id	sid	tid	token	lemma	pos
cana-2349	1	1	communications	communication	NOUN
cana-2349	1	2	on	on	ADP
cana-2349	1	3	applied	apply	VERB
cana-2349	1	4	nonlinear	nonlinear	ADJ
cana-2349	1	5	analysis	analysis	NOUN
cana-2349	1	6	issn	issn	NOUN
cana-2349	1	7	:	:	PUNCT
cana-2349	1	8	1074	1074	NUM
cana-2349	1	9	-	-	PUNCT
cana-2349	1	10	133x	133x	NUM
cana-2349	1	11	vol	vol	NOUN
cana-2349	1	12	32	32	NUM
cana-2349	1	13	no	no	NOUN
cana-2349	1	14	.	.	PUNCT
cana-2349	2	1	2s	2s	NUM
cana-2349	2	2	(	(	PUNCT
cana-2349	2	3	2025	2025	NUM
cana-2349	2	4	)	)	PUNCT
cana-2349	2	5	241	241	NUM
cana-2349	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	2	7	hybrid	hybrid	ADJ
cana-2349	2	8	machine	machine	NOUN
cana-2349	2	9	learning	learn	VERB
cana-2349	2	10	approach	approach	NOUN
cana-2349	2	11	for	for	ADP
cana-2349	2	12	early	early	ADJ
cana-2349	2	13	stroke	stroke	NOUN
cana-2349	2	14	prediction	prediction	NOUN
cana-2349	2	15	in	in	ADP
cana-2349	2	16	elderly	elderly	ADJ
cana-2349	2	17	people	people	NOUN
cana-2349	2	18	dr.p.divya1	dr.p.divya1	PROPN
cana-2349	2	19	,	,	PUNCT
cana-2349	2	20	dr.k.lakshmi	dr.k.lakshmi	PROPN
cana-2349	2	21	prabha2	prabha2	NOUN
cana-2349	2	22	,	,	PUNCT
cana-2349	2	23	dr.b.aruna	dr.b.aruna	X
cana-2349	2	24	devi3	devi3	NOUN
cana-2349	2	25	,	,	PUNCT
cana-2349	2	26	v.vinoth	v.vinoth	ADJ
cana-2349	2	27	kumar4	kumar4	PROPN
cana-2349	2	28	,	,	PUNCT
cana-2349	2	29	k.balaji5	k.balaji5	PROPN
cana-2349	2	30	,	,	PUNCT
cana-2349	2	31	dr	dr	PROPN
cana-2349	2	32	.	.	PROPN
cana-2349	2	33	c.ezhilazhagan6	c.ezhilazhagan6	PROPN
cana-2349	2	34	,	,	PUNCT
cana-2349	2	35	dr.r.senthil	dr.r.senthil	ADJ
cana-2349	2	36	ganesh7	ganesh7	NOUN
cana-2349	2	37	1assistant	1assistant	NUM
cana-2349	2	38	professor	professor	NOUN
cana-2349	2	39	,	,	PUNCT
cana-2349	2	40	ece	ece	PROPN
cana-2349	2	41	,	,	PUNCT
cana-2349	2	42	sri	sri	PROPN
cana-2349	2	43	krishna	krishna	PROPN
cana-2349	2	44	college	college	PROPN
cana-2349	2	45	of	of	ADP
cana-2349	2	46	technology	technology	NOUN
cana-2349	2	47	,	,	PUNCT
cana-2349	2	48	coimbatore	coimbatore	PROPN
cana-2349	2	49	,	,	PUNCT
cana-2349	2	50	email	email	NOUN
cana-2349	2	51	:	:	PUNCT
cana-2349	2	52	p.divya@skct.edu.in	p.divya@skct.edu.in	PROPN
cana-2349	2	53	2head	2head	NUM
cana-2349	2	54	&	&	CCONJ
cana-2349	2	55	associate	associate	PROPN
cana-2349	2	56	professor	professor	NOUN
cana-2349	2	57	,	,	PUNCT
cana-2349	2	58	department	department	PROPN
cana-2349	2	59	of	of	ADP
cana-2349	2	60	ece	ece	PROPN
cana-2349	2	61	(	(	PUNCT
cana-2349	2	62	acs	acs	PROPN
cana-2349	2	63	)	)	PUNCT
cana-2349	2	64	,	,	PUNCT
cana-2349	2	65	chennai	chennai	PROPN
cana-2349	2	66	institute	institute	PROPN
cana-2349	2	67	of	of	ADP
cana-2349	2	68	technology	technology	PROPN
cana-2349	2	69	,	,	PUNCT
cana-2349	2	70	kundrathur	kundrathur	NOUN
cana-2349	2	71	,	,	PUNCT
cana-2349	2	72	email:lakshmisslp@gmail.com	email:lakshmisslp@gmail.com	PROPN
cana-2349	2	73	3professor	3professor	NUM
cana-2349	2	74	,	,	PUNCT
cana-2349	2	75	department	department	NOUN
cana-2349	2	76	of	of	ADP
cana-2349	2	77	ece	ece	PROPN
cana-2349	2	78	,	,	PUNCT
cana-2349	2	79	dr	dr	PROPN
cana-2349	2	80	ngp	ngp	PROPN
cana-2349	2	81	institute	institute	PROPN
cana-2349	2	82	of	of	ADP
cana-2349	2	83	technology	technology	PROPN
cana-2349	2	84	,	,	PUNCT
cana-2349	2	85	coimbatore	coimbatore	PROPN
cana-2349	2	86	,	,	PUNCT
cana-2349	2	87	email:arunadevi@drngpit.ac.in	email:arunadevi@drngpit.ac.in	NOUN
cana-2349	2	88	4assistant	4assistant	NUM
cana-2349	2	89	professor	professor	NOUN
cana-2349	2	90	,	,	PUNCT
cana-2349	2	91	department	department	PROPN
cana-2349	2	92	of	of	ADP
cana-2349	2	93	ece	ece	PROPN
cana-2349	2	94	,	,	PUNCT
cana-2349	2	95	vel	vel	PROPN
cana-2349	2	96	tech	tech	PROPN
cana-2349	2	97	rangarajan	rangarajan	PROPN
cana-2349	2	98	dr	dr	PROPN
cana-2349	2	99	.	.	PROPN
cana-2349	2	100	sagunthala	sagunthala	PROPN
cana-2349	2	101	r&d	r&d	PROPN
cana-2349	2	102	institute	institute	PROPN
cana-2349	2	103	of	of	ADP
cana-2349	2	104	science	science	NOUN
cana-2349	2	105	and	and	CCONJ
cana-2349	2	106	technology	technology	NOUN
cana-2349	2	107	,	,	PUNCT
cana-2349	2	108	chennai	chennai	PROPN
cana-2349	2	109	,	,	PUNCT
cana-2349	2	110	email:icevinoth@gmail.com	email:icevinoth@gmail.com	X
cana-2349	3	1	5assistant	5assistant	NUM
cana-2349	3	2	professor	professor	NOUN
cana-2349	3	3	,	,	PUNCT
cana-2349	3	4	department	department	NOUN
cana-2349	3	5	of	of	ADP
cana-2349	3	6	ai&ds	ai&ds	PROPN
cana-2349	3	7	,	,	PUNCT
cana-2349	3	8	sri	sri	PROPN
cana-2349	3	9	krishna	krishna	PROPN
cana-2349	3	10	college	college	PROPN
cana-2349	3	11	of	of	ADP
cana-2349	3	12	engineering	engineering	NOUN
cana-2349	3	13	and	and	CCONJ
cana-2349	3	14	technology	technology	NOUN
cana-2349	3	15	,	,	PUNCT
cana-2349	3	16	coimbatore	coimbatore	NOUN
cana-2349	3	17	balajisparklers@gmail.com	balajisparklers@gmail.com	X
cana-2349	4	1	6assistant	6assistant	NUM
cana-2349	4	2	professor	professor	NOUN
cana-2349	4	3	,	,	PUNCT
cana-2349	4	4	department	department	PROPN
cana-2349	4	5	of	of	ADP
cana-2349	4	6	ece	ece	PROPN
cana-2349	4	7	,	,	PUNCT
cana-2349	4	8	vel	vel	PROPN
cana-2349	4	9	tech	tech	PROPN
cana-2349	4	10	rangarajan	rangarajan	PROPN
cana-2349	4	11	dr	dr	PROPN
cana-2349	4	12	.	.	PROPN
cana-2349	4	13	sagunthala	sagunthala	PROPN
cana-2349	4	14	r&d	r&d	PROPN
cana-2349	4	15	institute	institute	PROPN
cana-2349	4	16	of	of	ADP
cana-2349	4	17	science	science	NOUN
cana-2349	4	18	and	and	CCONJ
cana-2349	4	19	technology	technology	NOUN
cana-2349	4	20	,	,	PUNCT
cana-2349	4	21	chennai	chennai	PROPN
cana-2349	4	22	,	,	PUNCT
cana-2349	4	23	email:ezhisang20@gmail.com	email:ezhisang20@gmail.com	PROPN
cana-2349	4	24	7associate	7associate	NUM
cana-2349	4	25	professor	professor	NOUN
cana-2349	4	26	,	,	PUNCT
cana-2349	4	27	department	department	PROPN
cana-2349	4	28	of	of	ADP
cana-2349	4	29	ece	ece	PROPN
cana-2349	4	30	,	,	PUNCT
cana-2349	4	31	sri	sri	PROPN
cana-2349	4	32	krishna	krishna	PROPN
cana-2349	4	33	college	college	PROPN
cana-2349	4	34	of	of	ADP
cana-2349	4	35	engineering	engineering	NOUN
cana-2349	4	36	and	and	CCONJ
cana-2349	4	37	technology	technology	NOUN
cana-2349	4	38	,	,	PUNCT
cana-2349	4	39	coimbatore	coimbatore	PROPN
cana-2349	4	40	drsenthilganesh@gmail.com	drsenthilganesh@gmail.com	PROPN
cana-2349	4	41	article	article	NOUN
cana-2349	4	42	history	history	NOUN
cana-2349	4	43	:	:	PUNCT
cana-2349	4	44	received	receive	VERB
cana-2349	4	45	:	:	PUNCT
cana-2349	4	46	11	11	NUM
cana-2349	4	47	-	-	SYM
cana-2349	4	48	09	09	NUM
cana-2349	4	49	-	-	PUNCT
cana-2349	4	50	2024	2024	NUM
cana-2349	4	51	revised	revise	VERB
cana-2349	4	52	:	:	PUNCT
cana-2349	4	53	19	19	NUM
cana-2349	4	54	-	-	SYM
cana-2349	4	55	10	10	NUM
cana-2349	4	56	-	-	PUNCT
cana-2349	4	57	2024	2024	NUM
cana-2349	4	58	accepted	accept	VERB
cana-2349	4	59	:	:	PUNCT
cana-2349	4	60	28	28	NUM
cana-2349	4	61	-	-	SYM
cana-2349	4	62	10	10	NUM
cana-2349	4	63	-	-	PUNCT
cana-2349	4	64	2024	2024	NUM
cana-2349	4	65	abstract	abstract	NOUN
cana-2349	4	66	:	:	PUNCT
cana-2349	4	67	stroke	stroke	NOUN
cana-2349	4	68	represents	represent	VERB
cana-2349	4	69	a	a	DET
cana-2349	4	70	significant	significant	ADJ
cana-2349	4	71	global	global	ADJ
cana-2349	4	72	health	health	NOUN
cana-2349	4	73	challenge	challenge	NOUN
cana-2349	4	74	,	,	PUNCT
cana-2349	4	75	often	often	ADV
cana-2349	4	76	leading	lead	VERB
cana-2349	4	77	to	to	ADP
cana-2349	4	78	severe	severe	ADJ
cana-2349	4	79	disability	disability	NOUN
cana-2349	4	80	and	and	CCONJ
cana-2349	4	81	mortality	mortality	NOUN
cana-2349	4	82	.	.	PUNCT
cana-2349	5	1	the	the	DET
cana-2349	5	2	timely	timely	ADJ
cana-2349	5	3	prediction	prediction	NOUN
cana-2349	5	4	and	and	CCONJ
cana-2349	5	5	intervention	intervention	NOUN
cana-2349	5	6	of	of	ADP
cana-2349	5	7	stroke	stroke	NOUN
cana-2349	5	8	are	be	AUX
cana-2349	5	9	paramount	paramount	ADJ
cana-2349	5	10	in	in	ADP
cana-2349	5	11	enhancing	enhance	VERB
cana-2349	5	12	patient	patient	ADJ
cana-2349	5	13	outcomes	outcome	NOUN
cana-2349	5	14	and	and	CCONJ
cana-2349	5	15	reducing	reduce	VERB
cana-2349	5	16	healthcare	healthcare	NOUN
cana-2349	5	17	burdens	burden	NOUN
cana-2349	5	18	.	.	PUNCT
cana-2349	6	1	this	this	DET
cana-2349	6	2	project	project	NOUN
cana-2349	6	3	proposes	propose	VERB
cana-2349	6	4	a	a	DET
cana-2349	6	5	machine	machine	NOUN
cana-2349	6	6	learning	learning	NOUN
cana-2349	6	7	-	-	PUNCT
cana-2349	6	8	based	base	VERB
cana-2349	6	9	approach	approach	NOUN
cana-2349	6	10	to	to	PART
cana-2349	6	11	predict	predict	VERB
cana-2349	6	12	stroke	stroke	NOUN
cana-2349	6	13	risk	risk	NOUN
cana-2349	6	14	using	use	VERB
cana-2349	6	15	multi	multi	ADJ
cana-2349	6	16	-	-	ADJ
cana-2349	6	17	modal	modal	ADJ
cana-2349	6	18	biosignals	biosignal	NOUN
cana-2349	6	19	,	,	PUNCT
cana-2349	6	20	specifically	specifically	ADV
cana-2349	6	21	electrocardiogram	electrocardiogram	NOUN
cana-2349	6	22	(	(	PUNCT
cana-2349	6	23	ecg	ecg	PROPN
cana-2349	6	24	)	)	PUNCT
cana-2349	6	25	data	datum	NOUN
cana-2349	6	26	.	.	PUNCT
cana-2349	7	1	by	by	ADP
cana-2349	7	2	leveraging	leverage	VERB
cana-2349	7	3	advanced	advanced	ADJ
cana-2349	7	4	algorithms	algorithm	NOUN
cana-2349	7	5	,	,	PUNCT
cana-2349	7	6	including	include	VERB
cana-2349	7	7	convolutional	convolutional	ADJ
cana-2349	7	8	neural	neural	ADJ
cana-2349	7	9	networks	network	NOUN
cana-2349	7	10	(	(	PUNCT
cana-2349	7	11	cnns	cnns	PROPN
cana-2349	7	12	)	)	PUNCT
cana-2349	7	13	and	and	CCONJ
cana-2349	7	14	long	long	ADJ
cana-2349	7	15	short	short	ADJ
cana-2349	7	16	-	-	PUNCT
cana-2349	7	17	term	term	NOUN
cana-2349	7	18	memory	memory	NOUN
cana-2349	7	19	(	(	PUNCT
cana-2349	7	20	lstm	lstm	NOUN
cana-2349	7	21	)	)	PUNCT
cana-2349	7	22	networks	network	NOUN
cana-2349	7	23	,	,	PUNCT
cana-2349	7	24	the	the	DET
cana-2349	7	25	system	system	NOUN
cana-2349	7	26	aims	aim	VERB
cana-2349	7	27	to	to	PART
cana-2349	7	28	classify	classify	VERB
cana-2349	7	29	patient	patient	ADJ
cana-2349	7	30	health	health	NOUN
cana-2349	7	31	data	datum	NOUN
cana-2349	7	32	into	into	ADP
cana-2349	7	33	critical	critical	ADJ
cana-2349	7	34	risk	risk	NOUN
cana-2349	7	35	categories	category	NOUN
cana-2349	7	36	such	such	ADJ
cana-2349	7	37	as	as	ADP
cana-2349	7	38	normal	normal	ADJ
cana-2349	7	39	,	,	PUNCT
cana-2349	7	40	abnormal	abnormal	ADJ
cana-2349	7	41	,	,	PUNCT
cana-2349	7	42	ischemic	ischemic	ADJ
cana-2349	7	43	,	,	PUNCT
cana-2349	7	44	and	and	CCONJ
cana-2349	7	45	hemorrhagic	hemorrhagic	NOUN
cana-2349	7	46	.	.	PUNCT
cana-2349	8	1	the	the	DET
cana-2349	8	2	study	study	NOUN
cana-2349	8	3	utilizes	utilize	VERB
cana-2349	8	4	a	a	DET
cana-2349	8	5	comprehensive	comprehensive	ADJ
cana-2349	8	6	dataset	dataset	NOUN
cana-2349	8	7	consisting	consist	VERB
cana-2349	8	8	of	of	ADP
cana-2349	8	9	ecg	ecg	PROPN
cana-2349	8	10	signals	signal	NOUN
cana-2349	8	11	and	and	CCONJ
cana-2349	8	12	incorporates	incorporate	VERB
cana-2349	8	13	techniques	technique	NOUN
cana-2349	8	14	for	for	ADP
cana-2349	8	15	data	datum	NOUN
cana-2349	8	16	preprocessing	preprocessing	NOUN
cana-2349	8	17	,	,	PUNCT
cana-2349	8	18	class	class	NOUN
cana-2349	8	19	balancing	balancing	NOUN
cana-2349	8	20	,	,	PUNCT
cana-2349	8	21	and	and	CCONJ
cana-2349	8	22	feature	feature	NOUN
cana-2349	8	23	extraction	extraction	NOUN
cana-2349	8	24	.	.	PUNCT
cana-2349	9	1	the	the	DET
cana-2349	9	2	predictive	predictive	ADJ
cana-2349	9	3	model	model	NOUN
cana-2349	9	4	is	be	AUX
cana-2349	9	5	trained	train	VERB
cana-2349	9	6	and	and	CCONJ
cana-2349	9	7	validated	validate	VERB
cana-2349	9	8	using	use	VERB
cana-2349	9	9	robust	robust	ADJ
cana-2349	9	10	evaluation	evaluation	NOUN
cana-2349	9	11	metrics	metric	NOUN
cana-2349	9	12	,	,	PUNCT
cana-2349	9	13	including	include	VERB
cana-2349	9	14	accuracy	accuracy	NOUN
cana-2349	9	15	,	,	PUNCT
cana-2349	9	16	precision	precision	NOUN
cana-2349	9	17	,	,	PUNCT
cana-2349	9	18	recall	recall	NOUN
cana-2349	9	19	,	,	PUNCT
cana-2349	9	20	and	and	CCONJ
cana-2349	9	21	f1	f1	NOUN
cana-2349	9	22	-	-	PUNCT
cana-2349	9	23	score	score	NOUN
cana-2349	9	24	.	.	PUNCT
cana-2349	10	1	the	the	DET
cana-2349	10	2	findings	finding	NOUN
cana-2349	10	3	underscore	underscore	VERB
cana-2349	10	4	the	the	DET
cana-2349	10	5	efficacy	efficacy	NOUN
cana-2349	10	6	of	of	ADP
cana-2349	10	7	the	the	DET
cana-2349	10	8	proposed	propose	VERB
cana-2349	10	9	system	system	NOUN
cana-2349	10	10	in	in	ADP
cana-2349	10	11	providing	provide	VERB
cana-2349	10	12	real	real	ADJ
cana-2349	10	13	-	-	PUNCT
cana-2349	10	14	time	time	NOUN
cana-2349	10	15	stroke	stroke	NOUN
cana-2349	10	16	risk	risk	NOUN
cana-2349	10	17	assessments	assessment	NOUN
cana-2349	10	18	,	,	PUNCT
cana-2349	10	19	offering	offer	VERB
cana-2349	10	20	a	a	DET
cana-2349	10	21	cost	cost	NOUN
cana-2349	10	22	-	-	PUNCT
cana-2349	10	23	effective	effective	ADJ
cana-2349	10	24	alternative	alternative	NOUN
cana-2349	10	25	to	to	ADP
cana-2349	10	26	traditional	traditional	ADJ
cana-2349	10	27	diagnostic	diagnostic	ADJ
cana-2349	10	28	methods	method	NOUN
cana-2349	10	29	.	.	PUNCT
cana-2349	11	1	furthermore	furthermore	ADV
cana-2349	11	2	,	,	PUNCT
cana-2349	11	3	this	this	DET
cana-2349	11	4	research	research	NOUN
cana-2349	11	5	explores	explore	VERB
cana-2349	11	6	the	the	DET
cana-2349	11	7	integration	integration	NOUN
cana-2349	11	8	of	of	ADP
cana-2349	11	9	wearable	wearable	ADJ
cana-2349	11	10	technology	technology	NOUN
cana-2349	11	11	with	with	ADP
cana-2349	11	12	machine	machine	NOUN
cana-2349	11	13	learning	learning	NOUN
cana-2349	11	14	,	,	PUNCT
cana-2349	11	15	highlighting	highlight	VERB
cana-2349	11	16	its	its	PRON
cana-2349	11	17	potential	potential	NOUN
cana-2349	11	18	for	for	ADP
cana-2349	11	19	continuous	continuous	ADJ
cana-2349	11	20	patient	patient	ADJ
cana-2349	11	21	monitoring	monitoring	NOUN
cana-2349	11	22	and	and	CCONJ
cana-2349	11	23	early	early	ADJ
cana-2349	11	24	detection	detection	NOUN
cana-2349	11	25	of	of	ADP
cana-2349	11	26	stroke	stroke	NOUN
cana-2349	11	27	symptoms	symptom	NOUN
cana-2349	11	28	.	.	PUNCT
cana-2349	12	1	by	by	ADP
cana-2349	12	2	creating	create	VERB
cana-2349	12	3	a	a	DET
cana-2349	12	4	user	user	NOUN
cana-2349	12	5	-	-	PUNCT
cana-2349	12	6	friendly	friendly	ADJ
cana-2349	12	7	interface	interface	NOUN
cana-2349	12	8	for	for	ADP
cana-2349	12	9	healthcare	healthcare	NOUN
cana-2349	12	10	professionals	professional	NOUN
cana-2349	12	11	and	and	CCONJ
cana-2349	12	12	patients	patient	NOUN
cana-2349	12	13	,	,	PUNCT
cana-2349	12	14	the	the	DET
cana-2349	12	15	system	system	NOUN
cana-2349	12	16	aims	aim	VERB
cana-2349	12	17	to	to	PART
cana-2349	12	18	facilitate	facilitate	VERB
cana-2349	12	19	prompt	prompt	ADJ
cana-2349	12	20	decision	decision	NOUN
cana-2349	12	21	-	-	PUNCT
cana-2349	12	22	making	making	NOUN
cana-2349	12	23	and	and	CCONJ
cana-2349	12	24	intervention	intervention	NOUN
cana-2349	12	25	,	,	PUNCT
cana-2349	12	26	ultimately	ultimately	ADV
cana-2349	12	27	improving	improve	VERB
cana-2349	12	28	the	the	DET
cana-2349	12	29	overall	overall	ADJ
cana-2349	12	30	quality	quality	NOUN
cana-2349	12	31	of	of	ADP
cana-2349	12	32	care	care	NOUN
cana-2349	12	33	for	for	ADP
cana-2349	12	34	individuals	individual	NOUN
cana-2349	12	35	at	at	ADP
cana-2349	12	36	risk	risk	NOUN
cana-2349	12	37	of	of	ADP
cana-2349	12	38	stroke	stroke	NOUN
cana-2349	12	39	keywords	keyword	NOUN
cana-2349	12	40	:	:	PUNCT
cana-2349	12	41	stroke	stroke	NOUN
cana-2349	12	42	,	,	PUNCT
cana-2349	12	43	electrocardiogram	electrocardiogram	NOUN
cana-2349	12	44	(	(	PUNCT
cana-2349	12	45	ecg	ecg	PROPN
cana-2349	12	46	)	)	PUNCT
cana-2349	12	47	,	,	PUNCT
cana-2349	12	48	convolutional	convolutional	ADJ
cana-2349	12	49	neural	neural	ADJ
cana-2349	12	50	networks	network	NOUN
cana-2349	12	51	(	(	PUNCT
cana-2349	12	52	cnns	cnns	PROPN
cana-2349	12	53	)	)	PUNCT
cana-2349	12	54	,	,	PUNCT
cana-2349	12	55	convolutional	convolutional	ADJ
cana-2349	12	56	neural	neural	ADJ
cana-2349	12	57	networks	network	NOUN
cana-2349	12	58	(	(	PUNCT
cana-2349	12	59	cnns	cnns	PROPN
cana-2349	12	60	)	)	PUNCT
cana-2349	12	61	,	,	PUNCT
cana-2349	12	62	diagnostic	diagnostic	ADJ
cana-2349	12	63	methods	method	NOUN
cana-2349	12	64	.	.	PUNCT
cana-2349	13	1	1	1	X
cana-2349	13	2	.	.	X
cana-2349	13	3	introduction	introduction	NOUN
cana-2349	13	4	stroke	stroke	NOUN
cana-2349	13	5	is	be	AUX
cana-2349	13	6	a	a	DET
cana-2349	13	7	leading	lead	VERB
cana-2349	13	8	cause	cause	NOUN
cana-2349	13	9	of	of	ADP
cana-2349	13	10	death	death	NOUN
cana-2349	13	11	and	and	CCONJ
cana-2349	13	12	long	long	ADJ
cana-2349	13	13	-	-	PUNCT
cana-2349	13	14	term	term	NOUN
cana-2349	13	15	disability	disability	NOUN
cana-2349	13	16	,	,	PUNCT
cana-2349	13	17	making	make	VERB
cana-2349	13	18	timely	timely	ADJ
cana-2349	13	19	prediction	prediction	NOUN
cana-2349	13	20	and	and	CCONJ
cana-2349	13	21	intervention	intervention	NOUN
cana-2349	13	22	crucial	crucial	ADJ
cana-2349	13	23	for	for	ADP
cana-2349	13	24	improving	improve	VERB
cana-2349	13	25	patient	patient	ADJ
cana-2349	13	26	outcomes	outcome	NOUN
cana-2349	13	27	.	.	PUNCT
cana-2349	14	1	advances	advance	NOUN
cana-2349	14	2	in	in	ADP
cana-2349	14	3	wearable	wearable	ADJ
cana-2349	14	4	technology	technology	NOUN
cana-2349	14	5	and	and	CCONJ
cana-2349	14	6	machine	machine	NOUN
cana-2349	14	7	learning	learning	NOUN
cana-2349	14	8	provide	provide	VERB
cana-2349	14	9	new	new	ADJ
cana-2349	14	10	opportunities	opportunity	NOUN
cana-2349	14	11	for	for	ADP
cana-2349	14	12	real	real	ADJ
cana-2349	14	13	-	-	PUNCT
cana-2349	14	14	time	time	NOUN
cana-2349	14	15	health	health	NOUN
cana-2349	14	16	monitoring	monitoring	NOUN
cana-2349	14	17	and	and	CCONJ
cana-2349	14	18	predictive	predictive	ADJ
cana-2349	14	19	analytics	analytic	NOUN
cana-2349	14	20	.	.	PUNCT
cana-2349	15	1	by	by	ADP
cana-2349	15	2	leveraging	leverage	VERB
cana-2349	15	3	these	these	DET
cana-2349	15	4	innovations	innovation	NOUN
cana-2349	15	5	,	,	PUNCT
cana-2349	15	6	we	we	PRON
cana-2349	15	7	can	can	AUX
cana-2349	15	8	enhance	enhance	VERB
cana-2349	15	9	the	the	DET
cana-2349	15	10	accuracy	accuracy	NOUN
cana-2349	15	11	of	of	ADP
cana-2349	15	12	stroke	stroke	NOUN
cana-2349	15	13	risk	risk	NOUN
cana-2349	15	14	assessments	assessment	NOUN
cana-2349	15	15	and	and	CCONJ
cana-2349	15	16	empower	empower	NOUN
cana-2349	15	17	individuals	individual	NOUN
cana-2349	15	18	to	to	PART
cana-2349	15	19	take	take	VERB
cana-2349	15	20	proactive	proactive	ADJ
cana-2349	15	21	health	health	NOUN
cana-2349	15	22	measures	measure	NOUN
cana-2349	15	23	.	.	PUNCT
cana-2349	16	1	this	this	DET
cana-2349	16	2	project	project	NOUN
cana-2349	16	3	aims	aim	VERB
cana-2349	16	4	to	to	PART
cana-2349	16	5	develop	develop	VERB
cana-2349	16	6	a	a	DET
cana-2349	16	7	machine	machine	NOUN
cana-2349	16	8	learning	learning	NOUN
cana-2349	16	9	-	-	PUNCT
cana-2349	16	10	based	base	VERB
cana-2349	16	11	system	system	NOUN
cana-2349	16	12	for	for	ADP
cana-2349	16	13	stroke	stroke	NOUN
cana-2349	16	14	prediction	prediction	NOUN
cana-2349	16	15	using	use	VERB
cana-2349	16	16	ecg	ecg	PROPN
cana-2349	16	17	data	datum	NOUN
cana-2349	16	18	from	from	ADP
cana-2349	16	19	wearable	wearable	ADJ
cana-2349	16	20	devices	device	NOUN
cana-2349	16	21	,	,	PUNCT
cana-2349	16	22	ultimately	ultimately	ADV
cana-2349	16	23	facilitating	facilitate	VERB
cana-2349	16	24	early	early	ADJ
cana-2349	16	25	detection	detection	NOUN
cana-2349	16	26	and	and	CCONJ
cana-2349	16	27	intervention	intervention	NOUN
cana-2349	16	28	[	[	X
cana-2349	16	29	1	1	NUM
cana-2349	16	30	]	]	PUNCT
cana-2349	16	31	.	.	PUNCT
cana-2349	17	1	the	the	DET
cana-2349	17	2	early	early	ADJ
cana-2349	17	3	prediction	prediction	NOUN
cana-2349	17	4	and	and	CCONJ
cana-2349	17	5	intervention	intervention	NOUN
cana-2349	17	6	of	of	ADP
cana-2349	17	7	stroke	stroke	NOUN
cana-2349	17	8	are	be	AUX
cana-2349	17	9	essential	essential	ADJ
cana-2349	17	10	for	for	ADP
cana-2349	17	11	enhancing	enhance	VERB
cana-2349	17	12	patient	patient	ADJ
cana-2349	17	13	mailto:lakshmisslp@gmail.com	mailto:lakshmisslp@gmail.com	X
cana-2349	18	1	mailto:email-icevinoth@gmail.com	mailto:email-icevinoth@gmail.com	X
cana-2349	18	2	mailto:balajisparklers@gmail.com	mailto:balajisparklers@gmail.com	X
cana-2349	19	1	communications	communication	NOUN
cana-2349	19	2	on	on	ADP
cana-2349	19	3	applied	apply	VERB
cana-2349	19	4	nonlinear	nonlinear	ADJ
cana-2349	19	5	analysis	analysis	NOUN
cana-2349	19	6	issn	issn	NOUN
cana-2349	19	7	:	:	PUNCT
cana-2349	19	8	1074	1074	NUM
cana-2349	19	9	-	-	PUNCT
cana-2349	19	10	133x	133x	NUM
cana-2349	19	11	vol	vol	NOUN
cana-2349	19	12	32	32	NUM
cana-2349	19	13	no	no	NOUN
cana-2349	19	14	.	.	PUNCT
cana-2349	20	1	2s	2s	NUM
cana-2349	20	2	(	(	PUNCT
cana-2349	20	3	2025	2025	NUM
cana-2349	20	4	)	)	PUNCT
cana-2349	20	5	242	242	NUM
cana-2349	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	20	7	outcomes	outcome	NOUN
cana-2349	20	8	and	and	CCONJ
cana-2349	20	9	reducing	reduce	VERB
cana-2349	20	10	healthcare	healthcare	NOUN
cana-2349	20	11	burdens	burden	NOUN
cana-2349	20	12	.	.	PUNCT
cana-2349	21	1	understanding	understand	VERB
cana-2349	21	2	the	the	DET
cana-2349	21	3	risk	risk	NOUN
cana-2349	21	4	factors	factor	NOUN
cana-2349	21	5	and	and	CCONJ
cana-2349	21	6	early	early	ADJ
cana-2349	21	7	symptoms	symptom	NOUN
cana-2349	21	8	associated	associate	VERB
cana-2349	21	9	with	with	ADP
cana-2349	21	10	strokes	stroke	NOUN
cana-2349	21	11	can	can	AUX
cana-2349	21	12	lead	lead	VERB
cana-2349	21	13	to	to	ADP
cana-2349	21	14	improved	improved	ADJ
cana-2349	21	15	management	management	NOUN
cana-2349	21	16	and	and	CCONJ
cana-2349	21	17	treatment	treatment	NOUN
cana-2349	21	18	outcomes	outcome	NOUN
cana-2349	21	19	.	.	PUNCT
cana-2349	22	1	recent	recent	ADJ
cana-2349	22	2	studies	study	NOUN
cana-2349	22	3	indicate	indicate	VERB
cana-2349	22	4	that	that	SCONJ
cana-2349	22	5	strokes	stroke	NOUN
cana-2349	22	6	can	can	AUX
cana-2349	22	7	manifest	manifest	VERB
cana-2349	22	8	suddenly	suddenly	ADV
cana-2349	22	9	,	,	PUNCT
cana-2349	22	10	often	often	ADV
cana-2349	22	11	without	without	ADP
cana-2349	22	12	prior	prior	ADJ
cana-2349	22	13	warning	warning	NOUN
cana-2349	22	14	.	.	PUNCT
cana-2349	23	1	the	the	DET
cana-2349	23	2	ability	ability	NOUN
cana-2349	23	3	to	to	PART
cana-2349	23	4	predict	predict	VERB
cana-2349	23	5	stroke	stroke	NOUN
cana-2349	23	6	risk	risk	NOUN
cana-2349	23	7	accurately	accurately	ADV
cana-2349	23	8	can	can	AUX
cana-2349	23	9	facilitate	facilitate	VERB
cana-2349	23	10	timely	timely	ADJ
cana-2349	23	11	medical	medical	ADJ
cana-2349	23	12	intervention	intervention	NOUN
cana-2349	23	13	,	,	PUNCT
cana-2349	23	14	potentially	potentially	ADV
cana-2349	23	15	saving	save	VERB
cana-2349	23	16	lives	life	NOUN
cana-2349	23	17	and	and	CCONJ
cana-2349	23	18	reducing	reduce	VERB
cana-2349	23	19	the	the	DET
cana-2349	23	20	long	long	ADJ
cana-2349	23	21	-	-	PUNCT
cana-2349	23	22	term	term	NOUN
cana-2349	23	23	impact	impact	NOUN
cana-2349	23	24	on	on	ADP
cana-2349	23	25	patients	patient	NOUN
cana-2349	23	26	'	'	PART
cana-2349	23	27	quality	quality	NOUN
cana-2349	23	28	of	of	ADP
cana-2349	23	29	life	life	NOUN
cana-2349	23	30	.	.	PUNCT
cana-2349	24	1	therefore	therefore	ADV
cana-2349	24	2	,	,	PUNCT
cana-2349	24	3	effective	effective	ADJ
cana-2349	24	4	screening	screening	NOUN
cana-2349	24	5	methods	method	NOUN
cana-2349	24	6	and	and	CCONJ
cana-2349	24	7	predictive	predictive	ADJ
cana-2349	24	8	models	model	NOUN
cana-2349	24	9	are	be	AUX
cana-2349	24	10	necessary	necessary	ADJ
cana-2349	24	11	to	to	PART
cana-2349	24	12	identify	identify	VERB
cana-2349	24	13	individuals	individual	NOUN
cana-2349	24	14	at	at	ADP
cana-2349	24	15	high	high	ADJ
cana-2349	24	16	risk	risk	NOUN
cana-2349	24	17	and	and	CCONJ
cana-2349	24	18	to	to	PART
cana-2349	24	19	implement	implement	VERB
cana-2349	24	20	preventive	preventive	ADJ
cana-2349	24	21	measures	measure	NOUN
cana-2349	24	22	.	.	PUNCT
cana-2349	25	1	understanding	understand	VERB
cana-2349	25	2	these	these	DET
cana-2349	25	3	classifications	classification	NOUN
cana-2349	25	4	is	be	AUX
cana-2349	25	5	essential	essential	ADJ
cana-2349	25	6	for	for	ADP
cana-2349	25	7	developing	develop	VERB
cana-2349	25	8	targeted	target	VERB
cana-2349	25	9	interventions	intervention	NOUN
cana-2349	25	10	and	and	CCONJ
cana-2349	25	11	predictive	predictive	ADJ
cana-2349	25	12	models	model	NOUN
cana-2349	25	13	.	.	PUNCT
cana-2349	26	1	each	each	DET
cana-2349	26	2	type	type	NOUN
cana-2349	26	3	of	of	ADP
cana-2349	26	4	stroke	stroke	NOUN
cana-2349	26	5	may	may	AUX
cana-2349	26	6	require	require	VERB
cana-2349	26	7	different	different	ADJ
cana-2349	26	8	management	management	NOUN
cana-2349	26	9	strategies	strategy	NOUN
cana-2349	26	10	,	,	PUNCT
cana-2349	26	11	and	and	CCONJ
cana-2349	26	12	early	early	ADJ
cana-2349	26	13	identification	identification	NOUN
cana-2349	26	14	of	of	ADP
cana-2349	26	15	symptoms	symptom	NOUN
cana-2349	26	16	can	can	AUX
cana-2349	26	17	lead	lead	VERB
cana-2349	26	18	to	to	ADP
cana-2349	26	19	improved	improve	VERB
cana-2349	26	20	treatment	treatment	NOUN
cana-2349	26	21	efficacy	efficacy	NOUN
cana-2349	26	22	.	.	PUNCT
cana-2349	27	1	recent	recent	ADJ
cana-2349	27	2	advancements	advancement	NOUN
cana-2349	27	3	in	in	ADP
cana-2349	27	4	healthcare	healthcare	PROPN
cana-2349	27	5	technology	technology	PROPN
cana-2349	27	6	have	have	AUX
cana-2349	27	7	significantly	significantly	ADV
cana-2349	27	8	transformed	transform	VERB
cana-2349	27	9	how	how	SCONJ
cana-2349	27	10	we	we	PRON
cana-2349	27	11	monitor	monitor	VERB
cana-2349	27	12	and	and	CCONJ
cana-2349	27	13	manage	manage	VERB
cana-2349	27	14	health	health	NOUN
cana-2349	27	15	conditions	condition	NOUN
cana-2349	27	16	.	.	PUNCT
cana-2349	28	1	in	in	ADP
cana-2349	28	2	particular	particular	ADJ
cana-2349	28	3	,	,	PUNCT
cana-2349	28	4	the	the	DET
cana-2349	28	5	emergence	emergence	NOUN
cana-2349	28	6	of	of	ADP
cana-2349	28	7	wearable	wearable	ADJ
cana-2349	28	8	devices	device	NOUN
cana-2349	28	9	has	have	AUX
cana-2349	28	10	led	lead	VERB
cana-2349	28	11	to	to	ADP
cana-2349	28	12	a	a	DET
cana-2349	28	13	substantial	substantial	ADJ
cana-2349	28	14	increase	increase	NOUN
cana-2349	28	15	in	in	ADP
cana-2349	28	16	the	the	DET
cana-2349	28	17	volume	volume	NOUN
cana-2349	28	18	of	of	ADP
cana-2349	28	19	health	health	NOUN
cana-2349	28	20	data	datum	NOUN
cana-2349	28	21	available	available	ADJ
cana-2349	28	22	for	for	ADP
cana-2349	28	23	analysis	analysis	NOUN
cana-2349	28	24	[	[	X
cana-2349	28	25	2	2	NUM
cana-2349	28	26	]	]	PUNCT
cana-2349	28	27	.	.	PUNCT
cana-2349	29	1	the	the	DET
cana-2349	29	2	integration	integration	NOUN
cana-2349	29	3	of	of	ADP
cana-2349	29	4	these	these	DET
cana-2349	29	5	wearable	wearable	ADJ
cana-2349	29	6	technologies	technology	NOUN
cana-2349	29	7	with	with	ADP
cana-2349	29	8	machine	machine	NOUN
cana-2349	29	9	learning	learn	VERB
cana-2349	29	10	algorithms	algorithm	NOUN
cana-2349	29	11	has	have	AUX
cana-2349	29	12	opened	open	VERB
cana-2349	29	13	new	new	ADJ
cana-2349	29	14	avenues	avenue	NOUN
cana-2349	29	15	for	for	ADP
cana-2349	29	16	early	early	ADJ
cana-2349	29	17	detection	detection	NOUN
cana-2349	29	18	and	and	CCONJ
cana-2349	29	19	prevention	prevention	NOUN
cana-2349	29	20	of	of	ADP
cana-2349	29	21	health	health	NOUN
cana-2349	29	22	issues	issue	NOUN
cana-2349	29	23	,	,	PUNCT
cana-2349	29	24	including	include	VERB
cana-2349	29	25	strokes	stroke	NOUN
cana-2349	29	26	.	.	PUNCT
cana-2349	30	1	for	for	ADP
cana-2349	30	2	instance	instance	NOUN
cana-2349	30	3	,	,	PUNCT
cana-2349	30	4	devices	device	NOUN
cana-2349	30	5	that	that	PRON
cana-2349	30	6	capture	capture	VERB
cana-2349	30	7	ecg	ecg	PROPN
cana-2349	30	8	data	datum	NOUN
cana-2349	30	9	enable	enable	VERB
cana-2349	30	10	healthcare	healthcare	NOUN
cana-2349	30	11	providers	provider	NOUN
cana-2349	30	12	to	to	PART
cana-2349	30	13	monitor	monitor	VERB
cana-2349	30	14	heart	heart	NOUN
cana-2349	30	15	rhythms	rhythm	NOUN
cana-2349	30	16	and	and	CCONJ
cana-2349	30	17	detect	detect	VERB
cana-2349	30	18	irregularities	irregularity	NOUN
cana-2349	30	19	that	that	PRON
cana-2349	30	20	may	may	AUX
cana-2349	30	21	indicate	indicate	VERB
cana-2349	30	22	an	an	DET
cana-2349	30	23	increased	increase	VERB
cana-2349	30	24	risk	risk	NOUN
cana-2349	30	25	of	of	ADP
cana-2349	30	26	stroke	stroke	NOUN
cana-2349	30	27	.	.	PUNCT
cana-2349	31	1	the	the	DET
cana-2349	31	2	use	use	NOUN
cana-2349	31	3	of	of	ADP
cana-2349	31	4	advanced	advanced	ADJ
cana-2349	31	5	algorithms	algorithm	NOUN
cana-2349	31	6	allows	allow	VERB
cana-2349	31	7	for	for	ADP
cana-2349	31	8	the	the	DET
cana-2349	31	9	processing	processing	NOUN
cana-2349	31	10	and	and	CCONJ
cana-2349	31	11	analysis	analysis	NOUN
cana-2349	31	12	of	of	ADP
cana-2349	31	13	this	this	DET
cana-2349	31	14	data	data	NOUN
cana-2349	31	15	,	,	PUNCT
cana-2349	31	16	facilitating	facilitate	VERB
cana-2349	31	17	real	real	ADJ
cana-2349	31	18	-	-	PUNCT
cana-2349	31	19	time	time	NOUN
cana-2349	31	20	alerts	alert	NOUN
cana-2349	31	21	for	for	ADP
cana-2349	31	22	potential	potential	ADJ
cana-2349	31	23	health	health	NOUN
cana-2349	31	24	risks	risk	NOUN
cana-2349	31	25	.	.	PUNCT
cana-2349	32	1	by	by	ADP
cana-2349	32	2	leveraging	leverage	VERB
cana-2349	32	3	machine	machine	NOUN
cana-2349	32	4	learning	learning	NOUN
cana-2349	32	5	techniques	technique	NOUN
cana-2349	32	6	,	,	PUNCT
cana-2349	32	7	we	we	PRON
cana-2349	32	8	can	can	AUX
cana-2349	32	9	analyze	analyze	VERB
cana-2349	32	10	the	the	DET
cana-2349	32	11	vast	vast	ADJ
cana-2349	32	12	amounts	amount	NOUN
cana-2349	32	13	of	of	ADP
cana-2349	32	14	data	datum	NOUN
cana-2349	32	15	generated	generate	VERB
cana-2349	32	16	by	by	ADP
cana-2349	32	17	these	these	DET
cana-2349	32	18	wearable	wearable	ADJ
cana-2349	32	19	devices	device	NOUN
cana-2349	32	20	to	to	PART
cana-2349	32	21	develop	develop	VERB
cana-2349	32	22	sophisticated	sophisticated	ADJ
cana-2349	32	23	monitoring	monitoring	NOUN
cana-2349	32	24	systems	system	NOUN
cana-2349	32	25	that	that	PRON
cana-2349	32	26	alert	alert	VERB
cana-2349	32	27	healthcare	healthcare	NOUN
cana-2349	32	28	providers	provider	NOUN
cana-2349	32	29	and	and	CCONJ
cana-2349	32	30	patients	patient	NOUN
cana-2349	32	31	to	to	ADP
cana-2349	32	32	potential	potential	ADJ
cana-2349	32	33	stroke	stroke	NOUN
cana-2349	32	34	risks	risk	NOUN
cana-2349	32	35	.	.	PUNCT
cana-2349	33	1	this	this	DET
cana-2349	33	2	proactive	proactive	ADJ
cana-2349	33	3	approach	approach	NOUN
cana-2349	33	4	not	not	PART
cana-2349	33	5	only	only	ADV
cana-2349	33	6	enhances	enhance	VERB
cana-2349	33	7	the	the	DET
cana-2349	33	8	accuracy	accuracy	NOUN
cana-2349	33	9	of	of	ADP
cana-2349	33	10	stroke	stroke	NOUN
cana-2349	33	11	prediction	prediction	NOUN
cana-2349	33	12	but	but	CCONJ
cana-2349	33	13	also	also	ADV
cana-2349	33	14	empowers	empower	VERB
cana-2349	33	15	individuals	individual	NOUN
cana-2349	33	16	to	to	PART
cana-2349	33	17	take	take	VERB
cana-2349	33	18	preventive	preventive	ADJ
cana-2349	33	19	measures	measure	NOUN
cana-2349	33	20	based	base	VERB
cana-2349	33	21	on	on	ADP
cana-2349	33	22	timely	timely	ADJ
cana-2349	33	23	information	information	NOUN
cana-2349	33	24	.	.	PUNCT
cana-2349	34	1	machine	machine	NOUN
cana-2349	34	2	learning	learn	VERB
cana-2349	34	3	algorithms	algorithm	NOUN
cana-2349	34	4	,	,	PUNCT
cana-2349	34	5	particularly	particularly	ADV
cana-2349	34	6	deep	deep	ADJ
cana-2349	34	7	learning	learning	NOUN
cana-2349	34	8	techniques	technique	NOUN
cana-2349	34	9	such	such	ADJ
cana-2349	34	10	as	as	ADP
cana-2349	34	11	convolutional	convolutional	ADJ
cana-2349	34	12	neural	neural	ADJ
cana-2349	34	13	networks	network	NOUN
cana-2349	34	14	(	(	PUNCT
cana-2349	34	15	cnns	cnns	PROPN
cana-2349	34	16	)	)	PUNCT
cana-2349	34	17	and	and	CCONJ
cana-2349	34	18	long	long	ADJ
cana-2349	34	19	short	short	ADJ
cana-2349	34	20	-	-	PUNCT
cana-2349	34	21	term	term	NOUN
cana-2349	34	22	memory	memory	NOUN
cana-2349	34	23	(	(	PUNCT
cana-2349	34	24	lstm	lstm	NOUN
cana-2349	34	25	)	)	PUNCT
cana-2349	34	26	networks	network	NOUN
cana-2349	34	27	,	,	PUNCT
cana-2349	34	28	have	have	AUX
cana-2349	34	29	shown	show	VERB
cana-2349	34	30	remarkable	remarkable	ADJ
cana-2349	34	31	promise	promise	NOUN
cana-2349	34	32	in	in	ADP
cana-2349	34	33	analyzing	analyze	VERB
cana-2349	34	34	complex	complex	ADJ
cana-2349	34	35	medical	medical	ADJ
cana-2349	34	36	data	datum	NOUN
cana-2349	34	37	.	.	PUNCT
cana-2349	35	1	these	these	DET
cana-2349	35	2	algorithms	algorithm	NOUN
cana-2349	35	3	can	can	AUX
cana-2349	35	4	learn	learn	VERB
cana-2349	35	5	intricate	intricate	ADJ
cana-2349	35	6	patterns	pattern	NOUN
cana-2349	35	7	from	from	ADP
cana-2349	35	8	historical	historical	ADJ
cana-2349	35	9	health	health	NOUN
cana-2349	35	10	data	datum	NOUN
cana-2349	35	11	,	,	PUNCT
cana-2349	35	12	making	make	VERB
cana-2349	35	13	them	they	PRON
cana-2349	35	14	suitable	suitable	ADJ
cana-2349	35	15	for	for	ADP
cana-2349	35	16	predicting	predict	VERB
cana-2349	35	17	health	health	NOUN
cana-2349	35	18	events	event	NOUN
cana-2349	35	19	such	such	ADJ
cana-2349	35	20	as	as	ADP
cana-2349	35	21	strokes	stroke	NOUN
cana-2349	35	22	based	base	VERB
cana-2349	35	23	on	on	ADP
cana-2349	35	24	ecg	ecg	PROPN
cana-2349	35	25	signals	signal	NOUN
cana-2349	35	26	[	[	X
cana-2349	35	27	3	3	NUM
cana-2349	35	28	]	]	PUNCT
cana-2349	35	29	.	.	PUNCT
cana-2349	36	1	figure	figure	NOUN
cana-2349	36	2	1	1	NUM
cana-2349	36	3	:	:	PUNCT
cana-2349	36	4	architecture	architecture	NOUN
cana-2349	36	5	of	of	ADP
cana-2349	36	6	the	the	DET
cana-2349	36	7	stroke	stroke	NOUN
cana-2349	36	8	prediction	prediction	NOUN
cana-2349	36	9	framework	framework	NOUN
cana-2349	36	10	machine	machine	NOUN
cana-2349	36	11	learning	learning	NOUN
cana-2349	36	12	models	model	NOUN
cana-2349	36	13	can	can	AUX
cana-2349	36	14	be	be	AUX
cana-2349	36	15	trained	train	VERB
cana-2349	36	16	to	to	PART
cana-2349	36	17	identify	identify	VERB
cana-2349	36	18	specific	specific	ADJ
cana-2349	36	19	patterns	pattern	NOUN
cana-2349	36	20	associated	associate	VERB
cana-2349	36	21	with	with	ADP
cana-2349	36	22	strokes	stroke	NOUN
cana-2349	36	23	,	,	PUNCT
cana-2349	36	24	allowing	allow	VERB
cana-2349	36	25	for	for	ADP
cana-2349	36	26	personalized	personalized	ADJ
cana-2349	36	27	health	health	NOUN
cana-2349	36	28	monitoring	monitoring	NOUN
cana-2349	36	29	.	.	PUNCT
cana-2349	37	1	this	this	DET
cana-2349	37	2	adaptability	adaptability	NOUN
cana-2349	37	3	is	be	AUX
cana-2349	37	4	particularly	particularly	ADV
cana-2349	37	5	beneficial	beneficial	ADJ
cana-2349	37	6	in	in	ADP
cana-2349	37	7	healthcare	healthcare	NOUN
cana-2349	37	8	settings	setting	NOUN
cana-2349	37	9	,	,	PUNCT
cana-2349	37	10	where	where	SCONJ
cana-2349	37	11	individual	individual	ADJ
cana-2349	37	12	patient	patient	ADJ
cana-2349	37	13	characteristics	characteristic	NOUN
cana-2349	37	14	can	can	AUX
cana-2349	37	15	influence	influence	VERB
cana-2349	37	16	outcomes	outcome	NOUN
cana-2349	37	17	.	.	PUNCT
cana-2349	38	1	moreover	moreover	ADV
cana-2349	38	2	,	,	PUNCT
cana-2349	38	3	the	the	DET
cana-2349	38	4	increasing	increase	VERB
cana-2349	38	5	availability	availability	NOUN
cana-2349	38	6	of	of	ADP
cana-2349	38	7	large	large	ADJ
cana-2349	38	8	datasets	dataset	NOUN
cana-2349	38	9	enhances	enhance	VERB
cana-2349	38	10	the	the	DET
cana-2349	38	11	training	training	NOUN
cana-2349	38	12	process	process	NOUN
cana-2349	38	13	,	,	PUNCT
cana-2349	38	14	enabling	enable	VERB
cana-2349	38	15	more	more	ADV
cana-2349	38	16	robust	robust	ADJ
cana-2349	38	17	and	and	CCONJ
cana-2349	38	18	accurate	accurate	ADJ
cana-2349	38	19	predictive	predictive	ADJ
cana-2349	38	20	models	model	NOUN
cana-2349	38	21	.	.	PUNCT
cana-2349	39	1	in	in	ADP
cana-2349	39	2	this	this	DET
cana-2349	39	3	paper	paper	NOUN
cana-2349	39	4	,	,	PUNCT
cana-2349	39	5	we	we	PRON
cana-2349	39	6	aim	aim	VERB
cana-2349	39	7	to	to	PART
cana-2349	39	8	develop	develop	VERB
cana-2349	39	9	a	a	DET
cana-2349	39	10	machine	machine	NOUN
cana-2349	39	11	learning	learning	NOUN
cana-2349	39	12	-	-	PUNCT
cana-2349	39	13	based	base	VERB
cana-2349	39	14	system	system	NOUN
cana-2349	39	15	for	for	ADP
cana-2349	39	16	stroke	stroke	NOUN
cana-2349	39	17	risk	risk	NOUN
cana-2349	39	18	prediction	prediction	NOUN
cana-2349	39	19	that	that	PRON
cana-2349	39	20	integrates	integrate	VERB
cana-2349	39	21	ecg	ecg	PROPN
cana-2349	39	22	data	datum	NOUN
cana-2349	39	23	from	from	ADP
cana-2349	39	24	wearable	wearable	ADJ
cana-2349	39	25	devices	device	NOUN
cana-2349	39	26	.	.	PUNCT
cana-2349	40	1	the	the	DET
cana-2349	40	2	model	model	NOUN
cana-2349	40	3	will	will	AUX
cana-2349	40	4	classify	classify	VERB
cana-2349	40	5	patients	patient	NOUN
cana-2349	40	6	into	into	ADP
cana-2349	40	7	communications	communication	NOUN
cana-2349	40	8	on	on	ADP
cana-2349	40	9	applied	apply	VERB
cana-2349	40	10	nonlinear	nonlinear	ADJ
cana-2349	40	11	analysis	analysis	NOUN
cana-2349	40	12	issn	issn	NOUN
cana-2349	40	13	:	:	PUNCT
cana-2349	40	14	1074	1074	NUM
cana-2349	40	15	-	-	PUNCT
cana-2349	40	16	133x	133x	NUM
cana-2349	40	17	vol	vol	NOUN
cana-2349	40	18	32	32	NUM
cana-2349	40	19	no	no	NOUN
cana-2349	40	20	.	.	PUNCT
cana-2349	41	1	2s	2s	NUM
cana-2349	41	2	(	(	PUNCT
cana-2349	41	3	2025	2025	NUM
cana-2349	41	4	)	)	PUNCT
cana-2349	41	5	243	243	NUM
cana-2349	41	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	41	7	different	different	ADJ
cana-2349	41	8	risk	risk	NOUN
cana-2349	41	9	categories	category	NOUN
cana-2349	41	10	and	and	CCONJ
cana-2349	41	11	provide	provide	VERB
cana-2349	41	12	real	real	ADJ
cana-2349	41	13	-	-	PUNCT
cana-2349	41	14	time	time	NOUN
cana-2349	41	15	alerts	alert	NOUN
cana-2349	41	16	,	,	PUNCT
cana-2349	41	17	ultimately	ultimately	ADV
cana-2349	41	18	aiding	aid	VERB
cana-2349	41	19	in	in	ADP
cana-2349	41	20	timely	timely	ADJ
cana-2349	41	21	medical	medical	ADJ
cana-2349	41	22	interventions	intervention	NOUN
cana-2349	41	23	.	.	PUNCT
cana-2349	42	1	by	by	ADP
cana-2349	42	2	enhancing	enhance	VERB
cana-2349	42	3	predictive	predictive	ADJ
cana-2349	42	4	accuracy	accuracy	NOUN
cana-2349	42	5	and	and	CCONJ
cana-2349	42	6	leveraging	leverage	VERB
cana-2349	42	7	advancements	advancement	NOUN
cana-2349	42	8	in	in	ADP
cana-2349	42	9	technology	technology	NOUN
cana-2349	42	10	,	,	PUNCT
cana-2349	42	11	this	this	DET
cana-2349	42	12	research	research	NOUN
cana-2349	42	13	strives	strive	VERB
cana-2349	42	14	to	to	PART
cana-2349	42	15	contribute	contribute	VERB
cana-2349	42	16	to	to	ADP
cana-2349	42	17	the	the	DET
cana-2349	42	18	field	field	NOUN
cana-2349	42	19	of	of	ADP
cana-2349	42	20	preventive	preventive	ADJ
cana-2349	42	21	healthcare	healthcare	NOUN
cana-2349	42	22	and	and	CCONJ
cana-2349	42	23	improve	improve	VERB
cana-2349	42	24	the	the	DET
cana-2349	42	25	quality	quality	NOUN
cana-2349	42	26	of	of	ADP
cana-2349	42	27	care	care	NOUN
cana-2349	42	28	for	for	ADP
cana-2349	42	29	individuals	individual	NOUN
cana-2349	42	30	at	at	ADP
cana-2349	42	31	risk	risk	NOUN
cana-2349	42	32	of	of	ADP
cana-2349	42	33	stroke	stroke	NOUN
cana-2349	42	34	.	.	PUNCT
cana-2349	43	1	we	we	PRON
cana-2349	43	2	hope	hope	VERB
cana-2349	43	3	to	to	PART
cana-2349	43	4	demonstrate	demonstrate	VERB
cana-2349	43	5	the	the	DET
cana-2349	43	6	feasibility	feasibility	NOUN
cana-2349	43	7	and	and	CCONJ
cana-2349	43	8	effectiveness	effectiveness	NOUN
cana-2349	43	9	of	of	ADP
cana-2349	43	10	integrating	integrate	VERB
cana-2349	43	11	machine	machine	NOUN
cana-2349	43	12	learning	learn	VERB
cana-2349	43	13	with	with	ADP
cana-2349	43	14	wearable	wearable	ADJ
cana-2349	43	15	health	health	NOUN
cana-2349	43	16	technologies	technology	NOUN
cana-2349	43	17	to	to	PART
cana-2349	43	18	create	create	VERB
cana-2349	43	19	a	a	DET
cana-2349	43	20	proactive	proactive	ADJ
cana-2349	43	21	healthcare	healthcare	NOUN
cana-2349	43	22	solution	solution	NOUN
cana-2349	43	23	that	that	PRON
cana-2349	43	24	addresses	address	VERB
cana-2349	43	25	the	the	DET
cana-2349	43	26	critical	critical	ADJ
cana-2349	43	27	issue	issue	NOUN
cana-2349	43	28	of	of	ADP
cana-2349	43	29	stroke	stroke	NOUN
cana-2349	43	30	prediction	prediction	NOUN
cana-2349	43	31	[	[	X
cana-2349	43	32	4	4	NUM
cana-2349	43	33	]	]	PUNCT
cana-2349	43	34	.	.	PUNCT
cana-2349	44	1	2	2	X
cana-2349	44	2	.	.	X
cana-2349	44	3	related	relate	VERB
cana-2349	44	4	research	research	NOUN
cana-2349	44	5	the	the	DET
cana-2349	44	6	literature	literature	NOUN
cana-2349	44	7	on	on	ADP
cana-2349	44	8	this	this	DET
cana-2349	44	9	topic	topic	NOUN
cana-2349	44	10	highlights	highlight	VERB
cana-2349	44	11	various	various	ADJ
cana-2349	44	12	methodologies	methodology	NOUN
cana-2349	44	13	and	and	CCONJ
cana-2349	44	14	approaches	approach	NOUN
cana-2349	44	15	to	to	ADP
cana-2349	44	16	analyzing	analyze	VERB
cana-2349	44	17	physiological	physiological	ADJ
cana-2349	44	18	signals	signal	NOUN
cana-2349	44	19	,	,	PUNCT
cana-2349	44	20	particularly	particularly	ADV
cana-2349	44	21	electrocardiogram	electrocardiogram	NOUN
cana-2349	44	22	(	(	PUNCT
cana-2349	44	23	ecg	ecg	PROPN
cana-2349	44	24	)	)	PUNCT
cana-2349	44	25	data	datum	NOUN
cana-2349	44	26	.	.	PUNCT
cana-2349	45	1	this	this	DET
cana-2349	45	2	survey	survey	NOUN
cana-2349	45	3	reviews	review	VERB
cana-2349	45	4	key	key	ADJ
cana-2349	45	5	studies	study	NOUN
cana-2349	45	6	that	that	PRON
cana-2349	45	7	have	have	AUX
cana-2349	45	8	contributed	contribute	VERB
cana-2349	45	9	to	to	ADP
cana-2349	45	10	the	the	DET
cana-2349	45	11	understanding	understanding	NOUN
cana-2349	45	12	of	of	ADP
cana-2349	45	13	stroke	stroke	NOUN
cana-2349	45	14	prediction	prediction	NOUN
cana-2349	45	15	and	and	CCONJ
cana-2349	45	16	related	relate	VERB
cana-2349	45	17	cardiovascular	cardiovascular	ADJ
cana-2349	45	18	conditions	condition	NOUN
cana-2349	45	19	through	through	ADP
cana-2349	45	20	machine	machine	NOUN
cana-2349	45	21	learning	learning	NOUN
cana-2349	45	22	.	.	PUNCT
cana-2349	46	1	by	by	ADP
cana-2349	46	2	examining	examine	VERB
cana-2349	46	3	existing	exist	VERB
cana-2349	46	4	research	research	NOUN
cana-2349	46	5	,	,	PUNCT
cana-2349	46	6	we	we	PRON
cana-2349	46	7	can	can	AUX
cana-2349	46	8	identify	identify	VERB
cana-2349	46	9	gaps	gap	NOUN
cana-2349	46	10	in	in	ADP
cana-2349	46	11	the	the	DET
cana-2349	46	12	current	current	ADJ
cana-2349	46	13	methodologies	methodology	NOUN
cana-2349	46	14	and	and	CCONJ
cana-2349	46	15	highlight	highlight	VERB
cana-2349	46	16	the	the	DET
cana-2349	46	17	importance	importance	NOUN
cana-2349	46	18	of	of	ADP
cana-2349	46	19	integrating	integrate	VERB
cana-2349	46	20	advanced	advanced	ADJ
cana-2349	46	21	algorithms	algorithm	NOUN
cana-2349	46	22	to	to	PART
cana-2349	46	23	enhance	enhance	VERB
cana-2349	46	24	predictive	predictive	ADJ
cana-2349	46	25	accuracy	accuracy	NOUN
cana-2349	47	1	[	[	X
cana-2349	47	2	5	5	NUM
cana-2349	47	3	]	]	PUNCT
cana-2349	47	4	.	.	PUNCT
cana-2349	48	1	the	the	DET
cana-2349	48	2	following	follow	VERB
cana-2349	48	3	summaries	summary	NOUN
cana-2349	48	4	encapsulate	encapsulate	VERB
cana-2349	48	5	the	the	DET
cana-2349	48	6	core	core	NOUN
cana-2349	48	7	findings	finding	NOUN
cana-2349	48	8	and	and	CCONJ
cana-2349	48	9	methodologies	methodology	NOUN
cana-2349	48	10	of	of	ADP
cana-2349	48	11	six	six	NUM
cana-2349	48	12	relevant	relevant	ADJ
cana-2349	48	13	studies	study	NOUN
cana-2349	48	14	that	that	PRON
cana-2349	48	15	inform	inform	VERB
cana-2349	48	16	the	the	DET
cana-2349	48	17	framework	framework	NOUN
cana-2349	48	18	of	of	ADP
cana-2349	48	19	this	this	DET
cana-2349	48	20	paper	paper	NOUN
cana-2349	48	21	.	.	PUNCT
cana-2349	49	1	this	this	DET
cana-2349	49	2	research	research	NOUN
cana-2349	49	3	presents	present	VERB
cana-2349	49	4	a	a	DET
cana-2349	49	5	wearable	wearable	ADJ
cana-2349	49	6	sensor	sensor	NOUN
cana-2349	49	7	-	-	PUNCT
cana-2349	49	8	based	base	VERB
cana-2349	49	9	stroke	stroke	NOUN
cana-2349	49	10	prediction	prediction	NOUN
cana-2349	49	11	model	model	NOUN
cana-2349	49	12	that	that	PRON
cana-2349	49	13	identifies	identify	VERB
cana-2349	49	14	ischemic	ischemic	ADJ
cana-2349	49	15	and	and	CCONJ
cana-2349	49	16	hemorrhagic	hemorrhagic	NOUN
cana-2349	49	17	strokes	stroke	NOUN
cana-2349	49	18	through	through	ADP
cana-2349	49	19	realtime	realtime	ADJ
cana-2349	49	20	data	datum	NOUN
cana-2349	49	21	analysis	analysis	NOUN
cana-2349	49	22	[	[	X
cana-2349	49	23	6	6	NUM
cana-2349	49	24	]	]	PUNCT
cana-2349	49	25	.	.	PUNCT
cana-2349	50	1	the	the	DET
cana-2349	50	2	study	study	NOUN
cana-2349	50	3	highlights	highlight	VERB
cana-2349	50	4	the	the	DET
cana-2349	50	5	importance	importance	NOUN
cana-2349	50	6	of	of	ADP
cana-2349	50	7	using	use	VERB
cana-2349	50	8	multiple	multiple	ADJ
cana-2349	50	9	physiological	physiological	ADJ
cana-2349	50	10	signals	signal	NOUN
cana-2349	50	11	to	to	PART
cana-2349	50	12	improve	improve	VERB
cana-2349	50	13	prediction	prediction	NOUN
cana-2349	50	14	accuracy	accuracy	NOUN
cana-2349	50	15	,	,	PUNCT
cana-2349	50	16	achieving	achieve	VERB
cana-2349	50	17	a	a	DET
cana-2349	50	18	high	high	ADJ
cana-2349	50	19	reliability	reliability	NOUN
cana-2349	50	20	rate	rate	NOUN
cana-2349	50	21	in	in	ADP
cana-2349	50	22	stroke	stroke	NOUN
cana-2349	50	23	identification	identification	NOUN
cana-2349	50	24	.	.	PUNCT
cana-2349	51	1	the	the	DET
cana-2349	51	2	findings	finding	NOUN
cana-2349	51	3	advocate	advocate	VERB
cana-2349	51	4	for	for	ADP
cana-2349	51	5	the	the	DET
cana-2349	51	6	integration	integration	NOUN
cana-2349	51	7	of	of	ADP
cana-2349	51	8	wearable	wearable	ADJ
cana-2349	51	9	technology	technology	NOUN
cana-2349	51	10	with	with	ADP
cana-2349	51	11	advanced	advanced	ADJ
cana-2349	51	12	machine	machine	NOUN
cana-2349	51	13	learning	learn	VERB
cana-2349	51	14	algorithms	algorithm	NOUN
cana-2349	51	15	to	to	PART
cana-2349	51	16	provide	provide	VERB
cana-2349	51	17	timely	timely	ADJ
cana-2349	51	18	alerts	alert	NOUN
cana-2349	51	19	for	for	ADP
cana-2349	51	20	at	at	ADP
cana-2349	51	21	-	-	PUNCT
cana-2349	51	22	risk	risk	NOUN
cana-2349	51	23	individuals	individual	NOUN
cana-2349	51	24	[	[	X
cana-2349	51	25	7	7	NUM
cana-2349	51	26	]	]	PUNCT
cana-2349	51	27	.	.	PUNCT
cana-2349	52	1	the	the	DET
cana-2349	52	2	authors	author	NOUN
cana-2349	52	3	propose	propose	VERB
cana-2349	52	4	a	a	DET
cana-2349	52	5	model	model	NOUN
cana-2349	52	6	that	that	PRON
cana-2349	52	7	combines	combine	VERB
cana-2349	52	8	features	feature	NOUN
cana-2349	52	9	extracted	extract	VERB
cana-2349	52	10	from	from	ADP
cana-2349	52	11	deep	deep	ADJ
cana-2349	52	12	networks	network	NOUN
cana-2349	52	13	with	with	ADP
cana-2349	52	14	machine	machine	NOUN
cana-2349	52	15	learning	learn	VERB
cana-2349	52	16	classifiers	classifier	NOUN
cana-2349	52	17	[	[	X
cana-2349	52	18	8	8	NUM
cana-2349	52	19	]	]	PUNCT
cana-2349	52	20	.	.	PUNCT
cana-2349	53	1	the	the	DET
cana-2349	53	2	model	model	NOUN
cana-2349	53	3	showcasing	showcase	VERB
cana-2349	53	4	the	the	DET
cana-2349	53	5	potential	potential	NOUN
cana-2349	53	6	of	of	ADP
cana-2349	53	7	machine	machine	NOUN
cana-2349	53	8	learning	learn	VERB
cana-2349	53	9	in	in	ADP
cana-2349	53	10	resourceconstrained	resourceconstraine	VERB
cana-2349	53	11	environments	environment	NOUN
cana-2349	53	12	,	,	PUNCT
cana-2349	53	13	particularly	particularly	ADV
cana-2349	53	14	during	during	ADP
cana-2349	53	15	the	the	DET
cana-2349	53	16	covid-19	covid-19	PROPN
cana-2349	53	17	pandemic	pandemic	NOUN
cana-2349	53	18	[	[	X
cana-2349	53	19	9	9	NUM
cana-2349	53	20	]	]	PUNCT
cana-2349	53	21	.	.	PUNCT
cana-2349	54	1	this	this	DET
cana-2349	54	2	study	study	NOUN
cana-2349	54	3	investigates	investigate	VERB
cana-2349	54	4	sleep	sleep	VERB
cana-2349	54	5	bruxism	bruxism	NOUN
cana-2349	54	6	through	through	ADP
cana-2349	54	7	the	the	DET
cana-2349	54	8	analysis	analysis	NOUN
cana-2349	54	9	of	of	ADP
cana-2349	54	10	eeg	eeg	NOUN
cana-2349	54	11	signals	signal	NOUN
cana-2349	54	12	using	use	VERB
cana-2349	54	13	power	power	NOUN
cana-2349	54	14	spectral	spectral	ADJ
cana-2349	54	15	density	density	NOUN
cana-2349	54	16	.	.	PUNCT
cana-2349	55	1	the	the	DET
cana-2349	55	2	research	research	NOUN
cana-2349	55	3	compares	compare	VERB
cana-2349	55	4	bruxism	bruxism	NOUN
cana-2349	55	5	patients	patient	NOUN
cana-2349	55	6	with	with	ADP
cana-2349	55	7	normal	normal	ADJ
cana-2349	55	8	subjects	subject	NOUN
cana-2349	55	9	,	,	PUNCT
cana-2349	55	10	finding	find	VERB
cana-2349	55	11	significantly	significantly	ADV
cana-2349	55	12	higher	high	ADJ
cana-2349	55	13	spectral	spectral	ADJ
cana-2349	55	14	density	density	NOUN
cana-2349	55	15	values	value	NOUN
cana-2349	55	16	in	in	ADP
cana-2349	55	17	patients	patient	NOUN
cana-2349	55	18	during	during	ADP
cana-2349	55	19	various	various	ADJ
cana-2349	55	20	sleep	sleep	NOUN
cana-2349	55	21	stages	stage	NOUN
cana-2349	55	22	[	[	X
cana-2349	55	23	10	10	NUM
cana-2349	55	24	]	]	PUNCT
cana-2349	55	25	.	.	PUNCT
cana-2349	56	1	the	the	DET
cana-2349	56	2	study	study	NOUN
cana-2349	56	3	also	also	ADV
cana-2349	56	4	demonstrates	demonstrate	VERB
cana-2349	56	5	the	the	DET
cana-2349	56	6	use	use	NOUN
cana-2349	56	7	of	of	ADP
cana-2349	56	8	machine	machine	NOUN
cana-2349	56	9	learning	learn	VERB
cana-2349	56	10	classifiers	classifier	NOUN
cana-2349	56	11	to	to	PART
cana-2349	56	12	improve	improve	VERB
cana-2349	56	13	the	the	DET
cana-2349	56	14	prognosis	prognosis	NOUN
cana-2349	56	15	of	of	ADP
cana-2349	56	16	sleep	sleep	NOUN
cana-2349	56	17	bruxism	bruxism	NOUN
cana-2349	56	18	,	,	PUNCT
cana-2349	56	19	highlighting	highlight	VERB
cana-2349	56	20	the	the	DET
cana-2349	56	21	potential	potential	NOUN
cana-2349	56	22	for	for	ADP
cana-2349	56	23	accurate	accurate	ADJ
cana-2349	56	24	and	and	CCONJ
cana-2349	56	25	timely	timely	ADJ
cana-2349	56	26	diagnosis	diagnosis	NOUN
cana-2349	56	27	in	in	ADP
cana-2349	56	28	clinical	clinical	ADJ
cana-2349	56	29	settings	setting	NOUN
cana-2349	56	30	.	.	PUNCT
cana-2349	57	1	the	the	DET
cana-2349	57	2	reviewed	review	VERB
cana-2349	57	3	literature	literature	NOUN
cana-2349	57	4	demonstrates	demonstrate	VERB
cana-2349	57	5	a	a	DET
cana-2349	57	6	clear	clear	ADJ
cana-2349	57	7	trend	trend	NOUN
cana-2349	57	8	toward	toward	ADP
cana-2349	57	9	leveraging	leverage	VERB
cana-2349	57	10	machine	machine	NOUN
cana-2349	57	11	learning	learning	NOUN
cana-2349	57	12	and	and	CCONJ
cana-2349	57	13	deep	deep	ADJ
cana-2349	57	14	learning	learning	NOUN
cana-2349	57	15	algorithms	algorithm	NOUN
cana-2349	57	16	for	for	ADP
cana-2349	57	17	the	the	DET
cana-2349	57	18	analysis	analysis	NOUN
cana-2349	57	19	of	of	ADP
cana-2349	57	20	physiological	physiological	ADJ
cana-2349	57	21	signals	signal	NOUN
cana-2349	57	22	.	.	PUNCT
cana-2349	58	1	3	3	X
cana-2349	58	2	.	.	NUM
cana-2349	58	3	proposed	propose	VERB
cana-2349	58	4	methodlogy	methodlogy	NOUN
cana-2349	58	5	the	the	DET
cana-2349	58	6	proposed	propose	VERB
cana-2349	58	7	system	system	NOUN
cana-2349	58	8	is	be	AUX
cana-2349	58	9	designed	design	VERB
cana-2349	58	10	to	to	PART
cana-2349	58	11	predict	predict	VERB
cana-2349	58	12	stroke	stroke	NOUN
cana-2349	58	13	risk	risk	NOUN
cana-2349	58	14	and	and	CCONJ
cana-2349	58	15	provide	provide	VERB
cana-2349	58	16	semantic	semantic	ADJ
cana-2349	58	17	interpretation	interpretation	NOUN
cana-2349	58	18	for	for	ADP
cana-2349	58	19	elderly	elderly	ADJ
cana-2349	58	20	individuals	individual	NOUN
cana-2349	58	21	by	by	ADP
cana-2349	58	22	utilizing	utilize	VERB
cana-2349	58	23	ecg	ecg	PROPN
cana-2349	58	24	-	-	PUNCT
cana-2349	58	25	based	base	VERB
cana-2349	58	26	multi	multi	ADJ
cana-2349	58	27	-	-	ADJ
cana-2349	58	28	modal	modal	ADJ
cana-2349	58	29	bio	bio	NOUN
cana-2349	58	30	-	-	PUNCT
cana-2349	58	31	signals	signal	NOUN
cana-2349	58	32	.	.	PUNCT
cana-2349	59	1	this	this	DET
cana-2349	59	2	system	system	NOUN
cana-2349	59	3	is	be	AUX
cana-2349	59	4	capable	capable	ADJ
cana-2349	59	5	of	of	ADP
cana-2349	59	6	real	real	ADJ
cana-2349	59	7	-	-	PUNCT
cana-2349	59	8	time	time	NOUN
cana-2349	59	9	detection	detection	NOUN
cana-2349	59	10	and	and	CCONJ
cana-2349	59	11	prediction	prediction	NOUN
cana-2349	59	12	of	of	ADP
cana-2349	59	13	early	early	ADJ
cana-2349	59	14	symptoms	symptom	NOUN
cana-2349	59	15	related	relate	VERB
cana-2349	59	16	to	to	ADP
cana-2349	59	17	stroke	stroke	NOUN
cana-2349	59	18	by	by	ADP
cana-2349	59	19	gathering	gather	VERB
cana-2349	59	20	multi	multi	ADJ
cana-2349	59	21	-	-	ADJ
cana-2349	59	22	modal	modal	ADJ
cana-2349	59	23	bio	bio	NOUN
cana-2349	59	24	-	-	PUNCT
cana-2349	59	25	signals	signal	NOUN
cana-2349	59	26	continuously	continuously	ADV
cana-2349	59	27	.	.	PUNCT
cana-2349	60	1	the	the	DET
cana-2349	60	2	study	study	NOUN
cana-2349	60	3	focused	focus	VERB
cana-2349	60	4	on	on	ADP
cana-2349	60	5	participants	participant	NOUN
cana-2349	60	6	aged	age	VERB
cana-2349	60	7	65	65	NUM
cana-2349	60	8	and	and	CCONJ
cana-2349	60	9	older	old	ADJ
cana-2349	60	10	,	,	PUNCT
cana-2349	60	11	collecting	collect	VERB
cana-2349	60	12	and	and	CCONJ
cana-2349	60	13	storing	store	VERB
cana-2349	60	14	ecg	ecg	PROPN
cana-2349	60	15	signals	signal	NOUN
cana-2349	60	16	while	while	SCONJ
cana-2349	60	17	they	they	PRON
cana-2349	60	18	were	be	AUX
cana-2349	60	19	engaged	engage	VERB
cana-2349	60	20	in	in	ADP
cana-2349	60	21	walking	walk	VERB
cana-2349	60	22	activities	activity	NOUN
cana-2349	60	23	.	.	PUNCT
cana-2349	61	1	these	these	DET
cana-2349	61	2	bio	bio	NOUN
cana-2349	61	3	-	-	PUNCT
cana-2349	61	4	signals	signal	NOUN
cana-2349	61	5	were	be	AUX
cana-2349	61	6	segmented	segment	VERB
cana-2349	61	7	into	into	ADP
cana-2349	61	8	specific	specific	ADJ
cana-2349	61	9	waveform	waveform	NOUN
cana-2349	61	10	intervals	interval	NOUN
cana-2349	61	11	to	to	PART
cana-2349	61	12	develop	develop	VERB
cana-2349	61	13	predictive	predictive	ADJ
cana-2349	61	14	models	model	NOUN
cana-2349	61	15	using	use	VERB
cana-2349	61	16	machine	machine	NOUN
cana-2349	61	17	learning	learning	NOUN
cana-2349	61	18	,	,	PUNCT
cana-2349	61	19	aiming	aim	VERB
cana-2349	61	20	to	to	PART
cana-2349	61	21	achieve	achieve	VERB
cana-2349	61	22	more	more	ADV
cana-2349	61	23	precise	precise	ADJ
cana-2349	61	24	predictions	prediction	NOUN
cana-2349	61	25	and	and	CCONJ
cana-2349	61	26	interpretations	interpretation	NOUN
cana-2349	61	27	.	.	PUNCT
cana-2349	62	1	the	the	DET
cana-2349	62	2	research	research	NOUN
cana-2349	62	3	also	also	ADV
cana-2349	62	4	demonstrated	demonstrate	VERB
cana-2349	62	5	that	that	SCONJ
cana-2349	62	6	deep	deep	ADJ
cana-2349	62	7	learning	learning	NOUN
cana-2349	62	8	models	model	NOUN
cana-2349	62	9	for	for	ADP
cana-2349	62	10	time	time	NOUN
cana-2349	62	11	series	series	NOUN
cana-2349	62	12	analysis	analysis	NOUN
cana-2349	62	13	could	could	AUX
cana-2349	62	14	accurately	accurately	ADV
cana-2349	62	15	identify	identify	VERB
cana-2349	62	16	early	early	ADJ
cana-2349	62	17	stroke	stroke	NOUN
cana-2349	62	18	symptoms	symptom	NOUN
cana-2349	62	19	directly	directly	ADV
cana-2349	62	20	from	from	ADP
cana-2349	62	21	raw	raw	ADJ
cana-2349	62	22	data	datum	NOUN
cana-2349	62	23	,	,	PUNCT
cana-2349	62	24	eliminating	eliminate	VERB
cana-2349	62	25	the	the	DET
cana-2349	62	26	need	need	NOUN
cana-2349	62	27	for	for	ADP
cana-2349	62	28	separate	separate	ADJ
cana-2349	62	29	feature	feature	NOUN
cana-2349	62	30	extraction	extraction	NOUN
cana-2349	62	31	.	.	PUNCT
cana-2349	63	1	the	the	DET
cana-2349	63	2	multi	multi	ADJ
cana-2349	63	3	-	-	ADJ
cana-2349	63	4	modal	modal	ADJ
cana-2349	63	5	bio	bio	NOUN
cana-2349	63	6	-	-	PUNCT
cana-2349	63	7	signal	signal	NOUN
cana-2349	63	8	-	-	PUNCT
cana-2349	63	9	based	base	VERB
cana-2349	63	10	predictive	predictive	ADJ
cana-2349	63	11	system	system	NOUN
cana-2349	63	12	introduced	introduce	VERB
cana-2349	63	13	here	here	ADV
cana-2349	63	14	shows	show	VERB
cana-2349	63	15	potential	potential	NOUN
cana-2349	63	16	for	for	ADP
cana-2349	63	17	real	real	ADJ
cana-2349	63	18	-	-	PUNCT
cana-2349	63	19	time	time	NOUN
cana-2349	63	20	detection	detection	NOUN
cana-2349	63	21	and	and	CCONJ
cana-2349	63	22	prediction	prediction	NOUN
cana-2349	63	23	of	of	ADP
cana-2349	63	24	stroke	stroke	NOUN
cana-2349	63	25	symptoms	symptom	NOUN
cana-2349	63	26	,	,	PUNCT
cana-2349	63	27	which	which	PRON
cana-2349	63	28	have	have	VERB
cana-2349	63	29	a	a	DET
cana-2349	63	30	high	high	ADJ
cana-2349	63	31	mortality	mortality	NOUN
cana-2349	63	32	and	and	CCONJ
cana-2349	63	33	incidence	incidence	NOUN
cana-2349	63	34	rate	rate	NOUN
cana-2349	63	35	among	among	ADP
cana-2349	63	36	the	the	DET
cana-2349	63	37	elderly	elderly	ADJ
cana-2349	63	38	.	.	PUNCT
cana-2349	64	1	neural	neural	ADJ
cana-2349	64	2	networks	network	NOUN
cana-2349	64	3	,	,	PUNCT
cana-2349	64	4	inspired	inspire	VERB
cana-2349	64	5	by	by	ADP
cana-2349	64	6	the	the	DET
cana-2349	64	7	structure	structure	NOUN
cana-2349	64	8	of	of	ADP
cana-2349	64	9	the	the	DET
cana-2349	64	10	human	human	ADJ
cana-2349	64	11	brain	brain	NOUN
cana-2349	64	12	,	,	PUNCT
cana-2349	64	13	consist	consist	VERB
cana-2349	64	14	of	of	ADP
cana-2349	64	15	a	a	DET
cana-2349	64	16	vast	vast	ADJ
cana-2349	64	17	array	array	NOUN
cana-2349	64	18	of	of	ADP
cana-2349	64	19	interconnected	interconnected	ADJ
cana-2349	64	20	neurons	neuron	NOUN
cana-2349	64	21	.	.	PUNCT
cana-2349	65	1	these	these	DET
cana-2349	65	2	artificial	artificial	ADJ
cana-2349	65	3	neurons	neuron	NOUN
cana-2349	65	4	mimic	mimic	ADJ
cana-2349	65	5	biological	biological	ADJ
cana-2349	65	6	ones	one	NOUN
cana-2349	65	7	,	,	PUNCT
cana-2349	65	8	where	where	SCONJ
cana-2349	65	9	each	each	DET
cana-2349	65	10	unit	unit	NOUN
cana-2349	65	11	is	be	AUX
cana-2349	65	12	linked	link	VERB
cana-2349	65	13	to	to	ADP
cana-2349	65	14	others	other	NOUN
cana-2349	65	15	,	,	PUNCT
cana-2349	65	16	either	either	CCONJ
cana-2349	65	17	promoting	promote	VERB
cana-2349	65	18	or	or	CCONJ
cana-2349	65	19	inhibiting	inhibit	VERB
cana-2349	65	20	activation	activation	NOUN
cana-2349	65	21	.	.	PUNCT
cana-2349	66	1	the	the	DET
cana-2349	66	2	network	network	NOUN
cana-2349	66	3	processes	process	NOUN
cana-2349	66	4	inputs	input	NOUN
cana-2349	66	5	through	through	ADP
cana-2349	66	6	a	a	DET
cana-2349	66	7	summation	summation	NOUN
cana-2349	66	8	function	function	NOUN
cana-2349	66	9	,	,	PUNCT
cana-2349	66	10	which	which	PRON
cana-2349	66	11	combines	combine	VERB
cana-2349	66	12	the	the	DET
cana-2349	66	13	values	value	NOUN
cana-2349	66	14	received	receive	VERB
cana-2349	66	15	.	.	PUNCT
cana-2349	67	1	additionally	additionally	ADV
cana-2349	67	2	,	,	PUNCT
cana-2349	67	3	each	each	DET
cana-2349	67	4	connection	connection	NOUN
cana-2349	67	5	and	and	CCONJ
cana-2349	67	6	unit	unit	NOUN
cana-2349	67	7	incorporates	incorporate	VERB
cana-2349	67	8	a	a	DET
cana-2349	67	9	communications	communication	NOUN
cana-2349	67	10	on	on	ADP
cana-2349	67	11	applied	apply	VERB
cana-2349	67	12	nonlinear	nonlinear	ADJ
cana-2349	67	13	analysis	analysis	NOUN
cana-2349	67	14	issn	issn	NOUN
cana-2349	67	15	:	:	PUNCT
cana-2349	67	16	1074	1074	NUM
cana-2349	67	17	-	-	PUNCT
cana-2349	67	18	133x	133x	NUM
cana-2349	67	19	vol	vol	NOUN
cana-2349	67	20	32	32	NUM
cana-2349	67	21	no	no	NOUN
cana-2349	67	22	.	.	PUNCT
cana-2349	68	1	2s	2s	NUM
cana-2349	68	2	(	(	PUNCT
cana-2349	68	3	2025	2025	NUM
cana-2349	68	4	)	)	PUNCT
cana-2349	68	5	244	244	NUM
cana-2349	68	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2349	68	7	threshold	threshold	NOUN
cana-2349	68	8	function	function	NOUN
cana-2349	68	9	that	that	PRON
cana-2349	68	10	must	must	AUX
cana-2349	68	11	be	be	AUX
cana-2349	68	12	surpassed	surpass	VERB
cana-2349	68	13	for	for	SCONJ
cana-2349	68	14	signals	signal	NOUN
cana-2349	68	15	to	to	PART
cana-2349	68	16	propagate	propagate	VERB
cana-2349	68	17	to	to	ADP
cana-2349	68	18	other	other	ADJ
cana-2349	68	19	neurons	neuron	NOUN
cana-2349	68	20	.	.	PUNCT
cana-2349	69	1	figure	figure	NOUN
cana-2349	69	2	2	2	NUM
cana-2349	69	3	:	:	PUNCT
cana-2349	69	4	proposed	propose	VERB
cana-2349	69	5	block	block	NOUN
cana-2349	69	6	diagram	diagram	NOUN
cana-2349	69	7	in	in	ADP
cana-2349	69	8	this	this	DET
cana-2349	69	9	study	study	NOUN
cana-2349	69	10	,	,	PUNCT
cana-2349	69	11	we	we	PRON
cana-2349	69	12	identified	identify	VERB
cana-2349	69	13	and	and	CCONJ
cana-2349	69	14	introduced	introduce	VERB
cana-2349	69	15	29	29	NUM
cana-2349	69	16	novel	novel	NOUN
cana-2349	69	17	attributes	attribute	NOUN
cana-2349	69	18	that	that	PRON
cana-2349	69	19	have	have	AUX
cana-2349	69	20	not	not	PART
cana-2349	69	21	been	be	AUX
cana-2349	69	22	previously	previously	ADV
cana-2349	69	23	utilized	utilize	VERB
cana-2349	69	24	in	in	ADP
cana-2349	69	25	ecg	ecg	PROPN
cana-2349	69	26	-	-	PUNCT
cana-2349	69	27	based	base	VERB
cana-2349	69	28	multi	multi	ADJ
cana-2349	69	29	-	-	ADJ
cana-2349	69	30	modal	modal	ADJ
cana-2349	69	31	bio	bio	NOUN
cana-2349	69	32	-	-	PUNCT
cana-2349	69	33	signal	signal	ADJ
cana-2349	69	34	studies	study	NOUN
cana-2349	69	35	involving	involve	VERB
cana-2349	69	36	machine	machine	NOUN
cana-2349	69	37	learning	learning	NOUN
cana-2349	69	38	and	and	CCONJ
cana-2349	69	39	deep	deep	ADJ
cana-2349	69	40	learning	learning	NOUN
cana-2349	69	41	approaches	approach	NOUN
cana-2349	69	42	.	.	PUNCT
cana-2349	70	1	this	this	DET
cana-2349	70	2	contribution	contribution	NOUN
cana-2349	70	3	is	be	AUX
cana-2349	70	4	significant	significant	ADJ
cana-2349	70	5	as	as	SCONJ
cana-2349	70	6	it	it	PRON
cana-2349	70	7	enhances	enhance	VERB
cana-2349	70	8	the	the	DET
cana-2349	70	9	ability	ability	NOUN
cana-2349	70	10	to	to	PART
cana-2349	70	11	provide	provide	VERB
cana-2349	70	12	objective	objective	ADJ
cana-2349	70	13	diagnoses	diagnosis	NOUN
cana-2349	70	14	and	and	CCONJ
cana-2349	70	15	prognostic	prognostic	ADJ
cana-2349	70	16	treatment	treatment	NOUN
cana-2349	70	17	,	,	PUNCT
cana-2349	70	18	offering	offer	VERB
cana-2349	70	19	semantic	semantic	ADJ
cana-2349	70	20	analysis	analysis	NOUN
cana-2349	70	21	results	result	NOUN
cana-2349	70	22	that	that	PRON
cana-2349	70	23	can	can	AUX
cana-2349	70	24	support	support	VERB
cana-2349	70	25	medical	medical	ADJ
cana-2349	70	26	professionals	professional	NOUN
cana-2349	70	27	in	in	ADP
cana-2349	70	28	their	their	PRON
cana-2349	70	29	decision	decision	NOUN
cana-2349	70	30	-	-	PUNCT
cana-2349	70	31	making	making	NOUN
cana-2349	70	32	.	.	PUNCT
cana-2349	71	1	the	the	DET
cana-2349	71	2	proposed	propose	VERB
cana-2349	71	3	stroke	stroke	NOUN
cana-2349	71	4	prediction	prediction	NOUN
cana-2349	71	5	and	and	CCONJ
cana-2349	71	6	monitoring	monitoring	NOUN
cana-2349	71	7	system	system	NOUN
cana-2349	71	8	was	be	AUX
cana-2349	71	9	experimentally	experimentally	ADV
cana-2349	71	10	validated	validate	VERB
cana-2349	71	11	to	to	PART
cana-2349	71	12	effectively	effectively	ADV
cana-2349	71	13	predict	predict	VERB
cana-2349	71	14	early	early	ADJ
cana-2349	71	15	stroke	stroke	NOUN
cana-2349	71	16	symptoms	symptom	NOUN
cana-2349	71	17	in	in	ADP
cana-2349	71	18	real	real	ADJ
cana-2349	71	19	-	-	PUNCT
cana-2349	71	20	time	time	NOUN
cana-2349	71	21	.	.	PUNCT
cana-2349	72	1	additionally	additionally	ADV
cana-2349	72	2	,	,	PUNCT
cana-2349	72	3	it	it	PRON
cana-2349	72	4	has	have	VERB
cana-2349	72	5	the	the	DET
cana-2349	72	6	potential	potential	NOUN
cana-2349	72	7	to	to	PART
cana-2349	72	8	be	be	AUX
cana-2349	72	9	integrated	integrate	VERB
cana-2349	72	10	into	into	ADP
cana-2349	72	11	low	low	ADJ
cana-2349	72	12	-	-	PUNCT
cana-2349	72	13	cost	cost	NOUN
cana-2349	72	14	,	,	PUNCT
cana-2349	72	15	everyday	everyday	ADJ
cana-2349	72	16	healthcare	healthcare	PROPN
cana-2349	72	17	services	service	NOUN
cana-2349	72	18	for	for	ADP
cana-2349	72	19	the	the	DET
cana-2349	72	20	elderly	elderly	ADJ
cana-2349	72	21	.	.	PUNCT
cana-2349	73	1	the	the	DET
cana-2349	73	2	experimental	experimental	ADJ
cana-2349	73	3	data	datum	NOUN
cana-2349	73	4	consisted	consist	VERB
cana-2349	73	5	of	of	ADP
cana-2349	73	6	real	real	ADJ
cana-2349	73	7	-	-	PUNCT
cana-2349	73	8	time	time	NOUN
cana-2349	73	9	ecg	ecg	PROPN
cana-2349	73	10	bio	bio	PROPN
cana-2349	73	11	-	-	PUNCT
cana-2349	73	12	signals	signal	NOUN
cana-2349	73	13	collected	collect	VERB
cana-2349	73	14	from	from	ADP
cana-2349	73	15	participants	participant	NOUN
cana-2349	73	16	aged	age	VERB
cana-2349	73	17	65	65	NUM
cana-2349	73	18	and	and	CCONJ
cana-2349	73	19	above	above	ADV
cana-2349	73	20	while	while	SCONJ
cana-2349	73	21	they	they	PRON
cana-2349	73	22	were	be	AUX
cana-2349	73	23	walking	walk	VERB
cana-2349	73	24	.	.	PUNCT
cana-2349	74	1	the	the	DET
cana-2349	74	2	system	system	NOUN
cana-2349	74	3	uses	use	VERB
cana-2349	74	4	a	a	DET
cana-2349	74	5	layered	layered	ADJ
cana-2349	74	6	feed	feed	NOUN
cana-2349	74	7	-	-	PUNCT
cana-2349	74	8	forward	forward	ADV
cana-2349	74	9	neural	neural	ADJ
cana-2349	74	10	network	network	NOUN
cana-2349	74	11	,	,	PUNCT
cana-2349	74	12	which	which	PRON
cana-2349	74	13	is	be	AUX
cana-2349	74	14	structured	structure	VERB
cana-2349	74	15	into	into	ADP
cana-2349	74	16	multiple	multiple	ADJ
cana-2349	74	17	layers	layer	NOUN
cana-2349	74	18	of	of	ADP
cana-2349	74	19	processing	processing	NOUN
cana-2349	74	20	elements	element	NOUN
cana-2349	74	21	.	.	PUNCT
cana-2349	75	1	each	each	DET
cana-2349	75	2	layer	layer	NOUN
cana-2349	75	3	independently	independently	ADV
cana-2349	75	4	processes	process	VERB
cana-2349	75	5	the	the	DET
cana-2349	75	6	input	input	NOUN
cana-2349	75	7	data	datum	NOUN
cana-2349	75	8	and	and	CCONJ
cana-2349	75	9	passes	pass	VERB
cana-2349	75	10	the	the	DET
cana-2349	75	11	results	result	NOUN
cana-2349	75	12	to	to	ADP
cana-2349	75	13	subsequent	subsequent	ADJ
cana-2349	75	14	layers	layer	NOUN
cana-2349	75	15	.	.	PUNCT
cana-2349	76	1	the	the	DET
cana-2349	76	2	next	next	ADJ
cana-2349	76	3	layer	layer	NOUN
cana-2349	76	4	performs	perform	VERB
cana-2349	76	5	its	its	PRON
cana-2349	76	6	own	own	ADJ
cana-2349	76	7	computations	computation	NOUN
cana-2349	76	8	based	base	VERB
cana-2349	76	9	on	on	ADP
cana-2349	76	10	the	the	DET
cana-2349	76	11	received	receive	VERB
cana-2349	76	12	data	datum	NOUN
cana-2349	76	13	and	and	CCONJ
cana-2349	76	14	forwards	forward	VERB
cana-2349	76	15	the	the	DET
cana-2349	76	16	outcome	outcome	NOUN
cana-2349	76	17	to	to	ADP
cana-2349	76	18	the	the	DET
cana-2349	76	19	next	next	ADJ
cana-2349	76	20	layer	layer	NOUN
cana-2349	76	21	in	in	ADP
cana-2349	76	22	the	the	DET
cana-2349	76	23	sequence	sequence	NOUN
cana-2349	76	24	.	.	PUNCT
cana-2349	77	1	ultimately	ultimately	ADV
cana-2349	77	2	,	,	PUNCT
cana-2349	77	3	a	a	DET
cana-2349	77	4	final	final	ADJ
cana-2349	77	5	set	set	NOUN
cana-2349	77	6	of	of	ADP
cana-2349	77	7	processing	processing	NOUN
cana-2349	77	8	elements	element	NOUN
cana-2349	77	9	determines	determine	VERB
cana-2349	77	10	the	the	DET
cana-2349	77	11	network	network	NOUN
cana-2349	77	12	's	's	PART
cana-2349	77	13	output	output	NOUN
cana-2349	77	14	,	,	PUNCT
cana-2349	77	15	providing	provide	VERB
cana-2349	77	16	a	a	DET
cana-2349	77	17	predictive	predictive	ADJ
cana-2349	77	18	result	result	NOUN
cana-2349	77	19	.	.	PUNCT
cana-2349	78	1	the	the	DET
cana-2349	78	2	hardware	hardware	NOUN
cana-2349	78	3	setup	setup	NOUN
cana-2349	78	4	of	of	ADP
cana-2349	78	5	the	the	DET
cana-2349	78	6	proposed	propose	VERB
cana-2349	78	7	system	system	NOUN
cana-2349	78	8	integrates	integrate	VERB
cana-2349	78	9	various	various	ADJ
cana-2349	78	10	sensors	sensor	NOUN
cana-2349	78	11	and	and	CCONJ
cana-2349	78	12	modules	module	NOUN
cana-2349	78	13	to	to	PART
cana-2349	78	14	collect	collect	VERB
cana-2349	78	15	and	and	CCONJ
cana-2349	78	16	transmit	transmit	VERB
cana-2349	78	17	physiological	physiological	ADJ
cana-2349	78	18	signals	signal	NOUN
cana-2349	78	19	such	such	ADJ
cana-2349	78	20	as	as	ADP
cana-2349	78	21	ecg	ecg	PROPN
cana-2349	78	22	,	,	PUNCT
cana-2349	78	23	heart	heart	NOUN
cana-2349	78	24	rate	rate	NOUN
cana-2349	78	25	,	,	PUNCT
cana-2349	78	26	and	and	CCONJ
cana-2349	78	27	temperature	temperature	NOUN
cana-2349	78	28	.	.	PUNCT
cana-2349	79	1	each	each	DET
cana-2349	79	2	component	component	NOUN
cana-2349	79	3	is	be	AUX
cana-2349	79	4	carefully	carefully	ADV
cana-2349	79	5	chosen	choose	VERB
cana-2349	79	6	to	to	PART
cana-2349	79	7	ensure	ensure	VERB
cana-2349	79	8	seamless	seamless	ADJ
cana-2349	79	9	data	datum	NOUN
cana-2349	79	10	acquisition	acquisition	NOUN
cana-2349	79	11	,	,	PUNCT
cana-2349	79	12	processing	processing	NOUN
cana-2349	79	13	,	,	PUNCT
cana-2349	79	14	and	and	CCONJ
cana-2349	79	15	communication	communication	NOUN
cana-2349	79	16	,	,	PUNCT
cana-2349	79	17	forming	form	VERB
cana-2349	79	18	a	a	DET
cana-2349	79	19	robust	robust	ADJ
cana-2349	79	20	foundation	foundation	NOUN
cana-2349	79	21	for	for	ADP
cana-2349	79	22	the	the	DET
cana-2349	79	23	predictive	predictive	ADJ
cana-2349	79	24	model	model	NOUN
cana-2349	79	25	.	.	PUNCT
cana-2349	80	1	table	table	NOUN
cana-2349	80	2	1	1	NUM
cana-2349	80	3	:	:	PUNCT
cana-2349	80	4	key	key	ADJ
cana-2349	80	5	metrics	metric	NOUN
cana-2349	80	6	of	of	ADP
cana-2349	80	7	the	the	DET
cana-2349	80	8	proposal	proposal	NOUN
cana-2349	80	9	hardware	hardware	NOUN
cana-2349	80	10	requirements	requirement	NOUN
cana-2349	80	11	specifications	specification	NOUN
cana-2349	80	12	ecg	ecg	PROPN
cana-2349	80	13	sensor	sensor	NOUN
cana-2349	80	14	ad8232	ad8232	PROPN
cana-2349	80	15	arduino	arduino	NOUN
cana-2349	80	16	nano	nano	NOUN
cana-2349	80	17	atmega328p	atmega328p	PROPN
cana-2349	80	18	temperature	temperature	NOUN
cana-2349	80	19	sensor	sensor	NOUN
cana-2349	80	20	ds18b20	ds18b20	PROPN
cana-2349	80	21	heart	heart	NOUN
cana-2349	80	22	rate	rate	NOUN
cana-2349	80	23	sensor	sensor	PROPN
cana-2349	80	24	ir	ir	PROPN
cana-2349	80	25	based	base	VERB
cana-2349	80	26	sensor	sensor	NOUN
cana-2349	80	27	power	power	NOUN
cana-2349	80	28	requirement(node	requirement(node	PROPN
cana-2349	80	29	mcu	mcu	PROPN
cana-2349	80	30	)	)	PUNCT
cana-2349	80	31	esp8266	esp8266	VERB
cana-2349	80	32	wifi	wifi	NOUN
cana-2349	80	33	module	module	NOUN
cana-2349	80	34	internal	internal	ADJ
cana-2349	80	35	body	body	NOUN
cana-2349	80	36	heat	heat	NOUN
cana-2349	80	37	level	level	NOUN
cana-2349	80	38	(	(	PUNCT
cana-2349	80	39	ibl	ibl	PROPN
cana-2349	80	40	):	):	PUNCT
cana-2349	80	41	the	the	DET
cana-2349	80	42	ibl	ibl	PROPN
cana-2349	80	43	is	be	AUX
cana-2349	80	44	an	an	DET
cana-2349	80	45	approximation	approximation	NOUN
cana-2349	80	46	that	that	PRON
cana-2349	80	47	shows	show	VERB
cana-2349	80	48	the	the	DET
cana-2349	80	49	body	body	NOUN
cana-2349	80	50	's	's	PART
cana-2349	80	51	maximum	maximum	ADJ
cana-2349	80	52	internal	internal	ADJ
cana-2349	80	53	temperature	temperature	NOUN
cana-2349	80	54	within	within	ADP
cana-2349	80	55	the	the	DET
cana-2349	80	56	standard	standard	ADJ
cana-2349	80	57	parameters	parameter	NOUN
cana-2349	80	58	.	.	PUNCT
cana-2349	81	1	this	this	DET
cana-2349	81	2	rule	rule	NOUN
cana-2349	81	3	becomes	become	VERB
cana-2349	81	4	increasingly	increasingly	ADV
cana-2349	81	5	unusual	unusual	ADJ
cana-2349	81	6	at	at	ADP
cana-2349	81	7	high	high	ADJ
cana-2349	81	8	communications	communication	NOUN
cana-2349	81	9	on	on	ADP
cana-2349	81	10	applied	apply	VERB
cana-2349	81	11	nonlinear	nonlinear	ADJ
cana-2349	81	12	analysis	analysis	NOUN
cana-2349	81	13	issn	issn	NOUN
cana-2349	81	14	:	:	PUNCT
cana-2349	81	15	1074	1074	NUM
cana-2349	81	16	-	-	PUNCT
cana-2349	81	17	133x	133x	NUM
cana-2349	81	18	vol	vol	NOUN
cana-2349	81	19	32	32	NUM
cana-2349	81	20	no	no	NOUN
cana-2349	81	21	.	.	PUNCT
cana-2349	82	1	2s	2s	NUM
cana-2349	82	2	(	(	PUNCT
cana-2349	82	3	2025	2025	NUM
cana-2349	82	4	)	)	PUNCT
cana-2349	82	5	245	245	NUM
cana-2349	82	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	82	7	or	or	CCONJ
cana-2349	82	8	low	low	ADJ
cana-2349	82	9	elevations	elevation	NOUN
cana-2349	82	10	,	,	PUNCT
cana-2349	82	11	as	as	ADV
cana-2349	82	12	well	well	ADV
cana-2349	82	13	as	as	ADP
cana-2349	82	14	in	in	ADP
cana-2349	82	15	other	other	ADJ
cana-2349	82	16	locations	location	NOUN
cana-2349	82	17	due	due	ADP
cana-2349	82	18	to	to	ADP
cana-2349	82	19	the	the	DET
cana-2349	82	20	extreme	extreme	ADJ
cana-2349	82	21	temperature	temperature	NOUN
cana-2349	82	22	fluctuations	fluctuation	NOUN
cana-2349	82	23	in	in	ADP
cana-2349	82	24	the	the	DET
cana-2349	82	25	surrounding	surround	VERB
cana-2349	82	26	air	air	NOUN
cana-2349	82	27	.	.	PUNCT
cana-2349	83	1	for	for	ADP
cana-2349	83	2	example	example	NOUN
cana-2349	83	3	,	,	PUNCT
cana-2349	83	4	vasodilation	vasodilation	NOUN
cana-2349	83	5	and	and	CCONJ
cana-2349	83	6	drying	dry	VERB
cana-2349	83	7	out	out	ADP
cana-2349	83	8	may	may	AUX
cana-2349	83	9	result	result	VERB
cana-2349	83	10	from	from	ADP
cana-2349	83	11	high	high	ADJ
cana-2349	83	12	sh	sh	NOUN
cana-2349	83	13	and	and	CCONJ
cana-2349	83	14	low	low	PROPN
cana-2349	83	15	rh	rh	PROPN
cana-2349	83	16	,	,	PUNCT
cana-2349	83	17	which	which	PRON
cana-2349	83	18	could	could	AUX
cana-2349	83	19	quickly	quickly	ADV
cana-2349	83	20	lead	lead	VERB
cana-2349	83	21	to	to	ADP
cana-2349	83	22	decompensating	decompensating	NOUN
cana-2349	83	23	.	.	PUNCT
cana-2349	84	1	figure	figure	VERB
cana-2349	84	2	3	3	NUM
cana-2349	84	3	:	:	PUNCT
cana-2349	84	4	hardware	hardware	NOUN
cana-2349	84	5	setup	setup	NOUN
cana-2349	84	6	of	of	ADP
cana-2349	84	7	the	the	DET
cana-2349	84	8	proposed	propose	VERB
cana-2349	84	9	method	method	NOUN
cana-2349	84	10	the	the	DET
cana-2349	84	11	hardware	hardware	NOUN
cana-2349	84	12	setup	setup	NOUN
cana-2349	84	13	depicted	depict	VERB
cana-2349	84	14	in	in	ADP
cana-2349	84	15	the	the	DET
cana-2349	84	16	diagram	diagram	NOUN
cana-2349	84	17	illustrates	illustrate	VERB
cana-2349	84	18	the	the	DET
cana-2349	84	19	integration	integration	NOUN
cana-2349	84	20	of	of	ADP
cana-2349	84	21	key	key	ADJ
cana-2349	84	22	components	component	NOUN
cana-2349	84	23	designed	design	VERB
cana-2349	84	24	for	for	ADP
cana-2349	84	25	real	real	ADJ
cana-2349	84	26	-	-	PUNCT
cana-2349	84	27	time	time	NOUN
cana-2349	84	28	monitoring	monitoring	NOUN
cana-2349	84	29	of	of	ADP
cana-2349	84	30	physiological	physiological	ADJ
cana-2349	84	31	signals	signal	NOUN
cana-2349	84	32	.	.	PUNCT
cana-2349	85	1	the	the	DET
cana-2349	85	2	arduino	arduino	NOUN
cana-2349	85	3	nano	nano	NOUN
cana-2349	85	4	serves	serve	VERB
cana-2349	85	5	as	as	ADP
cana-2349	85	6	the	the	DET
cana-2349	85	7	central	central	ADJ
cana-2349	85	8	processing	processing	NOUN
cana-2349	85	9	unit	unit	NOUN
cana-2349	85	10	,	,	PUNCT
cana-2349	85	11	efficiently	efficiently	ADV
cana-2349	85	12	managing	manage	VERB
cana-2349	85	13	data	datum	NOUN
cana-2349	85	14	from	from	ADP
cana-2349	85	15	various	various	ADJ
cana-2349	85	16	sensors	sensor	NOUN
cana-2349	85	17	,	,	PUNCT
cana-2349	85	18	including	include	VERB
cana-2349	85	19	the	the	DET
cana-2349	85	20	ecg	ecg	PROPN
cana-2349	85	21	sensor	sensor	NOUN
cana-2349	85	22	(	(	PUNCT
cana-2349	85	23	ad8232	ad8232	PROPN
cana-2349	85	24	)	)	PUNCT
cana-2349	85	25	,	,	PUNCT
cana-2349	85	26	heart	heart	NOUN
cana-2349	85	27	rate	rate	NOUN
cana-2349	85	28	sensor	sensor	NOUN
cana-2349	85	29	,	,	PUNCT
cana-2349	85	30	and	and	CCONJ
cana-2349	85	31	temperature	temperature	NOUN
cana-2349	85	32	sensor	sensor	NOUN
cana-2349	85	33	.	.	PUNCT
cana-2349	86	1	each	each	DET
cana-2349	86	2	component	component	NOUN
cana-2349	86	3	plays	play	VERB
cana-2349	86	4	a	a	DET
cana-2349	86	5	critical	critical	ADJ
cana-2349	86	6	role	role	NOUN
cana-2349	86	7	in	in	ADP
cana-2349	86	8	capturing	capture	VERB
cana-2349	86	9	vital	vital	ADJ
cana-2349	86	10	health	health	NOUN
cana-2349	86	11	metrics	metric	NOUN
cana-2349	86	12	,	,	PUNCT
cana-2349	86	13	which	which	PRON
cana-2349	86	14	are	be	AUX
cana-2349	86	15	then	then	ADV
cana-2349	86	16	processed	process	VERB
cana-2349	86	17	and	and	CCONJ
cana-2349	86	18	transmitted	transmit	VERB
cana-2349	86	19	via	via	ADP
cana-2349	86	20	the	the	DET
cana-2349	86	21	esp8266	esp8266	ADJ
cana-2349	86	22	wifi	wifi	NOUN
cana-2349	86	23	module	module	NOUN
cana-2349	86	24	for	for	ADP
cana-2349	86	25	real	real	ADJ
cana-2349	86	26	-	-	PUNCT
cana-2349	86	27	time	time	NOUN
cana-2349	86	28	analysis	analysis	NOUN
cana-2349	86	29	.	.	PUNCT
cana-2349	87	1	this	this	DET
cana-2349	87	2	configuration	configuration	NOUN
cana-2349	87	3	not	not	PART
cana-2349	87	4	only	only	ADV
cana-2349	87	5	facilitates	facilitate	VERB
cana-2349	87	6	accurate	accurate	ADJ
cana-2349	87	7	stroke	stroke	NOUN
cana-2349	87	8	prediction	prediction	NOUN
cana-2349	87	9	but	but	CCONJ
cana-2349	87	10	also	also	ADV
cana-2349	87	11	enhances	enhance	VERB
cana-2349	87	12	the	the	DET
cana-2349	87	13	system	system	NOUN
cana-2349	87	14	's	's	PART
cana-2349	87	15	overall	overall	ADJ
cana-2349	87	16	functionality	functionality	NOUN
cana-2349	87	17	by	by	ADP
cana-2349	87	18	providing	provide	VERB
cana-2349	87	19	essential	essential	ADJ
cana-2349	87	20	alerts	alert	NOUN
cana-2349	87	21	and	and	CCONJ
cana-2349	87	22	visual	visual	ADJ
cana-2349	87	23	feedback	feedback	NOUN
cana-2349	87	24	through	through	ADP
cana-2349	87	25	the	the	DET
cana-2349	87	26	lcd	lcd	NOUN
cana-2349	87	27	display	display	NOUN
cana-2349	87	28	and	and	CCONJ
cana-2349	87	29	buzzer	buzzer	NOUN
cana-2349	87	30	.	.	PUNCT
cana-2349	88	1	figure	figure	NOUN
cana-2349	88	2	4	4	NUM
cana-2349	88	3	:	:	PUNCT
cana-2349	88	4	software	software	NOUN
cana-2349	88	5	model	model	NOUN
cana-2349	88	6	of	of	ADP
cana-2349	88	7	the	the	DET
cana-2349	88	8	proposed	propose	VERB
cana-2349	88	9	method	method	NOUN
cana-2349	88	10	this	this	DET
cana-2349	88	11	streamlined	streamlined	ADJ
cana-2349	88	12	integration	integration	NOUN
cana-2349	88	13	enables	enable	VERB
cana-2349	88	14	the	the	DET
cana-2349	88	15	system	system	NOUN
cana-2349	88	16	to	to	PART
cana-2349	88	17	efficiently	efficiently	ADV
cana-2349	88	18	collect	collect	VERB
cana-2349	88	19	,	,	PUNCT
cana-2349	88	20	analyze	analyze	VERB
cana-2349	88	21	,	,	PUNCT
cana-2349	88	22	and	and	CCONJ
cana-2349	88	23	respond	respond	VERB
cana-2349	88	24	to	to	ADP
cana-2349	88	25	health	health	NOUN
cana-2349	88	26	data	datum	NOUN
cana-2349	88	27	,	,	PUNCT
cana-2349	88	28	supporting	support	VERB
cana-2349	88	29	accurate	accurate	ADJ
cana-2349	88	30	and	and	CCONJ
cana-2349	88	31	responsive	responsive	ADJ
cana-2349	88	32	stroke	stroke	NOUN
cana-2349	88	33	prediction	prediction	NOUN
cana-2349	88	34	.	.	PUNCT
cana-2349	89	1	communications	communication	NOUN
cana-2349	89	2	on	on	ADP
cana-2349	89	3	applied	apply	VERB
cana-2349	89	4	nonlinear	nonlinear	ADJ
cana-2349	89	5	analysis	analysis	NOUN
cana-2349	89	6	issn	issn	NOUN
cana-2349	89	7	:	:	PUNCT
cana-2349	89	8	1074	1074	NUM
cana-2349	89	9	-	-	PUNCT
cana-2349	89	10	133x	133x	NUM
cana-2349	89	11	vol	vol	NOUN
cana-2349	89	12	32	32	NUM
cana-2349	89	13	no	no	NOUN
cana-2349	89	14	.	.	PUNCT
cana-2349	90	1	2s	2s	NUM
cana-2349	90	2	(	(	PUNCT
cana-2349	90	3	2025	2025	NUM
cana-2349	90	4	)	)	PUNCT
cana-2349	90	5	246	246	NUM
cana-2349	91	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	91	2	figure	figure	NOUN
cana-2349	91	3	5	5	NUM
cana-2349	91	4	end	end	NOUN
cana-2349	91	5	-	-	PUNCT
cana-2349	91	6	to	to	ADP
cana-2349	91	7	-	-	PUNCT
cana-2349	91	8	end	end	NOUN
cana-2349	91	9	process	process	NOUN
cana-2349	91	10	flow	flow	NOUN
cana-2349	91	11	diagram	diagram	NOUN
cana-2349	91	12	.	.	PUNCT
cana-2349	92	1	4	4	X
cana-2349	92	2	.	.	NOUN
cana-2349	92	3	results	result	NOUN
cana-2349	92	4	and	and	CCONJ
cana-2349	92	5	discussion	discussion	NOUN
cana-2349	92	6	the	the	DET
cana-2349	92	7	results	result	NOUN
cana-2349	92	8	provides	provide	VERB
cana-2349	92	9	an	an	DET
cana-2349	92	10	in	in	ADP
cana-2349	92	11	-	-	PUNCT
cana-2349	92	12	depth	depth	NOUN
cana-2349	92	13	analysis	analysis	NOUN
cana-2349	92	14	of	of	ADP
cana-2349	92	15	the	the	DET
cana-2349	92	16	system	system	NOUN
cana-2349	92	17	's	's	PART
cana-2349	92	18	performance	performance	NOUN
cana-2349	92	19	in	in	ADP
cana-2349	92	20	predicting	predict	VERB
cana-2349	92	21	stroke	stroke	NOUN
cana-2349	92	22	and	and	CCONJ
cana-2349	92	23	classifying	classify	VERB
cana-2349	92	24	ecg	ecg	PROPN
cana-2349	92	25	signals	signal	NOUN
cana-2349	92	26	.	.	PUNCT
cana-2349	93	1	various	various	ADJ
cana-2349	93	2	techniques	technique	NOUN
cana-2349	93	3	,	,	PUNCT
cana-2349	93	4	including	include	VERB
cana-2349	93	5	signal	signal	NOUN
cana-2349	93	6	preprocessing	preprocessing	NOUN
cana-2349	93	7	,	,	PUNCT
cana-2349	93	8	data	datum	NOUN
cana-2349	93	9	augmentation	augmentation	NOUN
cana-2349	93	10	,	,	PUNCT
cana-2349	93	11	and	and	CCONJ
cana-2349	93	12	machine	machine	NOUN
cana-2349	93	13	learning	learning	NOUN
cana-2349	93	14	model	model	NOUN
cana-2349	93	15	evaluation	evaluation	NOUN
cana-2349	93	16	,	,	PUNCT
cana-2349	93	17	have	have	AUX
cana-2349	93	18	been	be	AUX
cana-2349	93	19	employed	employ	VERB
cana-2349	93	20	to	to	PART
cana-2349	93	21	achieve	achieve	VERB
cana-2349	93	22	accurate	accurate	ADJ
cana-2349	93	23	classification	classification	NOUN
cana-2349	93	24	across	across	ADP
cana-2349	93	25	categories	category	NOUN
cana-2349	93	26	such	such	ADJ
cana-2349	93	27	as	as	ADP
cana-2349	93	28	normal	normal	ADJ
cana-2349	93	29	,	,	PUNCT
cana-2349	93	30	abnormal	abnormal	ADJ
cana-2349	93	31	,	,	PUNCT
cana-2349	93	32	ischemic	ischemic	ADJ
cana-2349	93	33	,	,	PUNCT
cana-2349	93	34	and	and	CCONJ
cana-2349	93	35	hemorrhagic	hemorrhagic	NOUN
cana-2349	93	36	.	.	PUNCT
cana-2349	94	1	key	key	ADJ
cana-2349	94	2	results	result	NOUN
cana-2349	94	3	and	and	CCONJ
cana-2349	94	4	metrics	metric	NOUN
cana-2349	94	5	are	be	AUX
cana-2349	94	6	discussed	discuss	VERB
cana-2349	94	7	below	below	ADV
cana-2349	94	8	.	.	PUNCT
cana-2349	95	1	this	this	DET
cana-2349	95	2	study	study	NOUN
cana-2349	95	3	used	use	VERB
cana-2349	95	4	multimodal	multimodal	NOUN
cana-2349	95	5	bio	bio	NOUN
cana-2349	95	6	-	-	PUNCT
cana-2349	95	7	signals	signal	NOUN
cana-2349	95	8	,	,	PUNCT
cana-2349	95	9	particularly	particularly	ADV
cana-2349	95	10	real	real	ADJ
cana-2349	95	11	-	-	PUNCT
cana-2349	95	12	time	time	NOUN
cana-2349	95	13	ecg	ecg	PROPN
cana-2349	95	14	data	datum	NOUN
cana-2349	95	15	from	from	ADP
cana-2349	95	16	elderly	elderly	ADJ
cana-2349	95	17	stroke	stroke	NOUN
cana-2349	95	18	patients	patient	NOUN
cana-2349	95	19	and	and	CCONJ
cana-2349	95	20	healthy	healthy	ADJ
cana-2349	95	21	individuals	individual	NOUN
cana-2349	95	22	,	,	PUNCT
cana-2349	95	23	to	to	PART
cana-2349	95	24	develop	develop	VERB
cana-2349	95	25	and	and	CCONJ
cana-2349	95	26	validate	validate	VERB
cana-2349	95	27	the	the	DET
cana-2349	95	28	prediction	prediction	NOUN
cana-2349	95	29	model	model	NOUN
cana-2349	95	30	.	.	PUNCT
cana-2349	96	1	the	the	DET
cana-2349	96	2	dataset	dataset	NOUN
cana-2349	96	3	includes	include	VERB
cana-2349	96	4	signals	signal	NOUN
cana-2349	96	5	from	from	ADP
cana-2349	96	6	both	both	DET
cana-2349	96	7	stroke	stroke	NOUN
cana-2349	96	8	-	-	PUNCT
cana-2349	96	9	diagnosed	diagnose	VERB
cana-2349	96	10	and	and	CCONJ
cana-2349	96	11	non	non	ADJ
cana-2349	96	12	-	-	ADJ
cana-2349	96	13	stroke	stroke	NOUN
cana-2349	96	14	-	-	PUNCT
cana-2349	96	15	diagnosed	diagnose	VERB
cana-2349	96	16	participants	participant	NOUN
cana-2349	96	17	,	,	PUNCT
cana-2349	96	18	providing	provide	VERB
cana-2349	96	19	a	a	DET
cana-2349	96	20	comprehensive	comprehensive	ADJ
cana-2349	96	21	basis	basis	NOUN
cana-2349	96	22	for	for	ADP
cana-2349	96	23	detecting	detect	VERB
cana-2349	96	24	abnormal	abnormal	ADJ
cana-2349	96	25	heart	heart	NOUN
cana-2349	96	26	conditions	condition	NOUN
cana-2349	96	27	.	.	PUNCT
cana-2349	97	1	important	important	ADJ
cana-2349	97	2	data	datum	NOUN
cana-2349	97	3	preparation	preparation	NOUN
cana-2349	97	4	steps	step	NOUN
cana-2349	97	5	included	include	VERB
cana-2349	97	6	:	:	PUNCT
cana-2349	97	7	scaling	scale	VERB
cana-2349	97	8	the	the	DET
cana-2349	97	9	ecg	ecg	PROPN
cana-2349	97	10	signals	signal	NOUN
cana-2349	97	11	to	to	PART
cana-2349	97	12	ensure	ensure	VERB
cana-2349	97	13	consistency	consistency	NOUN
cana-2349	97	14	.	.	PUNCT
cana-2349	98	1	balancing	balance	VERB
cana-2349	98	2	the	the	DET
cana-2349	98	3	dataset	dataset	NOUN
cana-2349	98	4	through	through	ADP
cana-2349	98	5	resampling	resample	VERB
cana-2349	98	6	to	to	PART
cana-2349	98	7	address	address	VERB
cana-2349	98	8	class	class	NOUN
cana-2349	98	9	imbalances	imbalance	NOUN
cana-2349	98	10	,	,	PUNCT
cana-2349	98	11	this	this	PRON
cana-2349	98	12	enhances	enhance	VERB
cana-2349	98	13	model	model	NOUN
cana-2349	98	14	training	training	NOUN
cana-2349	98	15	.	.	PUNCT
cana-2349	99	1	techniques	technique	NOUN
cana-2349	99	2	such	such	ADJ
cana-2349	99	3	as	as	ADP
cana-2349	99	4	noise	noise	NOUN
cana-2349	99	5	addition	addition	NOUN
cana-2349	99	6	and	and	CCONJ
cana-2349	99	7	signal	signal	ADJ
cana-2349	99	8	rotation	rotation	NOUN
cana-2349	99	9	were	be	AUX
cana-2349	99	10	applied	apply	VERB
cana-2349	99	11	to	to	PART
cana-2349	99	12	improve	improve	VERB
cana-2349	99	13	the	the	DET
cana-2349	99	14	model	model	NOUN
cana-2349	99	15	's	's	PART
cana-2349	99	16	robustness	robustness	NOUN
cana-2349	99	17	.	.	PUNCT
cana-2349	100	1	the	the	DET
cana-2349	100	2	ecg	ecg	PROPN
cana-2349	100	3	data	datum	NOUN
cana-2349	100	4	was	be	AUX
cana-2349	100	5	classified	classify	VERB
cana-2349	100	6	into	into	ADP
cana-2349	100	7	the	the	DET
cana-2349	100	8	following	follow	VERB
cana-2349	100	9	categories	category	NOUN
cana-2349	100	10	,	,	PUNCT
cana-2349	100	11	each	each	PRON
cana-2349	100	12	representing	represent	VERB
cana-2349	100	13	different	different	ADJ
cana-2349	100	14	health	health	NOUN
cana-2349	100	15	conditions	condition	NOUN
cana-2349	100	16	:	:	PUNCT
cana-2349	100	17	normal	normal	ADJ
cana-2349	100	18	:	:	PUNCT
cana-2349	100	19	signals	signal	NOUN
cana-2349	100	20	with	with	ADP
cana-2349	100	21	no	no	DET
cana-2349	100	22	abnormalities	abnormality	NOUN
cana-2349	100	23	.	.	PUNCT
cana-2349	101	1	abnormal	abnormal	ADJ
cana-2349	101	2	:	:	PUNCT
cana-2349	101	3	general	general	ADJ
cana-2349	101	4	irregularities	irregularity	NOUN
cana-2349	101	5	that	that	PRON
cana-2349	101	6	require	require	VERB
cana-2349	101	7	further	further	ADJ
cana-2349	101	8	investigation	investigation	NOUN
cana-2349	101	9	.	.	PUNCT
cana-2349	102	1	ischemic	ischemic	ADJ
cana-2349	102	2	:	:	PUNCT
cana-2349	102	3	irregularities	irregularity	NOUN
cana-2349	102	4	indicating	indicate	VERB
cana-2349	102	5	restricted	restrict	VERB
cana-2349	102	6	blood	blood	NOUN
cana-2349	102	7	flow	flow	NOUN
cana-2349	102	8	,	,	PUNCT
cana-2349	102	9	often	often	ADV
cana-2349	102	10	associated	associate	VERB
cana-2349	102	11	with	with	ADP
cana-2349	102	12	ischemic	ischemic	ADJ
cana-2349	102	13	strokes	stroke	NOUN
cana-2349	102	14	.	.	PUNCT
cana-2349	103	1	hemorrhagic	hemorrhagic	PROPN
cana-2349	103	2	:	:	PUNCT
cana-2349	104	1	abnormalities	abnormality	NOUN
cana-2349	104	2	related	relate	VERB
cana-2349	104	3	to	to	ADP
cana-2349	104	4	brain	brain	NOUN
cana-2349	104	5	bleeding	bleeding	NOUN
cana-2349	104	6	,	,	PUNCT
cana-2349	104	7	typical	typical	ADJ
cana-2349	104	8	in	in	ADP
cana-2349	104	9	hemorrhagic	hemorrhagic	NOUN
cana-2349	104	10	strokes	stroke	NOUN
cana-2349	104	11	.	.	PUNCT
cana-2349	105	1	false	false	ADJ
cana-2349	105	2	:	:	PUNCT
cana-2349	105	3	data	datum	NOUN
cana-2349	105	4	flagged	flag	VERB
cana-2349	105	5	as	as	ADP
cana-2349	105	6	unreliable	unreliable	ADJ
cana-2349	105	7	or	or	CCONJ
cana-2349	105	8	corrupted	corrupted	ADJ
cana-2349	105	9	,	,	PUNCT
cana-2349	105	10	often	often	ADV
cana-2349	105	11	due	due	ADJ
cana-2349	105	12	to	to	ADP
cana-2349	105	13	sensor	sensor	NOUN
cana-2349	105	14	noise	noise	NOUN
cana-2349	105	15	.	.	PUNCT
cana-2349	106	1	this	this	DET
cana-2349	106	2	figure	figure	NOUN
cana-2349	106	3	illustrates	illustrate	VERB
cana-2349	106	4	the	the	DET
cana-2349	106	5	distribution	distribution	NOUN
cana-2349	106	6	of	of	ADP
cana-2349	106	7	classes	class	NOUN
cana-2349	106	8	(	(	PUNCT
cana-2349	106	9	normal	normal	ADJ
cana-2349	106	10	,	,	PUNCT
cana-2349	106	11	abnormal	abnormal	ADJ
cana-2349	106	12	,	,	PUNCT
cana-2349	106	13	ischemic	ischemic	ADJ
cana-2349	106	14	,	,	PUNCT
cana-2349	106	15	hemorrhagic	hemorrhagic	ADJ
cana-2349	106	16	,	,	PUNCT
cana-2349	106	17	false	false	ADJ
cana-2349	106	18	)	)	PUNCT
cana-2349	106	19	used	use	VERB
cana-2349	106	20	in	in	ADP
cana-2349	106	21	the	the	DET
cana-2349	106	22	cnn	cnn	PROPN
cana-2349	106	23	classification	classification	NOUN
cana-2349	106	24	model	model	NOUN
cana-2349	106	25	,	,	PUNCT
cana-2349	106	26	showcasing	showcase	VERB
cana-2349	106	27	the	the	DET
cana-2349	106	28	dataset	dataset	NOUN
cana-2349	106	29	's	's	PART
cana-2349	106	30	structure	structure	NOUN
cana-2349	106	31	and	and	CCONJ
cana-2349	106	32	balance	balance	NOUN
cana-2349	106	33	after	after	ADP
cana-2349	106	34	resampling	resample	VERB
cana-2349	106	35	.	.	PUNCT
cana-2349	107	1	in	in	ADP
cana-2349	107	2	this	this	DET
cana-2349	107	3	project	project	NOUN
cana-2349	107	4	,	,	PUNCT
cana-2349	107	5	resampling	resample	VERB
cana-2349	107	6	is	be	AUX
cana-2349	107	7	used	use	VERB
cana-2349	107	8	to	to	PART
cana-2349	107	9	balance	balance	VERB
cana-2349	107	10	the	the	DET
cana-2349	107	11	dataset	dataset	NOUN
cana-2349	107	12	when	when	SCONJ
cana-2349	107	13	there	there	PRON
cana-2349	107	14	is	be	VERB
cana-2349	107	15	an	an	DET
cana-2349	107	16	uneven	uneven	ADJ
cana-2349	107	17	distribution	distribution	NOUN
cana-2349	107	18	of	of	ADP
cana-2349	107	19	stroke	stroke	NOUN
cana-2349	107	20	cases	case	NOUN
cana-2349	107	21	across	across	ADP
cana-2349	107	22	different	different	ADJ
cana-2349	107	23	categories	category	NOUN
cana-2349	107	24	(	(	PUNCT
cana-2349	107	25	normal	normal	ADJ
cana-2349	107	26	,	,	PUNCT
cana-2349	107	27	abnormal	abnormal	ADJ
cana-2349	107	28	,	,	PUNCT
cana-2349	107	29	ischemic	ischemic	ADJ
cana-2349	107	30	,	,	PUNCT
cana-2349	107	31	haemorrhagic	haemorrhagic	ADJ
cana-2349	107	32	)	)	PUNCT
cana-2349	107	33	.	.	PUNCT
cana-2349	108	1	for	for	ADP
cana-2349	108	2	example	example	NOUN
cana-2349	108	3	,	,	PUNCT
cana-2349	108	4	if	if	SCONJ
cana-2349	108	5	there	there	PRON
cana-2349	108	6	are	be	VERB
cana-2349	108	7	more	more	ADJ
cana-2349	108	8	data	datum	NOUN
cana-2349	108	9	points	point	NOUN
cana-2349	108	10	for	for	ADP
cana-2349	108	11	normal	normal	ADJ
cana-2349	108	12	cases	case	NOUN
cana-2349	108	13	and	and	CCONJ
cana-2349	108	14	fewer	few	ADJ
cana-2349	108	15	for	for	ADP
cana-2349	108	16	ischemic	ischemic	ADJ
cana-2349	108	17	or	or	CCONJ
cana-2349	108	18	haemorrhagic	haemorrhagic	ADJ
cana-2349	108	19	strokes	stroke	NOUN
cana-2349	108	20	,	,	PUNCT
cana-2349	108	21	this	this	DET
cana-2349	108	22	imbalance	imbalance	NOUN
cana-2349	108	23	can	can	AUX
cana-2349	108	24	affect	affect	VERB
cana-2349	108	25	the	the	DET
cana-2349	108	26	model	model	NOUN
cana-2349	108	27	's	's	PART
cana-2349	108	28	ability	ability	NOUN
cana-2349	108	29	to	to	PART
cana-2349	108	30	predict	predict	VERB
cana-2349	108	31	strokes	stroke	NOUN
cana-2349	108	32	accurately	accurately	ADV
cana-2349	108	33	.	.	PUNCT
cana-2349	109	1	communications	communication	NOUN
cana-2349	109	2	on	on	ADP
cana-2349	109	3	applied	apply	VERB
cana-2349	109	4	nonlinear	nonlinear	ADJ
cana-2349	109	5	analysis	analysis	NOUN
cana-2349	109	6	issn	issn	NOUN
cana-2349	109	7	:	:	PUNCT
cana-2349	109	8	1074	1074	NUM
cana-2349	109	9	-	-	PUNCT
cana-2349	109	10	133x	133x	NUM
cana-2349	109	11	vol	vol	NOUN
cana-2349	109	12	32	32	NUM
cana-2349	109	13	no	no	NOUN
cana-2349	109	14	.	.	PUNCT
cana-2349	110	1	2s	2s	NUM
cana-2349	110	2	(	(	PUNCT
cana-2349	110	3	2025	2025	NUM
cana-2349	110	4	)	)	PUNCT
cana-2349	110	5	247	247	NUM
cana-2349	110	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	110	7	figure	figure	NOUN
cana-2349	110	8	6	6	NUM
cana-2349	110	9	signal	signal	NOUN
cana-2349	110	10	heat	heat	NOUN
cana-2349	110	11	map	map	NOUN
cana-2349	110	12	–	–	PUNCT
cana-2349	110	13	normal	normal	ADJ
cana-2349	110	14	beat	beat	VERB
cana-2349	110	15	a	a	DET
cana-2349	110	16	signal	signal	ADJ
cana-2349	110	17	heat	heat	NOUN
cana-2349	110	18	map	map	NOUN
cana-2349	110	19	for	for	ADP
cana-2349	110	20	a	a	DET
cana-2349	110	21	normal	normal	ADJ
cana-2349	110	22	beat	beat	NOUN
cana-2349	110	23	in	in	ADP
cana-2349	110	24	the	the	DET
cana-2349	110	25	stroke	stroke	NOUN
cana-2349	110	26	detection	detection	NOUN
cana-2349	110	27	project	project	NOUN
cana-2349	110	28	visually	visually	ADV
cana-2349	110	29	represents	represent	VERB
cana-2349	110	30	the	the	DET
cana-2349	110	31	ecg	ecg	PROPN
cana-2349	110	32	(	(	PUNCT
cana-2349	110	33	electrocardiogram	electrocardiogram	NOUN
cana-2349	110	34	)	)	PUNCT
cana-2349	110	35	or	or	CCONJ
cana-2349	110	36	other	other	ADJ
cana-2349	110	37	biosignal	biosignal	NOUN
cana-2349	110	38	data	datum	NOUN
cana-2349	110	39	across	across	ADP
cana-2349	110	40	time	time	NOUN
cana-2349	110	41	.	.	PUNCT
cana-2349	111	1	it	it	PRON
cana-2349	111	2	uses	use	VERB
cana-2349	111	3	color	color	NOUN
cana-2349	111	4	intensity	intensity	NOUN
cana-2349	111	5	to	to	PART
cana-2349	111	6	indicate	indicate	VERB
cana-2349	111	7	the	the	DET
cana-2349	111	8	strength	strength	NOUN
cana-2349	111	9	of	of	ADP
cana-2349	111	10	the	the	DET
cana-2349	111	11	electrical	electrical	ADJ
cana-2349	111	12	activity	activity	NOUN
cana-2349	111	13	of	of	ADP
cana-2349	111	14	the	the	DET
cana-2349	111	15	heart	heart	NOUN
cana-2349	111	16	during	during	ADP
cana-2349	111	17	a	a	DET
cana-2349	111	18	normal	normal	ADJ
cana-2349	111	19	heartbeat	heartbeat	NOUN
cana-2349	111	20	.	.	PUNCT
cana-2349	112	1	for	for	ADP
cana-2349	112	2	a	a	DET
cana-2349	112	3	normal	normal	ADJ
cana-2349	112	4	beat	beat	NOUN
cana-2349	112	5	,	,	PUNCT
cana-2349	112	6	the	the	DET
cana-2349	112	7	heat	heat	NOUN
cana-2349	112	8	map	map	NOUN
cana-2349	112	9	will	will	AUX
cana-2349	112	10	show	show	VERB
cana-2349	112	11	consistent	consistent	ADJ
cana-2349	112	12	,	,	PUNCT
cana-2349	112	13	regular	regular	ADJ
cana-2349	112	14	patterns	pattern	NOUN
cana-2349	112	15	with	with	ADP
cana-2349	112	16	even	even	ADV
cana-2349	112	17	spacing	space	VERB
cana-2349	112	18	between	between	ADP
cana-2349	112	19	heartbeats	heartbeat	NOUN
cana-2349	112	20	,	,	PUNCT
cana-2349	112	21	reflecting	reflect	VERB
cana-2349	112	22	a	a	DET
cana-2349	112	23	healthy	healthy	ADJ
cana-2349	112	24	heart	heart	NOUN
cana-2349	112	25	rhythm	rhythm	NOUN
cana-2349	112	26	without	without	ADP
cana-2349	112	27	any	any	DET
cana-2349	112	28	abnormalities	abnormality	NOUN
cana-2349	112	29	indicative	indicative	ADJ
cana-2349	112	30	of	of	ADP
cana-2349	112	31	stroke	stroke	NOUN
cana-2349	112	32	or	or	CCONJ
cana-2349	112	33	other	other	ADJ
cana-2349	112	34	issues	issue	NOUN
cana-2349	112	35	.	.	PUNCT
cana-2349	113	1	figure	figure	VERB
cana-2349	113	2	7	7	NUM
cana-2349	113	3	signal	signal	NOUN
cana-2349	113	4	heat	heat	NOUN
cana-2349	113	5	map	map	NOUN
cana-2349	113	6	abnormal	abnormal	ADJ
cana-2349	113	7	beat	beat	VERB
cana-2349	113	8	a	a	DET
cana-2349	113	9	signal	signal	ADJ
cana-2349	113	10	heat	heat	NOUN
cana-2349	113	11	map	map	NOUN
cana-2349	113	12	for	for	ADP
cana-2349	113	13	an	an	DET
cana-2349	113	14	abnormal	abnormal	ADJ
cana-2349	113	15	beat	beat	NOUN
cana-2349	113	16	in	in	ADP
cana-2349	113	17	the	the	DET
cana-2349	113	18	stroke	stroke	NOUN
cana-2349	113	19	detection	detection	NOUN
cana-2349	113	20	project	project	NOUN
cana-2349	113	21	visually	visually	ADV
cana-2349	113	22	highlights	highlight	VERB
cana-2349	113	23	irregularities	irregularity	NOUN
cana-2349	113	24	in	in	ADP
cana-2349	113	25	the	the	DET
cana-2349	113	26	ecg	ecg	PROPN
cana-2349	113	27	or	or	CCONJ
cana-2349	113	28	other	other	ADJ
cana-2349	113	29	bio	bio	ADJ
cana-2349	113	30	-	-	PUNCT
cana-2349	113	31	signal	signal	ADJ
cana-2349	113	32	data	datum	NOUN
cana-2349	113	33	.	.	PUNCT
cana-2349	114	1	it	it	PRON
cana-2349	114	2	uses	use	VERB
cana-2349	114	3	colour	colour	NOUN
cana-2349	114	4	gradients	gradient	NOUN
cana-2349	114	5	to	to	PART
cana-2349	114	6	reflect	reflect	VERB
cana-2349	114	7	variations	variation	NOUN
cana-2349	114	8	in	in	ADP
cana-2349	114	9	the	the	DET
cana-2349	114	10	electrical	electrical	ADJ
cana-2349	114	11	activity	activity	NOUN
cana-2349	114	12	of	of	ADP
cana-2349	114	13	the	the	DET
cana-2349	114	14	heart	heart	NOUN
cana-2349	114	15	.	.	PUNCT
cana-2349	115	1	for	for	ADP
cana-2349	115	2	an	an	DET
cana-2349	115	3	abnormal	abnormal	ADJ
cana-2349	115	4	beat	beat	NOUN
cana-2349	115	5	,	,	PUNCT
cana-2349	115	6	the	the	DET
cana-2349	115	7	heat	heat	NOUN
cana-2349	115	8	map	map	NOUN
cana-2349	115	9	will	will	AUX
cana-2349	115	10	show	show	VERB
cana-2349	115	11	irregular	irregular	ADJ
cana-2349	115	12	patterns	pattern	NOUN
cana-2349	115	13	,	,	PUNCT
cana-2349	115	14	uneven	uneven	ADJ
cana-2349	115	15	intervals	interval	NOUN
cana-2349	115	16	between	between	ADP
cana-2349	115	17	beats	beat	NOUN
cana-2349	115	18	,	,	PUNCT
cana-2349	115	19	or	or	CCONJ
cana-2349	115	20	sudden	sudden	ADJ
cana-2349	115	21	spikes	spike	NOUN
cana-2349	115	22	or	or	CCONJ
cana-2349	115	23	dips	dip	NOUN
cana-2349	115	24	in	in	ADP
cana-2349	115	25	signal	signal	NOUN
cana-2349	115	26	strength	strength	NOUN
cana-2349	115	27	.	.	PUNCT
cana-2349	116	1	these	these	DET
cana-2349	116	2	variations	variation	NOUN
cana-2349	116	3	may	may	AUX
cana-2349	116	4	indicate	indicate	VERB
cana-2349	116	5	arrhythmias	arrhythmia	NOUN
cana-2349	116	6	,	,	PUNCT
cana-2349	116	7	heart	heart	NOUN
cana-2349	116	8	rate	rate	NOUN
cana-2349	116	9	variability	variability	NOUN
cana-2349	116	10	,	,	PUNCT
cana-2349	116	11	or	or	CCONJ
cana-2349	116	12	other	other	ADJ
cana-2349	116	13	early	early	ADJ
cana-2349	116	14	signs	sign	NOUN
cana-2349	116	15	of	of	ADP
cana-2349	116	16	potential	potential	ADJ
cana-2349	116	17	stroke	stroke	NOUN
cana-2349	116	18	,	,	PUNCT
cana-2349	116	19	distinguishing	distinguish	VERB
cana-2349	116	20	abnormal	abnormal	ADJ
cana-2349	116	21	heart	heart	NOUN
cana-2349	116	22	function	function	NOUN
cana-2349	116	23	from	from	ADP
cana-2349	116	24	normal	normal	ADJ
cana-2349	116	25	rhythms	rhythm	NOUN
cana-2349	116	26	.	.	PUNCT
cana-2349	117	1	figure	figure	VERB
cana-2349	117	2	8	8	NUM
cana-2349	117	3	signal	signal	NOUN
cana-2349	117	4	heat	heat	NOUN
cana-2349	117	5	map	map	NOUN
cana-2349	117	6	ischemic	ischemic	ADJ
cana-2349	117	7	beat	beat	VERB
cana-2349	117	8	a	a	DET
cana-2349	117	9	signal	signal	ADJ
cana-2349	117	10	heat	heat	NOUN
cana-2349	117	11	map	map	NOUN
cana-2349	117	12	for	for	ADP
cana-2349	117	13	an	an	DET
cana-2349	117	14	ischemic	ischemic	ADJ
cana-2349	117	15	beat	beat	NOUN
cana-2349	117	16	in	in	ADP
cana-2349	117	17	the	the	DET
cana-2349	117	18	stroke	stroke	NOUN
cana-2349	117	19	detection	detection	NOUN
cana-2349	117	20	project	project	NOUN
cana-2349	117	21	visually	visually	ADV
cana-2349	117	22	captures	capture	VERB
cana-2349	117	23	the	the	DET
cana-2349	117	24	irregularities	irregularity	NOUN
cana-2349	117	25	in	in	ADP
cana-2349	117	26	heart	heart	NOUN
cana-2349	117	27	activity	activity	NOUN
cana-2349	117	28	caused	cause	VERB
cana-2349	117	29	by	by	ADP
cana-2349	117	30	ischemia	ischemia	NOUN
cana-2349	117	31	,	,	PUNCT
cana-2349	117	32	which	which	PRON
cana-2349	117	33	is	be	AUX
cana-2349	117	34	typically	typically	ADV
cana-2349	117	35	a	a	DET
cana-2349	117	36	blockage	blockage	NOUN
cana-2349	117	37	in	in	ADP
cana-2349	117	38	blood	blood	NOUN
cana-2349	117	39	flow	flow	NOUN
cana-2349	117	40	to	to	ADP
cana-2349	117	41	the	the	DET
cana-2349	117	42	brain	brain	NOUN
cana-2349	117	43	.	.	PUNCT
cana-2349	118	1	the	the	DET
cana-2349	118	2	heat	heat	NOUN
cana-2349	118	3	map	map	NOUN
cana-2349	118	4	uses	use	VERB
cana-2349	118	5	color	color	NOUN
cana-2349	118	6	intensity	intensity	NOUN
cana-2349	118	7	to	to	PART
cana-2349	118	8	indicate	indicate	VERB
cana-2349	118	9	electrical	electrical	ADJ
cana-2349	118	10	activity	activity	NOUN
cana-2349	118	11	from	from	ADP
cana-2349	118	12	ecg	ecg	PROPN
cana-2349	118	13	data	datum	NOUN
cana-2349	118	14	over	over	ADP
cana-2349	118	15	time	time	NOUN
cana-2349	118	16	.	.	PUNCT
cana-2349	119	1	for	for	ADP
cana-2349	119	2	an	an	DET
cana-2349	119	3	ischemic	ischemic	ADJ
cana-2349	119	4	beat	beat	NOUN
cana-2349	119	5	,	,	PUNCT
cana-2349	119	6	the	the	DET
cana-2349	119	7	heat	heat	NOUN
cana-2349	119	8	map	map	NOUN
cana-2349	119	9	will	will	AUX
cana-2349	119	10	often	often	ADV
cana-2349	119	11	display	display	VERB
cana-2349	119	12	:	:	PUNCT
cana-2349	119	13	st	st	ADJ
cana-2349	119	14	-	-	PUNCT
cana-2349	119	15	segment	segment	NOUN
cana-2349	119	16	depression	depression	NOUN
cana-2349	119	17	or	or	CCONJ
cana-2349	119	18	elevation	elevation	NOUN
cana-2349	119	19	(	(	PUNCT
cana-2349	119	20	a	a	DET
cana-2349	119	21	key	key	ADJ
cana-2349	119	22	marker	marker	NOUN
cana-2349	119	23	of	of	ADP
cana-2349	119	24	ischemia).prolonged	ischemia).prolonge	VERB
cana-2349	119	25	interval	interval	NOUN
cana-2349	119	26	between	between	ADP
cana-2349	119	27	heartbeats	heartbeat	NOUN
cana-2349	119	28	or	or	CCONJ
cana-2349	119	29	erratic	erratic	ADJ
cana-2349	119	30	patterns	pattern	NOUN
cana-2349	119	31	in	in	ADP
cana-2349	119	32	signal	signal	ADJ
cana-2349	119	33	strength	strength	NOUN
cana-2349	119	34	.	.	PUNCT
cana-2349	120	1	inconsistent	inconsistent	ADJ
cana-2349	120	2	communications	communication	NOUN
cana-2349	120	3	on	on	ADP
cana-2349	120	4	applied	apply	VERB
cana-2349	120	5	nonlinear	nonlinear	ADJ
cana-2349	120	6	analysis	analysis	NOUN
cana-2349	120	7	issn	issn	NOUN
cana-2349	120	8	:	:	PUNCT
cana-2349	120	9	1074	1074	NUM
cana-2349	120	10	-	-	PUNCT
cana-2349	120	11	133x	133x	NUM
cana-2349	120	12	vol	vol	NOUN
cana-2349	120	13	32	32	NUM
cana-2349	120	14	no	no	NOUN
cana-2349	120	15	.	.	PUNCT
cana-2349	121	1	2s	2s	NUM
cana-2349	121	2	(	(	PUNCT
cana-2349	121	3	2025	2025	NUM
cana-2349	121	4	)	)	PUNCT
cana-2349	121	5	248	248	NUM
cana-2349	121	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	121	7	coloring	coloring	NOUN
cana-2349	121	8	,	,	PUNCT
cana-2349	121	9	indicating	indicate	VERB
cana-2349	121	10	a	a	DET
cana-2349	121	11	reduction	reduction	NOUN
cana-2349	121	12	in	in	ADP
cana-2349	121	13	blood	blood	NOUN
cana-2349	121	14	flow	flow	NOUN
cana-2349	121	15	to	to	ADP
cana-2349	121	16	the	the	DET
cana-2349	121	17	heart	heart	NOUN
cana-2349	121	18	,	,	PUNCT
cana-2349	121	19	causing	cause	VERB
cana-2349	121	20	abnormal	abnormal	ADJ
cana-2349	121	21	electrical	electrical	ADJ
cana-2349	121	22	activity	activity	NOUN
cana-2349	121	23	.	.	PUNCT
cana-2349	122	1	these	these	DET
cana-2349	122	2	abnormal	abnormal	ADJ
cana-2349	122	3	patterns	pattern	NOUN
cana-2349	122	4	are	be	AUX
cana-2349	122	5	significant	significant	ADJ
cana-2349	122	6	for	for	ADP
cana-2349	122	7	detecting	detect	VERB
cana-2349	122	8	ischemic	ischemic	ADJ
cana-2349	122	9	strokes	stroke	NOUN
cana-2349	122	10	,	,	PUNCT
cana-2349	122	11	providing	provide	VERB
cana-2349	122	12	visual	visual	ADJ
cana-2349	122	13	clues	clue	NOUN
cana-2349	122	14	of	of	ADP
cana-2349	122	15	compromised	compromise	VERB
cana-2349	122	16	heart	heart	NOUN
cana-2349	122	17	function	function	NOUN
cana-2349	122	18	.	.	PUNCT
cana-2349	123	1	figure	figure	NOUN
cana-2349	123	2	9	9	NUM
cana-2349	123	3	signal	signal	NOUN
cana-2349	123	4	heat	heat	NOUN
cana-2349	123	5	map	map	NOUN
cana-2349	123	6	haemorrhagic	haemorrhagic	NOUN
cana-2349	123	7	beat	beat	VERB
cana-2349	123	8	a	a	DET
cana-2349	123	9	signal	signal	ADJ
cana-2349	123	10	heat	heat	NOUN
cana-2349	123	11	map	map	NOUN
cana-2349	123	12	for	for	ADP
cana-2349	123	13	a	a	DET
cana-2349	123	14	haemorrhagic	haemorrhagic	ADJ
cana-2349	123	15	beat	beat	NOUN
cana-2349	123	16	in	in	ADP
cana-2349	123	17	the	the	DET
cana-2349	123	18	stroke	stroke	NOUN
cana-2349	123	19	detection	detection	NOUN
cana-2349	123	20	project	project	NOUN
cana-2349	123	21	visually	visually	ADV
cana-2349	123	22	represents	represent	VERB
cana-2349	123	23	the	the	DET
cana-2349	123	24	irregularities	irregularity	NOUN
cana-2349	123	25	in	in	ADP
cana-2349	123	26	heart	heart	NOUN
cana-2349	123	27	activity	activity	NOUN
cana-2349	123	28	that	that	PRON
cana-2349	123	29	may	may	AUX
cana-2349	123	30	arise	arise	VERB
cana-2349	123	31	due	due	ADP
cana-2349	123	32	to	to	ADP
cana-2349	123	33	haemorrhagic	haemorrhagic	ADJ
cana-2349	123	34	stroke	stroke	NOUN
cana-2349	123	35	,	,	PUNCT
cana-2349	123	36	which	which	PRON
cana-2349	123	37	involves	involve	VERB
cana-2349	123	38	bleeding	bleed	VERB
cana-2349	123	39	in	in	ADP
cana-2349	123	40	the	the	DET
cana-2349	123	41	brain	brain	NOUN
cana-2349	123	42	.	.	PUNCT
cana-2349	124	1	the	the	DET
cana-2349	124	2	map	map	NOUN
cana-2349	124	3	uses	use	VERB
cana-2349	124	4	color	color	NOUN
cana-2349	124	5	intensity	intensity	NOUN
cana-2349	124	6	to	to	PART
cana-2349	124	7	show	show	VERB
cana-2349	124	8	variations	variation	NOUN
cana-2349	124	9	in	in	ADP
cana-2349	124	10	the	the	DET
cana-2349	124	11	electrical	electrical	ADJ
cana-2349	124	12	activity	activity	NOUN
cana-2349	124	13	of	of	ADP
cana-2349	124	14	the	the	DET
cana-2349	124	15	heart	heart	NOUN
cana-2349	124	16	over	over	ADP
cana-2349	124	17	time	time	NOUN
cana-2349	124	18	.	.	PUNCT
cana-2349	125	1	for	for	ADP
cana-2349	125	2	a	a	DET
cana-2349	125	3	haemorrhagic	haemorrhagic	ADJ
cana-2349	125	4	beat	beat	NOUN
cana-2349	125	5	,	,	PUNCT
cana-2349	125	6	the	the	DET
cana-2349	125	7	heat	heat	NOUN
cana-2349	125	8	map	map	NOUN
cana-2349	125	9	may	may	AUX
cana-2349	125	10	show	show	VERB
cana-2349	125	11	the	the	DET
cana-2349	125	12	disrupted	disrupted	ADJ
cana-2349	125	13	or	or	CCONJ
cana-2349	125	14	erratic	erratic	ADJ
cana-2349	125	15	patterns	pattern	NOUN
cana-2349	125	16	in	in	ADP
cana-2349	125	17	signal	signal	NOUN
cana-2349	125	18	strength	strength	NOUN
cana-2349	125	19	,	,	PUNCT
cana-2349	125	20	reflecting	reflect	VERB
cana-2349	125	21	the	the	DET
cana-2349	125	22	brain	brain	NOUN
cana-2349	125	23	's	's	PART
cana-2349	125	24	response	response	NOUN
cana-2349	125	25	to	to	ADP
cana-2349	125	26	internal	internal	ADJ
cana-2349	125	27	bleeding.abnormal	bleeding.abnormal	ADJ
cana-2349	125	28	fluctuations	fluctuation	NOUN
cana-2349	125	29	in	in	ADP
cana-2349	125	30	heart	heart	NOUN
cana-2349	125	31	rhythm	rhythm	NOUN
cana-2349	125	32	or	or	CCONJ
cana-2349	125	33	sharp	sharp	ADJ
cana-2349	125	34	shifts	shift	NOUN
cana-2349	125	35	in	in	ADP
cana-2349	125	36	signal	signal	ADJ
cana-2349	125	37	intensity	intensity	NOUN
cana-2349	125	38	.	.	PUNCT
cana-2349	126	1	irregular	irregular	ADJ
cana-2349	126	2	coloring	coloring	NOUN
cana-2349	126	3	that	that	PRON
cana-2349	126	4	suggests	suggest	VERB
cana-2349	126	5	a	a	DET
cana-2349	126	6	disruption	disruption	NOUN
cana-2349	126	7	in	in	ADP
cana-2349	126	8	the	the	DET
cana-2349	126	9	brain	brain	NOUN
cana-2349	126	10	-	-	PUNCT
cana-2349	126	11	heart	heart	NOUN
cana-2349	126	12	communication	communication	NOUN
cana-2349	126	13	.	.	PUNCT
cana-2349	127	1	figure	figure	VERB
cana-2349	127	2	10	10	NUM
cana-2349	127	3	signal	signal	NOUN
cana-2349	127	4	heat	heat	NOUN
cana-2349	127	5	map	map	NOUN
cana-2349	127	6	false	false	ADJ
cana-2349	127	7	data	datum	NOUN
cana-2349	127	8	a	a	DET
cana-2349	127	9	signal	signal	ADJ
cana-2349	127	10	heat	heat	NOUN
cana-2349	127	11	map	map	NOUN
cana-2349	127	12	for	for	ADP
cana-2349	127	13	false	false	ADJ
cana-2349	127	14	data	datum	NOUN
cana-2349	127	15	in	in	ADP
cana-2349	127	16	the	the	DET
cana-2349	127	17	stroke	stroke	NOUN
cana-2349	127	18	detection	detection	NOUN
cana-2349	127	19	project	project	NOUN
cana-2349	127	20	visually	visually	ADV
cana-2349	127	21	represents	represent	VERB
cana-2349	127	22	corrupted	corrupted	ADJ
cana-2349	127	23	or	or	CCONJ
cana-2349	127	24	misleading	misleading	ADJ
cana-2349	127	25	data	datum	NOUN
cana-2349	127	26	that	that	PRON
cana-2349	127	27	could	could	AUX
cana-2349	127	28	arise	arise	VERB
cana-2349	127	29	from	from	ADP
cana-2349	127	30	sensor	sensor	NOUN
cana-2349	127	31	errors	error	NOUN
cana-2349	127	32	,	,	PUNCT
cana-2349	127	33	environmental	environmental	ADJ
cana-2349	127	34	interference	interference	NOUN
cana-2349	127	35	,	,	PUNCT
cana-2349	127	36	or	or	CCONJ
cana-2349	127	37	incorrect	incorrect	ADJ
cana-2349	127	38	data	datum	NOUN
cana-2349	127	39	recording	recording	NOUN
cana-2349	127	40	.	.	PUNCT
cana-2349	128	1	this	this	DET
cana-2349	128	2	type	type	NOUN
cana-2349	128	3	of	of	ADP
cana-2349	128	4	map	map	NOUN
cana-2349	128	5	helps	helps	AUX
cana-2349	128	6	identify	identify	VERB
cana-2349	128	7	when	when	SCONJ
cana-2349	128	8	the	the	DET
cana-2349	128	9	data	datum	NOUN
cana-2349	128	10	captured	capture	VERB
cana-2349	128	11	does	do	AUX
cana-2349	128	12	not	not	PART
cana-2349	128	13	accurately	accurately	ADV
cana-2349	128	14	reflect	reflect	VERB
cana-2349	128	15	the	the	DET
cana-2349	128	16	patient	patient	NOUN
cana-2349	128	17	's	's	PART
cana-2349	128	18	physiological	physiological	ADJ
cana-2349	128	19	state	state	NOUN
cana-2349	128	20	.	.	PUNCT
cana-2349	129	1	for	for	ADP
cana-2349	129	2	false	false	ADJ
cana-2349	129	3	data	datum	NOUN
cana-2349	129	4	,	,	PUNCT
cana-2349	129	5	the	the	DET
cana-2349	129	6	heat	heat	NOUN
cana-2349	129	7	map	map	NOUN
cana-2349	129	8	may	may	AUX
cana-2349	129	9	show	show	VERB
cana-2349	129	10	the	the	DET
cana-2349	129	11	random	random	ADJ
cana-2349	129	12	or	or	CCONJ
cana-2349	129	13	nonsensical	nonsensical	ADJ
cana-2349	129	14	patterns	pattern	NOUN
cana-2349	129	15	,	,	PUNCT
cana-2349	129	16	with	with	ADP
cana-2349	129	17	no	no	DET
cana-2349	129	18	consistent	consistent	ADJ
cana-2349	129	19	rhythm	rhythm	NOUN
cana-2349	129	20	or	or	CCONJ
cana-2349	129	21	relationship	relationship	NOUN
cana-2349	129	22	between	between	ADP
cana-2349	129	23	time	time	NOUN
cana-2349	129	24	and	and	CCONJ
cana-2349	129	25	signal	signal	ADJ
cana-2349	129	26	strength	strength	NOUN
cana-2349	129	27	this	this	DET
cana-2349	129	28	kind	kind	NOUN
cana-2349	129	29	of	of	ADP
cana-2349	129	30	heat	heat	NOUN
cana-2349	129	31	map	map	NOUN
cana-2349	129	32	helps	help	VERB
cana-2349	129	33	in	in	ADP
cana-2349	129	34	identifying	identify	VERB
cana-2349	129	35	when	when	SCONJ
cana-2349	129	36	the	the	DET
cana-2349	129	37	input	input	NOUN
cana-2349	129	38	data	datum	NOUN
cana-2349	129	39	is	be	AUX
cana-2349	129	40	unreliable	unreliable	ADJ
cana-2349	129	41	,	,	PUNCT
cana-2349	129	42	enabling	enable	VERB
cana-2349	129	43	the	the	DET
cana-2349	129	44	system	system	NOUN
cana-2349	129	45	to	to	PART
cana-2349	129	46	flag	flag	VERB
cana-2349	129	47	or	or	CCONJ
cana-2349	129	48	filter	filter	VERB
cana-2349	129	49	out	out	ADP
cana-2349	129	50	such	such	ADJ
cana-2349	129	51	essential	essential	ADJ
cana-2349	129	52	to	to	PART
cana-2349	129	53	clean	clean	VERB
cana-2349	129	54	the	the	DET
cana-2349	129	55	signal	signal	NOUN
cana-2349	129	56	and	and	CCONJ
cana-2349	129	57	ensure	ensure	VERB
cana-2349	129	58	accurate	accurate	ADJ
cana-2349	129	59	analysis	analysis	NOUN
cana-2349	129	60	.	.	PUNCT
cana-2349	130	1	a	a	DET
cana-2349	130	2	spike	spike	NOUN
cana-2349	130	3	in	in	ADP
cana-2349	130	4	ecg	ecg	PROPN
cana-2349	130	5	data	datum	NOUN
cana-2349	130	6	can	can	AUX
cana-2349	130	7	represent	represent	VERB
cana-2349	130	8	noise	noise	NOUN
cana-2349	130	9	or	or	CCONJ
cana-2349	130	10	artifacts	artifact	NOUN
cana-2349	130	11	(	(	PUNCT
cana-2349	130	12	such	such	ADJ
cana-2349	130	13	as	as	ADP
cana-2349	130	14	power	power	NOUN
cana-2349	130	15	line	line	NOUN
cana-2349	130	16	interference	interference	NOUN
cana-2349	130	17	,	,	PUNCT
cana-2349	130	18	electrode	electrode	NOUN
cana-2349	130	19	issues	issue	NOUN
cana-2349	130	20	,	,	PUNCT
cana-2349	130	21	or	or	CCONJ
cana-2349	130	22	motion	motion	NOUN
cana-2349	130	23	artifacts	artifact	NOUN
cana-2349	130	24	)	)	PUNCT
cana-2349	130	25	that	that	PRON
cana-2349	130	26	need	need	VERB
cana-2349	130	27	to	to	PART
cana-2349	130	28	be	be	AUX
cana-2349	130	29	treated	treat	VERB
cana-2349	130	30	.	.	PUNCT
cana-2349	131	1	table	table	NOUN
cana-2349	131	2	2	2	NUM
cana-2349	131	3	:	:	PUNCT
cana-2349	131	4	confusion	confusion	NOUN
cana-2349	131	5	matrix	matrix	NOUN
cana-2349	131	6	layout	layout	NOUN
cana-2349	131	7	of	of	ADP
cana-2349	131	8	the	the	DET
cana-2349	131	9	proposal	proposal	NOUN
cana-2349	131	10	predicted	predict	VERB
cana-2349	131	11	:	:	PUNCT
cana-2349	131	12	normal	normal	ADJ
cana-2349	131	13	predicted	predict	VERB
cana-2349	131	14	:	:	PUNCT
cana-2349	131	15	abnormal	abnormal	ADJ
cana-2349	131	16	predicted	predict	VERB
cana-2349	131	17	:	:	PUNCT
cana-2349	131	18	ischemic	ischemic	ADJ
cana-2349	131	19	predicted	predict	VERB
cana-2349	131	20	:	:	PUNCT
cana-2349	131	21	hemorrhagic	hemorrhagic	NOUN
cana-2349	131	22	predicted	predict	VERB
cana-2349	131	23	:	:	PUNCT
cana-2349	131	24	false	false	ADJ
cana-2349	131	25	true	true	ADJ
cana-2349	131	26	:	:	PUNCT
cana-2349	131	27	normal	normal	ADJ
cana-2349	131	28	tp(normal	tp(normal	PROPN
cana-2349	131	29	)	)	PUNCT
cana-2349	132	1	fp(abnormal	fp(abnormal	ADJ
cana-2349	132	2	)	)	PUNCT
cana-2349	132	3	fp(ischemic	fp(ischemic	ADJ
cana-2349	132	4	)	)	PUNCT
cana-2349	132	5	fp(hemorrhagic	fp(hemorrhagic	NOUN
cana-2349	132	6	)	)	PUNCT
cana-2349	132	7	fp(false	fp(false	ADJ
cana-2349	132	8	)	)	PUNCT
cana-2349	132	9	true	true	ADJ
cana-2349	132	10	:	:	PUNCT
cana-2349	132	11	abnormal	abnormal	ADJ
cana-2349	132	12	fn(normal	fn(normal	NOUN
cana-2349	132	13	)	)	PUNCT
cana-2349	132	14	tp(abnormal	tp(abnormal	ADJ
cana-2349	132	15	)	)	PUNCT
cana-2349	132	16	fp(ischemic	fp(ischemic	ADJ
cana-2349	132	17	)	)	PUNCT
cana-2349	132	18	fp(hemorrhagic	fp(hemorrhagic	NOUN
cana-2349	132	19	)	)	PUNCT
cana-2349	132	20	fp(false	fp(false	ADJ
cana-2349	132	21	)	)	PUNCT
cana-2349	132	22	true	true	ADJ
cana-2349	132	23	:	:	PUNCT
cana-2349	132	24	ischemic	ischemic	ADJ
cana-2349	132	25	fn(normal	fn(normal	NOUN
cana-2349	132	26	)	)	PUNCT
cana-2349	132	27	fn(abnormal	fn(abnormal	NOUN
cana-2349	132	28	)	)	PUNCT
cana-2349	132	29	tp(ischemic	tp(ischemic	NUM
cana-2349	132	30	)	)	PUNCT
cana-2349	132	31	fp(hemorrhagic	fp(hemorrhagic	NOUN
cana-2349	132	32	)	)	PUNCT
cana-2349	132	33	fp(false	fp(false	ADJ
cana-2349	132	34	)	)	PUNCT
cana-2349	132	35	true	true	ADJ
cana-2349	132	36	:	:	PUNCT
cana-2349	132	37	hemorrhagic	hemorrhagic	NOUN
cana-2349	132	38	fn(normal	fn(normal	NOUN
cana-2349	132	39	)	)	PUNCT
cana-2349	132	40	fn(abnormal	fn(abnormal	ADJ
cana-2349	132	41	)	)	PUNCT
cana-2349	132	42	fn(ischemic	fn(ischemic	ADJ
cana-2349	132	43	)	)	PUNCT
cana-2349	132	44	tp(hemorrhagic	tp(hemorrhagic	ADJ
cana-2349	132	45	)	)	PUNCT
cana-2349	132	46	fp(false	fp(false	ADJ
cana-2349	132	47	)	)	PUNCT
cana-2349	132	48	communications	communication	NOUN
cana-2349	132	49	on	on	ADP
cana-2349	132	50	applied	apply	VERB
cana-2349	132	51	nonlinear	nonlinear	ADJ
cana-2349	132	52	analysis	analysis	NOUN
cana-2349	132	53	issn	issn	NOUN
cana-2349	132	54	:	:	PUNCT
cana-2349	132	55	1074	1074	NUM
cana-2349	132	56	-	-	PUNCT
cana-2349	132	57	133x	133x	NUM
cana-2349	132	58	vol	vol	NOUN
cana-2349	132	59	32	32	NUM
cana-2349	132	60	no	no	NOUN
cana-2349	132	61	.	.	PUNCT
cana-2349	133	1	2s	2s	NUM
cana-2349	133	2	(	(	PUNCT
cana-2349	133	3	2025	2025	NUM
cana-2349	133	4	)	)	PUNCT
cana-2349	133	5	249	249	NUM
cana-2349	134	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2349	134	2	true	true	ADJ
cana-2349	134	3	:	:	PUNCT
cana-2349	134	4	false	false	ADJ
cana-2349	134	5	fn(normal	fn(normal	NOUN
cana-2349	134	6	)	)	PUNCT
cana-2349	134	7	fn(abnormal	fn(abnormal	ADJ
cana-2349	134	8	)	)	PUNCT
cana-2349	134	9	fn(ischemic	fn(ischemic	ADJ
cana-2349	134	10	)	)	PUNCT
cana-2349	134	11	fn(hemorrhagic	fn(hemorrhagic	PROPN
cana-2349	134	12	)	)	PUNCT
cana-2349	134	13	tp(false	tp(false	PROPN
cana-2349	134	14	)	)	PUNCT
cana-2349	134	15	ai	ai	VERB
cana-2349	134	16	techniques	technique	NOUN
cana-2349	134	17	can	can	AUX
cana-2349	134	18	be	be	AUX
cana-2349	134	19	applied	apply	VERB
cana-2349	134	20	to	to	PART
cana-2349	134	21	create	create	VERB
cana-2349	134	22	personalized	personalized	ADJ
cana-2349	134	23	stroke	stroke	NOUN
cana-2349	134	24	risk	risk	NOUN
cana-2349	134	25	prediction	prediction	NOUN
cana-2349	134	26	models	model	NOUN
cana-2349	134	27	that	that	PRON
cana-2349	134	28	adapt	adapt	VERB
cana-2349	134	29	based	base	VERB
cana-2349	134	30	on	on	ADP
cana-2349	134	31	individual	individual	ADJ
cana-2349	134	32	health	health	NOUN
cana-2349	134	33	data	datum	NOUN
cana-2349	134	34	over	over	ADP
cana-2349	134	35	time	time	NOUN
cana-2349	134	36	,	,	PUNCT
cana-2349	134	37	continuously	continuously	ADV
cana-2349	134	38	learning	learn	VERB
cana-2349	134	39	from	from	ADP
cana-2349	134	40	the	the	DET
cana-2349	134	41	user	user	NOUN
cana-2349	134	42	’s	’s	PART
cana-2349	134	43	habits	habit	NOUN
cana-2349	134	44	,	,	PUNCT
cana-2349	134	45	health	health	NOUN
cana-2349	134	46	patterns	pattern	NOUN
cana-2349	134	47	,	,	PUNCT
cana-2349	134	48	and	and	CCONJ
cana-2349	134	49	trends	trend	NOUN
cana-2349	134	50	to	to	PART
cana-2349	134	51	improve	improve	VERB
cana-2349	134	52	prediction	prediction	NOUN
cana-2349	134	53	accuracy	accuracy	NOUN
cana-2349	134	54	.	.	PUNCT
cana-2349	135	1	as	as	ADP
cana-2349	135	2	wearable	wearable	ADJ
cana-2349	135	3	devices	device	NOUN
cana-2349	135	4	,	,	PUNCT
cana-2349	135	5	such	such	ADJ
cana-2349	135	6	as	as	ADP
cana-2349	135	7	smartwatches	smartwatche	NOUN
cana-2349	135	8	and	and	CCONJ
cana-2349	135	9	fitness	fitness	NOUN
cana-2349	135	10	trackers	tracker	NOUN
cana-2349	135	11	,	,	PUNCT
cana-2349	135	12	become	become	VERB
cana-2349	135	13	more	more	ADV
cana-2349	135	14	sophisticated	sophisticated	ADJ
cana-2349	135	15	,	,	PUNCT
cana-2349	135	16	the	the	DET
cana-2349	135	17	system	system	NOUN
cana-2349	135	18	can	can	AUX
cana-2349	135	19	be	be	AUX
cana-2349	135	20	optimized	optimize	VERB
cana-2349	135	21	to	to	PART
cana-2349	135	22	collect	collect	VERB
cana-2349	135	23	real	real	ADJ
cana-2349	135	24	-	-	PUNCT
cana-2349	135	25	time	time	NOUN
cana-2349	135	26	data	datum	NOUN
cana-2349	135	27	seamlessly	seamlessly	ADV
cana-2349	135	28	.	.	PUNCT
cana-2349	136	1	this	this	DET
cana-2349	136	2	integration	integration	NOUN
cana-2349	136	3	of	of	ADP
cana-2349	136	4	aidriven	aidriven	ADJ
cana-2349	136	5	personalization	personalization	NOUN
cana-2349	136	6	and	and	CCONJ
cana-2349	136	7	advanced	advanced	ADJ
cana-2349	136	8	wearables	wearable	NOUN
cana-2349	136	9	would	would	AUX
cana-2349	136	10	enable	enable	VERB
cana-2349	136	11	continuous	continuous	ADJ
cana-2349	136	12	monitoring	monitoring	NOUN
cana-2349	136	13	,	,	PUNCT
cana-2349	136	14	providing	provide	VERB
cana-2349	136	15	more	more	ADV
cana-2349	136	16	practical	practical	ADJ
cana-2349	136	17	and	and	CCONJ
cana-2349	136	18	accessible	accessible	ADJ
cana-2349	136	19	health	health	NOUN
cana-2349	136	20	management	management	NOUN
cana-2349	136	21	solutions	solution	NOUN
cana-2349	136	22	.	.	PUNCT
cana-2349	137	1	the	the	DET
cana-2349	137	2	system	system	NOUN
cana-2349	137	3	would	would	AUX
cana-2349	137	4	not	not	PART
cana-2349	137	5	only	only	ADV
cana-2349	137	6	deliver	deliver	VERB
cana-2349	137	7	personalized	personalized	ADJ
cana-2349	137	8	stroke	stroke	NOUN
cana-2349	137	9	risk	risk	NOUN
cana-2349	137	10	assessments	assessment	NOUN
cana-2349	137	11	but	but	CCONJ
cana-2349	137	12	also	also	ADV
cana-2349	137	13	offer	offer	VERB
cana-2349	137	14	proactive	proactive	ADJ
cana-2349	137	15	health	health	NOUN
cana-2349	137	16	insights	insight	NOUN
cana-2349	137	17	tailored	tailor	VERB
cana-2349	137	18	to	to	ADP
cana-2349	137	19	the	the	DET
cana-2349	137	20	user	user	NOUN
cana-2349	137	21	's	's	PART
cana-2349	137	22	evolving	evolving	NOUN
cana-2349	137	23	needs	need	NOUN
cana-2349	137	24	.	.	PUNCT
cana-2349	138	1	5	5	X
cana-2349	138	2	.	.	X
cana-2349	138	3	conclusion	conclusion	NOUN
cana-2349	138	4	the	the	DET
cana-2349	138	5	proposed	propose	VERB
cana-2349	138	6	system	system	NOUN
cana-2349	138	7	successfully	successfully	ADV
cana-2349	138	8	integrates	integrate	VERB
cana-2349	138	9	hardware	hardware	NOUN
cana-2349	138	10	and	and	CCONJ
cana-2349	138	11	software	software	NOUN
cana-2349	138	12	components	component	NOUN
cana-2349	138	13	to	to	PART
cana-2349	138	14	create	create	VERB
cana-2349	138	15	an	an	DET
cana-2349	138	16	efficient	efficient	ADJ
cana-2349	138	17	,	,	PUNCT
cana-2349	138	18	real	real	ADJ
cana-2349	138	19	-	-	PUNCT
cana-2349	138	20	time	time	NOUN
cana-2349	138	21	stroke	stroke	NOUN
cana-2349	138	22	prediction	prediction	NOUN
cana-2349	138	23	model	model	NOUN
cana-2349	138	24	.	.	PUNCT
cana-2349	139	1	by	by	ADP
cana-2349	139	2	leveraging	leverage	VERB
cana-2349	139	3	idle	idle	ADJ
cana-2349	139	4	3.7	3.7	NUM
cana-2349	139	5	for	for	ADP
cana-2349	139	6	the	the	DET
cana-2349	139	7	software	software	NOUN
cana-2349	139	8	setup	setup	NOUN
cana-2349	139	9	and	and	CCONJ
cana-2349	139	10	combining	combine	VERB
cana-2349	139	11	powerful	powerful	ADJ
cana-2349	139	12	machine	machine	NOUN
cana-2349	139	13	learning	learn	VERB
cana-2349	139	14	techniques	technique	NOUN
cana-2349	139	15	like	like	ADP
cana-2349	139	16	cnn	cnn	PROPN
cana-2349	139	17	and	and	CCONJ
cana-2349	139	18	lstm	lstm	PROPN
cana-2349	139	19	,	,	PUNCT
cana-2349	139	20	the	the	DET
cana-2349	139	21	system	system	NOUN
cana-2349	139	22	can	can	AUX
cana-2349	139	23	accurately	accurately	ADV
cana-2349	139	24	analyze	analyze	VERB
cana-2349	139	25	ecg	ecg	PROPN
cana-2349	139	26	signals	signal	NOUN
cana-2349	139	27	and	and	CCONJ
cana-2349	139	28	predict	predict	VERB
cana-2349	139	29	stroke	stroke	NOUN
cana-2349	139	30	risk	risk	NOUN
cana-2349	139	31	.	.	PUNCT
cana-2349	140	1	the	the	DET
cana-2349	140	2	hardware	hardware	NOUN
cana-2349	140	3	components	component	NOUN
cana-2349	140	4	,	,	PUNCT
cana-2349	140	5	including	include	VERB
cana-2349	140	6	ecg	ecg	PROPN
cana-2349	140	7	sensors	sensor	NOUN
cana-2349	140	8	and	and	CCONJ
cana-2349	140	9	microcontrollers	microcontroller	NOUN
cana-2349	140	10	,	,	PUNCT
cana-2349	140	11	provide	provide	VERB
cana-2349	140	12	reliable	reliable	ADJ
cana-2349	140	13	data	datum	NOUN
cana-2349	140	14	acquisition	acquisition	NOUN
cana-2349	140	15	and	and	CCONJ
cana-2349	140	16	transmission	transmission	NOUN
cana-2349	140	17	,	,	PUNCT
cana-2349	140	18	ensuring	ensure	VERB
cana-2349	140	19	seamless	seamless	ADJ
cana-2349	140	20	communication	communication	NOUN
cana-2349	140	21	between	between	ADP
cana-2349	140	22	the	the	DET
cana-2349	140	23	physical	physical	ADJ
cana-2349	140	24	sensors	sensor	NOUN
cana-2349	140	25	and	and	CCONJ
cana-2349	140	26	the	the	DET
cana-2349	140	27	prediction	prediction	NOUN
cana-2349	140	28	algorithm.this	algorithm.this	DET
cana-2349	140	29	project	project	NOUN
cana-2349	140	30	demonstrates	demonstrate	VERB
cana-2349	140	31	how	how	SCONJ
cana-2349	140	32	ai	ai	AUX
cana-2349	140	33	and	and	CCONJ
cana-2349	140	34	machine	machine	NOUN
cana-2349	140	35	learning	learning	NOUN
cana-2349	140	36	can	can	AUX
cana-2349	140	37	be	be	AUX
cana-2349	140	38	effectively	effectively	ADV
cana-2349	140	39	applied	apply	VERB
cana-2349	140	40	to	to	ADP
cana-2349	140	41	healthcare	healthcare	NOUN
cana-2349	140	42	,	,	PUNCT
cana-2349	140	43	particularly	particularly	ADV
cana-2349	140	44	in	in	ADP
cana-2349	140	45	monitoring	monitor	VERB
cana-2349	140	46	critical	critical	ADJ
cana-2349	140	47	health	health	NOUN
cana-2349	140	48	parameters	parameter	NOUN
cana-2349	140	49	and	and	CCONJ
cana-2349	140	50	alerting	alert	VERB
cana-2349	140	51	users	user	NOUN
cana-2349	140	52	to	to	ADP
cana-2349	140	53	potential	potential	ADJ
cana-2349	140	54	risks	risk	NOUN
cana-2349	140	55	.	.	PUNCT
cana-2349	141	1	the	the	DET
cana-2349	141	2	system	system	NOUN
cana-2349	141	3	’s	’s	PART
cana-2349	141	4	ability	ability	NOUN
cana-2349	141	5	to	to	PART
cana-2349	141	6	operate	operate	VERB
cana-2349	141	7	with	with	ADP
cana-2349	141	8	minimal	minimal	ADJ
cana-2349	141	9	computational	computational	ADJ
cana-2349	141	10	resources	resource	NOUN
cana-2349	141	11	makes	make	VERB
cana-2349	141	12	it	it	PRON
cana-2349	141	13	especially	especially	ADV
cana-2349	141	14	suitable	suitable	ADJ
cana-2349	141	15	for	for	ADP
cana-2349	141	16	use	use	NOUN
cana-2349	141	17	in	in	ADP
cana-2349	141	18	low	low	ADJ
cana-2349	141	19	-	-	PUNCT
cana-2349	141	20	resource	resource	NOUN
cana-2349	141	21	environments	environment	NOUN
cana-2349	141	22	,	,	PUNCT
cana-2349	141	23	where	where	SCONJ
cana-2349	141	24	early	early	ADJ
cana-2349	141	25	detection	detection	NOUN
cana-2349	141	26	of	of	ADP
cana-2349	141	27	stroke	stroke	NOUN
cana-2349	141	28	can	can	AUX
cana-2349	141	29	significantly	significantly	ADV
cana-2349	141	30	improve	improve	VERB
cana-2349	141	31	patient	patient	ADJ
cana-2349	141	32	outcomes	outcome	NOUN
cana-2349	141	33	.	.	PUNCT
cana-2349	142	1	overall	overall	ADV
cana-2349	142	2	,	,	PUNCT
cana-2349	142	3	this	this	DET
cana-2349	142	4	project	project	NOUN
cana-2349	142	5	paves	pave	VERB
cana-2349	142	6	the	the	DET
cana-2349	142	7	way	way	NOUN
cana-2349	142	8	for	for	ADP
cana-2349	142	9	developing	develop	VERB
cana-2349	142	10	more	more	ADV
cana-2349	142	11	accessible	accessible	ADJ
cana-2349	142	12	and	and	CCONJ
cana-2349	142	13	portable	portable	ADJ
cana-2349	142	14	health	health	NOUN
cana-2349	142	15	-	-	PUNCT
cana-2349	142	16	monitoring	monitor	VERB
cana-2349	142	17	systems	system	NOUN
cana-2349	142	18	,	,	PUNCT
cana-2349	142	19	highlighting	highlight	VERB
cana-2349	142	20	the	the	DET
cana-2349	142	21	potential	potential	NOUN
cana-2349	142	22	of	of	ADP
cana-2349	142	23	smart	smart	ADJ
cana-2349	142	24	healthcare	healthcare	NOUN
cana-2349	142	25	solutions	solution	NOUN
cana-2349	142	26	to	to	PART
cana-2349	142	27	prevent	prevent	VERB
cana-2349	142	28	life	life	NOUN
cana-2349	142	29	-	-	PUNCT
cana-2349	142	30	threatening	threaten	VERB
cana-2349	142	31	conditions	condition	NOUN
cana-2349	142	32	in	in	ADP
cana-2349	142	33	real	real	ADJ
cana-2349	142	34	time	time	NOUN
cana-2349	142	35	.	.	PUNCT
cana-2349	143	1	references	reference	NOUN
cana-2349	143	2	[	[	X
cana-2349	143	3	1	1	NUM
cana-2349	143	4	]	]	PUNCT
cana-2349	143	5	r.	r.	PROPN
cana-2349	143	6	mehrrotraa	mehrrotraa	PROPN
cana-2349	143	7	,	,	PUNCT
cana-2349	143	8	m.	m.	NOUN
cana-2349	143	9	a.	a.	NOUN
cana-2349	143	10	ansari	ansari	PROPN
cana-2349	143	11	,	,	PUNCT
cana-2349	143	12	r.	r.	PROPN
cana-2349	143	13	agrawal	agrawal	PROPN
cana-2349	143	14	,	,	PUNCT
cana-2349	143	15	p.	p.	PROPN
cana-2349	143	16	tripathi	tripathi	PROPN
cana-2349	143	17	,	,	PUNCT
cana-2349	143	18	m.	m.	PROPN
cana-2349	143	19	b.	b.	PROPN
cana-2349	143	20	b.	b.	PROPN
cana-2349	143	21	heyat	heyat	PROPN
cana-2349	143	22	,	,	PUNCT
cana-2349	143	23	m.	m.	NOUN
cana-2349	143	24	alsarem	alsarem	PROPN
cana-2349	143	25	,	,	PUNCT
cana-2349	143	26	a.	a.	PROPN
cana-2349	143	27	y.	y.	PROPN
cana-2349	143	28	m.	m.	PROPN
cana-2349	143	29	muaad	muaad	PROPN
cana-2349	143	30	,	,	PUNCT
cana-2349	143	31	w.	w.	PROPN
cana-2349	143	32	a.	a.	PROPN
cana-2349	143	33	e.	e.	PROPN
cana-2349	143	34	nagmeldin	nagmeldin	PROPN
cana-2349	143	35	,	,	PUNCT
cana-2349	143	36	a.	a.	PROPN
cana-2349	143	37	abdelmaboud	abdelmaboud	PROPN
cana-2349	143	38	,	,	PUNCT
cana-2349	143	39	and	and	CCONJ
cana-2349	143	40	f.	f.	PROPN
cana-2349	143	41	saeed	saeed	PROPN
cana-2349	143	42	,	,	PUNCT
cana-2349	143	43	‘	'	PUNCT
cana-2349	143	44	‘	'	PUNCT
cana-2349	143	45	ensembling	ensemble	VERB
cana-2349	143	46	of	of	ADP
cana-2349	143	47	efficient	efficient	ADJ
cana-2349	143	48	deep	deep	ADJ
cana-2349	143	49	convolutional	convolutional	ADJ
cana-2349	143	50	networks	network	NOUN
cana-2349	143	51	and	and	CCONJ
cana-2349	143	52	machine	machine	NOUN
cana-2349	143	53	learning	learn	VERB
cana-2349	143	54	algorithms	algorithm	NOUN
cana-2349	143	55	for	for	ADP
cana-2349	143	56	resource	resource	NOUN
cana-2349	143	57	effective	effective	ADJ
cana-2349	143	58	detection	detection	NOUN
cana-2349	143	59	of	of	ADP
cana-2349	143	60	tuberculosis	tuberculosis	NOUN
cana-2349	143	61	using	use	VERB
cana-2349	143	62	thoracic	thoracic	NOUN
cana-2349	143	63	(	(	PUNCT
cana-2349	143	64	chest	chest	NOUN
cana-2349	143	65	)	)	PUNCT
cana-2349	143	66	radiography	radiography	NOUN
cana-2349	143	67	,	,	PUNCT
cana-2349	143	68	’’	’'	PUNCT
cana-2349	143	69	ieee	ieee	NOUN
cana-2349	143	70	access	access	NOUN
cana-2349	143	71	,	,	PUNCT
cana-2349	143	72	vol	vol	NOUN
cana-2349	143	73	.	.	PROPN
cana-2349	143	74	10	10	NUM
cana-2349	143	75	,	,	PUNCT
cana-2349	143	76	pp	pp	ADJ
cana-2349	143	77	.	.	PUNCT
cana-2349	143	78	85442–85458	85442–85458	NUM
cana-2349	143	79	,	,	PUNCT
cana-2349	143	80	2022	2022	NUM
cana-2349	143	81	[	[	X
cana-2349	143	82	2	2	NUM
cana-2349	143	83	]	]	PUNCT
cana-2349	143	84	m.	m.	NOUN
cana-2349	143	85	bahrami	bahrami	NOUN
cana-2349	143	86	and	and	CCONJ
cana-2349	143	87	m.	m.	NOUN
cana-2349	143	88	forouzanfar	forouzanfar	PROPN
cana-2349	143	89	,	,	PUNCT
cana-2349	143	90	‘	'	PUNCT
cana-2349	143	91	‘	'	PUNCT
cana-2349	143	92	sleep	sleep	VERB
cana-2349	143	93	apnea	apnea	NOUN
cana-2349	143	94	detection	detection	NOUN
cana-2349	143	95	from	from	ADP
cana-2349	143	96	single	single	ADJ
cana-2349	143	97	-	-	PUNCT
cana-2349	143	98	lead	lead	NOUN
cana-2349	143	99	ecg	ecg	PROPN
cana-2349	143	100	:	:	PUNCT
cana-2349	143	101	a	a	DET
cana-2349	143	102	comprehensive	comprehensive	ADJ
cana-2349	143	103	analysis	analysis	NOUN
cana-2349	143	104	of	of	ADP
cana-2349	143	105	machine	machine	NOUN
cana-2349	143	106	learning	learning	NOUN
cana-2349	143	107	and	and	CCONJ
cana-2349	143	108	deep	deep	ADJ
cana-2349	143	109	learning	learning	NOUN
cana-2349	143	110	algorithms	algorithm	NOUN
cana-2349	143	111	,	,	PUNCT
cana-2349	143	112	’’	’'	PUNCT
cana-2349	143	113	ieee	ieee	NOUN
cana-2349	143	114	trans	trans	PROPN
cana-2349	143	115	.	.	PUNCT
cana-2349	144	1	instrum	instrum	PROPN
cana-2349	144	2	.	.	PUNCT
cana-2349	145	1	meas	meas	PROPN
cana-2349	145	2	.	.	PUNCT
cana-2349	146	1	,	,	PUNCT
cana-2349	146	2	vol	vol	NOUN
cana-2349	146	3	.	.	PROPN
cana-2349	147	1	71	71	NUM
cana-2349	147	2	,	,	PUNCT
cana-2349	147	3	pp	pp	PROPN
cana-2349	147	4	.	.	PUNCT
cana-2349	148	1	1–11	1–11	PROPN
cana-2349	148	2	,	,	PUNCT
cana-2349	148	3	2022	2022	NUM
cana-2349	148	4	[	[	X
cana-2349	148	5	3	3	X
cana-2349	148	6	]	]	X
cana-2349	148	7	d.	d.	PROPN
cana-2349	148	8	lai	lai	PROPN
cana-2349	148	9	,	,	PUNCT
cana-2349	148	10	y.	y.	PROPN
cana-2349	148	11	zhang	zhang	PROPN
cana-2349	148	12	,	,	PUNCT
cana-2349	148	13	x.	x.	PROPN
cana-2349	148	14	zhang	zhang	PROPN
cana-2349	148	15	,	,	PUNCT
cana-2349	148	16	y.	y.	PROPN
cana-2349	148	17	su	su	PROPN
cana-2349	148	18	,	,	PUNCT
cana-2349	148	19	and	and	CCONJ
cana-2349	148	20	m.	m.	PROPN
cana-2349	148	21	b.	b.	PROPN
cana-2349	148	22	bin	bin	PROPN
cana-2349	148	23	heyat	heyat	PROPN
cana-2349	148	24	,	,	PUNCT
cana-2349	148	25	‘	'	PUNCT
cana-2349	148	26	‘	'	PUNCT
cana-2349	148	27	an	an	DET
cana-2349	148	28	automated	automate	VERB
cana-2349	148	29	strategy	strategy	NOUN
cana-2349	148	30	for	for	ADP
cana-2349	148	31	early	early	ADJ
cana-2349	148	32	risk	risk	NOUN
cana-2349	148	33	identification	identification	NOUN
cana-2349	148	34	of	of	ADP
cana-2349	148	35	sudden	sudden	ADJ
cana-2349	148	36	cardiac	cardiac	ADJ
cana-2349	148	37	death	death	NOUN
cana-2349	148	38	by	by	ADP
cana-2349	148	39	using	use	VERB
cana-2349	148	40	machine	machine	NOUN
cana-2349	148	41	learning	learn	VERB
cana-2349	148	42	approach	approach	NOUN
cana-2349	148	43	on	on	ADP
cana-2349	148	44	measurable	measurable	ADJ
cana-2349	148	45	arrhythmic	arrhythmic	ADJ
cana-2349	148	46	risk	risk	NOUN
cana-2349	148	47	markers	marker	NOUN
cana-2349	148	48	,	,	PUNCT
cana-2349	148	49	’’	’'	PUNCT
cana-2349	148	50	ieee	ieee	NOUN
cana-2349	148	51	access	access	NOUN
cana-2349	148	52	,	,	PUNCT
cana-2349	148	53	vol	vol	NOUN
cana-2349	148	54	.	.	PROPN
cana-2349	148	55	7	7	NUM
cana-2349	148	56	,	,	PUNCT
cana-2349	148	57	pp	pp	ADJ
cana-2349	148	58	.	.	PUNCT
cana-2349	148	59	94701–94716	94701–94716	NOUN
cana-2349	148	60	,	,	PUNCT
cana-2349	148	61	2019	2019	NUM
cana-2349	148	62	[	[	SYM
cana-2349	148	63	4	4	NUM
cana-2349	148	64	]	]	X
cana-2349	148	65	g.	g.	PROPN
cana-2349	148	66	xu	xu	PROPN
cana-2349	148	67	,	,	PUNCT
cana-2349	148	68	x.	x.	PROPN
cana-2349	148	69	shen	shen	PROPN
cana-2349	148	70	,	,	PUNCT
cana-2349	148	71	s.	s.	PROPN
cana-2349	148	72	chen	chen	PROPN
cana-2349	148	73	,	,	PUNCT
cana-2349	148	74	y.	y.	PROPN
cana-2349	148	75	zong	zong	PROPN
cana-2349	148	76	,	,	PUNCT
cana-2349	148	77	c.	c.	PROPN
cana-2349	148	78	zhang	zhang	PROPN
cana-2349	148	79	,	,	PUNCT
cana-2349	148	80	h.	h.	PROPN
cana-2349	148	81	yue	yue	PROPN
cana-2349	148	82	,	,	PUNCT
cana-2349	148	83	m.	m.	PROPN
cana-2349	148	84	liu	liu	PROPN
cana-2349	148	85	,	,	PUNCT
cana-2349	148	86	f.	f.	PROPN
cana-2349	148	87	chen	chen	PROPN
cana-2349	148	88	,	,	PUNCT
cana-2349	148	89	and	and	CCONJ
cana-2349	148	90	w.	w.	PROPN
cana-2349	148	91	che	che	PROPN
cana-2349	148	92	,	,	PUNCT
cana-2349	148	93	“	"	PUNCT
cana-2349	148	94	a	a	DET
cana-2349	148	95	deep	deep	ADJ
cana-2349	148	96	transfer	transfer	NOUN
cana-2349	148	97	convolutional	convolutional	ADJ
cana-2349	148	98	neural	neural	ADJ
cana-2349	148	99	network	network	NOUN
cana-2349	148	100	framework	framework	NOUN
cana-2349	148	101	for	for	ADP
cana-2349	148	102	eeg	eeg	PROPN
cana-2349	148	103	signal	signal	PROPN
cana-2349	148	104	classification	classification	NOUN
cana-2349	148	105	,	,	PUNCT
cana-2349	148	106	”	"	PUNCT
cana-2349	148	107	ieee	ieee	NOUN
cana-2349	148	108	access	access	NOUN
cana-2349	148	109	,	,	PUNCT
cana-2349	148	110	vol	vol	NOUN
cana-2349	148	111	.	.	PROPN
cana-2349	148	112	7	7	NUM
cana-2349	148	113	,	,	PUNCT
cana-2349	148	114	pp	pp	ADJ
cana-2349	148	115	.	.	PUNCT
cana-2349	149	1	112	112	NUM
cana-2349	149	2	767–112	767–112	NUM
cana-2349	149	3	776	776	NUM
cana-2349	149	4	,	,	PUNCT
cana-2349	149	5	2019	2019	NUM
cana-2349	149	6	[	[	SYM
cana-2349	149	7	5	5	NUM
cana-2349	149	8	]	]	PUNCT
cana-2349	149	9	d.	d.	PROPN
cana-2349	149	10	lai	lai	PROPN
cana-2349	149	11	,	,	PUNCT
cana-2349	149	12	‘	'	PUNCT
cana-2349	149	13	‘	'	PUNCT
cana-2349	149	14	prognosis	prognosis	NOUN
cana-2349	149	15	of	of	ADP
cana-2349	149	16	sleep	sleep	NOUN
cana-2349	149	17	bruxism	bruxism	NOUN
cana-2349	149	18	using	use	VERB
cana-2349	149	19	power	power	NOUN
cana-2349	149	20	spectral	spectral	ADJ
cana-2349	149	21	density	density	NOUN
cana-2349	149	22	approach	approach	NOUN
cana-2349	149	23	applied	apply	VERB
cana-2349	149	24	on	on	ADP
cana-2349	149	25	eeg	eeg	PROPN
cana-2349	149	26	signal	signal	NOUN
cana-2349	149	27	of	of	ADP
cana-2349	149	28	both	both	DET
cana-2349	149	29	emg1emg2	emg1emg2	PROPN
cana-2349	149	30	and	and	CCONJ
cana-2349	149	31	ecg1ecg2	ecg1ecg2	ADJ
cana-2349	149	32	channels	channel	NOUN
cana-2349	149	33	,	,	PUNCT
cana-2349	149	34	’’	’'	PUNCT
cana-2349	149	35	ieee	ieee	NOUN
cana-2349	149	36	access	access	NOUN
cana-2349	149	37	,	,	PUNCT
cana-2349	149	38	vol	vol	NOUN
cana-2349	149	39	.	.	PROPN
cana-2349	150	1	7	7	NUM
cana-2349	150	2	,	,	PUNCT
cana-2349	150	3	pp	pp	ADJ
cana-2349	150	4	.	.	PUNCT
cana-2349	151	1	82553–82562	82553–82562	NUM
cana-2349	151	2	,	,	PUNCT
cana-2349	151	3	2019	2019	NUM
cana-2349	151	4	,	,	PUNCT
cana-2349	151	5	[	[	X
cana-2349	151	6	6	6	NUM
cana-2349	151	7	]	]	PUNCT
cana-2349	151	8	j.	j.	PROPN
cana-2349	151	9	yu	yu	PROPN
cana-2349	151	10	,	,	PUNCT
cana-2349	151	11	d.	d.	PROPN
cana-2349	151	12	kim	kim	PROPN
cana-2349	151	13	,	,	PUNCT
cana-2349	151	14	h.	h.	PROPN
cana-2349	151	15	park	park	PROPN
cana-2349	151	16	,	,	PUNCT
cana-2349	151	17	s.	s.	PROPN
cana-2349	151	18	chon	chon	PROPN
cana-2349	151	19	,	,	PUNCT
cana-2349	151	20	k.	k.	PROPN
cana-2349	151	21	h.	h.	PROPN
cana-2349	151	22	cho	cho	PROPN
cana-2349	151	23	,	,	PUNCT
cana-2349	151	24	s.	s.	PROPN
cana-2349	151	25	kim	kim	PROPN
cana-2349	151	26	,	,	PUNCT
cana-2349	151	27	s.	s.	PROPN
cana-2349	151	28	yu	yu	PROPN
cana-2349	151	29	,	,	PUNCT
cana-2349	151	30	s.	s.	PROPN
cana-2349	151	31	park	park	PROPN
cana-2349	151	32	,	,	PUNCT
cana-2349	151	33	and	and	CCONJ
cana-2349	151	34	s.	s.	PROPN
cana-2349	151	35	hong	hong	PROPN
cana-2349	151	36	,	,	PUNCT
cana-2349	151	37	‘	'	PUNCT
cana-2349	151	38	‘	'	PUNCT
cana-2349	151	39	semantic	semantic	ADJ
cana-2349	151	40	analysis	analysis	NOUN
cana-2349	151	41	of	of	ADP
cana-2349	151	42	nih	nih	PROPN
cana-2349	151	43	stroke	stroke	PROPN
cana-2349	151	44	scale	scale	NOUN
cana-2349	151	45	using	use	VERB
cana-2349	151	46	machine	machine	NOUN
cana-2349	151	47	learning	learning	NOUN
cana-2349	151	48	techniques	technique	NOUN
cana-2349	151	49	,	,	PUNCT
cana-2349	151	50	’’	’'	PUNCT
cana-2349	151	51	in	in	ADP
cana-2349	151	52	proc	proc	NOUN
cana-2349	151	53	.	.	PUNCT
cana-2349	152	1	platcon	platcon	PROPN
cana-2349	152	2	,	,	PUNCT
cana-2349	152	3	jeju	jeju	PROPN
cana-2349	152	4	,	,	PUNCT
cana-2349	152	5	south	south	PROPN
cana-2349	152	6	korea	korea	PROPN
cana-2349	152	7	,	,	PUNCT
cana-2349	152	8	jan	jan	PROPN
cana-2349	152	9	.	.	PROPN
cana-2349	152	10	2019	2019	NUM
cana-2349	152	11	,	,	PUNCT
cana-2349	152	12	pp	pp	ADJ
cana-2349	152	13	.	.	PUNCT
cana-2349	153	1	82–86	82–86	NUM
cana-2349	154	1	[	[	X
cana-2349	154	2	7	7	NUM
cana-2349	154	3	]	]	ADJ
cana-2349	154	4	t.-y	t.-y	NOUN
cana-2349	154	5	.	.	PUNCT
cana-2349	155	1	kim	kim	PROPN
cana-2349	155	2	and	and	CCONJ
cana-2349	155	3	s.-b	s.-b	PROPN
cana-2349	155	4	.	.	PUNCT
cana-2349	156	1	cho	cho	PROPN
cana-2349	156	2	,	,	PUNCT
cana-2349	156	3	‘	'	PUNCT
cana-2349	156	4	‘	'	PUNCT
cana-2349	156	5	predicting	predict	VERB
cana-2349	156	6	residential	residential	ADJ
cana-2349	156	7	energy	energy	NOUN
cana-2349	156	8	consumption	consumption	NOUN
cana-2349	156	9	using	use	VERB
cana-2349	156	10	cnn	cnn	PROPN
cana-2349	156	11	-	-	PUNCT
cana-2349	156	12	lstm	lstm	ADJ
cana-2349	156	13	neural	neural	ADJ
cana-2349	156	14	networks	network	NOUN
cana-2349	156	15	,	,	PUNCT
cana-2349	156	16	’’	’'	PUNCT
cana-2349	156	17	energy	energy	NOUN
cana-2349	156	18	,	,	PUNCT
cana-2349	156	19	vol	vol	NOUN
cana-2349	156	20	.	.	PROPN
cana-2349	156	21	182	182	NUM
cana-2349	156	22	,	,	PUNCT
cana-2349	156	23	no	no	INTJ
cana-2349	156	24	.	.	NOUN
cana-2349	156	25	1	1	NUM
cana-2349	156	26	,	,	PUNCT
cana-2349	156	27	pp	pp	ADJ
cana-2349	156	28	.	.	PUNCT
cana-2349	157	1	72–81	72–81	NUM
cana-2349	157	2	,	,	PUNCT
cana-2349	157	3	sep	sep	PROPN
cana-2349	157	4	.	.	PROPN
cana-2349	157	5	2019	2019	NUM
cana-2349	158	1	[	[	SYM
cana-2349	158	2	8	8	NUM
cana-2349	158	3	]	]	X
cana-2349	158	4	f.	f.	PROPN
cana-2349	158	5	rundo	rundo	PROPN
cana-2349	158	6	,	,	PUNCT
cana-2349	158	7	s.	s.	PROPN
cana-2349	158	8	conoci	conoci	PROPN
cana-2349	158	9	,	,	PUNCT
cana-2349	158	10	a.	a.	PROPN
cana-2349	158	11	ortis	ortis	PROPN
cana-2349	158	12	,	,	PUNCT
cana-2349	158	13	and	and	CCONJ
cana-2349	158	14	s.	s.	PROPN
cana-2349	158	15	battiato	battiato	PROPN
cana-2349	158	16	,	,	PUNCT
cana-2349	158	17	‘	'	PUNCT
cana-2349	158	18	‘	'	PUNCT
cana-2349	158	19	an	an	DET
cana-2349	158	20	advanced	advanced	ADJ
cana-2349	158	21	bio	bio	ADJ
cana-2349	158	22	-	-	PUNCT
cana-2349	158	23	inspired	inspire	VERB
cana-2349	158	24	photoplethysmography	photoplethysmography	NOUN
cana-2349	158	25	(	(	PUNCT
cana-2349	158	26	ppg	ppg	PROPN
cana-2349	158	27	)	)	PUNCT
cana-2349	158	28	and	and	CCONJ
cana-2349	158	29	ecg	ecg	PROPN
cana-2349	158	30	pattern	pattern	NOUN
cana-2349	158	31	recognition	recognition	NOUN
cana-2349	158	32	system	system	NOUN
cana-2349	158	33	for	for	ADP
cana-2349	158	34	medical	medical	ADJ
cana-2349	158	35	assessment	assessment	NOUN
cana-2349	158	36	,	,	PUNCT
cana-2349	158	37	’’	’'	PUNCT
cana-2349	158	38	sensors	sensor	NOUN
cana-2349	158	39	,	,	PUNCT
cana-2349	158	40	vol	vol	NOUN
cana-2349	158	41	.	.	PROPN
cana-2349	158	42	18	18	NUM
cana-2349	158	43	,	,	PUNCT
cana-2349	158	44	no	no	INTJ
cana-2349	158	45	.	.	NOUN
cana-2349	158	46	2	2	NUM
cana-2349	158	47	,	,	PUNCT
cana-2349	158	48	pp	pp	ADJ
cana-2349	158	49	.	.	PUNCT
cana-2349	159	1	1–22	1–22	PROPN
cana-2349	159	2	,	,	PUNCT
cana-2349	159	3	jan	jan	PROPN
cana-2349	159	4	.	.	PROPN
cana-2349	159	5	2018	2018	NUM
cana-2349	159	6	.	.	PUNCT
cana-2349	160	1	[	[	X
cana-2349	160	2	9	9	NUM
cana-2349	160	3	]	]	X
cana-2349	160	4	j.	j.	PROPN
cana-2349	160	5	m.	m.	PROPN
cana-2349	160	6	bumgarner	bumgarner	PROPN
cana-2349	160	7	,	,	PUNCT
cana-2349	160	8	c.	c.	PROPN
cana-2349	160	9	t.	t.	PROPN
cana-2349	160	10	lambert	lambert	PROPN
cana-2349	160	11	,	,	PUNCT
cana-2349	160	12	a.	a.	PROPN
cana-2349	160	13	a.	a.	PROPN
cana-2349	160	14	hussein	hussein	PROPN
cana-2349	160	15	,	,	PUNCT
cana-2349	160	16	d.	d.	PROPN
cana-2349	160	17	j.	j.	PROPN
cana-2349	160	18	cantillon	cantillon	PROPN
cana-2349	160	19	,	,	PUNCT
cana-2349	160	20	b.	b.	PROPN
cana-2349	160	21	baranowski	baranowski	PROPN
cana-2349	160	22	,	,	PUNCT
cana-2349	160	23	k.	k.	PROPN
cana-2349	160	24	wolski	wolski	PROPN
cana-2349	160	25	,	,	PUNCT
cana-2349	160	26	and	and	CCONJ
cana-2349	160	27	k.	k.	PROPN
cana-2349	160	28	g.	g.	PROPN
cana-2349	160	29	tarakji	tarakji	PROPN
cana-2349	160	30	,	,	PUNCT
cana-2349	160	31	‘	'	PUNCT
cana-2349	160	32	‘	'	PUNCT
cana-2349	160	33	smartwatch	smartwatch	ADJ
cana-2349	160	34	algorithm	algorithm	NOUN
cana-2349	160	35	for	for	ADP
cana-2349	160	36	automated	automate	VERB
cana-2349	160	37	detection	detection	NOUN
cana-2349	160	38	of	of	ADP
cana-2349	160	39	atrial	atrial	ADJ
cana-2349	160	40	fibrillation	fibrillation	NOUN
cana-2349	160	41	,	,	PUNCT
cana-2349	160	42	’’	’'	PUNCT
cana-2349	160	43	j.	j.	PROPN
cana-2349	160	44	amer	amer	PROPN
cana-2349	160	45	.	.	PUNCT
cana-2349	160	46	college	college	NOUN
cana-2349	160	47	cardiol	cardiol	NOUN
cana-2349	160	48	.	.	PUNCT
cana-2349	160	49	,	,	PUNCT
cana-2349	160	50	vol	vol	NOUN
cana-2349	160	51	.	.	PROPN
cana-2349	160	52	71	71	NUM
cana-2349	160	53	,	,	PUNCT
cana-2349	160	54	no	no	INTJ
cana-2349	160	55	.	.	NOUN
cana-2349	160	56	21	21	NUM
cana-2349	160	57	,	,	PUNCT
cana-2349	160	58	pp	pp	ADJ
cana-2349	160	59	.	.	PUNCT
cana-2349	161	1	2381–2388	2381–2388	NUM
cana-2349	161	2	,	,	PUNCT
cana-2349	161	3	mar	mar	PROPN
cana-2349	161	4	.	.	PROPN
cana-2349	161	5	2018	2018	NUM
cana-2349	162	1	[	[	SYM
cana-2349	162	2	10	10	NUM
cana-2349	162	3	]	]	X
cana-2349	162	4	g.	g.	NOUN
cana-2349	162	5	sannino	sannino	PROPN
cana-2349	162	6	and	and	CCONJ
cana-2349	162	7	g.	g.	PROPN
cana-2349	162	8	de	de	PROPN
cana-2349	162	9	pietro	pietro	PROPN
cana-2349	162	10	,	,	PUNCT
cana-2349	162	11	‘	'	PUNCT
cana-2349	162	12	‘	'	PUNCT
cana-2349	162	13	a	a	DET
cana-2349	162	14	deep	deep	ADJ
cana-2349	162	15	learning	learning	NOUN
cana-2349	162	16	approach	approach	NOUN
cana-2349	162	17	for	for	ADP
cana-2349	162	18	ecg	ecg	PROPN
cana-2349	162	19	-	-	PUNCT
cana-2349	162	20	based	base	VERB
cana-2349	162	21	heartbeat	heartbeat	NOUN
cana-2349	162	22	classification	classification	NOUN
cana-2349	162	23	for	for	ADP
cana-2349	162	24	arrhythmia	arrhythmia	NOUN
cana-2349	162	25	detection	detection	NOUN
cana-2349	162	26	,	,	PUNCT
cana-2349	162	27	’’	’'	PUNCT
cana-2349	162	28	future	future	ADJ
cana-2349	162	29	gener	gener	NOUN
cana-2349	162	30	.	.	PUNCT
cana-2349	163	1	comput	comput	PROPN
cana-2349	163	2	.	.	PUNCT
cana-2349	164	1	syst	syst	PROPN
cana-2349	164	2	.	.	PUNCT
cana-2349	164	3	,	,	PUNCT
cana-2349	164	4	vol	vol	NOUN
cana-2349	164	5	.	.	PROPN
cana-2349	164	6	86	86	NUM
cana-2349	164	7	,	,	PUNCT
cana-2349	164	8	pp	pp	ADJ
cana-2349	164	9	.	.	PUNCT
cana-2349	165	1	446–455	446–455	NUM
cana-2349	165	2	,	,	PUNCT
cana-2349	165	3	sep	sep	PROPN
cana-2349	165	4	.	.	PROPN
cana-2349	165	5	2018	2018	NUM
cana-2349	165	6	.	.	PUNCT