id	sid	tid	token	lemma	pos
cana-5113	1	1	communications	communication	NOUN
cana-5113	1	2	on	on	ADP
cana-5113	1	3	applied	apply	VERB
cana-5113	1	4	nonlinear	nonlinear	ADJ
cana-5113	1	5	analysis	analysis	NOUN
cana-5113	1	6	issn	issn	NOUN
cana-5113	1	7	:	:	PUNCT
cana-5113	1	8	1074	1074	NUM
cana-5113	1	9	-	-	PUNCT
cana-5113	1	10	133x	133x	NUM
cana-5113	1	11	vol	vol	NOUN
cana-5113	1	12	32	32	NUM
cana-5113	1	13	no	no	NOUN
cana-5113	1	14	.	.	PUNCT
cana-5113	2	1	icmasd	icmasd	NOUN
cana-5113	2	2	(	(	PUNCT
cana-5113	2	3	2025	2025	NUM
cana-5113	2	4	)	)	PUNCT
cana-5113	2	5	860	860	NUM
cana-5113	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	2	7	prediction	prediction	NOUN
cana-5113	2	8	of	of	ADP
cana-5113	2	9	cardiovascular	cardiovascular	ADJ
cana-5113	2	10	disease	disease	NOUN
cana-5113	2	11	using	use	VERB
cana-5113	2	12	machine	machine	NOUN
cana-5113	2	13	learning	learn	VERB
cana-5113	2	14	approach	approach	NOUN
cana-5113	2	15	rohit	rohit	PROPN
cana-5113	2	16	kumar	kumar	PROPN
cana-5113	2	17	soet	soet	VERB
cana-5113	2	18	,	,	PUNCT
cana-5113	2	19	ct	ct	PROPN
cana-5113	2	20	university	university	PROPN
cana-5113	2	21	,	,	PUNCT
cana-5113	2	22	india	india	PROPN
cana-5113	2	23	rohitraks583@gmail.com	rohitraks583@gmail.com	PROPN
cana-5113	3	1	article	article	NOUN
cana-5113	3	2	history	history	NOUN
cana-5113	3	3	:	:	PUNCT
cana-5113	3	4	received	receive	VERB
cana-5113	3	5	:	:	PUNCT
cana-5113	3	6	12	12	NUM
cana-5113	3	7	-	-	SYM
cana-5113	3	8	12	12	NUM
cana-5113	3	9	-	-	PUNCT
cana-5113	3	10	2024	2024	NUM
cana-5113	3	11	revised	revise	VERB
cana-5113	3	12	:	:	PUNCT
cana-5113	3	13	25	25	NUM
cana-5113	3	14	-	-	PUNCT
cana-5113	3	15	01	01	NUM
cana-5113	3	16	-	-	PUNCT
cana-5113	3	17	2025	2025	NUM
cana-5113	3	18	accepted	accept	VERB
cana-5113	3	19	:	:	PUNCT
cana-5113	3	20	05	05	NUM
cana-5113	3	21	-	-	PUNCT
cana-5113	3	22	02	02	NUM
cana-5113	3	23	-	-	PUNCT
cana-5113	3	24	2025	2025	NUM
cana-5113	3	25	abstract	abstract	NOUN
cana-5113	3	26	:	:	PUNCT
cana-5113	3	27	cardiovascular	cardiovascular	ADJ
cana-5113	3	28	disease	disease	NOUN
cana-5113	3	29	(	(	PUNCT
cana-5113	3	30	cvd	cvd	PROPN
cana-5113	3	31	)	)	PUNCT
cana-5113	3	32	in	in	ADP
cana-5113	3	33	order	order	NOUN
cana-5113	3	34	to	to	PART
cana-5113	3	35	improve	improve	VERB
cana-5113	3	36	patient	patient	ADJ
cana-5113	3	37	outcomes	outcome	NOUN
cana-5113	3	38	and	and	CCONJ
cana-5113	3	39	lower	low	ADJ
cana-5113	3	40	death	death	NOUN
cana-5113	3	41	rates	rate	NOUN
cana-5113	3	42	,	,	PUNCT
cana-5113	3	43	cardiovascular	cardiovascular	ADJ
cana-5113	3	44	disease	disease	NOUN
cana-5113	3	45	(	(	PUNCT
cana-5113	3	46	cvd	cvd	PROPN
cana-5113	3	47	)	)	PUNCT
cana-5113	3	48	,	,	PUNCT
cana-5113	3	49	which	which	PRON
cana-5113	3	50	is	be	AUX
cana-5113	3	51	still	still	ADV
cana-5113	3	52	a	a	DET
cana-5113	3	53	major	major	ADJ
cana-5113	3	54	worldwide	worldwide	ADJ
cana-5113	3	55	health	health	NOUN
cana-5113	3	56	problem	problem	NOUN
cana-5113	3	57	,	,	PUNCT
cana-5113	3	58	requires	require	VERB
cana-5113	3	59	rapid	rapid	ADJ
cana-5113	3	60	detection	detection	NOUN
cana-5113	3	61	.	.	PUNCT
cana-5113	4	1	in	in	ADP
cana-5113	4	2	contrast	contrast	NOUN
cana-5113	4	3	to	to	ADP
cana-5113	4	4	previous	previous	ADJ
cana-5113	4	5	studies	study	NOUN
cana-5113	4	6	that	that	PRON
cana-5113	4	7	employed	employ	VERB
cana-5113	4	8	the	the	DET
cana-5113	4	9	standard	standard	PROPN
cana-5113	4	10	cleveland	cleveland	PROPN
cana-5113	4	11	dataset	dataset	PROPN
cana-5113	4	12	,	,	PUNCT
cana-5113	4	13	which	which	PRON
cana-5113	4	14	only	only	ADV
cana-5113	4	15	included	include	VERB
cana-5113	4	16	303	303	NUM
cana-5113	4	17	instances	instance	NOUN
cana-5113	4	18	,	,	PUNCT
cana-5113	4	19	this	this	DET
cana-5113	4	20	study	study	NOUN
cana-5113	4	21	examines	examine	VERB
cana-5113	4	22	the	the	DET
cana-5113	4	23	use	use	NOUN
cana-5113	4	24	of	of	ADP
cana-5113	4	25	sophisticated	sophisticated	ADJ
cana-5113	4	26	machine	machine	NOUN
cana-5113	4	27	learning	learning	NOUN
cana-5113	4	28	(	(	PUNCT
cana-5113	4	29	ml	ml	NOUN
cana-5113	4	30	)	)	PUNCT
cana-5113	4	31	models	model	NOUN
cana-5113	4	32	for	for	ADP
cana-5113	4	33	early	early	ADJ
cana-5113	4	34	cvd	cvd	PROPN
cana-5113	4	35	prediction	prediction	NOUN
cana-5113	4	36	using	use	VERB
cana-5113	4	37	a	a	DET
cana-5113	4	38	large	large	ADJ
cana-5113	4	39	-	-	PUNCT
cana-5113	4	40	scale	scale	NOUN
cana-5113	4	41	dataset	dataset	NOUN
cana-5113	4	42	of	of	ADP
cana-5113	4	43	1190	1190	NUM
cana-5113	4	44	instances	instance	NOUN
cana-5113	4	45	.	.	PUNCT
cana-5113	5	1	by	by	ADP
cana-5113	5	2	integrating	integrate	VERB
cana-5113	5	3	k	k	ADJ
cana-5113	5	4	-	-	PUNCT
cana-5113	5	5	nearest	near	ADJ
cana-5113	5	6	neighbors	neighbor	NOUN
cana-5113	5	7	(	(	PUNCT
cana-5113	5	8	knn	knn	PROPN
cana-5113	5	9	)	)	PUNCT
cana-5113	5	10	,	,	PUNCT
cana-5113	5	11	gradient	gradient	NOUN
cana-5113	5	12	boosting	boosting	NOUN
cana-5113	5	13	(	(	PUNCT
cana-5113	5	14	gb	gb	NOUN
cana-5113	5	15	)	)	PUNCT
cana-5113	5	16	,	,	PUNCT
cana-5113	5	17	and	and	CCONJ
cana-5113	5	18	decision	decision	NOUN
cana-5113	5	19	trees	tree	NOUN
cana-5113	5	20	(	(	PUNCT
cana-5113	5	21	dt	dt	NOUN
cana-5113	5	22	)	)	PUNCT
cana-5113	5	23	in	in	ADP
cana-5113	5	24	a	a	DET
cana-5113	5	25	hybrid	hybrid	ADJ
cana-5113	5	26	strategy	strategy	NOUN
cana-5113	5	27	,	,	PUNCT
cana-5113	5	28	the	the	DET
cana-5113	5	29	suggested	suggest	VERB
cana-5113	5	30	model	model	NOUN
cana-5113	5	31	achieves	achieve	VERB
cana-5113	5	32	an	an	DET
cana-5113	5	33	amazing	amazing	ADJ
cana-5113	5	34	accuracy	accuracy	NOUN
cana-5113	5	35	of	of	ADP
cana-5113	5	36	88.78	88.78	NUM
cana-5113	5	37	%	%	NOUN
cana-5113	5	38	,	,	PUNCT
cana-5113	5	39	with	with	ADP
cana-5113	5	40	precision	precision	NOUN
cana-5113	5	41	of	of	ADP
cana-5113	5	42	89	89	NUM
cana-5113	5	43	%	%	NOUN
cana-5113	5	44	,	,	PUNCT
cana-5113	5	45	recall	recall	NOUN
cana-5113	5	46	of	of	ADP
cana-5113	5	47	93	93	NUM
cana-5113	5	48	%	%	NOUN
cana-5113	5	49	,	,	PUNCT
cana-5113	5	50	and	and	CCONJ
cana-5113	5	51	f1	f1	ADJ
cana-5113	5	52	score	score	NOUN
cana-5113	5	53	of	of	ADP
cana-5113	5	54	91	91	NUM
cana-5113	5	55	%	%	NOUN
cana-5113	5	56	.	.	PUNCT
cana-5113	6	1	this	this	DET
cana-5113	6	2	hybrid	hybrid	ADJ
cana-5113	6	3	model	model	NOUN
cana-5113	6	4	fills	fill	VERB
cana-5113	6	5	in	in	ADP
cana-5113	6	6	the	the	DET
cana-5113	6	7	gaps	gap	NOUN
cana-5113	6	8	in	in	ADP
cana-5113	6	9	earlier	early	ADJ
cana-5113	6	10	studies	study	NOUN
cana-5113	6	11	by	by	ADP
cana-5113	6	12	combining	combine	VERB
cana-5113	6	13	several	several	ADJ
cana-5113	6	14	machine	machine	NOUN
cana-5113	6	15	learning	learning	NOUN
cana-5113	6	16	methods	method	NOUN
cana-5113	6	17	to	to	PART
cana-5113	6	18	improve	improve	VERB
cana-5113	6	19	clinical	clinical	ADJ
cana-5113	6	20	decision	decision	NOUN
cana-5113	6	21	-	-	PUNCT
cana-5113	6	22	making	making	NOUN
cana-5113	6	23	and	and	CCONJ
cana-5113	6	24	dramatically	dramatically	ADV
cana-5113	6	25	increase	increase	VERB
cana-5113	6	26	prediction	prediction	NOUN
cana-5113	6	27	accuracy	accuracy	NOUN
cana-5113	6	28	.	.	PUNCT
cana-5113	7	1	furthermore	furthermore	ADV
cana-5113	7	2	,	,	PUNCT
cana-5113	7	3	a	a	DET
cana-5113	7	4	user	user	NOUN
cana-5113	7	5	-	-	PUNCT
cana-5113	7	6	friendly	friendly	ADJ
cana-5113	7	7	recommendation	recommendation	NOUN
cana-5113	7	8	system	system	NOUN
cana-5113	7	9	based	base	VERB
cana-5113	7	10	on	on	ADP
cana-5113	7	11	tkinter	tkinter	PROPN
cana-5113	7	12	is	be	AUX
cana-5113	7	13	created	create	VERB
cana-5113	7	14	to	to	PART
cana-5113	7	15	help	help	VERB
cana-5113	7	16	healthcare	healthcare	PROPN
cana-5113	7	17	professionals	professional	NOUN
cana-5113	7	18	recognize	recognize	VERB
cana-5113	7	19	the	the	DET
cana-5113	7	20	risks	risk	NOUN
cana-5113	7	21	of	of	ADP
cana-5113	7	22	cvd	cvd	PROPN
cana-5113	7	23	and	and	CCONJ
cana-5113	7	24	offer	offer	VERB
cana-5113	7	25	preventative	preventative	ADJ
cana-5113	7	26	measures	measure	NOUN
cana-5113	7	27	according	accord	VERB
cana-5113	7	28	to	to	ADP
cana-5113	7	29	each	each	DET
cana-5113	7	30	patient	patient	NOUN
cana-5113	7	31	's	's	PART
cana-5113	7	32	unique	unique	ADJ
cana-5113	7	33	risk	risk	NOUN
cana-5113	7	34	profile	profile	NOUN
cana-5113	7	35	.	.	PUNCT
cana-5113	8	1	this	this	DET
cana-5113	8	2	study	study	NOUN
cana-5113	8	3	highlights	highlight	VERB
cana-5113	8	4	the	the	DET
cana-5113	8	5	value	value	NOUN
cana-5113	8	6	of	of	ADP
cana-5113	8	7	hybrid	hybrid	NOUN
cana-5113	8	8	models	model	NOUN
cana-5113	8	9	in	in	ADP
cana-5113	8	10	promoting	promote	VERB
cana-5113	8	11	early	early	ADJ
cana-5113	8	12	cvd	cvd	PROPN
cana-5113	8	13	detection	detection	NOUN
cana-5113	8	14	and	and	CCONJ
cana-5113	8	15	providing	provide	VERB
cana-5113	8	16	useful	useful	ADJ
cana-5113	8	17	insights	insight	NOUN
cana-5113	8	18	for	for	ADP
cana-5113	8	19	medical	medical	ADJ
cana-5113	8	20	practitioners	practitioner	NOUN
cana-5113	8	21	by	by	ADP
cana-5113	8	22	concentrating	concentrate	VERB
cana-5113	8	23	on	on	ADP
cana-5113	8	24	readily	readily	ADV
cana-5113	8	25	available	available	ADJ
cana-5113	8	26	clinical	clinical	ADJ
cana-5113	8	27	data	datum	NOUN
cana-5113	8	28	.	.	PUNCT
cana-5113	9	1	the	the	DET
cana-5113	9	2	results	result	NOUN
cana-5113	9	3	highlight	highlight	VERB
cana-5113	9	4	how	how	SCONJ
cana-5113	9	5	important	important	ADJ
cana-5113	9	6	ml	ml	ADJ
cana-5113	9	7	-	-	PUNCT
cana-5113	9	8	driven	drive	VERB
cana-5113	9	9	tools	tool	NOUN
cana-5113	9	10	might	might	AUX
cana-5113	9	11	be	be	AUX
cana-5113	9	12	in	in	ADP
cana-5113	9	13	enhancing	enhance	VERB
cana-5113	9	14	patient	patient	ADJ
cana-5113	9	15	care	care	NOUN
cana-5113	9	16	,	,	PUNCT
cana-5113	9	17	encouraging	encourage	VERB
cana-5113	9	18	early	early	ADJ
cana-5113	9	19	treatments	treatment	NOUN
cana-5113	9	20	,	,	PUNCT
cana-5113	9	21	and	and	CCONJ
cana-5113	9	22	eventually	eventually	ADV
cana-5113	9	23	saving	save	VERB
cana-5113	9	24	lives	life	NOUN
cana-5113	9	25	.	.	PUNCT
cana-5113	10	1	the	the	DET
cana-5113	10	2	importance	importance	NOUN
cana-5113	10	3	of	of	ADP
cana-5113	10	4	hybrid	hybrid	ADJ
cana-5113	10	5	machine	machine	NOUN
cana-5113	10	6	learning	learning	NOUN
cana-5113	10	7	models	model	NOUN
cana-5113	10	8	in	in	ADP
cana-5113	10	9	clinical	clinical	ADJ
cana-5113	10	10	practice	practice	NOUN
cana-5113	10	11	is	be	AUX
cana-5113	10	12	highlighted	highlight	VERB
cana-5113	10	13	by	by	ADP
cana-5113	10	14	this	this	DET
cana-5113	10	15	study	study	NOUN
cana-5113	10	16	,	,	PUNCT
cana-5113	10	17	which	which	PRON
cana-5113	10	18	makes	make	VERB
cana-5113	10	19	a	a	DET
cana-5113	10	20	substantial	substantial	ADJ
cana-5113	10	21	addition	addition	NOUN
cana-5113	10	22	to	to	ADP
cana-5113	10	23	the	the	DET
cana-5113	10	24	field	field	NOUN
cana-5113	10	25	of	of	ADP
cana-5113	10	26	healthcare	healthcare	NOUN
cana-5113	10	27	decision	decision	NOUN
cana-5113	10	28	-	-	PUNCT
cana-5113	10	29	making	making	NOUN
cana-5113	10	30	.	.	PUNCT
cana-5113	11	1	index	index	NOUN
cana-5113	11	2	termscardiovascular	termscardiovascular	ADJ
cana-5113	11	3	disease	disease	NOUN
cana-5113	11	4	,	,	PUNCT
cana-5113	11	5	health	health	NOUN
cana-5113	11	6	care	care	NOUN
cana-5113	11	7	,	,	PUNCT
cana-5113	11	8	hybrid	hybrid	ADJ
cana-5113	11	9	method	method	NOUN
cana-5113	11	10	,	,	PUNCT
cana-5113	11	11	machine	machine	NOUN
cana-5113	11	12	learning	learning	NOUN
cana-5113	11	13	,	,	PUNCT
cana-5113	11	14	risk	risk	NOUN
cana-5113	11	15	prediction	prediction	NOUN
cana-5113	11	16	,	,	PUNCT
cana-5113	11	17	recommendation	recommendation	NOUN
cana-5113	11	18	system	system	NOUN
cana-5113	11	19	,	,	PUNCT
cana-5113	11	20	gui	gui	PROPN
cana-5113	11	21	..	..	PROPN
cana-5113	11	22	1	1	X
cana-5113	11	23	.	.	X
cana-5113	12	1	introduction	introduction	NOUN
cana-5113	12	2	1.1	1.1	NUM
cana-5113	12	3	introduction	introduction	NOUN
cana-5113	12	4	heart	heart	NOUN
cana-5113	12	5	disease	disease	NOUN
cana-5113	12	6	,	,	PUNCT
cana-5113	12	7	or	or	CCONJ
cana-5113	12	8	cardiovascular	cardiovascular	ADJ
cana-5113	12	9	diseases	disease	NOUN
cana-5113	12	10	,	,	PUNCT
cana-5113	12	11	is	be	AUX
cana-5113	12	12	the	the	DET
cana-5113	12	13	world	world	NOUN
cana-5113	12	14	's	's	PART
cana-5113	12	15	largest	large	ADJ
cana-5113	12	16	cause	cause	NOUN
cana-5113	12	17	of	of	ADP
cana-5113	12	18	mortality	mortality	NOUN
cana-5113	12	19	,	,	PUNCT
cana-5113	12	20	accounting	account	VERB
cana-5113	12	21	for	for	ADP
cana-5113	12	22	17.9	17.9	NUM
cana-5113	12	23	million	million	NUM
cana-5113	12	24	deaths	death	NOUN
cana-5113	12	25	yearly	yearly	ADV
cana-5113	12	26	,	,	PUNCT
cana-5113	12	27	or	or	CCONJ
cana-5113	12	28	almost	almost	ADV
cana-5113	12	29	32	32	NUM
cana-5113	12	30	%	%	NOUN
cana-5113	12	31	of	of	ADP
cana-5113	12	32	deaths	death	NOUN
cana-5113	12	33	worldwide	worldwide	ADV
cana-5113	12	34	[	[	X
cana-5113	12	35	26	26	NUM
cana-5113	12	36	]	]	PUNCT
cana-5113	12	37	.	.	PUNCT
cana-5113	13	1	heart	heart	NOUN
cana-5113	13	2	and	and	CCONJ
cana-5113	13	3	blood	blood	NOUN
cana-5113	13	4	vessel	vessel	NOUN
cana-5113	13	5	diseases	disease	NOUN
cana-5113	13	6	(	(	PUNCT
cana-5113	13	7	cvds	cvds	NOUN
cana-5113	13	8	)	)	PUNCT
cana-5113	13	9	encompass	encompass	VERB
cana-5113	13	10	a	a	DET
cana-5113	13	11	variety	variety	NOUN
cana-5113	13	12	of	of	ADP
cana-5113	13	13	disorders	disorder	NOUN
cana-5113	13	14	,	,	PUNCT
cana-5113	13	15	such	such	ADJ
cana-5113	13	16	as	as	ADP
cana-5113	13	17	rheumatic	rheumatic	ADJ
cana-5113	13	18	heart	heart	NOUN
cana-5113	13	19	disease	disease	NOUN
cana-5113	13	20	,	,	PUNCT
cana-5113	13	21	coronary	coronary	ADJ
cana-5113	13	22	heart	heart	NOUN
cana-5113	13	23	disease	disease	NOUN
cana-5113	13	24	,	,	PUNCT
cana-5113	13	25	and	and	CCONJ
cana-5113	13	26	cerebrovascular	cerebrovascular	ADJ
cana-5113	13	27	sickness	sickness	NOUN
cana-5113	13	28	.	.	PUNCT
cana-5113	14	1	regretfully	regretfully	ADV
cana-5113	14	2	,	,	PUNCT
cana-5113	14	3	80	80	NUM
cana-5113	14	4	%	%	NOUN
cana-5113	14	5	of	of	ADP
cana-5113	14	6	fatalities	fatality	NOUN
cana-5113	14	7	linked	link	VERB
cana-5113	14	8	to	to	ADP
cana-5113	14	9	cvd	cvd	PROPN
cana-5113	14	10	are	be	AUX
cana-5113	14	11	caused	cause	VERB
cana-5113	14	12	by	by	ADP
cana-5113	14	13	heart	heart	NOUN
cana-5113	14	14	attacks	attack	NOUN
cana-5113	14	15	and	and	CCONJ
cana-5113	14	16	strokes	stroke	NOUN
cana-5113	14	17	.	.	PUNCT
cana-5113	14	18	,	,	PUNCT
cana-5113	14	19	with	with	ADP
cana-5113	14	20	one	one	NUM
cana-5113	14	21	-	-	PUNCT
cana-5113	14	22	third	third	NOUN
cana-5113	14	23	of	of	ADP
cana-5113	14	24	these	these	DET
cana-5113	14	25	fatalities	fatality	NOUN
cana-5113	14	26	occurring	occur	VERB
cana-5113	14	27	in	in	ADP
cana-5113	14	28	those	those	PRON
cana-5113	14	29	under	under	ADP
cana-5113	14	30	the	the	DET
cana-5113	14	31	age	age	NOUN
cana-5113	14	32	of	of	ADP
cana-5113	14	33	70	70	NUM
cana-5113	14	34	too	too	ADV
cana-5113	14	35	soon	soon	ADV
cana-5113	14	36	.	.	PUNCT
cana-5113	15	1	nearly	nearly	ADV
cana-5113	15	2	half	half	NOUN
cana-5113	15	3	of	of	ADP
cana-5113	15	4	all	all	DET
cana-5113	15	5	fatalities	fatality	NOUN
cana-5113	15	6	from	from	ADP
cana-5113	15	7	heart	heart	NOUN
cana-5113	15	8	disease	disease	NOUN
cana-5113	15	9	and	and	CCONJ
cana-5113	15	10	stroke	stroke	NOUN
cana-5113	15	11	are	be	AUX
cana-5113	15	12	caused	cause	VERB
cana-5113	15	13	by	by	ADP
cana-5113	15	14	high	high	ADJ
cana-5113	15	15	blood	blood	NOUN
cana-5113	15	16	pressure	pressure	NOUN
cana-5113	15	17	,	,	PUNCT
cana-5113	15	18	which	which	PRON
cana-5113	15	19	affects	affect	VERB
cana-5113	15	20	one	one	NUM
cana-5113	15	21	in	in	ADP
cana-5113	15	22	three	three	NUM
cana-5113	15	23	persons	person	NOUN
cana-5113	15	24	worldwide	worldwide	ADV
cana-5113	15	25	,	,	PUNCT
cana-5113	15	26	based	base	VERB
cana-5113	15	27	on	on	ADP
cana-5113	15	28	the	the	DET
cana-5113	15	29	2012	2012	NUM
cana-5113	15	30	world	world	PROPN
cana-5113	15	31	health	health	NOUN
cana-5113	15	32	statistics	statistic	NOUN
cana-5113	15	33	report	report	PROPN
cana-5113	15	34	.	.	PUNCT
cana-5113	16	1	every	every	DET
cana-5113	16	2	34	34	NUM
cana-5113	16	3	seconds	second	NOUN
cana-5113	16	4	,	,	PUNCT
cana-5113	16	5	someone	someone	PRON
cana-5113	16	6	communications	communication	NOUN
cana-5113	16	7	on	on	ADP
cana-5113	16	8	applied	apply	VERB
cana-5113	16	9	nonlinear	nonlinear	ADJ
cana-5113	16	10	analysis	analysis	NOUN
cana-5113	16	11	issn	issn	NOUN
cana-5113	16	12	:	:	PUNCT
cana-5113	16	13	1074	1074	NUM
cana-5113	16	14	-	-	PUNCT
cana-5113	16	15	133x	133x	NUM
cana-5113	16	16	vol	vol	NOUN
cana-5113	16	17	32	32	NUM
cana-5113	16	18	no	no	NOUN
cana-5113	16	19	.	.	PUNCT
cana-5113	17	1	icmasd	icmasd	NOUN
cana-5113	17	2	(	(	PUNCT
cana-5113	17	3	2025	2025	NUM
cana-5113	17	4	)	)	PUNCT
cana-5113	17	5	861	861	NUM
cana-5113	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	17	7	in	in	ADP
cana-5113	17	8	the	the	DET
cana-5113	17	9	us	us	PROPN
cana-5113	17	10	dies	die	VERB
cana-5113	17	11	due	due	ADJ
cana-5113	17	12	to	to	ADP
cana-5113	17	13	heart	heart	NOUN
cana-5113	17	14	disease	disease	NOUN
cana-5113	17	15	alone	alone	ADV
cana-5113	17	16	[	[	X
cana-5113	17	17	15	15	NUM
cana-5113	17	18	]	]	PUNCT
cana-5113	17	19	,	,	PUNCT
cana-5113	18	1	[	[	X
cana-5113	18	2	16	16	NUM
cana-5113	18	3	]	]	PUNCT
cana-5113	18	4	.	.	PUNCT
cana-5113	19	1	18	18	NUM
cana-5113	19	2	million	million	NUM
cana-5113	19	3	deaths	death	NOUN
cana-5113	19	4	worldwide	worldwide	ADV
cana-5113	19	5	each	each	DET
cana-5113	19	6	year	year	NOUN
cana-5113	19	7	are	be	AUX
cana-5113	19	8	caused	cause	VERB
cana-5113	19	9	by	by	ADP
cana-5113	19	10	cardiovascular	cardiovascular	ADJ
cana-5113	19	11	illnesses	illness	NOUN
cana-5113	19	12	[	[	X
cana-5113	19	13	13	13	NUM
cana-5113	19	14	]	]	PUNCT
cana-5113	19	15	,	,	PUNCT
cana-5113	19	16	[	[	X
cana-5113	19	17	14	14	NUM
cana-5113	19	18	]	]	PUNCT
cana-5113	19	19	.	.	PUNCT
cana-5113	20	1	32	32	NUM
cana-5113	20	2	%	%	NOUN
cana-5113	20	3	of	of	ADP
cana-5113	20	4	deaths	death	NOUN
cana-5113	20	5	are	be	AUX
cana-5113	20	6	the	the	DET
cana-5113	20	7	result	result	NOUN
cana-5113	20	8	of	of	ADP
cana-5113	20	9	delayed	delayed	ADJ
cana-5113	20	10	diagnosis	diagnosis	NOUN
cana-5113	20	11	and	and	CCONJ
cana-5113	20	12	inadequate	inadequate	ADJ
cana-5113	20	13	monitoring	monitoring	NOUN
cana-5113	20	14	technologies	technology	NOUN
cana-5113	20	15	.	.	PUNCT
cana-5113	21	1	models	model	NOUN
cana-5113	21	2	based	base	VERB
cana-5113	21	3	on	on	ADP
cana-5113	21	4	ml	ml	PART
cana-5113	21	5	have	have	VERB
cana-5113	21	6	the	the	DET
cana-5113	21	7	potential	potential	NOUN
cana-5113	21	8	to	to	PART
cana-5113	21	9	transform	transform	VERB
cana-5113	21	10	the	the	DET
cana-5113	21	11	prediction	prediction	NOUN
cana-5113	21	12	of	of	ADP
cana-5113	21	13	cvd	cvd	PROPN
cana-5113	21	14	.	.	PUNCT
cana-5113	22	1	an	an	DET
cana-5113	22	2	ml	ml	ADV
cana-5113	22	3	-	-	PUNCT
cana-5113	22	4	powered	power	VERB
cana-5113	22	5	prediction	prediction	NOUN
cana-5113	22	6	system	system	NOUN
cana-5113	22	7	using	use	VERB
cana-5113	22	8	svm	svm	PROPN
cana-5113	22	9	,	,	PUNCT
cana-5113	22	10	rf	rf	ADJ
cana-5113	22	11	,	,	PUNCT
cana-5113	22	12	dt	dt	PROPN
cana-5113	22	13	,	,	PUNCT
cana-5113	22	14	knn	knn	PROPN
cana-5113	22	15	,	,	PUNCT
cana-5113	22	16	nb	nb	PROPN
cana-5113	22	17	,	,	PUNCT
cana-5113	22	18	ann	ann	PROPN
cana-5113	22	19	,	,	PUNCT
cana-5113	22	20	lr	lr	NOUN
cana-5113	22	21	,	,	PUNCT
cana-5113	22	22	and	and	CCONJ
cana-5113	22	23	gb	gb	ADP
cana-5113	22	24	algorithms	algorithms	NOUN
cana-5113	22	25	is	be	AUX
cana-5113	22	26	presented	present	VERB
cana-5113	22	27	in	in	ADP
cana-5113	22	28	this	this	DET
cana-5113	22	29	paper	paper	NOUN
cana-5113	22	30	.	.	PUNCT
cana-5113	23	1	by	by	ADP
cana-5113	23	2	accurately	accurately	ADV
cana-5113	23	3	predicting	predict	VERB
cana-5113	23	4	the	the	DET
cana-5113	23	5	beginning	beginning	NOUN
cana-5113	23	6	of	of	ADP
cana-5113	23	7	cvd	cvd	PROPN
cana-5113	23	8	,	,	PUNCT
cana-5113	23	9	it	it	PRON
cana-5113	23	10	strives	strive	VERB
cana-5113	23	11	to	to	PART
cana-5113	23	12	improve	improve	VERB
cana-5113	23	13	the	the	DET
cana-5113	23	14	treatment	treatment	NOUN
cana-5113	23	15	of	of	ADP
cana-5113	23	16	patients	patient	NOUN
cana-5113	23	17	and	and	CCONJ
cana-5113	23	18	advance	advance	VERB
cana-5113	23	19	the	the	DET
cana-5113	23	20	field	field	NOUN
cana-5113	23	21	's	's	PART
cana-5113	23	22	understanding	understanding	NOUN
cana-5113	23	23	of	of	ADP
cana-5113	23	24	accurate	accurate	ADJ
cana-5113	23	25	and	and	CCONJ
cana-5113	23	26	effective	effective	ADJ
cana-5113	23	27	ai	ai	VERB
cana-5113	23	28	predictive	predictive	ADJ
cana-5113	23	29	models	model	NOUN
cana-5113	23	30	for	for	ADP
cana-5113	23	31	cardiovascular	cardiovascular	ADJ
cana-5113	23	32	health	health	NOUN
cana-5113	23	33	.	.	PUNCT
cana-5113	24	1	accurate	accurate	ADJ
cana-5113	24	2	and	and	CCONJ
cana-5113	24	3	timely	timely	ADJ
cana-5113	24	4	detection	detection	NOUN
cana-5113	24	5	of	of	ADP
cana-5113	24	6	cardiovascular	cardiovascular	ADJ
cana-5113	24	7	illnesses	illness	NOUN
cana-5113	24	8	is	be	AUX
cana-5113	24	9	essential	essential	ADJ
cana-5113	24	10	for	for	ADP
cana-5113	24	11	improving	improve	VERB
cana-5113	24	12	patient	patient	ADJ
cana-5113	24	13	outcomes	outcome	NOUN
cana-5113	24	14	and	and	CCONJ
cana-5113	24	15	saving	save	VERB
cana-5113	24	16	lives	life	NOUN
cana-5113	24	17	.	.	PUNCT
cana-5113	25	1	in	in	ADP
cana-5113	25	2	the	the	DET
cana-5113	25	3	field	field	NOUN
cana-5113	25	4	of	of	ADP
cana-5113	25	5	healthcare	healthcare	PROPN
cana-5113	25	6	,	,	PUNCT
cana-5113	25	7	machine	machine	NOUN
cana-5113	25	8	learning	learning	NOUN
cana-5113	25	9	(	(	PUNCT
cana-5113	25	10	ml	ml	NOUN
cana-5113	25	11	)	)	PUNCT
cana-5113	25	12	has	have	AUX
cana-5113	25	13	become	become	VERB
cana-5113	25	14	a	a	DET
cana-5113	25	15	potent	potent	ADJ
cana-5113	25	16	instrument	instrument	NOUN
cana-5113	25	17	that	that	PRON
cana-5113	25	18	helps	help	VERB
cana-5113	25	19	physicians	physician	NOUN
cana-5113	25	20	diagnose	diagnose	NOUN
cana-5113	25	21	patients	patient	NOUN
cana-5113	25	22	more	more	ADV
cana-5113	25	23	quickly	quickly	ADV
cana-5113	25	24	and	and	CCONJ
cana-5113	25	25	accurately	accurately	ADV
cana-5113	25	26	while	while	SCONJ
cana-5113	25	27	also	also	ADV
cana-5113	25	28	allowing	allow	VERB
cana-5113	25	29	non	non	NOUN
cana-5113	25	30	-	-	NOUN
cana-5113	25	31	specialists	specialist	NOUN
cana-5113	25	32	to	to	PART
cana-5113	25	33	more	more	ADV
cana-5113	25	34	quickly	quickly	ADV
cana-5113	25	35	and	and	CCONJ
cana-5113	25	36	accurately	accurately	ADV
cana-5113	25	37	identify	identify	VERB
cana-5113	25	38	high	high	ADJ
cana-5113	25	39	-	-	PUNCT
cana-5113	25	40	risk	risk	NOUN
cana-5113	25	41	individuals	individual	NOUN
cana-5113	25	42	.	.	PUNCT
cana-5113	26	1	though	though	SCONJ
cana-5113	26	2	ml	ml	PROPN
cana-5113	26	3	methods	method	NOUN
cana-5113	26	4	have	have	AUX
cana-5113	26	5	demonstrated	demonstrate	VERB
cana-5113	26	6	potential	potential	NOUN
cana-5113	26	7	in	in	ADP
cana-5113	26	8	the	the	DET
cana-5113	26	9	identification	identification	NOUN
cana-5113	26	10	of	of	ADP
cana-5113	26	11	cardiovascular	cardiovascular	ADJ
cana-5113	26	12	illness	illness	NOUN
cana-5113	26	13	,	,	PUNCT
cana-5113	26	14	there	there	PRON
cana-5113	26	15	are	be	VERB
cana-5113	26	16	still	still	ADV
cana-5113	26	17	significant	significant	ADJ
cana-5113	26	18	shortcomings	shortcoming	NOUN
cana-5113	26	19	and	and	CCONJ
cana-5113	26	20	a	a	DET
cana-5113	26	21	need	need	NOUN
cana-5113	26	22	for	for	ADP
cana-5113	26	23	development	development	NOUN
cana-5113	26	24	.	.	PUNCT
cana-5113	27	1	this	this	DET
cana-5113	27	2	project	project	NOUN
cana-5113	27	3	aims	aim	VERB
cana-5113	27	4	to	to	PART
cana-5113	27	5	apply	apply	VERB
cana-5113	27	6	machine	machine	NOUN
cana-5113	27	7	learning	learn	VERB
cana-5113	27	8	to	to	PART
cana-5113	27	9	overcome	overcome	VERB
cana-5113	27	10	some	some	PRON
cana-5113	27	11	of	of	ADP
cana-5113	27	12	the	the	DET
cana-5113	27	13	major	major	ADJ
cana-5113	27	14	problems	problem	NOUN
cana-5113	27	15	with	with	ADP
cana-5113	27	16	current	current	ADJ
cana-5113	27	17	methods	method	NOUN
cana-5113	27	18	for	for	ADP
cana-5113	27	19	diagnosing	diagnose	VERB
cana-5113	27	20	cardiovascular	cardiovascular	ADJ
cana-5113	27	21	disease	disease	NOUN
cana-5113	27	22	.	.	PUNCT
cana-5113	28	1	a	a	DET
cana-5113	28	2	significant	significant	ADJ
cana-5113	28	3	constraint	constraint	NOUN
cana-5113	28	4	noted	note	VERB
cana-5113	28	5	in	in	ADP
cana-5113	28	6	the	the	DET
cana-5113	28	7	extant	extant	ADJ
cana-5113	28	8	research	research	NOUN
cana-5113	28	9	is	be	AUX
cana-5113	28	10	the	the	DET
cana-5113	28	11	dependence	dependence	NOUN
cana-5113	28	12	on	on	ADP
cana-5113	28	13	a	a	DET
cana-5113	28	14	solitary	solitary	ADJ
cana-5113	28	15	dataset	dataset	NOUN
cana-5113	28	16	,	,	PUNCT
cana-5113	28	17	namely	namely	ADV
cana-5113	28	18	the	the	DET
cana-5113	28	19	cleveland	cleveland	PROPN
cana-5113	28	20	dataset	dataset	PROPN
cana-5113	28	21	,	,	PUNCT
cana-5113	28	22	or	or	CCONJ
cana-5113	28	23	the	the	DET
cana-5113	28	24	use	use	NOUN
cana-5113	28	25	of	of	ADP
cana-5113	28	26	restricted	restricted	ADJ
cana-5113	28	27	parameters	parameter	NOUN
cana-5113	28	28	while	while	SCONJ
cana-5113	28	29	utilizing	utilize	VERB
cana-5113	28	30	several	several	ADJ
cana-5113	28	31	datasets	dataset	NOUN
cana-5113	28	32	.	.	PUNCT
cana-5113	29	1	furthermore	furthermore	ADV
cana-5113	29	2	,	,	PUNCT
cana-5113	29	3	rather	rather	ADV
cana-5113	29	4	than	than	ADP
cana-5113	29	5	thoroughly	thoroughly	ADV
cana-5113	29	6	investigating	investigate	VERB
cana-5113	29	7	the	the	DET
cana-5113	29	8	possibilities	possibility	NOUN
cana-5113	29	9	of	of	ADP
cana-5113	29	10	feature	feature	NOUN
cana-5113	29	11	selection	selection	NOUN
cana-5113	29	12	and	and	CCONJ
cana-5113	29	13	extraction	extraction	NOUN
cana-5113	29	14	methods	method	NOUN
cana-5113	29	15	,	,	PUNCT
cana-5113	29	16	current	current	ADJ
cana-5113	29	17	studies	study	NOUN
cana-5113	29	18	have	have	AUX
cana-5113	29	19	mostly	mostly	ADV
cana-5113	29	20	concentrated	concentrate	VERB
cana-5113	29	21	on	on	ADP
cana-5113	29	22	improving	improve	VERB
cana-5113	29	23	the	the	DET
cana-5113	29	24	accuracy	accuracy	NOUN
cana-5113	29	25	of	of	ADP
cana-5113	29	26	machine	machine	NOUN
cana-5113	29	27	learning	learn	VERB
cana-5113	29	28	classification	classification	NOUN
cana-5113	29	29	approaches	approach	NOUN
cana-5113	29	30	.	.	PUNCT
cana-5113	30	1	furthermore	furthermore	ADV
cana-5113	30	2	,	,	PUNCT
cana-5113	30	3	there	there	PRON
cana-5113	30	4	is	be	VERB
cana-5113	30	5	still	still	ADV
cana-5113	30	6	a	a	DET
cana-5113	30	7	knowledge	knowledge	NOUN
cana-5113	30	8	vacuum	vacuum	NOUN
cana-5113	30	9	about	about	ADP
cana-5113	30	10	the	the	DET
cana-5113	30	11	real	real	ADJ
cana-5113	30	12	implementation	implementation	NOUN
cana-5113	30	13	process	process	NOUN
cana-5113	30	14	,	,	PUNCT
cana-5113	30	15	especially	especially	ADV
cana-5113	30	16	when	when	SCONJ
cana-5113	30	17	it	it	PRON
cana-5113	30	18	comes	come	VERB
cana-5113	30	19	to	to	ADP
cana-5113	30	20	creating	create	VERB
cana-5113	30	21	system	system	NOUN
cana-5113	30	22	-	-	PUNCT
cana-5113	30	23	based	base	VERB
cana-5113	30	24	suggestions	suggestion	NOUN
cana-5113	30	25	using	use	VERB
cana-5113	30	26	tools	tool	NOUN
cana-5113	30	27	like	like	ADP
cana-5113	30	28	the	the	DET
cana-5113	30	29	tkinter	tkinter	PROPN
cana-5113	30	30	gui	gui	PROPN
cana-5113	30	31	,	,	PUNCT
cana-5113	30	32	even	even	ADV
cana-5113	30	33	with	with	ADP
cana-5113	30	34	the	the	DET
cana-5113	30	35	enticing	enticing	ADJ
cana-5113	30	36	label	label	NOUN
cana-5113	30	37	of	of	ADP
cana-5113	30	38	"	"	PUNCT
cana-5113	30	39	early	early	ADJ
cana-5113	30	40	detection	detection	NOUN
cana-5113	30	41	"	"	PUNCT
cana-5113	30	42	in	in	ADP
cana-5113	30	43	certain	certain	ADJ
cana-5113	30	44	research	research	NOUN
cana-5113	30	45	.	.	PUNCT
cana-5113	31	1	the	the	DET
cana-5113	31	2	development	development	NOUN
cana-5113	31	3	of	of	ADP
cana-5113	31	4	more	more	ADV
cana-5113	31	5	efficient	efficient	ADJ
cana-5113	31	6	early	early	ADJ
cana-5113	31	7	detection	detection	NOUN
cana-5113	31	8	systems	system	NOUN
cana-5113	31	9	is	be	AUX
cana-5113	31	10	hampered	hamper	VERB
cana-5113	31	11	by	by	ADP
cana-5113	31	12	this	this	DET
cana-5113	31	13	lack	lack	NOUN
cana-5113	31	14	of	of	ADP
cana-5113	31	15	clarity	clarity	NOUN
cana-5113	31	16	.	.	PUNCT
cana-5113	32	1	this	this	DET
cana-5113	32	2	study	study	NOUN
cana-5113	32	3	suggests	suggest	VERB
cana-5113	32	4	creating	create	VERB
cana-5113	32	5	a	a	DET
cana-5113	32	6	sophisticated	sophisticated	ADJ
cana-5113	32	7	model	model	NOUN
cana-5113	32	8	that	that	PRON
cana-5113	32	9	gives	give	VERB
cana-5113	32	10	feature	feature	NOUN
cana-5113	32	11	selection	selection	NOUN
cana-5113	32	12	and	and	CCONJ
cana-5113	32	13	extraction	extraction	NOUN
cana-5113	32	14	methods	method	NOUN
cana-5113	32	15	precedence	precedence	VERB
cana-5113	32	16	over	over	ADP
cana-5113	32	17	conventional	conventional	ADJ
cana-5113	32	18	ml	ml	NOUN
cana-5113	32	19	techniques	technique	NOUN
cana-5113	32	20	in	in	ADP
cana-5113	32	21	order	order	NOUN
cana-5113	32	22	to	to	PART
cana-5113	32	23	close	close	VERB
cana-5113	32	24	these	these	DET
cana-5113	32	25	gaps	gap	NOUN
cana-5113	32	26	.	.	PUNCT
cana-5113	33	1	by	by	ADP
cana-5113	33	2	applying	apply	VERB
cana-5113	33	3	optimization	optimization	NOUN
cana-5113	33	4	methods	method	NOUN
cana-5113	33	5	,	,	PUNCT
cana-5113	33	6	particularly	particularly	ADV
cana-5113	33	7	within	within	ADP
cana-5113	33	8	the	the	DET
cana-5113	33	9	framework	framework	NOUN
cana-5113	33	10	of	of	ADP
cana-5113	33	11	feature	feature	NOUN
cana-5113	33	12	selection	selection	NOUN
cana-5113	33	13	algorithms	algorithm	NOUN
cana-5113	33	14	,	,	PUNCT
cana-5113	33	15	the	the	DET
cana-5113	33	16	suggested	suggest	VERB
cana-5113	33	17	model	model	NOUN
cana-5113	33	18	seeks	seek	VERB
cana-5113	33	19	to	to	PART
cana-5113	33	20	greatly	greatly	ADV
cana-5113	33	21	improve	improve	VERB
cana-5113	33	22	performance	performance	NOUN
cana-5113	33	23	and	and	CCONJ
cana-5113	33	24	accuracy	accuracy	NOUN
cana-5113	33	25	.	.	PUNCT
cana-5113	34	1	furthermore	furthermore	ADV
cana-5113	34	2	,	,	PUNCT
cana-5113	34	3	adding	add	VERB
cana-5113	34	4	system	system	NOUN
cana-5113	34	5	-	-	PUNCT
cana-5113	34	6	based	base	VERB
cana-5113	34	7	suggestion	suggestion	NOUN
cana-5113	34	8	mechanisms	mechanism	NOUN
cana-5113	34	9	will	will	AUX
cana-5113	34	10	enhance	enhance	VERB
cana-5113	34	11	the	the	DET
cana-5113	34	12	diagnostic	diagnostic	ADJ
cana-5113	34	13	process	process	NOUN
cana-5113	34	14	's	's	PART
cana-5113	34	15	usefulness	usefulness	NOUN
cana-5113	34	16	and	and	CCONJ
cana-5113	34	17	efficacy	efficacy	NOUN
cana-5113	34	18	even	even	ADV
cana-5113	34	19	further	far	ADV
cana-5113	34	20	.	.	PUNCT
cana-5113	35	1	this	this	DET
cana-5113	35	2	study	study	NOUN
cana-5113	35	3	emphasizes	emphasize	VERB
cana-5113	35	4	how	how	SCONJ
cana-5113	35	5	critical	critical	ADJ
cana-5113	35	6	it	it	PRON
cana-5113	35	7	is	be	AUX
cana-5113	35	8	to	to	PART
cana-5113	35	9	go	go	VERB
cana-5113	35	10	beyond	beyond	ADP
cana-5113	35	11	traditional	traditional	ADJ
cana-5113	35	12	machine	machine	NOUN
cana-5113	35	13	learning	learn	VERB
cana-5113	35	14	techniques	technique	NOUN
cana-5113	35	15	for	for	ADP
cana-5113	35	16	the	the	DET
cana-5113	35	17	identification	identification	NOUN
cana-5113	35	18	of	of	ADP
cana-5113	35	19	cardiovascular	cardiovascular	ADJ
cana-5113	35	20	illness	illness	NOUN
cana-5113	35	21	.	.	PUNCT
cana-5113	36	1	through	through	ADP
cana-5113	36	2	the	the	DET
cana-5113	36	3	integration	integration	NOUN
cana-5113	36	4	of	of	ADP
cana-5113	36	5	optimization	optimization	NOUN
cana-5113	36	6	approaches	approach	NOUN
cana-5113	36	7	and	and	CCONJ
cana-5113	36	8	system	system	NOUN
cana-5113	36	9	-	-	PUNCT
cana-5113	36	10	based	base	VERB
cana-5113	36	11	recommendations	recommendation	NOUN
cana-5113	36	12	,	,	PUNCT
cana-5113	36	13	the	the	DET
cana-5113	36	14	proposed	propose	VERB
cana-5113	36	15	model	model	NOUN
cana-5113	36	16	aims	aim	VERB
cana-5113	36	17	to	to	PART
cana-5113	36	18	improve	improve	VERB
cana-5113	36	19	the	the	DET
cana-5113	36	20	diagnostic	diagnostic	ADJ
cana-5113	36	21	systems	system	NOUN
cana-5113	36	22	'	'	PART
cana-5113	36	23	efficiency	efficiency	NOUN
cana-5113	36	24	,	,	PUNCT
cana-5113	36	25	accuracy	accuracy	NOUN
cana-5113	36	26	,	,	PUNCT
cana-5113	36	27	and	and	CCONJ
cana-5113	36	28	usability	usability	NOUN
cana-5113	36	29	in	in	ADP
cana-5113	36	30	clinical	clinical	ADJ
cana-5113	36	31	settings	setting	NOUN
cana-5113	36	32	.	.	PUNCT
cana-5113	37	1	1.2	1.2	NUM
cana-5113	37	2	decision	decision	NOUN
cana-5113	37	3	strategies	strategy	NOUN
cana-5113	37	4	in	in	ADP
cana-5113	37	5	clinical	clinical	ADJ
cana-5113	37	6	practice	practice	NOUN
cana-5113	37	7	clinical	clinical	ADJ
cana-5113	37	8	decision	decision	NOUN
cana-5113	37	9	-	-	PUNCT
cana-5113	37	10	making	making	NOUN
cana-5113	37	11	is	be	AUX
cana-5113	37	12	included	include	VERB
cana-5113	37	13	in	in	ADP
cana-5113	37	14	all	all	DET
cana-5113	37	15	patient	patient	ADJ
cana-5113	37	16	care	care	NOUN
cana-5113	37	17	actions	action	NOUN
cana-5113	37	18	,	,	PUNCT
cana-5113	37	19	which	which	PRON
cana-5113	37	20	comprise	comprise	VERB
cana-5113	37	21	acts	act	NOUN
cana-5113	37	22	from	from	ADP
cana-5113	37	23	a	a	DET
cana-5113	37	24	variety	variety	NOUN
cana-5113	37	25	of	of	ADP
cana-5113	37	26	possibilities	possibility	NOUN
cana-5113	37	27	.	.	PUNCT
cana-5113	38	1	along	along	ADP
cana-5113	38	2	with	with	ADP
cana-5113	38	3	administering	administer	VERB
cana-5113	38	4	care	care	NOUN
cana-5113	38	5	and	and	CCONJ
cana-5113	38	6	providing	provide	VERB
cana-5113	38	7	comfort	comfort	NOUN
cana-5113	38	8	,	,	PUNCT
cana-5113	38	9	making	make	VERB
cana-5113	38	10	decisions	decision	NOUN
cana-5113	38	11	on	on	ADP
cana-5113	38	12	sickness	sickness	NOUN
cana-5113	38	13	prevention	prevention	NOUN
cana-5113	38	14	,	,	PUNCT
cana-5113	38	15	diagnosis	diagnosis	NOUN
cana-5113	38	16	,	,	PUNCT
cana-5113	38	17	and	and	CCONJ
cana-5113	38	18	treatment	treatment	NOUN
cana-5113	38	19	are	be	AUX
cana-5113	38	20	critical	critical	ADJ
cana-5113	38	21	skills	skill	NOUN
cana-5113	38	22	for	for	ADP
cana-5113	38	23	those	those	PRON
cana-5113	38	24	in	in	ADP
cana-5113	38	25	the	the	DET
cana-5113	38	26	medical	medical	ADJ
cana-5113	38	27	field	field	NOUN
cana-5113	38	28	.	.	PUNCT
cana-5113	39	1	clinicians	clinician	NOUN
cana-5113	39	2	typically	typically	ADV
cana-5113	39	3	base	base	VERB
cana-5113	39	4	their	their	PRON
cana-5113	39	5	decisions	decision	NOUN
cana-5113	39	6	on	on	ADP
cana-5113	39	7	the	the	DET
cana-5113	39	8	condition	condition	NOUN
cana-5113	39	9	of	of	ADP
cana-5113	39	10	their	their	PRON
cana-5113	39	11	patients	patient	NOUN
cana-5113	39	12	.	.	PUNCT
cana-5113	40	1	sometimes	sometimes	ADV
cana-5113	40	2	,	,	PUNCT
cana-5113	40	3	patients	patient	NOUN
cana-5113	40	4	participate	participate	VERB
cana-5113	40	5	completely	completely	ADV
cana-5113	40	6	in	in	ADP
cana-5113	40	7	the	the	DET
cana-5113	40	8	decision	decision	NOUN
cana-5113	40	9	-	-	PUNCT
cana-5113	40	10	making	make	VERB
cana-5113	40	11	process	process	NOUN
cana-5113	40	12	.	.	PUNCT
cana-5113	41	1	each	each	PRON
cana-5113	41	2	of	of	ADP
cana-5113	41	3	these	these	DET
cana-5113	41	4	decisions	decision	NOUN
cana-5113	41	5	has	have	VERB
cana-5113	41	6	an	an	DET
cana-5113	41	7	effect	effect	NOUN
cana-5113	41	8	,	,	PUNCT
cana-5113	41	9	and	and	CCONJ
cana-5113	41	10	some	some	PRON
cana-5113	41	11	of	of	ADP
cana-5113	41	12	them	they	PRON
cana-5113	41	13	will	will	AUX
cana-5113	41	14	eventually	eventually	ADV
cana-5113	41	15	determine	determine	VERB
cana-5113	41	16	whether	whether	SCONJ
cana-5113	41	17	a	a	DET
cana-5113	41	18	patient	patient	NOUN
cana-5113	41	19	makes	make	VERB
cana-5113	41	20	a	a	DET
cana-5113	41	21	full	full	ADJ
cana-5113	41	22	recovery	recovery	NOUN
cana-5113	41	23	and	and	CCONJ
cana-5113	41	24	survives	survive	VERB
cana-5113	41	25	their	their	PRON
cana-5113	41	26	illness	illness	NOUN
cana-5113	41	27	.	.	PUNCT
cana-5113	42	1	heart	heart	NOUN
cana-5113	42	2	problems	problem	NOUN
cana-5113	42	3	are	be	AUX
cana-5113	42	4	depicted	depict	VERB
cana-5113	42	5	in	in	ADP
cana-5113	42	6	poor	poor	ADJ
cana-5113	42	7	countries	country	NOUN
cana-5113	42	8	in	in	ADP
cana-5113	42	9	figure	figure	NOUN
cana-5113	42	10	1.1	1.1	NUM
cana-5113	42	11	,	,	PUNCT
cana-5113	42	12	show	show	VERB
cana-5113	42	13	in	in	ADP
cana-5113	42	14	this	this	DET
cana-5113	42	15	study	study	NOUN
cana-5113	42	16	how	how	SCONJ
cana-5113	42	17	early	early	ADJ
cana-5113	42	18	clinical	clinical	ADJ
cana-5113	42	19	judgments	judgment	NOUN
cana-5113	42	20	help	help	VERB
cana-5113	42	21	experts	expert	NOUN
cana-5113	42	22	in	in	ADP
cana-5113	42	23	reducing	reduce	VERB
cana-5113	42	24	risk	risk	NOUN
cana-5113	42	25	factors	factor	NOUN
cana-5113	42	26	[	[	X
cana-5113	42	27	39	39	NUM
cana-5113	42	28	]	]	PUNCT
cana-5113	42	29	.	.	PUNCT
cana-5113	43	1	medical	medical	ADJ
cana-5113	43	2	professionals	professional	NOUN
cana-5113	43	3	need	need	VERB
cana-5113	43	4	to	to	PART
cana-5113	43	5	be	be	AUX
cana-5113	43	6	aware	aware	ADJ
cana-5113	43	7	of	of	ADP
cana-5113	43	8	the	the	DET
cana-5113	43	9	data	datum	NOUN
cana-5113	43	10	that	that	PRON
cana-5113	43	11	is	be	AUX
cana-5113	43	12	accessible	accessible	ADJ
cana-5113	43	13	,	,	PUNCT
cana-5113	43	14	but	but	CCONJ
cana-5113	43	15	they	they	PRON
cana-5113	43	16	also	also	ADV
cana-5113	43	17	need	need	VERB
cana-5113	43	18	to	to	PART
cana-5113	43	19	know	know	VERB
cana-5113	43	20	how	how	SCONJ
cana-5113	43	21	to	to	AUX
cana-5113	43	22	communications	communication	NOUN
cana-5113	43	23	on	on	ADP
cana-5113	43	24	applied	apply	VERB
cana-5113	43	25	nonlinear	nonlinear	ADJ
cana-5113	43	26	analysis	analysis	NOUN
cana-5113	43	27	issn	issn	NOUN
cana-5113	43	28	:	:	PUNCT
cana-5113	43	29	1074	1074	NUM
cana-5113	43	30	-	-	PUNCT
cana-5113	43	31	133x	133x	NUM
cana-5113	43	32	vol	vol	NOUN
cana-5113	43	33	32	32	NUM
cana-5113	43	34	no	no	NOUN
cana-5113	43	35	.	.	PUNCT
cana-5113	44	1	icmasd	icmasd	NOUN
cana-5113	44	2	(	(	PUNCT
cana-5113	44	3	2025	2025	NUM
cana-5113	44	4	)	)	PUNCT
cana-5113	44	5	862	862	NUM
cana-5113	44	6	https://internationalpubls.com	https://internationalpubls.com	PRON
cana-5113	44	7	appropriately	appropriately	ADV
cana-5113	44	8	incorporate	incorporate	VERB
cana-5113	44	9	that	that	SCONJ
cana-5113	44	10	data	datum	NOUN
cana-5113	44	11	into	into	ADP
cana-5113	44	12	a	a	DET
cana-5113	44	13	decision	decision	NOUN
cana-5113	44	14	-	-	PUNCT
cana-5113	44	15	making	make	VERB
cana-5113	44	16	process	process	NOUN
cana-5113	44	17	that	that	PRON
cana-5113	44	18	protects	protect	VERB
cana-5113	44	19	the	the	DET
cana-5113	44	20	privacy	privacy	NOUN
cana-5113	44	21	and	and	CCONJ
cana-5113	44	22	interests	interest	NOUN
cana-5113	44	23	of	of	ADP
cana-5113	44	24	their	their	PRON
cana-5113	44	25	patients	patient	NOUN
cana-5113	44	26	.	.	PUNCT
cana-5113	45	1	making	make	VERB
cana-5113	45	2	clinical	clinical	ADJ
cana-5113	45	3	decisions	decision	NOUN
cana-5113	45	4	is	be	AUX
cana-5113	45	5	getting	get	VERB
cana-5113	45	6	harder	hard	ADJ
cana-5113	45	7	.	.	PUNCT
cana-5113	46	1	the	the	DET
cana-5113	46	2	range	range	NOUN
cana-5113	46	3	of	of	ADP
cana-5113	46	4	options	option	NOUN
cana-5113	46	5	for	for	ADP
cana-5113	46	6	diagnosis	diagnosis	NOUN
cana-5113	46	7	and	and	CCONJ
cana-5113	46	8	therapy	therapy	NOUN
cana-5113	46	9	is	be	AUX
cana-5113	46	10	ever	ever	ADV
cana-5113	46	11	-	-	PUNCT
cana-5113	46	12	expanding	expand	VERB
cana-5113	46	13	.	.	PUNCT
cana-5113	47	1	medical	medical	ADJ
cana-5113	47	2	practitioners	practitioner	NOUN
cana-5113	47	3	are	be	AUX
cana-5113	47	4	under	under	ADP
cana-5113	47	5	pressure	pressure	NOUN
cana-5113	47	6	to	to	PART
cana-5113	47	7	weigh	weigh	VERB
cana-5113	47	8	value	value	NOUN
cana-5113	47	9	when	when	SCONJ
cana-5113	47	10	deciding	decide	VERB
cana-5113	47	11	between	between	ADP
cana-5113	47	12	various	various	ADJ
cana-5113	47	13	treatment	treatment	NOUN
cana-5113	47	14	options	option	NOUN
cana-5113	47	15	due	due	ADJ
cana-5113	47	16	to	to	ADP
cana-5113	47	17	rising	rise	VERB
cana-5113	47	18	healthcare	healthcare	NOUN
cana-5113	47	19	costs	cost	NOUN
cana-5113	47	20	.	.	PUNCT
cana-5113	48	1	often	often	ADV
cana-5113	48	2	,	,	PUNCT
cana-5113	48	3	there	there	PRON
cana-5113	48	4	is	be	VERB
cana-5113	48	5	not	not	PART
cana-5113	48	6	enough	enough	ADJ
cana-5113	48	7	time	time	NOUN
cana-5113	48	8	to	to	PART
cana-5113	48	9	make	make	VERB
cana-5113	48	10	decisions	decision	NOUN
cana-5113	48	11	,	,	PUNCT
cana-5113	48	12	especially	especially	ADV
cana-5113	48	13	considering	consider	VERB
cana-5113	48	14	how	how	SCONJ
cana-5113	48	15	long	long	ADJ
cana-5113	48	16	a	a	DET
cana-5113	48	17	normal	normal	ADJ
cana-5113	48	18	patient	patient	NOUN
cana-5113	48	19	visit	visit	NOUN
cana-5113	48	20	is	be	AUX
cana-5113	48	21	getting	get	VERB
cana-5113	48	22	shorter	short	ADJ
cana-5113	48	23	.	.	PUNCT
cana-5113	49	1	heart	heart	NOUN
cana-5113	49	2	issues	issue	NOUN
cana-5113	49	3	in	in	ADP
cana-5113	49	4	industrialized	industrialized	ADJ
cana-5113	49	5	/	/	SYM
cana-5113	49	6	developing	develop	VERB
cana-5113	49	7	nations	nation	NOUN
cana-5113	49	8	are	be	AUX
cana-5113	49	9	seen	see	VERB
cana-5113	49	10	in	in	ADP
cana-5113	49	11	figure	figure	NOUN
cana-5113	49	12	1.2	1.2	NUM
cana-5113	49	13	[	[	X
cana-5113	49	14	39	39	NUM
cana-5113	49	15	]	]	PUNCT
cana-5113	49	16	.	.	PUNCT
cana-5113	50	1	figure	figure	VERB
cana-5113	50	2	1.1	1.1	NUM
cana-5113	50	3	causes	cause	NOUN
cana-5113	50	4	of	of	ADP
cana-5113	50	5	death	death	NOUN
cana-5113	50	6	in	in	ADP
cana-5113	50	7	developing	develop	VERB
cana-5113	50	8	countries	country	NOUN
cana-5113	50	9	[	[	X
cana-5113	50	10	39	39	NUM
cana-5113	50	11	]	]	PUNCT
cana-5113	50	12	figure	figure	NOUN
cana-5113	50	13	2	2	NUM
cana-5113	50	14	causes	cause	NOUN
cana-5113	50	15	of	of	ADP
cana-5113	50	16	death	death	NOUN
cana-5113	50	17	in	in	ADP
cana-5113	50	18	developing	develop	VERB
cana-5113	50	19	countries	country	NOUN
cana-5113	51	1	[	[	X
cana-5113	51	2	39	39	NUM
cana-5113	51	3	]	]	PUNCT
cana-5113	51	4	the	the	DET
cana-5113	51	5	many	many	ADJ
cana-5113	51	6	clinical	clinical	ADJ
cana-5113	51	7	blood	blood	NOUN
cana-5113	51	8	vascular	vascular	NOUN
cana-5113	51	9	dysfunctions	dysfunction	NOUN
cana-5113	51	10	are	be	AUX
cana-5113	51	11	primarily	primarily	ADV
cana-5113	51	12	the	the	DET
cana-5113	51	13	focus	focus	NOUN
cana-5113	51	14	of	of	ADP
cana-5113	51	15	the	the	DET
cana-5113	51	16	classification	classification	NOUN
cana-5113	51	17	of	of	ADP
cana-5113	51	18	heart	heart	NOUN
cana-5113	51	19	ailments	ailment	NOUN
cana-5113	51	20	.	.	PUNCT
cana-5113	52	1	the	the	DET
cana-5113	52	2	blood	blood	NOUN
cana-5113	52	3	flow	flow	NOUN
cana-5113	52	4	to	to	ADP
cana-5113	52	5	the	the	DET
cana-5113	52	6	heart	heart	NOUN
cana-5113	52	7	is	be	AUX
cana-5113	52	8	influenced	influence	VERB
cana-5113	52	9	by	by	ADP
cana-5113	52	10	fatty	fatty	NOUN
cana-5113	52	11	molecules	molecule	NOUN
cana-5113	52	12	found	find	VERB
cana-5113	52	13	in	in	ADP
cana-5113	52	14	blood	blood	NOUN
cana-5113	52	15	vessels	vessel	NOUN
cana-5113	52	16	.	.	PUNCT
cana-5113	53	1	an	an	DET
cana-5113	53	2	essential	essential	ADJ
cana-5113	53	3	organ	organ	NOUN
cana-5113	53	4	or	or	CCONJ
cana-5113	53	5	part	part	NOUN
cana-5113	53	6	of	of	ADP
cana-5113	53	7	our	our	PRON
cana-5113	53	8	body	body	NOUN
cana-5113	53	9	is	be	AUX
cana-5113	53	10	the	the	DET
cana-5113	53	11	heart	heart	NOUN
cana-5113	53	12	.	.	PUNCT
cana-5113	54	1	life	life	NOUN
cana-5113	54	2	depends	depend	VERB
cana-5113	54	3	on	on	ADP
cana-5113	54	4	the	the	DET
cana-5113	54	5	heart	heart	NOUN
cana-5113	54	6	's	's	PART
cana-5113	54	7	ability	ability	NOUN
cana-5113	54	8	to	to	PART
cana-5113	54	9	function	function	VERB
cana-5113	54	10	normally	normally	ADV
cana-5113	54	11	.	.	PUNCT
cana-5113	55	1	if	if	SCONJ
cana-5113	55	2	the	the	DET
cana-5113	55	3	heart	heart	NOUN
cana-5113	55	4	is	be	AUX
cana-5113	55	5	n't	not	PART
cana-5113	55	6	working	work	VERB
cana-5113	55	7	right	right	ADV
cana-5113	55	8	,	,	PUNCT
cana-5113	55	9	it	it	PRON
cana-5113	55	10	will	will	AUX
cana-5113	55	11	affect	affect	VERB
cana-5113	55	12	other	other	ADJ
cana-5113	55	13	parts	part	NOUN
cana-5113	55	14	of	of	ADP
cana-5113	55	15	the	the	DET
cana-5113	55	16	human	human	ADJ
cana-5113	55	17	body	body	NOUN
cana-5113	55	18	like	like	ADP
cana-5113	55	19	the	the	DET
cana-5113	55	20	kidney	kidney	NOUN
cana-5113	55	21	,	,	PUNCT
cana-5113	55	22	brain	brain	NOUN
cana-5113	55	23	,	,	PUNCT
cana-5113	55	24	etc	etc	X
cana-5113	55	25	.	.	X
cana-5113	56	1	all	all	DET
cana-5113	56	2	the	the	DET
cana-5113	56	3	heart	heart	NOUN
cana-5113	56	4	does	do	AUX
cana-5113	56	5	is	be	AUX
cana-5113	56	6	pump	pump	VERB
cana-5113	56	7	blood	blood	NOUN
cana-5113	56	8	throughout	throughout	ADP
cana-5113	56	9	the	the	DET
cana-5113	56	10	body	body	NOUN
cana-5113	56	11	.	.	PUNCT
cana-5113	57	1	problems	problem	NOUN
cana-5113	57	2	with	with	ADP
cana-5113	57	3	blood	blood	NOUN
cana-5113	57	4	circulation	circulation	NOUN
cana-5113	57	5	can	can	AUX
cana-5113	57	6	impact	impact	VERB
cana-5113	57	7	many	many	ADJ
cana-5113	57	8	organs	organ	NOUN
cana-5113	57	9	,	,	PUNCT
cana-5113	57	10	such	such	ADJ
cana-5113	57	11	as	as	ADP
cana-5113	57	12	the	the	DET
cana-5113	57	13	brain	brain	NOUN
cana-5113	57	14	,	,	PUNCT
cana-5113	57	15	and	and	CCONJ
cana-5113	57	16	result	result	VERB
cana-5113	57	17	in	in	ADP
cana-5113	57	18	death	death	NOUN
cana-5113	57	19	in	in	ADP
cana-5113	57	20	a	a	DET
cana-5113	57	21	matter	matter	NOUN
cana-5113	57	22	of	of	ADP
cana-5113	57	23	minutes	minute	NOUN
cana-5113	57	24	if	if	SCONJ
cana-5113	57	25	the	the	DET
cana-5113	57	26	heart	heart	NOUN
cana-5113	57	27	completely	completely	ADV
cana-5113	57	28	stops	stop	VERB
cana-5113	57	29	pumping	pump	VERB
cana-5113	57	30	.	.	PUNCT
cana-5113	58	1	life	life	NOUN
cana-5113	58	2	is	be	AUX
cana-5113	58	3	completely	completely	ADV
cana-5113	58	4	dependent	dependent	ADJ
cana-5113	58	5	on	on	ADP
cana-5113	58	6	the	the	DET
cana-5113	58	7	heart	heart	NOUN
cana-5113	58	8	's	's	PART
cana-5113	58	9	effective	effective	ADJ
cana-5113	58	10	operation	operation	NOUN
cana-5113	58	11	.	.	PUNCT
cana-5113	59	1	coronary	coronary	ADJ
cana-5113	59	2	heart	heart	NOUN
cana-5113	59	3	disease	disease	NOUN
cana-5113	59	4	(	(	PUNCT
cana-5113	59	5	chd	chd	NOUN
cana-5113	59	6	)	)	PUNCT
cana-5113	59	7	is	be	AUX
cana-5113	59	8	another	another	DET
cana-5113	59	9	name	name	NOUN
cana-5113	59	10	for	for	ADP
cana-5113	59	11	heart	heart	NOUN
cana-5113	59	12	disease	disease	NOUN
cana-5113	59	13	.	.	PUNCT
cana-5113	60	1	communications	communication	NOUN
cana-5113	60	2	on	on	ADP
cana-5113	60	3	applied	apply	VERB
cana-5113	60	4	nonlinear	nonlinear	ADJ
cana-5113	60	5	analysis	analysis	NOUN
cana-5113	60	6	issn	issn	NOUN
cana-5113	60	7	:	:	PUNCT
cana-5113	60	8	1074	1074	NUM
cana-5113	60	9	-	-	PUNCT
cana-5113	60	10	133x	133x	NUM
cana-5113	60	11	vol	vol	NOUN
cana-5113	60	12	32	32	NUM
cana-5113	60	13	no	no	NOUN
cana-5113	60	14	.	.	PUNCT
cana-5113	61	1	icmasd	icmasd	NOUN
cana-5113	61	2	(	(	PUNCT
cana-5113	61	3	2025	2025	NUM
cana-5113	61	4	)	)	PUNCT
cana-5113	61	5	863	863	NUM
cana-5113	61	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	61	7	2	2	X
cana-5113	61	8	.	.	X
cana-5113	61	9	literature	literature	NOUN
cana-5113	61	10	review	review	NOUN
cana-5113	61	11	in	in	ADP
cana-5113	61	12	today	today	NOUN
cana-5113	61	13	's	's	PART
cana-5113	61	14	world	world	NOUN
cana-5113	61	15	,	,	PUNCT
cana-5113	61	16	cardiovascular	cardiovascular	ADJ
cana-5113	61	17	disease	disease	NOUN
cana-5113	61	18	(	(	PUNCT
cana-5113	61	19	cvd	cvd	NOUN
cana-5113	61	20	)	)	PUNCT
cana-5113	61	21	remains	remain	VERB
cana-5113	61	22	the	the	DET
cana-5113	61	23	primary	primary	ADJ
cana-5113	61	24	cause	cause	NOUN
cana-5113	61	25	of	of	ADP
cana-5113	61	26	global	global	ADJ
cana-5113	61	27	mortality	mortality	NOUN
cana-5113	61	28	,	,	PUNCT
cana-5113	61	29	emphasizing	emphasize	VERB
cana-5113	61	30	the	the	DET
cana-5113	61	31	critical	critical	ADJ
cana-5113	61	32	need	need	NOUN
cana-5113	61	33	for	for	ADP
cana-5113	61	34	early	early	ADJ
cana-5113	61	35	detection	detection	NOUN
cana-5113	61	36	methods	method	NOUN
cana-5113	61	37	to	to	PART
cana-5113	61	38	mitigate	mitigate	VERB
cana-5113	61	39	its	its	PRON
cana-5113	61	40	profound	profound	ADJ
cana-5113	61	41	impact	impact	NOUN
cana-5113	61	42	.	.	PUNCT
cana-5113	62	1	recent	recent	ADJ
cana-5113	62	2	years	year	NOUN
cana-5113	62	3	have	have	AUX
cana-5113	62	4	witnessed	witness	VERB
cana-5113	62	5	substantial	substantial	ADJ
cana-5113	62	6	progress	progress	NOUN
cana-5113	62	7	in	in	ADP
cana-5113	62	8	harnessing	harness	VERB
cana-5113	62	9	machine	machine	NOUN
cana-5113	62	10	learning	learning	NOUN
cana-5113	62	11	(	(	PUNCT
cana-5113	62	12	ml	ml	NOUN
cana-5113	62	13	)	)	PUNCT
cana-5113	62	14	to	to	PART
cana-5113	62	15	develop	develop	VERB
cana-5113	62	16	accurate	accurate	ADJ
cana-5113	62	17	and	and	CCONJ
cana-5113	62	18	effective	effective	ADJ
cana-5113	62	19	artificial	artificial	ADJ
cana-5113	62	20	intelligence	intelligence	NOUN
cana-5113	62	21	models	model	NOUN
cana-5113	62	22	specifically	specifically	ADV
cana-5113	62	23	tailored	tailor	VERB
cana-5113	62	24	for	for	ADP
cana-5113	62	25	cardiac	cardiac	ADJ
cana-5113	62	26	disorders.this	disorders.this	PRON
cana-5113	62	27	comprehensive	comprehensive	ADJ
cana-5113	62	28	study	study	NOUN
cana-5113	62	29	aims	aim	VERB
cana-5113	62	30	to	to	PART
cana-5113	62	31	delve	delve	VERB
cana-5113	62	32	into	into	ADP
cana-5113	62	33	an	an	DET
cana-5113	62	34	extensive	extensive	ADJ
cana-5113	62	35	review	review	NOUN
cana-5113	62	36	of	of	ADP
cana-5113	62	37	existing	exist	VERB
cana-5113	62	38	research	research	NOUN
cana-5113	62	39	that	that	PRON
cana-5113	62	40	revolves	revolve	VERB
cana-5113	62	41	around	around	ADP
cana-5113	62	42	cardiovascular	cardiovascular	ADJ
cana-5113	62	43	disease	disease	NOUN
cana-5113	62	44	prediction	prediction	NOUN
cana-5113	62	45	systems	system	NOUN
cana-5113	62	46	,	,	PUNCT
cana-5113	62	47	specifically	specifically	ADV
cana-5113	62	48	leveraging	leverage	VERB
cana-5113	62	49	ml	ml	NOUN
cana-5113	62	50	-	-	PUNCT
cana-5113	62	51	based	base	VERB
cana-5113	62	52	approaches	approach	NOUN
cana-5113	62	53	.	.	PUNCT
cana-5113	63	1	by	by	ADP
cana-5113	63	2	meticulously	meticulously	ADV
cana-5113	63	3	analyzing	analyze	VERB
cana-5113	63	4	various	various	ADJ
cana-5113	63	5	studies	study	NOUN
cana-5113	63	6	and	and	CCONJ
cana-5113	63	7	methodologies	methodology	NOUN
cana-5113	63	8	,	,	PUNCT
cana-5113	63	9	the	the	DET
cana-5113	63	10	goal	goal	NOUN
cana-5113	63	11	is	be	AUX
cana-5113	63	12	to	to	PART
cana-5113	63	13	provide	provide	VERB
cana-5113	63	14	a	a	DET
cana-5113	63	15	comprehensive	comprehensive	ADJ
cana-5113	63	16	assessment	assessment	NOUN
cana-5113	63	17	of	of	ADP
cana-5113	63	18	the	the	DET
cana-5113	63	19	current	current	ADJ
cana-5113	63	20	landscape	landscape	NOUN
cana-5113	63	21	in	in	ADP
cana-5113	63	22	cvd	cvd	PROPN
cana-5113	63	23	prediction	prediction	NOUN
cana-5113	63	24	using	use	VERB
cana-5113	63	25	machine	machine	NOUN
cana-5113	63	26	learning	learn	VERB
cana-5113	63	27	techniques	technique	NOUN
cana-5113	63	28	.	.	PUNCT
cana-5113	64	1	one	one	NUM
cana-5113	64	2	of	of	ADP
cana-5113	64	3	the	the	DET
cana-5113	64	4	key	key	ADJ
cana-5113	64	5	focal	focal	ADJ
cana-5113	64	6	points	point	NOUN
cana-5113	64	7	of	of	ADP
cana-5113	64	8	this	this	DET
cana-5113	64	9	study	study	NOUN
cana-5113	64	10	involves	involve	VERB
cana-5113	64	11	conducting	conduct	VERB
cana-5113	64	12	a	a	DET
cana-5113	64	13	comparative	comparative	ADJ
cana-5113	64	14	analysis	analysis	NOUN
cana-5113	64	15	.	.	PUNCT
cana-5113	65	1	this	this	DET
cana-5113	65	2	comparative	comparative	ADJ
cana-5113	65	3	analysis	analysis	NOUN
cana-5113	65	4	entails	entail	VERB
cana-5113	65	5	meticulously	meticulously	ADV
cana-5113	65	6	evaluating	evaluate	VERB
cana-5113	65	7	and	and	CCONJ
cana-5113	65	8	juxtaposing	juxtapose	VERB
cana-5113	65	9	the	the	DET
cana-5113	65	10	methodologies	methodology	NOUN
cana-5113	65	11	and	and	CCONJ
cana-5113	65	12	outcomes	outcome	NOUN
cana-5113	65	13	of	of	ADP
cana-5113	65	14	the	the	DET
cana-5113	65	15	proposed	propose	VERB
cana-5113	65	16	prediction	prediction	NOUN
cana-5113	65	17	systems	system	NOUN
cana-5113	65	18	against	against	ADP
cana-5113	65	19	the	the	DET
cana-5113	65	20	backdrop	backdrop	NOUN
cana-5113	65	21	of	of	ADP
cana-5113	65	22	other	other	ADJ
cana-5113	65	23	cutting	cutting	NOUN
cana-5113	65	24	-	-	PUNCT
cana-5113	65	25	edge	edge	NOUN
cana-5113	65	26	approaches	approach	NOUN
cana-5113	65	27	in	in	ADP
cana-5113	65	28	the	the	DET
cana-5113	65	29	field	field	NOUN
cana-5113	65	30	.	.	PUNCT
cana-5113	66	1	this	this	DET
cana-5113	66	2	comparative	comparative	ADJ
cana-5113	66	3	assessment	assessment	NOUN
cana-5113	66	4	aims	aim	VERB
cana-5113	66	5	to	to	PART
cana-5113	66	6	shed	shed	VERB
cana-5113	66	7	light	light	NOUN
cana-5113	66	8	on	on	ADP
cana-5113	66	9	the	the	DET
cana-5113	66	10	strengths	strength	NOUN
cana-5113	66	11	,	,	PUNCT
cana-5113	66	12	weaknesses	weakness	NOUN
cana-5113	66	13	,	,	PUNCT
cana-5113	66	14	and	and	CCONJ
cana-5113	66	15	unique	unique	ADJ
cana-5113	66	16	contributions	contribution	NOUN
cana-5113	66	17	of	of	ADP
cana-5113	66	18	the	the	DET
cana-5113	66	19	different	different	ADJ
cana-5113	66	20	ml	ml	NOUN
cana-5113	66	21	-	-	PUNCT
cana-5113	66	22	based	base	VERB
cana-5113	66	23	approaches	approach	NOUN
cana-5113	66	24	employed	employ	VERB
cana-5113	66	25	in	in	ADP
cana-5113	66	26	predicting	predict	VERB
cana-5113	66	27	cardiovascular	cardiovascular	ADJ
cana-5113	66	28	diseases	disease	NOUN
cana-5113	66	29	.	.	PUNCT
cana-5113	67	1	the	the	DET
cana-5113	67	2	intention	intention	NOUN
cana-5113	67	3	behind	behind	ADP
cana-5113	67	4	this	this	DET
cana-5113	67	5	meticulous	meticulous	ADJ
cana-5113	67	6	comparative	comparative	ADJ
cana-5113	67	7	analysis	analysis	NOUN
cana-5113	67	8	is	be	AUX
cana-5113	67	9	to	to	PART
cana-5113	67	10	offer	offer	VERB
cana-5113	67	11	valuable	valuable	ADJ
cana-5113	67	12	insights	insight	NOUN
cana-5113	67	13	into	into	ADP
cana-5113	67	14	the	the	DET
cana-5113	67	15	efficacy	efficacy	NOUN
cana-5113	67	16	,	,	PUNCT
cana-5113	67	17	accuracy	accuracy	NOUN
cana-5113	67	18	,	,	PUNCT
cana-5113	67	19	and	and	CCONJ
cana-5113	67	20	advancements	advancement	NOUN
cana-5113	67	21	brought	bring	VERB
cana-5113	67	22	forth	forth	ADP
cana-5113	67	23	by	by	ADP
cana-5113	67	24	these	these	DET
cana-5113	67	25	ml	ml	NOUN
cana-5113	67	26	-	-	PUNCT
cana-5113	67	27	based	base	VERB
cana-5113	67	28	models	model	NOUN
cana-5113	67	29	.	.	PUNCT
cana-5113	68	1	by	by	ADP
cana-5113	68	2	synthesizing	synthesize	VERB
cana-5113	68	3	and	and	CCONJ
cana-5113	68	4	critically	critically	ADV
cana-5113	68	5	evaluating	evaluate	VERB
cana-5113	68	6	the	the	DET
cana-5113	68	7	findings	finding	NOUN
cana-5113	68	8	of	of	ADP
cana-5113	68	9	various	various	ADJ
cana-5113	68	10	studies	study	NOUN
cana-5113	68	11	,	,	PUNCT
cana-5113	68	12	this	this	DET
cana-5113	68	13	research	research	NOUN
cana-5113	68	14	endeavours	endeavour	VERB
cana-5113	68	15	to	to	PART
cana-5113	68	16	paint	paint	VERB
cana-5113	68	17	a	a	DET
cana-5113	68	18	comprehensive	comprehensive	ADJ
cana-5113	68	19	picture	picture	NOUN
cana-5113	68	20	of	of	ADP
cana-5113	68	21	the	the	DET
cana-5113	68	22	current	current	ADJ
cana-5113	68	23	state	state	NOUN
cana-5113	68	24	of	of	ADP
cana-5113	68	25	cardiovascular	cardiovascular	ADJ
cana-5113	68	26	disease	disease	NOUN
cana-5113	68	27	prediction	prediction	NOUN
cana-5113	68	28	systems	system	NOUN
cana-5113	68	29	driven	drive	VERB
cana-5113	68	30	by	by	ADP
cana-5113	68	31	machine	machine	NOUN
cana-5113	68	32	learning	learning	NOUN
cana-5113	68	33	methodologies	methodology	NOUN
cana-5113	68	34	.	.	PUNCT
cana-5113	69	1	2.1	2.1	NUM
cana-5113	69	2	comparative	comparative	ADJ
cana-5113	69	3	analysis	analysis	NOUN
cana-5113	69	4	table	table	NOUN
cana-5113	69	5	2.1	2.1	NUM
cana-5113	69	6	:	:	PUNCT
cana-5113	69	7	comparative	comparative	ADJ
cana-5113	69	8	analysis	analysis	NOUN
cana-5113	69	9	of	of	ADP
cana-5113	69	10	previous	previous	ADJ
cana-5113	69	11	work	work	NOUN
cana-5113	69	12	author	author	NOUN
cana-5113	69	13	&	&	CCONJ
cana-5113	69	14	conference/	conference/	NUM
cana-5113	69	15	algorithm	algorithm	NOUN
cana-5113	69	16	dataset	dataset	VERB
cana-5113	69	17	key	key	ADJ
cana-5113	69	18	finding	finding	NOUN
cana-5113	69	19	challenges	challenge	NOUN
cana-5113	69	20	citation	citation	PROPN
cana-5113	69	21	journal	journal	PROPN
cana-5113	69	22	prasanna	prasanna	PROPN
cana-5113	69	23	et	et	PROPN
cana-5113	69	24	al	al	PROPN
cana-5113	69	25	.	.	PROPN
cana-5113	69	26	,2023[1	,2023[1	PROPN
cana-5113	69	27	]	]	PUNCT
cana-5113	69	28	ieee	ieee	PROPN
cana-5113	69	29	conference	conference	NOUN
cana-5113	69	30	q	q	PROPN
cana-5113	69	31	-	-	PUNCT
cana-5113	69	32	learning	learning	NOUN
cana-5113	69	33	,	,	PUNCT
cana-5113	69	34	a	a	DET
cana-5113	69	35	reinforcement	reinforcement	NOUN
cana-5113	69	36	learning	learning	NOUN
cana-5113	69	37	algorithm	algorithm	PROPN
cana-5113	69	38	uci	uci	PROPN
cana-5113	69	39	(	(	PUNCT
cana-5113	69	40	303	303	NUM
cana-5113	69	41	)	)	PUNCT
cana-5113	69	42	accuracy	accuracy	NOUN
cana-5113	69	43	87	87	NUM
cana-5113	69	44	%	%	NOUN
cana-5113	69	45	,	,	PUNCT
cana-5113	69	46	precision	precision	NOUN
cana-5113	69	47	99	99	NUM
cana-5113	69	48	%	%	NOUN
cana-5113	69	49	,	,	PUNCT
cana-5113	69	50	recall	recall	VERB
cana-5113	69	51	58.3	58.3	NUM
cana-5113	69	52	%	%	NOUN
cana-5113	69	53	,	,	PUNCT
cana-5113	69	54	and	and	CCONJ
cana-5113	69	55	f1	f1	NOUN
cana-5113	69	56	-	-	PUNCT
cana-5113	69	57	score	score	NOUN
cana-5113	69	58	76	76	NUM
cana-5113	69	59	%	%	NOUN
cana-5113	69	60	.	.	PUNCT
cana-5113	70	1	improving	improve	VERB
cana-5113	70	2	recall	recall	NOUN
cana-5113	70	3	,	,	PUNCT
cana-5113	70	4	exploring	explore	VERB
cana-5113	70	5	additional	additional	ADJ
cana-5113	70	6	features	feature	NOUN
cana-5113	70	7	,	,	PUNCT
cana-5113	70	8	and	and	CCONJ
cana-5113	70	9	testing	test	VERB
cana-5113	70	10	on	on	ADP
cana-5113	70	11	larger	large	ADJ
cana-5113	70	12	datasets	dataset	NOUN
cana-5113	70	13	kavitha	kavitha	PROPN
cana-5113	70	14	et	et	PROPN
cana-5113	70	15	al	al	PROPN
cana-5113	70	16	.	.	PROPN
cana-5113	70	17	,2021[2	,2021[2	PROPN
cana-5113	70	18	]	]	PUNCT
cana-5113	70	19	ieee	ieee	PROPN
cana-5113	70	20	dt	dt	PROPN
cana-5113	70	21	&	&	CCONJ
cana-5113	70	22	rf	rf	PROPN
cana-5113	70	23	and	and	CCONJ
cana-5113	70	24	hybrid	hybrid	ADJ
cana-5113	70	25	approach	approach	NOUN
cana-5113	70	26	uci	uci	NOUN
cana-5113	70	27	(	(	PUNCT
cana-5113	70	28	303	303	NUM
cana-5113	70	29	)	)	PUNCT
cana-5113	70	30	accuracy	accuracy	NOUN
cana-5113	70	31	79	79	NUM
cana-5113	70	32	%	%	NOUN
cana-5113	70	33	for	for	ADP
cana-5113	70	34	dt	dt	PROPN
cana-5113	70	35	,	,	PUNCT
cana-5113	70	36	81	81	NUM
cana-5113	70	37	%	%	NOUN
cana-5113	70	38	for	for	ADP
cana-5113	70	39	rf	rf	NOUN
cana-5113	70	40	,	,	PUNCT
cana-5113	70	41	and	and	CCONJ
cana-5113	70	42	88	88	NUM
cana-5113	70	43	%	%	NOUN
cana-5113	70	44	for	for	ADP
cana-5113	70	45	the	the	DET
cana-5113	70	46	hybrid	hybrid	ADJ
cana-5113	70	47	model	model	NOUN
cana-5113	70	48	.	.	PUNCT
cana-5113	71	1	perform	perform	VERB
cana-5113	71	2	better	well	ADV
cana-5113	71	3	only	only	ADV
cana-5113	71	4	for	for	ADP
cana-5113	71	5	small	small	ADJ
cana-5113	71	6	dataset	dataset	NOUN
cana-5113	71	7	conference	conference	NOUN
cana-5113	71	8	bhatt	bhatt	PROPN
cana-5113	71	9	et	et	PROPN
cana-5113	71	10	al	al	PROPN
cana-5113	71	11	.	.	PROPN
cana-5113	71	12	,2023	,2023	PUNCT
cana-5113	72	1	[	[	X
cana-5113	72	2	3	3	NUM
cana-5113	72	3	]	]	X
cana-5113	72	4	mdpi	mdpi	PROPN
cana-5113	72	5	journal	journal	PROPN
cana-5113	72	6	rf	rf	PROPN
cana-5113	72	7	,	,	PUNCT
cana-5113	72	8	dt	dt	PROPN
cana-5113	72	9	,	,	PUNCT
cana-5113	72	10	mlp	mlp	PROPN
cana-5113	72	11	,	,	PUNCT
cana-5113	72	12	xgb	xgb	PROPN
cana-5113	72	13	kaggle	kaggle	VERB
cana-5113	72	14	(	(	PUNCT
cana-5113	72	15	70,000	70,000	NUM
cana-5113	72	16	)	)	PUNCT
cana-5113	72	17	accuracy	accuracy	NOUN
cana-5113	72	18	87.28	87.28	NUM
cana-5113	72	19	%	%	NOUN
cana-5113	72	20	,	,	PUNCT
cana-5113	72	21	precision	precision	NOUN
cana-5113	72	22	88.70	88.70	NUM
cana-5113	72	23	%	%	NOUN
cana-5113	72	24	,	,	PUNCT
cana-5113	72	25	recall	recall	VERB
cana-5113	72	26	84.85	84.85	NUM
cana-5113	72	27	%	%	NOUN
cana-5113	72	28	,	,	PUNCT
cana-5113	72	29	and	and	CCONJ
cana-5113	72	30	f1	f1	NOUN
cana-5113	72	31	-	-	PUNCT
cana-5113	72	32	score	score	NOUN
cana-5113	72	33	86.71	86.71	NUM
cana-5113	72	34	%	%	NOUN
cana-5113	72	35	,	,	PUNCT
cana-5113	72	36	auc	auc	ADJ
cana-5113	72	37	0.95(mlp	0.95(mlp	NUM
cana-5113	72	38	)	)	PUNCT
cana-5113	72	39	dimension	dimension	NOUN
cana-5113	72	40	issues	issue	NOUN
cana-5113	72	41	,	,	PUNCT
cana-5113	72	42	accuracy	accuracy	NOUN
cana-5113	72	43	madhumita	madhumita	PROPN
cana-5113	72	44	et	et	PROPN
cana-5113	72	45	al	al	PROPN
cana-5113	72	46	.	.	PROPN
cana-5113	72	47	,2021[11	,2021[11	PROPN
cana-5113	72	48	]	]	PUNCT
cana-5113	73	1	iop	iop	PROPN
cana-5113	73	2	conference	conference	PROPN
cana-5113	73	3	rf	rf	PROPN
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cana-5113	73	5	(	(	PUNCT
cana-5113	73	6	303	303	NUM
cana-5113	73	7	)	)	PUNCT
cana-5113	73	8	accuracy	accuracy	NOUN
cana-5113	73	9	86.9	86.9	NUM
cana-5113	73	10	%	%	NOUN
cana-5113	73	11	,	,	PUNCT
cana-5113	73	12	sensitivity	sensitivity	NOUN
cana-5113	73	13	limited	limit	VERB
cana-5113	73	14	dataset	dataset	NOUN
cana-5113	73	15	communications	communication	NOUN
cana-5113	73	16	on	on	ADP
cana-5113	73	17	applied	apply	VERB
cana-5113	73	18	nonlinear	nonlinear	ADJ
cana-5113	73	19	analysis	analysis	NOUN
cana-5113	73	20	issn	issn	NOUN
cana-5113	73	21	:	:	PUNCT
cana-5113	73	22	1074	1074	NUM
cana-5113	73	23	-	-	PUNCT
cana-5113	73	24	133x	133x	NUM
cana-5113	73	25	vol	vol	NOUN
cana-5113	73	26	32	32	NUM
cana-5113	73	27	no	no	NOUN
cana-5113	73	28	.	.	PUNCT
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cana-5113	74	2	(	(	PUNCT
cana-5113	74	3	2025	2025	NUM
cana-5113	74	4	)	)	PUNCT
cana-5113	74	5	864	864	NUM
cana-5113	75	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	75	2	90.6	90.6	NUM
cana-5113	75	3	%	%	NOUN
cana-5113	75	4	,	,	PUNCT
cana-5113	75	5	specificity	specificity	NOUN
cana-5113	75	6	82.7	82.7	NUM
cana-5113	75	7	%	%	NOUN
cana-5113	75	8	(	(	PUNCT
cana-5113	75	9	rf	rf	NOUN
cana-5113	75	10	)	)	PUNCT
cana-5113	75	11	jindal	jindal	PROPN
cana-5113	75	12	et	et	PROPN
cana-5113	75	13	al	al	PROPN
cana-5113	75	14	.	.	PROPN
cana-5113	75	15	,2021	,2021	PUNCT
cana-5113	76	1	[	[	X
cana-5113	76	2	12	12	NUM
cana-5113	76	3	]	]	X
cana-5113	76	4	iop	iop	PROPN
cana-5113	76	5	conference	conference	PROPN
cana-5113	76	6	lr	lr	PROPN
cana-5113	76	7	,	,	PUNCT
cana-5113	76	8	rf	rf	PROPN
cana-5113	76	9	,	,	PUNCT
cana-5113	76	10	knn	knn	PROPN
cana-5113	76	11	uci	uci	PROPN
cana-5113	76	12	(	(	PUNCT
cana-5113	76	13	303	303	NUM
cana-5113	76	14	)	)	PUNCT
cana-5113	76	15	accuracy	accuracy	NOUN
cana-5113	76	16	88.52	88.52	NUM
cana-5113	76	17	%	%	NOUN
cana-5113	76	18	(	(	PUNCT
cana-5113	76	19	knn	knn	PROPN
cana-5113	76	20	)	)	PUNCT
cana-5113	76	21	limited	limited	ADJ
cana-5113	76	22	dataset	dataset	VERB
cana-5113	76	23	pal	pal	NOUN
cana-5113	76	24	and	and	CCONJ
cana-5113	76	25	parija,2022	parija,2022	NOUN
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cana-5113	77	2	13	13	NUM
cana-5113	77	3	]	]	SYM
cana-5113	77	4	open	open	ADJ
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cana-5113	77	6	journal	journal	PROPN
cana-5113	77	7	mlp	mlp	PROPN
cana-5113	77	8	,	,	PUNCT
cana-5113	77	9	knn	knn	PROPN
cana-5113	77	10	uci	uci	PROPN
cana-5113	77	11	(	(	PUNCT
cana-5113	77	12	303	303	NUM
cana-5113	77	13	)	)	PUNCT
cana-5113	77	14	accuracy	accuracy	NOUN
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cana-5113	77	16	%	%	NOUN
cana-5113	77	17	,	,	PUNCT
cana-5113	77	18	auc	auc	X
cana-5113	77	19	86.41	86.41	NUM
cana-5113	77	20	(	(	PUNCT
cana-5113	77	21	mlp	mlp	NOUN
cana-5113	77	22	)	)	PUNCT
cana-5113	77	23	limited	limited	ADJ
cana-5113	77	24	dataset	dataset	NOUN
cana-5113	77	25	garg	garg	PROPN
cana-5113	77	26	et	et	PROPN
cana-5113	77	27	al	al	PROPN
cana-5113	77	28	.	.	PROPN
cana-5113	77	29	,2021	,2021	PUNCT
cana-5113	78	1	[	[	X
cana-5113	78	2	14	14	NUM
cana-5113	78	3	]	]	X
cana-5113	78	4	iop	iop	PROPN
cana-5113	78	5	conference	conference	PROPN
cana-5113	78	6	knn	knn	PROPN
cana-5113	78	7	,	,	PUNCT
cana-5113	78	8	rf	rf	PROPN
cana-5113	78	9	uci	uci	PROPN
cana-5113	78	10	(	(	PUNCT
cana-5113	78	11	303	303	NUM
cana-5113	78	12	)	)	PUNCT
cana-5113	78	13	accuracy	accuracy	NOUN
cana-5113	78	14	86.89	86.89	NUM
cana-5113	78	15	%	%	NOUN
cana-5113	78	16	(	(	PUNCT
cana-5113	78	17	knn	knn	PROPN
cana-5113	78	18	)	)	PUNCT
cana-5113	78	19	limited	limited	ADJ
cana-5113	78	20	dataset	dataset	NOUN
cana-5113	78	21	,	,	PUNCT
cana-5113	78	22	testing	testing	NOUN
cana-5113	78	23	done	do	VERB
cana-5113	78	24	with	with	ADP
cana-5113	78	25	less	less	ADJ
cana-5113	78	26	algorithm	algorithm	NOUN
cana-5113	78	27	maiga	maiga	NOUN
cana-5113	78	28	and	and	CCONJ
cana-5113	78	29	hungilo	hungilo	NOUN
cana-5113	78	30	,	,	PUNCT
cana-5113	78	31	2019[15	2019[15	NUM
cana-5113	78	32	]	]	PUNCT
cana-5113	78	33	ieee	ieee	NOUN
cana-5113	78	34	conference	conference	NOUN
cana-5113	78	35	lr	lr	PROPN
cana-5113	78	36	,	,	PUNCT
cana-5113	78	37	rf	rf	PROPN
cana-5113	78	38	,	,	PUNCT
cana-5113	78	39	knn	knn	PROPN
cana-5113	78	40	&	&	CCONJ
cana-5113	78	41	gnb	gnb	PROPN
cana-5113	78	42	kaggle	kaggle	VERB
cana-5113	78	43	(	(	PUNCT
cana-5113	78	44	70,000	70,000	NUM
cana-5113	78	45	)	)	PUNCT
cana-5113	78	46	accuracy	accuracy	NOUN
cana-5113	78	47	73	73	NUM
cana-5113	78	48	%	%	NOUN
cana-5113	78	49	,	,	PUNCT
cana-5113	78	50	sensitivity	sensitivity	NOUN
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cana-5113	78	52	%	%	NOUN
cana-5113	78	53	,	,	PUNCT
cana-5113	78	54	specificity	specificity	NOUN
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cana-5113	78	58	features	feature	NOUN
cana-5113	78	59	,	,	PUNCT
cana-5113	78	60	accuracy	accuracy	NOUN
cana-5113	78	61	can	can	AUX
cana-5113	78	62	be	be	AUX
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cana-5113	78	64	shimaa	shimaa	NOUN
cana-5113	78	65	ouf,2021	ouf,2021	NOUN
cana-5113	79	1	[	[	X
cana-5113	79	2	16	16	NUM
cana-5113	79	3	]	]	X
cana-5113	79	4	journal	journal	NOUN
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cana-5113	79	6	southwest	southwest	PROPN
cana-5113	79	7	jiaotong	jiaotong	PROPN
cana-5113	79	8	university	university	PROPN
cana-5113	79	9	lr	lr	PROPN
cana-5113	79	10	,	,	PUNCT
cana-5113	79	11	rf	rf	PROPN
cana-5113	79	12	,	,	PUNCT
cana-5113	79	13	knn	knn	PROPN
cana-5113	79	14	,	,	PUNCT
cana-5113	79	15	svm	svm	PROPN
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cana-5113	79	20	,	,	PUNCT
cana-5113	79	21	gnb	gnb	PROPN
cana-5113	79	22	&	&	CCONJ
cana-5113	79	23	ann	ann	PROPN
cana-5113	79	24	kaggle	kaggle	PROPN
cana-5113	79	25	(	(	PUNCT
cana-5113	79	26	70,000	70,000	NUM
cana-5113	79	27	)	)	PUNCT
cana-5113	79	28	accuracy	accuracy	NOUN
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cana-5113	79	30	%	%	NOUN
cana-5113	79	31	(	(	PUNCT
cana-5113	79	32	ann	ann	PROPN
cana-5113	79	33	)	)	PUNCT
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cana-5113	79	35	kaggle	kaggle	VERB
cana-5113	79	36	dataset	dataset	ADJ
cana-5113	79	37	accuracy	accuracy	NOUN
cana-5113	79	38	89.01	89.01	NUM
cana-5113	79	39	%	%	NOUN
cana-5113	79	40	(	(	PUNCT
cana-5113	79	41	rf	rf	NOUN
cana-5113	79	42	)	)	PUNCT
cana-5113	79	43	with	with	ADP
cana-5113	79	44	uci	uci	PROPN
cana-5113	79	45	cleveland	cleveland	PROPN
cana-5113	79	46	dataset	dataset	PROPN
cana-5113	79	47	performance	performance	NOUN
cana-5113	79	48	difference	difference	NOUN
cana-5113	79	49	due	due	ADP
cana-5113	79	50	to	to	ADP
cana-5113	79	51	dataset	dataset	ADJ
cana-5113	79	52	size	size	NOUN
cana-5113	79	53	uci(303	uci(303	NOUN
cana-5113	79	54	)	)	PUNCT
cana-5113	79	55	author	author	NOUN
cana-5113	79	56	&	&	CCONJ
cana-5113	79	57	citation	citation	PROPN
cana-5113	79	58	conferenc	conferenc	PROPN
cana-5113	79	59	e/	e/	PROPN
cana-5113	79	60	journal	journal	PROPN
cana-5113	79	61	algorithm	algorithm	PROPN
cana-5113	79	62	dataset	dataset	VERB
cana-5113	79	63	key	key	ADJ
cana-5113	79	64	finding	finding	NOUN
cana-5113	79	65	challenges	challenge	VERB
cana-5113	79	66	theerthagiri	theerthagiri	NOUN
cana-5113	79	67	and	and	CCONJ
cana-5113	79	68	vidya,2022	vidya,2022	NOUN
cana-5113	80	1	[	[	X
cana-5113	80	2	17	17	NUM
cana-5113	80	3	]	]	PUNCT
cana-5113	80	4	expert	expert	NOUN
cana-5113	80	5	syst	syst	PROPN
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cana-5113	80	7	gb	gb	ADP
cana-5113	80	8	with	with	ADP
cana-5113	80	9	recursive	recursive	ADJ
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cana-5113	80	11	elimination	elimination	NOUN
cana-5113	80	12	kaggle	kaggle	NOUN
cana-5113	80	13	(	(	PUNCT
cana-5113	80	14	70,000	70,000	NUM
cana-5113	80	15	)	)	PUNCT
cana-5113	80	16	accuracy	accuracy	NOUN
cana-5113	80	17	89.7	89.7	NUM
cana-5113	80	18	%	%	NOUN
cana-5113	80	19	,	,	PUNCT
cana-5113	80	20	auc	auc	X
cana-5113	80	21	0.84(gb	0.84(gb	NOUN
cana-5113	80	22	)	)	PUNCT
cana-5113	80	23	less	less	ADJ
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cana-5113	80	36	]	]	PUNCT
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cana-5113	80	39	svm	svm	PROPN
cana-5113	80	40	,	,	PUNCT
cana-5113	80	41	knn	knn	PROPN
cana-5113	80	42	,	,	PUNCT
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cana-5113	80	44	,	,	PUNCT
cana-5113	80	45	rf	rf	NOUN
cana-5113	80	46	,	,	PUNCT
cana-5113	80	47	dt	dt	PROPN
cana-5113	80	48	&	&	CCONJ
cana-5113	80	49	xgb	xgb	PROPN
cana-5113	80	50	kaggle	kaggle	PROPN
cana-5113	80	51	(	(	PUNCT
cana-5113	80	52	70,000	70,000	NUM
cana-5113	80	53	)	)	PUNCT
cana-5113	80	54	accuracy	accuracy	NOUN
cana-5113	80	55	84.03	84.03	NUM
cana-5113	80	56	%	%	NOUN
cana-5113	80	57	(	(	PUNCT
cana-5113	80	58	rf	rf	NOUN
cana-5113	80	59	)	)	PUNCT
cana-5113	80	60	feature	feature	NOUN
cana-5113	80	61	categorization	categorization	NOUN
cana-5113	80	62	can	can	AUX
cana-5113	80	63	be	be	AUX
cana-5113	80	64	improved	improve	VERB
cana-5113	80	65	boukhatem	boukhatem	NOUN
cana-5113	80	66	et	et	PROPN
cana-5113	80	67	al	al	PROPN
cana-5113	80	68	.	.	PROPN
cana-5113	80	69	,2022	,2022	PUNCT
cana-5113	81	1	[	[	X
cana-5113	81	2	29	29	NUM
cana-5113	81	3	]	]	PUNCT
cana-5113	81	4	aset	aset	NOUN
cana-5113	81	5	conference	conference	PROPN
cana-5113	81	6	mlp	mlp	PROPN
cana-5113	81	7	,	,	PUNCT
cana-5113	81	8	svm	svm	PROPN
cana-5113	81	9	,	,	PUNCT
cana-5113	81	10	rf	rf	ADJ
cana-5113	81	11	,	,	PUNCT
cana-5113	81	12	nb	nb	PROPN
cana-5113	81	13	uci	uci	PROPN
cana-5113	81	14	(	(	PUNCT
cana-5113	81	15	303	303	NUM
cana-5113	81	16	)	)	PUNCT
cana-5113	81	17	accuracy	accuracy	NOUN
cana-5113	81	18	91.67	91.67	NUM
cana-5113	81	19	%	%	NOUN
cana-5113	81	20	,	,	PUNCT
cana-5113	81	21	precision	precision	NOUN
cana-5113	81	22	92.31	92.31	NUM
cana-5113	81	23	%	%	NOUN
cana-5113	81	24	,	,	PUNCT
cana-5113	81	25	recall	recall	VERB
cana-5113	81	26	88.89	88.89	NUM
cana-5113	81	27	%	%	NOUN
cana-5113	81	28	,	,	PUNCT
cana-5113	81	29	and	and	CCONJ
cana-5113	81	30	f1score	f1score	NOUN
cana-5113	81	31	90.56	90.56	NUM
cana-5113	81	32	%	%	NOUN
cana-5113	81	33	.	.	PUNCT
cana-5113	82	1	(	(	PUNCT
cana-5113	82	2	svm	svm	ADJ
cana-5113	82	3	)	)	PUNCT
cana-5113	82	4	limited	limited	ADJ
cana-5113	82	5	dataset	dataset	NOUN
cana-5113	82	6	amin	amin	PROPN
cana-5113	82	7	et	et	PROPN
cana-5113	82	8	ieee	ieee	PROPN
cana-5113	82	9	lr	lr	PROPN
cana-5113	82	10	,	,	PUNCT
cana-5113	82	11	dt	dt	NOUN
cana-5113	82	12	,	,	PUNCT
cana-5113	82	13	rf	rf	NOUN
cana-5113	82	14	,	,	PUNCT
cana-5113	82	15	svm	svm	PROPN
cana-5113	82	16	,	,	PUNCT
cana-5113	82	17	knn	knn	PROPN
cana-5113	82	18	,	,	PUNCT
cana-5113	82	19	kaggle	kaggle	VERB
cana-5113	82	20	accuracy	accuracy	NOUN
cana-5113	82	21	91.8	91.8	NUM
cana-5113	82	22	%	%	NOUN
cana-5113	82	23	,	,	PUNCT
cana-5113	82	24	precision	precision	NOUN
cana-5113	82	25	92.5	92.5	NUM
cana-5113	82	26	%	%	NOUN
cana-5113	82	27	,	,	PUNCT
cana-5113	82	28	limited	limited	ADJ
cana-5113	82	29	dataset	dataset	NOUN
cana-5113	82	30	communications	communication	NOUN
cana-5113	82	31	on	on	ADP
cana-5113	82	32	applied	apply	VERB
cana-5113	82	33	nonlinear	nonlinear	ADJ
cana-5113	82	34	analysis	analysis	NOUN
cana-5113	82	35	issn	issn	NOUN
cana-5113	82	36	:	:	PUNCT
cana-5113	82	37	1074	1074	NUM
cana-5113	82	38	-	-	PUNCT
cana-5113	82	39	133x	133x	NUM
cana-5113	82	40	vol	vol	NOUN
cana-5113	82	41	32	32	NUM
cana-5113	82	42	no	no	NOUN
cana-5113	82	43	.	.	PUNCT
cana-5113	83	1	icmasd	icmasd	NOUN
cana-5113	83	2	(	(	PUNCT
cana-5113	83	3	2025	2025	NUM
cana-5113	83	4	)	)	PUNCT
cana-5113	83	5	865	865	NUM
cana-5113	83	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	83	7	al	al	PROPN
cana-5113	83	8	.	.	PROPN
cana-5113	83	9	,2023	,2023	PUNCT
cana-5113	84	1	[	[	X
cana-5113	84	2	22	22	NUM
cana-5113	84	3	]	]	PUNCT
cana-5113	84	4	conference	conference	NOUN
cana-5113	84	5	gnb	gnb	PROPN
cana-5113	84	6	(	(	PUNCT
cana-5113	84	7	918	918	NUM
cana-5113	84	8	)	)	PUNCT
cana-5113	84	9	recall	recall	VERB
cana-5113	84	10	91.4	91.4	NUM
cana-5113	84	11	%	%	NOUN
cana-5113	84	12	,	,	PUNCT
cana-5113	84	13	f1score	f1score	NOUN
cana-5113	84	14	91.9	91.9	NUM
cana-5113	84	15	%	%	NOUN
cana-5113	84	16	and	and	CCONJ
cana-5113	84	17	auc	auc	NOUN
cana-5113	84	18	90.27%(knn	90.27%(knn	NOUN
cana-5113	84	19	)	)	PUNCT
cana-5113	84	20	2.2	2.2	NUM
cana-5113	84	21	research	research	NOUN
cana-5113	84	22	gap	gap	NOUN
cana-5113	84	23	❖	❖	AUX
cana-5113	84	24	restricted	restrict	VERB
cana-5113	84	25	dataset	dataset	ADJ
cana-5113	84	26	utilization	utilization	NOUN
cana-5113	84	27	:	:	PUNCT
cana-5113	84	28	because	because	SCONJ
cana-5113	84	29	of	of	ADP
cana-5113	84	30	its	its	PRON
cana-5113	84	31	comprehensiveness	comprehensiveness	NOUN
cana-5113	84	32	and	and	CCONJ
cana-5113	84	33	low	low	ADJ
cana-5113	84	34	number	number	NOUN
cana-5113	84	35	of	of	ADP
cana-5113	84	36	missing	miss	VERB
cana-5113	84	37	values	value	NOUN
cana-5113	84	38	,	,	PUNCT
cana-5113	84	39	the	the	DET
cana-5113	84	40	cleveland	cleveland	PROPN
cana-5113	84	41	dataset	dataset	VERB
cana-5113	84	42	which	which	PRON
cana-5113	84	43	has	have	VERB
cana-5113	84	44	303	303	NUM
cana-5113	84	45	entries	entry	NOUN
cana-5113	84	46	and	and	CCONJ
cana-5113	84	47	14	14	NUM
cana-5113	84	48	features	feature	NOUN
cana-5113	84	49	continues	continue	VERB
cana-5113	84	50	to	to	PART
cana-5113	84	51	be	be	AUX
cana-5113	84	52	the	the	DET
cana-5113	84	53	major	major	ADJ
cana-5113	84	54	dataset	dataset	NOUN
cana-5113	84	55	utilized	utilize	VERB
cana-5113	84	56	in	in	ADP
cana-5113	84	57	research	research	NOUN
cana-5113	84	58	.	.	PUNCT
cana-5113	85	1	it	it	PRON
cana-5113	85	2	is	be	AUX
cana-5113	85	3	frequently	frequently	ADV
cana-5113	85	4	employed	employ	VERB
cana-5113	85	5	either	either	ADV
cana-5113	85	6	by	by	ADP
cana-5113	85	7	itself	itself	PRON
cana-5113	85	8	or	or	CCONJ
cana-5113	85	9	in	in	ADP
cana-5113	85	10	conjunction	conjunction	NOUN
cana-5113	85	11	with	with	ADP
cana-5113	85	12	a	a	DET
cana-5113	85	13	small	small	ADJ
cana-5113	85	14	number	number	NOUN
cana-5113	85	15	of	of	ADP
cana-5113	85	16	variables	variable	NOUN
cana-5113	85	17	from	from	ADP
cana-5113	85	18	other	other	ADJ
cana-5113	85	19	datasets	dataset	NOUN
cana-5113	85	20	.	.	PUNCT
cana-5113	86	1	but	but	CCONJ
cana-5113	86	2	depending	depend	VERB
cana-5113	86	3	just	just	ADV
cana-5113	86	4	on	on	ADP
cana-5113	86	5	one	one	NUM
cana-5113	86	6	dataset	dataset	NOUN
cana-5113	86	7	reduces	reduce	VERB
cana-5113	86	8	the	the	DET
cana-5113	86	9	diversity	diversity	NOUN
cana-5113	86	10	and	and	CCONJ
cana-5113	86	11	dependability	dependability	NOUN
cana-5113	86	12	needed	need	VERB
cana-5113	86	13	for	for	ADP
cana-5113	86	14	strong	strong	ADJ
cana-5113	86	15	model	model	NOUN
cana-5113	86	16	building	building	NOUN
cana-5113	86	17	.	.	PUNCT
cana-5113	87	1	the	the	DET
cana-5113	87	2	robustness	robustness	NOUN
cana-5113	87	3	and	and	CCONJ
cana-5113	87	4	generalizability	generalizability	NOUN
cana-5113	87	5	of	of	ADP
cana-5113	87	6	the	the	DET
cana-5113	87	7	model	model	NOUN
cana-5113	87	8	should	should	AUX
cana-5113	87	9	be	be	AUX
cana-5113	87	10	improved	improve	VERB
cana-5113	87	11	by	by	ADP
cana-5113	87	12	taking	take	VERB
cana-5113	87	13	into	into	ADP
cana-5113	87	14	account	account	NOUN
cana-5113	87	15	a	a	DET
cana-5113	87	16	wider	wide	ADJ
cana-5113	87	17	variety	variety	NOUN
cana-5113	87	18	of	of	ADP
cana-5113	87	19	datasets	dataset	NOUN
cana-5113	87	20	.	.	PUNCT
cana-5113	88	1	(	(	PUNCT
cana-5113	88	2	prasanna	prasanna	PROPN
cana-5113	88	3	et	et	PROPN
cana-5113	88	4	al	al	PROPN
cana-5113	88	5	.	.	PROPN
cana-5113	88	6	,	,	PUNCT
cana-5113	88	7	2023	2023	NUM
cana-5113	89	1	[	[	X
cana-5113	89	2	1	1	NUM
cana-5113	89	3	]	]	PUNCT
cana-5113	89	4	;	;	PUNCT
cana-5113	89	5	jindal	jindal	PROPN
cana-5113	89	6	et	et	PROPN
cana-5113	89	7	al	al	PROPN
cana-5113	89	8	.	.	PROPN
cana-5113	89	9	,	,	PUNCT
cana-5113	89	10	2021	2021	NUM
cana-5113	90	1	[	[	X
cana-5113	90	2	12	12	NUM
cana-5113	90	3	]	]	PUNCT
cana-5113	90	4	;	;	PUNCT
cana-5113	90	5	kavitha	kavitha	PROPN
cana-5113	90	6	et	et	PROPN
cana-5113	90	7	al	al	PROPN
cana-5113	90	8	.	.	PROPN
cana-5113	90	9	,	,	PUNCT
cana-5113	90	10	2021	2021	NUM
cana-5113	91	1	[	[	X
cana-5113	91	2	2	2	NUM
cana-5113	91	3	]	]	PUNCT
cana-5113	91	4	;	;	PUNCT
cana-5113	91	5	garg	garg	PROPN
cana-5113	91	6	et	et	PROPN
cana-5113	91	7	al	al	PROPN
cana-5113	91	8	.	.	PROPN
cana-5113	91	9	,	,	PUNCT
cana-5113	91	10	2021	2021	NUM
cana-5113	92	1	[	[	X
cana-5113	92	2	14	14	NUM
cana-5113	92	3	]	]	X
cana-5113	92	4	;	;	PUNCT
cana-5113	92	5	shimaa	shimaa	PROPN
cana-5113	92	6	ouf	ouf	PROPN
cana-5113	92	7	,	,	PUNCT
cana-5113	92	8	2021	2021	NUM
cana-5113	93	1	[	[	X
cana-5113	93	2	16	16	NUM
cana-5113	93	3	]	]	PUNCT
cana-5113	93	4	)	)	PUNCT
cana-5113	93	5	.	.	PUNCT
cana-5113	94	1	❖	❖	AUX
cana-5113	94	2	limited	limited	ADJ
cana-5113	94	3	focus	focus	NOUN
cana-5113	94	4	on	on	ADP
cana-5113	94	5	feature	feature	NOUN
cana-5113	94	6	extraction	extraction	NOUN
cana-5113	94	7	and	and	CCONJ
cana-5113	94	8	selection	selection	NOUN
cana-5113	94	9	:	:	PUNCT
cana-5113	94	10	although	although	SCONJ
cana-5113	94	11	a	a	DET
cana-5113	94	12	lot	lot	NOUN
cana-5113	94	13	of	of	ADP
cana-5113	94	14	research	research	NOUN
cana-5113	94	15	has	have	AUX
cana-5113	94	16	been	be	AUX
cana-5113	94	17	done	do	VERB
cana-5113	94	18	on	on	ADP
cana-5113	94	19	classification	classification	NOUN
cana-5113	94	20	techniques	technique	NOUN
cana-5113	94	21	like	like	ADP
cana-5113	94	22	ensemble	ensemble	ADJ
cana-5113	94	23	learning	learning	NOUN
cana-5113	94	24	,	,	PUNCT
cana-5113	94	25	naive	naive	ADJ
cana-5113	94	26	bayes	bayes	NOUN
cana-5113	94	27	,	,	PUNCT
cana-5113	94	28	decision	decision	NOUN
cana-5113	94	29	trees	tree	NOUN
cana-5113	94	30	,	,	PUNCT
cana-5113	94	31	support	support	NOUN
cana-5113	94	32	vector	vector	NOUN
cana-5113	94	33	machines	machine	NOUN
cana-5113	94	34	,	,	PUNCT
cana-5113	94	35	random	random	ADJ
cana-5113	94	36	forests	forest	NOUN
cana-5113	94	37	,	,	PUNCT
cana-5113	94	38	and	and	CCONJ
cana-5113	94	39	artificial	artificial	ADJ
cana-5113	94	40	neural	neural	ADJ
cana-5113	94	41	networks	network	NOUN
cana-5113	94	42	,	,	PUNCT
cana-5113	94	43	not	not	PART
cana-5113	94	44	enough	enough	ADJ
cana-5113	94	45	attention	attention	NOUN
cana-5113	94	46	has	have	AUX
cana-5113	94	47	been	be	AUX
cana-5113	94	48	paid	pay	VERB
cana-5113	94	49	to	to	PART
cana-5113	94	50	feature	feature	VERB
cana-5113	94	51	extraction	extraction	NOUN
cana-5113	94	52	and	and	CCONJ
cana-5113	94	53	selection	selection	NOUN
cana-5113	94	54	techniques	technique	NOUN
cana-5113	94	55	.	.	PUNCT
cana-5113	95	1	these	these	DET
cana-5113	95	2	methods	method	NOUN
cana-5113	95	3	should	should	AUX
cana-5113	95	4	receive	receive	VERB
cana-5113	95	5	more	more	ADJ
cana-5113	95	6	focus	focus	NOUN
cana-5113	95	7	in	in	ADP
cana-5113	95	8	future	future	ADJ
cana-5113	95	9	study	study	NOUN
cana-5113	95	10	as	as	SCONJ
cana-5113	95	11	they	they	PRON
cana-5113	95	12	are	be	AUX
cana-5113	95	13	essential	essential	ADJ
cana-5113	95	14	for	for	ADP
cana-5113	95	15	maximizing	maximize	VERB
cana-5113	95	16	model	model	NOUN
cana-5113	95	17	performance	performance	NOUN
cana-5113	95	18	.	.	PUNCT
cana-5113	96	1	(	(	PUNCT
cana-5113	96	2	mahmud	mahmud	PROPN
cana-5113	96	3	et	et	PROPN
cana-5113	96	4	al	al	PROPN
cana-5113	96	5	.	.	PROPN
cana-5113	96	6	,	,	PUNCT
cana-5113	96	7	2023	2023	NUM
cana-5113	96	8	[	[	X
cana-5113	96	9	18	18	NUM
cana-5113	96	10	]	]	X
cana-5113	96	11	;	;	PUNCT
cana-5113	96	12	garg	garg	PROPN
cana-5113	96	13	et	et	PROPN
cana-5113	96	14	al	al	PROPN
cana-5113	96	15	.	.	PROPN
cana-5113	96	16	,	,	PUNCT
cana-5113	96	17	2021	2021	NUM
cana-5113	97	1	[	[	X
cana-5113	97	2	14	14	NUM
cana-5113	97	3	]	]	X
cana-5113	97	4	;	;	PUNCT
cana-5113	97	5	jindal	jindal	PROPN
cana-5113	97	6	et	et	PROPN
cana-5113	97	7	al	al	PROPN
cana-5113	97	8	.	.	PROPN
cana-5113	97	9	,	,	PUNCT
cana-5113	97	10	2021	2021	NUM
cana-5113	98	1	[	[	X
cana-5113	98	2	12	12	NUM
cana-5113	98	3	]	]	PUNCT
cana-5113	98	4	)	)	PUNCT
cana-5113	98	5	.	.	PUNCT
cana-5113	99	1	❖	❖	NUM
cana-5113	99	2	underutilization	underutilization	NOUN
cana-5113	99	3	of	of	ADP
cana-5113	99	4	optimization	optimization	NOUN
cana-5113	99	5	techniques	technique	NOUN
cana-5113	99	6	:	:	PUNCT
cana-5113	99	7	it	it	PRON
cana-5113	99	8	has	have	AUX
cana-5113	99	9	been	be	AUX
cana-5113	99	10	shown	show	VERB
cana-5113	99	11	that	that	SCONJ
cana-5113	99	12	optimization	optimization	NOUN
cana-5113	99	13	techniques	technique	NOUN
cana-5113	99	14	can	can	AUX
cana-5113	99	15	improve	improve	VERB
cana-5113	99	16	model	model	NOUN
cana-5113	99	17	accuracy	accuracy	NOUN
cana-5113	99	18	when	when	SCONJ
cana-5113	99	19	used	use	VERB
cana-5113	99	20	with	with	ADP
cana-5113	99	21	classification	classification	NOUN
cana-5113	99	22	techniques	technique	NOUN
cana-5113	99	23	.	.	PUNCT
cana-5113	100	1	their	their	PRON
cana-5113	100	2	use	use	NOUN
cana-5113	100	3	is	be	AUX
cana-5113	100	4	still	still	ADV
cana-5113	100	5	restricted	restrict	VERB
cana-5113	100	6	,	,	PUNCT
cana-5113	100	7	though	though	ADV
cana-5113	100	8	.	.	PUNCT
cana-5113	101	1	to	to	PART
cana-5113	101	2	increase	increase	VERB
cana-5113	101	3	model	model	NOUN
cana-5113	101	4	robustness	robustness	NOUN
cana-5113	101	5	and	and	CCONJ
cana-5113	101	6	accuracy	accuracy	NOUN
cana-5113	101	7	,	,	PUNCT
cana-5113	101	8	future	future	ADJ
cana-5113	101	9	studies	study	NOUN
cana-5113	101	10	should	should	AUX
cana-5113	101	11	investigate	investigate	VERB
cana-5113	101	12	the	the	DET
cana-5113	101	13	hybridization	hybridization	NOUN
cana-5113	101	14	or	or	CCONJ
cana-5113	101	15	integration	integration	NOUN
cana-5113	101	16	of	of	ADP
cana-5113	101	17	optimization	optimization	NOUN
cana-5113	101	18	methods	method	NOUN
cana-5113	101	19	with	with	ADP
cana-5113	101	20	machine	machine	NOUN
cana-5113	101	21	learning	learn	VERB
cana-5113	101	22	algorithms	algorithm	NOUN
cana-5113	101	23	.	.	PUNCT
cana-5113	102	1	(	(	PUNCT
cana-5113	102	2	amin	amin	NOUN
cana-5113	102	3	et	et	PROPN
cana-5113	102	4	al	al	PROPN
cana-5113	102	5	.	.	PROPN
cana-5113	102	6	,	,	PUNCT
cana-5113	102	7	2023	2023	NUM
cana-5113	103	1	[	[	X
cana-5113	103	2	22	22	NUM
cana-5113	103	3	]	]	X
cana-5113	103	4	;	;	PUNCT
cana-5113	103	5	mahmud	mahmud	PROPN
cana-5113	103	6	et	et	PROPN
cana-5113	103	7	al	al	PROPN
cana-5113	103	8	.	.	PROPN
cana-5113	103	9	,	,	PUNCT
cana-5113	103	10	2023	2023	NUM
cana-5113	103	11	[	[	X
cana-5113	103	12	18	18	NUM
cana-5113	103	13	]	]	PUNCT
cana-5113	103	14	;	;	PUNCT
cana-5113	103	15	shimaa	shimaa	PROPN
cana-5113	103	16	ouf	ouf	PROPN
cana-5113	103	17	,	,	PUNCT
cana-5113	103	18	2021	2021	NUM
cana-5113	104	1	[	[	X
cana-5113	104	2	16	16	NUM
cana-5113	104	3	]	]	PUNCT
cana-5113	104	4	)	)	PUNCT
cana-5113	104	5	.	.	PUNCT
cana-5113	105	1	❖	❖	AUX
cana-5113	105	2	insufficient	insufficient	ADJ
cana-5113	105	3	implementation	implementation	NOUN
cana-5113	105	4	clarity	clarity	NOUN
cana-5113	105	5	for	for	ADP
cana-5113	105	6	early	early	ADJ
cana-5113	105	7	detection	detection	NOUN
cana-5113	105	8	systems	system	NOUN
cana-5113	105	9	:	:	PUNCT
cana-5113	105	10	many	many	ADJ
cana-5113	105	11	studies	study	NOUN
cana-5113	105	12	support	support	VERB
cana-5113	105	13	early	early	ADJ
cana-5113	105	14	detection	detection	NOUN
cana-5113	105	15	systems	system	NOUN
cana-5113	105	16	,	,	PUNCT
cana-5113	105	17	but	but	CCONJ
cana-5113	105	18	they	they	PRON
cana-5113	105	19	frequently	frequently	ADV
cana-5113	105	20	do	do	AUX
cana-5113	105	21	n't	not	PART
cana-5113	105	22	include	include	VERB
cana-5113	105	23	thorough	thorough	ADJ
cana-5113	105	24	implementation	implementation	NOUN
cana-5113	105	25	plans	plan	NOUN
cana-5113	105	26	,	,	PUNCT
cana-5113	105	27	particularly	particularly	ADV
cana-5113	105	28	when	when	SCONJ
cana-5113	105	29	it	it	PRON
cana-5113	105	30	comes	come	VERB
cana-5113	105	31	to	to	ADP
cana-5113	105	32	system	system	NOUN
cana-5113	105	33	-	-	PUNCT
cana-5113	105	34	based	base	VERB
cana-5113	105	35	recommendations	recommendation	NOUN
cana-5113	105	36	that	that	PRON
cana-5113	105	37	make	make	VERB
cana-5113	105	38	use	use	NOUN
cana-5113	105	39	of	of	ADP
cana-5113	105	40	the	the	DET
cana-5113	105	41	tkinter	tkinter	PROPN
cana-5113	105	42	gui	gui	PROPN
cana-5113	105	43	.	.	PROPN
cana-5113	105	44	effective	effective	ADJ
cana-5113	105	45	early	early	ADJ
cana-5113	105	46	detection	detection	NOUN
cana-5113	105	47	system	system	NOUN
cana-5113	105	48	development	development	NOUN
cana-5113	105	49	is	be	AUX
cana-5113	105	50	hampered	hamper	VERB
cana-5113	105	51	by	by	ADP
cana-5113	105	52	this	this	DET
cana-5113	105	53	ambiguity	ambiguity	NOUN
cana-5113	105	54	.	.	PUNCT
cana-5113	106	1	to	to	PART
cana-5113	106	2	bridge	bridge	VERB
cana-5113	106	3	this	this	DET
cana-5113	106	4	gap	gap	NOUN
cana-5113	106	5	,	,	PUNCT
cana-5113	106	6	sophisticated	sophisticated	ADJ
cana-5113	106	7	models	model	NOUN
cana-5113	106	8	that	that	PRON
cana-5113	106	9	give	give	VERB
cana-5113	106	10	priority	priority	NOUN
cana-5113	106	11	to	to	PART
cana-5113	106	12	feature	feature	VERB
cana-5113	106	13	selection	selection	NOUN
cana-5113	106	14	and	and	CCONJ
cana-5113	106	15	extraction	extraction	NOUN
cana-5113	106	16	approaches	approach	NOUN
cana-5113	106	17	above	above	ADP
cana-5113	106	18	conventional	conventional	ADJ
cana-5113	106	19	machine	machine	NOUN
cana-5113	106	20	learning	learning	NOUN
cana-5113	106	21	methods	method	NOUN
cana-5113	106	22	are	be	AUX
cana-5113	106	23	required	require	VERB
cana-5113	106	24	.	.	PUNCT
cana-5113	107	1	(	(	PUNCT
cana-5113	107	2	alyas	alyas	NOUN
cana-5113	107	3	et	et	PROPN
cana-5113	107	4	al	al	PROPN
cana-5113	107	5	.	.	PROPN
cana-5113	107	6	,	,	PUNCT
cana-5113	107	7	2024	2024	NUM
cana-5113	107	8	[	[	X
cana-5113	107	9	38	38	NUM
cana-5113	107	10	]	]	PUNCT
cana-5113	107	11	;	;	PUNCT
cana-5113	107	12	amin	amin	PROPN
cana-5113	107	13	et	et	PROPN
cana-5113	107	14	al	al	PROPN
cana-5113	107	15	.	.	PROPN
cana-5113	107	16	,	,	PUNCT
cana-5113	107	17	2023	2023	NUM
cana-5113	108	1	[	[	X
cana-5113	108	2	22	22	NUM
cana-5113	108	3	]	]	X
cana-5113	108	4	;	;	PUNCT
cana-5113	108	5	obayya	obayya	PROPN
cana-5113	108	6	et	et	PROPN
cana-5113	108	7	al	al	PROPN
cana-5113	108	8	.	.	PROPN
cana-5113	108	9	,	,	PUNCT
cana-5113	108	10	2023	2023	NUM
cana-5113	109	1	[	[	X
cana-5113	109	2	10	10	NUM
cana-5113	109	3	]	]	NUM
cana-5113	109	4	)	)	PUNCT
cana-5113	109	5	.	.	PUNCT
cana-5113	110	1	3	3	X
cana-5113	110	2	.	.	X
cana-5113	110	3	research	research	NOUN
cana-5113	110	4	design	design	PROPN
cana-5113	110	5	&	&	CCONJ
cana-5113	110	6	methodology	methodology	PROPN
cana-5113	110	7	3.1	3.1	NUM
cana-5113	110	8	statement	statement	NOUN
cana-5113	110	9	of	of	ADP
cana-5113	110	10	the	the	DET
cana-5113	110	11	research	research	NOUN
cana-5113	110	12	problem	problem	NOUN
cana-5113	110	13	the	the	DET
cana-5113	110	14	prevalence	prevalence	NOUN
cana-5113	110	15	of	of	ADP
cana-5113	110	16	cardiac	cardiac	ADJ
cana-5113	110	17	illnesses	illness	NOUN
cana-5113	110	18	is	be	AUX
cana-5113	110	19	rising	rise	VERB
cana-5113	110	20	quickly	quickly	ADV
cana-5113	110	21	,	,	PUNCT
cana-5113	110	22	thus	thus	ADV
cana-5113	110	23	early	early	ADJ
cana-5113	110	24	detection	detection	NOUN
cana-5113	110	25	is	be	AUX
cana-5113	110	26	crucial	crucial	ADJ
cana-5113	110	27	.	.	PUNCT
cana-5113	111	1	even	even	ADV
cana-5113	111	2	though	though	SCONJ
cana-5113	111	3	there	there	PRON
cana-5113	111	4	are	be	VERB
cana-5113	111	5	many	many	ADJ
cana-5113	111	6	different	different	ADJ
cana-5113	111	7	prediction	prediction	NOUN
cana-5113	111	8	methods	method	NOUN
cana-5113	111	9	available	available	ADJ
cana-5113	111	10	,	,	PUNCT
cana-5113	111	11	it	it	PRON
cana-5113	111	12	can	can	AUX
cana-5113	111	13	still	still	ADV
cana-5113	111	14	be	be	AUX
cana-5113	111	15	difficult	difficult	ADJ
cana-5113	111	16	to	to	PART
cana-5113	111	17	detect	detect	VERB
cana-5113	111	18	heart	heart	NOUN
cana-5113	111	19	disease	disease	NOUN
cana-5113	111	20	.	.	PUNCT
cana-5113	112	1	these	these	DET
cana-5113	112	2	instruments	instrument	NOUN
cana-5113	112	3	need	need	VERB
cana-5113	112	4	to	to	PART
cana-5113	112	5	be	be	AUX
cana-5113	112	6	able	able	ADJ
cana-5113	112	7	to	to	PART
cana-5113	112	8	calculate	calculate	VERB
cana-5113	112	9	accurately	accurately	ADV
cana-5113	112	10	and	and	CCONJ
cana-5113	112	11	effectively	effectively	ADV
cana-5113	112	12	.	.	PUNCT
cana-5113	113	1	significantly	significantly	ADV
cana-5113	113	2	lower	low	ADJ
cana-5113	113	3	death	death	NOUN
cana-5113	113	4	rates	rate	NOUN
cana-5113	113	5	and	and	CCONJ
cana-5113	113	6	complications	complication	NOUN
cana-5113	113	7	can	can	AUX
cana-5113	113	8	result	result	VERB
cana-5113	113	9	from	from	ADP
cana-5113	113	10	early	early	ADJ
cana-5113	113	11	identification	identification	NOUN
cana-5113	113	12	of	of	ADP
cana-5113	113	13	heart	heart	NOUN
cana-5113	113	14	problems	problem	NOUN
cana-5113	113	15	.	.	PUNCT
cana-5113	114	1	however	however	ADV
cana-5113	114	2	,	,	PUNCT
cana-5113	114	3	continuous	continuous	ADJ
cana-5113	114	4	patient	patient	NOUN
cana-5113	114	5	monitoring	monitoring	NOUN
cana-5113	114	6	is	be	AUX
cana-5113	114	7	frequently	frequently	ADV
cana-5113	114	8	impracticable	impracticable	ADJ
cana-5113	114	9	since	since	SCONJ
cana-5113	114	10	it	it	PRON
cana-5113	114	11	is	be	AUX
cana-5113	114	12	not	not	PART
cana-5113	114	13	possible	possible	ADJ
cana-5113	114	14	for	for	SCONJ
cana-5113	114	15	a	a	DET
cana-5113	114	16	doctor	doctor	NOUN
cana-5113	114	17	to	to	PART
cana-5113	114	18	consult	consult	VERB
cana-5113	114	19	with	with	ADP
cana-5113	114	20	patients	patient	NOUN
cana-5113	114	21	around	around	ADP
cana-5113	114	22	-	-	PUNCT
cana-5113	114	23	the	the	DET
cana-5113	114	24	-	-	PUNCT
cana-5113	114	25	clock	clock	NOUN
cana-5113	114	26	due	due	ADP
cana-5113	114	27	to	to	ADP
cana-5113	114	28	the	the	DET
cana-5113	114	29	high	high	ADJ
cana-5113	114	30	time	time	NOUN
cana-5113	114	31	,	,	PUNCT
cana-5113	114	32	skill	skill	NOUN
cana-5113	114	33	,	,	PUNCT
cana-5113	114	34	and	and	CCONJ
cana-5113	114	35	resource	resource	NOUN
cana-5113	114	36	requirements	requirement	NOUN
cana-5113	114	37	.	.	PUNCT
cana-5113	115	1	machine	machine	NOUN
cana-5113	115	2	learning	learning	NOUN
cana-5113	115	3	and	and	CCONJ
cana-5113	115	4	other	other	ADJ
cana-5113	115	5	computer	computer	NOUN
cana-5113	115	6	-	-	PUNCT
cana-5113	115	7	aided	aid	VERB
cana-5113	115	8	methods	method	NOUN
cana-5113	115	9	provide	provide	VERB
cana-5113	115	10	a	a	DET
cana-5113	115	11	way	way	NOUN
cana-5113	115	12	to	to	PART
cana-5113	115	13	forecast	forecast	VERB
cana-5113	115	14	patients	patient	NOUN
cana-5113	115	15	more	more	ADV
cana-5113	115	16	quickly	quickly	ADV
cana-5113	115	17	and	and	CCONJ
cana-5113	115	18	accurately	accurately	ADV
cana-5113	115	19	while	while	SCONJ
cana-5113	115	20	cutting	cut	VERB
cana-5113	115	21	communications	communication	NOUN
cana-5113	115	22	on	on	ADP
cana-5113	115	23	applied	apply	VERB
cana-5113	115	24	nonlinear	nonlinear	ADJ
cana-5113	115	25	analysis	analysis	NOUN
cana-5113	115	26	issn	issn	NOUN
cana-5113	115	27	:	:	PUNCT
cana-5113	115	28	1074	1074	NUM
cana-5113	115	29	-	-	PUNCT
cana-5113	115	30	133x	133x	NUM
cana-5113	115	31	vol	vol	NOUN
cana-5113	115	32	32	32	NUM
cana-5113	115	33	no	no	NOUN
cana-5113	115	34	.	.	PUNCT
cana-5113	116	1	icmasd	icmasd	NOUN
cana-5113	116	2	(	(	PUNCT
cana-5113	116	3	2025	2025	NUM
cana-5113	116	4	)	)	PUNCT
cana-5113	116	5	866	866	NUM
cana-5113	116	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	116	7	expenses	expense	NOUN
cana-5113	116	8	dramatically	dramatically	ADV
cana-5113	116	9	.	.	PUNCT
cana-5113	117	1	machine	machine	NOUN
cana-5113	117	2	learning	learning	NOUN
cana-5113	117	3	is	be	AUX
cana-5113	117	4	a	a	DET
cana-5113	117	5	vast	vast	ADJ
cana-5113	117	6	and	and	CCONJ
cana-5113	117	7	ever	ever	ADV
cana-5113	117	8	-	-	PUNCT
cana-5113	117	9	growing	grow	VERB
cana-5113	117	10	area	area	NOUN
cana-5113	117	11	,	,	PUNCT
cana-5113	117	12	especially	especially	ADV
cana-5113	117	13	in	in	ADP
cana-5113	117	14	the	the	DET
cana-5113	117	15	healthcare	healthcare	NOUN
cana-5113	117	16	industry	industry	NOUN
cana-5113	117	17	.	.	PUNCT
cana-5113	118	1	the	the	DET
cana-5113	118	2	wealth	wealth	NOUN
cana-5113	118	3	of	of	ADP
cana-5113	118	4	data	datum	NOUN
cana-5113	118	5	that	that	PRON
cana-5113	118	6	is	be	AUX
cana-5113	118	7	currently	currently	ADV
cana-5113	118	8	accessible	accessible	ADJ
cana-5113	118	9	allows	allow	NOUN
cana-5113	118	10	for	for	ADP
cana-5113	118	11	the	the	DET
cana-5113	118	12	use	use	NOUN
cana-5113	118	13	of	of	ADP
cana-5113	118	14	a	a	DET
cana-5113	118	15	variety	variety	NOUN
cana-5113	118	16	of	of	ADP
cana-5113	118	17	machine	machine	NOUN
cana-5113	118	18	learning	learn	VERB
cana-5113	118	19	algorithms	algorithm	NOUN
cana-5113	118	20	to	to	PART
cana-5113	118	21	find	find	VERB
cana-5113	118	22	hidden	hidden	ADJ
cana-5113	118	23	patterns	pattern	NOUN
cana-5113	118	24	in	in	ADP
cana-5113	118	25	the	the	DET
cana-5113	118	26	data	datum	NOUN
cana-5113	118	27	.	.	PUNCT
cana-5113	119	1	medical	medical	ADJ
cana-5113	119	2	diagnosis	diagnosis	NOUN
cana-5113	119	3	can	can	AUX
cana-5113	119	4	then	then	ADV
cana-5113	119	5	be	be	AUX
cana-5113	119	6	made	make	VERB
cana-5113	119	7	using	use	VERB
cana-5113	119	8	these	these	DET
cana-5113	119	9	patterns	pattern	NOUN
cana-5113	119	10	.	.	PUNCT
cana-5113	120	1	the	the	DET
cana-5113	120	2	goal	goal	NOUN
cana-5113	120	3	of	of	ADP
cana-5113	120	4	this	this	DET
cana-5113	120	5	effort	effort	NOUN
cana-5113	120	6	is	be	AUX
cana-5113	120	7	to	to	PART
cana-5113	120	8	classify	classify	VERB
cana-5113	120	9	people	people	NOUN
cana-5113	120	10	according	accord	VERB
cana-5113	120	11	to	to	ADP
cana-5113	120	12	their	their	PRON
cana-5113	120	13	risk	risk	NOUN
cana-5113	120	14	by	by	ADP
cana-5113	120	15	using	use	VERB
cana-5113	120	16	machine	machine	NOUN
cana-5113	120	17	learning	learn	VERB
cana-5113	120	18	algorithms	algorithm	NOUN
cana-5113	120	19	to	to	PART
cana-5113	120	20	assess	assess	VERB
cana-5113	120	21	patient	patient	ADJ
cana-5113	120	22	data	datum	NOUN
cana-5113	120	23	and	and	CCONJ
cana-5113	120	24	forecast	forecast	VERB
cana-5113	120	25	the	the	DET
cana-5113	120	26	possibility	possibility	NOUN
cana-5113	120	27	of	of	ADP
cana-5113	120	28	future	future	ADJ
cana-5113	120	29	heart	heart	NOUN
cana-5113	120	30	disease	disease	NOUN
cana-5113	120	31	.	.	PUNCT
cana-5113	121	1	3.2	3.2	NUM
cana-5113	121	2	objectives	objective	NOUN
cana-5113	121	3	❖	❖	NUM
cana-5113	121	4	to	to	PART
cana-5113	121	5	evaluate	evaluate	VERB
cana-5113	121	6	the	the	DET
cana-5113	121	7	result	result	NOUN
cana-5113	121	8	of	of	ADP
cana-5113	121	9	machine	machine	NOUN
cana-5113	121	10	learning	learn	VERB
cana-5113	121	11	algorithms	algorithm	NOUN
cana-5113	121	12	for	for	ADP
cana-5113	121	13	cardiovascular	cardiovascular	ADJ
cana-5113	121	14	disease	disease	NOUN
cana-5113	121	15	prediction	prediction	NOUN
cana-5113	121	16	❖	❖	NUM
cana-5113	121	17	to	to	PART
cana-5113	121	18	design	design	VERB
cana-5113	121	19	a	a	DET
cana-5113	121	20	hybrid	hybrid	ADJ
cana-5113	121	21	approach	approach	NOUN
cana-5113	121	22	that	that	PRON
cana-5113	121	23	combines	combine	VERB
cana-5113	121	24	different	different	ADJ
cana-5113	121	25	machine	machine	NOUN
cana-5113	121	26	learning	learn	VERB
cana-5113	121	27	techniques	technique	NOUN
cana-5113	121	28	to	to	PART
cana-5113	121	29	predict	predict	VERB
cana-5113	121	30	cardiovascular	cardiovascular	ADJ
cana-5113	121	31	diseases	disease	NOUN
cana-5113	121	32	.	.	PUNCT
cana-5113	122	1	❖	❖	NUM
cana-5113	122	2	to	to	PART
cana-5113	122	3	compare	compare	VERB
cana-5113	122	4	the	the	DET
cana-5113	122	5	results	result	NOUN
cana-5113	122	6	of	of	ADP
cana-5113	122	7	proposed	propose	VERB
cana-5113	122	8	hybrid	hybrid	ADJ
cana-5113	122	9	algorithm	algorithm	NOUN
cana-5113	122	10	with	with	ADP
cana-5113	122	11	existing	exist	VERB
cana-5113	122	12	algorithms	algorithm	NOUN
cana-5113	122	13	❖	❖	NUM
cana-5113	122	14	to	to	PART
cana-5113	122	15	design	design	VERB
cana-5113	122	16	and	and	CCONJ
cana-5113	122	17	create	create	VERB
cana-5113	122	18	a	a	DET
cana-5113	122	19	patient	patient	ADJ
cana-5113	122	20	specific	specific	ADJ
cana-5113	122	21	recommendation	recommendation	NOUN
cana-5113	122	22	interface	interface	NOUN
cana-5113	122	23	.	.	PUNCT
cana-5113	123	1	3.3	3.3	NUM
cana-5113	123	2	scope	scope	NOUN
cana-5113	123	3	of	of	ADP
cana-5113	123	4	analysis	analysis	NOUN
cana-5113	123	5	this	this	DET
cana-5113	123	6	work	work	NOUN
cana-5113	123	7	contributes	contribute	VERB
cana-5113	123	8	to	to	ADP
cana-5113	123	9	the	the	DET
cana-5113	123	10	development	development	NOUN
cana-5113	123	11	of	of	ADP
cana-5113	123	12	the	the	DET
cana-5113	123	13	categorization	categorization	NOUN
cana-5113	123	14	scheme	scheme	NOUN
cana-5113	123	15	that	that	PRON
cana-5113	123	16	will	will	AUX
cana-5113	123	17	most	most	ADV
cana-5113	123	18	accurately	accurately	ADV
cana-5113	123	19	identify	identify	VERB
cana-5113	123	20	cardiac	cardiac	ADJ
cana-5113	123	21	disorders	disorder	NOUN
cana-5113	123	22	.	.	PUNCT
cana-5113	124	1	3.4	3.4	NUM
cana-5113	124	2	methodology	methodology	NOUN
cana-5113	124	3	the	the	DET
cana-5113	124	4	research	research	NOUN
cana-5113	124	5	methodology	methodology	NOUN
cana-5113	124	6	involved	involve	VERB
cana-5113	124	7	merging	merge	VERB
cana-5113	124	8	five	five	NUM
cana-5113	124	9	cardiovascular	cardiovascular	ADJ
cana-5113	124	10	disease	disease	NOUN
cana-5113	124	11	datasets	dataset	NOUN
cana-5113	124	12	(	(	PUNCT
cana-5113	124	13	cleveland	cleveland	PROPN
cana-5113	124	14	,	,	PUNCT
cana-5113	124	15	switzerland	switzerland	PROPN
cana-5113	124	16	,	,	PUNCT
cana-5113	124	17	hungarian	hungarian	ADJ
cana-5113	124	18	,	,	PUNCT
cana-5113	124	19	long	long	ADJ
cana-5113	124	20	beach	beach	PROPN
cana-5113	124	21	va	va	PROPN
cana-5113	124	22	,	,	PUNCT
cana-5113	124	23	and	and	CCONJ
cana-5113	124	24	stalog	stalog	NOUN
cana-5113	124	25	)	)	PUNCT
cana-5113	124	26	based	base	VERB
cana-5113	124	27	on	on	ADP
cana-5113	124	28	12	12	NUM
cana-5113	124	29	common	common	ADJ
cana-5113	124	30	attributes	attribute	NOUN
cana-5113	124	31	[	[	X
cana-5113	124	32	23],[24	23],[24	NUM
cana-5113	124	33	]	]	PUNCT
cana-5113	124	34	.	.	PUNCT
cana-5113	125	1	data	datum	NOUN
cana-5113	125	2	preparation	preparation	NOUN
cana-5113	125	3	included	include	VERB
cana-5113	125	4	cleansing	cleansing	NOUN
cana-5113	125	5	,	,	PUNCT
cana-5113	125	6	analysis	analysis	NOUN
cana-5113	125	7	,	,	PUNCT
cana-5113	125	8	and	and	CCONJ
cana-5113	125	9	visualization	visualization	NOUN
cana-5113	125	10	to	to	PART
cana-5113	125	11	rectify	rectify	VERB
cana-5113	125	12	inconsistencies	inconsistency	NOUN
cana-5113	125	13	and	and	CCONJ
cana-5113	125	14	uncover	uncover	VERB
cana-5113	125	15	diagnostic	diagnostic	ADJ
cana-5113	125	16	patterns	pattern	NOUN
cana-5113	125	17	.	.	PUNCT
cana-5113	126	1	data	datum	NOUN
cana-5113	126	2	encoding	encode	VERB
cana-5113	126	3	and	and	CCONJ
cana-5113	126	4	scaling	scale	VERB
cana-5113	126	5	ensured	ensure	VERB
cana-5113	126	6	compatibility	compatibility	NOUN
cana-5113	126	7	with	with	ADP
cana-5113	126	8	machine	machine	NOUN
cana-5113	126	9	learning	learn	VERB
cana-5113	126	10	algorithms	algorithm	NOUN
cana-5113	126	11	and	and	CCONJ
cana-5113	126	12	balanced	balanced	ADJ
cana-5113	126	13	distribution	distribution	NOUN
cana-5113	126	14	.	.	PUNCT
cana-5113	127	1	machine	machine	NOUN
cana-5113	127	2	learning	learn	VERB
cana-5113	127	3	algorithms	algorithm	NOUN
cana-5113	127	4	were	be	AUX
cana-5113	127	5	rigorously	rigorously	ADV
cana-5113	127	6	tested	test	VERB
cana-5113	127	7	on	on	ADP
cana-5113	127	8	the	the	DET
cana-5113	127	9	preprocessed	preprocesse	VERB
cana-5113	127	10	data	datum	NOUN
cana-5113	127	11	,	,	PUNCT
cana-5113	127	12	with	with	ADP
cana-5113	127	13	performance	performance	NOUN
cana-5113	127	14	evaluations	evaluation	NOUN
cana-5113	127	15	and	and	CCONJ
cana-5113	127	16	hyperparameter	hyperparameter	NOUN
cana-5113	127	17	tuning	tune	VERB
cana-5113	127	18	to	to	PART
cana-5113	127	19	optimize	optimize	VERB
cana-5113	127	20	results	result	NOUN
cana-5113	127	21	.	.	PUNCT
cana-5113	128	1	a	a	DET
cana-5113	128	2	hybrid	hybrid	ADJ
cana-5113	128	3	algorithm	algorithm	NOUN
cana-5113	128	4	approach	approach	NOUN
cana-5113	128	5	was	be	AUX
cana-5113	128	6	employed	employ	VERB
cana-5113	128	7	to	to	PART
cana-5113	128	8	enhance	enhance	VERB
cana-5113	128	9	prediction	prediction	NOUN
cana-5113	128	10	accuracy	accuracy	NOUN
cana-5113	128	11	and	and	CCONJ
cana-5113	128	12	robustness	robustness	NOUN
cana-5113	128	13	.	.	PUNCT
cana-5113	129	1	a	a	DET
cana-5113	129	2	graphical	graphical	ADJ
cana-5113	129	3	user	user	NOUN
cana-5113	129	4	interface	interface	NOUN
cana-5113	129	5	(	(	PUNCT
cana-5113	129	6	gui	gui	NOUN
cana-5113	129	7	)	)	PUNCT
cana-5113	129	8	was	be	AUX
cana-5113	129	9	developed	develop	VERB
cana-5113	129	10	to	to	PART
cana-5113	129	11	assist	assist	VERB
cana-5113	129	12	healthcare	healthcare	NOUN
cana-5113	129	13	professionals	professional	NOUN
cana-5113	129	14	by	by	ADP
cana-5113	129	15	providing	provide	VERB
cana-5113	129	16	real	real	ADJ
cana-5113	129	17	-	-	PUNCT
cana-5113	129	18	time	time	NOUN
cana-5113	129	19	risk	risk	NOUN
cana-5113	129	20	assessments	assessment	NOUN
cana-5113	129	21	and	and	CCONJ
cana-5113	129	22	diagnostic	diagnostic	ADJ
cana-5113	129	23	recommendations	recommendation	NOUN
cana-5113	129	24	based	base	VERB
cana-5113	129	25	on	on	ADP
cana-5113	129	26	patient	patient	ADJ
cana-5113	129	27	data	datum	NOUN
cana-5113	129	28	.	.	PUNCT
cana-5113	130	1	the	the	DET
cana-5113	130	2	objective	objective	NOUN
cana-5113	130	3	was	be	AUX
cana-5113	130	4	to	to	PART
cana-5113	130	5	identify	identify	VERB
cana-5113	130	6	the	the	DET
cana-5113	130	7	most	most	ADV
cana-5113	130	8	efficient	efficient	ADJ
cana-5113	130	9	predictive	predictive	ADJ
cana-5113	130	10	algorithm	algorithm	NOUN
cana-5113	130	11	and	and	CCONJ
cana-5113	130	12	offer	offer	VERB
cana-5113	130	13	a	a	DET
cana-5113	130	14	practical	practical	ADJ
cana-5113	130	15	clinical	clinical	ADJ
cana-5113	130	16	tool	tool	NOUN
cana-5113	130	17	through	through	ADP
cana-5113	130	18	the	the	DET
cana-5113	130	19	gui	gui	PROPN
cana-5113	130	20	.	.	PROPN
cana-5113	131	1	figure	figure	NOUN
cana-5113	131	2	3.1	3.1	NUM
cana-5113	131	3	provides	provide	VERB
cana-5113	131	4	an	an	DET
cana-5113	131	5	overview	overview	NOUN
cana-5113	131	6	of	of	ADP
cana-5113	131	7	the	the	DET
cana-5113	131	8	complete	complete	ADJ
cana-5113	131	9	workflow	workflow	NOUN
cana-5113	131	10	for	for	ADP
cana-5113	131	11	this	this	DET
cana-5113	131	12	proposed	propose	VERB
cana-5113	131	13	cardiovascular	cardiovascular	ADJ
cana-5113	131	14	disease	disease	NOUN
cana-5113	131	15	prediction	prediction	NOUN
cana-5113	131	16	model	model	NOUN
cana-5113	131	17	.	.	PUNCT
cana-5113	132	1	figure	figure	VERB
cana-5113	132	2	3.1	3.1	NUM
cana-5113	132	3	:	:	PUNCT
cana-5113	132	4	workflow	workflow	NOUN
cana-5113	132	5	of	of	ADP
cana-5113	132	6	cardiovascular	cardiovascular	ADJ
cana-5113	132	7	disease	disease	NOUN
cana-5113	132	8	prediction	prediction	NOUN
cana-5113	132	9	communications	communication	NOUN
cana-5113	132	10	on	on	ADP
cana-5113	132	11	applied	apply	VERB
cana-5113	132	12	nonlinear	nonlinear	ADJ
cana-5113	132	13	analysis	analysis	NOUN
cana-5113	132	14	issn	issn	NOUN
cana-5113	132	15	:	:	PUNCT
cana-5113	132	16	1074	1074	NUM
cana-5113	132	17	-	-	PUNCT
cana-5113	132	18	133x	133x	NUM
cana-5113	132	19	vol	vol	NOUN
cana-5113	132	20	32	32	NUM
cana-5113	132	21	no	no	NOUN
cana-5113	132	22	.	.	PUNCT
cana-5113	133	1	icmasd	icmasd	NOUN
cana-5113	133	2	(	(	PUNCT
cana-5113	133	3	2025	2025	NUM
cana-5113	133	4	)	)	PUNCT
cana-5113	133	5	867	867	NUM
cana-5113	133	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-5113	133	7	3.4.1	3.4.1	NUM
cana-5113	133	8	data	datum	NOUN
cana-5113	133	9	loading	loading	NOUN
cana-5113	133	10	and	and	CCONJ
cana-5113	133	11	exploration	exploration	NOUN
cana-5113	133	12	:	:	PUNCT
cana-5113	133	13	the	the	DET
cana-5113	133	14	dataset	dataset	NOUN
cana-5113	133	15	was	be	AUX
cana-5113	133	16	compiled	compile	VERB
cana-5113	133	17	by	by	ADP
cana-5113	133	18	combining	combine	VERB
cana-5113	133	19	datasets	dataset	NOUN
cana-5113	133	20	from	from	ADP
cana-5113	133	21	multiple	multiple	ADJ
cana-5113	133	22	sources	source	NOUN
cana-5113	133	23	,	,	PUNCT
cana-5113	133	24	including	include	VERB
cana-5113	133	25	cleveland	cleveland	PROPN
cana-5113	133	26	(	(	PUNCT
cana-5113	133	27	303	303	NUM
cana-5113	133	28	)	)	PUNCT
cana-5113	133	29	,	,	PUNCT
cana-5113	133	30	switzerland	switzerland	PROPN
cana-5113	133	31	(	(	PUNCT
cana-5113	133	32	123	123	NUM
cana-5113	133	33	)	)	PUNCT
cana-5113	133	34	,	,	PUNCT
cana-5113	133	35	hungarian	hungarian	NOUN
cana-5113	133	36	(	(	PUNCT
cana-5113	133	37	294	294	NUM
cana-5113	133	38	)	)	PUNCT
cana-5113	133	39	,	,	PUNCT
cana-5113	133	40	long	long	ADJ
cana-5113	133	41	beach	beach	PROPN
cana-5113	133	42	va	va	PROPN
cana-5113	133	43	(	(	PUNCT
cana-5113	133	44	200	200	NUM
cana-5113	133	45	)	)	PUNCT
cana-5113	133	46	,	,	PUNCT
cana-5113	133	47	and	and	CCONJ
cana-5113	133	48	stalog	stalog	NOUN
cana-5113	133	49	(	(	PUNCT
cana-5113	133	50	270	270	NUM
cana-5113	133	51	)	)	PUNCT
cana-5113	133	52	,	,	PUNCT
cana-5113	133	53	resulting	result	VERB
cana-5113	133	54	in	in	ADP
cana-5113	133	55	a	a	DET
cana-5113	133	56	comprehensive	comprehensive	ADJ
cana-5113	133	57	dataset	dataset	NOUN
cana-5113	133	58	with	with	ADP
cana-5113	133	59	1190	1190	NUM
cana-5113	133	60	instances	instance	NOUN
cana-5113	133	61	[	[	X
cana-5113	133	62	24	24	NUM
cana-5113	133	63	]	]	PUNCT
cana-5113	133	64	.	.	PUNCT
cana-5113	134	1	attributes	attribute	NOUN
cana-5113	134	2	include	include	VERB
cana-5113	134	3	sex	sex	NOUN
cana-5113	134	4	,	,	PUNCT
cana-5113	134	5	age	age	NOUN
cana-5113	134	6	,	,	PUNCT
cana-5113	134	7	chest	chest	NOUN
cana-5113	134	8	pain	pain	NOUN
cana-5113	134	9	type	type	NOUN
cana-5113	134	10	,	,	PUNCT
cana-5113	134	11	cholesterol	cholesterol	NOUN
cana-5113	134	12	,	,	PUNCT
cana-5113	134	13	restingbp	restingbp	ADJ
cana-5113	134	14	,	,	PUNCT
cana-5113	134	15	fasting	fast	VERB
cana-5113	134	16	bs	b	NOUN
cana-5113	134	17	,	,	PUNCT
cana-5113	134	18	maximum	maximum	ADJ
cana-5113	134	19	heart	heart	NOUN
cana-5113	134	20	rate	rate	NOUN
cana-5113	134	21	,	,	PUNCT
cana-5113	134	22	resting	rest	VERB
cana-5113	134	23	ecg	ecg	PROPN
cana-5113	134	24	,	,	PUNCT
cana-5113	134	25	st	st	PROPN
cana-5113	134	26	slope	slope	PROPN
cana-5113	134	27	,	,	PUNCT
cana-5113	134	28	exercise	exercise	NOUN
cana-5113	134	29	angina	angina	NOUN
cana-5113	134	30	,	,	PUNCT
cana-5113	134	31	old	old	ADJ
cana-5113	134	32	peak	peak	NOUN
cana-5113	134	33	,	,	PUNCT
cana-5113	134	34	and	and	CCONJ
cana-5113	134	35	target	target	NOUN
cana-5113	134	36	.	.	PUNCT
cana-5113	135	1	the	the	DET
cana-5113	135	2	code	code	NOUN
cana-5113	135	3	starts	start	VERB
cana-5113	135	4	by	by	ADP
cana-5113	135	5	loading	load	VERB
cana-5113	135	6	a	a	DET
cana-5113	135	7	dataset	dataset	NOUN
cana-5113	135	8	named	name	VERB
cana-5113	135	9	"	"	PUNCT
cana-5113	135	10	heart.csv	heart.csv	X
cana-5113	135	11	"	"	PUNCT
cana-5113	135	12	using	use	VERB
cana-5113	135	13	pandas	panda	NOUN
cana-5113	135	14	.	.	PUNCT
cana-5113	136	1	this	this	DET
cana-5113	136	2	dataset	dataset	NOUN
cana-5113	136	3	contains	contain	VERB
cana-5113	136	4	information	information	NOUN
cana-5113	136	5	about	about	ADP
cana-5113	136	6	patients	patient	NOUN
cana-5113	136	7	and	and	CCONJ
cana-5113	136	8	whether	whether	SCONJ
cana-5113	136	9	they	they	PRON
cana-5113	136	10	have	have	VERB
cana-5113	136	11	heart	heart	NOUN
cana-5113	136	12	disease	disease	NOUN
cana-5113	136	13	.	.	PUNCT
cana-5113	137	1	information	information	NOUN
cana-5113	137	2	about	about	ADP
cana-5113	137	3	the	the	DET
cana-5113	137	4	dataset	dataset	NOUN
cana-5113	137	5	is	be	AUX
cana-5113	137	6	displayed	display	VERB
cana-5113	137	7	using	use	VERB
cana-5113	137	8	dataset.info	dataset.info	PROPN
cana-5113	137	9	(	(	PUNCT
cana-5113	137	10	)	)	PUNCT
cana-5113	137	11	shown	show	VERB
cana-5113	137	12	in	in	ADP
cana-5113	137	13	figure	figure	NOUN
cana-5113	137	14	3.2	3.2	NUM
cana-5113	137	15	.	.	PUNCT
cana-5113	138	1	correlation	correlation	NOUN
cana-5113	138	2	matrix	matrix	NOUN
cana-5113	138	3	and	and	CCONJ
cana-5113	138	4	histograms	histogram	NOUN
cana-5113	138	5	are	be	AUX
cana-5113	138	6	visualized	visualize	VERB
cana-5113	138	7	to	to	PART
cana-5113	138	8	understand	understand	VERB
cana-5113	138	9	the	the	DET
cana-5113	138	10	relationship	relationship	NOUN
cana-5113	138	11	between	between	ADP
cana-5113	138	12	variables	variable	NOUN
cana-5113	138	13	and	and	CCONJ
cana-5113	138	14	their	their	PRON
cana-5113	138	15	distributions	distribution	NOUN
cana-5113	138	16	figure	figure	VERB
cana-5113	138	17	3.3	3.3	NUM
cana-5113	138	18	and	and	CCONJ
cana-5113	138	19	figure	figure	VERB
cana-5113	138	20	3.4	3.4	NUM
cana-5113	138	21	respectively	respectively	ADV
cana-5113	138	22	.	.	PUNCT
cana-5113	139	1	datasets	dataset	NOUN
cana-5113	139	2	details	detail	NOUN
cana-5113	139	3	are	be	AUX
cana-5113	139	4	illustrated	illustrate	VERB
cana-5113	139	5	in	in	ADP
cana-5113	139	6	table1	table1	PROPN
cana-5113	139	7	,	,	PUNCT
cana-5113	139	8	table	table	NOUN
cana-5113	139	9	3.1	3.1	NUM
cana-5113	139	10	:	:	PUNCT
cana-5113	139	11	dataset	dataset	VERB
cana-5113	139	12	details	detail	NOUN
cana-5113	139	13	s.no	s.no	VERB
cana-5113	139	14	attribute	attribute	NOUN
cana-5113	139	15	description	description	NOUN
cana-5113	139	16	value	value	NOUN
cana-5113	139	17	1	1	NUM
cana-5113	139	18	age	age	NOUN
cana-5113	139	19	patient	patient	NOUN
cana-5113	139	20	’s	’s	PART
cana-5113	139	21	age	age	NOUN
cana-5113	139	22	in	in	ADP
cana-5113	139	23	years	year	NOUN
cana-5113	139	24	value	value	NOUN
cana-5113	139	25	is	be	AUX
cana-5113	139	26	continuous	continuous	ADJ
cana-5113	139	27	in	in	ADP
cana-5113	139	28	range	range	NOUN
cana-5113	139	29	[	[	X
cana-5113	139	30	29	29	NUM
cana-5113	139	31	-	-	SYM
cana-5113	139	32	77	77	NUM
cana-5113	139	33	]	]	SYM
cana-5113	139	34	2	2	NUM
cana-5113	139	35	sex	sex	NOUN
cana-5113	139	36	patient	patient	NOUN
cana-5113	139	37	’s	’s	PART
cana-5113	139	38	sex	sex	NOUN
cana-5113	139	39	1	1	NUM
cana-5113	139	40	indicates	indicate	VERB
cana-5113	139	41	male	male	NOUN
cana-5113	139	42	,	,	PUNCT
cana-5113	139	43	0	0	NUM
cana-5113	139	44	indicates	indicate	VERB
cana-5113	139	45	female	female	ADJ
cana-5113	139	46	3	3	NUM
cana-5113	139	47	cp	cp	NOUN
cana-5113	139	48	type	type	NOUN
cana-5113	139	49	of	of	ADP
cana-5113	139	50	chest	chest	NOUN
cana-5113	139	51	pain	pain	NOUN
cana-5113	139	52	1->asymptomatic	1->asymptomatic	NUM
cana-5113	139	53	,	,	PUNCT
cana-5113	140	1	2-	2-	X
cana-5113	140	2	>	>	X
cana-5113	140	3	atypical	atypical	ADJ
cana-5113	140	4	angina	angina	NOUN
cana-5113	140	5	,	,	PUNCT
cana-5113	140	6	3->non	3->non	NUM
cana-5113	140	7	-	-	ADJ
cana-5113	140	8	anginal	anginal	ADJ
cana-5113	140	9	pain	pain	NOUN
cana-5113	140	10	,	,	PUNCT
cana-5113	140	11	4	4	NUM
cana-5113	140	12	>	>	X
cana-5113	140	13	typical	typical	ADJ
cana-5113	140	14	angina	angina	NOUN
cana-5113	140	15	4	4	NUM
cana-5113	140	16	trestbps	trestbps	NOUN
cana-5113	140	17	resting	rest	VERB
cana-5113	140	18	blood	blood	NOUN
cana-5113	140	19	pressure	pressure	NOUN
cana-5113	140	20	(	(	PUNCT
cana-5113	140	21	mm	mm	INTJ
cana-5113	140	22	hg	hg	PROPN
cana-5113	140	23	on	on	ADP
cana-5113	140	24	admission	admission	NOUN
cana-5113	140	25	to	to	ADP
cana-5113	140	26	the	the	DET
cana-5113	140	27	hospital	hospital	NOUN
cana-5113	140	28	)	)	PUNCT
cana-5113	140	29	value	value	NOUN
cana-5113	140	30	is	be	AUX
cana-5113	140	31	continuous	continuous	ADJ
cana-5113	140	32	in	in	ADP
cana-5113	140	33	range	range	NOUN
cana-5113	140	34	[	[	X
cana-5113	140	35	94200	94200	NUM
cana-5113	140	36	]	]	SYM
cana-5113	140	37	5	5	NUM
cana-5113	140	38	chol	chol	NOUN
cana-5113	140	39	cholesterol	cholesterol	NOUN
cana-5113	140	40	measurement	measurement	NOUN
cana-5113	140	41	in	in	ADP
cana-5113	140	42	mg	mg	PROPN
cana-5113	140	43	/	/	SYM
cana-5113	140	44	dl	dl	PROPN
cana-5113	140	45	value	value	NOUN
cana-5113	140	46	is	be	AUX
cana-5113	140	47	continuous	continuous	ADJ
cana-5113	140	48	in	in	ADP
cana-5113	140	49	range	range	NOUN
cana-5113	140	50	[	[	X
cana-5113	140	51	126564	126564	NUM
cana-5113	140	52	]	]	PUNCT
cana-5113	140	53	6	6	NUM
cana-5113	140	54	fbs	fbs	X
cana-5113	140	55	fasting	fast	VERB
cana-5113	140	56	blood	blood	NOUN
cana-5113	140	57	sugar	sugar	NOUN
cana-5113	140	58	(	(	PUNCT
cana-5113	140	59	>	>	X
cana-5113	140	60	120	120	NUM
cana-5113	140	61	mg	mg	PROPN
cana-5113	140	62	/	/	SYM
cana-5113	140	63	dl	dl	PROPN
cana-5113	140	64	,	,	PUNCT
cana-5113	140	65	1	1	NUM
cana-5113	140	66	for	for	ADP
cana-5113	140	67	true	true	ADJ
cana-5113	140	68	;	;	PUNCT
cana-5113	140	69	0	0	NUM
cana-5113	140	70	for	for	ADP
cana-5113	140	71	false	false	ADJ
cana-5113	140	72	)	)	PUNCT
cana-5113	140	73	7	7	NUM
cana-5113	140	74	restecg	restecg	NOUN
cana-5113	140	75	resting	rest	VERB
cana-5113	140	76	electrocardiographic	electrocardiographic	ADJ
cana-5113	140	77	results	result	NOUN
cana-5113	140	78	0=	0=	PRON
cana-5113	140	79	normal	normal	ADJ
cana-5113	140	80	,	,	PUNCT
cana-5113	140	81	1=	1=	X
cana-5113	140	82	having	have	VERB
cana-5113	140	83	st	st	PROPN
cana-5113	140	84	-	-	PUNCT
cana-5113	140	85	t	t	PROPN
cana-5113	140	86	wave	wave	NOUN
cana-5113	140	87	abnormality,2	abnormality,2	PART
cana-5113	140	88	=	=	NUM
cana-5113	140	89	left	left	ADJ
cana-5113	140	90	-	-	PUNCT
cana-5113	140	91	ventricular	ventricular	ADJ
cana-5113	140	92	hypertrophy	hypertrophy	NOUN
cana-5113	140	93	8	8	NUM
cana-5113	140	94	thalach	thalach	VERB
cana-5113	140	95	maximum	maximum	ADJ
cana-5113	140	96	heart	heart	NOUN
cana-5113	140	97	rate	rate	NOUN
cana-5113	140	98	achieved	achieve	VERB
cana-5113	140	99	value	value	NOUN
cana-5113	140	100	is	be	AUX
cana-5113	140	101	continuous	continuous	ADJ
cana-5113	140	102	in	in	ADP
cana-5113	140	103	range	range	NOUN
cana-5113	140	104	[	[	X
cana-5113	140	105	71202	71202	NUM
cana-5113	140	106	]	]	PUNCT
cana-5113	140	107	bpm	bpm	NOUN
cana-5113	140	108	9	9	NUM
cana-5113	140	109	exang	exang	NOUN
cana-5113	140	110	exercise	exercise	NOUN
cana-5113	140	111	induced	induce	VERB
cana-5113	140	112	angina	angina	NOUN
cana-5113	140	113	1	1	NUM
cana-5113	140	114	represents	represent	VERB
cana-5113	140	115	yes	yes	NOUN
cana-5113	140	116	;	;	PUNCT
cana-5113	140	117	0	0	NUM
cana-5113	140	118	represents	represent	VERB
cana-5113	140	119	no	no	DET
cana-5113	140	120	10	10	NUM
cana-5113	140	121	oldpeak	oldpeak	NOUN
cana-5113	140	122	depression	depression	NOUN
cana-5113	140	123	in	in	ADP
cana-5113	140	124	st	st	PROPN
cana-5113	140	125	brought	bring	VERB
cana-5113	140	126	by	by	ADP
cana-5113	140	127	exercise	exercise	NOUN
cana-5113	140	128	that	that	PRON
cana-5113	140	129	is	be	AUX
cana-5113	140	130	relative	relative	ADJ
cana-5113	140	131	to	to	ADP
cana-5113	140	132	rest	rest	NOUN
cana-5113	140	133	value	value	NOUN
cana-5113	140	134	is	be	AUX
cana-5113	140	135	continuous	continuous	ADJ
cana-5113	140	136	in	in	ADP
cana-5113	140	137	range	range	NOUN
cana-5113	140	138	[	[	X
cana-5113	140	139	0	0	NUM
cana-5113	140	140	-	-	SYM
cana-5113	140	141	6.2	6.2	NUM
cana-5113	140	142	]	]	SYM
cana-5113	140	143	11	11	NUM
cana-5113	140	144	slope	slope	NOUN
cana-5113	140	145	slope	slope	NOUN
cana-5113	140	146	of	of	ADP
cana-5113	140	147	the	the	DET
cana-5113	140	148	peak	peak	NOUN
cana-5113	140	149	exercise	exercise	NOUN
cana-5113	140	150	1upsloping	1upsloping	NUM
cana-5113	140	151	,	,	PUNCT
cana-5113	140	152	2	2	NUM
cana-5113	140	153	-	-	PUNCT
cana-5113	140	154	flat	flat	ADJ
cana-5113	140	155	,	,	PUNCT
cana-5113	140	156	3	3	NUM
cana-5113	140	157	down	down	ADP
cana-5113	140	158	sloping	slope	VERB
cana-5113	140	159	12	12	NUM
cana-5113	140	160	target	target	NOUN
cana-5113	140	161	is	be	AUX
cana-5113	140	162	the	the	DET
cana-5113	140	163	heart	heart	NOUN
cana-5113	140	164	disease	disease	NOUN
cana-5113	140	165	present	present	ADJ
cana-5113	140	166	0	0	PUNCT
cana-5113	141	1	=	=	SYM
cana-5113	141	2	no	no	NOUN
cana-5113	141	3	,	,	PUNCT
cana-5113	141	4	1	1	NUM
cana-5113	141	5	=	=	NOUN
cana-5113	141	6	yes	yes	NOUN
cana-5113	141	7	communications	communication	NOUN
cana-5113	141	8	on	on	ADP
cana-5113	141	9	applied	apply	VERB
cana-5113	141	10	nonlinear	nonlinear	ADJ
cana-5113	141	11	analysis	analysis	NOUN
cana-5113	141	12	issn	issn	NOUN
cana-5113	141	13	:	:	PUNCT
cana-5113	141	14	1074	1074	NUM
cana-5113	141	15	-	-	PUNCT
cana-5113	141	16	133x	133x	NUM
cana-5113	141	17	vol	vol	NOUN
cana-5113	141	18	32	32	NUM
cana-5113	141	19	no	no	NOUN
cana-5113	141	20	.	.	PUNCT
cana-5113	142	1	icmasd	icmasd	NOUN
cana-5113	142	2	(	(	PUNCT
cana-5113	142	3	2025	2025	NUM
cana-5113	142	4	)	)	PUNCT
cana-5113	142	5	868	868	NUM
cana-5113	142	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	142	7	figure	figure	NOUN
cana-5113	142	8	3.2	3.2	NUM
cana-5113	142	9	dataset	dataset	ADJ
cana-5113	142	10	information	information	NOUN
cana-5113	142	11	eleven	eleven	NUM
cana-5113	142	12	characteristics	characteristic	NOUN
cana-5113	142	13	in	in	ADP
cana-5113	142	14	the	the	DET
cana-5113	142	15	dataset	dataset	NOUN
cana-5113	142	16	are	be	AUX
cana-5113	142	17	graphically	graphically	ADV
cana-5113	142	18	represented	represent	VERB
cana-5113	142	19	by	by	ADP
cana-5113	142	20	the	the	DET
cana-5113	142	21	heat	heat	NOUN
cana-5113	142	22	map	map	NOUN
cana-5113	142	23	,	,	PUNCT
cana-5113	142	24	where	where	SCONJ
cana-5113	142	25	dark	dark	ADJ
cana-5113	142	26	blue	blue	NOUN
cana-5113	142	27	indicates	indicate	VERB
cana-5113	142	28	weak	weak	ADJ
cana-5113	142	29	or	or	CCONJ
cana-5113	142	30	negative	negative	ADJ
cana-5113	142	31	correlations	correlation	NOUN
cana-5113	142	32	and	and	CCONJ
cana-5113	142	33	yellow	yellow	NOUN
cana-5113	142	34	indicates	indicate	VERB
cana-5113	142	35	a	a	DET
cana-5113	142	36	significant	significant	ADJ
cana-5113	142	37	positive	positive	ADJ
cana-5113	142	38	association	association	NOUN
cana-5113	142	39	.	.	PUNCT
cana-5113	143	1	weaker	weak	ADJ
cana-5113	143	2	relationships	relationship	NOUN
cana-5113	143	3	are	be	AUX
cana-5113	143	4	represented	represent	VERB
cana-5113	143	5	by	by	ADP
cana-5113	143	6	lighter	light	ADJ
cana-5113	143	7	blue	blue	ADJ
cana-5113	143	8	hues	hue	NOUN
cana-5113	143	9	.	.	PUNCT
cana-5113	144	1	as	as	SCONJ
cana-5113	144	2	seen	see	VERB
cana-5113	144	3	in	in	ADP
cana-5113	144	4	figure	figure	NOUN
cana-5113	144	5	3.3	3.3	NUM
cana-5113	144	6	,	,	PUNCT
cana-5113	144	7	this	this	DET
cana-5113	144	8	map	map	NOUN
cana-5113	144	9	provides	provide	VERB
cana-5113	144	10	a	a	DET
cana-5113	144	11	clear	clear	ADJ
cana-5113	144	12	overview	overview	NOUN
cana-5113	144	13	of	of	ADP
cana-5113	144	14	feature	feature	NOUN
cana-5113	144	15	interdependencies	interdependency	NOUN
cana-5113	144	16	and	and	CCONJ
cana-5113	144	17	aids	aid	NOUN
cana-5113	144	18	in	in	ADP
cana-5113	144	19	rapidly	rapidly	ADV
cana-5113	144	20	determining	determine	VERB
cana-5113	144	21	whether	whether	SCONJ
cana-5113	144	22	features	feature	NOUN
cana-5113	144	23	have	have	VERB
cana-5113	144	24	high	high	ADJ
cana-5113	144	25	,	,	PUNCT
cana-5113	144	26	weak	weak	ADJ
cana-5113	144	27	,	,	PUNCT
cana-5113	144	28	or	or	CCONJ
cana-5113	144	29	no	no	DET
cana-5113	144	30	association	association	NOUN
cana-5113	144	31	.	.	PUNCT
cana-5113	145	1	figure	figure	VERB
cana-5113	145	2	3.3	3.3	NUM
cana-5113	145	3	correlation	correlation	NOUN
cana-5113	145	4	matrix	matrix	NOUN
cana-5113	145	5	or	or	CCONJ
cana-5113	145	6	heat	heat	NOUN
cana-5113	145	7	map	map	NOUN
cana-5113	145	8	according	accord	VERB
cana-5113	145	9	to	to	ADP
cana-5113	145	10	the	the	DET
cana-5113	145	11	statistics	statistic	NOUN
cana-5113	145	12	,	,	PUNCT
cana-5113	145	13	there	there	PRON
cana-5113	145	14	are	be	VERB
cana-5113	145	15	more	more	ADJ
cana-5113	145	16	men	man	NOUN
cana-5113	145	17	than	than	ADP
cana-5113	145	18	women	woman	NOUN
cana-5113	145	19	and	and	CCONJ
cana-5113	145	20	the	the	DET
cana-5113	145	21	majority	majority	NOUN
cana-5113	145	22	of	of	ADP
cana-5113	145	23	patients	patient	NOUN
cana-5113	145	24	are	be	AUX
cana-5113	145	25	between	between	ADP
cana-5113	145	26	the	the	DET
cana-5113	145	27	ages	age	NOUN
cana-5113	145	28	of	of	ADP
cana-5113	145	29	50	50	NUM
cana-5113	145	30	and	and	CCONJ
cana-5113	145	31	60	60	NUM
cana-5113	145	32	.	.	PUNCT
cana-5113	146	1	kind	kind	NOUN
cana-5113	146	2	4	4	NUM
cana-5113	146	3	(	(	PUNCT
cana-5113	146	4	classic	classic	ADJ
cana-5113	146	5	angina	angina	NOUN
cana-5113	146	6	)	)	PUNCT
cana-5113	146	7	is	be	AUX
cana-5113	146	8	the	the	DET
cana-5113	146	9	most	most	ADV
cana-5113	146	10	prevalent	prevalent	ADJ
cana-5113	146	11	kind	kind	NOUN
cana-5113	146	12	of	of	ADP
cana-5113	146	13	chest	chest	NOUN
cana-5113	146	14	pain	pain	NOUN
cana-5113	146	15	,	,	PUNCT
cana-5113	146	16	followed	follow	VERB
cana-5113	146	17	by	by	ADP
cana-5113	146	18	types	type	NOUN
cana-5113	146	19	3	3	NUM
cana-5113	146	20	,	,	PUNCT
cana-5113	146	21	2	2	NUM
cana-5113	146	22	,	,	PUNCT
cana-5113	146	23	and	and	CCONJ
cana-5113	146	24	1	1	X
cana-5113	146	25	.	.	PUNCT
cana-5113	147	1	with	with	ADP
cana-5113	147	2	a	a	DET
cana-5113	147	3	mean	mean	NOUN
cana-5113	147	4	of	of	ADP
cana-5113	147	5	132	132	NUM
cana-5113	147	6	mm	mm	NUM
cana-5113	147	7	hg	hg	NOUN
cana-5113	147	8	,	,	PUNCT
cana-5113	147	9	resting	rest	VERB
cana-5113	147	10	blood	blood	NOUN
cana-5113	147	11	pressure	pressure	NOUN
cana-5113	147	12	(	(	PUNCT
cana-5113	147	13	trestbps	trestbps	NOUN
cana-5113	147	14	)	)	PUNCT
cana-5113	147	15	is	be	AUX
cana-5113	147	16	mostly	mostly	ADV
cana-5113	147	17	between	between	ADP
cana-5113	147	18	125	125	NUM
cana-5113	147	19	and	and	CCONJ
cana-5113	147	20	135	135	NUM
cana-5113	147	21	mm	mm	NUM
cana-5113	147	22	hg	hg	NOUN
cana-5113	147	23	,	,	PUNCT
cana-5113	147	24	while	while	SCONJ
cana-5113	147	25	cholesterol	cholesterol	NOUN
cana-5113	147	26	levels	level	NOUN
cana-5113	147	27	(	(	PUNCT
cana-5113	147	28	chol	chol	NOUN
cana-5113	147	29	)	)	PUNCT
cana-5113	147	30	are	be	AUX
cana-5113	147	31	typically	typically	ADV
cana-5113	147	32	200	200	NUM
cana-5113	147	33	mg	mg	PROPN
cana-5113	147	34	/	/	SYM
cana-5113	147	35	dl	dl	PROPN
cana-5113	147	36	.	.	PUNCT
cana-5113	148	1	the	the	DET
cana-5113	148	2	majority	majority	NOUN
cana-5113	148	3	of	of	ADP
cana-5113	148	4	individuals	individual	NOUN
cana-5113	148	5	do	do	AUX
cana-5113	148	6	not	not	PART
cana-5113	148	7	have	have	VERB
cana-5113	148	8	diabetes	diabetes	NOUN
cana-5113	148	9	(	(	PUNCT
cana-5113	148	10	fbs	fbs	X
cana-5113	148	11	=	=	SYM
cana-5113	148	12	0	0	NUM
cana-5113	148	13	)	)	PUNCT
cana-5113	148	14	,	,	PUNCT
cana-5113	148	15	and	and	CCONJ
cana-5113	148	16	the	the	DET
cana-5113	148	17	majority	majority	NOUN
cana-5113	148	18	of	of	ADP
cana-5113	148	19	resting	rest	VERB
cana-5113	148	20	ecg	ecg	PROPN
cana-5113	148	21	readings	reading	NOUN
cana-5113	148	22	are	be	AUX
cana-5113	148	23	0	0	NUM
cana-5113	148	24	,	,	PUNCT
cana-5113	148	25	2	2	NUM
cana-5113	148	26	,	,	PUNCT
cana-5113	148	27	and	and	CCONJ
cana-5113	149	1	1	1	NUM
cana-5113	149	2	.	.	X
cana-5113	149	3	more	more	ADJ
cana-5113	149	4	people	people	NOUN
cana-5113	149	5	do	do	AUX
cana-5113	149	6	not	not	PART
cana-5113	149	7	have	have	VERB
cana-5113	149	8	exercise	exercise	NOUN
cana-5113	149	9	-	-	PUNCT
cana-5113	149	10	induced	induce	VERB
cana-5113	149	11	angina	angina	NOUN
cana-5113	149	12	(	(	PUNCT
cana-5113	149	13	exang	exang	PROPN
cana-5113	149	14	=	=	SYM
cana-5113	149	15	0	0	NUM
cana-5113	149	16	)	)	PUNCT
cana-5113	149	17	,	,	PUNCT
cana-5113	149	18	and	and	CCONJ
cana-5113	149	19	heart	heart	NOUN
cana-5113	149	20	rate	rate	NOUN
cana-5113	149	21	(	(	PUNCT
cana-5113	149	22	thalach	thalach	ADV
cana-5113	149	23	)	)	PUNCT
cana-5113	149	24	normally	normally	ADV
cana-5113	149	25	falls	fall	VERB
cana-5113	149	26	between	between	ADP
cana-5113	149	27	120	120	NUM
cana-5113	149	28	and	and	CCONJ
cana-5113	149	29	140	140	NUM
cana-5113	149	30	bpm	bpm	NOUN
cana-5113	149	31	.	.	PUNCT
cana-5113	150	1	in	in	ADP
cana-5113	150	2	st	st	PROPN
cana-5113	150	3	(	(	PUNCT
cana-5113	150	4	oldpeak	oldpeak	PROPN
cana-5113	150	5	)	)	PUNCT
cana-5113	150	6	,	,	PUNCT
cana-5113	150	7	the	the	DET
cana-5113	150	8	depression	depression	NOUN
cana-5113	150	9	mostly	mostly	ADV
cana-5113	150	10	ranges	range	VERB
cana-5113	150	11	from	from	ADP
cana-5113	150	12	-1	-1	INTJ
cana-5113	150	13	to	to	ADP
cana-5113	150	14	0	0	NUM
cana-5113	150	15	.	.	PUNCT
cana-5113	151	1	the	the	DET
cana-5113	151	2	target	target	NOUN
cana-5113	151	3	variable	variable	NOUN
cana-5113	151	4	,	,	PUNCT
cana-5113	151	5	which	which	PRON
cana-5113	151	6	indicates	indicate	VERB
cana-5113	151	7	the	the	DET
cana-5113	151	8	existence	existence	NOUN
cana-5113	151	9	of	of	ADP
cana-5113	151	10	heart	heart	NOUN
cana-5113	151	11	disease	disease	NOUN
cana-5113	151	12	,	,	PUNCT
cana-5113	151	13	is	be	AUX
cana-5113	151	14	spread	spread	VERB
cana-5113	151	15	almost	almost	ADV
cana-5113	151	16	uniformly	uniformly	ADV
cana-5113	151	17	.	.	PUNCT
cana-5113	152	1	communications	communication	NOUN
cana-5113	152	2	on	on	ADP
cana-5113	152	3	applied	apply	VERB
cana-5113	152	4	nonlinear	nonlinear	ADJ
cana-5113	152	5	analysis	analysis	NOUN
cana-5113	152	6	issn	issn	NOUN
cana-5113	152	7	:	:	PUNCT
cana-5113	152	8	1074	1074	NUM
cana-5113	152	9	-	-	PUNCT
cana-5113	152	10	133x	133x	NUM
cana-5113	152	11	vol	vol	NOUN
cana-5113	152	12	32	32	NUM
cana-5113	152	13	no	no	NOUN
cana-5113	152	14	.	.	PUNCT
cana-5113	153	1	icmasd	icmasd	NOUN
cana-5113	153	2	(	(	PUNCT
cana-5113	153	3	2025	2025	NUM
cana-5113	153	4	)	)	PUNCT
cana-5113	153	5	869	869	NUM
cana-5113	154	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	154	2	figure	figure	NOUN
cana-5113	154	3	3.4	3.4	NUM
cana-5113	154	4	histogram	histogram	NOUN
cana-5113	154	5	3.4.2	3.4.2	NUM
cana-5113	154	6	data	datum	NOUN
cana-5113	154	7	preprocessing	preprocessing	NOUN
cana-5113	154	8	:	:	PUNCT
cana-5113	154	9	data	datum	NOUN
cana-5113	154	10	cleaning	cleaning	NOUN
cana-5113	154	11	,	,	PUNCT
cana-5113	154	12	feature	feature	NOUN
cana-5113	154	13	selection	selection	NOUN
cana-5113	154	14	,	,	PUNCT
cana-5113	154	15	and	and	CCONJ
cana-5113	154	16	normalization	normalization	NOUN
cana-5113	154	17	techniques	technique	NOUN
cana-5113	154	18	were	be	AUX
cana-5113	154	19	applied	apply	VERB
cana-5113	154	20	to	to	PART
cana-5113	154	21	ensure	ensure	VERB
cana-5113	154	22	data	datum	NOUN
cana-5113	154	23	quality	quality	NOUN
cana-5113	154	24	and	and	CCONJ
cana-5113	154	25	consistency	consistency	NOUN
cana-5113	154	26	.	.	PUNCT
cana-5113	155	1	duplicate	duplicate	NOUN
cana-5113	155	2	rows	row	NOUN
cana-5113	155	3	are	be	AUX
cana-5113	155	4	checked	check	VERB
cana-5113	155	5	for	for	ADP
cana-5113	155	6	and	and	CCONJ
cana-5113	155	7	removed	remove	VERB
cana-5113	155	8	if	if	SCONJ
cana-5113	155	9	found	find	VERB
cana-5113	155	10	.	.	PUNCT
cana-5113	156	1	one	one	NUM
cana-5113	156	2	-	-	PUNCT
cana-5113	156	3	hot	hot	ADJ
cana-5113	156	4	encoding	encoding	NOUN
cana-5113	156	5	is	be	AUX
cana-5113	156	6	applied	apply	VERB
cana-5113	156	7	to	to	ADP
cana-5113	156	8	categorical	categorical	ADJ
cana-5113	156	9	columns	column	NOUN
cana-5113	156	10	,	,	PUNCT
cana-5113	156	11	and	and	CCONJ
cana-5113	156	12	standardization	standardization	NOUN
cana-5113	156	13	is	be	AUX
cana-5113	156	14	performed	perform	VERB
cana-5113	156	15	on	on	ADP
cana-5113	156	16	numerical	numerical	ADJ
cana-5113	156	17	columns	column	NOUN
cana-5113	156	18	using	use	VERB
cana-5113	156	19	standardscaler	standardscaler	NOUN
cana-5113	156	20	[	[	X
cana-5113	156	21	25	25	NUM
cana-5113	156	22	]	]	PUNCT
cana-5113	156	23	.	.	PUNCT
cana-5113	157	1	3.4.3	3.4.3	NUM
cana-5113	157	2	data	datum	NOUN
cana-5113	157	3	splitting	splitting	NOUN
cana-5113	157	4	:	:	PUNCT
cana-5113	157	5	the	the	DET
cana-5113	157	6	`	`	PUNCT
cana-5113	157	7	train_test_split	train_test_split	ADJ
cana-5113	157	8	`	`	PUNCT
cana-5113	157	9	function	function	NOUN
cana-5113	157	10	was	be	AUX
cana-5113	157	11	used	use	VERB
cana-5113	157	12	to	to	PART
cana-5113	157	13	divide	divide	VERB
cana-5113	157	14	the	the	DET
cana-5113	157	15	dataset	dataset	NOUN
cana-5113	157	16	into	into	ADP
cana-5113	157	17	features	feature	NOUN
cana-5113	157	18	(	(	PUNCT
cana-5113	157	19	x	x	NOUN
cana-5113	157	20	)	)	PUNCT
cana-5113	157	21	and	and	CCONJ
cana-5113	157	22	target	target	VERB
cana-5113	157	23	variable	variable	NOUN
cana-5113	157	24	(	(	PUNCT
cana-5113	157	25	y	y	NOUN
cana-5113	157	26	)	)	PUNCT
cana-5113	157	27	,	,	PUNCT
cana-5113	157	28	with	with	ADP
cana-5113	157	29	70	70	NUM
cana-5113	157	30	%	%	NOUN
cana-5113	157	31	going	go	VERB
cana-5113	157	32	toward	toward	ADP
cana-5113	157	33	training	training	NOUN
cana-5113	157	34	and	and	CCONJ
cana-5113	157	35	30	30	NUM
cana-5113	157	36	%	%	NOUN
cana-5113	157	37	toward	toward	ADP
cana-5113	157	38	testing	testing	NOUN
cana-5113	157	39	in	in	ADP
cana-5113	157	40	order	order	NOUN
cana-5113	157	41	to	to	PART
cana-5113	157	42	evaluate	evaluate	VERB
cana-5113	157	43	the	the	DET
cana-5113	157	44	correctness	correctness	NOUN
cana-5113	157	45	of	of	ADP
cana-5113	157	46	the	the	DET
cana-5113	157	47	model	model	NOUN
cana-5113	157	48	[	[	X
cana-5113	157	49	50	50	NUM
cana-5113	157	50	]	]	PUNCT
cana-5113	157	51	.	.	PUNCT
cana-5113	158	1	additionally	additionally	ADV
cana-5113	158	2	,	,	PUNCT
cana-5113	158	3	a	a	DET
cana-5113	158	4	67:33	67:33	NUM
cana-5113	158	5	split	split	NOUN
cana-5113	158	6	ratio	ratio	NOUN
cana-5113	158	7	was	be	AUX
cana-5113	158	8	investigated	investigate	VERB
cana-5113	158	9	to	to	PART
cana-5113	158	10	enhance	enhance	VERB
cana-5113	158	11	model	model	NOUN
cana-5113	158	12	performance	performance	NOUN
cana-5113	158	13	and	and	CCONJ
cana-5113	158	14	training	training	NOUN
cana-5113	158	15	data	datum	NOUN
cana-5113	158	16	size	size	NOUN
cana-5113	158	17	.	.	PUNCT
cana-5113	159	1	several	several	ADJ
cana-5113	159	2	methods	method	NOUN
cana-5113	159	3	were	be	AUX
cana-5113	159	4	used	use	VERB
cana-5113	159	5	,	,	PUNCT
cana-5113	159	6	and	and	CCONJ
cana-5113	159	7	the	the	DET
cana-5113	159	8	accuracy	accuracy	NOUN
cana-5113	159	9	of	of	ADP
cana-5113	159	10	the	the	DET
cana-5113	159	11	results	result	NOUN
cana-5113	159	12	was	be	AUX
cana-5113	159	13	assessed	assess	VERB
cana-5113	159	14	using	use	VERB
cana-5113	159	15	a	a	DET
cana-5113	159	16	confusion	confusion	NOUN
cana-5113	159	17	matrix	matrix	NOUN
cana-5113	159	18	.	.	PUNCT
cana-5113	160	1	to	to	PART
cana-5113	160	2	examine	examine	VERB
cana-5113	160	3	important	important	ADJ
cana-5113	160	4	distributions	distribution	NOUN
cana-5113	160	5	and	and	CCONJ
cana-5113	160	6	trends	trend	NOUN
cana-5113	160	7	,	,	PUNCT
cana-5113	160	8	the	the	DET
cana-5113	160	9	dataset	dataset	NOUN
cana-5113	160	10	was	be	AUX
cana-5113	160	11	also	also	ADV
cana-5113	160	12	converted	convert	VERB
cana-5113	160	13	into	into	ADP
cana-5113	160	14	histograms	histogram	NOUN
cana-5113	160	15	.	.	PUNCT
cana-5113	161	1	3.4.4	3.4.4	NUM
cana-5113	161	2	verifying	verify	VERB
cana-5113	161	3	data	datum	NOUN
cana-5113	161	4	distribution	distribution	NOUN
cana-5113	161	5	in	in	ADP
cana-5113	161	6	the	the	DET
cana-5113	161	7	dataset	dataset	NOUN
cana-5113	161	8	on	on	ADP
cana-5113	161	9	cardiac	cardiac	ADJ
cana-5113	161	10	illness	illness	NOUN
cana-5113	161	11	,	,	PUNCT
cana-5113	161	12	47.14	47.14	NUM
cana-5113	161	13	%	%	NOUN
cana-5113	161	14	of	of	ADP
cana-5113	161	15	patients	patient	NOUN
cana-5113	161	16	test	test	VERB
cana-5113	161	17	positive	positive	ADJ
cana-5113	161	18	for	for	ADP
cana-5113	161	19	the	the	DET
cana-5113	161	20	condition	condition	NOUN
cana-5113	161	21	,	,	PUNCT
cana-5113	161	22	whereas	whereas	SCONJ
cana-5113	161	23	52.85	52.85	NUM
cana-5113	161	24	%	%	NOUN
cana-5113	161	25	of	of	ADP
cana-5113	161	26	patients	patient	NOUN
cana-5113	161	27	are	be	AUX
cana-5113	161	28	clear	clear	ADJ
cana-5113	161	29	of	of	ADP
cana-5113	161	30	it.the	it.the	PROPN
cana-5113	161	31	dataset	dataset	NOUN
cana-5113	161	32	may	may	AUX
cana-5113	161	33	need	need	VERB
cana-5113	161	34	to	to	PART
cana-5113	161	35	be	be	AUX
cana-5113	161	36	balanced	balance	VERB
cana-5113	161	37	in	in	ADP
cana-5113	161	38	order	order	NOUN
cana-5113	161	39	to	to	PART
cana-5113	161	40	avoid	avoid	VERB
cana-5113	161	41	overfitting	overfitte	VERB
cana-5113	161	42	.	.	PUNCT
cana-5113	162	1	the	the	DET
cana-5113	162	2	distribution	distribution	NOUN
cana-5113	162	3	is	be	AUX
cana-5113	162	4	depicted	depict	VERB
cana-5113	162	5	in	in	ADP
cana-5113	162	6	figure	figure	NOUN
cana-5113	162	7	3	3	NUM
cana-5113	162	8	,	,	PUNCT
cana-5113	162	9	where	where	SCONJ
cana-5113	162	10	629	629	NUM
cana-5113	162	11	people	people	NOUN
cana-5113	162	12	have	have	VERB
cana-5113	162	13	heart	heart	NOUN
cana-5113	162	14	disease	disease	NOUN
cana-5113	162	15	(	(	PUNCT
cana-5113	162	16	1	1	NUM
cana-5113	162	17	)	)	PUNCT
cana-5113	162	18	and	and	CCONJ
cana-5113	162	19	561	561	NUM
cana-5113	162	20	people	people	NOUN
cana-5113	162	21	do	do	VERB
cana-5113	162	22	not	not	PART
cana-5113	162	23	(	(	PUNCT
cana-5113	162	24	0	0	NUM
cana-5113	162	25	)	)	PUNCT
cana-5113	162	26	.	.	PUNCT
cana-5113	163	1	this	this	DET
cana-5113	163	2	distribution	distribution	NOUN
cana-5113	163	3	aids	aid	NOUN
cana-5113	163	4	in	in	ADP
cana-5113	163	5	the	the	DET
cana-5113	163	6	identification	identification	NOUN
cana-5113	163	7	of	of	ADP
cana-5113	163	8	pertinent	pertinent	ADJ
cana-5113	163	9	patterns	pattern	NOUN
cana-5113	163	10	for	for	ADP
cana-5113	163	11	prediction	prediction	NOUN
cana-5113	163	12	using	use	VERB
cana-5113	163	13	machine	machine	NOUN
cana-5113	163	14	learning	learning	NOUN
cana-5113	163	15	algorithms	algorithm	NOUN
cana-5113	163	16	.	.	PUNCT
cana-5113	164	1	communications	communication	NOUN
cana-5113	164	2	on	on	ADP
cana-5113	164	3	applied	apply	VERB
cana-5113	164	4	nonlinear	nonlinear	ADJ
cana-5113	164	5	analysis	analysis	NOUN
cana-5113	164	6	issn	issn	NOUN
cana-5113	164	7	:	:	PUNCT
cana-5113	164	8	1074	1074	NUM
cana-5113	164	9	-	-	PUNCT
cana-5113	164	10	133x	133x	NUM
cana-5113	164	11	vol	vol	NOUN
cana-5113	164	12	32	32	NUM
cana-5113	164	13	no	no	NOUN
cana-5113	164	14	.	.	PUNCT
cana-5113	165	1	icmasd	icmasd	NOUN
cana-5113	165	2	(	(	PUNCT
cana-5113	165	3	2025	2025	NUM
cana-5113	165	4	)	)	PUNCT
cana-5113	165	5	870	870	NUM
cana-5113	165	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	165	7	figure	figure	VERB
cana-5113	165	8	4.5	4.5	NUM
cana-5113	165	9	distribution	distribution	NOUN
cana-5113	165	10	of	of	ADP
cana-5113	165	11	data	datum	NOUN
cana-5113	165	12	(	(	PUNCT
cana-5113	165	13	1	1	NUM
cana-5113	165	14	:	:	PUNCT
cana-5113	165	15	positive	positive	ADJ
cana-5113	165	16	,	,	PUNCT
cana-5113	165	17	0	0	NUM
cana-5113	165	18	:	:	PUNCT
cana-5113	165	19	negative	negative	ADJ
cana-5113	165	20	)	)	PUNCT
cana-5113	165	21	3.4.5	3.4.5	NUM
cana-5113	165	22	exploratory	exploratory	ADJ
cana-5113	165	23	data	datum	NOUN
cana-5113	165	24	assessment	assessment	NOUN
cana-5113	165	25	this	this	DET
cana-5113	165	26	study	study	NOUN
cana-5113	165	27	examined	examine	VERB
cana-5113	165	28	the	the	DET
cana-5113	165	29	distribution	distribution	NOUN
cana-5113	165	30	and	and	CCONJ
cana-5113	165	31	correlations	correlation	NOUN
cana-5113	165	32	between	between	ADP
cana-5113	165	33	components	component	NOUN
cana-5113	165	34	and	and	CCONJ
cana-5113	165	35	the	the	DET
cana-5113	165	36	goal	goal	NOUN
cana-5113	165	37	variable	variable	NOUN
cana-5113	165	38	,	,	PUNCT
cana-5113	165	39	using	use	VERB
cana-5113	165	40	statistical	statistical	ADJ
cana-5113	165	41	analysis	analysis	NOUN
cana-5113	165	42	to	to	PART
cana-5113	165	43	give	give	VERB
cana-5113	165	44	important	important	ADJ
cana-5113	165	45	insights	insight	NOUN
cana-5113	165	46	.	.	PUNCT
cana-5113	166	1	figure	figure	NOUN
cana-5113	166	2	3.6	3.6	NUM
cana-5113	166	3	provides	provide	VERB
cana-5113	166	4	a	a	DET
cana-5113	166	5	summary	summary	NOUN
cana-5113	166	6	of	of	ADP
cana-5113	166	7	the	the	DET
cana-5113	166	8	cardiovascular	cardiovascular	ADJ
cana-5113	166	9	disease	disease	NOUN
cana-5113	166	10	dataset	dataset	NOUN
cana-5113	166	11	,	,	PUNCT
cana-5113	166	12	which	which	PRON
cana-5113	166	13	comprises	comprise	VERB
cana-5113	166	14	12	12	NUM
cana-5113	166	15	variables	variable	NOUN
cana-5113	166	16	with	with	ADP
cana-5113	166	17	information	information	NOUN
cana-5113	166	18	on	on	ADP
cana-5113	166	19	count	count	NOUN
cana-5113	166	20	,	,	PUNCT
cana-5113	166	21	mean	mean	INTJ
cana-5113	166	22	,	,	PUNCT
cana-5113	166	23	standard	standard	ADJ
cana-5113	166	24	deviation	deviation	NOUN
cana-5113	166	25	,	,	PUNCT
cana-5113	166	26	and	and	CCONJ
cana-5113	166	27	range	range	NOUN
cana-5113	166	28	.	.	PUNCT
cana-5113	167	1	there	there	PRON
cana-5113	167	2	are	be	VERB
cana-5113	167	3	561	561	NUM
cana-5113	167	4	people	people	NOUN
cana-5113	167	5	with	with	ADP
cana-5113	167	6	heart	heart	NOUN
cana-5113	167	7	disease	disease	NOUN
cana-5113	167	8	and	and	CCONJ
cana-5113	167	9	629	629	NUM
cana-5113	167	10	people	people	NOUN
cana-5113	167	11	without	without	ADP
cana-5113	167	12	heart	heart	NOUN
cana-5113	167	13	disease	disease	NOUN
cana-5113	167	14	in	in	ADP
cana-5113	167	15	the	the	DET
cana-5113	167	16	sample	sample	NOUN
cana-5113	167	17	.	.	PUNCT
cana-5113	168	1	figure	figure	VERB
cana-5113	168	2	3.6	3.6	NUM
cana-5113	168	3	analysis	analysis	NOUN
cana-5113	168	4	of	of	ADP
cana-5113	168	5	data	datum	NOUN
cana-5113	168	6	of	of	ADP
cana-5113	168	7	all	all	DET
cana-5113	168	8	numeric	numeric	ADJ
cana-5113	168	9	parameters	parameter	NOUN
cana-5113	168	10	in	in	ADP
cana-5113	168	11	the	the	DET
cana-5113	168	12	dataset	dataset	ADJ
cana-5113	168	13	3.4.6	3.4.6	NUM
cana-5113	168	14	model	model	NOUN
cana-5113	168	15	initialization	initialization	NOUN
cana-5113	168	16	and	and	CCONJ
cana-5113	168	17	training	training	NOUN
cana-5113	168	18	:	:	PUNCT
cana-5113	168	19	the	the	DET
cana-5113	168	20	test	test	NOUN
cana-5113	168	21	data	datum	NOUN
cana-5113	168	22	(	(	PUNCT
cana-5113	168	23	x_test	x_test	X
cana-5113	168	24	,	,	PUNCT
cana-5113	168	25	y_test	y_test	X
cana-5113	168	26	)	)	PUNCT
cana-5113	168	27	is	be	AUX
cana-5113	168	28	used	use	VERB
cana-5113	168	29	to	to	PART
cana-5113	168	30	assess	assess	VERB
cana-5113	168	31	the	the	DET
cana-5113	168	32	accuracy	accuracy	NOUN
cana-5113	168	33	of	of	ADP
cana-5113	168	34	a	a	DET
cana-5113	168	35	number	number	NOUN
cana-5113	168	36	of	of	ADP
cana-5113	168	37	classifiers	classifier	NOUN
cana-5113	168	38	,	,	PUNCT
cana-5113	168	39	such	such	ADJ
cana-5113	168	40	as	as	ADP
cana-5113	168	41	knn	knn	PROPN
cana-5113	168	42	,	,	PUNCT
cana-5113	168	43	svm	svm	ADJ
cana-5113	168	44	,	,	PUNCT
cana-5113	168	45	decision	decision	NOUN
cana-5113	168	46	tree	tree	NOUN
cana-5113	168	47	,	,	PUNCT
cana-5113	168	48	random	random	ADJ
cana-5113	168	49	forest	forest	NOUN
cana-5113	168	50	,	,	PUNCT
cana-5113	168	51	naive	naive	ADJ
cana-5113	168	52	bayes	bayes	NOUN
cana-5113	168	53	,	,	PUNCT
cana-5113	168	54	ann	ann	PROPN
cana-5113	168	55	,	,	PUNCT
cana-5113	168	56	logistic	logistic	ADJ
cana-5113	168	57	regression	regression	NOUN
cana-5113	168	58	,	,	PUNCT
cana-5113	168	59	and	and	CCONJ
cana-5113	168	60	gradient	gradient	NOUN
cana-5113	168	61	boosting	boosting	NOUN
cana-5113	168	62	,	,	PUNCT
cana-5113	168	63	which	which	PRON
cana-5113	168	64	are	be	AUX
cana-5113	168	65	trained	train	VERB
cana-5113	168	66	on	on	ADP
cana-5113	168	67	the	the	DET
cana-5113	168	68	training	training	NOUN
cana-5113	168	69	data	datum	NOUN
cana-5113	168	70	(	(	PUNCT
cana-5113	168	71	x_train	x_train	PROPN
cana-5113	168	72	,	,	PUNCT
cana-5113	168	73	y_train	y_train	PROPN
cana-5113	168	74	)	)	PUNCT
cana-5113	169	1	[	[	X
cana-5113	169	2	35	35	NUM
cana-5113	169	3	]	]	SYM
cana-5113	169	4	.	.	PUNCT
cana-5113	170	1	3.4.7	3.4.7	NUM
cana-5113	170	2	hybrid	hybrid	ADJ
cana-5113	170	3	model	model	NOUN
cana-5113	170	4	creation	creation	NOUN
cana-5113	170	5	and	and	CCONJ
cana-5113	170	6	evaluation	evaluation	NOUN
cana-5113	170	7	:	:	PUNCT
cana-5113	170	8	knn	knn	PROPN
cana-5113	170	9	,	,	PUNCT
cana-5113	170	10	random	random	ADJ
cana-5113	170	11	forest	forest	NOUN
cana-5113	170	12	,	,	PUNCT
cana-5113	170	13	and	and	CCONJ
cana-5113	170	14	gradient	gradient	ADJ
cana-5113	170	15	boosting	boosting	NOUN
cana-5113	170	16	are	be	AUX
cana-5113	170	17	all	all	PRON
cana-5113	170	18	combined	combine	VERB
cana-5113	170	19	in	in	ADP
cana-5113	170	20	a	a	DET
cana-5113	170	21	hybrid	hybrid	ADJ
cana-5113	170	22	model	model	NOUN
cana-5113	170	23	that	that	PRON
cana-5113	170	24	uses	use	VERB
cana-5113	170	25	a	a	DET
cana-5113	170	26	voting	voting	NOUN
cana-5113	170	27	classifier	classifier	NOUN
cana-5113	170	28	.	.	PUNCT
cana-5113	171	1	using	use	VERB
cana-5113	171	2	the	the	DET
cana-5113	171	3	test	test	NOUN
cana-5113	171	4	data	datum	NOUN
cana-5113	171	5	,	,	PUNCT
cana-5113	171	6	it	it	PRON
cana-5113	171	7	is	be	AUX
cana-5113	171	8	trained	train	VERB
cana-5113	171	9	and	and	CCONJ
cana-5113	171	10	its	its	PRON
cana-5113	171	11	accuracy	accuracy	NOUN
cana-5113	171	12	assessed	assess	VERB
cana-5113	171	13	.	.	PUNCT
cana-5113	172	1	communications	communication	NOUN
cana-5113	172	2	on	on	ADP
cana-5113	172	3	applied	apply	VERB
cana-5113	172	4	nonlinear	nonlinear	ADJ
cana-5113	172	5	analysis	analysis	NOUN
cana-5113	172	6	issn	issn	NOUN
cana-5113	172	7	:	:	PUNCT
cana-5113	172	8	1074	1074	NUM
cana-5113	172	9	-	-	PUNCT
cana-5113	172	10	133x	133x	NUM
cana-5113	172	11	vol	vol	NOUN
cana-5113	172	12	32	32	NUM
cana-5113	172	13	no	no	NOUN
cana-5113	172	14	.	.	PUNCT
cana-5113	173	1	icmasd	icmasd	NOUN
cana-5113	173	2	(	(	PUNCT
cana-5113	173	3	2025	2025	NUM
cana-5113	173	4	)	)	PUNCT
cana-5113	173	5	871	871	NUM
cana-5113	173	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	174	1	3.4.8	3.4.8	NUM
cana-5113	174	2	hyperparameter	hyperparameter	NOUN
cana-5113	174	3	tuning	tuning	NOUN
cana-5113	174	4	and	and	CCONJ
cana-5113	174	5	evaluation	evaluation	NOUN
cana-5113	174	6	:	:	PUNCT
cana-5113	174	7	hyperparameter	hyperparameter	NOUN
cana-5113	174	8	tuning	tuning	NOUN
cana-5113	174	9	is	be	AUX
cana-5113	174	10	performed	perform	VERB
cana-5113	174	11	for	for	ADP
cana-5113	174	12	each	each	DET
cana-5113	174	13	classifier	classifier	NOUN
cana-5113	174	14	using	use	VERB
cana-5113	174	15	gridsearchcv	gridsearchcv	NOUN
cana-5113	174	16	.	.	PUNCT
cana-5113	175	1	grid	grid	NOUN
cana-5113	175	2	search	search	NOUN
cana-5113	175	3	is	be	AUX
cana-5113	175	4	applied	apply	VERB
cana-5113	175	5	to	to	PART
cana-5113	175	6	find	find	VERB
cana-5113	175	7	the	the	DET
cana-5113	175	8	best	good	ADJ
cana-5113	175	9	combination	combination	NOUN
cana-5113	175	10	of	of	ADP
cana-5113	175	11	hyperparameters	hyperparameter	NOUN
cana-5113	175	12	that	that	PRON
cana-5113	175	13	maximizes	maximize	VERB
cana-5113	175	14	accuracy	accuracy	NOUN
cana-5113	175	15	on	on	ADP
cana-5113	175	16	the	the	DET
cana-5113	175	17	validation	validation	NOUN
cana-5113	175	18	set.results	set.result	NOUN
cana-5113	175	19	before	before	ADV
cana-5113	175	20	and	and	CCONJ
cana-5113	175	21	after	after	ADP
cana-5113	175	22	tuning	tuning	NOUN
cana-5113	175	23	are	be	AUX
cana-5113	175	24	stored	store	VERB
cana-5113	175	25	in	in	ADP
cana-5113	175	26	dictionaries	dictionary	NOUN
cana-5113	175	27	for	for	ADP
cana-5113	175	28	comparison	comparison	NOUN
cana-5113	175	29	[	[	X
cana-5113	175	30	42	42	NUM
cana-5113	175	31	]	]	PUNCT
cana-5113	175	32	.	.	PUNCT
cana-5113	176	1	3.4.9	3.4.9	NUM
cana-5113	176	2	performance	performance	NOUN
cana-5113	176	3	metrics	metric	NOUN
cana-5113	176	4	:	:	PUNCT
cana-5113	176	5	recall	recall	VERB
cana-5113	176	6	(	(	PUNCT
cana-5113	176	7	true	true	ADJ
cana-5113	176	8	positive	positive	ADJ
cana-5113	176	9	rate	rate	NOUN
cana-5113	176	10	):	):	PUNCT
cana-5113	176	11	recall	recall	NOUN
cana-5113	176	12	measures	measure	NOUN
cana-5113	176	13	how	how	SCONJ
cana-5113	176	14	well	well	ADV
cana-5113	176	15	the	the	DET
cana-5113	176	16	model	model	NOUN
cana-5113	176	17	detects	detect	VERB
cana-5113	176	18	actual	actual	ADJ
cana-5113	176	19	positive	positive	ADJ
cana-5113	176	20	cases	case	NOUN
cana-5113	176	21	.	.	PUNCT
cana-5113	177	1	in	in	ADP
cana-5113	177	2	medical	medical	ADJ
cana-5113	177	3	diagnosis	diagnosis	NOUN
cana-5113	177	4	,	,	PUNCT
cana-5113	177	5	it	it	PRON
cana-5113	177	6	's	be	AUX
cana-5113	177	7	critical	critical	ADJ
cana-5113	177	8	to	to	PART
cana-5113	177	9	prevent	prevent	VERB
cana-5113	177	10	overlooking	overlook	VERB
cana-5113	177	11	individuals	individual	NOUN
cana-5113	177	12	that	that	PRON
cana-5113	177	13	require	require	VERB
cana-5113	177	14	care	care	NOUN
cana-5113	177	15	.	.	PUNCT
cana-5113	178	1	recall	recall	NOUN
cana-5113	178	2	=	=	PROPN
cana-5113	178	3	tp	tp	NOUN
cana-5113	178	4	/	/	PUNCT
cana-5113	178	5	(	(	PUNCT
cana-5113	178	6	tp	tp	PART
cana-5113	178	7	+	+	CCONJ
cana-5113	178	8	fn	fn	NOUN
cana-5113	178	9	)	)	PUNCT
cana-5113	178	10	tp	tp	NOUN
cana-5113	178	11	:	:	PUNCT
cana-5113	178	12	true	true	ADJ
cana-5113	178	13	positives	positive	NOUN
cana-5113	178	14	,	,	PUNCT
cana-5113	178	15	fn	fn	NOUN
cana-5113	178	16	:	:	PUNCT
cana-5113	178	17	false	false	ADJ
cana-5113	178	18	negatives	negative	NOUN
cana-5113	178	19	f1	f1	NOUN
cana-5113	178	20	score	score	NOUN
cana-5113	178	21	:	:	PUNCT
cana-5113	178	22	the	the	DET
cana-5113	178	23	f1	f1	PROPN
cana-5113	178	24	score	score	NOUN
cana-5113	178	25	balances	balance	NOUN
cana-5113	178	26	precision	precision	NOUN
cana-5113	178	27	and	and	CCONJ
cana-5113	178	28	recall	recall	NOUN
cana-5113	178	29	,	,	PUNCT
cana-5113	178	30	especially	especially	ADV
cana-5113	178	31	useful	useful	ADJ
cana-5113	178	32	for	for	ADP
cana-5113	178	33	imbalanced	imbalanced	ADJ
cana-5113	178	34	datasets	dataset	NOUN
cana-5113	178	35	.	.	PUNCT
cana-5113	179	1	in	in	ADP
cana-5113	179	2	medical	medical	ADJ
cana-5113	179	3	diagnosis	diagnosis	NOUN
cana-5113	179	4	,	,	PUNCT
cana-5113	179	5	it	it	PRON
cana-5113	179	6	's	be	AUX
cana-5113	179	7	critical	critical	ADJ
cana-5113	179	8	to	to	PART
cana-5113	179	9	prevent	prevent	VERB
cana-5113	179	10	overlooking	overlook	VERB
cana-5113	179	11	individuals	individual	NOUN
cana-5113	179	12	that	that	PRON
cana-5113	179	13	require	require	VERB
cana-5113	179	14	care	care	NOUN
cana-5113	179	15	.	.	PUNCT
cana-5113	180	1	f1	f1	NOUN
cana-5113	180	2	score	score	NOUN
cana-5113	180	3	=	=	SYM
cana-5113	180	4	2	2	NUM
cana-5113	180	5	×	×	NOUN
cana-5113	180	6	(	(	PUNCT
cana-5113	180	7	precision	precision	NOUN
cana-5113	180	8	×	×	PROPN
cana-5113	180	9	recall	recall	NOUN
cana-5113	180	10	)	)	PUNCT
cana-5113	180	11	/	/	PUNCT
cana-5113	180	12	(	(	PUNCT
cana-5113	180	13	precision	precision	NOUN
cana-5113	180	14	+	+	CCONJ
cana-5113	180	15	recall	recall	NOUN
cana-5113	180	16	)	)	PUNCT
cana-5113	180	17	precision	precision	NOUN
cana-5113	180	18	(	(	PUNCT
cana-5113	180	19	positive	positive	ADJ
cana-5113	180	20	predictive	predictive	ADJ
cana-5113	180	21	value	value	NOUN
cana-5113	180	22	):	):	PUNCT
cana-5113	180	23	the	the	DET
cana-5113	180	24	fraction	fraction	NOUN
cana-5113	180	25	of	of	ADP
cana-5113	180	26	true	true	ADJ
cana-5113	180	27	positive	positive	ADJ
cana-5113	180	28	predictions	prediction	NOUN
cana-5113	180	29	among	among	ADP
cana-5113	180	30	all	all	DET
cana-5113	180	31	positive	positive	ADJ
cana-5113	180	32	predictions	prediction	NOUN
cana-5113	180	33	precision	precision	NOUN
cana-5113	180	34	=	=	PUNCT
cana-5113	180	35	tp	tp	NOUN
cana-5113	180	36	/	/	PUNCT
cana-5113	180	37	(	(	PUNCT
cana-5113	180	38	tp	tp	ADP
cana-5113	180	39	+	+	CCONJ
cana-5113	180	40	fp	fp	X
cana-5113	180	41	)	)	PUNCT
cana-5113	180	42	4	4	NUM
cana-5113	180	43	.	.	NOUN
cana-5113	180	44	result	result	VERB
cana-5113	180	45	analysis	analysis	NOUN
cana-5113	180	46	according	accord	VERB
cana-5113	180	47	to	to	ADP
cana-5113	180	48	this	this	DET
cana-5113	180	49	study	study	NOUN
cana-5113	180	50	,	,	PUNCT
cana-5113	180	51	the	the	DET
cana-5113	180	52	best	good	ADJ
cana-5113	180	53	model	model	NOUN
cana-5113	180	54	for	for	ADP
cana-5113	180	55	predicting	predict	VERB
cana-5113	180	56	cardiovascular	cardiovascular	ADJ
cana-5113	180	57	disease	disease	NOUN
cana-5113	180	58	(	(	PUNCT
cana-5113	180	59	cvd	cvd	PROPN
cana-5113	180	60	)	)	PUNCT
cana-5113	180	61	was	be	AUX
cana-5113	180	62	a	a	DET
cana-5113	180	63	hybrid	hybrid	ADJ
cana-5113	180	64	machine	machine	NOUN
cana-5113	180	65	learning	learn	VERB
cana-5113	180	66	approach	approach	NOUN
cana-5113	180	67	shown	show	VERB
cana-5113	180	68	in	in	ADP
cana-5113	180	69	fig	fig	NOUN
cana-5113	180	70	4.1	4.1	NUM
cana-5113	180	71	,	,	PUNCT
cana-5113	180	72	that	that	PRON
cana-5113	180	73	used	use	VERB
cana-5113	180	74	k	k	PROPN
cana-5113	180	75	-	-	PUNCT
cana-5113	180	76	nearest	near	ADJ
cana-5113	180	77	neighbors	neighbor	NOUN
cana-5113	180	78	(	(	PUNCT
cana-5113	180	79	knn	knn	PROPN
cana-5113	180	80	)	)	PUNCT
cana-5113	180	81	,	,	PUNCT
cana-5113	180	82	decision	decision	NOUN
cana-5113	180	83	trees	tree	NOUN
cana-5113	180	84	(	(	PUNCT
cana-5113	180	85	dt	dt	NOUN
cana-5113	180	86	)	)	PUNCT
cana-5113	180	87	,	,	PUNCT
cana-5113	180	88	and	and	CCONJ
cana-5113	180	89	gradient	gradient	NOUN
cana-5113	180	90	boosting	boost	VERB
cana-5113	180	91	(	(	PUNCT
cana-5113	180	92	gb	gb	NOUN
cana-5113	180	93	)	)	PUNCT
cana-5113	180	94	.	.	PUNCT
cana-5113	181	1	the	the	DET
cana-5113	181	2	hybrid	hybrid	NOUN
cana-5113	181	3	model	model	NOUN
cana-5113	181	4	outperformed	outperform	VERB
cana-5113	181	5	other	other	ADJ
cana-5113	181	6	models	model	NOUN
cana-5113	181	7	and	and	CCONJ
cana-5113	181	8	became	become	VERB
cana-5113	181	9	the	the	DET
cana-5113	181	10	best	good	ADJ
cana-5113	181	11	performer	performer	NOUN
cana-5113	181	12	for	for	ADP
cana-5113	181	13	cvd	cvd	PROPN
cana-5113	181	14	prediction	prediction	NOUN
cana-5113	181	15	with	with	ADP
cana-5113	181	16	an	an	DET
cana-5113	181	17	astounding	astounding	ADJ
cana-5113	181	18	accuracy	accuracy	NOUN
cana-5113	181	19	of	of	ADP
cana-5113	181	20	88.78%.knn	88.78%.knn	NUM
cana-5113	181	21	outperformed	outperform	VERB
cana-5113	181	22	support	support	NOUN
cana-5113	181	23	vector	vector	NOUN
cana-5113	181	24	machine	machine	NOUN
cana-5113	181	25	(	(	PUNCT
cana-5113	181	26	svm	svm	PROPN
cana-5113	181	27	)	)	PUNCT
cana-5113	181	28	,	,	PUNCT
cana-5113	181	29	random	random	ADJ
cana-5113	181	30	forest	forest	NOUN
cana-5113	181	31	(	(	PUNCT
cana-5113	181	32	rf	rf	NOUN
cana-5113	181	33	)	)	PUNCT
cana-5113	181	34	,	,	PUNCT
cana-5113	181	35	and	and	CCONJ
cana-5113	181	36	gradient	gradient	NOUN
cana-5113	181	37	boosting	boost	VERB
cana-5113	181	38	(	(	PUNCT
cana-5113	181	39	gb	gb	NOUN
cana-5113	181	40	)	)	PUNCT
cana-5113	181	41	,	,	PUNCT
cana-5113	181	42	all	all	PRON
cana-5113	181	43	of	of	ADP
cana-5113	181	44	which	which	PRON
cana-5113	181	45	had	have	VERB
cana-5113	181	46	accuracies	accuracy	NOUN
cana-5113	181	47	above	above	ADP
cana-5113	181	48	85	85	NUM
cana-5113	181	49	%	%	NOUN
cana-5113	181	50	,	,	PUNCT
cana-5113	181	51	with	with	ADP
cana-5113	181	52	the	the	DET
cana-5113	181	53	best	good	ADJ
cana-5113	181	54	accuracy	accuracy	NOUN
cana-5113	181	55	of	of	ADP
cana-5113	181	56	any	any	DET
cana-5113	181	57	standalone	standalone	NOUN
cana-5113	181	58	method	method	NOUN
cana-5113	181	59	at	at	ADP
cana-5113	181	60	87.46	87.46	NUM
cana-5113	181	61	%	%	NOUN
cana-5113	181	62	.	.	PUNCT
cana-5113	182	1	the	the	DET
cana-5113	182	2	naive	naive	ADJ
cana-5113	182	3	bayes	bayes	NOUN
cana-5113	182	4	(	(	PUNCT
cana-5113	182	5	nb	nb	NOUN
cana-5113	182	6	)	)	PUNCT
cana-5113	182	7	method	method	NOUN
cana-5113	182	8	was	be	AUX
cana-5113	182	9	the	the	DET
cana-5113	182	10	least	least	ADV
cana-5113	182	11	successful	successful	ADJ
cana-5113	182	12	,	,	PUNCT
cana-5113	182	13	with	with	ADP
cana-5113	182	14	an	an	DET
cana-5113	182	15	accuracy	accuracy	NOUN
cana-5113	182	16	of	of	ADP
cana-5113	182	17	77.56	77.56	NUM
cana-5113	182	18	%	%	NOUN
cana-5113	182	19	,	,	PUNCT
cana-5113	182	20	while	while	SCONJ
cana-5113	182	21	decision	decision	NOUN
cana-5113	182	22	tree	tree	NOUN
cana-5113	182	23	(	(	PUNCT
cana-5113	182	24	dt	dt	NOUN
cana-5113	182	25	)	)	PUNCT
cana-5113	182	26	,	,	PUNCT
cana-5113	182	27	artificial	artificial	ADJ
cana-5113	182	28	neural	neural	ADJ
cana-5113	182	29	networks	network	NOUN
cana-5113	182	30	(	(	PUNCT
cana-5113	182	31	ann	ann	PROPN
cana-5113	182	32	)	)	PUNCT
cana-5113	182	33	,	,	PUNCT
cana-5113	182	34	and	and	CCONJ
cana-5113	182	35	logistic	logistic	ADJ
cana-5113	182	36	regression	regression	NOUN
cana-5113	182	37	(	(	PUNCT
cana-5113	182	38	lr	lr	NOUN
cana-5113	182	39	)	)	PUNCT
cana-5113	182	40	demonstrated	demonstrate	VERB
cana-5113	182	41	intermediate	intermediate	ADJ
cana-5113	182	42	performance	performance	NOUN
cana-5113	182	43	with	with	ADP
cana-5113	182	44	accuracies	accuracy	NOUN
cana-5113	182	45	of	of	ADP
cana-5113	182	46	about	about	ADV
cana-5113	182	47	84%.the	84%.the	NUM
cana-5113	182	48	pre	pre	ADJ
cana-5113	182	49	-	-	ADJ
cana-5113	182	50	processing	processing	ADJ
cana-5113	182	51	stage	stage	NOUN
cana-5113	182	52	eliminated	eliminate	VERB
cana-5113	182	53	272	272	NUM
cana-5113	182	54	duplicates	duplicate	NOUN
cana-5113	182	55	from	from	ADP
cana-5113	182	56	the	the	DET
cana-5113	182	57	1,190	1,190	NUM
cana-5113	182	58	occurrences	occurrence	NOUN
cana-5113	182	59	that	that	PRON
cana-5113	182	60	made	make	VERB
cana-5113	182	61	up	up	ADP
cana-5113	182	62	the	the	DET
cana-5113	182	63	dataset	dataset	NOUN
cana-5113	182	64	utilized	utilize	VERB
cana-5113	182	65	in	in	ADP
cana-5113	182	66	this	this	DET
cana-5113	182	67	study	study	NOUN
cana-5113	182	68	.	.	PUNCT
cana-5113	183	1	in	in	ADP
cana-5113	183	2	order	order	NOUN
cana-5113	183	3	to	to	PART
cana-5113	183	4	handle	handle	VERB
cana-5113	183	5	the	the	DET
cana-5113	183	6	dataset	dataset	NOUN
cana-5113	183	7	's	's	PART
cana-5113	183	8	complexity	complexity	NOUN
cana-5113	183	9	,	,	PUNCT
cana-5113	183	10	eight	eight	NUM
cana-5113	183	11	different	different	ADJ
cana-5113	183	12	machine	machine	NOUN
cana-5113	183	13	learning	learn	VERB
cana-5113	183	14	techniques	technique	NOUN
cana-5113	183	15	were	be	AUX
cana-5113	183	16	evaluated	evaluate	VERB
cana-5113	183	17	.	.	PUNCT
cana-5113	184	1	with	with	ADP
cana-5113	184	2	five	five	NUM
cana-5113	184	3	neighbors	neighbor	NOUN
cana-5113	184	4	,	,	PUNCT
cana-5113	184	5	knn	knn	PROPN
cana-5113	184	6	yielded	yield	VERB
cana-5113	184	7	the	the	DET
cana-5113	184	8	best	good	ADJ
cana-5113	184	9	accuracy	accuracy	NOUN
cana-5113	184	10	.	.	PUNCT
cana-5113	185	1	but	but	CCONJ
cana-5113	185	2	in	in	ADP
cana-5113	185	3	addition	addition	NOUN
cana-5113	185	4	to	to	ADP
cana-5113	185	5	having	have	VERB
cana-5113	185	6	the	the	DET
cana-5113	185	7	highest	high	ADJ
cana-5113	185	8	accuracy	accuracy	NOUN
cana-5113	185	9	,	,	PUNCT
cana-5113	185	10	the	the	DET
cana-5113	185	11	hybrid	hybrid	ADJ
cana-5113	185	12	model	model	NOUN
cana-5113	185	13	which	which	PRON
cana-5113	185	14	combines	combine	VERB
cana-5113	185	15	knn	knn	PROPN
cana-5113	185	16	,	,	PUNCT
cana-5113	185	17	dt	dt	X
cana-5113	185	18	,	,	PUNCT
cana-5113	185	19	and	and	CCONJ
cana-5113	185	20	gb	gb	PRON
cana-5113	185	21	also	also	ADV
cana-5113	185	22	performed	perform	VERB
cana-5113	185	23	exceptionally	exceptionally	ADV
cana-5113	185	24	well	well	ADV
cana-5113	185	25	in	in	ADP
cana-5113	185	26	important	important	ADJ
cana-5113	185	27	performance	performance	NOUN
cana-5113	185	28	criteria	criterion	NOUN
cana-5113	185	29	,	,	PUNCT
cana-5113	185	30	such	such	ADJ
cana-5113	185	31	as	as	ADP
cana-5113	185	32	89	89	NUM
cana-5113	185	33	%	%	NOUN
cana-5113	185	34	precision	precision	NOUN
cana-5113	185	35	,	,	PUNCT
cana-5113	185	36	93	93	NUM
cana-5113	185	37	%	%	NOUN
cana-5113	185	38	recall	recall	NOUN
cana-5113	185	39	,	,	PUNCT
cana-5113	185	40	and	and	CCONJ
cana-5113	185	41	91	91	NUM
cana-5113	185	42	%	%	NOUN
cana-5113	185	43	f1	f1	NOUN
cana-5113	185	44	score	score	NOUN
cana-5113	185	45	,	,	PUNCT
cana-5113	185	46	can	can	AUX
cana-5113	185	47	see	see	VERB
cana-5113	185	48	the	the	DET
cana-5113	185	49	differences	difference	NOUN
cana-5113	185	50	in	in	ADP
cana-5113	185	51	table	table	NOUN
cana-5113	185	52	4	4	NUM
cana-5113	185	53	.	.	PUNCT
cana-5113	186	1	in	in	ADP
cana-5113	186	2	addition	addition	NOUN
cana-5113	186	3	to	to	ADP
cana-5113	186	4	its	its	PRON
cana-5113	186	5	excellent	excellent	ADJ
cana-5113	186	6	accuracy	accuracy	NOUN
cana-5113	186	7	,	,	PUNCT
cana-5113	186	8	this	this	DET
cana-5113	186	9	hybrid	hybrid	ADJ
cana-5113	186	10	model	model	NOUN
cana-5113	186	11	was	be	AUX
cana-5113	186	12	chosen	choose	VERB
cana-5113	186	13	because	because	SCONJ
cana-5113	186	14	it	it	PRON
cana-5113	186	15	can	can	AUX
cana-5113	186	16	adapt	adapt	VERB
cana-5113	186	17	to	to	ADP
cana-5113	186	18	datasets	dataset	NOUN
cana-5113	186	19	with	with	ADP
cana-5113	186	20	complicated	complicated	ADJ
cana-5113	186	21	global	global	ADJ
cana-5113	186	22	patterns	pattern	NOUN
cana-5113	186	23	,	,	PUNCT
cana-5113	186	24	which	which	PRON
cana-5113	186	25	are	be	AUX
cana-5113	186	26	best	well	ADV
cana-5113	186	27	suited	suit	VERB
cana-5113	186	28	for	for	ADP
cana-5113	186	29	dt	dt	PROPN
cana-5113	186	30	and	and	CCONJ
cana-5113	186	31	gb	gb	NOUN
cana-5113	186	32	,	,	PUNCT
cana-5113	186	33	and	and	CCONJ
cana-5113	186	34	local	local	ADJ
cana-5113	186	35	structures	structure	NOUN
cana-5113	186	36	,	,	PUNCT
cana-5113	186	37	which	which	PRON
cana-5113	186	38	are	be	AUX
cana-5113	186	39	best	well	ADV
cana-5113	186	40	suited	suited	ADJ
cana-5113	186	41	for	for	ADP
cana-5113	186	42	knn	knn	PROPN
cana-5113	186	43	.	.	PUNCT
cana-5113	187	1	a	a	DET
cana-5113	187	2	graphical	graphical	ADJ
cana-5113	187	3	user	user	NOUN
cana-5113	187	4	interface	interface	NOUN
cana-5113	187	5	(	(	PUNCT
cana-5113	187	6	gui	gui	PROPN
cana-5113	187	7	)	)	PUNCT
cana-5113	187	8	,	,	PUNCT
cana-5113	187	9	which	which	PRON
cana-5113	187	10	simplifies	simplify	VERB
cana-5113	187	11	implementation	implementation	NOUN
cana-5113	187	12	and	and	CCONJ
cana-5113	187	13	offers	offer	VERB
cana-5113	187	14	tailored	tailor	VERB
cana-5113	187	15	health	health	NOUN
cana-5113	187	16	risk	risk	NOUN
cana-5113	187	17	recommendations	recommendation	NOUN
cana-5113	187	18	based	base	VERB
cana-5113	187	19	on	on	ADP
cana-5113	187	20	vital	vital	ADJ
cana-5113	187	21	health	health	NOUN
cana-5113	187	22	data	datum	NOUN
cana-5113	187	23	,	,	PUNCT
cana-5113	187	24	was	be	AUX
cana-5113	187	25	created	create	VERB
cana-5113	187	26	to	to	PART
cana-5113	187	27	increase	increase	VERB
cana-5113	187	28	the	the	DET
cana-5113	187	29	system	system	NOUN
cana-5113	187	30	's	's	PART
cana-5113	187	31	usefulness	usefulness	NOUN
cana-5113	187	32	.	.	PUNCT
cana-5113	188	1	the	the	DET
cana-5113	188	2	overall	overall	ADJ
cana-5113	188	3	efficacy	efficacy	NOUN
cana-5113	188	4	and	and	CCONJ
cana-5113	188	5	accuracy	accuracy	NOUN
cana-5113	188	6	of	of	ADP
cana-5113	188	7	the	the	DET
cana-5113	188	8	cvd	cvd	PROPN
cana-5113	188	9	prediction	prediction	NOUN
cana-5113	188	10	system	system	NOUN
cana-5113	188	11	were	be	AUX
cana-5113	188	12	greatly	greatly	ADV
cana-5113	188	13	increased	increase	VERB
cana-5113	188	14	by	by	ADP
cana-5113	188	15	this	this	DET
cana-5113	188	16	userfriendly	userfriendly	ADJ
cana-5113	188	17	interface	interface	NOUN
cana-5113	188	18	,	,	PUNCT
cana-5113	188	19	which	which	PRON
cana-5113	188	20	also	also	ADV
cana-5113	188	21	provided	provide	VERB
cana-5113	188	22	trustworthy	trustworthy	ADJ
cana-5113	188	23	,	,	PUNCT
cana-5113	188	24	customized	customized	ADJ
cana-5113	188	25	information	information	NOUN
cana-5113	188	26	for	for	ADP
cana-5113	188	27	those	those	PRON
cana-5113	188	28	looking	look	VERB
cana-5113	188	29	to	to	PART
cana-5113	188	30	evaluate	evaluate	VERB
cana-5113	188	31	and	and	CCONJ
cana-5113	188	32	reduce	reduce	VERB
cana-5113	188	33	their	their	PRON
cana-5113	188	34	cardiovascular	cardiovascular	ADJ
cana-5113	188	35	risks	risk	NOUN
cana-5113	188	36	.	.	PUNCT
cana-5113	189	1	strong	strong	ADJ
cana-5113	189	2	machine	machine	NOUN
cana-5113	189	3	learning	learning	NOUN
cana-5113	189	4	models	model	NOUN
cana-5113	189	5	and	and	CCONJ
cana-5113	189	6	an	an	DET
cana-5113	189	7	easy	easy	ADJ
cana-5113	189	8	-	-	PUNCT
cana-5113	189	9	to	to	ADP
cana-5113	189	10	-	-	PUNCT
cana-5113	189	11	use	use	VERB
cana-5113	189	12	graphical	graphical	ADJ
cana-5113	189	13	user	user	NOUN
cana-5113	189	14	interface	interface	NOUN
cana-5113	189	15	(	(	PUNCT
cana-5113	189	16	gui	gui	NOUN
cana-5113	189	17	)	)	PUNCT
cana-5113	189	18	combine	combine	VERB
cana-5113	189	19	to	to	PART
cana-5113	189	20	improve	improve	VERB
cana-5113	189	21	the	the	DET
cana-5113	189	22	accuracy	accuracy	NOUN
cana-5113	189	23	,	,	PUNCT
cana-5113	189	24	accessibility	accessibility	NOUN
cana-5113	189	25	,	,	PUNCT
cana-5113	189	26	and	and	CCONJ
cana-5113	189	27	actionability	actionability	NOUN
cana-5113	189	28	of	of	ADP
cana-5113	189	29	communications	communication	NOUN
cana-5113	189	30	on	on	ADP
cana-5113	189	31	applied	apply	VERB
cana-5113	189	32	nonlinear	nonlinear	ADJ
cana-5113	189	33	analysis	analysis	NOUN
cana-5113	189	34	issn	issn	NOUN
cana-5113	189	35	:	:	PUNCT
cana-5113	189	36	1074	1074	NUM
cana-5113	189	37	-	-	PUNCT
cana-5113	189	38	133x	133x	NUM
cana-5113	189	39	vol	vol	NOUN
cana-5113	189	40	32	32	NUM
cana-5113	189	41	no	no	NOUN
cana-5113	189	42	.	.	PUNCT
cana-5113	190	1	icmasd	icmasd	NOUN
cana-5113	190	2	(	(	PUNCT
cana-5113	190	3	2025	2025	NUM
cana-5113	190	4	)	)	PUNCT
cana-5113	190	5	872	872	NUM
cana-5113	190	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	190	7	cvd	cvd	PROPN
cana-5113	190	8	prediction	prediction	NOUN
cana-5113	190	9	,	,	PUNCT
cana-5113	190	10	which	which	PRON
cana-5113	190	11	helps	help	VERB
cana-5113	190	12	with	with	ADP
cana-5113	190	13	early	early	ADJ
cana-5113	190	14	identification	identification	NOUN
cana-5113	190	15	and	and	CCONJ
cana-5113	190	16	individualized	individualized	ADJ
cana-5113	190	17	treatment	treatment	NOUN
cana-5113	190	18	plans	plan	NOUN
cana-5113	190	19	.	.	PUNCT
cana-5113	190	20	,	,	PUNCT
cana-5113	190	21	as	as	SCONJ
cana-5113	190	22	seen	see	VERB
cana-5113	190	23	in	in	ADP
cana-5113	190	24	figure	figure	NOUN
cana-5113	190	25	4.2	4.2	NUM
cana-5113	190	26	in	in	ADP
cana-5113	190	27	terms	term	NOUN
cana-5113	190	28	of	of	ADP
cana-5113	190	29	test	test	NOUN
cana-5113	190	30	accuracy	accuracy	NOUN
cana-5113	190	31	(	(	PUNCT
cana-5113	190	32	0.89	0.89	NUM
cana-5113	190	33	)	)	PUNCT
cana-5113	190	34	,	,	PUNCT
cana-5113	190	35	precision	precision	NOUN
cana-5113	190	36	(	(	PUNCT
cana-5113	190	37	0.89	0.89	NUM
cana-5113	190	38	)	)	PUNCT
cana-5113	190	39	,	,	PUNCT
cana-5113	190	40	recall	recall	INTJ
cana-5113	190	41	(	(	PUNCT
cana-5113	190	42	0.93	0.93	NUM
cana-5113	190	43	)	)	PUNCT
cana-5113	190	44	,	,	PUNCT
cana-5113	190	45	and	and	CCONJ
cana-5113	190	46	f1	f1	NOUN
cana-5113	190	47	score	score	NOUN
cana-5113	190	48	(	(	PUNCT
cana-5113	190	49	0.91	0.91	NUM
cana-5113	190	50	)	)	PUNCT
cana-5113	190	51	,	,	PUNCT
cana-5113	190	52	hybrid	hybrid	NOUN
cana-5113	190	53	models	model	NOUN
cana-5113	190	54	(	(	PUNCT
cana-5113	190	55	knn	knn	X
cana-5113	190	56	+	+	NUM
cana-5113	190	57	dt	dt	X
cana-5113	190	58	+	+	CCONJ
cana-5113	190	59	gb	gb	NOUN
cana-5113	190	60	)	)	PUNCT
cana-5113	190	61	fared	fare	VERB
cana-5113	190	62	better	well	ADJ
cana-5113	190	63	than	than	ADP
cana-5113	190	64	individual	individual	ADJ
cana-5113	190	65	models	model	NOUN
cana-5113	190	66	(	(	PUNCT
cana-5113	190	67	gb	gb	NOUN
cana-5113	190	68	and	and	CCONJ
cana-5113	190	69	knn	knn	PROPN
cana-5113	190	70	)	)	PUNCT
cana-5113	190	71	,	,	PUNCT
cana-5113	190	72	indicating	indicate	VERB
cana-5113	190	73	improved	improved	ADJ
cana-5113	190	74	generalization	generalization	NOUN
cana-5113	190	75	and	and	CCONJ
cana-5113	190	76	dependability	dependability	NOUN
cana-5113	190	77	.	.	PUNCT
cana-5113	191	1	individual	individual	ADJ
cana-5113	191	2	models	model	NOUN
cana-5113	191	3	performed	perform	VERB
cana-5113	191	4	poorly	poorly	ADV
cana-5113	191	5	on	on	ADP
cana-5113	191	6	tests	test	NOUN
cana-5113	191	7	due	due	ADJ
cana-5113	191	8	to	to	ADP
cana-5113	191	9	overfitting	overfitte	VERB
cana-5113	191	10	,	,	PUNCT
cana-5113	191	11	even	even	ADV
cana-5113	191	12	though	though	SCONJ
cana-5113	191	13	they	they	PRON
cana-5113	191	14	had	have	VERB
cana-5113	191	15	good	good	ADJ
cana-5113	191	16	training	training	NOUN
cana-5113	191	17	accuracy	accuracy	NOUN
cana-5113	191	18	(	(	PUNCT
cana-5113	191	19	e.g.	e.g.	ADV
cana-5113	191	20	,	,	PUNCT
cana-5113	191	21	decision	decision	NOUN
cana-5113	191	22	tree	tree	NOUN
cana-5113	191	23	:	:	PUNCT
cana-5113	191	24	0.84	0.84	NUM
cana-5113	191	25	,	,	PUNCT
cana-5113	191	26	random	random	ADJ
cana-5113	191	27	forest	forest	NOUN
cana-5113	191	28	:	:	PUNCT
cana-5113	191	29	0.86	0.86	NUM
cana-5113	191	30	)	)	PUNCT
cana-5113	191	31	.	.	PUNCT
cana-5113	192	1	in	in	ADP
cana-5113	192	2	addition	addition	NOUN
cana-5113	192	3	to	to	ADP
cana-5113	192	4	reducing	reduce	VERB
cana-5113	192	5	overfitting	overfitting	NOUN
cana-5113	192	6	,	,	PUNCT
cana-5113	192	7	hybrid	hybrid	ADJ
cana-5113	192	8	models	model	NOUN
cana-5113	192	9	are	be	AUX
cana-5113	192	10	excellent	excellent	ADJ
cana-5113	192	11	at	at	ADP
cana-5113	192	12	reducing	reduce	VERB
cana-5113	192	13	false	false	ADJ
cana-5113	192	14	positives	positive	NOUN
cana-5113	192	15	,	,	PUNCT
cana-5113	192	16	enhancing	enhance	VERB
cana-5113	192	17	recall	recall	NOUN
cana-5113	192	18	,	,	PUNCT
cana-5113	192	19	and	and	CCONJ
cana-5113	192	20	guaranteeing	guarantee	VERB
cana-5113	192	21	balanced	balanced	ADJ
cana-5113	192	22	performance	performance	NOUN
cana-5113	192	23	.	.	PUNCT
cana-5113	193	1	they	they	PRON
cana-5113	193	2	are	be	AUX
cana-5113	193	3	a	a	DET
cana-5113	193	4	more	more	ADV
cana-5113	193	5	dependable	dependable	ADJ
cana-5113	193	6	and	and	CCONJ
cana-5113	193	7	scalable	scalable	ADJ
cana-5113	193	8	option	option	NOUN
cana-5113	193	9	for	for	ADP
cana-5113	193	10	real	real	ADJ
cana-5113	193	11	-	-	PUNCT
cana-5113	193	12	world	world	NOUN
cana-5113	193	13	medical	medical	ADJ
cana-5113	193	14	diagnostics	diagnostic	NOUN
cana-5113	193	15	because	because	SCONJ
cana-5113	193	16	of	of	ADP
cana-5113	193	17	their	their	PRON
cana-5113	193	18	resilience	resilience	NOUN
cana-5113	193	19	to	to	PART
cana-5113	193	20	noise	noise	VERB
cana-5113	193	21	and	and	CCONJ
cana-5113	193	22	dataset	dataset	ADJ
cana-5113	193	23	imbalance	imbalance	NOUN
cana-5113	193	24	.	.	PUNCT
cana-5113	194	1	figure	figure	VERB
cana-5113	194	2	4.1	4.1	NUM
cana-5113	194	3	accuracy	accuracy	NOUN
cana-5113	194	4	score	score	NOUN
cana-5113	194	5	of	of	ADP
cana-5113	194	6	all	all	DET
cana-5113	194	7	algorithm	algorithm	NOUN
cana-5113	194	8	including	include	VERB
cana-5113	194	9	hybrid	hybrid	ADJ
cana-5113	194	10	combination	combination	NOUN
cana-5113	194	11	table	table	NOUN
cana-5113	194	12	4	4	NUM
cana-5113	194	13	:	:	PUNCT
cana-5113	194	14	performance	performance	NOUN
cana-5113	194	15	matrices	matrix	NOUN
cana-5113	194	16	with	with	ADP
cana-5113	194	17	training	training	NOUN
cana-5113	194	18	and	and	CCONJ
cana-5113	194	19	testing	testing	NOUN
cana-5113	194	20	accuracy	accuracy	NOUN
cana-5113	194	21	model	model	NOUN
cana-5113	194	22	train	train	NOUN
cana-5113	194	23	accura	accura	PROPN
cana-5113	194	24	cy	cy	PROPN
cana-5113	194	25	test	test	NOUN
cana-5113	194	26	accura	accura	PROPN
cana-5113	195	1	cy	cy	AUX
cana-5113	195	2	train	train	NOUN
cana-5113	195	3	precisi	precisi	VERB
cana-5113	195	4	on	on	ADP
cana-5113	195	5	test	test	NOUN
cana-5113	195	6	precisi	precisi	X
cana-5113	195	7	on	on	ADP
cana-5113	195	8	trai	trai	PROPN
cana-5113	195	9	n	n	CCONJ
cana-5113	195	10	rec	rec	X
cana-5113	195	11	all	all	DET
cana-5113	195	12	test	test	NOUN
cana-5113	195	13	rec	rec	X
cana-5113	195	14	all	all	DET
cana-5113	195	15	train	train	NOUN
cana-5113	195	16	f1	f1	NOUN
cana-5113	195	17	score	score	NOUN
cana-5113	195	18	test	test	NOUN
cana-5113	195	19	f1	f1	PROPN
cana-5113	195	20	score	score	NOUN
cana-5113	195	21	knn	knn	PROPN
cana-5113	195	22	0.89	0.89	NUM
cana-5113	195	23	0.87	0.87	NUM
cana-5113	195	24	0.89	0.89	NUM
cana-5113	195	25	0.88	0.88	NUM
cana-5113	195	26	0.92	0.92	NUM
cana-5113	195	27	0.91	0.91	NUM
cana-5113	195	28	0.90	0.90	NUM
cana-5113	195	29	0.89	0.89	NUM
cana-5113	195	30	svm	svm	NOUN
cana-5113	195	31	0.91	0.91	NUM
cana-5113	195	32	0.86	0.86	NUM
cana-5113	195	33	0.90	0.90	NUM
cana-5113	195	34	0.85	0.85	NUM
cana-5113	195	35	0.94	0.94	NUM
cana-5113	195	36	0.91	0.91	NUM
cana-5113	195	37	0.92	0.92	NUM
cana-5113	195	38	0.88	0.88	NUM
cana-5113	195	39	dt	dt	NOUN
cana-5113	195	40	1.00	1.00	NUM
cana-5113	195	41	0.84	0.84	NUM
cana-5113	195	42	1.00	1.00	NUM
cana-5113	195	43	0.86	0.86	NUM
cana-5113	195	44	1.00	1.00	NUM
cana-5113	195	45	0.86	0.86	NUM
cana-5113	195	46	1.00	1.00	NUM
cana-5113	195	47	0.86	0.86	NUM
cana-5113	195	48	rf	rf	NUM
cana-5113	195	49	1.00	1.00	NUM
cana-5113	195	50	0.86	0.86	NUM
cana-5113	195	51	1.00	1.00	NUM
cana-5113	195	52	0.86	0.86	NUM
cana-5113	195	53	1.00	1.00	NUM
cana-5113	195	54	0.91	0.91	NUM
cana-5113	195	55	1.00	1.00	NUM
cana-5113	195	56	0.88	0.88	NUM
cana-5113	195	57	communications	communication	NOUN
cana-5113	195	58	on	on	ADP
cana-5113	195	59	applied	apply	VERB
cana-5113	195	60	nonlinear	nonlinear	ADJ
cana-5113	195	61	analysis	analysis	NOUN
cana-5113	195	62	issn	issn	NOUN
cana-5113	195	63	:	:	PUNCT
cana-5113	195	64	1074	1074	NUM
cana-5113	195	65	-	-	PUNCT
cana-5113	195	66	133x	133x	NUM
cana-5113	195	67	vol	vol	NOUN
cana-5113	195	68	32	32	NUM
cana-5113	195	69	no	no	NOUN
cana-5113	195	70	.	.	PUNCT
cana-5113	196	1	icmasd	icmasd	NOUN
cana-5113	196	2	(	(	PUNCT
cana-5113	196	3	2025	2025	NUM
cana-5113	196	4	)	)	PUNCT
cana-5113	196	5	873	873	NUM
cana-5113	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	196	7	figure	figure	VERB
cana-5113	196	8	4.2	4.2	NUM
cana-5113	196	9	patient	patient	ADJ
cana-5113	196	10	specific	specific	ADJ
cana-5113	196	11	interface	interface	NOUN
cana-5113	196	12	using	use	VERB
cana-5113	196	13	tkinter	tkinter	PROPN
cana-5113	196	14	gui	gui	PROPN
cana-5113	196	15	5	5	NUM
cana-5113	196	16	.	.	PUNCT
cana-5113	197	1	conclusion	conclusion	NOUN
cana-5113	197	2	:	:	PUNCT
cana-5113	197	3	this	this	DET
cana-5113	197	4	study	study	NOUN
cana-5113	197	5	underscores	underscore	VERB
cana-5113	197	6	the	the	DET
cana-5113	197	7	transformative	transformative	ADJ
cana-5113	197	8	potential	potential	NOUN
cana-5113	197	9	of	of	ADP
cana-5113	197	10	hybrid	hybrid	ADJ
cana-5113	197	11	machine	machine	NOUN
cana-5113	197	12	learning	learning	NOUN
cana-5113	197	13	(	(	PUNCT
cana-5113	197	14	ml	ml	NOUN
cana-5113	197	15	)	)	PUNCT
cana-5113	197	16	models	model	NOUN
cana-5113	197	17	in	in	ADP
cana-5113	197	18	early	early	ADJ
cana-5113	197	19	cardiovascular	cardiovascular	ADJ
cana-5113	197	20	disease	disease	NOUN
cana-5113	197	21	(	(	PUNCT
cana-5113	197	22	cvd	cvd	PROPN
cana-5113	197	23	)	)	PUNCT
cana-5113	197	24	prediction	prediction	NOUN
cana-5113	197	25	,	,	PUNCT
cana-5113	197	26	demonstrating	demonstrate	VERB
cana-5113	197	27	how	how	SCONJ
cana-5113	197	28	ai	ai	AUX
cana-5113	197	29	can	can	AUX
cana-5113	197	30	assist	assist	VERB
cana-5113	197	31	medical	medical	ADJ
cana-5113	197	32	practitioners	practitioner	NOUN
cana-5113	197	33	in	in	ADP
cana-5113	197	34	making	make	VERB
cana-5113	197	35	more	more	ADV
cana-5113	197	36	accurate	accurate	ADJ
cana-5113	197	37	,	,	PUNCT
cana-5113	197	38	timely	timely	ADJ
cana-5113	197	39	decisions	decision	NOUN
cana-5113	197	40	.	.	PUNCT
cana-5113	198	1	by	by	ADP
cana-5113	198	2	integrating	integrate	VERB
cana-5113	198	3	k	k	ADJ
cana-5113	198	4	-	-	PUNCT
cana-5113	198	5	nearest	near	ADJ
cana-5113	198	6	neighbors	neighbor	NOUN
cana-5113	198	7	(	(	PUNCT
cana-5113	198	8	knn	knn	PROPN
cana-5113	198	9	)	)	PUNCT
cana-5113	198	10	,	,	PUNCT
cana-5113	198	11	decision	decision	NOUN
cana-5113	198	12	trees	tree	NOUN
cana-5113	198	13	(	(	PUNCT
cana-5113	198	14	dt	dt	NOUN
cana-5113	198	15	)	)	PUNCT
cana-5113	198	16	,	,	PUNCT
cana-5113	198	17	and	and	CCONJ
cana-5113	198	18	gradient	gradient	NOUN
cana-5113	198	19	boosting	boost	VERB
cana-5113	198	20	(	(	PUNCT
cana-5113	198	21	gb	gb	NOUN
cana-5113	198	22	)	)	PUNCT
cana-5113	198	23	into	into	ADP
cana-5113	198	24	a	a	DET
cana-5113	198	25	hybrid	hybrid	ADJ
cana-5113	198	26	model	model	NOUN
cana-5113	198	27	,	,	PUNCT
cana-5113	198	28	we	we	PRON
cana-5113	198	29	achieved	achieve	VERB
cana-5113	198	30	an	an	DET
cana-5113	198	31	impressive	impressive	ADJ
cana-5113	198	32	accuracy	accuracy	NOUN
cana-5113	198	33	of	of	ADP
cana-5113	198	34	88.78	88.78	NUM
cana-5113	198	35	%	%	NOUN
cana-5113	198	36	,	,	PUNCT
cana-5113	198	37	with	with	ADP
cana-5113	198	38	89	89	NUM
cana-5113	198	39	%	%	NOUN
cana-5113	198	40	precision	precision	NOUN
cana-5113	198	41	,	,	PUNCT
cana-5113	198	42	93	93	NUM
cana-5113	198	43	%	%	NOUN
cana-5113	198	44	recall	recall	NOUN
cana-5113	198	45	,	,	PUNCT
cana-5113	198	46	and	and	CCONJ
cana-5113	198	47	a	a	DET
cana-5113	198	48	91	91	NUM
cana-5113	198	49	%	%	NOUN
cana-5113	198	50	f1	f1	NOUN
cana-5113	198	51	score	score	NOUN
cana-5113	198	52	,	,	PUNCT
cana-5113	198	53	outperforming	outperform	VERB
cana-5113	198	54	traditional	traditional	ADJ
cana-5113	198	55	individual	individual	ADJ
cana-5113	198	56	models	model	NOUN
cana-5113	198	57	.	.	PUNCT
cana-5113	199	1	hybrid	hybrid	ADJ
cana-5113	199	2	models	model	NOUN
cana-5113	199	3	,	,	PUNCT
cana-5113	199	4	particularly	particularly	ADV
cana-5113	199	5	knn	knn	VERB
cana-5113	200	1	+	+	CCONJ
cana-5113	200	2	dt	dt	X
cana-5113	201	1	+	+	CCONJ
cana-5113	201	2	gb	gb	ADJ
cana-5113	201	3	,	,	PUNCT
cana-5113	201	4	not	not	PART
cana-5113	201	5	only	only	ADV
cana-5113	201	6	reduce	reduce	VERB
cana-5113	201	7	overfitting	overfitting	NOUN
cana-5113	201	8	but	but	CCONJ
cana-5113	201	9	also	also	ADV
cana-5113	201	10	enhance	enhance	VERB
cana-5113	201	11	generalization	generalization	NOUN
cana-5113	201	12	,	,	PUNCT
cana-5113	201	13	minimize	minimize	VERB
cana-5113	201	14	false	false	ADJ
cana-5113	201	15	positives	positive	NOUN
cana-5113	201	16	,	,	PUNCT
cana-5113	201	17	and	and	CCONJ
cana-5113	201	18	improve	improve	VERB
cana-5113	201	19	clinical	clinical	ADJ
cana-5113	201	20	outcomes	outcome	NOUN
cana-5113	201	21	.	.	PUNCT
cana-5113	202	1	the	the	DET
cana-5113	202	2	integration	integration	NOUN
cana-5113	202	3	of	of	ADP
cana-5113	202	4	a	a	DET
cana-5113	202	5	usernb	usernb	NOUN
cana-5113	202	6	0.79	0.79	NUM
cana-5113	202	7	0.78	0.78	NUM
cana-5113	202	8	0.93	0.93	NUM
cana-5113	202	9	0.92	0.92	NUM
cana-5113	202	10	0.67	0.67	NUM
cana-5113	202	11	0.67	0.67	NUM
cana-5113	202	12	0.77	0.77	NUM
cana-5113	202	13	0.77	0.77	NUM
cana-5113	202	14	ann	ann	PROPN
cana-5113	202	15	1.00	1.00	NUM
cana-5113	202	16	0.85	0.85	NUM
cana-5113	202	17	1.00	1.00	NUM
cana-5113	202	18	0.86	0.86	NUM
cana-5113	202	19	1.00	1.00	NUM
cana-5113	202	20	0.87	0.87	NUM
cana-5113	202	21	1.00	1.00	NUM
cana-5113	202	22	0.87	0.87	NUM
cana-5113	202	23	lr	lr	NOUN
cana-5113	202	24	0.87	0.87	NUM
cana-5113	202	25	0.84	0.84	NUM
cana-5113	202	26	0.88	0.88	NUM
cana-5113	202	27	0.84	0.84	NUM
cana-5113	202	28	0.89	0.89	NUM
cana-5113	202	29	0.90	0.90	NUM
cana-5113	202	30	0.88	0.88	NUM
cana-5113	202	31	0.87	0.87	NUM
cana-5113	202	32	gb	gb	ADP
cana-5113	202	33	0.96	0.96	NUM
cana-5113	202	34	0.87	0.87	NUM
cana-5113	202	35	0.96	0.96	NUM
cana-5113	202	36	0.87	0.87	NUM
cana-5113	202	37	0.97	0.97	NUM
cana-5113	202	38	0.90	0.90	NUM
cana-5113	202	39	0.96	0.96	NUM
cana-5113	202	40	0.89	0.89	NUM
cana-5113	202	41	hybrid	hybrid	NOUN
cana-5113	202	42	(	(	PUNCT
cana-5113	202	43	knn	knn	X
cana-5113	202	44	+	+	CCONJ
cana-5113	202	45	rf	rf	PRON
cana-5113	202	46	+	+	CCONJ
cana-5113	202	47	gb	gb	NOUN
cana-5113	202	48	)	)	PUNCT
cana-5113	202	49	0.96	0.96	NUM
cana-5113	202	50	0.88	0.88	NUM
cana-5113	202	51	0.96	0.96	NUM
cana-5113	202	52	0.88	0.88	NUM
cana-5113	202	53	0.97	0.97	NUM
cana-5113	202	54	0.93	0.93	NUM
cana-5113	202	55	0.97	0.97	NUM
cana-5113	202	56	0.90	0.90	NUM
cana-5113	202	57	hybrid	hybrid	NOUN
cana-5113	202	58	(	(	PUNCT
cana-5113	202	59	knn	knn	X
cana-5113	202	60	+	+	NUM
cana-5113	202	61	dt	dt	X
cana-5113	203	1	+	+	CCONJ
cana-5113	203	2	gb	gb	NOUN
cana-5113	203	3	)	)	PUNCT
cana-5113	203	4	0.96	0.96	NUM
cana-5113	203	5	0.89	0.89	NUM
cana-5113	203	6	0.96	0.96	NUM
cana-5113	203	7	0.89	0.89	NUM
cana-5113	203	8	0.97	0.97	NUM
cana-5113	203	9	0.93	0.93	NUM
cana-5113	203	10	0.97	0.97	NUM
cana-5113	203	11	0.91	0.91	NUM
cana-5113	203	12	communications	communication	NOUN
cana-5113	203	13	on	on	ADP
cana-5113	203	14	applied	apply	VERB
cana-5113	203	15	nonlinear	nonlinear	ADJ
cana-5113	203	16	analysis	analysis	NOUN
cana-5113	203	17	issn	issn	NOUN
cana-5113	203	18	:	:	PUNCT
cana-5113	203	19	1074	1074	NUM
cana-5113	203	20	-	-	PUNCT
cana-5113	203	21	133x	133x	NUM
cana-5113	203	22	vol	vol	NOUN
cana-5113	203	23	32	32	NUM
cana-5113	203	24	no	no	NOUN
cana-5113	203	25	.	.	PUNCT
cana-5113	204	1	icmasd	icmasd	NOUN
cana-5113	204	2	(	(	PUNCT
cana-5113	204	3	2025	2025	NUM
cana-5113	204	4	)	)	PUNCT
cana-5113	205	1	874	874	NUM
cana-5113	206	1	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5113	206	2	friendly	friendly	ADJ
cana-5113	206	3	tkinter	tkinter	NOUN
cana-5113	206	4	-	-	PUNCT
cana-5113	206	5	based	base	VERB
cana-5113	206	6	interface	interface	NOUN
cana-5113	206	7	further	far	ADV
cana-5113	206	8	supports	support	VERB
cana-5113	206	9	healthcare	healthcare	NOUN
cana-5113	206	10	professionals	professional	NOUN
cana-5113	206	11	by	by	ADP
cana-5113	206	12	offering	offer	VERB
cana-5113	206	13	personalized	personalize	VERB
cana-5113	206	14	cvd	cvd	PROPN
cana-5113	206	15	risk	risk	NOUN
cana-5113	206	16	assessments	assessment	NOUN
cana-5113	206	17	,	,	PUNCT
cana-5113	206	18	making	make	VERB
cana-5113	206	19	this	this	DET
cana-5113	206	20	system	system	NOUN
cana-5113	206	21	both	both	CCONJ
cana-5113	206	22	scalable	scalable	ADJ
cana-5113	206	23	and	and	CCONJ
cana-5113	206	24	accessible	accessible	ADJ
cana-5113	206	25	.	.	PUNCT
cana-5113	207	1	this	this	DET
cana-5113	207	2	research	research	NOUN
cana-5113	207	3	highlights	highlight	VERB
cana-5113	207	4	the	the	DET
cana-5113	207	5	immense	immense	ADJ
cana-5113	207	6	value	value	NOUN
cana-5113	207	7	of	of	ADP
cana-5113	207	8	ml	ml	NOUN
cana-5113	207	9	-	-	PUNCT
cana-5113	207	10	driven	drive	VERB
cana-5113	207	11	tools	tool	NOUN
cana-5113	207	12	in	in	ADP
cana-5113	207	13	refining	refine	VERB
cana-5113	207	14	clinical	clinical	ADJ
cana-5113	207	15	decision	decision	NOUN
cana-5113	207	16	-	-	PUNCT
cana-5113	207	17	making	making	NOUN
cana-5113	207	18	,	,	PUNCT
cana-5113	207	19	advancing	advance	VERB
cana-5113	207	20	early	early	ADJ
cana-5113	207	21	cvd	cvd	PROPN
cana-5113	207	22	detection	detection	NOUN
cana-5113	207	23	,	,	PUNCT
cana-5113	207	24	and	and	CCONJ
cana-5113	207	25	ultimately	ultimately	ADV
cana-5113	207	26	saving	save	VERB
cana-5113	207	27	lives	life	NOUN
cana-5113	207	28	,	,	PUNCT
cana-5113	207	29	establishing	establish	VERB
cana-5113	207	30	hybrid	hybrid	ADJ
cana-5113	207	31	models	model	NOUN
cana-5113	207	32	as	as	ADP
cana-5113	207	33	a	a	DET
cana-5113	207	34	reliable	reliable	ADJ
cana-5113	207	35	,	,	PUNCT
cana-5113	207	36	efficient	efficient	ADJ
cana-5113	207	37	solution	solution	NOUN
cana-5113	207	38	for	for	ADP
cana-5113	207	39	modern	modern	ADJ
cana-5113	207	40	medical	medical	ADJ
cana-5113	207	41	diagnostics	diagnostic	NOUN
cana-5113	207	42	.	.	PUNCT
cana-5113	208	1	references	reference	NOUN
cana-5113	208	2	[	[	X
cana-5113	208	3	1	1	NUM
cana-5113	208	4	]	]	X
cana-5113	208	5	prasanna	prasanna	PROPN
cana-5113	208	6	,	,	PUNCT
cana-5113	208	7	k.	k.	PROPN
cana-5113	208	8	s.	s.	PROPN
cana-5113	208	9	l.	l.	PROPN
cana-5113	208	10	,	,	PUNCT
cana-5113	208	11	challa	challa	PROPN
cana-5113	208	12	,	,	PUNCT
cana-5113	208	13	n.	n.	PROPN
cana-5113	208	14	p.	p.	PROPN
cana-5113	208	15	,	,	PUNCT
cana-5113	208	16	&	&	CCONJ
cana-5113	208	17	nagaraju	nagaraju	PROPN
cana-5113	208	18	,	,	PUNCT
cana-5113	208	19	j.	j.	PROPN
cana-5113	208	20	(	(	PUNCT
cana-5113	208	21	2023	2023	NUM
cana-5113	208	22	)	)	PUNCT
cana-5113	208	23	.	.	PUNCT
cana-5113	209	1	heart	heart	NOUN
cana-5113	209	2	disease	disease	NOUN
cana-5113	209	3	prediction	prediction	NOUN
cana-5113	209	4	using	use	VERB
cana-5113	209	5	reinforcement	reinforcement	NOUN
cana-5113	209	6	learning	learning	NOUN
cana-5113	209	7	technique	technique	NOUN
cana-5113	209	8	.	.	PUNCT
cana-5113	210	1	2023	2023	NUM
cana-5113	210	2	3rd	3rd	ADJ
cana-5113	210	3	international	international	ADJ
cana-5113	210	4	conference	conference	NOUN
cana-5113	210	5	on	on	ADP
cana-5113	210	6	advances	advance	NOUN
cana-5113	210	7	in	in	ADP
cana-5113	210	8	electrical	electrical	ADJ
cana-5113	210	9	,	,	PUNCT
cana-5113	210	10	computing	computing	NOUN
cana-5113	210	11	,	,	PUNCT
cana-5113	210	12	communication	communication	NOUN
cana-5113	210	13	and	and	CCONJ
cana-5113	210	14	sustainable	sustainable	ADJ
cana-5113	210	15	technologies	technology	NOUN
cana-5113	210	16	,	,	PUNCT
cana-5113	210	17	icaect	icaect	ADJ
cana-5113	210	18	2023	2023	NUM
cana-5113	210	19	.	.	PUNCT
cana-5113	211	1	https://doi.org/10.1109/icaect57570.2023.10118232	https://doi.org/10.1109/icaect57570.2023.10118232	PROPN
cana-5113	212	1	[	[	X
cana-5113	212	2	2	2	NUM
cana-5113	212	3	]	]	X
cana-5113	212	4	kavitha	kavitha	PROPN
cana-5113	212	5	,	,	PUNCT
cana-5113	212	6	m.	m.	NOUN
cana-5113	212	7	,	,	PUNCT
cana-5113	212	8	gnaneswar	gnaneswar	NOUN
cana-5113	212	9	,	,	PUNCT
cana-5113	212	10	g.	g.	PROPN
cana-5113	212	11	,	,	PUNCT
cana-5113	212	12	dinesh	dinesh	PROPN
cana-5113	212	13	,	,	PUNCT
cana-5113	212	14	r.	r.	PROPN
cana-5113	212	15	,	,	PUNCT
cana-5113	212	16	sai	sai	PROPN
cana-5113	212	17	,	,	PUNCT
cana-5113	212	18	y.	y.	PROPN
cana-5113	212	19	r.	r.	PROPN
cana-5113	212	20	,	,	PUNCT
cana-5113	212	21	&	&	CCONJ
cana-5113	212	22	suraj	suraj	PROPN
cana-5113	212	23	,	,	PUNCT
cana-5113	212	24	r.	r.	PROPN
cana-5113	212	25	s.	s.	PROPN
cana-5113	212	26	(	(	PUNCT
cana-5113	212	27	2021	2021	NUM
cana-5113	212	28	)	)	PUNCT
cana-5113	212	29	.	.	PUNCT
cana-5113	213	1	heart	heart	NOUN
cana-5113	213	2	disease	disease	NOUN
cana-5113	213	3	prediction	prediction	NOUN
cana-5113	213	4	using	use	VERB
cana-5113	213	5	hybrid	hybrid	ADJ
cana-5113	213	6	machine	machine	NOUN
cana-5113	213	7	learning	learning	NOUN
cana-5113	213	8	model	model	NOUN
cana-5113	213	9	.	.	PUNCT
cana-5113	214	1	proceedings	proceeding	NOUN
cana-5113	214	2	of	of	ADP
cana-5113	214	3	the	the	DET
cana-5113	214	4	6th	6th	ADJ
cana-5113	214	5	international	international	ADJ
cana-5113	214	6	conference	conference	NOUN
cana-5113	214	7	on	on	ADP
cana-5113	214	8	inventive	inventive	ADJ
cana-5113	214	9	computation	computation	NOUN
cana-5113	214	10	technologies	technology	NOUN
cana-5113	214	11	,	,	PUNCT
cana-5113	214	12	icict	icict	NOUN
cana-5113	214	13	2021	2021	NUM
cana-5113	214	14	,	,	PUNCT
cana-5113	214	15	1329–1333	1329–1333	ADJ
cana-5113	214	16	.	.	PUNCT
cana-5113	215	1	https://doi.org/10.1109/icict50816.2021.9358597	https://doi.org/10.1109/icict50816.2021.9358597	PROPN
cana-5113	216	1	[	[	X
cana-5113	216	2	3	3	NUM
cana-5113	216	3	]	]	X
cana-5113	216	4	bhatt	bhatt	PROPN
cana-5113	216	5	,	,	PUNCT
cana-5113	216	6	c.	c.	PROPN
cana-5113	216	7	m.	m.	PROPN
cana-5113	216	8	,	,	PUNCT
cana-5113	216	9	patel	patel	PROPN
cana-5113	216	10	,	,	PUNCT
cana-5113	216	11	p.	p.	PROPN
cana-5113	216	12	,	,	PUNCT
cana-5113	216	13	ghetia	ghetia	PROPN
cana-5113	216	14	,	,	PUNCT
cana-5113	216	15	t.	t.	PROPN
cana-5113	216	16	,	,	PUNCT
cana-5113	216	17	&	&	CCONJ
cana-5113	216	18	mazzeo	mazzeo	NOUN
cana-5113	216	19	,	,	PUNCT
cana-5113	216	20	p.	p.	NOUN
cana-5113	216	21	l.	l.	PROPN
cana-5113	216	22	(	(	PUNCT
cana-5113	216	23	2023	2023	NUM
cana-5113	216	24	)	)	PUNCT
cana-5113	216	25	.	.	PUNCT
cana-5113	217	1	effective	effective	ADJ
cana-5113	217	2	heart	heart	NOUN
cana-5113	217	3	disease	disease	NOUN
cana-5113	217	4	prediction	prediction	NOUN
cana-5113	217	5	using	use	VERB
cana-5113	217	6	machine	machine	NOUN
cana-5113	217	7	learning	learn	VERB
cana-5113	217	8	techniques	technique	NOUN
cana-5113	217	9	.	.	PUNCT
cana-5113	218	1	algorithms	algorithm	NOUN
cana-5113	218	2	,	,	PUNCT
cana-5113	218	3	16(2	16(2	NUM
cana-5113	218	4	)	)	PUNCT
cana-5113	218	5	.	.	PUNCT
cana-5113	219	1	https://doi.org/10.3390/a16020088	https://doi.org/10.3390/a16020088	PRON
cana-5113	220	1	[	[	X
cana-5113	220	2	4	4	NUM
cana-5113	220	3	]	]	PUNCT
cana-5113	220	4	alty	alty	PROPN
cana-5113	220	5	,	,	PUNCT
cana-5113	220	6	s.	s.	PROPN
cana-5113	220	7	r.	r.	PROPN
cana-5113	220	8	,	,	PUNCT
cana-5113	220	9	millasseau	millasseau	PROPN
cana-5113	220	10	,	,	PUNCT
cana-5113	220	11	s.	s.	PROPN
cana-5113	220	12	c.	c.	PROPN
cana-5113	220	13	,	,	PUNCT
cana-5113	220	14	chowienczyk	chowienczyk	ADJ
cana-5113	220	15	,	,	PUNCT
cana-5113	220	16	p.	p.	PROPN
cana-5113	220	17	j.	j.	PROPN
cana-5113	220	18	,	,	PUNCT
cana-5113	220	19	&	&	CCONJ
cana-5113	220	20	jakobsson	jakobsson	PROPN
cana-5113	220	21	,	,	PUNCT
cana-5113	220	22	a.	a.	NOUN
cana-5113	220	23	(	(	PUNCT
cana-5113	220	24	2003	2003	NUM
cana-5113	220	25	)	)	PUNCT
cana-5113	220	26	.	.	PUNCT
cana-5113	221	1	cardiovascular	cardiovascular	ADJ
cana-5113	221	2	disease	disease	NOUN
cana-5113	221	3	prediction	prediction	NOUN
cana-5113	221	4	using	use	VERB
cana-5113	221	5	support	support	NOUN
cana-5113	221	6	vector	vector	NOUN
cana-5113	221	7	machines	machine	NOUN
cana-5113	221	8	.	.	PUNCT
cana-5113	222	1	midwest	midwest	PROPN
cana-5113	222	2	symposium	symposium	NOUN
cana-5113	222	3	on	on	ADP
cana-5113	222	4	circuits	circuit	NOUN
cana-5113	222	5	and	and	CCONJ
cana-5113	222	6	systems	system	NOUN
cana-5113	222	7	,	,	PUNCT
cana-5113	222	8	1	1	NUM
cana-5113	222	9	,	,	PUNCT
cana-5113	222	10	376–379	376–379	NUM
cana-5113	222	11	.	.	PUNCT
cana-5113	223	1	https://doi.org/10.1109/mwscas.2003.1562297	https://doi.org/10.1109/mwscas.2003.1562297	PROPN
cana-5113	223	2	[	[	X
cana-5113	223	3	5	5	NUM
cana-5113	223	4	]	]	PUNCT
cana-5113	223	5	nikam	nikam	NOUN
cana-5113	223	6	,	,	PUNCT
cana-5113	223	7	a.	a.	NOUN
cana-5113	223	8	,	,	PUNCT
cana-5113	223	9	bhandari	bhandari	PROPN
cana-5113	223	10	,	,	PUNCT
cana-5113	223	11	s.	s.	PROPN
cana-5113	223	12	,	,	PUNCT
cana-5113	223	13	mhaske	mhaske	PROPN
cana-5113	223	14	,	,	PUNCT
cana-5113	223	15	a.	a.	PROPN
cana-5113	223	16	,	,	PUNCT
cana-5113	223	17	&	&	CCONJ
cana-5113	223	18	mantri	mantri	PROPN
cana-5113	223	19	,	,	PUNCT
cana-5113	223	20	s.	s.	PROPN
cana-5113	223	21	(	(	PUNCT
cana-5113	223	22	2020	2020	NUM
cana-5113	223	23	)	)	PUNCT
cana-5113	223	24	.	.	PUNCT
cana-5113	224	1	cardiovascular	cardiovascular	ADJ
cana-5113	224	2	disease	disease	NOUN
cana-5113	224	3	prediction	prediction	NOUN
cana-5113	224	4	using	use	VERB
cana-5113	224	5	machine	machine	NOUN
cana-5113	224	6	learning	learning	NOUN
cana-5113	224	7	models	model	NOUN
cana-5113	224	8	.	.	PUNCT
cana-5113	225	1	2020	2020	NUM
cana-5113	225	2	ieee	ieee	PROPN
cana-5113	225	3	pune	pune	PROPN
cana-5113	225	4	section	section	NOUN
cana-5113	225	5	international	international	PROPN
cana-5113	225	6	conference	conference	NOUN
cana-5113	225	7	,	,	PUNCT
cana-5113	225	8	punecon	punecon	VERB
cana-5113	225	9	2020	2020	NUM
cana-5113	225	10	,	,	PUNCT
cana-5113	225	11	22–27	22–27	NUM
cana-5113	225	12	.	.	PUNCT
cana-5113	226	1	https://doi.org/10.1109/punecon50868.2020.9362367	https://doi.org/10.1109/punecon50868.2020.9362367	PROPN
cana-5113	227	1	[	[	X
cana-5113	227	2	6	6	NUM
cana-5113	227	3	]	]	PUNCT
cana-5113	227	4	r.	r.	PROPN
cana-5113	227	5	j.	j.	PROPN
cana-5113	227	6	p.	p.	PROPN
cana-5113	227	7	princy	princy	PROPN
cana-5113	227	8	,	,	PUNCT
cana-5113	227	9	s.	s.	PROPN
cana-5113	227	10	parthasarathy	parthasarathy	PROPN
cana-5113	227	11	,	,	PUNCT
cana-5113	227	12	p.	p.	PROPN
cana-5113	227	13	s.	s.	PROPN
cana-5113	227	14	hency	hency	PROPN
cana-5113	227	15	jose	jose	PROPN
cana-5113	227	16	,	,	PUNCT
cana-5113	227	17	a.	a.	PROPN
cana-5113	227	18	raj	raj	PROPN
cana-5113	227	19	lakshminarayanan	lakshminarayanan	PROPN
cana-5113	227	20	,	,	PUNCT
cana-5113	227	21	and	and	CCONJ
cana-5113	227	22	s.	s.	PROPN
cana-5113	227	23	jeganathan	jeganathan	PROPN
cana-5113	227	24	,	,	PUNCT
cana-5113	227	25	"	"	PUNCT
cana-5113	227	26	prediction	prediction	NOUN
cana-5113	227	27	of	of	ADP
cana-5113	227	28	cardiac	cardiac	ADJ
cana-5113	227	29	disease	disease	NOUN
cana-5113	227	30	using	use	VERB
cana-5113	227	31	supervised	supervised	ADJ
cana-5113	227	32	machine	machine	NOUN
cana-5113	227	33	learning	learning	NOUN
cana-5113	227	34	algorithms	algorithm	NOUN
cana-5113	227	35	,	,	PUNCT
cana-5113	227	36	"	"	PUNCT
cana-5113	227	37	in	in	ADP
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cana-5113	227	39	of	of	ADP
cana-5113	227	40	the	the	DET
cana-5113	227	41	2020	2020	NUM
cana-5113	227	42	4th	4th	ADJ
cana-5113	227	43	international	international	ADJ
cana-5113	227	44	conference	conference	NOUN
cana-5113	227	45	on	on	ADP
cana-5113	227	46	intelligent	intelligent	ADJ
cana-5113	227	47	computing	computing	NOUN
cana-5113	227	48	and	and	CCONJ
cana-5113	227	49	control	control	NOUN
cana-5113	227	50	systems	system	NOUN
cana-5113	227	51	(	(	PUNCT
cana-5113	227	52	iciccs	iciccs	PROPN
cana-5113	227	53	)	)	PUNCT
cana-5113	227	54	,	,	PUNCT
cana-5113	227	55	madurai	madurai	NOUN
cana-5113	227	56	,	,	PUNCT
cana-5113	227	57	india	india	PROPN
cana-5113	227	58	,	,	PUNCT
cana-5113	227	59	2020	2020	NUM
cana-5113	227	60	,	,	PUNCT
cana-5113	227	61	pp	pp	ADV
cana-5113	227	62	.	.	PUNCT
cana-5113	228	1	570	570	NUM
cana-5113	228	2	-	-	SYM
cana-5113	228	3	575	575	NUM
cana-5113	228	4	.	.	PUNCT
cana-5113	229	1	https://doi.org/10.1109/iciccs48265.2020.9121169	https://doi.org/10.1109/iciccs48265.2020.9121169	PROPN
cana-5113	230	1	[	[	X
cana-5113	230	2	7	7	NUM
cana-5113	230	3	]	]	PUNCT
cana-5113	230	4	q.	q.	NOUN
cana-5113	230	5	he	he	PRON
cana-5113	230	6	,	,	PUNCT
cana-5113	230	7	a.	a.	NOUN
cana-5113	230	8	maag	maag	NOUN
cana-5113	230	9	,	,	PUNCT
cana-5113	230	10	and	and	CCONJ
cana-5113	230	11	a.	a.	NOUN
cana-5113	230	12	elchouemi	elchouemi	PROPN
cana-5113	230	13	,	,	PUNCT
cana-5113	230	14	"	"	PUNCT
cana-5113	230	15	heart	heart	NOUN
cana-5113	230	16	disease	disease	NOUN
cana-5113	230	17	monitoring	monitoring	NOUN
cana-5113	230	18	and	and	CCONJ
cana-5113	230	19	predicting	predict	VERB
cana-5113	230	20	by	by	ADP
cana-5113	230	21	using	use	VERB
cana-5113	230	22	machine	machine	NOUN
cana-5113	230	23	learning	learning	NOUN
cana-5113	230	24	based	base	VERB
cana-5113	230	25	on	on	ADP
cana-5113	230	26	iot	iot	PROPN
cana-5113	230	27	technology	technology	NOUN
cana-5113	230	28	,	,	PUNCT
cana-5113	230	29	"	"	PUNCT
cana-5113	230	30	in	in	ADP
cana-5113	230	31	proceedings	proceeding	NOUN
cana-5113	230	32	of	of	ADP
cana-5113	230	33	the	the	DET
cana-5113	230	34	2020	2020	NUM
cana-5113	230	35	5th	5th	ADJ
cana-5113	230	36	international	international	ADJ
cana-5113	230	37	conference	conference	NOUN
cana-5113	230	38	on	on	ADP
cana-5113	230	39	innovative	innovative	ADJ
cana-5113	230	40	technologies	technology	NOUN
cana-5113	230	41	in	in	ADP
cana-5113	230	42	intelligent	intelligent	ADJ
cana-5113	230	43	systems	system	NOUN
cana-5113	230	44	and	and	CCONJ
cana-5113	230	45	industrial	industrial	ADJ
cana-5113	230	46	applications	application	NOUN
cana-5113	230	47	(	(	PUNCT
cana-5113	230	48	citisia	citisia	NOUN
cana-5113	230	49	)	)	PUNCT
cana-5113	230	50	,	,	PUNCT
cana-5113	230	51	sydney	sydney	PROPN
cana-5113	230	52	,	,	PUNCT
cana-5113	230	53	australia	australia	PROPN
cana-5113	230	54	,	,	PUNCT
cana-5113	230	55	2020	2020	NUM
cana-5113	230	56	,	,	PUNCT
cana-5113	230	57	pp	pp	ADV
cana-5113	230	58	.	.	PUNCT
cana-5113	231	1	1	1	NUM
cana-5113	231	2	-	-	SYM
cana-5113	231	3	10	10	NUM
cana-5113	231	4	.	.	PUNCT
cana-5113	231	5	https://doi.org/10.1109/citisia50690.2020.9371772	https://doi.org/10.1109/citisia50690.2020.9371772	NOUN
cana-5113	232	1	[	[	X
cana-5113	232	2	8	8	NUM
cana-5113	232	3	]	]	PUNCT
cana-5113	232	4	m.	m.	NOUN
cana-5113	232	5	m.	m.	PROPN
cana-5113	232	6	el	el	PROPN
cana-5113	232	7	-	-	PROPN
cana-5113	232	8	gayar	gayar	PROPN
cana-5113	232	9	,	,	PUNCT
cana-5113	232	10	e.	e.	PROPN
cana-5113	232	11	m.	m.	PROPN
cana-5113	232	12	el	el	PROPN
cana-5113	232	13	-	-	PUNCT
cana-5113	232	14	daydamony	daydamony	NOUN
cana-5113	232	15	,	,	PUNCT
cana-5113	232	16	and	and	CCONJ
cana-5113	232	17	s.	s.	PROPN
cana-5113	232	18	e.	e.	PROPN
cana-5113	232	19	a.	a.	PROPN
cana-5113	232	20	ashri	ashri	PROPN
cana-5113	232	21	,	,	PUNCT
cana-5113	232	22	"	"	PUNCT
cana-5113	232	23	hdpf	hdpf	NOUN
cana-5113	232	24	:	:	PUNCT
cana-5113	232	25	heart	heart	NOUN
cana-5113	232	26	disease	disease	NOUN
cana-5113	232	27	prediction	prediction	NOUN
cana-5113	232	28	framework	framework	NOUN
cana-5113	232	29	based	base	VERB
cana-5113	232	30	on	on	ADP
cana-5113	232	31	hybrid	hybrid	ADJ
cana-5113	232	32	classifiers	classifier	NOUN
cana-5113	232	33	and	and	CCONJ
cana-5113	232	34	genetic	genetic	ADJ
cana-5113	232	35	algorithm	algorithm	NOUN
cana-5113	232	36	,	,	PUNCT
cana-5113	232	37	"	"	PUNCT
cana-5113	232	38	ieee	ieee	NOUN
cana-5113	232	39	access	access	NOUN
cana-5113	232	40	,	,	PUNCT
cana-5113	232	41	vol	vol	NOUN
cana-5113	232	42	.	.	NOUN
cana-5113	232	43	9	9	NUM
cana-5113	232	44	,	,	PUNCT
cana-5113	232	45	pp	pp	ADJ
cana-5113	232	46	.	.	PUNCT
cana-5113	232	47	146797	146797	NUM
cana-5113	232	48	-	-	SYM
cana-5113	232	49	146809	146809	NUM
cana-5113	232	50	,	,	PUNCT
cana-5113	232	51	2021	2021	NUM
cana-5113	232	52	.	.	PUNCT
cana-5113	233	1	https://doi.org/10.1109/access.2021.3071109	https://doi.org/10.1109/access.2021.3071109	PROPN
cana-5113	233	2	[	[	X
cana-5113	233	3	9	9	NUM
cana-5113	233	4	]	]	X
cana-5113	233	5	d.	d.	PROPN
cana-5113	233	6	sivabalaselvamani	sivabalaselvamani	PROPN
cana-5113	233	7	,	,	PUNCT
cana-5113	233	8	d.	d.	PROPN
cana-5113	233	9	selvakarthi	selvakarthi	PROPN
cana-5113	233	10	,	,	PUNCT
cana-5113	233	11	l.	l.	PROPN
cana-5113	233	12	rahunathan	rahunathan	PROPN
cana-5113	233	13	,	,	PUNCT
cana-5113	233	14	s.	s.	PROPN
cana-5113	233	15	nandhini	nandhini	PROPN
cana-5113	233	16	eswari	eswari	PROPN
cana-5113	233	17	,	,	PUNCT
cana-5113	233	18	m.	m.	NOUN
cana-5113	233	19	pavithraa	pavithraa	NOUN
cana-5113	233	20	,	,	PUNCT
cana-5113	233	21	and	and	CCONJ
cana-5113	233	22	m.	m.	NOUN
cana-5113	233	23	sridhar	sridhar	PROPN
cana-5113	233	24	,	,	PUNCT
cana-5113	233	25	"	"	PUNCT
cana-5113	233	26	investigation	investigation	NOUN
cana-5113	233	27	on	on	ADP
cana-5113	233	28	heart	heart	NOUN
cana-5113	233	29	disease	disease	NOUN
cana-5113	233	30	using	use	VERB
cana-5113	233	31	machine	machine	NOUN
cana-5113	233	32	learning	learning	NOUN
cana-5113	233	33	algorithms	algorithm	NOUN
cana-5113	233	34	,	,	PUNCT
cana-5113	233	35	"	"	PUNCT
cana-5113	233	36	in	in	ADP
cana-5113	233	37	proceedings	proceeding	NOUN
cana-5113	233	38	of	of	ADP
cana-5113	233	39	the	the	DET
cana-5113	233	40	international	international	ADJ
cana-5113	233	41	conference	conference	NOUN
cana-5113	233	42	on	on	ADP
cana-5113	233	43	computer	computer	NOUN
cana-5113	233	44	communication	communication	NOUN
cana-5113	233	45	informatics	informatic	NOUN
cana-5113	233	46	(	(	PUNCT
cana-5113	233	47	iccci	iccci	NOUN
cana-5113	233	48	)	)	PUNCT
cana-5113	233	49	,	,	PUNCT
cana-5113	233	50	2021	2021	NUM
cana-5113	233	51	.	.	PUNCT
cana-5113	234	1	[	[	X
cana-5113	234	2	10	10	NUM
cana-5113	234	3	]	]	PUNCT
cana-5113	234	4	m.	m.	NOUN
cana-5113	234	5	obayya	obayya	PROPN
cana-5113	234	6	,	,	PUNCT
cana-5113	234	7	j.	j.	PROPN
cana-5113	234	8	m.	m.	PROPN
cana-5113	234	9	alsamri	alsamri	PROPN
cana-5113	234	10	,	,	PUNCT
cana-5113	234	11	m.	m.	NOUN
cana-5113	234	12	a.	a.	PROPN
cana-5113	234	13	al	al	PROPN
cana-5113	234	14	-	-	PUNCT
cana-5113	234	15	hagery	hagery	PROPN
cana-5113	234	16	,	,	PUNCT
cana-5113	234	17	a.	a.	PROPN
cana-5113	234	18	mohammed	mohammed	PROPN
cana-5113	234	19	,	,	PUNCT
cana-5113	234	20	and	and	CCONJ
cana-5113	234	21	m.	m.	NOUN
cana-5113	234	22	a.	a.	PROPN
cana-5113	234	23	hamza	hamza	PROPN
cana-5113	234	24	,	,	PUNCT
cana-5113	234	25	"	"	PUNCT
cana-5113	234	26	automated	automate	VERB
cana-5113	234	27	cardiovascular	cardiovascular	ADJ
cana-5113	234	28	disease	disease	NOUN
cana-5113	234	29	diagnosis	diagnosis	NOUN
cana-5113	234	30	using	use	VERB
cana-5113	234	31	honey	honey	NOUN
cana-5113	234	32	badger	badger	NOUN
cana-5113	234	33	optimization	optimization	NOUN
cana-5113	234	34	with	with	ADP
cana-5113	234	35	modified	modified	ADJ
cana-5113	234	36	deep	deep	ADJ
cana-5113	234	37	communications	communication	NOUN
cana-5113	234	38	on	on	ADP
cana-5113	234	39	applied	apply	VERB
cana-5113	234	40	nonlinear	nonlinear	ADJ
cana-5113	234	41	analysis	analysis	NOUN
cana-5113	234	42	issn	issn	NOUN
cana-5113	234	43	:	:	PUNCT
cana-5113	234	44	1074	1074	NUM
cana-5113	234	45	-	-	PUNCT
cana-5113	234	46	133x	133x	NUM
cana-5113	234	47	vol	vol	NOUN
cana-5113	234	48	32	32	NUM
cana-5113	234	49	no	no	NOUN
cana-5113	234	50	.	.	PUNCT
cana-5113	235	1	icmasd	icmasd	NOUN
cana-5113	235	2	(	(	PUNCT
cana-5113	235	3	2025	2025	NUM
cana-5113	235	4	)	)	PUNCT
cana-5113	235	5	875	875	NUM
cana-5113	235	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	235	7	learning	learn	VERB
cana-5113	235	8	model	model	NOUN
cana-5113	235	9	,	,	PUNCT
cana-5113	235	10	"	"	PUNCT
cana-5113	235	11	ieee	ieee	NOUN
cana-5113	235	12	access	access	NOUN
cana-5113	235	13	,	,	PUNCT
cana-5113	235	14	vol	vol	NOUN
cana-5113	235	15	.	.	PROPN
cana-5113	235	16	11	11	NUM
cana-5113	235	17	,	,	PUNCT
cana-5113	235	18	pp	pp	ADJ
cana-5113	235	19	.	.	PUNCT
cana-5113	235	20	64272	64272	NUM
cana-5113	235	21	-	-	SYM
cana-5113	235	22	64281	64281	NUM
cana-5113	235	23	,	,	PUNCT
cana-5113	235	24	2023	2023	NUM
cana-5113	235	25	.	.	PUNCT
cana-5113	236	1	https://doi.org/10.1109/access.2023.3271342	https://doi.org/10.1109/access.2023.3271342	PROPN
cana-5113	237	1	[	[	X
cana-5113	237	2	11	11	NUM
cana-5113	237	3	]	]	PUNCT
cana-5113	237	4	m.	m.	NOUN
cana-5113	237	5	pal	pal	NOUN
cana-5113	237	6	and	and	CCONJ
cana-5113	237	7	s.	s.	PROPN
cana-5113	237	8	parija	parija	PROPN
cana-5113	237	9	,	,	PUNCT
cana-5113	237	10	"	"	PUNCT
cana-5113	237	11	prediction	prediction	NOUN
cana-5113	237	12	of	of	ADP
cana-5113	237	13	heart	heart	NOUN
cana-5113	237	14	diseases	disease	NOUN
cana-5113	237	15	using	use	VERB
cana-5113	237	16	random	random	ADJ
cana-5113	237	17	forest	forest	NOUN
cana-5113	237	18	,	,	PUNCT
cana-5113	237	19	"	"	PUNCT
cana-5113	237	20	journal	journal	NOUN
cana-5113	237	21	of	of	ADP
cana-5113	237	22	physics	physics	PROPN
cana-5113	237	23	:	:	PUNCT
cana-5113	237	24	conference	conference	NOUN
cana-5113	237	25	series	series	NOUN
cana-5113	237	26	,	,	PUNCT
cana-5113	237	27	vol	vol	NOUN
cana-5113	237	28	.	.	PROPN
cana-5113	237	29	1817	1817	NUM
cana-5113	237	30	,	,	PUNCT
cana-5113	237	31	no	no	INTJ
cana-5113	237	32	.	.	NOUN
cana-5113	237	33	1	1	NUM
cana-5113	237	34	,	,	PUNCT
cana-5113	237	35	mar	mar	PROPN
cana-5113	237	36	.	.	PROPN
cana-5113	237	37	2021	2021	NUM
cana-5113	237	38	,	,	PUNCT
cana-5113	237	39	art	art	NOUN
cana-5113	237	40	.	.	PUNCT
cana-5113	238	1	no	no	INTJ
cana-5113	238	2	.	.	NOUN
cana-5113	238	3	012009	012009	NUM
cana-5113	238	4	.	.	PUNCT
cana-5113	239	1	https://doi.org/10.1088/17426596/1817/1/012009	https://doi.org/10.1088/17426596/1817/1/012009	X
cana-5113	239	2	[	[	X
cana-5113	239	3	12	12	NUM
cana-5113	239	4	]	]	X
cana-5113	239	5	h.	h.	PROPN
cana-5113	239	6	jindal	jindal	PROPN
cana-5113	239	7	,	,	PUNCT
cana-5113	239	8	s.	s.	PROPN
cana-5113	239	9	agrawal	agrawal	PROPN
cana-5113	239	10	,	,	PUNCT
cana-5113	239	11	r.	r.	PROPN
cana-5113	239	12	khera	khera	PROPN
cana-5113	239	13	,	,	PUNCT
cana-5113	239	14	r.	r.	PROPN
cana-5113	239	15	jain	jain	PROPN
cana-5113	239	16	,	,	PUNCT
cana-5113	239	17	and	and	CCONJ
cana-5113	239	18	p.	p.	NOUN
cana-5113	239	19	nagrath	nagrath	PROPN
cana-5113	239	20	,	,	PUNCT
cana-5113	239	21	"	"	PUNCT
cana-5113	239	22	heart	heart	NOUN
cana-5113	239	23	disease	disease	NOUN
cana-5113	239	24	prediction	prediction	NOUN
cana-5113	239	25	using	use	VERB
cana-5113	239	26	machine	machine	NOUN
cana-5113	239	27	learning	learning	NOUN
cana-5113	239	28	algorithms	algorithm	NOUN
cana-5113	239	29	,	,	PUNCT
cana-5113	239	30	"	"	PUNCT
cana-5113	239	31	in	in	ADP
cana-5113	239	32	proceedings	proceeding	NOUN
cana-5113	239	33	of	of	ADP
cana-5113	239	34	the	the	DET
cana-5113	239	35	iop	iop	PROPN
cana-5113	239	36	conference	conference	PROPN
cana-5113	239	37	series	series	NOUN
cana-5113	239	38	:	:	PUNCT
cana-5113	239	39	materials	material	NOUN
cana-5113	239	40	science	science	NOUN
cana-5113	239	41	and	and	CCONJ
cana-5113	239	42	engineering	engineering	NOUN
cana-5113	239	43	,	,	PUNCT
cana-5113	239	44	vol	vol	NOUN
cana-5113	239	45	.	.	NOUN
cana-5113	239	46	1022	1022	NUM
cana-5113	239	47	,	,	PUNCT
cana-5113	239	48	2021	2021	NUM
cana-5113	239	49	.	.	PUNCT
cana-5113	240	1	[	[	X
cana-5113	240	2	13	13	NUM
cana-5113	240	3	]	]	PUNCT
cana-5113	240	4	m.	m.	NOUN
cana-5113	240	5	pal	pal	NOUN
cana-5113	240	6	,	,	PUNCT
cana-5113	240	7	s.	s.	PROPN
cana-5113	240	8	parija	parija	PROPN
cana-5113	240	9	,	,	PUNCT
cana-5113	240	10	g.	g.	PROPN
cana-5113	240	11	panda	panda	NOUN
cana-5113	240	12	,	,	PUNCT
cana-5113	240	13	k.	k.	PROPN
cana-5113	240	14	dhama	dhama	PROPN
cana-5113	240	15	,	,	PUNCT
cana-5113	240	16	and	and	CCONJ
cana-5113	240	17	r.k	r.k	PROPN
cana-5113	240	18	.	.	PROPN
cana-5113	240	19	mohapatra	mohapatra	PROPN
cana-5113	240	20	,	,	PUNCT
cana-5113	240	21	"	"	PUNCT
cana-5113	240	22	risk	risk	NOUN
cana-5113	240	23	prediction	prediction	NOUN
cana-5113	240	24	of	of	ADP
cana-5113	240	25	cardiovascular	cardiovascular	ADJ
cana-5113	240	26	disease	disease	NOUN
cana-5113	240	27	using	use	VERB
cana-5113	240	28	machine	machine	NOUN
cana-5113	240	29	learning	learn	VERB
cana-5113	240	30	classifiers	classifier	NOUN
cana-5113	240	31	,	,	PUNCT
cana-5113	240	32	"	"	PUNCT
cana-5113	240	33	open	open	ADJ
cana-5113	240	34	medicine	medicine	NOUN
cana-5113	240	35	,	,	PUNCT
cana-5113	240	36	vol	vol	NOUN
cana-5113	240	37	.	.	PROPN
cana-5113	240	38	17	17	NUM
cana-5113	240	39	,	,	PUNCT
cana-5113	240	40	no	no	INTJ
cana-5113	240	41	.	.	NOUN
cana-5113	240	42	1	1	NUM
cana-5113	240	43	,	,	PUNCT
cana-5113	240	44	pp	pp	ADJ
cana-5113	240	45	.	.	PUNCT
cana-5113	240	46	1100–1113	1100–1113	NUM
cana-5113	240	47	,	,	PUNCT
cana-5113	240	48	jun	jun	PROPN
cana-5113	240	49	.	.	PROPN
cana-5113	240	50	2022	2022	NUM
cana-5113	240	51	.	.	PUNCT
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cana-5113	242	2	14	14	NUM
cana-5113	242	3	]	]	PUNCT
cana-5113	242	4	a.	a.	NOUN
cana-5113	242	5	garg	garg	PROPN
cana-5113	242	6	,	,	PUNCT
cana-5113	242	7	b.	b.	PROPN
cana-5113	242	8	sharma	sharma	PROPN
cana-5113	242	9	,	,	PUNCT
cana-5113	242	10	and	and	CCONJ
cana-5113	242	11	r.	r.	PROPN
cana-5113	242	12	khan	khan	PROPN
cana-5113	242	13	,	,	PUNCT
cana-5113	242	14	"	"	PUNCT
cana-5113	242	15	heart	heart	NOUN
cana-5113	242	16	disease	disease	NOUN
cana-5113	242	17	prediction	prediction	NOUN
cana-5113	242	18	using	use	VERB
cana-5113	242	19	machine	machine	NOUN
cana-5113	242	20	learning	learning	NOUN
cana-5113	242	21	techniques	technique	NOUN
cana-5113	242	22	,	,	PUNCT
cana-5113	242	23	"	"	PUNCT
cana-5113	242	24	in	in	ADP
cana-5113	242	25	proceedings	proceeding	NOUN
cana-5113	242	26	of	of	ADP
cana-5113	242	27	the	the	DET
cana-5113	242	28	iop	iop	PROPN
cana-5113	242	29	conference	conference	PROPN
cana-5113	242	30	series	series	NOUN
cana-5113	242	31	:	:	PUNCT
cana-5113	242	32	materials	material	NOUN
cana-5113	242	33	science	science	NOUN
cana-5113	242	34	and	and	CCONJ
cana-5113	242	35	engineering	engineering	NOUN
cana-5113	242	36	,	,	PUNCT
cana-5113	242	37	vol	vol	NOUN
cana-5113	242	38	.	.	NOUN
cana-5113	242	39	1022	1022	NUM
cana-5113	242	40	,	,	PUNCT
cana-5113	242	41	2021	2021	NUM
cana-5113	242	42	,	,	PUNCT
cana-5113	242	43	art	art	NOUN
cana-5113	242	44	.	.	PUNCT
cana-5113	243	1	no	no	INTJ
cana-5113	243	2	.	.	NOUN
cana-5113	243	3	012046	012046	NUM
cana-5113	243	4	.	.	PUNCT
cana-5113	244	1	https://doi.org/10.1088/1757-899x/1022/1/012046	https://doi.org/10.1088/1757-899x/1022/1/012046	PROPN
cana-5113	245	1	[	[	X
cana-5113	245	2	15	15	NUM
cana-5113	245	3	]	]	X
cana-5113	245	4	j.	j.	PROPN
cana-5113	245	5	maiga	maiga	PROPN
cana-5113	245	6	,	,	PUNCT
cana-5113	245	7	g.	g.	PROPN
cana-5113	245	8	g.	g.	PROPN
cana-5113	245	9	hungilo	hungilo	PROPN
cana-5113	245	10	,	,	PUNCT
cana-5113	245	11	and	and	CCONJ
cana-5113	245	12	pranowo	pranowo	NOUN
cana-5113	245	13	,	,	PUNCT
cana-5113	245	14	"	"	PUNCT
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cana-5113	245	16	of	of	ADP
cana-5113	245	17	machine	machine	NOUN
cana-5113	245	18	learning	learning	NOUN
cana-5113	245	19	models	model	NOUN
cana-5113	245	20	in	in	ADP
cana-5113	245	21	prediction	prediction	NOUN
cana-5113	245	22	of	of	ADP
cana-5113	245	23	cardiovascular	cardiovascular	ADJ
cana-5113	245	24	disease	disease	NOUN
cana-5113	245	25	using	use	VERB
cana-5113	245	26	health	health	NOUN
cana-5113	245	27	record	record	NOUN
cana-5113	245	28	data	datum	NOUN
cana-5113	245	29	,	,	PUNCT
cana-5113	245	30	"	"	PUNCT
cana-5113	245	31	in	in	ADP
cana-5113	245	32	proceedings	proceeding	NOUN
cana-5113	245	33	of	of	ADP
cana-5113	245	34	the	the	DET
cana-5113	245	35	international	international	ADJ
cana-5113	245	36	conference	conference	NOUN
cana-5113	245	37	on	on	ADP
cana-5113	245	38	information	information	NOUN
cana-5113	245	39	,	,	PUNCT
cana-5113	245	40	multimedia	multimedia	NOUN
cana-5113	245	41	,	,	PUNCT
cana-5113	245	42	cyber	cyber	NOUN
cana-5113	245	43	,	,	PUNCT
cana-5113	245	44	and	and	CCONJ
cana-5113	245	45	information	information	NOUN
cana-5113	245	46	systems	system	NOUN
cana-5113	245	47	(	(	PUNCT
cana-5113	245	48	icimcis	icimcis	ADJ
cana-5113	245	49	)	)	PUNCT
cana-5113	245	50	,	,	PUNCT
cana-5113	245	51	oct	oct	PROPN
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cana-5113	245	54	,	,	PUNCT
cana-5113	245	55	pp	pp	ADJ
cana-5113	245	56	.	.	PUNCT
cana-5113	246	1	45–48	45–48	NUM
cana-5113	246	2	.	.	PUNCT
cana-5113	247	1	[	[	X
cana-5113	247	2	16	16	NUM
cana-5113	247	3	]	]	PUNCT
cana-5113	247	4	s.	s.	PROPN
cana-5113	247	5	ouf	ouf	PROPN
cana-5113	247	6	and	and	CCONJ
cana-5113	247	7	a.	a.	PROPN
cana-5113	247	8	i.	i.	PROPN
cana-5113	247	9	b.	b.	PROPN
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cana-5113	247	11	,	,	PUNCT
cana-5113	247	12	"	"	PUNCT
cana-5113	247	13	a	a	DET
cana-5113	247	14	proposed	propose	VERB
cana-5113	247	15	paradigm	paradigm	NOUN
cana-5113	247	16	for	for	ADP
cana-5113	247	17	intelligent	intelligent	ADJ
cana-5113	247	18	heart	heart	NOUN
cana-5113	247	19	disease	disease	NOUN
cana-5113	247	20	prediction	prediction	NOUN
cana-5113	247	21	system	system	NOUN
cana-5113	247	22	using	use	VERB
cana-5113	247	23	data	datum	NOUN
cana-5113	247	24	mining	mining	NOUN
cana-5113	247	25	techniques	technique	NOUN
cana-5113	247	26	,	,	PUNCT
cana-5113	247	27	"	"	PUNCT
cana-5113	247	28	journal	journal	NOUN
cana-5113	247	29	of	of	ADP
cana-5113	247	30	southwest	southwest	PROPN
cana-5113	247	31	jiaotong	jiaotong	PROPN
cana-5113	247	32	university	university	PROPN
cana-5113	247	33	,	,	PUNCT
cana-5113	247	34	vol	vol	NOUN
cana-5113	247	35	.	.	PROPN
cana-5113	248	1	56	56	NUM
cana-5113	248	2	,	,	PUNCT
cana-5113	248	3	no	no	INTJ
cana-5113	248	4	.	.	NOUN
cana-5113	248	5	4	4	NUM
cana-5113	248	6	,	,	PUNCT
cana-5113	248	7	pp	pp	ADJ
cana-5113	248	8	.	.	PUNCT
cana-5113	249	1	220–240	220–240	NUM
cana-5113	249	2	,	,	PUNCT
cana-5113	249	3	aug	aug	PROPN
cana-5113	249	4	.	.	PROPN
cana-5113	249	5	2021	2021	NUM
cana-5113	249	6	.	.	PUNCT
cana-5113	250	1	https://doi.org/10.35741/issn.0258-2724.56.4.22	https://doi.org/10.35741/issn.0258-2724.56.4.22	PROPN
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cana-5113	251	2	17	17	NUM
cana-5113	251	3	]	]	PUNCT
cana-5113	251	4	p.	p.	PROPN
cana-5113	251	5	theerthagiri	theerthagiri	PROPN
cana-5113	251	6	and	and	CCONJ
cana-5113	251	7	j.	j.	PROPN
cana-5113	251	8	vidya	vidya	PROPN
cana-5113	251	9	,	,	PUNCT
cana-5113	251	10	"	"	PUNCT
cana-5113	251	11	cardiovascular	cardiovascular	ADJ
cana-5113	251	12	disease	disease	NOUN
cana-5113	251	13	prediction	prediction	NOUN
cana-5113	251	14	using	use	VERB
cana-5113	251	15	recursive	recursive	ADJ
cana-5113	251	16	feature	feature	NOUN
cana-5113	251	17	elimination	elimination	NOUN
cana-5113	251	18	and	and	CCONJ
cana-5113	251	19	gradient	gradient	NOUN
cana-5113	251	20	boosting	boost	VERB
cana-5113	251	21	classification	classification	NOUN
cana-5113	251	22	techniques	technique	NOUN
cana-5113	251	23	,	,	PUNCT
cana-5113	251	24	"	"	PUNCT
cana-5113	251	25	expert	expert	NOUN
cana-5113	251	26	systems	system	NOUN
cana-5113	251	27	,	,	PUNCT
cana-5113	251	28	vol	vol	NOUN
cana-5113	251	29	.	.	PROPN
cana-5113	251	30	39	39	NUM
cana-5113	251	31	,	,	PUNCT
cana-5113	251	32	no	no	INTJ
cana-5113	251	33	.	.	NOUN
cana-5113	251	34	9	9	NUM
cana-5113	251	35	,	,	PUNCT
cana-5113	251	36	nov	nov	PROPN
cana-5113	251	37	.	.	PROPN
cana-5113	251	38	2022	2022	NUM
cana-5113	251	39	,	,	PUNCT
cana-5113	251	40	art	art	NOUN
cana-5113	251	41	.	.	PUNCT
cana-5113	252	1	no	no	INTJ
cana-5113	252	2	.	.	PUNCT
cana-5113	253	1	e13064	e13064	NOUN
cana-5113	253	2	.	.	PUNCT
cana-5113	254	1	https://doi.org/10.1111/exsy.13064	https://doi.org/10.1111/exsy.13064	NOUN
cana-5113	255	1	[	[	X
cana-5113	255	2	18	18	NUM
cana-5113	255	3	]	]	PUNCT
cana-5113	255	4	t.	t.	PROPN
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cana-5113	255	7	a.	a.	PROPN
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cana-5113	255	10	m.	m.	NOUN
cana-5113	255	11	begum	begum	PROPN
cana-5113	255	12	,	,	PUNCT
cana-5113	255	13	e.	e.	PROPN
cana-5113	255	14	chakma	chakma	PROPN
cana-5113	255	15	,	,	PUNCT
cana-5113	255	16	s.	s.	PROPN
cana-5113	255	17	das	das	PROPN
cana-5113	255	18	,	,	PUNCT
cana-5113	255	19	and	and	CCONJ
cana-5113	255	20	n.	n.	NOUN
cana-5113	255	21	sharmen	sharman	NOUN
cana-5113	255	22	,	,	PUNCT
cana-5113	255	23	"	"	PUNCT
cana-5113	255	24	an	an	DET
cana-5113	255	25	improved	improved	ADJ
cana-5113	255	26	framework	framework	NOUN
cana-5113	255	27	for	for	ADP
cana-5113	255	28	reliable	reliable	ADJ
cana-5113	255	29	cardiovascular	cardiovascular	ADJ
cana-5113	255	30	disease	disease	NOUN
cana-5113	255	31	prediction	prediction	NOUN
cana-5113	255	32	using	use	VERB
cana-5113	255	33	hybrid	hybrid	ADJ
cana-5113	255	34	ensemble	ensemble	ADJ
cana-5113	255	35	learning	learning	NOUN
cana-5113	255	36	,	,	PUNCT
cana-5113	255	37	"	"	PUNCT
cana-5113	255	38	in	in	ADP
cana-5113	255	39	proceedings	proceeding	NOUN
cana-5113	255	40	of	of	ADP
cana-5113	255	41	the	the	DET
cana-5113	255	42	international	international	ADJ
cana-5113	255	43	conference	conference	NOUN
cana-5113	255	44	on	on	ADP
cana-5113	255	45	electrical	electrical	ADJ
cana-5113	255	46	,	,	PUNCT
cana-5113	255	47	computer	computer	NOUN
cana-5113	255	48	,	,	PUNCT
cana-5113	255	49	and	and	CCONJ
cana-5113	255	50	communication	communication	NOUN
cana-5113	255	51	engineering	engineering	NOUN
cana-5113	255	52	(	(	PUNCT
cana-5113	255	53	ecce	ecce	PROPN
cana-5113	255	54	)	)	PUNCT
cana-5113	255	55	,	,	PUNCT
cana-5113	255	56	feb	feb	PROPN
cana-5113	255	57	.	.	PROPN
cana-5113	255	58	2023	2023	NUM
cana-5113	255	59	,	,	PUNCT
cana-5113	255	60	pp	pp	ADV
cana-5113	255	61	.	.	PUNCT
cana-5113	256	1	1–6	1–6	X
cana-5113	256	2	.	.	PUNCT
cana-5113	257	1	[	[	X
cana-5113	257	2	19	19	NUM
cana-5113	257	3	]	]	X
cana-5113	257	4	n.	n.	PROPN
cana-5113	257	5	khateeb	khateeb	PROPN
cana-5113	257	6	and	and	CCONJ
cana-5113	257	7	m.	m.	PROPN
cana-5113	257	8	usman	usman	PROPN
cana-5113	257	9	,	,	PUNCT
cana-5113	257	10	"	"	PUNCT
cana-5113	257	11	efficient	efficient	ADJ
cana-5113	257	12	heart	heart	NOUN
cana-5113	257	13	disease	disease	NOUN
cana-5113	257	14	prediction	prediction	NOUN
cana-5113	257	15	system	system	NOUN
cana-5113	257	16	using	use	VERB
cana-5113	257	17	k	k	NOUN
cana-5113	257	18	-	-	PUNCT
cana-5113	257	19	nearest	near	ADJ
cana-5113	257	20	neighbor	neighbor	NOUN
cana-5113	257	21	classification	classification	NOUN
cana-5113	257	22	technique	technique	NOUN
cana-5113	257	23	,	,	PUNCT
cana-5113	257	24	"	"	PUNCT
cana-5113	257	25	in	in	ADP
cana-5113	257	26	proceedings	proceeding	NOUN
cana-5113	257	27	of	of	ADP
cana-5113	257	28	the	the	DET
cana-5113	257	29	international	international	ADJ
cana-5113	257	30	conference	conference	NOUN
cana-5113	257	31	on	on	ADP
cana-5113	257	32	big	big	ADJ
cana-5113	257	33	data	datum	NOUN
cana-5113	257	34	and	and	CCONJ
cana-5113	257	35	internet	internet	NOUN
cana-5113	257	36	of	of	ADP
cana-5113	257	37	thing	thing	NOUN
cana-5113	257	38	(	(	PUNCT
cana-5113	257	39	bdiot	bdiot	NOUN
cana-5113	257	40	)	)	PUNCT
cana-5113	257	41	,	,	PUNCT
cana-5113	257	42	new	new	PROPN
cana-5113	257	43	york	york	PROPN
cana-5113	257	44	,	,	PUNCT
cana-5113	257	45	ny	ny	PROPN
cana-5113	257	46	,	,	PUNCT
cana-5113	257	47	usa	usa	PROPN
cana-5113	257	48	:	:	PUNCT
cana-5113	257	49	acm	acm	PROPN
cana-5113	257	50	,	,	PUNCT
cana-5113	257	51	2017	2017	NUM
cana-5113	257	52	,	,	PUNCT
cana-5113	257	53	pp	pp	ADJ
cana-5113	257	54	.	.	PUNCT
cana-5113	257	55	21–26	21–26	NUM
cana-5113	257	56	.	.	PUNCT
cana-5113	257	57	https://doi.org/10.1145/3152424.3152461	https://doi.org/10.1145/3152424.3152461	PART
cana-5113	258	1	[	[	X
cana-5113	258	2	20	20	NUM
cana-5113	258	3	]	]	PUNCT
cana-5113	258	4	c.	c.	PROPN
cana-5113	258	5	beulah	beulah	PROPN
cana-5113	258	6	christalin	christalin	PROPN
cana-5113	258	7	latha	latha	PROPN
cana-5113	258	8	and	and	CCONJ
cana-5113	258	9	s.	s.	PROPN
cana-5113	258	10	carolin	carolin	PROPN
cana-5113	258	11	jeeva	jeeva	PROPN
cana-5113	258	12	,	,	PUNCT
cana-5113	258	13	"	"	PUNCT
cana-5113	258	14	improving	improve	VERB
cana-5113	258	15	the	the	DET
cana-5113	258	16	accuracy	accuracy	NOUN
cana-5113	258	17	of	of	ADP
cana-5113	258	18	prediction	prediction	NOUN
cana-5113	258	19	of	of	ADP
cana-5113	258	20	heart	heart	NOUN
cana-5113	258	21	disease	disease	NOUN
cana-5113	258	22	risk	risk	NOUN
cana-5113	258	23	based	base	VERB
cana-5113	258	24	on	on	ADP
cana-5113	258	25	ensemble	ensemble	ADJ
cana-5113	258	26	classification	classification	NOUN
cana-5113	258	27	techniques	technique	NOUN
cana-5113	258	28	,	,	PUNCT
cana-5113	258	29	"	"	PUNCT
cana-5113	258	30	informatics	informatic	NOUN
cana-5113	258	31	in	in	ADP
cana-5113	258	32	medicine	medicine	NOUN
cana-5113	258	33	unlocked	unlock	VERB
cana-5113	258	34	,	,	PUNCT
cana-5113	258	35	vol	vol	NOUN
cana-5113	258	36	.	.	PROPN
cana-5113	259	1	16	16	NUM
cana-5113	259	2	,	,	PUNCT
cana-5113	259	3	p.	p.	NOUN
cana-5113	259	4	100203	100203	NUM
cana-5113	259	5	,	,	PUNCT
cana-5113	259	6	2019	2019	NUM
cana-5113	259	7	.	.	PUNCT
cana-5113	260	1	https://doi.org/10.1016/j.imu.2019.100203	https://doi.org/10.1016/j.imu.2019.100203	VERB
cana-5113	260	2	[	[	X
cana-5113	260	3	21	21	NUM
cana-5113	260	4	]	]	PUNCT
cana-5113	260	5	k.	k.	PROPN
cana-5113	260	6	shah	shah	PROPN
cana-5113	260	7	,	,	PUNCT
cana-5113	260	8	k.	k.	PROPN
cana-5113	260	9	sharma	sharma	PROPN
cana-5113	260	10	,	,	PUNCT
cana-5113	260	11	and	and	CCONJ
cana-5113	260	12	d.	d.	PROPN
cana-5113	260	13	saxena	saxena	PROPN
cana-5113	260	14	,	,	PUNCT
cana-5113	260	15	"	"	PUNCT
cana-5113	260	16	editorial	editorial	NOUN
cana-5113	260	17	:	:	PUNCT
cana-5113	260	18	health	health	NOUN
cana-5113	260	19	technology	technology	NOUN
cana-5113	260	20	assessment	assessment	NOUN
cana-5113	260	21	in	in	ADP
cana-5113	260	22	cardiovascular	cardiovascular	ADJ
cana-5113	260	23	diseases	disease	NOUN
cana-5113	260	24	,	,	PUNCT
cana-5113	260	25	"	"	PUNCT
cana-5113	260	26	frontiers	frontier	NOUN
cana-5113	260	27	in	in	ADP
cana-5113	260	28	cardiovascular	cardiovascular	ADJ
cana-5113	260	29	medicine	medicine	NOUN
cana-5113	260	30	,	,	PUNCT
cana-5113	260	31	vol	vol	NOUN
cana-5113	260	32	.	.	PROPN
cana-5113	260	33	10	10	NUM
cana-5113	260	34	,	,	PUNCT
cana-5113	260	35	jan	jan	PROPN
cana-5113	260	36	.	.	PROPN
cana-5113	260	37	2023	2023	NUM
cana-5113	260	38	,	,	PUNCT
cana-5113	260	39	art	art	NOUN
cana-5113	260	40	.	.	PUNCT
cana-5113	261	1	no	no	INTJ
cana-5113	261	2	.	.	NOUN
cana-5113	262	1	1108503	1108503	NUM
cana-5113	262	2	.	.	PUNCT
cana-5113	263	1	https://doi.org/10.3389/fcvm.2023.1108503	https://doi.org/10.3389/fcvm.2023.1108503	ADJ
cana-5113	263	2	communications	communication	NOUN
cana-5113	263	3	on	on	ADP
cana-5113	263	4	applied	apply	VERB
cana-5113	263	5	nonlinear	nonlinear	ADJ
cana-5113	263	6	analysis	analysis	NOUN
cana-5113	263	7	issn	issn	NOUN
cana-5113	263	8	:	:	PUNCT
cana-5113	263	9	1074	1074	NUM
cana-5113	263	10	-	-	PUNCT
cana-5113	263	11	133x	133x	NUM
cana-5113	263	12	vol	vol	NOUN
cana-5113	263	13	32	32	NUM
cana-5113	263	14	no	no	NOUN
cana-5113	263	15	.	.	PUNCT
cana-5113	264	1	icmasd	icmasd	NOUN
cana-5113	264	2	(	(	PUNCT
cana-5113	264	3	2025	2025	NUM
cana-5113	264	4	)	)	PUNCT
cana-5113	264	5	876	876	NUM
cana-5113	264	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	265	1	[	[	X
cana-5113	265	2	22	22	NUM
cana-5113	265	3	]	]	PUNCT
cana-5113	265	4	a.	a.	NOUN
cana-5113	265	5	amin	amin	PROPN
cana-5113	265	6	et	et	PROPN
cana-5113	265	7	al	al	PROPN
cana-5113	265	8	.	.	PROPN
cana-5113	265	9	,	,	PUNCT
cana-5113	265	10	"	"	PUNCT
cana-5113	265	11	enhancing	enhance	VERB
cana-5113	265	12	prognosis	prognosis	NOUN
cana-5113	265	13	accuracy	accuracy	NOUN
cana-5113	265	14	for	for	ADP
cana-5113	265	15	ischemic	ischemic	ADJ
cana-5113	265	16	cardiovascular	cardiovascular	ADJ
cana-5113	265	17	disease	disease	NOUN
cana-5113	265	18	using	use	VERB
cana-5113	265	19	k	k	PROPN
cana-5113	265	20	nearest	near	ADJ
cana-5113	265	21	neighbor	neighbor	NOUN
cana-5113	265	22	algorithm	algorithm	NOUN
cana-5113	265	23	:	:	PUNCT
cana-5113	265	24	a	a	DET
cana-5113	265	25	robust	robust	ADJ
cana-5113	265	26	approach	approach	NOUN
cana-5113	265	27	,	,	PUNCT
cana-5113	265	28	"	"	PUNCT
cana-5113	265	29	ieee	ieee	NOUN
cana-5113	265	30	access	access	NOUN
cana-5113	265	31	,	,	PUNCT
cana-5113	265	32	vol	vol	NOUN
cana-5113	265	33	.	.	PROPN
cana-5113	265	34	11	11	NUM
cana-5113	265	35	,	,	PUNCT
cana-5113	265	36	pp	pp	ADJ
cana-5113	265	37	.	.	PUNCT
cana-5113	266	1	97879	97879	NUM
cana-5113	266	2	-	-	SYM
cana-5113	266	3	97895	97895	NUM
cana-5113	266	4	,	,	PUNCT
cana-5113	266	5	2023	2023	NUM
cana-5113	266	6	.	.	PUNCT
cana-5113	267	1	https://doi.org/10.1109/access.2023.3312046	https://doi.org/10.1109/access.2023.3312046	PROPN
cana-5113	267	2	[	[	X
cana-5113	267	3	23	23	NUM
cana-5113	267	4	]	]	PUNCT
cana-5113	267	5	a.	a.	NOUN
cana-5113	267	6	janosi	janosi	PROPN
cana-5113	267	7	,	,	PUNCT
cana-5113	267	8	w.	w.	PROPN
cana-5113	267	9	steinbrunn	steinbrunn	PROPN
cana-5113	267	10	,	,	PUNCT
cana-5113	267	11	m.	m.	NOUN
cana-5113	267	12	pfisterer	pfisterer	PROPN
cana-5113	267	13	,	,	PUNCT
cana-5113	267	14	and	and	CCONJ
cana-5113	267	15	r.	r.	PROPN
cana-5113	267	16	detrano	detrano	PROPN
cana-5113	267	17	,	,	PUNCT
cana-5113	267	18	"	"	PUNCT
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cana-5113	267	21	learning	learn	VERB
cana-5113	267	22	repository	repository	ADJ
cana-5113	267	23	-	-	PUNCT
cana-5113	267	24	heart	heart	NOUN
cana-5113	267	25	disease	disease	NOUN
cana-5113	267	26	data	datum	NOUN
cana-5113	267	27	set	set	VERB
cana-5113	267	28	,	,	PUNCT
cana-5113	267	29	"	"	PUNCT
cana-5113	267	30	school	school	NOUN
cana-5113	267	31	of	of	ADP
cana-5113	267	32	information	information	NOUN
cana-5113	267	33	and	and	CCONJ
cana-5113	267	34	computer	computer	NOUN
cana-5113	267	35	science	science	NOUN
cana-5113	267	36	,	,	PUNCT
cana-5113	267	37	university	university	PROPN
cana-5113	267	38	of	of	ADP
cana-5113	267	39	california	california	PROPN
cana-5113	267	40	,	,	PUNCT
cana-5113	267	41	irvine	irvine	PROPN
cana-5113	267	42	,	,	PUNCT
cana-5113	267	43	ca	ca	PROPN
cana-5113	267	44	,	,	PUNCT
cana-5113	267	45	usa	usa	PROPN
cana-5113	267	46	,	,	PUNCT
cana-5113	267	47	1988	1988	NUM
cana-5113	267	48	.	.	PUNCT
cana-5113	268	1	https://doi.org/10.24432/c52p4x	https://doi.org/10.24432/c52p4x	PROPN
cana-5113	269	1	[	[	X
cana-5113	269	2	24	24	NUM
cana-5113	269	3	]	]	X
cana-5113	269	4	s.	s.	PROPN
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cana-5113	269	6	,	,	PUNCT
cana-5113	269	7	"	"	PUNCT
cana-5113	269	8	cardiovascular	cardiovascular	ADJ
cana-5113	269	9	disease	disease	NOUN
cana-5113	269	10	dataset	dataset	VERB
cana-5113	269	11	kaggle	kaggle	PROPN
cana-5113	269	12	,	,	PUNCT
cana-5113	269	13	"	"	PUNCT
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cana-5113	269	15	.	.	PUNCT
cana-5113	270	1	[	[	X
cana-5113	270	2	online	online	X
cana-5113	270	3	]	]	X
cana-5113	270	4	.	.	PUNCT
cana-5113	271	1	available	available	ADJ
cana-5113	271	2	:	:	PUNCT
cana-5113	272	1	https://www.kaggle.com/datasets/sulianova/cardiovasculardisease-dataset	https://www.kaggle.com/datasets/sulianova/cardiovasculardisease-dataset	VERB
cana-5113	272	2	[	[	X
cana-5113	272	3	25	25	NUM
cana-5113	272	4	]	]	PUNCT
cana-5113	272	5	"	"	PUNCT
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cana-5113	272	7	.	.	PUNCT
cana-5113	273	1	labelencoderscikitlearn1.2.2documentation	labelencoderscikitlearn1.2.2documentation	NOUN
cana-5113	273	2	,	,	PUNCT
cana-5113	273	3	"	"	PUNCT
cana-5113	273	4	scikit	scikit	NOUN
cana-5113	273	5	-	-	PUNCT
cana-5113	273	6	learn	learn	NOUN
cana-5113	273	7	,	,	PUNCT
cana-5113	273	8	2007	2007	NUM
cana-5113	273	9	.	.	PUNCT
cana-5113	274	1	[	[	X
cana-5113	274	2	online].available	online].available	ADJ
cana-5113	274	3	:	:	PUNCT
cana-5113	274	4	https://scikitlearn.org	https://scikitlearn.org	ADJ
cana-5113	274	5	/	/	SYM
cana-5113	274	6	stable	stable	ADJ
cana-5113	274	7	/	/	SYM
cana-5113	274	8	modules	module	NOUN
cana-5113	274	9	/	/	SYM
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cana-5113	274	11	/	/	SYM
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cana-5113	274	14	[	[	X
cana-5113	274	15	26	26	NUM
cana-5113	274	16	]	]	PUNCT
cana-5113	274	17	world	world	PROPN
cana-5113	274	18	health	health	NOUN
cana-5113	274	19	organization	organization	NOUN
cana-5113	274	20	,	,	PUNCT
cana-5113	274	21	"	"	PUNCT
cana-5113	274	22	cardiovascular	cardiovascular	ADJ
cana-5113	274	23	diseases	disease	NOUN
cana-5113	274	24	,	,	PUNCT
cana-5113	274	25	"	"	PUNCT
cana-5113	274	26	modified	modify	VERB
cana-5113	274	27	2015	2015	NUM
cana-5113	274	28	.	.	PUNCT
cana-5113	275	1	[	[	X
cana-5113	275	2	online	online	X
cana-5113	275	3	]	]	X
cana-5113	275	4	.	.	PUNCT
cana-5113	276	1	available	available	ADJ
cana-5113	276	2	:	:	PUNCT
cana-5113	277	1	http://www.who.int/classifications/icd	http://www.who.int/classifications/icd	X
cana-5113	278	1	[	[	X
cana-5113	278	2	27	27	NUM
cana-5113	278	3	]	]	PUNCT
cana-5113	278	4	a.	a.	PROPN
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cana-5113	278	6	and	and	CCONJ
cana-5113	278	7	a.	a.	PROPN
cana-5113	278	8	k.	k.	PROPN
cana-5113	278	9	singh	singh	PROPN
cana-5113	278	10	,	,	PUNCT
cana-5113	278	11	"	"	PUNCT
cana-5113	278	12	heart	heart	NOUN
cana-5113	278	13	disease	disease	NOUN
cana-5113	278	14	prediction	prediction	NOUN
cana-5113	278	15	using	use	VERB
cana-5113	278	16	machine	machine	NOUN
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cana-5113	278	18	,	,	PUNCT
cana-5113	278	19	"	"	PUNCT
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cana-5113	278	24	2nd	2nd	ADJ
cana-5113	278	25	international	international	ADJ
cana-5113	278	26	conference	conference	NOUN
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cana-5113	278	35	in	in	ADP
cana-5113	278	36	engineering	engineering	NOUN
cana-5113	278	37	(	(	PUNCT
cana-5113	278	38	icacite	icacite	ADJ
cana-5113	278	39	)	)	PUNCT
cana-5113	278	40	,	,	PUNCT
cana-5113	278	41	apr	apr	PROPN
cana-5113	278	42	.	.	PROPN
cana-5113	278	43	2022	2022	NUM
cana-5113	278	44	,	,	PUNCT
cana-5113	278	45	pp	pp	ADJ
cana-5113	278	46	.	.	PUNCT
cana-5113	278	47	2633–2635	2633–2635	NUM
cana-5113	278	48	.	.	PUNCT
cana-5113	279	1	[	[	X
cana-5113	279	2	28	28	NUM
cana-5113	279	3	]	]	X
cana-5113	279	4	d.	d.	PROPN
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cana-5113	279	7	,	,	PUNCT
cana-5113	279	8	k.	k.	PROPN
cana-5113	279	9	dietz	dietz	PROPN
cana-5113	279	10	,	,	PUNCT
cana-5113	279	11	m.	m.	PROPN
cana-5113	279	12	gail	gail	PROPN
cana-5113	279	13	,	,	PUNCT
cana-5113	279	14	m.	m.	PROPN
cana-5113	279	15	klein	klein	PROPN
cana-5113	279	16	,	,	PUNCT
cana-5113	279	17	and	and	CCONJ
cana-5113	279	18	m.	m.	PROPN
cana-5113	279	19	klein	klein	PROPN
cana-5113	279	20	,	,	PUNCT
cana-5113	279	21	logistic	logistic	ADJ
cana-5113	279	22	regression	regression	NOUN
cana-5113	279	23	,	,	PUNCT
cana-5113	279	24	cham	cham	PROPN
cana-5113	279	25	,	,	PUNCT
cana-5113	279	26	switzerland	switzerland	PROPN
cana-5113	279	27	:	:	PUNCT
cana-5113	279	28	springer	springer	NOUN
cana-5113	279	29	,	,	PUNCT
cana-5113	279	30	2002	2002	NUM
cana-5113	279	31	.	.	PUNCT
cana-5113	280	1	[	[	X
cana-5113	280	2	29	29	NUM
cana-5113	280	3	]	]	X
cana-5113	280	4	c.	c.	PROPN
cana-5113	280	5	boukhatem	boukhatem	PROPN
cana-5113	280	6	,	,	PUNCT
cana-5113	280	7	h.	h.	PROPN
cana-5113	280	8	y.	y.	PROPN
cana-5113	280	9	youssef	youssef	PROPN
cana-5113	280	10	,	,	PUNCT
cana-5113	280	11	and	and	CCONJ
cana-5113	280	12	a.	a.	PROPN
cana-5113	280	13	b.	b.	PROPN
cana-5113	280	14	nassif	nassif	PROPN
cana-5113	280	15	,	,	PUNCT
cana-5113	280	16	"	"	PUNCT
cana-5113	280	17	heart	heart	NOUN
cana-5113	280	18	disease	disease	NOUN
cana-5113	280	19	prediction	prediction	NOUN
cana-5113	280	20	using	use	VERB
cana-5113	280	21	machine	machine	NOUN
cana-5113	280	22	learning	learning	NOUN
cana-5113	280	23	,	,	PUNCT
cana-5113	280	24	"	"	PUNCT
cana-5113	280	25	in	in	ADP
cana-5113	280	26	proceedings	proceeding	NOUN
cana-5113	280	27	of	of	ADP
cana-5113	280	28	the	the	DET
cana-5113	280	29	2022	2022	NUM
cana-5113	280	30	advances	advance	NOUN
cana-5113	280	31	in	in	ADP
cana-5113	280	32	science	science	NOUN
cana-5113	280	33	and	and	CCONJ
cana-5113	280	34	engineering	engineering	NOUN
cana-5113	280	35	technology	technology	NOUN
cana-5113	280	36	international	international	ADJ
cana-5113	280	37	conferences	conference	NOUN
cana-5113	280	38	(	(	PUNCT
cana-5113	280	39	aset	aset	NOUN
cana-5113	280	40	)	)	PUNCT
cana-5113	280	41	,	,	PUNCT
cana-5113	280	42	dubai	dubai	PROPN
cana-5113	280	43	,	,	PUNCT
cana-5113	280	44	united	united	PROPN
cana-5113	280	45	arab	arab	PROPN
cana-5113	280	46	emirates	emirates	PROPN
cana-5113	280	47	,	,	PUNCT
cana-5113	280	48	pp	pp	ADP
cana-5113	280	49	.	.	PUNCT
cana-5113	281	1	1	1	NUM
cana-5113	281	2	-	-	SYM
cana-5113	281	3	6	6	NUM
cana-5113	281	4	.	.	PUNCT
cana-5113	282	1	[	[	X
cana-5113	282	2	30	30	NUM
cana-5113	282	3	]	]	PUNCT
cana-5113	282	4	a.	a.	NOUN
cana-5113	282	5	j.	j.	PROPN
cana-5113	282	6	myles	myles	PROPN
cana-5113	282	7	,	,	PUNCT
cana-5113	282	8	r.	r.	PROPN
cana-5113	282	9	n.	n.	PROPN
cana-5113	282	10	feudale	feudale	PROPN
cana-5113	282	11	,	,	PUNCT
cana-5113	282	12	y.	y.	PROPN
cana-5113	282	13	liu	liu	PROPN
cana-5113	282	14	,	,	PUNCT
cana-5113	282	15	n.	n.	PROPN
cana-5113	282	16	a.	a.	PROPN
cana-5113	282	17	woody	woody	PROPN
cana-5113	282	18	,	,	PUNCT
cana-5113	282	19	and	and	CCONJ
cana-5113	282	20	s.	s.	PROPN
cana-5113	282	21	d.	d.	PROPN
cana-5113	282	22	brown	brown	PROPN
cana-5113	282	23	,	,	PUNCT
cana-5113	282	24	"	"	PUNCT
cana-5113	282	25	an	an	DET
cana-5113	282	26	introduction	introduction	NOUN
cana-5113	282	27	to	to	PART
cana-5113	282	28	decision	decision	VERB
cana-5113	282	29	tree	tree	NOUN
cana-5113	282	30	modeling	modeling	NOUN
cana-5113	282	31	,	,	PUNCT
cana-5113	282	32	"	"	PUNCT
cana-5113	282	33	journal	journal	NOUN
cana-5113	282	34	of	of	ADP
cana-5113	282	35	chemometrics	chemometric	NOUN
cana-5113	282	36	,	,	PUNCT
cana-5113	282	37	vol	vol	NOUN
cana-5113	282	38	.	.	PROPN
cana-5113	282	39	18	18	NUM
cana-5113	282	40	,	,	PUNCT
cana-5113	282	41	no	no	INTJ
cana-5113	282	42	.	.	NOUN
cana-5113	282	43	6	6	NUM
cana-5113	282	44	,	,	PUNCT
cana-5113	282	45	pp	pp	ADJ
cana-5113	282	46	.	.	PUNCT
cana-5113	283	1	275–285	275–285	NUM
cana-5113	283	2	,	,	PUNCT
cana-5113	283	3	jun	jun	PROPN
cana-5113	283	4	.	.	PROPN
cana-5113	283	5	2004	2004	NUM
cana-5113	283	6	.	.	PUNCT
cana-5113	284	1	https://doi.org/10.1002/cem.862	https://doi.org/10.1002/cem.862	PROPN
cana-5113	285	1	[	[	X
cana-5113	285	2	31	31	NUM
cana-5113	285	3	]	]	PUNCT
cana-5113	285	4	l.	l.	PROPN
cana-5113	285	5	breiman	breiman	PROPN
cana-5113	285	6	,	,	PUNCT
cana-5113	285	7	"	"	PUNCT
cana-5113	285	8	random	random	ADJ
cana-5113	285	9	forests	forest	NOUN
cana-5113	285	10	,	,	PUNCT
cana-5113	285	11	"	"	PUNCT
cana-5113	285	12	machine	machine	NOUN
cana-5113	285	13	learning	learning	NOUN
cana-5113	285	14	,	,	PUNCT
cana-5113	285	15	vol	vol	NOUN
cana-5113	285	16	.	.	PROPN
cana-5113	285	17	45	45	NUM
cana-5113	285	18	,	,	PUNCT
cana-5113	285	19	pp	pp	ADJ
cana-5113	285	20	.	.	PUNCT
cana-5113	286	1	5–32	5–32	NOUN
cana-5113	286	2	,	,	PUNCT
cana-5113	286	3	oct	oct	PROPN
cana-5113	286	4	.	.	PROPN
cana-5113	286	5	2001	2001	NUM
cana-5113	286	6	.	.	PUNCT
cana-5113	287	1	https://doi.org/10.1023/a:1010933404324	https://doi.org/10.1023/a:1010933404324	ADJ
cana-5113	287	2	[	[	X
cana-5113	287	3	32	32	NUM
cana-5113	287	4	]	]	PUNCT
cana-5113	287	5	w.	w.	PROPN
cana-5113	287	6	s.	s.	PROPN
cana-5113	287	7	noble	noble	PROPN
cana-5113	287	8	,	,	PUNCT
cana-5113	287	9	"	"	PUNCT
cana-5113	287	10	what	what	PRON
cana-5113	287	11	is	be	AUX
cana-5113	287	12	a	a	DET
cana-5113	287	13	support	support	NOUN
cana-5113	287	14	vector	vector	NOUN
cana-5113	287	15	machine	machine	NOUN
cana-5113	287	16	?	?	PUNCT
cana-5113	287	17	"	"	PUNCT
cana-5113	287	18	nature	nature	NOUN
cana-5113	287	19	biotechnology	biotechnology	NOUN
cana-5113	287	20	,	,	PUNCT
cana-5113	287	21	vol	vol	NOUN
cana-5113	287	22	.	.	PROPN
cana-5113	288	1	24	24	NUM
cana-5113	288	2	,	,	PUNCT
cana-5113	288	3	no	no	INTJ
cana-5113	288	4	.	.	NOUN
cana-5113	288	5	12	12	NUM
cana-5113	288	6	,	,	PUNCT
cana-5113	288	7	pp	pp	ADJ
cana-5113	288	8	.	.	PUNCT
cana-5113	289	1	1565–1567	1565–1567	NUM
cana-5113	289	2	,	,	PUNCT
cana-5113	289	3	2006	2006	NUM
cana-5113	289	4	.	.	PUNCT
cana-5113	290	1	https://doi.org/10.1038/nbt1206-1565	https://doi.org/10.1038/nbt1206-1565	ADV
cana-5113	290	2	[	[	X
cana-5113	290	3	33	33	NUM
cana-5113	290	4	]	]	PUNCT
cana-5113	290	5	s.	s.	PROPN
cana-5113	290	6	mohan	mohan	PROPN
cana-5113	290	7	,	,	PUNCT
cana-5113	290	8	c.	c.	PROPN
cana-5113	290	9	thirumalai	thirumalai	PROPN
cana-5113	290	10	,	,	PUNCT
cana-5113	290	11	and	and	CCONJ
cana-5113	290	12	g.	g.	PROPN
cana-5113	290	13	srivastava	srivastava	PROPN
cana-5113	290	14	,	,	PUNCT
cana-5113	290	15	"	"	PUNCT
cana-5113	290	16	effective	effective	ADJ
cana-5113	290	17	heart	heart	NOUN
cana-5113	290	18	disease	disease	NOUN
cana-5113	290	19	prediction	prediction	NOUN
cana-5113	290	20	using	use	VERB
cana-5113	290	21	hybrid	hybrid	ADJ
cana-5113	290	22	machine	machine	NOUN
cana-5113	290	23	learning	learn	VERB
cana-5113	290	24	techniques	technique	NOUN
cana-5113	290	25	,	,	PUNCT
cana-5113	290	26	"	"	PUNCT
cana-5113	290	27	ieee	ieee	NOUN
cana-5113	290	28	access	access	NOUN
cana-5113	290	29	,	,	PUNCT
cana-5113	290	30	vol	vol	NOUN
cana-5113	290	31	.	.	PROPN
cana-5113	290	32	7	7	NUM
cana-5113	290	33	,	,	PUNCT
cana-5113	290	34	pp	pp	ADJ
cana-5113	290	35	.	.	PUNCT
cana-5113	290	36	81542	81542	NUM
cana-5113	290	37	-	-	SYM
cana-5113	290	38	81554	81554	NUM
cana-5113	290	39	,	,	PUNCT
cana-5113	290	40	2019	2019	NUM
cana-5113	290	41	.	.	PUNCT
cana-5113	291	1	https://doi.org/10.1109/access.2019.2924677	https://doi.org/10.1109/access.2019.2924677	PROPN
cana-5113	291	2	[	[	X
cana-5113	291	3	34	34	NUM
cana-5113	291	4	]	]	X
cana-5113	291	5	peterson	peterson	NOUN
cana-5113	291	6	,	,	PUNCT
cana-5113	291	7	"	"	PUNCT
cana-5113	291	8	k	k	X
cana-5113	291	9	-	-	PUNCT
cana-5113	291	10	nearest	near	ADJ
cana-5113	291	11	neighbor	neighbor	NOUN
cana-5113	291	12	,	,	PUNCT
cana-5113	291	13	"	"	PUNCT
cana-5113	291	14	scholarpedia	scholarpedia	NOUN
cana-5113	291	15	,	,	PUNCT
cana-5113	291	16	vol	vol	NOUN
cana-5113	291	17	.	.	PROPN
cana-5113	291	18	4	4	NUM
cana-5113	291	19	,	,	PUNCT
cana-5113	291	20	no	no	INTJ
cana-5113	291	21	.	.	NOUN
cana-5113	291	22	2	2	NUM
cana-5113	291	23	,	,	PUNCT
cana-5113	291	24	p.	p.	NOUN
cana-5113	291	25	1883	1883	NUM
cana-5113	291	26	,	,	PUNCT
cana-5113	291	27	2009	2009	NUM
cana-5113	291	28	.	.	PUNCT
cana-5113	292	1	https://doi.org/10.4249/scholarpedia.1883	https://doi.org/10.4249/scholarpedia.1883	NOUN
cana-5113	293	1	[	[	X
cana-5113	293	2	35	35	NUM
cana-5113	293	3	]	]	PUNCT
cana-5113	293	4	j.	j.	PROPN
cana-5113	293	5	tan	tan	PROPN
cana-5113	293	6	,	,	PUNCT
cana-5113	293	7	j.	j.	PROPN
cana-5113	293	8	yang	yang	PROPN
cana-5113	293	9	,	,	PUNCT
cana-5113	293	10	s.	s.	PROPN
cana-5113	293	11	wu	wu	PROPN
cana-5113	293	12	,	,	PUNCT
cana-5113	293	13	g.	g.	PROPN
cana-5113	293	14	chen	chen	PROPN
cana-5113	293	15	,	,	PUNCT
cana-5113	293	16	and	and	CCONJ
cana-5113	293	17	j.	j.	PROPN
cana-5113	293	18	zhao	zhao	PROPN
cana-5113	293	19	,	,	PUNCT
cana-5113	293	20	"	"	PUNCT
cana-5113	293	21	a	a	DET
cana-5113	293	22	critical	critical	ADJ
cana-5113	293	23	look	look	NOUN
cana-5113	293	24	at	at	ADP
cana-5113	293	25	the	the	DET
cana-5113	293	26	current	current	ADJ
cana-5113	293	27	train	train	NOUN
cana-5113	293	28	/	/	SYM
cana-5113	293	29	test	test	NOUN
cana-5113	293	30	split	split	VERB
cana-5113	293	31	in	in	ADP
cana-5113	293	32	machine	machine	NOUN
cana-5113	293	33	learning	learning	NOUN
cana-5113	293	34	,	,	PUNCT
cana-5113	293	35	"	"	PUNCT
cana-5113	293	36	2021	2021	NUM
cana-5113	293	37	,	,	PUNCT
cana-5113	293	38	arxiv:2106.04525	arxiv:2106.04525	ADV
cana-5113	293	39	.	.	PUNCT
cana-5113	294	1	[	[	X
cana-5113	294	2	online	online	X
cana-5113	294	3	]	]	X
cana-5113	294	4	.	.	PUNCT
cana-5113	295	1	available	available	ADJ
cana-5113	295	2	:	:	PUNCT
cana-5113	296	1	https://arxiv.org/abs/2106.04525	https://arxiv.org/abs/2106.04525	VERB
cana-5113	296	2	communications	communication	NOUN
cana-5113	296	3	on	on	ADP
cana-5113	296	4	applied	apply	VERB
cana-5113	296	5	nonlinear	nonlinear	ADJ
cana-5113	296	6	analysis	analysis	NOUN
cana-5113	296	7	issn	issn	NOUN
cana-5113	296	8	:	:	PUNCT
cana-5113	296	9	1074	1074	NUM
cana-5113	296	10	-	-	PUNCT
cana-5113	296	11	133x	133x	NUM
cana-5113	296	12	vol	vol	NOUN
cana-5113	296	13	32	32	NUM
cana-5113	296	14	no	no	NOUN
cana-5113	296	15	.	.	PUNCT
cana-5113	297	1	icmasd	icmasd	NOUN
cana-5113	297	2	(	(	PUNCT
cana-5113	297	3	2025	2025	NUM
cana-5113	297	4	)	)	PUNCT
cana-5113	297	5	877	877	NUM
cana-5113	297	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	298	1	[	[	X
cana-5113	298	2	36	36	NUM
cana-5113	298	3	]	]	X
cana-5113	298	4	r.	r.	PROPN
cana-5113	298	5	kumar	kumar	PROPN
cana-5113	298	6	,	,	PUNCT
cana-5113	298	7	p.	p.	PROPN
cana-5113	298	8	thakur	thakur	PROPN
cana-5113	298	9	,	,	PUNCT
cana-5113	298	10	and	and	CCONJ
cana-5113	298	11	s.	s.	PROPN
cana-5113	298	12	chauhan	chauhan	PROPN
cana-5113	298	13	,	,	PUNCT
cana-5113	298	14	"	"	PUNCT
cana-5113	298	15	special	special	ADJ
cana-5113	298	16	disease	disease	NOUN
cana-5113	298	17	prediction	prediction	NOUN
cana-5113	298	18	system	system	NOUN
cana-5113	298	19	using	use	VERB
cana-5113	298	20	machine	machine	NOUN
cana-5113	298	21	learning	learning	NOUN
cana-5113	298	22	,	,	PUNCT
cana-5113	298	23	"	"	PUNCT
cana-5113	298	24	in	in	ADP
cana-5113	298	25	proceedings	proceeding	NOUN
cana-5113	298	26	of	of	ADP
cana-5113	298	27	the	the	DET
cana-5113	298	28	2022	2022	NUM
cana-5113	298	29	international	international	ADJ
cana-5113	298	30	conference	conference	NOUN
cana-5113	298	31	on	on	ADP
cana-5113	298	32	machine	machine	NOUN
cana-5113	298	33	learning	learning	NOUN
cana-5113	298	34	,	,	PUNCT
cana-5113	298	35	big	big	ADJ
cana-5113	298	36	data	datum	NOUN
cana-5113	298	37	,	,	PUNCT
cana-5113	298	38	cloud	cloud	NOUN
cana-5113	298	39	and	and	CCONJ
cana-5113	298	40	parallel	parallel	ADJ
cana-5113	298	41	computing	computing	NOUN
cana-5113	298	42	(	(	PUNCT
cana-5113	298	43	com	com	NOUN
cana-5113	298	44	-	-	PUNCT
cana-5113	298	45	it	it	PRON
cana-5113	298	46	-	-	PUNCT
cana-5113	298	47	con	con	NOUN
cana-5113	298	48	)	)	PUNCT
cana-5113	298	49	,	,	PUNCT
cana-5113	298	50	faridabad	faridabad	PROPN
cana-5113	298	51	,	,	PUNCT
cana-5113	298	52	india	india	PROPN
cana-5113	298	53	,	,	PUNCT
cana-5113	298	54	pp	pp	ADJ
cana-5113	298	55	.	.	PUNCT
cana-5113	299	1	42	42	NUM
cana-5113	299	2	-	-	SYM
cana-5113	299	3	45	45	NUM
cana-5113	299	4	.	.	PUNCT
cana-5113	300	1	[	[	X
cana-5113	300	2	37	37	NUM
cana-5113	300	3	]	]	X
cana-5113	300	4	n.	n.	PROPN
cana-5113	300	5	k.	k.	PROPN
cana-5113	300	6	kumar	kumar	PROPN
cana-5113	300	7	,	,	PUNCT
cana-5113	300	8	a.	a.	PROPN
cana-5113	300	9	kalyan	kalyan	PROPN
cana-5113	300	10	kumar	kumar	PROPN
cana-5113	300	11	,	,	PUNCT
cana-5113	300	12	g.	g.	PROPN
cana-5113	300	13	thorani	thorani	PROPN
cana-5113	300	14	,	,	PUNCT
cana-5113	300	15	l.	l.	PROPN
cana-5113	300	16	sahithi	sahithi	PROPN
cana-5113	300	17	,	,	PUNCT
cana-5113	300	18	and	and	CCONJ
cana-5113	300	19	p.	p.	NOUN
cana-5113	300	20	pujitha	pujitha	NOUN
cana-5113	300	21	,	,	PUNCT
cana-5113	300	22	"	"	PUNCT
cana-5113	300	23	improving	improve	VERB
cana-5113	300	24	cardiovascular	cardiovascular	ADJ
cana-5113	300	25	disease	disease	NOUN
cana-5113	300	26	prediction	prediction	NOUN
cana-5113	300	27	:	:	PUNCT
cana-5113	300	28	machine	machine	NOUN
cana-5113	300	29	learning	learning	NOUN
cana-5113	300	30	and	and	CCONJ
cana-5113	300	31	cross	cross	ADJ
cana-5113	300	32	-	-	ADJ
cana-5113	300	33	fold	fold	ADJ
cana-5113	300	34	validation	validation	NOUN
cana-5113	300	35	,	,	PUNCT
cana-5113	300	36	"	"	PUNCT
cana-5113	300	37	in	in	ADP
cana-5113	300	38	proceedings	proceeding	NOUN
cana-5113	300	39	of	of	ADP
cana-5113	300	40	the	the	DET
cana-5113	300	41	2024	2024	NUM
cana-5113	300	42	ieee	ieee	NOUN
cana-5113	300	43	international	international	ADJ
cana-5113	300	44	conference	conference	NOUN
cana-5113	300	45	on	on	ADP
cana-5113	300	46	interdisciplinary	interdisciplinary	ADJ
cana-5113	300	47	approaches	approach	NOUN
cana-5113	300	48	in	in	ADP
cana-5113	300	49	technology	technology	NOUN
cana-5113	300	50	and	and	CCONJ
cana-5113	300	51	management	management	NOUN
cana-5113	300	52	for	for	ADP
cana-5113	300	53	social	social	ADJ
cana-5113	300	54	innovation	innovation	NOUN
cana-5113	300	55	(	(	PUNCT
cana-5113	300	56	iatmsi	iatmsi	NOUN
cana-5113	300	57	)	)	PUNCT
cana-5113	300	58	,	,	PUNCT
cana-5113	300	59	gwalior	gwalior	PROPN
cana-5113	300	60	,	,	PUNCT
cana-5113	300	61	india	india	PROPN
cana-5113	300	62	,	,	PUNCT
cana-5113	300	63	2024	2024	NUM
cana-5113	300	64	,	,	PUNCT
cana-5113	300	65	pp	pp	ADJ
cana-5113	300	66	.	.	PUNCT
cana-5113	301	1	1	1	NUM
cana-5113	301	2	-	-	SYM
cana-5113	301	3	6	6	NUM
cana-5113	301	4	,	,	PUNCT
cana-5113	301	5	https://doi.org/10.1109/iatmsi60426.2024.10503072	https://doi.org/10.1109/iatmsi60426.2024.10503072	NOUN
cana-5113	302	1	[	[	X
cana-5113	302	2	38	38	NUM
cana-5113	302	3	]	]	PUNCT
cana-5113	302	4	s.	s.	PROPN
cana-5113	302	5	u.	u.	PROPN
cana-5113	302	6	warsi	warsi	PROPN
cana-5113	302	7	,	,	PUNCT
cana-5113	302	8	s.	s.	PROPN
cana-5113	302	9	mohsin	mohsin	PROPN
cana-5113	302	10	,	,	PUNCT
cana-5113	302	11	m.	m.	NOUN
cana-5113	302	12	asif	asif	PROPN
cana-5113	302	13	,	,	PUNCT
cana-5113	302	14	a.	a.	PROPN
cana-5113	302	15	hassan	hassan	PROPN
cana-5113	302	16	,	,	PUNCT
cana-5113	302	17	r.	r.	PROPN
cana-5113	302	18	khan	khan	PROPN
cana-5113	302	19	,	,	PUNCT
cana-5113	302	20	and	and	CCONJ
cana-5113	302	21	t.	t.	PROPN
cana-5113	302	22	alyas	alyas	PROPN
cana-5113	302	23	,	,	PUNCT
cana-5113	302	24	"	"	PUNCT
cana-5113	302	25	a	a	DET
cana-5113	302	26	hybrid	hybrid	ADJ
cana-5113	302	27	approach	approach	NOUN
cana-5113	302	28	for	for	ADP
cana-5113	302	29	heart	heart	NOUN
cana-5113	302	30	disease	disease	NOUN
cana-5113	302	31	prediction	prediction	NOUN
cana-5113	302	32	using	use	VERB
cana-5113	302	33	genetic	genetic	ADJ
cana-5113	302	34	algorithm	algorithm	NOUN
cana-5113	302	35	and	and	CCONJ
cana-5113	302	36	svm	svm	ADJ
cana-5113	302	37	,	,	PUNCT
cana-5113	302	38	"	"	PUNCT
cana-5113	302	39	in	in	ADP
cana-5113	302	40	proceedings	proceeding	NOUN
cana-5113	302	41	of	of	ADP
cana-5113	302	42	the	the	DET
cana-5113	302	43	2024	2024	NUM
cana-5113	302	44	5th	5th	ADJ
cana-5113	302	45	international	international	ADJ
cana-5113	302	46	conference	conference	NOUN
cana-5113	302	47	on	on	ADP
cana-5113	302	48	advancements	advancement	NOUN
cana-5113	302	49	in	in	ADP
cana-5113	302	50	computational	computational	ADJ
cana-5113	302	51	sciences	science	NOUN
cana-5113	302	52	(	(	PUNCT
cana-5113	302	53	icacs	icacs	PROPN
cana-5113	302	54	)	)	PUNCT
cana-5113	302	55	,	,	PUNCT
cana-5113	302	56	lahore	lahore	NOUN
cana-5113	302	57	,	,	PUNCT
cana-5113	302	58	pakistan	pakistan	PROPN
cana-5113	302	59	,	,	PUNCT
cana-5113	302	60	2024	2024	NUM
cana-5113	302	61	,	,	PUNCT
cana-5113	302	62	pp	pp	ADJ
cana-5113	302	63	.	.	PUNCT
cana-5113	303	1	1	1	NUM
cana-5113	303	2	-	-	SYM
cana-5113	303	3	6	6	NUM
cana-5113	303	4	,	,	PUNCT
cana-5113	303	5	https://doi.org/10.1109/icacs60934.2024.10473308	https://doi.org/10.1109/icacs60934.2024.10473308	VERB
cana-5113	303	6	[	[	X
cana-5113	303	7	39	39	NUM
cana-5113	303	8	]	]	PUNCT
cana-5113	303	9	world	world	NOUN
cana-5113	303	10	health	health	NOUN
cana-5113	303	11	organization	organization	NOUN
cana-5113	303	12	,	,	PUNCT
cana-5113	303	13	"	"	PUNCT
cana-5113	303	14	leading	lead	VERB
cana-5113	303	15	causes	cause	NOUN
cana-5113	303	16	of	of	ADP
cana-5113	303	17	death	death	NOUN
cana-5113	303	18	in	in	ADP
cana-5113	303	19	the	the	DET
cana-5113	303	20	developing	develop	VERB
cana-5113	303	21	countries	country	NOUN
cana-5113	303	22	,	,	PUNCT
cana-5113	303	23	"	"	PUNCT
cana-5113	303	24	modified	modify	VERB
cana-5113	303	25	2015	2015	NUM
cana-5113	303	26	.	.	PUNCT
cana-5113	304	1	[	[	X
cana-5113	304	2	online	online	X
cana-5113	304	3	]	]	X
cana-5113	304	4	.	.	PUNCT
cana-5113	305	1	available	available	ADJ
cana-5113	305	2	:	:	PUNCT
cana-5113	306	1	http://www.who.int/classifications/icd	http://www.who.int/classifications/icd	X
cana-5113	307	1	[	[	X
cana-5113	307	2	40	40	NUM
cana-5113	307	3	]	]	X
cana-5113	307	4	ibm	ibm	PROPN
cana-5113	307	5	,	,	PUNCT
cana-5113	307	6	"	"	PUNCT
cana-5113	307	7	what	what	PRON
cana-5113	307	8	is	be	AUX
cana-5113	307	9	big	big	ADJ
cana-5113	307	10	data	datum	NOUN
cana-5113	307	11	?	?	PUNCT
cana-5113	307	12	"	"	PUNCT
cana-5113	307	13	accessed	access	VERB
cana-5113	307	14	:	:	PUNCT
cana-5113	307	15	jun	jun	PROPN
cana-5113	307	16	.	.	PROPN
cana-5113	307	17	20	20	NUM
cana-5113	307	18	,	,	PUNCT
cana-5113	307	19	2024	2024	NUM
cana-5113	307	20	.	.	PUNCT
cana-5113	308	1	[	[	X
cana-5113	308	2	online	online	X
cana-5113	308	3	]	]	X
cana-5113	308	4	.	.	PUNCT
cana-5113	309	1	available	available	ADJ
cana-5113	309	2	:	:	PUNCT
cana-5113	310	1	https://www.ibm.com/analytics/hub/big-data-analytics	https://www.ibm.com/analytics/hub/big-data-analytic	NOUN
cana-5113	310	2	[	[	X
cana-5113	310	3	41	41	NUM
cana-5113	310	4	]	]	X
cana-5113	310	5	tkinter	tkinter	NOUN
cana-5113	310	6	.	.	PUNCT
cana-5113	311	1	[	[	X
cana-5113	311	2	online	online	X
cana-5113	311	3	]	]	X
cana-5113	311	4	.	.	PUNCT
cana-5113	312	1	available	available	ADJ
cana-5113	312	2	:	:	PUNCT
cana-5113	312	3	https://docs.python.org/3/library/tkinter.html	https://docs.python.org/3/library/tkinter.html	X
cana-5113	312	4	[	[	X
cana-5113	312	5	42	42	NUM
cana-5113	312	6	]	]	X
cana-5113	312	7	scikit	scikit	NOUN
cana-5113	312	8	-	-	PUNCT
cana-5113	312	9	learn,"gridsearchcv	learn,"gridsearchcv	NOUN
cana-5113	312	10	documentation	documentation	NOUN
cana-5113	312	11	.	.	PUNCT
cana-5113	312	12	"	"	PUNCT
cana-5113	313	1	https://scikitlearn.org/stable/modules/generated/sklearn.model_selection.gridsearchcv.html	https://scikitlearn.org/stable/modules/generated/sklearn.model_selection.gridsearchcv.html	PRON
cana-5113	314	1	[	[	X
cana-5113	314	2	43	43	NUM
cana-5113	314	3	]	]	X
cana-5113	314	4	scikit	scikit	NOUN
cana-5113	314	5	-	-	PUNCT
cana-5113	314	6	learn	learn	VERB
cana-5113	314	7	,	,	PUNCT
cana-5113	314	8	"	"	PUNCT
cana-5113	314	9	votingclassifier	votingclassifier	NOUN
cana-5113	314	10	documentation	documentation	NOUN
cana-5113	314	11	.	.	PUNCT
cana-5113	314	12	"	"	PUNCT
cana-5113	315	1	[	[	X
cana-5113	315	2	online	online	X
cana-5113	315	3	]	]	X
cana-5113	315	4	.	.	PUNCT
cana-5113	316	1	available	available	ADJ
cana-5113	316	2	:	:	PUNCT
cana-5113	316	3	https://scikit	https://scikit	NOUN
cana-5113	316	4	learn.org/stable/modules/generated/sklearn.ensemble.votingclassifier.html	learn.org/stable/modules/generated/sklearn.ensemble.votingclassifier.html	PROPN
cana-5113	317	1	[	[	X
cana-5113	317	2	44	44	NUM
cana-5113	317	3	]	]	PUNCT
cana-5113	317	4	a.	a.	NOUN
cana-5113	317	5	shestel	shestel	NOUN
cana-5113	317	6	,	,	PUNCT
cana-5113	317	7	"	"	PUNCT
cana-5113	317	8	python	python	NOUN
cana-5113	317	9	in	in	ADP
cana-5113	317	10	healthcare	healthcare	PROPN
cana-5113	317	11	,	,	PUNCT
cana-5113	317	12	"	"	PUNCT
cana-5113	317	13	belitsoft	belitsoft	ADJ
cana-5113	317	14	,	,	PUNCT
cana-5113	317	15	mar	mar	PROPN
cana-5113	317	16	.	.	PROPN
cana-5113	317	17	18	18	NUM
cana-5113	317	18	,	,	PUNCT
cana-5113	317	19	2021	2021	NUM
cana-5113	317	20	,	,	PUNCT
cana-5113	317	21	https://belitsoft.com/customapplication-development-services/healthcare-software-development/python-healthcare	https://belitsoft.com/customapplication-development-services/healthcare-software-development/python-healthcare	VERB
cana-5113	318	1	[	[	X
cana-5113	318	2	45	45	NUM
cana-5113	318	3	]	]	PUNCT
cana-5113	318	4	l.	l.	PROPN
cana-5113	318	5	yang	yang	PROPN
cana-5113	318	6	and	and	CCONJ
cana-5113	318	7	a.	a.	PROPN
cana-5113	318	8	shami	shami	PROPN
cana-5113	318	9	,	,	PUNCT
cana-5113	318	10	"	"	PUNCT
cana-5113	318	11	on	on	ADP
cana-5113	318	12	hyperparameter	hyperparameter	NOUN
cana-5113	318	13	optimization	optimization	NOUN
cana-5113	318	14	of	of	ADP
cana-5113	318	15	machine	machine	NOUN
cana-5113	318	16	learning	learn	VERB
cana-5113	318	17	algorithms	algorithm	NOUN
cana-5113	318	18	:	:	PUNCT
cana-5113	318	19	theory	theory	NOUN
cana-5113	318	20	and	and	CCONJ
cana-5113	318	21	practice	practice	NOUN
cana-5113	318	22	,	,	PUNCT
cana-5113	318	23	"	"	PUNCT
cana-5113	318	24	neurocomputing	neurocomputing	NOUN
cana-5113	318	25	,	,	PUNCT
cana-5113	318	26	vol	vol	NOUN
cana-5113	318	27	.	.	PROPN
cana-5113	319	1	415	415	NUM
cana-5113	319	2	,	,	PUNCT
cana-5113	319	3	pp	pp	ADJ
cana-5113	319	4	.	.	PUNCT
cana-5113	320	1	295–316	295–316	NUM
cana-5113	320	2	,	,	PUNCT
cana-5113	320	3	nov	nov	PROPN
cana-5113	320	4	.	.	PROPN
cana-5113	320	5	2020	2020	NUM
cana-5113	320	6	.	.	PUNCT
cana-5113	321	1	https://doi.org/10.1016/j.neucom.2020.06.048	https://doi.org/10.1016/j.neucom.2020.06.048	PROPN
cana-5113	322	1	[	[	X
cana-5113	322	2	46	46	NUM
cana-5113	322	3	]	]	PUNCT
cana-5113	322	4	k.	k.	PROPN
cana-5113	323	1	p.	p.	PROPN
cana-5113	323	2	murphy	murphy	PROPN
cana-5113	323	3	,	,	PUNCT
cana-5113	323	4	"	"	PUNCT
cana-5113	323	5	naive	naive	ADJ
cana-5113	323	6	bayes	bayes	NOUN
cana-5113	323	7	classifiers	classifier	NOUN
cana-5113	323	8	,	,	PUNCT
cana-5113	323	9	"	"	PUNCT
cana-5113	323	10	university	university	NOUN
cana-5113	323	11	of	of	ADP
cana-5113	323	12	british	british	PROPN
cana-5113	323	13	columbia	columbia	PROPN
cana-5113	323	14	,	,	PUNCT
cana-5113	323	15	vol	vol	NOUN
cana-5113	323	16	.	.	PROPN
cana-5113	323	17	18	18	NUM
cana-5113	323	18	,	,	PUNCT
cana-5113	323	19	no	no	INTJ
cana-5113	323	20	.	.	NOUN
cana-5113	323	21	60	60	NUM
cana-5113	323	22	,	,	PUNCT
cana-5113	323	23	pp	pp	ADJ
cana-5113	323	24	.	.	PUNCT
cana-5113	324	1	1	1	NUM
cana-5113	324	2	–	–	PUNCT
cana-5113	324	3	8	8	NUM
cana-5113	324	4	,	,	PUNCT
cana-5113	324	5	2006	2006	NUM
cana-5113	324	6	.	.	PUNCT
cana-5113	325	1	[	[	X
cana-5113	325	2	47	47	NUM
cana-5113	325	3	]	]	PUNCT
cana-5113	325	4	s.	s.	PROPN
cana-5113	325	5	r.	r.	PROPN
cana-5113	325	6	fardibha	fardibha	PROPN
cana-5113	325	7	,	,	PUNCT
cana-5113	325	8	p.	p.	PROPN
cana-5113	325	9	h.	h.	PROPN
cana-5113	325	10	basha	basha	PROPN
cana-5113	325	11	,	,	PUNCT
cana-5113	325	12	and	and	CCONJ
cana-5113	325	13	v.	v.	ADP
cana-5113	325	14	sriharsha	sriharsha	NOUN
cana-5113	325	15	,	,	PUNCT
cana-5113	325	16	"	"	PUNCT
cana-5113	325	17	prediction	prediction	NOUN
cana-5113	325	18	of	of	ADP
cana-5113	325	19	heart	heart	NOUN
cana-5113	325	20	diseases	disease	NOUN
cana-5113	325	21	using	use	VERB
cana-5113	325	22	advanced	advanced	ADJ
cana-5113	325	23	learning	learning	NOUN
cana-5113	325	24	and	and	CCONJ
cana-5113	325	25	data	datum	NOUN
cana-5113	325	26	analytics	analytic	NOUN
cana-5113	325	27	approach	approach	NOUN
cana-5113	325	28	,	,	PUNCT
cana-5113	325	29	"	"	PUNCT
cana-5113	325	30	in	in	ADP
cana-5113	325	31	proceedings	proceeding	NOUN
cana-5113	325	32	of	of	ADP
cana-5113	325	33	the	the	DET
cana-5113	325	34	2024	2024	NUM
cana-5113	325	35	international	international	ADJ
cana-5113	325	36	conference	conference	NOUN
cana-5113	325	37	on	on	ADP
cana-5113	325	38	inventive	inventive	ADJ
cana-5113	325	39	computation	computation	NOUN
cana-5113	325	40	technologies	technology	NOUN
cana-5113	325	41	(	(	PUNCT
cana-5113	325	42	icict	icict	NOUN
cana-5113	325	43	)	)	PUNCT
cana-5113	325	44	,	,	PUNCT
cana-5113	325	45	lalitpur	lalitpur	NOUN
cana-5113	325	46	,	,	PUNCT
cana-5113	325	47	nepal	nepal	ADJ
cana-5113	325	48	,	,	PUNCT
cana-5113	325	49	pp	pp	ADJ
cana-5113	325	50	.	.	PUNCT
cana-5113	326	1	460	460	NUM
cana-5113	326	2	-	-	SYM
cana-5113	326	3	465	465	NUM
cana-5113	326	4	.	.	PUNCT
cana-5113	327	1	[	[	X
cana-5113	327	2	48	48	NUM
cana-5113	327	3	]	]	PUNCT
cana-5113	327	4	a.	a.	NOUN
cana-5113	327	5	jabbar	jabbar	PROPN
cana-5113	327	6	,	,	PUNCT
cana-5113	327	7	s.	s.	PROPN
cana-5113	327	8	naseem	naseem	PROPN
cana-5113	327	9	,	,	PUNCT
cana-5113	327	10	t.	t.	PROPN
cana-5113	327	11	mahmood	mahmood	PROPN
cana-5113	327	12	,	,	PUNCT
cana-5113	327	13	t.	t.	PROPN
cana-5113	327	14	saba	saba	PROPN
cana-5113	327	15	,	,	PUNCT
cana-5113	327	16	f.	f.	PROPN
cana-5113	327	17	s.	s.	PROPN
cana-5113	327	18	alamri	alamri	PROPN
cana-5113	327	19	,	,	PUNCT
cana-5113	327	20	and	and	CCONJ
cana-5113	327	21	a.	a.	PROPN
cana-5113	327	22	rehman	rehman	PROPN
cana-5113	327	23	,	,	PUNCT
cana-5113	327	24	"	"	PUNCT
cana-5113	327	25	brain	brain	NOUN
cana-5113	327	26	tumor	tumor	NOUN
cana-5113	327	27	detection	detection	NOUN
cana-5113	327	28	and	and	CCONJ
cana-5113	327	29	multi	multi	ADJ
cana-5113	327	30	-	-	ADJ
cana-5113	327	31	grade	grade	ADJ
cana-5113	327	32	segmentation	segmentation	NOUN
cana-5113	327	33	through	through	ADP
cana-5113	327	34	hybrid	hybrid	ADJ
cana-5113	327	35	caps	cap	NOUN
cana-5113	327	36	-	-	PUNCT
cana-5113	327	37	vggnet	vggnet	NOUN
cana-5113	327	38	model	model	NOUN
cana-5113	327	39	,	,	PUNCT
cana-5113	327	40	"	"	PUNCT
cana-5113	327	41	ieee	ieee	NOUN
cana-5113	327	42	access	access	NOUN
cana-5113	327	43	,	,	PUNCT
cana-5113	327	44	vol	vol	NOUN
cana-5113	327	45	.	.	PROPN
cana-5113	327	46	1	1	NUM
cana-5113	327	47	,	,	PUNCT
cana-5113	327	48	pp	pp	ADJ
cana-5113	327	49	.	.	PUNCT
cana-5113	328	1	72518–72536	72518–72536	NOUN
cana-5113	328	2	,	,	PUNCT
cana-5113	328	3	2023	2023	NUM
cana-5113	328	4	.	.	PUNCT
cana-5113	329	1	https://doi.org/10.1109/access.2023.3314697	https://doi.org/10.1109/access.2023.3314697	PROPN
cana-5113	329	2	[	[	X
cana-5113	329	3	49	49	NUM
cana-5113	329	4	]	]	X
cana-5113	329	5	n.	n.	PROPN
cana-5113	329	6	s	s	PROPN
cana-5113	329	7	,	,	PUNCT
cana-5113	329	8	v.	v.	PROPN
cana-5113	329	9	k	k	PROPN
cana-5113	329	10	,	,	PUNCT
cana-5113	329	11	i.	i.	PROPN
cana-5113	329	12	b	b	PROPN
cana-5113	329	13	,	,	PUNCT
cana-5113	329	14	and	and	CCONJ
cana-5113	329	15	j.	j.	PROPN
cana-5113	329	16	n.	n.	PROPN
cana-5113	329	17	kalshetty	kalshetty	PROPN
cana-5113	329	18	,	,	PUNCT
cana-5113	329	19	"	"	PUNCT
cana-5113	329	20	heart	heart	NOUN
cana-5113	329	21	disease	disease	NOUN
cana-5113	329	22	prediction	prediction	NOUN
cana-5113	329	23	using	use	VERB
cana-5113	329	24	artificial	artificial	ADJ
cana-5113	329	25	intelligence	intelligence	NOUN
cana-5113	329	26	ensemble	ensemble	ADJ
cana-5113	329	27	network	network	NOUN
cana-5113	329	28	,	,	PUNCT
cana-5113	329	29	"	"	PUNCT
cana-5113	329	30	in	in	ADP
cana-5113	329	31	proceedings	proceeding	NOUN
cana-5113	329	32	of	of	ADP
cana-5113	329	33	the	the	DET
cana-5113	329	34	2022	2022	NUM
cana-5113	329	35	ieee	ieee	NOUN
cana-5113	329	36	2nd	2nd	PROPN
cana-5113	329	37	mysore	mysore	PROPN
cana-5113	329	38	sub	sub	NOUN
cana-5113	329	39	section	section	PROPN
cana-5113	329	40	international	international	ADJ
cana-5113	329	41	conference	conference	PROPN
cana-5113	329	42	(	(	PUNCT
cana-5113	329	43	mysurucon	mysurucon	NOUN
cana-5113	329	44	)	)	PUNCT
cana-5113	329	45	,	,	PUNCT
cana-5113	329	46	mysuru	mysuru	PROPN
cana-5113	329	47	,	,	PUNCT
cana-5113	329	48	india	india	PROPN
cana-5113	329	49	,	,	PUNCT
cana-5113	329	50	pp	pp	ADJ
cana-5113	329	51	.	.	PUNCT
cana-5113	330	1	1	1	NUM
cana-5113	330	2	-	-	SYM
cana-5113	330	3	6	6	NUM
cana-5113	330	4	.	.	PUNCT
cana-5113	331	1	communications	communication	NOUN
cana-5113	331	2	on	on	ADP
cana-5113	331	3	applied	apply	VERB
cana-5113	331	4	nonlinear	nonlinear	ADJ
cana-5113	331	5	analysis	analysis	NOUN
cana-5113	331	6	issn	issn	NOUN
cana-5113	331	7	:	:	PUNCT
cana-5113	331	8	1074	1074	NUM
cana-5113	331	9	-	-	PUNCT
cana-5113	331	10	133x	133x	NUM
cana-5113	331	11	vol	vol	NOUN
cana-5113	331	12	32	32	NUM
cana-5113	331	13	no	no	NOUN
cana-5113	331	14	.	.	PUNCT
cana-5113	332	1	icmasd	icmasd	NOUN
cana-5113	332	2	(	(	PUNCT
cana-5113	332	3	2025	2025	NUM
cana-5113	332	4	)	)	PUNCT
cana-5113	332	5	878	878	NUM
cana-5113	332	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5113	333	1	[	[	X
cana-5113	333	2	50	50	NUM
cana-5113	333	3	]	]	PUNCT
cana-5113	333	4	z.	z.	PROPN
cana-5113	333	5	reitermanova	reitermanova	PROPN
cana-5113	333	6	,	,	PUNCT
cana-5113	333	7	"	"	PUNCT
cana-5113	333	8	data	datum	NOUN
cana-5113	333	9	splitting	splitting	NOUN
cana-5113	333	10	,	,	PUNCT
cana-5113	333	11	"	"	PUNCT
cana-5113	333	12	in	in	ADP
cana-5113	333	13	proceedings	proceeding	NOUN
cana-5113	333	14	of	of	ADP
cana-5113	333	15	the	the	DET
cana-5113	333	16	2010	2010	NUM
cana-5113	333	17	10th	10th	ADJ
cana-5113	333	18	annual	annual	ADJ
cana-5113	333	19	international	international	ADJ
cana-5113	333	20	conference	conference	NOUN
cana-5113	333	21	on	on	ADP
cana-5113	333	22	world	world	NOUN
cana-5113	333	23	wide	wide	ADJ
cana-5113	333	24	web	web	NOUN
cana-5113	333	25	applications	application	NOUN
cana-5113	333	26	,	,	PUNCT
cana-5113	333	27	vol	vol	NOUN
cana-5113	333	28	.	.	PROPN
cana-5113	333	29	10	10	NUM
cana-5113	333	30	,	,	PUNCT
cana-5113	333	31	prague	prague	NOUN
cana-5113	333	32	,	,	PUNCT
cana-5113	333	33	czechia	czechia	PROPN
cana-5113	333	34	:	:	PUNCT
cana-5113	333	35	matfyzpress	matfyzpress	NOUN
cana-5113	333	36	prague	prague	NOUN
cana-5113	333	37	,	,	PUNCT
cana-5113	333	38	pp	pp	X
cana-5113	333	39	.	.	PUNCT
cana-5113	334	1	31–36	31–36	NUM
cana-5113	334	2	.	.	PUNCT
cana-5113	335	1	[	[	X
cana-5113	335	2	51	51	NUM
cana-5113	335	3	]	]	PUNCT
cana-5113	335	4	a.	a.	NOUN
cana-5113	335	5	sharma	sharma	PROPN
cana-5113	335	6	,	,	PUNCT
cana-5113	335	7	b.	b.	PROPN
cana-5113	335	8	gupta	gupta	PROPN
cana-5113	335	9	,	,	PUNCT
cana-5113	335	10	and	and	CCONJ
cana-5113	335	11	s.	s.	PROPN
cana-5113	335	12	singh	singh	PROPN
cana-5113	335	13	,	,	PUNCT
cana-5113	335	14	"	"	PUNCT
cana-5113	335	15	comparative	comparative	ADJ
cana-5113	335	16	analysis	analysis	NOUN
cana-5113	335	17	of	of	ADP
cana-5113	335	18	machine	machine	NOUN
cana-5113	335	19	learning	learn	VERB
cana-5113	335	20	techniques	technique	NOUN
cana-5113	335	21	for	for	ADP
cana-5113	335	22	heart	heart	NOUN
cana-5113	335	23	disease	disease	NOUN
cana-5113	335	24	prediction	prediction	NOUN
cana-5113	335	25	,	,	PUNCT
cana-5113	335	26	"	"	PUNCT
cana-5113	335	27	in	in	ADP
cana-5113	335	28	proceedings	proceeding	NOUN
cana-5113	335	29	of	of	ADP
cana-5113	335	30	the	the	DET
cana-5113	335	31	2023	2023	NUM
cana-5113	335	32	international	international	ADJ
cana-5113	335	33	conference	conference	NOUN
cana-5113	335	34	on	on	ADP
cana-5113	335	35	computational	computational	ADJ
cana-5113	335	36	intelligence	intelligence	NOUN
cana-5113	335	37	and	and	CCONJ
cana-5113	335	38	sustainable	sustainable	ADJ
cana-5113	335	39	technologies	technology	NOUN
cana-5113	335	40	(	(	PUNCT
cana-5113	335	41	iccist	iccist	NOUN
cana-5113	335	42	)	)	PUNCT
cana-5113	335	43	,	,	PUNCT
cana-5113	335	44	jaipur	jaipur	PROPN
cana-5113	335	45	,	,	PUNCT
cana-5113	335	46	india	india	PROPN
cana-5113	335	47	,	,	PUNCT
cana-5113	335	48	pp	pp	ADJ
cana-5113	335	49	.	.	PUNCT
cana-5113	336	1	1	1	NUM
cana-5113	336	2	-	-	SYM
cana-5113	336	3	6	6	NUM
cana-5113	336	4	.	.	PUNCT
cana-5113	337	1	[	[	X
cana-5113	337	2	52	52	NUM
cana-5113	337	3	]	]	PUNCT
cana-5113	337	4	r.	r.	PROPN
cana-5113	337	5	menon	menon	PROPN
cana-5113	337	6	,	,	PUNCT
cana-5113	337	7	s.	s.	PROPN
cana-5113	337	8	agarwal	agarwal	PROPN
cana-5113	337	9	,	,	PUNCT
cana-5113	337	10	and	and	CCONJ
cana-5113	337	11	p.	p.	NOUN
cana-5113	337	12	patel	patel	PROPN
cana-5113	337	13	,	,	PUNCT
cana-5113	337	14	"	"	PUNCT
cana-5113	337	15	early	early	ADJ
cana-5113	337	16	detection	detection	NOUN
cana-5113	337	17	of	of	ADP
cana-5113	337	18	cardiovascular	cardiovascular	ADJ
cana-5113	337	19	diseases	disease	NOUN
cana-5113	337	20	using	use	VERB
cana-5113	337	21	deep	deep	ADJ
cana-5113	337	22	learning	learning	NOUN
cana-5113	337	23	models	model	NOUN
cana-5113	337	24	,	,	PUNCT
cana-5113	337	25	"	"	PUNCT
cana-5113	337	26	in	in	ADP
cana-5113	337	27	proceedings	proceeding	NOUN
cana-5113	337	28	of	of	ADP
cana-5113	337	29	the	the	DET
cana-5113	337	30	2022	2022	NUM
cana-5113	337	31	ieee	ieee	NOUN
cana-5113	337	32	international	international	ADJ
cana-5113	337	33	conference	conference	NOUN
cana-5113	337	34	on	on	ADP
cana-5113	337	35	innovations	innovation	NOUN
cana-5113	337	36	in	in	ADP
cana-5113	337	37	information	information	NOUN
cana-5113	337	38	technology	technology	NOUN
cana-5113	337	39	(	(	PUNCT
cana-5113	337	40	iciit	iciit	NOUN
cana-5113	337	41	)	)	PUNCT
cana-5113	337	42	,	,	PUNCT
cana-5113	337	43	dubai	dubai	PROPN
cana-5113	337	44	,	,	PUNCT
cana-5113	337	45	uae	uae	PROPN
cana-5113	337	46	,	,	PUNCT
cana-5113	337	47	pp	pp	PROPN
cana-5113	337	48	.	.	PUNCT
cana-5113	338	1	125	125	NUM
cana-5113	338	2	-	-	SYM
cana-5113	338	3	130	130	NUM
cana-5113	338	4	.	.	PUNCT
cana-5113	339	1	[	[	X
cana-5113	339	2	53	53	NUM
cana-5113	339	3	]	]	PUNCT
cana-5113	339	4	s.	s.	PROPN
cana-5113	339	5	verma	verma	PROPN
cana-5113	339	6	,	,	PUNCT
cana-5113	339	7	r.	r.	PROPN
cana-5113	339	8	kumar	kumar	PROPN
cana-5113	339	9	,	,	PUNCT
cana-5113	339	10	and	and	CCONJ
cana-5113	339	11	v.	v.	ADP
cana-5113	339	12	singh	singh	NOUN
cana-5113	339	13	,	,	PUNCT
cana-5113	339	14	"	"	PUNCT
cana-5113	339	15	heart	heart	NOUN
cana-5113	339	16	disease	disease	NOUN
cana-5113	339	17	risk	risk	NOUN
cana-5113	339	18	assessment	assessment	NOUN
cana-5113	339	19	using	use	VERB
cana-5113	339	20	convolutional	convolutional	ADJ
cana-5113	339	21	neural	neural	ADJ
cana-5113	339	22	networks	network	NOUN
cana-5113	339	23	,	,	PUNCT
cana-5113	339	24	"	"	PUNCT
cana-5113	339	25	in	in	ADP
cana-5113	339	26	proceedings	proceeding	NOUN
cana-5113	339	27	of	of	ADP
cana-5113	339	28	the	the	DET
cana-5113	339	29	2023	2023	NUM
cana-5113	339	30	4th	4th	ADJ
cana-5113	339	31	international	international	ADJ
cana-5113	339	32	conference	conference	NOUN
cana-5113	339	33	on	on	ADP
cana-5113	339	34	advances	advance	NOUN
cana-5113	339	35	in	in	ADP
cana-5113	339	36	computational	computational	ADJ
cana-5113	339	37	techniques	technique	NOUN
cana-5113	339	38	(	(	PUNCT
cana-5113	339	39	icact	icact	PROPN
cana-5113	339	40	)	)	PUNCT
cana-5113	339	41	,	,	PUNCT
cana-5113	339	42	varanasi	varanasi	PROPN
cana-5113	339	43	,	,	PUNCT
cana-5113	339	44	india	india	PROPN
cana-5113	339	45	,	,	PUNCT
cana-5113	339	46	pp	pp	ADJ
cana-5113	339	47	.	.	PUNCT
cana-5113	340	1	45	45	NUM
cana-5113	340	2	-	-	SYM
cana-5113	340	3	50	50	NUM
cana-5113	340	4	.	.	PUNCT
cana-5113	341	1	[	[	X
cana-5113	341	2	54	54	NUM
cana-5113	341	3	]	]	PUNCT
cana-5113	341	4	b.	b.	PROPN
cana-5113	341	5	mathur	mathur	PROPN
cana-5113	341	6	,	,	PUNCT
cana-5113	341	7	a.	a.	NOUN
cana-5113	341	8	jain	jain	PROPN
cana-5113	341	9	,	,	PUNCT
cana-5113	341	10	and	and	CCONJ
cana-5113	341	11	s.	s.	PROPN
cana-5113	341	12	mishra	mishra	PROPN
cana-5113	341	13	,	,	PUNCT
cana-5113	341	14	"	"	PUNCT
cana-5113	341	15	predictive	predictive	ADJ
cana-5113	341	16	modeling	modeling	NOUN
cana-5113	341	17	of	of	ADP
cana-5113	341	18	cardiac	cardiac	ADJ
cana-5113	341	19	health	health	NOUN
cana-5113	341	20	parameters	parameter	NOUN
cana-5113	341	21	using	use	VERB
cana-5113	341	22	machine	machine	NOUN
cana-5113	341	23	learning	learning	NOUN
cana-5113	341	24	algorithms	algorithm	NOUN
cana-5113	341	25	,	,	PUNCT
cana-5113	341	26	"	"	PUNCT
cana-5113	341	27	in	in	ADP
cana-5113	341	28	proceedings	proceeding	NOUN
cana-5113	341	29	of	of	ADP
cana-5113	341	30	the	the	DET
cana-5113	341	31	2022	2022	NUM
cana-5113	341	32	ieee	ieee	NOUN
cana-5113	341	33	international	international	ADJ
cana-5113	341	34	symposium	symposium	NOUN
cana-5113	341	35	on	on	ADP
cana-5113	341	36	sustainable	sustainable	ADJ
cana-5113	341	37	systems	system	NOUN
cana-5113	341	38	and	and	CCONJ
cana-5113	341	39	technology	technology	NOUN
cana-5113	341	40	(	(	PUNCT
cana-5113	341	41	issst	issst	ADJ
cana-5113	341	42	)	)	PUNCT
cana-5113	341	43	,	,	PUNCT
cana-5113	341	44	bangalore	bangalore	PROPN
cana-5113	341	45	,	,	PUNCT
cana-5113	341	46	india	india	PROPN
cana-5113	341	47	,	,	PUNCT
cana-5113	341	48	pp	pp	ADJ
cana-5113	341	49	.	.	PUNCT
cana-5113	342	1	1	1	NUM
cana-5113	342	2	-	-	SYM
cana-5113	342	3	5	5	NUM
cana-5113	342	4	.	.	PUNCT
cana-5113	343	1	[	[	X
cana-5113	343	2	55	55	NUM
cana-5113	343	3	]	]	PUNCT
cana-5113	343	4	a.	a.	NOUN
cana-5113	343	5	tiwari	tiwari	PROPN
cana-5113	343	6	,	,	PUNCT
cana-5113	343	7	s.	s.	PROPN
cana-5113	343	8	gupta	gupta	PROPN
cana-5113	343	9	,	,	PUNCT
cana-5113	343	10	and	and	CCONJ
cana-5113	343	11	n.	n.	PROPN
cana-5113	343	12	sharma	sharma	PROPN
cana-5113	343	13	,	,	PUNCT
cana-5113	343	14	"	"	PUNCT
cana-5113	343	15	heart	heart	NOUN
cana-5113	343	16	disease	disease	NOUN
cana-5113	343	17	prediction	prediction	NOUN
cana-5113	343	18	based	base	VERB
cana-5113	343	19	on	on	ADP
cana-5113	343	20	genetic	genetic	ADJ
cana-5113	343	21	algorithm	algorithm	NOUN
cana-5113	343	22	and	and	CCONJ
cana-5113	343	23	support	support	NOUN
cana-5113	343	24	vector	vector	NOUN
cana-5113	343	25	machine	machine	NOUN
cana-5113	343	26	,	,	PUNCT
cana-5113	343	27	"	"	PUNCT
cana-5113	343	28	in	in	ADP
cana-5113	343	29	proceedings	proceeding	NOUN
cana-5113	343	30	of	of	ADP
cana-5113	343	31	the	the	DET
cana-5113	343	32	2023	2023	NUM
cana-5113	343	33	5th	5th	ADJ
cana-5113	343	34	international	international	ADJ
cana-5113	343	35	conference	conference	NOUN
cana-5113	343	36	on	on	ADP
cana-5113	343	37	computing	computing	NOUN
cana-5113	343	38	,	,	PUNCT
cana-5113	343	39	communication	communication	NOUN
cana-5113	343	40	and	and	CCONJ
cana-5113	343	41	security	security	NOUN
cana-5113	343	42	(	(	PUNCT
cana-5113	343	43	icccs	icccs	PROPN
cana-5113	343	44	)	)	PUNCT
cana-5113	343	45	,	,	PUNCT
cana-5113	343	46	chandigarh	chandigarh	PROPN
cana-5113	343	47	,	,	PUNCT
cana-5113	343	48	india	india	PROPN
cana-5113	343	49	,	,	PUNCT
cana-5113	343	50	pp	pp	ADJ
cana-5113	343	51	.	.	PUNCT
cana-5113	344	1	78	78	NUM
cana-5113	344	2	-	-	SYM
cana-5113	344	3	83	83	NUM
cana-5113	344	4	.	.	PUNCT
cana-5113	345	1	[	[	X
cana-5113	345	2	56	56	NUM
cana-5113	345	3	]	]	PUNCT
cana-5113	345	4	s.	s.	PROPN
cana-5113	345	5	kumar	kumar	PROPN
cana-5113	345	6	,	,	PUNCT
cana-5113	345	7	p.	p.	PROPN
cana-5113	345	8	singh	singh	PROPN
cana-5113	345	9	,	,	PUNCT
cana-5113	345	10	and	and	CCONJ
cana-5113	345	11	r.	r.	PROPN
cana-5113	345	12	gupta	gupta	PROPN
cana-5113	345	13	,	,	PUNCT
cana-5113	345	14	"	"	PUNCT
cana-5113	345	15	enhancing	enhance	VERB
cana-5113	345	16	cardiovascular	cardiovascular	ADJ
cana-5113	345	17	disease	disease	NOUN
cana-5113	345	18	prediction	prediction	NOUN
cana-5113	345	19	accuracy	accuracy	NOUN
cana-5113	345	20	using	use	VERB
cana-5113	345	21	ensemble	ensemble	ADJ
cana-5113	345	22	learning	learning	NOUN
cana-5113	345	23	techniques	technique	NOUN
cana-5113	345	24	,	,	PUNCT
cana-5113	345	25	"	"	PUNCT
cana-5113	345	26	in	in	ADP
cana-5113	345	27	proceedings	proceeding	NOUN
cana-5113	345	28	of	of	ADP
cana-5113	345	29	the	the	DET
cana-5113	345	30	2023	2023	NUM
cana-5113	345	31	international	international	ADJ
cana-5113	345	32	conference	conference	NOUN
cana-5113	345	33	on	on	ADP
cana-5113	345	34	machine	machine	NOUN
cana-5113	345	35	learning	learning	NOUN
cana-5113	345	36	,	,	PUNCT
cana-5113	345	37	big	big	ADJ
cana-5113	345	38	data	datum	NOUN
cana-5113	345	39	,	,	PUNCT
cana-5113	345	40	and	and	CCONJ
cana-5113	345	41	artificial	artificial	ADJ
cana-5113	345	42	intelligence	intelligence	NOUN
cana-5113	345	43	(	(	PUNCT
cana-5113	345	44	icmlbdai	icmlbdai	PROPN
cana-5113	345	45	)	)	PUNCT
cana-5113	345	46	,	,	PUNCT
cana-5113	345	47	new	new	PROPN
cana-5113	345	48	delhi	delhi	PROPN
cana-5113	345	49	,	,	PUNCT
cana-5113	345	50	india	india	PROPN
cana-5113	345	51	,	,	PUNCT
cana-5113	345	52	pp	pp	ADJ
cana-5113	345	53	.	.	PUNCT
cana-5113	346	1	1	1	NUM
cana-5113	346	2	-	-	SYM
cana-5113	346	3	8	8	NUM
cana-5113	346	4	.	.	PUNCT