id	sid	tid	token	lemma	pos
iajs-3901	1	1	428	428	NUM
iajs-3901	1	2	©	©	NOUN
iajs-3901	1	3	published	publish	VERB
iajs-3901	1	4	by	by	ADP
iajs-3901	1	5	college	college	NOUN
iajs-3901	1	6	of	of	ADP
iajs-3901	1	7	education	education	NOUN
iajs-3901	1	8	for	for	ADP
iajs-3901	1	9	pure	pure	ADJ
iajs-3901	1	10	science	science	NOUN
iajs-3901	1	11	(	(	PUNCT
iajs-3901	1	12	ibn	ibn	PROPN
iajs-3901	1	13	al	al	PROPN
iajs-3901	1	14	-	-	PUNCT
iajs-3901	1	15	haitham	haitham	PROPN
iajs-3901	1	16	)	)	PUNCT
iajs-3901	1	17	,	,	PUNCT
iajs-3901	1	18	university	university	NOUN
iajs-3901	1	19	of	of	ADP
iajs-3901	1	20	baghdad	baghdad	PROPN
iajs-3901	1	21	.	.	PUNCT
iajs-3901	2	1	this	this	PRON
iajs-3901	2	2	is	be	AUX
iajs-3901	2	3	an	an	DET
iajs-3901	2	4	open	open	ADJ
iajs-3901	2	5	-	-	PUNCT
iajs-3901	2	6	access	access	NOUN
iajs-3901	2	7	article	article	NOUN
iajs-3901	2	8	distributed	distribute	VERB
iajs-3901	2	9	under	under	ADP
iajs-3901	2	10	the	the	DET
iajs-3901	2	11	terms	term	NOUN
iajs-3901	2	12	of	of	ADP
iajs-3901	2	13	the	the	DET
iajs-3901	2	14	creative	creative	ADJ
iajs-3901	2	15	commons	common	NOUN
iajs-3901	2	16	attribution	attribution	NOUN
iajs-3901	2	17	4.0	4.0	NUM
iajs-3901	2	18	international	international	ADJ
iajs-3901	2	19	license	license	NOUN
iajs-3901	2	20	an	an	DET
iajs-3901	2	21	exhaustive	exhaustive	ADJ
iajs-3901	2	22	survey	survey	NOUN
iajs-3901	2	23	of	of	ADP
iajs-3901	2	24	deep	deep	ADJ
iajs-3901	2	25	learning	learning	NOUN
iajs-3901	2	26	techniques	technique	NOUN
iajs-3901	2	27	in	in	ADP
iajs-3901	2	28	ecg	ecg	PROPN
iajs-3901	2	29	signals	signal	NOUN
iajs-3901	2	30	tamara	tamara	PROPN
iajs-3901	2	31	hameed	hameed	PROPN
iajs-3901	2	32	yousif1	yousif1	PROPN
iajs-3901	2	33	and	and	CCONJ
iajs-3901	2	34	mohammed	mohammed	PROPN
iajs-3901	2	35	s.	s.	PROPN
iajs-3901	2	36	h.	h.	PROPN
iajs-3901	2	37	al	al	PROPN
iajs-3901	2	38	-	-	PROPN
iajs-3901	2	39	tamimi2	tamimi2	PROPN
iajs-3901	2	40	*	*	PROPN
iajs-3901	2	41	1,2department	1,2department	NUM
iajs-3901	2	42	of	of	ADP
iajs-3901	2	43	computer	computer	NOUN
iajs-3901	2	44	science	science	NOUN
iajs-3901	2	45	,	,	PUNCT
iajs-3901	2	46	college	college	NOUN
iajs-3901	2	47	of	of	ADP
iajs-3901	2	48	science	science	NOUN
iajs-3901	2	49	,	,	PUNCT
iajs-3901	2	50	university	university	NOUN
iajs-3901	2	51	of	of	ADP
iajs-3901	2	52	baghdad	baghdad	PROPN
iajs-3901	2	53	,	,	PUNCT
iajs-3901	2	54	baghdad	baghdad	PROPN
iajs-3901	2	55	,	,	PUNCT
iajs-3901	2	56	iraq	iraq	PROPN
iajs-3901	2	57	.	.	PUNCT
iajs-3901	3	1	*	*	PUNCT
iajs-3901	3	2	corresponding	correspond	VERB
iajs-3901	3	3	author	author	NOUN
iajs-3901	3	4	.	.	PUNCT
iajs-3901	4	1	received:7	received:7	ADP
iajs-3901	4	2	january	january	PROPN
iajs-3901	4	3	2024	2024	NUM
iajs-3901	4	4	accepted:27	accepted:27	ADP
iajs-3901	4	5	february	february	PROPN
iajs-3901	4	6	2024	2024	NUM
iajs-3901	4	7	published:20	published:20	NOUN
iajs-3901	4	8	july	july	NOUN
iajs-3901	4	9	2024	2024	NUM
iajs-3901	4	10	doi.org/10.30526/37.3.3901	doi.org/10.30526/37.3.3901	NOUN
iajs-3901	4	11	abstract	abstract	VERB
iajs-3901	4	12	the	the	DET
iajs-3901	4	13	electrocardiogram	electrocardiogram	NOUN
iajs-3901	4	14	(	(	PUNCT
iajs-3901	4	15	ecg	ecg	PROPN
iajs-3901	4	16	)	)	PUNCT
iajs-3901	4	17	is	be	AUX
iajs-3901	4	18	a	a	DET
iajs-3901	4	19	widely	widely	ADV
iajs-3901	4	20	utilized	utilize	VERB
iajs-3901	4	21	signal	signal	NOUN
iajs-3901	4	22	in	in	ADP
iajs-3901	4	23	the	the	DET
iajs-3901	4	24	prediction	prediction	NOUN
iajs-3901	4	25	of	of	ADP
iajs-3901	4	26	cardiovascular	cardiovascular	ADJ
iajs-3901	4	27	diseases	disease	NOUN
iajs-3901	4	28	(	(	PUNCT
iajs-3901	4	29	cvds	cvds	PROPN
iajs-3901	4	30	)	)	PUNCT
iajs-3901	4	31	.	.	PUNCT
iajs-3901	5	1	ecg	ecg	PROPN
iajs-3901	5	2	signals	signal	NOUN
iajs-3901	5	3	have	have	VERB
iajs-3901	5	4	the	the	DET
iajs-3901	5	5	ability	ability	NOUN
iajs-3901	5	6	to	to	PART
iajs-3901	5	7	detect	detect	VERB
iajs-3901	5	8	the	the	DET
iajs-3901	5	9	heart	heart	NOUN
iajs-3901	5	10	's	's	PART
iajs-3901	5	11	unusual	unusual	ADJ
iajs-3901	5	12	rhythmic	rhythmic	ADJ
iajs-3901	5	13	patterns	pattern	NOUN
iajs-3901	5	14	,	,	PUNCT
iajs-3901	5	15	which	which	PRON
iajs-3901	5	16	are	be	AUX
iajs-3901	5	17	generally	generally	ADV
iajs-3901	5	18	referred	refer	VERB
iajs-3901	5	19	to	to	ADP
iajs-3901	5	20	as	as	ADP
iajs-3901	5	21	arrhythmias	arrhythmia	NOUN
iajs-3901	5	22	.	.	PUNCT
iajs-3901	6	1	a	a	DET
iajs-3901	6	2	comprehensive	comprehensive	ADJ
iajs-3901	6	3	examination	examination	NOUN
iajs-3901	6	4	of	of	ADP
iajs-3901	6	5	ecg	ecg	PROPN
iajs-3901	6	6	signals	signal	NOUN
iajs-3901	6	7	is	be	AUX
iajs-3901	6	8	crucial	crucial	ADJ
iajs-3901	6	9	for	for	ADP
iajs-3901	6	10	the	the	DET
iajs-3901	6	11	precise	precise	ADJ
iajs-3901	6	12	identification	identification	NOUN
iajs-3901	6	13	of	of	ADP
iajs-3901	6	14	patients	patient	NOUN
iajs-3901	6	15	'	'	PART
iajs-3901	6	16	chronic	chronic	ADJ
iajs-3901	6	17	heart	heart	NOUN
iajs-3901	6	18	conditions	condition	NOUN
iajs-3901	6	19	.	.	PUNCT
iajs-3901	7	1	this	this	DET
iajs-3901	7	2	literature	literature	NOUN
iajs-3901	7	3	survey	survey	NOUN
iajs-3901	7	4	investigates	investigate	VERB
iajs-3901	7	5	some	some	PRON
iajs-3901	7	6	of	of	ADP
iajs-3901	7	7	the	the	DET
iajs-3901	7	8	most	most	ADV
iajs-3901	7	9	recent	recent	ADJ
iajs-3901	7	10	studies	study	NOUN
iajs-3901	7	11	in	in	ADP
iajs-3901	7	12	cardiac	cardiac	ADJ
iajs-3901	7	13	research	research	NOUN
iajs-3901	7	14	where	where	SCONJ
iajs-3901	7	15	researchers	researcher	NOUN
iajs-3901	7	16	embarked	embark	VERB
iajs-3901	7	17	on	on	ADP
iajs-3901	7	18	the	the	DET
iajs-3901	7	19	arduous	arduous	ADJ
iajs-3901	7	20	task	task	NOUN
iajs-3901	7	21	of	of	ADP
iajs-3901	7	22	creating	create	VERB
iajs-3901	7	23	an	an	DET
iajs-3901	7	24	ecg	ecg	PROPN
iajs-3901	7	25	signal	signal	ADJ
iajs-3901	7	26	image	image	NOUN
iajs-3901	7	27	model	model	NOUN
iajs-3901	7	28	to	to	PART
iajs-3901	7	29	identify	identify	VERB
iajs-3901	7	30	possible	possible	ADJ
iajs-3901	7	31	signals	signal	NOUN
iajs-3901	7	32	signifying	signify	VERB
iajs-3901	7	33	the	the	DET
iajs-3901	7	34	presence	presence	NOUN
iajs-3901	7	35	of	of	ADP
iajs-3901	7	36	heart	heart	NOUN
iajs-3901	7	37	disease	disease	NOUN
iajs-3901	7	38	.	.	PUNCT
iajs-3901	8	1	this	this	DET
iajs-3901	8	2	survey	survey	NOUN
iajs-3901	8	3	covers	cover	VERB
iajs-3901	8	4	algorithms	algorithm	NOUN
iajs-3901	8	5	for	for	ADP
iajs-3901	8	6	fusing	fuse	VERB
iajs-3901	8	7	ecg	ecg	PROPN
iajs-3901	8	8	signal	signal	NOUN
iajs-3901	8	9	features	feature	NOUN
iajs-3901	8	10	with	with	ADP
iajs-3901	8	11	deep	deep	ADJ
iajs-3901	8	12	learning	learning	NOUN
iajs-3901	8	13	methods	method	NOUN
iajs-3901	8	14	to	to	PART
iajs-3901	8	15	develop	develop	VERB
iajs-3901	8	16	deep	deep	ADJ
iajs-3901	8	17	neural	neural	ADJ
iajs-3901	8	18	networks	network	NOUN
iajs-3901	8	19	for	for	ADP
iajs-3901	8	20	predicting	predict	VERB
iajs-3901	8	21	heart	heart	NOUN
iajs-3901	8	22	disease	disease	NOUN
iajs-3901	8	23	using	use	VERB
iajs-3901	8	24	images	image	NOUN
iajs-3901	8	25	obtained	obtain	VERB
iajs-3901	8	26	from	from	ADP
iajs-3901	8	27	recordings	recording	NOUN
iajs-3901	8	28	of	of	ADP
iajs-3901	8	29	ecg	ecg	PROPN
iajs-3901	8	30	signals	signal	NOUN
iajs-3901	8	31	.	.	PUNCT
iajs-3901	9	1	respectively	respectively	ADV
iajs-3901	9	2	,	,	PUNCT
iajs-3901	9	3	every	every	DET
iajs-3901	9	4	study	study	NOUN
iajs-3901	9	5	provides	provide	VERB
iajs-3901	9	6	an	an	DET
iajs-3901	9	7	aspect	aspect	NOUN
iajs-3901	9	8	of	of	ADP
iajs-3901	9	9	understanding	understand	VERB
iajs-3901	9	10	how	how	SCONJ
iajs-3901	9	11	complicated	complicated	ADJ
iajs-3901	9	12	deep	deep	ADJ
iajs-3901	9	13	learning	learning	NOUN
iajs-3901	9	14	(	(	PUNCT
iajs-3901	9	15	dl	dl	NOUN
iajs-3901	9	16	)	)	PUNCT
iajs-3901	9	17	models	model	NOUN
iajs-3901	9	18	can	can	AUX
iajs-3901	9	19	find	find	VERB
iajs-3901	9	20	undiscovered	undiscovered	ADJ
iajs-3901	9	21	elements	element	NOUN
iajs-3901	9	22	from	from	ADP
iajs-3901	9	23	ecg	ecg	PROPN
iajs-3901	9	24	data	datum	NOUN
iajs-3901	9	25	that	that	PRON
iajs-3901	9	26	lead	lead	VERB
iajs-3901	9	27	to	to	ADP
iajs-3901	9	28	earlier	early	ADV
iajs-3901	9	29	and	and	CCONJ
iajs-3901	9	30	correct	correct	ADJ
iajs-3901	9	31	diagnoses	diagnosis	NOUN
iajs-3901	9	32	of	of	ADP
iajs-3901	9	33	cardiovascular	cardiovascular	ADJ
iajs-3901	9	34	disorders	disorder	NOUN
iajs-3901	9	35	in	in	ADP
iajs-3901	9	36	this	this	DET
iajs-3901	9	37	objective	objective	NOUN
iajs-3901	9	38	of	of	ADP
iajs-3901	9	39	the	the	DET
iajs-3901	9	40	discussed	discuss	VERB
iajs-3901	9	41	project	project	NOUN
iajs-3901	9	42	.	.	PUNCT
iajs-3901	10	1	through	through	ADP
iajs-3901	10	2	this	this	DET
iajs-3901	10	3	journey	journey	NOUN
iajs-3901	10	4	through	through	ADP
iajs-3901	10	5	these	these	DET
iajs-3901	10	6	research	research	NOUN
iajs-3901	10	7	findings	finding	NOUN
iajs-3901	10	8	,	,	PUNCT
iajs-3901	10	9	we	we	PRON
iajs-3901	10	10	will	will	AUX
iajs-3901	10	11	look	look	VERB
iajs-3901	10	12	closely	closely	ADV
iajs-3901	10	13	at	at	ADP
iajs-3901	10	14	the	the	DET
iajs-3901	10	15	methods	method	NOUN
iajs-3901	10	16	used	use	VERB
iajs-3901	10	17	and	and	CCONJ
iajs-3901	10	18	draw	draw	VERB
iajs-3901	10	19	conclusions	conclusion	NOUN
iajs-3901	10	20	on	on	ADP
iajs-3901	10	21	how	how	SCONJ
iajs-3901	10	22	dl	dl	PROPN
iajs-3901	10	23	models	model	NOUN
iajs-3901	10	24	can	can	AUX
iajs-3901	10	25	be	be	AUX
iajs-3901	10	26	improved	improve	VERB
iajs-3901	10	27	in	in	ADP
iajs-3901	10	28	the	the	DET
iajs-3901	10	29	context	context	NOUN
iajs-3901	10	30	of	of	ADP
iajs-3901	10	31	cardiac	cardiac	ADJ
iajs-3901	10	32	health	health	NOUN
iajs-3901	10	33	.	.	PUNCT
iajs-3901	11	1	this	this	DET
iajs-3901	11	2	paper	paper	NOUN
iajs-3901	11	3	endeavors	endeavor	NOUN
iajs-3901	11	4	to	to	PART
iajs-3901	11	5	introduce	introduce	VERB
iajs-3901	11	6	novelty	novelty	NOUN
iajs-3901	11	7	into	into	ADP
iajs-3901	11	8	this	this	DET
iajs-3901	11	9	developing	develop	VERB
iajs-3901	11	10	field	field	NOUN
iajs-3901	11	11	and	and	CCONJ
iajs-3901	11	12	thus	thus	ADV
iajs-3901	11	13	forms	form	VERB
iajs-3901	11	14	part	part	NOUN
iajs-3901	11	15	of	of	ADP
iajs-3901	11	16	this	this	DET
iajs-3901	11	17	extensive	extensive	ADJ
iajs-3901	11	18	review	review	NOUN
iajs-3901	11	19	of	of	ADP
iajs-3901	11	20	what	what	PRON
iajs-3901	11	21	is	be	AUX
iajs-3901	11	22	currently	currently	ADV
iajs-3901	11	23	available	available	ADJ
iajs-3901	11	24	in	in	ADP
iajs-3901	11	25	this	this	DET
iajs-3901	11	26	area	area	NOUN
iajs-3901	11	27	.	.	PUNCT
iajs-3901	12	1	keywords	keyword	NOUN
iajs-3901	12	2	:	:	PUNCT
iajs-3901	12	3	ecg	ecg	PROPN
iajs-3901	12	4	signal	signal	NOUN
iajs-3901	12	5	;	;	PUNCT
iajs-3901	12	6	neural	neural	ADJ
iajs-3901	12	7	network	network	NOUN
iajs-3901	12	8	;	;	PUNCT
iajs-3901	12	9	machine	machine	NOUN
iajs-3901	12	10	learning	learning	NOUN
iajs-3901	12	11	;	;	PUNCT
iajs-3901	12	12	deep	deep	ADJ
iajs-3901	12	13	learning	learning	NOUN
iajs-3901	12	14	.	.	PUNCT
iajs-3901	13	1	1	1	X
iajs-3901	13	2	.	.	X
iajs-3901	13	3	introduction	introduction	NOUN
iajs-3901	13	4	cardiomyopathy	cardiomyopathy	ADJ
iajs-3901	13	5	is	be	AUX
iajs-3901	13	6	a	a	DET
iajs-3901	13	7	life	life	NOUN
iajs-3901	13	8	-	-	PUNCT
iajs-3901	13	9	threatening	threaten	VERB
iajs-3901	13	10	medical	medical	ADJ
iajs-3901	13	11	disorder	disorder	NOUN
iajs-3901	13	12	that	that	PRON
iajs-3901	13	13	impacts	impact	VERB
iajs-3901	13	14	the	the	DET
iajs-3901	13	15	heart	heart	NOUN
iajs-3901	13	16	and	and	CCONJ
iajs-3901	13	17	blood	blood	NOUN
iajs-3901	13	18	vessels	vessel	NOUN
iajs-3901	13	19	.	.	PUNCT
iajs-3901	14	1	as	as	ADP
iajs-3901	14	2	per	per	ADP
iajs-3901	14	3	the	the	DET
iajs-3901	14	4	world	world	NOUN
iajs-3901	14	5	health	health	NOUN
iajs-3901	14	6	organization	organization	NOUN
iajs-3901	14	7	(	(	PUNCT
iajs-3901	14	8	who	who	PRON
iajs-3901	14	9	)	)	PUNCT
iajs-3901	14	10	,	,	PUNCT
iajs-3901	14	11	in	in	ADP
iajs-3901	14	12	2020	2020	NUM
iajs-3901	14	13	,	,	PUNCT
iajs-3901	14	14	about	about	ADV
iajs-3901	14	15	18	18	NUM
iajs-3901	14	16	million	million	NUM
iajs-3901	14	17	people	people	NOUN
iajs-3901	14	18	died	die	VERB
iajs-3901	14	19	from	from	ADP
iajs-3901	14	20	heart	heart	NOUN
iajs-3901	14	21	disease	disease	NOUN
iajs-3901	14	22	.	.	PUNCT
iajs-3901	15	1	this	this	PRON
iajs-3901	15	2	constitutes	constitute	VERB
iajs-3901	15	3	32	32	NUM
iajs-3901	15	4	%	%	NOUN
iajs-3901	15	5	of	of	ADP
iajs-3901	15	6	the	the	DET
iajs-3901	15	7	total	total	ADJ
iajs-3901	15	8	number	number	NOUN
iajs-3901	15	9	of	of	ADP
iajs-3901	15	10	deaths	death	NOUN
iajs-3901	15	11	worldwide	worldwide	ADV
iajs-3901	15	12	,	,	PUNCT
iajs-3901	15	13	surpassing	surpass	VERB
iajs-3901	15	14	all	all	DET
iajs-3901	15	15	other	other	ADJ
iajs-3901	15	16	non	non	ADJ
iajs-3901	15	17	-	-	ADJ
iajs-3901	15	18	infectious	infectious	ADJ
iajs-3901	15	19	diseases	disease	NOUN
iajs-3901	15	20	in	in	ADP
iajs-3901	15	21	terms	term	NOUN
iajs-3901	15	22	of	of	ADP
iajs-3901	15	23	fatality	fatality	NOUN
iajs-3901	15	24	[	[	X
iajs-3901	15	25	1	1	NUM
iajs-3901	15	26	]	]	PUNCT
iajs-3901	15	27	.	.	PUNCT
iajs-3901	16	1	furthermore	furthermore	ADV
iajs-3901	16	2	,	,	PUNCT
iajs-3901	16	3	over	over	ADP
iajs-3901	16	4	75	75	NUM
iajs-3901	16	5	%	%	NOUN
iajs-3901	16	6	of	of	ADP
iajs-3901	16	7	these	these	DET
iajs-3901	16	8	fatalities	fatality	NOUN
iajs-3901	16	9	transpire	transpire	VERB
iajs-3901	16	10	in	in	ADP
iajs-3901	16	11	nations	nation	NOUN
iajs-3901	16	12	with	with	ADP
iajs-3901	16	13	little	little	ADJ
iajs-3901	16	14	economic	economic	ADJ
iajs-3901	16	15	resources	resource	NOUN
iajs-3901	16	16	[	[	X
iajs-3901	16	17	2	2	NUM
iajs-3901	16	18	]	]	PUNCT
iajs-3901	16	19	.	.	PUNCT
iajs-3901	17	1	clinicians	clinician	NOUN
iajs-3901	17	2	use	use	VERB
iajs-3901	17	3	several	several	ADJ
iajs-3901	17	4	diagnostic	diagnostic	ADJ
iajs-3901	17	5	modalities	modality	NOUN
iajs-3901	17	6	to	to	PART
iajs-3901	17	7	diagnose	diagnose	VERB
iajs-3901	17	8	heart	heart	NOUN
iajs-3901	17	9	failure	failure	NOUN
iajs-3901	17	10	,	,	PUNCT
iajs-3901	17	11	including	include	VERB
iajs-3901	17	12	non	non	ADJ
iajs-3901	17	13	-	-	ADJ
iajs-3901	17	14	invasive	invasive	ADJ
iajs-3901	17	15	tests	test	NOUN
iajs-3901	17	16	such	such	ADJ
iajs-3901	17	17	as	as	ADP
iajs-3901	17	18	ecg	ecg	PROPN
iajs-3901	17	19	[	[	X
iajs-3901	17	20	3	3	NUM
iajs-3901	17	21	]	]	PUNCT
iajs-3901	17	22	,	,	PUNCT
iajs-3901	17	23	echocardiography	echocardiography	NOUN
iajs-3901	17	24	[	[	X
iajs-3901	17	25	4	4	NUM
iajs-3901	17	26	]	]	PUNCT
iajs-3901	17	27	,	,	PUNCT
iajs-3901	17	28	coronary	coronary	ADJ
iajs-3901	17	29	computed	compute	VERB
iajs-3901	17	30	tomography	tomography	NOUN
iajs-3901	17	31	angiogram	angiogram	NOUN
iajs-3901	17	32	(	(	PUNCT
iajs-3901	17	33	ccta	ccta	PROPN
iajs-3901	17	34	)	)	PUNCT
iajs-3901	18	1	[	[	X
iajs-3901	18	2	5	5	NUM
iajs-3901	18	3	]	]	PUNCT
iajs-3901	18	4	,	,	PUNCT
iajs-3901	18	5	cardiac	cardiac	ADJ
iajs-3901	18	6	magnetic	magnetic	ADJ
iajs-3901	18	7	resonance	resonance	NOUN
iajs-3901	18	8	imaging	imaging	NOUN
iajs-3901	18	9	(	(	PUNCT
iajs-3901	18	10	mri	mri	NOUN
iajs-3901	18	11	)	)	PUNCT
iajs-3901	19	1	[	[	X
iajs-3901	19	2	6,7	6,7	NUM
iajs-3901	19	3	]	]	PUNCT
iajs-3901	19	4	,	,	PUNCT
iajs-3901	19	5	and	and	CCONJ
iajs-3901	19	6	invasive	invasive	ADJ
iajs-3901	19	7	techniques	technique	NOUN
iajs-3901	19	8	such	such	ADJ
iajs-3901	19	9	as	as	ADP
iajs-3901	19	10	hematology	hematology	NOUN
iajs-3901	19	11	[	[	X
iajs-3901	19	12	8	8	NUM
iajs-3901	19	13	]	]	PUNCT
iajs-3901	19	14	and	and	CCONJ
iajs-3901	19	15	coronary	coronary	ADJ
iajs-3901	19	16	endoscopy	endoscopy	NOUN
iajs-3901	20	1	[	[	X
iajs-3901	20	2	9	9	NUM
iajs-3901	20	3	]	]	PUNCT
iajs-3901	20	4	.	.	PUNCT
iajs-3901	21	1	in	in	ADP
iajs-3901	21	2	addition	addition	NOUN
iajs-3901	21	3	to	to	ADP
iajs-3901	21	4	the	the	DET
iajs-3901	21	5	listed	list	VERB
iajs-3901	21	6	diagnostic	diagnostic	ADJ
iajs-3901	21	7	methods	method	NOUN
iajs-3901	21	8	,	,	PUNCT
iajs-3901	21	9	the	the	DET
iajs-3901	21	10	ecg	ecg	PROPN
iajs-3901	21	11	is	be	AUX
iajs-3901	21	12	a	a	DET
iajs-3901	21	13	noninvasive	noninvasive	ADJ
iajs-3901	21	14	and	and	CCONJ
iajs-3901	21	15	noninvasive	noninvasive	ADJ
iajs-3901	21	16	medical	medical	ADJ
iajs-3901	21	17	test	test	NOUN
iajs-3901	21	18	that	that	PRON
iajs-3901	21	19	can	can	AUX
iajs-3901	21	20	easily	easily	ADV
iajs-3901	21	21	be	be	AUX
iajs-3901	21	22	used	use	VERB
iajs-3901	21	23	to	to	PART
iajs-3901	21	24	diagnose	diagnose	VERB
iajs-3901	21	25	cardiac	cardiac	ADJ
iajs-3901	21	26	diseases	disease	NOUN
iajs-3901	21	27	[	[	X
iajs-3901	21	28	10	10	NUM
iajs-3901	21	29	]	]	PUNCT
iajs-3901	21	30	.	.	PUNCT
iajs-3901	22	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
iajs-3901	22	2	https://orcid.org/0009-0005-5260-7343	https://orcid.org/0009-0005-5260-7343	PROPN
iajs-3901	22	3	mailto:tamara.ahmed2101m@sc.uobaghdad.edu.iq	mailto:tamara.ahmed2101m@sc.uobaghdad.edu.iq	PROPN
iajs-3901	22	4	https://orcid.org/0000-0002-6005-1964	https://orcid.org/0000-0002-6005-1964	PROPN
iajs-3901	22	5	mailto:m_altamimi75@yahoo.com	mailto:m_altamimi75@yahoo.com	X
iajs-3901	22	6	ihjpas	ihjpas	PROPN
iajs-3901	22	7	.	.	PUNCT
iajs-3901	23	1	2024	2024	NUM
iajs-3901	23	2	,	,	PUNCT
iajs-3901	23	3	37	37	NUM
iajs-3901	23	4	(	(	PUNCT
iajs-3901	23	5	3	3	NUM
iajs-3901	23	6	)	)	PUNCT
iajs-3901	23	7	429	429	NUM
iajs-3901	23	8	diagnostic	diagnostic	ADJ
iajs-3901	23	9	ecg	ecg	PROPN
iajs-3901	23	10	is	be	AUX
iajs-3901	23	11	used	use	VERB
iajs-3901	23	12	for	for	ADP
iajs-3901	23	13	the	the	DET
iajs-3901	23	14	detection	detection	NOUN
iajs-3901	23	15	and	and	CCONJ
iajs-3901	23	16	diagnosis	diagnosis	NOUN
iajs-3901	23	17	of	of	ADP
iajs-3901	23	18	many	many	ADJ
iajs-3901	23	19	cardiac	cardiac	ADJ
iajs-3901	23	20	disorders	disorder	NOUN
iajs-3901	23	21	,	,	PUNCT
iajs-3901	23	22	including	include	VERB
iajs-3901	23	23	heart	heart	NOUN
iajs-3901	23	24	failure	failure	NOUN
iajs-3901	23	25	,	,	PUNCT
iajs-3901	23	26	pericardial	pericardial	ADJ
iajs-3901	23	27	dysfunction	dysfunction	NOUN
iajs-3901	23	28	,	,	PUNCT
iajs-3901	23	29	cardiovascular	cardiovascular	ADJ
iajs-3901	23	30	disease	disease	NOUN
iajs-3901	23	31	,	,	PUNCT
iajs-3901	23	32	electrolyte	electrolyte	NOUN
iajs-3901	23	33	imbalance	imbalance	NOUN
iajs-3901	23	34	,	,	PUNCT
iajs-3901	23	35	and	and	CCONJ
iajs-3901	23	36	pulmonary	pulmonary	ADJ
iajs-3901	23	37	diseases	disease	NOUN
iajs-3901	23	38	[	[	X
iajs-3901	23	39	11,12	11,12	NUM
iajs-3901	23	40	]	]	PUNCT
iajs-3901	23	41	.	.	PUNCT
iajs-3901	24	1	however	however	ADV
iajs-3901	24	2	,	,	PUNCT
iajs-3901	24	3	general	general	ADJ
iajs-3901	24	4	practitioners	practitioner	NOUN
iajs-3901	24	5	need	need	VERB
iajs-3901	24	6	help	help	NOUN
iajs-3901	24	7	with	with	ADP
iajs-3901	24	8	ecg	ecg	PROPN
iajs-3901	24	9	readings	reading	NOUN
iajs-3901	24	10	,	,	PUNCT
iajs-3901	24	11	which	which	PRON
iajs-3901	24	12	are	be	AUX
iajs-3901	24	13	two	two	NUM
iajs-3901	24	14	significant	significant	ADJ
iajs-3901	24	15	problems	problem	NOUN
iajs-3901	24	16	in	in	ADP
iajs-3901	24	17	their	their	PRON
iajs-3901	24	18	daily	daily	ADJ
iajs-3901	24	19	practice	practice	NOUN
iajs-3901	24	20	.	.	PUNCT
iajs-3901	25	1	the	the	DET
iajs-3901	25	2	inaccuracies	inaccuracy	NOUN
iajs-3901	25	3	and	and	CCONJ
iajs-3901	25	4	time	time	NOUN
iajs-3901	25	5	-	-	PUNCT
iajs-3901	25	6	consuming	consume	VERB
iajs-3901	25	7	nature	nature	NOUN
iajs-3901	25	8	of	of	ADP
iajs-3901	25	9	manually	manually	ADV
iajs-3901	25	10	analyzing	analyze	VERB
iajs-3901	25	11	holter	holter	NOUN
iajs-3901	25	12	ecgs	ecgs	PROPN
iajs-3901	25	13	are	be	AUX
iajs-3901	25	14	evident	evident	ADJ
iajs-3901	25	15	[	[	PUNCT
iajs-3901	25	16	13	13	NUM
iajs-3901	25	17	]	]	PUNCT
iajs-3901	25	18	.	.	PUNCT
iajs-3901	26	1	j.	j.	PROPN
iajs-3901	26	2	higueras	higueras	PROPN
iajs-3901	26	3	et	et	PROPN
iajs-3901	26	4	al	al	PROPN
iajs-3901	26	5	.	.	PUNCT
iajs-3901	27	1	[	[	X
iajs-3901	27	2	14	14	NUM
iajs-3901	27	3	]	]	PUNCT
iajs-3901	27	4	study	study	NOUN
iajs-3901	27	5	panel	panel	NOUN
iajs-3901	27	6	of	of	ADP
iajs-3901	27	7	195	195	NUM
iajs-3901	27	8	physicians	physician	NOUN
iajs-3901	27	9	consisting	consist	VERB
iajs-3901	27	10	of	of	ADP
iajs-3901	27	11	153	153	NUM
iajs-3901	27	12	individuals	individual	NOUN
iajs-3901	27	13	and	and	CCONJ
iajs-3901	27	14	42	42	NUM
iajs-3901	27	15	staff	staff	NOUN
iajs-3901	27	16	found	find	VERB
iajs-3901	27	17	that	that	SCONJ
iajs-3901	27	18	physicians	physician	NOUN
iajs-3901	27	19	lack	lack	VERB
iajs-3901	27	20	adequate	adequate	ADJ
iajs-3901	27	21	ecg	ecg	PROPN
iajs-3901	27	22	interpretation	interpretation	NOUN
iajs-3901	27	23	skills	skill	NOUN
iajs-3901	27	24	.	.	PUNCT
iajs-3901	28	1	the	the	DET
iajs-3901	28	2	study	study	NOUN
iajs-3901	28	3	found	find	VERB
iajs-3901	28	4	that	that	SCONJ
iajs-3901	28	5	resident	resident	ADJ
iajs-3901	28	6	physicians	physician	NOUN
iajs-3901	28	7	accounted	account	VERB
iajs-3901	28	8	for	for	ADP
iajs-3901	28	9	13.4	13.4	NUM
iajs-3901	28	10	%	%	NOUN
iajs-3901	28	11	of	of	ADP
iajs-3901	28	12	acute	acute	ADJ
iajs-3901	28	13	myocardial	myocardial	ADJ
iajs-3901	28	14	infarction	infarction	NOUN
iajs-3901	28	15	(	(	PUNCT
iajs-3901	28	16	ami	ami	NOUN
iajs-3901	28	17	)	)	PUNCT
iajs-3901	28	18	and	and	CCONJ
iajs-3901	28	19	44.1	44.1	NUM
iajs-3901	28	20	%	%	NOUN
iajs-3901	28	21	of	of	ADP
iajs-3901	28	22	ventricular	ventricular	ADJ
iajs-3901	28	23	tachycardia	tachycardia	NOUN
iajs-3901	28	24	(	(	PUNCT
iajs-3901	28	25	vt	vt	NOUN
iajs-3901	28	26	)	)	PUNCT
iajs-3901	28	27	and	and	CCONJ
iajs-3901	28	28	missed	miss	VERB
iajs-3901	28	29	64.6	64.6	NUM
iajs-3901	28	30	%	%	NOUN
iajs-3901	28	31	of	of	ADP
iajs-3901	28	32	cases	case	NOUN
iajs-3901	28	33	of	of	ADP
iajs-3901	28	34	second	second	ADJ
iajs-3901	28	35	av	av	NOUN
iajs-3901	28	36	block	block	NOUN
iajs-3901	28	37	.	.	PUNCT
iajs-3901	29	1	the	the	DET
iajs-3901	29	2	presence	presence	NOUN
iajs-3901	29	3	of	of	ADP
iajs-3901	29	4	cardiac	cardiac	ADJ
iajs-3901	29	5	conditions	condition	NOUN
iajs-3901	29	6	makes	make	VERB
iajs-3901	29	7	it	it	PRON
iajs-3901	29	8	difficult	difficult	ADJ
iajs-3901	29	9	to	to	PART
iajs-3901	29	10	accurately	accurately	ADV
iajs-3901	29	11	diagnose	diagnose	VERB
iajs-3901	29	12	a	a	DET
iajs-3901	29	13	patient	patient	NOUN
iajs-3901	29	14	's	's	PART
iajs-3901	29	15	condition	condition	NOUN
iajs-3901	29	16	based	base	VERB
iajs-3901	29	17	on	on	ADP
iajs-3901	29	18	ecg	ecg	PROPN
iajs-3901	29	19	signal	signal	NOUN
iajs-3901	29	20	interpretation	interpretation	NOUN
iajs-3901	29	21	alone	alone	ADV
iajs-3901	29	22	,	,	PUNCT
iajs-3901	29	23	even	even	ADV
iajs-3901	29	24	when	when	SCONJ
iajs-3901	29	25	a	a	DET
iajs-3901	29	26	cardiologist	cardiologist	NOUN
iajs-3901	29	27	is	be	AUX
iajs-3901	29	28	highly	highly	ADV
iajs-3901	29	29	skilled	skilled	ADJ
iajs-3901	29	30	and	and	CCONJ
iajs-3901	29	31	presents	present	VERB
iajs-3901	29	32	further	further	ADJ
iajs-3901	29	33	difficulties	difficulty	NOUN
iajs-3901	29	34	in	in	ADP
iajs-3901	29	35	making	make	VERB
iajs-3901	29	36	the	the	DET
iajs-3901	29	37	distinction	distinction	NOUN
iajs-3901	29	38	.	.	PUNCT
iajs-3901	30	1	in	in	ADP
iajs-3901	30	2	addition	addition	NOUN
iajs-3901	30	3	to	to	ADP
iajs-3901	30	4	these	these	DET
iajs-3901	30	5	problems	problem	NOUN
iajs-3901	30	6	,	,	PUNCT
iajs-3901	30	7	recording	record	VERB
iajs-3901	30	8	the	the	DET
iajs-3901	30	9	ecg	ecg	PROPN
iajs-3901	30	10	signal	signal	NOUN
iajs-3901	30	11	can	can	AUX
iajs-3901	30	12	reveal	reveal	VERB
iajs-3901	30	13	variations	variation	NOUN
iajs-3901	30	14	for	for	ADP
iajs-3901	30	15	the	the	DET
iajs-3901	30	16	same	same	ADJ
iajs-3901	30	17	medical	medical	ADJ
iajs-3901	30	18	condition	condition	NOUN
iajs-3901	30	19	depending	depend	VERB
iajs-3901	30	20	on	on	ADP
iajs-3901	30	21	factors	factor	NOUN
iajs-3901	30	22	such	such	ADJ
iajs-3901	30	23	as	as	ADP
iajs-3901	30	24	patient	patient	ADJ
iajs-3901	30	25	age	age	NOUN
iajs-3901	30	26	,	,	PUNCT
iajs-3901	30	27	race	race	NOUN
iajs-3901	30	28	,	,	PUNCT
iajs-3901	30	29	and	and	CCONJ
iajs-3901	30	30	overall	overall	ADJ
iajs-3901	30	31	physical	physical	ADJ
iajs-3901	30	32	health	health	NOUN
iajs-3901	30	33	[	[	X
iajs-3901	30	34	15	15	NUM
iajs-3901	30	35	]	]	PUNCT
iajs-3901	30	36	.	.	PUNCT
iajs-3901	31	1	computerized	computerized	ADJ
iajs-3901	31	2	interpretation	interpretation	NOUN
iajs-3901	31	3	(	(	PUNCT
iajs-3901	31	4	cie	cie	PROPN
iajs-3901	31	5	)	)	PUNCT
iajs-3901	31	6	of	of	ADP
iajs-3901	31	7	ecg	ecg	PROPN
iajs-3901	31	8	records	record	NOUN
iajs-3901	31	9	has	have	AUX
iajs-3901	31	10	been	be	AUX
iajs-3901	31	11	employed	employ	VERB
iajs-3901	31	12	to	to	PART
iajs-3901	31	13	address	address	VERB
iajs-3901	31	14	these	these	DET
iajs-3901	31	15	difficulties	difficulty	NOUN
iajs-3901	31	16	and	and	CCONJ
iajs-3901	31	17	aid	aid	VERB
iajs-3901	31	18	clinicians	clinician	NOUN
iajs-3901	31	19	in	in	ADP
iajs-3901	31	20	the	the	DET
iajs-3901	31	21	diagnosis	diagnosis	NOUN
iajs-3901	31	22	of	of	ADP
iajs-3901	31	23	cardiomyopathy	cardiomyopathy	ADJ
iajs-3901	32	1	[	[	X
iajs-3901	32	2	16	16	NUM
iajs-3901	32	3	]	]	PUNCT
iajs-3901	32	4	.	.	PUNCT
iajs-3901	33	1	however	however	ADV
iajs-3901	33	2	,	,	PUNCT
iajs-3901	33	3	research	research	NOUN
iajs-3901	33	4	has	have	AUX
iajs-3901	33	5	shown	show	VERB
iajs-3901	33	6	distinct	distinct	ADJ
iajs-3901	33	7	shortcomings	shortcoming	NOUN
iajs-3901	33	8	in	in	ADP
iajs-3901	33	9	the	the	DET
iajs-3901	33	10	use	use	NOUN
iajs-3901	33	11	of	of	ADP
iajs-3901	33	12	this	this	DET
iajs-3901	33	13	technique	technique	NOUN
iajs-3901	33	14	and	and	CCONJ
iajs-3901	33	15	barriers	barrier	NOUN
iajs-3901	33	16	to	to	PART
iajs-3901	33	17	computerized	computerized	VERB
iajs-3901	33	18	ecg	ecg	PROPN
iajs-3901	33	19	analysis	analysis	NOUN
iajs-3901	33	20	.	.	PUNCT
iajs-3901	34	1	thus	thus	ADV
iajs-3901	34	2	,	,	PUNCT
iajs-3901	34	3	although	although	SCONJ
iajs-3901	34	4	attempts	attempt	NOUN
iajs-3901	34	5	have	have	AUX
iajs-3901	34	6	been	be	AUX
iajs-3901	34	7	made	make	VERB
iajs-3901	34	8	to	to	PART
iajs-3901	34	9	establish	establish	VERB
iajs-3901	34	10	uniform	uniform	ADJ
iajs-3901	34	11	automated	automate	VERB
iajs-3901	34	12	systems	system	NOUN
iajs-3901	34	13	for	for	ADP
iajs-3901	34	14	interpreting	interpret	VERB
iajs-3901	34	15	ecgs	ecgs	NOUN
iajs-3901	34	16	[	[	X
iajs-3901	34	17	17	17	NUM
iajs-3901	34	18	]	]	PUNCT
iajs-3901	34	19	,	,	PUNCT
iajs-3901	34	20	interpretation	interpretation	NOUN
iajs-3901	34	21	of	of	ADP
iajs-3901	34	22	the	the	DET
iajs-3901	34	23	final	final	ADJ
iajs-3901	34	24	ecg	ecg	PROPN
iajs-3901	34	25	still	still	ADV
iajs-3901	34	26	requires	require	VERB
iajs-3901	34	27	physician	physician	NOUN
iajs-3901	34	28	rereading	rereading	NOUN
iajs-3901	34	29	.	.	PUNCT
iajs-3901	35	1	moreover	moreover	ADV
iajs-3901	35	2	,	,	PUNCT
iajs-3901	35	3	the	the	DET
iajs-3901	35	4	need	need	NOUN
iajs-3901	35	5	for	for	ADP
iajs-3901	35	6	universally	universally	ADV
iajs-3901	35	7	accepted	accept	VERB
iajs-3901	35	8	standards	standard	NOUN
iajs-3901	35	9	for	for	ADP
iajs-3901	35	10	computed	compute	VERB
iajs-3901	35	11	ecg	ecg	PROPN
iajs-3901	35	12	analysis	analysis	NOUN
iajs-3901	35	13	poses	pose	VERB
iajs-3901	35	14	difficulties	difficulty	NOUN
iajs-3901	35	15	in	in	ADP
iajs-3901	35	16	validating	validate	VERB
iajs-3901	35	17	cie	cie	PROPN
iajs-3901	35	18	[	[	X
iajs-3901	35	19	18	18	NUM
iajs-3901	35	20	]	]	PUNCT
iajs-3901	35	21	.	.	PUNCT
iajs-3901	36	1	2	2	X
iajs-3901	36	2	.	.	X
iajs-3901	36	3	ecg	ecg	PROPN
iajs-3901	36	4	signal	signal	PROPN
iajs-3901	36	5	ecg	ecg	PROPN
iajs-3901	36	6	equipment	equipment	NOUN
iajs-3901	36	7	is	be	AUX
iajs-3901	36	8	utilized	utilize	VERB
iajs-3901	36	9	to	to	PART
iajs-3901	36	10	capture	capture	VERB
iajs-3901	36	11	the	the	DET
iajs-3901	36	12	electrical	electrical	ADJ
iajs-3901	36	13	signals	signal	NOUN
iajs-3901	36	14	produced	produce	VERB
iajs-3901	36	15	by	by	ADP
iajs-3901	36	16	the	the	DET
iajs-3901	36	17	heart	heart	NOUN
iajs-3901	36	18	.	.	PUNCT
iajs-3901	37	1	the	the	DET
iajs-3901	37	2	sensors	sensor	NOUN
iajs-3901	37	3	or	or	CCONJ
iajs-3901	37	4	electrodes	electrode	NOUN
iajs-3901	37	5	,	,	PUNCT
iajs-3901	37	6	as	as	SCONJ
iajs-3901	37	7	shown	show	VERB
iajs-3901	37	8	in	in	ADP
iajs-3901	37	9	figure	figure	NOUN
iajs-3901	37	10	1	1	NUM
iajs-3901	37	11	,	,	PUNCT
iajs-3901	37	12	are	be	AUX
iajs-3901	37	13	put	put	VERB
iajs-3901	37	14	on	on	ADP
iajs-3901	37	15	the	the	DET
iajs-3901	37	16	patient	patient	NOUN
iajs-3901	37	17	's	's	PART
iajs-3901	37	18	arms	arm	NOUN
iajs-3901	37	19	,	,	PUNCT
iajs-3901	37	20	legs	leg	NOUN
iajs-3901	37	21	,	,	PUNCT
iajs-3901	37	22	and	and	CCONJ
iajs-3901	37	23	chest	chest	NOUN
iajs-3901	37	24	to	to	PART
iajs-3901	37	25	detect	detect	VERB
iajs-3901	37	26	these	these	DET
iajs-3901	37	27	signals	signal	NOUN
iajs-3901	37	28	.	.	PUNCT
iajs-3901	38	1	figure	figure	NOUN
iajs-3901	38	2	1	1	NUM
iajs-3901	38	3	.	.	PUNCT
iajs-3901	39	1	the	the	DET
iajs-3901	39	2	positioning	positioning	NOUN
iajs-3901	39	3	of	of	ADP
iajs-3901	39	4	ecg	ecg	PROPN
iajs-3901	39	5	electrodes	electrode	NOUN
iajs-3901	39	6	on	on	ADP
iajs-3901	39	7	the	the	DET
iajs-3901	39	8	chest	chest	NOUN
iajs-3901	39	9	,	,	PUNCT
iajs-3901	39	10	upper	upper	ADJ
iajs-3901	39	11	extremities	extremity	NOUN
iajs-3901	39	12	,	,	PUNCT
iajs-3901	39	13	and	and	CCONJ
iajs-3901	39	14	lower	low	ADJ
iajs-3901	39	15	extremities	extremity	NOUN
iajs-3901	39	16	[	[	X
iajs-3901	39	17	2	2	NUM
iajs-3901	39	18	]	]	PUNCT
iajs-3901	39	19	.	.	PUNCT
iajs-3901	40	1	the	the	DET
iajs-3901	40	2	electrodes	electrode	NOUN
iajs-3901	40	3	ascertain	ascertain	VERB
iajs-3901	40	4	electrical	electrical	ADJ
iajs-3901	40	5	impulses	impulse	NOUN
iajs-3901	40	6	that	that	PRON
iajs-3901	40	7	are	be	AUX
iajs-3901	40	8	associated	associate	VERB
iajs-3901	40	9	with	with	ADP
iajs-3901	40	10	a	a	DET
iajs-3901	40	11	12	12	NUM
iajs-3901	40	12	-	-	PUNCT
iajs-3901	40	13	lead	lead	NOUN
iajs-3901	40	14	ecg	ecg	PROPN
iajs-3901	40	15	equipment	equipment	NOUN
iajs-3901	40	16	.	.	PUNCT
iajs-3901	41	1	this	this	DET
iajs-3901	41	2	device	device	NOUN
iajs-3901	41	3	captures	capture	VERB
iajs-3901	41	4	the	the	DET
iajs-3901	41	5	comprehensive	comprehensive	ADJ
iajs-3901	41	6	electrical	electrical	ADJ
iajs-3901	41	7	activity	activity	NOUN
iajs-3901	41	8	of	of	ADP
iajs-3901	41	9	the	the	DET
iajs-3901	41	10	heart	heart	NOUN
iajs-3901	41	11	from	from	ADP
iajs-3901	41	12	various	various	ADJ
iajs-3901	41	13	angles	angle	NOUN
iajs-3901	41	14	for	for	ADP
iajs-3901	41	15	a	a	DET
iajs-3901	41	16	specified	specify	VERB
iajs-3901	41	17	ihjpas	ihjpa	NOUN
iajs-3901	41	18	.	.	PUNCT
iajs-3901	42	1	2024	2024	NUM
iajs-3901	42	2	,	,	PUNCT
iajs-3901	42	3	37	37	NUM
iajs-3901	42	4	(	(	PUNCT
iajs-3901	42	5	3	3	NUM
iajs-3901	42	6	)	)	PUNCT
iajs-3901	42	7	430	430	NUM
iajs-3901	42	8	period	period	NOUN
iajs-3901	42	9	,	,	PUNCT
iajs-3901	42	10	typically	typically	ADV
iajs-3901	42	11	lasting	last	VERB
iajs-3901	42	12	12	12	NUM
iajs-3901	42	13	seconds	second	NOUN
iajs-3901	43	1	[	[	X
iajs-3901	43	2	19	19	NUM
iajs-3901	43	3	]	]	PUNCT
iajs-3901	43	4	.	.	PUNCT
iajs-3901	44	1	among	among	ADP
iajs-3901	44	2	the	the	DET
iajs-3901	44	3	12	12	NUM
iajs-3901	44	4	leads	lead	NOUN
iajs-3901	44	5	,	,	PUNCT
iajs-3901	44	6	the	the	DET
iajs-3901	44	7	three	three	NUM
iajs-3901	44	8	bipolar	bipolar	ADJ
iajs-3901	44	9	leads	leads	AUX
iajs-3901	44	10	particularly	particularly	ADV
iajs-3901	44	11	measure	measure	VERB
iajs-3901	44	12	the	the	DET
iajs-3901	44	13	differences	difference	NOUN
iajs-3901	44	14	in	in	ADP
iajs-3901	44	15	electrical	electrical	ADJ
iajs-3901	44	16	potential	potential	NOUN
iajs-3901	44	17	between	between	ADP
iajs-3901	44	18	both	both	DET
iajs-3901	44	19	arms	arm	NOUN
iajs-3901	44	20	and	and	CCONJ
iajs-3901	44	21	between	between	ADP
iajs-3901	44	22	one	one	NUM
iajs-3901	44	23	arm	arm	NOUN
iajs-3901	44	24	and	and	CCONJ
iajs-3901	44	25	the	the	DET
iajs-3901	44	26	leg	leg	NOUN
iajs-3901	44	27	[	[	X
iajs-3901	44	28	20	20	NUM
iajs-3901	44	29	]	]	PUNCT
iajs-3901	44	30	.	.	PUNCT
iajs-3901	45	1	the	the	DET
iajs-3901	45	2	remaining	remain	VERB
iajs-3901	45	3	nine	nine	NUM
iajs-3901	45	4	electrodes	electrode	NOUN
iajs-3901	45	5	are	be	AUX
iajs-3901	45	6	unipolar	unipolar	ADJ
iajs-3901	45	7	and	and	CCONJ
iajs-3901	45	8	consist	consist	VERB
iajs-3901	45	9	of	of	ADP
iajs-3901	45	10	six	six	NUM
iajs-3901	45	11	chest	chest	NOUN
iajs-3901	45	12	leads	lead	VERB
iajs-3901	45	13	(	(	PUNCT
iajs-3901	45	14	v1	v1	NOUN
iajs-3901	45	15	to	to	ADP
iajs-3901	45	16	v6	v6	NOUN
iajs-3901	45	17	)	)	PUNCT
iajs-3901	45	18	,	,	PUNCT
iajs-3901	45	19	which	which	PRON
iajs-3901	45	20	offer	offer	VERB
iajs-3901	45	21	a	a	DET
iajs-3901	45	22	horizontal	horizontal	ADJ
iajs-3901	45	23	perspective	perspective	NOUN
iajs-3901	45	24	of	of	ADP
iajs-3901	45	25	the	the	DET
iajs-3901	45	26	heart	heart	NOUN
iajs-3901	45	27	,	,	PUNCT
iajs-3901	45	28	and	and	CCONJ
iajs-3901	45	29	six	six	NUM
iajs-3901	45	30	limb	limb	NOUN
iajs-3901	45	31	leads	lead	VERB
iajs-3901	45	32	(	(	PUNCT
iajs-3901	45	33	i	i	PROPN
iajs-3901	45	34	,	,	PUNCT
iajs-3901	45	35	ii	ii	PROPN
iajs-3901	45	36	,	,	PUNCT
iajs-3901	45	37	iii	iii	PROPN
iajs-3901	45	38	,	,	PUNCT
iajs-3901	45	39	avr	avr	PROPN
iajs-3901	45	40	,	,	PUNCT
iajs-3901	45	41	avl	avl	PROPN
iajs-3901	45	42	,	,	PUNCT
iajs-3901	45	43	and	and	CCONJ
iajs-3901	45	44	avf	avf	NOUN
iajs-3901	45	45	)	)	PUNCT
iajs-3901	45	46	,	,	PUNCT
iajs-3901	45	47	which	which	PRON
iajs-3901	45	48	assist	assist	VERB
iajs-3901	45	49	in	in	ADP
iajs-3901	45	50	obtaining	obtain	VERB
iajs-3901	45	51	a	a	DET
iajs-3901	45	52	vertical	vertical	ADJ
iajs-3901	45	53	representation	representation	NOUN
iajs-3901	45	54	of	of	ADP
iajs-3901	45	55	the	the	DET
iajs-3901	45	56	heart	heart	NOUN
iajs-3901	45	57	[	[	X
iajs-3901	45	58	2,21	2,21	NUM
iajs-3901	45	59	]	]	X
iajs-3901	45	60	,	,	PUNCT
iajs-3901	45	61	as	as	SCONJ
iajs-3901	45	62	depicted	depict	VERB
iajs-3901	45	63	in	in	ADP
iajs-3901	45	64	figure	figure	NOUN
iajs-3901	45	65	1	1	NUM
iajs-3901	45	66	.	.	PUNCT
iajs-3901	45	67	figure	figure	NOUN
iajs-3901	45	68	2	2	NUM
iajs-3901	45	69	illustrates	illustrate	VERB
iajs-3901	45	70	an	an	DET
iajs-3901	45	71	individual	individual	NOUN
iajs-3901	45	72	's	's	PART
iajs-3901	45	73	standard	standard	ADJ
iajs-3901	45	74	ecg	ecg	PROPN
iajs-3901	45	75	recording	recording	NOUN
iajs-3901	45	76	.	.	PUNCT
iajs-3901	46	1	figure	figure	NOUN
iajs-3901	46	2	2	2	NUM
iajs-3901	46	3	.	.	PUNCT
iajs-3901	47	1	an	an	DET
iajs-3901	47	2	ecg	ecg	PROPN
iajs-3901	47	3	recording	recording	NOUN
iajs-3901	47	4	consisting	consist	VERB
iajs-3901	47	5	of	of	ADP
iajs-3901	47	6	the	the	DET
iajs-3901	47	7	conventional	conventional	ADJ
iajs-3901	47	8	12	12	NUM
iajs-3901	47	9	leads	lead	NOUN
iajs-3901	47	10	for	for	ADP
iajs-3901	47	11	a	a	DET
iajs-3901	47	12	single	single	ADJ
iajs-3901	47	13	patient	patient	NOUN
iajs-3901	47	14	[	[	X
iajs-3901	47	15	2	2	NUM
iajs-3901	47	16	]	]	PUNCT
iajs-3901	47	17	.	.	PUNCT
iajs-3901	48	1	a	a	DET
iajs-3901	48	2	single	single	ADJ
iajs-3901	48	3	repetition	repetition	NOUN
iajs-3901	48	4	of	of	ADP
iajs-3901	48	5	an	an	DET
iajs-3901	48	6	ecg	ecg	PROPN
iajs-3901	48	7	comprises	comprise	VERB
iajs-3901	48	8	a	a	DET
iajs-3901	48	9	series	series	NOUN
iajs-3901	48	10	of	of	ADP
iajs-3901	48	11	wave	wave	NOUN
iajs-3901	48	12	patterns	pattern	NOUN
iajs-3901	48	13	,	,	PUNCT
iajs-3901	48	14	illustrated	illustrate	VERB
iajs-3901	48	15	in	in	ADP
iajs-3901	48	16	figure	figure	NOUN
iajs-3901	48	17	3	3	NUM
iajs-3901	48	18	.	.	NOUN
iajs-3901	48	19	upon	upon	SCONJ
iajs-3901	48	20	initiation	initiation	NOUN
iajs-3901	48	21	of	of	ADP
iajs-3901	48	22	an	an	DET
iajs-3901	48	23	electrical	electrical	ADJ
iajs-3901	48	24	signal	signal	NOUN
iajs-3901	48	25	by	by	ADP
iajs-3901	48	26	the	the	DET
iajs-3901	48	27	sino	sino	ADJ
iajs-3901	48	28	atrial	atrial	NOUN
iajs-3901	48	29	(	(	PUNCT
iajs-3901	48	30	sa	sa	NOUN
iajs-3901	48	31	)	)	PUNCT
iajs-3901	48	32	node	node	NOUN
iajs-3901	48	33	,	,	PUNCT
iajs-3901	48	34	the	the	DET
iajs-3901	48	35	fibres	fibre	NOUN
iajs-3901	48	36	in	in	ADP
iajs-3901	48	37	the	the	DET
iajs-3901	48	38	atria	atria	NOUN
iajs-3901	48	39	experience	experience	NOUN
iajs-3901	48	40	depolarization	depolarization	NOUN
iajs-3901	48	41	,	,	PUNCT
iajs-3901	48	42	leading	lead	VERB
iajs-3901	48	43	to	to	ADP
iajs-3901	48	44	the	the	DET
iajs-3901	48	45	creation	creation	NOUN
iajs-3901	48	46	of	of	ADP
iajs-3901	48	47	a	a	DET
iajs-3901	48	48	p	p	NOUN
iajs-3901	48	49	wave	wave	NOUN
iajs-3901	48	50	,	,	PUNCT
iajs-3901	48	51	which	which	PRON
iajs-3901	48	52	subsequently	subsequently	ADV
iajs-3901	48	53	leads	lead	VERB
iajs-3901	48	54	the	the	DET
iajs-3901	48	55	atria	atria	NOUN
iajs-3901	48	56	to	to	PART
iajs-3901	48	57	contract	contract	NOUN
iajs-3901	48	58	.	.	PUNCT
iajs-3901	49	1	figure	figure	VERB
iajs-3901	49	2	3	3	NUM
iajs-3901	49	3	depicts	depict	VERB
iajs-3901	49	4	a	a	DET
iajs-3901	49	5	standard	standard	ADJ
iajs-3901	49	6	ecg	ecg	PROPN
iajs-3901	49	7	,	,	PUNCT
iajs-3901	49	8	with	with	ADP
iajs-3901	49	9	the	the	DET
iajs-3901	49	10	p	p	PROPN
iajs-3901	49	11	wave	wave	NOUN
iajs-3901	49	12	having	have	VERB
iajs-3901	49	13	an	an	DET
iajs-3901	49	14	approximate	approximate	ADJ
iajs-3901	49	15	duration	duration	NOUN
iajs-3901	49	16	of	of	ADP
iajs-3901	49	17	0.08	0.08	NUM
iajs-3901	49	18	seconds	second	NOUN
iajs-3901	50	1	[	[	X
iajs-3901	50	2	22,23	22,23	NOUN
iajs-3901	50	3	]	]	PUNCT
iajs-3901	50	4	.	.	PUNCT
iajs-3901	51	1	leads	lead	VERB
iajs-3901	51	2	ii	ii	PROPN
iajs-3901	51	3	and	and	CCONJ
iajs-3901	51	4	v1	v1	PROPN
iajs-3901	51	5	demonstrate	demonstrate	VERB
iajs-3901	51	6	the	the	DET
iajs-3901	51	7	presence	presence	NOUN
iajs-3901	51	8	of	of	ADP
iajs-3901	51	9	a	a	DET
iajs-3901	51	10	p	p	NOUN
iajs-3901	51	11	wave	wave	NOUN
iajs-3901	51	12	.	.	PUNCT
iajs-3901	52	1	figure	figure	NOUN
iajs-3901	52	2	2	2	NUM
iajs-3901	52	3	.	.	PUNCT
iajs-3901	53	1	a	a	DET
iajs-3901	53	2	single	single	ADJ
iajs-3901	53	3	patient	patient	NOUN
iajs-3901	53	4	underwent	undergo	VERB
iajs-3901	53	5	the	the	DET
iajs-3901	53	6	acquisition	acquisition	NOUN
iajs-3901	53	7	of	of	ADP
iajs-3901	53	8	a	a	DET
iajs-3901	53	9	12	12	NUM
iajs-3901	53	10	-	-	PUNCT
iajs-3901	53	11	lead	lead	NOUN
iajs-3901	53	12	ecg	ecg	PROPN
iajs-3901	54	1	[	[	X
iajs-3901	54	2	24	24	NUM
iajs-3901	54	3	]	]	PUNCT
iajs-3901	54	4	.	.	PUNCT
iajs-3901	55	1	moreover	moreover	ADV
iajs-3901	55	2	,	,	PUNCT
iajs-3901	55	3	it	it	PRON
iajs-3901	55	4	demonstrates	demonstrate	VERB
iajs-3901	55	5	an	an	DET
iajs-3901	55	6	inverted	inverted	ADJ
iajs-3901	55	7	orientation	orientation	NOUN
iajs-3901	55	8	in	in	ADP
iajs-3901	55	9	lead	lead	ADJ
iajs-3901	55	10	avr	avr	NOUN
iajs-3901	55	11	and	and	CCONJ
iajs-3901	55	12	a	a	DET
iajs-3901	55	13	positive	positive	ADJ
iajs-3901	55	14	orientation	orientation	NOUN
iajs-3901	55	15	in	in	ADP
iajs-3901	55	16	leads	lead	NOUN
iajs-3901	55	17	i	i	PRON
iajs-3901	55	18	and	and	CCONJ
iajs-3901	55	19	ii	ii	PROPN
iajs-3901	55	20	,	,	PUNCT
iajs-3901	55	21	as	as	SCONJ
iajs-3901	55	22	illustrated	illustrate	VERB
iajs-3901	55	23	in	in	ADP
iajs-3901	55	24	figure	figure	NOUN
iajs-3901	55	25	2	2	NUM
iajs-3901	55	26	.	.	PUNCT
iajs-3901	55	27	figure	figure	VERB
iajs-3901	55	28	3	3	NUM
iajs-3901	55	29	.	.	PUNCT
iajs-3901	56	1	an	an	DET
iajs-3901	56	2	individual	individual	ADJ
iajs-3901	56	3	cardiac	cardiac	ADJ
iajs-3901	56	4	cycle	cycle	NOUN
iajs-3901	56	5	of	of	ADP
iajs-3901	56	6	the	the	DET
iajs-3901	56	7	ecg	ecg	PROPN
iajs-3901	56	8	waveform	waveform	NOUN
iajs-3901	56	9	[	[	X
iajs-3901	56	10	2	2	NUM
iajs-3901	56	11	]	]	PUNCT
iajs-3901	56	12	.	.	PUNCT
iajs-3901	57	1	figure	figure	NOUN
iajs-3901	57	2	3	3	NUM
iajs-3901	57	3	demonstrates	demonstrate	VERB
iajs-3901	57	4	that	that	SCONJ
iajs-3901	57	5	the	the	DET
iajs-3901	57	6	pr	pr	NOUN
iajs-3901	57	7	interval	interval	NOUN
iajs-3901	57	8	corresponds	correspond	VERB
iajs-3901	57	9	to	to	ADP
iajs-3901	57	10	the	the	DET
iajs-3901	57	11	time	time	NOUN
iajs-3901	57	12	interval	interval	NOUN
iajs-3901	57	13	between	between	ADP
iajs-3901	57	14	the	the	DET
iajs-3901	57	15	p	p	NOUN
iajs-3901	57	16	wave	wave	NOUN
iajs-3901	57	17	and	and	CCONJ
iajs-3901	57	18	the	the	DET
iajs-3901	57	19	qrs	qrs	NOUN
iajs-3901	57	20	.	.	PUNCT
iajs-3901	58	1	the	the	DET
iajs-3901	58	2	pr	pr	NOUN
iajs-3901	58	3	interval	interval	NOUN
iajs-3901	58	4	signifies	signify	VERB
iajs-3901	58	5	the	the	DET
iajs-3901	58	6	length	length	NOUN
iajs-3901	58	7	of	of	ADP
iajs-3901	58	8	time	time	NOUN
iajs-3901	58	9	it	it	PRON
iajs-3901	58	10	takes	take	VERB
iajs-3901	58	11	for	for	SCONJ
iajs-3901	58	12	electrical	electrical	ADJ
iajs-3901	58	13	conduction	conduction	NOUN
iajs-3901	58	14	to	to	PART
iajs-3901	58	15	travel	travel	VERB
iajs-3901	58	16	from	from	ADP
iajs-3901	58	17	the	the	DET
iajs-3901	58	18	sa	sa	PROPN
iajs-3901	58	19	to	to	ADP
iajs-3901	58	20	the	the	DET
iajs-3901	58	21	atrio	atrio	ADJ
iajs-3901	58	22	ventricular	ventricular	NOUN
iajs-3901	58	23	(	(	PUNCT
iajs-3901	58	24	av	av	NOUN
iajs-3901	58	25	)	)	PUNCT
iajs-3901	58	26	nodes	node	NOUN
iajs-3901	58	27	.	.	PUNCT
iajs-3901	59	1	the	the	DET
iajs-3901	59	2	conduction	conduction	NOUN
iajs-3901	59	3	mechanism	mechanism	NOUN
iajs-3901	59	4	enables	enable	VERB
iajs-3901	59	5	the	the	DET
iajs-3901	59	6	depolarization	depolarization	NOUN
iajs-3901	59	7	of	of	ADP
iajs-3901	59	8	the	the	DET
iajs-3901	59	9	atria	atria	NOUN
iajs-3901	59	10	,	,	PUNCT
iajs-3901	59	11	leading	lead	VERB
iajs-3901	59	12	to	to	ADP
iajs-3901	59	13	their	their	PRON
iajs-3901	59	14	contraction	contraction	NOUN
iajs-3901	59	15	and	and	CCONJ
iajs-3901	59	16	subsequent	subsequent	ADJ
iajs-3901	59	17	propagation	propagation	NOUN
iajs-3901	59	18	of	of	ADP
iajs-3901	59	19	depolarization	depolarization	NOUN
iajs-3901	59	20	waves	wave	NOUN
iajs-3901	59	21	.	.	PUNCT
iajs-3901	60	1	the	the	DET
iajs-3901	60	2	st	st	PROPN
iajs-3901	60	3	segment	segment	NOUN
iajs-3901	60	4	represents	represent	VERB
iajs-3901	60	5	the	the	DET
iajs-3901	60	6	electrical	electrical	ADJ
iajs-3901	60	7	depolarization	depolarization	NOUN
iajs-3901	60	8	of	of	ADP
iajs-3901	60	9	the	the	DET
iajs-3901	60	10	ventricular	ventricular	ADJ
iajs-3901	60	11	myocardium	myocardium	NOUN
iajs-3901	60	12	and	and	CCONJ
iajs-3901	60	13	typically	typically	ADV
iajs-3901	60	14	lasts	last	VERB
iajs-3901	60	15	for	for	ADP
iajs-3901	60	16	ihjpas	ihjpa	NOUN
iajs-3901	60	17	.	.	PUNCT
iajs-3901	61	1	2024	2024	NUM
iajs-3901	61	2	,	,	PUNCT
iajs-3901	61	3	37	37	NUM
iajs-3901	61	4	(	(	PUNCT
iajs-3901	61	5	3	3	NUM
iajs-3901	61	6	)	)	PUNCT
iajs-3901	61	7	431	431	NUM
iajs-3901	61	8	approximately	approximately	ADV
iajs-3901	61	9	0.25	0.25	NUM
iajs-3901	61	10	seconds	second	NOUN
iajs-3901	61	11	.	.	PUNCT
iajs-3901	62	1	qt	qt	NOUN
iajs-3901	62	2	interval	interval	NOUN
iajs-3901	62	3	,	,	PUNCT
iajs-3901	62	4	which	which	PRON
iajs-3901	62	5	has	have	VERB
iajs-3901	62	6	a	a	DET
iajs-3901	62	7	duration	duration	NOUN
iajs-3901	62	8	of	of	ADP
iajs-3901	62	9	about	about	ADV
iajs-3901	62	10	0.38	0.38	NUM
iajs-3901	62	11	seconds	second	NOUN
iajs-3901	62	12	,	,	PUNCT
iajs-3901	62	13	signifies	signify	VERB
iajs-3901	62	14	the	the	DET
iajs-3901	62	15	period	period	NOUN
iajs-3901	62	16	between	between	ADP
iajs-3901	62	17	the	the	DET
iajs-3901	62	18	start	start	NOUN
iajs-3901	62	19	of	of	ADP
iajs-3901	62	20	ventricular	ventricular	ADJ
iajs-3901	62	21	depolarization	depolarization	NOUN
iajs-3901	62	22	and	and	CCONJ
iajs-3901	62	23	repolarization	repolarization	NOUN
iajs-3901	62	24	[	[	X
iajs-3901	62	25	25,26	25,26	X
iajs-3901	62	26	]	]	X
iajs-3901	62	27	.	.	PUNCT
iajs-3901	63	1	the	the	DET
iajs-3901	63	2	tp	tp	NOUN
iajs-3901	63	3	segment	segment	NOUN
iajs-3901	63	4	is	be	AUX
iajs-3901	63	5	a	a	DET
iajs-3901	63	6	specific	specific	ADJ
iajs-3901	63	7	area	area	NOUN
iajs-3901	63	8	in	in	ADP
iajs-3901	63	9	the	the	DET
iajs-3901	63	10	ventricular	ventricular	ADJ
iajs-3901	63	11	myocardium	myocardium	NOUN
iajs-3901	63	12	where	where	SCONJ
iajs-3901	63	13	there	there	PRON
iajs-3901	63	14	is	be	VERB
iajs-3901	63	15	a	a	DET
iajs-3901	63	16	lack	lack	NOUN
iajs-3901	63	17	of	of	ADP
iajs-3901	63	18	substantial	substantial	ADJ
iajs-3901	63	19	variation	variation	NOUN
iajs-3901	63	20	in	in	ADP
iajs-3901	63	21	electrical	electrical	ADJ
iajs-3901	63	22	potential	potential	NOUN
iajs-3901	63	23	,	,	PUNCT
iajs-3901	63	24	indicating	indicate	VERB
iajs-3901	63	25	electrical	electrical	ADJ
iajs-3901	63	26	neutrality	neutrality	NOUN
iajs-3901	63	27	.	.	PUNCT
iajs-3901	64	1	the	the	DET
iajs-3901	64	2	diastolic	diastolic	ADJ
iajs-3901	64	3	phase	phase	NOUN
iajs-3901	64	4	is	be	AUX
iajs-3901	64	5	the	the	DET
iajs-3901	64	6	interval	interval	NOUN
iajs-3901	64	7	during	during	ADP
iajs-3901	64	8	which	which	PRON
iajs-3901	64	9	the	the	DET
iajs-3901	64	10	ventricular	ventricular	ADJ
iajs-3901	64	11	myocardial	myocardial	ADJ
iajs-3901	64	12	cell	cell	NOUN
iajs-3901	64	13	finishes	finish	VERB
iajs-3901	64	14	repolarization	repolarization	NOUN
iajs-3901	64	15	and	and	CCONJ
iajs-3901	64	16	before	before	ADP
iajs-3901	64	17	the	the	DET
iajs-3901	64	18	initiation	initiation	NOUN
iajs-3901	64	19	of	of	ADP
iajs-3901	64	20	the	the	DET
iajs-3901	64	21	next	next	ADJ
iajs-3901	64	22	depolarization	depolarization	NOUN
iajs-3901	64	23	[	[	X
iajs-3901	64	24	27,28	27,28	X
iajs-3901	64	25	]	]	X
iajs-3901	64	26	.	.	PUNCT
iajs-3901	65	1	aberration	aberration	NOUN
iajs-3901	65	2	from	from	ADP
iajs-3901	65	3	the	the	DET
iajs-3901	65	4	typical	typical	ADJ
iajs-3901	65	5	cardiac	cardiac	ADJ
iajs-3901	65	6	cycle	cycle	NOUN
iajs-3901	65	7	may	may	AUX
iajs-3901	65	8	indicate	indicate	VERB
iajs-3901	65	9	cardiac	cardiac	ADJ
iajs-3901	65	10	illness	illness	NOUN
iajs-3901	65	11	and	and	CCONJ
iajs-3901	65	12	irregularities	irregularity	NOUN
iajs-3901	65	13	in	in	ADP
iajs-3901	65	14	the	the	DET
iajs-3901	65	15	conduction	conduction	NOUN
iajs-3901	65	16	system	system	NOUN
iajs-3901	65	17	.	.	PUNCT
iajs-3901	66	1	figure	figure	VERB
iajs-3901	66	2	4	4	NUM
iajs-3901	66	3	illustrates	illustrate	VERB
iajs-3901	66	4	that	that	SCONJ
iajs-3901	66	5	a	a	DET
iajs-3901	66	6	qrs	qrs	NOUN
iajs-3901	66	7	length	length	NOUN
iajs-3901	66	8	of	of	ADP
iajs-3901	66	9	more	more	ADJ
iajs-3901	66	10	than	than	ADP
iajs-3901	66	11	0.13	0.13	NUM
iajs-3901	66	12	s	s	NOUN
iajs-3901	66	13	,	,	PUNCT
iajs-3901	66	14	the	the	DET
iajs-3901	66	15	presence	presence	NOUN
iajs-3901	66	16	of	of	ADP
iajs-3901	66	17	wide	wide	ADJ
iajs-3901	66	18	monophasic	monophasic	NOUN
iajs-3901	66	19	r	r	NOUN
iajs-3901	66	20	waves	wave	NOUN
iajs-3901	66	21	in	in	ADP
iajs-3901	66	22	leads	lead	NOUN
iajs-3901	66	23	i	i	PRON
iajs-3901	66	24	,	,	PUNCT
iajs-3901	66	25	v5	v5	PROPN
iajs-3901	66	26	,	,	PUNCT
iajs-3901	66	27	and	and	CCONJ
iajs-3901	66	28	v6	v6	NOUN
iajs-3901	66	29	,	,	PUNCT
iajs-3901	66	30	along	along	ADP
iajs-3901	66	31	with	with	ADP
iajs-3901	66	32	the	the	DET
iajs-3901	66	33	absence	absence	NOUN
iajs-3901	66	34	of	of	ADP
iajs-3901	66	35	q	q	NOUN
iajs-3901	66	36	waves	wave	NOUN
iajs-3901	66	37	in	in	ADP
iajs-3901	66	38	leads	lead	NOUN
iajs-3901	66	39	v5	v5	PROPN
iajs-3901	66	40	and	and	CCONJ
iajs-3901	66	41	v6	v6	NOUN
iajs-3901	66	42	,	,	PUNCT
iajs-3901	66	43	are	be	AUX
iajs-3901	66	44	distinctive	distinctive	ADJ
iajs-3901	66	45	features	feature	NOUN
iajs-3901	66	46	of	of	ADP
iajs-3901	66	47	left	left	ADJ
iajs-3901	66	48	bundle	bundle	NOUN
iajs-3901	66	49	branch	branch	NOUN
iajs-3901	66	50	block	block	NOUN
iajs-3901	66	51	(	(	PUNCT
iajs-3901	66	52	lbbb	lbbb	ADJ
iajs-3901	66	53	)	)	PUNCT
iajs-3901	67	1	[	[	X
iajs-3901	67	2	29	29	NUM
iajs-3901	67	3	]	]	PUNCT
iajs-3901	67	4	.	.	PUNCT
iajs-3901	68	1	figure	figure	NOUN
iajs-3901	68	2	4	4	NUM
iajs-3901	68	3	.	.	PUNCT
iajs-3901	69	1	the	the	DET
iajs-3901	69	2	12	12	NUM
iajs-3901	69	3	-	-	PUNCT
iajs-3901	69	4	lead	lead	NOUN
iajs-3901	69	5	ecg	ecg	PROPN
iajs-3901	69	6	was	be	AUX
iajs-3901	69	7	performed	perform	VERB
iajs-3901	69	8	on	on	ADP
iajs-3901	69	9	a	a	DET
iajs-3901	69	10	patient	patient	NOUN
iajs-3901	69	11	diagnosed	diagnose	VERB
iajs-3901	69	12	with	with	ADP
iajs-3901	69	13	lbbb	lbbb	ADJ
iajs-3901	69	14	diagnosis	diagnosis	NOUN
iajs-3901	69	15	[	[	X
iajs-3901	69	16	2	2	NUM
iajs-3901	69	17	]	]	PUNCT
iajs-3901	69	18	.	.	PUNCT
iajs-3901	70	1	3	3	X
iajs-3901	70	2	.	.	X
iajs-3901	70	3	deep	deep	ADJ
iajs-3901	70	4	learning	learning	NOUN
iajs-3901	70	5	in	in	ADP
iajs-3901	70	6	an	an	DET
iajs-3901	70	7	ecg	ecg	PROPN
iajs-3901	70	8	signal	signal	NOUN
iajs-3901	70	9	3.1	3.1	NUM
iajs-3901	70	10	.	.	PUNCT
iajs-3901	70	11	artificial	artificial	ADJ
iajs-3901	70	12	neural	neural	ADJ
iajs-3901	70	13	network	network	NOUN
iajs-3901	70	14	(	(	PUNCT
iajs-3901	70	15	ann	ann	PROPN
iajs-3901	70	16	)	)	PUNCT
iajs-3901	70	17	neural	neural	ADJ
iajs-3901	70	18	networks	network	NOUN
iajs-3901	70	19	are	be	AUX
iajs-3901	70	20	essential	essential	ADJ
iajs-3901	70	21	in	in	ADP
iajs-3901	70	22	determining	determine	VERB
iajs-3901	70	23	the	the	DET
iajs-3901	70	24	structure	structure	NOUN
iajs-3901	70	25	of	of	ADP
iajs-3901	70	26	brains	brain	NOUN
iajs-3901	70	27	,	,	PUNCT
iajs-3901	70	28	which	which	PRON
iajs-3901	70	29	is	be	AUX
iajs-3901	70	30	why	why	SCONJ
iajs-3901	70	31	the	the	DET
iajs-3901	70	32	term	term	NOUN
iajs-3901	70	33	ann	ann	PROPN
iajs-3901	70	34	originated	originate	VERB
iajs-3901	70	35	in	in	ADP
iajs-3901	70	36	the	the	DET
iajs-3901	70	37	field	field	NOUN
iajs-3901	70	38	of	of	ADP
iajs-3901	70	39	biology	biology	NOUN
iajs-3901	70	40	.	.	PUNCT
iajs-3901	71	1	dl	dl	PROPN
iajs-3901	71	2	algorithms	algorithm	NOUN
iajs-3901	71	3	frequently	frequently	ADV
iajs-3901	71	4	employ	employ	VERB
iajs-3901	71	5	it	it	PRON
iajs-3901	71	6	.	.	PUNCT
iajs-3901	72	1	an	an	DET
iajs-3901	72	2	ann	ann	PROPN
iajs-3901	72	3	typically	typically	ADV
iajs-3901	72	4	comprises	comprise	VERB
iajs-3901	72	5	three	three	NUM
iajs-3901	72	6	layers	layer	NOUN
iajs-3901	72	7	:	:	PUNCT
iajs-3901	72	8	the	the	DET
iajs-3901	72	9	input	input	NOUN
iajs-3901	72	10	,	,	PUNCT
iajs-3901	72	11	hidden	hide	VERB
iajs-3901	72	12	,	,	PUNCT
iajs-3901	72	13	and	and	CCONJ
iajs-3901	72	14	output	output	NOUN
iajs-3901	72	15	layers	layer	NOUN
iajs-3901	72	16	[	[	X
iajs-3901	72	17	30	30	NUM
iajs-3901	72	18	]	]	PUNCT
iajs-3901	72	19	.	.	PUNCT
iajs-3901	73	1	the	the	DET
iajs-3901	73	2	hidden	hidden	ADJ
iajs-3901	73	3	layers	layer	NOUN
iajs-3901	73	4	are	be	AUX
iajs-3901	73	5	located	locate	VERB
iajs-3901	73	6	between	between	ADP
iajs-3901	73	7	the	the	DET
iajs-3901	73	8	input	input	NOUN
iajs-3901	73	9	and	and	CCONJ
iajs-3901	73	10	output	output	NOUN
iajs-3901	73	11	layers	layer	NOUN
iajs-3901	73	12	.	.	PUNCT
iajs-3901	74	1	it	it	PRON
iajs-3901	74	2	carries	carry	VERB
iajs-3901	74	3	out	out	ADP
iajs-3901	74	4	all	all	DET
iajs-3901	74	5	calculations	calculation	NOUN
iajs-3901	74	6	required	require	VERB
iajs-3901	74	7	to	to	PART
iajs-3901	74	8	reveal	reveal	VERB
iajs-3901	74	9	hidden	hidden	ADJ
iajs-3901	74	10	attributes	attribute	NOUN
iajs-3901	74	11	.	.	PUNCT
iajs-3901	75	1	a	a	DET
iajs-3901	75	2	shallow	shallow	ADJ
iajs-3901	75	3	neural	neural	ADJ
iajs-3901	75	4	network	network	NOUN
iajs-3901	75	5	is	be	AUX
iajs-3901	75	6	characterized	characterize	VERB
iajs-3901	75	7	by	by	ADP
iajs-3901	75	8	its	its	PRON
iajs-3901	75	9	single	single	ADJ
iajs-3901	75	10	hidden	hide	VERB
iajs-3901	75	11	layer	layer	NOUN
iajs-3901	75	12	,	,	PUNCT
iajs-3901	75	13	while	while	SCONJ
iajs-3901	75	14	a	a	DET
iajs-3901	75	15	deep	deep	ADJ
iajs-3901	75	16	neural	neural	ADJ
iajs-3901	75	17	network	network	NOUN
iajs-3901	75	18	is	be	AUX
iajs-3901	75	19	defined	define	VERB
iajs-3901	75	20	by	by	ADP
iajs-3901	75	21	having	have	VERB
iajs-3901	75	22	multiple	multiple	ADJ
iajs-3901	75	23	hidden	hide	VERB
iajs-3901	75	24	layers	layer	NOUN
iajs-3901	75	25	.	.	PUNCT
iajs-3901	76	1	typically	typically	ADV
iajs-3901	76	2	,	,	PUNCT
iajs-3901	76	3	each	each	PRON
iajs-3901	76	4	node	node	NOUN
iajs-3901	76	5	within	within	ADP
iajs-3901	76	6	a	a	DET
iajs-3901	76	7	given	give	VERB
iajs-3901	76	8	layer	layer	NOUN
iajs-3901	76	9	is	be	AUX
iajs-3901	76	10	connected	connect	VERB
iajs-3901	76	11	to	to	ADP
iajs-3901	76	12	every	every	DET
iajs-3901	76	13	other	other	ADJ
iajs-3901	76	14	node	node	NOUN
iajs-3901	76	15	in	in	ADP
iajs-3901	76	16	the	the	DET
iajs-3901	76	17	subsequent	subsequent	ADJ
iajs-3901	76	18	layer	layer	NOUN
iajs-3901	76	19	.	.	PUNCT
iajs-3901	77	1	augmenting	augment	VERB
iajs-3901	77	2	the	the	DET
iajs-3901	77	3	quantity	quantity	NOUN
iajs-3901	77	4	of	of	ADP
iajs-3901	77	5	concealed	conceal	VERB
iajs-3901	77	6	layers	layer	NOUN
iajs-3901	77	7	in	in	ADP
iajs-3901	77	8	the	the	DET
iajs-3901	77	9	network	network	NOUN
iajs-3901	77	10	leads	lead	VERB
iajs-3901	77	11	to	to	ADP
iajs-3901	77	12	an	an	DET
iajs-3901	77	13	elevated	elevated	ADJ
iajs-3901	77	14	degree	degree	NOUN
iajs-3901	77	15	of	of	ADP
iajs-3901	77	16	profundity	profundity	NOUN
iajs-3901	77	17	.	.	PUNCT
iajs-3901	78	1	figure	figure	NOUN
iajs-3901	78	2	5	5	NUM
iajs-3901	78	3	illustrates	illustrate	VERB
iajs-3901	78	4	the	the	DET
iajs-3901	78	5	design	design	NOUN
iajs-3901	78	6	[	[	X
iajs-3901	78	7	31	31	NUM
iajs-3901	78	8	]	]	PUNCT
iajs-3901	78	9	.	.	PUNCT
iajs-3901	79	1	figure	figure	NOUN
iajs-3901	79	2	5	5	NUM
iajs-3901	79	3	.	.	PUNCT
iajs-3901	80	1	architecture	architecture	NOUN
iajs-3901	80	2	of	of	ADP
iajs-3901	80	3	a	a	DET
iajs-3901	80	4	general	general	ADJ
iajs-3901	80	5	ann	ann	PROPN
iajs-3901	81	1	[	[	X
iajs-3901	81	2	31	31	NUM
iajs-3901	81	3	]	]	PUNCT
iajs-3901	81	4	ihjpas	ihjpas	PROPN
iajs-3901	81	5	.	.	PUNCT
iajs-3901	82	1	2024	2024	NUM
iajs-3901	82	2	,	,	PUNCT
iajs-3901	82	3	37	37	NUM
iajs-3901	82	4	(	(	PUNCT
iajs-3901	82	5	3	3	NUM
iajs-3901	82	6	)	)	PUNCT
iajs-3901	82	7	432	432	NUM
iajs-3901	82	8	anns	ann	NOUN
iajs-3901	82	9	provide	provide	VERB
iajs-3901	82	10	numerous	numerous	ADJ
iajs-3901	82	11	advantageous	advantageous	ADJ
iajs-3901	82	12	features	feature	NOUN
iajs-3901	82	13	that	that	PRON
iajs-3901	82	14	render	render	VERB
iajs-3901	82	15	them	they	PRON
iajs-3901	82	16	highly	highly	ADV
iajs-3901	82	17	suitable	suitable	ADJ
iajs-3901	82	18	for	for	ADP
iajs-3901	82	19	addressing	address	VERB
iajs-3901	82	20	specific	specific	ADJ
iajs-3901	82	21	problems	problem	NOUN
iajs-3901	82	22	and	and	CCONJ
iajs-3901	82	23	circumstances	circumstance	NOUN
iajs-3901	82	24	[	[	X
iajs-3901	82	25	31	31	NUM
iajs-3901	82	26	]	]	SYM
iajs-3901	82	27	:	:	PUNCT
iajs-3901	82	28	1	1	X
iajs-3901	82	29	.	.	X
iajs-3901	82	30	anns	anns	PROPN
iajs-3901	82	31	have	have	VERB
iajs-3901	82	32	the	the	DET
iajs-3901	82	33	ability	ability	NOUN
iajs-3901	82	34	to	to	PART
iajs-3901	82	35	acquire	acquire	VERB
iajs-3901	82	36	knowledge	knowledge	NOUN
iajs-3901	82	37	and	and	CCONJ
iajs-3901	82	38	represent	represent	VERB
iajs-3901	82	39	intricate	intricate	ADJ
iajs-3901	82	40	and	and	CCONJ
iajs-3901	82	41	non	non	ADJ
iajs-3901	82	42	-	-	ADJ
iajs-3901	82	43	linear	linear	ADJ
iajs-3901	82	44	relationships	relationship	NOUN
iajs-3901	82	45	,	,	PUNCT
iajs-3901	82	46	which	which	PRON
iajs-3901	82	47	is	be	AUX
iajs-3901	82	48	crucial	crucial	ADJ
iajs-3901	82	49	given	give	VERB
iajs-3901	82	50	that	that	SCONJ
iajs-3901	82	51	numerous	numerous	ADJ
iajs-3901	82	52	connections	connection	NOUN
iajs-3901	82	53	between	between	ADP
iajs-3901	82	54	input	input	NOUN
iajs-3901	82	55	and	and	CCONJ
iajs-3901	82	56	output	output	NOUN
iajs-3901	82	57	variables	variable	NOUN
iajs-3901	82	58	in	in	ADP
iajs-3901	82	59	real	real	ADJ
iajs-3901	82	60	-	-	PUNCT
iajs-3901	82	61	world	world	NOUN
iajs-3901	82	62	scenarios	scenario	NOUN
iajs-3901	82	63	are	be	AUX
iajs-3901	82	64	non	non	ADJ
iajs-3901	82	65	-	-	ADJ
iajs-3901	82	66	linear	linear	ADJ
iajs-3901	82	67	and	and	CCONJ
iajs-3901	82	68	intricate	intricate	ADJ
iajs-3901	82	69	.	.	NOUN
iajs-3901	82	70	2	2	X
iajs-3901	82	71	.	.	X
iajs-3901	83	1	anns	anns	PROPN
iajs-3901	83	2	can	can	AUX
iajs-3901	83	3	generalise	generalise	VERB
iajs-3901	83	4	.	.	PUNCT
iajs-3901	84	1	this	this	PRON
iajs-3901	84	2	means	mean	VERB
iajs-3901	84	3	that	that	SCONJ
iajs-3901	84	4	after	after	ADP
iajs-3901	84	5	being	be	AUX
iajs-3901	84	6	trained	train	VERB
iajs-3901	84	7	on	on	ADP
iajs-3901	84	8	the	the	DET
iajs-3901	84	9	original	original	ADJ
iajs-3901	84	10	inputs	input	NOUN
iajs-3901	84	11	and	and	CCONJ
iajs-3901	84	12	their	their	PRON
iajs-3901	84	13	associations	association	NOUN
iajs-3901	84	14	,	,	PUNCT
iajs-3901	84	15	the	the	DET
iajs-3901	84	16	model	model	NOUN
iajs-3901	84	17	may	may	AUX
iajs-3901	84	18	deduce	deduce	VERB
iajs-3901	84	19	unknown	unknown	ADJ
iajs-3901	84	20	relationships	relationship	NOUN
iajs-3901	84	21	from	from	ADP
iajs-3901	84	22	anonymous	anonymous	ADJ
iajs-3901	84	23	data	datum	NOUN
iajs-3901	84	24	and	and	CCONJ
iajs-3901	84	25	,	,	PUNCT
iajs-3901	84	26	consequently	consequently	ADV
iajs-3901	84	27	,	,	PUNCT
iajs-3901	84	28	make	make	VERB
iajs-3901	84	29	predictions	prediction	NOUN
iajs-3901	84	30	about	about	ADP
iajs-3901	84	31	unknown	unknown	ADJ
iajs-3901	84	32	data	datum	NOUN
iajs-3901	84	33	.	.	PUNCT
iajs-3901	85	1	3	3	X
iajs-3901	85	2	.	.	X
iajs-3901	85	3	ann	ann	PROPN
iajs-3901	85	4	does	do	AUX
iajs-3901	85	5	not	not	PART
iajs-3901	85	6	enforce	enforce	VERB
iajs-3901	85	7	any	any	DET
iajs-3901	85	8	limitations	limitation	NOUN
iajs-3901	85	9	on	on	ADP
iajs-3901	85	10	the	the	DET
iajs-3901	85	11	input	input	NOUN
iajs-3901	85	12	variables	variable	NOUN
iajs-3901	85	13	,	,	PUNCT
iajs-3901	85	14	in	in	ADP
iajs-3901	85	15	contrast	contrast	NOUN
iajs-3901	85	16	to	to	ADP
iajs-3901	85	17	conventional	conventional	ADJ
iajs-3901	85	18	prediction	prediction	NOUN
iajs-3901	85	19	methods	method	NOUN
iajs-3901	85	20	that	that	PRON
iajs-3901	85	21	require	require	VERB
iajs-3901	85	22	specific	specific	ADJ
iajs-3901	85	23	distributions	distribution	NOUN
iajs-3901	85	24	.	.	PUNCT
iajs-3901	86	1	moreover	moreover	ADV
iajs-3901	86	2	,	,	PUNCT
iajs-3901	86	3	multiple	multiple	ADJ
iajs-3901	86	4	research	research	NOUN
iajs-3901	86	5	studies	study	NOUN
iajs-3901	86	6	have	have	AUX
iajs-3901	86	7	shown	show	VERB
iajs-3901	86	8	that	that	SCONJ
iajs-3901	86	9	anns	ann	NOUN
iajs-3901	86	10	are	be	AUX
iajs-3901	86	11	capable	capable	ADJ
iajs-3901	86	12	of	of	ADP
iajs-3901	86	13	more	more	ADV
iajs-3901	86	14	accurately	accurately	ADV
iajs-3901	86	15	replicating	replicate	VERB
iajs-3901	86	16	hetero	hetero	NOUN
iajs-3901	86	17	skedasticity	skedasticity	NOUN
iajs-3901	86	18	,	,	PUNCT
iajs-3901	86	19	which	which	PRON
iajs-3901	86	20	refers	refer	VERB
iajs-3901	86	21	to	to	ADP
iajs-3901	86	22	data	datum	NOUN
iajs-3901	86	23	with	with	ADP
iajs-3901	86	24	significant	significant	ADJ
iajs-3901	86	25	volatility	volatility	NOUN
iajs-3901	86	26	and	and	CCONJ
iajs-3901	86	27	varying	vary	VERB
iajs-3901	86	28	variance	variance	NOUN
iajs-3901	86	29	.	.	PUNCT
iajs-3901	87	1	this	this	PRON
iajs-3901	87	2	is	be	AUX
iajs-3901	87	3	due	due	ADJ
iajs-3901	87	4	to	to	ADP
iajs-3901	87	5	the	the	DET
iajs-3901	87	6	anns	ann	NOUN
iajs-3901	87	7	'	'	PART
iajs-3901	87	8	ability	ability	NOUN
iajs-3901	87	9	to	to	PART
iajs-3901	87	10	uncover	uncover	VERB
iajs-3901	87	11	hidden	hidden	ADJ
iajs-3901	87	12	connections	connection	NOUN
iajs-3901	87	13	within	within	ADP
iajs-3901	87	14	the	the	DET
iajs-3901	87	15	data	datum	NOUN
iajs-3901	87	16	without	without	ADP
iajs-3901	87	17	imposing	impose	VERB
iajs-3901	87	18	any	any	DET
iajs-3901	87	19	predetermined	predetermined	ADJ
iajs-3901	87	20	linkages	linkage	NOUN
iajs-3901	87	21	.	.	PUNCT
iajs-3901	88	1	this	this	PRON
iajs-3901	88	2	is	be	AUX
iajs-3901	88	3	especially	especially	ADV
iajs-3901	88	4	beneficial	beneficial	ADJ
iajs-3901	88	5	in	in	ADP
iajs-3901	88	6	the	the	DET
iajs-3901	88	7	prediction	prediction	NOUN
iajs-3901	88	8	of	of	ADP
iajs-3901	88	9	financial	financial	ADJ
iajs-3901	88	10	time	time	NOUN
iajs-3901	88	11	series	series	NOUN
iajs-3901	88	12	,	,	PUNCT
iajs-3901	88	13	such	such	ADJ
iajs-3901	88	14	as	as	ADP
iajs-3901	88	15	stock	stock	NOUN
iajs-3901	88	16	prices	price	NOUN
iajs-3901	88	17	,	,	PUNCT
iajs-3901	88	18	when	when	SCONJ
iajs-3901	88	19	there	there	PRON
iajs-3901	88	20	is	be	VERB
iajs-3901	88	21	substantial	substantial	ADJ
iajs-3901	88	22	volatility	volatility	NOUN
iajs-3901	88	23	in	in	ADP
iajs-3901	88	24	the	the	DET
iajs-3901	88	25	data	datum	NOUN
iajs-3901	88	26	.	.	PUNCT
iajs-3901	89	1	3.2	3.2	NUM
iajs-3901	89	2	.	.	PUNCT
iajs-3901	90	1	convolutional	convolutional	ADJ
iajs-3901	90	2	neural	neural	ADJ
iajs-3901	90	3	network	network	NOUN
iajs-3901	90	4	(	(	PUNCT
iajs-3901	90	5	cnn	cnn	PROPN
iajs-3901	90	6	)	)	PUNCT
iajs-3901	90	7	a	a	DET
iajs-3901	90	8	cnn	cnn	PROPN
iajs-3901	90	9	is	be	AUX
iajs-3901	90	10	a	a	DET
iajs-3901	90	11	type	type	NOUN
iajs-3901	90	12	of	of	ADP
iajs-3901	90	13	dl	dl	PROPN
iajs-3901	90	14	model	model	NOUN
iajs-3901	90	15	that	that	PRON
iajs-3901	90	16	utilizes	utilize	VERB
iajs-3901	90	17	anns	ann	NOUN
iajs-3901	90	18	to	to	PART
iajs-3901	90	19	extract	extract	VERB
iajs-3901	90	20	significant	significant	ADJ
iajs-3901	90	21	characteristics	characteristic	NOUN
iajs-3901	90	22	from	from	ADP
iajs-3901	90	23	images	image	NOUN
iajs-3901	90	24	.	.	PUNCT
iajs-3901	91	1	by	by	ADP
iajs-3901	91	2	employing	employ	VERB
iajs-3901	91	3	a	a	DET
iajs-3901	91	4	technique	technique	NOUN
iajs-3901	91	5	called	call	VERB
iajs-3901	91	6	extraction	extraction	NOUN
iajs-3901	91	7	learning	learning	NOUN
iajs-3901	91	8	,	,	PUNCT
iajs-3901	91	9	cnns	cnn	VERB
iajs-3901	91	10	efficiently	efficiently	ADV
iajs-3901	91	11	process	process	NOUN
iajs-3901	91	12	images	image	NOUN
iajs-3901	91	13	and	and	CCONJ
iajs-3901	91	14	analyse	analyse	VERB
iajs-3901	91	15	them	they	PRON
iajs-3901	91	16	as	as	ADP
iajs-3901	91	17	input	input	NOUN
iajs-3901	91	18	.	.	PUNCT
iajs-3901	92	1	the	the	DET
iajs-3901	92	2	pseudo	pseudo	NOUN
iajs-3901	92	3	nerves	nerve	NOUN
iajs-3901	92	4	are	be	AUX
iajs-3901	92	5	subjected	subject	VERB
iajs-3901	92	6	to	to	ADP
iajs-3901	92	7	pressure	pressure	NOUN
iajs-3901	92	8	from	from	ADP
iajs-3901	92	9	the	the	DET
iajs-3901	92	10	brain	brain	NOUN
iajs-3901	92	11	.	.	PUNCT
iajs-3901	93	1	cnn	cnn	PROPN
iajs-3901	93	2	employs	employ	VERB
iajs-3901	93	3	the	the	DET
iajs-3901	93	4	mathematical	mathematical	ADJ
iajs-3901	93	5	action	action	NOUN
iajs-3901	93	6	of	of	ADP
iajs-3901	93	7	convolution	convolution	NOUN
iajs-3901	93	8	,	,	PUNCT
iajs-3901	93	9	which	which	PRON
iajs-3901	93	10	is	be	AUX
iajs-3901	93	11	linear	linear	ADJ
iajs-3901	93	12	in	in	ADP
iajs-3901	93	13	nature	nature	NOUN
iajs-3901	93	14	,	,	PUNCT
iajs-3901	93	15	in	in	ADP
iajs-3901	93	16	several	several	ADJ
iajs-3901	93	17	hidden	hidden	ADJ
iajs-3901	93	18	layers	layer	NOUN
iajs-3901	93	19	situated	situate	VERB
iajs-3901	93	20	between	between	ADP
iajs-3901	93	21	the	the	DET
iajs-3901	93	22	input	input	NOUN
iajs-3901	93	23	and	and	CCONJ
iajs-3901	93	24	output	output	NOUN
iajs-3901	93	25	layers	layer	NOUN
iajs-3901	93	26	.	.	PUNCT
iajs-3901	94	1	cnns	cnns	PROPN
iajs-3901	94	2	'	'	PART
iajs-3901	94	3	main	main	ADJ
iajs-3901	94	4	advantage	advantage	NOUN
iajs-3901	94	5	is	be	AUX
iajs-3901	94	6	their	their	PRON
iajs-3901	94	7	capability	capability	NOUN
iajs-3901	94	8	to	to	PART
iajs-3901	94	9	generate	generate	VERB
iajs-3901	94	10	visual	visual	ADJ
iajs-3901	94	11	representations	representation	NOUN
iajs-3901	94	12	of	of	ADP
iajs-3901	94	13	two	two	NUM
iajs-3901	94	14	-	-	PUNCT
iajs-3901	94	15	dimensional	dimensional	ADJ
iajs-3901	94	16	images	image	NOUN
iajs-3901	94	17	.	.	PUNCT
iajs-3901	95	1	this	this	PRON
iajs-3901	95	2	imparts	impart	VERB
iajs-3901	95	3	the	the	DET
iajs-3901	95	4	model	model	NOUN
iajs-3901	95	5	with	with	ADP
iajs-3901	95	6	information	information	NOUN
iajs-3901	95	7	regarding	regard	VERB
iajs-3901	95	8	the	the	DET
iajs-3901	95	9	spatial	spatial	ADJ
iajs-3901	95	10	coordinates	coordinate	NOUN
iajs-3901	95	11	and	and	CCONJ
iajs-3901	95	12	dimensions	dimension	NOUN
iajs-3901	95	13	across	across	ADP
iajs-3901	95	14	several	several	ADJ
iajs-3901	95	15	datasets	dataset	NOUN
iajs-3901	95	16	,	,	PUNCT
iajs-3901	95	17	which	which	PRON
iajs-3901	95	18	is	be	AUX
iajs-3901	95	19	crucial	crucial	ADJ
iajs-3901	95	20	for	for	ADP
iajs-3901	95	21	image	image	NOUN
iajs-3901	95	22	processing	processing	NOUN
iajs-3901	95	23	.	.	PUNCT
iajs-3901	96	1	the	the	DET
iajs-3901	96	2	user	user	NOUN
iajs-3901	96	3	's	's	PART
iajs-3901	96	4	text	text	NOUN
iajs-3901	96	5	is	be	AUX
iajs-3901	96	6	empty	empty	ADJ
iajs-3901	96	7	[	[	X
iajs-3901	96	8	34	34	NUM
iajs-3901	96	9	]	]	SYM
iajs-3901	96	10	.	.	PUNCT
iajs-3901	97	1	3.3	3.3	NUM
iajs-3901	97	2	.	.	PUNCT
iajs-3901	98	1	recurrent	recurrent	ADJ
iajs-3901	98	2	neural	neural	ADJ
iajs-3901	98	3	network	network	NOUN
iajs-3901	98	4	(	(	PUNCT
iajs-3901	98	5	rnn	rnn	PROPN
iajs-3901	98	6	)	)	PUNCT
iajs-3901	98	7	an	an	DET
iajs-3901	98	8	rnn	rnn	NOUN
iajs-3901	98	9	is	be	AUX
iajs-3901	98	10	an	an	DET
iajs-3901	98	11	ann	ann	PROPN
iajs-3901	98	12	specifically	specifically	ADV
iajs-3901	98	13	intended	intend	VERB
iajs-3901	98	14	to	to	PART
iajs-3901	98	15	analyze	analyze	VERB
iajs-3901	98	16	time	time	NOUN
iajs-3901	98	17	series	series	PROPN
iajs-3901	98	18	data	data	PROPN
iajs-3901	98	19	.	.	PUNCT
iajs-3901	99	1	it	it	PRON
iajs-3901	99	2	has	have	AUX
iajs-3901	99	3	emerged	emerge	VERB
iajs-3901	99	4	as	as	ADP
iajs-3901	99	5	a	a	DET
iajs-3901	99	6	significant	significant	ADJ
iajs-3901	99	7	algorithm	algorithm	NOUN
iajs-3901	99	8	in	in	ADP
iajs-3901	99	9	the	the	DET
iajs-3901	99	10	dl	dl	PROPN
iajs-3901	99	11	field	field	NOUN
iajs-3901	99	12	due	due	ADP
iajs-3901	99	13	to	to	ADP
iajs-3901	99	14	its	its	PRON
iajs-3901	99	15	ability	ability	NOUN
iajs-3901	99	16	to	to	PART
iajs-3901	99	17	analyze	analyze	VERB
iajs-3901	99	18	the	the	DET
iajs-3901	99	19	temporal	temporal	ADJ
iajs-3901	99	20	aspects	aspect	NOUN
iajs-3901	99	21	of	of	ADP
iajs-3901	99	22	data	datum	NOUN
iajs-3901	99	23	.	.	PUNCT
iajs-3901	100	1	rnns	rnns	PROPN
iajs-3901	100	2	can	can	AUX
iajs-3901	100	3	handle	handle	VERB
iajs-3901	100	4	input	input	NOUN
iajs-3901	100	5	data	datum	NOUN
iajs-3901	100	6	and	and	CCONJ
iajs-3901	100	7	generate	generate	VERB
iajs-3901	100	8	output	output	NOUN
iajs-3901	100	9	data	datum	NOUN
iajs-3901	100	10	that	that	PRON
iajs-3901	100	11	changes	change	VERB
iajs-3901	100	12	over	over	ADP
iajs-3901	100	13	a	a	DET
iajs-3901	100	14	period	period	NOUN
iajs-3901	100	15	of	of	ADP
iajs-3901	100	16	time	time	NOUN
iajs-3901	100	17	.	.	PUNCT
iajs-3901	101	1	in	in	ADP
iajs-3901	101	2	the	the	DET
iajs-3901	101	3	context	context	NOUN
iajs-3901	101	4	of	of	ADP
iajs-3901	101	5	rnns	rnn	NOUN
iajs-3901	101	6	,	,	PUNCT
iajs-3901	101	7	the	the	DET
iajs-3901	101	8	term	term	NOUN
iajs-3901	101	9	"	"	PUNCT
iajs-3901	101	10	memory	memory	NOUN
iajs-3901	101	11	"	"	PUNCT
iajs-3901	101	12	pertains	pertain	NOUN
iajs-3901	101	13	to	to	ADP
iajs-3901	101	14	the	the	DET
iajs-3901	101	15	capacity	capacity	NOUN
iajs-3901	101	16	to	to	PART
iajs-3901	101	17	retain	retain	VERB
iajs-3901	101	18	and	and	CCONJ
iajs-3901	101	19	utilize	utilize	VERB
iajs-3901	101	20	data	datum	NOUN
iajs-3901	101	21	from	from	ADP
iajs-3901	101	22	prior	prior	ADJ
iajs-3901	101	23	inputs	input	NOUN
iajs-3901	101	24	to	to	PART
iajs-3901	101	25	ascertain	ascertain	VERB
iajs-3901	101	26	subsequent	subsequent	ADJ
iajs-3901	101	27	outcomes	outcome	NOUN
iajs-3901	101	28	.	.	PUNCT
iajs-3901	102	1	it	it	PRON
iajs-3901	102	2	possesses	possess	VERB
iajs-3901	102	3	the	the	DET
iajs-3901	102	4	capacity	capacity	NOUN
iajs-3901	102	5	to	to	PART
iajs-3901	102	6	store	store	VERB
iajs-3901	102	7	or	or	CCONJ
iajs-3901	102	8	retrieve	retrieve	VERB
iajs-3901	102	9	information	information	NOUN
iajs-3901	102	10	from	from	ADP
iajs-3901	102	11	the	the	DET
iajs-3901	102	12	past	past	NOUN
iajs-3901	102	13	.	.	PUNCT
iajs-3901	103	1	lstm	lstm	PROPN
iajs-3901	103	2	uses	use	VERB
iajs-3901	103	3	the	the	DET
iajs-3901	103	4	concept	concept	NOUN
iajs-3901	103	5	of	of	ADP
iajs-3901	103	6	a	a	DET
iajs-3901	103	7	gate	gate	NOUN
iajs-3901	103	8	.	.	PUNCT
iajs-3901	104	1	there	there	PRON
iajs-3901	104	2	are	be	VERB
iajs-3901	104	3	three	three	NUM
iajs-3901	104	4	gates	gate	NOUN
iajs-3901	104	5	in	in	ADP
iajs-3901	104	6	the	the	DET
iajs-3901	104	7	system	system	NOUN
iajs-3901	104	8	:	:	PUNCT
iajs-3901	104	9	an	an	DET
iajs-3901	104	10	entry	entry	NOUN
iajs-3901	104	11	gate	gate	NOUN
iajs-3901	104	12	,	,	PUNCT
iajs-3901	104	13	a	a	DET
iajs-3901	104	14	forget	forget	NOUN
iajs-3901	104	15	gate	gate	NOUN
iajs-3901	104	16	,	,	PUNCT
iajs-3901	104	17	and	and	CCONJ
iajs-3901	104	18	an	an	DET
iajs-3901	104	19	exit	exit	NOUN
iajs-3901	104	20	gate	gate	NOUN
iajs-3901	104	21	.	.	PUNCT
iajs-3901	105	1	the	the	DET
iajs-3901	105	2	input	input	NOUN
iajs-3901	105	3	gateway	gateway	NOUN
iajs-3901	105	4	controls	control	VERB
iajs-3901	105	5	the	the	DET
iajs-3901	105	6	selection	selection	NOUN
iajs-3901	105	7	of	of	ADP
iajs-3901	105	8	additional	additional	ADJ
iajs-3901	105	9	information	information	NOUN
iajs-3901	105	10	to	to	PART
iajs-3901	105	11	be	be	AUX
iajs-3901	105	12	contained	contain	VERB
iajs-3901	105	13	within	within	ADP
iajs-3901	105	14	the	the	DET
iajs-3901	105	15	cellular	cellular	ADJ
iajs-3901	105	16	state	state	NOUN
iajs-3901	105	17	.	.	PUNCT
iajs-3901	106	1	the	the	DET
iajs-3901	106	2	forget	forget	NOUN
iajs-3901	106	3	gateway	gateway	NOUN
iajs-3901	106	4	is	be	AUX
iajs-3901	106	5	responsible	responsible	ADJ
iajs-3901	106	6	for	for	ADP
iajs-3901	106	7	selecting	select	VERB
iajs-3901	106	8	the	the	DET
iajs-3901	106	9	information	information	NOUN
iajs-3901	106	10	from	from	ADP
iajs-3901	106	11	the	the	DET
iajs-3901	106	12	cell	cell	NOUN
iajs-3901	106	13	state	state	NOUN
iajs-3901	106	14	to	to	PART
iajs-3901	106	15	be	be	AUX
iajs-3901	106	16	discarded	discard	VERB
iajs-3901	106	17	.	.	PUNCT
iajs-3901	107	1	in	in	ADP
iajs-3901	107	2	contrast	contrast	NOUN
iajs-3901	107	3	,	,	PUNCT
iajs-3901	107	4	the	the	DET
iajs-3901	107	5	exit	exit	NOUN
iajs-3901	107	6	gateway	gateway	NOUN
iajs-3901	107	7	is	be	AUX
iajs-3901	107	8	used	use	VERB
iajs-3901	107	9	to	to	PART
iajs-3901	107	10	process	process	VERB
iajs-3901	107	11	the	the	DET
iajs-3901	107	12	final	final	ADJ
iajs-3901	107	13	output	output	NOUN
iajs-3901	107	14	of	of	ADP
iajs-3901	107	15	the	the	DET
iajs-3901	107	16	lstm	lstm	PROPN
iajs-3901	107	17	section	section	NOUN
iajs-3901	107	18	.	.	PUNCT
iajs-3901	108	1	in	in	ADP
iajs-3901	108	2	lstm	lstm	PROPN
iajs-3901	108	3	,	,	PUNCT
iajs-3901	108	4	the	the	DET
iajs-3901	108	5	outputs	output	NOUN
iajs-3901	108	6	are	be	AUX
iajs-3901	108	7	processed	process	VERB
iajs-3901	108	8	using	use	VERB
iajs-3901	108	9	sigmoid	sigmoid	NOUN
iajs-3901	108	10	functions	function	NOUN
iajs-3901	108	11	,	,	PUNCT
iajs-3901	108	12	which	which	PRON
iajs-3901	108	13	compute	compute	VERB
iajs-3901	108	14	a	a	DET
iajs-3901	108	15	value	value	NOUN
iajs-3901	108	16	ranging	range	VERB
iajs-3901	108	17	from	from	ADP
iajs-3901	108	18	0	0	NUM
iajs-3901	108	19	to	to	ADP
iajs-3901	108	20	1	1	NUM
iajs-3901	108	21	.	.	PUNCT
iajs-3901	109	1	this	this	DET
iajs-3901	109	2	value	value	NOUN
iajs-3901	109	3	is	be	AUX
iajs-3901	109	4	often	often	ADV
iajs-3901	109	5	rounded	rounded	ADJ
iajs-3901	109	6	to	to	ADP
iajs-3901	109	7	either	either	PRON
iajs-3901	109	8	0	0	NUM
iajs-3901	109	9	or	or	CCONJ
iajs-3901	109	10	1	1	NUM
iajs-3901	109	11	based	base	VERB
iajs-3901	109	12	on	on	ADP
iajs-3901	109	13	a	a	DET
iajs-3901	109	14	predefined	predefine	VERB
iajs-3901	109	15	threshold	threshold	NOUN
iajs-3901	109	16	.	.	PUNCT
iajs-3901	110	1	the	the	DET
iajs-3901	110	2	value	value	NOUN
iajs-3901	110	3	"	"	PUNCT
iajs-3901	110	4	0	0	NUM
iajs-3901	110	5	"	"	PUNCT
iajs-3901	110	6	represents	represent	VERB
iajs-3901	110	7	gates	gate	NOUN
iajs-3901	110	8	that	that	PRON
iajs-3901	110	9	completely	completely	ADV
iajs-3901	110	10	obstruct	obstruct	VERB
iajs-3901	110	11	the	the	DET
iajs-3901	110	12	passage	passage	NOUN
iajs-3901	110	13	of	of	ADP
iajs-3901	110	14	any	any	DET
iajs-3901	110	15	object	object	NOUN
iajs-3901	110	16	,	,	PUNCT
iajs-3901	110	17	whereas	whereas	SCONJ
iajs-3901	110	18	the	the	DET
iajs-3901	110	19	value	value	NOUN
iajs-3901	110	20	"	"	PUNCT
iajs-3901	110	21	1	1	NUM
iajs-3901	110	22	"	"	PUNCT
iajs-3901	110	23	signifies	signifie	NOUN
iajs-3901	110	24	gates	gate	NOUN
iajs-3901	110	25	that	that	PRON
iajs-3901	110	26	allow	allow	VERB
iajs-3901	110	27	unrestricted	unrestricted	ADJ
iajs-3901	110	28	passage	passage	NOUN
iajs-3901	110	29	[	[	X
iajs-3901	110	30	37	37	NUM
iajs-3901	110	31	]	]	PUNCT
iajs-3901	110	32	.	.	PUNCT
iajs-3901	111	1	4	4	X
iajs-3901	111	2	.	.	X
iajs-3901	111	3	manual	manual	ADJ
iajs-3901	111	4	diagnosis	diagnosis	NOUN
iajs-3901	111	5	problem	problem	NOUN
iajs-3901	111	6	prior	prior	ADV
iajs-3901	111	7	to	to	ADP
iajs-3901	111	8	the	the	DET
iajs-3901	111	9	advent	advent	NOUN
iajs-3901	111	10	of	of	ADP
iajs-3901	111	11	cad	cad	PROPN
iajs-3901	111	12	,	,	PUNCT
iajs-3901	111	13	diagnoses	diagnosis	NOUN
iajs-3901	111	14	were	be	AUX
iajs-3901	111	15	conducted	conduct	VERB
iajs-3901	111	16	manually	manually	ADV
iajs-3901	111	17	,	,	PUNCT
iajs-3901	111	18	which	which	PRON
iajs-3901	111	19	included	include	VERB
iajs-3901	111	20	time	time	NOUN
iajs-3901	111	21	-	-	PUNCT
iajs-3901	111	22	consuming	consume	VERB
iajs-3901	111	23	and	and	CCONJ
iajs-3901	111	24	less	less	ADV
iajs-3901	111	25	precise	precise	ADJ
iajs-3901	111	26	diagnostic	diagnostic	ADJ
iajs-3901	111	27	methods	method	NOUN
iajs-3901	111	28	.	.	PUNCT
iajs-3901	112	1	potential	potential	ADJ
iajs-3901	112	2	inaccuracies	inaccuracy	NOUN
iajs-3901	112	3	may	may	AUX
iajs-3901	112	4	arise	arise	VERB
iajs-3901	112	5	in	in	ADP
iajs-3901	112	6	the	the	DET
iajs-3901	112	7	computation	computation	NOUN
iajs-3901	112	8	of	of	ADP
iajs-3901	112	9	computational	computational	ADJ
iajs-3901	112	10	and	and	CCONJ
iajs-3901	112	11	statistical	statistical	ADJ
iajs-3901	112	12	characteristics	characteristic	NOUN
iajs-3901	112	13	during	during	ADP
iajs-3901	112	14	manual	manual	ADJ
iajs-3901	112	15	diagnostic	diagnostic	ADJ
iajs-3901	112	16	methods	method	NOUN
iajs-3901	112	17	.	.	PUNCT
iajs-3901	113	1	in	in	ADP
iajs-3901	113	2	order	order	NOUN
iajs-3901	113	3	to	to	PART
iajs-3901	113	4	address	address	VERB
iajs-3901	113	5	the	the	DET
iajs-3901	113	6	shortcomings	shortcoming	NOUN
iajs-3901	113	7	of	of	ADP
iajs-3901	113	8	manual	manual	ADJ
iajs-3901	113	9	diagnostic	diagnostic	ADJ
iajs-3901	113	10	techniques	technique	NOUN
iajs-3901	113	11	,	,	PUNCT
iajs-3901	113	12	the	the	DET
iajs-3901	113	13	use	use	NOUN
iajs-3901	113	14	of	of	ADP
iajs-3901	113	15	dl	dl	PROPN
iajs-3901	113	16	has	have	AUX
iajs-3901	113	17	been	be	AUX
iajs-3901	113	18	presented	present	VERB
iajs-3901	113	19	for	for	ADP
iajs-3901	113	20	the	the	DET
iajs-3901	113	21	purpose	purpose	NOUN
iajs-3901	113	22	ihjpas	ihjpa	VERB
iajs-3901	113	23	.	.	PUNCT
iajs-3901	114	1	2024	2024	NUM
iajs-3901	114	2	,	,	PUNCT
iajs-3901	114	3	37	37	NUM
iajs-3901	114	4	(	(	PUNCT
iajs-3901	114	5	3	3	NUM
iajs-3901	114	6	)	)	PUNCT
iajs-3901	114	7	433	433	NUM
iajs-3901	114	8	of	of	ADP
iajs-3901	114	9	diagnosis	diagnosis	NOUN
iajs-3901	114	10	.	.	PUNCT
iajs-3901	115	1	the	the	DET
iajs-3901	115	2	use	use	NOUN
iajs-3901	115	3	of	of	ADP
iajs-3901	115	4	cad	cad	PROPN
iajs-3901	115	5	technology	technology	NOUN
iajs-3901	115	6	has	have	AUX
iajs-3901	115	7	enhanced	enhance	VERB
iajs-3901	115	8	the	the	DET
iajs-3901	115	9	accuracy	accuracy	NOUN
iajs-3901	115	10	of	of	ADP
iajs-3901	115	11	diagnosis	diagnosis	NOUN
iajs-3901	115	12	by	by	ADP
iajs-3901	115	13	radiologists	radiologist	NOUN
iajs-3901	115	14	who	who	PRON
iajs-3901	115	15	are	be	AUX
iajs-3901	115	16	not	not	PART
iajs-3901	115	17	experts	expert	NOUN
iajs-3901	115	18	in	in	ADP
iajs-3901	115	19	the	the	DET
iajs-3901	115	20	field	field	NOUN
iajs-3901	115	21	.	.	PUNCT
iajs-3901	116	1	irrespective	irrespective	ADV
iajs-3901	116	2	of	of	ADP
iajs-3901	116	3	the	the	DET
iajs-3901	116	4	radiologist	radiologist	NOUN
iajs-3901	116	5	's	's	PART
iajs-3901	116	6	level	level	NOUN
iajs-3901	116	7	of	of	ADP
iajs-3901	116	8	experience	experience	NOUN
iajs-3901	116	9	,	,	PUNCT
iajs-3901	116	10	the	the	DET
iajs-3901	116	11	advantage	advantage	NOUN
iajs-3901	116	12	of	of	ADP
iajs-3901	116	13	cad	cad	PROPN
iajs-3901	116	14	is	be	AUX
iajs-3901	116	15	it	it	PRON
iajs-3901	116	16	minimizes	minimize	VERB
iajs-3901	116	17	false	false	ADJ
iajs-3901	116	18	-	-	PUNCT
iajs-3901	116	19	negative	negative	ADJ
iajs-3901	116	20	results	result	NOUN
iajs-3901	116	21	and	and	CCONJ
iajs-3901	116	22	improves	improve	VERB
iajs-3901	116	23	sensitivity	sensitivity	NOUN
iajs-3901	116	24	.	.	PUNCT
iajs-3901	117	1	cad	cad	PROPN
iajs-3901	117	2	technologies	technology	NOUN
iajs-3901	117	3	exhibit	exhibit	VERB
iajs-3901	117	4	enhanced	enhanced	ADJ
iajs-3901	117	5	speed	speed	NOUN
iajs-3901	117	6	,	,	PUNCT
iajs-3901	117	7	reliability	reliability	NOUN
iajs-3901	117	8	,	,	PUNCT
iajs-3901	117	9	and	and	CCONJ
iajs-3901	117	10	precision	precision	NOUN
iajs-3901	117	11	while	while	SCONJ
iajs-3901	117	12	also	also	ADV
iajs-3901	117	13	enabling	enable	VERB
iajs-3901	117	14	improvements	improvement	NOUN
iajs-3901	117	15	in	in	ADP
iajs-3901	117	16	computational	computational	ADJ
iajs-3901	117	17	and	and	CCONJ
iajs-3901	117	18	statistical	statistical	ADJ
iajs-3901	117	19	calculations	calculation	NOUN
iajs-3901	117	20	[	[	X
iajs-3901	117	21	38,39	38,39	NOUN
iajs-3901	117	22	]	]	X
iajs-3901	117	23	.	.	PUNCT
iajs-3901	118	1	this	this	DET
iajs-3901	118	2	research	research	NOUN
iajs-3901	118	3	aims	aim	VERB
iajs-3901	118	4	to	to	PART
iajs-3901	118	5	speculate	speculate	VERB
iajs-3901	118	6	about	about	ADP
iajs-3901	118	7	useful	useful	ADJ
iajs-3901	118	8	technology	technology	NOUN
iajs-3901	118	9	and	and	CCONJ
iajs-3901	118	10	provide	provide	VERB
iajs-3901	118	11	a	a	DET
iajs-3901	118	12	traditional	traditional	ADJ
iajs-3901	118	13	solution	solution	NOUN
iajs-3901	118	14	.	.	PUNCT
iajs-3901	119	1	5	5	X
iajs-3901	119	2	.	.	X
iajs-3901	119	3	state	state	NOUN
iajs-3901	119	4	-	-	PUNCT
iajs-3901	119	5	of	of	ADP
iajs-3901	119	6	-	-	PUNCT
iajs-3901	119	7	the	the	DET
iajs-3901	119	8	-	-	PUNCT
iajs-3901	119	9	art	art	NOUN
iajs-3901	119	10	techniques	technique	NOUN
iajs-3901	119	11	in	in	ADP
iajs-3901	119	12	[	[	X
iajs-3901	119	13	40	40	NUM
iajs-3901	119	14	]	]	PUNCT
iajs-3901	119	15	,	,	PUNCT
iajs-3901	119	16	numerous	numerous	ADJ
iajs-3901	119	17	classification	classification	NOUN
iajs-3901	119	18	approaches	approach	NOUN
iajs-3901	119	19	have	have	AUX
iajs-3901	119	20	been	be	AUX
iajs-3901	119	21	extensively	extensively	ADV
iajs-3901	119	22	applied	apply	VERB
iajs-3901	119	23	to	to	ADP
iajs-3901	119	24	the	the	DET
iajs-3901	119	25	topic	topic	NOUN
iajs-3901	119	26	of	of	ADP
iajs-3901	119	27	heart	heart	NOUN
iajs-3901	119	28	diagnosis	diagnosis	NOUN
iajs-3901	119	29	through	through	ADP
iajs-3901	119	30	ecg	ecg	PROPN
iajs-3901	119	31	signals	signal	NOUN
iajs-3901	119	32	.	.	PUNCT
iajs-3901	120	1	the	the	DET
iajs-3901	120	2	intricate	intricate	ADJ
iajs-3901	120	3	patterns	pattern	NOUN
iajs-3901	120	4	of	of	ADP
iajs-3901	120	5	ecg	ecg	PROPN
iajs-3901	120	6	data	datum	NOUN
iajs-3901	120	7	have	have	AUX
iajs-3901	120	8	been	be	AUX
iajs-3901	120	9	used	use	VERB
iajs-3901	120	10	with	with	ADP
iajs-3901	120	11	different	different	ADJ
iajs-3901	120	12	techniques	technique	NOUN
iajs-3901	120	13	such	such	ADJ
iajs-3901	120	14	as	as	ADP
iajs-3901	120	15	decision	decision	NOUN
iajs-3901	120	16	tree	tree	NOUN
iajs-3901	120	17	(	(	PUNCT
iajs-3901	120	18	dt	dt	PROPN
iajs-3901	120	19	)	)	PUNCT
iajs-3901	120	20	,	,	PUNCT
iajs-3901	120	21	super	super	ADJ
iajs-3901	120	22	vector	vector	NOUN
iajs-3901	120	23	machine	machine	NOUN
iajs-3901	120	24	(	(	PUNCT
iajs-3901	120	25	svm	svm	PROPN
iajs-3901	120	26	)	)	PUNCT
iajs-3901	120	27	,	,	PUNCT
iajs-3901	120	28	k	k	X
iajs-3901	120	29	-	-	PUNCT
iajs-3901	120	30	nearest	near	ADJ
iajs-3901	120	31	neighbors	neighbor	NOUN
iajs-3901	120	32	(	(	PUNCT
iajs-3901	120	33	knn	knn	PROPN
iajs-3901	120	34	)	)	PUNCT
iajs-3901	120	35	,	,	PUNCT
iajs-3901	120	36	and	and	CCONJ
iajs-3901	120	37	ann	ann	PROPN
iajs-3901	120	38	,	,	PUNCT
iajs-3901	120	39	among	among	ADP
iajs-3901	120	40	others	other	NOUN
iajs-3901	120	41	,	,	PUNCT
iajs-3901	120	42	to	to	PART
iajs-3901	120	43	classify	classify	VERB
iajs-3901	120	44	heart	heart	NOUN
iajs-3901	120	45	diseases	disease	NOUN
iajs-3901	120	46	accurately	accurately	ADV
iajs-3901	120	47	.	.	PUNCT
iajs-3901	121	1	importantly	importantly	ADV
iajs-3901	121	2	,	,	PUNCT
iajs-3901	121	3	the	the	DET
iajs-3901	121	4	study	study	NOUN
iajs-3901	121	5	uses	use	VERB
iajs-3901	121	6	different	different	ADJ
iajs-3901	121	7	types	type	NOUN
iajs-3901	121	8	of	of	ADP
iajs-3901	121	9	classifiers	classifier	NOUN
iajs-3901	121	10	,	,	PUNCT
iajs-3901	121	11	including	include	VERB
iajs-3901	121	12	ann	ann	PROPN
iajs-3901	121	13	,	,	PUNCT
iajs-3901	121	14	svm	svm	PROPN
iajs-3901	121	15	,	,	PUNCT
iajs-3901	121	16	knn	knn	PROPN
iajs-3901	121	17	,	,	PUNCT
iajs-3901	121	18	left	leave	VERB
iajs-3901	121	19	-	-	PUNCT
iajs-3901	121	20	to	to	ADP
iajs-3901	121	21	-	-	PUNCT
iajs-3901	121	22	right	right	NOUN
iajs-3901	121	23	(	(	PUNCT
iajs-3901	121	24	lr	lr	NOUN
iajs-3901	121	25	)	)	PUNCT
iajs-3901	121	26	,	,	PUNCT
iajs-3901	121	27	random	random	ADJ
iajs-3901	121	28	forest	forest	NOUN
iajs-3901	121	29	(	(	PUNCT
iajs-3901	121	30	rf	rf	NOUN
iajs-3901	121	31	)	)	PUNCT
iajs-3901	121	32	,	,	PUNCT
iajs-3901	121	33	ethereum	ethereum	NOUN
iajs-3901	121	34	classic	classic	NOUN
iajs-3901	121	35	(	(	PUNCT
iajs-3901	121	36	etc	etc	X
iajs-3901	121	37	)	)	PUNCT
iajs-3901	121	38	,	,	PUNCT
iajs-3901	121	39	naïve	naïve	ADJ
iajs-3901	121	40	bayes	bayes	PROPN
iajs-3901	121	41	(	(	PUNCT
iajs-3901	121	42	nb	nb	PROPN
iajs-3901	121	43	)	)	PUNCT
iajs-3901	121	44	,	,	PUNCT
iajs-3901	121	45	dt	dt	PROPN
iajs-3901	121	46	,	,	PUNCT
iajs-3901	121	47	gradient	gradient	ADJ
iajs-3901	121	48	boosting	boost	VERB
iajs-3901	121	49	(	(	PUNCT
iajs-3901	121	50	gb	gb	NOUN
iajs-3901	121	51	)	)	PUNCT
iajs-3901	121	52	and	and	CCONJ
iajs-3901	121	53	alpha	alpha	NOUN
iajs-3901	121	54	beta	beta	NOUN
iajs-3901	121	55	(	(	PUNCT
iajs-3901	121	56	ab	ab	NOUN
iajs-3901	121	57	)	)	PUNCT
iajs-3901	121	58	.	.	PUNCT
iajs-3901	122	1	the	the	DET
iajs-3901	122	2	quality	quality	NOUN
iajs-3901	122	3	of	of	ADP
iajs-3901	122	4	input	input	NOUN
iajs-3901	122	5	features	feature	NOUN
iajs-3901	122	6	was	be	AUX
iajs-3901	122	7	enhanced	enhance	VERB
iajs-3901	122	8	in	in	ADP
iajs-3901	122	9	the	the	DET
iajs-3901	122	10	pre	pre	ADJ
iajs-3901	122	11	-	-	ADJ
iajs-3901	122	12	processing	processing	ADJ
iajs-3901	122	13	phase	phase	NOUN
iajs-3901	122	14	through	through	ADP
iajs-3901	122	15	the	the	DET
iajs-3901	122	16	utilization	utilization	NOUN
iajs-3901	122	17	of	of	ADP
iajs-3901	122	18	feature	feature	NOUN
iajs-3901	122	19	selection	selection	NOUN
iajs-3901	122	20	methods	method	NOUN
iajs-3901	122	21	,	,	PUNCT
iajs-3901	122	22	such	such	ADJ
iajs-3901	122	23	as	as	ADP
iajs-3901	122	24	fcbf	fcbf	NOUN
iajs-3901	122	25	,	,	PUNCT
iajs-3901	122	26	for	for	ADP
iajs-3901	122	27	future	future	ADJ
iajs-3901	122	28	classification	classification	NOUN
iajs-3901	122	29	tasks	task	NOUN
iajs-3901	122	30	.	.	PUNCT
iajs-3901	123	1	this	this	DET
iajs-3901	123	2	advanced	advanced	ADJ
iajs-3901	123	3	approach	approach	NOUN
iajs-3901	123	4	ensures	ensure	VERB
iajs-3901	123	5	that	that	SCONJ
iajs-3901	123	6	only	only	ADV
iajs-3901	123	7	useful	useful	ADJ
iajs-3901	123	8	features	feature	NOUN
iajs-3901	123	9	are	be	AUX
iajs-3901	123	10	incorporated	incorporate	VERB
iajs-3901	123	11	into	into	ADP
iajs-3901	123	12	models	model	NOUN
iajs-3901	123	13	that	that	PRON
iajs-3901	123	14	reduce	reduce	VERB
iajs-3901	123	15	dimensionality	dimensionality	NOUN
iajs-3901	123	16	,	,	PUNCT
iajs-3901	123	17	resulting	result	VERB
iajs-3901	123	18	in	in	ADP
iajs-3901	123	19	a	a	DET
iajs-3901	123	20	superior	superior	ADJ
iajs-3901	123	21	classifier	classifier	NOUN
iajs-3901	123	22	.	.	PUNCT
iajs-3901	124	1	additionally	additionally	ADV
iajs-3901	124	2	,	,	PUNCT
iajs-3901	124	3	computational	computational	ADJ
iajs-3901	124	4	processes	process	NOUN
iajs-3901	124	5	of	of	ADP
iajs-3901	124	6	pvalue	pvalue	NOUN
iajs-3901	124	7	and	and	CCONJ
iajs-3901	124	8	chi	chi	ADJ
iajs-3901	124	9	-	-	PUNCT
iajs-3901	124	10	square	square	NOUN
iajs-3901	124	11	have	have	AUX
iajs-3901	124	12	been	be	AUX
iajs-3901	124	13	reserved	reserve	VERB
iajs-3901	124	14	particularly	particularly	ADV
iajs-3901	124	15	for	for	ADP
iajs-3901	124	16	the	the	DET
iajs-3901	124	17	extra	extra	ADJ
iajs-3901	124	18	tree	tree	NOUN
iajs-3901	124	19	(	(	PUNCT
iajs-3901	124	20	et	et	NOUN
iajs-3901	124	21	)	)	PUNCT
iajs-3901	124	22	classifier	classifier	NOUN
iajs-3901	124	23	while	while	SCONJ
iajs-3901	124	24	improving	improve	VERB
iajs-3901	124	25	the	the	DET
iajs-3901	124	26	input	input	NOUN
iajs-3901	124	27	quality	quality	NOUN
iajs-3901	124	28	of	of	ADP
iajs-3901	124	29	optimization	optimization	NOUN
iajs-3901	124	30	models	model	NOUN
iajs-3901	124	31	.	.	PUNCT
iajs-3901	125	1	after	after	ADP
iajs-3901	125	2	extensive	extensive	ADJ
iajs-3901	125	3	assessment	assessment	NOUN
iajs-3901	125	4	,	,	PUNCT
iajs-3901	125	5	it	it	PRON
iajs-3901	125	6	was	be	AUX
iajs-3901	125	7	found	find	VERB
iajs-3901	125	8	that	that	SCONJ
iajs-3901	125	9	the	the	DET
iajs-3901	125	10	extra	extra	ADJ
iajs-3901	125	11	-	-	ADJ
iajs-3901	125	12	tree	tree	ADJ
iajs-3901	125	13	classifier	classifier	NOUN
iajs-3901	125	14	offered	offer	VERB
iajs-3901	125	15	a	a	DET
iajs-3901	125	16	precision	precision	NOUN
iajs-3901	125	17	of	of	ADP
iajs-3901	125	18	92.09	92.09	NUM
iajs-3901	125	19	%	%	NOUN
iajs-3901	125	20	.	.	PUNCT
iajs-3901	126	1	while	while	SCONJ
iajs-3901	126	2	very	very	ADV
iajs-3901	126	3	accurate	accurate	ADJ
iajs-3901	126	4	,	,	PUNCT
iajs-3901	126	5	the	the	DET
iajs-3901	126	6	classifier	classifier	NOUN
iajs-3901	126	7	also	also	ADV
iajs-3901	126	8	had	have	VERB
iajs-3901	126	9	a	a	DET
iajs-3901	126	10	sensitivity	sensitivity	NOUN
iajs-3901	126	11	of	of	ADP
iajs-3901	126	12	91.82	91.82	NUM
iajs-3901	126	13	%	%	NOUN
iajs-3901	126	14	and	and	CCONJ
iajs-3901	126	15	a	a	DET
iajs-3901	126	16	specificity	specificity	NOUN
iajs-3901	126	17	of	of	ADP
iajs-3901	126	18	92.38	92.38	NUM
iajs-3901	126	19	%	%	NOUN
iajs-3901	126	20	.	.	PUNCT
iajs-3901	127	1	however	however	ADV
iajs-3901	127	2	,	,	PUNCT
iajs-3901	127	3	there	there	PRON
iajs-3901	127	4	is	be	VERB
iajs-3901	127	5	a	a	DET
iajs-3901	127	6	significant	significant	ADJ
iajs-3901	127	7	warning	warning	NOUN
iajs-3901	127	8	concerning	concern	VERB
iajs-3901	127	9	how	how	SCONJ
iajs-3901	127	10	transferable	transferable	ADJ
iajs-3901	127	11	this	this	DET
iajs-3901	127	12	classifier	classifier	NOUN
iajs-3901	127	13	may	may	AUX
iajs-3901	127	14	be	be	AUX
iajs-3901	127	15	over	over	ADP
iajs-3901	127	16	multiple	multiple	ADJ
iajs-3901	127	17	datasets	dataset	NOUN
iajs-3901	127	18	.	.	PUNCT
iajs-3901	128	1	due	due	ADP
iajs-3901	128	2	to	to	ADP
iajs-3901	128	3	the	the	DET
iajs-3901	128	4	inherent	inherent	ADJ
iajs-3901	128	5	variability	variability	NOUN
iajs-3901	128	6	among	among	ADP
iajs-3901	128	7	data	data	NOUN
iajs-3901	128	8	sets	set	NOUN
iajs-3901	128	9	,	,	PUNCT
iajs-3901	128	10	it	it	PRON
iajs-3901	128	11	is	be	AUX
iajs-3901	128	12	essential	essential	ADJ
iajs-3901	128	13	to	to	PART
iajs-3901	128	14	consider	consider	VERB
iajs-3901	128	15	contextual	contextual	ADJ
iajs-3901	128	16	factors	factor	NOUN
iajs-3901	128	17	while	while	SCONJ
iajs-3901	128	18	using	use	VERB
iajs-3901	128	19	the	the	DET
iajs-3901	128	20	extra	extra	ADJ
iajs-3901	128	21	tree	tree	NOUN
iajs-3901	128	22	classifier	classifier	NOUN
iajs-3901	128	23	,	,	PUNCT
iajs-3901	128	24	as	as	SCONJ
iajs-3901	128	25	it	it	PRON
iajs-3901	128	26	affects	affect	VERB
iajs-3901	128	27	the	the	DET
iajs-3901	128	28	ability	ability	NOUN
iajs-3901	128	29	to	to	PART
iajs-3901	128	30	generalize	generalize	VERB
iajs-3901	128	31	findings	finding	NOUN
iajs-3901	128	32	about	about	ADP
iajs-3901	128	33	the	the	DET
iajs-3901	128	34	model	model	NOUN
iajs-3901	128	35	’s	’s	PART
iajs-3901	128	36	performance	performance	NOUN
iajs-3901	128	37	.	.	PUNCT
iajs-3901	129	1	in	in	ADP
iajs-3901	129	2	[	[	X
iajs-3901	129	3	41	41	NUM
iajs-3901	129	4	]	]	PUNCT
iajs-3901	129	5	,	,	PUNCT
iajs-3901	129	6	the	the	DET
iajs-3901	129	7	researchers	researcher	NOUN
iajs-3901	129	8	focused	focus	VERB
iajs-3901	129	9	on	on	ADP
iajs-3901	129	10	predicting	predict	VERB
iajs-3901	129	11	heart	heart	NOUN
iajs-3901	129	12	disease	disease	NOUN
iajs-3901	129	13	using	use	VERB
iajs-3901	129	14	a	a	DET
iajs-3901	129	15	dataset	dataset	VERB
iajs-3901	129	16	comprising	comprising	NOUN
iajs-3901	129	17	records	record	NOUN
iajs-3901	129	18	from	from	ADP
iajs-3901	129	19	1988	1988	NUM
iajs-3901	129	20	with	with	ADP
iajs-3901	129	21	four	four	NUM
iajs-3901	129	22	databases	database	NOUN
iajs-3901	129	23	.	.	PUNCT
iajs-3901	130	1	in	in	ADP
iajs-3901	130	2	addition	addition	NOUN
iajs-3901	130	3	,	,	PUNCT
iajs-3901	130	4	the	the	DET
iajs-3901	130	5	data	datum	NOUN
iajs-3901	130	6	set	set	VERB
iajs-3901	130	7	consisted	consist	VERB
iajs-3901	130	8	of	of	ADP
iajs-3901	130	9	seventy	seventy	NUM
iajs-3901	130	10	-	-	PUNCT
iajs-3901	130	11	six	six	NUM
iajs-3901	130	12	traits	trait	NOUN
iajs-3901	130	13	.	.	PUNCT
iajs-3901	131	1	however	however	ADV
iajs-3901	131	2	,	,	PUNCT
iajs-3901	131	3	this	this	DET
iajs-3901	131	4	paper	paper	NOUN
iajs-3901	131	5	examined	examine	VERB
iajs-3901	131	6	only	only	ADV
iajs-3901	131	7	fourteen	fourteen	NUM
iajs-3901	131	8	of	of	ADP
iajs-3901	131	9	them	they	PRON
iajs-3901	131	10	,	,	PUNCT
iajs-3901	131	11	which	which	PRON
iajs-3901	131	12	included	include	VERB
iajs-3901	131	13	age	age	NOUN
iajs-3901	131	14	,	,	PUNCT
iajs-3901	131	15	sex	sex	NOUN
iajs-3901	131	16	,	,	PUNCT
iajs-3901	131	17	kind	kind	NOUN
iajs-3901	131	18	of	of	ADP
iajs-3901	131	19	chest	chest	NOUN
iajs-3901	131	20	pain	pain	NOUN
iajs-3901	131	21	experienced	experience	VERB
iajs-3901	131	22	,	,	PUNCT
iajs-3901	131	23	resting	rest	VERB
iajs-3901	131	24	systolic	systolic	ADJ
iajs-3901	131	25	blood	blood	NOUN
iajs-3901	131	26	pressure	pressure	NOUN
iajs-3901	131	27	,	,	PUNCT
iajs-3901	131	28	and	and	CCONJ
iajs-3901	131	29	total	total	ADJ
iajs-3901	131	30	cholesterol	cholesterol	NOUN
iajs-3901	131	31	concentration	concentration	NOUN
iajs-3901	131	32	in	in	ADP
iajs-3901	131	33	serum	serum	NOUN
iajs-3901	131	34	.	.	PUNCT
iajs-3901	132	1	this	this	PRON
iajs-3901	132	2	included	include	VERB
iajs-3901	132	3	pre	pre	ADJ
iajs-3901	132	4	-	-	ADJ
iajs-3901	132	5	processing	processing	NOUN
iajs-3901	132	6	of	of	ADP
iajs-3901	132	7	the	the	DET
iajs-3901	132	8	data	datum	NOUN
iajs-3901	132	9	set	set	VERB
iajs-3901	132	10	to	to	PART
iajs-3901	132	11	deal	deal	VERB
iajs-3901	132	12	with	with	ADP
iajs-3901	132	13	outliers	outlier	NOUN
iajs-3901	132	14	and	and	CCONJ
iajs-3901	132	15	the	the	DET
iajs-3901	132	16	distribution	distribution	NOUN
iajs-3901	132	17	imbalance	imbalance	NOUN
iajs-3901	132	18	,	,	PUNCT
iajs-3901	132	19	e.g.	e.g.	ADV
iajs-3901	132	20	,	,	PUNCT
iajs-3901	132	21	normal	normal	ADJ
iajs-3901	132	22	distribution	distribution	NOUN
iajs-3901	132	23	to	to	PART
iajs-3901	132	24	counter	counter	VERB
iajs-3901	132	25	overfitting	overfitte	VERB
iajs-3901	132	26	and	and	CCONJ
iajs-3901	132	27	isolation	isolation	NOUN
iajs-3901	132	28	forest	forest	NOUN
iajs-3901	132	29	for	for	ADP
iajs-3901	132	30	outlier	outlier	ADJ
iajs-3901	132	31	detection	detection	NOUN
iajs-3901	132	32	.	.	PUNCT
iajs-3901	133	1	the	the	DET
iajs-3901	133	2	plotting	plot	VERB
iajs-3901	133	3	methods	method	NOUN
iajs-3901	133	4	used	use	VERB
iajs-3901	133	5	helped	help	VERB
iajs-3901	133	6	determine	determine	VERB
iajs-3901	133	7	the	the	DET
iajs-3901	133	8	skewness	skewness	NOUN
iajs-3901	133	9	of	of	ADP
iajs-3901	133	10	the	the	DET
iajs-3901	133	11	data	datum	NOUN
iajs-3901	133	12	and	and	CCONJ
iajs-3901	133	13	also	also	ADV
iajs-3901	133	14	helped	help	VERB
iajs-3901	133	15	understand	understand	VERB
iajs-3901	133	16	its	its	PRON
iajs-3901	133	17	structure	structure	NOUN
iajs-3901	133	18	.	.	PUNCT
iajs-3901	134	1	feature	feature	NOUN
iajs-3901	134	2	selection	selection	NOUN
iajs-3901	134	3	was	be	AUX
iajs-3901	134	4	used	use	VERB
iajs-3901	134	5	,	,	PUNCT
iajs-3901	134	6	with	with	ADP
iajs-3901	134	7	the	the	DET
iajs-3901	134	8	lasso	lasso	NOUN
iajs-3901	134	9	algorithm	algorithm	NOUN
iajs-3901	134	10	being	be	AUX
iajs-3901	134	11	a	a	DET
iajs-3901	134	12	part	part	NOUN
iajs-3901	134	13	of	of	ADP
iajs-3901	134	14	embedded	embed	VERB
iajs-3901	134	15	methods	method	NOUN
iajs-3901	134	16	that	that	PRON
iajs-3901	134	17	offer	offer	VERB
iajs-3901	134	18	more	more	ADV
iajs-3901	134	19	reliable	reliable	ADJ
iajs-3901	134	20	predictive	predictive	ADJ
iajs-3901	134	21	performance	performance	NOUN
iajs-3901	134	22	than	than	ADP
iajs-3901	134	23	filter	filter	NOUN
iajs-3901	134	24	methods	method	NOUN
iajs-3901	134	25	.	.	PUNCT
iajs-3901	135	1	the	the	DET
iajs-3901	135	2	results	result	NOUN
iajs-3901	135	3	showed	show	VERB
iajs-3901	135	4	that	that	SCONJ
iajs-3901	135	5	random	random	ADJ
iajs-3901	135	6	forest	forest	NOUN
iajs-3901	135	7	(	(	PUNCT
iajs-3901	135	8	fr	fr	NOUN
iajs-3901	135	9	)	)	PUNCT
iajs-3901	135	10	reaches	reach	VERB
iajs-3901	135	11	an	an	DET
iajs-3901	135	12	accuracy	accuracy	NOUN
iajs-3901	135	13	of	of	ADP
iajs-3901	135	14	80.3	80.3	NUM
iajs-3901	135	15	%	%	NOUN
iajs-3901	135	16	,	,	PUNCT
iajs-3901	135	17	logistic	logistic	ADJ
iajs-3901	135	18	regression	regression	NOUN
iajs-3901	135	19	–	–	PUNCT
iajs-3901	135	20	83.31	83.31	NUM
iajs-3901	135	21	%	%	NOUN
iajs-3901	135	22	,	,	PUNCT
iajs-3901	135	23	kneighbours	kneighbours	X
iajs-3901	135	24	is	be	AUX
iajs-3901	135	25	more	more	ADV
iajs-3901	135	26	accurate	accurate	ADJ
iajs-3901	135	27	with	with	ADP
iajs-3901	135	28	a	a	DET
iajs-3901	135	29	percentage	percentage	NOUN
iajs-3901	135	30	of	of	ADP
iajs-3901	135	31	84.86	84.86	NUM
iajs-3901	135	32	%	%	NOUN
iajs-3901	135	33	,	,	PUNCT
iajs-3901	135	34	svm	svm	PROPN
iajs-3901	135	35	shows	show	VERB
iajs-3901	135	36	performance	performance	NOUN
iajs-3901	135	37	accuracy	accuracy	NOUN
iajs-3901	135	38	of	of	ADP
iajs-3901	135	39	83.29	83.29	NUM
iajs-3901	135	40	%	%	NOUN
iajs-3901	135	41	,	,	PUNCT
iajs-3901	135	42	decision	decision	NOUN
iajs-3901	135	43	tree	tree	NOUN
iajs-3901	135	44	gives	give	VERB
iajs-3901	135	45	a	a	DET
iajs-3901	135	46	surprisingly	surprisingly	ADV
iajs-3901	135	47	,	,	PUNCT
iajs-3901	135	48	the	the	DET
iajs-3901	135	49	kneighbors	kneighbor	NOUN
iajs-3901	135	50	turns	turn	VERB
iajs-3901	135	51	out	out	ADP
iajs-3901	135	52	to	to	PART
iajs-3901	135	53	be	be	AUX
iajs-3901	135	54	the	the	DET
iajs-3901	135	55	best	good	ADJ
iajs-3901	135	56	model	model	NOUN
iajs-3901	135	57	of	of	ADP
iajs-3901	135	58	77.7	77.7	NUM
iajs-3901	135	59	%	%	NOUN
iajs-3901	135	60	precision	precision	NOUN
iajs-3901	135	61	and	and	CCONJ
iajs-3901	135	62	80	80	NUM
iajs-3901	135	63	%	%	NOUN
iajs-3901	135	64	specificity	specificity	NOUN
iajs-3901	135	65	.	.	PUNCT
iajs-3901	136	1	noteworthy	noteworthy	ADJ
iajs-3901	136	2	results	result	NOUN
iajs-3901	136	3	are	be	AUX
iajs-3901	136	4	obtained	obtain	VERB
iajs-3901	136	5	after	after	ADP
iajs-3901	136	6	applying	apply	VERB
iajs-3901	136	7	different	different	ADJ
iajs-3901	136	8	machine	machine	NOUN
iajs-3901	136	9	learning	learning	NOUN
iajs-3901	136	10	(	(	PUNCT
iajs-3901	136	11	ml	ml	NOUN
iajs-3901	136	12	)	)	PUNCT
iajs-3901	136	13	algorithms	algorithm	NOUN
iajs-3901	136	14	to	to	ADP
iajs-3901	136	15	the	the	DET
iajs-3901	136	16	pre	pre	ADJ
iajs-3901	136	17	-	-	ADJ
iajs-3901	136	18	processed	processed	ADJ
iajs-3901	136	19	dataset	dataset	NOUN
iajs-3901	136	20	.	.	PUNCT
iajs-3901	137	1	in	in	ADP
iajs-3901	137	2	[	[	X
iajs-3901	137	3	42	42	NUM
iajs-3901	137	4	]	]	PUNCT
iajs-3901	137	5	,	,	PUNCT
iajs-3901	137	6	the	the	DET
iajs-3901	137	7	authors	author	NOUN
iajs-3901	137	8	aim	aim	VERB
iajs-3901	137	9	to	to	PART
iajs-3901	137	10	present	present	VERB
iajs-3901	137	11	dl	dl	PROPN
iajs-3901	137	12	’s	’s	PART
iajs-3901	137	13	performance	performance	NOUN
iajs-3901	137	14	in	in	ADP
iajs-3901	137	15	scoring	score	VERB
iajs-3901	137	16	coronary	coronary	ADJ
iajs-3901	137	17	calcification	calcification	NOUN
iajs-3901	137	18	on	on	ADP
iajs-3901	137	19	typical	typical	ADJ
iajs-3901	137	20	ct	ct	NUM
iajs-3901	137	21	images	image	NOUN
iajs-3901	137	22	,	,	PUNCT
iajs-3901	137	23	including	include	VERB
iajs-3901	137	24	both	both	DET
iajs-3901	137	25	cardiac	cardiac	NOUN
iajs-3901	137	26	gated	gate	VERB
iajs-3901	137	27	and	and	CCONJ
iajs-3901	137	28	un	un	ADJ
iajs-3901	137	29	-	-	ADJ
iajs-3901	137	30	gated	gated	ADJ
iajs-3901	137	31	studies	study	NOUN
iajs-3901	137	32	,	,	PUNCT
iajs-3901	137	33	as	as	ADP
iajs-3901	137	34	a	a	DET
iajs-3901	137	35	tool	tool	NOUN
iajs-3901	137	36	for	for	ADP
iajs-3901	137	37	the	the	DET
iajs-3901	137	38	estimation	estimation	NOUN
iajs-3901	137	39	of	of	ADP
iajs-3901	137	40	cardiovascular	cardiovascular	ADJ
iajs-3901	137	41	risk	risk	NOUN
iajs-3901	137	42	.	.	PUNCT
iajs-3901	138	1	a	a	DET
iajs-3901	138	2	retrospective	retrospective	ADJ
iajs-3901	138	3	secondary	secondary	ADJ
iajs-3901	138	4	analysis	analysis	NOUN
iajs-3901	138	5	with	with	ADP
iajs-3901	138	6	dl	dl	NOUN
iajs-3901	138	7	-	-	PUNCT
iajs-3901	138	8	based	base	VERB
iajs-3901	138	9	coronary	coronary	ADJ
iajs-3901	138	10	calcium	calcium	NOUN
iajs-3901	138	11	segmentation	segmentation	NOUN
iajs-3901	138	12	in	in	ADP
iajs-3901	138	13	the	the	DET
iajs-3901	138	14	randomized	randomized	ADJ
iajs-3901	138	15	clinical	clinical	ADJ
iajs-3901	138	16	trials	trial	NOUN
iajs-3901	138	17	and	and	CCONJ
iajs-3901	138	18	the	the	DET
iajs-3901	138	19	cohort	cohort	NOUN
iajs-3901	138	20	study	study	NOUN
iajs-3901	138	21	conducted	conduct	VERB
iajs-3901	138	22	as	as	ADP
iajs-3901	138	23	part	part	NOUN
iajs-3901	138	24	of	of	ADP
iajs-3901	138	25	a	a	DET
iajs-3901	138	26	methodological	methodological	ADJ
iajs-3901	138	27	process	process	NOUN
iajs-3901	138	28	will	will	AUX
iajs-3901	138	29	be	be	AUX
iajs-3901	138	30	used	use	VERB
iajs-3901	138	31	.	.	PUNCT
iajs-3901	139	1	prior	prior	ADV
iajs-3901	139	2	to	to	ADP
iajs-3901	139	3	this	this	DET
iajs-3901	139	4	step	step	NOUN
iajs-3901	139	5	,	,	PUNCT
iajs-3901	139	6	ct	ct	PROPN
iajs-3901	139	7	scans	scan	NOUN
iajs-3901	139	8	had	have	AUX
iajs-3901	139	9	been	be	AUX
iajs-3901	139	10	padded	pad	VERB
iajs-3901	139	11	and	and	CCONJ
iajs-3901	139	12	cropped	crop	VERB
iajs-3901	139	13	,	,	PUNCT
iajs-3901	139	14	with	with	SCONJ
iajs-3901	139	15	their	their	PRON
iajs-3901	139	16	resolution	resolution	NOUN
iajs-3901	139	17	adjusted	adjust	VERB
iajs-3901	139	18	uniformly	uniformly	ADV
iajs-3901	139	19	.	.	PUNCT
iajs-3901	140	1	a	a	DET
iajs-3901	140	2	series	series	NOUN
iajs-3901	140	3	of	of	ADP
iajs-3901	140	4	u	u	NOUN
iajs-3901	140	5	-	-	ADJ
iajs-3901	140	6	net	net	ADJ
iajs-3901	140	7	architecture	architecture	NOUN
iajs-3901	140	8	cnn	cnn	NOUN
iajs-3901	140	9	models	model	NOUN
iajs-3901	140	10	are	be	AUX
iajs-3901	140	11	adopted	adopt	VERB
iajs-3901	140	12	for	for	ADP
iajs-3901	140	13	detection	detection	NOUN
iajs-3901	140	14	and	and	CCONJ
iajs-3901	140	15	heart	heart	NOUN
iajs-3901	140	16	localization	localization	NOUN
iajs-3901	140	17	,	,	PUNCT
iajs-3901	140	18	segmentation	segmentation	NOUN
iajs-3901	140	19	,	,	PUNCT
iajs-3901	140	20	and	and	CCONJ
iajs-3901	140	21	coronary	coronary	ADJ
iajs-3901	140	22	arteries	artery	NOUN
iajs-3901	140	23	(	(	PUNCT
iajs-3901	140	24	calcium	calcium	NOUN
iajs-3901	140	25	)	)	PUNCT
iajs-3901	140	26	segmented	segment	VERB
iajs-3901	140	27	with	with	ADP
iajs-3901	140	28	an	an	DET
iajs-3901	140	29	ihjpas	ihjpa	NOUN
iajs-3901	140	30	.	.	PUNCT
iajs-3901	141	1	2024	2024	NUM
iajs-3901	141	2	,	,	PUNCT
iajs-3901	141	3	37	37	NUM
iajs-3901	141	4	(	(	PUNCT
iajs-3901	141	5	3	3	NUM
iajs-3901	141	6	)	)	SYM
iajs-3901	141	7	434	434	NUM
iajs-3901	141	8	outcome	outcome	NOUN
iajs-3901	141	9	calcium	calcium	NOUN
iajs-3901	141	10	score	score	NOUN
iajs-3901	141	11	.	.	PUNCT
iajs-3901	142	1	these	these	PRON
iajs-3901	142	2	were	be	AUX
iajs-3901	142	3	done	do	VERB
iajs-3901	142	4	using	use	VERB
iajs-3901	142	5	tensor	tensor	NOUN
iajs-3901	142	6	flow	flow	NOUN
iajs-3901	142	7	-	-	PUNCT
iajs-3901	142	8	gpu	gpu	NOUN
iajs-3901	142	9	and	and	CCONJ
iajs-3901	142	10	keras	keras	PROPN
iajs-3901	142	11	,	,	PUNCT
iajs-3901	142	12	requiring	require	VERB
iajs-3901	142	13	four	four	NUM
iajs-3901	142	14	gpus	gpu	NOUN
iajs-3901	142	15	that	that	PRON
iajs-3901	142	16	had	have	VERB
iajs-3901	142	17	a	a	DET
iajs-3901	142	18	minimum	minimum	NOUN
iajs-3901	142	19	of	of	ADP
iajs-3901	142	20	64	64	NUM
iajs-3901	142	21	gb	gb	NOUN
iajs-3901	142	22	of	of	ADP
iajs-3901	142	23	memory	memory	NOUN
iajs-3901	142	24	.	.	PUNCT
iajs-3901	143	1	the	the	DET
iajs-3901	143	2	assessment	assessment	NOUN
iajs-3901	143	3	revealed	reveal	VERB
iajs-3901	143	4	that	that	SCONJ
iajs-3901	143	5	coronary	coronary	ADJ
iajs-3901	143	6	calcium	calcium	NOUN
iajs-3901	143	7	scores	score	NOUN
iajs-3901	143	8	from	from	ADP
iajs-3901	143	9	the	the	DET
iajs-3901	143	10	automated	automate	VERB
iajs-3901	143	11	system	system	NOUN
iajs-3901	143	12	indicate	indicate	VERB
iajs-3901	143	13	a	a	DET
iajs-3901	143	14	high	high	ADJ
iajs-3901	143	15	risk	risk	NOUN
iajs-3901	143	16	of	of	ADP
iajs-3901	143	17	cardiovascular	cardiovascular	ADJ
iajs-3901	143	18	events	event	NOUN
iajs-3901	143	19	correlating	correlate	VERB
iajs-3901	143	20	closely	closely	ADV
iajs-3901	143	21	with	with	ADP
iajs-3901	143	22	manual	manual	ADJ
iajs-3901	143	23	quantification	quantification	NOUN
iajs-3901	143	24	and	and	CCONJ
iajs-3901	143	25	good	good	ADJ
iajs-3901	143	26	internal	internal	ADJ
iajs-3901	143	27	validity	validity	NOUN
iajs-3901	143	28	.	.	PUNCT
iajs-3901	144	1	the	the	DET
iajs-3901	144	2	researchers	researcher	NOUN
iajs-3901	144	3	in	in	ADP
iajs-3901	144	4	[	[	X
iajs-3901	144	5	43	43	NUM
iajs-3901	144	6	]	]	PUNCT
iajs-3901	144	7	have	have	AUX
iajs-3901	144	8	presented	present	VERB
iajs-3901	144	9	a	a	DET
iajs-3901	144	10	new	new	ADJ
iajs-3901	144	11	hybrid	hybrid	NOUN
iajs-3901	144	12	model	model	NOUN
iajs-3901	144	13	,	,	PUNCT
iajs-3901	144	14	which	which	PRON
iajs-3901	144	15	combines	combine	VERB
iajs-3901	144	16	image	image	NOUN
iajs-3901	144	17	processing	processing	NOUN
iajs-3901	144	18	and	and	CCONJ
iajs-3901	144	19	dl	dl	PROPN
iajs-3901	144	20	techniques	technique	NOUN
iajs-3901	144	21	for	for	ADP
iajs-3901	144	22	the	the	DET
iajs-3901	144	23	detection	detection	NOUN
iajs-3901	144	24	of	of	ADP
iajs-3901	144	25	cvds	cvds	PROPN
iajs-3901	144	26	using	use	VERB
iajs-3901	144	27	paper	paper	NOUN
iajs-3901	144	28	-	-	PUNCT
iajs-3901	144	29	based	base	VERB
iajs-3901	144	30	complex	complex	ADJ
iajs-3901	144	31	ecgs	ecgs	NOUN
iajs-3901	144	32	.	.	PUNCT
iajs-3901	145	1	they	they	PRON
iajs-3901	145	2	applied	apply	VERB
iajs-3901	145	3	image	image	NOUN
iajs-3901	145	4	preprocessing	preprocessing	NOUN
iajs-3901	145	5	technology	technology	NOUN
iajs-3901	145	6	,	,	PUNCT
iajs-3901	145	7	which	which	PRON
iajs-3901	145	8	included	include	VERB
iajs-3901	145	9	the	the	DET
iajs-3901	145	10	removal	removal	NOUN
iajs-3901	145	11	of	of	ADP
iajs-3901	145	12	artifacts	artifact	NOUN
iajs-3901	145	13	and	and	CCONJ
iajs-3901	145	14	enhancement	enhancement	NOUN
iajs-3901	145	15	,	,	PUNCT
iajs-3901	145	16	and	and	CCONJ
iajs-3901	145	17	then	then	ADV
iajs-3901	145	18	applied	apply	VERB
iajs-3901	145	19	dl	dl	PROPN
iajs-3901	145	20	models	model	NOUN
iajs-3901	145	21	such	such	ADJ
iajs-3901	145	22	as	as	ADP
iajs-3901	145	23	inceptionv3	inceptionv3	NOUN
iajs-3901	145	24	and	and	CCONJ
iajs-3901	145	25	resnet50	resnet50	NOUN
iajs-3901	145	26	.	.	PUNCT
iajs-3901	146	1	in	in	ADP
iajs-3901	146	2	addition	addition	NOUN
iajs-3901	146	3	,	,	PUNCT
iajs-3901	146	4	they	they	PRON
iajs-3901	146	5	developed	develop	VERB
iajs-3901	146	6	an	an	DET
iajs-3901	146	7	integrated	integrated	ADJ
iajs-3901	146	8	architecture	architecture	NOUN
iajs-3901	146	9	that	that	SCONJ
iajs-3901	146	10	combined	combine	VERB
iajs-3901	146	11	such	such	ADJ
iajs-3901	146	12	models	model	NOUN
iajs-3901	146	13	.	.	PUNCT
iajs-3901	147	1	paper	paper	NOUN
iajs-3901	147	2	-	-	PUNCT
iajs-3901	147	3	based	base	VERB
iajs-3901	147	4	ecg	ecg	PROPN
iajs-3901	147	5	images	image	NOUN
iajs-3901	147	6	generally	generally	ADV
iajs-3901	147	7	have	have	VERB
iajs-3901	147	8	problems	problem	NOUN
iajs-3901	147	9	such	such	ADJ
iajs-3901	147	10	as	as	ADP
iajs-3901	147	11	different	different	ADJ
iajs-3901	147	12	artifacts	artifact	NOUN
iajs-3901	147	13	,	,	PUNCT
iajs-3901	147	14	background	background	NOUN
iajs-3901	147	15	lines	line	NOUN
iajs-3901	147	16	,	,	PUNCT
iajs-3901	147	17	and	and	CCONJ
iajs-3901	147	18	low	low	ADJ
iajs-3901	147	19	contrast	contrast	NOUN
iajs-3901	147	20	.	.	PUNCT
iajs-3901	148	1	various	various	ADJ
iajs-3901	148	2	dl	dl	PROPN
iajs-3901	148	3	algorithms	algorithm	NOUN
iajs-3901	148	4	were	be	AUX
iajs-3901	148	5	applied	apply	VERB
iajs-3901	148	6	in	in	ADP
iajs-3901	148	7	this	this	DET
iajs-3901	148	8	research	research	NOUN
iajs-3901	148	9	in	in	ADP
iajs-3901	148	10	order	order	NOUN
iajs-3901	148	11	to	to	PART
iajs-3901	148	12	address	address	VERB
iajs-3901	148	13	these	these	DET
iajs-3901	148	14	challenges	challenge	NOUN
iajs-3901	148	15	by	by	ADP
iajs-3901	148	16	exploring	explore	VERB
iajs-3901	148	17	two	two	NUM
iajs-3901	148	18	approaches	approach	NOUN
iajs-3901	148	19	.	.	PUNCT
iajs-3901	149	1	the	the	DET
iajs-3901	149	2	first	first	ADJ
iajs-3901	149	3	involved	involved	ADJ
iajs-3901	149	4	employing	employ	VERB
iajs-3901	149	5	five	five	NUM
iajs-3901	149	6	distinct	distinct	ADJ
iajs-3901	149	7	dl	dl	PROPN
iajs-3901	149	8	models	model	NOUN
iajs-3901	149	9	such	such	ADJ
iajs-3901	149	10	as	as	ADP
iajs-3901	149	11	inceptionv3	inceptionv3	NOUN
iajs-3901	149	12	,	,	PUNCT
iajs-3901	149	13	resnet50	resnet50	NOUN
iajs-3901	149	14	,	,	PUNCT
iajs-3901	149	15	densenet201	densenet201	PROPN
iajs-3901	149	16	,	,	PUNCT
iajs-3901	149	17	vgg19	vgg19	PROPN
iajs-3901	149	18	,	,	PUNCT
iajs-3901	149	19	and	and	CCONJ
iajs-3901	149	20	mobilenetv2	mobilenetv2	PROPN
iajs-3901	149	21	,	,	PUNCT
iajs-3901	149	22	while	while	SCONJ
iajs-3901	149	23	the	the	DET
iajs-3901	149	24	second	second	ADJ
iajs-3901	149	25	introduced	introduce	VERB
iajs-3901	149	26	and	and	CCONJ
iajs-3901	149	27	integrated	integrated	ADJ
iajs-3901	149	28	model	model	NOUN
iajs-3901	149	29	with	with	ADP
iajs-3901	149	30	inres-106	inres-106	NOUN
iajs-3901	149	31	designed	design	VERB
iajs-3901	149	32	as	as	ADP
iajs-3901	149	33	a	a	DET
iajs-3901	149	34	deep	deep	ADJ
iajs-3901	149	35	convoluted	convoluted	ADJ
iajs-3901	149	36	neural	neural	ADJ
iajs-3901	149	37	network	network	NOUN
iajs-3901	149	38	,	,	PUNCT
iajs-3901	149	39	which	which	PRON
iajs-3901	149	40	will	will	AUX
iajs-3901	149	41	focus	focus	VERB
iajs-3901	149	42	on	on	ADP
iajs-3901	149	43	extracting	extract	VERB
iajs-3901	149	44	any	any	DET
iajs-3901	149	45	hidden	hidden	ADJ
iajs-3901	149	46	and	and	CCONJ
iajs-3901	149	47	high	high	ADJ
iajs-3901	149	48	-	-	PUNCT
iajs-3901	149	49	level	level	NOUN
iajs-3901	149	50	features	feature	NOUN
iajs-3901	149	51	from	from	ADP
iajs-3901	149	52	egc	egc	ADJ
iajs-3901	149	53	images	image	NOUN
iajs-3901	149	54	.	.	PUNCT
iajs-3901	150	1	the	the	DET
iajs-3901	150	2	inres-106	inres-106	NOUN
iajs-3901	150	3	model	model	NOUN
iajs-3901	150	4	achieved	achieve	VERB
iajs-3901	150	5	the	the	DET
iajs-3901	150	6	highest	high	ADJ
iajs-3901	150	7	accuracy	accuracy	NOUN
iajs-3901	150	8	at	at	ADP
iajs-3901	150	9	98.34	98.34	NUM
iajs-3901	150	10	%	%	NOUN
iajs-3901	150	11	,	,	PUNCT
iajs-3901	150	12	while	while	SCONJ
iajs-3901	150	13	the	the	DET
iajs-3901	150	14	other	other	ADJ
iajs-3901	150	15	models	model	NOUN
iajs-3901	150	16	also	also	ADV
iajs-3901	150	17	showed	show	VERB
iajs-3901	150	18	promising	promising	ADJ
iajs-3901	150	19	results	result	NOUN
iajs-3901	150	20	:	:	PUNCT
iajs-3901	150	21	inceptionv3	inceptionv3	NOUN
iajs-3901	150	22	(	(	PUNCT
iajs-3901	150	23	90.56	90.56	NUM
iajs-3901	150	24	%	%	NOUN
iajs-3901	150	25	)	)	PUNCT
iajs-3901	150	26	,	,	PUNCT
iajs-3901	150	27	resnet50	resnet50	NOUN
iajs-3901	150	28	(	(	PUNCT
iajs-3901	150	29	89.63	89.63	NUM
iajs-3901	150	30	%	%	NOUN
iajs-3901	150	31	)	)	PUNCT
iajs-3901	150	32	,	,	PUNCT
iajs-3901	150	33	densenet201	densenet201	PROPN
iajs-3901	150	34	(	(	PUNCT
iajs-3901	150	35	88.94	88.94	NUM
iajs-3901	150	36	%	%	NOUN
iajs-3901	150	37	)	)	PUNCT
iajs-3901	150	38	,	,	PUNCT
iajs-3901	150	39	vgg19	vgg19	PROPN
iajs-3901	150	40	(	(	PUNCT
iajs-3901	150	41	87.87	87.87	NUM
iajs-3901	150	42	%	%	NOUN
iajs-3901	150	43	)	)	PUNCT
iajs-3901	150	44	,	,	PUNCT
iajs-3901	150	45	and	and	CCONJ
iajs-3901	150	46	mobilenetv2	mobilenetv2	PROPN
iajs-3901	150	47	(	(	PUNCT
iajs-3901	150	48	80.5	80.5	NUM
iajs-3901	150	49	)	)	PUNCT
iajs-3901	150	50	.	.	PUNCT
iajs-3901	151	1	however	however	ADV
iajs-3901	151	2	,	,	PUNCT
iajs-3901	151	3	the	the	DET
iajs-3901	151	4	limitation	limitation	NOUN
iajs-3901	151	5	of	of	ADP
iajs-3901	151	6	diverse	diverse	ADJ
iajs-3901	151	7	datasets	dataset	NOUN
iajs-3901	151	8	may	may	AUX
iajs-3901	151	9	affect	affect	VERB
iajs-3901	151	10	external	external	ADJ
iajs-3901	151	11	validity	validity	NOUN
iajs-3901	151	12	or	or	CCONJ
iajs-3901	151	13	applicability	applicability	NOUN
iajs-3901	151	14	.	.	PUNCT
iajs-3901	152	1	in	in	ADP
iajs-3901	152	2	[	[	X
iajs-3901	152	3	44	44	NUM
iajs-3901	152	4	]	]	PUNCT
iajs-3901	152	5	,	,	PUNCT
iajs-3901	152	6	the	the	DET
iajs-3901	152	7	authors	author	NOUN
iajs-3901	152	8	propose	propose	VERB
iajs-3901	152	9	building	build	VERB
iajs-3901	152	10	and	and	CCONJ
iajs-3901	152	11	assessing	assess	VERB
iajs-3901	152	12	dl	dl	PROPN
iajs-3901	152	13	approaches	approach	NOUN
iajs-3901	152	14	that	that	PRON
iajs-3901	152	15	consider	consider	VERB
iajs-3901	152	16	ecg	ecg	PROPN
iajs-3901	152	17	signal	signal	ADJ
iajs-3901	152	18	image	image	NOUN
iajs-3901	152	19	traces	trace	NOUN
iajs-3901	152	20	for	for	ADP
iajs-3901	152	21	automatic	automatic	ADJ
iajs-3901	152	22	detection	detection	NOUN
iajs-3901	152	23	and	and	CCONJ
iajs-3901	152	24	forecasting	forecasting	NOUN
iajs-3901	152	25	of	of	ADP
iajs-3901	152	26	heart	heart	NOUN
iajs-3901	152	27	defects	defect	NOUN
iajs-3901	152	28	.	.	PUNCT
iajs-3901	153	1	this	this	PRON
iajs-3901	153	2	includes	include	VERB
iajs-3901	153	3	improving	improve	VERB
iajs-3901	153	4	algorithms	algorithm	NOUN
iajs-3901	153	5	’	'	PUNCT
iajs-3901	153	6	performance	performance	NOUN
iajs-3901	153	7	with	with	ADP
iajs-3901	153	8	the	the	DET
iajs-3901	153	9	possibility	possibility	NOUN
iajs-3901	153	10	of	of	ADP
iajs-3901	153	11	inference	inference	NOUN
iajs-3901	153	12	being	be	AUX
iajs-3901	153	13	done	do	VERB
iajs-3901	153	14	on	on	ADP
iajs-3901	153	15	the	the	DET
iajs-3901	153	16	fly	fly	NOUN
iajs-3901	153	17	on	on	ADP
iajs-3901	153	18	an	an	DET
iajs-3901	153	19	embedded	embed	VERB
iajs-3901	153	20	smart	smart	ADJ
iajs-3901	153	21	device	device	NOUN
iajs-3901	153	22	for	for	ADP
iajs-3901	153	23	ecg	ecg	PROPN
iajs-3901	153	24	mobile	mobile	PROPN
iajs-3901	153	25	(	(	PUNCT
iajs-3901	153	26	ecgm	ecgm	PROPN
iajs-3901	153	27	)	)	PUNCT
iajs-3901	153	28	.	.	PUNCT
iajs-3901	154	1	this	this	DET
iajs-3901	154	2	approach	approach	NOUN
iajs-3901	154	3	entails	entail	VERB
iajs-3901	154	4	converting	convert	VERB
iajs-3901	154	5	unprocessed	unprocesse	VERB
iajs-3901	154	6	one	one	NUM
iajs-3901	154	7	-	-	PUNCT
iajs-3901	154	8	channel	channel	NOUN
iajs-3901	154	9	ecg	ecg	PROPN
iajs-3901	154	10	time	time	PROPN
iajs-3901	154	11	series	series	PROPN
iajs-3901	154	12	data	datum	NOUN
iajs-3901	154	13	into	into	ADP
iajs-3901	154	14	2d	2d	NUM
iajs-3901	154	15	pictures	picture	NOUN
iajs-3901	154	16	in	in	ADP
iajs-3901	154	17	order	order	NOUN
iajs-3901	154	18	to	to	PART
iajs-3901	154	19	utilize	utilize	VERB
iajs-3901	154	20	advanced	advanced	ADJ
iajs-3901	154	21	computer	computer	NOUN
iajs-3901	154	22	vision	vision	NOUN
iajs-3901	154	23	algorithms	algorithm	NOUN
iajs-3901	154	24	.	.	PUNCT
iajs-3901	155	1	fine	fine	ADJ
iajs-3901	155	2	-	-	PUNCT
iajs-3901	155	3	tuning	tuning	NOUN
iajs-3901	155	4	of	of	ADP
iajs-3901	155	5	already	already	ADV
iajs-3901	155	6	trained	train	VERB
iajs-3901	155	7	deep	deep	ADJ
iajs-3901	155	8	cnn	cnn	PROPN
iajs-3901	155	9	architectures	architecture	NOUN
iajs-3901	155	10	,	,	PUNCT
iajs-3901	155	11	namely	namely	ADV
iajs-3901	155	12	mobilenetv2	mobilenetv2	PROPN
iajs-3901	155	13	and	and	CCONJ
iajs-3901	155	14	vgg16	vgg16	PROPN
iajs-3901	155	15	,	,	PUNCT
iajs-3901	155	16	on	on	ADP
iajs-3901	155	17	extracted	extract	VERB
iajs-3901	155	18	ecg	ecg	PROPN
iajs-3901	155	19	images	image	NOUN
iajs-3901	155	20	for	for	ADP
iajs-3901	155	21	classification	classification	NOUN
iajs-3901	155	22	of	of	ADP
iajs-3901	155	23	recordings	recording	NOUN
iajs-3901	155	24	into	into	ADP
iajs-3901	155	25	normal	normal	ADJ
iajs-3901	155	26	or	or	CCONJ
iajs-3901	155	27	abnormal	abnormal	ADJ
iajs-3901	155	28	heart	heart	NOUN
iajs-3901	155	29	condition	condition	NOUN
iajs-3901	155	30	categories	category	NOUN
iajs-3901	155	31	is	be	AUX
iajs-3901	155	32	studied	study	VERB
iajs-3901	155	33	.	.	PUNCT
iajs-3901	156	1	model	model	NOUN
iajs-3901	156	2	optimization	optimization	NOUN
iajs-3901	156	3	was	be	AUX
iajs-3901	156	4	done	do	VERB
iajs-3901	156	5	using	use	VERB
iajs-3901	156	6	a	a	DET
iajs-3901	156	7	number	number	NOUN
iajs-3901	156	8	of	of	ADP
iajs-3901	156	9	techniques	technique	NOUN
iajs-3901	156	10	,	,	PUNCT
iajs-3901	156	11	such	such	ADJ
iajs-3901	156	12	as	as	ADP
iajs-3901	156	13	batch	batch	NOUN
iajs-3901	156	14	normalization	normalization	NOUN
iajs-3901	156	15	,	,	PUNCT
iajs-3901	156	16	drop	drop	NOUN
iajs-3901	156	17	-	-	PUNCT
iajs-3901	156	18	out	out	ADP
iajs-3901	156	19	regularization	regularization	NOUN
iajs-3901	156	20	,	,	PUNCT
iajs-3901	156	21	data	datum	NOUN
iajs-3901	156	22	augmentation	augmentation	NOUN
iajs-3901	156	23	,	,	PUNCT
iajs-3901	156	24	and	and	CCONJ
iajs-3901	156	25	hyper	hyper	ADJ
iajs-3901	156	26	parameter	parameter	NOUN
iajs-3901	156	27	tuning	tuning	NOUN
iajs-3901	156	28	.	.	PUNCT
iajs-3901	157	1	this	this	DET
iajs-3901	157	2	study	study	NOUN
iajs-3901	157	3	used	use	VERB
iajs-3901	157	4	comprehensive	comprehensive	ADJ
iajs-3901	157	5	testing	testing	NOUN
iajs-3901	157	6	based	base	VERB
iajs-3901	157	7	on	on	ADP
iajs-3901	157	8	large	large	ADJ
iajs-3901	157	9	publicly	publicly	ADV
iajs-3901	157	10	accessible	accessible	ADJ
iajs-3901	157	11	ecg	ecg	PROPN
iajs-3901	157	12	datasets	dataset	NOUN
iajs-3901	157	13	(	(	PUNCT
iajs-3901	157	14	thousands	thousand	NOUN
iajs-3901	157	15	of	of	ADP
iajs-3901	157	16	recordings	recording	NOUN
iajs-3901	157	17	)	)	PUNCT
iajs-3901	157	18	.	.	PUNCT
iajs-3901	158	1	in	in	ADP
iajs-3901	158	2	this	this	DET
iajs-3901	158	3	study	study	NOUN
iajs-3901	158	4	,	,	PUNCT
iajs-3901	158	5	it	it	PRON
iajs-3901	158	6	is	be	AUX
iajs-3901	158	7	demonstrated	demonstrate	VERB
iajs-3901	158	8	that	that	SCONJ
iajs-3901	158	9	two	two	NUM
iajs-3901	158	10	dl	dl	PROPN
iajs-3901	158	11	models	model	NOUN
iajs-3901	158	12	yielded	yield	VERB
iajs-3901	158	13	a	a	DET
iajs-3901	158	14	validation	validation	NOUN
iajs-3901	158	15	accuracy	accuracy	NOUN
iajs-3901	158	16	above	above	ADP
iajs-3901	158	17	95	95	NUM
iajs-3901	158	18	%	%	NOUN
iajs-3901	158	19	for	for	ADP
iajs-3901	158	20	distinguishing	distinguish	VERB
iajs-3901	158	21	between	between	ADP
iajs-3901	158	22	normal	normal	ADJ
iajs-3901	158	23	and	and	CCONJ
iajs-3901	158	24	abnormal	abnormal	ADJ
iajs-3901	158	25	ecg	ecg	PROPN
iajs-3901	158	26	classes	class	NOUN
iajs-3901	158	27	related	relate	VERB
iajs-3901	158	28	to	to	ADP
iajs-3901	158	29	different	different	ADJ
iajs-3901	158	30	forms	form	NOUN
iajs-3901	158	31	of	of	ADP
iajs-3901	158	32	heart	heart	NOUN
iajs-3901	158	33	diseases	disease	NOUN
iajs-3901	158	34	.	.	PUNCT
iajs-3901	159	1	accuracy	accuracy	NOUN
iajs-3901	159	2	of	of	ADP
iajs-3901	159	3	more	more	ADJ
iajs-3901	159	4	than	than	ADP
iajs-3901	159	5	90	90	NUM
iajs-3901	159	6	%	%	NOUN
iajs-3901	159	7	was	be	AUX
iajs-3901	159	8	maintained	maintain	VERB
iajs-3901	159	9	even	even	ADV
iajs-3901	159	10	with	with	ADP
iajs-3901	159	11	a	a	DET
iajs-3901	159	12	minor	minor	ADJ
iajs-3901	159	13	performance	performance	NOUN
iajs-3901	159	14	decrease	decrease	NOUN
iajs-3901	159	15	when	when	SCONJ
iajs-3901	159	16	implementation	implementation	NOUN
iajs-3901	159	17	was	be	AUX
iajs-3901	159	18	done	do	VERB
iajs-3901	159	19	on	on	ADP
iajs-3901	159	20	a	a	DET
iajs-3901	159	21	raspberry	raspberry	NOUN
iajs-3901	159	22	pi	pi	NOUN
iajs-3901	159	23	device	device	NOUN
iajs-3901	159	24	,	,	PUNCT
iajs-3901	159	25	a	a	DET
iajs-3901	159	26	collection	collection	NOUN
iajs-3901	159	27	of	of	ADP
iajs-3901	159	28	single	single	ADJ
iajs-3901	159	29	-	-	PUNCT
iajs-3901	159	30	board	board	NOUN
iajs-3901	159	31	computers	computer	NOUN
iajs-3901	159	32	produced	produce	VERB
iajs-3901	159	33	by	by	ADP
iajs-3901	159	34	the	the	DET
iajs-3901	159	35	raspberry	raspberry	PROPN
iajs-3901	159	36	pi	pi	PROPN
iajs-3901	159	37	foundation	foundation	PROPN
iajs-3901	159	38	,	,	PUNCT
iajs-3901	159	39	a	a	DET
iajs-3901	159	40	charitable	charitable	ADJ
iajs-3901	159	41	organization	organization	NOUN
iajs-3901	159	42	based	base	VERB
iajs-3901	159	43	in	in	ADP
iajs-3901	159	44	the	the	DET
iajs-3901	159	45	uk	uk	PROPN
iajs-3901	159	46	.	.	PUNCT
iajs-3901	160	1	the	the	DET
iajs-3901	160	2	foundation	foundation	NOUN
iajs-3901	160	3	's	's	PART
iajs-3901	160	4	primary	primary	ADJ
iajs-3901	160	5	goals	goal	NOUN
iajs-3901	160	6	are	be	AUX
iajs-3901	160	7	to	to	PART
iajs-3901	160	8	promote	promote	VERB
iajs-3901	160	9	computer	computer	NOUN
iajs-3901	160	10	literacy	literacy	NOUN
iajs-3901	160	11	and	and	CCONJ
iajs-3901	160	12	enhance	enhance	VERB
iajs-3901	160	13	accessibility	accessibility	NOUN
iajs-3901	160	14	to	to	ADP
iajs-3901	160	15	computer	computer	NOUN
iajs-3901	160	16	education	education	NOUN
iajs-3901	160	17	.	.	PUNCT
iajs-3901	161	1	moreover	moreover	ADV
iajs-3901	161	2	,	,	PUNCT
iajs-3901	161	3	an	an	DET
iajs-3901	161	4	investigation	investigation	NOUN
iajs-3901	161	5	of	of	ADP
iajs-3901	161	6	the	the	DET
iajs-3901	161	7	utilization	utilization	NOUN
iajs-3901	161	8	of	of	ADP
iajs-3901	161	9	dl	dl	PROPN
iajs-3901	161	10	for	for	ADP
iajs-3901	161	11	ecg	ecg	PROPN
iajs-3901	161	12	image	image	NOUN
iajs-3901	161	13	diagnosis	diagnosis	NOUN
iajs-3901	161	14	has	have	AUX
iajs-3901	161	15	been	be	AUX
iajs-3901	161	16	done	do	VERB
iajs-3901	161	17	in	in	ADP
iajs-3901	161	18	[	[	X
iajs-3901	161	19	45	45	NUM
iajs-3901	161	20	]	]	PUNCT
iajs-3901	161	21	.	.	PUNCT
iajs-3901	162	1	for	for	ADP
iajs-3901	162	2	up	up	ADP
iajs-3901	162	3	to	to	PART
iajs-3901	162	4	ten	ten	NUM
iajs-3901	162	5	epochs	epoch	NOUN
iajs-3901	162	6	,	,	PUNCT
iajs-3901	162	7	they	they	PRON
iajs-3901	162	8	were	be	AUX
iajs-3901	162	9	training	train	VERB
iajs-3901	162	10	the	the	DET
iajs-3901	162	11	classification	classification	NOUN
iajs-3901	162	12	head	head	NOUN
iajs-3901	162	13	of	of	ADP
iajs-3901	162	14	the	the	DET
iajs-3901	162	15	model	model	NOUN
iajs-3901	162	16	using	use	VERB
iajs-3901	162	17	early	early	ADJ
iajs-3901	162	18	stopping	stop	VERB
iajs-3901	162	19	with	with	ADP
iajs-3901	162	20	other	other	ADJ
iajs-3901	162	21	layers	layer	NOUN
iajs-3901	162	22	frozen	freeze	VERB
iajs-3901	162	23	.	.	PUNCT
iajs-3901	163	1	then	then	ADV
iajs-3901	163	2	,	,	PUNCT
iajs-3901	163	3	all	all	DET
iajs-3901	163	4	the	the	DET
iajs-3901	163	5	layers	layer	NOUN
iajs-3901	163	6	were	be	AUX
iajs-3901	163	7	thawed	thaw	VERB
iajs-3901	163	8	out	out	ADP
iajs-3901	163	9	and	and	CCONJ
iajs-3901	163	10	trained	train	VERB
iajs-3901	163	11	until	until	SCONJ
iajs-3901	163	12	validation	validation	NOUN
iajs-3901	163	13	loss	loss	NOUN
iajs-3901	163	14	reached	reach	VERB
iajs-3901	163	15	the	the	DET
iajs-3901	163	16	minimum	minimum	ADJ
iajs-3901	163	17	value	value	NOUN
iajs-3901	163	18	.	.	PUNCT
iajs-3901	164	1	most	most	ADJ
iajs-3901	164	2	training	training	NOUN
iajs-3901	164	3	instances	instance	NOUN
iajs-3901	164	4	were	be	AUX
iajs-3901	164	5	based	base	VERB
iajs-3901	164	6	on	on	ADP
iajs-3901	164	7	binary	binary	PROPN
iajs-3901	164	8	cross	cross	PROPN
iajs-3901	164	9	-	-	ADJ
iajs-3901	164	10	entropy	entropy	ADJ
iajs-3901	164	11	loss	loss	NOUN
iajs-3901	164	12	,	,	PUNCT
iajs-3901	164	13	while	while	SCONJ
iajs-3901	164	14	the	the	DET
iajs-3901	164	15	study	study	NOUN
iajs-3901	164	16	also	also	ADV
iajs-3901	164	17	attempted	attempt	VERB
iajs-3901	164	18	to	to	PART
iajs-3901	164	19	use	use	VERB
iajs-3901	164	20	focal	focal	ADJ
iajs-3901	164	21	loss	loss	NOUN
iajs-3901	164	22	in	in	ADP
iajs-3901	164	23	highly	highly	ADV
iajs-3901	164	24	skewed	skewed	ADJ
iajs-3901	164	25	datasets	dataset	NOUN
iajs-3901	164	26	.	.	PUNCT
iajs-3901	165	1	however	however	ADV
iajs-3901	165	2	,	,	PUNCT
iajs-3901	165	3	the	the	DET
iajs-3901	165	4	models	model	NOUN
iajs-3901	165	5	performed	perform	VERB
iajs-3901	165	6	relatively	relatively	ADV
iajs-3901	165	7	well	well	ADV
iajs-3901	165	8	using	use	VERB
iajs-3901	165	9	unseen	unseen	ADJ
iajs-3901	165	10	holdout	holdout	NOUN
iajs-3901	165	11	test	test	NOUN
iajs-3901	165	12	data	datum	NOUN
iajs-3901	165	13	from	from	ADP
iajs-3901	165	14	the	the	DET
iajs-3901	165	15	training	training	NOUN
iajs-3901	165	16	datasets	dataset	NOUN
iajs-3901	165	17	rather	rather	ADV
iajs-3901	165	18	than	than	ADP
iajs-3901	165	19	external	external	ADJ
iajs-3901	165	20	datasets	dataset	NOUN
iajs-3901	165	21	.	.	PUNCT
iajs-3901	166	1	models	model	NOUN
iajs-3901	166	2	with	with	ADP
iajs-3901	166	3	holdout	holdout	NOUN
iajs-3901	166	4	test	test	NOUN
iajs-3901	166	5	splits	split	VERB
iajs-3901	166	6	containing	contain	VERB
iajs-3901	166	7	these	these	DET
iajs-3901	166	8	mixed	mix	VERB
iajs-3901	166	9	datasets	dataset	NOUN
iajs-3901	166	10	performed	perform	VERB
iajs-3901	166	11	better	well	ADV
iajs-3901	166	12	than	than	ADP
iajs-3901	166	13	others	other	NOUN
iajs-3901	166	14	in	in	ADP
iajs-3901	166	15	performance	performance	NOUN
iajs-3901	166	16	evaluation	evaluation	NOUN
iajs-3901	166	17	.	.	PUNCT
iajs-3901	167	1	they	they	PRON
iajs-3901	167	2	used	use	VERB
iajs-3901	167	3	gradient	gradient	NOUN
iajs-3901	167	4	-	-	PUNCT
iajs-3901	167	5	weighted	weight	VERB
iajs-3901	167	6	class	class	NOUN
iajs-3901	167	7	activation	activation	NOUN
iajs-3901	167	8	mapping	mapping	NOUN
iajs-3901	167	9	(	(	PUNCT
iajs-3901	167	10	grad	grad	NOUN
iajs-3901	167	11	-	-	PUNCT
iajs-3901	167	12	cam	cam	NOUN
iajs-3901	167	13	)	)	PUNCT
iajs-3901	167	14	to	to	PART
iajs-3901	167	15	create	create	VERB
iajs-3901	167	16	heat	heat	NOUN
iajs-3901	167	17	maps	map	NOUN
iajs-3901	167	18	that	that	PRON
iajs-3901	167	19	highlighted	highlight	VERB
iajs-3901	167	20	regions	region	NOUN
iajs-3901	167	21	pertinent	pertinent	ADJ
iajs-3901	167	22	to	to	ADP
iajs-3901	167	23	different	different	ADJ
iajs-3901	167	24	classes	class	NOUN
iajs-3901	167	25	.	.	PUNCT
iajs-3901	168	1	the	the	DET
iajs-3901	168	2	models	model	NOUN
iajs-3901	168	3	performed	perform	VERB
iajs-3901	168	4	well	well	ADV
iajs-3901	168	5	on	on	ADP
iajs-3901	168	6	the	the	DET
iajs-3901	168	7	ecgs	ecgs	NOUN
iajs-3901	168	8	from	from	ADP
iajs-3901	168	9	the	the	DET
iajs-3901	168	10	same	same	ADJ
iajs-3901	168	11	populations	population	NOUN
iajs-3901	168	12	and	and	CCONJ
iajs-3901	168	13	datasets	dataset	NOUN
iajs-3901	168	14	used	use	VERB
iajs-3901	168	15	for	for	ADP
iajs-3901	168	16	training	training	NOUN
iajs-3901	168	17	,	,	PUNCT
iajs-3901	168	18	suggesting	suggest	VERB
iajs-3901	168	19	that	that	SCONJ
iajs-3901	168	20	they	they	PRON
iajs-3901	168	21	are	be	AUX
iajs-3901	168	22	internally	internally	ADV
iajs-3901	168	23	valid	valid	ADJ
iajs-3901	168	24	.	.	PUNCT
iajs-3901	169	1	however	however	ADV
iajs-3901	169	2	,	,	PUNCT
iajs-3901	169	3	problems	problem	NOUN
iajs-3901	169	4	with	with	ADP
iajs-3901	169	5	using	use	VERB
iajs-3901	169	6	them	they	PRON
iajs-3901	169	7	outside	outside	ADV
iajs-3901	169	8	of	of	ADP
iajs-3901	169	9	this	this	DET
iajs-3901	169	10	scope	scope	NOUN
iajs-3901	169	11	were	be	AUX
iajs-3901	169	12	acknowledged	acknowledge	VERB
iajs-3901	169	13	.	.	PUNCT
iajs-3901	170	1	to	to	ADP
iajs-3901	170	2	this	this	DET
iajs-3901	170	3	end	end	NOUN
iajs-3901	170	4	,	,	PUNCT
iajs-3901	170	5	the	the	DET
iajs-3901	170	6	study	study	NOUN
iajs-3901	170	7	ihjpas	ihjpa	VERB
iajs-3901	170	8	.	.	PUNCT
iajs-3901	171	1	2024	2024	NUM
iajs-3901	171	2	,	,	PUNCT
iajs-3901	171	3	37	37	NUM
iajs-3901	171	4	(	(	PUNCT
iajs-3901	171	5	3	3	NUM
iajs-3901	171	6	)	)	PUNCT
iajs-3901	171	7	435	435	NUM
iajs-3901	171	8	also	also	ADV
iajs-3901	171	9	recognizes	recognize	VERB
iajs-3901	171	10	the	the	DET
iajs-3901	171	11	limitation	limitation	NOUN
iajs-3901	171	12	of	of	ADP
iajs-3901	171	13	current	current	ADJ
iajs-3901	171	14	state	state	NOUN
iajs-3901	171	15	-	-	PUNCT
iajs-3901	171	16	of	of	ADP
iajs-3901	171	17	-	-	PUNCT
iajs-3901	171	18	the	the	DET
iajs-3901	171	19	-	-	PUNCT
iajs-3901	171	20	art	art	NOUN
iajs-3901	171	21	dl	dl	NOUN
iajs-3901	171	22	tools	tool	NOUN
iajs-3901	171	23	for	for	ADP
iajs-3901	171	24	signals	signal	NOUN
iajs-3901	171	25	that	that	PRON
iajs-3901	171	26	may	may	AUX
iajs-3901	171	27	not	not	PART
iajs-3901	171	28	be	be	AUX
iajs-3901	171	29	optimized	optimize	VERB
iajs-3901	171	30	for	for	ADP
iajs-3901	171	31	low	low	ADJ
iajs-3901	171	32	-	-	PUNCT
iajs-3901	171	33	resource	resource	NOUN
iajs-3901	171	34	settings	setting	NOUN
iajs-3901	171	35	such	such	ADJ
iajs-3901	171	36	as	as	ADP
iajs-3901	171	37	rural	rural	ADJ
iajs-3901	171	38	and	and	CCONJ
iajs-3901	171	39	remote	remote	ADJ
iajs-3901	171	40	areas	area	NOUN
iajs-3901	171	41	where	where	SCONJ
iajs-3901	171	42	ecg	ecg	PROPN
iajs-3901	171	43	traces	trace	NOUN
iajs-3901	171	44	are	be	AUX
iajs-3901	171	45	usually	usually	ADV
iajs-3901	171	46	print	print	NOUN
iajs-3901	171	47	-	-	PUNCT
iajs-3901	171	48	outs	out	NOUN
iajs-3901	171	49	or	or	CCONJ
iajs-3901	171	50	scanned	scan	VERB
iajs-3901	171	51	.	.	PUNCT
iajs-3901	172	1	golande	golande	NOUN
iajs-3901	172	2	,	,	PUNCT
iajs-3901	172	3	a.l	a.l	PROPN
iajs-3901	172	4	.	.	PROPN
iajs-3901	172	5	et	et	PROPN
iajs-3901	172	6	al	al	PROPN
iajs-3901	172	7	.	.	PUNCT
iajs-3901	173	1	in	in	ADP
iajs-3901	173	2	[	[	X
iajs-3901	173	3	46	46	NUM
iajs-3901	173	4	]	]	PUNCT
iajs-3901	173	5	proposed	propose	VERB
iajs-3901	173	6	an	an	DET
iajs-3901	173	7	adaptive	adaptive	ADJ
iajs-3901	173	8	and	and	CCONJ
iajs-3901	173	9	secure	secure	VERB
iajs-3901	173	10	pre	pre	ADJ
iajs-3901	173	11	-	-	ADJ
iajs-3901	173	12	processing	processing	NOUN
iajs-3901	173	13	of	of	ADP
iajs-3901	173	14	raw	raw	ADJ
iajs-3901	173	15	input	input	NOUN
iajs-3901	173	16	ecg	ecg	PROPN
iajs-3901	173	17	signal	signal	PROPN
iajs-3901	173	18	for	for	ADP
iajs-3901	173	19	ecg	ecg	PROPN
iajs-3901	173	20	-	-	PUNCT
iajs-3901	173	21	based	base	VERB
iajs-3901	173	22	focused	focus	VERB
iajs-3901	173	23	on	on	ADP
iajs-3901	173	24	heart	heart	NOUN
iajs-3901	173	25	disease	disease	NOUN
iajs-3901	173	26	diagnosis	diagnosis	NOUN
iajs-3901	173	27	.	.	PUNCT
iajs-3901	174	1	before	before	SCONJ
iajs-3901	174	2	the	the	DET
iajs-3901	174	3	signal	signal	NOUN
iajs-3901	174	4	was	be	AUX
iajs-3901	174	5	further	far	ADV
iajs-3901	174	6	treated	treat	VERB
iajs-3901	174	7	to	to	PART
iajs-3901	174	8	improve	improve	VERB
iajs-3901	174	9	its	its	PRON
iajs-3901	174	10	quality	quality	NOUN
iajs-3901	174	11	,	,	PUNCT
iajs-3901	174	12	baseline	baseline	ADJ
iajs-3901	174	13	drift	drift	NOUN
iajs-3901	174	14	and	and	CCONJ
iajs-3901	174	15	external	external	ADJ
iajs-3901	174	16	noise	noise	NOUN
iajs-3901	174	17	factors	factor	NOUN
iajs-3901	174	18	were	be	AUX
iajs-3901	174	19	reduced	reduce	VERB
iajs-3901	174	20	by	by	ADP
iajs-3901	174	21	elimination	elimination	NOUN
iajs-3901	174	22	.	.	PUNCT
iajs-3901	175	1	this	this	DET
iajs-3901	175	2	system	system	NOUN
iajs-3901	175	3	utilized	utilize	VERB
iajs-3901	175	4	a	a	DET
iajs-3901	175	5	mixed	mixed	ADJ
iajs-3901	175	6	strategy	strategy	NOUN
iajs-3901	175	7	of	of	ADP
iajs-3901	175	8	autonomous	autonomous	PROPN
iajs-3901	175	9	cnn	cnn	PROPN
iajs-3901	175	10	features	feature	VERB
iajs-3901	175	11	with	with	ADP
iajs-3901	175	12	cnn	cnn	PROPN
iajs-3901	175	13	features	feature	NOUN
iajs-3901	175	14	extracted	extract	VERB
iajs-3901	175	15	humanly	humanly	ADV
iajs-3901	175	16	for	for	ADP
iajs-3901	175	17	prediction	prediction	NOUN
iajs-3901	175	18	purposes	purpose	NOUN
iajs-3901	175	19	as	as	ADV
iajs-3901	175	20	well	well	ADV
iajs-3901	175	21	as	as	ADP
iajs-3901	175	22	an	an	DET
iajs-3901	175	23	early	early	ADJ
iajs-3901	175	24	warning	warning	NOUN
iajs-3901	175	25	about	about	ADP
iajs-3901	175	26	heart	heart	NOUN
iajs-3901	175	27	diseases	disease	NOUN
iajs-3901	175	28	using	use	VERB
iajs-3901	175	29	an	an	DET
iajs-3901	175	30	lstm	lstm	NOUN
iajs-3901	175	31	classifier	classifier	NOUN
iajs-3901	175	32	.	.	PUNCT
iajs-3901	176	1	the	the	DET
iajs-3901	176	2	preprocessing	preprocessing	NOUN
iajs-3901	176	3	procedures	procedure	NOUN
iajs-3901	176	4	comprised	comprise	VERB
iajs-3901	176	5	the	the	DET
iajs-3901	176	6	1d	1d	NUM
iajs-3901	176	7	median	median	ADJ
iajs-3901	176	8	filters	filter	NOUN
iajs-3901	176	9	and	and	CCONJ
iajs-3901	176	10	the	the	DET
iajs-3901	176	11	2d	2d	NUM
iajs-3901	176	12	notch	notch	NOUN
iajs-3901	176	13	filters	filter	NOUN
iajs-3901	176	14	that	that	PRON
iajs-3901	176	15	were	be	AUX
iajs-3901	176	16	used	use	VERB
iajs-3901	176	17	to	to	PART
iajs-3901	176	18	delete	delete	VERB
iajs-3901	176	19	the	the	DET
iajs-3901	176	20	baseline	baseline	NOUN
iajs-3901	176	21	wander	wander	NOUN
iajs-3901	176	22	artifacts	artifact	NOUN
iajs-3901	176	23	and	and	CCONJ
iajs-3901	176	24	lower	low	ADJ
iajs-3901	176	25	the	the	DET
iajs-3901	176	26	impact	impact	NOUN
iajs-3901	176	27	of	of	ADP
iajs-3901	176	28	the	the	DET
iajs-3901	176	29	power	power	NOUN
iajs-3901	176	30	line	line	NOUN
iajs-3901	176	31	interference	interference	NOUN
iajs-3901	176	32	.	.	PUNCT
iajs-3901	177	1	this	this	PRON
iajs-3901	177	2	included	include	VERB
iajs-3901	177	3	an	an	DET
iajs-3901	177	4	adaptive	adaptive	ADJ
iajs-3901	177	5	transform	transform	NOUN
iajs-3901	177	6	-	-	PUNCT
iajs-3901	177	7	domain	domain	NOUN
iajs-3901	177	8	function	function	NOUN
iajs-3901	177	9	for	for	ADP
iajs-3901	177	10	heartbeat	heartbeat	NOUN
iajs-3901	177	11	segmentation	segmentation	NOUN
iajs-3901	177	12	as	as	ADV
iajs-3901	177	13	well	well	ADV
iajs-3901	177	14	as	as	ADP
iajs-3901	177	15	a	a	DET
iajs-3901	177	16	3	3	NUM
iajs-3901	177	17	-	-	PUNCT
iajs-3901	177	18	layer	layer	NOUN
iajs-3901	177	19	cnn	cnn	PROPN
iajs-3901	177	20	model	model	NOUN
iajs-3901	177	21	for	for	ADP
iajs-3901	177	22	automated	automate	VERB
iajs-3901	177	23	feature	feature	NOUN
iajs-3901	177	24	extraction	extraction	NOUN
iajs-3901	177	25	.	.	PUNCT
iajs-3901	178	1	in	in	ADP
iajs-3901	178	2	terms	term	NOUN
iajs-3901	178	3	of	of	ADP
iajs-3901	178	4	results	result	NOUN
iajs-3901	178	5	regarding	regard	VERB
iajs-3901	178	6	the	the	DET
iajs-3901	178	7	suggestion	suggestion	NOUN
iajs-3901	178	8	,	,	PUNCT
iajs-3901	178	9	the	the	DET
iajs-3901	178	10	short	short	ADJ
iajs-3901	178	11	-	-	PUNCT
iajs-3901	178	12	time	time	NOUN
iajs-3901	178	13	fourier	fourier	NOUN
iajs-3901	178	14	transform	transform	VERB
iajs-3901	178	15	cnn	cnn	PROPN
iajs-3901	178	16	(	(	PUNCT
iajs-3901	178	17	stft	stft	PROPN
iajs-3901	178	18	-	-	PUNCT
iajs-3901	178	19	cnn	cnn	PROPN
iajs-3901	178	20	)	)	PUNCT
iajs-3901	178	21	attained	attain	VERB
iajs-3901	178	22	an	an	DET
iajs-3901	178	23	accuracy	accuracy	NOUN
iajs-3901	178	24	of	of	ADP
iajs-3901	178	25	91.45	91.45	NUM
iajs-3901	178	26	%	%	NOUN
iajs-3901	178	27	,	,	PUNCT
iajs-3901	178	28	grasshopper	grasshopper	NOUN
iajs-3901	178	29	optimization	optimization	NOUN
iajs-3901	178	30	algorithm	algorithm	PROPN
iajs-3901	178	31	cnn	cnn	PROPN
iajs-3901	178	32	(	(	PUNCT
iajs-3901	178	33	goa	goa	PROPN
iajs-3901	178	34	-	-	PUNCT
iajs-3901	178	35	cnn	cnn	PROPN
iajs-3901	178	36	)	)	PUNCT
iajs-3901	178	37	scored	score	VERB
iajs-3901	178	38	94.78	94.78	NUM
iajs-3901	178	39	%	%	NOUN
iajs-3901	178	40	,	,	PUNCT
iajs-3901	178	41	5lcnn	5lcnn	NUM
iajs-3901	178	42	achieved	achieve	VERB
iajs-3901	178	43	98.58	98.58	NUM
iajs-3901	178	44	%	%	NOUN
iajs-3901	178	45	,	,	PUNCT
iajs-3901	178	46	and	and	CCONJ
iajs-3901	178	47	18cnonetheless	18cnonetheless	NUM
iajs-3901	178	48	,	,	PUNCT
iajs-3901	178	49	hybrid	hybrid	ADJ
iajs-3901	178	50	feature	feature	NOUN
iajs-3901	178	51	extraction	extraction	NOUN
iajs-3901	178	52	and	and	CCONJ
iajs-3901	178	53	cnn	cnn	PROPN
iajs-3901	178	54	-	-	PUNCT
iajs-3901	178	55	based	base	VERB
iajs-3901	178	56	methods	method	NOUN
iajs-3901	178	57	are	be	AUX
iajs-3901	178	58	complicated	complicated	ADJ
iajs-3901	178	59	and	and	CCONJ
iajs-3901	178	60	computationally	computationally	ADV
iajs-3901	178	61	expensive	expensive	ADJ
iajs-3901	178	62	which	which	PRON
iajs-3901	178	63	could	could	AUX
iajs-3901	178	64	be	be	AUX
iajs-3901	178	65	a	a	DET
iajs-3901	178	66	challenge	challenge	NOUN
iajs-3901	178	67	for	for	ADP
iajs-3901	178	68	implementation	implementation	NOUN
iajs-3901	178	69	in	in	ADP
iajs-3901	178	70	resource	resource	NOUN
iajs-3901	178	71	-	-	PUNCT
iajs-3901	178	72	limited	limit	VERB
iajs-3901	178	73	scenarios	scenario	NOUN
iajs-3901	178	74	.	.	PUNCT
iajs-3901	179	1	the	the	DET
iajs-3901	179	2	authors	author	NOUN
iajs-3901	179	3	in	in	ADP
iajs-3901	179	4	[	[	X
iajs-3901	179	5	47	47	NUM
iajs-3901	179	6	]	]	PUNCT
iajs-3901	179	7	created	create	VERB
iajs-3901	179	8	a	a	DET
iajs-3901	179	9	cnn	cnn	NOUN
iajs-3901	179	10	for	for	ADP
iajs-3901	179	11	atrial	atrial	ADJ
iajs-3901	179	12	fibrillation	fibrillation	NOUN
iajs-3901	179	13	(	(	PUNCT
iajs-3901	179	14	af	af	NOUN
iajs-3901	179	15	)	)	PUNCT
iajs-3901	179	16	prediction	prediction	NOUN
iajs-3901	179	17	.	.	PUNCT
iajs-3901	180	1	a	a	DET
iajs-3901	180	2	model	model	NOUN
iajs-3901	180	3	with	with	ADP
iajs-3901	180	4	a	a	DET
iajs-3901	180	5	dl	dl	PROPN
iajs-3901	180	6	feature	feature	NOUN
iajs-3901	180	7	extracted	extract	VERB
iajs-3901	180	8	from	from	ADP
iajs-3901	180	9	ecg	ecg	PROPN
iajs-3901	180	10	data	datum	NOUN
iajs-3901	180	11	had	have	VERB
iajs-3901	180	12	better	well	ADJ
iajs-3901	180	13	results	result	NOUN
iajs-3901	180	14	than	than	ADP
iajs-3901	180	15	models	model	NOUN
iajs-3901	180	16	that	that	PRON
iajs-3901	180	17	depended	depend	VERB
iajs-3901	180	18	on	on	ADP
iajs-3901	180	19	other	other	ADJ
iajs-3901	180	20	inputs	input	NOUN
iajs-3901	180	21	.	.	PUNCT
iajs-3901	181	1	to	to	PART
iajs-3901	181	2	be	be	AUX
iajs-3901	181	3	precise	precise	ADJ
iajs-3901	181	4	,	,	PUNCT
iajs-3901	181	5	the	the	DET
iajs-3901	181	6	‘	'	PUNCT
iajs-3901	181	7	dl	dl	PRON
iajs-3901	181	8	only	only	ADJ
iajs-3901	181	9	’	'	PUNCT
iajs-3901	181	10	model	model	NOUN
iajs-3901	181	11	based	base	VERB
iajs-3901	181	12	exclusively	exclusively	ADV
iajs-3901	181	13	on	on	ADP
iajs-3901	181	14	dl	dl	PROPN
iajs-3901	181	15	characteristics	characteristic	NOUN
iajs-3901	181	16	showed	show	VERB
iajs-3901	181	17	negligible	negligible	ADJ
iajs-3901	181	18	loss	loss	NOUN
iajs-3901	181	19	in	in	ADP
iajs-3901	181	20	the	the	DET
iajs-3901	181	21	area	area	NOUN
iajs-3901	181	22	under	under	ADP
iajs-3901	181	23	the	the	DET
iajs-3901	181	24	curve	curve	NOUN
iajs-3901	181	25	(	(	PUNCT
iajs-3901	181	26	auc	auc	NOUN
iajs-3901	181	27	)	)	PUNCT
iajs-3901	181	28	compared	compare	VERB
iajs-3901	181	29	to	to	ADP
iajs-3901	181	30	the	the	DET
iajs-3901	181	31	‘	'	PUNCT
iajs-3901	181	32	all	all	DET
iajs-3901	181	33	feature	feature	NOUN
iajs-3901	181	34	’	'	PUNCT
iajs-3901	181	35	model	model	NOUN
iajs-3901	181	36	.	.	PUNCT
iajs-3901	182	1	the	the	DET
iajs-3901	182	2	auc	auc	ADJ
iajs-3901	182	3	score	score	NOUN
iajs-3901	182	4	was	be	AUX
iajs-3901	182	5	0.86	0.86	NUM
iajs-3901	182	6	and	and	CCONJ
iajs-3901	182	7	.72	.72	NUM
iajs-3901	182	8	,	,	PUNCT
iajs-3901	182	9	respectively	respectively	ADV
iajs-3901	182	10	,	,	PUNCT
iajs-3901	182	11	among	among	ADP
iajs-3901	182	12	people	people	NOUN
iajs-3901	182	13	under	under	ADP
iajs-3901	182	14	65	65	NUM
iajs-3901	182	15	years	year	NOUN
iajs-3901	182	16	and	and	CCONJ
iajs-3901	182	17	over	over	ADV
iajs-3901	182	18	.	.	PUNCT
iajs-3901	183	1	another	another	DET
iajs-3901	183	2	important	important	ADJ
iajs-3901	183	3	finding	finding	NOUN
iajs-3901	183	4	is	be	AUX
iajs-3901	183	5	that	that	SCONJ
iajs-3901	183	6	wider	wide	ADJ
iajs-3901	183	7	monitoring	monitor	VERB
iajs-3901	183	8	windows	window	NOUN
iajs-3901	183	9	for	for	ADP
iajs-3901	183	10	ecg	ecg	PROPN
iajs-3901	183	11	signals	signal	NOUN
iajs-3901	183	12	enhanced	enhance	VERB
iajs-3901	183	13	the	the	DET
iajs-3901	183	14	quality	quality	NOUN
iajs-3901	183	15	of	of	ADP
iajs-3901	183	16	the	the	DET
iajs-3901	183	17	predictions	prediction	NOUN
iajs-3901	183	18	through	through	ADP
iajs-3901	183	19	the	the	DET
iajs-3901	183	20	calculation	calculation	NOUN
iajs-3901	183	21	of	of	ADP
iajs-3901	183	22	auc	auc	NOUN
iajs-3901	183	23	and	and	CCONJ
iajs-3901	183	24	mean	mean	VERB
iajs-3901	183	25	average	average	ADJ
iajs-3901	183	26	precision	precision	NOUN
iajs-3901	183	27	.	.	PUNCT
iajs-3901	184	1	in	in	ADP
iajs-3901	184	2	[	[	X
iajs-3901	184	3	48	48	NUM
iajs-3901	184	4	]	]	PUNCT
iajs-3901	184	5	,	,	PUNCT
iajs-3901	184	6	the	the	DET
iajs-3901	184	7	authors	author	NOUN
iajs-3901	184	8	offer	offer	VERB
iajs-3901	184	9	a	a	DET
iajs-3901	184	10	smart	smart	ADJ
iajs-3901	184	11	healthcare	healthcare	NOUN
iajs-3901	184	12	system	system	NOUN
iajs-3901	184	13	that	that	PRON
iajs-3901	184	14	can	can	AUX
iajs-3901	184	15	help	help	VERB
iajs-3901	184	16	in	in	ADP
iajs-3901	184	17	the	the	DET
iajs-3901	184	18	remote	remote	ADJ
iajs-3901	184	19	diagnosis	diagnosis	NOUN
iajs-3901	184	20	of	of	ADP
iajs-3901	184	21	heart	heart	NOUN
iajs-3901	184	22	diseases	disease	NOUN
iajs-3901	184	23	through	through	ADP
iajs-3901	184	24	ecg	ecg	PROPN
iajs-3901	184	25	.	.	PUNCT
iajs-3901	185	1	it	it	PRON
iajs-3901	185	2	uses	use	VERB
iajs-3901	185	3	both	both	CCONJ
iajs-3901	185	4	linear	linear	ADJ
iajs-3901	185	5	and	and	CCONJ
iajs-3901	185	6	temporal	temporal	ADJ
iajs-3901	185	7	characteristics	characteristic	NOUN
iajs-3901	185	8	of	of	ADP
iajs-3901	185	9	ecg	ecg	PROPN
iajs-3901	185	10	.	.	PUNCT
iajs-3901	186	1	therefore	therefore	ADV
iajs-3901	186	2	,	,	PUNCT
iajs-3901	186	3	it	it	PRON
iajs-3901	186	4	combines	combine	VERB
iajs-3901	186	5	cnn	cnn	PROPN
iajs-3901	186	6	in	in	ADP
iajs-3901	186	7	order	order	NOUN
iajs-3901	186	8	to	to	PART
iajs-3901	186	9	extract	extract	VERB
iajs-3901	186	10	discriminative	discriminative	NOUN
iajs-3901	186	11	linear	linear	NOUN
iajs-3901	186	12	features	feature	NOUN
iajs-3901	186	13	with	with	ADP
iajs-3901	186	14	the	the	DET
iajs-3901	186	15	lstm	lstm	PROPN
iajs-3901	186	16	model	model	NOUN
iajs-3901	186	17	that	that	PRON
iajs-3901	186	18	processes	process	VERB
iajs-3901	186	19	long	long	ADJ
iajs-3901	186	20	-	-	PUNCT
iajs-3901	186	21	term	term	NOUN
iajs-3901	186	22	dependencies	dependency	NOUN
iajs-3901	186	23	in	in	ADP
iajs-3901	186	24	time	time	NOUN
iajs-3901	186	25	series	series	PROPN
iajs-3901	186	26	ecg	ecg	PROPN
iajs-3901	186	27	.	.	PUNCT
iajs-3901	187	1	the	the	DET
iajs-3901	187	2	key	key	ADJ
iajs-3901	187	3	objective	objective	NOUN
iajs-3901	187	4	is	be	AUX
iajs-3901	187	5	to	to	PART
iajs-3901	187	6	enhance	enhance	VERB
iajs-3901	187	7	existing	exist	VERB
iajs-3901	187	8	ml	ml	NOUN
iajs-3901	187	9	techniques	technique	NOUN
iajs-3901	187	10	that	that	PRON
iajs-3901	187	11	automatically	automatically	ADV
iajs-3901	187	12	identify	identify	VERB
iajs-3901	187	13	heart	heart	NOUN
iajs-3901	187	14	disease	disease	NOUN
iajs-3901	187	15	using	use	VERB
iajs-3901	187	16	ecg	ecg	PROPN
iajs-3901	187	17	signals	signal	NOUN
iajs-3901	187	18	by	by	ADP
iajs-3901	187	19	merging	merge	VERB
iajs-3901	187	20	the	the	DET
iajs-3901	187	21	advantages	advantage	NOUN
iajs-3901	187	22	of	of	ADP
iajs-3901	187	23	the	the	DET
iajs-3901	187	24	cnn	cnn	PROPN
iajs-3901	187	25	and	and	CCONJ
iajs-3901	187	26	lstm	lstm	NOUN
iajs-3901	187	27	models	model	NOUN
iajs-3901	187	28	into	into	ADP
iajs-3901	187	29	a	a	DET
iajs-3901	187	30	new	new	ADJ
iajs-3901	187	31	architecture	architecture	NOUN
iajs-3901	187	32	.	.	PUNCT
iajs-3901	188	1	their	their	PRON
iajs-3901	188	2	proposed	propose	VERB
iajs-3901	188	3	innovations	innovation	NOUN
iajs-3901	188	4	include	include	VERB
iajs-3901	188	5	the	the	DET
iajs-3901	188	6	use	use	NOUN
iajs-3901	188	7	of	of	ADP
iajs-3901	188	8	the	the	DET
iajs-3901	188	9	gelu	gelu	ADJ
iajs-3901	188	10	activation	activation	NOUN
iajs-3901	188	11	function	function	NOUN
iajs-3901	188	12	,	,	PUNCT
iajs-3901	188	13	generalized	generalize	VERB
iajs-3901	188	14	id	id	ADV
iajs-3901	188	15	-	-	PUNCT
iajs-3901	188	16	based	base	VERB
iajs-3901	188	17	gated	gate	VERB
iajs-3901	188	18	pooling	pool	VERB
iajs-3901	188	19	modules	module	NOUN
iajs-3901	188	20	,	,	PUNCT
iajs-3901	188	21	and	and	CCONJ
iajs-3901	188	22	synthetic	synthetic	ADJ
iajs-3901	188	23	minority	minority	NOUN
iajs-3901	188	24	oversampling	oversample	VERB
iajs-3901	188	25	technique	technique	NOUN
iajs-3901	188	26	(	(	PUNCT
iajs-3901	188	27	smote	smote	NOUN
iajs-3901	188	28	)	)	PUNCT
iajs-3901	188	29	based	base	VERB
iajs-3901	188	30	data	datum	NOUN
iajs-3901	188	31	balancing	balancing	NOUN
iajs-3901	188	32	.	.	PUNCT
iajs-3901	189	1	processing	processing	NOUN
iajs-3901	189	2	of	of	ADP
iajs-3901	189	3	the	the	DET
iajs-3901	189	4	raw	raw	ADJ
iajs-3901	189	5	single	single	ADJ
iajs-3901	189	6	-	-	PUNCT
iajs-3901	189	7	lead	lead	NOUN
iajs-3901	189	8	ecg	ecg	PROPN
iajs-3901	189	9	signals	signal	NOUN
iajs-3901	189	10	for	for	ADP
iajs-3901	189	11	developing	develop	VERB
iajs-3901	189	12	beat	beat	NOUN
iajs-3901	189	13	segments	segment	NOUN
iajs-3901	189	14	and	and	CCONJ
iajs-3901	189	15	extracting	extract	VERB
iajs-3901	189	16	rrrr	rrrr	PROPN
iajs-3901	189	17	-	-	PUNCT
iajs-3901	189	18	interval	interval	NOUN
iajs-3901	189	19	derived	derive	VERB
iajs-3901	189	20	time	time	NOUN
iajs-3901	189	21	series	series	PROPN
iajs-3901	189	22	features	feature	VERB
iajs-3901	189	23	is	be	AUX
iajs-3901	189	24	their	their	PRON
iajs-3901	189	25	main	main	ADJ
iajs-3901	189	26	methodology	methodology	NOUN
iajs-3901	189	27	,	,	PUNCT
iajs-3901	189	28	along	along	ADP
iajs-3901	189	29	with	with	ADP
iajs-3901	189	30	1d	1d	NUM
iajs-3901	189	31	cnn	cnn	NOUN
iajs-3901	189	32	layers	layer	NOUN
iajs-3901	189	33	,	,	PUNCT
iajs-3901	189	34	which	which	PRON
iajs-3901	189	35	are	be	AUX
iajs-3901	189	36	used	use	VERB
iajs-3901	189	37	to	to	PART
iajs-3901	189	38	extract	extract	VERB
iajs-3901	189	39	the	the	DET
iajs-3901	189	40	linear	linear	NOUN
iajs-3901	189	41	features	feature	VERB
iajs-3901	189	42	automatically	automatically	ADV
iajs-3901	189	43	to	to	ADP
iajs-3901	189	44	this	this	DET
iajs-3901	189	45	dual	dual	ADJ
iajs-3901	189	46	-	-	PUNCT
iajs-3901	189	47	input	input	NOUN
iajs-3901	189	48	model	model	NOUN
iajs-3901	189	49	.	.	PUNCT
iajs-3901	190	1	at	at	ADP
iajs-3901	190	2	the	the	DET
iajs-3901	190	3	same	same	ADJ
iajs-3901	190	4	time	time	NOUN
iajs-3901	190	5	,	,	PUNCT
iajs-3901	190	6	the	the	DET
iajs-3901	190	7	lstm	lstm	PROPN
iajs-3901	190	8	units	unit	NOUN
iajs-3901	190	9	capture	capture	VERB
iajs-3901	190	10	the	the	DET
iajs-3901	190	11	long	long	ADJ
iajs-3901	190	12	-	-	PUNCT
iajs-3901	190	13	term	term	NOUN
iajs-3901	190	14	temporal	temporal	ADJ
iajs-3901	190	15	context	context	NOUN
iajs-3901	190	16	.	.	PUNCT
iajs-3901	191	1	finally	finally	ADV
iajs-3901	191	2	,	,	PUNCT
iajs-3901	191	3	the	the	DET
iajs-3901	191	4	outputs	output	NOUN
iajs-3901	191	5	were	be	AUX
iajs-3901	191	6	made	make	VERB
iajs-3901	191	7	using	use	VERB
iajs-3901	191	8	both	both	CCONJ
iajs-3901	191	9	the	the	DET
iajs-3901	191	10	mit	mit	PROPN
iajs-3901	191	11	beth	beth	PROPN
iajs-3901	191	12	israel	israel	PROPN
iajs-3901	191	13	hospital	hospital	PROPN
iajs-3901	191	14	(	(	PUNCT
iajs-3901	191	15	mit	mit	NOUN
iajs-3901	191	16	-	-	PUNCT
iajs-3901	191	17	bih	bih	NOUN
iajs-3901	191	18	)	)	PUNCT
iajs-3901	191	19	arrhythmia	arrhythmia	NOUN
iajs-3901	191	20	data	datum	NOUN
iajs-3901	191	21	and	and	CCONJ
iajs-3901	191	22	the	the	DET
iajs-3901	191	23	pulmonary	pulmonary	ADJ
iajs-3901	191	24	tuberculosis	tuberculosis	NOUN
iajs-3901	191	25	(	(	PUNCT
iajs-3901	191	26	ptb	ptb	PROPN
iajs-3901	191	27	)	)	PUNCT
iajs-3901	191	28	diagnostic	diagnostic	PROPN
iajs-3901	191	29	ecg	ecg	PROPN
iajs-3901	191	30	,	,	PUNCT
iajs-3901	191	31	and	and	CCONJ
iajs-3901	191	32	a	a	DET
iajs-3901	191	33	comprehensive	comprehensive	ADJ
iajs-3901	191	34	assessment	assessment	NOUN
iajs-3901	191	35	was	be	AUX
iajs-3901	191	36	made	make	VERB
iajs-3901	191	37	.	.	PUNCT
iajs-3901	192	1	this	this	DET
iajs-3901	192	2	model	model	NOUN
iajs-3901	192	3	provides	provide	VERB
iajs-3901	192	4	state	state	NOUN
iajs-3901	192	5	-	-	PUNCT
iajs-3901	192	6	of	of	ADP
iajs-3901	192	7	-	-	PUNCT
iajs-3901	192	8	the	the	DET
iajs-3901	192	9	-	-	PUNCT
iajs-3901	192	10	art	art	NOUN
iajs-3901	192	11	performance	performance	NOUN
iajs-3901	192	12	,	,	PUNCT
iajs-3901	192	13	attaining	attain	VERB
iajs-3901	192	14	a	a	DET
iajs-3901	192	15	mean	mean	ADJ
iajs-3901	192	16	accuracy	accuracy	NOUN
iajs-3901	192	17	of	of	ADP
iajs-3901	192	18	99.14	99.14	NUM
iajs-3901	192	19	%	%	NOUN
iajs-3901	192	20	and	and	CCONJ
iajs-3901	192	21	95	95	NUM
iajs-3901	192	22	%	%	NOUN
iajs-3901	192	23	recall	recall	NOUN
iajs-3901	192	24	for	for	ADP
iajs-3901	192	25	classifying	classify	VERB
iajs-3901	192	26	ecgs	ecgs	NOUN
iajs-3901	192	27	as	as	ADP
iajs-3901	192	28	normal	normal	ADJ
iajs-3901	192	29	versus	versus	ADP
iajs-3901	192	30	one	one	NUM
iajs-3901	192	31	of	of	ADP
iajs-3901	192	32	seven	seven	NUM
iajs-3901	192	33	abnormal	abnormal	ADJ
iajs-3901	192	34	heart	heart	NOUN
iajs-3901	192	35	disease	disease	NOUN
iajs-3901	192	36	categories	category	NOUN
iajs-3901	192	37	.	.	PUNCT
iajs-3901	193	1	in	in	ADP
iajs-3901	193	2	[	[	X
iajs-3901	193	3	49	49	NUM
iajs-3901	193	4	]	]	PUNCT
iajs-3901	193	5	,	,	PUNCT
iajs-3901	193	6	the	the	DET
iajs-3901	193	7	author	author	NOUN
iajs-3901	193	8	intended	intend	VERB
iajs-3901	193	9	to	to	PART
iajs-3901	193	10	increase	increase	VERB
iajs-3901	193	11	the	the	DET
iajs-3901	193	12	classification	classification	NOUN
iajs-3901	193	13	of	of	ADP
iajs-3901	193	14	heart	heart	NOUN
iajs-3901	193	15	disease	disease	NOUN
iajs-3901	193	16	based	base	VERB
iajs-3901	193	17	on	on	ADP
iajs-3901	193	18	ecg	ecg	PROPN
iajs-3901	193	19	,	,	PUNCT
iajs-3901	193	20	leading	lead	VERB
iajs-3901	193	21	to	to	ADP
iajs-3901	193	22	the	the	DET
iajs-3901	193	23	identification	identification	NOUN
iajs-3901	193	24	of	of	ADP
iajs-3901	193	25	healthy	healthy	ADJ
iajs-3901	193	26	and	and	CCONJ
iajs-3901	193	27	unhealthy	unhealthy	ADJ
iajs-3901	193	28	individuals	individual	NOUN
iajs-3901	193	29	with	with	ADP
iajs-3901	193	30	machine	machine	NOUN
iajs-3901	193	31	lean	lean	ADJ
iajs-3901	193	32	modelling	modelling	NOUN
iajs-3901	193	33	.	.	PUNCT
iajs-3901	194	1	the	the	DET
iajs-3901	194	2	methodology	methodology	NOUN
iajs-3901	194	3	was	be	AUX
iajs-3901	194	4	based	base	VERB
iajs-3901	194	5	on	on	ADP
iajs-3901	194	6	pre	pre	ADJ
iajs-3901	194	7	-	-	ADJ
iajs-3901	194	8	treatment	treatment	ADJ
iajs-3901	194	9	ecg	ecg	PROPN
iajs-3901	194	10	data	datum	NOUN
iajs-3901	194	11	.	.	PUNCT
iajs-3901	195	1	firstly	firstly	ADV
iajs-3901	195	2	,	,	PUNCT
iajs-3901	195	3	all	all	DET
iajs-3901	195	4	outliers	outlier	NOUN
iajs-3901	195	5	were	be	AUX
iajs-3901	195	6	excluded	exclude	VERB
iajs-3901	195	7	and	and	CCONJ
iajs-3901	195	8	normalized	normalize	VERB
iajs-3901	195	9	.	.	PUNCT
iajs-3901	196	1	pre	pre	ADJ
iajs-3901	196	2	-	-	ADJ
iajs-3901	196	3	processing	processing	NOUN
iajs-3901	196	4	was	be	AUX
iajs-3901	196	5	essential	essential	ADJ
iajs-3901	196	6	in	in	ADP
iajs-3901	196	7	order	order	NOUN
iajs-3901	196	8	to	to	PART
iajs-3901	196	9	provide	provide	VERB
iajs-3901	196	10	a	a	DET
iajs-3901	196	11	good	good	ADJ
iajs-3901	196	12	and	and	CCONJ
iajs-3901	196	13	uniform	uniform	ADJ
iajs-3901	196	14	data	datum	NOUN
iajs-3901	196	15	set	set	VERB
iajs-3901	196	16	for	for	ADP
iajs-3901	196	17	classification	classification	NOUN
iajs-3901	196	18	.	.	PUNCT
iajs-3901	197	1	for	for	ADP
iajs-3901	197	2	the	the	DET
iajs-3901	197	3	classification	classification	NOUN
iajs-3901	197	4	,	,	PUNCT
iajs-3901	197	5	the	the	DET
iajs-3901	197	6	study	study	NOUN
iajs-3901	197	7	employs	employ	VERB
iajs-3901	197	8	several	several	ADJ
iajs-3901	197	9	ml	ml	NOUN
iajs-3901	197	10	models	model	NOUN
iajs-3901	197	11	:	:	PUNCT
iajs-3901	197	12	gaussian	gaussian	PROPN
iajs-3901	197	13	nb	nb	PROPN
iajs-3901	197	14	,	,	PUNCT
iajs-3901	197	15	rf	rf	ADJ
iajs-3901	197	16	,	,	PUNCT
iajs-3901	197	17	logistic	logistic	ADJ
iajs-3901	197	18	regression	regression	NOUN
iajs-3901	197	19	(	(	PUNCT
iajs-3901	197	20	logreg	logreg	PROPN
iajs-3901	197	21	)	)	PUNCT
iajs-3901	197	22	,	,	PUNCT
iajs-3901	197	23	latent	latent	ADJ
iajs-3901	197	24	dirichlet	dirichlet	PROPN
iajs-3901	197	25	allocation	allocation	NOUN
iajs-3901	197	26	(	(	PUNCT
iajs-3901	197	27	lda	lda	PROPN
iajs-3901	197	28	)	)	PUNCT
iajs-3901	197	29	,	,	PUNCT
iajs-3901	197	30	and	and	CCONJ
iajs-3901	197	31	a	a	DET
iajs-3901	197	32	dummy	dummy	ADJ
iajs-3901	197	33	classifier	classifier	NOUN
iajs-3901	197	34	.	.	PUNCT
iajs-3901	198	1	to	to	PART
iajs-3901	198	2	ihjpas	ihjpas	PROPN
iajs-3901	198	3	.	.	PUNCT
iajs-3901	199	1	2024	2024	NUM
iajs-3901	199	2	,	,	PUNCT
iajs-3901	199	3	37	37	NUM
iajs-3901	199	4	(	(	PUNCT
iajs-3901	199	5	3	3	NUM
iajs-3901	199	6	)	)	PUNCT
iajs-3901	199	7	436	436	NUM
iajs-3901	199	8	address	address	VERB
iajs-3901	199	9	the	the	DET
iajs-3901	199	10	issue	issue	NOUN
iajs-3901	199	11	of	of	ADP
iajs-3901	199	12	reliability	reliability	NOUN
iajs-3901	199	13	and	and	CCONJ
iajs-3901	199	14	reduce	reduce	VERB
iajs-3901	199	15	potential	potential	ADJ
iajs-3901	199	16	biases	bias	NOUN
iajs-3901	199	17	,	,	PUNCT
iajs-3901	199	18	the	the	DET
iajs-3901	199	19	study	study	NOUN
iajs-3901	199	20	applies	apply	VERB
iajs-3901	199	21	a	a	DET
iajs-3901	199	22	10	10	NUM
iajs-3901	199	23	-	-	ADJ
iajs-3901	199	24	fold	fold	ADJ
iajs-3901	199	25	cross	cross	ADJ
iajs-3901	199	26	-	-	ADJ
iajs-3901	199	27	validation	validation	ADJ
iajs-3901	199	28	process	process	NOUN
iajs-3901	199	29	.	.	PUNCT
iajs-3901	200	1	the	the	DET
iajs-3901	200	2	results	result	NOUN
iajs-3901	200	3	indicated	indicate	VERB
iajs-3901	200	4	that	that	SCONJ
iajs-3901	200	5	the	the	DET
iajs-3901	200	6	gaussian	gaussian	NOUN
iajs-3901	200	7	nb	nb	PROPN
iajs-3901	200	8	classifier	classifier	PROPN
iajs-3901	200	9	had	have	VERB
iajs-3901	200	10	an	an	DET
iajs-3901	200	11	accuracy	accuracy	NOUN
iajs-3901	200	12	of	of	ADP
iajs-3901	200	13	96	96	NUM
iajs-3901	200	14	%	%	NOUN
iajs-3901	200	15	in	in	ADP
iajs-3901	200	16	classifying	classify	VERB
iajs-3901	200	17	both	both	CCONJ
iajs-3901	200	18	healthy	healthy	ADJ
iajs-3901	200	19	people	people	NOUN
iajs-3901	200	20	and	and	CCONJ
iajs-3901	200	21	patients	patient	NOUN
iajs-3901	200	22	with	with	ADP
iajs-3901	200	23	heart	heart	NOUN
iajs-3901	200	24	diseases	disease	NOUN
iajs-3901	200	25	.	.	PUNCT
iajs-3901	201	1	both	both	DET
iajs-3901	201	2	rf	rf	ADJ
iajs-3901	201	3	and	and	CCONJ
iajs-3901	201	4	logistic	logistic	ADJ
iajs-3901	201	5	regressions	regression	NOUN
iajs-3901	201	6	had	have	VERB
iajs-3901	201	7	92	92	NUM
iajs-3901	201	8	percent	percent	NOUN
iajs-3901	201	9	accuracy	accuracy	NOUN
iajs-3901	201	10	,	,	PUNCT
iajs-3901	201	11	respectively	respectively	ADV
iajs-3901	201	12	.	.	PUNCT
iajs-3901	202	1	its	its	PRON
iajs-3901	202	2	accuracy	accuracy	NOUN
iajs-3901	202	3	was	be	AUX
iajs-3901	202	4	only	only	ADV
iajs-3901	202	5	50	50	NUM
iajs-3901	202	6	%	%	NOUN
iajs-3901	202	7	,	,	PUNCT
iajs-3901	202	8	which	which	PRON
iajs-3901	202	9	is	be	AUX
iajs-3901	202	10	compared	compare	VERB
iajs-3901	202	11	with	with	ADP
iajs-3901	202	12	the	the	DET
iajs-3901	202	13	use	use	NOUN
iajs-3901	202	14	of	of	ADP
iajs-3901	202	15	the	the	DET
iajs-3901	202	16	dummy	dummy	ADJ
iajs-3901	202	17	classifier	classifier	NOUN
iajs-3901	202	18	as	as	ADP
iajs-3901	202	19	a	a	DET
iajs-3901	202	20	baseline	baseline	NOUN
iajs-3901	202	21	.	.	PUNCT
iajs-3901	203	1	the	the	DET
iajs-3901	203	2	findings	finding	NOUN
iajs-3901	203	3	indicate	indicate	VERB
iajs-3901	203	4	that	that	SCONJ
iajs-3901	203	5	ml	ml	NOUN
iajs-3901	203	6	-	-	PUNCT
iajs-3901	203	7	based	base	VERB
iajs-3901	203	8	methods	method	NOUN
iajs-3901	203	9	can	can	AUX
iajs-3901	203	10	be	be	AUX
iajs-3901	203	11	used	use	VERB
iajs-3901	203	12	for	for	ADP
iajs-3901	203	13	heart	heart	NOUN
iajs-3901	203	14	disease	disease	NOUN
iajs-3901	203	15	diagnosis	diagnosis	NOUN
iajs-3901	203	16	through	through	ADP
iajs-3901	203	17	ecg	ecg	PROPN
iajs-3901	203	18	signal	signal	PROPN
iajs-3901	203	19	classification	classification	NOUN
iajs-3901	203	20	,	,	PUNCT
iajs-3901	203	21	and	and	CCONJ
iajs-3901	203	22	gaussian	gaussian	ADJ
iajs-3901	203	23	nb	nb	PROPN
iajs-3901	203	24	was	be	AUX
iajs-3901	203	25	the	the	DET
iajs-3901	203	26	best	good	ADJ
iajs-3901	203	27	algorithm	algorithm	NOUN
iajs-3901	203	28	in	in	ADP
iajs-3901	203	29	the	the	DET
iajs-3901	203	30	test	test	NOUN
iajs-3901	203	31	.	.	PUNCT
iajs-3901	204	1	in	in	ADP
iajs-3901	204	2	[	[	X
iajs-3901	204	3	50	50	NUM
iajs-3901	204	4	]	]	PUNCT
iajs-3901	204	5	,	,	PUNCT
iajs-3901	204	6	the	the	DET
iajs-3901	204	7	review	review	NOUN
iajs-3901	204	8	on	on	ADP
iajs-3901	204	9	ml	ml	NOUN
iajs-3901	204	10	and	and	CCONJ
iajs-3901	204	11	dl	dl	NOUN
iajs-3901	204	12	-	-	PUNCT
iajs-3901	204	13	based	base	VERB
iajs-3901	204	14	classification	classification	NOUN
iajs-3901	204	15	of	of	ADP
iajs-3901	204	16	heart	heart	NOUN
iajs-3901	204	17	disease	disease	NOUN
iajs-3901	204	18	and	and	CCONJ
iajs-3901	204	19	its	its	PRON
iajs-3901	204	20	predictive	predictive	ADJ
iajs-3901	204	21	powers	power	NOUN
iajs-3901	204	22	is	be	AUX
iajs-3901	204	23	concerned	concern	VERB
iajs-3901	204	24	with	with	ADP
iajs-3901	204	25	the	the	DET
iajs-3901	204	26	growing	grow	VERB
iajs-3901	204	27	importance	importance	NOUN
iajs-3901	204	28	of	of	ADP
iajs-3901	204	29	early	early	ADJ
iajs-3901	204	30	diagnosis	diagnosis	NOUN
iajs-3901	204	31	of	of	ADP
iajs-3901	204	32	coronary	coronary	ADJ
iajs-3901	204	33	arteries	artery	NOUN
iajs-3901	204	34	in	in	ADP
iajs-3901	204	35	modern	modern	ADJ
iajs-3901	204	36	healthcare	healthcare	NOUN
iajs-3901	204	37	.	.	PUNCT
iajs-3901	205	1	the	the	DET
iajs-3901	205	2	authors	author	NOUN
iajs-3901	205	3	employ	employ	VERB
iajs-3901	205	4	different	different	ADJ
iajs-3901	205	5	ml	ml	NOUN
iajs-3901	205	6	and	and	CCONJ
iajs-3901	205	7	dl	dl	PROPN
iajs-3901	205	8	ensemble	ensemble	ADJ
iajs-3901	205	9	models	model	NOUN
iajs-3901	205	10	for	for	ADP
iajs-3901	205	11	early	early	ADJ
iajs-3901	205	12	-	-	PUNCT
iajs-3901	205	13	stage	stage	NOUN
iajs-3901	205	14	heart	heart	NOUN
iajs-3901	205	15	disease	disease	NOUN
iajs-3901	205	16	prediction	prediction	NOUN
iajs-3901	205	17	.	.	PUNCT
iajs-3901	206	1	data	datum	NOUN
iajs-3901	206	2	pre	pre	ADJ
iajs-3901	206	3	-	-	ADJ
iajs-3901	206	4	processing	processing	ADJ
iajs-3901	206	5	methodology	methodology	NOUN
iajs-3901	206	6	works	work	VERB
iajs-3901	206	7	with	with	ADP
iajs-3901	206	8	video	video	NOUN
iajs-3901	206	9	datasets	dataset	NOUN
iajs-3901	206	10	in	in	ADP
iajs-3901	206	11	which	which	PRON
iajs-3901	206	12	videos	video	NOUN
iajs-3901	206	13	are	be	AUX
iajs-3901	206	14	turned	turn	VERB
iajs-3901	206	15	into	into	ADP
iajs-3901	206	16	frames	frame	NOUN
iajs-3901	206	17	.	.	PUNCT
iajs-3901	207	1	these	these	DET
iajs-3901	207	2	frames	frame	NOUN
iajs-3901	207	3	undergo	undergo	VERB
iajs-3901	207	4	the	the	DET
iajs-3901	207	5	process	process	NOUN
iajs-3901	207	6	of	of	ADP
iajs-3901	207	7	feature	feature	NOUN
iajs-3901	207	8	extraction	extraction	NOUN
iajs-3901	207	9	to	to	PART
iajs-3901	207	10	become	become	VERB
iajs-3901	207	11	input	input	NOUN
iajs-3901	207	12	.	.	PUNCT
iajs-3901	208	1	it	it	PRON
iajs-3901	208	2	involves	involve	VERB
iajs-3901	208	3	3072	3072	NUM
iajs-3901	208	4	patient	patient	NOUN
iajs-3901	208	5	data	datum	NOUN
iajs-3901	208	6	from	from	ADP
iajs-3901	208	7	the	the	DET
iajs-3901	208	8	three	three	NUM
iajs-3901	208	9	classes	class	NOUN
iajs-3901	208	10	,	,	PUNCT
iajs-3901	208	11	including	include	VERB
iajs-3901	208	12	test	test	NOUN
iajs-3901	208	13	,	,	PUNCT
iajs-3901	208	14	training	training	NOUN
iajs-3901	208	15	,	,	PUNCT
iajs-3901	208	16	and	and	CCONJ
iajs-3901	208	17	validation	validation	NOUN
iajs-3901	208	18	.	.	PUNCT
iajs-3901	209	1	eighty	eighty	NUM
iajs-3901	209	2	percent	percent	NOUN
iajs-3901	209	3	of	of	ADP
iajs-3901	209	4	the	the	DET
iajs-3901	209	5	data	datum	NOUN
iajs-3901	209	6	is	be	AUX
iajs-3901	209	7	used	use	VERB
iajs-3901	209	8	for	for	ADP
iajs-3901	209	9	training	training	NOUN
iajs-3901	209	10	,	,	PUNCT
iajs-3901	209	11	and	and	CCONJ
iajs-3901	209	12	twenty	twenty	NUM
iajs-3901	209	13	percent	percent	NOUN
iajs-3901	209	14	for	for	ADP
iajs-3901	209	15	testing	testing	NOUN
iajs-3901	209	16	in	in	ADP
iajs-3901	209	17	terms	term	NOUN
iajs-3901	209	18	of	of	ADP
iajs-3901	209	19	model	model	NOUN
iajs-3901	209	20	training	training	NOUN
iajs-3901	209	21	as	as	ADV
iajs-3901	209	22	well	well	ADV
iajs-3901	209	23	as	as	ADP
iajs-3901	209	24	evaluation	evaluation	NOUN
iajs-3901	209	25	.	.	PUNCT
iajs-3901	210	1	cnn	cnn	PROPN
iajs-3901	210	2	consists	consist	VERB
iajs-3901	210	3	of	of	ADP
iajs-3901	210	4	an	an	DET
iajs-3901	210	5	input	input	NOUN
iajs-3901	210	6	layer	layer	NOUN
iajs-3901	210	7	,	,	PUNCT
iajs-3901	210	8	hidden	hidden	ADJ
iajs-3901	210	9	layers	layer	NOUN
iajs-3901	210	10	,	,	PUNCT
iajs-3901	210	11	and	and	CCONJ
iajs-3901	210	12	an	an	DET
iajs-3901	210	13	output	output	NOUN
iajs-3901	210	14	layer	layer	NOUN
iajs-3901	210	15	,	,	PUNCT
iajs-3901	210	16	with	with	ADP
iajs-3901	210	17	the	the	DET
iajs-3901	210	18	hidden	hidden	ADJ
iajs-3901	210	19	layers	layer	NOUN
iajs-3901	210	20	activating	activate	VERB
iajs-3901	210	21	using	use	VERB
iajs-3901	210	22	the	the	DET
iajs-3901	210	23	relu	relu	NOUN
iajs-3901	210	24	function	function	NOUN
iajs-3901	210	25	.	.	PUNCT
iajs-3901	211	1	once	once	SCONJ
iajs-3901	211	2	the	the	DET
iajs-3901	211	3	testing	testing	NOUN
iajs-3901	211	4	phase	phase	NOUN
iajs-3901	211	5	is	be	AUX
iajs-3901	211	6	complete	complete	ADJ
iajs-3901	211	7	,	,	PUNCT
iajs-3901	211	8	the	the	DET
iajs-3901	211	9	data	datum	NOUN
iajs-3901	211	10	is	be	AUX
iajs-3901	211	11	utilized	utilize	VERB
iajs-3901	211	12	for	for	ADP
iajs-3901	211	13	classification	classification	NOUN
iajs-3901	211	14	.	.	PUNCT
iajs-3901	212	1	the	the	DET
iajs-3901	212	2	results	result	NOUN
iajs-3901	212	3	show	show	VERB
iajs-3901	212	4	that	that	SCONJ
iajs-3901	212	5	the	the	DET
iajs-3901	212	6	cnn	cnn	PROPN
iajs-3901	212	7	model	model	NOUN
iajs-3901	212	8	had	have	VERB
iajs-3901	212	9	a	a	DET
iajs-3901	212	10	high	high	ADJ
iajs-3901	212	11	accuracy	accuracy	NOUN
iajs-3901	212	12	level	level	NOUN
iajs-3901	212	13	of	of	ADP
iajs-3901	212	14	97.50	97.50	NUM
iajs-3901	212	15	%	%	NOUN
iajs-3901	212	16	,	,	PUNCT
iajs-3901	212	17	thus	thus	ADV
iajs-3901	212	18	demonstrating	demonstrate	VERB
iajs-3901	212	19	how	how	SCONJ
iajs-3901	212	20	successful	successful	ADJ
iajs-3901	212	21	these	these	DET
iajs-3901	212	22	methods	method	NOUN
iajs-3901	212	23	are	be	AUX
iajs-3901	212	24	in	in	ADP
iajs-3901	212	25	early	early	ADJ
iajs-3901	212	26	-	-	PUNCT
iajs-3901	212	27	stage	stage	NOUN
iajs-3901	212	28	heart	heart	NOUN
iajs-3901	212	29	disease	disease	NOUN
iajs-3901	212	30	diagnosis	diagnosis	NOUN
iajs-3901	212	31	and	and	CCONJ
iajs-3901	212	32	classification	classification	NOUN
iajs-3901	212	33	.	.	PUNCT
iajs-3901	213	1	an	an	DET
iajs-3901	213	2	improved	improve	VERB
iajs-3901	213	3	arrhythmia	arrhythmia	NOUN
iajs-3901	213	4	detection	detection	NOUN
iajs-3901	213	5	from	from	ADP
iajs-3901	213	6	ecg	ecg	PROPN
iajs-3901	213	7	signal	signal	NOUN
iajs-3901	213	8	by	by	ADP
iajs-3901	213	9	exploiting	exploit	VERB
iajs-3901	213	10	the	the	DET
iajs-3901	213	11	dl	dl	PROPN
iajs-3901	213	12	method	method	NOUN
iajs-3901	213	13	has	have	AUX
iajs-3901	213	14	been	be	AUX
iajs-3901	213	15	done	do	VERB
iajs-3901	213	16	in	in	ADP
iajs-3901	213	17	[	[	X
iajs-3901	213	18	51	51	NUM
iajs-3901	213	19	]	]	PUNCT
iajs-3901	213	20	.	.	PUNCT
iajs-3901	214	1	the	the	DET
iajs-3901	214	2	methodology	methodology	NOUN
iajs-3901	214	3	involves	involve	VERB
iajs-3901	214	4	the	the	DET
iajs-3901	214	5	pre	pre	NOUN
iajs-3901	214	6	-	-	NOUN
iajs-3901	214	7	processing	processing	NOUN
iajs-3901	214	8	of	of	ADP
iajs-3901	214	9	ecg	ecg	PROPN
iajs-3901	214	10	signals	signal	NOUN
iajs-3901	214	11	,	,	PUNCT
iajs-3901	214	12	including	include	VERB
iajs-3901	214	13	filtering	filter	VERB
iajs-3901	214	14	,	,	PUNCT
iajs-3901	214	15	resampling	resampling	NOUN
iajs-3901	214	16	,	,	PUNCT
iajs-3901	214	17	and	and	CCONJ
iajs-3901	214	18	normalization	normalization	NOUN
iajs-3901	214	19	.	.	PUNCT
iajs-3901	215	1	scaling	scale	VERB
iajs-3901	215	2	signals	signal	NOUN
iajs-3901	215	3	with	with	ADP
iajs-3901	215	4	range	range	NOUN
iajs-3901	215	5	,	,	PUNCT
iajs-3901	215	6	the	the	DET
iajs-3901	215	7	use	use	NOUN
iajs-3901	215	8	of	of	ADP
iajs-3901	215	9	bandpass	bandpass	NOUN
iajs-3901	215	10	filters	filter	NOUN
iajs-3901	215	11	,	,	PUNCT
iajs-3901	215	12	and	and	CCONJ
iajs-3901	215	13	ultimately	ultimately	ADV
iajs-3901	215	14	resampling	resample	VERB
iajs-3901	215	15	on	on	ADP
iajs-3901	215	16	a	a	DET
iajs-3901	215	17	constant	constant	ADJ
iajs-3901	215	18	frequency	frequency	NOUN
iajs-3901	215	19	make	make	VERB
iajs-3901	215	20	this	this	DET
iajs-3901	215	21	pre	pre	ADJ
iajs-3901	215	22	-	-	ADJ
iajs-3901	215	23	processing	processing	ADJ
iajs-3901	215	24	crucial	crucial	ADJ
iajs-3901	215	25	to	to	PART
iajs-3901	215	26	reduce	reduce	VERB
iajs-3901	215	27	any	any	DET
iajs-3901	215	28	noise	noise	NOUN
iajs-3901	215	29	or	or	CCONJ
iajs-3901	215	30	artifacts	artifact	NOUN
iajs-3901	215	31	.	.	PUNCT
iajs-3901	216	1	after	after	ADP
iajs-3901	216	2	that	that	PRON
iajs-3901	216	3	,	,	PUNCT
iajs-3901	216	4	signals	signal	NOUN
iajs-3901	216	5	are	be	AUX
iajs-3901	216	6	separated	separate	VERB
iajs-3901	216	7	into	into	ADP
iajs-3901	216	8	different	different	ADJ
iajs-3901	216	9	beats	beat	NOUN
iajs-3901	216	10	or	or	CCONJ
iajs-3901	216	11	segments	segment	NOUN
iajs-3901	216	12	under	under	ADP
iajs-3901	216	13	the	the	DET
iajs-3901	216	14	references	reference	NOUN
iajs-3901	216	15	of	of	ADP
iajs-3901	216	16	r	r	NOUN
iajs-3901	216	17	-	-	PUNCT
iajs-3901	216	18	peaks	peak	NOUN
iajs-3901	216	19	in	in	ADP
iajs-3901	216	20	an	an	DET
iajs-3901	216	21	annotation	annotation	NOUN
iajs-3901	216	22	.	.	PUNCT
iajs-3901	217	1	the	the	DET
iajs-3901	217	2	paper	paper	NOUN
iajs-3901	217	3	looks	look	VERB
iajs-3901	217	4	into	into	ADP
iajs-3901	217	5	dl	dl	PROPN
iajs-3901	217	6	models	model	NOUN
iajs-3901	217	7	such	such	ADJ
iajs-3901	217	8	as	as	ADP
iajs-3901	217	9	cnns	cnn	NOUN
iajs-3901	217	10	and	and	CCONJ
iajs-3901	217	11	cnn	cnn	PROPN
iajs-3901	217	12	with	with	ADP
iajs-3901	217	13	lstm	lstm	PROPN
iajs-3901	217	14	network	network	NOUN
iajs-3901	217	15	.	.	PUNCT
iajs-3901	218	1	the	the	DET
iajs-3901	218	2	models	model	NOUN
iajs-3901	218	3	are	be	AUX
iajs-3901	218	4	evaluated	evaluate	VERB
iajs-3901	218	5	using	use	VERB
iajs-3901	218	6	an	an	DET
iajs-3901	218	7	input	input	NOUN
iajs-3901	218	8	dataset	dataset	NOUN
iajs-3901	218	9	that	that	PRON
iajs-3901	218	10	has	have	AUX
iajs-3901	218	11	been	be	AUX
iajs-3901	218	12	divided	divide	VERB
iajs-3901	218	13	into	into	ADP
iajs-3901	218	14	80	80	NUM
iajs-3901	218	15	%	%	NOUN
iajs-3901	218	16	for	for	ADP
iajs-3901	218	17	training	training	NOUN
iajs-3901	218	18	and	and	CCONJ
iajs-3901	218	19	20	20	NUM
iajs-3901	218	20	%	%	NOUN
iajs-3901	218	21	for	for	ADP
iajs-3901	218	22	testing	testing	NOUN
iajs-3901	218	23	to	to	PART
iajs-3901	218	24	avoid	avoid	VERB
iajs-3901	218	25	overfitting	overfitte	VERB
iajs-3901	218	26	.	.	PUNCT
iajs-3901	219	1	this	this	DET
iajs-3901	219	2	article	article	NOUN
iajs-3901	219	3	is	be	AUX
iajs-3901	219	4	focused	focus	VERB
iajs-3901	219	5	on	on	ADP
iajs-3901	219	6	comparing	compare	VERB
iajs-3901	219	7	the	the	DET
iajs-3901	219	8	models	model	NOUN
iajs-3901	219	9	,	,	PUNCT
iajs-3901	219	10	and	and	CCONJ
iajs-3901	219	11	it	it	PRON
iajs-3901	219	12	states	state	VERB
iajs-3901	219	13	that	that	SCONJ
iajs-3901	219	14	the	the	DET
iajs-3901	219	15	cnn	cnn	PROPN
iajs-3901	219	16	model	model	NOUN
iajs-3901	219	17	first	first	ADV
iajs-3901	219	18	reported	report	VERB
iajs-3901	219	19	an	an	DET
iajs-3901	219	20	accuracy	accuracy	NOUN
iajs-3901	219	21	of	of	ADP
iajs-3901	219	22	70.2	70.2	NUM
iajs-3901	219	23	%	%	NOUN
iajs-3901	219	24	.	.	PUNCT
iajs-3901	220	1	still	still	ADV
iajs-3901	220	2	,	,	PUNCT
iajs-3901	220	3	upon	upon	SCONJ
iajs-3901	220	4	the	the	DET
iajs-3901	220	5	addition	addition	NOUN
iajs-3901	220	6	of	of	ADP
iajs-3901	220	7	more	more	ADJ
iajs-3901	220	8	convolutional	convolutional	ADJ
iajs-3901	220	9	layers	layer	NOUN
iajs-3901	220	10	,	,	PUNCT
iajs-3901	220	11	this	this	DET
iajs-3901	220	12	number	number	NOUN
iajs-3901	220	13	grew	grow	VERB
iajs-3901	220	14	to	to	ADP
iajs-3901	220	15	79.3	79.3	NUM
iajs-3901	220	16	%	%	NOUN
iajs-3901	220	17	.	.	PUNCT
iajs-3901	221	1	combining	combine	VERB
iajs-3901	221	2	cnn	cnn	PROPN
iajs-3901	221	3	and	and	CCONJ
iajs-3901	221	4	lstm	lstm	NOUN
iajs-3901	221	5	led	lead	VERB
iajs-3901	221	6	to	to	ADP
iajs-3901	221	7	the	the	DET
iajs-3901	221	8	highest	high	ADJ
iajs-3901	221	9	accuracy	accuracy	NOUN
iajs-3901	221	10	score	score	NOUN
iajs-3901	221	11	of	of	ADP
iajs-3901	221	12	96.3	96.3	NUM
iajs-3901	221	13	%	%	NOUN
iajs-3901	221	14	,	,	PUNCT
iajs-3901	221	15	showing	show	VERB
iajs-3901	221	16	the	the	DET
iajs-3901	221	17	improved	improved	ADJ
iajs-3901	221	18	performance	performance	NOUN
iajs-3901	221	19	of	of	ADP
iajs-3901	221	20	the	the	DET
iajs-3901	221	21	model	model	NOUN
iajs-3901	221	22	.	.	PUNCT
iajs-3901	222	1	conversely	conversely	ADV
iajs-3901	222	2	,	,	PUNCT
iajs-3901	222	3	the	the	DET
iajs-3901	222	4	other	other	ADJ
iajs-3901	222	5	tested	test	VERB
iajs-3901	222	6	model	model	NOUN
iajs-3901	222	7	,	,	PUNCT
iajs-3901	222	8	which	which	PRON
iajs-3901	222	9	is	be	AUX
iajs-3901	222	10	vgg-16	vgg-16	NOUN
iajs-3901	222	11	architecture	architecture	NOUN
iajs-3901	222	12	,	,	PUNCT
iajs-3901	222	13	had	have	VERB
iajs-3901	222	14	an	an	DET
iajs-3901	222	15	accuracy	accuracy	NOUN
iajs-3901	222	16	value	value	NOUN
iajs-3901	222	17	of	of	ADP
iajs-3901	222	18	72.2	72.2	NUM
iajs-3901	222	19	%	%	NOUN
iajs-3901	222	20	,	,	PUNCT
iajs-3901	222	21	which	which	PRON
iajs-3901	222	22	was	be	AUX
iajs-3901	222	23	lower	low	ADJ
iajs-3901	222	24	.	.	PUNCT
iajs-3901	223	1	the	the	DET
iajs-3901	223	2	most	most	ADV
iajs-3901	223	3	used	use	VERB
iajs-3901	223	4	technique	technique	NOUN
iajs-3901	223	5	was	be	AUX
iajs-3901	223	6	neural	neural	ADJ
iajs-3901	223	7	network	network	NOUN
iajs-3901	223	8	with	with	ADP
iajs-3901	223	9	more	more	ADJ
iajs-3901	223	10	than	than	ADP
iajs-3901	223	11	90	90	NUM
iajs-3901	223	12	%	%	NOUN
iajs-3901	223	13	accuracy	accuracy	NOUN
iajs-3901	223	14	,	,	PUNCT
iajs-3901	223	15	rf	rf	NOUN
iajs-3901	223	16	,	,	PUNCT
iajs-3901	223	17	xgboost	xgboost	ADV
iajs-3901	223	18	,	,	PUNCT
iajs-3901	223	19	knn	knn	PROPN
iajs-3901	223	20	,	,	PUNCT
iajs-3901	223	21	and	and	CCONJ
iajs-3901	223	22	support	support	VERB
iajs-3901	223	23	vector	vector	NOUN
iajs-3901	223	24	machines	machine	NOUN
iajs-3901	223	25	.	.	PUNCT
iajs-3901	224	1	ensemble	ensemble	ADJ
iajs-3901	224	2	predictors	predictor	NOUN
iajs-3901	224	3	performed	perform	VERB
iajs-3901	224	4	very	very	ADV
iajs-3901	224	5	well	well	ADV
iajs-3901	224	6	in	in	ADP
iajs-3901	224	7	terms	term	NOUN
iajs-3901	224	8	of	of	ADP
iajs-3901	224	9	accuracies	accuracy	NOUN
iajs-3901	224	10	for	for	ADP
iajs-3901	224	11	the	the	DET
iajs-3901	224	12	prediction	prediction	NOUN
iajs-3901	224	13	of	of	ADP
iajs-3901	224	14	cvs	cvs	NOUN
iajs-3901	224	15	in	in	ADP
iajs-3901	224	16	real	real	ADJ
iajs-3901	224	17	-	-	PUNCT
iajs-3901	224	18	time	time	NOUN
iajs-3901	224	19	utilizing	utilize	VERB
iajs-3901	224	20	iot	iot	ADJ
iajs-3901	224	21	/	/	SYM
iajs-3901	224	22	iomt	iomt	ADJ
iajs-3901	224	23	technologies	technology	NOUN
iajs-3901	224	24	.	.	PUNCT
iajs-3901	225	1	the	the	DET
iajs-3901	225	2	most	most	ADV
iajs-3901	225	3	disregarded	disregarded	ADJ
iajs-3901	225	4	disorders	disorder	NOUN
iajs-3901	225	5	are	be	AUX
iajs-3901	225	6	listed	list	VERB
iajs-3901	225	7	,	,	PUNCT
iajs-3901	225	8	with	with	ADP
iajs-3901	225	9	mention	mention	NOUN
iajs-3901	225	10	of	of	ADP
iajs-3901	225	11	hypertension	hypertension	NOUN
iajs-3901	225	12	and	and	CCONJ
iajs-3901	225	13	arrhythmia	arrhythmia	NOUN
iajs-3901	225	14	being	be	AUX
iajs-3901	225	15	the	the	DET
iajs-3901	225	16	two	two	NUM
iajs-3901	225	17	most	most	ADV
iajs-3901	225	18	discussed	discuss	VERB
iajs-3901	225	19	diseases	disease	NOUN
iajs-3901	225	20	.	.	PUNCT
iajs-3901	226	1	the	the	DET
iajs-3901	226	2	paper	paper	NOUN
iajs-3901	226	3	considers	consider	VERB
iajs-3901	226	4	the	the	DET
iajs-3901	226	5	application	application	NOUN
iajs-3901	226	6	of	of	ADP
iajs-3901	226	7	ml	ml	NOUN
iajs-3901	226	8	in	in	ADP
iajs-3901	226	9	identifying	identify	VERB
iajs-3901	226	10	abnormal	abnormal	ADJ
iajs-3901	226	11	anomalies	anomaly	NOUN
iajs-3901	226	12	and	and	CCONJ
iajs-3901	226	13	arrhythmias	arrhythmia	NOUN
iajs-3901	226	14	.	.	PUNCT
iajs-3901	227	1	various	various	ADJ
iajs-3901	227	2	methods	method	NOUN
iajs-3901	227	3	and	and	CCONJ
iajs-3901	227	4	instruments	instrument	NOUN
iajs-3901	227	5	are	be	AUX
iajs-3901	227	6	analyzed	analyze	VERB
iajs-3901	227	7	.	.	PUNCT
iajs-3901	228	1	these	these	PRON
iajs-3901	228	2	may	may	AUX
iajs-3901	228	3	have	have	AUX
iajs-3901	228	4	included	include	VERB
iajs-3901	228	5	customized	customized	ADJ
iajs-3901	228	6	processors	processor	NOUN
iajs-3901	228	7	,	,	PUNCT
iajs-3901	228	8	biomedical	biomedical	ADJ
iajs-3901	228	9	sensors	sensor	NOUN
iajs-3901	228	10	,	,	PUNCT
iajs-3901	228	11	ecg	ecg	PROPN
iajs-3901	228	12	vests	vest	NOUN
iajs-3901	228	13	,	,	PUNCT
iajs-3901	228	14	or	or	CCONJ
iajs-3901	228	15	perhaps	perhaps	ADV
iajs-3901	228	16	smartphones	smartphone	NOUN
iajs-3901	228	17	designed	design	VERB
iajs-3901	228	18	to	to	PART
iajs-3901	228	19	monitor	monitor	VERB
iajs-3901	228	20	for	for	ADP
iajs-3901	228	21	arrhythmias	arrhythmia	NOUN
iajs-3901	228	22	.	.	PUNCT
iajs-3901	229	1	ml	ml	PROPN
iajs-3901	229	2	approaches	approach	NOUN
iajs-3901	229	3	such	such	ADJ
iajs-3901	229	4	as	as	ADP
iajs-3901	229	5	the	the	DET
iajs-3901	229	6	naive	naive	ADJ
iajs-3901	229	7	bayes	bayes	NOUN
iajs-3901	229	8	,	,	PUNCT
iajs-3901	229	9	cnns	cnn	NOUN
iajs-3901	229	10	,	,	PUNCT
iajs-3901	229	11	k	k	PROPN
iajs-3901	229	12	-	-	PUNCT
iajs-3901	229	13	nn	nn	NOUN
iajs-3901	229	14	,	,	PUNCT
iajs-3901	229	15	and	and	CCONJ
iajs-3901	229	16	dl	dl	NOUN
iajs-3901	229	17	-	-	PUNCT
iajs-3901	229	18	based	base	VERB
iajs-3901	229	19	neural	neural	ADJ
iajs-3901	229	20	network	network	NOUN
iajs-3901	229	21	architectures	architecture	NOUN
iajs-3901	229	22	are	be	AUX
iajs-3901	229	23	utilized	utilize	VERB
iajs-3901	229	24	in	in	ADP
iajs-3901	229	25	this	this	DET
iajs-3901	229	26	approach	approach	NOUN
iajs-3901	229	27	.	.	PUNCT
iajs-3901	230	1	this	this	PRON
iajs-3901	230	2	is	be	AUX
iajs-3901	230	3	supported	support	VERB
iajs-3901	230	4	by	by	ADP
iajs-3901	230	5	other	other	ADJ
iajs-3901	230	6	studies	study	NOUN
iajs-3901	230	7	whose	whose	DET
iajs-3901	230	8	findings	finding	NOUN
iajs-3901	230	9	point	point	VERB
iajs-3901	230	10	to	to	ADP
iajs-3901	230	11	accuracy	accuracy	NOUN
iajs-3901	230	12	levels	level	NOUN
iajs-3901	230	13	ranging	range	VERB
iajs-3901	230	14	between	between	ADP
iajs-3901	230	15	0.93	0.93	NUM
iajs-3901	230	16	%	%	NOUN
iajs-3901	230	17	and	and	CCONJ
iajs-3901	230	18	0.99	0.99	NUM
iajs-3901	230	19	%	%	NOUN
iajs-3901	230	20	[	[	X
iajs-3901	230	21	52	52	NUM
iajs-3901	230	22	]	]	SYM
iajs-3901	230	23	.	.	PUNCT
iajs-3901	231	1	6	6	X
iajs-3901	231	2	.	.	X
iajs-3901	231	3	literature	literature	NOUN
iajs-3901	231	4	survey	survey	NOUN
iajs-3901	231	5	conclusion	conclusion	NOUN
iajs-3901	231	6	after	after	ADP
iajs-3901	231	7	an	an	DET
iajs-3901	231	8	extensive	extensive	ADJ
iajs-3901	231	9	review	review	NOUN
iajs-3901	231	10	of	of	ADP
iajs-3901	231	11	the	the	DET
iajs-3901	231	12	presented	present	VERB
iajs-3901	231	13	papers	paper	NOUN
iajs-3901	231	14	on	on	ADP
iajs-3901	231	15	heart	heart	NOUN
iajs-3901	231	16	disease	disease	NOUN
iajs-3901	231	17	prediction	prediction	NOUN
iajs-3901	231	18	and	and	CCONJ
iajs-3901	231	19	diagnosis	diagnosis	NOUN
iajs-3901	231	20	using	use	VERB
iajs-3901	231	21	ecg	ecg	PROPN
iajs-3901	231	22	signals	signal	NOUN
iajs-3901	231	23	,	,	PUNCT
iajs-3901	231	24	several	several	ADJ
iajs-3901	231	25	common	common	ADJ
iajs-3901	231	26	themes	theme	NOUN
iajs-3901	231	27	emerge	emerge	VERB
iajs-3901	231	28	.	.	PUNCT
iajs-3901	232	1	the	the	DET
iajs-3901	232	2	majority	majority	NOUN
iajs-3901	232	3	of	of	ADP
iajs-3901	232	4	studies	study	NOUN
iajs-3901	232	5	showcase	showcase	VERB
iajs-3901	232	6	the	the	DET
iajs-3901	232	7	versatility	versatility	NOUN
iajs-3901	232	8	of	of	ADP
iajs-3901	232	9	ml	ml	NOUN
iajs-3901	232	10	and	and	CCONJ
iajs-3901	232	11	dl	dl	PROPN
iajs-3901	232	12	techniques	technique	NOUN
iajs-3901	232	13	in	in	ADP
iajs-3901	232	14	achieving	achieve	VERB
iajs-3901	232	15	high	high	ADJ
iajs-3901	232	16	accuracy	accuracy	NOUN
iajs-3901	232	17	in	in	ADP
iajs-3901	232	18	classifying	classify	VERB
iajs-3901	232	19	heart	heart	NOUN
iajs-3901	232	20	diseases	disease	NOUN
iajs-3901	232	21	based	base	VERB
iajs-3901	232	22	on	on	ADP
iajs-3901	232	23	ecg	ecg	PROPN
iajs-3901	232	24	data	data	PROPN
iajs-3901	232	25	.	.	PUNCT
iajs-3901	233	1	notably	notably	ADV
iajs-3901	233	2	,	,	PUNCT
iajs-3901	233	3	the	the	DET
iajs-3901	233	4	use	use	NOUN
iajs-3901	233	5	of	of	ADP
iajs-3901	233	6	diverse	diverse	ADJ
iajs-3901	233	7	classifiers	classifier	NOUN
iajs-3901	233	8	and	and	CCONJ
iajs-3901	233	9	pre	pre	ADJ
iajs-3901	233	10	-	-	ADJ
iajs-3901	233	11	processing	processing	ADJ
iajs-3901	233	12	methods	method	NOUN
iajs-3901	233	13	,	,	PUNCT
iajs-3901	233	14	including	include	VERB
iajs-3901	233	15	feature	feature	NOUN
iajs-3901	233	16	selection	selection	NOUN
iajs-3901	233	17	ihjpas	ihjpa	NOUN
iajs-3901	233	18	.	.	PUNCT
iajs-3901	234	1	2024	2024	NUM
iajs-3901	234	2	,	,	PUNCT
iajs-3901	234	3	37	37	NUM
iajs-3901	234	4	(	(	PUNCT
iajs-3901	234	5	3	3	NUM
iajs-3901	234	6	)	)	PUNCT
iajs-3901	234	7	437	437	NUM
iajs-3901	234	8	algorithms	algorithm	NOUN
iajs-3901	234	9	and	and	CCONJ
iajs-3901	234	10	outlier	outlier	NOUN
iajs-3901	234	11	handling	handling	NOUN
iajs-3901	234	12	,	,	PUNCT
iajs-3901	234	13	is	be	AUX
iajs-3901	234	14	a	a	DET
iajs-3901	234	15	prevalent	prevalent	ADJ
iajs-3901	234	16	trend	trend	NOUN
iajs-3901	234	17	.	.	PUNCT
iajs-3901	235	1	however	however	ADV
iajs-3901	235	2	,	,	PUNCT
iajs-3901	235	3	a	a	DET
iajs-3901	235	4	critical	critical	ADJ
iajs-3901	235	5	perspective	perspective	NOUN
iajs-3901	235	6	reveals	reveal	VERB
iajs-3901	235	7	certain	certain	ADJ
iajs-3901	235	8	limitations	limitation	NOUN
iajs-3901	235	9	and	and	CCONJ
iajs-3901	235	10	areas	area	NOUN
iajs-3901	235	11	for	for	ADP
iajs-3901	235	12	improvement	improvement	NOUN
iajs-3901	235	13	across	across	ADP
iajs-3901	235	14	the	the	DET
iajs-3901	235	15	studies	study	NOUN
iajs-3901	235	16	.	.	PUNCT
iajs-3901	236	1	the	the	DET
iajs-3901	236	2	transferability	transferability	NOUN
iajs-3901	236	3	of	of	ADP
iajs-3901	236	4	models	model	NOUN
iajs-3901	236	5	,	,	PUNCT
iajs-3901	236	6	especially	especially	ADV
iajs-3901	236	7	dl	dl	PROPN
iajs-3901	236	8	architectures	architecture	NOUN
iajs-3901	236	9	,	,	PUNCT
iajs-3901	236	10	is	be	AUX
iajs-3901	236	11	often	often	ADV
iajs-3901	236	12	understated	understate	VERB
iajs-3901	236	13	,	,	PUNCT
iajs-3901	236	14	and	and	CCONJ
iajs-3901	236	15	the	the	DET
iajs-3901	236	16	potential	potential	ADJ
iajs-3901	236	17	impact	impact	NOUN
iajs-3901	236	18	of	of	ADP
iajs-3901	236	19	dataset	dataset	ADJ
iajs-3901	236	20	variability	variability	NOUN
iajs-3901	236	21	on	on	ADP
iajs-3901	236	22	model	model	NOUN
iajs-3901	236	23	generalization	generalization	NOUN
iajs-3901	236	24	is	be	AUX
iajs-3901	236	25	not	not	PART
iajs-3901	236	26	adequately	adequately	ADV
iajs-3901	236	27	addressed	address	VERB
iajs-3901	236	28	.	.	PUNCT
iajs-3901	237	1	many	many	ADJ
iajs-3901	237	2	studies	study	NOUN
iajs-3901	237	3	lack	lack	VERB
iajs-3901	237	4	robust	robust	ADJ
iajs-3901	237	5	external	external	ADJ
iajs-3901	237	6	validation	validation	NOUN
iajs-3901	237	7	on	on	ADP
iajs-3901	237	8	diverse	diverse	ADJ
iajs-3901	237	9	datasets	dataset	NOUN
iajs-3901	237	10	,	,	PUNCT
iajs-3901	237	11	raising	raise	VERB
iajs-3901	237	12	concerns	concern	NOUN
iajs-3901	237	13	about	about	ADP
iajs-3901	237	14	the	the	DET
iajs-3901	237	15	true	true	ADJ
iajs-3901	237	16	scalability	scalability	NOUN
iajs-3901	237	17	and	and	CCONJ
iajs-3901	237	18	reliability	reliability	NOUN
iajs-3901	237	19	of	of	ADP
iajs-3901	237	20	the	the	DET
iajs-3901	237	21	proposed	propose	VERB
iajs-3901	237	22	models	model	NOUN
iajs-3901	237	23	.	.	PUNCT
iajs-3901	238	1	moreover	moreover	ADV
iajs-3901	238	2	,	,	PUNCT
iajs-3901	238	3	the	the	DET
iajs-3901	238	4	trade	trade	NOUN
iajs-3901	238	5	-	-	PUNCT
iajs-3901	238	6	offs	off	NOUN
iajs-3901	238	7	between	between	ADP
iajs-3901	238	8	model	model	NOUN
iajs-3901	238	9	complexity	complexity	NOUN
iajs-3901	238	10	,	,	PUNCT
iajs-3901	238	11	computational	computational	ADJ
iajs-3901	238	12	expense	expense	NOUN
iajs-3901	238	13	,	,	PUNCT
iajs-3901	238	14	and	and	CCONJ
iajs-3901	238	15	real	real	ADJ
iajs-3901	238	16	-	-	PUNCT
iajs-3901	238	17	world	world	NOUN
iajs-3901	238	18	applicability	applicability	NOUN
iajs-3901	238	19	are	be	AUX
iajs-3901	238	20	not	not	PART
iajs-3901	238	21	consistently	consistently	ADV
iajs-3901	238	22	addressed	address	VERB
iajs-3901	238	23	.	.	PUNCT
iajs-3901	239	1	the	the	DET
iajs-3901	239	2	challenge	challenge	NOUN
iajs-3901	239	3	of	of	ADP
iajs-3901	239	4	implementing	implement	VERB
iajs-3901	239	5	these	these	DET
iajs-3901	239	6	sophisticated	sophisticated	ADJ
iajs-3901	239	7	models	model	NOUN
iajs-3901	239	8	in	in	ADP
iajs-3901	239	9	resource	resource	NOUN
iajs-3901	239	10	-	-	PUNCT
iajs-3901	239	11	limited	limit	VERB
iajs-3901	239	12	settings	setting	NOUN
iajs-3901	239	13	,	,	PUNCT
iajs-3901	239	14	particularly	particularly	ADV
iajs-3901	239	15	in	in	ADP
iajs-3901	239	16	rural	rural	ADJ
iajs-3901	239	17	or	or	CCONJ
iajs-3901	239	18	remote	remote	ADJ
iajs-3901	239	19	areas	area	NOUN
iajs-3901	239	20	,	,	PUNCT
iajs-3901	239	21	is	be	AUX
iajs-3901	239	22	largely	largely	ADV
iajs-3901	239	23	overlooked	overlook	VERB
iajs-3901	239	24	.	.	PUNCT
iajs-3901	240	1	furthermore	furthermore	ADV
iajs-3901	240	2	,	,	PUNCT
iajs-3901	240	3	the	the	DET
iajs-3901	240	4	lack	lack	NOUN
iajs-3901	240	5	of	of	ADP
iajs-3901	240	6	standardized	standardized	ADJ
iajs-3901	240	7	evaluation	evaluation	NOUN
iajs-3901	240	8	metrics	metric	NOUN
iajs-3901	240	9	and	and	CCONJ
iajs-3901	240	10	benchmark	benchmark	NOUN
iajs-3901	240	11	datasets	dataset	NOUN
iajs-3901	240	12	in	in	ADP
iajs-3901	240	13	some	some	DET
iajs-3901	240	14	studies	study	NOUN
iajs-3901	240	15	hinders	hinder	VERB
iajs-3901	240	16	a	a	DET
iajs-3901	240	17	fair	fair	ADJ
iajs-3901	240	18	comparison	comparison	NOUN
iajs-3901	240	19	of	of	ADP
iajs-3901	240	20	model	model	NOUN
iajs-3901	240	21	performances	performance	NOUN
iajs-3901	240	22	.	.	PUNCT
iajs-3901	241	1	while	while	SCONJ
iajs-3901	241	2	the	the	DET
iajs-3901	241	3	findings	finding	NOUN
iajs-3901	241	4	collectively	collectively	ADV
iajs-3901	241	5	underscore	underscore	VERB
iajs-3901	241	6	the	the	DET
iajs-3901	241	7	potential	potential	NOUN
iajs-3901	241	8	of	of	ADP
iajs-3901	241	9	advanced	advanced	ADJ
iajs-3901	241	10	computational	computational	ADJ
iajs-3901	241	11	models	model	NOUN
iajs-3901	241	12	in	in	ADP
iajs-3901	241	13	cardiac	cardiac	ADJ
iajs-3901	241	14	health	health	NOUN
iajs-3901	241	15	,	,	PUNCT
iajs-3901	241	16	a	a	DET
iajs-3901	241	17	critical	critical	ADJ
iajs-3901	241	18	perspective	perspective	NOUN
iajs-3901	241	19	urges	urge	VERB
iajs-3901	241	20	researchers	researcher	NOUN
iajs-3901	241	21	to	to	PART
iajs-3901	241	22	address	address	VERB
iajs-3901	241	23	these	these	DET
iajs-3901	241	24	limitations	limitation	NOUN
iajs-3901	241	25	to	to	PART
iajs-3901	241	26	enhance	enhance	VERB
iajs-3901	241	27	the	the	DET
iajs-3901	241	28	credibility	credibility	NOUN
iajs-3901	241	29	and	and	CCONJ
iajs-3901	241	30	real	real	ADJ
iajs-3901	241	31	-	-	PUNCT
iajs-3901	241	32	world	world	NOUN
iajs-3901	241	33	impact	impact	NOUN
iajs-3901	241	34	of	of	ADP
iajs-3901	241	35	their	their	PRON
iajs-3901	241	36	contributions	contribution	NOUN
iajs-3901	241	37	.	.	PUNCT
iajs-3901	242	1	table	table	NOUN
iajs-3901	242	2	1	1	NUM
iajs-3901	242	3	.	.	PUNCT
iajs-3901	242	4	summarizes	summarize	VERB
iajs-3901	242	5	the	the	DET
iajs-3901	242	6	previous	previous	ADJ
iajs-3901	242	7	studies	study	NOUN
iajs-3901	242	8	year	year	NOUN
iajs-3901	242	9	author(s	author(s	PROPN
iajs-3901	242	10	)	)	PUNCT
iajs-3901	242	11	dataset(s	dataset(s	NOUN
iajs-3901	242	12	)	)	PUNCT
iajs-3901	242	13	methods	method	NOUN
iajs-3901	242	14	results	result	VERB
iajs-3901	242	15	2020	2020	NUM
iajs-3901	242	16	yar	yar	PROPN
iajs-3901	242	17	muhammad	muhammad	PROPN
iajs-3901	242	18	et	et	PROPN
iajs-3901	242	19	al	al	PROPN
iajs-3901	242	20	.	.	PUNCT
iajs-3901	243	1	[	[	X
iajs-3901	243	2	40	40	NUM
iajs-3901	243	3	]	]	PUNCT
iajs-3901	243	4	cleveland	cleveland	PROPN
iajs-3901	243	5	heart	heart	NOUN
iajs-3901	243	6	disease	disease	NOUN
iajs-3901	243	7	dataset	dataset	VERB
iajs-3901	243	8	and	and	CCONJ
iajs-3901	243	9	hungarian	hungarian	ADJ
iajs-3901	243	10	heart	heart	NOUN
iajs-3901	243	11	disease	disease	NOUN
iajs-3901	243	12	dataset	dataset	VERB
iajs-3901	243	13	logistic	logistic	ADJ
iajs-3901	243	14	regression	regression	NOUN
iajs-3901	243	15	,	,	PUNCT
iajs-3901	243	16	decision	decision	NOUN
iajs-3901	243	17	tree	tree	NOUN
iajs-3901	243	18	,	,	PUNCT
iajs-3901	243	19	naïve	naïve	ADJ
iajs-3901	243	20	bayes	bayes	NOUN
iajs-3901	243	21	,	,	PUNCT
iajs-3901	243	22	rfrest	rfr	ADJ
iajs-3901	243	23	,	,	PUNCT
iajs-3901	243	24	artificial	artificial	ADJ
iajs-3901	243	25	neural	neural	ADJ
iajs-3901	243	26	network	network	NOUN
iajs-3901	243	27	,	,	PUNCT
iajs-3901	243	28	etc	etc	X
iajs-3901	243	29	.	.	X
iajs-3901	244	1	extra	extra	ADJ
iajs-3901	244	2	-	-	ADJ
iajs-3901	244	3	tree	tree	ADJ
iajs-3901	244	4	classifier	classifier	NOUN
iajs-3901	244	5	:	:	PUNCT
iajs-3901	244	6	precision	precision	NOUN
iajs-3901	244	7	:	:	PUNCT
iajs-3901	244	8	92.09	92.09	NUM
iajs-3901	244	9	%	%	NOUN
iajs-3901	244	10	sensitivity	sensitivity	NOUN
iajs-3901	244	11	:	:	PUNCT
iajs-3901	244	12	91.82	91.82	NUM
iajs-3901	244	13	%	%	NOUN
iajs-3901	244	14	specificity	specificity	NOUN
iajs-3901	244	15	:	:	PUNCT
iajs-3901	244	16	92.38	92.38	NUM
iajs-3901	244	17	%	%	NOUN
iajs-3901	244	18	.	.	PUNCT
iajs-3901	245	1	2021	2021	NUM
iajs-3901	245	2	rohit	rohit	PROPN
iajs-3901	245	3	bharti	bharti	PROPN
iajs-3901	245	4	et	et	PROPN
iajs-3901	245	5	al	al	PROPN
iajs-3901	245	6	.	.	PUNCT
iajs-3901	246	1	[	[	X
iajs-3901	246	2	41	41	NUM
iajs-3901	246	3	]	]	X
iajs-3901	246	4	uci	uci	PROPN
iajs-3901	246	5	rf	rf	PROPN
iajs-3901	246	6	,	,	PUNCT
iajs-3901	246	7	logistic	logistic	ADJ
iajs-3901	246	8	regression	regression	NOUN
iajs-3901	246	9	.	.	PUNCT
iajs-3901	247	1	kneighbours	kneighbour	NOUN
iajs-3901	247	2	,	,	PUNCT
iajs-3901	247	3	svm	svm	ADJ
iajs-3901	247	4	,	,	PUNCT
iajs-3901	247	5	decision	decision	NOUN
iajs-3901	247	6	tree	tree	NOUN
iajs-3901	247	7	model	model	NOUN
iajs-3901	247	8	accuracy	accuracy	NOUN
iajs-3901	247	9	rf	rf	NOUN
iajs-3901	247	10	:	:	PUNCT
iajs-3901	247	11	80.3	80.3	NUM
iajs-3901	247	12	%	%	NOUN
iajs-3901	247	13	logistic	logistic	ADJ
iajs-3901	247	14	regression	regression	NOUN
iajs-3901	247	15	:	:	PUNCT
iajs-3901	247	16	83.31	83.31	NUM
iajs-3901	247	17	%	%	NOUN
iajs-3901	247	18	kneighbours	kneighbour	NOUN
iajs-3901	247	19	:	:	PUNCT
iajs-3901	247	20	84.86	84.86	NUM
iajs-3901	247	21	%	%	NOUN
iajs-3901	247	22	svm	svm	NOUN
iajs-3901	247	23	:	:	PUNCT
iajs-3901	247	24	83.29	83.29	NUM
iajs-3901	247	25	%	%	NOUN
iajs-3901	247	26	decision	decision	NOUN
iajs-3901	247	27	tree	tree	NOUN
iajs-3901	247	28	:	:	PUNCT
iajs-3901	247	29	80	80	NUM
iajs-3901	247	30	%	%	NOUN
iajs-3901	247	31	2021	2021	NUM
iajs-3901	247	32	zeleznik	zeleznik	X
iajs-3901	247	33	et	et	NOUN
iajs-3901	247	34	al	al	PROPN
iajs-3901	247	35	.	.	PUNCT
iajs-3901	248	1	[	[	X
iajs-3901	248	2	42	42	NUM
iajs-3901	248	3	]	]	SYM
iajs-3901	248	4	20084	20084	NUM
iajs-3901	248	5	individuals	individual	NOUN
iajs-3901	248	6	from	from	ADP
iajs-3901	248	7	distinct	distinct	ADJ
iajs-3901	248	8	cohorts	cohort	NOUN
iajs-3901	248	9	tensorflow	tensorflow	NOUN
iajs-3901	248	10	-	-	PUNCT
iajs-3901	248	11	gpu	gpu	NOUN
iajs-3901	248	12	and	and	CCONJ
iajs-3901	248	13	keras	keras	PROPN
iajs-3901	248	14	,	,	PUNCT
iajs-3901	248	15	and	and	CCONJ
iajs-3901	248	16	four	four	NUM
iajs-3901	248	17	gpus	gpu	NOUN
iajs-3901	248	18	that	that	PRON
iajs-3901	248	19	had	have	VERB
iajs-3901	248	20	a	a	DET
iajs-3901	248	21	minimum	minimum	NOUN
iajs-3901	248	22	of	of	ADP
iajs-3901	248	23	64	64	NUM
iajs-3901	248	24	gb	gb	NOUN
iajs-3901	248	25	results	result	NOUN
iajs-3901	248	26	based	base	VERB
iajs-3901	248	27	on	on	ADP
iajs-3901	248	28	spikes	spike	NOUN
iajs-3901	248	29	in	in	ADP
iajs-3901	248	30	generated	generate	VERB
iajs-3901	248	31	graphs	graph	NOUN
iajs-3901	248	32	with	with	ADP
iajs-3901	248	33	no	no	DET
iajs-3901	248	34	accuracy	accuracy	NOUN
iajs-3901	248	35	used	use	VERB
iajs-3901	248	36	2022	2022	NUM
iajs-3901	248	37	kaniz	kaniz	NOUN
iajs-3901	248	38	fatema	fatema	PROPN
iajs-3901	248	39	et	et	PROPN
iajs-3901	248	40	al	al	PROPN
iajs-3901	248	41	.	.	PUNCT
iajs-3901	249	1	[	[	X
iajs-3901	249	2	43	43	NUM
iajs-3901	249	3	]	]	PUNCT
iajs-3901	249	4	ecg	ecg	PROPN
iajs-3901	249	5	images	image	NOUN
iajs-3901	249	6	c	c	NOUN
iajs-3901	249	7	and	and	CCONJ
iajs-3901	249	8	covid-19	covid-19	PROPN
iajs-3901	249	9	patients	patient	NOUN
iajs-3901	249	10	inres-106	inres-106	VERB
iajs-3901	249	11	inceptionv3	inceptionv3	NOUN
iajs-3901	249	12	resnet50	resnet50	NOUN
iajs-3901	249	13	densenet201	densenet201	PROPN
iajs-3901	249	14	vgg19	vgg19	PROPN
iajs-3901	249	15	mobilenetv2	mobilenetv2	PROPN
iajs-3901	249	16	model	model	PROPN
iajs-3901	249	17	accuracy	accuracy	PROPN
iajs-3901	249	18	inres-106	inres-106	NOUN
iajs-3901	249	19	:	:	PUNCT
iajs-3901	249	20	98.34	98.34	NUM
iajs-3901	249	21	%	%	NOUN
iajs-3901	249	22	,	,	PUNCT
iajs-3901	249	23	inceptionv3	inceptionv3	NOUN
iajs-3901	249	24	:	:	PUNCT
iajs-3901	249	25	90.56	90.56	NUM
iajs-3901	249	26	%	%	NOUN
iajs-3901	249	27	resnet50	resnet50	NOUN
iajs-3901	249	28	:	:	PUNCT
iajs-3901	249	29	89.63	89.63	NUM
iajs-3901	249	30	%	%	NOUN
iajs-3901	249	31	densenet201	densenet201	NUM
iajs-3901	249	32	:	:	PUNCT
iajs-3901	249	33	88.94	88.94	NUM
iajs-3901	249	34	%	%	NOUN
iajs-3901	249	35	vgg19	vgg19	NOUN
iajs-3901	249	36	:	:	PUNCT
iajs-3901	249	37	87.87	87.87	NUM
iajs-3901	249	38	%	%	NOUN
iajs-3901	249	39	mobilenetv2	mobilenetv2	NOUN
iajs-3901	249	40	:	:	PUNCT
iajs-3901	249	41	80.5	80.5	NUM
iajs-3901	249	42	%	%	NOUN
iajs-3901	249	43	2022	2022	NUM
iajs-3901	249	44	mhamdi	mhamdi	NOUN
iajs-3901	249	45	,	,	PUNCT
iajs-3901	249	46	l.	l.	PROPN
iajs-3901	249	47	et	et	PROPN
iajs-3901	249	48	al	al	PROPN
iajs-3901	249	49	.	.	PUNCT
iajs-3901	250	1	[	[	X
iajs-3901	250	2	44	44	NUM
iajs-3901	250	3	]	]	X
iajs-3901	250	4	self	self	NOUN
iajs-3901	250	5	-	-	PUNCT
iajs-3901	250	6	created	create	VERB
iajs-3901	250	7	ecg	ecg	PROPN
iajs-3901	250	8	dataset	dataset	NOUN
iajs-3901	250	9	.	.	PUNCT
iajs-3901	251	1	custom	custom	PROPN
iajs-3901	251	2	cnn	cnn	PROPN
iajs-3901	251	3	models	model	NOUN
iajs-3901	251	4	,	,	PUNCT
iajs-3901	251	5	namely	namely	ADV
iajs-3901	251	6	mobilenetv2	mobilenetv2	PROPN
iajs-3901	251	7	and	and	CCONJ
iajs-3901	251	8	vgg16	vgg16	PROPN
iajs-3901	251	9	cnn	cnn	PROPN
iajs-3901	251	10	model	model	PROPN
iajs-3901	251	11	validation	validation	NOUN
iajs-3901	251	12	accuracy	accuracy	NOUN
iajs-3901	251	13	above	above	ADP
iajs-3901	251	14	95	95	NUM
iajs-3901	251	15	%	%	NOUN
iajs-3901	251	16	2023	2023	NUM
iajs-3901	251	17	ao	ao	NOUN
iajs-3901	251	18	&	&	CCONJ
iajs-3901	251	19	he	he	PRON
iajs-3901	252	1	[	[	X
iajs-3901	252	2	45	45	NUM
iajs-3901	252	3	]	]	X
iajs-3901	252	4	ptb	ptb	PROPN
iajs-3901	252	5	-	-	PUNCT
iajs-3901	252	6	xl	xl	PROPN
iajs-3901	252	7	,	,	PUNCT
iajs-3901	252	8	cpsc	cpsc	PROPN
iajs-3901	252	9	,	,	PUNCT
iajs-3901	252	10	shaoxing	shaoxing	PROPN
iajs-3901	252	11	,	,	PUNCT
iajs-3901	252	12	tongji	tongji	PROPN
iajs-3901	252	13	grad	grad	NOUN
iajs-3901	252	14	-	-	PUNCT
iajs-3901	252	15	cam	cam	NOUN
iajs-3901	252	16	the	the	DET
iajs-3901	252	17	models	model	NOUN
iajs-3901	252	18	performed	perform	VERB
iajs-3901	252	19	well	well	ADV
iajs-3901	252	20	on	on	ADP
iajs-3901	252	21	the	the	DET
iajs-3901	252	22	ecgs	ecgs	NOUN
iajs-3901	252	23	from	from	ADP
iajs-3901	252	24	the	the	DET
iajs-3901	252	25	same	same	ADJ
iajs-3901	252	26	populations	population	NOUN
iajs-3901	252	27	and	and	CCONJ
iajs-3901	252	28	datasets	dataset	NOUN
iajs-3901	252	29	used	use	VERB
iajs-3901	252	30	for	for	ADP
iajs-3901	252	31	training	train	VERB
iajs-3901	252	32	2023	2023	NUM
iajs-3901	252	33	golande	golande	NOUN
iajs-3901	252	34	&	&	CCONJ
iajs-3901	252	35	pavankumar	pavankumar	PROPN
iajs-3901	253	1	[	[	X
iajs-3901	253	2	46	46	NUM
iajs-3901	253	3	]	]	PUNCT
iajs-3901	253	4	publicly	publicly	ADV
iajs-3901	253	5	available	available	ADJ
iajs-3901	253	6	ptb	ptb	PROPN
iajs-3901	253	7	diagnostic	diagnostic	PROPN
iajs-3901	253	8	ecg	ecg	PROPN
iajs-3901	253	9	lstm	lstm	PROPN
iajs-3901	253	10	classifier	classifier	NOUN
iajs-3901	253	11	,	,	PUNCT
iajs-3901	253	12	dynamic	dynamic	ADJ
iajs-3901	253	13	handcrafted	handcrafted	ADJ
iajs-3901	253	14	and	and	CCONJ
iajs-3901	253	15	cnn	cnn	PROPN
iajs-3901	253	16	feature	feature	NOUN
iajs-3901	253	17	extraction	extraction	NOUN
iajs-3901	253	18	,	,	PUNCT
iajs-3901	253	19	manifold	manifold	ADJ
iajs-3901	253	20	learning	learning	NOUN
iajs-3901	253	21	for	for	ADP
iajs-3901	253	22	feature	feature	NOUN
iajs-3901	253	23	selection	selection	NOUN
iajs-3901	253	24	and	and	CCONJ
iajs-3901	253	25	normalization	normalization	NOUN
iajs-3901	253	26	classification	classification	NOUN
iajs-3901	253	27	accuracy	accuracy	NOUN
iajs-3901	253	28	of	of	ADP
iajs-3901	253	29	99.45	99.45	NUM
iajs-3901	253	30	%	%	NOUN
iajs-3901	253	31	,	,	PUNCT
iajs-3901	253	32	f1	f1	NOUN
iajs-3901	253	33	-	-	PUNCT
iajs-3901	253	34	score	score	NOUN
iajs-3901	253	35	of	of	ADP
iajs-3901	253	36	99.83	99.83	NUM
iajs-3901	253	37	%	%	NOUN
iajs-3901	253	38	.	.	PUNCT
iajs-3901	254	1	outperforms	outperform	VERB
iajs-3901	254	2	state	state	NOUN
iajs-3901	254	3	-	-	PUNCT
iajs-3901	254	4	of	of	ADP
iajs-3901	254	5	-	-	PUNCT
iajs-3901	254	6	the	the	DET
iajs-3901	254	7	-	-	PUNCT
iajs-3901	254	8	art	art	NOUN
iajs-3901	254	9	methods	method	NOUN
iajs-3901	254	10	in	in	ADP
iajs-3901	254	11	efficiency	efficiency	NOUN
iajs-3901	254	12	and	and	CCONJ
iajs-3901	254	13	accuracy	accuracy	NOUN
iajs-3901	254	14	ihjpas	ihjpa	NOUN
iajs-3901	254	15	.	.	PUNCT
iajs-3901	255	1	2024	2024	NUM
iajs-3901	255	2	,	,	PUNCT
iajs-3901	255	3	37	37	NUM
iajs-3901	255	4	(	(	PUNCT
iajs-3901	255	5	3	3	NUM
iajs-3901	255	6	)	)	PUNCT
iajs-3901	255	7	438	438	NUM
iajs-3901	255	8	year	year	NOUN
iajs-3901	255	9	author(s	author(s	NOUN
iajs-3901	255	10	)	)	PUNCT
iajs-3901	255	11	dataset(s	dataset(s	NOUN
iajs-3901	255	12	)	)	PUNCT
iajs-3901	255	13	methods	method	NOUN
iajs-3901	255	14	results	result	VERB
iajs-3901	255	15	2023	2023	NUM
iajs-3901	255	16	gadaleta	gadaleta	NOUN
iajs-3901	255	17	,	,	PUNCT
iajs-3901	255	18	m.	m.	NOUN
iajs-3901	255	19	et	et	PROPN
iajs-3901	255	20	al	al	PROPN
iajs-3901	255	21	.	.	PUNCT
iajs-3901	256	1	[	[	X
iajs-3901	256	2	47	47	NUM
iajs-3901	256	3	]	]	X
iajs-3901	256	4	patch	patch	NOUN
iajs-3901	256	5	-	-	PUNCT
iajs-3901	256	6	based	base	VERB
iajs-3901	256	7	ambulatory	ambulatory	ADJ
iajs-3901	256	8	singlelead	singlelead	NOUN
iajs-3901	256	9	ecg	ecg	PROPN
iajs-3901	256	10	dl	dl	PROPN
iajs-3901	256	11	model	model	PROPN
iajs-3901	256	12	integrating	integrate	VERB
iajs-3901	256	13	ecg	ecg	PROPN
iajs-3901	256	14	morphology	morphology	NOUN
iajs-3901	256	15	data	datum	NOUN
iajs-3901	256	16	and	and	CCONJ
iajs-3901	256	17	demographic	demographic	ADJ
iajs-3901	256	18	auc=0.80	auc=0.80	PROPN
iajs-3901	256	19	for	for	ADP
iajs-3901	256	20	predicting	predict	VERB
iajs-3901	256	21	af	af	NOUN
iajs-3901	256	22	within	within	ADP
iajs-3901	256	23	14	14	NUM
iajs-3901	256	24	days	day	NOUN
iajs-3901	256	25	.	.	PUNCT
iajs-3901	257	1	adding	add	VERB
iajs-3901	257	2	ecg	ecg	PROPN
iajs-3901	257	3	signal	signal	PROPN
iajs-3901	257	4	data	datum	NOUN
iajs-3901	257	5	significantly	significantly	ADV
iajs-3901	257	6	improves	improve	VERB
iajs-3901	257	7	prediction	prediction	NOUN
iajs-3901	257	8	over	over	ADP
iajs-3901	257	9	just	just	ADV
iajs-3901	257	10	using	use	VERB
iajs-3901	257	11	demographics	demographic	NOUN
iajs-3901	257	12	.	.	PUNCT
iajs-3901	258	1	2023	2023	NUM
iajs-3901	258	2	m.	m.	NOUN
iajs-3901	258	3	bukhari	bukhari	PROPN
iajs-3901	258	4	et	et	PROPN
iajs-3901	258	5	al	al	PROPN
iajs-3901	258	6	.	.	PUNCT
iajs-3901	259	1	[	[	X
iajs-3901	259	2	48	48	NUM
iajs-3901	259	3	]	]	SYM
iajs-3901	259	4	mit	mit	VERB
iajs-3901	259	5	-	-	PUNCT
iajs-3901	259	6	bih	bih	NOUN
iajs-3901	259	7	ptb	ptb	PROPN
iajs-3901	259	8	1d	1d	PROPN
iajs-3901	259	9	cnn	cnn	PROPN
iajs-3901	259	10	for	for	ADP
iajs-3901	259	11	linear	linear	PROPN
iajs-3901	259	12	features	feature	NOUN
iajs-3901	259	13	,	,	PUNCT
iajs-3901	259	14	vanilla	vanilla	NOUN
iajs-3901	259	15	lstm	lstm	NOUN
iajs-3901	259	16	for	for	ADP
iajs-3901	259	17	time	time	NOUN
iajs-3901	259	18	-	-	PUNCT
iajs-3901	259	19	series	series	NOUN
iajs-3901	259	20	features	feature	NOUN
iajs-3901	259	21	,	,	PUNCT
iajs-3901	259	22	generalized	generalize	VERB
iajs-3901	259	23	gated	gate	VERB
iajs-3901	259	24	pooling	pooling	NOUN
iajs-3901	259	25	,	,	PUNCT
iajs-3901	259	26	smote	smite	VERB
iajs-3901	259	27	oversampling	oversample	VERB
iajs-3901	259	28	average	average	ADJ
iajs-3901	259	29	accuracy	accuracy	NOUN
iajs-3901	259	30	of	of	ADP
iajs-3901	259	31	99.14	99.14	NUM
iajs-3901	259	32	%	%	NOUN
iajs-3901	259	33	,	,	PUNCT
iajs-3901	259	34	recall	recall	NOUN
iajs-3901	259	35	of	of	ADP
iajs-3901	259	36	95	95	NUM
iajs-3901	259	37	%	%	NOUN
iajs-3901	259	38	2023	2023	NUM
iajs-3901	259	39	seyed	seyed	PROPN
iajs-3901	259	40	matin	matin	PROPN
iajs-3901	259	41	malakouti	malakouti	PROPN
iajs-3901	259	42	[	[	X
iajs-3901	259	43	49	49	NUM
iajs-3901	259	44	]	]	PUNCT
iajs-3901	259	45	mit	mit	VERB
iajs-3901	259	46	-	-	PUNCT
iajs-3901	259	47	bih	bih	NOUN
iajs-3901	259	48	gaussian	gaussian	ADJ
iajs-3901	259	49	naive	naive	ADJ
iajs-3901	259	50	bayes	bayes	NOUN
iajs-3901	259	51	,	,	PUNCT
iajs-3901	259	52	logistic	logistic	ADJ
iajs-3901	259	53	regression	regression	NOUN
iajs-3901	259	54	,	,	PUNCT
iajs-3901	259	55	rf	rf	NOUN
iajs-3901	259	56	gaussian	gaussian	ADJ
iajs-3901	259	57	nb	nb	PROPN
iajs-3901	259	58	classifier	classifier	NOUN
iajs-3901	259	59	with	with	ADP
iajs-3901	259	60	96	96	NUM
iajs-3901	259	61	%	%	NOUN
iajs-3901	259	62	accuracy	accuracy	NOUN
iajs-3901	259	63	2023	2023	NUM
iajs-3901	259	64	deepika	deepika	X
iajs-3901	259	65	et	et	PROPN
iajs-3901	259	66	al	al	PROPN
iajs-3901	259	67	.	.	PUNCT
iajs-3901	260	1	[	[	X
iajs-3901	260	2	50	50	NUM
iajs-3901	260	3	]	]	X
iajs-3901	260	4	mckinsey	mckinsey	NOUN
iajs-3901	260	5	data	datum	NOUN
iajs-3901	260	6	set	set	VERB
iajs-3901	260	7	and	and	CCONJ
iajs-3901	260	8	mit	mit	VERB
iajs-3901	260	9	-	-	PUNCT
iajs-3901	260	10	bih	bih	PROPN
iajs-3901	260	11	rr	rr	PROPN
iajs-3901	260	12	interval	interval	NOUN
iajs-3901	260	13	cnn	cnn	PROPN
iajs-3901	260	14	diverse	diverse	ADJ
iajs-3901	260	15	results	result	NOUN
iajs-3901	260	16	;	;	PUNCT
iajs-3901	260	17	some	some	DET
iajs-3901	260	18	approaches	approach	NOUN
iajs-3901	260	19	reach	reach	VERB
iajs-3901	260	20	as	as	ADV
iajs-3901	260	21	high	high	ADJ
iajs-3901	260	22	as	as	ADP
iajs-3901	260	23	99.94	99.94	NUM
iajs-3901	260	24	%	%	NOUN
iajs-3901	260	25	accuracy	accuracy	NOUN
iajs-3901	260	26	2023	2023	NUM
iajs-3901	260	27	hima	hima	PROPN
iajs-3901	260	28	vijayan	vijayan	PROPN
iajs-3901	260	29	vp	vp	PROPN
iajs-3901	260	30	et	et	PROPN
iajs-3901	260	31	al	al	PROPN
iajs-3901	260	32	.	.	PUNCT
iajs-3901	261	1	[	[	X
iajs-3901	261	2	51	51	NUM
iajs-3901	261	3	]	]	SYM
iajs-3901	261	4	mit	mit	VERB
iajs-3901	261	5	-	-	PUNCT
iajs-3901	261	6	bih	bih	NOUN
iajs-3901	261	7	cnn	cnn	PROPN
iajs-3901	261	8	,	,	PUNCT
iajs-3901	261	9	cnn	cnn	PROPN
iajs-3901	261	10	with	with	ADP
iajs-3901	261	11	lstm	lstm	PROPN
iajs-3901	261	12	cnn	cnn	PROPN
iajs-3901	261	13	with	with	ADP
iajs-3901	261	14	lstm	lstm	NOUN
iajs-3901	261	15	achieved	achieve	VERB
iajs-3901	261	16	the	the	DET
iajs-3901	261	17	highest	high	ADJ
iajs-3901	261	18	accuracy	accuracy	NOUN
iajs-3901	261	19	of	of	ADP
iajs-3901	261	20	96.3	96.3	NUM
iajs-3901	261	21	%	%	NOUN
iajs-3901	261	22	2023	2023	NUM
iajs-3901	261	23	cuevas	cuevas	NOUN
iajs-3901	261	24	-	-	PUNCT
iajs-3901	261	25	chávez	chávez	PROPN
iajs-3901	261	26	et	et	PROPN
iajs-3901	261	27	al	al	PROPN
iajs-3901	261	28	.	.	PUNCT
iajs-3901	262	1	[	[	X
iajs-3901	262	2	52	52	NUM
iajs-3901	262	3	]	]	SYM
iajs-3901	262	4	echocardiogram	echocardiogram	NOUN
iajs-3901	262	5	video	video	NOUN
iajs-3901	262	6	data	datum	NOUN
iajs-3901	262	7	of	of	ADP
iajs-3901	262	8	1024	1024	NUM
iajs-3901	262	9	patients	patient	NOUN
iajs-3901	262	10	ml	ml	ADP
iajs-3901	262	11	dl	dl	PROPN
iajs-3901	262	12	cnn	cnn	PROPN
iajs-3901	262	13	with	with	ADP
iajs-3901	262	14	97.50	97.50	NUM
iajs-3901	262	15	%	%	NOUN
iajs-3901	262	16	accuracy	accuracy	NOUN
iajs-3901	262	17	acknowledgment	acknowledgment	NOUN
iajs-3901	262	18	words	word	NOUN
iajs-3901	262	19	can	can	AUX
iajs-3901	262	20	not	not	PART
iajs-3901	262	21	express	express	VERB
iajs-3901	262	22	my	my	PRON
iajs-3901	262	23	gratitude	gratitude	NOUN
iajs-3901	262	24	to	to	ADP
iajs-3901	262	25	my	my	PRON
iajs-3901	262	26	supervisor	supervisor	NOUN
iajs-3901	262	27	asst	asst	NOUN
iajs-3901	262	28	.	.	PUNCT
iajs-3901	263	1	prof	prof	PROPN
iajs-3901	263	2	.	.	PUNCT
iajs-3901	264	1	dr	dr	PROPN
iajs-3901	264	2	.	.	PROPN
iajs-3901	264	3	mohammed	mohammed	PROPN
iajs-3901	264	4	s.	s.	PROPN
iajs-3901	264	5	h.	h.	PROPN
iajs-3901	264	6	altamimi	altamimi	PROPN
iajs-3901	264	7	for	for	ADP
iajs-3901	264	8	his	his	PRON
iajs-3901	264	9	invaluable	invaluable	ADJ
iajs-3901	264	10	support	support	NOUN
iajs-3901	264	11	.	.	PUNCT
iajs-3901	265	1	i	i	PRON
iajs-3901	265	2	would	would	AUX
iajs-3901	265	3	like	like	VERB
iajs-3901	265	4	to	to	PART
iajs-3901	265	5	extend	extend	VERB
iajs-3901	265	6	my	my	PRON
iajs-3901	265	7	gratitude	gratitude	NOUN
iajs-3901	265	8	to	to	ADP
iajs-3901	265	9	the	the	DET
iajs-3901	265	10	staff	staff	NOUN
iajs-3901	265	11	in	in	ADP
iajs-3901	265	12	computer	computer	NOUN
iajs-3901	265	13	science	science	PROPN
iajs-3901	265	14	department	department	PROPN
iajs-3901	265	15	college	college	PROPN
iajs-3901	265	16	of	of	ADP
iajs-3901	265	17	science	science	PROPN
iajs-3901	265	18	university	university	PROPN
iajs-3901	265	19	of	of	ADP
iajs-3901	265	20	baghdad	baghdad	PROPN
iajs-3901	265	21	for	for	ADP
iajs-3901	265	22	their	their	PRON
iajs-3901	265	23	collaborative	collaborative	ADJ
iajs-3901	265	24	efforts	effort	NOUN
iajs-3901	265	25	.	.	PUNCT
iajs-3901	266	1	their	their	PRON
iajs-3901	266	2	expertise	expertise	NOUN
iajs-3901	266	3	has	have	AUX
iajs-3901	266	4	greatly	greatly	ADV
iajs-3901	266	5	benefited	benefit	VERB
iajs-3901	266	6	the	the	DET
iajs-3901	266	7	study	study	NOUN
iajs-3901	266	8	.	.	PUNCT
iajs-3901	267	1	i	i	PRON
iajs-3901	267	2	would	would	AUX
iajs-3901	267	3	like	like	VERB
iajs-3901	267	4	to	to	PART
iajs-3901	267	5	thank	thank	VERB
iajs-3901	267	6	all	all	DET
iajs-3901	267	7	those	those	DET
iajs-3901	267	8	people	people	NOUN
iajs-3901	267	9	who	who	PRON
iajs-3901	267	10	have	have	AUX
iajs-3901	267	11	supported	support	VERB
iajs-3901	267	12	me	i	PRON
iajs-3901	267	13	intellectually	intellectually	ADV
iajs-3901	267	14	and	and	CCONJ
iajs-3901	267	15	emotionally	emotionally	ADV
iajs-3901	267	16	as	as	SCONJ
iajs-3901	267	17	i	i	PRON
iajs-3901	267	18	worked	work	VERB
iajs-3901	267	19	on	on	ADP
iajs-3901	267	20	my	my	PRON
iajs-3901	267	21	project	project	NOUN
iajs-3901	267	22	.	.	PUNCT
iajs-3901	268	1	conflict	conflict	NOUN
iajs-3901	268	2	of	of	ADP
iajs-3901	268	3	interest	interest	NOUN
iajs-3901	268	4	there	there	PRON
iajs-3901	268	5	is	be	VERB
iajs-3901	268	6	no	no	DET
iajs-3901	268	7	conflict	conflict	NOUN
iajs-3901	268	8	of	of	ADP
iajs-3901	268	9	interest	interest	NOUN
iajs-3901	268	10	.	.	PUNCT
iajs-3901	269	1	funding	funding	NOUN
iajs-3901	269	2	there	there	PRON
iajs-3901	269	3	is	be	VERB
iajs-3901	269	4	no	no	DET
iajs-3901	269	5	funding	funding	NOUN
iajs-3901	269	6	for	for	ADP
iajs-3901	269	7	the	the	DET
iajs-3901	269	8	article	article	NOUN
iajs-3901	269	9	.	.	PUNCT
iajs-3901	270	1	references	reference	NOUN
iajs-3901	270	2	1	1	NUM
iajs-3901	270	3	.	.	PUNCT
iajs-3901	271	1	younis	younis	PROPN
iajs-3901	271	2	,	,	PUNCT
iajs-3901	271	3	m.	m.	NOUN
iajs-3901	271	4	a.	a.	PROPN
iajs-3901	271	5	;	;	PUNCT
iajs-3901	271	6	al	al	PROPN
iajs-3901	271	7	-	-	PUNCT
iajs-3901	271	8	tamimi	tamimi	PROPN
iajs-3901	271	9	,	,	PUNCT
iajs-3901	271	10	m.	m.	NOUN
iajs-3901	271	11	s.	s.	PROPN
iajs-3901	271	12	preparing	prepare	VERB
iajs-3901	271	13	of	of	ADP
iajs-3901	271	14	ecg	ecg	PROPN
iajs-3901	271	15	dataset	dataset	VERB
iajs-3901	271	16	for	for	ADP
iajs-3901	271	17	biometric	biometric	ADJ
iajs-3901	271	18	i	i	PROPN
iajs-3901	271	19	d	d	PROPN
iajs-3901	271	20	identification	identification	NOUN
iajs-3901	271	21	with	with	ADP
iajs-3901	271	22	creative	creative	ADJ
iajs-3901	271	23	techniques	technique	NOUN
iajs-3901	271	24	.	.	PUNCT
iajs-3901	272	1	tem	tem	PROPN
iajs-3901	272	2	journal	journal	PROPN
iajs-3901	272	3	.	.	PUNCT
iajs-3901	273	1	2022	2022	NUM
iajs-3901	273	2	,	,	PUNCT
iajs-3901	273	3	11(4	11(4	NUM
iajs-3901	273	4	)	)	PUNCT
iajs-3901	273	5	,	,	PUNCT
iajs-3901	273	6	1500	1500	NUM
iajs-3901	273	7	-	-	SYM
iajs-3901	273	8	1507	1507	NUM
iajs-3901	273	9	.	.	PUNCT
iajs-3901	274	1	https://doi.org/10.18421/tem114-10	https://doi.org/10.18421/tem114-10	X
iajs-3901	274	2	.	.	NOUN
iajs-3901	275	1	2	2	NUM
iajs-3901	275	2	.	.	X
iajs-3901	275	3	yousiaf	yousiaf	NOUN
iajs-3901	275	4	,	,	PUNCT
iajs-3901	275	5	t.	t.	PROPN
iajs-3901	275	6	h.	h.	PROPN
iajs-3901	275	7	;	;	PUNCT
iajs-3901	275	8	al	al	PROPN
iajs-3901	275	9	-	-	PUNCT
iajs-3901	275	10	tamimi	tamimi	PROPN
iajs-3901	275	11	,	,	PUNCT
iajs-3901	275	12	m.	m.	NOUN
iajs-3901	275	13	s.	s.	PROPN
iajs-3901	276	1	the	the	DET
iajs-3901	276	2	role	role	NOUN
iajs-3901	276	3	of	of	ADP
iajs-3901	276	4	artificial	artificial	ADJ
iajs-3901	276	5	intelligence	intelligence	NOUN
iajs-3901	276	6	in	in	ADP
iajs-3901	276	7	diagnosing	diagnose	VERB
iajs-3901	276	8	heart	heart	NOUN
iajs-3901	276	9	disease	disease	NOUN
iajs-3901	276	10	in	in	ADP
iajs-3901	276	11	humans	human	NOUN
iajs-3901	276	12	:	:	PUNCT
iajs-3901	276	13	a	a	DET
iajs-3901	276	14	review	review	NOUN
iajs-3901	276	15	.	.	PUNCT
iajs-3901	277	1	journal	journal	PROPN
iajs-3901	277	2	of	of	ADP
iajs-3901	277	3	applied	apply	VERB
iajs-3901	277	4	engineering	engineering	NOUN
iajs-3901	277	5	and	and	CCONJ
iajs-3901	277	6	technological	technological	ADJ
iajs-3901	277	7	science	science	NOUN
iajs-3901	277	8	.	.	PUNCT
iajs-3901	278	1	2023	2023	NUM
iajs-3901	278	2	,	,	PUNCT
iajs-3901	278	3	5(1	5(1	NUM
iajs-3901	278	4	)	)	PUNCT
iajs-3901	278	5	,	,	PUNCT
iajs-3901	278	6	321	321	NUM
iajs-3901	278	7	-	-	SYM
iajs-3901	278	8	338	338	NUM
iajs-3901	278	9	.	.	PUNCT
iajs-3901	279	1	https://doi.org/10.37385/jaets.v5i1.3413	https://doi.org/10.37385/jaets.v5i1.3413	NOUN
iajs-3901	279	2	.	.	PUNCT
iajs-3901	280	1	3	3	X
iajs-3901	280	2	.	.	X
iajs-3901	280	3	morris	morris	PROPN
iajs-3901	280	4	,	,	PUNCT
iajs-3901	280	5	f.	f.	PROPN
iajs-3901	280	6	abc	abc	PROPN
iajs-3901	280	7	of	of	ADP
iajs-3901	280	8	clinical	clinical	ADJ
iajs-3901	280	9	electrocardiography	electrocardiography	NOUN
iajs-3901	280	10	;	;	PUNCT
iajs-3901	280	11	john	john	PROPN
iajs-3901	280	12	wiley	wiley	PROPN
iajs-3901	280	13	&	&	CCONJ
iajs-3901	280	14	sons	son	NOUN
iajs-3901	280	15	.	.	PUNCT
iajs-3901	281	1	2009	2009	NUM
iajs-3901	281	2	,	,	PUNCT
iajs-3901	281	3	isbn	isbn	ADJ
iajs-3901	281	4	978	978	NUM
iajs-3901	281	5	-	-	SYM
iajs-3901	281	6	1	1	NUM
iajs-3901	281	7	-	-	PUNCT
iajs-3901	281	8	444	444	NUM
iajs-3901	281	9	-	-	PUNCT
iajs-3901	281	10	31249	31249	NUM
iajs-3901	281	11	-	-	SYM
iajs-3901	281	12	2	2	NUM
iajs-3901	281	13	.	.	NOUN
iajs-3901	281	14	4	4	NUM
iajs-3901	281	15	.	.	X
iajs-3901	281	16	manda	manda	PROPN
iajs-3901	281	17	,	,	PUNCT
iajs-3901	281	18	y.r	y.r	PROPN
iajs-3901	281	19	.	.	PROPN
iajs-3901	281	20	;	;	PUNCT
iajs-3901	281	21	baradhi	baradhi	PROPN
iajs-3901	281	22	,	,	PUNCT
iajs-3901	281	23	k.m	k.m	PROPN
iajs-3901	281	24	.	.	PROPN
iajs-3901	281	25	cardiac	cardiac	ADJ
iajs-3901	281	26	catheterization	catheterization	NOUN
iajs-3901	281	27	risks	risk	NOUN
iajs-3901	281	28	and	and	CCONJ
iajs-3901	281	29	complications	complication	NOUN
iajs-3901	281	30	;	;	PUNCT
iajs-3901	281	31	stat	stat	NOUN
iajs-3901	281	32	pearls	pearl	NOUN
iajs-3901	281	33	publishing	publishing	NOUN
iajs-3901	281	34	:	:	PUNCT
iajs-3901	281	35	treasure	treasure	NOUN
iajs-3901	281	36	island	island	NOUN
iajs-3901	281	37	,	,	PUNCT
iajs-3901	281	38	fl	fl	PROPN
iajs-3901	281	39	,	,	PUNCT
iajs-3901	281	40	usa	usa	PROPN
iajs-3901	281	41	.	.	PROPN
iajs-3901	281	42	2021	2021	NUM
iajs-3901	281	43	,	,	PUNCT
iajs-3901	281	44	pmid	pmid	NOUN
iajs-3901	281	45	:	:	PUNCT
iajs-3901	281	46	30285356	30285356	NUM
iajs-3901	281	47	.	.	PUNCT
iajs-3901	282	1	https://doi.org/10.37385/jaets.v5i1.3413	https://doi.org/10.37385/jaets.v5i1.3413	PROPN
iajs-3901	282	2	ihjpas	ihjpas	PROPN
iajs-3901	282	3	.	.	PUNCT
iajs-3901	283	1	2024	2024	NUM
iajs-3901	283	2	,	,	PUNCT
iajs-3901	283	3	37	37	NUM
iajs-3901	283	4	(	(	PUNCT
iajs-3901	283	5	3	3	NUM
iajs-3901	283	6	)	)	PUNCT
iajs-3901	283	7	439	439	NUM
iajs-3901	283	8	5	5	NUM
iajs-3901	283	9	.	.	PUNCT
iajs-3901	284	1	jørgensen	jørgensen	PROPN
iajs-3901	284	2	,	,	PUNCT
iajs-3901	284	3	m.e	m.e	PROPN
iajs-3901	284	4	.	.	PROPN
iajs-3901	284	5	;	;	PUNCT
iajs-3901	284	6	andersson	andersson	PROPN
iajs-3901	284	7	,	,	PUNCT
iajs-3901	284	8	c.	c.	PROPN
iajs-3901	284	9	;	;	PUNCT
iajs-3901	284	10	nørgaard	nørgaard	PROPN
iajs-3901	284	11	,	,	PUNCT
iajs-3901	284	12	b.l	b.l	PROPN
iajs-3901	284	13	.	.	PROPN
iajs-3901	284	14	;	;	PUNCT
iajs-3901	284	15	abdulla	abdulla	PROPN
iajs-3901	284	16	,	,	PUNCT
iajs-3901	284	17	j.	j.	PROPN
iajs-3901	284	18	;	;	PUNCT
iajs-3901	284	19	shreibati	shreibati	PROPN
iajs-3901	284	20	,	,	PUNCT
iajs-3901	284	21	j.b	j.b	PROPN
iajs-3901	284	22	.	.	PROPN
iajs-3901	284	23	;	;	PUNCT
iajs-3901	284	24	torp	torp	PROPN
iajs-3901	284	25	-	-	PUNCT
iajs-3901	284	26	pedersen	pedersen	PROPN
iajs-3901	284	27	,	,	PUNCT
iajs-3901	284	28	c.	c.	NOUN
iajs-3901	284	29	;	;	PUNCT
iajs-3901	284	30	gislason	gislason	NOUN
iajs-3901	284	31	,	,	PUNCT
iajs-3901	284	32	g.h	g.h	PROPN
iajs-3901	284	33	.	.	PROPN
iajs-3901	284	34	;	;	PUNCT
iajs-3901	284	35	shaw	shaw	PROPN
iajs-3901	284	36	,	,	PUNCT
iajs-3901	284	37	r.e	r.e	PROPN
iajs-3901	284	38	.	.	PROPN
iajs-3901	284	39	;	;	PUNCT
iajs-3901	284	40	hlatky	hlatky	PROPN
iajs-3901	284	41	,	,	PUNCT
iajs-3901	284	42	m.a	m.a	PROPN
iajs-3901	284	43	.	.	PROPN
iajs-3901	284	44	functional	functional	ADJ
iajs-3901	284	45	testing	testing	NOUN
iajs-3901	284	46	or	or	CCONJ
iajs-3901	284	47	coronary	coronary	ADJ
iajs-3901	284	48	computed	compute	VERB
iajs-3901	284	49	tomography	tomography	NOUN
iajs-3901	284	50	angiography	angiography	NOUN
iajs-3901	284	51	in	in	ADP
iajs-3901	284	52	patients	patient	NOUN
iajs-3901	284	53	with	with	ADP
iajs-3901	284	54	stable	stable	ADJ
iajs-3901	284	55	coronary	coronary	ADJ
iajs-3901	284	56	artery	artery	NOUN
iajs-3901	284	57	disease	disease	NOUN
iajs-3901	284	58	.	.	PUNCT
iajs-3901	285	1	journal	journal	NOUN
iajs-3901	285	2	of	of	ADP
iajs-3901	285	3	the	the	DET
iajs-3901	285	4	american	american	PROPN
iajs-3901	285	5	college	college	PROPN
iajs-3901	285	6	of	of	ADP
iajs-3901	285	7	cardiology	cardiology	NOUN
iajs-3901	285	8	.	.	PUNCT
iajs-3901	286	1	2017	2017	NUM
iajs-3901	286	2	,	,	PUNCT
iajs-3901	286	3	69(14	69(14	NOUN
iajs-3901	286	4	)	)	PUNCT
iajs-3901	286	5	,	,	PUNCT
iajs-3901	286	6	1761	1761	NUM
iajs-3901	286	7	-	-	SYM
iajs-3901	286	8	1770	1770	NUM
iajs-3901	286	9	.	.	PUNCT
iajs-3901	287	1	https://doi.org/10.1016/j.jacc.2017.01.046	https://doi.org/10.1016/j.jacc.2017.01.046	NOUN
iajs-3901	287	2	.	.	PUNCT
iajs-3901	288	1	6	6	NUM
iajs-3901	288	2	.	.	X
iajs-3901	288	3	al	al	PROPN
iajs-3901	288	4	-	-	PUNCT
iajs-3901	288	5	tamimi	tamimi	PROPN
iajs-3901	288	6	,	,	PUNCT
iajs-3901	288	7	m.	m.	NOUN
iajs-3901	288	8	s.	s.	PROPN
iajs-3901	288	9	h.	h.	PROPN
iajs-3901	288	10	;	;	PUNCT
iajs-3901	288	11	al	al	PROPN
iajs-3901	288	12	-	-	PUNCT
iajs-3901	288	13	tamimi	tamimi	PROPN
iajs-3901	288	14	,	,	PUNCT
iajs-3901	288	15	a.	a.	PROPN
iajs-3901	288	16	s.	s.	PROPN
iajs-3901	288	17	h.	h.	PROPN
iajs-3901	288	18	;	;	PUNCT
iajs-3901	288	19	sulong	sulong	PROPN
iajs-3901	288	20	,	,	PUNCT
iajs-3901	288	21	g.	g.	PROPN
iajs-3901	288	22	a	a	DET
iajs-3901	288	23	new	new	ADJ
iajs-3901	288	24	abnormality	abnormality	NOUN
iajs-3901	288	25	detection	detection	NOUN
iajs-3901	288	26	approach	approach	NOUN
iajs-3901	288	27	for	for	ADP
iajs-3901	288	28	t1weighted	t1weighte	VERB
iajs-3901	288	29	magnetic	magnetic	ADJ
iajs-3901	288	30	resonance	resonance	NOUN
iajs-3901	288	31	imaging	imaging	NOUN
iajs-3901	288	32	brain	brain	NOUN
iajs-3901	288	33	slices	slice	NOUN
iajs-3901	288	34	using	use	VERB
iajs-3901	288	35	three	three	NUM
iajs-3901	288	36	planes	plane	NOUN
iajs-3901	288	37	.	.	PUNCT
iajs-3901	289	1	adv	adv	PROPN
iajs-3901	289	2	.	.	PUNCT
iajs-3901	289	3	computer	computer	NOUN
iajs-3901	289	4	.	.	PUNCT
iajs-3901	290	1	2016	2016	NUM
iajs-3901	290	2	,	,	PUNCT
iajs-3901	290	3	6(1	6(1	NUM
iajs-3901	290	4	)	)	PUNCT
iajs-3901	290	5	,	,	PUNCT
iajs-3901	290	6	627	627	NUM
iajs-3901	290	7	.	.	PUNCT
iajs-3901	291	1	https://doi.org/10.5923/j.ac.20160601.02	https://doi.org/10.5923/j.ac.20160601.02	X
iajs-3901	291	2	.	.	PUNCT
iajs-3901	292	1	7	7	X
iajs-3901	292	2	.	.	X
iajs-3901	292	3	al	al	PROPN
iajs-3901	292	4	-	-	PUNCT
iajs-3901	292	5	tamimi	tamimi	PROPN
iajs-3901	292	6	,	,	PUNCT
iajs-3901	292	7	m.	m.	NOUN
iajs-3901	292	8	s.	s.	PROPN
iajs-3901	292	9	h.	h.	PROPN
iajs-3901	292	10	;	;	PUNCT
iajs-3901	292	11	sulong	sulong	PROPN
iajs-3901	292	12	,	,	PUNCT
iajs-3901	292	13	g.	g.	PROPN
iajs-3901	292	14	a	a	DET
iajs-3901	292	15	new	new	ADJ
iajs-3901	292	16	method	method	NOUN
iajs-3901	292	17	for	for	ADP
iajs-3901	292	18	detecting	detect	VERB
iajs-3901	292	19	cerebral	cerebral	ADJ
iajs-3901	292	20	tissues	tissue	NOUN
iajs-3901	292	21	abnormality	abnormality	NOUN
iajs-3901	292	22	in	in	ADP
iajs-3901	292	23	magnetic	magnetic	ADJ
iajs-3901	292	24	resonance	resonance	NOUN
iajs-3901	292	25	images	image	NOUN
iajs-3901	292	26	.	.	PUNCT
iajs-3901	293	1	modern	modern	ADJ
iajs-3901	293	2	applied	apply	VERB
iajs-3901	293	3	science	science	NOUN
iajs-3901	293	4	.	.	PUNCT
iajs-3901	294	1	2015	2015	NUM
iajs-3901	294	2	,	,	PUNCT
iajs-3901	294	3	9(8	9(8	NUM
iajs-3901	294	4	)	)	PUNCT
iajs-3901	294	5	,	,	PUNCT
iajs-3901	294	6	363	363	NUM
iajs-3901	294	7	-	-	SYM
iajs-3901	294	8	379	379	NUM
iajs-3901	294	9	.	.	PUNCT
iajs-3901	295	1	https://doi.org/10.5539/mas.v9n8p363	https://doi.org/10.5539/mas.v9n8p363	PROPN
iajs-3901	295	2	.	.	PUNCT
iajs-3901	296	1	8	8	X
iajs-3901	296	2	.	.	X
iajs-3901	296	3	syed	sye	VERB
iajs-3901	296	4	,	,	PUNCT
iajs-3901	296	5	i.s	i.s	PROPN
iajs-3901	296	6	.	.	PROPN
iajs-3901	296	7	;	;	PUNCT
iajs-3901	297	1	glockner	glockner	NOUN
iajs-3901	297	2	,	,	PUNCT
iajs-3901	297	3	j.f	j.f	PROPN
iajs-3901	297	4	.	.	PROPN
iajs-3901	297	5	;	;	PUNCT
iajs-3901	297	6	feng	feng	PROPN
iajs-3901	297	7	,	,	PUNCT
iajs-3901	297	8	d.	d.	PROPN
iajs-3901	297	9	;	;	PUNCT
iajs-3901	297	10	araoz	araoz	PROPN
iajs-3901	297	11	,	,	PUNCT
iajs-3901	297	12	p.a	p.a	PROPN
iajs-3901	297	13	.	.	PROPN
iajs-3901	297	14	;	;	PUNCT
iajs-3901	297	15	martinez	martinez	PROPN
iajs-3901	297	16	,	,	PUNCT
iajs-3901	297	17	m.w	m.w	PROPN
iajs-3901	297	18	.	.	PROPN
iajs-3901	297	19	;	;	PUNCT
iajs-3901	297	20	edwards	edwards	PROPN
iajs-3901	297	21	,	,	PUNCT
iajs-3901	297	22	w.d	w.d	PROPN
iajs-3901	297	23	.	.	PROPN
iajs-3901	297	24	;	;	PUNCT
iajs-3901	297	25	gertz	gertz	PROPN
iajs-3901	297	26	,	,	PUNCT
iajs-3901	297	27	m.a	m.a	PROPN
iajs-3901	297	28	.	.	PROPN
iajs-3901	297	29	;	;	PUNCT
iajs-3901	297	30	dispenzieri	dispenzieri	PROPN
iajs-3901	297	31	,	,	PUNCT
iajs-3901	297	32	a.	a.	NOUN
iajs-3901	297	33	;	;	PUNCT
iajs-3901	297	34	oh	oh	INTJ
iajs-3901	297	35	,	,	PUNCT
iajs-3901	297	36	j.k.;bellavia	j.k.;bellavia	PROPN
iajs-3901	297	37	,	,	PUNCT
iajs-3901	297	38	d.	d.	PROPN
iajs-3901	297	39	role	role	NOUN
iajs-3901	297	40	of	of	ADP
iajs-3901	297	41	cardiac	cardiac	ADJ
iajs-3901	297	42	magnetic	magnetic	ADJ
iajs-3901	297	43	resonance	resonance	NOUN
iajs-3901	297	44	imaging	imaging	NOUN
iajs-3901	297	45	in	in	ADP
iajs-3901	297	46	the	the	DET
iajs-3901	297	47	detection	detection	NOUN
iajs-3901	297	48	of	of	ADP
iajs-3901	297	49	cardiac	cardiac	ADJ
iajs-3901	297	50	amyloidosis	amyloidosis	NOUN
iajs-3901	297	51	.	.	PUNCT
iajs-3901	298	1	jacc	jacc	VERB
iajs-3901	298	2	cardiovascular	cardiovascular	ADJ
iajs-3901	298	3	imaging	imaging	NOUN
iajs-3901	298	4	.	.	PUNCT
iajs-3901	299	1	2010	2010	NUM
iajs-3901	299	2	,	,	PUNCT
iajs-3901	299	3	3(2	3(2	NUM
iajs-3901	299	4	)	)	PUNCT
iajs-3901	299	5	,	,	PUNCT
iajs-3901	299	6	155–164	155–164	NUM
iajs-3901	299	7	.	.	NOUN
iajs-3901	300	1	9	9	NUM
iajs-3901	300	2	.	.	X
iajs-3901	300	3	pannu	pannu	PROPN
iajs-3901	300	4	,	,	PUNCT
iajs-3901	300	5	j.	j.	PROPN
iajs-3901	300	6	;	;	PUNCT
iajs-3901	300	7	poole	poole	PROPN
iajs-3901	300	8	,	,	PUNCT
iajs-3901	300	9	s.	s.	PROPN
iajs-3901	300	10	;	;	PUNCT
iajs-3901	300	11	shah	shah	NOUN
iajs-3901	300	12	,	,	PUNCT
iajs-3901	300	13	n.	n.	NOUN
iajs-3901	300	14	;	;	PUNCT
iajs-3901	300	15	shah	shah	PROPN
iajs-3901	300	16	,	,	PUNCT
iajs-3901	300	17	n.h	n.h	PROPN
iajs-3901	300	18	.	.	PUNCT
iajs-3901	301	1	assessing	assess	VERB
iajs-3901	301	2	screening	screen	VERB
iajs-3901	301	3	guidelines	guideline	NOUN
iajs-3901	301	4	for	for	ADP
iajs-3901	301	5	cardiovascular	cardiovascular	ADJ
iajs-3901	301	6	disease	disease	NOUN
iajs-3901	301	7	risk	risk	NOUN
iajs-3901	301	8	factors	factor	NOUN
iajs-3901	301	9	using	use	VERB
iajs-3901	301	10	routinely	routinely	ADV
iajs-3901	301	11	collected	collect	VERB
iajs-3901	301	12	data	datum	NOUN
iajs-3901	301	13	.	.	PUNCT
iajs-3901	302	1	scientific	scientific	ADJ
iajs-3901	302	2	reports	report	NOUN
iajs-3901	302	3	.	.	PUNCT
iajs-3901	303	1	2017	2017	NUM
iajs-3901	303	2	,	,	PUNCT
iajs-3901	303	3	7(1	7(1	NUM
iajs-3901	303	4	)	)	PUNCT
iajs-3901	303	5	,	,	PUNCT
iajs-3901	303	6	6488	6488	NUM
iajs-3901	303	7	.	.	PUNCT
iajs-3901	304	1	https://doi.org/10.1038/s41598-017-06492-6	https://doi.org/10.1038/s41598-017-06492-6	NUM
iajs-3901	304	2	.	.	PUNCT
iajs-3901	305	1	10	10	NUM
iajs-3901	305	2	.	.	PUNCT
iajs-3901	306	1	iragavarapu	iragavarapu	PROPN
iajs-3901	306	2	,	,	PUNCT
iajs-3901	306	3	t.	t.	PROPN
iajs-3901	306	4	;	;	PUNCT
iajs-3901	306	5	radhakrishna	radhakrishna	NOUN
iajs-3901	306	6	,	,	PUNCT
iajs-3901	306	7	t.	t.	PROPN
iajs-3901	306	8	;	;	PUNCT
iajs-3901	306	9	babu	babu	PROPN
iajs-3901	306	10	,	,	PUNCT
iajs-3901	306	11	k.j	k.j	PROPN
iajs-3901	306	12	.	.	PROPN
iajs-3901	306	13	;	;	PUNCT
iajs-3901	306	14	sanghamitra	sanghamitra	PROPN
iajs-3901	306	15	,	,	PUNCT
iajs-3901	306	16	r.	r.	PROPN
iajs-3901	306	17	acute	acute	PROPN
iajs-3901	306	18	coronary	coronary	ADJ
iajs-3901	306	19	syndrome	syndrome	NOUN
iajs-3901	306	20	in	in	ADP
iajs-3901	306	21	young	young	ADJ
iajs-3901	306	22	—	—	PUNCT
iajs-3901	306	23	a	a	DET
iajs-3901	306	24	tertiary	tertiary	ADJ
iajs-3901	306	25	care	care	NOUN
iajs-3901	306	26	centre	centre	NOUN
iajs-3901	306	27	experience	experience	NOUN
iajs-3901	306	28	with	with	ADP
iajs-3901	306	29	reference	reference	NOUN
iajs-3901	306	30	to	to	ADP
iajs-3901	306	31	coronary	coronary	ADJ
iajs-3901	306	32	angiogram	angiogram	NOUN
iajs-3901	306	33	.	.	PUNCT
iajs-3901	307	1	journal	journal	NOUN
iajs-3901	307	2	of	of	ADP
iajs-3901	307	3	the	the	DET
iajs-3901	307	4	practice	practice	NOUN
iajs-3901	307	5	of	of	ADP
iajs-3901	307	6	cardiovascular	cardiovascular	ADJ
iajs-3901	307	7	sciences	science	NOUN
iajs-3901	307	8	.	.	PUNCT
iajs-3901	308	1	2019	2019	NUM
iajs-3901	308	2	,	,	PUNCT
iajs-3901	308	3	5(1	5(1	NUM
iajs-3901	308	4	)	)	PUNCT
iajs-3901	308	5	,	,	PUNCT
iajs-3901	308	6	18	18	NUM
iajs-3901	308	7	-	-	SYM
iajs-3901	308	8	25	25	NUM
iajs-3901	308	9	.	.	PUNCT
iajs-3901	309	1	https://doi.org/10.4103/jpcs.jpcs_74_18	https://doi.org/10.4103/jpcs.jpcs_74_18	NUM
iajs-3901	309	2	.	.	PUNCT
iajs-3901	310	1	11	11	NUM
iajs-3901	310	2	.	.	X
iajs-3901	311	1	rafie	rafie	NOUN
iajs-3901	311	2	,	,	PUNCT
iajs-3901	311	3	n.	n.	NOUN
iajs-3901	311	4	;	;	PUNCT
iajs-3901	311	5	kashou	kashou	PROPN
iajs-3901	311	6	,	,	PUNCT
iajs-3901	311	7	a.h	a.h	PROPN
iajs-3901	311	8	.	.	PROPN
iajs-3901	311	9	;	;	PUNCT
iajs-3901	311	10	noseworthy	noseworthy	PROPN
iajs-3901	311	11	,	,	PUNCT
iajs-3901	311	12	p.a	p.a	PROPN
iajs-3901	311	13	.	.	PUNCT
iajs-3901	312	1	ecg	ecg	PROPN
iajs-3901	312	2	interpretation	interpretation	NOUN
iajs-3901	312	3	:	:	PUNCT
iajs-3901	312	4	clinical	clinical	ADJ
iajs-3901	312	5	relevance	relevance	NOUN
iajs-3901	312	6	,	,	PUNCT
iajs-3901	312	7	challenges	challenge	NOUN
iajs-3901	312	8	,	,	PUNCT
iajs-3901	312	9	and	and	CCONJ
iajs-3901	312	10	advances	advance	NOUN
iajs-3901	312	11	.	.	PUNCT
iajs-3901	313	1	hearts	heart	NOUN
iajs-3901	313	2	.	.	PUNCT
iajs-3901	313	3	2021	2021	NUM
iajs-3901	313	4	,	,	PUNCT
iajs-3901	313	5	2(4	2(4	NUM
iajs-3901	313	6	)	)	PUNCT
iajs-3901	313	7	,	,	PUNCT
iajs-3901	313	8	505–513	505–513	NUM
iajs-3901	313	9	.	.	PUNCT
iajs-3901	313	10	https://doi.org/10.3390/hearts2040039	https://doi.org/10.3390/hearts2040039	NOUN
iajs-3901	313	11	.	.	PUNCT
iajs-3901	314	1	12	12	NUM
iajs-3901	314	2	.	.	PUNCT
iajs-3901	315	1	al	al	PROPN
iajs-3901	315	2	-	-	PUNCT
iajs-3901	315	3	tamimi	tamimi	PROPN
iajs-3901	315	4	,	,	PUNCT
iajs-3901	315	5	m.	m.	NOUN
iajs-3901	315	6	s.	s.	PROPN
iajs-3901	315	7	h.	h.	PROPN
iajs-3901	316	1	a	a	DET
iajs-3901	316	2	survey	survey	NOUN
iajs-3901	316	3	on	on	ADP
iajs-3901	316	4	the	the	DET
iajs-3901	316	5	vein	vein	ADJ
iajs-3901	316	6	biometric	biometric	ADJ
iajs-3901	316	7	recognition	recognition	NOUN
iajs-3901	316	8	systems	system	NOUN
iajs-3901	316	9	:	:	PUNCT
iajs-3901	316	10	trends	trend	NOUN
iajs-3901	316	11	and	and	CCONJ
iajs-3901	316	12	challenges	challenge	NOUN
iajs-3901	316	13	.	.	PUNCT
iajs-3901	317	1	journal	journal	NOUN
iajs-3901	317	2	of	of	ADP
iajs-3901	317	3	theoretical	theoretical	ADJ
iajs-3901	317	4	and	and	CCONJ
iajs-3901	317	5	applied	apply	VERB
iajs-3901	317	6	information	information	NOUN
iajs-3901	317	7	technology	technology	NOUN
iajs-3901	317	8	.	.	PUNCT
iajs-3901	318	1	2019	2019	NUM
iajs-3901	318	2	,	,	PUNCT
iajs-3901	318	3	97(2	97(2	NUM
iajs-3901	318	4	)	)	PUNCT
iajs-3901	318	5	,	,	PUNCT
iajs-3901	318	6	551	551	NUM
iajs-3901	318	7	-	-	SYM
iajs-3901	318	8	568	568	NUM
iajs-3901	318	9	.	.	NOUN
iajs-3901	319	1	13	13	NUM
iajs-3901	319	2	.	.	PUNCT
iajs-3901	320	1	cook	cook	NOUN
iajs-3901	320	2	,	,	PUNCT
iajs-3901	320	3	d.a	d.a	PROPN
iajs-3901	320	4	.	.	PROPN
iajs-3901	320	5	;	;	PUNCT
iajs-3901	321	1	oh	oh	INTJ
iajs-3901	321	2	,	,	PUNCT
iajs-3901	321	3	s.y	s.y	PROPN
iajs-3901	321	4	.	.	PROPN
iajs-3901	321	5	;	;	PUNCT
iajs-3901	321	6	pusic	pusic	PROPN
iajs-3901	321	7	,	,	PUNCT
iajs-3901	321	8	m.v	m.v	PROPN
iajs-3901	321	9	.	.	PROPN
iajs-3901	321	10	accuracy	accuracy	NOUN
iajs-3901	321	11	of	of	ADP
iajs-3901	321	12	physicians	physician	NOUN
iajs-3901	321	13	’	'	PUNCT
iajs-3901	321	14	electrocardiogram	electrocardiogram	NOUN
iajs-3901	321	15	interpretations	interpretation	NOUN
iajs-3901	321	16	.	.	PUNCT
iajs-3901	322	1	jama	jama	PROPN
iajs-3901	322	2	internal	internal	ADJ
iajs-3901	322	3	medicine	medicine	NOUN
iajs-3901	322	4	.	.	PUNCT
iajs-3901	323	1	2020	2020	NUM
iajs-3901	323	2	,	,	PUNCT
iajs-3901	323	3	180(11	180(11	NUM
iajs-3901	323	4	)	)	PUNCT
iajs-3901	323	5	,	,	PUNCT
iajs-3901	323	6	1461	1461	NUM
iajs-3901	323	7	-	-	SYM
iajs-3901	323	8	1471	1471	NUM
iajs-3901	323	9	.	.	PUNCT
iajs-3901	324	1	https://doi.org/10.1001/jamainternmed.2020.3989	https://doi.org/10.1001/jamainternmed.2020.3989	PROPN
iajs-3901	324	2	.	.	PROPN
iajs-3901	324	3	14	14	NUM
iajs-3901	324	4	.	.	PUNCT
iajs-3901	325	1	higueras	higueras	PROPN
iajs-3901	325	2	,	,	PUNCT
iajs-3901	325	3	j.	j.	PROPN
iajs-3901	325	4	;	;	PUNCT
iajs-3901	325	5	gómez	gómez	NOUN
iajs-3901	325	6	-	-	PUNCT
iajs-3901	325	7	talavera	talavera	NOUN
iajs-3901	325	8	,	,	PUNCT
iajs-3901	325	9	s.	s.	PROPN
iajs-3901	325	10	;	;	PUNCT
iajs-3901	325	11	cañadas	cañada	NOUN
iajs-3901	325	12	,	,	PUNCT
iajs-3901	325	13	v.	v.	ADP
iajs-3901	325	14	;	;	PUNCT
iajs-3901	325	15	bover	bover	PROPN
iajs-3901	325	16	,	,	PUNCT
iajs-3901	325	17	r.	r.	PROPN
iajs-3901	325	18	;	;	PUNCT
iajs-3901	325	19	p	p	X
iajs-3901	325	20	,	,	PUNCT
iajs-3901	325	21	m.l	m.l	PROPN
iajs-3901	325	22	.	.	PROPN
iajs-3901	325	23	;	;	PUNCT
iajs-3901	325	24	gómez	gómez	NOUN
iajs-3901	325	25	-	-	PUNCT
iajs-3901	325	26	polo	polo	NOUN
iajs-3901	325	27	,	,	PUNCT
iajs-3901	325	28	j.c	j.c	PROPN
iajs-3901	325	29	.	.	PROPN
iajs-3901	325	30	;	;	PUNCT
iajs-3901	325	31	olmos	olmos	PROPN
iajs-3901	325	32	,	,	PUNCT
iajs-3901	325	33	c.	c.	PROPN
iajs-3901	325	34	;	;	PUNCT
iajs-3901	325	35	fernandez	fernandez	PROPN
iajs-3901	325	36	,	,	PUNCT
iajs-3901	325	37	c.	c.	PROPN
iajs-3901	325	38	;	;	PUNCT
iajs-3901	325	39	villacastín	villacastín	PROPN
iajs-3901	325	40	,	,	PUNCT
iajs-3901	325	41	j.	j.	PROPN
iajs-3901	325	42	;	;	PUNCT
iajs-3901	325	43	macaya	macaya	PROPN
iajs-3901	325	44	,	,	PUNCT
iajs-3901	325	45	c.	c.	NOUN
iajs-3901	325	46	expertise	expertise	NOUN
iajs-3901	325	47	in	in	ADP
iajs-3901	325	48	interpretation	interpretation	NOUN
iajs-3901	325	49	of	of	ADP
iajs-3901	325	50	12	12	NUM
iajs-3901	325	51	-	-	PUNCT
iajs-3901	325	52	lead	lead	NOUN
iajs-3901	325	53	electrocardiograms	electrocardiogram	NOUN
iajs-3901	325	54	of	of	ADP
iajs-3901	325	55	staff	staff	NOUN
iajs-3901	325	56	and	and	CCONJ
iajs-3901	325	57	residents	resident	NOUN
iajs-3901	325	58	physician	physician	NOUN
iajs-3901	325	59	:	:	PUNCT
iajs-3901	325	60	current	current	ADJ
iajs-3901	325	61	knowledge	knowledge	NOUN
iajs-3901	325	62	and	and	CCONJ
iajs-3901	325	63	comparison	comparison	NOUN
iajs-3901	325	64	between	between	ADP
iajs-3901	325	65	two	two	NUM
iajs-3901	325	66	different	different	ADJ
iajs-3901	325	67	teaching	teaching	NOUN
iajs-3901	325	68	methods	method	NOUN
iajs-3901	325	69	.	.	PUNCT
iajs-3901	326	1	journal	journal	PROPN
iajs-3901	326	2	caridology	caridology	NOUN
iajs-3901	326	3	current	current	ADJ
iajs-3901	326	4	research	research	NOUN
iajs-3901	326	5	.	.	PUNCT
iajs-3901	327	1	2016	2016	NUM
iajs-3901	327	2	,	,	PUNCT
iajs-3901	327	3	5(3	5(3	NUM
iajs-3901	327	4	)	)	PUNCT
iajs-3901	327	5	,	,	PUNCT
iajs-3901	327	6	00160	00160	NUM
iajs-3901	327	7	.	.	PUNCT
iajs-3901	328	1	https://doi.org/10.15406/jccr.2016.05.00160	https://doi.org/10.15406/jccr.2016.05.00160	PROPN
iajs-3901	328	2	.	.	NOUN
iajs-3901	328	3	15	15	NUM
iajs-3901	328	4	.	.	PUNCT
iajs-3901	329	1	abd	abd	PROPN
iajs-3901	329	2	-	-	PROPN
iajs-3901	329	3	alzhra	alzhra	PROPN
iajs-3901	329	4	,	,	PUNCT
iajs-3901	329	5	a.	a.	PROPN
iajs-3901	329	6	s.	s.	PROPN
iajs-3901	329	7	;	;	PUNCT
iajs-3901	329	8	al	al	PROPN
iajs-3901	329	9	-	-	PUNCT
iajs-3901	329	10	tamimi	tamimi	PROPN
iajs-3901	329	11	,	,	PUNCT
iajs-3901	329	12	m.	m.	NOUN
iajs-3901	329	13	s.	s.	PROPN
iajs-3901	329	14	image	image	PROPN
iajs-3901	329	15	compression	compression	NOUN
iajs-3901	329	16	using	use	VERB
iajs-3901	329	17	deep	deep	ADJ
iajs-3901	329	18	learning	learning	NOUN
iajs-3901	329	19	:	:	PUNCT
iajs-3901	329	20	methods	method	NOUN
iajs-3901	329	21	and	and	CCONJ
iajs-3901	329	22	techniques	technique	NOUN
iajs-3901	329	23	.	.	PUNCT
iajs-3901	330	1	iraqi	iraqi	ADJ
iajs-3901	330	2	journal	journal	PROPN
iajs-3901	330	3	of	of	ADP
iajs-3901	330	4	science	science	NOUN
iajs-3901	330	5	.	.	PUNCT
iajs-3901	331	1	2022	2022	NUM
iajs-3901	331	2	,	,	PUNCT
iajs-3901	331	3	1299	1299	NUM
iajs-3901	331	4	-	-	SYM
iajs-3901	331	5	1312	1312	NUM
iajs-3901	331	6	.	.	PUNCT
iajs-3901	332	1	https://doi.org/10.24996/ijs.2022.63.3.34	https://doi.org/10.24996/ijs.2022.63.3.34	NOUN
iajs-3901	332	2	.	.	PUNCT
iajs-3901	333	1	16	16	NUM
iajs-3901	333	2	.	.	X
iajs-3901	333	3	schläpfer	schläpfer	PROPN
iajs-3901	333	4	,	,	PUNCT
iajs-3901	333	5	j.	j.	PROPN
iajs-3901	333	6	;	;	PUNCT
iajs-3901	333	7	wellens	wellen	NOUN
iajs-3901	333	8	,	,	PUNCT
iajs-3901	333	9	h.j	h.j	PROPN
iajs-3901	333	10	.	.	PROPN
iajs-3901	333	11	computer	computer	NOUN
iajs-3901	333	12	-	-	PUNCT
iajs-3901	333	13	interpreted	interpret	VERB
iajs-3901	333	14	electrocardiograms	electrocardiogram	NOUN
iajs-3901	333	15	:	:	PUNCT
iajs-3901	333	16	benefits	benefit	NOUN
iajs-3901	333	17	and	and	CCONJ
iajs-3901	333	18	limitations	limitation	NOUN
iajs-3901	333	19	.	.	PUNCT
iajs-3901	334	1	journal	journal	NOUN
iajs-3901	334	2	of	of	ADP
iajs-3901	334	3	the	the	DET
iajs-3901	334	4	american	american	PROPN
iajs-3901	334	5	college	college	PROPN
iajs-3901	334	6	of	of	ADP
iajs-3901	334	7	cardiology	cardiology	NOUN
iajs-3901	334	8	.	.	PUNCT
iajs-3901	335	1	2017	2017	NUM
iajs-3901	335	2	,	,	PUNCT
iajs-3901	335	3	70(9	70(9	NUM
iajs-3901	335	4	)	)	PUNCT
iajs-3901	335	5	,	,	PUNCT
iajs-3901	335	6	1183	1183	NUM
iajs-3901	335	7	-	-	SYM
iajs-3901	335	8	1192	1192	NUM
iajs-3901	335	9	.	.	PUNCT
iajs-3901	336	1	https://doi.org/10.1016/j.jacc.2017.07.723	https://doi.org/10.1016/j.jacc.2017.07.723	PROPN
iajs-3901	336	2	.	.	PUNCT
iajs-3901	337	1	17	17	NUM
iajs-3901	337	2	.	.	PUNCT
iajs-3901	338	1	martínez	martínez	NOUN
iajs-3901	338	2	-	-	PUNCT
iajs-3901	338	3	losas	losa	NOUN
iajs-3901	338	4	,	,	PUNCT
iajs-3901	338	5	p.	p.	NOUN
iajs-3901	338	6	;	;	PUNCT
iajs-3901	338	7	higueras	higueras	PROPN
iajs-3901	338	8	,	,	PUNCT
iajs-3901	338	9	j.	j.	PROPN
iajs-3901	338	10	;	;	PUNCT
iajs-3901	338	11	gómez	gómez	NOUN
iajs-3901	338	12	-	-	PUNCT
iajs-3901	338	13	polo	polo	NOUN
iajs-3901	338	14	,	,	PUNCT
iajs-3901	338	15	j.c	j.c	PROPN
iajs-3901	338	16	.	.	PROPN
iajs-3901	338	17	;	;	PUNCT
iajs-3901	338	18	brabyn	brabyn	PROPN
iajs-3901	338	19	,	,	PUNCT
iajs-3901	338	20	p.	p.	PROPN
iajs-3901	338	21	;	;	PUNCT
iajs-3901	338	22	ferrer	ferrer	PROPN
iajs-3901	338	23	,	,	PUNCT
iajs-3901	338	24	j.m.f	j.m.f	NOUN
iajs-3901	338	25	.	.	PUNCT
iajs-3901	338	26	;	;	PUNCT
iajs-3901	338	27	cañadas	cañada	NOUN
iajs-3901	338	28	,	,	PUNCT
iajs-3901	338	29	v.	v.	PROPN
iajs-3901	338	30	;	;	PUNCT
iajs-3901	338	31	villacastín	villacastín	PROPN
iajs-3901	338	32	,	,	PUNCT
iajs-3901	338	33	j.p	j.p	PROPN
iajs-3901	338	34	.	.	PROPN
iajs-3901	339	1	the	the	DET
iajs-3901	339	2	influence	influence	NOUN
iajs-3901	339	3	of	of	ADP
iajs-3901	339	4	computerized	computerized	ADJ
iajs-3901	339	5	interpretation	interpretation	NOUN
iajs-3901	339	6	of	of	ADP
iajs-3901	339	7	an	an	DET
iajs-3901	339	8	electrocardiogram	electrocardiogram	NOUN
iajs-3901	339	9	reading	reading	NOUN
iajs-3901	339	10	.	.	PUNCT
iajs-3901	340	1	the	the	DET
iajs-3901	340	2	american	american	PROPN
iajs-3901	340	3	journal	journal	PROPN
iajs-3901	340	4	of	of	ADP
iajs-3901	340	5	emergency	emergency	NOUN
iajs-3901	340	6	medicine	medicine	NOUN
iajs-3901	340	7	.	.	PUNCT
iajs-3901	341	1	2016	2016	NUM
iajs-3901	341	2	,	,	PUNCT
iajs-3901	341	3	10(34	10(34	NUM
iajs-3901	341	4	)	)	PUNCT
iajs-3901	341	5	,	,	PUNCT
iajs-3901	341	6	2031	2031	NUM
iajs-3901	341	7	-	-	SYM
iajs-3901	341	8	2032	2032	NUM
iajs-3901	341	9	.	.	PUNCT
iajs-3901	342	1	https://doi.org/10.1016/j.ajem.2016.07.029	https://doi.org/10.1016/j.ajem.2016.07.029	NOUN
iajs-3901	342	2	.	.	PUNCT
iajs-3901	343	1	18	18	NUM
iajs-3901	343	2	.	.	X
iajs-3901	343	3	dey	dey	PROPN
iajs-3901	343	4	,	,	PUNCT
iajs-3901	343	5	s.	s.	PROPN
iajs-3901	343	6	;	;	PUNCT
iajs-3901	343	7	pal	pal	NOUN
iajs-3901	343	8	,	,	PUNCT
iajs-3901	343	9	r.	r.	PROPN
iajs-3901	343	10	;	;	PUNCT
iajs-3901	343	11	biswas	biswas	PROPN
iajs-3901	343	12	,	,	PUNCT
iajs-3901	343	13	s.	s.	PROPN
iajs-3901	343	14	deep	deep	PROPN
iajs-3901	343	15	learning	learn	VERB
iajs-3901	343	16	algorithms	algorithm	NOUN
iajs-3901	343	17	for	for	ADP
iajs-3901	343	18	efficient	efficient	ADJ
iajs-3901	343	19	analysis	analysis	NOUN
iajs-3901	343	20	of	of	ADP
iajs-3901	343	21	ecg	ecg	PROPN
iajs-3901	343	22	signalsto	signalsto	PROPN
iajs-3901	343	23	detect	detect	NOUN
iajs-3901	343	24	heart	heart	NOUN
iajs-3901	343	25	disorders	disorder	NOUN
iajs-3901	343	26	.	.	PUNCT
iajs-3901	344	1	in	in	ADP
iajs-3901	344	2	biomedical	biomedical	ADJ
iajs-3901	344	3	engineering	engineering	NOUN
iajs-3901	344	4	;	;	PUNCT
iajs-3901	344	5	intech	intech	PROPN
iajs-3901	344	6	open	open	PROPN
iajs-3901	344	7	:	:	PUNCT
iajs-3901	344	8	london	london	PROPN
iajs-3901	344	9	,	,	PUNCT
iajs-3901	344	10	uk	uk	PROPN
iajs-3901	344	11	.	.	PROPN
iajs-3901	344	12	2022	2022	NUM
iajs-3901	344	13	.	.	PUNCT
iajs-3901	345	1	https://doi.org/10.5772/intechopen.103075	https://doi.org/10.5772/intechopen.103075	INTJ
iajs-3901	345	2	.	.	PUNCT
iajs-3901	346	1	19	19	NUM
iajs-3901	346	2	.	.	NUM
iajs-3901	346	3	abed	abe	VERB
iajs-3901	346	4	,	,	PUNCT
iajs-3901	346	5	r.	r.	PROPN
iajs-3901	346	6	m.	m.	PROPN
iajs-3901	346	7	;	;	PUNCT
iajs-3901	346	8	abdulmalek	abdulmalek	PROPN
iajs-3901	346	9	,	,	PUNCT
iajs-3901	346	10	h.	h.	PROPN
iajs-3901	346	11	w.	w.	PROPN
iajs-3901	346	12	;	;	PUNCT
iajs-3901	346	13	yaaqoob	yaaqoob	NOUN
iajs-3901	346	14	,	,	PUNCT
iajs-3901	346	15	l.	l.	PROPN
iajs-3901	346	16	a.	a.	PROPN
iajs-3901	346	17	;	;	PUNCT
iajs-3901	346	18	altaee	altaee	PROPN
iajs-3901	346	19	,	,	PUNCT
iajs-3901	346	20	m.	m.	PROPN
iajs-3901	346	21	f.	f.	PROPN
iajs-3901	346	22	;	;	PUNCT
iajs-3901	346	23	kamona	kamona	PROPN
iajs-3901	346	24	,	,	PUNCT
iajs-3901	346	25	z.	z.	PROPN
iajs-3901	346	26	k.	k.	PROPN
iajs-3901	347	1	genetic	genetic	ADJ
iajs-3901	347	2	polymorphism	polymorphism	NOUN
iajs-3901	347	3	of	of	ADP
iajs-3901	347	4	tlr5	tlr5	PROPN
iajs-3901	347	5	and	and	CCONJ
iajs-3901	347	6	tlr6	tlr6	PROPN
iajs-3901	347	7	in	in	ADP
iajs-3901	347	8	iraqi	iraqi	ADJ
iajs-3901	347	9	patients	patient	NOUN
iajs-3901	347	10	with	with	ADP
iajs-3901	347	11	heart	heart	NOUN
iajs-3901	347	12	failure	failure	NOUN
iajs-3901	347	13	disease	disease	NOUN
iajs-3901	347	14	.	.	PUNCT
iajs-3901	348	1	iraqi	iraqi	ADJ
iajs-3901	348	2	journal	journal	PROPN
iajs-3901	348	3	of	of	ADP
iajs-3901	348	4	science	science	NOUN
iajs-3901	348	5	.	.	PUNCT
iajs-3901	349	1	2023	2023	NUM
iajs-3901	349	2	,	,	PUNCT
iajs-3901	349	3	64(4	64(4	NUM
iajs-3901	349	4	)	)	PUNCT
iajs-3901	349	5	,	,	PUNCT
iajs-3901	349	6	1662–1674	1662–1674	NUM
iajs-3901	349	7	.	.	PUNCT
iajs-3901	350	1	https://doi.org/10.24996/ijs.2023.64.4.9	https://doi.org/10.24996/ijs.2023.64.4.9	NOUN
iajs-3901	350	2	.	.	PROPN
iajs-3901	350	3	20	20	NUM
iajs-3901	350	4	.	.	PUNCT
iajs-3901	351	1	moini	moini	PROPN
iajs-3901	351	2	,	,	PUNCT
iajs-3901	351	3	j.	j.	PROPN
iajs-3901	351	4	anatomy	anatomy	PROPN
iajs-3901	351	5	and	and	CCONJ
iajs-3901	351	6	physiology	physiology	NOUN
iajs-3901	351	7	for	for	ADP
iajs-3901	351	8	health	health	NOUN
iajs-3901	351	9	professionals	professional	NOUN
iajs-3901	351	10	;	;	PUNCT
iajs-3901	351	11	jones	jones	PROPN
iajs-3901	351	12	&	&	CCONJ
iajs-3901	351	13	bartlett	bartlett	PROPN
iajs-3901	351	14	publishers	publisher	NOUN
iajs-3901	351	15	:	:	PUNCT
iajs-3901	351	16	2015	2015	NUM
iajs-3901	351	17	.	.	PUNCT
iajs-3901	352	1	21	21	NUM
iajs-3901	352	2	.	.	PUNCT
iajs-3901	353	1	al	al	PROPN
iajs-3901	353	2	-	-	PUNCT
iajs-3901	353	3	juboori	juboori	PROPN
iajs-3901	353	4	,	,	PUNCT
iajs-3901	353	5	r.	r.	PROPN
iajs-3901	353	6	a.	a.	PROPN
iajs-3901	353	7	l.	l.	PROPN
iajs-3901	353	8	contrast	contrast	PROPN
iajs-3901	353	9	enhancement	enhancement	NOUN
iajs-3901	353	10	of	of	ADP
iajs-3901	353	11	the	the	DET
iajs-3901	353	12	mammographic	mammographic	ADJ
iajs-3901	353	13	image	image	NOUN
iajs-3901	353	14	using	use	VERB
iajs-3901	353	15	retinex	retinex	NOUN
iajs-3901	353	16	with	with	ADP
iajs-3901	353	17	clahe	clahe	PROPN
iajs-3901	353	18	methods	method	NOUN
iajs-3901	353	19	.	.	PUNCT
iajs-3901	354	1	iraqi	iraqi	ADJ
iajs-3901	354	2	journal	journal	PROPN
iajs-3901	354	3	of	of	ADP
iajs-3901	354	4	science	science	NOUN
iajs-3901	354	5	.	.	PUNCT
iajs-3901	355	1	2017	2017	NUM
iajs-3901	355	2	,	,	PUNCT
iajs-3901	355	3	58(1b	58(1b	NUM
iajs-3901	355	4	)	)	PUNCT
iajs-3901	355	5	,	,	PUNCT
iajs-3901	355	6	327–336	327–336	NUM
iajs-3901	355	7	.	.	PUNCT
iajs-3901	356	1	22	22	NUM
iajs-3901	356	2	.	.	PUNCT
iajs-3901	357	1	rahma	rahma	PROPN
iajs-3901	357	2	,	,	PUNCT
iajs-3901	357	3	m.	m.	NOUN
iajs-3901	357	4	m.	m.	NOUN
iajs-3901	357	5	;	;	PUNCT
iajs-3901	357	6	salman	salman	PROPN
iajs-3901	357	7	,	,	PUNCT
iajs-3901	357	8	a.	a.	PROPN
iajs-3901	357	9	d.	d.	PROPN
iajs-3901	357	10	heart	heart	PROPN
iajs-3901	357	11	disease	disease	PROPN
iajs-3901	357	12	classification	classification	NOUN
iajs-3901	357	13	–	–	PUNCT
iajs-3901	357	14	based	base	VERB
iajs-3901	357	15	on	on	ADP
iajs-3901	357	16	the	the	DET
iajs-3901	357	17	best	good	ADJ
iajs-3901	357	18	machine	machine	NOUN
iajs-3901	357	19	learning	learning	NOUN
iajs-3901	357	20	model	model	NOUN
iajs-3901	357	21	.	.	PUNCT
iajs-3901	358	1	iraqi	iraqi	ADJ
iajs-3901	358	2	journal	journal	PROPN
iajs-3901	358	3	of	of	ADP
iajs-3901	358	4	science	science	NOUN
iajs-3901	358	5	.	.	PUNCT
iajs-3901	359	1	2022	2022	NUM
iajs-3901	359	2	,	,	PUNCT
iajs-3901	359	3	63(9	63(9	NUM
iajs-3901	359	4	)	)	PUNCT
iajs-3901	359	5	,	,	PUNCT
iajs-3901	359	6	3966–3976	3966–3976	NUM
iajs-3901	359	7	.	.	PUNCT
iajs-3901	360	1	https://doi.org/10.24996/ijs.2022.63.9.28	https://doi.org/10.24996/ijs.2022.63.9.28	PROPN
iajs-3901	360	2	.	.	PUNCT
iajs-3901	361	1	https://doi.org/10.1016/j.jacc.2017.01.046	https://doi.org/10.1016/j.jacc.2017.01.046	NOUN
iajs-3901	361	2	https://doi.org/10.15406/jccr.2016.05.00160	https://doi.org/10.15406/jccr.2016.05.00160	X
iajs-3901	361	3	https://doi.org/10.1016/j.jacc.2017.07.723	https://doi.org/10.1016/j.jacc.2017.07.723	PROPN
iajs-3901	361	4	http://dx.doi.org/10.1016%2fj.ajem.2016.07.029	http://dx.doi.org/10.1016%2fj.ajem.2016.07.029	PROPN
iajs-3901	361	5	http://dx.doi.org/10.1016%2fj.ajem.2016.07.029	http://dx.doi.org/10.1016%2fj.ajem.2016.07.029	PROPN
iajs-3901	361	6	ihjpas	ihjpas	PROPN
iajs-3901	361	7	.	.	PUNCT
iajs-3901	362	1	2024	2024	NUM
iajs-3901	362	2	,	,	PUNCT
iajs-3901	362	3	37	37	NUM
iajs-3901	362	4	(	(	PUNCT
iajs-3901	362	5	3	3	NUM
iajs-3901	362	6	)	)	PUNCT
iajs-3901	362	7	440	440	NUM
iajs-3901	362	8	23	23	NUM
iajs-3901	362	9	.	.	PUNCT
iajs-3901	363	1	sadiq	sadiq	PROPN
iajs-3901	363	2	,	,	PUNCT
iajs-3901	363	3	a.	a.	NOUN
iajs-3901	363	4	t.	t.	PROPN
iajs-3901	363	5	;	;	PUNCT
iajs-3901	363	6	mahmood	mahmood	PROPN
iajs-3901	363	7	,	,	PUNCT
iajs-3901	363	8	n.	n.	PROPN
iajs-3901	363	9	t.	t.	PROPN
iajs-3901	364	1	a	a	DET
iajs-3901	364	2	hybrid	hybrid	ADJ
iajs-3901	364	3	estimation	estimation	NOUN
iajs-3901	364	4	system	system	NOUN
iajs-3901	364	5	for	for	ADP
iajs-3901	364	6	medical	medical	ADJ
iajs-3901	364	7	diagnosis	diagnosis	NOUN
iajs-3901	364	8	using	use	VERB
iajs-3901	364	9	modified	modify	VERB
iajs-3901	364	10	full	full	ADJ
iajs-3901	364	11	bayesian	bayesian	NOUN
iajs-3901	364	12	classifier	classifier	NOUN
iajs-3901	364	13	and	and	CCONJ
iajs-3901	364	14	artificial	artificial	ADJ
iajs-3901	364	15	bee	bee	NOUN
iajs-3901	364	16	colony	colony	NOUN
iajs-3901	364	17	.	.	PUNCT
iajs-3901	365	1	iraqi	iraqi	ADJ
iajs-3901	365	2	journal	journal	PROPN
iajs-3901	365	3	of	of	ADP
iajs-3901	365	4	science	science	NOUN
iajs-3901	365	5	.	.	PUNCT
iajs-3901	366	1	2014	2014	NUM
iajs-3901	366	2	,	,	PUNCT
iajs-3901	366	3	55(3a	55(3a	NUM
iajs-3901	366	4	)	)	PUNCT
iajs-3901	366	5	,	,	PUNCT
iajs-3901	366	6	1095	1095	NUM
iajs-3901	366	7	-	-	SYM
iajs-3901	366	8	1107	1107	NUM
iajs-3901	366	9	.	.	PUNCT
iajs-3901	367	1	24	24	NUM
iajs-3901	367	2	.	.	PUNCT
iajs-3901	367	3	park	park	PROPN
iajs-3901	367	4	,	,	PUNCT
iajs-3901	367	5	j.	j.	PROPN
iajs-3901	367	6	;	;	PUNCT
iajs-3901	367	7	an	an	PRON
iajs-3901	367	8	,	,	PUNCT
iajs-3901	367	9	j.	j.	PROPN
iajs-3901	367	10	;	;	PUNCT
iajs-3901	367	11	kim	kim	PROPN
iajs-3901	367	12	,	,	PUNCT
iajs-3901	367	13	j.	j.	PROPN
iajs-3901	367	14	;	;	PUNCT
iajs-3901	367	15	jung	jung	PROPN
iajs-3901	367	16	,	,	PUNCT
iajs-3901	367	17	s.	s.	PROPN
iajs-3901	367	18	;	;	PUNCT
iajs-3901	367	19	gil	gil	PROPN
iajs-3901	367	20	,	,	PUNCT
iajs-3901	367	21	y.	y.	PROPN
iajs-3901	367	22	;	;	PUNCT
iajs-3901	367	23	jang	jang	PROPN
iajs-3901	367	24	,	,	PUNCT
iajs-3901	367	25	y.	y.	PROPN
iajs-3901	367	26	;	;	PUNCT
iajs-3901	367	27	lee	lee	PROPN
iajs-3901	367	28	,	,	PUNCT
iajs-3901	367	29	k.	k.	PROPN
iajs-3901	367	30	;	;	PUNCT
iajs-3901	367	31	young	young	ADJ
iajs-3901	367	32	oh	oh	INTJ
iajs-3901	367	33	,	,	PUNCT
iajs-3901	367	34	i.	i.	PROPN
iajs-3901	367	35	study	study	NOUN
iajs-3901	367	36	on	on	ADP
iajs-3901	367	37	the	the	DET
iajs-3901	367	38	use	use	NOUN
iajs-3901	367	39	of	of	ADP
iajs-3901	367	40	standard	standard	ADJ
iajs-3901	367	41	12	12	NUM
iajs-3901	367	42	-	-	PUNCT
iajs-3901	367	43	lead	lead	NOUN
iajs-3901	367	44	ecg	ecg	PROPN
iajs-3901	367	45	data	datum	NOUN
iajs-3901	367	46	for	for	ADP
iajs-3901	367	47	rhythm	rhythm	NOUN
iajs-3901	367	48	-	-	PUNCT
iajs-3901	367	49	type	type	NOUN
iajs-3901	367	50	ecg	ecg	PROPN
iajs-3901	367	51	classification	classification	NOUN
iajs-3901	367	52	problems	problem	NOUN
iajs-3901	367	53	.	.	PUNCT
iajs-3901	368	1	computer	computer	NOUN
iajs-3901	368	2	methods	method	NOUN
iajs-3901	368	3	programs	program	NOUN
iajs-3901	368	4	biomed	biome	VERB
iajs-3901	368	5	.	.	PUNCT
iajs-3901	369	1	2021	2021	NUM
iajs-3901	369	2	,	,	PUNCT
iajs-3901	369	3	21	21	NUM
iajs-3901	369	4	,	,	PUNCT
iajs-3901	369	5	106521	106521	NUM
iajs-3901	369	6	.	.	PUNCT
iajs-3901	370	1	https://doi.org/10.1016/j.cmpb.2021.106521	https://doi.org/10.1016/j.cmpb.2021.106521	NOUN
iajs-3901	370	2	.	.	PROPN
iajs-3901	371	1	25	25	NUM
iajs-3901	371	2	.	.	PUNCT
iajs-3901	371	3	rath	rath	PROPN
iajs-3901	371	4	,	,	PUNCT
iajs-3901	371	5	a.	a.	PROPN
iajs-3901	371	6	,	,	PUNCT
iajs-3901	371	7	mishra	mishra	PROPN
iajs-3901	371	8	,	,	PUNCT
iajs-3901	371	9	d.	d.	PROPN
iajs-3901	371	10	,	,	PUNCT
iajs-3901	371	11	panda	panda	NOUN
iajs-3901	371	12	,	,	PUNCT
iajs-3901	371	13	g.	g.	PROPN
iajs-3901	371	14	;	;	PUNCT
iajs-3901	371	15	sat	sit	VERB
iajs-3901	371	16	apathy	apathy	NOUN
iajs-3901	371	17	,	,	PUNCT
iajs-3901	371	18	s.	s.	PROPN
iajs-3901	371	19	c.	c.	PROPN
iajs-3901	371	20	heart	heart	PROPN
iajs-3901	371	21	disease	disease	NOUN
iajs-3901	371	22	detection	detection	NOUN
iajs-3901	371	23	using	use	VERB
iajs-3901	371	24	deep	deep	ADJ
iajs-3901	371	25	learning	learning	NOUN
iajs-3901	371	26	methods	method	NOUN
iajs-3901	371	27	from	from	ADP
iajs-3901	371	28	imbalanced	imbalanced	ADJ
iajs-3901	371	29	ecg	ecg	PROPN
iajs-3901	371	30	samples	sample	NOUN
iajs-3901	371	31	.	.	PUNCT
iajs-3901	372	1	biomedical	biomedical	ADJ
iajs-3901	372	2	signal	signal	NOUN
iajs-3901	372	3	processing	processing	NOUN
iajs-3901	372	4	and	and	CCONJ
iajs-3901	372	5	control	control	NOUN
iajs-3901	372	6	.	.	PUNCT
iajs-3901	373	1	2021	2021	NUM
iajs-3901	373	2	,	,	PUNCT
iajs-3901	373	3	68	68	NUM
iajs-3901	373	4	,	,	PUNCT
iajs-3901	373	5	102820	102820	NUM
iajs-3901	373	6	.	.	PUNCT
iajs-3901	374	1	https://doi.org/10.1016/j.bspc.2021.102820	https://doi.org/10.1016/j.bspc.2021.102820	NOUN
iajs-3901	374	2	.	.	PUNCT
iajs-3901	375	1	26	26	NUM
iajs-3901	375	2	.	.	PUNCT
iajs-3901	376	1	s.	s.	PROPN
iajs-3901	376	2	,	,	PUNCT
iajs-3901	376	3	c.	c.	PROPN
iajs-3901	376	4	v.	v.	PROPN
iajs-3901	376	5	;	;	PUNCT
iajs-3901	376	6	ramaraj	ramaraj	PROPN
iajs-3901	376	7	,	,	PUNCT
iajs-3901	376	8	e.	e.	PROPN
iajs-3901	376	9	a	a	DET
iajs-3901	376	10	novel	novel	ADJ
iajs-3901	376	11	deep	deep	ADJ
iajs-3901	376	12	learning	learning	NOUN
iajs-3901	376	13	based	base	VERB
iajs-3901	376	14	gated	gate	VERB
iajs-3901	376	15	recurrent	recurrent	ADJ
iajs-3901	376	16	unit	unit	NOUN
iajs-3901	376	17	with	with	ADP
iajs-3901	376	18	extreme	extreme	ADJ
iajs-3901	376	19	learning	learning	NOUN
iajs-3901	376	20	machine	machine	NOUN
iajs-3901	376	21	for	for	ADP
iajs-3901	376	22	electrocardiogram	electrocardiogram	NOUN
iajs-3901	376	23	(	(	PUNCT
iajs-3901	376	24	ecg	ecg	PROPN
iajs-3901	376	25	)	)	PUNCT
iajs-3901	376	26	signal	signal	PROPN
iajs-3901	376	27	recognition	recognition	NOUN
iajs-3901	376	28	.	.	PUNCT
iajs-3901	377	1	biomedical	biomedical	ADJ
iajs-3901	377	2	signal	signal	NOUN
iajs-3901	377	3	processing	processing	NOUN
iajs-3901	377	4	and	and	CCONJ
iajs-3901	377	5	control	control	NOUN
iajs-3901	377	6	.	.	PUNCT
iajs-3901	378	1	2021	2021	NUM
iajs-3901	378	2	,	,	PUNCT
iajs-3901	378	3	68	68	NUM
iajs-3901	378	4	,	,	PUNCT
iajs-3901	378	5	102779	102779	NUM
iajs-3901	378	6	.	.	PUNCT
iajs-3901	379	1	https://doi.org/10.1016/j.bspc.2021.102779	https://doi.org/10.1016/j.bspc.2021.102779	NOUN
iajs-3901	379	2	.	.	PUNCT
iajs-3901	380	1	27	27	NUM
iajs-3901	380	2	.	.	PUNCT
iajs-3901	380	3	shkara	shkara	PROPN
iajs-3901	380	4	,	,	PUNCT
iajs-3901	380	5	a.	a.	NOUN
iajs-3901	380	6	a.	a.	PROPN
iajs-3901	380	7	;	;	PUNCT
iajs-3901	380	8	hussain	hussain	PROPN
iajs-3901	380	9	,	,	PUNCT
iajs-3901	380	10	y.	y.	NOUN
iajs-3901	380	11	heartbeat	heartbeat	NOUN
iajs-3901	380	12	amplification	amplification	NOUN
iajs-3901	380	13	and	and	CCONJ
iajs-3901	380	14	ecg	ecg	PROPN
iajs-3901	380	15	drawing	draw	VERB
iajs-3901	380	16	from	from	ADP
iajs-3901	380	17	video	video	NOUN
iajs-3901	380	18	(	(	PUNCT
iajs-3901	380	19	black	black	ADJ
iajs-3901	380	20	and	and	CCONJ
iajs-3901	380	21	white	white	ADJ
iajs-3901	380	22	or	or	CCONJ
iajs-3901	380	23	colored	colored	ADJ
iajs-3901	380	24	videos	video	NOUN
iajs-3901	380	25	)	)	PUNCT
iajs-3901	380	26	.	.	PUNCT
iajs-3901	381	1	iraqi	iraqi	ADJ
iajs-3901	381	2	journal	journal	PROPN
iajs-3901	381	3	of	of	ADP
iajs-3901	381	4	science	science	NOUN
iajs-3901	381	5	.	.	PUNCT
iajs-3901	382	1	2018	2018	NUM
iajs-3901	382	2	,	,	PUNCT
iajs-3901	382	3	59(1b	59(1b	NUM
iajs-3901	382	4	)	)	PUNCT
iajs-3901	382	5	,	,	PUNCT
iajs-3901	382	6	408	408	NUM
iajs-3901	382	7	-	-	SYM
iajs-3901	382	8	419	419	NUM
iajs-3901	382	9	.	.	PUNCT
iajs-3901	383	1	https://doi.org/10.24996/ijs.2018.59.1b.21	https://doi.org/10.24996/ijs.2018.59.1b.21	X
iajs-3901	383	2	.	.	NOUN
iajs-3901	383	3	28	28	NUM
iajs-3901	383	4	.	.	PUNCT
iajs-3901	383	5	vasconcellos	vasconcello	NOUN
iajs-3901	383	6	,	,	PUNCT
iajs-3901	383	7	m.	m.	NOUN
iajs-3901	383	8	m.	m.	PROPN
iajs-3901	383	9	e.	e.	PROPN
iajs-3901	383	10	;	;	PUNCT
iajs-3901	383	11	ferreira	ferreira	PROPN
iajs-3901	383	12	,	,	PUNCT
iajs-3901	383	13	b.	b.	PROPN
iajs-3901	383	14	g.	g.	PROPN
iajs-3901	383	15	;	;	PUNCT
iajs-3901	383	16	leandro	leandro	PROPN
iajs-3901	383	17	,	,	PUNCT
iajs-3901	383	18	j.	j.	PROPN
iajs-3901	383	19	s.	s.	PROPN
iajs-3901	383	20	;	;	PUNCT
iajs-3901	383	21	neto	neto	PROPN
iajs-3901	383	22	,	,	PUNCT
iajs-3901	383	23	b.	b.	PROPN
iajs-3901	383	24	f.	f.	PROPN
iajs-3901	383	25	s.	s.	PROPN
iajs-3901	383	26	;	;	PUNCT
iajs-3901	383	27	cordeiro	cordeiro	PROPN
iajs-3901	383	28	,	,	PUNCT
iajs-3901	383	29	f.	f.	PROPN
iajs-3901	383	30	r.	r.	PROPN
iajs-3901	383	31	;	;	PUNCT
iajs-3901	383	32	cestari	cestari	PROPN
iajs-3901	383	33	,	,	PUNCT
iajs-3901	383	34	i.	i.	PROPN
iajs-3901	383	35	a.	a.	PROPN
iajs-3901	383	36	;	;	PUNCT
iajs-3901	383	37	gutierrez	gutierrez	PROPN
iajs-3901	383	38	,	,	PUNCT
iajs-3901	383	39	m.	m.	NOUN
iajs-3901	383	40	a.	a.	PROPN
iajs-3901	383	41	;	;	PUNCT
iajs-3901	383	42	sobrinho	sobrinho	NOUN
iajs-3901	383	43	,	,	PUNCT
iajs-3901	383	44	á	á	PROPN
iajs-3901	383	45	.	.	PUNCT
iajs-3901	383	46	;	;	PUNCT
iajs-3901	383	47	cordeiro	cordeiro	PROPN
iajs-3901	383	48	,	,	PUNCT
iajs-3901	383	49	t.	t.	PROPN
iajs-3901	383	50	d.	d.	PROPN
iajs-3901	383	51	siamese	siamese	ADJ
iajs-3901	383	52	convolutional	convolutional	ADJ
iajs-3901	383	53	neural	neural	ADJ
iajs-3901	383	54	network	network	NOUN
iajs-3901	383	55	for	for	ADP
iajs-3901	383	56	heartbeat	heartbeat	NOUN
iajs-3901	383	57	classification	classification	NOUN
iajs-3901	383	58	using	use	VERB
iajs-3901	383	59	limited	limited	ADJ
iajs-3901	383	60	12	12	NUM
iajs-3901	383	61	-	-	PUNCT
iajs-3901	383	62	lead	lead	NOUN
iajs-3901	383	63	ecg	ecg	PROPN
iajs-3901	383	64	datasets	dataset	NOUN
iajs-3901	383	65	.	.	PUNCT
iajs-3901	384	1	ieee	ieee	NOUN
iajs-3901	384	2	access	access	NOUN
iajs-3901	384	3	.	.	PUNCT
iajs-3901	385	1	2023	2023	NUM
iajs-3901	385	2	,	,	PUNCT
iajs-3901	385	3	11	11	NUM
iajs-3901	385	4	,	,	PUNCT
iajs-3901	385	5	5365	5365	NUM
iajs-3901	385	6	–	–	PUNCT
iajs-3901	385	7	5376	5376	NUM
iajs-3901	385	8	.	.	PUNCT
iajs-3901	386	1	https://doi.org/10.1109/access.2023.3236189	https://doi.org/10.1109/access.2023.3236189	PROPN
iajs-3901	386	2	.	.	PROPN
iajs-3901	386	3	29	29	NUM
iajs-3901	386	4	.	.	PUNCT
iajs-3901	387	1	wang	wang	PROPN
iajs-3901	387	2	,	,	PUNCT
iajs-3901	387	3	m.	m.	NOUN
iajs-3901	387	4	;	;	PUNCT
iajs-3901	387	5	rahardja	rahardja	PROPN
iajs-3901	387	6	,	,	PUNCT
iajs-3901	387	7	s.	s.	PROPN
iajs-3901	387	8	;	;	PUNCT
iajs-3901	387	9	fränti	fränti	VERB
iajs-3901	387	10	,	,	PUNCT
iajs-3901	387	11	p.	p.	NOUN
iajs-3901	387	12	;	;	PUNCT
iajs-3901	387	13	rahardja	rahardja	PROPN
iajs-3901	387	14	,	,	PUNCT
iajs-3901	387	15	s.	s.	PROPN
iajs-3901	387	16	single	single	ADJ
iajs-3901	387	17	-	-	PUNCT
iajs-3901	387	18	lead	lead	NOUN
iajs-3901	387	19	ecg	ecg	PROPN
iajs-3901	387	20	recordings	recording	NOUN
iajs-3901	387	21	modeling	modeling	NOUN
iajs-3901	387	22	for	for	ADP
iajs-3901	387	23	end	end	NOUN
iajs-3901	387	24	-	-	PUNCT
iajs-3901	387	25	to	to	ADP
iajs-3901	387	26	-	-	PUNCT
iajs-3901	387	27	end	end	NOUN
iajs-3901	387	28	recognition	recognition	NOUN
iajs-3901	387	29	of	of	ADP
iajs-3901	387	30	atrial	atrial	ADJ
iajs-3901	387	31	fibrillation	fibrillation	NOUN
iajs-3901	387	32	with	with	ADP
iajs-3901	387	33	dual	dual	ADJ
iajs-3901	387	34	-	-	PUNCT
iajs-3901	387	35	path	path	NOUN
iajs-3901	387	36	rnn	rnn	PROPN
iajs-3901	387	37	.	.	PUNCT
iajs-3901	388	1	biomedical	biomedical	ADJ
iajs-3901	388	2	signal	signal	NOUN
iajs-3901	388	3	processing	processing	NOUN
iajs-3901	388	4	and	and	CCONJ
iajs-3901	388	5	control	control	NOUN
iajs-3901	388	6	.	.	PUNCT
iajs-3901	389	1	2023	2023	NUM
iajs-3901	389	2	,	,	PUNCT
iajs-3901	389	3	79	79	NUM
iajs-3901	389	4	,	,	PUNCT
iajs-3901	389	5	104067	104067	NUM
iajs-3901	389	6	.	.	PUNCT
iajs-3901	390	1	https://doi.org/10.1016/j.bspc.2022.104067	https://doi.org/10.1016/j.bspc.2022.104067	PROPN
iajs-3901	390	2	.	.	PUNCT
iajs-3901	390	3	30	30	NUM
iajs-3901	390	4	.	.	PUNCT
iajs-3901	390	5	yoneyama	yoneyama	NOUN
iajs-3901	391	1	k	k	NOUN
iajs-3901	391	2	;	;	PUNCT
iajs-3901	391	3	naka	naka	PROPN
iajs-3901	391	4	m	m	PROPN
iajs-3901	391	5	;	;	PUNCT
iajs-3901	391	6	harada	harada	PROPN
iajs-3901	391	7	t	t	PROPN
iajs-3901	391	8	;	;	PUNCT
iajs-3901	391	9	akashi	akashi	PROPN
iajs-3901	391	10	y.	y.	PROPN
iajs-3901	391	11	creating	create	VERB
iajs-3901	391	12	12	12	NUM
iajs-3901	391	13	-	-	PUNCT
iajs-3901	391	14	lead	lead	NOUN
iajs-3901	391	15	electrocardiogram	electrocardiogram	NOUN
iajs-3901	391	16	waveforms	waveform	NOUN
iajs-3901	391	17	using	use	VERB
iajs-3901	391	18	a	a	DET
iajs-3901	391	19	three	three	NUM
iajs-3901	391	20	-	-	PUNCT
iajs-3901	391	21	lead	lead	NOUN
iajs-3901	391	22	bedside	bedside	NOUN
iajs-3901	391	23	monitor	monitor	NOUN
iajs-3901	391	24	to	to	PART
iajs-3901	391	25	ensure	ensure	VERB
iajs-3901	391	26	appropriate	appropriate	ADJ
iajs-3901	391	27	monitoring	monitoring	NOUN
iajs-3901	391	28	.	.	PUNCT
iajs-3901	392	1	journal	journal	NOUN
iajs-3901	392	2	of	of	ADP
iajs-3901	392	3	arrhythmia	arrhythmia	NOUN
iajs-3901	392	4	.	.	PUNCT
iajs-3901	393	1	2020	2020	NUM
iajs-3901	393	2	,	,	PUNCT
iajs-3901	393	3	36(6	36(6	NUM
iajs-3901	393	4	)	)	PUNCT
iajs-3901	393	5	,	,	PUNCT
iajs-3901	393	6	1107	1107	NUM
iajs-3901	393	7	.	.	PUNCT
iajs-3901	394	1	https://doi.org/10.1002/joa3.12441	https://doi.org/10.1002/joa3.12441	NOUN
iajs-3901	394	2	.	.	PROPN
iajs-3901	395	1	31	31	NUM
iajs-3901	395	2	.	.	PUNCT
iajs-3901	396	1	saad	saad	PROPN
iajs-3901	396	2	nm	nm	PROPN
iajs-3901	396	3	;	;	PUNCT
iajs-3901	396	4	abdullah	abdullah	PROPN
iajs-3901	396	5	ar	ar	PROPN
iajs-3901	396	6	;	;	PUNCT
iajs-3901	396	7	low	low	ADJ
iajs-3901	396	8	yf	yf	NOUN
iajs-3901	396	9	.	.	PUNCT
iajs-3901	396	10	detection	detection	NOUN
iajs-3901	396	11	of	of	ADP
iajs-3901	396	12	heart	heart	NOUN
iajs-3901	396	13	blocks	block	NOUN
iajs-3901	396	14	in	in	ADP
iajs-3901	396	15	ecg	ecg	PROPN
iajs-3901	396	16	signals	signal	NOUN
iajs-3901	396	17	by	by	ADP
iajs-3901	396	18	spectrum	spectrum	NOUN
iajs-3901	396	19	and	and	CCONJ
iajs-3901	396	20	timefrequency	timefrequency	NOUN
iajs-3901	396	21	analysis	analysis	NOUN
iajs-3901	396	22	.	.	PUNCT
iajs-3901	397	1	in	in	ADP
iajs-3901	397	2	:	:	PUNCT
iajs-3901	397	3	2006	2006	NUM
iajs-3901	397	4	4th	4th	ADJ
iajs-3901	397	5	student	student	NOUN
iajs-3901	397	6	conference	conference	NOUN
iajs-3901	397	7	on	on	ADP
iajs-3901	397	8	research	research	NOUN
iajs-3901	397	9	and	and	CCONJ
iajs-3901	397	10	development	development	NOUN
iajs-3901	397	11	.	.	PUNCT
iajs-3901	398	1	piscataway	piscataway	PROPN
iajs-3901	398	2	,	,	PUNCT
iajs-3901	398	3	new	new	PROPN
iajs-3901	398	4	jersey	jersey	PROPN
iajs-3901	398	5	,	,	PUNCT
iajs-3901	398	6	united	united	PROPN
iajs-3901	398	7	states	states	PROPN
iajs-3901	398	8	:	:	PUNCT
iajs-3901	398	9	ieee	ieee	PROPN
iajs-3901	398	10	.	.	PUNCT
iajs-3901	398	11	2006	2006	NUM
iajs-3901	398	12	;	;	PUNCT
iajs-3901	398	13	61	61	NUM
iajs-3901	398	14	-	-	SYM
iajs-3901	398	15	65	65	NUM
iajs-3901	398	16	.	.	PUNCT
iajs-3901	399	1	https://doi.org/10.1109/scored.2006.4339309	https://doi.org/10.1109/scored.2006.4339309	PROPN
iajs-3901	399	2	.	.	PROPN
iajs-3901	400	1	32	32	NUM
iajs-3901	400	2	.	.	PUNCT
iajs-3901	401	1	ozyilmaz	ozyilmaz	PROPN
iajs-3901	401	2	l	l	PROPN
iajs-3901	401	3	;	;	PUNCT
iajs-3901	401	4	yildirim	yildirim	PROPN
iajs-3901	401	5	t.	t.	PROPN
iajs-3901	401	6	artificial	artificial	ADJ
iajs-3901	401	7	neural	neural	ADJ
iajs-3901	401	8	networks	network	NOUN
iajs-3901	401	9	for	for	ADP
iajs-3901	401	10	diagnosis	diagnosis	NOUN
iajs-3901	401	11	of	of	ADP
iajs-3901	401	12	hepatitis	hepatitis	NOUN
iajs-3901	401	13	disease	disease	NOUN
iajs-3901	401	14	.	.	PUNCT
iajs-3901	402	1	in	in	ADP
iajs-3901	402	2	:	:	PUNCT
iajs-3901	402	3	proceedings	proceeding	NOUN
iajs-3901	402	4	of	of	ADP
iajs-3901	402	5	the	the	DET
iajs-3901	402	6	international	international	ADJ
iajs-3901	402	7	joint	joint	ADJ
iajs-3901	402	8	conference	conference	NOUN
iajs-3901	402	9	on	on	ADP
iajs-3901	402	10	neural	neural	ADJ
iajs-3901	402	11	networks	network	NOUN
iajs-3901	402	12	.	.	PUNCT
iajs-3901	403	1	2003	2003	NUM
iajs-3901	403	2	,	,	PUNCT
iajs-3901	403	3	1	1	NUM
iajs-3901	403	4	,	,	PUNCT
iajs-3901	403	5	586	586	NUM
iajs-3901	403	6	-	-	SYM
iajs-3901	403	7	589	589	NUM
iajs-3901	403	8	.	.	PUNCT
iajs-3901	404	1	https://doi.org/10.1109/ijcnn.2003.1223422	https://doi.org/10.1109/ijcnn.2003.1223422	PROPN
iajs-3901	404	2	.	.	PROPN
iajs-3901	405	1	33	33	NUM
iajs-3901	405	2	.	.	PUNCT
iajs-3901	405	3	mao	mao	PROPN
iajs-3901	406	1	wb	wb	PROPN
iajs-3901	406	2	;	;	PUNCT
iajs-3901	406	3	lyu	lyu	NOUN
iajs-3901	406	4	jy	jy	PROPN
iajs-3901	406	5	;	;	PUNCT
iajs-3901	406	6	vaishnani	vaishnani	PROPN
iajs-3901	406	7	dk	dk	PROPN
iajs-3901	406	8	;	;	PUNCT
iajs-3901	406	9	lyu	lyu	NOUN
iajs-3901	406	10	ym	ym	PROPN
iajs-3901	406	11	;	;	PUNCT
iajs-3901	406	12	gong	gong	PROPN
iajs-3901	406	13	w	w	PROPN
iajs-3901	406	14	;	;	PUNCT
iajs-3901	406	15	xue	xue	PROPN
iajs-3901	406	16	xl	xl	PROPN
iajs-3901	406	17	.	.	PUNCT
iajs-3901	406	18	application	application	NOUN
iajs-3901	406	19	of	of	ADP
iajs-3901	406	20	artificial	artificial	ADJ
iajs-3901	406	21	neural	neural	ADJ
iajs-3901	406	22	networks	network	NOUN
iajs-3901	406	23	in	in	ADP
iajs-3901	406	24	detection	detection	NOUN
iajs-3901	406	25	and	and	CCONJ
iajs-3901	406	26	diagnosis	diagnosis	NOUN
iajs-3901	406	27	of	of	ADP
iajs-3901	406	28	gastrointestinal	gastrointestinal	ADJ
iajs-3901	406	29	and	and	CCONJ
iajs-3901	406	30	liver	liver	NOUN
iajs-3901	406	31	tumors	tumor	NOUN
iajs-3901	406	32	.	.	PUNCT
iajs-3901	407	1	world	world	PROPN
iajs-3901	407	2	journal	journal	PROPN
iajs-3901	407	3	of	of	ADP
iajs-3901	407	4	clinical	clinical	ADJ
iajs-3901	407	5	cases	case	NOUN
iajs-3901	407	6	(	(	PUNCT
iajs-3901	407	7	wjcc	wjcc	NOUN
iajs-3901	407	8	)	)	PUNCT
iajs-3901	407	9	.	.	PUNCT
iajs-3901	408	1	2020	2020	NUM
iajs-3901	408	2	,	,	PUNCT
iajs-3901	408	3	8(18	8(18	NUM
iajs-3901	408	4	)	)	PUNCT
iajs-3901	408	5	,	,	PUNCT
iajs-3901	408	6	3971	3971	NUM
iajs-3901	408	7	-	-	SYM
iajs-3901	408	8	3977	3977	NUM
iajs-3901	408	9	.	.	PUNCT
iajs-3901	409	1	https://doi.org/10.12998/wjcc.v8.i18.3971	https://doi.org/10.12998/wjcc.v8.i18.3971	X
iajs-3901	409	2	.	.	PUNCT
iajs-3901	410	1	34	34	NUM
iajs-3901	410	2	.	.	PUNCT
iajs-3901	411	1	krizhevsky	krizhevsky	PROPN
iajs-3901	411	2	a	a	PROPN
iajs-3901	411	3	;	;	PUNCT
iajs-3901	411	4	sutskever	sutskever	VERB
iajs-3901	411	5	i	i	PRON
iajs-3901	411	6	;	;	PUNCT
iajs-3901	411	7	hinton	hinton	PROPN
iajs-3901	411	8	ge	ge	PROPN
iajs-3901	411	9	.	.	PUNCT
iajs-3901	412	1	imagenet	imagenet	PROPN
iajs-3901	412	2	classification	classification	NOUN
iajs-3901	412	3	with	with	ADP
iajs-3901	412	4	deep	deep	ADJ
iajs-3901	412	5	convolutional	convolutional	ADJ
iajs-3901	412	6	neural	neural	ADJ
iajs-3901	412	7	networks	network	NOUN
iajs-3901	412	8	.	.	PUNCT
iajs-3901	413	1	communications	communication	NOUN
iajs-3901	413	2	of	of	ADP
iajs-3901	413	3	the	the	DET
iajs-3901	413	4	acm	acm	PROPN
iajs-3901	413	5	.	.	PROPN
iajs-3901	413	6	2017	2017	NUM
iajs-3901	413	7	,	,	PUNCT
iajs-3901	413	8	60(6	60(6	NOUN
iajs-3901	413	9	)	)	PUNCT
iajs-3901	413	10	,	,	PUNCT
iajs-3901	413	11	84	84	NUM
iajs-3901	413	12	-	-	SYM
iajs-3901	413	13	90	90	NUM
iajs-3901	413	14	.	.	PUNCT
iajs-3901	414	1	https://doi.org/10.1145/3065386	https://doi.org/10.1145/3065386	X
iajs-3901	414	2	.	.	PROPN
iajs-3901	415	1	35	35	NUM
iajs-3901	415	2	.	.	PUNCT
iajs-3901	416	1	sunny	sunny	ADJ
iajs-3901	416	2	mai	mai	PROPN
iajs-3901	416	3	;	;	PUNCT
iajs-3901	416	4	maswood	maswood	NOUN
iajs-3901	416	5	mms	mms	NOUN
iajs-3901	416	6	;	;	PUNCT
iajs-3901	416	7	alharbi	alharbi	PROPN
iajs-3901	416	8	ag	ag	PROPN
iajs-3901	416	9	.	.	PROPN
iajs-3901	417	1	deep	deep	ADJ
iajs-3901	417	2	learning	learning	NOUN
iajs-3901	417	3	-	-	PUNCT
iajs-3901	417	4	based	base	VERB
iajs-3901	417	5	stock	stock	NOUN
iajs-3901	417	6	price	price	NOUN
iajs-3901	417	7	prediction	prediction	NOUN
iajs-3901	417	8	using	use	VERB
iajs-3901	417	9	lstm	lstm	NOUN
iajs-3901	417	10	and	and	CCONJ
iajs-3901	417	11	bi	bi	ADJ
iajs-3901	417	12	-	-	ADJ
iajs-3901	417	13	directional	directional	ADJ
iajs-3901	417	14	lstm	lstm	NOUN
iajs-3901	417	15	model	model	NOUN
iajs-3901	417	16	.	.	PUNCT
iajs-3901	418	1	in	in	ADP
iajs-3901	418	2	:	:	PUNCT
iajs-3901	418	3	2020	2020	NUM
iajs-3901	418	4	2nd	2nd	ADJ
iajs-3901	418	5	novel	novel	ADJ
iajs-3901	418	6	intelligent	intelligent	ADJ
iajs-3901	418	7	and	and	CCONJ
iajs-3901	418	8	leading	lead	VERB
iajs-3901	418	9	emerging	emerge	VERB
iajs-3901	418	10	sciences	science	NOUN
iajs-3901	418	11	conference	conference	NOUN
iajs-3901	418	12	(	(	PUNCT
iajs-3901	418	13	niles	nile	NOUN
iajs-3901	418	14	)	)	PUNCT
iajs-3901	418	15	.	.	PUNCT
iajs-3901	419	1	piscataway	piscataway	PROPN
iajs-3901	419	2	,	,	PUNCT
iajs-3901	419	3	new	new	PROPN
iajs-3901	419	4	jersey	jersey	PROPN
iajs-3901	419	5	,	,	PUNCT
iajs-3901	419	6	united	united	PROPN
iajs-3901	419	7	states	states	PROPN
iajs-3901	419	8	:	:	PUNCT
iajs-3901	419	9	ieee	ieee	PROPN
iajs-3901	419	10	.	.	PUNCT
iajs-3901	419	11	2020	2020	NUM
iajs-3901	419	12	,	,	PUNCT
iajs-3901	419	13	87	87	NUM
iajs-3901	419	14	-	-	SYM
iajs-3901	419	15	92	92	NUM
iajs-3901	419	16	.	.	PUNCT
iajs-3901	419	17	https://doi.org/10.1109/niles50944.2020.9257950	https://doi.org/10.1109/niles50944.2020.9257950	NUM
iajs-3901	419	18	.	.	PUNCT
iajs-3901	420	1	36	36	NUM
iajs-3901	420	2	.	.	PUNCT
iajs-3901	421	1	mansoor	mansoor	PROPN
iajs-3901	421	2	,	,	PUNCT
iajs-3901	421	3	m.	m.	NOUN
iajs-3901	421	4	;	;	PUNCT
iajs-3901	421	5	al	al	PROPN
iajs-3901	421	6	tamimi	tamimi	PROPN
iajs-3901	421	7	,	,	PUNCT
iajs-3901	421	8	m.	m.	NOUN
iajs-3901	421	9	plagiarism	plagiarism	NOUN
iajs-3901	421	10	detection	detection	NOUN
iajs-3901	421	11	system	system	NOUN
iajs-3901	421	12	in	in	ADP
iajs-3901	421	13	scientific	scientific	ADJ
iajs-3901	421	14	publication	publication	NOUN
iajs-3901	421	15	using	use	VERB
iajs-3901	421	16	lstm	lstm	ADJ
iajs-3901	421	17	networks	network	NOUN
iajs-3901	421	18	.	.	PUNCT
iajs-3901	422	1	international	international	ADJ
iajs-3901	422	2	journal	journal	PROPN
iajs-3901	422	3	technical	technical	ADJ
iajs-3901	422	4	and	and	CCONJ
iajs-3901	422	5	physical	physical	ADJ
iajs-3901	422	6	problems	problem	NOUN
iajs-3901	422	7	of	of	ADP
iajs-3901	422	8	engineering	engineering	NOUN
iajs-3901	422	9	.	.	PUNCT
iajs-3901	423	1	2022	2022	NUM
iajs-3901	423	2	,	,	PUNCT
iajs-3901	423	3	4(4	4(4	NUM
iajs-3901	423	4	)	)	PUNCT
iajs-3901	423	5	,	,	PUNCT
iajs-3901	423	6	17	17	NUM
iajs-3901	423	7	-	-	SYM
iajs-3901	423	8	24	24	NUM
iajs-3901	423	9	.	.	PUNCT
iajs-3901	424	1	37	37	NUM
iajs-3901	424	2	.	.	PUNCT
iajs-3901	424	3	yu	yu	PROPN
iajs-3901	425	1	x	x	PROPN
iajs-3901	425	2	;	;	PUNCT
iajs-3901	425	3	he	he	PRON
iajs-3901	425	4	j	j	PROPN
iajs-3901	425	5	;	;	PUNCT
iajs-3901	425	6	zhang	zhang	PROPN
iajs-3901	425	7	z.	z.	PROPN
iajs-3901	425	8	facial	facial	ADJ
iajs-3901	425	9	image	image	NOUN
iajs-3901	425	10	completion	completion	NOUN
iajs-3901	425	11	using	use	VERB
iajs-3901	425	12	bi	bi	ADJ
iajs-3901	425	13	-	-	ADJ
iajs-3901	425	14	directional	directional	ADJ
iajs-3901	425	15	pixel	pixel	PROPN
iajs-3901	425	16	lstm	lstm	PROPN
iajs-3901	425	17	.	.	PUNCT
iajs-3901	426	1	ieee	ieee	NOUN
iajs-3901	426	2	access	access	NOUN
iajs-3901	426	3	.	.	PUNCT
iajs-3901	427	1	2020	2020	NUM
iajs-3901	427	2	,	,	PUNCT
iajs-3901	427	3	8	8	NUM
iajs-3901	427	4	,	,	PUNCT
iajs-3901	427	5	48642	48642	NUM
iajs-3901	427	6	-	-	SYM
iajs-3901	427	7	48651	48651	NUM
iajs-3901	427	8	.	.	PUNCT
iajs-3901	428	1	https://doi.org/10.1109/access.2020.2975827	https://doi.org/10.1109/access.2020.2975827	PROPN
iajs-3901	428	2	.	.	PROPN
iajs-3901	429	1	38	38	NUM
iajs-3901	429	2	.	.	PUNCT
iajs-3901	430	1	rawshani	rawshani	PROPN
iajs-3901	430	2	,	,	PUNCT
iajs-3901	430	3	a.	a.	PROPN
iajs-3901	430	4	the	the	DET
iajs-3901	430	5	ecg	ecg	PROPN
iajs-3901	430	6	leads	lead	NOUN
iajs-3901	430	7	:	:	PUNCT
iajs-3901	430	8	electrodes	electrode	NOUN
iajs-3901	430	9	,	,	PUNCT
iajs-3901	430	10	limb	limb	NOUN
iajs-3901	430	11	leads	lead	NOUN
iajs-3901	430	12	,	,	PUNCT
iajs-3901	430	13	chest	chest	NOUN
iajs-3901	430	14	(	(	PUNCT
iajs-3901	430	15	precordial	precordial	ADJ
iajs-3901	430	16	)	)	PUNCT
iajs-3901	430	17	leads	lead	NOUN
iajs-3901	430	18	,	,	PUNCT
iajs-3901	430	19	12	12	NUM
iajs-3901	430	20	-	-	PUNCT
iajs-3901	430	21	lead	lead	NOUN
iajs-3901	430	22	ecg	ecg	PROPN
iajs-3901	430	23	(	(	PUNCT
iajs-3901	430	24	ekg	ekg	NOUN
iajs-3901	430	25	)	)	PUNCT
iajs-3901	430	26	.	.	PUNCT
iajs-3901	431	1	available	available	ADJ
iajs-3901	431	2	online	online	ADV
iajs-3901	431	3	:	:	PUNCT
iajs-3901	432	1	https://ecgwaves.com/topic/ekg-ecg-leads-electrodes-systems-limb-chest-precordial	https://ecgwaves.com/topic/ekg-ecg-leads-electrodes-systems-limb-chest-precordial	ADJ
iajs-3901	432	2	.	.	PUNCT
iajs-3901	433	1	39	39	NUM
iajs-3901	433	2	.	.	PUNCT
iajs-3901	434	1	ribeiro	ribeiro	PROPN
iajs-3901	434	2	,	,	PUNCT
iajs-3901	434	3	a.h	a.h	PROPN
iajs-3901	434	4	.	.	PROPN
iajs-3901	434	5	;	;	PUNCT
iajs-3901	434	6	ribeiro	ribeiro	PROPN
iajs-3901	434	7	,	,	PUNCT
iajs-3901	434	8	m.h	m.h	PROPN
iajs-3901	434	9	.	.	PROPN
iajs-3901	434	10	;	;	PUNCT
iajs-3901	434	11	paixão	paixão	PROPN
iajs-3901	434	12	,	,	PUNCT
iajs-3901	434	13	g.m.m	g.m.m	NOUN
iajs-3901	434	14	.	.	PUNCT
iajs-3901	434	15	;	;	PUNCT
iajs-3901	434	16	oliveira	oliveira	PROPN
iajs-3901	434	17	,	,	PUNCT
iajs-3901	434	18	d.m	d.m	PROPN
iajs-3901	434	19	.	.	PUNCT
iajs-3901	434	20	;	;	PUNCT
iajs-3901	434	21	gomes	gomes	PROPN
iajs-3901	434	22	,	,	PUNCT
iajs-3901	434	23	p.r	p.r	PROPN
iajs-3901	434	24	.	.	PROPN
iajs-3901	434	25	;	;	PUNCT
iajs-3901	434	26	canazart	canazart	PROPN
iajs-3901	434	27	,	,	PUNCT
iajs-3901	434	28	j.a	j.a	PROPN
iajs-3901	434	29	.	.	PROPN
iajs-3901	434	30	;	;	PUNCT
iajs-3901	434	31	ferreira	ferreira	PROPN
iajs-3901	434	32	,	,	PUNCT
iajs-3901	434	33	m.p.s	m.p.s	PROPN
iajs-3901	434	34	.	.	PUNCT
iajs-3901	434	35	;	;	PUNCT
iajs-3901	434	36	andersson	andersson	PROPN
iajs-3901	434	37	,	,	PUNCT
iajs-3901	434	38	c.r	c.r	PROPN
iajs-3901	434	39	.	.	PROPN
iajs-3901	434	40	;	;	PUNCT
iajs-3901	434	41	macfarlane	macfarlane	PROPN
iajs-3901	434	42	,	,	PUNCT
iajs-3901	434	43	p.w	p.w	PROPN
iajs-3901	434	44	.	.	PROPN
iajs-3901	434	45	;	;	PUNCT
iajs-3901	434	46	meira	meira	PROPN
iajs-3901	434	47	,	,	PUNCT
iajs-3901	434	48	w.	w.	PROPN
iajs-3901	434	49	automatic	automatic	ADJ
iajs-3901	434	50	diagnosis	diagnosis	NOUN
iajs-3901	434	51	of	of	ADP
iajs-3901	434	52	the	the	DET
iajs-3901	434	53	12	12	NUM
iajs-3901	434	54	-	-	PUNCT
iajs-3901	434	55	lead	lead	NOUN
iajs-3901	434	56	ecg	ecg	PROPN
iajs-3901	434	57	using	use	VERB
iajs-3901	434	58	a	a	DET
iajs-3901	434	59	deep	deep	ADJ
iajs-3901	434	60	neural	neural	ADJ
iajs-3901	434	61	network	network	NOUN
iajs-3901	434	62	.	.	PUNCT
iajs-3901	435	1	nature	nature	NOUN
iajs-3901	435	2	communications	communication	NOUN
iajs-3901	435	3	.	.	PUNCT
iajs-3901	436	1	2020	2020	NUM
iajs-3901	436	2	,	,	PUNCT
iajs-3901	436	3	11(1	11(1	NUM
iajs-3901	436	4	)	)	PUNCT
iajs-3901	436	5	,	,	PUNCT
iajs-3901	436	6	1760	1760	NUM
iajs-3901	436	7	-	-	SYM
iajs-3901	436	8	1772	1772	NUM
iajs-3901	436	9	.	.	PUNCT
iajs-3901	437	1	https://doi.org/10.1038/s41467020-15432-4	https://doi.org/10.1038/s41467020-15432-4	PROPN
iajs-3901	437	2	.	.	PUNCT
iajs-3901	438	1	https://doi.org/10.1016/j.cmpb.2021.106521	https://doi.org/10.1016/j.cmpb.2021.106521	NOUN
iajs-3901	438	2	https://doi.org/10.1016/j.bspc.2021.102820	https://doi.org/10.1016/j.bspc.2021.102820	NOUN
iajs-3901	438	3	https://doi.org/10.1016/j.bspc.2021.102779	https://doi.org/10.1016/j.bspc.2021.102779	PROPN
iajs-3901	438	4	https://doi.org/10.1109/access.2023.3236189	https://doi.org/10.1109/access.2023.3236189	PROPN
iajs-3901	438	5	https://doi.org/10.1016/j.bspc.2022.104067	https://doi.org/10.1016/j.bspc.2022.104067	PROPN
iajs-3901	438	6	https://doi.org/10.1002%2fjoa3.12441	https://doi.org/10.1002%2fjoa3.12441	PROPN
iajs-3901	438	7	https://doi.org/10.1109/scored.2006.4339309	https://doi.org/10.1109/scored.2006.4339309	PROPN
iajs-3901	438	8	https://doi.org/10.1109/ijcnn.2003.1223422	https://doi.org/10.1109/ijcnn.2003.1223422	PROPN
iajs-3901	438	9	https://doi.org/10.12998%2fwjcc.v8.i18.3971	https://doi.org/10.12998%2fwjcc.v8.i18.3971	PUNCT
iajs-3901	438	10	https://doi.org/10.1145/3065386	https://doi.org/10.1145/3065386	X
iajs-3901	438	11	https://doi.org/10.1109/niles50944.2020.9257950	https://doi.org/10.1109/niles50944.2020.9257950	X
iajs-3901	438	12	https://doi.org/10.1109/access.2020.2975827	https://doi.org/10.1109/access.2020.2975827	PROPN
iajs-3901	438	13	ihjpas	ihjpa	VERB
iajs-3901	438	14	.	.	PUNCT
iajs-3901	439	1	2024	2024	NUM
iajs-3901	439	2	,	,	PUNCT
iajs-3901	439	3	37	37	NUM
iajs-3901	439	4	(	(	PUNCT
iajs-3901	439	5	3	3	NUM
iajs-3901	439	6	)	)	PUNCT
iajs-3901	439	7	441	441	NUM
iajs-3901	439	8	40	40	NUM
iajs-3901	439	9	.	.	PUNCT
iajs-3901	440	1	muhammad	muhammad	PROPN
iajs-3901	440	2	,	,	PUNCT
iajs-3901	440	3	y.	y.	PROPN
iajs-3901	440	4	;	;	PUNCT
iajs-3901	440	5	tahir	tahir	PROPN
iajs-3901	440	6	,	,	PUNCT
iajs-3901	440	7	m.	m.	NOUN
iajs-3901	440	8	;	;	PUNCT
iajs-3901	440	9	hayat	hayat	PROPN
iajs-3901	440	10	,	,	PUNCT
iajs-3901	440	11	m.	m.	NOUN
iajs-3901	440	12	;	;	PUNCT
iajs-3901	440	13	chong	chong	PROPN
iajs-3901	440	14	,	,	PUNCT
iajs-3901	440	15	k.t	k.t	PROPN
iajs-3901	440	16	.	.	PROPN
iajs-3901	440	17	early	early	ADJ
iajs-3901	440	18	and	and	CCONJ
iajs-3901	440	19	accurate	accurate	ADJ
iajs-3901	440	20	detection	detection	NOUN
iajs-3901	440	21	and	and	CCONJ
iajs-3901	440	22	diagnosis	diagnosis	NOUN
iajs-3901	440	23	of	of	ADP
iajs-3901	440	24	heart	heart	NOUN
iajs-3901	440	25	disease	disease	NOUN
iajs-3901	440	26	using	use	VERB
iajs-3901	440	27	intelligent	intelligent	ADJ
iajs-3901	440	28	computational	computational	ADJ
iajs-3901	440	29	model	model	NOUN
iajs-3901	440	30	.	.	PUNCT
iajs-3901	441	1	scientific	scientific	ADJ
iajs-3901	441	2	reports	report	NOUN
iajs-3901	441	3	.	.	PUNCT
iajs-3901	442	1	2020	2020	NUM
iajs-3901	442	2	,	,	PUNCT
iajs-3901	442	3	10(1	10(1	NUM
iajs-3901	442	4	)	)	PUNCT
iajs-3901	442	5	,	,	PUNCT
iajs-3901	442	6	19747	19747	NUM
iajs-3901	442	7	.	.	PUNCT
iajs-3901	443	1	https://doi.org/10.1038/s41598-020-76635-9	https://doi.org/10.1038/s41598-020-76635-9	NUM
iajs-3901	443	2	.	.	PUNCT
iajs-3901	444	1	41	41	NUM
iajs-3901	444	2	.	.	PUNCT
iajs-3901	445	1	rohit	rohit	PROPN
iajs-3901	445	2	bharti	bharti	PROPN
iajs-3901	445	3	;	;	PUNCT
iajs-3901	445	4	aditya	aditya	PROPN
iajs-3901	445	5	khamparia	khamparia	PROPN
iajs-3901	445	6	;	;	PUNCT
iajs-3901	445	7	mohammad	mohammad	PROPN
iajs-3901	445	8	shabaz	shabaz	PROPN
iajs-3901	445	9	,	,	PUNCT
iajs-3901	445	10	gaurav	gaurav	PROPN
iajs-3901	445	11	dhiman	dhiman	NOUN
iajs-3901	445	12	;	;	PUNCT
iajs-3901	445	13	sagar	sagar	NOUN
iajs-3901	445	14	pande	pande	PROPN
iajs-3901	445	15	;	;	PUNCT
iajs-3901	445	16	parneet	parneet	ADJ
iajs-3901	445	17	singh	singh	NOUN
iajs-3901	445	18	;	;	PUNCT
iajs-3901	445	19	prediction	prediction	NOUN
iajs-3901	445	20	of	of	ADP
iajs-3901	445	21	heart	heart	NOUN
iajs-3901	445	22	disease	disease	NOUN
iajs-3901	445	23	using	use	VERB
iajs-3901	445	24	a	a	DET
iajs-3901	445	25	combination	combination	NOUN
iajs-3901	445	26	of	of	ADP
iajs-3901	445	27	machine	machine	NOUN
iajs-3901	445	28	learning	learning	NOUN
iajs-3901	445	29	and	and	CCONJ
iajs-3901	445	30	deep	deep	ADJ
iajs-3901	445	31	learning	learning	NOUN
iajs-3901	445	32	.	.	PUNCT
iajs-3901	446	1	computational	computational	ADJ
iajs-3901	446	2	intelligence	intelligence	NOUN
iajs-3901	446	3	and	and	CCONJ
iajs-3901	446	4	neuroscience	neuroscience	NOUN
iajs-3901	446	5	.	.	PUNCT
iajs-3901	447	1	2021	2021	NUM
iajs-3901	447	2	,	,	PUNCT
iajs-3901	447	3	article	article	NOUN
iajs-3901	447	4	i	i	PROPN
iajs-3901	447	5	d	d	PROPN
iajs-3901	447	6	8387680	8387680	NUM
iajs-3901	447	7	.	.	PUNCT
iajs-3901	448	1	https://doi.org/10.1155/2021/8387680	https://doi.org/10.1155/2021/8387680	PROPN
iajs-3901	448	2	.	.	PUNCT
iajs-3901	449	1	42	42	NUM
iajs-3901	449	2	.	.	PUNCT
iajs-3901	450	1	zeleznik	zeleznik	PROPN
iajs-3901	450	2	,	,	PUNCT
iajs-3901	450	3	r.	r.	PROPN
iajs-3901	450	4	;	;	PUNCT
iajs-3901	450	5	foldyna	foldyna	PROPN
iajs-3901	450	6	,	,	PUNCT
iajs-3901	450	7	b.	b.	PROPN
iajs-3901	450	8	;	;	PUNCT
iajs-3901	450	9	eslami	eslami	PROPN
iajs-3901	450	10	,	,	PUNCT
iajs-3901	450	11	p.	p.	NOUN
iajs-3901	450	12	deep	deep	ADJ
iajs-3901	450	13	convolutional	convolutional	ADJ
iajs-3901	450	14	neural	neural	ADJ
iajs-3901	450	15	networks	network	NOUN
iajs-3901	450	16	to	to	PART
iajs-3901	450	17	predict	predict	VERB
iajs-3901	450	18	cardiovascular	cardiovascular	ADJ
iajs-3901	450	19	risk	risk	NOUN
iajs-3901	450	20	from	from	ADP
iajs-3901	450	21	computed	compute	VERB
iajs-3901	450	22	tomography	tomography	NOUN
iajs-3901	450	23	.	.	PUNCT
iajs-3901	451	1	nature	nature	NOUN
iajs-3901	451	2	communications	communication	NOUN
iajs-3901	451	3	.	.	PUNCT
iajs-3901	452	1	2021	2021	NUM
iajs-3901	452	2	,	,	PUNCT
iajs-3901	452	3	12(1	12(1	NUM
iajs-3901	452	4	)	)	PUNCT
iajs-3901	452	5	,	,	PUNCT
iajs-3901	452	6	715	715	NUM
iajs-3901	452	7	-	-	SYM
iajs-3901	452	8	726	726	NUM
iajs-3901	452	9	.	.	PUNCT
iajs-3901	452	10	https://doi.org/10.1038/s41467-021-20966-2	https://doi.org/10.1038/s41467-021-20966-2	NOUN
iajs-3901	452	11	.	.	PUNCT
iajs-3901	453	1	43	43	NUM
iajs-3901	453	2	.	.	PUNCT
iajs-3901	454	1	fatema	fatema	PROPN
iajs-3901	454	2	k	k	PROPN
iajs-3901	454	3	;	;	PUNCT
iajs-3901	454	4	montaha	montaha	PROPN
iajs-3901	454	5	s	s	PART
iajs-3901	454	6	;	;	PUNCT
iajs-3901	454	7	rony	rony	PROPN
iajs-3901	454	8	mah	mah	PROPN
iajs-3901	454	9	;	;	PUNCT
iajs-3901	454	10	azam	azam	PROPN
iajs-3901	454	11	s	s	PROPN
iajs-3901	454	12	,	,	PUNCT
iajs-3901	454	13	hasan	hasan	PROPN
iajs-3901	454	14	mz	mz	PROPN
iajs-3901	454	15	;	;	PUNCT
iajs-3901	454	16	jonkman	jonkman	PROPN
iajs-3901	454	17	m.	m.	NOUN
iajs-3901	454	18	a	a	DET
iajs-3901	454	19	robust	robust	ADJ
iajs-3901	454	20	framework	framework	NOUN
iajs-3901	454	21	combining	combine	VERB
iajs-3901	454	22	image	image	NOUN
iajs-3901	454	23	processing	processing	NOUN
iajs-3901	454	24	and	and	CCONJ
iajs-3901	454	25	deep	deep	ADJ
iajs-3901	454	26	learning	learn	VERB
iajs-3901	454	27	hybrid	hybrid	ADJ
iajs-3901	454	28	model	model	NOUN
iajs-3901	454	29	to	to	PART
iajs-3901	454	30	classify	classify	VERB
iajs-3901	454	31	cardiovascular	cardiovascular	ADJ
iajs-3901	454	32	diseases	disease	NOUN
iajs-3901	454	33	using	use	VERB
iajs-3901	454	34	a	a	DET
iajs-3901	454	35	limited	limited	ADJ
iajs-3901	454	36	number	number	NOUN
iajs-3901	454	37	of	of	ADP
iajs-3901	454	38	paper	paper	NOUN
iajs-3901	454	39	-	-	PUNCT
iajs-3901	454	40	based	base	VERB
iajs-3901	454	41	complex	complex	ADJ
iajs-3901	454	42	ecg	ecg	PROPN
iajs-3901	454	43	images	image	NOUN
iajs-3901	454	44	.	.	PUNCT
iajs-3901	455	1	biomedicines	biomedicine	NOUN
iajs-3901	455	2	.	.	PUNCT
iajs-3901	456	1	2022	2022	NUM
iajs-3901	456	2	,	,	PUNCT
iajs-3901	456	3	10(11	10(11	NUM
iajs-3901	456	4	)	)	PUNCT
iajs-3901	456	5	,	,	PUNCT
iajs-3901	456	6	2835	2835	NUM
iajs-3901	456	7	-	-	SYM
iajs-3901	456	8	2848	2848	NUM
iajs-3901	456	9	.	.	PUNCT
iajs-3901	457	1	https://doi.org/10.3390/biomedicines10112835	https://doi.org/10.3390/biomedicines10112835	NOUN
iajs-3901	457	2	.	.	PUNCT
iajs-3901	458	1	44	44	NUM
iajs-3901	458	2	.	.	PUNCT
iajs-3901	459	1	mhamdi	mhamdi	PROPN
iajs-3901	459	2	,	,	PUNCT
iajs-3901	459	3	l.	l.	PROPN
iajs-3901	459	4	;	;	PUNCT
iajs-3901	459	5	dammak	dammak	PROPN
iajs-3901	459	6	,	,	PUNCT
iajs-3901	459	7	o.	o.	PROPN
iajs-3901	459	8	;	;	PUNCT
iajs-3901	459	9	cottin	cottin	PROPN
iajs-3901	459	10	,	,	PUNCT
iajs-3901	459	11	f.	f.	PROPN
iajs-3901	459	12	;	;	PUNCT
iajs-3901	459	13	dhaou	dhaou	NOUN
iajs-3901	459	14	,	,	PUNCT
iajs-3901	459	15	i.b	i.b	PROPN
iajs-3901	459	16	.	.	PROPN
iajs-3901	459	17	artificial	artificial	ADJ
iajs-3901	459	18	intelligence	intelligence	NOUN
iajs-3901	459	19	for	for	ADP
iajs-3901	459	20	cardiac	cardiac	ADJ
iajs-3901	459	21	diseases	disease	NOUN
iajs-3901	459	22	diagnosis	diagnosis	NOUN
iajs-3901	459	23	and	and	CCONJ
iajs-3901	459	24	prediction	prediction	NOUN
iajs-3901	459	25	using	use	VERB
iajs-3901	459	26	ecg	ecg	PROPN
iajs-3901	459	27	images	image	NOUN
iajs-3901	459	28	on	on	ADP
iajs-3901	459	29	embedded	embed	VERB
iajs-3901	459	30	systems	system	NOUN
iajs-3901	459	31	.	.	PUNCT
iajs-3901	460	1	biomedicines	biomedicine	NOUN
iajs-3901	460	2	.	.	PUNCT
iajs-3901	461	1	2022	2022	NUM
iajs-3901	461	2	,	,	PUNCT
iajs-3901	461	3	10(8	10(8	NOUN
iajs-3901	461	4	)	)	PUNCT
iajs-3901	461	5	,	,	PUNCT
iajs-3901	461	6	2013	2013	NUM
iajs-3901	461	7	.	.	PUNCT
iajs-3901	462	1	https://doi.org/10.3390/biomedicines10082013	https://doi.org/10.3390/biomedicines10082013	NOUN
iajs-3901	462	2	.	.	PUNCT
iajs-3901	463	1	45	45	NUM
iajs-3901	463	2	.	.	PUNCT
iajs-3901	463	3	ao	ao	PROPN
iajs-3901	463	4	r	r	NOUN
iajs-3901	463	5	;	;	PUNCT
iajs-3901	463	6	he	he	PRON
iajs-3901	463	7	g.	g.	NOUN
iajs-3901	463	8	image	image	NOUN
iajs-3901	463	9	based	base	VERB
iajs-3901	463	10	deep	deep	ADJ
iajs-3901	463	11	learning	learning	NOUN
iajs-3901	463	12	in	in	ADP
iajs-3901	463	13	12	12	NUM
iajs-3901	463	14	-	-	PUNCT
iajs-3901	463	15	lead	lead	NOUN
iajs-3901	463	16	ecg	ecg	PROPN
iajs-3901	463	17	diagnosis	diagnosis	NOUN
iajs-3901	463	18	.	.	PUNCT
iajs-3901	464	1	frontiers	frontier	NOUN
iajs-3901	464	2	in	in	ADP
iajs-3901	464	3	artificial	artificial	ADJ
iajs-3901	464	4	intelligence	intelligence	NOUN
iajs-3901	464	5	.	.	PUNCT
iajs-3901	465	1	2023	2023	NUM
iajs-3901	465	2	,	,	PUNCT
iajs-3901	465	3	5	5	NUM
iajs-3901	465	4	,	,	PUNCT
iajs-3901	465	5	1087370	1087370	NUM
iajs-3901	465	6	.	.	PUNCT
iajs-3901	466	1	https://doi.org/10.3389/frai.2022.1087370	https://doi.org/10.3389/frai.2022.1087370	PROPN
iajs-3901	466	2	.	.	PROPN
iajs-3901	466	3	46	46	NUM
iajs-3901	466	4	.	.	PUNCT
iajs-3901	466	5	golande	golande	NOUN
iajs-3901	466	6	,	,	PUNCT
iajs-3901	466	7	a.l	a.l	PROPN
iajs-3901	466	8	.	.	PROPN
iajs-3901	466	9	;	;	PUNCT
iajs-3901	466	10	pavankumar	pavankumar	PROPN
iajs-3901	466	11	,	,	PUNCT
iajs-3901	466	12	t.	t.	PROPN
iajs-3901	466	13	optical	optical	ADJ
iajs-3901	466	14	electrocardiogram	electrocardiogram	NOUN
iajs-3901	466	15	based	base	VERB
iajs-3901	466	16	heart	heart	NOUN
iajs-3901	466	17	disease	disease	NOUN
iajs-3901	466	18	prediction	prediction	NOUN
iajs-3901	466	19	using	use	VERB
iajs-3901	466	20	hybrid	hybrid	ADJ
iajs-3901	466	21	deep	deep	ADJ
iajs-3901	466	22	learning	learning	NOUN
iajs-3901	466	23	.	.	PUNCT
iajs-3901	467	1	journal	journal	PROPN
iajs-3901	467	2	big	big	ADJ
iajs-3901	467	3	data	data	PROPN
iajs-3901	467	4	.	.	PUNCT
iajs-3901	468	1	2023	2023	NUM
iajs-3901	468	2	,	,	PUNCT
iajs-3901	468	3	10(1	10(1	NUM
iajs-3901	468	4	)	)	PUNCT
iajs-3901	468	5	,	,	PUNCT
iajs-3901	468	6	139	139	NUM
iajs-3901	468	7	-	-	SYM
iajs-3901	468	8	150	150	NUM
iajs-3901	468	9	.	.	PUNCT
iajs-3901	469	1	https://doi.org/10.1186/s40537-023-00820-6	https://doi.org/10.1186/s40537-023-00820-6	PROPN
iajs-3901	469	2	.	.	PUNCT
iajs-3901	470	1	47	47	NUM
iajs-3901	470	2	.	.	PUNCT
iajs-3901	471	1	gadaleta	gadaleta	NOUN
iajs-3901	471	2	,	,	PUNCT
iajs-3901	471	3	m.	m.	NOUN
iajs-3901	471	4	;	;	PUNCT
iajs-3901	471	5	harrington	harrington	PROPN
iajs-3901	471	6	,	,	PUNCT
iajs-3901	471	7	p.	p.	PROPN
iajs-3901	471	8	;	;	PUNCT
iajs-3901	471	9	barnhill	barnhill	PROPN
iajs-3901	471	10	.	.	PUNCT
iajs-3901	472	1	prediction	prediction	NOUN
iajs-3901	472	2	of	of	ADP
iajs-3901	472	3	atrial	atrial	ADJ
iajs-3901	472	4	fibrillation	fibrillation	NOUN
iajs-3901	472	5	from	from	ADP
iajs-3901	472	6	at	at	ADP
iajs-3901	472	7	-	-	PUNCT
iajs-3901	472	8	home	home	NOUN
iajs-3901	472	9	single	single	ADJ
iajs-3901	472	10	-	-	PUNCT
iajs-3901	472	11	lead	lead	NOUN
iajs-3901	472	12	ecg	ecg	PROPN
iajs-3901	472	13	signals	signal	NOUN
iajs-3901	472	14	without	without	ADP
iajs-3901	472	15	arrhythmias	arrhythmia	NOUN
iajs-3901	472	16	.	.	PUNCT
iajs-3901	473	1	npj	npj	PROPN
iajs-3901	473	2	digital	digital	ADJ
iajs-3901	473	3	medicine	medicine	NOUN
iajs-3901	473	4	.	.	PUNCT
iajs-3901	474	1	2023	2023	NUM
iajs-3901	474	2	,	,	PUNCT
iajs-3901	474	3	6(1	6(1	NUM
iajs-3901	474	4	)	)	PUNCT
iajs-3901	474	5	,	,	PUNCT
iajs-3901	474	6	229	229	NUM
iajs-3901	474	7	.	.	PUNCT
iajs-3901	475	1	https://doi.org/10.1038/s41746023-00966-w	https://doi.org/10.1038/s41746023-00966-w	X
iajs-3901	475	2	.	.	PUNCT
iajs-3901	476	1	48	48	NUM
iajs-3901	476	2	.	.	PUNCT
iajs-3901	476	3	m.	m.	NOUN
iajs-3901	476	4	bukhari	bukhari	PROPN
iajs-3901	476	5	;	;	PUNCT
iajs-3901	476	6	s.	s.	PROPN
iajs-3901	476	7	yasmin	yasmin	PROPN
iajs-3901	476	8	;	;	PUNCT
iajs-3901	476	9	s.	s.	PROPN
iajs-3901	476	10	naz	naz	PROPN
iajs-3901	476	11	;	;	PUNCT
iajs-3901	476	12	m.	m.	PROPN
iajs-3901	476	13	y.	y.	PROPN
iajs-3901	476	14	durrani	durrani	PROPN
iajs-3901	476	15	;	;	PUNCT
iajs-3901	476	16	m.	m.	NOUN
iajs-3901	476	17	a	a	DET
iajs-3901	476	18	smart	smart	ADJ
iajs-3901	476	19	heart	heart	NOUN
iajs-3901	476	20	disease	disease	NOUN
iajs-3901	476	21	diagnostic	diagnostic	ADJ
iajs-3901	476	22	system	system	NOUN
iajs-3901	476	23	using	use	VERB
iajs-3901	476	24	deep	deep	ADJ
iajs-3901	476	25	vanilla	vanilla	NOUN
iajs-3901	476	26	lstm	lstm	NOUN
iajs-3901	476	27	.	.	PUNCT
iajs-3901	477	1	computers	computer	NOUN
iajs-3901	477	2	,	,	PUNCT
iajs-3901	477	3	materials	material	NOUN
iajs-3901	477	4	&	&	CCONJ
iajs-3901	477	5	continua	continuum	NOUN
iajs-3901	477	6	.	.	PUNCT
iajs-3901	478	1	2023	2023	NUM
iajs-3901	478	2	,	,	PUNCT
iajs-3901	478	3	77(1	77(1	NUM
iajs-3901	478	4	)	)	PUNCT
iajs-3901	478	5	,	,	PUNCT
iajs-3901	478	6	1251–1279	1251–1279	NUM
iajs-3901	478	7	.	.	PUNCT
iajs-3901	479	1	https://doi.org/	https://doi.org/	VERB
iajs-3901	479	2	10.32604	10.32604	NUM
iajs-3901	479	3	/	/	SYM
iajs-3901	479	4	cmc.2023.040329	cmc.2023.040329	NOUN
iajs-3901	479	5	.	.	NOUN
iajs-3901	479	6	49	49	NUM
iajs-3901	479	7	.	.	PUNCT
iajs-3901	480	1	seyed	seyed	PROPN
iajs-3901	480	2	matin	matin	PROPN
iajs-3901	480	3	malakouti	malakouti	PROPN
iajs-3901	480	4	.	.	PUNCT
iajs-3901	481	1	heart	heart	NOUN
iajs-3901	481	2	disease	disease	NOUN
iajs-3901	481	3	classification	classification	NOUN
iajs-3901	481	4	based	base	VERB
iajs-3901	481	5	on	on	ADP
iajs-3901	481	6	ecg	ecg	PROPN
iajs-3901	481	7	using	use	VERB
iajs-3901	481	8	machine	machine	NOUN
iajs-3901	481	9	learning	learning	NOUN
iajs-3901	481	10	models	model	NOUN
iajs-3901	481	11	.	.	PUNCT
iajs-3901	482	1	biomedical	biomedical	ADJ
iajs-3901	482	2	signal	signal	NOUN
iajs-3901	482	3	processing	processing	NOUN
iajs-3901	482	4	and	and	CCONJ
iajs-3901	482	5	control	control	NOUN
iajs-3901	482	6	.	.	PUNCT
iajs-3901	483	1	2023	2023	NUM
iajs-3901	483	2	,	,	PUNCT
iajs-3901	483	3	84	84	NUM
iajs-3901	483	4	,	,	PUNCT
iajs-3901	483	5	104796	104796	NUM
iajs-3901	483	6	.	.	PUNCT
iajs-3901	484	1	https://doi.org/10.1016/j.bspc.2023.104796	https://doi.org/10.1016/j.bspc.2023.104796	PROPN
iajs-3901	484	2	.	.	PUNCT
iajs-3901	485	1	50	50	NUM
iajs-3901	485	2	.	.	X
iajs-3901	485	3	deepika	deepika	PROPN
iajs-3901	485	4	,	,	PUNCT
iajs-3901	485	5	s.	s.	PROPN
iajs-3901	485	6	;	;	PUNCT
iajs-3901	485	7	jaisankar	jaisankar	PROPN
iajs-3901	485	8	,	,	PUNCT
iajs-3901	485	9	n.	n.	PROPN
iajs-3901	485	10	review	review	NOUN
iajs-3901	485	11	on	on	ADP
iajs-3901	485	12	machine	machine	NOUN
iajs-3901	485	13	learning	learning	NOUN
iajs-3901	485	14	and	and	CCONJ
iajs-3901	485	15	deep	deep	ADJ
iajs-3901	485	16	learning	learning	NOUN
iajs-3901	485	17	-	-	PUNCT
iajs-3901	485	18	based	base	VERB
iajs-3901	485	19	heart	heart	NOUN
iajs-3901	485	20	disease	disease	NOUN
iajs-3901	485	21	classification	classification	NOUN
iajs-3901	485	22	and	and	CCONJ
iajs-3901	485	23	prediction	prediction	NOUN
iajs-3901	485	24	.	.	PUNCT
iajs-3901	486	1	the	the	DET
iajs-3901	486	2	open	open	ADJ
iajs-3901	486	3	biomedical	biomedical	ADJ
iajs-3901	486	4	engineering	engineering	NOUN
iajs-3901	486	5	journal	journal	NOUN
iajs-3901	486	6	.	.	PUNCT
iajs-3901	487	1	2023	2023	NUM
iajs-3901	487	2	,	,	PUNCT
iajs-3901	487	3	17(1	17(1	NUM
iajs-3901	487	4	)	)	PUNCT
iajs-3901	487	5	.	.	PUNCT
iajs-3901	487	6	https://doi.org/10.2174/18741207-v17-e230110-2022-ht27-3589-17	https://doi.org/10.2174/18741207-v17-e230110-2022-ht27-3589-17	PUNCT
iajs-3901	487	7	.	.	PUNCT
iajs-3901	488	1	51	51	NUM
iajs-3901	488	2	.	.	PUNCT
iajs-3901	489	1	hima	hima	PROPN
iajs-3901	489	2	vijayan	vijayan	PROPN
iajs-3901	489	3	vp	vp	PROPN
iajs-3901	489	4	;	;	PUNCT
iajs-3901	489	5	reshma	reshma	PROPN
iajs-3901	489	6	s	s	PROPN
iajs-3901	489	7	,	,	PUNCT
iajs-3901	489	8	r	r	NOUN
iajs-3901	489	9	;	;	PUNCT
iajs-3901	489	10	sathyanjan	sathyanjan	NOUN
iajs-3901	489	11	;	;	PUNCT
iajs-3901	489	12	vaishnavi	vaishnavi	VERB
iajs-3901	489	13	geetha	geetha	PROPN
iajs-3901	489	14	.	.	PUNCT
iajs-3901	490	1	integrating	integrate	VERB
iajs-3901	490	2	deep	deep	ADJ
iajs-3901	490	3	learning	learning	NOUN
iajs-3901	490	4	architectures	architecture	NOUN
iajs-3901	490	5	for	for	ADP
iajs-3901	490	6	improved	improved	ADJ
iajs-3901	490	7	arrhythmia	arrhythmia	NOUN
iajs-3901	490	8	detection	detection	NOUN
iajs-3901	490	9	in	in	ADP
iajs-3901	490	10	electrocardiogram	electrocardiogram	NOUN
iajs-3901	490	11	signals	signal	NOUN
iajs-3901	490	12	.	.	PUNCT
iajs-3901	491	1	international	international	ADJ
iajs-3901	491	2	journal	journal	PROPN
iajs-3901	491	3	of	of	ADP
iajs-3901	491	4	science	science	NOUN
iajs-3901	491	5	and	and	CCONJ
iajs-3901	491	6	research	research	NOUN
iajs-3901	491	7	archive	archive	NOUN
iajs-3901	491	8	.	.	PUNCT
iajs-3901	492	1	2023	2023	NUM
iajs-3901	492	2	,	,	PUNCT
iajs-3901	492	3	08(02	08(02	NUM
iajs-3901	492	4	)	)	PUNCT
iajs-3901	492	5	,	,	PUNCT
iajs-3901	492	6	704–715	704–715	NUM
iajs-3901	492	7	.	.	PUNCT
iajs-3901	493	1	https://doi.org/10.30574/ijsra.2023.8.2.0332	https://doi.org/10.30574/ijsra.2023.8.2.0332	PROPN
iajs-3901	493	2	52	52	NUM
iajs-3901	493	3	.	.	PUNCT
iajs-3901	494	1	cuevas	cuevas	PROPN
iajs-3901	494	2	-	-	PUNCT
iajs-3901	494	3	chávez	chávez	PROPN
iajs-3901	494	4	,	,	PUNCT
iajs-3901	494	5	a.	a.	NOUN
iajs-3901	494	6	;	;	PUNCT
iajs-3901	494	7	hernández	hernández	PROPN
iajs-3901	494	8	,	,	PUNCT
iajs-3901	494	9	y.	y.	PROPN
iajs-3901	494	10	;	;	PUNCT
iajs-3901	494	11	ortiz	ortiz	PROPN
iajs-3901	494	12	-	-	PUNCT
iajs-3901	494	13	hernandez	hernandez	PROPN
iajs-3901	494	14	,	,	PUNCT
iajs-3901	494	15	j.	j.	PROPN
iajs-3901	494	16	;	;	PUNCT
iajs-3901	494	17	sánchez	sánchez	PROPN
iajs-3901	494	18	-	-	PUNCT
iajs-3901	494	19	jiménez	jiménez	PROPN
iajs-3901	494	20	,	,	PUNCT
iajs-3901	494	21	e.	e.	PROPN
iajs-3901	494	22	;	;	PUNCT
iajs-3901	494	23	ochoa	ochoa	PROPN
iajs-3901	494	24	-	-	PUNCT
iajs-3901	494	25	ruiz	ruiz	NOUN
iajs-3901	494	26	,	,	PUNCT
iajs-3901	494	27	g.	g.	NOUN
iajs-3901	494	28	;	;	PUNCT
iajs-3901	494	29	pérez	pérez	NOUN
iajs-3901	494	30	,	,	PUNCT
iajs-3901	494	31	j.	j.	PROPN
iajs-3901	494	32	;	;	PUNCT
iajs-3901	494	33	gonzález	gonzález	PROPN
iajs-3901	494	34	-	-	PUNCT
iajs-3901	494	35	serna	serna	PROPN
iajs-3901	494	36	,	,	PUNCT
iajs-3901	494	37	g.	g.	PROPN
iajs-3901	494	38	a	a	DET
iajs-3901	494	39	systematic	systematic	ADJ
iajs-3901	494	40	review	review	NOUN
iajs-3901	494	41	of	of	ADP
iajs-3901	494	42	machine	machine	NOUN
iajs-3901	494	43	learning	learning	NOUN
iajs-3901	494	44	and	and	CCONJ
iajs-3901	494	45	iot	iot	PROPN
iajs-3901	494	46	applied	apply	VERB
iajs-3901	494	47	to	to	ADP
iajs-3901	494	48	the	the	DET
iajs-3901	494	49	prediction	prediction	NOUN
iajs-3901	494	50	and	and	CCONJ
iajs-3901	494	51	monitoring	monitoring	NOUN
iajs-3901	494	52	of	of	ADP
iajs-3901	494	53	cardiovascular	cardiovascular	ADJ
iajs-3901	494	54	diseases	disease	NOUN
iajs-3901	494	55	.	.	PUNCT
iajs-3901	495	1	healthcare	healthcare	PROPN
iajs-3901	495	2	.	.	PUNCT
iajs-3901	496	1	2023	2023	NUM
iajs-3901	496	2	,	,	PUNCT
iajs-3901	496	3	11(16	11(16	NUM
iajs-3901	496	4	)	)	PUNCT
iajs-3901	496	5	,	,	PUNCT
iajs-3901	496	6	2240	2240	NUM
iajs-3901	496	7	.	.	PUNCT
iajs-3901	497	1	https://doi.org/10.3390/healthcare11162240	https://doi.org/10.3390/healthcare11162240	NOUN
iajs-3901	497	2	.	.	PUNCT
iajs-3901	498	1	https://doi.org/10.1155/2021/8387680	https://doi.org/10.1155/2021/8387680	ADV
iajs-3901	498	2	https://doi.org/10.3390/biomedicines10112835	https://doi.org/10.3390/biomedicines10112835	NOUN
iajs-3901	498	3	https://doi.org/10.3390/biomedicines10082013	https://doi.org/10.3390/biomedicines10082013	NOUN
iajs-3901	498	4	https://doi.org/10.3389/frai.2022.1087370	https://doi.org/10.3389/frai.2022.1087370	PROPN
iajs-3901	498	5	https://doi.org/10.1016/j.bspc.2023.104796	https://doi.org/10.1016/j.bspc.2023.104796	PROPN
iajs-3901	498	6	http://dx.doi.org/10.2174/18741207-v17-e230110-2022-ht27-3589-17	http://dx.doi.org/10.2174/18741207-v17-e230110-2022-ht27-3589-17	PROPN
iajs-3901	498	7	https://doi.org/10.30574/ijsra.2023.8.2.0332	https://doi.org/10.30574/ijsra.2023.8.2.0332	PROPN
iajs-3901	498	8	https://doi.org/10.3390/healthcare11162240	https://doi.org/10.3390/healthcare11162240	NOUN