id	sid	tid	token	lemma	pos
bitcs-3060	1	1	p	p	X
bitcs-3060	1	2	-	-	PUNCT
bitcs-3060	1	3	issn	issn	VERB
bitcs-3060	1	4	:	:	PUNCT
bitcs-3060	1	5	2715	2715	NUM
bitcs-3060	1	6	-	-	SYM
bitcs-3060	1	7	2448	2448	NUM
bitcs-3060	1	8	|	|	NOUN
bitcs-3060	1	9	e	e	NOUN
bitcs-3060	1	10	-	-	NOUN
bitcs-3060	1	11	issn	issn	X
bitcs-3060	1	12	:	:	PUNCT
bitcs-3060	1	13	2715	2715	NUM
bitcs-3060	1	14	-	-	SYM
bitcs-3060	1	15	7199	7199	NUM
bitcs-3060	1	16	vol.4	vol.4	NOUN
bitcs-3060	1	17	no.1	no.1	VERB
bitcs-3060	1	18	january	january	PROPN
bitcs-3060	1	19	2023	2023	NUM
bitcs-3060	1	20	buana	buana	PROPN
bitcs-3060	1	21	information	information	PROPN
bitcs-3060	1	22	technology	technology	NOUN
bitcs-3060	1	23	and	and	CCONJ
bitcs-3060	1	24	computer	computer	NOUN
bitcs-3060	1	25	sciences	science	NOUN
bitcs-3060	1	26	(	(	PUNCT
bitcs-3060	1	27	bit	bit	NOUN
bitcs-3060	1	28	and	and	CCONJ
bitcs-3060	1	29	cs	cs	ADJ
bitcs-3060	1	30	)	)	PUNCT
bitcs-3060	1	31	24	24	NUM
bitcs-3060	1	32	|	|	NOUN
bitcs-3060	1	33	vol.4	vol.4	PROPN
bitcs-3060	1	34	no.1	no.1	PROPN
bitcs-3060	1	35	,	,	PUNCT
bitcs-3060	1	36	january	january	NOUN
bitcs-3060	1	37	2023	2023	NUM
bitcs-3060	1	38	cardiovascular	cardiovascular	ADJ
bitcs-3060	1	39	disease	disease	NOUN
bitcs-3060	1	40	prediction	prediction	NOUN
bitcs-3060	1	41	using	use	VERB
bitcs-3060	1	42	machine	machine	NOUN
bitcs-3060	1	43	learning	learn	VERB
bitcs-3060	2	1	shivampandey	shivampandey	INTJ
bitcs-3060	2	2	undergraduate	undergraduate	NOUN
bitcs-3060	2	3	student	student	NOUN
bitcs-3060	2	4	of	of	ADP
bitcs-3060	2	5	be	be	PROPN
bitcs-3060	2	6	cse	cse	NOUN
bitcs-3060	2	7	aiml	aiml	NOUN
bitcs-3060	2	8	,	,	PUNCT
bitcs-3060	2	9	chandigarh	chandigarh	PROPN
bitcs-3060	2	10	university	university	NOUN
bitcs-3060	2	11	,	,	PUNCT
bitcs-3060	2	12	punjab	punjab	ADJ
bitcs-3060	2	13	email	email	NOUN
bitcs-3060	2	14	:	:	PUNCT
bitcs-3060	2	15	shivampandey3819@gmail.com	shivampandey3819@gmail.com	X
bitcs-3060	3	1	‹β›	‹β›	PROPN
bitcs-3060	3	2	abstract	abstract	PROPN
bitcs-3060	3	3	—	—	PUNCT
bitcs-3060	3	4	because	because	SCONJ
bitcs-3060	3	5	of	of	ADP
bitcs-3060	3	6	technology	technology	NOUN
bitcs-3060	3	7	developments	development	NOUN
bitcs-3060	3	8	,	,	PUNCT
bitcs-3060	3	9	the	the	DET
bitcs-3060	3	10	ecg	ecg	PROPN
bitcs-3060	3	11	yields	yield	NOUN
bitcs-3060	3	12	improved	improve	VERB
bitcs-3060	3	13	outcomes	outcome	NOUN
bitcs-3060	3	14	in	in	ADP
bitcs-3060	3	15	the	the	DET
bitcs-3060	3	16	realm	realm	NOUN
bitcs-3060	3	17	of	of	ADP
bitcs-3060	3	18	biomedical	biomedical	ADJ
bitcs-3060	3	19	science	science	NOUN
bitcs-3060	3	20	and	and	CCONJ
bitcs-3060	3	21	research	research	NOUN
bitcs-3060	3	22	.	.	PUNCT
bitcs-3060	4	1	the	the	DET
bitcs-3060	4	2	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	4	3	reveals	reveal	VERB
bitcs-3060	4	4	basic	basic	ADJ
bitcs-3060	4	5	the	the	DET
bitcs-3060	4	6	heart	heart	NOUN
bitcs-3060	4	7	's	's	PART
bitcs-3060	4	8	electrical	electrical	ADJ
bitcs-3060	4	9	activity	activity	NOUN
bitcs-3060	4	10	.	.	PUNCT
bitcs-3060	5	1	early	early	ADJ
bitcs-3060	5	2	detection	detection	NOUN
bitcs-3060	5	3	of	of	ADP
bitcs-3060	5	4	aberrant	aberrant	ADJ
bitcs-3060	5	5	heart	heart	NOUN
bitcs-3060	5	6	disorders	disorder	NOUN
bitcs-3060	5	7	is	be	AUX
bitcs-3060	5	8	crucial	crucial	ADJ
bitcs-3060	5	9	for	for	ADP
bitcs-3060	5	10	diagnosing	diagnose	VERB
bitcs-3060	5	11	cardiac	cardiac	ADJ
bitcs-3060	5	12	problems	problem	NOUN
bitcs-3060	5	13	and	and	CCONJ
bitcs-3060	5	14	averting	avert	VERB
bitcs-3060	5	15	sudden	sudden	ADJ
bitcs-3060	5	16	cardiac	cardiac	ADJ
bitcs-3060	5	17	deaths	death	NOUN
bitcs-3060	5	18	.	.	PUNCT
bitcs-3060	6	1	measurements	measurement	NOUN
bitcs-3060	6	2	on	on	ADP
bitcs-3060	6	3	an	an	DET
bitcs-3060	6	4	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	6	5	(	(	PUNCT
bitcs-3060	6	6	ecg	ecg	PROPN
bitcs-3060	6	7	)	)	PUNCT
bitcs-3060	6	8	among	among	ADP
bitcs-3060	6	9	people	people	NOUN
bitcs-3060	6	10	with	with	ADP
bitcs-3060	6	11	comparable	comparable	ADJ
bitcs-3060	6	12	cardiac	cardiac	ADJ
bitcs-3060	6	13	issues	issue	NOUN
bitcs-3060	6	14	are	be	AUX
bitcs-3060	6	15	essentially	essentially	ADV
bitcs-3060	6	16	equal	equal	ADJ
bitcs-3060	6	17	.	.	PUNCT
bitcs-3060	7	1	analyzing	analyze	VERB
bitcs-3060	7	2	the	the	DET
bitcs-3060	7	3	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	7	4	characteristics	characteristic	NOUN
bitcs-3060	7	5	can	can	AUX
bitcs-3060	7	6	help	help	VERB
bitcs-3060	7	7	predict	predict	VERB
bitcs-3060	7	8	abnormalities	abnormality	NOUN
bitcs-3060	7	9	.	.	PUNCT
bitcs-3060	8	1	medical	medical	ADJ
bitcs-3060	8	2	professionals	professional	NOUN
bitcs-3060	8	3	presently	presently	ADV
bitcs-3060	8	4	base	base	VERB
bitcs-3060	8	5	the	the	DET
bitcs-3060	8	6	preponderance	preponderance	NOUN
bitcs-3060	8	7	of	of	ADP
bitcs-3060	8	8	their	their	PRON
bitcs-3060	8	9	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	8	10	diagnosis	diagnosis	NOUN
bitcs-3060	8	11	on	on	ADP
bitcs-3060	8	12	their	their	PRON
bitcs-3060	8	13	unique	unique	ADJ
bitcs-3060	8	14	particular	particular	ADJ
bitcs-3060	8	15	areas	area	NOUN
bitcs-3060	8	16	of	of	ADP
bitcs-3060	8	17	expertise	expertise	NOUN
bitcs-3060	8	18	,	,	PUNCT
bitcs-3060	8	19	which	which	PRON
bitcs-3060	8	20	places	place	VERB
bitcs-3060	8	21	a	a	DET
bitcs-3060	8	22	substantial	substantial	ADJ
bitcs-3060	8	23	load	load	NOUN
bitcs-3060	8	24	on	on	ADP
bitcs-3060	8	25	their	their	PRON
bitcs-3060	8	26	shoulders	shoulder	NOUN
bitcs-3060	8	27	and	and	CCONJ
bitcs-3060	8	28	reduces	reduce	VERB
bitcs-3060	8	29	their	their	PRON
bitcs-3060	8	30	performance	performance	NOUN
bitcs-3060	8	31	.	.	PUNCT
bitcs-3060	9	1	the	the	DET
bitcs-3060	9	2	use	use	NOUN
bitcs-3060	9	3	of	of	ADP
bitcs-3060	9	4	technology	technology	NOUN
bitcs-3060	9	5	that	that	PRON
bitcs-3060	9	6	automatically	automatically	ADV
bitcs-3060	9	7	analyses	analyse	VERB
bitcs-3060	9	8	ecgs	ecgs	NOUN
bitcs-3060	9	9	as	as	SCONJ
bitcs-3060	9	10	hospital	hospital	NOUN
bitcs-3060	9	11	personnel	personnel	NOUN
bitcs-3060	9	12	performs	perform	VERB
bitcs-3060	9	13	their	their	PRON
bitcs-3060	9	14	duties	duty	NOUN
bitcs-3060	9	15	will	will	AUX
bitcs-3060	9	16	be	be	AUX
bitcs-3060	9	17	advantageous	advantageous	ADJ
bitcs-3060	9	18	.	.	PUNCT
bitcs-3060	10	1	a	a	DET
bitcs-3060	10	2	suitable	suitable	ADJ
bitcs-3060	10	3	algorithm	algorithm	NOUN
bitcs-3060	10	4	must	must	AUX
bitcs-3060	10	5	be	be	AUX
bitcs-3060	10	6	able	able	ADJ
bitcs-3060	10	7	to	to	PART
bitcs-3060	10	8	categories	category	NOUN
bitcs-3060	10	9	input	input	NOUN
bitcs-3060	10	10	signal	signal	NOUN
bitcs-3060	10	11	with	with	ADP
bitcs-3060	10	12	uncertain	uncertain	ADJ
bitcs-3060	10	13	awesome	awesome	ADJ
bitcs-3060	10	14	feature	feature	NOUN
bitcs-3060	10	15	on	on	ADP
bitcs-3060	10	16	just	just	ADV
bitcs-3060	10	17	how	how	SCONJ
bitcs-3060	10	18	much	much	ADJ
bitcs-3060	10	19	they	they	PRON
bitcs-3060	10	20	approximate	approximate	VERB
bitcs-3060	10	21	input	input	NOUN
bitcs-3060	10	22	signal	signal	NOUN
bitcs-3060	10	23	having	have	VERB
bitcs-3060	10	24	known	know	VERB
bitcs-3060	10	25	characteristics	characteristic	NOUN
bitcs-3060	10	26	in	in	ADP
bitcs-3060	10	27	order	order	NOUN
bitcs-3060	10	28	to	to	PART
bitcs-3060	10	29	speed	speed	VERB
bitcs-3060	10	30	up	up	ADP
bitcs-3060	10	31	the	the	DET
bitcs-3060	10	32	identification	identification	NOUN
bitcs-3060	10	33	of	of	ADP
bitcs-3060	10	34	heart	heart	NOUN
bitcs-3060	10	35	illnesses	illness	NOUN
bitcs-3060	10	36	.	.	PUNCT
bitcs-3060	11	1	a	a	DET
bitcs-3060	11	2	possibility	possibility	NOUN
bitcs-3060	11	3	of	of	ADP
bitcs-3060	11	4	identifying	identify	VERB
bitcs-3060	11	5	a	a	DET
bitcs-3060	11	6	tachycardia	tachycardia	NOUN
bitcs-3060	11	7	is	be	AUX
bitcs-3060	11	8	raised	raise	VERB
bitcs-3060	11	9	if	if	SCONJ
bitcs-3060	11	10	this	this	DET
bitcs-3060	11	11	predictor	predictor	NOUN
bitcs-3060	11	12	can	can	AUX
bitcs-3060	11	13	reliably	reliably	ADV
bitcs-3060	11	14	recognize	recognize	VERB
bitcs-3060	11	15	connections	connection	NOUN
bitcs-3060	11	16	,	,	PUNCT
bitcs-3060	11	17	and	and	CCONJ
bitcs-3060	11	18	this	this	DET
bitcs-3060	11	19	technique	technique	NOUN
bitcs-3060	11	20	may	may	AUX
bitcs-3060	11	21	be	be	AUX
bitcs-3060	11	22	helpful	helpful	ADJ
bitcs-3060	11	23	in	in	ADP
bitcs-3060	11	24	lab	lab	NOUN
bitcs-3060	11	25	settings	setting	NOUN
bitcs-3060	11	26	.	.	PUNCT
bitcs-3060	12	1	to	to	PART
bitcs-3060	12	2	accurately	accurately	ADV
bitcs-3060	12	3	diagnose	diagnose	VERB
bitcs-3060	12	4	myocardial	myocardial	ADJ
bitcs-3060	12	5	illness	illness	NOUN
bitcs-3060	12	6	,	,	PUNCT
bitcs-3060	12	7	a	a	DET
bitcs-3060	12	8	powerful	powerful	ADJ
bitcs-3060	12	9	machine	machine	NOUN
bitcs-3060	12	10	learning	learning	NOUN
bitcs-3060	12	11	technique	technique	NOUN
bitcs-3060	12	12	should	should	AUX
bitcs-3060	12	13	be	be	AUX
bitcs-3060	12	14	used	use	VERB
bitcs-3060	12	15	.	.	PUNCT
bitcs-3060	13	1	through	through	ADP
bitcs-3060	13	2	using	use	VERB
bitcs-3060	13	3	recommended	recommend	VERB
bitcs-3060	13	4	method	method	NOUN
bitcs-3060	13	5	,	,	PUNCT
bitcs-3060	13	6	the	the	DET
bitcs-3060	13	7	effectiveness	effectiveness	NOUN
bitcs-3060	13	8	of	of	ADP
bitcs-3060	13	9	cardiovascular	cardiovascular	ADJ
bitcs-3060	13	10	disease	disease	NOUN
bitcs-3060	13	11	identification	identification	NOUN
bitcs-3060	13	12	using	use	VERB
bitcs-3060	13	13	ecg	ecg	PROPN
bitcs-3060	13	14	dataset	dataset	PROPN
bitcs-3060	13	15	was	be	AUX
bitcs-3060	13	16	evaluated	evaluate	VERB
bitcs-3060	13	17	.	.	PUNCT
bitcs-3060	14	1	the	the	DET
bitcs-3060	14	2	reliability	reliability	NOUN
bitcs-3060	14	3	,	,	PUNCT
bitcs-3060	14	4	sensitivities	sensitivity	NOUN
bitcs-3060	14	5	,	,	PUNCT
bitcs-3060	14	6	and	and	CCONJ
bitcs-3060	14	7	validity	validity	NOUN
bitcs-3060	14	8	obtained	obtain	VERB
bitcs-3060	14	9	using	use	VERB
bitcs-3060	14	10	the	the	DET
bitcs-3060	14	11	svm	svm	ADJ
bitcs-3060	14	12	algorithm	algorithm	NOUN
bitcs-3060	14	13	were	be	AUX
bitcs-3060	14	14	99.314	99.314	NUM
bitcs-3060	14	15	%	%	NOUN
bitcs-3060	14	16	,	,	PUNCT
bitcs-3060	14	17	97.60	97.60	NUM
bitcs-3060	14	18	%	%	NOUN
bitcs-3060	14	19	,	,	PUNCT
bitcs-3060	14	20	and	and	CCONJ
bitcs-3060	14	21	97.60	97.60	NUM
bitcs-3060	14	22	%	%	NOUN
bitcs-3060	14	23	respectively	respectively	ADV
bitcs-3060	14	24	.	.	PUNCT
bitcs-3060	15	1	keywords	keyword	NOUN
bitcs-3060	15	2	—	—	PUNCT
bitcs-3060	15	3	machine	machine	NOUN
bitcs-3060	15	4	learning	learning	NOUN
bitcs-3060	15	5	,	,	PUNCT
bitcs-3060	15	6	heart	heart	NOUN
bitcs-3060	15	7	disease	disease	NOUN
bitcs-3060	15	8	,	,	PUNCT
bitcs-3060	15	9	cardiovascular	cardiovascular	ADJ
bitcs-3060	15	10	,	,	PUNCT
bitcs-3060	15	11	dataset	dataset	NOUN
bitcs-3060	15	12	,	,	PUNCT
bitcs-3060	15	13	engineering	engineering	NOUN
bitcs-3060	15	14	i.	i.	NOUN
bitcs-3060	15	15	introduction	introduction	NOUN
bitcs-3060	15	16	though	though	SCONJ
bitcs-3060	15	17	electrophysiological	electrophysiological	ADJ
bitcs-3060	15	18	(	(	PUNCT
bitcs-3060	15	19	ecg	ecg	PROPN
bitcs-3060	15	20	)	)	PUNCT
bitcs-3060	15	21	readings	reading	NOUN
bitcs-3060	15	22	are	be	AUX
bitcs-3060	15	23	records	record	NOUN
bitcs-3060	15	24	of	of	ADP
bitcs-3060	15	25	the	the	DET
bitcs-3060	15	26	bioelectrical	bioelectrical	ADJ
bitcs-3060	15	27	activity	activity	NOUN
bitcs-3060	15	28	of	of	ADP
bitcs-3060	15	29	the	the	DET
bitcs-3060	15	30	cardiovascular	cardiovascular	ADJ
bitcs-3060	15	31	system	system	NOUN
bitcs-3060	15	32	,	,	PUNCT
bitcs-3060	15	33	when	when	SCONJ
bitcs-3060	15	34	cardiovascular	cardiovascular	ADJ
bitcs-3060	15	35	disease	disease	NOUN
bitcs-3060	15	36	manifests	manifest	VERB
bitcs-3060	15	37	,	,	PUNCT
bitcs-3060	15	38	most	most	ADJ
bitcs-3060	15	39	or	or	CCONJ
bitcs-3060	15	40	all	all	PRON
bitcs-3060	15	41	of	of	ADP
bitcs-3060	15	42	the	the	DET
bitcs-3060	15	43	indications	indication	NOUN
bitcs-3060	15	44	diverge	diverge	VERB
bitcs-3060	15	45	beyond	beyond	ADP
bitcs-3060	15	46	their	their	PRON
bitcs-3060	15	47	steady	steady	ADJ
bitcs-3060	15	48	levels	level	NOUN
bitcs-3060	15	49	[	[	X
bitcs-3060	15	50	1	1	NUM
bitcs-3060	15	51	]	]	PUNCT
bitcs-3060	15	52	.	.	PUNCT
bitcs-3060	16	1	ecg	ecg	PROPN
bitcs-3060	16	2	measurements	measurement	NOUN
bitcs-3060	16	3	from	from	ADP
bitcs-3060	16	4	individuals	individual	NOUN
bitcs-3060	16	5	who	who	PRON
bitcs-3060	16	6	have	have	VERB
bitcs-3060	16	7	comparable	comparable	ADJ
bitcs-3060	16	8	heart	heart	NOUN
bitcs-3060	16	9	problems	problem	NOUN
bitcs-3060	16	10	are	be	AUX
bitcs-3060	16	11	quite	quite	ADV
bitcs-3060	16	12	comparable	comparable	ADJ
bitcs-3060	16	13	.	.	PUNCT
bitcs-3060	17	1	although	although	SCONJ
bitcs-3060	17	2	the	the	DET
bitcs-3060	17	3	parameters	parameter	NOUN
bitcs-3060	17	4	of	of	ADP
bitcs-3060	17	5	an	an	DET
bitcs-3060	17	6	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	17	7	are	be	AUX
bitcs-3060	17	8	unavailable	unavailable	ADJ
bitcs-3060	17	9	,	,	PUNCT
bitcs-3060	17	10	it	it	PRON
bitcs-3060	17	11	is	be	AUX
bitcs-3060	17	12	possible	possible	ADJ
bitcs-3060	17	13	to	to	PART
bitcs-3060	17	14	assumed	assume	VERB
bitcs-3060	17	15	that	that	SCONJ
bitcs-3060	17	16	the	the	DET
bitcs-3060	17	17	signal	signal	NOUN
bitcs-3060	17	18	has	have	VERB
bitcs-3060	17	19	the	the	DET
bitcs-3060	17	20	same	same	ADJ
bitcs-3060	17	21	arrhythmia	arrhythmia	NOUN
bitcs-3060	17	22	if	if	SCONJ
bitcs-3060	17	23	its	its	PRON
bitcs-3060	17	24	structural	structural	ADJ
bitcs-3060	17	25	pattern	pattern	NOUN
bitcs-3060	17	26	mimics	mimic	VERB
bitcs-3060	17	27	that	that	PRON
bitcs-3060	17	28	of	of	ADP
bitcs-3060	17	29	an	an	DET
bitcs-3060	17	30	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	17	31	with	with	ADP
bitcs-3060	17	32	a	a	DET
bitcs-3060	17	33	particular	particular	ADJ
bitcs-3060	17	34	irregularity	irregularity	NOUN
bitcs-3060	17	35	.	.	PUNCT
bitcs-3060	18	1	the	the	DET
bitcs-3060	18	2	ecg	ecg	PROPN
bitcs-3060	18	3	signal	signal	NOUN
bitcs-3060	18	4	pattern	pattern	NOUN
bitcs-3060	18	5	can	can	AUX
bitcs-3060	18	6	occasionally	occasionally	ADV
bitcs-3060	18	7	be	be	AUX
bitcs-3060	18	8	analyzed	analyze	VERB
bitcs-3060	18	9	to	to	PART
bitcs-3060	18	10	recognize	recognize	VERB
bitcs-3060	18	11	heart	heart	NOUN
bitcs-3060	18	12	problems	problem	NOUN
bitcs-3060	18	13	.	.	PUNCT
bitcs-3060	19	1	one	one	NUM
bitcs-3060	19	2	of	of	ADP
bitcs-3060	19	3	the	the	DET
bitcs-3060	19	4	most	most	ADV
bitcs-3060	19	5	difficult	difficult	ADJ
bitcs-3060	19	6	and	and	CCONJ
bitcs-3060	19	7	significant	significant	ADJ
bitcs-3060	19	8	health	health	NOUN
bitcs-3060	19	9	challenges	challenge	NOUN
bitcs-3060	19	10	in	in	ADP
bitcs-3060	19	11	the	the	DET
bitcs-3060	19	12	real	real	ADJ
bitcs-3060	19	13	world	world	NOUN
bitcs-3060	19	14	is	be	AUX
bitcs-3060	19	15	coronary	coronary	ADJ
bitcs-3060	19	16	heart	heart	NOUN
bitcs-3060	19	17	diagnosis	diagnosis	NOUN
bitcs-3060	19	18	.	.	PUNCT
bitcs-3060	20	1	such	such	ADJ
bitcs-3060	20	2	condition	condition	NOUN
bitcs-3060	20	3	has	have	VERB
bitcs-3060	20	4	an	an	DET
bitcs-3060	20	5	influence	influence	NOUN
bitcs-3060	20	6	on	on	ADP
bitcs-3060	20	7	the	the	DET
bitcs-3060	20	8	blood	blood	NOUN
bitcs-3060	20	9	vessel	vessel	NOUN
bitcs-3060	20	10	functioning	functioning	NOUN
bitcs-3060	20	11	,	,	PUNCT
bitcs-3060	20	12	which	which	PRON
bitcs-3060	20	13	might	might	AUX
bitcs-3060	20	14	weaken	weaken	VERB
bitcs-3060	20	15	the	the	DET
bitcs-3060	20	16	person	person	NOUN
bitcs-3060	20	17	's	's	PART
bitcs-3060	20	18	body	body	NOUN
bitcs-3060	20	19	.	.	PUNCT
bitcs-3060	21	1	in	in	ADP
bitcs-3060	21	2	accordance	accordance	NOUN
bitcs-3060	21	3	with	with	ADP
bitcs-3060	21	4	the	the	PRON
bitcs-3060	21	5	who	who	PRON
bitcs-3060	21	6	,	,	PUNCT
bitcs-3060	21	7	around	around	ADV
bitcs-3060	21	8	18	18	NUM
bitcs-3060	21	9	million	million	NUM
bitcs-3060	21	10	people	people	NOUN
bitcs-3060	21	11	die	die	VERB
bitcs-3060	21	12	from	from	ADP
bitcs-3060	21	13	cardiovascular	cardiovascular	ADJ
bitcs-3060	21	14	disease	disease	NOUN
bitcs-3060	21	15	each	each	PRON
bitcs-3060	21	16	and	and	CCONJ
bitcs-3060	21	17	every	every	DET
bitcs-3060	21	18	year	year	NOUN
bitcs-3060	21	19	.	.	PUNCT
bitcs-3060	22	1	because	because	SCONJ
bitcs-3060	22	2	heart	heart	NOUN
bitcs-3060	22	3	diseases	disease	NOUN
bitcs-3060	22	4	are	be	AUX
bitcs-3060	22	5	becoming	become	VERB
bitcs-3060	22	6	increasingly	increasingly	ADV
bitcs-3060	22	7	common	common	ADJ
bitcs-3060	22	8	,	,	PUNCT
bitcs-3060	22	9	individuals	individual	NOUN
bitcs-3060	22	10	are	be	AUX
bitcs-3060	22	11	more	more	ADV
bitcs-3060	22	12	likely	likely	ADJ
bitcs-3060	22	13	to	to	PART
bitcs-3060	22	14	avoid	avoid	VERB
bitcs-3060	22	15	fatal	fatal	ADJ
bitcs-3060	22	16	situations	situation	NOUN
bitcs-3060	22	17	.	.	PUNCT
bitcs-3060	23	1	these	these	PRON
bitcs-3060	23	2	are	be	AUX
bitcs-3060	23	3	used	use	VERB
bitcs-3060	23	4	to	to	PART
bitcs-3060	23	5	assess	assess	VERB
bitcs-3060	23	6	a	a	DET
bitcs-3060	23	7	patient	patient	NOUN
bitcs-3060	23	8	's	's	PART
bitcs-3060	23	9	level	level	NOUN
bitcs-3060	23	10	of	of	ADP
bitcs-3060	23	11	cardiovascular	cardiovascular	ADJ
bitcs-3060	23	12	health	health	NOUN
bitcs-3060	24	1	[	[	X
bitcs-3060	24	2	2	2	NUM
bitcs-3060	24	3	]	]	PUNCT
bitcs-3060	24	4	.	.	PUNCT
bitcs-3060	25	1	wearable	wearable	ADJ
bitcs-3060	25	2	sensors	sensor	NOUN
bitcs-3060	25	3	can	can	AUX
bitcs-3060	25	4	be	be	AUX
bitcs-3060	25	5	used	use	VERB
bitcs-3060	25	6	to	to	PART
bitcs-3060	25	7	detect	detect	VERB
bitcs-3060	25	8	diseases	disease	NOUN
bitcs-3060	25	9	like	like	ADP
bitcs-3060	25	10	cardiovascular	cardiovascular	ADJ
bitcs-3060	25	11	disease	disease	NOUN
bitcs-3060	25	12	,	,	PUNCT
bitcs-3060	25	13	but	but	CCONJ
bitcs-3060	25	14	they	they	PRON
bitcs-3060	25	15	are	be	AUX
bitcs-3060	25	16	susceptible	susceptible	ADJ
bitcs-3060	25	17	to	to	ADP
bitcs-3060	25	18	failure	failure	NOUN
bitcs-3060	25	19	because	because	SCONJ
bitcs-3060	25	20	of	of	ADP
bitcs-3060	25	21	signal	signal	ADJ
bitcs-3060	25	22	abnormalities	abnormality	NOUN
bitcs-3060	25	23	.	.	PUNCT
bitcs-3060	26	1	the	the	DET
bitcs-3060	26	2	validity	validity	NOUN
bitcs-3060	26	3	of	of	ADP
bitcs-3060	26	4	the	the	DET
bitcs-3060	26	5	data	datum	NOUN
bitcs-3060	26	6	and	and	CCONJ
bitcs-3060	26	7	the	the	DET
bitcs-3060	26	8	test	test	NOUN
bitcs-3060	26	9	results	result	NOUN
bitcs-3060	26	10	may	may	AUX
bitcs-3060	26	11	be	be	AUX
bitcs-3060	26	12	impacted	impact	VERB
bitcs-3060	26	13	by	by	ADP
bitcs-3060	26	14	this	this	DET
bitcs-3060	26	15	problem	problem	NOUN
bitcs-3060	26	16	.	.	PUNCT
bitcs-3060	27	1	in	in	ADP
bitcs-3060	27	2	order	order	NOUN
bitcs-3060	27	3	to	to	PART
bitcs-3060	27	4	anticipate	anticipate	VERB
bitcs-3060	27	5	and	and	CCONJ
bitcs-3060	27	6	evaluate	evaluate	VERB
bitcs-3060	27	7	a	a	DET
bitcs-3060	27	8	variety	variety	NOUN
bitcs-3060	27	9	of	of	ADP
bitcs-3060	27	10	cardiovascular	cardiovascular	ADJ
bitcs-3060	27	11	disorders	disorder	NOUN
bitcs-3060	27	12	,	,	PUNCT
bitcs-3060	27	13	data	datum	NOUN
bitcs-3060	27	14	mining	mining	NOUN
bitcs-3060	27	15	and	and	CCONJ
bitcs-3060	27	16	hybrid	hybrid	NOUN
bitcs-3060	27	17	models	model	NOUN
bitcs-3060	27	18	have	have	AUX
bitcs-3060	27	19	been	be	AUX
bitcs-3060	27	20	suggested	suggest	VERB
bitcs-3060	27	21	as	as	ADP
bitcs-3060	27	22	prospective	prospective	ADJ
bitcs-3060	27	23	remedies	remedy	NOUN
bitcs-3060	27	24	.	.	PUNCT
bitcs-3060	28	1	with	with	ADP
bitcs-3060	28	2	textual	textual	ADJ
bitcs-3060	28	3	information	information	NOUN
bitcs-3060	28	4	,	,	PUNCT
bitcs-3060	28	5	different	different	ADJ
bitcs-3060	28	6	risk	risk	NOUN
bitcs-3060	28	7	characteristics	characteristic	NOUN
bitcs-3060	28	8	are	be	AUX
bitcs-3060	28	9	extracted	extract	VERB
bitcs-3060	28	10	using	use	VERB
bitcs-3060	28	11	a	a	DET
bitcs-3060	28	12	data	data	NOUN
bitcs-3060	28	13	mining	mining	NOUN
bitcs-3060	28	14	approach	approach	NOUN
bitcs-3060	28	15	.	.	PUNCT
bitcs-3060	29	1	in	in	ADP
bitcs-3060	29	2	ml	ml	ADP
bitcs-3060	29	3	algorithms	algorithm	NOUN
bitcs-3060	29	4	,	,	PUNCT
bitcs-3060	29	5	there	there	PRON
bitcs-3060	29	6	still	still	ADV
bitcs-3060	29	7	are	be	AUX
bitcs-3060	29	8	essentially	essentially	ADV
bitcs-3060	29	9	different	different	ADJ
bitcs-3060	29	10	phases	phase	NOUN
bitcs-3060	29	11	.	.	PUNCT
bitcs-3060	30	1	the	the	DET
bitcs-3060	30	2	very	very	ADV
bitcs-3060	30	3	first	first	ADJ
bitcs-3060	30	4	permits	permit	NOUN
bitcs-3060	30	5	for	for	ADP
bitcs-3060	30	6	the	the	DET
bitcs-3060	30	7	selection	selection	NOUN
bitcs-3060	30	8	of	of	ADP
bitcs-3060	30	9	a	a	DET
bitcs-3060	30	10	trait	trait	NOUN
bitcs-3060	30	11	's	's	PART
bitcs-3060	30	12	subset	subset	NOUN
bitcs-3060	30	13	or	or	CCONJ
bitcs-3060	30	14	importance	importance	NOUN
bitcs-3060	30	15	,	,	PUNCT
bitcs-3060	30	16	whilst	whilst	SCONJ
bitcs-3060	30	17	the	the	DET
bitcs-3060	30	18	second	second	ADJ
bitcs-3060	30	19	forecasts	forecast	VERB
bitcs-3060	30	20	the	the	DET
bitcs-3060	30	21	development	development	NOUN
bitcs-3060	30	22	of	of	ADP
bitcs-3060	30	23	cardiovascular	cardiovascular	ADJ
bitcs-3060	30	24	disease	disease	NOUN
bitcs-3060	30	25	.	.	PUNCT
bitcs-3060	31	1	inserting	insert	VERB
bitcs-3060	31	2	unnecessary	unnecessary	ADJ
bitcs-3060	31	3	characteristics	characteristic	NOUN
bitcs-3060	31	4	may	may	AUX
bitcs-3060	31	5	generate	generate	VERB
bitcs-3060	31	6	disturbance	disturbance	NOUN
bitcs-3060	31	7	and	and	CCONJ
bitcs-3060	31	8	misunderstanding	misunderstanding	NOUN
bitcs-3060	31	9	whenever	whenever	SCONJ
bitcs-3060	31	10	creating	create	VERB
bitcs-3060	31	11	a	a	DET
bitcs-3060	31	12	base	base	NOUN
bitcs-3060	31	13	classifier	classifier	NOUN
bitcs-3060	31	14	.	.	PUNCT
bitcs-3060	32	1	further	far	ADV
bitcs-3060	32	2	,	,	PUNCT
bitcs-3060	32	3	managing	manage	VERB
bitcs-3060	32	4	individuals	individual	NOUN
bitcs-3060	32	5	might	might	AUX
bitcs-3060	32	6	make	make	VERB
bitcs-3060	32	7	categorization	categorization	NOUN
bitcs-3060	32	8	less	less	ADV
bitcs-3060	32	9	accurate	accurate	ADJ
bitcs-3060	32	10	.	.	PUNCT
bitcs-3060	33	1	it	it	PRON
bitcs-3060	33	2	's	be	AUX
bitcs-3060	33	3	indeed	indeed	ADV
bitcs-3060	33	4	normal	normal	ADJ
bitcs-3060	33	5	practice	practice	NOUN
bitcs-3060	33	6	to	to	PART
bitcs-3060	33	7	discriminate	discriminate	VERB
bitcs-3060	33	8	among	among	ADP
bitcs-3060	33	9	characteristics	characteristic	NOUN
bitcs-3060	33	10	and	and	CCONJ
bitcs-3060	33	11	classifications	classification	NOUN
bitcs-3060	33	12	using	use	VERB
bitcs-3060	33	13	uncertain	uncertain	ADJ
bitcs-3060	33	14	combina	combina	PROPN
bitcs-3060	33	15	tions	tion	NOUN
bitcs-3060	33	16	processes	process	NOUN
bitcs-3060	33	17	.	.	PUNCT
bitcs-3060	34	1	variables	variable	NOUN
bitcs-3060	34	2	might	might	AUX
bitcs-3060	34	3	increase	increase	VERB
bitcs-3060	34	4	the	the	DET
bitcs-3060	34	5	mean	mean	ADJ
bitcs-3060	34	6	square	square	ADJ
bitcs-3060	34	7	error	error	NOUN
bitcs-3060	34	8	and	and	CCONJ
bitcs-3060	34	9	lower	lower	VERB
bitcs-3060	34	10	your	your	PRON
bitcs-3060	34	11	accurateness	accurateness	NOUN
bitcs-3060	34	12	.	.	PUNCT
bitcs-3060	35	1	an	an	DET
bitcs-3060	35	2	ecg	ecg	PROPN
bitcs-3060	35	3	is	be	AUX
bitcs-3060	35	4	a	a	DET
bitcs-3060	35	5	non	non	ADJ
bitcs-3060	35	6	-	-	ADJ
bitcs-3060	35	7	invasive	invasive	ADJ
bitcs-3060	35	8	diagnostic	diagnostic	ADJ
bitcs-3060	35	9	tool	tool	NOUN
bitcs-3060	35	10	used	use	VERB
bitcs-3060	35	11	to	to	PART
bitcs-3060	35	12	track	track	VERB
bitcs-3060	35	13	the	the	DET
bitcs-3060	35	14	physiological	physiological	ADJ
bitcs-3060	35	15	activities	activity	NOUN
bitcs-3060	35	16	of	of	ADP
bitcs-3060	35	17	the	the	DET
bitcs-3060	35	18	cardiac	cardiac	NOUN
bitcs-3060	35	19	.	.	PUNCT
bitcs-3060	36	1	it	it	PRON
bitcs-3060	36	2	is	be	AUX
bitcs-3060	36	3	capable	capable	ADJ
bitcs-3060	36	4	of	of	ADP
bitcs-3060	36	5	detecting	detect	VERB
bitcs-3060	36	6	a	a	DET
bitcs-3060	36	7	variety	variety	NOUN
bitcs-3060	36	8	of	of	ADP
bitcs-3060	36	9	circulatory	circulatory	ADJ
bitcs-3060	36	10	disturbances	disturbance	NOUN
bitcs-3060	36	11	,	,	PUNCT
bitcs-3060	36	12	including	include	VERB
bitcs-3060	36	13	those	those	PRON
bitcs-3060	36	14	brought	bring	VERB
bitcs-3060	36	15	on	on	ADP
bitcs-3060	36	16	by	by	ADP
bitcs-3060	36	17	myocardial	myocardial	ADJ
bitcs-3060	36	18	injury	injury	NOUN
bitcs-3060	36	19	,	,	PUNCT
bitcs-3060	36	20	cardiac	cardiac	ADJ
bitcs-3060	36	21	arrhythmia	arrhythmia	NOUN
bitcs-3060	36	22	,	,	PUNCT
bitcs-3060	36	23	and	and	CCONJ
bitcs-3060	36	24	acute	acute	ADJ
bitcs-3060	36	25	coronary	coronary	ADJ
bitcs-3060	36	26	syndrome	syndrome	NOUN
bitcs-3060	36	27	(	(	PUNCT
bitcs-3060	36	28	sca	sca	PROPN
bitcs-3060	36	29	)	)	PUNCT
bitcs-3060	36	30	.	.	PUNCT
bitcs-3060	37	1	it	it	PRON
bitcs-3060	37	2	is	be	AUX
bitcs-3060	37	3	difficult	difficult	ADJ
bitcs-3060	37	4	to	to	PART
bitcs-3060	37	5	regularly	regularly	ADV
bitcs-3060	37	6	examine	examine	VERB
bitcs-3060	37	7	wearable	wearable	ADJ
bitcs-3060	37	8	ecg	ecg	PROPN
bitcs-3060	37	9	monitoring	monitoring	NOUN
bitcs-3060	37	10	because	because	SCONJ
bitcs-3060	37	11	of	of	ADP
bitcs-3060	37	12	their	their	PRON
bitcs-3060	37	13	quick	quick	ADJ
bitcs-3060	37	14	advancement	advancement	NOUN
bitcs-3060	37	15	and	and	CCONJ
bitcs-3060	37	16	widespread	widespread	ADJ
bitcs-3060	37	17	affordability	affordability	NOUN
bitcs-3060	37	18	.	.	PUNCT
bitcs-3060	38	1	machine	machine	NOUN
bitcs-3060	38	2	learning	learn	VERB
bitcs-3060	38	3	algorithms	algorithm	NOUN
bitcs-3060	38	4	methods	method	NOUN
bitcs-3060	38	5	have	have	AUX
bitcs-3060	38	6	been	be	AUX
bitcs-3060	38	7	extensively	extensively	ADV
bitcs-3060	38	8	applied	apply	VERB
bitcs-3060	38	9	in	in	ADP
bitcs-3060	38	10	a	a	DET
bitcs-3060	38	11	variety	variety	NOUN
bitcs-3060	38	12	of	of	ADP
bitcs-3060	38	13	fields	field	NOUN
bitcs-3060	38	14	,	,	PUNCT
bitcs-3060	38	15	such	such	ADJ
bitcs-3060	38	16	as	as	ADP
bitcs-3060	38	17	video	video	NOUN
bitcs-3060	38	18	processing	processing	NOUN
bitcs-3060	38	19	,	,	PUNCT
bitcs-3060	38	20	computational	computational	ADJ
bitcs-3060	38	21	linguistics	linguistic	NOUN
bitcs-3060	38	22	,	,	PUNCT
bitcs-3060	38	23	and	and	CCONJ
bitcs-3060	38	24	automatic	automatic	ADJ
bitcs-3060	38	25	speech	speech	NOUN
bitcs-3060	38	26	recognition	recognition	NOUN
bitcs-3060	38	27	.	.	PUNCT
bitcs-3060	39	1	their	their	PRON
bitcs-3060	39	2	order	order	NOUN
bitcs-3060	39	3	to	to	PART
bitcs-3060	39	4	transfer	transfer	VERB
bitcs-3060	39	5	extracted	extract	VERB
bitcs-3060	39	6	features	feature	NOUN
bitcs-3060	39	7	but	but	CCONJ
bitcs-3060	39	8	without	without	ADP
bitcs-3060	39	9	help	help	NOUN
bitcs-3060	39	10	of	of	ADP
bitcs-3060	39	11	user	user	NOUN
bitcs-3060	39	12	experts	expert	NOUN
bitcs-3060	39	13	has	have	AUX
bitcs-3060	39	14	been	be	AUX
bitcs-3060	39	15	one	one	NUM
bitcs-3060	39	16	of	of	ADP
bitcs-3060	39	17	many	many	ADJ
bitcs-3060	39	18	main	main	ADJ
bitcs-3060	39	19	advantages	advantage	NOUN
bitcs-3060	39	20	.	.	PUNCT
bitcs-3060	40	1	alternatively	alternatively	ADV
bitcs-3060	40	2	,	,	PUNCT
bitcs-3060	40	3	operations	operation	NOUN
bitcs-3060	40	4	were	be	AUX
bitcs-3060	40	5	carried	carry	VERB
bitcs-3060	40	6	out	out	ADP
bitcs-3060	40	7	by	by	ADP
bitcs-3060	40	8	algorithms	algorithm	NOUN
bitcs-3060	40	9	using	use	VERB
bitcs-3060	40	10	its	its	PRON
bitcs-3060	40	11	capacity	capacity	NOUN
bitcs-3060	40	12	for	for	ADP
bitcs-3060	40	13	data	data	NOUN
bitcs-3060	40	14	-	-	PUNCT
bitcs-3060	40	15	driven	drive	VERB
bitcs-3060	40	16	learning	learning	NOUN
bitcs-3060	40	17	.	.	PUNCT
bitcs-3060	41	1	timely	timely	ADJ
bitcs-3060	41	2	screening	screening	NOUN
bitcs-3060	41	3	of	of	ADP
bitcs-3060	41	4	irregular	irregular	ADJ
bitcs-3060	41	5	heartbeat	heartbeat	NOUN
bitcs-3060	41	6	circumstances	circumstance	NOUN
bitcs-3060	41	7	is	be	AUX
bitcs-3060	41	8	crucial	crucial	ADJ
bitcs-3060	41	9	for	for	ADP
bitcs-3060	41	10	the	the	DET
bitcs-3060	41	11	management	management	NOUN
bitcs-3060	41	12	of	of	ADP
bitcs-3060	41	13	unexpected	unexpected	ADJ
bitcs-3060	41	14	cardiac	cardiac	ADJ
bitcs-3060	41	15	death	death	NOUN
bitcs-3060	41	16	and	and	CCONJ
bitcs-3060	41	17	some	some	DET
bitcs-3060	41	18	other	other	ADJ
bitcs-3060	41	19	acute	acute	ADJ
bitcs-3060	41	20	ailments	ailment	NOUN
bitcs-3060	41	21	carried	carry	VERB
bitcs-3060	41	22	on	on	ADP
bitcs-3060	41	23	by	by	ADP
bitcs-3060	41	24	myocardial	myocardial	ADJ
bitcs-3060	41	25	infarction	infarction	NOUN
bitcs-3060	41	26	.	.	PUNCT
bitcs-3060	42	1	a	a	DET
bitcs-3060	42	2	number	number	NOUN
bitcs-3060	42	3	of	of	ADP
bitcs-3060	42	4	studies	study	NOUN
bitcs-3060	42	5	conducted	conduct	VERB
bitcs-3060	42	6	on	on	ADP
bitcs-3060	42	7	examining	examine	VERB
bitcs-3060	42	8	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	42	9	information	information	NOUN
bitcs-3060	42	10	and	and	CCONJ
bitcs-3060	42	11	identifying	identify	VERB
bitcs-3060	42	12	problems	problem	NOUN
bitcs-3060	42	13	therein	therein	ADV
bitcs-3060	42	14	.	.	PUNCT
bitcs-3060	43	1	25	25	NUM
bitcs-3060	43	2	|	|	ADV
bitcs-3060	43	3	vol.4	vol.4	PROPN
bitcs-3060	43	4	no.1	no.1	PROPN
bitcs-3060	43	5	,	,	PUNCT
bitcs-3060	43	6	january	january	PROPN
bitcs-3060	43	7	2023	2023	NUM
bitcs-3060	43	8	to	to	PART
bitcs-3060	43	9	find	find	VERB
bitcs-3060	43	10	these	these	DET
bitcs-3060	43	11	anomalies	anomaly	NOUN
bitcs-3060	43	12	inside	inside	ADP
bitcs-3060	43	13	this	this	DET
bitcs-3060	43	14	lab	lab	NOUN
bitcs-3060	43	15	,	,	PUNCT
bitcs-3060	43	16	each	each	DET
bitcs-3060	43	17	person	person	NOUN
bitcs-3060	43	18	wants	want	VERB
bitcs-3060	43	19	to	to	PART
bitcs-3060	43	20	just	just	ADV
bitcs-3060	43	21	have	have	AUX
bitcs-3060	43	22	continued	continue	VERB
bitcs-3060	43	23	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	43	24	measurement	measurement	NOUN
bitcs-3060	43	25	.	.	PUNCT
bitcs-3060	44	1	this	this	DET
bitcs-3060	44	2	procedure	procedure	NOUN
bitcs-3060	44	3	takes	take	VERB
bitcs-3060	44	4	a	a	DET
bitcs-3060	44	5	lot	lot	NOUN
bitcs-3060	44	6	of	of	ADP
bitcs-3060	44	7	time	time	NOUN
bitcs-3060	44	8	and	and	CCONJ
bitcs-3060	44	9	energy	energy	NOUN
bitcs-3060	44	10	.	.	PUNCT
bitcs-3060	45	1	automating	automate	VERB
bitcs-3060	45	2	the	the	DET
bitcs-3060	45	3	automatic	automatic	ADJ
bitcs-3060	45	4	data	data	NOUN
bitcs-3060	45	5	treatment	treatment	NOUN
bitcs-3060	45	6	based	base	VERB
bitcs-3060	45	7	on	on	ADP
bitcs-3060	45	8	computer	computer	NOUN
bitcs-3060	45	9	software	software	NOUN
bitcs-3060	45	10	is	be	AUX
bitcs-3060	45	11	a	a	DET
bitcs-3060	45	12	quicker	quick	ADJ
bitcs-3060	45	13	tool	tool	NOUN
bitcs-3060	45	14	for	for	ADP
bitcs-3060	45	15	diagnosing	diagnose	VERB
bitcs-3060	45	16	heart	heart	NOUN
bitcs-3060	45	17	problems	problem	NOUN
bitcs-3060	45	18	.	.	PUNCT
bitcs-3060	46	1	an	an	DET
bitcs-3060	46	2	innovative	innovative	ADJ
bitcs-3060	46	3	computerized	computerized	ADJ
bitcs-3060	46	4	segmentation	segmentation	NOUN
bitcs-3060	46	5	method	method	NOUN
bitcs-3060	46	6	is	be	AUX
bitcs-3060	46	7	discussed	discuss	VERB
bitcs-3060	46	8	in	in	ADP
bitcs-3060	46	9	this	this	DET
bitcs-3060	46	10	work	work	NOUN
bitcs-3060	46	11	that	that	PRON
bitcs-3060	46	12	can	can	AUX
bitcs-3060	46	13	classify	classify	VERB
bitcs-3060	46	14	comparable	comparable	ADJ
bitcs-3060	46	15	ecg	ecg	PROPN
bitcs-3060	46	16	signals	signal	NOUN
bitcs-3060	46	17	among	among	ADP
bitcs-3060	46	18	distinct	distinct	ADJ
bitcs-3060	46	19	categories	category	NOUN
bitcs-3060	46	20	and	and	CCONJ
bitcs-3060	46	21	predict	predict	VERB
bitcs-3060	46	22	the	the	DET
bitcs-3060	46	23	likelihood	likelihood	NOUN
bitcs-3060	46	24	of	of	ADP
bitcs-3060	46	25	heart	heart	NOUN
bitcs-3060	46	26	disease	disease	NOUN
bitcs-3060	46	27	in	in	ADP
bitcs-3060	46	28	each	each	DET
bitcs-3060	46	29	classification	classification	NOUN
bitcs-3060	46	30	.	.	PUNCT
bitcs-3060	47	1	ii	ii	PROPN
bitcs-3060	47	2	.	.	PUNCT
bitcs-3060	48	1	literature	literature	PROPN
bitcs-3060	48	2	review	review	PROPN
bitcs-3060	48	3	machine	machine	NOUN
bitcs-3060	48	4	learning	learn	VERB
bitcs-3060	48	5	in	in	ADP
bitcs-3060	48	6	field	field	NOUN
bitcs-3060	48	7	of	of	ADP
bitcs-3060	48	8	medical	medical	ADJ
bitcs-3060	48	9	machine	machine	NOUN
bitcs-3060	48	10	learning	learning	NOUN
bitcs-3060	48	11	(	(	PUNCT
bitcs-3060	48	12	ml	ml	NOUN
bitcs-3060	48	13	)	)	PUNCT
bitcs-3060	48	14	,	,	PUNCT
bitcs-3060	48	15	a	a	DET
bitcs-3060	48	16	branch	branch	NOUN
bitcs-3060	48	17	of	of	ADP
bitcs-3060	48	18	ai	ai	PRON
bitcs-3060	48	19	technology	technology	NOUN
bitcs-3060	48	20	,	,	PUNCT
bitcs-3060	48	21	offers	offer	VERB
bitcs-3060	48	22	a	a	DET
bitcs-3060	48	23	selection	selection	NOUN
bitcs-3060	48	24	on	on	ADP
bitcs-3060	48	25	novel	novel	ADJ
bitcs-3060	48	26	techniques	technique	NOUN
bitcs-3060	48	27	and	and	CCONJ
bitcs-3060	48	28	methodologies	methodology	NOUN
bitcs-3060	48	29	for	for	ADP
bitcs-3060	48	30	developing	develop	VERB
bitcs-3060	48	31	statistics	statistic	NOUN
bitcs-3060	48	32	interpretive	interpretive	ADJ
bitcs-3060	48	33	and	and	CCONJ
bitcs-3060	48	34	forecasting	forecasting	NOUN
bitcs-3060	48	35	predictions	prediction	NOUN
bitcs-3060	48	36	.	.	PUNCT
bitcs-3060	49	1	doctors	doctor	NOUN
bitcs-3060	49	2	make	make	VERB
bitcs-3060	49	3	a	a	DET
bitcs-3060	49	4	disease	disease	NOUN
bitcs-3060	49	5	diagnosis	diagnosis	NOUN
bitcs-3060	49	6	based	base	VERB
bitcs-3060	49	7	on	on	ADP
bitcs-3060	49	8	their	their	PRON
bitcs-3060	49	9	training	training	NOUN
bitcs-3060	49	10	,	,	PUNCT
bitcs-3060	49	11	knowledge	knowledge	NOUN
bitcs-3060	49	12	,	,	PUNCT
bitcs-3060	49	13	observational	observational	ADJ
bitcs-3060	49	14	studies	study	NOUN
bitcs-3060	49	15	,	,	PUNCT
bitcs-3060	49	16	and	and	CCONJ
bitcs-3060	49	17	expertise	expertise	NOUN
bitcs-3060	49	18	.	.	PUNCT
bitcs-3060	50	1	machine	machine	NOUN
bitcs-3060	50	2	learning	learning	NOUN
bitcs-3060	50	3	might	might	AUX
bitcs-3060	50	4	prove	prove	VERB
bitcs-3060	50	5	to	to	PART
bitcs-3060	50	6	be	be	AUX
bitcs-3060	50	7	extremely	extremely	ADV
bitcs-3060	50	8	useful	useful	ADJ
bitcs-3060	50	9	in	in	ADP
bitcs-3060	50	10	helping	help	VERB
bitcs-3060	50	11	people	people	NOUN
bitcs-3060	50	12	acquire	acquire	VERB
bitcs-3060	50	13	more	more	ADJ
bitcs-3060	50	14	about	about	ADP
bitcs-3060	50	15	and	and	CCONJ
bitcs-3060	50	16	comprehend	comprehend	VERB
bitcs-3060	50	17	healthcare	healthcare	NOUN
bitcs-3060	50	18	.	.	PUNCT
bitcs-3060	51	1	utilizing	utilize	VERB
bitcs-3060	51	2	machine	machine	NOUN
bitcs-3060	51	3	learning	learning	NOUN
bitcs-3060	51	4	(	(	PUNCT
bitcs-3060	51	5	ml	ml	NOUN
bitcs-3060	51	6	)	)	PUNCT
bitcs-3060	51	7	systems	system	NOUN
bitcs-3060	51	8	for	for	ADP
bitcs-3060	51	9	precise	precise	ADJ
bitcs-3060	51	10	diseases	disease	NOUN
bitcs-3060	51	11	diagnosis	diagnosis	NOUN
bitcs-3060	51	12	and	and	CCONJ
bitcs-3060	51	13	prevention	prevention	NOUN
bitcs-3060	51	14	in	in	ADP
bitcs-3060	51	15	accordance	accordance	NOUN
bitcs-3060	51	16	with	with	ADP
bitcs-3060	51	17	clinical	clinical	ADJ
bitcs-3060	51	18	indications	indication	NOUN
bitcs-3060	51	19	and	and	CCONJ
bitcs-3060	51	20	feelings	feeling	NOUN
bitcs-3060	51	21	,	,	PUNCT
bitcs-3060	51	22	healthcare	healthcare	NOUN
bitcs-3060	51	23	experts	expert	NOUN
bitcs-3060	51	24	have	have	AUX
bitcs-3060	51	25	correctly	correctly	ADV
bitcs-3060	51	26	diagnosed	diagnose	VERB
bitcs-3060	51	27	sufferers	sufferer	NOUN
bitcs-3060	51	28	[	[	X
bitcs-3060	51	29	9],[10],[11],[12	9],[10],[11],[12	NUM
bitcs-3060	51	30	]	]	X
bitcs-3060	51	31	.	.	PUNCT
bitcs-3060	52	1	utilizing	utilize	VERB
bitcs-3060	52	2	electrocardio	electrocardio	ADJ
bitcs-3060	52	3	graphic	graphic	ADJ
bitcs-3060	52	4	information	information	NOUN
bitcs-3060	52	5	,	,	PUNCT
bitcs-3060	52	6	clinical	clinical	ADJ
bitcs-3060	52	7	characteristics	characteristic	NOUN
bitcs-3060	52	8	,	,	PUNCT
bitcs-3060	52	9	and	and	CCONJ
bitcs-3060	52	10	intelligent	intelligent	ADJ
bitcs-3060	52	11	systems	system	NOUN
bitcs-3060	52	12	,	,	PUNCT
bitcs-3060	52	13	detect	detect	NOUN
bitcs-3060	52	14	,	,	PUNCT
bitcs-3060	52	15	categories	category	NOUN
bitcs-3060	52	16	,	,	PUNCT
bitcs-3060	52	17	evaluate	evaluate	VERB
bitcs-3060	52	18	the	the	DET
bitcs-3060	52	19	seriousness	seriousness	NOUN
bitcs-3060	52	20	of	of	ADP
bitcs-3060	52	21	,	,	PUNCT
bitcs-3060	52	22	and	and	CCONJ
bitcs-3060	52	23	prognostic	prognostic	ADJ
bitcs-3060	52	24	adverse	adverse	ADJ
bitcs-3060	52	25	reactions	reaction	NOUN
bitcs-3060	52	26	in	in	ADP
bitcs-3060	52	27	cardiovascular	cardiovascular	ADJ
bitcs-3060	52	28	.	.	PUNCT
bitcs-3060	53	1	a	a	DET
bitcs-3060	53	2	unique	unique	ADJ
bitcs-3060	53	3	video	video	NOUN
bitcs-3060	53	4	-	-	PUNCT
bitcs-3060	53	5	based	base	VERB
bitcs-3060	53	6	computational	computational	ADJ
bitcs-3060	53	7	intelligence	intelligence	NOUN
bitcs-3060	53	8	method	method	NOUN
bitcs-3060	53	9	called	call	VERB
bitcs-3060	53	10	echo	echo	NOUN
bitcs-3060	53	11	net	net	ADJ
bitcs-3060	53	12	-	-	PUNCT
bitcs-3060	53	13	dynamic	dynamic	ADJ
bitcs-3060	53	14	was	be	AUX
bitcs-3060	53	15	successfully	successfully	ADV
bitcs-3060	53	16	produced	produce	VERB
bitcs-3060	53	17	by	by	ADP
bitcs-3060	53	18	[	[	X
bitcs-3060	53	19	5	5	NUM
bitcs-3060	53	20	]	]	PUNCT
bitcs-3060	53	21	.	.	PUNCT
bitcs-3060	54	1	in	in	ADP
bitcs-3060	54	2	comparison	comparison	NOUN
bitcs-3060	54	3	to	to	ADP
bitcs-3060	54	4	human	human	ADJ
bitcs-3060	54	5	analysts	analyst	NOUN
bitcs-3060	54	6	,	,	PUNCT
bitcs-3060	54	7	our	our	PRON
bitcs-3060	54	8	algorithm	algorithm	NOUN
bitcs-3060	54	9	can	can	AUX
bitcs-3060	54	10	evaluate	evaluate	VERB
bitcs-3060	54	11	echocardiography	echocardiography	NOUN
bitcs-3060	54	12	footage	footage	NOUN
bitcs-3060	54	13	to	to	PART
bitcs-3060	54	14	estimate	estimate	VERB
bitcs-3060	54	15	cardiovascular	cardiovascular	ADJ
bitcs-3060	54	16	system	system	NOUN
bitcs-3060	54	17	[	[	X
bitcs-3060	54	18	3	3	NUM
bitcs-3060	54	19	]	]	PUNCT
bitcs-3060	54	20	.	.	PUNCT
bitcs-3060	55	1	in	in	ADP
bitcs-3060	55	2	biomedical	biomedical	ADJ
bitcs-3060	55	3	sciences	science	NOUN
bitcs-3060	55	4	,	,	PUNCT
bitcs-3060	55	5	the	the	DET
bitcs-3060	55	6	physician	physician	NOUN
bitcs-3060	55	7	will	will	AUX
bitcs-3060	55	8	be	be	AUX
bitcs-3060	55	9	able	able	ADJ
bitcs-3060	55	10	to	to	PART
bitcs-3060	55	11	diagnose	diagnose	VERB
bitcs-3060	55	12	the	the	DET
bitcs-3060	55	13	patient	patient	NOUN
bitcs-3060	55	14	plus	plus	CCONJ
bitcs-3060	55	15	figure	figure	VERB
bitcs-3060	55	16	out	out	ADP
bitcs-3060	55	17	the	the	DET
bitcs-3060	55	18	best	good	ADJ
bitcs-3060	55	19	course	course	NOUN
bitcs-3060	55	20	of	of	ADP
bitcs-3060	55	21	treatment	treatment	NOUN
bitcs-3060	55	22	with	with	ADP
bitcs-3060	55	23	the	the	DET
bitcs-3060	55	24	help	help	NOUN
bitcs-3060	55	25	of	of	ADP
bitcs-3060	55	26	the	the	DET
bitcs-3060	55	27	pulse	pulse	NOUN
bitcs-3060	55	28	rate	rate	NOUN
bitcs-3060	55	29	,	,	PUNCT
bitcs-3060	55	30	electrocardiogram	electrocardiogram	NOUN
bitcs-3060	55	31	,	,	PUNCT
bitcs-3060	55	32	and	and	CCONJ
bitcs-3060	55	33	blood	blood	NOUN
bitcs-3060	55	34	oxygen	oxygen	NOUN
bitcs-3060	55	35	data	datum	NOUN
bitcs-3060	55	36	that	that	PRON
bitcs-3060	55	37	have	have	AUX
bitcs-3060	55	38	been	be	AUX
bitcs-3060	55	39	acquired	acquire	VERB
bitcs-3060	55	40	.	.	PUNCT
bitcs-3060	56	1	actual	actual	ADJ
bitcs-3060	56	2	analyzing	analyzing	NOUN
bitcs-3060	56	3	techniques	technique	NOUN
bitcs-3060	56	4	and	and	CCONJ
bitcs-3060	56	5	internet	internet	NOUN
bitcs-3060	56	6	of	of	ADP
bitcs-3060	56	7	things	thing	NOUN
bitcs-3060	56	8	technology	technology	NOUN
bitcs-3060	56	9	can	can	AUX
bitcs-3060	56	10	assist	assist	VERB
bitcs-3060	56	11	warn	warn	VERB
bitcs-3060	56	12	sufferers	sufferer	NOUN
bitcs-3060	56	13	concerning	concern	VERB
bitcs-3060	56	14	impending	impend	VERB
bitcs-3060	56	15	cardiovascular	cardiovascular	ADJ
bitcs-3060	56	16	catastrophes	catastrophe	NOUN
bitcs-3060	56	17	[	[	X
bitcs-3060	56	18	4],[13],[14],[15	4],[13],[14],[15	NUM
bitcs-3060	56	19	]	]	PUNCT
bitcs-3060	56	20	.	.	PUNCT
bitcs-3060	57	1	figure	figure	NOUN
bitcs-3060	57	2	1	1	NUM
bitcs-3060	57	3	.	.	PUNCT
bitcs-3060	57	4	ml	ml	AUX
bitcs-3060	57	5	method	method	VERB
bitcs-3060	57	6	for	for	ADP
bitcs-3060	57	7	cardiovascular	cardiovascular	ADJ
bitcs-3060	57	8	disease	disease	NOUN
bitcs-3060	57	9	diagnosis	diagnosis	NOUN
bitcs-3060	57	10	.	.	PUNCT
bitcs-3060	58	1	several	several	ADJ
bitcs-3060	58	2	steps	step	NOUN
bitcs-3060	58	3	needed	need	VERB
bitcs-3060	58	4	to	to	PART
bitcs-3060	58	5	build	build	VERB
bitcs-3060	58	6	a	a	DET
bitcs-3060	58	7	model	model	NOUN
bitcs-3060	58	8	of	of	ADP
bitcs-3060	58	9	machine	machine	NOUN
bitcs-3060	58	10	learning	learn	VERB
bitcs-3060	58	11	for	for	ADP
bitcs-3060	58	12	prediction	prediction	NOUN
bitcs-3060	58	13	and	and	CCONJ
bitcs-3060	58	14	diagnosis	diagnosis	NOUN
bitcs-3060	58	15	are	be	AUX
bitcs-3060	58	16	shown	show	VERB
bitcs-3060	58	17	in	in	ADP
bitcs-3060	58	18	figure	figure	NOUN
bitcs-3060	58	19	1	1	NUM
bitcs-3060	58	20	.	.	PUNCT
bitcs-3060	59	1	the	the	DET
bitcs-3060	59	2	first	first	ADJ
bitcs-3060	59	3	phase	phase	NOUN
bitcs-3060	59	4	is	be	AUX
bitcs-3060	59	5	gathering	gather	VERB
bitcs-3060	59	6	pertinent	pertinent	ADJ
bitcs-3060	59	7	clinical	clinical	ADJ
bitcs-3060	59	8	evidence	evidence	NOUN
bitcs-3060	59	9	.	.	PUNCT
bitcs-3060	60	1	after	after	ADP
bitcs-3060	60	2	becoming	becoming	AUX
bitcs-3060	60	3	sanitized	sanitize	VERB
bitcs-3060	60	4	,	,	PUNCT
bitcs-3060	60	5	the	the	DET
bitcs-3060	60	6	data	data	NOUN
bitcs-3060	60	7	is	be	AUX
bitcs-3060	60	8	split	split	VERB
bitcs-3060	60	9	into	into	ADP
bitcs-3060	60	10	two	two	NUM
bitcs-3060	60	11	sets	set	NOUN
bitcs-3060	60	12	:	:	PUNCT
bitcs-3060	60	13	training	training	NOUN
bitcs-3060	60	14	and	and	CCONJ
bitcs-3060	60	15	assessment	assessment	NOUN
bitcs-3060	60	16	.	.	PUNCT
bitcs-3060	61	1	svm	svm	PROPN
bitcs-3060	61	2	,	,	PUNCT
bitcs-3060	61	3	lr	lr	INTJ
bitcs-3060	61	4	,	,	PUNCT
bitcs-3060	61	5	k	k	PROPN
bitcs-3060	61	6	-	-	PUNCT
bitcs-3060	61	7	nn	nn	NOUN
bitcs-3060	61	8	,	,	PUNCT
bitcs-3060	61	9	and	and	CCONJ
bitcs-3060	61	10	other	other	ADJ
bitcs-3060	61	11	computer	computer	NOUN
bitcs-3060	61	12	vision	vision	NOUN
bitcs-3060	61	13	(	(	PUNCT
bitcs-3060	61	14	ml	ml	NOUN
bitcs-3060	61	15	)	)	PUNCT
bitcs-3060	61	16	methods	method	NOUN
bitcs-3060	61	17	are	be	AUX
bitcs-3060	61	18	used	use	VERB
bitcs-3060	61	19	to	to	PART
bitcs-3060	61	20	build	build	VERB
bitcs-3060	61	21	the	the	DET
bitcs-3060	61	22	model	model	NOUN
bitcs-3060	61	23	using	use	VERB
bitcs-3060	61	24	training	training	NOUN
bitcs-3060	61	25	examples	example	NOUN
bitcs-3060	61	26	.	.	PUNCT
bitcs-3060	62	1	the	the	DET
bitcs-3060	62	2	performance	performance	NOUN
bitcs-3060	62	3	and	and	CCONJ
bitcs-3060	62	4	reliability	reliability	NOUN
bitcs-3060	62	5	of	of	ADP
bitcs-3060	62	6	the	the	DET
bitcs-3060	62	7	model	model	NOUN
bitcs-3060	62	8	are	be	AUX
bitcs-3060	62	9	evaluated	evaluate	VERB
bitcs-3060	62	10	using	use	VERB
bitcs-3060	62	11	the	the	DET
bitcs-3060	62	12	testing	testing	NOUN
bitcs-3060	62	13	data	datum	NOUN
bitcs-3060	62	14	.	.	PUNCT
bitcs-3060	63	1	the	the	DET
bitcs-3060	63	2	last	last	ADJ
bitcs-3060	63	3	step	step	NOUN
bitcs-3060	63	4	could	could	AUX
bitcs-3060	63	5	be	be	AUX
bitcs-3060	63	6	to	to	PART
bitcs-3060	63	7	either	either	CCONJ
bitcs-3060	63	8	choose	choose	VERB
bitcs-3060	63	9	a	a	DET
bitcs-3060	63	10	totally	totally	ADV
bitcs-3060	63	11	opposite	opposite	ADJ
bitcs-3060	63	12	model	model	NOUN
bitcs-3060	63	13	or	or	CCONJ
bitcs-3060	63	14	enhance	enhance	VERB
bitcs-3060	63	15	the	the	DET
bitcs-3060	63	16	efficiency	efficiency	NOUN
bitcs-3060	63	17	of	of	ADP
bitcs-3060	63	18	the	the	DET
bitcs-3060	63	19	current	current	ADJ
bitcs-3060	63	20	model	model	NOUN
bitcs-3060	63	21	that	that	PRON
bitcs-3060	63	22	includes	include	VERB
bitcs-3060	63	23	additional	additional	ADJ
bitcs-3060	63	24	characteristics	characteristic	NOUN
bitcs-3060	63	25	.	.	PUNCT
bitcs-3060	64	1	iii	iii	X
bitcs-3060	64	2	.	.	PROPN
bitcs-3060	64	3	method	method	PROPN
bitcs-3060	64	4	a.	a.	PROPN
bitcs-3060	64	5	supervised	supervise	VERB
bitcs-3060	64	6	machine	machine	NOUN
bitcs-3060	64	7	learning	learn	VERB
bitcs-3060	64	8	this	this	PRON
bitcs-3060	64	9	was	be	AUX
bitcs-3060	64	10	used	use	VERB
bitcs-3060	64	11	to	to	PART
bitcs-3060	64	12	also	also	ADV
bitcs-3060	64	13	create	create	VERB
bitcs-3060	64	14	a	a	DET
bitcs-3060	64	15	forecasting	forecasting	NOUN
bitcs-3060	64	16	model	model	NOUN
bitcs-3060	64	17	,	,	PUNCT
bitcs-3060	64	18	which	which	PRON
bitcs-3060	64	19	forecasts	forecast	VERB
bitcs-3060	64	20	the	the	DET
bitcs-3060	64	21	upcoming	upcoming	NOUN
bitcs-3060	64	22	based	base	VERB
bitcs-3060	64	23	on	on	ADP
bitcs-3060	64	24	the	the	DET
bitcs-3060	64	25	historical	historical	ADJ
bitcs-3060	64	26	data	datum	NOUN
bitcs-3060	64	27	.	.	PUNCT
bitcs-3060	65	1	this	this	DET
bitcs-3060	65	2	teaching	teaching	NOUN
bitcs-3060	65	3	algorithm	algorithm	NOUN
bitcs-3060	65	4	employs	employ	VERB
bitcs-3060	65	5	intake	intake	NOUN
bitcs-3060	65	6	of	of	ADP
bitcs-3060	65	7	classification	classification	NOUN
bitcs-3060	65	8	model	model	NOUN
bitcs-3060	65	9	to	to	PART
bitcs-3060	65	10	complete	complete	VERB
bitcs-3060	65	11	the	the	DET
bitcs-3060	65	12	task	task	NOUN
bitcs-3060	65	13	on	on	ADP
bitcs-3060	65	14	time	time	NOUN
bitcs-3060	65	15	.	.	PUNCT
bitcs-3060	66	1	forecasting	forecasting	NOUN
bitcs-3060	66	2	and	and	CCONJ
bitcs-3060	66	3	classifications	classification	NOUN
bitcs-3060	66	4	tasks	task	NOUN
bitcs-3060	66	5	belong	belong	VERB
bitcs-3060	66	6	to	to	ADP
bitcs-3060	66	7	the	the	DET
bitcs-3060	66	8	category	category	NOUN
bitcs-3060	66	9	of	of	ADP
bitcs-3060	66	10	supervised	supervised	ADJ
bitcs-3060	66	11	methods	method	NOUN
bitcs-3060	66	12	.	.	PUNCT
bitcs-3060	67	1	using	use	VERB
bitcs-3060	67	2	past	past	ADJ
bitcs-3060	67	3	precipitation	precipitation	NOUN
bitcs-3060	67	4	data	datum	NOUN
bitcs-3060	67	5	,	,	PUNCT
bitcs-3060	67	6	for	for	ADP
bitcs-3060	67	7	example	example	NOUN
bitcs-3060	67	8	,	,	PUNCT
bitcs-3060	67	9	to	to	PART
bitcs-3060	67	10	forecast	forecast	VERB
bitcs-3060	67	11	rainfall	rainfall	NOUN
bitcs-3060	67	12	(	(	PUNCT
bitcs-3060	67	13	regression	regression	NOUN
bitcs-3060	67	14	task	task	NOUN
bitcs-3060	67	15	)	)	PUNCT
bitcs-3060	67	16	.	.	PUNCT
bitcs-3060	68	1	by	by	ADP
bitcs-3060	68	2	using	use	VERB
bitcs-3060	68	3	photographs	photograph	NOUN
bitcs-3060	68	4	of	of	ADP
bitcs-3060	68	5	salmon	salmon	NOUN
bitcs-3060	68	6	,	,	PUNCT
bitcs-3060	68	7	the	the	DET
bitcs-3060	68	8	with	with	ADP
bitcs-3060	68	9	tag	tag	NOUN
bitcs-3060	68	10	"	"	PUNCT
bitcs-3060	68	11	fish	fish	NOUN
bitcs-3060	68	12	,	,	PUNCT
bitcs-3060	68	13	"	"	PUNCT
bitcs-3060	68	14	the	the	DET
bitcs-3060	68	15	algorithm	algorithm	NOUN
bitcs-3060	68	16	is	be	AUX
bitcs-3060	68	17	expected	expect	VERB
bitcs-3060	68	18	to	to	PART
bitcs-3060	68	19	identify	identify	VERB
bitcs-3060	68	20	squid	squid	ADJ
bitcs-3060	68	21	pictures	picture	NOUN
bitcs-3060	68	22	and	and	CCONJ
bitcs-3060	68	23	finish	finish	VERB
bitcs-3060	68	24	the	the	DET
bitcs-3060	68	25	multiclass	multiclass	ADJ
bitcs-3060	68	26	classification	classification	NOUN
bitcs-3060	69	1	[	[	X
bitcs-3060	69	2	5	5	NUM
bitcs-3060	69	3	]	]	PUNCT
bitcs-3060	69	4	.	.	PUNCT
bitcs-3060	70	1	b.	b.	PROPN
bitcs-3060	70	2	algorithm	algorithm	PROPN
bitcs-3060	70	3	used	use	VERB
bitcs-3060	70	4	decision	decision	NOUN
bitcs-3060	70	5	tree	tree	NOUN
bitcs-3060	70	6	:	:	PUNCT
bitcs-3060	70	7	although	although	SCONJ
bitcs-3060	70	8	it	it	PRON
bitcs-3060	70	9	could	could	AUX
bitcs-3060	70	10	be	be	AUX
bitcs-3060	70	11	used	use	VERB
bitcs-3060	70	12	to	to	PART
bitcs-3060	70	13	handle	handle	VERB
bitcs-3060	70	14	machine	machine	NOUN
bitcs-3060	70	15	learning	learning	NOUN
bitcs-3060	70	16	problems	problem	NOUN
bitcs-3060	70	17	,	,	PUNCT
bitcs-3060	70	18	the	the	DET
bitcs-3060	70	19	supervised	supervised	ADJ
bitcs-3060	70	20	machine	machine	NOUN
bitcs-3060	70	21	learning	learning	NOUN
bitcs-3060	70	22	method	method	NOUN
bitcs-3060	70	23	termed	term	VERB
bitcs-3060	70	24	as	as	SCONJ
bitcs-3060	70	25	a	a	DET
bitcs-3060	70	26	tree	tree	NOUN
bitcs-3060	70	27	structure	structure	NOUN
bitcs-3060	70	28	was	be	AUX
bitcs-3060	70	29	mostly	mostly	ADV
bitcs-3060	70	30	usually	usually	ADV
bitcs-3060	70	31	utilized	utilize	VERB
bitcs-3060	70	32	to	to	PART
bitcs-3060	70	33	resolve	resolve	VERB
bitcs-3060	70	34	detection	detection	NOUN
bitcs-3060	70	35	problem	problem	NOUN
bitcs-3060	70	36	.	.	PUNCT
bitcs-3060	71	1	this	this	DET
bitcs-3060	71	2	technique	technique	NOUN
bitcs-3060	71	3	basically	basically	ADV
bitcs-3060	71	4	divides	divide	VERB
bitcs-3060	71	5	the	the	DET
bitcs-3060	71	6	entire	entire	ADJ
bitcs-3060	71	7	set	set	NOUN
bitcs-3060	71	8	-	-	PUNCT
bitcs-3060	71	9	in	in	ADP
bitcs-3060	71	10	smaller	small	ADJ
bitcs-3060	71	11	chunks	chunk	NOUN
bitcs-3060	71	12	while	while	SCONJ
bitcs-3060	71	13	constructing	construct	VERB
bitcs-3060	71	14	a	a	DET
bitcs-3060	71	15	tree	tree	NOUN
bitcs-3060	71	16	visualization	visualization	NOUN
bitcs-3060	71	17	of	of	ADP
bitcs-3060	71	18	the	the	DET
bitcs-3060	71	19	data	datum	NOUN
bitcs-3060	71	20	,	,	PUNCT
bitcs-3060	71	21	where	where	SCONJ
bitcs-3060	71	22	every	every	DET
bitcs-3060	71	23	other	other	ADJ
bitcs-3060	71	24	node	node	NOUN
bitcs-3060	71	25	in	in	ADP
bitcs-3060	71	26	the	the	DET
bitcs-3060	71	27	tree	tree	NOUN
bitcs-3060	71	28	standing	stand	VERB
bitcs-3060	71	29	in	in	ADP
bitcs-3060	71	30	for	for	ADP
bitcs-3060	71	31	a	a	DET
bitcs-3060	71	32	classification	classification	NOUN
bitcs-3060	71	33	model	model	NOUN
bitcs-3060	71	34	and	and	CCONJ
bitcs-3060	71	35	indeed	indeed	ADV
bitcs-3060	71	36	the	the	DET
bitcs-3060	71	37	interior	interior	ADJ
bitcs-3060	71	38	nodes	node	NOUN
bitcs-3060	71	39	represent	represent	VERB
bitcs-3060	71	40	judgment	judgment	NOUN
bitcs-3060	71	41	nodes	node	NOUN
bitcs-3060	71	42	,	,	PUNCT
bitcs-3060	71	43	and	and	CCONJ
bitcs-3060	71	44	reflect	reflect	VERB
bitcs-3060	71	45	the	the	DET
bitcs-3060	71	46	attributes	attribute	NOUN
bitcs-3060	71	47	.	.	PUNCT
bitcs-3060	72	1	this	this	DET
bitcs-3060	72	2	characteristic	characteristic	NOUN
bitcs-3060	72	3	at	at	ADP
bitcs-3060	72	4	every	every	DET
bitcs-3060	72	5	cluster	cluster	NOUN
bitcs-3060	72	6	that	that	PRON
bitcs-3060	72	7	separates	separate	VERB
bitcs-3060	72	8	the	the	DET
bitcs-3060	72	9	classification	classification	NOUN
bitcs-3060	72	10	model	model	NOUN
bitcs-3060	72	11	most	most	ADV
bitcs-3060	72	12	effectively	effectively	ADV
bitcs-3060	72	13	is	be	AUX
bitcs-3060	72	14	selected	select	VERB
bitcs-3060	72	15	by	by	ADP
bitcs-3060	72	16	the	the	DET
bitcs-3060	72	17	procedure	procedure	NOUN
bitcs-3060	72	18	.	.	PUNCT
bitcs-3060	73	1	figure	figure	NOUN
bitcs-3060	73	2	2	2	NUM
bitcs-3060	73	3	.	.	PUNCT
bitcs-3060	73	4	showing	show	VERB
bitcs-3060	73	5	working	work	VERB
bitcs-3060	73	6	of	of	ADP
bitcs-3060	73	7	decision	decision	NOUN
bitcs-3060	73	8	tree	tree	NOUN
bitcs-3060	73	9	as	as	ADP
bitcs-3060	73	10	example	example	NOUN
bitcs-3060	73	11	,	,	PUNCT
bitcs-3060	73	12	this	this	DET
bitcs-3060	73	13	clustering	clustering	ADJ
bitcs-3060	73	14	algorithm	algorithm	NOUN
bitcs-3060	73	15	in	in	ADP
bitcs-3060	73	16	fig.2	fig.2	PROPN
bitcs-3060	73	17	predicts	predict	NOUN
bitcs-3060	73	18	whether	whether	SCONJ
bitcs-3060	73	19	such	such	DET
bitcs-3060	73	20	a	a	DET
bitcs-3060	73	21	person	person	NOUN
bitcs-3060	73	22	will	will	AUX
bitcs-3060	73	23	probably	probably	ADV
bitcs-3060	73	24	purchase	purchase	VERB
bitcs-3060	73	25	a	a	DET
bitcs-3060	73	26	computer	computer	NOUN
bitcs-3060	73	27	.	.	PUNCT
bitcs-3060	74	1	the	the	DET
bitcs-3060	74	2	tree	tree	NOUN
bitcs-3060	74	3	is	be	AUX
bitcs-3060	74	4	generated	generate	VERB
bitcs-3060	74	5	using	use	VERB
bitcs-3060	74	6	training	training	NOUN
bitcs-3060	74	7	data	datum	NOUN
bitcs-3060	74	8	,	,	PUNCT
bitcs-3060	74	9	or	or	CCONJ
bitcs-3060	74	10	tuples	tuple	NOUN
bitcs-3060	74	11	with	with	ADP
bitcs-3060	74	12	known	know	VERB
bitcs-3060	74	13	class	class	NOUN
bitcs-3060	74	14	labels	label	NOUN
bitcs-3060	74	15	.	.	PUNCT
bitcs-3060	75	1	when	when	SCONJ
bitcs-3060	75	2	a	a	DET
bitcs-3060	75	3	individual	individual	NOUN
bitcs-3060	75	4	is	be	AUX
bitcs-3060	75	5	a	a	DET
bitcs-3060	75	6	learner	learner	NOUN
bitcs-3060	75	7	,	,	PUNCT
bitcs-3060	75	8	bifurcation	bifurcation	NOUN
bitcs-3060	75	9	is	be	AUX
bitcs-3060	75	10	based	base	VERB
bitcs-3060	75	11	upon	upon	SCONJ
bitcs-3060	75	12	their	their	PRON
bitcs-3060	75	13	age	age	NOUN
bitcs-3060	75	14	and	and	CCONJ
bitcs-3060	75	15	credit	credit	NOUN
bitcs-3060	75	16	history	history	NOUN
bitcs-3060	75	17	.	.	PUNCT
bitcs-3060	76	1	the	the	DET
bitcs-3060	76	2	attribute	attribute	NOUN
bitcs-3060	76	3	values	value	VERB
bitcs-3060	76	4	for	for	ADP
bitcs-3060	76	5	a	a	DET
bitcs-3060	76	6	certain	certain	ADJ
bitcs-3060	76	7	new	new	ADJ
bitcs-3060	76	8	tuple	tuple	NOUN
bitcs-3060	76	9	were	be	AUX
bitcs-3060	76	10	contrasted	contrast	VERB
bitcs-3060	76	11	with	with	ADP
bitcs-3060	76	12	the	the	DET
bitcs-3060	76	13	tree	tree	NOUN
bitcs-3060	76	14	structure	structure	NOUN
bitcs-3060	76	15	.	.	PUNCT
bitcs-3060	77	1	a	a	DET
bitcs-3060	77	2	route	route	NOUN
bitcs-3060	77	3	that	that	PRON
bitcs-3060	77	4	shows	show	VERB
bitcs-3060	77	5	the	the	DET
bitcs-3060	77	6	class	class	NOUN
bitcs-3060	77	7	predictions	prediction	NOUN
bitcs-3060	77	8	for	for	ADP
bitcs-3060	77	9	the	the	DET
bitcs-3060	77	10	combination	combination	NOUN
bitcs-3060	77	11	is	be	AUX
bitcs-3060	77	12	constructed	construct	VERB
bitcs-3060	77	13	first	first	ADV
bitcs-3060	77	14	from	from	ADP
bitcs-3060	77	15	base	base	NOUN
bitcs-3060	77	16	to	to	ADP
bitcs-3060	77	17	a	a	DET
bitcs-3060	77	18	binary	binary	ADJ
bitcs-3060	77	19	tree	tree	NOUN
bitcs-3060	78	1	[	[	X
bitcs-3060	78	2	6	6	NUM
bitcs-3060	78	3	]	]	PUNCT
bitcs-3060	78	4	.	.	PUNCT
bitcs-3060	79	1	c.	c.	NOUN
bitcs-3060	80	1	the	the	DET
bitcs-3060	80	2	fundamental	fundamental	ADJ
bitcs-3060	80	3	algorithm	algorithm	NOUN
bitcs-3060	80	4	steps	step	VERB
bitcs-3060	80	5	the	the	DET
bitcs-3060	80	6	step	step	NOUN
bitcs-3060	80	7	is	be	AUX
bitcs-3060	80	8	performed	perform	VERB
bitcs-3060	80	9	sequentially	sequentially	ADV
bitcs-3060	80	10	and	and	CCONJ
bitcs-3060	80	11	highest	high	ADJ
bitcs-3060	80	12	.	.	PUNCT
bitcs-3060	81	1	every	every	DET
bitcs-3060	81	2	one	one	NUM
bitcs-3060	81	3	of	of	ADP
bitcs-3060	81	4	the	the	DET
bitcs-3060	81	5	training	training	NOUN
bitcs-3060	81	6	datasets	dataset	NOUN
bitcs-3060	81	7	are	be	AUX
bitcs-3060	81	8	situated	situate	VERB
bitcs-3060	81	9	right	right	ADV
bitcs-3060	81	10	at	at	ADP
bitcs-3060	81	11	the	the	DET
bitcs-3060	81	12	bottom	bottom	NOUN
bitcs-3060	81	13	of	of	ADP
bitcs-3060	81	14	the	the	DET
bitcs-3060	81	15	tree	tree	NOUN
bitcs-3060	81	16	.	.	PUNCT
bitcs-3060	82	1	categorical	categorical	ADJ
bitcs-3060	82	2	values	value	NOUN
bitcs-3060	82	3	are	be	AUX
bitcs-3060	82	4	recommended	recommend	VERB
bitcs-3060	82	5	for	for	ADP
bitcs-3060	82	6	attribute	attribute	NOUN
bitcs-3060	82	7	values	value	NOUN
bitcs-3060	82	8	.	.	PUNCT
bitcs-3060	83	1	before	before	ADP
bitcs-3060	83	2	being	be	AUX
bitcs-3060	83	3	employed	employ	VERB
bitcs-3060	83	4	in	in	ADP
bitcs-3060	83	5	the	the	DET
bitcs-3060	83	6	model	model	NOUN
bitcs-3060	83	7	,	,	PUNCT
bitcs-3060	83	8	continuous	continuous	ADJ
bitcs-3060	83	9	values	value	NOUN
bitcs-3060	83	10	are	be	AUX
bitcs-3060	83	11	discretized	discretize	VERB
bitcs-3060	83	12	.	.	PUNCT
bitcs-3060	84	1	26	26	NUM
bitcs-3060	85	1	|	|	ADV
bitcs-3060	85	2	vol.4	vol.4	PROPN
bitcs-3060	85	3	no.1	no.1	PROPN
bitcs-3060	85	4	,	,	PUNCT
bitcs-3060	85	5	january	january	PROPN
bitcs-3060	85	6	2023	2023	NUM
bitcs-3060	85	7	figure	figure	NOUN
bitcs-3060	85	8	3	3	NUM
bitcs-3060	85	9	.	.	PUNCT
bitcs-3060	85	10	showing	show	VERB
bitcs-3060	85	11	barplot	barplot	NOUN
bitcs-3060	85	12	of	of	ADP
bitcs-3060	85	13	the	the	DET
bitcs-3060	85	14	dataset	dataset	ADJ
bitcs-3060	85	15	divisions	division	NOUN
bitcs-3060	85	16	of	of	ADP
bitcs-3060	85	17	training	training	NOUN
bitcs-3060	85	18	sample	sample	NOUN
bitcs-3060	85	19	are	be	AUX
bitcs-3060	85	20	iteratively	iteratively	ADV
bitcs-3060	85	21	constructed	construct	VERB
bitcs-3060	85	22	based	base	VERB
bitcs-3060	85	23	on	on	ADP
bitcs-3060	85	24	the	the	DET
bitcs-3060	85	25	given	give	VERB
bitcs-3060	85	26	parameters	parameter	NOUN
bitcs-3060	85	27	.	.	PUNCT
bitcs-3060	86	1	a	a	DET
bitcs-3060	86	2	quantitative	quantitative	ADJ
bitcs-3060	86	3	calculation	calculation	NOUN
bitcs-3060	86	4	is	be	AUX
bitcs-3060	86	5	used	use	VERB
bitcs-3060	86	6	to	to	PART
bitcs-3060	86	7	choose	choose	VERB
bitcs-3060	86	8	the	the	DET
bitcs-3060	86	9	diverging	diverge	VERB
bitcs-3060	86	10	properties	property	NOUN
bitcs-3060	86	11	(	(	PUNCT
bitcs-3060	86	12	such	such	ADJ
bitcs-3060	86	13	as	as	ADP
bitcs-3060	86	14	information	information	NOUN
bitcs-3060	86	15	benefit	benefit	NOUN
bitcs-3060	86	16	,	,	PUNCT
bitcs-3060	86	17	gain	gain	VERB
bitcs-3060	86	18	ratio	ratio	NOUN
bitcs-3060	86	19	,	,	PUNCT
bitcs-3060	86	20	or	or	CCONJ
bitcs-3060	86	21	gini	gini	PROPN
bitcs-3060	86	22	index	index	PROPN
bitcs-3060	86	23	)	)	PUNCT
bitcs-3060	86	24	.	.	PUNCT
bitcs-3060	87	1	the	the	DET
bitcs-3060	87	2	splitting	splitting	NOUN
bitcs-3060	87	3	cycle	cycle	NOUN
bitcs-3060	87	4	is	be	AUX
bitcs-3060	87	5	continued	continue	VERB
bitcs-3060	87	6	until	until	SCONJ
bitcs-3060	87	7	every	every	DET
bitcs-3060	87	8	occurrence	occurrence	NOUN
bitcs-3060	87	9	of	of	ADP
bitcs-3060	87	10	a	a	DET
bitcs-3060	87	11	specific	specific	ADJ
bitcs-3060	87	12	node	node	NOUN
bitcs-3060	87	13	is	be	AUX
bitcs-3060	87	14	a	a	DET
bitcs-3060	87	15	member	member	NOUN
bitcs-3060	87	16	from	from	ADP
bitcs-3060	87	17	same	same	ADJ
bitcs-3060	87	18	category	category	NOUN
bitcs-3060	87	19	.	.	PUNCT
bitcs-3060	88	1	probably	probably	ADV
bitcs-3060	88	2	there	there	PRON
bitcs-3060	88	3	are	be	VERB
bitcs-3060	88	4	no	no	DET
bitcs-3060	88	5	other	other	ADJ
bitcs-3060	88	6	input	input	NOUN
bitcs-3060	88	7	characteristics	characteristic	NOUN
bitcs-3060	88	8	or	or	CCONJ
bitcs-3060	88	9	there	there	PRON
bitcs-3060	88	10	are	be	VERB
bitcs-3060	88	11	not	not	PART
bitcs-3060	88	12	enough	enough	ADJ
bitcs-3060	88	13	observations	observation	NOUN
bitcs-3060	88	14	left	leave	VERB
bitcs-3060	88	15	to	to	PART
bitcs-3060	88	16	provide	provide	VERB
bitcs-3060	88	17	an	an	DET
bitcs-3060	88	18	accurate	accurate	ADJ
bitcs-3060	88	19	split	split	NOUN
bitcs-3060	88	20	.	.	PUNCT
bitcs-3060	89	1	evaluate	evaluate	VERB
bitcs-3060	89	2	the	the	DET
bitcs-3060	89	3	strategy	strategy	NOUN
bitcs-3060	89	4	with	with	ADP
bitcs-3060	89	5	data	datum	NOUN
bitcs-3060	89	6	,	,	PUNCT
bitcs-3060	89	7	then	then	ADV
bitcs-3060	89	8	determine	determine	VERB
bitcs-3060	89	9	whether	whether	SCONJ
bitcs-3060	89	10	it	it	PRON
bitcs-3060	89	11	is	be	AUX
bitcs-3060	89	12	accurate	accurate	ADJ
bitcs-3060	89	13	.	.	PUNCT
bitcs-3060	90	1	d.	d.	PROPN
bitcs-3060	90	2	support	support	VERB
bitcs-3060	90	3	vector	vector	NOUN
bitcs-3060	90	4	machine	machine	NOUN
bitcs-3060	90	5	typically	typically	ADV
bitcs-3060	90	6	used	use	VERB
bitcs-3060	90	7	only	only	ADV
bitcs-3060	90	8	for	for	ADP
bitcs-3060	90	9	classifications	classification	NOUN
bitcs-3060	90	10	,	,	PUNCT
bitcs-3060	90	11	svms	svms	NOUN
bitcs-3060	90	12	are	be	AUX
bitcs-3060	90	13	indeed	indeed	ADV
bitcs-3060	90	14	a	a	DET
bitcs-3060	90	15	popular	popular	ADJ
bitcs-3060	90	16	category	category	NOUN
bitcs-3060	90	17	of	of	ADP
bitcs-3060	90	18	supervised	supervised	ADJ
bitcs-3060	90	19	algorithms	algorithm	NOUN
bitcs-3060	90	20	for	for	ADP
bitcs-3060	90	21	machine	machine	NOUN
bitcs-3060	90	22	learning	learning	NOUN
bitcs-3060	90	23	.	.	PUNCT
bitcs-3060	91	1	the	the	DET
bitcs-3060	91	2	svm	svm	PROPN
bitcs-3060	91	3	classifier	classifier	NOUN
bitcs-3060	91	4	converts	convert	VERB
bitcs-3060	91	5	characteristic	characteristic	ADJ
bitcs-3060	91	6	data	datum	NOUN
bitcs-3060	91	7	into	into	ADP
bitcs-3060	91	8	coordinates	coordinate	NOUN
bitcs-3060	91	9	in	in	ADP
bitcs-3060	91	10	an	an	DET
bitcs-3060	91	11	n	n	ADV
bitcs-3060	91	12	-	-	PUNCT
bitcs-3060	91	13	dimensional	dimensional	ADJ
bitcs-3060	91	14	area	area	NOUN
bitcs-3060	91	15	.	.	PUNCT
bitcs-3060	92	1	the	the	DET
bitcs-3060	92	2	information	information	NOUN
bitcs-3060	92	3	is	be	AUX
bitcs-3060	92	4	then	then	ADV
bitcs-3060	92	5	classified	classify	VERB
bitcs-3060	92	6	by	by	ADP
bitcs-3060	92	7	a	a	DET
bitcs-3060	92	8	higher	high	ADJ
bitcs-3060	92	9	dimensional	dimensional	ADJ
bitcs-3060	92	10	space	space	NOUN
bitcs-3060	92	11	that	that	PRON
bitcs-3060	92	12	the	the	DET
bitcs-3060	92	13	program	program	NOUN
bitcs-3060	92	14	finds	find	VERB
bitcs-3060	92	15	.	.	PUNCT
bitcs-3060	93	1	the	the	DET
bitcs-3060	93	2	classifier	classifier	NOUN
bitcs-3060	93	3	represents	represent	VERB
bitcs-3060	93	4	a	a	DET
bitcs-3060	93	5	maximum	maximum	ADJ
bitcs-3060	93	6	margin	margin	NOUN
bitcs-3060	93	7	.	.	PUNCT
bitcs-3060	94	1	the	the	DET
bitcs-3060	94	2	fundamental	fundamental	ADJ
bitcs-3060	94	3	idea	idea	NOUN
bitcs-3060	94	4	behind	behind	ADP
bitcs-3060	94	5	svm	svm	PROPN
bitcs-3060	94	6	is	be	AUX
bitcs-3060	94	7	to	to	PART
bitcs-3060	94	8	repeatedly	repeatedly	ADV
bitcs-3060	94	9	find	find	VERB
bitcs-3060	94	10	a	a	DET
bitcs-3060	94	11	greatest	great	ADJ
bitcs-3060	94	12	margin	margin	NOUN
bitcs-3060	94	13	class	class	NOUN
bitcs-3060	94	14	label	label	NOUN
bitcs-3060	94	15	(	(	PUNCT
bitcs-3060	94	16	mmh	mmh	X
bitcs-3060	94	17	)	)	PUNCT
bitcs-3060	94	18	that	that	PRON
bitcs-3060	94	19	accurately	accurately	ADV
bitcs-3060	94	20	categories	categorie	VERB
bitcs-3060	94	21	the	the	DET
bitcs-3060	94	22	collection	collection	NOUN
bitcs-3060	94	23	only	only	ADV
bitcs-3060	94	24	with	with	ADP
bitcs-3060	94	25	fewest	few	ADJ
bitcs-3060	94	26	errors	error	NOUN
bitcs-3060	94	27	[	[	X
bitcs-3060	94	28	7	7	NUM
bitcs-3060	94	29	]	]	PUNCT
bitcs-3060	94	30	.	.	PUNCT
bitcs-3060	95	1	e.	e.	PROPN
bitcs-3060	96	1	how	how	SCONJ
bitcs-3060	96	2	does	do	AUX
bitcs-3060	96	3	svm	svm	VERB
bitcs-3060	96	4	algorithm	algorithm	NOUN
bitcs-3060	96	5	work	work	NOUN
bitcs-3060	96	6	promote	promote	VERB
bitcs-3060	96	7	efficient	efficient	ADJ
bitcs-3060	96	8	hyperplane	hyperplane	NOUN
bitcs-3060	96	9	that	that	PRON
bitcs-3060	96	10	separates	separate	VERB
bitcs-3060	96	11	to	to	PART
bitcs-3060	96	12	divide	divide	VERB
bitcs-3060	96	13	the	the	DET
bitcs-3060	96	14	categories	category	NOUN
bitcs-3060	96	15	.	.	PUNCT
bitcs-3060	97	1	picture	picture	NOUN
bitcs-3060	97	2	just	just	ADV
bitcs-3060	97	3	on	on	ADP
bitcs-3060	97	4	left	left	ADJ
bitcs-3060	97	5	showing	show	VERB
bitcs-3060	97	6	various	various	ADJ
bitcs-3060	97	7	black	black	ADJ
bitcs-3060	97	8	,	,	PUNCT
bitcs-3060	97	9	blue	blue	ADJ
bitcs-3060	97	10	,	,	PUNCT
bitcs-3060	97	11	and	and	CCONJ
bitcs-3060	97	12	orange	orange	ADJ
bitcs-3060	97	13	optimal	optimal	ADJ
bitcs-3060	97	14	hyperplane	hyperplane	NOUN
bitcs-3060	97	15	.	.	PUNCT
bitcs-3060	98	1	even	even	ADV
bitcs-3060	98	2	though	though	SCONJ
bitcs-3060	98	3	the	the	DET
bitcs-3060	98	4	black	black	NOUN
bitcs-3060	98	5	in	in	ADP
bitcs-3060	98	6	this	this	DET
bitcs-3060	98	7	scenario	scenario	NOUN
bitcs-3060	98	8	adequately	adequately	ADV
bitcs-3060	98	9	distinguishes	distinguish	VERB
bitcs-3060	98	10	the	the	DET
bitcs-3060	98	11	2	2	NUM
bitcs-3060	98	12	classes	class	NOUN
bitcs-3060	98	13	,	,	PUNCT
bitcs-3060	98	14	the	the	DET
bitcs-3060	98	15	blue	blue	ADJ
bitcs-3060	98	16	and	and	CCONJ
bitcs-3060	98	17	orange	orange	NOUN
bitcs-3060	98	18	exhibit	exhibit	NOUN
bitcs-3060	98	19	greater	great	ADJ
bitcs-3060	98	20	classifying	classify	VERB
bitcs-3060	98	21	errors	error	NOUN
bitcs-3060	98	22	.	.	PUNCT
bitcs-3060	99	1	hyperplane	hyperplane	NOUN
bitcs-3060	99	2	:	:	PUNCT
bitcs-3060	99	3	a	a	DET
bitcs-3060	99	4	hyper	hyper	ADJ
bitcs-3060	99	5	plane	plane	NOUN
bitcs-3060	99	6	is	be	AUX
bitcs-3060	99	7	a	a	DET
bitcs-3060	99	8	judgement	judgement	NOUN
bitcs-3060	99	9	layer	layer	NOUN
bitcs-3060	99	10	that	that	PRON
bitcs-3060	99	11	makes	make	VERB
bitcs-3060	99	12	distinctions	distinction	NOUN
bitcs-3060	99	13	between	between	ADP
bitcs-3060	99	14	such	such	DET
bitcs-3060	99	15	a	a	DET
bitcs-3060	99	16	collection	collection	NOUN
bitcs-3060	99	17	of	of	ADP
bitcs-3060	99	18	elements	element	NOUN
bitcs-3060	99	19	with	with	ADP
bitcs-3060	99	20	varied	varied	ADJ
bitcs-3060	99	21	class	class	NOUN
bitcs-3060	99	22	affiliations	affiliation	NOUN
bitcs-3060	99	23	.	.	PUNCT
bitcs-3060	100	1	margin	margin	NOUN
bitcs-3060	100	2	is	be	AUX
bitcs-3060	100	3	the	the	DET
bitcs-3060	100	4	separation	separation	NOUN
bitcs-3060	100	5	here	here	ADV
bitcs-3060	100	6	between	between	ADP
bitcs-3060	100	7	two	two	NUM
bitcs-3060	100	8	on	on	ADP
bitcs-3060	100	9	the	the	DET
bitcs-3060	100	10	closest	close	ADJ
bitcs-3060	100	11	classification	classification	NOUN
bitcs-3060	100	12	points	point	NOUN
bitcs-3060	100	13	.	.	PUNCT
bitcs-3060	101	1	an	an	DET
bitcs-3060	101	2	angle	angle	NOUN
bitcs-3060	101	3	between	between	ADP
bitcs-3060	101	4	both	both	CCONJ
bitcs-3060	101	5	the	the	DET
bitcs-3060	101	6	line	line	NOUN
bitcs-3060	101	7	and	and	CCONJ
bitcs-3060	101	8	the	the	DET
bitcs-3060	101	9	nearby	nearby	ADJ
bitcs-3060	101	10	points	point	NOUN
bitcs-3060	101	11	or	or	CCONJ
bitcs-3060	101	12	testing	testing	NOUN
bitcs-3060	101	13	set	set	NOUN
bitcs-3060	101	14	is	be	AUX
bitcs-3060	101	15	used	use	VERB
bitcs-3060	101	16	to	to	PART
bitcs-3060	101	17	determine	determine	VERB
bitcs-3060	101	18	value	value	NOUN
bitcs-3060	101	19	.	.	PUNCT
bitcs-3060	102	1	a	a	DET
bitcs-3060	102	2	massive	massive	ADJ
bitcs-3060	102	3	class	class	NOUN
bitcs-3060	102	4	difference	difference	NOUN
bitcs-3060	102	5	is	be	AUX
bitcs-3060	102	6	seen	see	VERB
bitcs-3060	102	7	to	to	PART
bitcs-3060	102	8	be	be	AUX
bitcs-3060	102	9	beneficial	beneficial	ADJ
bitcs-3060	102	10	;	;	PUNCT
bitcs-3060	102	11	a	a	DET
bitcs-3060	102	12	reduced	reduce	VERB
bitcs-3060	102	13	class	class	NOUN
bitcs-3060	102	14	difference	difference	NOUN
bitcs-3060	102	15	is	be	AUX
bitcs-3060	102	16	considered	consider	VERB
bitcs-3060	102	17	to	to	PART
bitcs-3060	102	18	be	be	AUX
bitcs-3060	102	19	harmful	harmful	ADJ
bitcs-3060	102	20	.	.	PUNCT
bitcs-3060	103	1	the	the	DET
bitcs-3060	103	2	descriptor	descriptor	NOUN
bitcs-3060	103	3	with	with	ADP
bitcs-3060	103	4	the	the	DET
bitcs-3060	103	5	highest	high	ADJ
bitcs-3060	103	6	separation	separation	NOUN
bitcs-3060	103	7	as	as	ADP
bitcs-3060	103	8	from	from	ADP
bitcs-3060	103	9	closest	close	ADJ
bitcs-3060	103	10	point	point	NOUN
bitcs-3060	103	11	should	should	AUX
bitcs-3060	103	12	be	be	AUX
bitcs-3060	103	13	chosen	choose	VERB
bitcs-3060	103	14	.	.	PUNCT
bitcs-3060	104	1	iv	iv	X
bitcs-3060	104	2	.	.	PUNCT
bitcs-3060	104	3	results	result	NOUN
bitcs-3060	104	4	and	and	CCONJ
bitcs-3060	104	5	discussion	discussion	NOUN
bitcs-3060	104	6	in	in	ADP
bitcs-3060	104	7	the	the	DET
bitcs-3060	104	8	purpose	purpose	NOUN
bitcs-3060	104	9	of	of	ADP
bitcs-3060	104	10	our	our	PRON
bitcs-3060	104	11	research	research	NOUN
bitcs-3060	104	12	would	would	AUX
bitcs-3060	104	13	have	have	AUX
bitcs-3060	104	14	been	be	AUX
bitcs-3060	104	15	to	to	PART
bitcs-3060	104	16	concurrently	concurrently	ADV
bitcs-3060	104	17	mitigate	mitigate	VERB
bitcs-3060	104	18	underfit	underfit	NOUN
bitcs-3060	104	19	and	and	CCONJ
bitcs-3060	104	20	overfit	overfit	NOUN
bitcs-3060	104	21	defects	defect	NOUN
bitcs-3060	104	22	in	in	ADP
bitcs-3060	104	23	some	some	DET
bitcs-3060	104	24	other	other	ADJ
bitcs-3060	104	25	good	good	ADJ
bitcs-3060	104	26	design	design	NOUN
bitcs-3060	104	27	.	.	PUNCT
bitcs-3060	105	1	we	we	PRON
bitcs-3060	105	2	found	find	VERB
bitcs-3060	105	3	and	and	CCONJ
bitcs-3060	105	4	observed	observe	VERB
bitcs-3060	105	5	the	the	DET
bitcs-3060	105	6	model	model	NOUN
bitcs-3060	105	7	did	do	AUX
bitcs-3060	105	8	n't	not	PART
bitcs-3060	105	9	result	result	VERB
bitcs-3060	105	10	either	either	CCONJ
bitcs-3060	105	11	in	in	ADP
bitcs-3060	105	12	the	the	DET
bitcs-3060	105	13	overfitting	overfitting	NOUN
bitcs-3060	105	14	or	or	CCONJ
bitcs-3060	105	15	underfitting	underfitting	NOUN
bitcs-3060	105	16	.	.	PUNCT
bitcs-3060	106	1	it	it	PRON
bitcs-3060	106	2	is	be	AUX
bitcs-3060	106	3	expected	expect	VERB
bitcs-3060	106	4	that	that	SCONJ
bitcs-3060	106	5	the	the	DET
bitcs-3060	106	6	system	system	NOUN
bitcs-3060	106	7	loss	loss	NOUN
bitcs-3060	106	8	in	in	ADP
bitcs-3060	106	9	training	training	NOUN
bitcs-3060	106	10	data	datum	NOUN
bitcs-3060	106	11	will	will	AUX
bitcs-3060	106	12	be	be	AUX
bitcs-3060	106	13	less	less	ADJ
bitcs-3060	106	14	than	than	ADP
bitcs-3060	106	15	that	that	PRON
bitcs-3060	106	16	in	in	ADP
bitcs-3060	106	17	testing	test	VERB
bitcs-3060	106	18	data	datum	NOUN
bitcs-3060	106	19	.	.	PUNCT
bitcs-3060	107	1	another	another	DET
bitcs-3060	107	2	benefit	benefit	NOUN
bitcs-3060	107	3	is	be	AUX
bitcs-3060	107	4	that	that	SCONJ
bitcs-3060	107	5	if	if	SCONJ
bitcs-3060	107	6	we	we	PRON
bitcs-3060	107	7	understand	understand	VERB
bitcs-3060	107	8	these	these	DET
bitcs-3060	107	9	crucial	crucial	ADJ
bitcs-3060	107	10	ideas	idea	NOUN
bitcs-3060	107	11	and	and	CCONJ
bitcs-3060	107	12	are	be	AUX
bitcs-3060	107	13	aware	aware	ADJ
bitcs-3060	107	14	of	of	ADP
bitcs-3060	107	15	how	how	SCONJ
bitcs-3060	107	16	effective	effective	ADJ
bitcs-3060	107	17	,	,	PUNCT
bitcs-3060	107	18	we	we	PRON
bitcs-3060	107	19	can	can	AUX
bitcs-3060	107	20	handle	handle	VERB
bitcs-3060	107	21	even	even	ADV
bitcs-3060	107	22	the	the	DET
bitcs-3060	107	23	most	most	ADV
bitcs-3060	107	24	stressful	stressful	ADJ
bitcs-3060	107	25	circumstances	circumstance	NOUN
bitcs-3060	107	26	.	.	PUNCT
bitcs-3060	108	1	in	in	ADP
bitcs-3060	108	2	comparison	comparison	NOUN
bitcs-3060	108	3	to	to	ADP
bitcs-3060	108	4	test	test	NOUN
bitcs-3060	108	5	data	datum	NOUN
bitcs-3060	108	6	,	,	PUNCT
bitcs-3060	108	7	prototype	prototype	NOUN
bitcs-3060	108	8	loss	loss	NOUN
bitcs-3060	108	9	should	should	AUX
bitcs-3060	108	10	have	have	AUX
bitcs-3060	108	11	been	be	AUX
bitcs-3060	108	12	lower	low	ADJ
bitcs-3060	108	13	in	in	ADP
bitcs-3060	108	14	training	training	NOUN
bitcs-3060	108	15	instances	instance	NOUN
bitcs-3060	108	16	.	.	PUNCT
bitcs-3060	109	1	there	there	PRON
bitcs-3060	109	2	were	be	VERB
bitcs-3060	109	3	two	two	NUM
bitcs-3060	109	4	divisions	division	NOUN
bitcs-3060	109	5	used	use	VERB
bitcs-3060	109	6	to	to	PART
bitcs-3060	109	7	rate	rate	VERB
bitcs-3060	109	8	the	the	DET
bitcs-3060	109	9	accuracy	accuracy	NOUN
bitcs-3060	109	10	.	.	PUNCT
bitcs-3060	110	1	our	our	PRON
bitcs-3060	110	2	system	system	NOUN
bitcs-3060	110	3	improved	improve	VERB
bitcs-3060	110	4	as	as	SCONJ
bitcs-3060	110	5	the	the	DET
bitcs-3060	110	6	quantity	quantity	NOUN
bitcs-3060	110	7	of	of	ADP
bitcs-3060	110	8	training	training	NOUN
bitcs-3060	110	9	photos	photo	NOUN
bitcs-3060	110	10	and	and	CCONJ
bitcs-3060	110	11	parameter	parameter	NOUN
bitcs-3060	110	12	settings	setting	NOUN
bitcs-3060	110	13	increased	increase	VERB
bitcs-3060	110	14	,	,	PUNCT
bitcs-3060	110	15	resulting	result	VERB
bitcs-3060	110	16	in	in	ADP
bitcs-3060	110	17	.	.	PUNCT
bitcs-3060	111	1	v.	v.	ADP
bitcs-3060	111	2	conclusion	conclusion	NOUN
bitcs-3060	111	3	throughout	throughout	ADP
bitcs-3060	111	4	the	the	DET
bitcs-3060	111	5	healthcare	healthcare	NOUN
bitcs-3060	111	6	profession	profession	NOUN
bitcs-3060	111	7	,	,	PUNCT
bitcs-3060	111	8	cardiovascular	cardiovascular	ADJ
bitcs-3060	111	9	disease	disease	NOUN
bitcs-3060	111	10	diagnosis	diagnosis	NOUN
bitcs-3060	111	11	is	be	AUX
bitcs-3060	111	12	difficult	difficult	ADJ
bitcs-3060	111	13	and	and	CCONJ
bitcs-3060	111	14	crucial	crucial	ADJ
bitcs-3060	111	15	.	.	PUNCT
bitcs-3060	112	1	the	the	DET
bitcs-3060	112	2	detection	detection	NOUN
bitcs-3060	112	3	of	of	ADP
bitcs-3060	112	4	cardiovascular	cardiovascular	ADJ
bitcs-3060	112	5	problems	problem	NOUN
bitcs-3060	112	6	through	through	ADP
bitcs-3060	112	7	to	to	ADP
bitcs-3060	112	8	the	the	DET
bitcs-3060	112	9	examination	examination	NOUN
bitcs-3060	112	10	of	of	ADP
bitcs-3060	112	11	unprocessed	unprocesse	VERB
bitcs-3060	112	12	medical	medical	ADJ
bitcs-3060	112	13	data	datum	NOUN
bitcs-3060	112	14	will	will	AUX
bitcs-3060	112	15	aid	aid	VERB
bitcs-3060	112	16	inside	inside	ADP
bitcs-3060	112	17	the	the	DET
bitcs-3060	112	18	lengthy	lengthy	ADJ
bitcs-3060	112	19	safeguarding	safeguarding	NOUN
bitcs-3060	112	20	of	of	ADP
bitcs-3060	112	21	human	human	ADJ
bitcs-3060	112	22	life	life	NOUN
bitcs-3060	112	23	.	.	PUNCT
bitcs-3060	113	1	if	if	SCONJ
bitcs-3060	113	2	indeed	indeed	ADV
bitcs-3060	113	3	the	the	DET
bitcs-3060	113	4	illness	illness	NOUN
bitcs-3060	113	5	is	be	AUX
bitcs-3060	113	6	identified	identify	VERB
bitcs-3060	113	7	in	in	ADP
bitcs-3060	113	8	its	its	PRON
bitcs-3060	113	9	beginning	begin	VERB
bitcs-3060	113	10	phases	phase	NOUN
bitcs-3060	113	11	and	and	CCONJ
bitcs-3060	113	12	protective	protective	ADJ
bitcs-3060	113	13	actions	action	NOUN
bitcs-3060	113	14	were	be	AUX
bitcs-3060	113	15	implemented	implement	VERB
bitcs-3060	113	16	as	as	ADV
bitcs-3060	113	17	quickly	quickly	ADV
bitcs-3060	113	18	as	as	ADP
bitcs-3060	113	19	feasible	feasible	ADJ
bitcs-3060	113	20	,	,	PUNCT
bitcs-3060	113	21	the	the	DET
bitcs-3060	113	22	number	number	NOUN
bitcs-3060	113	23	of	of	ADP
bitcs-3060	113	24	deaths	death	NOUN
bitcs-3060	113	25	could	could	AUX
bitcs-3060	113	26	be	be	AUX
bitcs-3060	113	27	managed	manage	VERB
bitcs-3060	113	28	.	.	PUNCT
bitcs-3060	114	1	this	this	DET
bitcs-3060	114	2	aids	aid	NOUN
bitcs-3060	114	3	with	with	ADP
bitcs-3060	114	4	in	in	ADP
bitcs-3060	114	5	earliest	early	ADJ
bitcs-3060	114	6	diagnosis	diagnosis	NOUN
bitcs-3060	114	7	of	of	ADP
bitcs-3060	114	8	cardiovascular	cardiovascular	ADJ
bitcs-3060	114	9	problems	problem	NOUN
bitcs-3060	114	10	.	.	PUNCT
bitcs-3060	115	1	therefore	therefore	ADV
bitcs-3060	115	2	,	,	PUNCT
bitcs-3060	115	3	in	in	ADP
bitcs-3060	115	4	study	study	NOUN
bitcs-3060	115	5	,	,	PUNCT
bitcs-3060	115	6	the	the	DET
bitcs-3060	115	7	svm	svm	ADJ
bitcs-3060	115	8	classifier	classifier	NOUN
bitcs-3060	115	9	is	be	AUX
bitcs-3060	115	10	used	use	VERB
bitcs-3060	115	11	to	to	PART
bitcs-3060	115	12	gather	gather	VERB
bitcs-3060	115	13	data	datum	NOUN
bitcs-3060	115	14	and	and	CCONJ
bitcs-3060	115	15	provide	provide	VERB
bitcs-3060	115	16	a	a	DET
bitcs-3060	115	17	strategy	strategy	NOUN
bitcs-3060	115	18	for	for	ADP
bitcs-3060	115	19	predicting	predict	VERB
bitcs-3060	115	20	cardiovascular	cardiovascular	ADJ
bitcs-3060	115	21	disease	disease	NOUN
bitcs-3060	115	22	with	with	ADP
bitcs-3060	115	23	a	a	DET
bitcs-3060	115	24	reliability	reliability	NOUN
bitcs-3060	115	25	of	of	ADP
bitcs-3060	115	26	97.60	97.60	NUM
bitcs-3060	115	27	%	%	NOUN
bitcs-3060	115	28	.	.	PUNCT
bitcs-3060	116	1	to	to	PART
bitcs-3060	116	2	concentrate	concentrate	VERB
bitcs-3060	116	3	the	the	DET
bitcs-3060	116	4	researches	research	NOUN
bitcs-3060	116	5	on	on	ADP
bitcs-3060	116	6	actual	actual	ADJ
bitcs-3060	116	7	data	datum	NOUN
bitcs-3060	116	8	rather	rather	ADV
bitcs-3060	116	9	than	than	ADP
bitcs-3060	116	10	conceptual	conceptual	ADJ
bitcs-3060	116	11	techniques	technique	NOUN
bitcs-3060	116	12	and	and	CCONJ
bitcs-3060	116	13	computations	computation	NOUN
bitcs-3060	116	14	,	,	PUNCT
bitcs-3060	116	15	a	a	DET
bitcs-3060	116	16	further	further	ADJ
bitcs-3060	116	17	development	development	NOUN
bitcs-3060	116	18	of	of	ADP
bitcs-3060	116	19	something	something	PRON
bitcs-3060	116	20	like	like	ADP
bitcs-3060	116	21	the	the	DET
bitcs-3060	116	22	research	research	NOUN
bitcs-3060	116	23	is	be	AUX
bitcs-3060	116	24	highly	highly	ADV
bitcs-3060	116	25	necessary	necessary	ADJ
bitcs-3060	116	26	.	.	PUNCT
bitcs-3060	117	1	references	reference	NOUN
bitcs-3060	117	2	[	[	X
bitcs-3060	117	3	1	1	NUM
bitcs-3060	117	4	]	]	PUNCT
bitcs-3060	117	5	p.	p.	NOUN
bitcs-3060	117	6	mcsharry	mcsharry	NOUN
bitcs-3060	117	7	,	,	PUNCT
bitcs-3060	117	8	g.	g.	PROPN
bitcs-3060	117	9	clifford	clifford	PROPN
bitcs-3060	117	10	,	,	PUNCT
bitcs-3060	117	11	l.	l.	PROPN
bitcs-3060	117	12	tarassenko	tarassenko	PROPN
bitcs-3060	117	13	,	,	PUNCT
bitcs-3060	117	14	method	method	NOUN
bitcs-3060	117	15	for	for	ADP
bitcs-3060	117	16	generating	generate	VERB
bitcs-3060	117	17	an	an	DET
bitcs-3060	117	18	artificial	artificial	ADJ
bitcs-3060	117	19	rrtachogram	rrtachogram	NOUN
bitcs-3060	117	20	of	of	ADP
bitcs-3060	117	21	a	a	DET
bitcs-3060	117	22	typical	typical	ADJ
bitcs-3060	117	23	healthy	healthy	ADJ
bitcs-3060	117	24	human	human	NOUN
bitcs-3060	117	25	over	over	ADP
bitcs-3060	117	26	24	24	NUM
bitcs-3060	117	27	-	-	PUNCT
bitcs-3060	117	28	hours	hour	NOUN
bitcs-3060	117	29	,	,	PUNCT
bitcs-3060	117	30	comput	comput	NOUN
bitcs-3060	117	31	.	.	PUNCT
bitcs-3060	118	1	cardiol	cardiol	NOUN
bitcs-3060	118	2	.	.	PUNCT
bitcs-3060	119	1	29(2002	29(2002	NUM
bitcs-3060	119	2	)	)	PUNCT
bitcs-3060	120	1	225–228	225–228	NUM
bitcs-3060	120	2	.	.	PUNCT
bitcs-3060	121	1	[	[	X
bitcs-3060	121	2	2	2	NUM
bitcs-3060	121	3	]	]	PUNCT
bitcs-3060	121	4	s.	s.	PROPN
bitcs-3060	121	5	jayalalitha	jayalalitha	PROPN
bitcs-3060	121	6	,	,	PUNCT
bitcs-3060	121	7	d.	d.	PROPN
bitcs-3060	121	8	susan	susan	PROPN
bitcs-3060	121	9	,	,	PUNCT
bitcs-3060	121	10	shalini	shalini	PROPN
bitcs-3060	121	11	kumari	kumari	PROPN
bitcs-3060	121	12	and	and	CCONJ
bitcs-3060	121	13	b.	b.	PROPN
bitcs-3060	121	14	archana	archana	PROPN
bitcs-3060	121	15	,	,	PUNCT
bitcs-3060	121	16	“	"	PUNCT
bitcs-3060	121	17	k	k	X
bitcs-3060	121	18	-	-	PUNCT
bitcs-3060	121	19	nearest	near	ADJ
bitcs-3060	121	20	neighbour	neighbour	ADJ
bitcs-3060	121	21	method	method	NOUN
bitcs-3060	121	22	of	of	ADP
bitcs-3060	121	23	analysing	analyse	VERB
bitcs-3060	121	24	the	the	DET
bitcs-3060	121	25	ecg	ecg	PROPN
bitcs-3060	121	26	signal	signal	NOUN
bitcs-3060	121	27	(	(	PUNCT
bitcs-3060	121	28	to	to	PART
bitcs-3060	121	29	find	find	VERB
bitcs-3060	121	30	out	out	ADP
bitcs-3060	121	31	the	the	DET
bitcs-3060	121	32	different	different	ADJ
bitcs-3060	121	33	disorders	disorder	NOUN
bitcs-3060	121	34	related	relate	VERB
bitcs-3060	121	35	to	to	ADP
bitcs-3060	121	36	heart	heart	NOUN
bitcs-3060	121	37	)	)	PUNCT
bitcs-3060	121	38	”	"	PUNCT
bitcs-3060	121	39	,	,	PUNCT
bitcs-3060	121	40	journal	journal	NOUN
bitcs-3060	121	41	of	of	ADP
bitcs-3060	121	42	applied	apply	VERB
bitcs-3060	121	43	sciences	science	NOUN
bitcs-3060	121	44	,	,	PUNCT
bitcs-3060	121	45	14	14	NUM
bitcs-3060	121	46	:	:	SYM
bitcs-3060	121	47	1628	1628	NUM
bitcs-3060	121	48	-	-	SYM
bitcs-3060	121	49	1632	1632	NUM
bitcs-3060	122	1	[	[	X
bitcs-3060	122	2	3	3	X
bitcs-3060	122	3	]	]	X
bitcs-3060	122	4	romiti	romiti	PROPN
bitcs-3060	122	5	s	s	PROPN
bitcs-3060	122	6	,	,	PUNCT
bitcs-3060	122	7	vinciguerra	vinciguerra	NOUN
bitcs-3060	122	8	m	m	PROPN
bitcs-3060	122	9	,	,	PUNCT
bitcs-3060	122	10	saade	saade	PROPN
bitcs-3060	122	11	w	w	PROPN
bitcs-3060	122	12	,	,	PUNCT
bitcs-3060	122	13	anso	anso	PROPN
bitcs-3060	122	14	cortajarena	cortajarena	PROPN
bitcs-3060	122	15	i	i	PRON
bitcs-3060	122	16	,	,	PUNCT
bitcs-3060	122	17	greco	greco	PROPN
bitcs-3060	122	18	e.	e.	PROPN
bitcs-3060	122	19	artificial	artificial	PROPN
bitcs-3060	122	20	intelligence	intelligence	PROPN
bitcs-3060	122	21	(	(	PUNCT
bitcs-3060	122	22	ai	ai	NOUN
bitcs-3060	122	23	)	)	PUNCT
bitcs-3060	122	24	and	and	CCONJ
bitcs-3060	122	25	cardiovascular	cardiovascular	ADJ
bitcs-3060	122	26	diseases	disease	NOUN
bitcs-3060	122	27	:	:	PUNCT
bitcs-3060	122	28	an	an	DET
bitcs-3060	122	29	unexpected	unexpected	ADJ
bitcs-3060	122	30	alliance	alliance	NOUN
bitcs-3060	122	31	.	.	PUNCT
bitcs-3060	123	1	cardiol	cardiol	NOUN
bitcs-3060	123	2	res	re	NOUN
bitcs-3060	123	3	pract	pract	NOUN
bitcs-3060	123	4	.	.	PUNCT
bitcs-3060	124	1	2020	2020	NUM
bitcs-3060	124	2	jun	jun	PROPN
bitcs-3060	124	3	27;2020:4972346	27;2020:4972346	NUM
bitcs-3060	124	4	.	.	PUNCT
bitcs-3060	125	1	[	[	X
bitcs-3060	125	2	4	4	NUM
bitcs-3060	125	3	]	]	X
bitcs-3060	125	4	mamun	mamun	PROPN
bitcs-3060	125	5	,	,	PUNCT
bitcs-3060	125	6	m.m.r.k	m.m.r.k	PROPN
bitcs-3060	125	7	.	.	NOUN
bitcs-3060	125	8	significance	significance	NOUN
bitcs-3060	125	9	of	of	ADP
bitcs-3060	125	10	features	feature	NOUN
bitcs-3060	125	11	from	from	ADP
bitcs-3060	125	12	biomedical	biomedical	ADJ
bitcs-3060	125	13	signals	signal	NOUN
bitcs-3060	125	14	in	in	ADP
bitcs-3060	125	15	heart	heart	NOUN
bitcs-3060	125	16	health	health	NOUN
bitcs-3060	125	17	monitoring	monitoring	NOUN
bitcs-3060	125	18	.	.	PUNCT
bitcs-3060	126	1	biomed	biome	VERB
bitcs-3060	126	2	2022	2022	NUM
bitcs-3060	126	3	,	,	PUNCT
bitcs-3060	126	4	2	2	NUM
bitcs-3060	126	5	,	,	PUNCT
bitcs-3060	126	6	391	391	NUM
bitcs-3060	126	7	-	-	SYM
bitcs-3060	126	8	408	408	NUM
bitcs-3060	126	9	.	.	PUNCT
bitcs-3060	127	1	[	[	X
bitcs-3060	127	2	5	5	NUM
bitcs-3060	127	3	]	]	PUNCT
bitcs-3060	127	4	energy	energy	NOUN
bitcs-3060	127	5	fuels	fuel	NOUN
bitcs-3060	127	6	2022	2022	NUM
bitcs-3060	127	7	,	,	PUNCT
bitcs-3060	127	8	36	36	NUM
bitcs-3060	127	9	,	,	PUNCT
bitcs-3060	127	10	13	13	NUM
bitcs-3060	127	11	,	,	PUNCT
bitcs-3060	127	12	6626–6658	6626–6658	NUM
bitcs-3060	127	13	publication	publication	NOUN
bitcs-3060	127	14	date	date	NOUN
bitcs-3060	127	15	:	:	PUNCT
bitcs-3060	127	16	june	june	PROPN
bitcs-3060	127	17	13	13	NUM
bitcs-3060	127	18	,	,	PUNCT
bitcs-3060	127	19	2022	2022	NUM
bitcs-3060	127	20	[	[	X
bitcs-3060	127	21	6	6	NUM
bitcs-3060	127	22	]	]	PUNCT
bitcs-3060	127	23	rokach	rokach	NOUN
bitcs-3060	127	24	,	,	PUNCT
bitcs-3060	127	25	lior	lior	PROPN
bitcs-3060	127	26	&	&	CCONJ
bitcs-3060	127	27	maimon	maimon	PROPN
bitcs-3060	127	28	,	,	PUNCT
bitcs-3060	127	29	oded	oded	PROPN
bitcs-3060	127	30	.	.	PUNCT
bitcs-3060	128	1	(	(	PUNCT
bitcs-3060	128	2	2005	2005	NUM
bitcs-3060	128	3	)	)	PUNCT
bitcs-3060	128	4	.	.	PUNCT
bitcs-3060	129	1	decision	decision	NOUN
bitcs-3060	129	2	trees	tree	NOUN
bitcs-3060	129	3	.	.	PUNCT
bitcs-3060	130	1	10.1007/0	10.1007/0	ADV
bitcs-3060	130	2	-	-	PUNCT
bitcs-3060	130	3	387	387	NUM
bitcs-3060	130	4	-	-	PUNCT
bitcs-3060	130	5	25465	25465	NUM
bitcs-3060	130	6	-	-	PUNCT
bitcs-3060	130	7	x	x	PUNCT
bitcs-3060	131	1	[	[	X
bitcs-3060	131	2	7	7	NUM
bitcs-3060	131	3	]	]	SYM
bitcs-3060	131	4	han	han	PROPN
bitcs-3060	131	5	,	,	PUNCT
bitcs-3060	131	6	j.	j.	PROPN
bitcs-3060	131	7	,	,	PUNCT
bitcs-3060	131	8	and	and	CCONJ
bitcs-3060	131	9	m.	m.	PROPN
bitcs-3060	131	10	kamber	kamber	PROPN
bitcs-3060	131	11	.	.	PUNCT
bitcs-3060	132	1	2011	2011	NUM
bitcs-3060	132	2	.	.	PUNCT
bitcs-3060	133	1	data	datum	NOUN
bitcs-3060	133	2	mining	mining	NOUN
bitcs-3060	133	3	:	:	PUNCT
bitcs-3060	133	4	concepts	concept	NOUN
bitcs-3060	133	5	and	and	CCONJ
bitcs-3060	133	6	techniques	technique	NOUN
bitcs-3060	133	7	.	.	PUNCT
bitcs-3060	134	1	3rd	3rd	ADJ
bitcs-3060	134	2	ed	ed	NOUN
bitcs-3060	134	3	.	.	PUNCT
bitcs-3060	134	4	burlington	burlington	PROPN
bitcs-3060	134	5	:	:	PUNCT
bitcs-3060	134	6	morgan	morgan	PROPN
bitcs-3060	134	7	kaufmann	kaufmann	PROPN
bitcs-3060	134	8	.	.	PUNCT
bitcs-3060	135	1	[	[	X
bitcs-3060	135	2	8	8	NUM
bitcs-3060	135	3	]	]	SYM
bitcs-3060	135	4	joachims	joachim	NOUN
bitcs-3060	135	5	,	,	PUNCT
bitcs-3060	135	6	t.	t.	NOUN
bitcs-3060	135	7	1998	1998	NUM
bitcs-3060	135	8	.	.	PUNCT
bitcs-3060	136	1	making	make	VERB
bitcs-3060	136	2	large	large	ADJ
bitcs-3060	136	3	-	-	PUNCT
bitcs-3060	136	4	scale	scale	NOUN
bitcs-3060	136	5	svm	svm	NOUN
bitcs-3060	136	6	learning	learn	VERB
bitcs-3060	136	7	practical	practical	ADJ
bitcs-3060	136	8	.	.	PUNCT
bitcs-3060	137	1	adv	adv	PROPN
bitcs-3060	137	2	.	.	PUNCT
bitcs-3060	137	3	kernel	kernel	PROPN
bitcs-3060	137	4	methods	method	NOUN
bitcs-3060	137	5	support	support	VERB
bitcs-3060	137	6	vector	vector	NOUN
bitcs-3060	137	7	learn	learn	NOUN
bitcs-3060	137	8	,	,	PUNCT
bitcs-3060	137	9	mit	mit	NOUN
bitcs-3060	137	10	press	press	NOUN
bitcs-3060	137	11	.	.	PUNCT
bitcs-3060	138	1	[	[	X
bitcs-3060	138	2	9	9	NUM
bitcs-3060	138	3	]	]	SYM
bitcs-3060	138	4	a.	a.	NOUN
bitcs-3060	138	5	m.	m.	NOUN
bitcs-3060	138	6	shah	shah	PROPN
bitcs-3060	138	7	et	et	PROPN
bitcs-3060	138	8	al	al	PROPN
bitcs-3060	138	9	.	.	PROPN
bitcs-3060	138	10	,	,	PUNCT
bitcs-3060	138	11	“	"	PUNCT
bitcs-3060	138	12	echocardiographic	echocardiographic	ADJ
bitcs-3060	138	13	features	feature	NOUN
bitcs-3060	138	14	of	of	ADP
bitcs-3060	138	15	patients	patient	NOUN
bitcs-3060	138	16	with	with	ADP
bitcs-3060	138	17	heart	heart	NOUN
bitcs-3060	138	18	failure	failure	NOUN
bitcs-3060	138	19	and	and	CCONJ
bitcs-3060	138	20	preserved	preserve	VERB
bitcs-3060	138	21	left	leave	VERB
bitcs-3060	138	22	ventricular	ventricular	ADJ
bitcs-3060	138	23	ejection	ejection	NOUN
bitcs-3060	138	24	fraction	fraction	NOUN
bitcs-3060	138	25	,	,	PUNCT
bitcs-3060	138	26	”	"	PUNCT
bitcs-3060	138	27	j.	j.	PROPN
bitcs-3060	138	28	am	am	PROPN
bitcs-3060	138	29	.	.	PUNCT
bitcs-3060	139	1	coll	coll	PROPN
bitcs-3060	139	2	.	.	PUNCT
bitcs-3060	140	1	cardiol	cardiol	PROPN
bitcs-3060	140	2	.	.	PUNCT
bitcs-3060	141	1	,	,	PUNCT
bitcs-3060	141	2	vol	vol	NOUN
bitcs-3060	141	3	.	.	PROPN
bitcs-3060	142	1	74	74	NUM
bitcs-3060	142	2	,	,	PUNCT
bitcs-3060	142	3	no	no	INTJ
bitcs-3060	142	4	.	.	NOUN
bitcs-3060	142	5	23	23	NUM
bitcs-3060	142	6	,	,	PUNCT
bitcs-3060	142	7	pp	pp	ADJ
bitcs-3060	142	8	.	.	PUNCT
bitcs-3060	143	1	2858–2873	2858–2873	NUM
bitcs-3060	143	2	,	,	PUNCT
bitcs-3060	143	3	2019	2019	NUM
bitcs-3060	143	4	.	.	PUNCT
bitcs-3060	144	1	[	[	X
bitcs-3060	144	2	10	10	NUM
bitcs-3060	144	3	]	]	X
bitcs-3060	144	4	s.	s.	PROPN
bitcs-3060	144	5	horiuchi	horiuchi	PROPN
bitcs-3060	144	6	and	and	CCONJ
bitcs-3060	144	7	j.	j.	PROPN
bitcs-3060	144	8	p.	p.	PROPN
bitcs-3060	144	9	kneller	kneller	PROPN
bitcs-3060	144	10	,	,	PUNCT
bitcs-3060	144	11	“	"	PUNCT
bitcs-3060	144	12	what	what	PRON
bitcs-3060	144	13	can	can	AUX
bitcs-3060	144	14	be	be	AUX
bitcs-3060	144	15	learned	learn	VERB
bitcs-3060	144	16	from	from	ADP
bitcs-3060	144	17	a	a	DET
bitcs-3060	144	18	future	future	NOUN
bitcs-3060	144	19	supernova	supernova	NOUN
bitcs-3060	144	20	neutrino	neutrino	NOUN
bitcs-3060	144	21	detection	detection	NOUN
bitcs-3060	144	22	?	?	PUNCT
bitcs-3060	144	23	,	,	PUNCT
bitcs-3060	144	24	”	"	PUNCT
bitcs-3060	144	25	j.	j.	PROPN
bitcs-3060	144	26	phys	phys	PROPN
bitcs-3060	144	27	.	.	PUNCT
bitcs-3060	145	1	27	27	NUM
bitcs-3060	145	2	|	|	ADV
bitcs-3060	145	3	vol.4	vol.4	PROPN
bitcs-3060	145	4	no.1	no.1	PROPN
bitcs-3060	145	5	,	,	PUNCT
bitcs-3060	145	6	january	january	NOUN
bitcs-3060	145	7	2023	2023	NUM
bitcs-3060	145	8	g	g	PROPN
bitcs-3060	145	9	nucl	nucl	PROPN
bitcs-3060	145	10	.	.	PUNCT
bitcs-3060	146	1	part	part	NOUN
bitcs-3060	146	2	.	.	PUNCT
bitcs-3060	147	1	phys	phy	NOUN
bitcs-3060	147	2	.	.	PUNCT
bitcs-3060	147	3	,	,	PUNCT
bitcs-3060	147	4	vol	vol	NOUN
bitcs-3060	147	5	.	.	PROPN
bitcs-3060	147	6	45	45	NUM
bitcs-3060	147	7	,	,	PUNCT
bitcs-3060	147	8	no	no	INTJ
bitcs-3060	147	9	.	.	NOUN
bitcs-3060	147	10	4	4	NUM
bitcs-3060	147	11	,	,	PUNCT
bitcs-3060	147	12	p.	p.	NOUN
bitcs-3060	147	13	43002	43002	NUM
bitcs-3060	147	14	,	,	PUNCT
bitcs-3060	147	15	2018	2018	NUM
bitcs-3060	147	16	.	.	PUNCT
bitcs-3060	148	1	[	[	X
bitcs-3060	148	2	11	11	NUM
bitcs-3060	148	3	]	]	PUNCT
bitcs-3060	148	4	m.	m.	NOUN
bitcs-3060	148	5	a.	a.	PROPN
bitcs-3060	148	6	lancaster	lancaster	PROPN
bitcs-3060	148	7	and	and	CCONJ
bitcs-3060	148	8	m.	m.	PROPN
bitcs-3060	148	9	huch	huch	PROPN
bitcs-3060	148	10	,	,	PUNCT
bitcs-3060	148	11	“	"	PUNCT
bitcs-3060	148	12	disease	disease	NOUN
bitcs-3060	148	13	modelling	modelling	NOUN
bitcs-3060	148	14	in	in	ADP
bitcs-3060	148	15	human	human	ADJ
bitcs-3060	148	16	organoids	organoid	NOUN
bitcs-3060	148	17	,	,	PUNCT
bitcs-3060	148	18	”	"	PUNCT
bitcs-3060	148	19	dis	dis	PROPN
bitcs-3060	148	20	.	.	PUNCT
bitcs-3060	148	21	model	model	PROPN
bitcs-3060	148	22	.	.	PUNCT
bitcs-3060	149	1	mech	mech	PROPN
bitcs-3060	149	2	.	.	PUNCT
bitcs-3060	149	3	,	,	PUNCT
bitcs-3060	149	4	vol	vol	NOUN
bitcs-3060	149	5	.	.	PROPN
bitcs-3060	149	6	12	12	NUM
bitcs-3060	149	7	,	,	PUNCT
bitcs-3060	149	8	no	no	INTJ
bitcs-3060	149	9	.	.	NOUN
bitcs-3060	149	10	7	7	NUM
bitcs-3060	149	11	,	,	PUNCT
bitcs-3060	149	12	p.	p.	NOUN
bitcs-3060	149	13	dmm039347	dmm039347	ADJ
bitcs-3060	149	14	,	,	PUNCT
bitcs-3060	149	15	2019	2019	NUM
bitcs-3060	149	16	.	.	PUNCT
bitcs-3060	150	1	[	[	X
bitcs-3060	150	2	12	12	NUM
bitcs-3060	150	3	]	]	PUNCT
bitcs-3060	150	4	s.	s.	PROPN
bitcs-3060	150	5	j.	j.	PROPN
bitcs-3060	150	6	al’aref	al’aref	PROPN
bitcs-3060	150	7	et	et	PROPN
bitcs-3060	150	8	al	al	PROPN
bitcs-3060	150	9	.	.	PROPN
bitcs-3060	150	10	,	,	PUNCT
bitcs-3060	150	11	“	"	PUNCT
bitcs-3060	150	12	clinical	clinical	ADJ
bitcs-3060	150	13	applications	application	NOUN
bitcs-3060	150	14	of	of	ADP
bitcs-3060	150	15	machine	machine	NOUN
bitcs-3060	150	16	learning	learn	VERB
bitcs-3060	150	17	in	in	ADP
bitcs-3060	150	18	cardiovascular	cardiovascular	ADJ
bitcs-3060	150	19	disease	disease	NOUN
bitcs-3060	150	20	and	and	CCONJ
bitcs-3060	150	21	its	its	PRON
bitcs-3060	150	22	relevance	relevance	NOUN
bitcs-3060	150	23	to	to	ADP
bitcs-3060	150	24	cardiac	cardiac	ADJ
bitcs-3060	150	25	imaging	imaging	NOUN
bitcs-3060	150	26	,	,	PUNCT
bitcs-3060	150	27	”	"	PUNCT
bitcs-3060	150	28	eur	eur	NOUN
bitcs-3060	150	29	.	.	PUNCT
bitcs-3060	151	1	heart	heart	PROPN
bitcs-3060	151	2	j.	j.	PROPN
bitcs-3060	151	3	,	,	PUNCT
bitcs-3060	151	4	vol	vol	NOUN
bitcs-3060	151	5	.	.	PROPN
bitcs-3060	151	6	40	40	NUM
bitcs-3060	151	7	,	,	PUNCT
bitcs-3060	151	8	no	no	INTJ
bitcs-3060	151	9	.	.	NOUN
bitcs-3060	151	10	24	24	NUM
bitcs-3060	151	11	,	,	PUNCT
bitcs-3060	151	12	pp	pp	ADJ
bitcs-3060	151	13	.	.	PUNCT
bitcs-3060	151	14	1975–1986	1975–1986	NUM
bitcs-3060	151	15	,	,	PUNCT
bitcs-3060	151	16	2019	2019	NUM
bitcs-3060	151	17	.	.	PUNCT
bitcs-3060	152	1	[	[	X
bitcs-3060	152	2	13	13	NUM
bitcs-3060	152	3	]	]	PUNCT
bitcs-3060	152	4	j.	j.	PROPN
bitcs-3060	152	5	yu	yu	PROPN
bitcs-3060	152	6	,	,	PUNCT
bitcs-3060	152	7	w.	w.	PROPN
bitcs-3060	152	8	ouyang	ouyang	PROPN
bitcs-3060	152	9	,	,	PUNCT
bitcs-3060	152	10	m.	m.	NOUN
bitcs-3060	152	11	l.	l.	PROPN
bitcs-3060	152	12	k.	k.	PROPN
bitcs-3060	152	13	chua	chua	PROPN
bitcs-3060	152	14	,	,	PUNCT
bitcs-3060	152	15	and	and	CCONJ
bitcs-3060	152	16	c.	c.	PROPN
bitcs-3060	152	17	xie	xie	PROPN
bitcs-3060	152	18	,	,	PUNCT
bitcs-3060	152	19	“	"	PUNCT
bitcs-3060	152	20	sarscov-2	sarscov-2	NUM
bitcs-3060	152	21	transmission	transmission	NOUN
bitcs-3060	152	22	in	in	ADP
bitcs-3060	152	23	patients	patient	NOUN
bitcs-3060	152	24	with	with	ADP
bitcs-3060	152	25	cancer	cancer	NOUN
bitcs-3060	152	26	at	at	ADP
bitcs-3060	152	27	a	a	DET
bitcs-3060	152	28	tertiary	tertiary	ADJ
bitcs-3060	152	29	care	care	NOUN
bitcs-3060	152	30	hospital	hospital	NOUN
bitcs-3060	152	31	in	in	ADP
bitcs-3060	152	32	wuhan	wuhan	PROPN
bitcs-3060	152	33	,	,	PUNCT
bitcs-3060	152	34	china	china	PROPN
bitcs-3060	152	35	,	,	PUNCT
bitcs-3060	152	36	”	"	PUNCT
bitcs-3060	152	37	jama	jama	PROPN
bitcs-3060	152	38	oncol	oncol	PROPN
bitcs-3060	152	39	.	.	PUNCT
bitcs-3060	152	40	,	,	PUNCT
bitcs-3060	152	41	vol	vol	NOUN
bitcs-3060	152	42	.	.	PROPN
bitcs-3060	152	43	6	6	NUM
bitcs-3060	152	44	,	,	PUNCT
bitcs-3060	152	45	no	no	INTJ
bitcs-3060	152	46	.	.	NOUN
bitcs-3060	152	47	7	7	NUM
bitcs-3060	152	48	,	,	PUNCT
bitcs-3060	152	49	pp	pp	ADJ
bitcs-3060	152	50	.	.	PUNCT
bitcs-3060	153	1	1108–1110	1108–1110	NOUN
bitcs-3060	153	2	,	,	PUNCT
bitcs-3060	153	3	2020	2020	NUM
bitcs-3060	153	4	.	.	PUNCT
bitcs-3060	154	1	[	[	X
bitcs-3060	154	2	14	14	NUM
bitcs-3060	154	3	]	]	PUNCT
bitcs-3060	154	4	j.	j.	PROPN
bitcs-3060	154	5	stehlik	stehlik	PROPN
bitcs-3060	154	6	et	et	PROPN
bitcs-3060	154	7	al	al	PROPN
bitcs-3060	154	8	.	.	PROPN
bitcs-3060	154	9	,	,	PUNCT
bitcs-3060	154	10	“	"	PUNCT
bitcs-3060	154	11	continuous	continuous	ADJ
bitcs-3060	154	12	wearable	wearable	ADJ
bitcs-3060	154	13	monitoring	monitoring	NOUN
bitcs-3060	154	14	analytics	analytic	NOUN
bitcs-3060	154	15	predict	predict	VERB
bitcs-3060	154	16	heart	heart	NOUN
bitcs-3060	154	17	failure	failure	NOUN
bitcs-3060	154	18	hospitalization	hospitalization	NOUN
bitcs-3060	154	19	:	:	PUNCT
bitcs-3060	154	20	the	the	DET
bitcs-3060	154	21	linkhf	linkhf	NOUN
bitcs-3060	154	22	multicenter	multicenter	NOUN
bitcs-3060	154	23	study	study	NOUN
bitcs-3060	154	24	,	,	PUNCT
bitcs-3060	154	25	”	"	PUNCT
bitcs-3060	154	26	circ	circ	NOUN
bitcs-3060	154	27	.	.	PUNCT
bitcs-3060	155	1	hear	hear	VERB
bitcs-3060	155	2	.	.	PUNCT
bitcs-3060	156	1	fail	fail	VERB
bitcs-3060	156	2	.	.	PUNCT
bitcs-3060	157	1	,	,	PUNCT
bitcs-3060	157	2	vol	vol	NOUN
bitcs-3060	157	3	.	.	PROPN
bitcs-3060	158	1	13	13	NUM
bitcs-3060	158	2	,	,	PUNCT
bitcs-3060	158	3	no	no	INTJ
bitcs-3060	158	4	.	.	NOUN
bitcs-3060	158	5	3	3	NUM
bitcs-3060	158	6	,	,	PUNCT
bitcs-3060	158	7	p.	p.	NOUN
bitcs-3060	158	8	e006513	e006513	NUM
bitcs-3060	158	9	,	,	PUNCT
bitcs-3060	158	10	2020	2020	NUM
bitcs-3060	158	11	.	.	PUNCT
bitcs-3060	159	1	[	[	X
bitcs-3060	159	2	15	15	NUM
bitcs-3060	159	3	]	]	X
bitcs-3060	159	4	a.	a.	NOUN
bitcs-3060	159	5	a.	a.	PROPN
bitcs-3060	159	6	kulkarni	kulkarni	PROPN
bitcs-3060	159	7	,	,	PUNCT
bitcs-3060	159	8	v.	v.	PROPN
bitcs-3060	159	9	e.	e.	PROPN
bitcs-3060	159	10	vijaykumar	vijaykumar	PROPN
bitcs-3060	159	11	,	,	PUNCT
bitcs-3060	159	12	s.	s.	PROPN
bitcs-3060	159	13	k.	k.	PROPN
bitcs-3060	159	14	natarajan	natarajan	PROPN
bitcs-3060	159	15	,	,	PUNCT
bitcs-3060	159	16	s.	s.	PROPN
bitcs-3060	159	17	sengupta	sengupta	PROPN
bitcs-3060	159	18	,	,	PUNCT
bitcs-3060	159	19	and	and	CCONJ
bitcs-3060	159	20	v.	v.	PROPN
bitcs-3060	159	21	s.	s.	PROPN
bitcs-3060	159	22	sabbisetti	sabbisetti	PROPN
bitcs-3060	159	23	,	,	PUNCT
bitcs-3060	159	24	“	"	PUNCT
bitcs-3060	159	25	sustained	sustain	VERB
bitcs-3060	159	26	inhibition	inhibition	NOUN
bitcs-3060	159	27	of	of	ADP
bitcs-3060	159	28	cmet	cmet	NOUN
bitcs-3060	159	29	-	-	PUNCT
bitcs-3060	159	30	vegfr2	vegfr2	NOUN
bitcs-3060	159	31	signaling	signal	VERB
bitcs-3060	159	32	using	use	VERB
bitcs-3060	159	33	liposome	liposome	NOUN
bitcs-3060	159	34	-	-	PUNCT
bitcs-3060	159	35	mediated	mediate	VERB
bitcs-3060	159	36	delivery	delivery	NOUN
bitcs-3060	159	37	increases	increase	VERB
bitcs-3060	159	38	efficacy	efficacy	NOUN
bitcs-3060	159	39	and	and	CCONJ
bitcs-3060	159	40	reduces	reduce	VERB
bitcs-3060	159	41	toxicity	toxicity	NOUN
bitcs-3060	159	42	in	in	ADP
bitcs-3060	159	43	kidney	kidney	NOUN
bitcs-3060	159	44	cancer	cancer	NOUN
bitcs-3060	159	45	,	,	PUNCT
bitcs-3060	159	46	”	"	PUNCT
bitcs-3060	159	47	nanomedicine	nanomedicine	ADJ
bitcs-3060	159	48	nanotechnology	nanotechnology	NOUN
bitcs-3060	159	49	,	,	PUNCT
bitcs-3060	159	50	biol	biol	PROPN
bitcs-3060	159	51	.	.	PUNCT
bitcs-3060	160	1	med	med	PROPN
bitcs-3060	160	2	.	.	PROPN
bitcs-3060	160	3	,	,	PUNCT
bitcs-3060	160	4	vol	vol	NOUN
bitcs-3060	160	5	.	.	PROPN
bitcs-3060	161	1	12	12	NUM
bitcs-3060	161	2	,	,	PUNCT
bitcs-3060	161	3	no	no	INTJ
bitcs-3060	161	4	.	.	NOUN
bitcs-3060	161	5	7	7	NUM
bitcs-3060	161	6	,	,	PUNCT
bitcs-3060	161	7	pp	pp	ADJ
bitcs-3060	161	8	.	.	PUNCT
bitcs-3060	162	1	1853–1861	1853–1861	NUM
bitcs-3060	162	2	,	,	PUNCT
bitcs-3060	162	3	2016	2016	NUM
bitcs-3060	162	4	.	.	PUNCT
