id	sid	tid	token	lemma	pos
cana-1203	1	1	communications	communication	NOUN
cana-1203	1	2	on	on	ADP
cana-1203	1	3	applied	apply	VERB
cana-1203	1	4	nonlinear	nonlinear	ADJ
cana-1203	1	5	analysis	analysis	NOUN
cana-1203	1	6	issn	issn	NOUN
cana-1203	1	7	:	:	PUNCT
cana-1203	1	8	1074	1074	NUM
cana-1203	1	9	-	-	PUNCT
cana-1203	1	10	133x	133x	NUM
cana-1203	1	11	vol	vol	NOUN
cana-1203	1	12	31	31	NUM
cana-1203	1	13	no	no	NOUN
cana-1203	1	14	.	.	PUNCT
cana-1203	2	1	6s	6s	NUM
cana-1203	2	2	(	(	PUNCT
cana-1203	2	3	2024	2024	NUM
cana-1203	2	4	)	)	PUNCT
cana-1203	2	5	224	224	NUM
cana-1203	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	2	7	an	an	DET
cana-1203	2	8	approach	approach	NOUN
cana-1203	2	9	to	to	PART
cana-1203	2	10	develop	develop	VERB
cana-1203	2	11	cerebra	cerebra	NOUN
cana-1203	2	12	-	-	PUNCT
cana-1203	2	13	vascular	vascular	ADJ
cana-1203	2	14	-	-	PUNCT
cana-1203	2	15	haemato	haemato	NOUN
cana-1203	2	16	-	-	PUNCT
cana-1203	2	17	cardiac	cardiac	NOUN
cana-1203	2	18	detector	detector	NOUN
cana-1203	2	19	using	use	VERB
cana-1203	2	20	machine	machine	NOUN
cana-1203	2	21	learning	learning	NOUN
cana-1203	2	22	techniques	technique	NOUN
cana-1203	2	23	shambhu	shambhu	X
cana-1203	2	24	nath	nath	PROPN
cana-1203	2	25	saha1	saha1	PROPN
cana-1203	2	26	,	,	PUNCT
cana-1203	2	27	soumya	soumya	PROPN
cana-1203	2	28	bhattacharyya2	bhattacharyya2	PROPN
cana-1203	2	29	,	,	PUNCT
cana-1203	2	30	mayank	mayank	PROPN
cana-1203	2	31	bala3	bala3	PROPN
cana-1203	2	32	,	,	PUNCT
cana-1203	2	33	tirthankar	tirthankar	NOUN
cana-1203	2	34	ray4	ray4	PROPN
cana-1203	2	35	,	,	PUNCT
cana-1203	2	36	sambit	sambit	NOUN
cana-1203	2	37	chakraborty5	chakraborty5	PROPN
cana-1203	2	38	,	,	PUNCT
cana-1203	2	39	parthib	parthib	NOUN
cana-1203	2	40	kumar	kumar	PROPN
cana-1203	2	41	deb6	deb6	PROPN
cana-1203	2	42	,	,	PUNCT
cana-1203	2	43	pritam	pritam	PROPN
cana-1203	2	44	kapat7	kapat7	PROPN
cana-1203	2	45	1,2,3,4,5,6,7narula	1,2,3,4,5,6,7narula	PROPN
cana-1203	2	46	institute	institute	PROPN
cana-1203	2	47	of	of	ADP
cana-1203	2	48	technology	technology	PROPN
cana-1203	2	49	,	,	PUNCT
cana-1203	2	50	kolkata	kolkata	NOUN
cana-1203	2	51	article	article	NOUN
cana-1203	2	52	history	history	NOUN
cana-1203	2	53	:	:	PUNCT
cana-1203	2	54	received	receive	VERB
cana-1203	2	55	:	:	PUNCT
cana-1203	2	56	28	28	NUM
cana-1203	2	57	-	-	SYM
cana-1203	2	58	05	05	NUM
cana-1203	2	59	-	-	PUNCT
cana-1203	2	60	2024	2024	NUM
cana-1203	2	61	revised	revise	VERB
cana-1203	2	62	:	:	PUNCT
cana-1203	2	63	30	30	NUM
cana-1203	2	64	-	-	SYM
cana-1203	2	65	06	06	NUM
cana-1203	2	66	-	-	PUNCT
cana-1203	2	67	2024	2024	NUM
cana-1203	2	68	accepted	accept	VERB
cana-1203	2	69	:	:	PUNCT
cana-1203	2	70	19	19	NUM
cana-1203	2	71	-	-	PUNCT
cana-1203	2	72	07	07	NUM
cana-1203	2	73	-	-	PUNCT
cana-1203	2	74	2024	2024	NUM
cana-1203	2	75	abstract	abstract	NOUN
cana-1203	2	76	:	:	PUNCT
cana-1203	2	77	the	the	DET
cana-1203	2	78	"	"	PUNCT
cana-1203	2	79	design	design	NOUN
cana-1203	2	80	of	of	ADP
cana-1203	2	81	cerebra	cerebra	NOUN
cana-1203	2	82	-	-	PUNCT
cana-1203	2	83	vascular	vascular	ADJ
cana-1203	2	84	-	-	PUNCT
cana-1203	2	85	haemato	haemato	NOUN
cana-1203	2	86	-	-	PUNCT
cana-1203	2	87	cardiac	cardiac	NOUN
cana-1203	2	88	detector	detector	NOUN
cana-1203	2	89	using	use	VERB
cana-1203	2	90	machine	machine	NOUN
cana-1203	2	91	learning	learning	NOUN
cana-1203	2	92	approaches	approach	NOUN
cana-1203	2	93	"	"	PUNCT
cana-1203	2	94	project	project	NOUN
cana-1203	2	95	is	be	AUX
cana-1203	2	96	a	a	DET
cana-1203	2	97	groundbreaking	groundbreaking	ADJ
cana-1203	2	98	initiative	initiative	NOUN
cana-1203	2	99	that	that	PRON
cana-1203	2	100	seeks	seek	VERB
cana-1203	2	101	to	to	PART
cana-1203	2	102	revolutionize	revolutionize	VERB
cana-1203	2	103	medical	medical	ADJ
cana-1203	2	104	diagnostics	diagnostic	NOUN
cana-1203	2	105	by	by	ADP
cana-1203	2	106	integrating	integrate	VERB
cana-1203	2	107	advanced	advanced	ADJ
cana-1203	2	108	machine	machine	NOUN
cana-1203	2	109	learning	learn	VERB
cana-1203	2	110	techniques	technique	NOUN
cana-1203	2	111	.	.	PUNCT
cana-1203	3	1	this	this	DET
cana-1203	3	2	multifaceted	multifaceted	ADJ
cana-1203	3	3	project	project	NOUN
cana-1203	3	4	encompasses	encompass	VERB
cana-1203	3	5	the	the	DET
cana-1203	3	6	development	development	NOUN
cana-1203	3	7	of	of	ADP
cana-1203	3	8	a	a	DET
cana-1203	3	9	comprehensive	comprehensive	ADJ
cana-1203	3	10	detector	detector	NOUN
cana-1203	3	11	capable	capable	ADJ
cana-1203	3	12	of	of	ADP
cana-1203	3	13	analysing	analyse	VERB
cana-1203	3	14	cerebrovascular	cerebrovascular	ADJ
cana-1203	3	15	,	,	PUNCT
cana-1203	3	16	haematological	haematological	ADJ
cana-1203	3	17	,	,	PUNCT
cana-1203	3	18	and	and	CCONJ
cana-1203	3	19	cardiac	cardiac	ADJ
cana-1203	3	20	data	datum	NOUN
cana-1203	3	21	to	to	PART
cana-1203	3	22	provide	provide	VERB
cana-1203	3	23	accurate	accurate	ADJ
cana-1203	3	24	and	and	CCONJ
cana-1203	3	25	timely	timely	ADJ
cana-1203	3	26	health	health	NOUN
cana-1203	3	27	assessments	assessment	NOUN
cana-1203	3	28	.	.	PUNCT
cana-1203	4	1	the	the	DET
cana-1203	4	2	integration	integration	NOUN
cana-1203	4	3	of	of	ADP
cana-1203	4	4	diverse	diverse	ADJ
cana-1203	4	5	data	datum	NOUN
cana-1203	4	6	modalities	modality	NOUN
cana-1203	4	7	and	and	CCONJ
cana-1203	4	8	the	the	DET
cana-1203	4	9	creation	creation	NOUN
cana-1203	4	10	of	of	ADP
cana-1203	4	11	a	a	DET
cana-1203	4	12	real	real	ADJ
cana-1203	4	13	-	-	PUNCT
cana-1203	4	14	time	time	NOUN
cana-1203	4	15	detection	detection	NOUN
cana-1203	4	16	system	system	NOUN
cana-1203	4	17	will	will	AUX
cana-1203	4	18	contribute	contribute	VERB
cana-1203	4	19	to	to	ADP
cana-1203	4	20	early	early	ADJ
cana-1203	4	21	disease	disease	NOUN
cana-1203	4	22	detection	detection	NOUN
cana-1203	4	23	and	and	CCONJ
cana-1203	4	24	improved	improve	VERB
cana-1203	4	25	patient	patient	ADJ
cana-1203	4	26	outcomes	outcome	NOUN
cana-1203	4	27	.	.	PUNCT
cana-1203	5	1	[	[	X
cana-1203	5	2	1][2][3	1][2][3	NUM
cana-1203	5	3	]	]	X
cana-1203	5	4	cerebrovascular	cerebrovascular	ADJ
cana-1203	5	5	stroke	stroke	NOUN
cana-1203	5	6	and	and	CCONJ
cana-1203	5	7	heart	heart	NOUN
cana-1203	5	8	attack	attack	NOUN
cana-1203	5	9	stand	stand	VERB
cana-1203	5	10	as	as	ADP
cana-1203	5	11	prominent	prominent	ADJ
cana-1203	5	12	causes	cause	NOUN
cana-1203	5	13	of	of	ADP
cana-1203	5	14	disability	disability	NOUN
cana-1203	5	15	and	and	CCONJ
cana-1203	5	16	global	global	ADJ
cana-1203	5	17	mortality	mortality	NOUN
cana-1203	5	18	,	,	PUNCT
cana-1203	5	19	underscoring	underscore	VERB
cana-1203	5	20	the	the	DET
cana-1203	5	21	critical	critical	ADJ
cana-1203	5	22	need	need	NOUN
cana-1203	5	23	for	for	ADP
cana-1203	5	24	early	early	ADJ
cana-1203	5	25	detection	detection	NOUN
cana-1203	5	26	to	to	PART
cana-1203	5	27	facilitate	facilitate	VERB
cana-1203	5	28	effective	effective	ADJ
cana-1203	5	29	treatment	treatment	NOUN
cana-1203	5	30	.	.	PUNCT
cana-1203	6	1	traditional	traditional	ADJ
cana-1203	6	2	diagnostic	diagnostic	ADJ
cana-1203	6	3	systems	system	NOUN
cana-1203	6	4	for	for	ADP
cana-1203	6	5	electroencephalograph	electroencephalograph	NOUN
cana-1203	6	6	(	(	PUNCT
cana-1203	6	7	eeg	eeg	NOUN
cana-1203	6	8	)	)	PUNCT
cana-1203	6	9	and	and	CCONJ
cana-1203	6	10	electrocardiograph	electrocardiograph	NOUN
cana-1203	6	11	(	(	PUNCT
cana-1203	6	12	ecg	ecg	PROPN
cana-1203	6	13	)	)	PUNCT
cana-1203	6	14	are	be	AUX
cana-1203	6	15	non	non	ADJ
cana-1203	6	16	-	-	ADJ
cana-1203	6	17	wearable	wearable	ADJ
cana-1203	6	18	due	due	ADP
cana-1203	6	19	to	to	ADP
cana-1203	6	20	their	their	PRON
cana-1203	6	21	unwieldy	unwieldy	ADJ
cana-1203	6	22	instruments	instrument	NOUN
cana-1203	6	23	,	,	PUNCT
cana-1203	6	24	posing	pose	VERB
cana-1203	6	25	a	a	DET
cana-1203	6	26	significant	significant	ADJ
cana-1203	6	27	challenge	challenge	NOUN
cana-1203	6	28	.	.	PUNCT
cana-1203	7	1	in	in	ADP
cana-1203	7	2	response	response	NOUN
cana-1203	7	3	,	,	PUNCT
cana-1203	7	4	we	we	PRON
cana-1203	7	5	propose	propose	VERB
cana-1203	7	6	a	a	DET
cana-1203	7	7	cerebra	cerebra	NOUN
cana-1203	7	8	-	-	PUNCT
cana-1203	7	9	vascular	vascular	ADJ
cana-1203	7	10	-	-	PUNCT
cana-1203	7	11	haemato	haemato	NOUN
cana-1203	7	12	-	-	PUNCT
cana-1203	7	13	cardiac	cardiac	NOUN
cana-1203	7	14	(	(	PUNCT
cana-1203	7	15	cvhc	cvhc	NOUN
cana-1203	7	16	)	)	PUNCT
cana-1203	7	17	detector	detector	NOUN
cana-1203	7	18	designed	design	VERB
cana-1203	7	19	to	to	PART
cana-1203	7	20	detect	detect	VERB
cana-1203	7	21	strokes	stroke	NOUN
cana-1203	7	22	and	and	CCONJ
cana-1203	7	23	cardiac	cardiac	ADJ
cana-1203	7	24	arrests	arrest	NOUN
cana-1203	7	25	.	.	PUNCT
cana-1203	8	1	the	the	DET
cana-1203	8	2	key	key	ADJ
cana-1203	8	3	elements	element	NOUN
cana-1203	8	4	of	of	ADP
cana-1203	8	5	the	the	DET
cana-1203	8	6	cvhc	cvhc	NOUN
cana-1203	8	7	detector	detector	NOUN
cana-1203	8	8	include	include	VERB
cana-1203	8	9	eeg	eeg	PROPN
cana-1203	8	10	and	and	CCONJ
cana-1203	8	11	ecg	ecg	PROPN
cana-1203	8	12	,	,	PUNCT
cana-1203	8	13	with	with	ADP
cana-1203	8	14	additional	additional	ADJ
cana-1203	8	15	integration	integration	NOUN
cana-1203	8	16	of	of	ADP
cana-1203	8	17	an	an	DET
cana-1203	8	18	oxygen	oxygen	NOUN
cana-1203	8	19	sensor	sensor	NOUN
cana-1203	8	20	and	and	CCONJ
cana-1203	8	21	blood	blood	NOUN
cana-1203	8	22	pressure	pressure	NOUN
cana-1203	8	23	sensor	sensor	NOUN
cana-1203	8	24	.	.	PUNCT
cana-1203	9	1	this	this	DET
cana-1203	9	2	comprehensive	comprehensive	ADJ
cana-1203	9	3	system	system	NOUN
cana-1203	9	4	aims	aim	VERB
cana-1203	9	5	to	to	PART
cana-1203	9	6	identify	identify	VERB
cana-1203	9	7	anomalies	anomaly	NOUN
cana-1203	9	8	in	in	ADP
cana-1203	9	9	the	the	DET
cana-1203	9	10	human	human	ADJ
cana-1203	9	11	body	body	NOUN
cana-1203	9	12	associated	associate	VERB
cana-1203	9	13	with	with	ADP
cana-1203	9	14	strokes	stroke	NOUN
cana-1203	9	15	,	,	PUNCT
cana-1203	9	16	cardiac	cardiac	ADJ
cana-1203	9	17	arrests	arrest	NOUN
cana-1203	9	18	,	,	PUNCT
cana-1203	9	19	respiratory	respiratory	ADJ
cana-1203	9	20	issues	issue	NOUN
cana-1203	9	21	,	,	PUNCT
cana-1203	9	22	and	and	CCONJ
cana-1203	9	23	heat	heat	NOUN
cana-1203	9	24	strokes	stroke	NOUN
cana-1203	9	25	.	.	PUNCT
cana-1203	10	1	leveraging	leverage	VERB
cana-1203	10	2	machine	machine	NOUN
cana-1203	10	3	learning	learning	NOUN
cana-1203	10	4	,	,	PUNCT
cana-1203	10	5	the	the	DET
cana-1203	10	6	cvhc	cvhc	NOUN
cana-1203	10	7	device	device	NOUN
cana-1203	10	8	provides	provide	VERB
cana-1203	10	9	immediate	immediate	ADJ
cana-1203	10	10	emergency	emergency	NOUN
cana-1203	10	11	alerts	alert	NOUN
cana-1203	10	12	.	.	PUNCT
cana-1203	11	1	the	the	DET
cana-1203	11	2	signals	signal	NOUN
cana-1203	11	3	originating	originate	VERB
cana-1203	11	4	from	from	ADP
cana-1203	11	5	ecg	ecg	PROPN
cana-1203	11	6	,	,	PUNCT
cana-1203	11	7	eeg	eeg	PROPN
cana-1203	11	8	,	,	PUNCT
cana-1203	11	9	blood	blood	NOUN
cana-1203	11	10	pressure	pressure	NOUN
cana-1203	11	11	sensor	sensor	NOUN
cana-1203	11	12	,	,	PUNCT
cana-1203	11	13	and	and	CCONJ
cana-1203	11	14	oxygen	oxygen	NOUN
cana-1203	11	15	sensor	sensor	NOUN
cana-1203	11	16	undergo	undergo	VERB
cana-1203	11	17	processing	processing	NOUN
cana-1203	11	18	through	through	ADP
cana-1203	11	19	a	a	DET
cana-1203	11	20	simulator	simulator	NOUN
cana-1203	11	21	,	,	PUNCT
cana-1203	11	22	discrete	discrete	ADJ
cana-1203	11	23	wavelet	wavelet	NOUN
cana-1203	11	24	transformation	transformation	NOUN
cana-1203	11	25	(	(	PUNCT
cana-1203	11	26	dwt	dwt	NOUN
cana-1203	11	27	)	)	PUNCT
cana-1203	11	28	,	,	PUNCT
cana-1203	11	29	and	and	CCONJ
cana-1203	11	30	convolutional	convolutional	ADJ
cana-1203	11	31	neural	neural	ADJ
cana-1203	11	32	network	network	NOUN
cana-1203	11	33	(	(	PUNCT
cana-1203	11	34	cnn	cnn	PROPN
cana-1203	11	35	)	)	PUNCT
cana-1203	11	36	.	.	PUNCT
cana-1203	12	1	this	this	DET
cana-1203	12	2	processing	processing	NOUN
cana-1203	12	3	involves	involve	VERB
cana-1203	12	4	convolution	convolution	NOUN
cana-1203	12	5	,	,	PUNCT
cana-1203	12	6	noise	noise	NOUN
cana-1203	12	7	reduction	reduction	NOUN
cana-1203	12	8	,	,	PUNCT
cana-1203	12	9	and	and	CCONJ
cana-1203	12	10	wavelet	wavelet	NOUN
cana-1203	12	11	differentiation	differentiation	NOUN
cana-1203	12	12	of	of	ADP
cana-1203	12	13	eeg	eeg	PROPN
cana-1203	12	14	and	and	CCONJ
cana-1203	12	15	ecg	ecg	PROPN
cana-1203	12	16	signals	signal	NOUN
cana-1203	12	17	,	,	PUNCT
cana-1203	12	18	ultimately	ultimately	ADV
cana-1203	12	19	amplifying	amplify	VERB
cana-1203	12	20	them	they	PRON
cana-1203	12	21	to	to	PART
cana-1203	12	22	attain	attain	VERB
cana-1203	12	23	usable	usable	ADJ
cana-1203	12	24	voltage	voltage	NOUN
cana-1203	12	25	.	.	PUNCT
cana-1203	13	1	the	the	DET
cana-1203	13	2	proposed	propose	VERB
cana-1203	13	3	system	system	NOUN
cana-1203	13	4	is	be	AUX
cana-1203	13	5	adept	adept	ADJ
cana-1203	13	6	at	at	ADP
cana-1203	13	7	detecting	detect	VERB
cana-1203	13	8	ischemic	ischemic	ADJ
cana-1203	13	9	stroke	stroke	NOUN
cana-1203	13	10	,	,	PUNCT
cana-1203	13	11	haemorrhagic	haemorrhagic	ADJ
cana-1203	13	12	stroke	stroke	NOUN
cana-1203	13	13	,	,	PUNCT
cana-1203	13	14	and	and	CCONJ
cana-1203	13	15	cardiopulmonary	cardiopulmonary	ADJ
cana-1203	13	16	arrest	arrest	NOUN
cana-1203	13	17	by	by	ADP
cana-1203	13	18	comparing	compare	VERB
cana-1203	13	19	the	the	DET
cana-1203	13	20	acquired	acquire	VERB
cana-1203	13	21	signals	signal	NOUN
cana-1203	13	22	with	with	ADP
cana-1203	13	23	predefined	predefine	VERB
cana-1203	13	24	patterns	pattern	NOUN
cana-1203	13	25	of	of	ADP
cana-1203	13	26	normal	normal	ADJ
cana-1203	13	27	brain	brain	NOUN
cana-1203	13	28	and	and	CCONJ
cana-1203	13	29	heart	heart	NOUN
cana-1203	13	30	activities	activity	NOUN
cana-1203	13	31	.	.	PUNCT
cana-1203	14	1	this	this	DET
cana-1203	14	2	innovative	innovative	ADJ
cana-1203	14	3	cvhc	cvhc	NOUN
cana-1203	14	4	solution	solution	NOUN
cana-1203	14	5	thus	thus	ADV
cana-1203	14	6	addresses	address	VERB
cana-1203	14	7	the	the	DET
cana-1203	14	8	limitations	limitation	NOUN
cana-1203	14	9	of	of	ADP
cana-1203	14	10	traditional	traditional	ADJ
cana-1203	14	11	diagnostic	diagnostic	ADJ
cana-1203	14	12	instruments	instrument	NOUN
cana-1203	14	13	,	,	PUNCT
cana-1203	14	14	offering	offer	VERB
cana-1203	14	15	a	a	DET
cana-1203	14	16	wearable	wearable	ADJ
cana-1203	14	17	and	and	CCONJ
cana-1203	14	18	efficient	efficient	ADJ
cana-1203	14	19	alternative	alternative	NOUN
cana-1203	14	20	for	for	ADP
cana-1203	14	21	early	early	ADJ
cana-1203	14	22	detection	detection	NOUN
cana-1203	14	23	of	of	ADP
cana-1203	14	24	life	life	NOUN
cana-1203	14	25	-	-	PUNCT
cana-1203	14	26	threatening	threaten	VERB
cana-1203	14	27	conditions	condition	NOUN
cana-1203	14	28	.	.	PUNCT
cana-1203	15	1	keywords	keyword	NOUN
cana-1203	15	2	:	:	PUNCT
cana-1203	15	3	cerebra	cerebra	NOUN
cana-1203	15	4	-	-	PUNCT
cana-1203	15	5	vascular	vascular	ADJ
cana-1203	15	6	-	-	PUNCT
cana-1203	15	7	haemato	haemato	NOUN
cana-1203	15	8	-	-	PUNCT
cana-1203	15	9	cardiac	cardiac	NOUN
cana-1203	15	10	,	,	PUNCT
cana-1203	15	11	cnn	cnn	PROPN
cana-1203	15	12	,	,	PUNCT
cana-1203	15	13	eeg	eeg	PROPN
cana-1203	15	14	,	,	PUNCT
cana-1203	15	15	ecg	ecg	PROPN
cana-1203	15	16	,	,	PUNCT
cana-1203	15	17	machine	machine	NOUN
cana-1203	15	18	learning	learn	VERB
cana-1203	15	19	1	1	NUM
cana-1203	15	20	.	.	PUNCT
cana-1203	16	1	introduction	introduction	NOUN
cana-1203	16	2	the	the	DET
cana-1203	16	3	rapid	rapid	ADJ
cana-1203	16	4	advancements	advancement	NOUN
cana-1203	16	5	in	in	ADP
cana-1203	16	6	machine	machine	NOUN
cana-1203	16	7	learning	learning	NOUN
cana-1203	16	8	and	and	CCONJ
cana-1203	16	9	artificial	artificial	ADJ
cana-1203	16	10	intelligence	intelligence	NOUN
cana-1203	16	11	have	have	AUX
cana-1203	16	12	opened	open	VERB
cana-1203	16	13	new	new	ADJ
cana-1203	16	14	horizons	horizon	NOUN
cana-1203	16	15	in	in	ADP
cana-1203	16	16	the	the	DET
cana-1203	16	17	field	field	NOUN
cana-1203	16	18	of	of	ADP
cana-1203	16	19	medical	medical	ADJ
cana-1203	16	20	diagnostics	diagnostic	NOUN
cana-1203	16	21	.	.	PUNCT
cana-1203	17	1	one	one	NUM
cana-1203	17	2	critical	critical	ADJ
cana-1203	17	3	area	area	NOUN
cana-1203	17	4	that	that	PRON
cana-1203	17	5	stands	stand	VERB
cana-1203	17	6	to	to	PART
cana-1203	17	7	benefit	benefit	VERB
cana-1203	17	8	immensely	immensely	ADV
cana-1203	17	9	from	from	ADP
cana-1203	17	10	these	these	DET
cana-1203	17	11	technologies	technology	NOUN
cana-1203	17	12	is	be	AUX
cana-1203	17	13	the	the	DET
cana-1203	17	14	early	early	ADJ
cana-1203	17	15	detection	detection	NOUN
cana-1203	17	16	and	and	CCONJ
cana-1203	17	17	diagnosis	diagnosis	NOUN
cana-1203	17	18	of	of	ADP
cana-1203	17	19	complex	complex	ADJ
cana-1203	17	20	,	,	PUNCT
cana-1203	17	21	multi	multi	ADJ
cana-1203	17	22	-	-	ADJ
cana-1203	17	23	system	system	ADJ
cana-1203	17	24	conditions	condition	NOUN
cana-1203	17	25	involving	involve	VERB
cana-1203	17	26	cerebrovascular	cerebrovascular	ADJ
cana-1203	17	27	,	,	PUNCT
cana-1203	17	28	hematological	hematological	ADJ
cana-1203	17	29	,	,	PUNCT
cana-1203	17	30	and	and	CCONJ
cana-1203	17	31	cardiac	cardiac	ADJ
cana-1203	17	32	systems	system	NOUN
cana-1203	17	33	.	.	PUNCT
cana-1203	18	1	these	these	DET
cana-1203	18	2	conditions	condition	NOUN
cana-1203	18	3	,	,	PUNCT
cana-1203	18	4	often	often	ADV
cana-1203	18	5	interlinked	interlink	VERB
cana-1203	18	6	,	,	PUNCT
cana-1203	18	7	present	present	ADJ
cana-1203	18	8	communications	communication	NOUN
cana-1203	18	9	on	on	ADP
cana-1203	18	10	applied	apply	VERB
cana-1203	18	11	nonlinear	nonlinear	ADJ
cana-1203	18	12	analysis	analysis	NOUN
cana-1203	18	13	issn	issn	NOUN
cana-1203	18	14	:	:	PUNCT
cana-1203	18	15	1074	1074	NUM
cana-1203	18	16	-	-	PUNCT
cana-1203	18	17	133x	133x	NUM
cana-1203	18	18	vol	vol	NOUN
cana-1203	18	19	31	31	NUM
cana-1203	18	20	no	no	NOUN
cana-1203	18	21	.	.	PUNCT
cana-1203	19	1	6s	6s	NUM
cana-1203	19	2	(	(	PUNCT
cana-1203	19	3	2024	2024	NUM
cana-1203	19	4	)	)	PUNCT
cana-1203	19	5	225	225	NUM
cana-1203	19	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	19	7	significant	significant	ADJ
cana-1203	19	8	challenges	challenge	NOUN
cana-1203	19	9	in	in	ADP
cana-1203	19	10	clinical	clinical	ADJ
cana-1203	19	11	settings	setting	NOUN
cana-1203	19	12	due	due	ADP
cana-1203	19	13	to	to	ADP
cana-1203	19	14	their	their	PRON
cana-1203	19	15	overlapping	overlap	VERB
cana-1203	19	16	symptoms	symptom	NOUN
cana-1203	19	17	and	and	CCONJ
cana-1203	19	18	the	the	DET
cana-1203	19	19	intricate	intricate	ADJ
cana-1203	19	20	interplay	interplay	NOUN
cana-1203	19	21	between	between	ADP
cana-1203	19	22	the	the	DET
cana-1203	19	23	brain	brain	NOUN
cana-1203	19	24	,	,	PUNCT
cana-1203	19	25	blood	blood	NOUN
cana-1203	19	26	,	,	PUNCT
cana-1203	19	27	and	and	CCONJ
cana-1203	19	28	heart	heart	NOUN
cana-1203	19	29	.	.	PUNCT
cana-1203	20	1	cardiovascular	cardiovascular	ADJ
cana-1203	20	2	diseases	disease	NOUN
cana-1203	20	3	(	(	PUNCT
cana-1203	20	4	cvds	cvds	PROPN
cana-1203	20	5	)	)	PUNCT
cana-1203	20	6	remain	remain	VERB
cana-1203	20	7	the	the	DET
cana-1203	20	8	leading	lead	VERB
cana-1203	20	9	cause	cause	NOUN
cana-1203	20	10	of	of	ADP
cana-1203	20	11	mortality	mortality	NOUN
cana-1203	20	12	globally	globally	ADV
cana-1203	20	13	,	,	PUNCT
cana-1203	20	14	while	while	SCONJ
cana-1203	20	15	cerebrovascular	cerebrovascular	ADJ
cana-1203	20	16	diseases	disease	NOUN
cana-1203	20	17	,	,	PUNCT
cana-1203	20	18	such	such	ADJ
cana-1203	20	19	as	as	ADP
cana-1203	20	20	strokes	stroke	NOUN
cana-1203	20	21	,	,	PUNCT
cana-1203	20	22	contribute	contribute	VERB
cana-1203	20	23	significantly	significantly	ADV
cana-1203	20	24	to	to	ADP
cana-1203	20	25	long	long	ADJ
cana-1203	20	26	-	-	PUNCT
cana-1203	20	27	term	term	NOUN
cana-1203	20	28	disability	disability	NOUN
cana-1203	20	29	and	and	CCONJ
cana-1203	20	30	death	death	NOUN
cana-1203	20	31	.	.	PUNCT
cana-1203	21	1	additionally	additionally	ADV
cana-1203	21	2	,	,	PUNCT
cana-1203	21	3	hematological	hematological	ADJ
cana-1203	21	4	disorders	disorder	NOUN
cana-1203	21	5	,	,	PUNCT
cana-1203	21	6	including	include	VERB
cana-1203	21	7	anemia	anemia	NOUN
cana-1203	21	8	and	and	CCONJ
cana-1203	21	9	coagulopathies	coagulopathie	NOUN
cana-1203	21	10	,	,	PUNCT
cana-1203	21	11	frequently	frequently	ADV
cana-1203	21	12	exacerbate	exacerbate	VERB
cana-1203	21	13	the	the	DET
cana-1203	21	14	complications	complication	NOUN
cana-1203	21	15	associated	associate	VERB
cana-1203	21	16	with	with	ADP
cana-1203	21	17	cvds	cvds	NOUN
cana-1203	21	18	and	and	CCONJ
cana-1203	21	19	cerebrovascular	cerebrovascular	ADJ
cana-1203	21	20	conditions	condition	NOUN
cana-1203	21	21	.	.	PUNCT
cana-1203	22	1	the	the	DET
cana-1203	22	2	interplay	interplay	NOUN
cana-1203	22	3	between	between	ADP
cana-1203	22	4	these	these	DET
cana-1203	22	5	systems	system	NOUN
cana-1203	22	6	underscores	underscore	VERB
cana-1203	22	7	the	the	DET
cana-1203	22	8	necessity	necessity	NOUN
cana-1203	22	9	for	for	ADP
cana-1203	22	10	a	a	DET
cana-1203	22	11	holistic	holistic	ADJ
cana-1203	22	12	diagnostic	diagnostic	ADJ
cana-1203	22	13	approach	approach	NOUN
cana-1203	22	14	that	that	PRON
cana-1203	22	15	can	can	AUX
cana-1203	22	16	simultaneously	simultaneously	ADV
cana-1203	22	17	assess	assess	VERB
cana-1203	22	18	and	and	CCONJ
cana-1203	22	19	monitor	monitor	VERB
cana-1203	22	20	the	the	DET
cana-1203	22	21	health	health	NOUN
cana-1203	22	22	of	of	ADP
cana-1203	22	23	the	the	DET
cana-1203	22	24	cerebrovascular	cerebrovascular	ADJ
cana-1203	22	25	,	,	PUNCT
cana-1203	22	26	hematological	hematological	ADJ
cana-1203	22	27	,	,	PUNCT
cana-1203	22	28	and	and	CCONJ
cana-1203	22	29	cardiac	cardiac	ADJ
cana-1203	22	30	systems	system	NOUN
cana-1203	22	31	.	.	PUNCT
cana-1203	23	1	traditional	traditional	ADJ
cana-1203	23	2	diagnostic	diagnostic	ADJ
cana-1203	23	3	methods	method	NOUN
cana-1203	23	4	often	often	ADV
cana-1203	23	5	rely	rely	VERB
cana-1203	23	6	on	on	ADP
cana-1203	23	7	isolated	isolated	ADJ
cana-1203	23	8	tests	test	NOUN
cana-1203	23	9	and	and	CCONJ
cana-1203	23	10	examinations	examination	NOUN
cana-1203	23	11	,	,	PUNCT
cana-1203	23	12	which	which	PRON
cana-1203	23	13	may	may	AUX
cana-1203	23	14	not	not	PART
cana-1203	23	15	capture	capture	VERB
cana-1203	23	16	the	the	DET
cana-1203	23	17	comprehensive	comprehensive	ADJ
cana-1203	23	18	health	health	NOUN
cana-1203	23	19	status	status	NOUN
cana-1203	23	20	of	of	ADP
cana-1203	23	21	a	a	DET
cana-1203	23	22	patient	patient	NOUN
cana-1203	23	23	.	.	PUNCT
cana-1203	24	1	this	this	DET
cana-1203	24	2	segmented	segment	VERB
cana-1203	24	3	approach	approach	NOUN
cana-1203	24	4	can	can	AUX
cana-1203	24	5	lead	lead	VERB
cana-1203	24	6	to	to	ADP
cana-1203	24	7	delayed	delay	VERB
cana-1203	24	8	diagnoses	diagnosis	NOUN
cana-1203	24	9	and	and	CCONJ
cana-1203	24	10	suboptimal	suboptimal	ADJ
cana-1203	24	11	treatment	treatment	NOUN
cana-1203	24	12	outcomes	outcome	NOUN
cana-1203	24	13	.	.	PUNCT
cana-1203	25	1	therefore	therefore	ADV
cana-1203	25	2	,	,	PUNCT
cana-1203	25	3	integrating	integrate	VERB
cana-1203	25	4	machine	machine	NOUN
cana-1203	25	5	learning	learn	VERB
cana-1203	25	6	techniques	technique	NOUN
cana-1203	25	7	to	to	PART
cana-1203	25	8	develop	develop	VERB
cana-1203	25	9	a	a	DET
cana-1203	25	10	unified	unified	ADJ
cana-1203	25	11	detector	detector	NOUN
cana-1203	25	12	that	that	PRON
cana-1203	25	13	can	can	AUX
cana-1203	25	14	analyze	analyze	VERB
cana-1203	25	15	and	and	CCONJ
cana-1203	25	16	interpret	interpret	VERB
cana-1203	25	17	data	datum	NOUN
cana-1203	25	18	from	from	ADP
cana-1203	25	19	all	all	DET
cana-1203	25	20	three	three	NUM
cana-1203	25	21	systems	system	NOUN
cana-1203	25	22	offers	offer	VERB
cana-1203	25	23	a	a	DET
cana-1203	25	24	promising	promising	ADJ
cana-1203	25	25	solution	solution	NOUN
cana-1203	25	26	to	to	ADP
cana-1203	25	27	these	these	DET
cana-1203	25	28	challenges	challenge	NOUN
cana-1203	25	29	.	.	PUNCT
cana-1203	26	1	in	in	ADP
cana-1203	26	2	this	this	DET
cana-1203	26	3	paper	paper	NOUN
cana-1203	26	4	,	,	PUNCT
cana-1203	26	5	we	we	PRON
cana-1203	26	6	propose	propose	VERB
cana-1203	26	7	an	an	DET
cana-1203	26	8	innovative	innovative	ADJ
cana-1203	26	9	approach	approach	NOUN
cana-1203	26	10	to	to	PART
cana-1203	26	11	develop	develop	VERB
cana-1203	26	12	a	a	DET
cana-1203	26	13	cerebra	cerebra	NOUN
cana-1203	26	14	-	-	PUNCT
cana-1203	26	15	vascular	vascular	ADJ
cana-1203	26	16	-	-	PUNCT
cana-1203	26	17	haemato	haemato	NOUN
cana-1203	26	18	-	-	PUNCT
cana-1203	26	19	cardiac	cardiac	NOUN
cana-1203	26	20	(	(	PUNCT
cana-1203	26	21	cvhc	cvhc	NOUN
cana-1203	26	22	)	)	PUNCT
cana-1203	26	23	detector	detector	NOUN
cana-1203	26	24	using	use	VERB
cana-1203	26	25	advanced	advanced	ADJ
cana-1203	26	26	machine	machine	NOUN
cana-1203	26	27	learning	learn	VERB
cana-1203	26	28	techniques	technique	NOUN
cana-1203	26	29	.	.	PUNCT
cana-1203	27	1	our	our	PRON
cana-1203	27	2	objective	objective	NOUN
cana-1203	27	3	is	be	AUX
cana-1203	27	4	to	to	PART
cana-1203	27	5	create	create	VERB
cana-1203	27	6	a	a	DET
cana-1203	27	7	robust	robust	ADJ
cana-1203	27	8	and	and	CCONJ
cana-1203	27	9	reliable	reliable	ADJ
cana-1203	27	10	diagnostic	diagnostic	ADJ
cana-1203	27	11	tool	tool	NOUN
cana-1203	27	12	capable	capable	ADJ
cana-1203	27	13	of	of	ADP
cana-1203	27	14	early	early	ADJ
cana-1203	27	15	detection	detection	NOUN
cana-1203	27	16	and	and	CCONJ
cana-1203	27	17	risk	risk	NOUN
cana-1203	27	18	stratification	stratification	NOUN
cana-1203	27	19	of	of	ADP
cana-1203	27	20	conditions	condition	NOUN
cana-1203	27	21	involving	involve	VERB
cana-1203	27	22	these	these	DET
cana-1203	27	23	critical	critical	ADJ
cana-1203	27	24	systems	system	NOUN
cana-1203	27	25	.	.	PUNCT
cana-1203	28	1	by	by	ADP
cana-1203	28	2	leveraging	leverage	VERB
cana-1203	28	3	the	the	DET
cana-1203	28	4	power	power	NOUN
cana-1203	28	5	of	of	ADP
cana-1203	28	6	machine	machine	NOUN
cana-1203	28	7	learning	learning	NOUN
cana-1203	28	8	algorithms	algorithm	NOUN
cana-1203	28	9	,	,	PUNCT
cana-1203	28	10	we	we	PRON
cana-1203	28	11	aim	aim	VERB
cana-1203	28	12	to	to	PART
cana-1203	28	13	enhance	enhance	VERB
cana-1203	28	14	diagnostic	diagnostic	ADJ
cana-1203	28	15	accuracy	accuracy	NOUN
cana-1203	28	16	,	,	PUNCT
cana-1203	28	17	improve	improve	VERB
cana-1203	28	18	patient	patient	ADJ
cana-1203	28	19	outcomes	outcome	NOUN
cana-1203	28	20	,	,	PUNCT
cana-1203	28	21	and	and	CCONJ
cana-1203	28	22	reduce	reduce	VERB
cana-1203	28	23	the	the	DET
cana-1203	28	24	burden	burden	NOUN
cana-1203	28	25	on	on	ADP
cana-1203	28	26	healthcare	healthcare	NOUN
cana-1203	28	27	systems	system	NOUN
cana-1203	28	28	.	.	PUNCT
cana-1203	29	1	we	we	PRON
cana-1203	29	2	will	will	AUX
cana-1203	29	3	discuss	discuss	VERB
cana-1203	29	4	the	the	DET
cana-1203	29	5	methodologies	methodology	NOUN
cana-1203	29	6	employed	employ	VERB
cana-1203	29	7	in	in	ADP
cana-1203	29	8	developing	develop	VERB
cana-1203	29	9	the	the	DET
cana-1203	29	10	cvhc	cvhc	NOUN
cana-1203	29	11	detector	detector	NOUN
cana-1203	29	12	,	,	PUNCT
cana-1203	29	13	including	include	VERB
cana-1203	29	14	data	data	NOUN
cana-1203	29	15	collection	collection	NOUN
cana-1203	29	16	,	,	PUNCT
cana-1203	29	17	feature	feature	NOUN
cana-1203	29	18	extraction	extraction	NOUN
cana-1203	29	19	,	,	PUNCT
cana-1203	29	20	model	model	NOUN
cana-1203	29	21	training	training	NOUN
cana-1203	29	22	,	,	PUNCT
cana-1203	29	23	and	and	CCONJ
cana-1203	29	24	validation	validation	NOUN
cana-1203	29	25	.	.	PUNCT
cana-1203	30	1	furthermore	furthermore	ADV
cana-1203	30	2	,	,	PUNCT
cana-1203	30	3	we	we	PRON
cana-1203	30	4	will	will	AUX
cana-1203	30	5	explore	explore	VERB
cana-1203	30	6	the	the	DET
cana-1203	30	7	potential	potential	ADJ
cana-1203	30	8	applications	application	NOUN
cana-1203	30	9	of	of	ADP
cana-1203	30	10	this	this	DET
cana-1203	30	11	detector	detector	NOUN
cana-1203	30	12	in	in	ADP
cana-1203	30	13	clinical	clinical	ADJ
cana-1203	30	14	practice	practice	NOUN
cana-1203	30	15	and	and	CCONJ
cana-1203	30	16	its	its	PRON
cana-1203	30	17	implications	implication	NOUN
cana-1203	30	18	for	for	ADP
cana-1203	30	19	personalized	personalized	ADJ
cana-1203	30	20	medicine	medicine	NOUN
cana-1203	30	21	.	.	PUNCT
cana-1203	31	1	our	our	PRON
cana-1203	31	2	approach	approach	NOUN
cana-1203	31	3	underscores	underscore	VERB
cana-1203	31	4	the	the	DET
cana-1203	31	5	importance	importance	NOUN
cana-1203	31	6	of	of	ADP
cana-1203	31	7	interdisciplinary	interdisciplinary	ADJ
cana-1203	31	8	collaboration	collaboration	NOUN
cana-1203	31	9	and	and	CCONJ
cana-1203	31	10	the	the	DET
cana-1203	31	11	integration	integration	NOUN
cana-1203	31	12	of	of	ADP
cana-1203	31	13	cutting	cut	VERB
cana-1203	31	14	-	-	PUNCT
cana-1203	31	15	edge	edge	NOUN
cana-1203	31	16	technology	technology	NOUN
cana-1203	31	17	in	in	ADP
cana-1203	31	18	advancing	advance	VERB
cana-1203	31	19	healthcare	healthcare	NOUN
cana-1203	31	20	diagnostics	diagnostic	NOUN
cana-1203	31	21	.	.	PUNCT
cana-1203	32	1	2	2	X
cana-1203	32	2	.	.	X
cana-1203	32	3	objectives	objective	NOUN
cana-1203	32	4	1	1	NUM
cana-1203	32	5	.	.	PUNCT
cana-1203	32	6	dataset	dataset	ADJ
cana-1203	32	7	creation	creation	NOUN
cana-1203	32	8	and	and	CCONJ
cana-1203	32	9	expansion	expansion	NOUN
cana-1203	32	10	:	:	PUNCT
cana-1203	32	11	•	•	NOUN
cana-1203	32	12	curate	curate	VERB
cana-1203	32	13	an	an	DET
cana-1203	32	14	expansive	expansive	ADJ
cana-1203	32	15	and	and	CCONJ
cana-1203	32	16	diverse	diverse	ADJ
cana-1203	32	17	dataset	dataset	NOUN
cana-1203	32	18	from	from	ADP
cana-1203	32	19	various	various	ADJ
cana-1203	32	20	medical	medical	ADJ
cana-1203	32	21	sources	source	NOUN
cana-1203	32	22	,	,	PUNCT
cana-1203	32	23	including	include	VERB
cana-1203	32	24	hospitals	hospital	NOUN
cana-1203	32	25	,	,	PUNCT
cana-1203	32	26	research	research	NOUN
cana-1203	32	27	institutions	institution	NOUN
cana-1203	32	28	,	,	PUNCT
cana-1203	32	29	and	and	CCONJ
cana-1203	32	30	public	public	ADJ
cana-1203	32	31	health	health	NOUN
cana-1203	32	32	databases	database	NOUN
cana-1203	32	33	.	.	PUNCT
cana-1203	33	1	•	•	NUM
cana-1203	33	2	incorporate	incorporate	VERB
cana-1203	33	3	longitudinal	longitudinal	ADJ
cana-1203	33	4	data	datum	NOUN
cana-1203	33	5	to	to	PART
cana-1203	33	6	capture	capture	VERB
cana-1203	33	7	the	the	DET
cana-1203	33	8	dynamic	dynamic	ADJ
cana-1203	33	9	nature	nature	NOUN
cana-1203	33	10	of	of	ADP
cana-1203	33	11	health	health	NOUN
cana-1203	33	12	conditions	condition	NOUN
cana-1203	33	13	.	.	PUNCT
cana-1203	34	1	2	2	X
cana-1203	34	2	.	.	X
cana-1203	34	3	advanced	advanced	ADJ
cana-1203	34	4	machine	machine	NOUN
cana-1203	34	5	learning	learn	VERB
cana-1203	34	6	model	model	NOUN
cana-1203	34	7	development	development	NOUN
cana-1203	34	8	:	:	PUNCT
cana-1203	34	9	•	•	ADP
cana-1203	34	10	explore	explore	VERB
cana-1203	34	11	and	and	CCONJ
cana-1203	34	12	implement	implement	VERB
cana-1203	34	13	cutting	cutting	NOUN
cana-1203	34	14	-	-	PUNCT
cana-1203	34	15	edge	edge	NOUN
cana-1203	34	16	machine	machine	NOUN
cana-1203	34	17	learning	learning	NOUN
cana-1203	34	18	algorithms	algorithm	NOUN
cana-1203	34	19	,	,	PUNCT
cana-1203	34	20	including	include	VERB
cana-1203	34	21	deep	deep	ADJ
cana-1203	34	22	learning	learning	NOUN
cana-1203	34	23	architectures	architecture	NOUN
cana-1203	34	24	such	such	ADJ
cana-1203	34	25	as	as	ADP
cana-1203	34	26	transformers	transformer	NOUN
cana-1203	34	27	,	,	PUNCT
cana-1203	34	28	attention	attention	NOUN
cana-1203	34	29	mechanisms	mechanism	NOUN
cana-1203	34	30	,	,	PUNCT
cana-1203	34	31	and	and	CCONJ
cana-1203	34	32	generative	generative	VERB
cana-1203	34	33	adversarial	adversarial	ADJ
cana-1203	34	34	networks	network	NOUN
cana-1203	34	35	.	.	PUNCT
cana-1203	35	1	•	•	NUM
cana-1203	35	2	investigate	investigate	VERB
cana-1203	35	3	transfer	transfer	NOUN
cana-1203	35	4	learning	learn	VERB
cana-1203	35	5	techniques	technique	NOUN
cana-1203	35	6	to	to	PART
cana-1203	35	7	leverage	leverage	VERB
cana-1203	35	8	pre	pre	ADJ
cana-1203	35	9	-	-	ADJ
cana-1203	35	10	trained	train	VERB
cana-1203	35	11	models	model	NOUN
cana-1203	35	12	for	for	ADP
cana-1203	35	13	improved	improved	ADJ
cana-1203	35	14	performance	performance	NOUN
cana-1203	35	15	.	.	PUNCT
cana-1203	36	1	3	3	X
cana-1203	36	2	.	.	X
cana-1203	36	3	multimodal	multimodal	ADJ
cana-1203	36	4	data	datum	NOUN
cana-1203	36	5	fusion	fusion	NOUN
cana-1203	36	6	:	:	PUNCT
cana-1203	36	7	•	•	PUNCT
cana-1203	36	8	develop	develop	VERB
cana-1203	36	9	innovative	innovative	ADJ
cana-1203	36	10	strategies	strategy	NOUN
cana-1203	36	11	for	for	ADP
cana-1203	36	12	fusing	fuse	VERB
cana-1203	36	13	and	and	CCONJ
cana-1203	36	14	harmonizing	harmonize	VERB
cana-1203	36	15	multimodal	multimodal	ADJ
cana-1203	36	16	data	datum	NOUN
cana-1203	36	17	,	,	PUNCT
cana-1203	36	18	including	include	VERB
cana-1203	36	19	medical	medical	ADJ
cana-1203	36	20	imaging	imaging	NOUN
cana-1203	36	21	,	,	PUNCT
cana-1203	36	22	genetic	genetic	ADJ
cana-1203	36	23	information	information	NOUN
cana-1203	36	24	,	,	PUNCT
cana-1203	36	25	electronic	electronic	ADJ
cana-1203	36	26	health	health	NOUN
cana-1203	36	27	records	record	NOUN
cana-1203	36	28	(	(	PUNCT
cana-1203	36	29	ehr	ehr	NOUN
cana-1203	36	30	)	)	PUNCT
cana-1203	36	31	,	,	PUNCT
cana-1203	36	32	and	and	CCONJ
cana-1203	36	33	wearable	wearable	ADJ
cana-1203	36	34	device	device	NOUN
cana-1203	36	35	data	datum	NOUN
cana-1203	36	36	.	.	PUNCT
cana-1203	37	1	4	4	X
cana-1203	37	2	.	.	X
cana-1203	37	3	explainability	explainability	NOUN
cana-1203	37	4	and	and	CCONJ
cana-1203	37	5	interpretability	interpretability	NOUN
cana-1203	37	6	:	:	PUNCT
cana-1203	37	7	•	•	NUM
cana-1203	37	8	implement	implement	VERB
cana-1203	37	9	methods	method	NOUN
cana-1203	37	10	to	to	PART
cana-1203	37	11	enhance	enhance	VERB
cana-1203	37	12	model	model	NOUN
cana-1203	37	13	explainability	explainability	NOUN
cana-1203	37	14	,	,	PUNCT
cana-1203	37	15	ensuring	ensure	VERB
cana-1203	37	16	transparency	transparency	NOUN
cana-1203	37	17	and	and	CCONJ
cana-1203	37	18	trust	trust	NOUN
cana-1203	37	19	in	in	ADP
cana-1203	37	20	the	the	DET
cana-1203	37	21	diagnostic	diagnostic	ADJ
cana-1203	37	22	outcomes	outcome	NOUN
cana-1203	37	23	.	.	PUNCT
cana-1203	38	1	communications	communication	NOUN
cana-1203	38	2	on	on	ADP
cana-1203	38	3	applied	apply	VERB
cana-1203	38	4	nonlinear	nonlinear	ADJ
cana-1203	38	5	analysis	analysis	NOUN
cana-1203	38	6	issn	issn	NOUN
cana-1203	38	7	:	:	PUNCT
cana-1203	38	8	1074	1074	NUM
cana-1203	38	9	-	-	PUNCT
cana-1203	38	10	133x	133x	NUM
cana-1203	38	11	vol	vol	NOUN
cana-1203	38	12	31	31	NUM
cana-1203	38	13	no	no	NOUN
cana-1203	38	14	.	.	PUNCT
cana-1203	39	1	6s	6s	NUM
cana-1203	39	2	(	(	PUNCT
cana-1203	39	3	2024	2024	NUM
cana-1203	39	4	)	)	PUNCT
cana-1203	39	5	226	226	NUM
cana-1203	39	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	39	7	•	•	NUM
cana-1203	39	8	investigate	investigate	VERB
cana-1203	39	9	interpretable	interpretable	ADJ
cana-1203	39	10	machine	machine	NOUN
cana-1203	39	11	learning	learn	VERB
cana-1203	39	12	techniques	technique	NOUN
cana-1203	39	13	for	for	ADP
cana-1203	39	14	providing	provide	VERB
cana-1203	39	15	insights	insight	NOUN
cana-1203	39	16	into	into	ADP
cana-1203	39	17	the	the	DET
cana-1203	39	18	decisionmaking	decisionmake	VERB
cana-1203	39	19	process	process	NOUN
cana-1203	39	20	.	.	PUNCT
cana-1203	40	1	5	5	X
cana-1203	40	2	.	.	X
cana-1203	40	3	real	real	ADJ
cana-1203	40	4	-	-	PUNCT
cana-1203	40	5	time	time	NOUN
cana-1203	40	6	detection	detection	NOUN
cana-1203	40	7	system	system	NOUN
cana-1203	40	8	enhancement	enhancement	NOUN
cana-1203	40	9	:	:	PUNCT
cana-1203	40	10	•	•	NOUN
cana-1203	40	11	enhance	enhance	VERB
cana-1203	40	12	the	the	DET
cana-1203	40	13	real	real	ADJ
cana-1203	40	14	-	-	PUNCT
cana-1203	40	15	time	time	NOUN
cana-1203	40	16	detection	detection	NOUN
cana-1203	40	17	system	system	NOUN
cana-1203	40	18	by	by	ADP
cana-1203	40	19	optimizing	optimize	VERB
cana-1203	40	20	computational	computational	ADJ
cana-1203	40	21	efficiency	efficiency	NOUN
cana-1203	40	22	and	and	CCONJ
cana-1203	40	23	scalability	scalability	NOUN
cana-1203	40	24	through	through	ADP
cana-1203	40	25	parallel	parallel	ADJ
cana-1203	40	26	processing	processing	NOUN
cana-1203	40	27	and	and	CCONJ
cana-1203	40	28	cloud	cloud	NOUN
cana-1203	40	29	-	-	PUNCT
cana-1203	40	30	based	base	VERB
cana-1203	40	31	solutions	solution	NOUN
cana-1203	40	32	.	.	PUNCT
cana-1203	41	1	•	•	NUM
cana-1203	41	2	implement	implement	VERB
cana-1203	41	3	adaptive	adaptive	ADJ
cana-1203	41	4	learning	learning	NOUN
cana-1203	41	5	mechanisms	mechanism	NOUN
cana-1203	41	6	to	to	PART
cana-1203	41	7	continuously	continuously	ADV
cana-1203	41	8	update	update	VERB
cana-1203	41	9	the	the	DET
cana-1203	41	10	models	model	NOUN
cana-1203	41	11	with	with	ADP
cana-1203	41	12	emerging	emerge	VERB
cana-1203	41	13	medical	medical	ADJ
cana-1203	41	14	knowledge	knowledge	NOUN
cana-1203	41	15	.	.	PUNCT
cana-1203	42	1	6	6	NUM
cana-1203	42	2	.	.	X
cana-1203	42	3	collaboration	collaboration	NOUN
cana-1203	42	4	with	with	ADP
cana-1203	42	5	healthcare	healthcare	NOUN
cana-1203	42	6	professionals	professional	NOUN
cana-1203	42	7	:	:	PUNCT
cana-1203	42	8	•	•	NOUN
cana-1203	42	9	collaborate	collaborate	VERB
cana-1203	42	10	with	with	ADP
cana-1203	42	11	healthcare	healthcare	NOUN
cana-1203	42	12	professionals	professional	NOUN
cana-1203	42	13	to	to	PART
cana-1203	42	14	understand	understand	VERB
cana-1203	42	15	their	their	PRON
cana-1203	42	16	needs	need	NOUN
cana-1203	42	17	,	,	PUNCT
cana-1203	42	18	incorporate	incorporate	VERB
cana-1203	42	19	domain	domain	NOUN
cana-1203	42	20	knowledge	knowledge	NOUN
cana-1203	42	21	into	into	ADP
cana-1203	42	22	the	the	DET
cana-1203	42	23	models	model	NOUN
cana-1203	42	24	,	,	PUNCT
cana-1203	42	25	and	and	CCONJ
cana-1203	42	26	validate	validate	VERB
cana-1203	42	27	the	the	DET
cana-1203	42	28	system	system	NOUN
cana-1203	42	29	's	's	PART
cana-1203	42	30	performance	performance	NOUN
cana-1203	42	31	in	in	ADP
cana-1203	42	32	real	real	ADJ
cana-1203	42	33	-	-	PUNCT
cana-1203	42	34	world	world	NOUN
cana-1203	42	35	clinical	clinical	ADJ
cana-1203	42	36	settings	setting	NOUN
cana-1203	42	37	.	.	PUNCT
cana-1203	43	1	3	3	X
cana-1203	43	2	.	.	X
cana-1203	43	3	methods	method	NOUN
cana-1203	43	4	1	1	NUM
cana-1203	43	5	.	.	PUNCT
cana-1203	43	6	data	datum	NOUN
cana-1203	43	7	collection	collection	NOUN
cana-1203	43	8	and	and	CCONJ
cana-1203	43	9	preprocessing	preprocessing	NOUN
cana-1203	43	10	:	:	PUNCT
cana-1203	43	11	•	•	NOUN
cana-1203	43	12	collaborate	collaborate	VERB
cana-1203	43	13	with	with	ADP
cana-1203	43	14	medical	medical	ADJ
cana-1203	43	15	institutions	institution	NOUN
cana-1203	43	16	to	to	PART
cana-1203	43	17	access	access	VERB
cana-1203	43	18	diverse	diverse	ADJ
cana-1203	43	19	datasets	dataset	NOUN
cana-1203	43	20	,	,	PUNCT
cana-1203	43	21	ensuring	ensure	VERB
cana-1203	43	22	compliance	compliance	NOUN
cana-1203	43	23	with	with	ADP
cana-1203	43	24	ethical	ethical	ADJ
cana-1203	43	25	standards	standard	NOUN
cana-1203	43	26	and	and	CCONJ
cana-1203	43	27	data	datum	NOUN
cana-1203	43	28	privacy	privacy	NOUN
cana-1203	43	29	regulations	regulation	NOUN
cana-1203	43	30	.	.	PUNCT
cana-1203	44	1	•	•	NUM
cana-1203	44	2	implement	implement	VERB
cana-1203	44	3	advanced	advanced	ADJ
cana-1203	44	4	preprocessing	preprocessing	NOUN
cana-1203	44	5	techniques	technique	NOUN
cana-1203	44	6	to	to	PART
cana-1203	44	7	handle	handle	VERB
cana-1203	44	8	missing	miss	VERB
cana-1203	44	9	data	datum	NOUN
cana-1203	44	10	,	,	PUNCT
cana-1203	44	11	outliers	outlier	NOUN
cana-1203	44	12	,	,	PUNCT
cana-1203	44	13	and	and	CCONJ
cana-1203	44	14	ensure	ensure	VERB
cana-1203	44	15	data	datum	NOUN
cana-1203	44	16	quality	quality	NOUN
cana-1203	44	17	.	.	PUNCT
cana-1203	45	1	2	2	X
cana-1203	45	2	.	.	X
cana-1203	45	3	model	model	NOUN
cana-1203	45	4	development	development	NOUN
cana-1203	45	5	and	and	CCONJ
cana-1203	45	6	optimization	optimization	NOUN
cana-1203	45	7	:	:	PUNCT
cana-1203	45	8	•	•	X
cana-1203	45	9	utilize	utilize	VERB
cana-1203	45	10	a	a	DET
cana-1203	45	11	wide	wide	ADJ
cana-1203	45	12	range	range	NOUN
cana-1203	45	13	of	of	ADP
cana-1203	45	14	machine	machine	NOUN
cana-1203	45	15	learning	learn	VERB
cana-1203	45	16	frameworks	framework	NOUN
cana-1203	45	17	,	,	PUNCT
cana-1203	45	18	including	include	VERB
cana-1203	45	19	tensorflow	tensorflow	NOUN
cana-1203	45	20	and	and	CCONJ
cana-1203	45	21	pytorch	pytorch	NOUN
cana-1203	45	22	,	,	PUNCT
cana-1203	45	23	for	for	ADP
cana-1203	45	24	model	model	NOUN
cana-1203	45	25	development	development	NOUN
cana-1203	45	26	.	.	PUNCT
cana-1203	46	1	•	•	ADJ
cana-1203	46	2	optimize	optimize	NOUN
cana-1203	46	3	hyperparameters	hyperparameter	NOUN
cana-1203	46	4	,	,	PUNCT
cana-1203	46	5	conduct	conduct	VERB
cana-1203	46	6	cross	cross	ADJ
cana-1203	46	7	-	-	NOUN
cana-1203	46	8	validation	validation	ADJ
cana-1203	46	9	,	,	PUNCT
cana-1203	46	10	and	and	CCONJ
cana-1203	46	11	implement	implement	VERB
cana-1203	46	12	ensemble	ensemble	ADJ
cana-1203	46	13	learning	learning	NOUN
cana-1203	46	14	to	to	PART
cana-1203	46	15	enhance	enhance	VERB
cana-1203	46	16	model	model	NOUN
cana-1203	46	17	robustness	robustness	NOUN
cana-1203	46	18	.	.	PUNCT
cana-1203	47	1	3	3	X
cana-1203	47	2	.	.	X
cana-1203	47	3	interdisciplinary	interdisciplinary	ADJ
cana-1203	47	4	research	research	NOUN
cana-1203	47	5	:	:	PUNCT
cana-1203	47	6	•	•	NOUN
cana-1203	47	7	collaborate	collaborate	VERB
cana-1203	47	8	with	with	ADP
cana-1203	47	9	experts	expert	NOUN
cana-1203	47	10	in	in	ADP
cana-1203	47	11	neurology	neurology	NOUN
cana-1203	47	12	,	,	PUNCT
cana-1203	47	13	cardiology	cardiology	NOUN
cana-1203	47	14	,	,	PUNCT
cana-1203	47	15	hematology	hematology	NOUN
cana-1203	47	16	,	,	PUNCT
cana-1203	47	17	and	and	CCONJ
cana-1203	47	18	data	datum	NOUN
cana-1203	47	19	science	science	NOUN
cana-1203	47	20	to	to	PART
cana-1203	47	21	develop	develop	VERB
cana-1203	47	22	a	a	DET
cana-1203	47	23	holistic	holistic	ADJ
cana-1203	47	24	understanding	understanding	NOUN
cana-1203	47	25	of	of	ADP
cana-1203	47	26	the	the	DET
cana-1203	47	27	diseases	disease	NOUN
cana-1203	47	28	and	and	CCONJ
cana-1203	47	29	conditions	condition	NOUN
cana-1203	47	30	targeted	target	VERB
cana-1203	47	31	by	by	ADP
cana-1203	47	32	the	the	DET
cana-1203	47	33	detector	detector	NOUN
cana-1203	47	34	.	.	PUNCT
cana-1203	48	1	4	4	X
cana-1203	48	2	.	.	PUNCT
cana-1203	48	3	ethical	ethical	ADJ
cana-1203	48	4	considerations	consideration	NOUN
cana-1203	48	5	:	:	PUNCT
cana-1203	48	6	•	•	ADP
cana-1203	48	7	develop	develop	VERB
cana-1203	48	8	ethical	ethical	ADJ
cana-1203	48	9	guidelines	guideline	NOUN
cana-1203	48	10	for	for	ADP
cana-1203	48	11	the	the	DET
cana-1203	48	12	responsible	responsible	ADJ
cana-1203	48	13	use	use	NOUN
cana-1203	48	14	of	of	ADP
cana-1203	48	15	ai	ai	NOUN
cana-1203	48	16	in	in	ADP
cana-1203	48	17	healthcare	healthcare	NOUN
cana-1203	48	18	,	,	PUNCT
cana-1203	48	19	addressing	address	VERB
cana-1203	48	20	issues	issue	NOUN
cana-1203	48	21	such	such	ADJ
cana-1203	48	22	as	as	ADP
cana-1203	48	23	bias	bias	NOUN
cana-1203	48	24	,	,	PUNCT
cana-1203	48	25	fairness	fairness	NOUN
cana-1203	48	26	,	,	PUNCT
cana-1203	48	27	and	and	CCONJ
cana-1203	48	28	the	the	DET
cana-1203	48	29	impact	impact	NOUN
cana-1203	48	30	on	on	ADP
cana-1203	48	31	marginalized	marginalize	VERB
cana-1203	48	32	populations	population	NOUN
cana-1203	48	33	.	.	PUNCT
cana-1203	49	1	4	4	X
cana-1203	49	2	.	.	X
cana-1203	49	3	deliverables	deliverable	NOUN
cana-1203	49	4	1	1	NUM
cana-1203	49	5	.	.	NOUN
cana-1203	49	6	comprehensive	comprehensive	ADJ
cana-1203	49	7	and	and	CCONJ
cana-1203	49	8	diverse	diverse	ADJ
cana-1203	49	9	dataset	dataset	NOUN
cana-1203	49	10	:	:	PUNCT
cana-1203	49	11	•	•	ADP
cana-1203	49	12	a	a	DET
cana-1203	49	13	curated	curate	VERB
cana-1203	49	14	dataset	dataset	NOUN
cana-1203	49	15	containing	contain	VERB
cana-1203	49	16	cerebrovascular	cerebrovascular	ADJ
cana-1203	49	17	,	,	PUNCT
cana-1203	49	18	hematological	hematological	ADJ
cana-1203	49	19	,	,	PUNCT
cana-1203	49	20	and	and	CCONJ
cana-1203	49	21	cardiac	cardiac	ADJ
cana-1203	49	22	health	health	NOUN
cana-1203	49	23	data	datum	NOUN
cana-1203	49	24	with	with	ADP
cana-1203	49	25	appropriate	appropriate	ADJ
cana-1203	49	26	documentation	documentation	NOUN
cana-1203	49	27	.	.	PUNCT
cana-1203	50	1	2	2	X
cana-1203	50	2	.	.	X
cana-1203	50	3	state	state	NOUN
cana-1203	50	4	-	-	PUNCT
cana-1203	50	5	of	of	ADP
cana-1203	50	6	-	-	PUNCT
cana-1203	50	7	the	the	DET
cana-1203	50	8	-	-	PUNCT
cana-1203	50	9	art	art	NOUN
cana-1203	50	10	machine	machine	NOUN
cana-1203	50	11	learning	learning	NOUN
cana-1203	50	12	models	model	NOUN
cana-1203	50	13	:	:	PUNCT
cana-1203	50	14	•	•	NUM
cana-1203	50	15	trained	train	VERB
cana-1203	50	16	models	model	NOUN
cana-1203	50	17	demonstrating	demonstrate	VERB
cana-1203	50	18	high	high	ADJ
cana-1203	50	19	accuracy	accuracy	NOUN
cana-1203	50	20	,	,	PUNCT
cana-1203	50	21	sensitivity	sensitivity	NOUN
cana-1203	50	22	,	,	PUNCT
cana-1203	50	23	and	and	CCONJ
cana-1203	50	24	specificity	specificity	NOUN
cana-1203	50	25	across	across	ADP
cana-1203	50	26	multiple	multiple	ADJ
cana-1203	50	27	health	health	NOUN
cana-1203	50	28	domains	domain	NOUN
cana-1203	50	29	.	.	PUNCT
cana-1203	51	1	communications	communication	NOUN
cana-1203	51	2	on	on	ADP
cana-1203	51	3	applied	apply	VERB
cana-1203	51	4	nonlinear	nonlinear	ADJ
cana-1203	51	5	analysis	analysis	NOUN
cana-1203	51	6	issn	issn	NOUN
cana-1203	51	7	:	:	PUNCT
cana-1203	51	8	1074	1074	NUM
cana-1203	51	9	-	-	PUNCT
cana-1203	51	10	133x	133x	NUM
cana-1203	51	11	vol	vol	NOUN
cana-1203	51	12	31	31	NUM
cana-1203	51	13	no	no	NOUN
cana-1203	51	14	.	.	PUNCT
cana-1203	52	1	6s	6s	NUM
cana-1203	52	2	(	(	PUNCT
cana-1203	52	3	2024	2024	NUM
cana-1203	52	4	)	)	PUNCT
cana-1203	52	5	227	227	NUM
cana-1203	52	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	52	7	3	3	X
cana-1203	52	8	.	.	PUNCT
cana-1203	52	9	advanced	advanced	ADJ
cana-1203	52	10	real	real	ADJ
cana-1203	52	11	-	-	PUNCT
cana-1203	52	12	time	time	NOUN
cana-1203	52	13	detection	detection	NOUN
cana-1203	52	14	system	system	NOUN
cana-1203	52	15	:	:	PUNCT
cana-1203	52	16	•	•	ADP
cana-1203	52	17	a	a	DET
cana-1203	52	18	scalable	scalable	ADJ
cana-1203	52	19	and	and	CCONJ
cana-1203	52	20	adaptive	adaptive	ADJ
cana-1203	52	21	real	real	ADJ
cana-1203	52	22	-	-	PUNCT
cana-1203	52	23	time	time	NOUN
cana-1203	52	24	detection	detection	NOUN
cana-1203	52	25	system	system	NOUN
cana-1203	52	26	capable	capable	ADJ
cana-1203	52	27	of	of	ADP
cana-1203	52	28	handling	handle	VERB
cana-1203	52	29	diverse	diverse	ADJ
cana-1203	52	30	data	datum	NOUN
cana-1203	52	31	streams	stream	NOUN
cana-1203	52	32	.	.	PUNCT
cana-1203	53	1	4	4	X
cana-1203	53	2	.	.	X
cana-1203	53	3	user	user	NOUN
cana-1203	53	4	interface	interface	NOUN
cana-1203	53	5	and	and	CCONJ
cana-1203	53	6	integration	integration	NOUN
cana-1203	53	7	:	:	PUNCT
cana-1203	53	8	•	•	ADP
cana-1203	53	9	an	an	DET
cana-1203	53	10	intuitive	intuitive	ADJ
cana-1203	53	11	and	and	CCONJ
cana-1203	53	12	user	user	NOUN
cana-1203	53	13	-	-	PUNCT
cana-1203	53	14	friendly	friendly	ADJ
cana-1203	53	15	interface	interface	NOUN
cana-1203	53	16	integrated	integrate	VERB
cana-1203	53	17	with	with	ADP
cana-1203	53	18	existing	exist	VERB
cana-1203	53	19	healthcare	healthcare	NOUN
cana-1203	53	20	systems	system	NOUN
cana-1203	53	21	for	for	ADP
cana-1203	53	22	seamless	seamless	ADJ
cana-1203	53	23	adoption	adoption	NOUN
cana-1203	53	24	.	.	PUNCT
cana-1203	54	1	5	5	X
cana-1203	54	2	.	.	X
cana-1203	54	3	documentation	documentation	NOUN
cana-1203	54	4	and	and	CCONJ
cana-1203	54	5	guidelines	guideline	NOUN
cana-1203	54	6	:	:	PUNCT
cana-1203	54	7	•	•	NUM
cana-1203	54	8	comprehensive	comprehensive	ADJ
cana-1203	54	9	documentation	documentation	NOUN
cana-1203	54	10	,	,	PUNCT
cana-1203	54	11	including	include	VERB
cana-1203	54	12	user	user	NOUN
cana-1203	54	13	manuals	manual	NOUN
cana-1203	54	14	,	,	PUNCT
cana-1203	54	15	technical	technical	ADJ
cana-1203	54	16	specifications	specification	NOUN
cana-1203	54	17	,	,	PUNCT
cana-1203	54	18	and	and	CCONJ
cana-1203	54	19	ethical	ethical	ADJ
cana-1203	54	20	guidelines	guideline	NOUN
cana-1203	54	21	for	for	ADP
cana-1203	54	22	the	the	DET
cana-1203	54	23	use	use	NOUN
cana-1203	54	24	of	of	ADP
cana-1203	54	25	the	the	DET
cana-1203	54	26	system	system	NOUN
cana-1203	54	27	.	.	PUNCT
cana-1203	55	1	5	5	X
cana-1203	55	2	.	.	X
cana-1203	55	3	literature	literature	NOUN
cana-1203	55	4	survey	survey	NOUN
cana-1203	55	5	1	1	NUM
cana-1203	55	6	.	.	PUNCT
cana-1203	56	1	in	in	ADP
cana-1203	56	2	contemporary	contemporary	PROPN
cana-1203	56	3	times	times	PROPN
cana-1203	56	4	,	,	PUNCT
cana-1203	56	5	heart	heart	NOUN
cana-1203	56	6	disease	disease	NOUN
cana-1203	56	7	has	have	AUX
cana-1203	56	8	emerged	emerge	VERB
cana-1203	56	9	as	as	ADP
cana-1203	56	10	a	a	DET
cana-1203	56	11	paramount	paramount	ADJ
cana-1203	56	12	health	health	NOUN
cana-1203	56	13	concern	concern	NOUN
cana-1203	56	14	,	,	PUNCT
cana-1203	56	15	often	often	ADV
cana-1203	56	16	leading	lead	VERB
cana-1203	56	17	to	to	ADP
cana-1203	56	18	fatal	fatal	ADJ
cana-1203	56	19	outcomes	outcome	NOUN
cana-1203	56	20	for	for	ADP
cana-1203	56	21	a	a	DET
cana-1203	56	22	significant	significant	ADJ
cana-1203	56	23	number	number	NOUN
cana-1203	56	24	of	of	ADP
cana-1203	56	25	patients	patient	NOUN
cana-1203	56	26	.	.	PUNCT
cana-1203	57	1	the	the	DET
cana-1203	57	2	diagnostic	diagnostic	ADJ
cana-1203	57	3	process	process	NOUN
cana-1203	57	4	for	for	ADP
cana-1203	57	5	heart	heart	NOUN
cana-1203	57	6	disease	disease	NOUN
cana-1203	57	7	poses	pose	VERB
cana-1203	57	8	considerable	considerable	ADJ
cana-1203	57	9	challenges	challenge	NOUN
cana-1203	57	10	due	due	ADP
cana-1203	57	11	to	to	ADP
cana-1203	57	12	its	its	PRON
cana-1203	57	13	complexity	complexity	NOUN
cana-1203	57	14	,	,	PUNCT
cana-1203	57	15	necessitating	necessitate	VERB
cana-1203	57	16	both	both	CCONJ
cana-1203	57	17	precision	precision	NOUN
cana-1203	57	18	and	and	CCONJ
cana-1203	57	19	efficiency	efficiency	NOUN
cana-1203	57	20	.	.	PUNCT
cana-1203	58	1	early	early	ADJ
cana-1203	58	2	detection	detection	NOUN
cana-1203	58	3	of	of	ADP
cana-1203	58	4	heart	heart	NOUN
cana-1203	58	5	disease	disease	NOUN
cana-1203	58	6	plays	play	VERB
cana-1203	58	7	a	a	DET
cana-1203	58	8	pivotal	pivotal	ADJ
cana-1203	58	9	role	role	NOUN
cana-1203	58	10	in	in	ADP
cana-1203	58	11	reducing	reduce	VERB
cana-1203	58	12	the	the	DET
cana-1203	58	13	likelihood	likelihood	NOUN
cana-1203	58	14	of	of	ADP
cana-1203	58	15	fatalities	fatality	NOUN
cana-1203	58	16	associated	associate	VERB
cana-1203	58	17	with	with	ADP
cana-1203	58	18	cardiac	cardiac	ADJ
cana-1203	58	19	issues	issue	NOUN
cana-1203	58	20	.	.	PUNCT
cana-1203	59	1	given	give	VERB
cana-1203	59	2	the	the	DET
cana-1203	59	3	increasing	increase	VERB
cana-1203	59	4	prevalence	prevalence	NOUN
cana-1203	59	5	of	of	ADP
cana-1203	59	6	cardiac	cardiac	ADJ
cana-1203	59	7	ailments	ailment	NOUN
cana-1203	59	8	,	,	PUNCT
cana-1203	59	9	predicting	predict	VERB
cana-1203	59	10	heart	heart	NOUN
cana-1203	59	11	disease	disease	NOUN
cana-1203	59	12	has	have	AUX
cana-1203	59	13	evolved	evolve	VERB
cana-1203	59	14	into	into	ADP
cana-1203	59	15	one	one	NUM
cana-1203	59	16	of	of	ADP
cana-1203	59	17	the	the	DET
cana-1203	59	18	most	most	ADV
cana-1203	59	19	formidable	formidable	ADJ
cana-1203	59	20	tasks	task	NOUN
cana-1203	59	21	in	in	ADP
cana-1203	59	22	recent	recent	ADJ
cana-1203	59	23	medical	medical	ADJ
cana-1203	59	24	practice	practice	NOUN
cana-1203	59	25	.	.	PUNCT
cana-1203	60	1	researchers	researcher	NOUN
cana-1203	60	2	have	have	AUX
cana-1203	60	3	explored	explore	VERB
cana-1203	60	4	various	various	ADJ
cana-1203	60	5	closely	closely	ADV
cana-1203	60	6	linked	link	VERB
cana-1203	60	7	attributes	attribute	NOUN
cana-1203	60	8	to	to	PART
cana-1203	60	9	ascertain	ascertain	VERB
cana-1203	60	10	the	the	DET
cana-1203	60	11	most	most	ADV
cana-1203	60	12	dependable	dependable	ADJ
cana-1203	60	13	predictors	predictor	NOUN
cana-1203	60	14	for	for	ADP
cana-1203	60	15	these	these	DET
cana-1203	60	16	conditions	condition	NOUN
cana-1203	60	17	.	.	PUNCT
cana-1203	61	1	this	this	DET
cana-1203	61	2	study	study	NOUN
cana-1203	61	3	employs	employ	VERB
cana-1203	61	4	machine	machine	NOUN
cana-1203	61	5	learning	learning	NOUN
cana-1203	61	6	(	(	PUNCT
cana-1203	61	7	ml	ml	NOUN
cana-1203	61	8	)	)	PUNCT
cana-1203	61	9	techniques	technique	NOUN
cana-1203	61	10	to	to	PART
cana-1203	61	11	discern	discern	VERB
cana-1203	61	12	the	the	DET
cana-1203	61	13	presence	presence	NOUN
cana-1203	61	14	of	of	ADP
cana-1203	61	15	cardiac	cardiac	ADJ
cana-1203	61	16	abnormalities	abnormality	NOUN
cana-1203	61	17	.	.	PUNCT
cana-1203	62	1	the	the	DET
cana-1203	62	2	proposed	propose	VERB
cana-1203	62	3	methodology	methodology	NOUN
cana-1203	62	4	aims	aim	VERB
cana-1203	62	5	to	to	PART
cana-1203	62	6	forecast	forecast	VERB
cana-1203	62	7	the	the	DET
cana-1203	62	8	likelihood	likelihood	NOUN
cana-1203	62	9	of	of	ADP
cana-1203	62	10	heart	heart	NOUN
cana-1203	62	11	disease	disease	NOUN
cana-1203	62	12	and	and	CCONJ
cana-1203	62	13	categorize	categorize	VERB
cana-1203	62	14	patients	patient	NOUN
cana-1203	62	15	'	'	PART
cana-1203	62	16	risk	risk	NOUN
cana-1203	62	17	levels	level	NOUN
cana-1203	62	18	by	by	ADP
cana-1203	62	19	employing	employ	VERB
cana-1203	62	20	diverse	diverse	ADJ
cana-1203	62	21	ml	ml	NOUN
cana-1203	62	22	algorithms	algorithm	NOUN
cana-1203	62	23	such	such	ADJ
cana-1203	62	24	as	as	ADP
cana-1203	62	25	decision	decision	NOUN
cana-1203	62	26	tree	tree	NOUN
cana-1203	62	27	(	(	PUNCT
cana-1203	62	28	dt	dt	PROPN
cana-1203	62	29	)	)	PUNCT
cana-1203	62	30	,	,	PUNCT
cana-1203	62	31	ada	ada	PROPN
cana-1203	62	32	-	-	PUNCT
cana-1203	62	33	boost	boost	NOUN
cana-1203	62	34	classifier	classifier	NOUN
cana-1203	62	35	(	(	PUNCT
cana-1203	62	36	ab	ab	PROPN
cana-1203	62	37	)	)	PUNCT
cana-1203	62	38	,	,	PUNCT
cana-1203	62	39	extra	extra	ADJ
cana-1203	62	40	trees	tree	NOUN
cana-1203	62	41	classifier	classifier	NOUN
cana-1203	62	42	(	(	PUNCT
cana-1203	62	43	et	et	NOUN
cana-1203	62	44	)	)	PUNCT
cana-1203	62	45	,	,	PUNCT
cana-1203	62	46	support	support	NOUN
cana-1203	62	47	vector	vector	NOUN
cana-1203	62	48	machine	machine	NOUN
cana-1203	62	49	(	(	PUNCT
cana-1203	62	50	svm	svm	PROPN
cana-1203	62	51	)	)	PUNCT
cana-1203	62	52	,	,	PUNCT
cana-1203	62	53	gradient	gradient	ADJ
cana-1203	62	54	boost	boost	NOUN
cana-1203	62	55	,	,	PUNCT
cana-1203	62	56	mlp	mlp	NOUN
cana-1203	62	57	,	,	PUNCT
cana-1203	62	58	extreme	extreme	ADJ
cana-1203	62	59	gradient	gradient	NOUN
cana-1203	62	60	boost	boost	NOUN
cana-1203	62	61	(	(	PUNCT
cana-1203	62	62	xgb	xgb	NUM
cana-1203	62	63	)	)	PUNCT
cana-1203	62	64	,	,	PUNCT
cana-1203	62	65	random	random	ADJ
cana-1203	62	66	forest	forest	NOUN
cana-1203	62	67	(	(	PUNCT
cana-1203	62	68	rf	rf	NOUN
cana-1203	62	69	)	)	PUNCT
cana-1203	62	70	,	,	PUNCT
cana-1203	62	71	knn	knn	PROPN
cana-1203	62	72	,	,	PUNCT
cana-1203	62	73	and	and	CCONJ
cana-1203	62	74	lr	lr	NOUN
cana-1203	62	75	.	.	PUNCT
cana-1203	63	1	the	the	DET
cana-1203	63	2	system	system	NOUN
cana-1203	63	3	is	be	AUX
cana-1203	63	4	trained	train	VERB
cana-1203	63	5	and	and	CCONJ
cana-1203	63	6	tested	test	VERB
cana-1203	63	7	using	use	VERB
cana-1203	63	8	a	a	DET
cana-1203	63	9	amalgamation	amalgamation	NOUN
cana-1203	63	10	of	of	ADP
cana-1203	63	11	three	three	NUM
cana-1203	63	12	distinct	distinct	ADJ
cana-1203	63	13	datasets	dataset	NOUN
cana-1203	63	14	.	.	PUNCT
cana-1203	64	1	the	the	DET
cana-1203	64	2	experimental	experimental	ADJ
cana-1203	64	3	outcomes	outcome	NOUN
cana-1203	64	4	reveal	reveal	VERB
cana-1203	64	5	that	that	SCONJ
cana-1203	64	6	,	,	PUNCT
cana-1203	64	7	in	in	ADP
cana-1203	64	8	comparison	comparison	NOUN
cana-1203	64	9	to	to	ADP
cana-1203	64	10	other	other	ADJ
cana-1203	64	11	ml	ml	NOUN
cana-1203	64	12	algorithms	algorithm	NOUN
cana-1203	64	13	,	,	PUNCT
cana-1203	64	14	the	the	DET
cana-1203	64	15	decision	decision	NOUN
cana-1203	64	16	tree	tree	NOUN
cana-1203	64	17	algorithm	algorithm	NOUN
cana-1203	64	18	demonstrates	demonstrate	VERB
cana-1203	64	19	the	the	DET
cana-1203	64	20	highest	high	ADJ
cana-1203	64	21	accuracy	accuracy	NOUN
cana-1203	64	22	,	,	PUNCT
cana-1203	64	23	reaching	reach	VERB
cana-1203	64	24	99.16	99.16	NUM
cana-1203	64	25	%	%	NOUN
cana-1203	64	26	.	.	PUNCT
cana-1203	65	1	[	[	X
cana-1203	65	2	4	4	NUM
cana-1203	65	3	]	]	SYM
cana-1203	65	4	2	2	NUM
cana-1203	65	5	.	.	PUNCT
cana-1203	65	6	the	the	DET
cana-1203	65	7	societal	societal	ADJ
cana-1203	65	8	repercussions	repercussion	NOUN
cana-1203	65	9	of	of	ADP
cana-1203	65	10	stroke	stroke	NOUN
cana-1203	65	11	have	have	AUX
cana-1203	65	12	prompted	prompt	VERB
cana-1203	65	13	coordinated	coordinate	VERB
cana-1203	65	14	endeavors	endeavor	NOUN
cana-1203	65	15	to	to	PART
cana-1203	65	16	enhance	enhance	VERB
cana-1203	65	17	stroke	stroke	NOUN
cana-1203	65	18	management	management	NOUN
cana-1203	65	19	and	and	CCONJ
cana-1203	65	20	diagnosis	diagnosis	NOUN
cana-1203	65	21	.	.	PUNCT
cana-1203	66	1	with	with	ADP
cana-1203	66	2	an	an	DET
cana-1203	66	3	increasingly	increasingly	ADV
cana-1203	66	4	harmonized	harmonized	ADJ
cana-1203	66	5	integration	integration	NOUN
cana-1203	66	6	of	of	ADP
cana-1203	66	7	technology	technology	NOUN
cana-1203	66	8	and	and	CCONJ
cana-1203	66	9	medical	medical	ADJ
cana-1203	66	10	practices	practice	NOUN
cana-1203	66	11	,	,	PUNCT
cana-1203	66	12	caregivers	caregiver	NOUN
cana-1203	66	13	are	be	AUX
cana-1203	66	14	creating	create	VERB
cana-1203	66	15	opportunities	opportunity	NOUN
cana-1203	66	16	for	for	ADP
cana-1203	66	17	improved	improved	ADJ
cana-1203	66	18	patient	patient	ADJ
cana-1203	66	19	care	care	NOUN
cana-1203	66	20	by	by	ADP
cana-1203	66	21	systematically	systematically	ADV
cana-1203	66	22	scrutinizing	scrutinize	VERB
cana-1203	66	23	and	and	CCONJ
cana-1203	66	24	cataloging	catalog	VERB
cana-1203	66	25	patients	patient	NOUN
cana-1203	66	26	'	'	PART
cana-1203	66	27	medical	medical	ADJ
cana-1203	66	28	histories	history	NOUN
cana-1203	66	29	.	.	PUNCT
cana-1203	67	1	consequently	consequently	ADV
cana-1203	67	2	,	,	PUNCT
cana-1203	67	3	it	it	PRON
cana-1203	67	4	becomes	become	VERB
cana-1203	67	5	imperative	imperative	ADJ
cana-1203	67	6	to	to	PART
cana-1203	67	7	investigate	investigate	VERB
cana-1203	67	8	the	the	DET
cana-1203	67	9	interdependencies	interdependency	NOUN
cana-1203	67	10	among	among	ADP
cana-1203	67	11	various	various	ADJ
cana-1203	67	12	risk	risk	NOUN
cana-1203	67	13	factors	factor	NOUN
cana-1203	67	14	within	within	ADP
cana-1203	67	15	patients	patient	NOUN
cana-1203	67	16	'	'	PART
cana-1203	67	17	health	health	NOUN
cana-1203	67	18	records	record	NOUN
cana-1203	67	19	and	and	CCONJ
cana-1203	67	20	comprehend	comprehend	VERB
cana-1203	67	21	their	their	PRON
cana-1203	67	22	respective	respective	ADJ
cana-1203	67	23	contributions	contribution	NOUN
cana-1203	67	24	to	to	ADP
cana-1203	67	25	predicting	predict	VERB
cana-1203	67	26	stroke	stroke	NOUN
cana-1203	67	27	.	.	PUNCT
cana-1203	68	1	this	this	DET
cana-1203	68	2	paper	paper	NOUN
cana-1203	68	3	systematically	systematically	ADV
cana-1203	68	4	examines	examine	VERB
cana-1203	68	5	diverse	diverse	ADJ
cana-1203	68	6	factors	factor	NOUN
cana-1203	68	7	within	within	ADP
cana-1203	68	8	electronic	electronic	ADJ
cana-1203	68	9	health	health	NOUN
cana-1203	68	10	records	record	NOUN
cana-1203	68	11	to	to	PART
cana-1203	68	12	enhance	enhance	VERB
cana-1203	68	13	the	the	DET
cana-1203	68	14	efficacy	efficacy	NOUN
cana-1203	68	15	of	of	ADP
cana-1203	68	16	stroke	stroke	PROPN
cana-1203	68	17	prediction	prediction	NOUN
cana-1203	68	18	.	.	PUNCT
cana-1203	69	1	employing	employ	VERB
cana-1203	69	2	statistical	statistical	ADJ
cana-1203	69	3	techniques	technique	NOUN
cana-1203	69	4	and	and	CCONJ
cana-1203	69	5	principal	principal	ADJ
cana-1203	69	6	component	component	NOUN
cana-1203	69	7	analysis	analysis	NOUN
cana-1203	69	8	,	,	PUNCT
cana-1203	69	9	we	we	PRON
cana-1203	69	10	pinpoint	pinpoint	VERB
cana-1203	69	11	the	the	DET
cana-1203	69	12	pivotal	pivotal	ADJ
cana-1203	69	13	factors	factor	NOUN
cana-1203	69	14	for	for	ADP
cana-1203	69	15	accurate	accurate	ADJ
cana-1203	69	16	stroke	stroke	NOUN
cana-1203	69	17	prediction	prediction	NOUN
cana-1203	69	18	.	.	PUNCT
cana-1203	70	1	our	our	PRON
cana-1203	70	2	findings	finding	NOUN
cana-1203	70	3	indicate	indicate	VERB
cana-1203	70	4	that	that	DET
cana-1203	70	5	age	age	NOUN
cana-1203	70	6	,	,	PUNCT
cana-1203	70	7	heart	heart	NOUN
cana-1203	70	8	disease	disease	NOUN
cana-1203	70	9	,	,	PUNCT
cana-1203	70	10	average	average	ADJ
cana-1203	70	11	glucose	glucose	NOUN
cana-1203	70	12	level	level	NOUN
cana-1203	70	13	,	,	PUNCT
cana-1203	70	14	and	and	CCONJ
cana-1203	70	15	hypertension	hypertension	NOUN
cana-1203	70	16	emerge	emerge	VERB
cana-1203	70	17	as	as	ADP
cana-1203	70	18	the	the	DET
cana-1203	70	19	most	most	ADV
cana-1203	70	20	critical	critical	ADJ
cana-1203	70	21	factors	factor	NOUN
cana-1203	70	22	in	in	ADP
cana-1203	70	23	identifying	identify	VERB
cana-1203	70	24	stroke	stroke	NOUN
cana-1203	70	25	in	in	ADP
cana-1203	70	26	patients	patient	NOUN
cana-1203	70	27	.	.	PUNCT
cana-1203	71	1	furthermore	furthermore	ADV
cana-1203	71	2	,	,	PUNCT
cana-1203	71	3	a	a	DET
cana-1203	71	4	perceptron	perceptron	PROPN
cana-1203	71	5	neural	neural	ADJ
cana-1203	71	6	network	network	NOUN
cana-1203	71	7	,	,	PUNCT
cana-1203	71	8	utilizing	utilize	VERB
cana-1203	71	9	these	these	DET
cana-1203	71	10	four	four	NUM
cana-1203	71	11	attributes	attribute	NOUN
cana-1203	71	12	,	,	PUNCT
cana-1203	71	13	achieves	achieve	VERB
cana-1203	71	14	the	the	DET
cana-1203	71	15	highest	high	ADJ
cana-1203	71	16	accuracy	accuracy	NOUN
cana-1203	71	17	and	and	CCONJ
cana-1203	71	18	the	the	DET
cana-1203	71	19	lowest	low	ADJ
cana-1203	71	20	miss	miss	NOUN
cana-1203	71	21	rate	rate	NOUN
cana-1203	71	22	when	when	SCONJ
cana-1203	71	23	compared	compare	VERB
cana-1203	71	24	to	to	ADP
cana-1203	71	25	employing	employ	VERB
cana-1203	71	26	all	all	DET
cana-1203	71	27	available	available	ADJ
cana-1203	71	28	input	input	NOUN
cana-1203	71	29	features	feature	NOUN
cana-1203	71	30	and	and	CCONJ
cana-1203	71	31	other	other	ADJ
cana-1203	71	32	benchmarking	benchmarke	VERB
cana-1203	71	33	algorithms	algorithm	NOUN
cana-1203	71	34	.	.	PUNCT
cana-1203	72	1	given	give	VERB
cana-1203	72	2	the	the	DET
cana-1203	72	3	highly	highly	ADV
cana-1203	72	4	imbalanced	imbalanced	ADJ
cana-1203	72	5	nature	nature	NOUN
cana-1203	72	6	of	of	ADP
cana-1203	72	7	the	the	DET
cana-1203	72	8	dataset	dataset	NOUN
cana-1203	72	9	concerning	concern	VERB
cana-1203	72	10	stroke	stroke	NOUN
cana-1203	72	11	occurrences	occurrence	NOUN
cana-1203	72	12	,	,	PUNCT
cana-1203	72	13	we	we	PRON
cana-1203	72	14	present	present	VERB
cana-1203	72	15	our	our	PRON
cana-1203	72	16	results	result	NOUN
cana-1203	72	17	based	base	VERB
cana-1203	72	18	on	on	ADP
cana-1203	72	19	a	a	DET
cana-1203	72	20	balanced	balanced	ADJ
cana-1203	72	21	dataset	dataset	NOUN
cana-1203	72	22	created	create	VERB
cana-1203	72	23	through	through	ADP
cana-1203	72	24	sub	sub	ADJ
cana-1203	72	25	-	-	ADJ
cana-1203	72	26	sampling	sample	VERB
cana-1203	72	27	techniques	technique	NOUN
cana-1203	72	28	.	.	PUNCT
cana-1203	73	1	this	this	DET
cana-1203	73	2	project	project	NOUN
cana-1203	73	3	provides	provide	VERB
cana-1203	73	4	an	an	DET
cana-1203	73	5	exhaustive	exhaustive	ADJ
cana-1203	73	6	examination	examination	NOUN
cana-1203	73	7	of	of	ADP
cana-1203	73	8	patient	patient	ADJ
cana-1203	73	9	attributes	attribute	NOUN
cana-1203	73	10	within	within	ADP
cana-1203	73	11	electronic	electronic	ADJ
cana-1203	73	12	health	health	NOUN
cana-1203	73	13	records	record	NOUN
cana-1203	73	14	for	for	ADP
cana-1203	73	15	the	the	DET
cana-1203	73	16	purpose	purpose	NOUN
cana-1203	73	17	of	of	ADP
cana-1203	73	18	stroke	stroke	NOUN
cana-1203	73	19	prediction	prediction	NOUN
cana-1203	73	20	.	.	PUNCT
cana-1203	74	1	we	we	PRON
cana-1203	74	2	systematically	systematically	ADV
cana-1203	74	3	scrutinized	scrutinize	VERB
cana-1203	74	4	various	various	ADJ
cana-1203	74	5	features	feature	NOUN
cana-1203	74	6	,	,	PUNCT
cana-1203	74	7	conducting	conduct	VERB
cana-1203	74	8	feature	feature	NOUN
cana-1203	74	9	communications	communication	NOUN
cana-1203	74	10	on	on	ADP
cana-1203	74	11	applied	apply	VERB
cana-1203	74	12	nonlinear	nonlinear	ADJ
cana-1203	74	13	analysis	analysis	NOUN
cana-1203	74	14	issn	issn	NOUN
cana-1203	74	15	:	:	PUNCT
cana-1203	74	16	1074	1074	NUM
cana-1203	74	17	-	-	PUNCT
cana-1203	74	18	133x	133x	NUM
cana-1203	74	19	vol	vol	NOUN
cana-1203	74	20	31	31	NUM
cana-1203	74	21	no	no	NOUN
cana-1203	74	22	.	.	PUNCT
cana-1203	75	1	6s	6s	NUM
cana-1203	75	2	(	(	PUNCT
cana-1203	75	3	2024	2024	NUM
cana-1203	75	4	)	)	PUNCT
cana-1203	75	5	228	228	NUM
cana-1203	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	75	7	correlation	correlation	NOUN
cana-1203	75	8	analysis	analysis	NOUN
cana-1203	75	9	and	and	CCONJ
cana-1203	75	10	step	step	NOUN
cana-1203	75	11	-	-	PUNCT
cana-1203	75	12	wise	wise	ADJ
cana-1203	75	13	analysis	analysis	NOUN
cana-1203	75	14	to	to	PART
cana-1203	75	15	identify	identify	VERB
cana-1203	75	16	an	an	DET
cana-1203	75	17	optimal	optimal	ADJ
cana-1203	75	18	set	set	NOUN
cana-1203	75	19	of	of	ADP
cana-1203	75	20	features	feature	NOUN
cana-1203	75	21	.	.	PUNCT
cana-1203	76	1	our	our	PRON
cana-1203	76	2	findings	finding	NOUN
cana-1203	76	3	revealed	reveal	VERB
cana-1203	76	4	that	that	SCONJ
cana-1203	76	5	the	the	DET
cana-1203	76	6	features	feature	NOUN
cana-1203	76	7	exhibit	exhibit	VERB
cana-1203	76	8	low	low	ADJ
cana-1203	76	9	correlation	correlation	NOUN
cana-1203	76	10	,	,	PUNCT
cana-1203	76	11	and	and	CCONJ
cana-1203	76	12	a	a	DET
cana-1203	76	13	combination	combination	NOUN
cana-1203	76	14	of	of	ADP
cana-1203	76	15	only	only	ADV
cana-1203	76	16	four	four	NUM
cana-1203	76	17	features	feature	NOUN
cana-1203	76	18	(	(	PUNCT
cana-1203	76	19	a	a	DET
cana-1203	76	20	,	,	PUNCT
cana-1203	76	21	hd	hd	PROPN
cana-1203	76	22	,	,	PUNCT
cana-1203	76	23	ht	ht	PROPN
cana-1203	76	24	,	,	PUNCT
cana-1203	76	25	and	and	CCONJ
cana-1203	76	26	ag	ag	PROPN
cana-1203	76	27	)	)	PUNCT
cana-1203	76	28	significantly	significantly	ADV
cana-1203	76	29	contributes	contribute	VERB
cana-1203	76	30	to	to	ADP
cana-1203	76	31	stroke	stroke	NOUN
cana-1203	76	32	prediction	prediction	NOUN
cana-1203	76	33	.	.	PUNCT
cana-1203	77	1	additionally	additionally	ADV
cana-1203	77	2	,	,	PUNCT
cana-1203	77	3	we	we	PRON
cana-1203	77	4	conducted	conduct	VERB
cana-1203	77	5	principal	principal	ADJ
cana-1203	77	6	component	component	NOUN
cana-1203	77	7	analysis	analysis	NOUN
cana-1203	77	8	,	,	PUNCT
cana-1203	77	9	indicating	indicate	VERB
cana-1203	77	10	that	that	SCONJ
cana-1203	77	11	nearly	nearly	ADV
cana-1203	77	12	all	all	PRON
cana-1203	77	13	principal	principal	ADJ
cana-1203	77	14	components	component	NOUN
cana-1203	77	15	are	be	AUX
cana-1203	77	16	necessary	necessary	ADJ
cana-1203	77	17	to	to	PART
cana-1203	77	18	explain	explain	VERB
cana-1203	77	19	higher	high	ADJ
cana-1203	77	20	variance	variance	NOUN
cana-1203	77	21	.	.	PUNCT
cana-1203	78	1	variable	variable	ADJ
cana-1203	78	2	loadings	loading	NOUN
cana-1203	78	3	highlighted	highlight	VERB
cana-1203	78	4	that	that	SCONJ
cana-1203	78	5	the	the	DET
cana-1203	78	6	first	first	ADJ
cana-1203	78	7	principal	principal	ADJ
cana-1203	78	8	component	component	NOUN
cana-1203	78	9	,	,	PUNCT
cana-1203	78	10	with	with	ADP
cana-1203	78	11	the	the	DET
cana-1203	78	12	highest	high	ADJ
cana-1203	78	13	variance	variance	NOUN
cana-1203	78	14	,	,	PUNCT
cana-1203	78	15	might	might	AUX
cana-1203	78	16	elucidate	elucidate	VERB
cana-1203	78	17	the	the	DET
cana-1203	78	18	underlying	underlie	VERB
cana-1203	78	19	phenomenon	phenomenon	NOUN
cana-1203	78	20	of	of	ADP
cana-1203	78	21	stroke	stroke	NOUN
cana-1203	78	22	prediction	prediction	NOUN
cana-1203	78	23	.	.	PUNCT
cana-1203	79	1	subsequently	subsequently	ADV
cana-1203	79	2	,	,	PUNCT
cana-1203	79	3	three	three	NUM
cana-1203	79	4	machine	machine	NOUN
cana-1203	79	5	learning	learn	VERB
cana-1203	79	6	algorithms	algorithm	NOUN
cana-1203	79	7	were	be	AUX
cana-1203	79	8	applied	apply	VERB
cana-1203	79	9	to	to	ADP
cana-1203	79	10	different	different	ADJ
cana-1203	79	11	feature	feature	NOUN
cana-1203	79	12	and	and	CCONJ
cana-1203	79	13	principal	principal	ADJ
cana-1203	79	14	component	component	NOUN
cana-1203	79	15	configurations	configuration	NOUN
cana-1203	79	16	.	.	PUNCT
cana-1203	80	1	the	the	DET
cana-1203	80	2	neural	neural	ADJ
cana-1203	80	3	network	network	NOUN
cana-1203	80	4	demonstrated	demonstrate	VERB
cana-1203	80	5	superior	superior	ADJ
cana-1203	80	6	performance	performance	NOUN
cana-1203	80	7	with	with	ADP
cana-1203	80	8	the	the	DET
cana-1203	80	9	feature	feature	NOUN
cana-1203	80	10	combination	combination	NOUN
cana-1203	80	11	of	of	ADP
cana-1203	80	12	a	a	PRON
cana-1203	80	13	,	,	PUNCT
cana-1203	80	14	hd	hd	PROPN
cana-1203	80	15	,	,	PUNCT
cana-1203	80	16	ht	ht	PROPN
cana-1203	80	17	,	,	PUNCT
cana-1203	80	18	and	and	CCONJ
cana-1203	80	19	ag	ag	PROPN
cana-1203	80	20	,	,	PUNCT
cana-1203	80	21	achieving	achieve	VERB
cana-1203	80	22	an	an	DET
cana-1203	80	23	accuracy	accuracy	NOUN
cana-1203	80	24	of	of	ADP
cana-1203	80	25	78	78	NUM
cana-1203	80	26	%	%	NOUN
cana-1203	80	27	and	and	CCONJ
cana-1203	80	28	a	a	DET
cana-1203	80	29	miss	miss	ADJ
cana-1203	80	30	rate	rate	NOUN
cana-1203	80	31	of	of	ADP
cana-1203	80	32	19	19	NUM
cana-1203	80	33	%	%	NOUN
cana-1203	80	34	.	.	PUNCT
cana-1203	81	1	while	while	SCONJ
cana-1203	81	2	the	the	DET
cana-1203	81	3	results	result	NOUN
cana-1203	81	4	are	be	AUX
cana-1203	81	5	promising	promise	VERB
cana-1203	81	6	with	with	ADP
cana-1203	81	7	this	this	DET
cana-1203	81	8	limited	limited	ADJ
cana-1203	81	9	feature	feature	NOUN
cana-1203	81	10	set	set	NOUN
cana-1203	81	11	,	,	PUNCT
cana-1203	81	12	the	the	DET
cana-1203	81	13	accuracy	accuracy	NOUN
cana-1203	81	14	of	of	ADP
cana-1203	81	15	the	the	DET
cana-1203	81	16	perceptron	perceptron	PROPN
cana-1203	81	17	model	model	NOUN
cana-1203	81	18	may	may	AUX
cana-1203	81	19	not	not	PART
cana-1203	81	20	improve	improve	VERB
cana-1203	81	21	further	far	ADV
cana-1203	81	22	due	due	ADP
cana-1203	81	23	to	to	ADP
cana-1203	81	24	a	a	DET
cana-1203	81	25	lack	lack	NOUN
cana-1203	81	26	of	of	ADP
cana-1203	81	27	additional	additional	ADJ
cana-1203	81	28	discriminatory	discriminatory	ADJ
cana-1203	81	29	features	feature	NOUN
cana-1203	81	30	and	and	CCONJ
cana-1203	81	31	a	a	DET
cana-1203	81	32	limited	limited	ADJ
cana-1203	81	33	dataset	dataset	NOUN
cana-1203	81	34	.	.	PUNCT
cana-1203	82	1	observations	observation	NOUN
cana-1203	82	2	revealed	reveal	VERB
cana-1203	82	3	high	high	ADJ
cana-1203	82	4	correlation	correlation	NOUN
cana-1203	82	5	among	among	ADP
cana-1203	82	6	existing	exist	VERB
cana-1203	82	7	features	feature	NOUN
cana-1203	82	8	in	in	ADP
cana-1203	82	9	the	the	DET
cana-1203	82	10	electronic	electronic	ADJ
cana-1203	82	11	health	health	NOUN
cana-1203	82	12	record	record	NOUN
cana-1203	82	13	dataset	dataset	NOUN
cana-1203	82	14	,	,	PUNCT
cana-1203	82	15	offering	offer	VERB
cana-1203	82	16	minimal	minimal	ADJ
cana-1203	82	17	additional	additional	ADJ
cana-1203	82	18	information	information	NOUN
cana-1203	82	19	.	.	PUNCT
cana-1203	83	1	a	a	DET
cana-1203	83	2	larger	large	ADJ
cana-1203	83	3	dataset	dataset	NOUN
cana-1203	83	4	would	would	AUX
cana-1203	83	5	facilitate	facilitate	VERB
cana-1203	83	6	more	more	ADV
cana-1203	83	7	efficient	efficient	ADJ
cana-1203	83	8	training	training	NOUN
cana-1203	83	9	of	of	ADP
cana-1203	83	10	deep	deep	ADJ
cana-1203	83	11	neural	neural	ADJ
cana-1203	83	12	networks	network	NOUN
cana-1203	83	13	.	.	PUNCT
cana-1203	84	1	future	future	ADJ
cana-1203	84	2	work	work	NOUN
cana-1203	84	3	involves	involve	VERB
cana-1203	84	4	collecting	collect	VERB
cana-1203	84	5	institutional	institutional	ADJ
cana-1203	84	6	data	datum	NOUN
cana-1203	84	7	to	to	PART
cana-1203	84	8	enhance	enhance	VERB
cana-1203	84	9	the	the	DET
cana-1203	84	10	model	model	NOUN
cana-1203	84	11	's	's	PART
cana-1203	84	12	performance	performance	NOUN
cana-1203	84	13	.	.	PUNCT
cana-1203	85	1	the	the	DET
cana-1203	85	2	systematic	systematic	ADJ
cana-1203	85	3	analysis	analysis	NOUN
cana-1203	85	4	of	of	ADP
cana-1203	85	5	electronic	electronic	ADJ
cana-1203	85	6	health	health	NOUN
cana-1203	85	7	record	record	NOUN
cana-1203	85	8	features	feature	NOUN
cana-1203	85	9	is	be	AUX
cana-1203	85	10	anticipated	anticipate	VERB
cana-1203	85	11	to	to	PART
cana-1203	85	12	aid	aid	VERB
cana-1203	85	13	clinicians	clinician	NOUN
cana-1203	85	14	in	in	ADP
cana-1203	85	15	the	the	DET
cana-1203	85	16	efficient	efficient	ADJ
cana-1203	85	17	archival	archival	NOUN
cana-1203	85	18	of	of	ADP
cana-1203	85	19	records	record	NOUN
cana-1203	85	20	.	.	PUNCT
cana-1203	86	1	the	the	DET
cana-1203	86	2	integration	integration	NOUN
cana-1203	86	3	of	of	ADP
cana-1203	86	4	the	the	DET
cana-1203	86	5	electronic	electronic	ADJ
cana-1203	86	6	records	record	NOUN
cana-1203	86	7	dataset	dataset	VERB
cana-1203	86	8	with	with	ADP
cana-1203	86	9	background	background	NOUN
cana-1203	86	10	knowledge	knowledge	NOUN
cana-1203	86	11	on	on	ADP
cana-1203	86	12	diseases	disease	NOUN
cana-1203	86	13	and	and	CCONJ
cana-1203	86	14	drugs	drug	NOUN
cana-1203	86	15	,	,	PUNCT
cana-1203	86	16	using	use	VERB
cana-1203	86	17	semantic	semantic	ADJ
cana-1203	86	18	web	web	NOUN
cana-1203	86	19	technologies	technology	NOUN
cana-1203	86	20	,	,	PUNCT
cana-1203	86	21	is	be	AUX
cana-1203	86	22	planned	plan	VERB
cana-1203	86	23	.	.	PUNCT
cana-1203	87	1	knowledge	knowledge	NOUN
cana-1203	87	2	graph	graph	NOUN
cana-1203	87	3	technologies	technology	NOUN
cana-1203	87	4	can	can	AUX
cana-1203	87	5	contribute	contribute	VERB
cana-1203	87	6	to	to	ADP
cana-1203	87	7	publishing	publish	VERB
cana-1203	87	8	electronic	electronic	ADJ
cana-1203	87	9	health	health	NOUN
cana-1203	87	10	records	record	NOUN
cana-1203	87	11	in	in	ADP
cana-1203	87	12	an	an	DET
cana-1203	87	13	interoperable	interoperable	ADJ
cana-1203	87	14	manner	manner	NOUN
cana-1203	87	15	to	to	ADP
cana-1203	87	16	the	the	DET
cana-1203	87	17	research	research	NOUN
cana-1203	87	18	community	community	NOUN
cana-1203	87	19	.	.	PUNCT
cana-1203	88	1	the	the	DET
cana-1203	88	2	incorporation	incorporation	NOUN
cana-1203	88	3	of	of	ADP
cana-1203	88	4	background	background	NOUN
cana-1203	88	5	knowledge	knowledge	NOUN
cana-1203	88	6	from	from	ADP
cana-1203	88	7	other	other	ADJ
cana-1203	88	8	datasets	dataset	NOUN
cana-1203	88	9	has	have	VERB
cana-1203	88	10	the	the	DET
cana-1203	88	11	potential	potential	NOUN
cana-1203	88	12	to	to	PART
cana-1203	88	13	enhance	enhance	VERB
cana-1203	88	14	the	the	DET
cana-1203	88	15	accuracy	accuracy	NOUN
cana-1203	88	16	of	of	ADP
cana-1203	88	17	stroke	stroke	NOUN
cana-1203	88	18	prediction	prediction	NOUN
cana-1203	88	19	models	model	NOUN
cana-1203	88	20	.	.	PUNCT
cana-1203	89	1	[	[	X
cana-1203	89	2	5][6	5][6	NUM
cana-1203	89	3	]	]	X
cana-1203	89	4	3	3	X
cana-1203	89	5	.	.	X
cana-1203	89	6	stroke	stroke	NOUN
cana-1203	89	7	ranks	rank	VERB
cana-1203	89	8	as	as	ADP
cana-1203	89	9	the	the	DET
cana-1203	89	10	third	third	ADJ
cana-1203	89	11	leading	lead	VERB
cana-1203	89	12	cause	cause	NOUN
cana-1203	89	13	of	of	ADP
cana-1203	89	14	global	global	ADJ
cana-1203	89	15	mortality	mortality	NOUN
cana-1203	89	16	,	,	PUNCT
cana-1203	89	17	posing	pose	VERB
cana-1203	89	18	a	a	DET
cana-1203	89	19	significant	significant	ADJ
cana-1203	89	20	health	health	NOUN
cana-1203	89	21	threat	threat	NOUN
cana-1203	89	22	attributed	attribute	VERB
cana-1203	89	23	to	to	ADP
cana-1203	89	24	the	the	DET
cana-1203	89	25	disruption	disruption	NOUN
cana-1203	89	26	of	of	ADP
cana-1203	89	27	blood	blood	NOUN
cana-1203	89	28	flow	flow	NOUN
cana-1203	89	29	to	to	ADP
cana-1203	89	30	the	the	DET
cana-1203	89	31	brain	brain	NOUN
cana-1203	89	32	,	,	PUNCT
cana-1203	89	33	resulting	result	VERB
cana-1203	89	34	in	in	ADP
cana-1203	89	35	severe	severe	ADJ
cana-1203	89	36	illness	illness	NOUN
cana-1203	89	37	,	,	PUNCT
cana-1203	89	38	disability	disability	NOUN
cana-1203	89	39	,	,	PUNCT
cana-1203	89	40	or	or	CCONJ
cana-1203	89	41	fatality	fatality	NOUN
cana-1203	89	42	.	.	PUNCT
cana-1203	90	1	timely	timely	ADJ
cana-1203	90	2	and	and	CCONJ
cana-1203	90	3	precise	precise	ADJ
cana-1203	90	4	stroke	stroke	NOUN
cana-1203	90	5	prediction	prediction	NOUN
cana-1203	90	6	is	be	AUX
cana-1203	90	7	crucial	crucial	ADJ
cana-1203	90	8	for	for	ADP
cana-1203	90	9	early	early	ADJ
cana-1203	90	10	-	-	PUNCT
cana-1203	90	11	stage	stage	NOUN
cana-1203	90	12	intervention	intervention	NOUN
cana-1203	90	13	and	and	CCONJ
cana-1203	90	14	reducing	reduce	VERB
cana-1203	90	15	mortality	mortality	NOUN
cana-1203	90	16	rates	rate	NOUN
cana-1203	90	17	.	.	PUNCT
cana-1203	91	1	this	this	DET
cana-1203	91	2	study	study	NOUN
cana-1203	91	3	advocates	advocate	VERB
cana-1203	91	4	for	for	ADP
cana-1203	91	5	a	a	DET
cana-1203	91	6	machine	machine	NOUN
cana-1203	91	7	learning	learn	VERB
cana-1203	91	8	approach	approach	NOUN
cana-1203	91	9	to	to	PART
cana-1203	91	10	enhance	enhance	VERB
cana-1203	91	11	the	the	DET
cana-1203	91	12	accuracy	accuracy	NOUN
cana-1203	91	13	of	of	ADP
cana-1203	91	14	stroke	stroke	NOUN
cana-1203	91	15	diagnosis	diagnosis	NOUN
cana-1203	91	16	,	,	PUNCT
cana-1203	91	17	particularly	particularly	ADV
cana-1203	91	18	when	when	SCONJ
cana-1203	91	19	dealing	deal	VERB
cana-1203	91	20	with	with	ADP
cana-1203	91	21	imbalanced	imbalanced	ADJ
cana-1203	91	22	data	datum	NOUN
cana-1203	91	23	.	.	PUNCT
cana-1203	92	1	to	to	PART
cana-1203	92	2	address	address	VERB
cana-1203	92	3	data	datum	NOUN
cana-1203	92	4	imbalances	imbalance	NOUN
cana-1203	92	5	,	,	PUNCT
cana-1203	92	6	the	the	DET
cana-1203	92	7	random	random	ADJ
cana-1203	92	8	over	over	ADP
cana-1203	92	9	sampling	sample	VERB
cana-1203	92	10	(	(	PUNCT
cana-1203	92	11	ros	ros	PROPN
cana-1203	92	12	)	)	PUNCT
cana-1203	92	13	technique	technique	NOUN
cana-1203	92	14	is	be	AUX
cana-1203	92	15	employed	employ	VERB
cana-1203	92	16	.	.	PUNCT
cana-1203	93	1	a	a	DET
cana-1203	93	2	comprehensive	comprehensive	ADJ
cana-1203	93	3	analysis	analysis	NOUN
cana-1203	93	4	is	be	AUX
cana-1203	93	5	conducted	conduct	VERB
cana-1203	93	6	on	on	ADP
cana-1203	93	7	eleven	eleven	NUM
cana-1203	93	8	classifiers	classifier	NOUN
cana-1203	93	9	,	,	PUNCT
cana-1203	93	10	including	include	VERB
cana-1203	93	11	support	support	NOUN
cana-1203	93	12	vector	vector	NOUN
cana-1203	93	13	machine	machine	NOUN
cana-1203	93	14	,	,	PUNCT
cana-1203	93	15	random	random	ADJ
cana-1203	93	16	forest	forest	NOUN
cana-1203	93	17	,	,	PUNCT
cana-1203	93	18	k	k	X
cana-1203	93	19	-	-	PUNCT
cana-1203	93	20	nearest	near	ADJ
cana-1203	93	21	neighbor	neighbor	NOUN
cana-1203	93	22	,	,	PUNCT
cana-1203	93	23	decision	decision	NOUN
cana-1203	93	24	tree	tree	NOUN
cana-1203	93	25	,	,	PUNCT
cana-1203	93	26	naïve	naïve	ADJ
cana-1203	93	27	bayes	bayes	NOUN
cana-1203	93	28	,	,	PUNCT
cana-1203	93	29	voting	voting	NOUN
cana-1203	93	30	classifier	classifier	NOUN
cana-1203	93	31	,	,	PUNCT
cana-1203	93	32	adaboost	adaboost	ADV
cana-1203	93	33	,	,	PUNCT
cana-1203	93	34	gradient	gradient	ADJ
cana-1203	93	35	boosting	boosting	NOUN
cana-1203	93	36	,	,	PUNCT
cana-1203	93	37	multi	multi	ADJ
cana-1203	93	38	-	-	ADJ
cana-1203	93	39	layer	layer	ADJ
cana-1203	93	40	perception	perception	NOUN
cana-1203	93	41	,	,	PUNCT
cana-1203	93	42	and	and	CCONJ
cana-1203	93	43	nearest	near	ADJ
cana-1203	93	44	centroid	centroid	NOUN
cana-1203	93	45	.	.	PUNCT
cana-1203	94	1	prior	prior	ADV
cana-1203	94	2	to	to	ADP
cana-1203	94	3	data	datum	NOUN
cana-1203	94	4	balancing	balancing	NOUN
cana-1203	94	5	,	,	PUNCT
cana-1203	94	6	ten	ten	NUM
cana-1203	94	7	classifiers	classifier	NOUN
cana-1203	94	8	exhibit	exhibit	VERB
cana-1203	94	9	results	result	NOUN
cana-1203	94	10	surpassing	surpass	VERB
cana-1203	94	11	90	90	NUM
cana-1203	94	12	%	%	NOUN
cana-1203	94	13	accuracy	accuracy	NOUN
cana-1203	94	14	,	,	PUNCT
cana-1203	94	15	while	while	SCONJ
cana-1203	94	16	post	post	ADJ
cana-1203	94	17	-	-	ADJ
cana-1203	94	18	balancing	balance	VERB
cana-1203	94	19	with	with	ADP
cana-1203	94	20	oversampling	oversampling	ADJ
cana-1203	94	21	,	,	PUNCT
cana-1203	94	22	four	four	NUM
cana-1203	94	23	classifiers	classifier	NOUN
cana-1203	94	24	demonstrate	demonstrate	VERB
cana-1203	94	25	accuracy	accuracy	NOUN
cana-1203	94	26	levels	level	NOUN
cana-1203	94	27	exceeding	exceed	VERB
cana-1203	94	28	96	96	NUM
cana-1203	94	29	%	%	NOUN
cana-1203	94	30	.	.	PUNCT
cana-1203	95	1	each	each	DET
cana-1203	95	2	model	model	NOUN
cana-1203	95	3	undergoes	undergo	VERB
cana-1203	95	4	hyperparameter	hyperparameter	NOUN
cana-1203	95	5	tuning	tuning	NOUN
cana-1203	95	6	and	and	CCONJ
cana-1203	95	7	cross	cross	NOUN
cana-1203	95	8	-	-	NOUN
cana-1203	95	9	validation	validation	NOUN
cana-1203	95	10	to	to	PART
cana-1203	95	11	optimize	optimize	VERB
cana-1203	95	12	results	result	NOUN
cana-1203	95	13	.	.	PUNCT
cana-1203	96	1	evaluation	evaluation	NOUN
cana-1203	96	2	metrics	metric	NOUN
cana-1203	96	3	such	such	ADJ
cana-1203	96	4	as	as	ADP
cana-1203	96	5	accuracy	accuracy	NOUN
cana-1203	96	6	,	,	PUNCT
cana-1203	96	7	f1	f1	NOUN
cana-1203	96	8	-	-	PUNCT
cana-1203	96	9	measure	measure	NOUN
cana-1203	96	10	,	,	PUNCT
cana-1203	96	11	precision	precision	NOUN
cana-1203	96	12	,	,	PUNCT
cana-1203	96	13	and	and	CCONJ
cana-1203	96	14	recall	recall	NOUN
cana-1203	96	15	are	be	AUX
cana-1203	96	16	employed	employ	VERB
cana-1203	96	17	to	to	PART
cana-1203	96	18	gauge	gauge	VERB
cana-1203	96	19	the	the	DET
cana-1203	96	20	performance	performance	NOUN
cana-1203	96	21	of	of	ADP
cana-1203	96	22	the	the	DET
cana-1203	96	23	machine	machine	NOUN
cana-1203	96	24	learning	learning	NOUN
cana-1203	96	25	models	model	NOUN
cana-1203	96	26	.	.	PUNCT
cana-1203	97	1	the	the	DET
cana-1203	97	2	results	result	NOUN
cana-1203	97	3	highlight	highlight	VERB
cana-1203	97	4	the	the	DET
cana-1203	97	5	support	support	NOUN
cana-1203	97	6	vector	vector	NOUN
cana-1203	97	7	machine	machine	NOUN
cana-1203	97	8	as	as	ADP
cana-1203	97	9	the	the	DET
cana-1203	97	10	most	most	ADV
cana-1203	97	11	accurate	accurate	ADJ
cana-1203	97	12	,	,	PUNCT
cana-1203	97	13	achieving	achieve	VERB
cana-1203	97	14	99.99	99.99	NUM
cana-1203	97	15	%	%	NOUN
cana-1203	97	16	accuracy	accuracy	NOUN
cana-1203	97	17	,	,	PUNCT
cana-1203	97	18	recall	recall	NOUN
cana-1203	97	19	,	,	PUNCT
cana-1203	97	20	precision	precision	NOUN
cana-1203	97	21	,	,	PUNCT
cana-1203	97	22	and	and	CCONJ
cana-1203	97	23	f1	f1	NOUN
cana-1203	97	24	-	-	PUNCT
cana-1203	97	25	measure	measure	NOUN
cana-1203	97	26	.	.	PUNCT
cana-1203	98	1	following	follow	VERB
cana-1203	98	2	closely	closely	ADV
cana-1203	98	3	is	be	AUX
cana-1203	98	4	the	the	DET
cana-1203	98	5	random	random	ADJ
cana-1203	98	6	forest	forest	NOUN
cana-1203	98	7	,	,	PUNCT
cana-1203	98	8	attaining	attain	VERB
cana-1203	98	9	99.87	99.87	NUM
cana-1203	98	10	%	%	NOUN
cana-1203	98	11	accuracy	accuracy	NOUN
cana-1203	98	12	with	with	ADP
cana-1203	98	13	a	a	DET
cana-1203	98	14	minimal	minimal	ADJ
cana-1203	98	15	0.001	0.001	NUM
cana-1203	98	16	%	%	NOUN
cana-1203	98	17	error	error	NOUN
cana-1203	98	18	.	.	PUNCT
cana-1203	99	1	additionally	additionally	ADV
cana-1203	99	2	,	,	PUNCT
cana-1203	99	3	to	to	PART
cana-1203	99	4	enhance	enhance	VERB
cana-1203	99	5	user	user	NOUN
cana-1203	99	6	accessibility	accessibility	NOUN
cana-1203	99	7	,	,	PUNCT
cana-1203	99	8	a	a	DET
cana-1203	99	9	user	user	NOUN
cana-1203	99	10	-	-	PUNCT
cana-1203	99	11	friendly	friendly	ADJ
cana-1203	99	12	web	web	NOUN
cana-1203	99	13	app	app	NOUN
cana-1203	99	14	and	and	CCONJ
cana-1203	99	15	mobile	mobile	ADJ
cana-1203	99	16	app	app	NOUN
cana-1203	99	17	are	be	AUX
cana-1203	99	18	developed	develop	VERB
cana-1203	99	19	based	base	VERB
cana-1203	99	20	on	on	ADP
cana-1203	99	21	the	the	DET
cana-1203	99	22	most	most	ADV
cana-1203	99	23	accurate	accurate	ADJ
cana-1203	99	24	model	model	NOUN
cana-1203	99	25	.	.	PUNCT
cana-1203	100	1	[	[	X
cana-1203	100	2	7	7	NUM
cana-1203	100	3	]	]	SYM
cana-1203	100	4	4	4	NUM
cana-1203	100	5	.	.	PUNCT
cana-1203	101	1	this	this	DET
cana-1203	101	2	work	work	NOUN
cana-1203	101	3	introduces	introduce	VERB
cana-1203	101	4	a	a	DET
cana-1203	101	5	prototype	prototype	NOUN
cana-1203	101	6	for	for	ADP
cana-1203	101	7	stroke	stroke	NOUN
cana-1203	101	8	classification	classification	NOUN
cana-1203	101	9	that	that	SCONJ
cana-1203	101	10	integrates	integrate	VERB
cana-1203	101	11	text	text	NOUN
cana-1203	101	12	mining	mining	NOUN
cana-1203	101	13	tools	tool	NOUN
cana-1203	101	14	and	and	CCONJ
cana-1203	101	15	machine	machine	NOUN
cana-1203	101	16	learning	learn	VERB
cana-1203	101	17	algorithms	algorithm	NOUN
cana-1203	101	18	.	.	PUNCT
cana-1203	102	1	machine	machine	NOUN
cana-1203	102	2	learning	learning	NOUN
cana-1203	102	3	plays	play	VERB
cana-1203	102	4	a	a	DET
cana-1203	102	5	crucial	crucial	ADJ
cana-1203	102	6	role	role	NOUN
cana-1203	102	7	as	as	ADP
cana-1203	102	8	a	a	DET
cana-1203	102	9	robust	robust	ADJ
cana-1203	102	10	tracker	tracker	NOUN
cana-1203	102	11	in	in	ADP
cana-1203	102	12	various	various	ADJ
cana-1203	102	13	domains	domain	NOUN
cana-1203	102	14	,	,	PUNCT
cana-1203	102	15	including	include	VERB
cana-1203	102	16	surveillance	surveillance	NOUN
cana-1203	102	17	,	,	PUNCT
cana-1203	102	18	medicine	medicine	NOUN
cana-1203	102	19	,	,	PUNCT
cana-1203	102	20	and	and	CCONJ
cana-1203	102	21	data	datum	NOUN
cana-1203	102	22	management	management	NOUN
cana-1203	102	23	,	,	PUNCT
cana-1203	102	24	utilizing	utilize	VERB
cana-1203	102	25	appropriately	appropriately	ADV
cana-1203	102	26	trained	train	VERB
cana-1203	102	27	communications	communication	NOUN
cana-1203	102	28	on	on	ADP
cana-1203	102	29	applied	apply	VERB
cana-1203	102	30	nonlinear	nonlinear	ADJ
cana-1203	102	31	analysis	analysis	NOUN
cana-1203	102	32	issn	issn	NOUN
cana-1203	102	33	:	:	PUNCT
cana-1203	102	34	1074	1074	NUM
cana-1203	102	35	-	-	PUNCT
cana-1203	102	36	133x	133x	NUM
cana-1203	102	37	vol	vol	NOUN
cana-1203	102	38	31	31	NUM
cana-1203	102	39	no	no	NOUN
cana-1203	102	40	.	.	PUNCT
cana-1203	103	1	6s	6s	NUM
cana-1203	103	2	(	(	PUNCT
cana-1203	103	3	2024	2024	NUM
cana-1203	103	4	)	)	PUNCT
cana-1203	103	5	229	229	NUM
cana-1203	103	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	103	7	machine	machine	NOUN
cana-1203	103	8	learning	learn	VERB
cana-1203	103	9	algorithms	algorithm	NOUN
cana-1203	103	10	.	.	PUNCT
cana-1203	104	1	data	datum	NOUN
cana-1203	104	2	mining	mining	NOUN
cana-1203	104	3	techniques	technique	NOUN
cana-1203	104	4	,	,	PUNCT
cana-1203	104	5	employed	employ	VERB
cana-1203	104	6	in	in	ADP
cana-1203	104	7	this	this	DET
cana-1203	104	8	study	study	NOUN
cana-1203	104	9	,	,	PUNCT
cana-1203	104	10	offer	offer	VERB
cana-1203	104	11	a	a	DET
cana-1203	104	12	comprehensive	comprehensive	ADJ
cana-1203	104	13	overview	overview	NOUN
cana-1203	104	14	of	of	ADP
cana-1203	104	15	information	information	NOUN
cana-1203	104	16	tracking	track	VERB
cana-1203	104	17	from	from	ADP
cana-1203	104	18	both	both	CCONJ
cana-1203	104	19	semantic	semantic	ADJ
cana-1203	104	20	and	and	CCONJ
cana-1203	104	21	syntactic	syntactic	ADJ
cana-1203	104	22	perspectives	perspective	NOUN
cana-1203	104	23	.	.	PUNCT
cana-1203	105	1	the	the	DET
cana-1203	105	2	proposed	propose	VERB
cana-1203	105	3	approach	approach	NOUN
cana-1203	105	4	involves	involve	VERB
cana-1203	105	5	extracting	extract	VERB
cana-1203	105	6	patients	patient	NOUN
cana-1203	105	7	'	'	PART
cana-1203	105	8	symptoms	symptom	NOUN
cana-1203	105	9	from	from	ADP
cana-1203	105	10	case	case	NOUN
cana-1203	105	11	sheets	sheet	NOUN
cana-1203	105	12	and	and	CCONJ
cana-1203	105	13	training	train	VERB
cana-1203	105	14	the	the	DET
cana-1203	105	15	system	system	NOUN
cana-1203	105	16	with	with	ADP
cana-1203	105	17	the	the	DET
cana-1203	105	18	acquired	acquire	VERB
cana-1203	105	19	data	datum	NOUN
cana-1203	105	20	.	.	PUNCT
cana-1203	106	1	during	during	ADP
cana-1203	106	2	the	the	DET
cana-1203	106	3	data	data	NOUN
cana-1203	106	4	collection	collection	NOUN
cana-1203	106	5	phase	phase	NOUN
cana-1203	106	6	,	,	PUNCT
cana-1203	106	7	case	case	NOUN
cana-1203	106	8	sheets	sheet	NOUN
cana-1203	106	9	from	from	ADP
cana-1203	106	10	507	507	NUM
cana-1203	106	11	patients	patient	NOUN
cana-1203	106	12	at	at	ADP
cana-1203	106	13	sugam	sugam	ADJ
cana-1203	106	14	multispecialty	multispecialty	ADJ
cana-1203	106	15	hospital	hospital	NOUN
cana-1203	106	16	in	in	ADP
cana-1203	106	17	kumbakonam	kumbakonam	PROPN
cana-1203	106	18	,	,	PUNCT
cana-1203	106	19	tamil	tamil	PROPN
cana-1203	106	20	nadu	nadu	PROPN
cana-1203	106	21	,	,	PUNCT
cana-1203	106	22	india	india	PROPN
cana-1203	106	23	,	,	PUNCT
cana-1203	106	24	were	be	AUX
cana-1203	106	25	gathered	gather	VERB
cana-1203	106	26	.	.	PUNCT
cana-1203	107	1	subsequently	subsequently	ADV
cana-1203	107	2	,	,	PUNCT
cana-1203	107	3	the	the	DET
cana-1203	107	4	case	case	NOUN
cana-1203	107	5	sheets	sheet	VERB
cana-1203	107	6	underwent	underwent	NOUN
cana-1203	107	7	mining	mining	NOUN
cana-1203	107	8	using	use	VERB
cana-1203	107	9	tagging	tagging	NOUN
cana-1203	107	10	and	and	CCONJ
cana-1203	107	11	maximum	maximum	ADJ
cana-1203	107	12	entropy	entropy	NOUN
cana-1203	107	13	methodologies	methodology	NOUN
cana-1203	107	14	,	,	PUNCT
cana-1203	107	15	and	and	CCONJ
cana-1203	107	16	a	a	DET
cana-1203	107	17	proposed	propose	VERB
cana-1203	107	18	stemmer	stemmer	NOUN
cana-1203	107	19	extracted	extract	VERB
cana-1203	107	20	a	a	DET
cana-1203	107	21	set	set	NOUN
cana-1203	107	22	of	of	ADP
cana-1203	107	23	common	common	ADJ
cana-1203	107	24	and	and	CCONJ
cana-1203	107	25	unique	unique	ADJ
cana-1203	107	26	attributes	attribute	NOUN
cana-1203	107	27	for	for	ADP
cana-1203	107	28	stroke	stroke	NOUN
cana-1203	107	29	classification	classification	NOUN
cana-1203	107	30	.	.	PUNCT
cana-1203	108	1	the	the	DET
cana-1203	108	2	processed	process	VERB
cana-1203	108	3	data	datum	NOUN
cana-1203	108	4	were	be	AUX
cana-1203	108	5	then	then	ADV
cana-1203	108	6	input	input	VERB
cana-1203	108	7	into	into	ADP
cana-1203	108	8	various	various	ADJ
cana-1203	108	9	machine	machine	NOUN
cana-1203	108	10	learning	learn	VERB
cana-1203	108	11	algorithms	algorithm	NOUN
cana-1203	108	12	,	,	PUNCT
cana-1203	108	13	including	include	VERB
cana-1203	108	14	artificial	artificial	ADJ
cana-1203	108	15	neural	neural	ADJ
cana-1203	108	16	networks	network	NOUN
cana-1203	108	17	,	,	PUNCT
cana-1203	108	18	support	support	VERB
cana-1203	108	19	vector	vector	NOUN
cana-1203	108	20	machines	machine	NOUN
cana-1203	108	21	,	,	PUNCT
cana-1203	108	22	boosting	boost	VERB
cana-1203	108	23	and	and	CCONJ
cana-1203	108	24	bagging	bagging	NOUN
cana-1203	108	25	,	,	PUNCT
cana-1203	108	26	and	and	CCONJ
cana-1203	108	27	random	random	ADJ
cana-1203	108	28	forests	forest	NOUN
cana-1203	108	29	.	.	PUNCT
cana-1203	109	1	among	among	ADP
cana-1203	109	2	these	these	DET
cana-1203	109	3	algorithms	algorithm	NOUN
cana-1203	109	4	,	,	PUNCT
cana-1203	109	5	artificial	artificial	ADJ
cana-1203	109	6	neural	neural	ADJ
cana-1203	109	7	networks	network	NOUN
cana-1203	109	8	trained	train	VERB
cana-1203	109	9	with	with	ADP
cana-1203	109	10	a	a	DET
cana-1203	109	11	stochastic	stochastic	ADJ
cana-1203	109	12	gradient	gradient	ADJ
cana-1203	109	13	descent	descent	NOUN
cana-1203	109	14	algorithm	algorithm	NOUN
cana-1203	109	15	demonstrated	demonstrate	VERB
cana-1203	109	16	superior	superior	ADJ
cana-1203	109	17	performance	performance	NOUN
cana-1203	109	18	,	,	PUNCT
cana-1203	109	19	achieving	achieve	VERB
cana-1203	109	20	a	a	DET
cana-1203	109	21	classification	classification	NOUN
cana-1203	109	22	accuracy	accuracy	NOUN
cana-1203	109	23	of	of	ADP
cana-1203	109	24	95	95	NUM
cana-1203	109	25	%	%	NOUN
cana-1203	109	26	with	with	ADP
cana-1203	109	27	a	a	DET
cana-1203	109	28	smaller	small	ADJ
cana-1203	109	29	standard	standard	ADJ
cana-1203	109	30	deviation	deviation	NOUN
cana-1203	109	31	of	of	ADP
cana-1203	109	32	14.69	14.69	NUM
cana-1203	109	33	compared	compare	VERB
cana-1203	109	34	to	to	ADP
cana-1203	109	35	other	other	ADJ
cana-1203	109	36	algorithms	algorithm	NOUN
cana-1203	109	37	.	.	PUNCT
cana-1203	110	1	[	[	X
cana-1203	110	2	8	8	NUM
cana-1203	110	3	]	]	SYM
cana-1203	110	4	5	5	NUM
cana-1203	110	5	.	.	X
cana-1203	110	6	ischemic	ischemic	ADJ
cana-1203	110	7	stroke	stroke	NOUN
cana-1203	110	8	stands	stand	VERB
cana-1203	110	9	as	as	ADP
cana-1203	110	10	a	a	DET
cana-1203	110	11	prevalent	prevalent	ADJ
cana-1203	110	12	neurological	neurological	ADJ
cana-1203	110	13	disorder	disorder	NOUN
cana-1203	110	14	and	and	CCONJ
cana-1203	110	15	remains	remain	VERB
cana-1203	110	16	the	the	DET
cana-1203	110	17	primary	primary	ADJ
cana-1203	110	18	cause	cause	NOUN
cana-1203	110	19	of	of	ADP
cana-1203	110	20	significant	significant	ADJ
cana-1203	110	21	,	,	PUNCT
cana-1203	110	22	enduring	endure	VERB
cana-1203	110	23	disability	disability	NOUN
cana-1203	110	24	worldwide	worldwide	ADV
cana-1203	110	25	.	.	PUNCT
cana-1203	111	1	the	the	DET
cana-1203	111	2	identification	identification	NOUN
cana-1203	111	3	of	of	ADP
cana-1203	111	4	features	feature	NOUN
cana-1203	111	5	pertinent	pertinent	ADJ
cana-1203	111	6	to	to	ADP
cana-1203	111	7	stroke	stroke	NOUN
cana-1203	111	8	prognosis	prognosis	NOUN
cana-1203	111	9	holds	hold	VERB
cana-1203	111	10	immense	immense	ADJ
cana-1203	111	11	value	value	NOUN
cana-1203	111	12	for	for	ADP
cana-1203	111	13	facilitating	facilitate	VERB
cana-1203	111	14	effective	effective	ADJ
cana-1203	111	15	interventions	intervention	NOUN
cana-1203	111	16	and	and	CCONJ
cana-1203	111	17	treatments	treatment	NOUN
cana-1203	111	18	.	.	PUNCT
cana-1203	112	1	in	in	ADP
cana-1203	112	2	this	this	DET
cana-1203	112	3	investigation	investigation	NOUN
cana-1203	112	4	,	,	PUNCT
cana-1203	112	5	we	we	PRON
cana-1203	112	6	employed	employ	VERB
cana-1203	112	7	an	an	DET
cana-1203	112	8	integrated	integrate	VERB
cana-1203	112	9	machine	machine	NOUN
cana-1203	112	10	learning	learn	VERB
cana-1203	112	11	approach	approach	NOUN
cana-1203	112	12	to	to	ADP
cana-1203	112	13	discern	discern	ADJ
cana-1203	112	14	prognosis	prognosis	NOUN
cana-1203	112	15	factors	factor	NOUN
cana-1203	112	16	related	relate	VERB
cana-1203	112	17	to	to	ADP
cana-1203	112	18	stroke	stroke	NOUN
cana-1203	112	19	using	use	VERB
cana-1203	112	20	the	the	DET
cana-1203	112	21	international	international	ADJ
cana-1203	112	22	stroke	stroke	NOUN
cana-1203	112	23	trial	trial	NOUN
cana-1203	112	24	(	(	PUNCT
cana-1203	112	25	ist	ist	NOUN
cana-1203	112	26	)	)	PUNCT
cana-1203	112	27	dataset	dataset	NOUN
cana-1203	112	28	.	.	PUNCT
cana-1203	113	1	addressing	address	VERB
cana-1203	113	2	common	common	ADJ
cana-1203	113	3	challenges	challenge	NOUN
cana-1203	113	4	in	in	ADP
cana-1203	113	5	feature	feature	NOUN
cana-1203	113	6	selection	selection	NOUN
cana-1203	113	7	and	and	CCONJ
cana-1203	113	8	prediction	prediction	NOUN
cana-1203	113	9	within	within	ADP
cana-1203	113	10	medical	medical	ADJ
cana-1203	113	11	datasets	dataset	NOUN
cana-1203	113	12	,	,	PUNCT
cana-1203	113	13	we	we	PRON
cana-1203	113	14	initially	initially	ADV
cana-1203	113	15	ranked	rank	VERB
cana-1203	113	16	the	the	DET
cana-1203	113	17	importance	importance	NOUN
cana-1203	113	18	of	of	ADP
cana-1203	113	19	features	feature	NOUN
cana-1203	113	20	utilizing	utilize	VERB
cana-1203	113	21	the	the	DET
cana-1203	113	22	shapirowilk	shapirowilk	NOUN
cana-1203	113	23	algorithm	algorithm	NOUN
cana-1203	113	24	and	and	CCONJ
cana-1203	113	25	analyzed	analyze	VERB
cana-1203	113	26	pearson	pearson	NOUN
cana-1203	113	27	correlations	correlation	NOUN
cana-1203	113	28	between	between	ADP
cana-1203	113	29	features	feature	NOUN
cana-1203	113	30	.	.	PUNCT
cana-1203	114	1	subsequently	subsequently	ADV
cana-1203	114	2	,	,	PUNCT
cana-1203	114	3	we	we	PRON
cana-1203	114	4	employed	employ	VERB
cana-1203	114	5	recursive	recursive	ADJ
cana-1203	114	6	feature	feature	NOUN
cana-1203	114	7	elimination	elimination	NOUN
cana-1203	114	8	with	with	ADP
cana-1203	114	9	cross	cross	NOUN
cana-1203	114	10	-	-	ADJ
cana-1203	114	11	validation	validation	ADJ
cana-1203	114	12	(	(	PUNCT
cana-1203	114	13	rfecv	rfecv	NOUN
cana-1203	114	14	)	)	PUNCT
cana-1203	114	15	,	,	PUNCT
cana-1203	114	16	incorporating	incorporate	VERB
cana-1203	114	17	linear	linear	ADJ
cana-1203	114	18	support	support	NOUN
cana-1203	114	19	vector	vector	NOUN
cana-1203	114	20	classifier	classifier	NOUN
cana-1203	114	21	(	(	PUNCT
cana-1203	114	22	svc	svc	PROPN
cana-1203	114	23	)	)	PUNCT
cana-1203	114	24	,	,	PUNCT
cana-1203	114	25	random	random	ADJ
cana-1203	114	26	forest	forest	NOUN
cana-1203	114	27	classifier	classifier	NOUN
cana-1203	114	28	,	,	PUNCT
cana-1203	114	29	extra	extra	ADJ
cana-1203	114	30	trees	tree	NOUN
cana-1203	114	31	classifier	classifier	VERB
cana-1203	114	32	,	,	PUNCT
cana-1203	114	33	adaboost	adaboost	ADV
cana-1203	114	34	classifier	classifier	NOUN
cana-1203	114	35	,	,	PUNCT
cana-1203	114	36	and	and	CCONJ
cana-1203	114	37	multinomial	multinomial	ADJ
cana-1203	114	38	naïve	naïve	ADJ
cana-1203	114	39	bayes	bayes	NOUN
cana-1203	114	40	classifier	classifier	NOUN
cana-1203	114	41	as	as	ADP
cana-1203	114	42	estimators	estimator	NOUN
cana-1203	114	43	,	,	PUNCT
cana-1203	114	44	to	to	PART
cana-1203	114	45	robustly	robustly	ADV
cana-1203	114	46	select	select	VERB
cana-1203	114	47	features	feature	NOUN
cana-1203	114	48	.	.	PUNCT
cana-1203	115	1	further	far	ADV
cana-1203	115	2	,	,	PUNCT
cana-1203	115	3	the	the	DET
cana-1203	115	4	significance	significance	NOUN
cana-1203	115	5	of	of	ADP
cana-1203	115	6	the	the	DET
cana-1203	115	7	selected	select	VERB
cana-1203	115	8	features	feature	NOUN
cana-1203	115	9	was	be	AUX
cana-1203	115	10	ascertained	ascertain	VERB
cana-1203	115	11	through	through	ADP
cana-1203	115	12	random	random	ADJ
cana-1203	115	13	forest	forest	NOUN
cana-1203	115	14	classifier	classifier	NOUN
cana-1203	115	15	and	and	CCONJ
cana-1203	115	16	the	the	DET
cana-1203	115	17	shapiro	shapiro	PROPN
cana-1203	115	18	-	-	PUNCT
cana-1203	115	19	wilk	wilk	NOUN
cana-1203	115	20	algorithm	algorithm	NOUN
cana-1203	115	21	.	.	PUNCT
cana-1203	116	1	ultimately	ultimately	ADV
cana-1203	116	2	,	,	PUNCT
cana-1203	116	3	a	a	DET
cana-1203	116	4	set	set	NOUN
cana-1203	116	5	of	of	ADP
cana-1203	116	6	twenty	twenty	NUM
cana-1203	116	7	-	-	PUNCT
cana-1203	116	8	three	three	NUM
cana-1203	116	9	chosen	choose	VERB
cana-1203	116	10	features	feature	NOUN
cana-1203	116	11	was	be	AUX
cana-1203	116	12	utilized	utilize	VERB
cana-1203	116	13	by	by	ADP
cana-1203	116	14	svc	svc	PROPN
cana-1203	116	15	,	,	PUNCT
cana-1203	116	16	multilayer	multilayer	PROPN
cana-1203	116	17	perceptron	perceptron	PROPN
cana-1203	116	18	(	(	PUNCT
cana-1203	116	19	mlp	mlp	PROPN
cana-1203	116	20	)	)	PUNCT
cana-1203	116	21	,	,	PUNCT
cana-1203	116	22	random	random	ADJ
cana-1203	116	23	forest	forest	NOUN
cana-1203	116	24	,	,	PUNCT
cana-1203	116	25	and	and	CCONJ
cana-1203	116	26	adaboost	adaboost	ADV
cana-1203	116	27	classifier	classifier	NOUN
cana-1203	116	28	to	to	PART
cana-1203	116	29	predict	predict	VERB
cana-1203	116	30	rvisinf	rvisinf	NOUN
cana-1203	116	31	(	(	PUNCT
cana-1203	116	32	infarct	infarct	NOUN
cana-1203	116	33	visible	visible	ADJ
cana-1203	116	34	on	on	ADP
cana-1203	116	35	ct	ct	PROPN
cana-1203	116	36	)	)	PUNCT
cana-1203	116	37	in	in	ADP
cana-1203	116	38	acute	acute	ADJ
cana-1203	116	39	stroke	stroke	NOUN
cana-1203	116	40	cases	case	NOUN
cana-1203	116	41	within	within	ADP
cana-1203	116	42	the	the	DET
cana-1203	116	43	ist	ist	NOUN
cana-1203	116	44	dataset	dataset	NOUN
cana-1203	116	45	.	.	PUNCT
cana-1203	117	1	the	the	DET
cana-1203	117	2	findings	finding	NOUN
cana-1203	117	3	suggest	suggest	VERB
cana-1203	117	4	that	that	SCONJ
cana-1203	117	5	the	the	DET
cana-1203	117	6	selected	select	VERB
cana-1203	117	7	features	feature	NOUN
cana-1203	117	8	exhibit	exhibit	VERB
cana-1203	117	9	high	high	ADJ
cana-1203	117	10	accuracy	accuracy	NOUN
cana-1203	117	11	in	in	ADP
cana-1203	117	12	inferring	infer	VERB
cana-1203	117	13	the	the	DET
cana-1203	117	14	long	long	ADJ
cana-1203	117	15	-	-	PUNCT
cana-1203	117	16	term	term	NOUN
cana-1203	117	17	prognosis	prognosis	NOUN
cana-1203	117	18	of	of	ADP
cana-1203	117	19	acute	acute	ADJ
cana-1203	117	20	stroke	stroke	NOUN
cana-1203	117	21	.	.	PUNCT
cana-1203	118	1	additionally	additionally	ADV
cana-1203	118	2	,	,	PUNCT
cana-1203	118	3	these	these	DET
cana-1203	118	4	features	feature	NOUN
cana-1203	118	5	prove	prove	VERB
cana-1203	118	6	instrumental	instrumental	ADJ
cana-1203	118	7	in	in	ADP
cana-1203	118	8	extracting	extract	VERB
cana-1203	118	9	factors	factor	NOUN
cana-1203	118	10	associated	associate	VERB
cana-1203	118	11	with	with	ADP
cana-1203	118	12	rvisinf	rvisinf	NOUN
cana-1203	118	13	,	,	PUNCT
cana-1203	118	14	particularly	particularly	ADV
cana-1203	118	15	in	in	ADP
cana-1203	118	16	cases	case	NOUN
cana-1203	118	17	linked	link	VERB
cana-1203	118	18	to	to	ADP
cana-1203	118	19	large	large	ADJ
cana-1203	118	20	artery	artery	NOUN
cana-1203	118	21	occlusion	occlusion	NOUN
cana-1203	118	22	(	(	PUNCT
cana-1203	118	23	lao	lao	PROPN
cana-1203	118	24	)	)	PUNCT
cana-1203	118	25	in	in	ADP
cana-1203	118	26	ischemic	ischemic	ADJ
cana-1203	118	27	stroke	stroke	NOUN
cana-1203	118	28	patients	patient	NOUN
cana-1203	118	29	.	.	PUNCT
cana-1203	119	1	[	[	X
cana-1203	119	2	9	9	NUM
cana-1203	119	3	]	]	SYM
cana-1203	119	4	6	6	NUM
cana-1203	119	5	.	.	PUNCT
cana-1203	120	1	a	a	DET
cana-1203	120	2	novel	novel	NOUN
cana-1203	120	3	and	and	CCONJ
cana-1203	120	4	promising	promising	ADJ
cana-1203	120	5	approach	approach	NOUN
cana-1203	120	6	to	to	ADP
cana-1203	120	7	the	the	DET
cana-1203	120	8	clinical	clinical	ADJ
cana-1203	120	9	management	management	NOUN
cana-1203	120	10	of	of	ADP
cana-1203	120	11	acute	acute	ADJ
cana-1203	120	12	stroke	stroke	NOUN
cana-1203	120	13	is	be	AUX
cana-1203	120	14	presented	present	VERB
cana-1203	120	15	in	in	ADP
cana-1203	120	16	this	this	DET
cana-1203	120	17	work	work	NOUN
cana-1203	120	18	.	.	PUNCT
cana-1203	121	1	accurate	accurate	ADJ
cana-1203	121	2	diagnosis	diagnosis	NOUN
cana-1203	121	3	and	and	CCONJ
cana-1203	121	4	real	real	ADJ
cana-1203	121	5	-	-	PUNCT
cana-1203	121	6	time	time	NOUN
cana-1203	121	7	prediction	prediction	NOUN
cana-1203	121	8	models	model	NOUN
cana-1203	121	9	have	have	AUX
cana-1203	121	10	been	be	AUX
cana-1203	121	11	developed	develop	VERB
cana-1203	121	12	from	from	ADP
cana-1203	121	13	hemodynamic	hemodynamic	ADJ
cana-1203	121	14	data	datum	NOUN
cana-1203	121	15	through	through	ADP
cana-1203	121	16	the	the	DET
cana-1203	121	17	application	application	NOUN
cana-1203	121	18	of	of	ADP
cana-1203	121	19	machine	machine	NOUN
cana-1203	121	20	learning	learn	VERB
cana-1203	121	21	techniques	technique	NOUN
cana-1203	121	22	.	.	PUNCT
cana-1203	122	1	stroke	stroke	NOUN
cana-1203	122	2	subtypes	subtype	NOUN
cana-1203	122	3	can	can	AUX
cana-1203	122	4	be	be	AUX
cana-1203	122	5	diagnosed	diagnose	VERB
cana-1203	122	6	within	within	ADP
cana-1203	122	7	30	30	NUM
cana-1203	122	8	minutes	minute	NOUN
cana-1203	122	9	of	of	ADP
cana-1203	122	10	monitoring	monitoring	NOUN
cana-1203	122	11	,	,	PUNCT
cana-1203	122	12	exitus	exitus	NOUN
cana-1203	122	13	can	can	AUX
cana-1203	122	14	be	be	AUX
cana-1203	122	15	predicted	predict	VERB
cana-1203	122	16	during	during	ADP
cana-1203	122	17	the	the	DET
cana-1203	122	18	first	first	ADJ
cana-1203	122	19	3	3	NUM
cana-1203	122	20	hours	hour	NOUN
cana-1203	122	21	of	of	ADP
cana-1203	122	22	monitoring	monitoring	NOUN
cana-1203	122	23	,	,	PUNCT
cana-1203	122	24	and	and	CCONJ
cana-1203	122	25	stroke	stroke	NOUN
cana-1203	122	26	recurrence	recurrence	NOUN
cana-1203	122	27	can	can	AUX
cana-1203	122	28	be	be	AUX
cana-1203	122	29	predicted	predict	VERB
cana-1203	122	30	within	within	ADP
cana-1203	122	31	just	just	ADV
cana-1203	122	32	15	15	NUM
cana-1203	122	33	minutes	minute	NOUN
cana-1203	122	34	of	of	ADP
cana-1203	122	35	monitoring	monitoring	NOUN
cana-1203	122	36	.	.	PUNCT
cana-1203	123	1	these	these	DET
cana-1203	123	2	positive	positive	ADJ
cana-1203	123	3	results	result	NOUN
cana-1203	123	4	benefit	benefit	VERB
cana-1203	123	5	patients	patient	NOUN
cana-1203	123	6	with	with	ADP
cana-1203	123	7	limited	limited	ADJ
cana-1203	123	8	access	access	NOUN
cana-1203	123	9	to	to	ADP
cana-1203	123	10	a	a	DET
cana-1203	123	11	ct	ct	NOUN
cana-1203	123	12	scan	scan	NOUN
cana-1203	123	13	and	and	CCONJ
cana-1203	123	14	all	all	DET
cana-1203	123	15	individuals	individual	NOUN
cana-1203	123	16	arriving	arrive	VERB
cana-1203	123	17	at	at	ADP
cana-1203	123	18	the	the	DET
cana-1203	123	19	stroke	stroke	NOUN
cana-1203	123	20	unit	unit	NOUN
cana-1203	123	21	of	of	ADP
cana-1203	123	22	a	a	DET
cana-1203	123	23	specialized	specialized	ADJ
cana-1203	123	24	hospital	hospital	NOUN
cana-1203	123	25	.	.	PUNCT
cana-1203	124	1	the	the	DET
cana-1203	124	2	outcomes	outcome	NOUN
cana-1203	124	3	from	from	ADP
cana-1203	124	4	the	the	DET
cana-1203	124	5	real	real	ADJ
cana-1203	124	6	-	-	PUNCT
cana-1203	124	7	time	time	NOUN
cana-1203	124	8	developed	develop	VERB
cana-1203	124	9	models	model	NOUN
cana-1203	124	10	include	include	VERB
cana-1203	124	11	stroke	stroke	NOUN
cana-1203	124	12	diagnosis	diagnosis	NOUN
cana-1203	124	13	precision	precision	NOUN
cana-1203	124	14	of	of	ADP
cana-1203	124	15	around	around	ADP
cana-1203	124	16	98	98	NUM
cana-1203	124	17	%	%	NOUN
cana-1203	124	18	(	(	PUNCT
cana-1203	124	19	97.8	97.8	NUM
cana-1203	124	20	%	%	NOUN
cana-1203	124	21	sensitivity	sensitivity	NOUN
cana-1203	124	22	,	,	PUNCT
cana-1203	124	23	99.5	99.5	NUM
cana-1203	124	24	%	%	NOUN
cana-1203	124	25	specificity	specificity	NOUN
cana-1203	124	26	)	)	PUNCT
cana-1203	124	27	,	,	PUNCT
cana-1203	124	28	exitus	exitus	NOUN
cana-1203	124	29	prediction	prediction	NOUN
cana-1203	124	30	precision	precision	NOUN
cana-1203	124	31	of	of	ADP
cana-1203	124	32	99.8	99.8	NUM
cana-1203	124	33	%	%	NOUN
cana-1203	124	34	(	(	PUNCT
cana-1203	124	35	99.8	99.8	NUM
cana-1203	124	36	%	%	NOUN
cana-1203	124	37	sensitivity	sensitivity	NOUN
cana-1203	124	38	,	,	PUNCT
cana-1203	124	39	99.9	99.9	NUM
cana-1203	124	40	%	%	NOUN
cana-1203	124	41	specificity	specificity	NOUN
cana-1203	124	42	)	)	PUNCT
cana-1203	124	43	,	,	PUNCT
cana-1203	124	44	and	and	CCONJ
cana-1203	124	45	stroke	stroke	NOUN
cana-1203	124	46	recurrence	recurrence	NOUN
cana-1203	124	47	prediction	prediction	NOUN
cana-1203	124	48	precision	precision	NOUN
cana-1203	124	49	of	of	ADP
cana-1203	124	50	98	98	NUM
cana-1203	124	51	%	%	NOUN
cana-1203	124	52	(	(	PUNCT
cana-1203	124	53	98	98	NUM
cana-1203	124	54	%	%	NOUN
cana-1203	124	55	sensitivity	sensitivity	NOUN
cana-1203	124	56	,	,	PUNCT
cana-1203	124	57	99	99	NUM
cana-1203	124	58	%	%	NOUN
cana-1203	124	59	specificity	specificity	NOUN
cana-1203	124	60	)	)	PUNCT
cana-1203	124	61	.	.	PUNCT
cana-1203	125	1	[	[	X
cana-1203	125	2	10	10	NUM
cana-1203	125	3	]	]	X
cana-1203	125	4	communications	communication	NOUN
cana-1203	125	5	on	on	ADP
cana-1203	125	6	applied	apply	VERB
cana-1203	125	7	nonlinear	nonlinear	ADJ
cana-1203	125	8	analysis	analysis	NOUN
cana-1203	125	9	issn	issn	NOUN
cana-1203	125	10	:	:	PUNCT
cana-1203	125	11	1074	1074	NUM
cana-1203	125	12	-	-	PUNCT
cana-1203	125	13	133x	133x	NUM
cana-1203	125	14	vol	vol	NOUN
cana-1203	125	15	31	31	NUM
cana-1203	125	16	no	no	NOUN
cana-1203	125	17	.	.	PUNCT
cana-1203	126	1	6s	6s	NUM
cana-1203	126	2	(	(	PUNCT
cana-1203	126	3	2024	2024	NUM
cana-1203	126	4	)	)	PUNCT
cana-1203	126	5	230	230	NUM
cana-1203	126	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	126	7	7	7	X
cana-1203	126	8	.	.	PUNCT
cana-1203	127	1	stroke	stroke	NOUN
cana-1203	127	2	is	be	AUX
cana-1203	127	3	a	a	DET
cana-1203	127	4	medical	medical	ADJ
cana-1203	127	5	condition	condition	NOUN
cana-1203	127	6	characterized	characterize	VERB
cana-1203	127	7	by	by	ADP
cana-1203	127	8	the	the	DET
cana-1203	127	9	rupture	rupture	NOUN
cana-1203	127	10	of	of	ADP
cana-1203	127	11	blood	blood	NOUN
cana-1203	127	12	arteries	artery	NOUN
cana-1203	127	13	in	in	ADP
cana-1203	127	14	the	the	DET
cana-1203	127	15	brain	brain	NOUN
cana-1203	127	16	,	,	PUNCT
cana-1203	127	17	leading	lead	VERB
cana-1203	127	18	to	to	ADP
cana-1203	127	19	damage	damage	NOUN
cana-1203	127	20	.	.	PUNCT
cana-1203	128	1	interruption	interruption	NOUN
cana-1203	128	2	of	of	ADP
cana-1203	128	3	blood	blood	NOUN
cana-1203	128	4	and	and	CCONJ
cana-1203	128	5	nutrient	nutrient	NOUN
cana-1203	128	6	supply	supply	NOUN
cana-1203	128	7	to	to	ADP
cana-1203	128	8	the	the	DET
cana-1203	128	9	brain	brain	NOUN
cana-1203	128	10	can	can	AUX
cana-1203	128	11	result	result	VERB
cana-1203	128	12	in	in	ADP
cana-1203	128	13	the	the	DET
cana-1203	128	14	manifestation	manifestation	NOUN
cana-1203	128	15	of	of	ADP
cana-1203	128	16	symptoms	symptom	NOUN
cana-1203	128	17	.	.	PUNCT
cana-1203	129	1	globally	globally	ADV
cana-1203	129	2	recognized	recognize	VERB
cana-1203	129	3	as	as	ADP
cana-1203	129	4	the	the	DET
cana-1203	129	5	primary	primary	ADJ
cana-1203	129	6	cause	cause	NOUN
cana-1203	129	7	of	of	ADP
cana-1203	129	8	death	death	NOUN
cana-1203	129	9	and	and	CCONJ
cana-1203	129	10	disability	disability	NOUN
cana-1203	129	11	,	,	PUNCT
cana-1203	129	12	early	early	ADJ
cana-1203	129	13	identification	identification	NOUN
cana-1203	129	14	of	of	ADP
cana-1203	129	15	stroke	stroke	NOUN
cana-1203	129	16	warning	warning	NOUN
cana-1203	129	17	signs	sign	NOUN
cana-1203	129	18	is	be	AUX
cana-1203	129	19	crucial	crucial	ADJ
cana-1203	129	20	in	in	ADP
cana-1203	129	21	mitigating	mitigate	VERB
cana-1203	129	22	its	its	PRON
cana-1203	129	23	severity	severity	NOUN
cana-1203	129	24	.	.	PUNCT
cana-1203	130	1	various	various	ADJ
cana-1203	130	2	machine	machine	NOUN
cana-1203	130	3	learning	learning	NOUN
cana-1203	130	4	(	(	PUNCT
cana-1203	130	5	ml	ml	NOUN
cana-1203	130	6	)	)	PUNCT
cana-1203	130	7	models	model	NOUN
cana-1203	130	8	have	have	AUX
cana-1203	130	9	been	be	AUX
cana-1203	130	10	developed	develop	VERB
cana-1203	130	11	to	to	PART
cana-1203	130	12	predict	predict	VERB
cana-1203	130	13	the	the	DET
cana-1203	130	14	likelihood	likelihood	NOUN
cana-1203	130	15	of	of	ADP
cana-1203	130	16	stroke	stroke	NOUN
cana-1203	130	17	occurrence	occurrence	NOUN
cana-1203	130	18	.	.	PUNCT
cana-1203	131	1	in	in	ADP
cana-1203	131	2	this	this	DET
cana-1203	131	3	research	research	NOUN
cana-1203	131	4	,	,	PUNCT
cana-1203	131	5	a	a	DET
cana-1203	131	6	diverse	diverse	ADJ
cana-1203	131	7	set	set	NOUN
cana-1203	131	8	of	of	ADP
cana-1203	131	9	physiological	physiological	ADJ
cana-1203	131	10	parameters	parameter	NOUN
cana-1203	131	11	and	and	CCONJ
cana-1203	131	12	machine	machine	NOUN
cana-1203	131	13	learning	learning	NOUN
cana-1203	131	14	algorithms	algorithm	NOUN
cana-1203	131	15	,	,	PUNCT
cana-1203	131	16	including	include	VERB
cana-1203	131	17	logistic	logistic	ADJ
cana-1203	131	18	regression	regression	NOUN
cana-1203	131	19	(	(	PUNCT
cana-1203	131	20	lr	lr	NOUN
cana-1203	131	21	)	)	PUNCT
cana-1203	131	22	,	,	PUNCT
cana-1203	131	23	decision	decision	NOUN
cana-1203	131	24	tree	tree	NOUN
cana-1203	131	25	(	(	PUNCT
cana-1203	131	26	dt	dt	NOUN
cana-1203	131	27	)	)	PUNCT
cana-1203	131	28	classification	classification	NOUN
cana-1203	131	29	,	,	PUNCT
cana-1203	131	30	random	random	ADJ
cana-1203	131	31	forest	forest	NOUN
cana-1203	131	32	(	(	PUNCT
cana-1203	131	33	rf	rf	NOUN
cana-1203	131	34	)	)	PUNCT
cana-1203	131	35	classification	classification	NOUN
cana-1203	131	36	,	,	PUNCT
cana-1203	131	37	and	and	CCONJ
cana-1203	131	38	voting	voting	NOUN
cana-1203	131	39	classifier	classifier	NOUN
cana-1203	131	40	,	,	PUNCT
cana-1203	131	41	were	be	AUX
cana-1203	131	42	utilized	utilize	VERB
cana-1203	131	43	to	to	PART
cana-1203	131	44	train	train	VERB
cana-1203	131	45	four	four	NUM
cana-1203	131	46	distinct	distinct	ADJ
cana-1203	131	47	models	model	NOUN
cana-1203	131	48	for	for	ADP
cana-1203	131	49	reliable	reliable	ADJ
cana-1203	131	50	prediction	prediction	NOUN
cana-1203	131	51	.	.	PUNCT
cana-1203	132	1	notably	notably	ADV
cana-1203	132	2	,	,	PUNCT
cana-1203	132	3	random	random	ADJ
cana-1203	132	4	forest	forest	NOUN
cana-1203	132	5	emerged	emerge	VERB
cana-1203	132	6	as	as	ADP
cana-1203	132	7	the	the	DET
cana-1203	132	8	most	most	ADV
cana-1203	132	9	effective	effective	ADJ
cana-1203	132	10	algorithm	algorithm	NOUN
cana-1203	132	11	,	,	PUNCT
cana-1203	132	12	achieving	achieve	VERB
cana-1203	132	13	an	an	DET
cana-1203	132	14	accuracy	accuracy	NOUN
cana-1203	132	15	of	of	ADP
cana-1203	132	16	approximately	approximately	ADV
cana-1203	132	17	96	96	NUM
cana-1203	132	18	percent	percent	NOUN
cana-1203	132	19	.	.	PUNCT
cana-1203	133	1	the	the	DET
cana-1203	133	2	open	open	ADJ
cana-1203	133	3	-	-	PUNCT
cana-1203	133	4	access	access	NOUN
cana-1203	133	5	stroke	stroke	NOUN
cana-1203	133	6	prediction	prediction	NOUN
cana-1203	133	7	dataset	dataset	NOUN
cana-1203	133	8	was	be	AUX
cana-1203	133	9	employed	employ	VERB
cana-1203	133	10	in	in	ADP
cana-1203	133	11	developing	develop	VERB
cana-1203	133	12	this	this	DET
cana-1203	133	13	method	method	NOUN
cana-1203	133	14	.	.	PUNCT
cana-1203	134	1	the	the	DET
cana-1203	134	2	accuracy	accuracy	NOUN
cana-1203	134	3	percentages	percentage	NOUN
cana-1203	134	4	of	of	ADP
cana-1203	134	5	the	the	DET
cana-1203	134	6	models	model	NOUN
cana-1203	134	7	employed	employ	VERB
cana-1203	134	8	in	in	ADP
cana-1203	134	9	this	this	DET
cana-1203	134	10	study	study	NOUN
cana-1203	134	11	surpass	surpass	VERB
cana-1203	134	12	those	those	PRON
cana-1203	134	13	reported	report	VERB
cana-1203	134	14	in	in	ADP
cana-1203	134	15	previous	previous	ADJ
cana-1203	134	16	research	research	NOUN
cana-1203	134	17	,	,	PUNCT
cana-1203	134	18	underscoring	underscore	VERB
cana-1203	134	19	the	the	DET
cana-1203	134	20	enhanced	enhanced	ADJ
cana-1203	134	21	reliability	reliability	NOUN
cana-1203	134	22	of	of	ADP
cana-1203	134	23	the	the	DET
cana-1203	134	24	models	model	NOUN
cana-1203	134	25	in	in	ADP
cana-1203	134	26	this	this	DET
cana-1203	134	27	investigation	investigation	NOUN
cana-1203	134	28	.	.	PUNCT
cana-1203	135	1	rigorous	rigorous	ADJ
cana-1203	135	2	model	model	NOUN
cana-1203	135	3	comparisons	comparison	NOUN
cana-1203	135	4	have	have	AUX
cana-1203	135	5	substantiated	substantiate	VERB
cana-1203	135	6	their	their	PRON
cana-1203	135	7	robustness	robustness	NOUN
cana-1203	135	8	,	,	PUNCT
cana-1203	135	9	and	and	CCONJ
cana-1203	135	10	the	the	DET
cana-1203	135	11	details	detail	NOUN
cana-1203	135	12	of	of	ADP
cana-1203	135	13	the	the	DET
cana-1203	135	14	approach	approach	NOUN
cana-1203	135	15	are	be	AUX
cana-1203	135	16	elucidated	elucidate	VERB
cana-1203	135	17	in	in	ADP
cana-1203	135	18	the	the	DET
cana-1203	135	19	study	study	NOUN
cana-1203	135	20	's	's	PART
cana-1203	135	21	analysis	analysis	NOUN
cana-1203	135	22	.	.	PUNCT
cana-1203	136	1	[	[	X
cana-1203	136	2	11	11	NUM
cana-1203	136	3	]	]	SYM
cana-1203	136	4	8	8	NUM
cana-1203	136	5	.	.	PUNCT
cana-1203	137	1	the	the	DET
cana-1203	137	2	advent	advent	NOUN
cana-1203	137	3	of	of	ADP
cana-1203	137	4	the	the	DET
cana-1203	137	5	latest	late	ADJ
cana-1203	137	6	technologies	technology	NOUN
cana-1203	137	7	has	have	AUX
cana-1203	137	8	facilitated	facilitate	VERB
cana-1203	137	9	the	the	DET
cana-1203	137	10	utilization	utilization	NOUN
cana-1203	137	11	of	of	ADP
cana-1203	137	12	noninvasive	noninvasive	ADJ
cana-1203	137	13	techniques	technique	NOUN
cana-1203	137	14	to	to	PART
cana-1203	137	15	support	support	VERB
cana-1203	137	16	healthcare	healthcare	NOUN
cana-1203	137	17	systems	system	NOUN
cana-1203	137	18	.	.	PUNCT
cana-1203	138	1	among	among	ADP
cana-1203	138	2	the	the	DET
cana-1203	138	3	four	four	NUM
cana-1203	138	4	major	major	ADJ
cana-1203	138	5	cardiovascular	cardiovascular	ADJ
cana-1203	138	6	diseases	disease	NOUN
cana-1203	138	7	,	,	PUNCT
cana-1203	138	8	stroke	stroke	NOUN
cana-1203	138	9	is	be	AUX
cana-1203	138	10	particularly	particularly	ADV
cana-1203	138	11	perilous	perilous	ADJ
cana-1203	138	12	and	and	CCONJ
cana-1203	138	13	life	life	NOUN
cana-1203	138	14	-	-	PUNCT
cana-1203	138	15	threatening	threatening	ADJ
cana-1203	138	16	;	;	PUNCT
cana-1203	138	17	however	however	ADV
cana-1203	138	18	,	,	PUNCT
cana-1203	138	19	early	early	ADJ
cana-1203	138	20	detection	detection	NOUN
cana-1203	138	21	can	can	AUX
cana-1203	138	22	significantly	significantly	ADV
cana-1203	138	23	enhance	enhance	VERB
cana-1203	138	24	a	a	DET
cana-1203	138	25	patient	patient	NOUN
cana-1203	138	26	's	's	PART
cana-1203	138	27	chances	chance	NOUN
cana-1203	138	28	of	of	ADP
cana-1203	138	29	survival	survival	NOUN
cana-1203	138	30	.	.	PUNCT
cana-1203	139	1	existing	exist	VERB
cana-1203	139	2	literature	literature	NOUN
cana-1203	139	3	indicates	indicate	VERB
cana-1203	139	4	that	that	SCONJ
cana-1203	139	5	patients	patient	NOUN
cana-1203	139	6	often	often	ADV
cana-1203	139	7	undergo	undergo	VERB
cana-1203	139	8	ministrokes	ministroke	NOUN
cana-1203	139	9	,	,	PUNCT
cana-1203	139	10	also	also	ADV
cana-1203	139	11	known	know	VERB
cana-1203	139	12	as	as	ADP
cana-1203	139	13	transient	transient	ADJ
cana-1203	139	14	ischemic	ischemic	ADJ
cana-1203	139	15	attacks	attack	NOUN
cana-1203	139	16	(	(	PUNCT
cana-1203	139	17	tia	tia	PROPN
cana-1203	139	18	)	)	PUNCT
cana-1203	139	19	,	,	PUNCT
cana-1203	139	20	before	before	ADP
cana-1203	139	21	experiencing	experience	VERB
cana-1203	139	22	a	a	DET
cana-1203	139	23	full	full	ADV
cana-1203	139	24	-	-	PUNCT
cana-1203	139	25	fledged	fledge	VERB
cana-1203	139	26	stroke	stroke	NOUN
cana-1203	139	27	.	.	PUNCT
cana-1203	140	1	current	current	ADJ
cana-1203	140	2	research	research	NOUN
cana-1203	140	3	predominantly	predominantly	ADV
cana-1203	140	4	relies	rely	VERB
cana-1203	140	5	on	on	ADP
cana-1203	140	6	costly	costly	ADJ
cana-1203	140	7	approaches	approach	NOUN
cana-1203	140	8	such	such	ADJ
cana-1203	140	9	as	as	ADP
cana-1203	140	10	mri	mri	NOUN
cana-1203	140	11	and	and	CCONJ
cana-1203	140	12	ct	ct	NOUN
cana-1203	140	13	scan	scan	ADJ
cana-1203	140	14	images	image	NOUN
cana-1203	140	15	for	for	ADP
cana-1203	140	16	classifying	classify	VERB
cana-1203	140	17	cardiovascular	cardiovascular	ADJ
cana-1203	140	18	diseases	disease	NOUN
cana-1203	140	19	,	,	PUNCT
cana-1203	140	20	including	include	VERB
cana-1203	140	21	stroke	stroke	NOUN
cana-1203	140	22	,	,	PUNCT
cana-1203	140	23	making	make	VERB
cana-1203	140	24	early	early	ADJ
cana-1203	140	25	diagnosis	diagnosis	NOUN
cana-1203	140	26	an	an	DET
cana-1203	140	27	expensive	expensive	ADJ
cana-1203	140	28	endeavor	endeavor	NOUN
cana-1203	140	29	.	.	PUNCT
cana-1203	141	1	with	with	ADP
cana-1203	141	2	a	a	DET
cana-1203	141	3	rising	rise	VERB
cana-1203	141	4	incidence	incidence	NOUN
cana-1203	141	5	of	of	ADP
cana-1203	141	6	strokes	stroke	NOUN
cana-1203	141	7	in	in	ADP
cana-1203	141	8	india	india	PROPN
cana-1203	141	9	,	,	PUNCT
cana-1203	141	10	there	there	PRON
cana-1203	141	11	is	be	VERB
cana-1203	141	12	a	a	DET
cana-1203	141	13	pressing	press	VERB
cana-1203	141	14	need	need	NOUN
cana-1203	141	15	to	to	PART
cana-1203	141	16	explore	explore	VERB
cana-1203	141	17	cost	cost	NOUN
cana-1203	141	18	-	-	PUNCT
cana-1203	141	19	effective	effective	ADJ
cana-1203	141	20	noninvasive	noninvasive	ADJ
cana-1203	141	21	methods	method	NOUN
cana-1203	141	22	for	for	ADP
cana-1203	141	23	early	early	ADJ
cana-1203	141	24	stroke	stroke	NOUN
cana-1203	141	25	diagnosis	diagnosis	NOUN
cana-1203	141	26	.	.	PUNCT
cana-1203	142	1	consequently	consequently	ADV
cana-1203	142	2	,	,	PUNCT
cana-1203	142	3	this	this	DET
cana-1203	142	4	concern	concern	NOUN
cana-1203	142	5	has	have	AUX
cana-1203	142	6	motivated	motivate	VERB
cana-1203	142	7	the	the	DET
cana-1203	142	8	study	study	NOUN
cana-1203	142	9	presented	present	VERB
cana-1203	142	10	in	in	ADP
cana-1203	142	11	this	this	DET
cana-1203	142	12	paper	paper	NOUN
cana-1203	142	13	,	,	PUNCT
cana-1203	142	14	proposing	propose	VERB
cana-1203	142	15	a	a	DET
cana-1203	142	16	noninvasive	noninvasive	ADJ
cana-1203	142	17	approach	approach	NOUN
cana-1203	142	18	for	for	ADP
cana-1203	142	19	early	early	ADJ
cana-1203	142	20	stroke	stroke	NOUN
cana-1203	142	21	diagnosis	diagnosis	NOUN
cana-1203	142	22	.	.	PUNCT
cana-1203	143	1	cascaded	cascade	VERB
cana-1203	143	2	prediction	prediction	NOUN
cana-1203	143	3	algorithms	algorithm	NOUN
cana-1203	143	4	,	,	PUNCT
cana-1203	143	5	while	while	SCONJ
cana-1203	143	6	effective	effective	ADJ
cana-1203	143	7	,	,	PUNCT
cana-1203	143	8	are	be	AUX
cana-1203	143	9	time	time	NOUN
cana-1203	143	10	-	-	PUNCT
cana-1203	143	11	consuming	consume	VERB
cana-1203	143	12	and	and	CCONJ
cana-1203	143	13	unable	unable	ADJ
cana-1203	143	14	to	to	PART
cana-1203	143	15	work	work	VERB
cana-1203	143	16	directly	directly	ADV
cana-1203	143	17	on	on	ADP
cana-1203	143	18	raw	raw	ADJ
cana-1203	143	19	data	datum	NOUN
cana-1203	143	20	without	without	ADP
cana-1203	143	21	leveraging	leverage	VERB
cana-1203	143	22	the	the	DET
cana-1203	143	23	properties	property	NOUN
cana-1203	143	24	of	of	ADP
cana-1203	143	25	eeg	eeg	PROPN
cana-1203	143	26	.	.	PUNCT
cana-1203	144	1	therefore	therefore	ADV
cana-1203	144	2	,	,	PUNCT
cana-1203	144	3	the	the	DET
cana-1203	144	4	primary	primary	ADJ
cana-1203	144	5	objective	objective	NOUN
cana-1203	144	6	of	of	ADP
cana-1203	144	7	this	this	DET
cana-1203	144	8	paper	paper	NOUN
cana-1203	144	9	is	be	AUX
cana-1203	144	10	to	to	PART
cana-1203	144	11	devise	devise	VERB
cana-1203	144	12	mechanisms	mechanism	NOUN
cana-1203	144	13	for	for	ADP
cana-1203	144	14	forecasting	forecasting	NOUN
cana-1203	144	15	strokes	stroke	NOUN
cana-1203	144	16	based	base	VERB
cana-1203	144	17	on	on	ADP
cana-1203	144	18	processed	process	VERB
cana-1203	144	19	eeg	eeg	NOUN
cana-1203	144	20	data	datum	NOUN
cana-1203	144	21	.	.	PUNCT
cana-1203	145	1	the	the	DET
cana-1203	145	2	proposed	propose	VERB
cana-1203	145	3	time	time	NOUN
cana-1203	145	4	seriesbased	seriesbase	VERB
cana-1203	145	5	approaches	approach	NOUN
cana-1203	145	6	,	,	PUNCT
cana-1203	145	7	including	include	VERB
cana-1203	145	8	lstm	lstm	NOUN
cana-1203	145	9	,	,	PUNCT
cana-1203	145	10	bilstm	bilstm	NOUN
cana-1203	145	11	,	,	PUNCT
cana-1203	145	12	gru	gru	PROPN
cana-1203	145	13	,	,	PUNCT
cana-1203	145	14	and	and	CCONJ
cana-1203	145	15	ffnn	ffnn	NOUN
cana-1203	145	16	,	,	PUNCT
cana-1203	145	17	are	be	AUX
cana-1203	145	18	tailored	tailor	VERB
cana-1203	145	19	for	for	ADP
cana-1203	145	20	handling	handle	VERB
cana-1203	145	21	time	time	NOUN
cana-1203	145	22	seriesbased	seriesbase	VERB
cana-1203	145	23	predictions	prediction	NOUN
cana-1203	145	24	to	to	PART
cana-1203	145	25	inform	inform	VERB
cana-1203	145	26	critical	critical	ADJ
cana-1203	145	27	decisions	decision	NOUN
cana-1203	145	28	.	.	PUNCT
cana-1203	146	1	experimental	experimental	ADJ
cana-1203	146	2	research	research	NOUN
cana-1203	146	3	outcomes	outcome	NOUN
cana-1203	146	4	reveal	reveal	VERB
cana-1203	146	5	the	the	DET
cana-1203	146	6	commendable	commendable	ADJ
cana-1203	146	7	performance	performance	NOUN
cana-1203	146	8	of	of	ADP
cana-1203	146	9	all	all	DET
cana-1203	146	10	algorithms	algorithm	NOUN
cana-1203	146	11	in	in	ADP
cana-1203	146	12	the	the	DET
cana-1203	146	13	early	early	ADJ
cana-1203	146	14	stroke	stroke	NOUN
cana-1203	146	15	detection	detection	NOUN
cana-1203	146	16	prediction	prediction	NOUN
cana-1203	146	17	task	task	NOUN
cana-1203	146	18	.	.	PUNCT
cana-1203	147	1	notably	notably	ADV
cana-1203	147	2	,	,	PUNCT
cana-1203	147	3	gru	gru	PROPN
cana-1203	147	4	stands	stand	VERB
cana-1203	147	5	out	out	ADP
cana-1203	147	6	with	with	ADP
cana-1203	147	7	a	a	DET
cana-1203	147	8	remarkable	remarkable	ADJ
cana-1203	147	9	95.6	95.6	NUM
cana-1203	147	10	%	%	NOUN
cana-1203	147	11	accuracy	accuracy	NOUN
cana-1203	147	12	,	,	PUNCT
cana-1203	147	13	followed	follow	VERB
cana-1203	147	14	by	by	ADP
cana-1203	147	15	bilstm	bilstm	NOUN
cana-1203	147	16	with	with	ADP
cana-1203	147	17	91	91	NUM
cana-1203	147	18	%	%	NOUN
cana-1203	147	19	,	,	PUNCT
cana-1203	147	20	lstm	lstm	NOUN
cana-1203	147	21	with	with	ADP
cana-1203	147	22	87	87	NUM
cana-1203	147	23	%	%	NOUN
cana-1203	147	24	,	,	PUNCT
cana-1203	147	25	and	and	CCONJ
cana-1203	147	26	ffnn	ffnn	NOUN
cana-1203	147	27	with	with	ADP
cana-1203	147	28	83	83	NUM
cana-1203	147	29	%	%	NOUN
cana-1203	147	30	accuracy	accuracy	NOUN
cana-1203	147	31	.	.	PUNCT
cana-1203	148	1	the	the	DET
cana-1203	148	2	experimental	experimental	ADJ
cana-1203	148	3	findings	finding	NOUN
cana-1203	148	4	demonstrate	demonstrate	VERB
cana-1203	148	5	the	the	DET
cana-1203	148	6	efficacy	efficacy	NOUN
cana-1203	148	7	of	of	ADP
cana-1203	148	8	measuring	measure	VERB
cana-1203	148	9	brain	brain	NOUN
cana-1203	148	10	waves	wave	NOUN
cana-1203	148	11	to	to	PART
cana-1203	148	12	predict	predict	VERB
cana-1203	148	13	stroke	stroke	NOUN
cana-1203	148	14	signs	sign	NOUN
cana-1203	148	15	,	,	PUNCT
cana-1203	148	16	potentially	potentially	ADV
cana-1203	148	17	aiding	aid	VERB
cana-1203	148	18	physicians	physician	NOUN
cana-1203	148	19	in	in	ADP
cana-1203	148	20	the	the	DET
cana-1203	148	21	early	early	ADJ
cana-1203	148	22	detection	detection	NOUN
cana-1203	148	23	of	of	ADP
cana-1203	148	24	strokes	stroke	NOUN
cana-1203	148	25	to	to	PART
cana-1203	148	26	save	save	VERB
cana-1203	148	27	patients	patient	NOUN
cana-1203	148	28	'	'	PART
cana-1203	148	29	lives	life	NOUN
cana-1203	148	30	.	.	PUNCT
cana-1203	149	1	[	[	X
cana-1203	149	2	12	12	NUM
cana-1203	149	3	]	]	SYM
cana-1203	149	4	9	9	NUM
cana-1203	149	5	.	.	PUNCT
cana-1203	149	6	heart	heart	NOUN
cana-1203	149	7	disease	disease	NOUN
cana-1203	149	8	(	(	PUNCT
cana-1203	149	9	hd	hd	PROPN
cana-1203	149	10	)	)	PUNCT
cana-1203	149	11	currently	currently	ADV
cana-1203	149	12	stands	stand	VERB
cana-1203	149	13	as	as	ADP
cana-1203	149	14	the	the	DET
cana-1203	149	15	leading	lead	VERB
cana-1203	149	16	global	global	ADJ
cana-1203	149	17	cause	cause	NOUN
cana-1203	149	18	of	of	ADP
cana-1203	149	19	mortality	mortality	NOUN
cana-1203	149	20	.	.	PUNCT
cana-1203	150	1	recognized	recognize	VERB
cana-1203	150	2	as	as	ADP
cana-1203	150	3	the	the	DET
cana-1203	150	4	second	second	ADV
cana-1203	150	5	-	-	PUNCT
cana-1203	150	6	most	most	ADV
cana-1203	150	7	crucial	crucial	ADJ
cana-1203	150	8	organ	organ	NOUN
cana-1203	150	9	after	after	ADP
cana-1203	150	10	the	the	DET
cana-1203	150	11	brain	brain	NOUN
cana-1203	150	12	,	,	PUNCT
cana-1203	150	13	early	early	ADJ
cana-1203	150	14	diagnosis	diagnosis	NOUN
cana-1203	150	15	plays	play	VERB
cana-1203	150	16	a	a	DET
cana-1203	150	17	pivotal	pivotal	ADJ
cana-1203	150	18	role	role	NOUN
cana-1203	150	19	in	in	ADP
cana-1203	150	20	improving	improve	VERB
cana-1203	150	21	treatment	treatment	NOUN
cana-1203	150	22	outcomes	outcome	NOUN
cana-1203	150	23	and	and	CCONJ
cana-1203	150	24	significantly	significantly	ADV
cana-1203	150	25	reducing	reduce	VERB
cana-1203	150	26	fatality	fatality	NOUN
cana-1203	150	27	risks	risk	NOUN
cana-1203	150	28	in	in	ADP
cana-1203	150	29	healthcare	healthcare	PROPN
cana-1203	150	30	.	.	PUNCT
cana-1203	151	1	this	this	DET
cana-1203	151	2	paper	paper	NOUN
cana-1203	151	3	introduces	introduce	VERB
cana-1203	151	4	a	a	DET
cana-1203	151	5	method	method	NOUN
cana-1203	151	6	for	for	ADP
cana-1203	151	7	heart	heart	NOUN
cana-1203	151	8	disease	disease	NOUN
cana-1203	151	9	prediction	prediction	NOUN
cana-1203	151	10	utilizing	utilize	VERB
cana-1203	151	11	various	various	ADJ
cana-1203	151	12	machine	machine	NOUN
cana-1203	151	13	learning	learn	VERB
cana-1203	151	14	algorithms	algorithm	NOUN
cana-1203	151	15	(	(	PUNCT
cana-1203	151	16	mla	mla	NOUN
cana-1203	151	17	)	)	PUNCT
cana-1203	151	18	,	,	PUNCT
cana-1203	151	19	including	include	VERB
cana-1203	151	20	logistic	logistic	ADJ
cana-1203	151	21	regression	regression	NOUN
cana-1203	151	22	(	(	PUNCT
cana-1203	151	23	lr	lr	NOUN
cana-1203	151	24	)	)	PUNCT
cana-1203	151	25	,	,	PUNCT
cana-1203	151	26	k	k	X
cana-1203	151	27	-	-	PUNCT
cana-1203	151	28	nearest	near	ADJ
cana-1203	151	29	neighbor	neighbor	NOUN
cana-1203	151	30	(	(	PUNCT
cana-1203	151	31	knn	knn	PROPN
cana-1203	151	32	)	)	PUNCT
cana-1203	151	33	,	,	PUNCT
cana-1203	151	34	support	support	NOUN
cana-1203	151	35	vector	vector	NOUN
cana-1203	151	36	machine	machine	NOUN
cana-1203	151	37	(	(	PUNCT
cana-1203	151	38	svm	svm	PROPN
cana-1203	151	39	)	)	PUNCT
cana-1203	151	40	,	,	PUNCT
cana-1203	151	41	naive	naive	ADJ
cana-1203	151	42	bayes	bayes	NOUN
cana-1203	151	43	(	(	PUNCT
cana-1203	151	44	nb	nb	NOUN
cana-1203	151	45	)	)	PUNCT
cana-1203	151	46	,	,	PUNCT
cana-1203	151	47	random	random	ADJ
cana-1203	151	48	forest	forest	NOUN
cana-1203	151	49	(	(	PUNCT
cana-1203	151	50	rf	rf	NOUN
cana-1203	151	51	)	)	PUNCT
cana-1203	151	52	,	,	PUNCT
cana-1203	151	53	and	and	CCONJ
cana-1203	151	54	decision	decision	NOUN
cana-1203	151	55	tree	tree	NOUN
cana-1203	151	56	(	(	PUNCT
cana-1203	151	57	dt	dt	NOUN
cana-1203	151	58	)	)	PUNCT
cana-1203	151	59	.	.	PUNCT
cana-1203	152	1	evaluation	evaluation	NOUN
cana-1203	152	2	of	of	ADP
cana-1203	152	3	model	model	NOUN
cana-1203	152	4	accuracy	accuracy	NOUN
cana-1203	152	5	in	in	ADP
cana-1203	152	6	heart	heart	NOUN
cana-1203	152	7	disease	disease	NOUN
cana-1203	152	8	prediction	prediction	NOUN
cana-1203	152	9	was	be	AUX
cana-1203	152	10	conducted	conduct	VERB
cana-1203	152	11	using	use	VERB
cana-1203	152	12	a	a	DET
cana-1203	152	13	testing	testing	NOUN
cana-1203	152	14	dataset	dataset	NOUN
cana-1203	152	15	.	.	PUNCT
cana-1203	153	1	among	among	ADP
cana-1203	153	2	the	the	DET
cana-1203	153	3	six	six	NUM
cana-1203	153	4	models	model	NOUN
cana-1203	153	5	,	,	PUNCT
cana-1203	153	6	both	both	CCONJ
cana-1203	153	7	the	the	DET
cana-1203	153	8	k	k	NOUN
cana-1203	153	9	-	-	PUNCT
cana-1203	153	10	nearest	near	ADJ
cana-1203	153	11	neighbor	neighbor	NOUN
cana-1203	153	12	algorithm	algorithm	NOUN
cana-1203	153	13	communications	communication	NOUN
cana-1203	153	14	on	on	ADP
cana-1203	153	15	applied	apply	VERB
cana-1203	153	16	nonlinear	nonlinear	ADJ
cana-1203	153	17	analysis	analysis	NOUN
cana-1203	153	18	issn	issn	NOUN
cana-1203	153	19	:	:	PUNCT
cana-1203	153	20	1074	1074	NUM
cana-1203	153	21	-	-	PUNCT
cana-1203	153	22	133x	133x	NUM
cana-1203	153	23	vol	vol	NOUN
cana-1203	153	24	31	31	NUM
cana-1203	153	25	no	no	NOUN
cana-1203	153	26	.	.	PUNCT
cana-1203	154	1	6s	6s	NUM
cana-1203	154	2	(	(	PUNCT
cana-1203	154	3	2024	2024	NUM
cana-1203	154	4	)	)	PUNCT
cana-1203	154	5	231	231	NUM
cana-1203	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1203	154	7	and	and	CCONJ
cana-1203	154	8	random	random	ADJ
cana-1203	154	9	forest	forest	NOUN
cana-1203	154	10	outperform	outperform	NOUN
cana-1203	154	11	others	other	NOUN
cana-1203	154	12	,	,	PUNCT
cana-1203	154	13	achieving	achieve	VERB
cana-1203	154	14	a	a	DET
cana-1203	154	15	remarkable	remarkable	ADJ
cana-1203	154	16	accuracy	accuracy	NOUN
cana-1203	154	17	rate	rate	NOUN
cana-1203	154	18	of	of	ADP
cana-1203	154	19	99.04	99.04	NUM
cana-1203	154	20	%	%	NOUN
cana-1203	154	21	.	.	PUNCT
cana-1203	155	1	six	six	NUM
cana-1203	155	2	feature	feature	NOUN
cana-1203	155	3	selection	selection	NOUN
cana-1203	155	4	algorithms	algorithm	NOUN
cana-1203	155	5	were	be	AUX
cana-1203	155	6	employed	employ	VERB
cana-1203	155	7	for	for	ADP
cana-1203	155	8	performance	performance	NOUN
cana-1203	155	9	evaluation	evaluation	NOUN
cana-1203	155	10	,	,	PUNCT
cana-1203	155	11	utilizing	utilize	VERB
cana-1203	155	12	mcc	mcc	NOUN
cana-1203	155	13	parameters	parameter	NOUN
cana-1203	155	14	for	for	ADP
cana-1203	155	15	accuracy	accuracy	NOUN
cana-1203	155	16	,	,	PUNCT
cana-1203	155	17	precision	precision	NOUN
cana-1203	155	18	,	,	PUNCT
cana-1203	155	19	recall	recall	NOUN
cana-1203	155	20	,	,	PUNCT
cana-1203	155	21	and	and	CCONJ
cana-1203	155	22	f	f	X
cana-1203	155	23	-	-	PUNCT
cana-1203	155	24	measure	measure	NOUN
cana-1203	155	25	to	to	PART
cana-1203	155	26	assess	assess	VERB
cana-1203	155	27	model	model	NOUN
cana-1203	155	28	effectiveness	effectiveness	NOUN
cana-1203	155	29	.	.	PUNCT
cana-1203	156	1	[	[	X
cana-1203	156	2	13	13	NUM
cana-1203	156	3	]	]	SYM
cana-1203	156	4	10	10	NUM
cana-1203	156	5	.	.	PUNCT
cana-1203	157	1	most	most	ADJ
cana-1203	157	2	strokes	stroke	NOUN
cana-1203	157	3	result	result	VERB
cana-1203	157	4	from	from	ADP
cana-1203	157	5	an	an	DET
cana-1203	157	6	abrupt	abrupt	ADJ
cana-1203	157	7	blockage	blockage	NOUN
cana-1203	157	8	in	in	ADP
cana-1203	157	9	the	the	DET
cana-1203	157	10	blood	blood	NOUN
cana-1203	157	11	vessels	vessel	NOUN
cana-1203	157	12	supplying	supply	VERB
cana-1203	157	13	the	the	DET
cana-1203	157	14	brain	brain	NOUN
cana-1203	157	15	and	and	CCONJ
cana-1203	157	16	heart	heart	NOUN
cana-1203	157	17	.	.	PUNCT
cana-1203	158	1	recognizing	recognize	VERB
cana-1203	158	2	the	the	DET
cana-1203	158	3	early	early	ADJ
cana-1203	158	4	warning	warning	NOUN
cana-1203	158	5	signs	sign	NOUN
cana-1203	158	6	of	of	ADP
cana-1203	158	7	a	a	DET
cana-1203	158	8	stroke	stroke	NOUN
cana-1203	158	9	can	can	AUX
cana-1203	158	10	mitigate	mitigate	VERB
cana-1203	158	11	its	its	PRON
cana-1203	158	12	impact	impact	NOUN
cana-1203	158	13	.	.	PUNCT
cana-1203	159	1	this	this	DET
cana-1203	159	2	paper	paper	NOUN
cana-1203	159	3	proposes	propose	VERB
cana-1203	159	4	the	the	DET
cana-1203	159	5	early	early	ADJ
cana-1203	159	6	prediction	prediction	NOUN
cana-1203	159	7	of	of	ADP
cana-1203	159	8	stroke	stroke	NOUN
cana-1203	159	9	diseases	disease	NOUN
cana-1203	159	10	using	use	VERB
cana-1203	159	11	diverse	diverse	ADJ
cana-1203	159	12	machine	machine	NOUN
cana-1203	159	13	learning	learning	NOUN
cana-1203	159	14	approaches	approach	NOUN
cana-1203	159	15	,	,	PUNCT
cana-1203	159	16	considering	consider	VERB
cana-1203	159	17	factors	factor	NOUN
cana-1203	159	18	such	such	ADJ
cana-1203	159	19	as	as	ADP
cana-1203	159	20	hypertension	hypertension	NOUN
cana-1203	159	21	,	,	PUNCT
cana-1203	159	22	body	body	NOUN
cana-1203	159	23	mass	mass	PROPN
cana-1203	159	24	index	index	NOUN
cana-1203	159	25	,	,	PUNCT
cana-1203	159	26	heart	heart	NOUN
cana-1203	159	27	disease	disease	NOUN
cana-1203	159	28	,	,	PUNCT
cana-1203	159	29	average	average	ADJ
cana-1203	159	30	glucose	glucose	NOUN
cana-1203	159	31	level	level	NOUN
cana-1203	159	32	,	,	PUNCT
cana-1203	159	33	smoking	smoking	NOUN
cana-1203	159	34	status	status	NOUN
cana-1203	159	35	,	,	PUNCT
cana-1203	159	36	previous	previous	ADJ
cana-1203	159	37	stroke	stroke	NOUN
cana-1203	159	38	,	,	PUNCT
cana-1203	159	39	and	and	CCONJ
cana-1203	159	40	age	age	NOUN
cana-1203	159	41	.	.	PUNCT
cana-1203	160	1	ten	ten	NUM
cana-1203	160	2	classifiers	classifier	NOUN
cana-1203	160	3	,	,	PUNCT
cana-1203	160	4	including	include	VERB
cana-1203	160	5	logistics	logistic	NOUN
cana-1203	160	6	regression	regression	NOUN
cana-1203	160	7	,	,	PUNCT
cana-1203	160	8	stochastic	stochastic	ADJ
cana-1203	160	9	gradient	gradient	ADJ
cana-1203	160	10	descent	descent	NOUN
cana-1203	160	11	,	,	PUNCT
cana-1203	160	12	decision	decision	NOUN
cana-1203	160	13	tree	tree	NOUN
cana-1203	160	14	classifier	classifier	NOUN
cana-1203	160	15	,	,	PUNCT
cana-1203	160	16	adaboost	adaboost	ADV
cana-1203	160	17	classifier	classifier	NOUN
cana-1203	160	18	,	,	PUNCT
cana-1203	160	19	gaussian	gaussian	ADJ
cana-1203	160	20	classifier	classifier	NOUN
cana-1203	160	21	,	,	PUNCT
cana-1203	160	22	quadratic	quadratic	ADJ
cana-1203	160	23	discriminant	discriminant	ADJ
cana-1203	160	24	analysis	analysis	NOUN
cana-1203	160	25	,	,	PUNCT
cana-1203	160	26	multi	multi	ADJ
cana-1203	160	27	-	-	ADJ
cana-1203	160	28	layer	layer	ADJ
cana-1203	160	29	perceptron	perceptron	PROPN
cana-1203	160	30	classifier	classifier	PROPN
cana-1203	160	31	,	,	PUNCT
cana-1203	160	32	kneighbors	kneighbor	NOUN
cana-1203	160	33	classifier	classifier	NOUN
cana-1203	160	34	,	,	PUNCT
cana-1203	160	35	gradient	gradient	ADJ
cana-1203	160	36	boosting	boost	VERB
cana-1203	160	37	classifier	classifier	NOUN
cana-1203	160	38	,	,	PUNCT
cana-1203	160	39	and	and	CCONJ
cana-1203	160	40	xgboost	xgboost	ADV
cana-1203	160	41	classifier	classifier	NOUN
cana-1203	160	42	,	,	PUNCT
cana-1203	160	43	were	be	AUX
cana-1203	160	44	trained	train	VERB
cana-1203	160	45	using	use	VERB
cana-1203	160	46	these	these	DET
cana-1203	160	47	high	high	ADJ
cana-1203	160	48	-	-	PUNCT
cana-1203	160	49	feature	feature	NOUN
cana-1203	160	50	attributes	attribute	NOUN
cana-1203	160	51	.	.	PUNCT
cana-1203	161	1	the	the	DET
cana-1203	161	2	study	study	NOUN
cana-1203	161	3	achieved	achieve	VERB
cana-1203	161	4	an	an	DET
cana-1203	161	5	impressive	impressive	ADJ
cana-1203	161	6	accuracy	accuracy	NOUN
cana-1203	161	7	of	of	ADP
cana-1203	161	8	97	97	NUM
cana-1203	161	9	%	%	NOUN
cana-1203	161	10	,	,	PUNCT
cana-1203	161	11	employing	employ	VERB
cana-1203	161	12	a	a	DET
cana-1203	161	13	weighted	weighted	ADJ
cana-1203	161	14	voting	voting	NOUN
cana-1203	161	15	approach	approach	NOUN
cana-1203	161	16	to	to	PART
cana-1203	161	17	aggregate	aggregate	VERB
cana-1203	161	18	results	result	NOUN
cana-1203	161	19	from	from	ADP
cana-1203	161	20	the	the	DET
cana-1203	161	21	base	base	NOUN
cana-1203	161	22	classifiers	classifier	NOUN
cana-1203	161	23	,	,	PUNCT
cana-1203	161	24	outperforming	outperform	VERB
cana-1203	161	25	them	they	PRON
cana-1203	161	26	.	.	PUNCT
cana-1203	162	1	this	this	DET
cana-1203	162	2	model	model	NOUN
cana-1203	162	3	proves	prove	VERB
cana-1203	162	4	to	to	PART
cana-1203	162	5	be	be	AUX
cana-1203	162	6	the	the	DET
cana-1203	162	7	most	most	ADV
cana-1203	162	8	accurate	accurate	ADJ
cana-1203	162	9	for	for	ADP
cana-1203	162	10	stroke	stroke	NOUN
cana-1203	162	11	prediction	prediction	NOUN
cana-1203	162	12	,	,	PUNCT
cana-1203	162	13	with	with	ADP
cana-1203	162	14	the	the	DET
cana-1203	162	15	weighted	weighted	ADJ
cana-1203	162	16	voting	voting	NOUN
cana-1203	162	17	classifier	classifier	NOUN
cana-1203	162	18	exhibiting	exhibit	VERB
cana-1203	162	19	a	a	DET
cana-1203	162	20	high	high	ADJ
cana-1203	162	21	area	area	NOUN
cana-1203	162	22	under	under	ADP
cana-1203	162	23	the	the	DET
cana-1203	162	24	curve	curve	NOUN
cana-1203	162	25	value	value	NOUN
cana-1203	162	26	.	.	PUNCT
cana-1203	163	1	additionally	additionally	ADV
cana-1203	163	2	,	,	PUNCT
cana-1203	163	3	the	the	DET
cana-1203	163	4	false	false	ADJ
cana-1203	163	5	positive	positive	ADJ
cana-1203	163	6	rate	rate	NOUN
cana-1203	163	7	and	and	CCONJ
cana-1203	163	8	false	false	ADJ
cana-1203	163	9	negative	negative	ADJ
cana-1203	163	10	rate	rate	NOUN
cana-1203	163	11	of	of	ADP
cana-1203	163	12	the	the	DET
cana-1203	163	13	weighted	weight	VERB
cana-1203	163	14	classifier	classifier	NOUN
cana-1203	163	15	are	be	AUX
cana-1203	163	16	the	the	DET
cana-1203	163	17	lowest	low	ADJ
cana-1203	163	18	compared	compare	VERB
cana-1203	163	19	to	to	ADP
cana-1203	163	20	others	other	NOUN
cana-1203	163	21	.	.	PUNCT
cana-1203	164	1	consequently	consequently	ADV
cana-1203	164	2	,	,	PUNCT
cana-1203	164	3	the	the	DET
cana-1203	164	4	weighted	weighted	ADJ
cana-1203	164	5	voting	voting	NOUN
cana-1203	164	6	classifier	classifier	NOUN
cana-1203	164	7	emerges	emerge	VERB
cana-1203	164	8	as	as	ADP
cana-1203	164	9	an	an	DET
cana-1203	164	10	almost	almost	ADV
cana-1203	164	11	perfect	perfect	ADJ
cana-1203	164	12	tool	tool	NOUN
cana-1203	164	13	for	for	ADP
cana-1203	164	14	predicting	predict	VERB
cana-1203	164	15	strokes	stroke	NOUN
cana-1203	164	16	,	,	PUNCT
cana-1203	164	17	offering	offer	VERB
cana-1203	164	18	physicians	physician	NOUN
cana-1203	164	19	and	and	CCONJ
cana-1203	164	20	patients	patient	NOUN
cana-1203	164	21	a	a	DET
cana-1203	164	22	valuable	valuable	ADJ
cana-1203	164	23	resource	resource	NOUN
cana-1203	164	24	for	for	ADP
cana-1203	164	25	prescribing	prescribing	NOUN
cana-1203	164	26	and	and	CCONJ
cana-1203	164	27	early	early	ADJ
cana-1203	164	28	detection	detection	NOUN
cana-1203	164	29	of	of	ADP
cana-1203	164	30	potential	potential	ADJ
cana-1203	164	31	strokes	stroke	NOUN
cana-1203	164	32	.	.	PUNCT
cana-1203	165	1	[	[	X
cana-1203	165	2	14	14	NUM
cana-1203	165	3	]	]	SYM
cana-1203	165	4	6	6	NUM
cana-1203	165	5	.	.	X
cana-1203	165	6	conclusion	conclusion	NOUN
cana-1203	165	7	the	the	DET
cana-1203	165	8	"	"	PUNCT
cana-1203	165	9	design	design	NOUN
cana-1203	165	10	of	of	ADP
cana-1203	165	11	cerebra	cerebra	NOUN
cana-1203	165	12	-	-	PUNCT
cana-1203	165	13	vascular	vascular	ADJ
cana-1203	165	14	-	-	PUNCT
cana-1203	165	15	haemato	haemato	NOUN
cana-1203	165	16	-	-	PUNCT
cana-1203	165	17	cardiac	cardiac	NOUN
cana-1203	165	18	detector	detector	NOUN
cana-1203	165	19	using	use	VERB
cana-1203	165	20	machine	machine	NOUN
cana-1203	165	21	learning	learning	NOUN
cana-1203	165	22	approaches	approach	NOUN
cana-1203	165	23	"	"	PUNCT
cana-1203	165	24	project	project	NOUN
cana-1203	165	25	is	be	AUX
cana-1203	165	26	poised	poise	VERB
cana-1203	165	27	to	to	PART
cana-1203	165	28	make	make	VERB
cana-1203	165	29	significant	significant	ADJ
cana-1203	165	30	strides	stride	NOUN
cana-1203	165	31	in	in	ADP
cana-1203	165	32	the	the	DET
cana-1203	165	33	field	field	NOUN
cana-1203	165	34	of	of	ADP
cana-1203	165	35	medical	medical	ADJ
cana-1203	165	36	diagnostics	diagnostic	NOUN
cana-1203	165	37	.	.	PUNCT
cana-1203	166	1	this	this	DET
cana-1203	166	2	comprehensive	comprehensive	ADJ
cana-1203	166	3	proposal	proposal	NOUN
cana-1203	166	4	outlines	outline	VERB
cana-1203	166	5	the	the	DET
cana-1203	166	6	project	project	NOUN
cana-1203	166	7	's	's	PART
cana-1203	166	8	ambitious	ambitious	ADJ
cana-1203	166	9	objectives	objective	NOUN
cana-1203	166	10	,	,	PUNCT
cana-1203	166	11	methodology	methodology	NOUN
cana-1203	166	12	,	,	PUNCT
cana-1203	166	13	deliverables	deliverable	NOUN
cana-1203	166	14	,	,	PUNCT
cana-1203	166	15	timeline	timeline	NOUN
cana-1203	166	16	,	,	PUNCT
cana-1203	166	17	and	and	CCONJ
cana-1203	166	18	budget	budget	NOUN
cana-1203	166	19	.	.	PUNCT
cana-1203	167	1	we	we	PRON
cana-1203	167	2	look	look	VERB
cana-1203	167	3	forward	forward	ADV
cana-1203	167	4	to	to	ADP
cana-1203	167	5	the	the	DET
cana-1203	167	6	opportunity	opportunity	NOUN
cana-1203	167	7	to	to	PART
cana-1203	167	8	discuss	discuss	VERB
cana-1203	167	9	and	and	CCONJ
cana-1203	167	10	collaborate	collaborate	VERB
cana-1203	167	11	on	on	ADP
cana-1203	167	12	this	this	DET
cana-1203	167	13	transformative	transformative	ADJ
cana-1203	167	14	initiative	initiative	NOUN
cana-1203	167	15	.	.	PUNCT
cana-1203	168	1	it	it	PRON
cana-1203	168	2	also	also	ADV
cana-1203	168	3	emphasizes	emphasize	VERB
cana-1203	168	4	the	the	DET
cana-1203	168	5	development	development	NOUN
cana-1203	168	6	of	of	ADP
cana-1203	168	7	a	a	DET
cana-1203	168	8	machine	machine	NOUN
cana-1203	168	9	learning	learn	VERB
cana-1203	168	10	model	model	NOUN
cana-1203	168	11	for	for	ADP
cana-1203	168	12	precise	precise	ADJ
cana-1203	168	13	stroke	stroke	NOUN
cana-1203	168	14	risk	risk	NOUN
cana-1203	168	15	prediction	prediction	NOUN
cana-1203	168	16	using	use	VERB
cana-1203	168	17	ecg	ecg	PROPN
cana-1203	168	18	and	and	CCONJ
cana-1203	168	19	eeg	eeg	PROPN
cana-1203	168	20	data	datum	NOUN
cana-1203	168	21	.	.	PUNCT
cana-1203	169	1	creation	creation	NOUN
cana-1203	169	2	of	of	ADP
cana-1203	169	3	a	a	DET
cana-1203	169	4	user	user	NOUN
cana-1203	169	5	-	-	PUNCT
cana-1203	169	6	friendly	friendly	ADJ
cana-1203	169	7	interface	interface	NOUN
cana-1203	169	8	for	for	ADP
cana-1203	169	9	risk	risk	NOUN
cana-1203	169	10	assessment	assessment	NOUN
cana-1203	169	11	accessible	accessible	ADJ
cana-1203	169	12	to	to	ADP
cana-1203	169	13	both	both	DET
cana-1203	169	14	healthcare	healthcare	NOUN
cana-1203	169	15	professionals	professional	NOUN
cana-1203	169	16	and	and	CCONJ
cana-1203	169	17	individuals	individual	NOUN
cana-1203	169	18	.	.	PUNCT
cana-1203	170	1	validation	validation	NOUN
cana-1203	170	2	of	of	ADP
cana-1203	170	3	the	the	DET
cana-1203	170	4	predictive	predictive	ADJ
cana-1203	170	5	model	model	NOUN
cana-1203	170	6	's	's	PART
cana-1203	170	7	accuracy	accuracy	NOUN
cana-1203	170	8	and	and	CCONJ
cana-1203	170	9	reliability	reliability	NOUN
cana-1203	170	10	through	through	ADP
cana-1203	170	11	clinical	clinical	ADJ
cana-1203	170	12	testing	testing	NOUN
cana-1203	170	13	.	.	PUNCT
cana-1203	171	1	establishment	establishment	NOUN
cana-1203	171	2	of	of	ADP
cana-1203	171	3	a	a	DET
cana-1203	171	4	scalable	scalable	ADJ
cana-1203	171	5	and	and	CCONJ
cana-1203	171	6	secure	secure	ADJ
cana-1203	171	7	data	data	NOUN
cana-1203	171	8	infrastructure	infrastructure	NOUN
cana-1203	171	9	for	for	ADP
cana-1203	171	10	future	future	ADJ
cana-1203	171	11	research	research	NOUN
cana-1203	171	12	and	and	CCONJ
cana-1203	171	13	healthcare	healthcare	NOUN
cana-1203	171	14	applications	application	NOUN
cana-1203	171	15	.	.	PUNCT
cana-1203	172	1	promotion	promotion	NOUN
cana-1203	172	2	of	of	ADP
cana-1203	172	3	increased	increase	VERB
cana-1203	172	4	awareness	awareness	NOUN
cana-1203	172	5	and	and	CCONJ
cana-1203	172	6	adoption	adoption	NOUN
cana-1203	172	7	of	of	ADP
cana-1203	172	8	the	the	DET
cana-1203	172	9	stroke	stroke	NOUN
cana-1203	172	10	risk	risk	NOUN
cana-1203	172	11	prediction	prediction	NOUN
cana-1203	172	12	tool	tool	NOUN
cana-1203	172	13	.	.	PUNCT
cana-1203	173	1	references	reference	NOUN
cana-1203	173	2	[	[	X
cana-1203	173	3	1	1	NUM
cana-1203	173	4	]	]	X
cana-1203	173	5	rajpurkar	rajpurkar	NOUN
cana-1203	173	6	,	,	PUNCT
cana-1203	173	7	p.	p.	PROPN
cana-1203	173	8	,	,	PUNCT
cana-1203	173	9	et	et	PROPN
cana-1203	173	10	al	al	PROPN
cana-1203	173	11	.	.	PUNCT
cana-1203	173	12	(	(	PUNCT
cana-1203	173	13	2017	2017	NUM
cana-1203	173	14	)	)	PUNCT
cana-1203	173	15	.	.	PUNCT
cana-1203	174	1	"	"	PUNCT
cana-1203	174	2	chexnet	chexnet	NOUN
cana-1203	174	3	:	:	PUNCT
cana-1203	174	4	radiologist	radiologist	NOUN
cana-1203	174	5	-	-	PUNCT
cana-1203	174	6	level	level	NOUN
cana-1203	174	7	pneumonia	pneumonia	NOUN
cana-1203	174	8	detection	detection	NOUN
cana-1203	174	9	on	on	ADP
cana-1203	174	10	chest	chest	NOUN
cana-1203	174	11	x	x	NOUN
cana-1203	174	12	-	-	NOUN
cana-1203	174	13	rays	ray	NOUN
cana-1203	174	14	with	with	ADP
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cana-1203	174	16	learning	learning	NOUN
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cana-1203	174	18	"	"	PUNCT
cana-1203	175	1	arxiv	arxiv	PROPN
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cana-1203	175	4	.	.	PUNCT
cana-1203	176	1	[	[	X
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cana-1203	176	3	]	]	X
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cana-1203	176	7	,	,	PUNCT
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cana-1203	176	9	al	al	PROPN
cana-1203	176	10	.	.	PUNCT
cana-1203	176	11	(	(	PUNCT
cana-1203	176	12	2017	2017	NUM
cana-1203	176	13	)	)	PUNCT
cana-1203	176	14	.	.	PUNCT
cana-1203	177	1	"	"	PUNCT
cana-1203	177	2	dermatologist	dermatologist	NOUN
cana-1203	177	3	-	-	PUNCT
cana-1203	177	4	level	level	NOUN
cana-1203	177	5	classification	classification	NOUN
cana-1203	177	6	of	of	ADP
cana-1203	177	7	skin	skin	NOUN
cana-1203	177	8	cancer	cancer	NOUN
cana-1203	177	9	with	with	ADP
cana-1203	177	10	deep	deep	ADJ
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cana-1203	177	12	networks	network	NOUN
cana-1203	177	13	.	.	PUNCT
cana-1203	177	14	"	"	PUNCT
cana-1203	178	1	nature	nature	NOUN
cana-1203	178	2	,	,	PUNCT
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cana-1203	178	4	)	)	PUNCT
cana-1203	178	5	,	,	PUNCT
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cana-1203	178	7	-	-	SYM
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cana-1203	178	9	.	.	PUNCT
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cana-1203	179	3	]	]	X
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cana-1203	179	7	,	,	PUNCT
cana-1203	179	8	et	et	PROPN
cana-1203	179	9	al	al	PROPN
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cana-1203	179	11	(	(	PUNCT
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cana-1203	179	13	)	)	PUNCT
cana-1203	179	14	.	.	PUNCT
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cana-1203	180	9	decoder	decoder	NOUN
cana-1203	180	10	for	for	ADP
cana-1203	180	11	statistical	statistical	ADJ
cana-1203	180	12	machine	machine	NOUN
cana-1203	180	13	translation	translation	NOUN
cana-1203	180	14	.	.	PUNCT
cana-1203	180	15	"	"	PUNCT
cana-1203	181	1	arxiv	arxiv	PROPN
cana-1203	181	2	preprint	preprint	NOUN
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cana-1203	182	3	]	]	X
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cana-1203	182	9	,	,	PUNCT
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cana-1203	182	14	disease	disease	NOUN
cana-1203	182	15	prediction	prediction	NOUN
cana-1203	182	16	using	use	VERB
cana-1203	182	17	machine	machine	NOUN
cana-1203	182	18	learning	learning	NOUN
cana-1203	182	19	techniques	technique	NOUN
cana-1203	182	20	.	.	PUNCT
cana-1203	183	1	sn	sn	PROPN
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cana-1203	183	3	.	.	PUNCT
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cana-1203	184	2	.	.	PUNCT
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cana-1203	184	4	.	.	PUNCT
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cana-1203	184	7	-	-	PUNCT
cana-1203	185	1	y.	y.	PROPN
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cana-1203	186	3	]	]	X
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cana-1203	186	6	a.	a.	PROPN
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cana-1203	186	9	et	et	PROPN
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cana-1203	187	1	(	(	PUNCT
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cana-1203	187	3	)	)	PUNCT
cana-1203	187	4	.	.	PUNCT
cana-1203	188	1	"	"	PUNCT
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cana-1203	188	3	-	-	PUNCT
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cana-1203	188	12	.	.	PUNCT
cana-1203	188	13	"	"	PUNCT
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cana-1203	189	5	,	,	PUNCT
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cana-1203	189	7	.	.	PUNCT
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cana-1203	190	3	]	]	X
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cana-1203	190	5	,	,	PUNCT
cana-1203	190	6	s.	s.	PROPN
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cana-1203	191	14	.	.	PUNCT
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cana-1203	192	5	,	,	PUNCT
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cana-1203	192	7	.	.	PUNCT
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cana-1203	193	7	:	:	PUNCT
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cana-1203	193	14	.	.	PUNCT
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cana-1203	194	2	(	(	PUNCT
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cana-1203	194	4	)	)	PUNCT
cana-1203	194	5	232	232	NUM
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cana-1203	197	11	:	:	PUNCT
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cana-1203	204	9	.	.	PUNCT
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cana-1203	205	5	-	-	PUNCT
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cana-1203	207	9	)	)	PUNCT
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cana-1203	208	20	m.s	m.s	PROPN
cana-1203	208	21	.	.	PROPN
cana-1203	208	22	,	,	PUNCT
cana-1203	208	23	bourouis	bourouis	PROPN
cana-1203	208	24	,	,	PUNCT
cana-1203	208	25	s.	s.	PROPN
cana-1203	208	26	and	and	CCONJ
cana-1203	208	27	monirujjaman	monirujjaman	PROPN
cana-1203	208	28	khan	khan	PROPN
cana-1203	208	29	,	,	PUNCT
cana-1203	208	30	m.	m.	NOUN
cana-1203	208	31	,	,	PUNCT
cana-1203	208	32	2021	2021	NUM
cana-1203	208	33	.	.	PUNCT
cana-1203	209	1	stroke	stroke	NOUN
cana-1203	209	2	disease	disease	NOUN
cana-1203	209	3	detection	detection	NOUN
cana-1203	209	4	and	and	CCONJ
cana-1203	209	5	prediction	prediction	NOUN
cana-1203	209	6	using	use	VERB
cana-1203	209	7	robust	robust	ADJ
cana-1203	209	8	learning	learning	NOUN
cana-1203	209	9	approaches	approach	NOUN
cana-1203	209	10	.	.	PUNCT
cana-1203	210	1	journal	journal	NOUN
cana-1203	210	2	of	of	ADP
cana-1203	210	3	healthcare	healthcare	PROPN
cana-1203	210	4	engineering	engineering	NOUN
cana-1203	210	5	,	,	PUNCT
cana-1203	210	6	2021	2021	NUM
cana-1203	210	7	.	.	PUNCT
cana-1203	211	1	[	[	X
cana-1203	211	2	12	12	NUM
cana-1203	211	3	]	]	X
cana-1203	211	4	kaur	kaur	PROPN
cana-1203	211	5	,	,	PUNCT
cana-1203	211	6	m.	m.	NOUN
cana-1203	211	7	,	,	PUNCT
cana-1203	211	8	sakhare	sakhare	NOUN
cana-1203	211	9	,	,	PUNCT
cana-1203	211	10	s.r	s.r	PROPN
cana-1203	211	11	.	.	PROPN
cana-1203	211	12	,	,	PUNCT
cana-1203	211	13	wanjale	wanjale	NOUN
cana-1203	211	14	,	,	PUNCT
cana-1203	211	15	k.	k.	PROPN
cana-1203	211	16	and	and	CCONJ
cana-1203	211	17	akter	akter	PROPN
cana-1203	211	18	,	,	PUNCT
cana-1203	211	19	f.	f.	PROPN
cana-1203	211	20	,	,	PUNCT
cana-1203	211	21	2022	2022	NUM
cana-1203	211	22	.	.	PUNCT
cana-1203	212	1	early	early	ADJ
cana-1203	212	2	stroke	stroke	NOUN
cana-1203	212	3	prediction	prediction	NOUN
cana-1203	212	4	methods	method	NOUN
cana-1203	212	5	for	for	ADP
cana-1203	212	6	prevention	prevention	NOUN
cana-1203	212	7	of	of	ADP
cana-1203	212	8	strokes	stroke	NOUN
cana-1203	212	9	.	.	PUNCT
cana-1203	213	1	behavioural	behavioural	ADJ
cana-1203	213	2	neurology	neurology	NOUN
cana-1203	213	3	,	,	PUNCT
cana-1203	213	4	2022	2022	NUM
cana-1203	213	5	.	.	PUNCT
cana-1203	214	1	[	[	X
cana-1203	214	2	13	13	NUM
cana-1203	214	3	]	]	SYM
cana-1203	214	4	ansari	ansari	X
cana-1203	214	5	,	,	PUNCT
cana-1203	214	6	g.a	g.a	PROPN
cana-1203	214	7	.	.	PROPN
cana-1203	214	8	,	,	PUNCT
cana-1203	214	9	bhat	bhat	PROPN
cana-1203	214	10	,	,	PUNCT
cana-1203	214	11	s.s	s.s	PROPN
cana-1203	214	12	.	.	PROPN
cana-1203	214	13	,	,	PUNCT
cana-1203	214	14	ansari	ansari	PROPN
cana-1203	214	15	,	,	PUNCT
cana-1203	214	16	m.d	m.d	PROPN
cana-1203	214	17	.	.	PROPN
cana-1203	214	18	,	,	PUNCT
cana-1203	214	19	ahmad	ahmad	PROPN
cana-1203	214	20	,	,	PUNCT
cana-1203	214	21	s.	s.	PROPN
cana-1203	214	22	,	,	PUNCT
cana-1203	214	23	nazeer	nazeer	PROPN
cana-1203	214	24	,	,	PUNCT
cana-1203	214	25	j.	j.	PROPN
cana-1203	214	26	and	and	CCONJ
cana-1203	214	27	eljialy	eljialy	PROPN
cana-1203	214	28	,	,	PUNCT
cana-1203	214	29	a.e.m	a.e.m	PROPN
cana-1203	214	30	.	.	PUNCT
cana-1203	214	31	,	,	PUNCT
cana-1203	214	32	2023	2023	NUM
cana-1203	214	33	.	.	PUNCT
cana-1203	215	1	performance	performance	NOUN
cana-1203	215	2	evaluation	evaluation	NOUN
cana-1203	215	3	of	of	ADP
cana-1203	215	4	machine	machine	NOUN
cana-1203	215	5	learning	learn	VERB
cana-1203	215	6	techniques	technique	NOUN
cana-1203	215	7	(	(	PUNCT
cana-1203	215	8	mlt	mlt	PROPN
cana-1203	215	9	)	)	PUNCT
cana-1203	215	10	for	for	ADP
cana-1203	215	11	heart	heart	NOUN
cana-1203	215	12	disease	disease	NOUN
cana-1203	215	13	prediction	prediction	NOUN
cana-1203	215	14	.	.	PUNCT
cana-1203	216	1	computational	computational	ADJ
cana-1203	216	2	and	and	CCONJ
cana-1203	216	3	mathematical	mathematical	ADJ
cana-1203	216	4	methods	method	NOUN
cana-1203	216	5	in	in	ADP
cana-1203	216	6	medicine	medicine	NOUN
cana-1203	216	7	,	,	PUNCT
cana-1203	216	8	2023	2023	NUM
cana-1203	216	9	.	.	PUNCT
cana-1203	217	1	[	[	X
cana-1203	217	2	14	14	NUM
cana-1203	217	3	]	]	X
cana-1203	217	4	emon	emon	NOUN
cana-1203	217	5	,	,	PUNCT
cana-1203	217	6	m.u	m.u	PROPN
cana-1203	217	7	.	.	PROPN
cana-1203	217	8	,	,	PUNCT
cana-1203	217	9	keya	keya	PROPN
cana-1203	217	10	,	,	PUNCT
cana-1203	217	11	m.s	m.s	PROPN
cana-1203	217	12	.	.	PROPN
cana-1203	217	13	,	,	PUNCT
cana-1203	217	14	meghla	meghla	PROPN
cana-1203	217	15	,	,	PUNCT
cana-1203	217	16	t.i	t.i	PROPN
cana-1203	217	17	.	.	PROPN
cana-1203	217	18	,	,	PUNCT
cana-1203	217	19	rahman	rahman	PROPN
cana-1203	217	20	,	,	PUNCT
cana-1203	217	21	m.m	m.m	PROPN
cana-1203	217	22	.	.	PROPN
cana-1203	217	23	,	,	PUNCT
cana-1203	217	24	al	al	PROPN
cana-1203	217	25	mamun	mamun	PROPN
cana-1203	217	26	,	,	PUNCT
cana-1203	217	27	m.s	m.s	PROPN
cana-1203	217	28	.	.	PROPN
cana-1203	217	29	and	and	CCONJ
cana-1203	217	30	kaiser	kaiser	PROPN
cana-1203	217	31	,	,	PUNCT
cana-1203	217	32	m.s	m.s	PROPN
cana-1203	217	33	.	.	PROPN
cana-1203	217	34	,	,	PUNCT
cana-1203	217	35	2020	2020	NUM
cana-1203	217	36	,	,	PUNCT
cana-1203	217	37	november	november	PROPN
cana-1203	217	38	.	.	PUNCT
cana-1203	218	1	performance	performance	NOUN
cana-1203	218	2	analysis	analysis	NOUN
cana-1203	218	3	of	of	ADP
cana-1203	218	4	machine	machine	NOUN
cana-1203	218	5	learning	learn	VERB
cana-1203	218	6	approaches	approach	NOUN
cana-1203	218	7	in	in	ADP
cana-1203	218	8	stroke	stroke	NOUN
cana-1203	218	9	prediction	prediction	NOUN
cana-1203	218	10	.	.	PUNCT
cana-1203	219	1	in	in	ADP
cana-1203	219	2	2020	2020	NUM
cana-1203	219	3	4th	4th	ADJ
cana-1203	219	4	international	international	ADJ
cana-1203	219	5	conference	conference	NOUN
cana-1203	219	6	on	on	ADP
cana-1203	219	7	electronics	electronic	NOUN
cana-1203	219	8	,	,	PUNCT
cana-1203	219	9	communication	communication	NOUN
cana-1203	219	10	and	and	CCONJ
cana-1203	219	11	aerospace	aerospace	NOUN
cana-1203	219	12	technology	technology	NOUN
cana-1203	219	13	(	(	PUNCT
cana-1203	219	14	iceca	iceca	NOUN
cana-1203	219	15	)	)	PUNCT
cana-1203	219	16	(	(	PUNCT
cana-1203	219	17	pp	pp	ADJ
cana-1203	219	18	.	.	PUNCT
cana-1203	220	1	1464	1464	NUM
cana-1203	220	2	-	-	SYM
cana-1203	220	3	1469	1469	NUM
cana-1203	220	4	)	)	PUNCT
cana-1203	220	5	.	.	PUNCT
cana-1203	221	1	ieee	ieee	PROPN
cana-1203	221	2	.	.	PUNCT