	11	,	,	PUNCT
globalce-175	180	12	et	et	PROPN
globalce-175	180	13	al	al	PROPN
globalce-175	180	14	.	.	PROPN
globalce-175	180	15	modeling	model	VERB
globalce-175	180	16	combined	combine	VERB
globalce-175	180	17	ultrasound	ultrasound	NOUN
globalce-175	180	18	and	and	CCONJ
globalce-175	180	19	photoacoustic	photoacoustic	ADJ
globalce-175	180	20	imaging	imaging	NOUN
globalce-175	180	21	:	:	PUNCT
globalce-175	180	22	simulations	simulation	NOUN
globalce-175	180	23	aiding	aid	VERB
globalce-175	180	24	device	device	NOUN
globalce-175	180	25	development	development	NOUN
globalce-175	180	26	and	and	CCONJ
globalce-175	180	27	artificial	artificial	ADJ
globalce-175	180	28	intelligence	intelligence	NOUN
globalce-175	180	29	.	.	PUNCT
globalce-175	181	1	photoacoustics	photoacoustic	NOUN
globalce-175	181	2	2021;24	2021;24	PROPN
globalce-175	181	3	.	.	PUNCT
globalce-175	182	1	doi:10.1016	doi:10.1016	PROPN
globalce-175	182	2	/	/	SYM
globalce-175	182	3	j.pacs.2021.100304	j.pacs.2021.100304	PROPN
globalce-175	182	4	.	.	PUNCT
globalce-175	183	1	10	10	NUM
globalce-175	183	2	.	.	PUNCT
globalce-175	183	3	warrier	warrier	PROPN
globalce-175	183	4	gs	gs	PROPN
globalce-175	183	5	,	,	PUNCT
globalce-175	183	6	amirthalakshmi	amirthalakshmi	PROPN
globalce-175	183	7	tm	tm	PROPN
globalce-175	183	8	,	,	PUNCT
globalce-175	183	9	nimala	nimala	PROPN
globalce-175	184	1	k	k	NOUN
globalce-175	184	2	,	,	PUNCT
globalce-175	184	3	et	et	PROPN
globalce-175	184	4	al	al	PROPN
globalce-175	184	5	.	.	PROPN
globalce-175	184	6	automated	automate	VERB
globalce-175	184	7	recognition	recognition	NOUN
globalce-175	184	8	of	of	ADP
globalce-175	184	9	cancer	cancer	NOUN
globalce-175	184	10	tissues	tissue	NOUN
globalce-175	184	11	through	through	ADP
globalce-175	184	12	deep	deep	ADJ
globalce-175	184	13	learning	learning	NOUN
globalce-175	184	14	framework	framework	NOUN
globalce-175	184	15	from	from	ADP
globalce-175	184	16	the	the	DET
globalce-175	184	17	photoacoustic	photoacoustic	ADJ
globalce-175	184	18	specimen	speciman	NOUN
globalce-175	184	19	.	.	PUNCT
globalce-175	185	1	contrast	contrast	NOUN
globalce-175	185	2	media	medium	NOUN
globalce-175	185	3	molecular	molecular	ADJ
globalce-175	185	4	imag	imag	PROPN
globalce-175	185	5	2022	2022	NUM
globalce-175	185	6	.	.	PUNCT
globalce-175	186	1	doi	doi	NOUN
globalce-175	186	2	:	:	PUNCT
globalce-175	186	3	10.1155/2022/4356744	10.1155/2022/4356744	NUM
globalce-175	186	4	11	11	NUM
globalce-175	186	5	.	.	PUNCT
globalce-175	187	1	mohajerani	mohajerani	PROPN
globalce-175	187	2	p	p	PROPN
globalce-175	187	3	,	,	PUNCT
globalce-175	187	4	aguirre	aguirre	PROPN
globalce-175	187	5	j	j	PROPN
globalce-175	187	6	,	,	PUNCT
globalce-175	187	7	omar	omar	PROPN
globalce-175	187	8	m	m	PROPN
globalce-175	187	9	,	,	PUNCT
globalce-175	187	10	et	et	PROPN
globalce-175	187	11	al	al	PROPN
globalce-175	187	12	.	.	PROPN
globalce-175	187	13	machine	machine	NOUN
globalce-175	187	14	-	-	PUNCT
globalce-175	187	15	learning	learn	VERB
globalce-175	187	16	powered	powered	ADJ
globalce-175	187	17	optoacoustic	optoacoustic	ADJ
globalce-175	187	18	sensor	sensor	NOUN
globalce-175	187	19	for	for	ADP
globalce-175	187	20	diabetes	diabetes	NOUN
globalce-175	187	21	progression	progression	NOUN
globalce-175	187	22	.	.	PUNCT
globalce-175	188	1	medrxiv	medrxiv	X
globalce-175	188	2	.	.	PUNCT
globalce-175	188	3	2021	2021	NUM
globalce-175	188	4	.	.	PUNCT
globalce-175	189	1	doi:10.1101/2021.03.17.21253779	doi:10.1101/2021.03.17.21253779	PROPN
globalce-175	189	2	45	45	NUM
globalce-175	189	3	j	j	PROPN
globalce-175	189	4	global	global	ADJ
globalce-175	189	5	clinical	clinical	ADJ
globalce-175	189	6	engineering	engineering	PROPN
globalce-175	189	7	vol.6	vol.6	PROPN
globalce-175	189	8	issue	issue	NOUN
globalce-175	189	9	3	3	NUM
globalce-175	189	10	:	:	SYM
globalce-175	189	11	2024	2024	NUM
globalce-175	189	12	chua	chua	PROPN
globalce-175	189	13	and	and	CCONJ
globalce-175	189	14	huong	huong	PROPN
globalce-175	189	15	:	:	PUNCT
globalce-175	189	16	deep	deep	ADJ
globalce-175	189	17	learning	learning	NOUN
globalce-175	189	18	and	and	CCONJ
globalce-175	189	19	photoacoustic	photoacoustic	ADJ
globalce-175	189	20	technology	technology	NOUN
globalce-175	189	21	for	for	ADP
globalce-175	189	22	microcirculation	microcirculation	NOUN
globalce-175	189	23	classification	classification	NOUN
globalce-175	189	24	:	:	PUNCT
globalce-175	189	25	comparison	comparison	NOUN
globalce-175	189	26	between	between	ADP
globalce-175	189	27	smoking	smoking	NOUN
globalce-175	189	28	and	and	CCONJ
globalce-175	189	29	nonsmoking	nonsmoke	VERB
globalce-175	189	30	groups	group	NOUN
globalce-175	189	31	12	12	NUM
globalce-175	189	32	.	.	PUNCT
globalce-175	190	1	liakat	liakat	PROPN
globalce-175	190	2	s	s	PROPN
globalce-175	190	3	,	,	PUNCT
globalce-175	190	4	bors	bors	PROPN
globalce-175	190	5	ka	ka	PROPN
globalce-175	190	6	,	,	PUNCT
globalce-175	190	7	xu	xu	PROPN
globalce-175	191	1	l	l	PROPN
globalce-175	191	2	,	,	PUNCT
globalce-175	191	3	et	et	PROPN
globalce-175	191	4	al	al	PROPN
globalce-175	191	5	.	.	PROPN
globalce-175	191	6	noninvasive	noninvasive	VERB
globalce-175	191	7	in	in	ADP
globalce-175	191	8	vivo	vivo	ADJ
globalce-175	191	9	glucose	glucose	NOUN
globalce-175	191	10	sensing	sense	VERB
globalce-175	191	11	on	on	ADP
globalce-175	191	12	human	human	ADJ
globalce-175	191	13	subjects	subject	NOUN
globalce-175	191	14	using	use	VERB
globalce-175	191	15	mid	mid	ADJ
globalce-175	191	16	-	-	ADJ
globalce-175	191	17	infrared	infrared	ADJ
globalce-175	191	18	light	light	NOUN
globalce-175	191	19	.	.	PUNCT
globalce-175	192	1	biomed	biome	VERB
globalce-175	192	2	opt	opt	PROPN
globalce-175	192	3	express	express	NOUN
globalce-175	192	4	.	.	PUNCT
globalce-175	193	1	2014;5:2397–2404	2014;5:2397–2404	NOUN
globalce-175	193	2	.	.	PUNCT
globalce-175	194	1	doi	doi	NOUN
globalce-175	194	2	:	:	PUNCT
globalce-175	194	3	10.1364	10.1364	NUM
globalce-175	194	4	/	/	SYM
globalce-175	194	5	boe.5.002397	boe.5.002397	NOUN
globalce-175	194	6	.	.	NOUN
globalce-175	194	7	13	13	NUM
globalce-175	194	8	.	.	PUNCT
globalce-175	195	1	sei	sei	PROPN
globalce-175	195	2	k	k	PROPN
globalce-175	195	3	,	,	PUNCT
globalce-175	195	4	fujita	fujita	PROPN
globalce-175	195	5	m	m	PROPN
globalce-175	195	6	,	,	PUNCT
globalce-175	195	7	hirasawa	hirasawa	PROPN
globalce-175	195	8	t	t	PROPN
globalce-175	195	9	,	,	PUNCT
globalce-175	195	10	et	et	PROPN
globalce-175	195	11	al	al	PROPN
globalce-175	195	12	.	.	PROPN
globalce-175	195	13	measurement	measurement	NOUN
globalce-175	195	14	of	of	ADP
globalce-175	195	15	bloodoxygen	bloodoxygen	NOUN
globalce-175	195	16	saturation	saturation	NOUN
globalce-175	195	17	using	use	VERB
globalce-175	195	18	a	a	DET
globalce-175	195	19	photoacoustic	photoacoustic	ADJ
globalce-175	195	20	technique	technique	NOUN
globalce-175	195	21	in	in	ADP
globalce-175	195	22	the	the	DET
globalce-175	195	23	rabbit	rabbit	NOUN
globalce-175	195	24	hypoxemia	hypoxemia	PROPN
globalce-175	195	25	model	model	PROPN
globalce-175	195	26	.	.	PUNCT
globalce-175	196	1	j	j	PROPN
globalce-175	196	2	clin	clin	PROPN
globalce-175	196	3	monitor	monitor	PROPN
globalce-175	196	4	comput	comput	NOUN
globalce-175	196	5	.	.	PUNCT
globalce-175	197	1	2018;33:269–279	2018;33:269–279	NOUN
globalce-175	197	2	.	.	PUNCT
globalce-175	198	1	doi	doi	NOUN
globalce-175	198	2	:	:	PUNCT
globalce-175	198	3	0.1007	0.1007	NUM
globalce-175	198	4	/	/	SYM
globalce-175	198	5	s10877	s10877	PROPN
globalce-175	198	6	-	-	PUNCT
globalce-175	198	7	018	018	NUM
globalce-175	198	8	-	-	PUNCT
globalce-175	198	9	0166	0166	NUM
globalce-175	198	10	-	-	PUNCT
globalce-175	198	11	8	8	NUM
globalce-175	198	12	.	.	PUNCT
globalce-175	198	13	14	14	NUM
globalce-175	198	14	.	.	PUNCT
globalce-175	199	1	nguyen	nguyen	PROPN
globalce-175	199	2	dd	dd	PROPN
globalce-175	199	3	,	,	PUNCT
globalce-175	199	4	pang	pang	PROPN
globalce-175	199	5	jy	jy	PROPN
globalce-175	199	6	,	,	PUNCT
globalce-175	199	7	madill	madill	PROPN
globalce-175	199	8	c	c	PROPN
globalce-175	199	9	,	,	PUNCT
globalce-175	199	10	et	et	PROPN
globalce-175	199	11	al	al	PROPN
globalce-175	199	12	.	.	PUNCT
globalce-175	199	13	effects	effect	NOUN
globalce-175	199	14	of	of	ADP
globalce-175	199	15	445	445	NUM
globalce-175	199	16	-	-	PUNCT
globalce-175	199	17	nm	nm	NOUN
globalce-175	199	18	laser	laser	NOUN
globalce-175	199	19	on	on	ADP
globalce-175	199	20	vessels	vessel	NOUN
globalce-175	199	21	of	of	ADP
globalce-175	199	22	chick	chick	ADJ
globalce-175	199	23	chorioallantoic	chorioallantoic	ADJ
globalce-175	199	24	membrane	membrane	NOUN
globalce-175	199	25	with	with	ADP
globalce-175	199	26	implications	implication	NOUN
globalce-175	199	27	to	to	ADP
globalce-175	199	28	microlaryngeal	microlaryngeal	ADJ
globalce-175	199	29	laser	laser	NOUN
globalce-175	199	30	surgery	surgery	NOUN
globalce-175	199	31	.	.	PUNCT
globalce-175	200	1	laryngoscope	laryngoscope	NOUN
globalce-175	200	2	2021;131	2021;131	NUM
globalce-175	200	3	.	.	PUNCT
globalce-175	201	1	doi	doi	NOUN
globalce-175	201	2	:	:	PUNCT
globalce-175	201	3	10.1002	10.1002	NUM
globalce-175	201	4	/	/	SYM
globalce-175	201	5	lary.29354	lary.29354	PROPN
globalce-175	201	6	.	.	NOUN
globalce-175	201	7	15	15	NUM
globalce-175	201	8	.	.	PUNCT
globalce-175	202	1	friedmann	friedmann	PROPN
globalce-175	202	2	d	d	PROPN
globalce-175	202	3	and	and	CCONJ
globalce-175	202	4	verma	verma	PROPN
globalce-175	202	5	kk	kk	PROPN
globalce-175	202	6	.	.	PROPN
globalce-175	202	7	enhanced	enhance	VERB
globalce-175	202	8	perception	perception	NOUN
globalce-175	202	9	of	of	ADP
globalce-175	202	10	deoxygenated	deoxygenate	VERB
globalce-175	202	11	hemoglobin	hemoglobin	NOUN
globalce-175	202	12	for	for	ADP
globalce-175	202	13	the	the	DET
globalce-175	202	14	visualization	visualization	NOUN
globalce-175	202	15	of	of	ADP
globalce-175	202	16	lowerextremity	lowerextremity	NOUN
globalce-175	202	17	reticular	reticular	ADJ
globalce-175	202	18	veins	vein	NOUN
globalce-175	202	19	.	.	PUNCT
globalce-175	203	1	dermatol	dermatol	NOUN
globalce-175	203	2	surg	surg	NOUN
globalce-175	203	3	2024;50(2):207	2024;50(2):207	NOUN
globalce-175	203	4	–	–	PUNCT
globalce-175	203	5	209	209	NUM
globalce-175	203	6	.	.	PUNCT
globalce-175	204	1	doi	doi	NOUN
globalce-175	204	2	:	:	PUNCT
globalce-175	204	3	10.1097	10.1097	NUM
globalce-175	204	4	/	/	SYM
globalce-175	204	5	dss.0000000000003974	dss.0000000000003974	NUM
globalce-175	204	6	.	.	PUNCT
globalce-175	205	1	16	16	NUM
globalce-175	205	2	.	.	PUNCT
globalce-175	206	1	azizah	azizah	PROPN
globalce-175	206	2	rn	rn	PROPN
globalce-175	206	3	,	,	PUNCT
globalce-175	206	4	puspitasari	puspitasari	VERB
globalce-175	206	5	a	a	PRON
globalce-175	206	6	and	and	CCONJ
globalce-175	206	7	lestari	lestari	PROPN
globalce-175	206	8	i.	i.	PROPN
globalce-175	206	9	relationship	relationship	PROPN
globalce-175	206	10	of	of	ADP
globalce-175	206	11	carboxyhemoglobin	carboxyhemoglobin	PROPN
globalce-175	206	12	(	(	PUNCT
globalce-175	206	13	cohb	cohb	ADJ
globalce-175	206	14	)	)	PUNCT
globalce-175	206	15	and	and	CCONJ
globalce-175	206	16	hemoglobin	hemoglobin	NOUN
globalce-175	206	17	(	(	PUNCT
globalce-175	206	18	hb	hb	PROPN
globalce-175	206	19	)	)	PUNCT
globalce-175	206	20	levels	level	NOUN
globalce-175	206	21	in	in	ADP
globalce-175	206	22	active	active	ADJ
globalce-175	206	23	smokers	smoker	NOUN
globalce-175	206	24	in	in	ADP
globalce-175	206	25	gresik	gresik	PROPN
globalce-175	206	26	regency	regency	PROPN
globalce-175	206	27	.	.	PUNCT
globalce-175	207	1	internat	internat	PROPN
globalce-175	208	1	j	j	PROPN
globalce-175	208	2	adv	adv	PROPN
globalce-175	208	3	health	health	PROPN
globalce-175	208	4	sci	sci	PROPN
globalce-175	208	5	technol	technol	PROPN
globalce-175	208	6	2024;4(1):8–11	2024;4(1):8–11	PROPN
globalce-175	208	7	.	.	PUNCT
globalce-175	209	1	doi	doi	NOUN
globalce-175	209	2	:	:	PUNCT
globalce-175	209	3	10.35882/	10.35882/	NUM
globalce-175	209	4	ijahst.v4i1.291	ijahst.v4i1.291	PROPN
globalce-175	209	5	.	.	PROPN
globalce-175	210	1	17	17	NUM
globalce-175	210	2	.	.	PUNCT
globalce-175	211	1	low	low	PROPN
globalce-175	211	2	bh	bh	PROPN
globalce-175	211	3	,	,	PUNCT
globalce-175	211	4	lin	lin	PROPN
globalce-175	211	5	yd	yd	PROPN
globalce-175	211	6	,	,	PUNCT
globalce-175	211	7	huang	huang	PROPN
globalce-175	211	8	bw	bw	PROPN
globalce-175	211	9	,	,	PUNCT
globalce-175	211	10	et	et	PROPN
globalce-175	211	11	al	al	PROPN
globalce-175	211	12	.	.	PROPN
globalce-175	212	1	impaired	impair	VERB
globalce-175	212	2	microvascular	microvascular	ADJ
globalce-175	212	3	response	response	NOUN
globalce-175	212	4	to	to	ADP
globalce-175	212	5	muscle	muscle	NOUN
globalce-175	212	6	stretching	stretch	VERB
globalce-175	212	7	in	in	ADP
globalce-175	212	8	chronic	chronic	ADJ
globalce-175	212	9	smokers	smoker	NOUN
globalce-175	212	10	with	with	ADP
globalce-175	212	11	type	type	NOUN
globalce-175	212	12	2	2	NUM
globalce-175	212	13	diabetes	diabetes	NOUN
globalce-175	212	14	.	.	PUNCT
globalce-175	213	1	frontier	frontier	NOUN
globalce-175	213	2	bioengineerin	bioengineerin	PROPN
globalce-175	213	3	biotechnol	biotechnol	PROPN
globalce-175	213	4	:	:	PUNCT
globalce-175	213	5	section	section	NOUN
globalce-175	213	6	biomechanics	biomechanic	NOUN
globalce-175	213	7	2020;8	2020;8	X
globalce-175	213	8	.	.	PUNCT
globalce-175	214	1	doi	doi	NOUN
globalce-175	214	2	:	:	PUNCT
globalce-175	214	3	10.3389/	10.3389/	NUM
globalce-175	214	4	fbioe.2020.00602	fbioe.2020.00602	NOUN
globalce-175	214	5	.	.	PUNCT
globalce-175	215	1	18	18	NUM
globalce-175	215	2	.	.	X
globalce-175	215	3	hashimoto	hashimoto	NOUN
globalce-175	215	4	h.	h.	PROPN
globalce-175	215	5	impaired	impair	VERB
globalce-175	215	6	microvascular	microvascular	NOUN
globalce-175	215	7	vasodilator	vasodilator	NOUN
globalce-175	215	8	reserve	reserve	NOUN
globalce-175	215	9	in	in	ADP
globalce-175	215	10	chronic	chronic	ADJ
globalce-175	215	11	cigarette	cigarette	NOUN
globalce-175	215	12	smokers	smoker	NOUN
globalce-175	215	13	:	:	PUNCT
globalce-175	215	14	a	a	DET
globalce-175	215	15	study	study	NOUN
globalce-175	215	16	of	of	ADP
globalce-175	215	17	postocclusive	postocclusive	ADJ
globalce-175	215	18	reactive	reactive	ADJ
globalce-175	215	19	hyperemia	hyperemia	NOUN
globalce-175	215	20	in	in	ADP
globalce-175	215	21	the	the	DET
globalce-175	215	22	human	human	ADJ
globalce-175	215	23	finger	finger	NOUN
globalce-175	215	24	.	.	PUNCT
globalce-175	216	1	japan	japan	PROPN
globalce-175	216	2	circulat	circulat	PROPN
globalce-175	216	3	j	j	PROPN
globalce-175	216	4	1994;58:29–33	1994;58:29–33	PROPN
globalce-175	216	5	.	.	PUNCT