id	sid	tid	token	lemma	pos
iajs-2813	1	1	175	175	NUM
iajs-2813	1	2	this	this	DET
iajs-2813	1	3	work	work	NOUN
iajs-2813	1	4	is	be	AUX
iajs-2813	1	5	licensed	license	VERB
iajs-2813	1	6	under	under	ADP
iajs-2813	1	7	a	a	DET
iajs-2813	1	8	creative	creative	ADJ
iajs-2813	1	9	commons	common	NOUN
iajs-2813	1	10	attribution	attribution	NOUN
iajs-2813	1	11	4.0	4.0	NUM
iajs-2813	1	12	international	international	ADJ
iajs-2813	1	13	license	license	NOUN
iajs-2813	1	14	.	.	PUNCT
iajs-2813	2	1	a	a	DET
iajs-2813	2	2	scoping	scope	VERB
iajs-2813	2	3	review	review	NOUN
iajs-2813	2	4	of	of	ADP
iajs-2813	2	5	machine	machine	NOUN
iajs-2813	2	6	learning	learn	VERB
iajs-2813	2	7	techniques	technique	NOUN
iajs-2813	2	8	and	and	CCONJ
iajs-2813	2	9	their	their	PRON
iajs-2813	2	10	utilisation	utilisation	NOUN
iajs-2813	2	11	in	in	ADP
iajs-2813	2	12	predicting	predict	VERB
iajs-2813	2	13	heart	heart	NOUN
iajs-2813	2	14	diseases	disease	NOUN
iajs-2813	2	15	abstract	abstract	ADJ
iajs-2813	2	16	heart	heart	NOUN
iajs-2813	2	17	diseases	disease	NOUN
iajs-2813	2	18	are	be	AUX
iajs-2813	2	19	diverse	diverse	ADJ
iajs-2813	2	20	,	,	PUNCT
iajs-2813	2	21	common	common	ADJ
iajs-2813	2	22	,	,	PUNCT
iajs-2813	2	23	and	and	CCONJ
iajs-2813	2	24	dangerous	dangerous	ADJ
iajs-2813	2	25	diseases	disease	NOUN
iajs-2813	2	26	that	that	PRON
iajs-2813	2	27	affect	affect	VERB
iajs-2813	2	28	the	the	DET
iajs-2813	2	29	heart	heart	NOUN
iajs-2813	2	30	's	's	PART
iajs-2813	2	31	function	function	NOUN
iajs-2813	2	32	.	.	PUNCT
iajs-2813	3	1	they	they	PRON
iajs-2813	3	2	appear	appear	VERB
iajs-2813	3	3	as	as	ADP
iajs-2813	3	4	a	a	DET
iajs-2813	3	5	result	result	NOUN
iajs-2813	3	6	of	of	ADP
iajs-2813	3	7	genetic	genetic	ADJ
iajs-2813	3	8	factors	factor	NOUN
iajs-2813	3	9	or	or	CCONJ
iajs-2813	3	10	unhealthy	unhealthy	ADJ
iajs-2813	3	11	practices	practice	NOUN
iajs-2813	3	12	.	.	PUNCT
iajs-2813	4	1	furthermore	furthermore	ADV
iajs-2813	4	2	,	,	PUNCT
iajs-2813	4	3	they	they	PRON
iajs-2813	4	4	are	be	AUX
iajs-2813	4	5	the	the	DET
iajs-2813	4	6	leading	lead	VERB
iajs-2813	4	7	cause	cause	NOUN
iajs-2813	4	8	of	of	ADP
iajs-2813	4	9	mortalities	mortality	NOUN
iajs-2813	4	10	in	in	ADP
iajs-2813	4	11	the	the	DET
iajs-2813	4	12	world	world	NOUN
iajs-2813	4	13	.	.	PUNCT
iajs-2813	5	1	cardiovascular	cardiovascular	ADJ
iajs-2813	5	2	diseases	disease	NOUN
iajs-2813	5	3	seriously	seriously	ADV
iajs-2813	5	4	concern	concern	VERB
iajs-2813	5	5	the	the	DET
iajs-2813	5	6	health	health	NOUN
iajs-2813	5	7	and	and	CCONJ
iajs-2813	5	8	activity	activity	NOUN
iajs-2813	5	9	of	of	ADP
iajs-2813	5	10	the	the	DET
iajs-2813	5	11	heart	heart	NOUN
iajs-2813	5	12	by	by	ADP
iajs-2813	5	13	narrowing	narrow	VERB
iajs-2813	5	14	the	the	DET
iajs-2813	5	15	arteries	artery	NOUN
iajs-2813	5	16	and	and	CCONJ
iajs-2813	5	17	reducing	reduce	VERB
iajs-2813	5	18	the	the	DET
iajs-2813	5	19	amount	amount	NOUN
iajs-2813	5	20	of	of	ADP
iajs-2813	5	21	blood	blood	NOUN
iajs-2813	5	22	received	receive	VERB
iajs-2813	5	23	by	by	ADP
iajs-2813	5	24	the	the	DET
iajs-2813	5	25	heart	heart	NOUN
iajs-2813	5	26	,	,	PUNCT
iajs-2813	5	27	which	which	PRON
iajs-2813	5	28	leads	lead	VERB
iajs-2813	5	29	to	to	ADP
iajs-2813	5	30	high	high	ADJ
iajs-2813	5	31	blood	blood	NOUN
iajs-2813	5	32	pressure	pressure	NOUN
iajs-2813	5	33	and	and	CCONJ
iajs-2813	5	34	high	high	ADJ
iajs-2813	5	35	cholesterol	cholesterol	NOUN
iajs-2813	5	36	.	.	PUNCT
iajs-2813	6	1	in	in	ADP
iajs-2813	6	2	addition	addition	NOUN
iajs-2813	6	3	,	,	PUNCT
iajs-2813	6	4	healthcare	healthcare	NOUN
iajs-2813	6	5	workers	worker	NOUN
iajs-2813	6	6	and	and	CCONJ
iajs-2813	6	7	physicians	physician	NOUN
iajs-2813	6	8	need	need	VERB
iajs-2813	6	9	intelligent	intelligent	ADJ
iajs-2813	6	10	technologies	technology	NOUN
iajs-2813	6	11	that	that	PRON
iajs-2813	6	12	help	help	VERB
iajs-2813	6	13	them	they	PRON
iajs-2813	6	14	analyze	analyze	VERB
iajs-2813	6	15	and	and	CCONJ
iajs-2813	6	16	predict	predict	VERB
iajs-2813	6	17	based	base	VERB
iajs-2813	6	18	on	on	ADP
iajs-2813	6	19	patients	patient	NOUN
iajs-2813	6	20	’	'	PUNCT
iajs-2813	6	21	data	datum	NOUN
iajs-2813	6	22	for	for	ADP
iajs-2813	6	23	early	early	ADJ
iajs-2813	6	24	detection	detection	NOUN
iajs-2813	6	25	of	of	ADP
iajs-2813	6	26	heart	heart	NOUN
iajs-2813	6	27	diseases	disease	NOUN
iajs-2813	6	28	to	to	PART
iajs-2813	6	29	find	find	VERB
iajs-2813	6	30	the	the	DET
iajs-2813	6	31	appropriate	appropriate	ADJ
iajs-2813	6	32	treatment	treatment	NOUN
iajs-2813	6	33	for	for	ADP
iajs-2813	6	34	them	they	PRON
iajs-2813	6	35	because	because	SCONJ
iajs-2813	6	36	these	these	DET
iajs-2813	6	37	diseases	disease	NOUN
iajs-2813	6	38	appear	appear	VERB
iajs-2813	6	39	on	on	ADP
iajs-2813	6	40	the	the	DET
iajs-2813	6	41	patient	patient	NOUN
iajs-2813	6	42	without	without	ADP
iajs-2813	6	43	pain	pain	NOUN
iajs-2813	6	44	or	or	CCONJ
iajs-2813	6	45	noticeable	noticeable	ADJ
iajs-2813	6	46	symptoms	symptom	NOUN
iajs-2813	6	47	,	,	PUNCT
iajs-2813	6	48	which	which	PRON
iajs-2813	6	49	leads	lead	VERB
iajs-2813	6	50	to	to	ADP
iajs-2813	6	51	severe	severe	ADJ
iajs-2813	6	52	concerns	concern	NOUN
iajs-2813	6	53	such	such	ADJ
iajs-2813	6	54	as	as	ADP
iajs-2813	6	55	heart	heart	NOUN
iajs-2813	6	56	failure	failure	NOUN
iajs-2813	6	57	and	and	CCONJ
iajs-2813	6	58	stroke	stroke	NOUN
iajs-2813	6	59	and	and	CCONJ
iajs-2813	6	60	kidney	kidney	NOUN
iajs-2813	6	61	failure	failure	NOUN
iajs-2813	6	62	.	.	PUNCT
iajs-2813	7	1	in	in	ADP
iajs-2813	7	2	this	this	DET
iajs-2813	7	3	regard	regard	NOUN
iajs-2813	7	4	,	,	PUNCT
iajs-2813	7	5	the	the	DET
iajs-2813	7	6	authors	author	NOUN
iajs-2813	7	7	highlight	highlight	VERB
iajs-2813	7	8	an	an	DET
iajs-2813	7	9	amount	amount	NOUN
iajs-2813	7	10	of	of	ADP
iajs-2813	7	11	literature	literature	NOUN
iajs-2813	7	12	considered	consider	VERB
iajs-2813	7	13	the	the	DET
iajs-2813	7	14	most	most	ADV
iajs-2813	7	15	practical	practical	ADJ
iajs-2813	7	16	in	in	ADP
iajs-2813	7	17	utilizing	utilize	VERB
iajs-2813	7	18	machine	machine	NOUN
iajs-2813	7	19	learning	learn	VERB
iajs-2813	7	20	techniques	technique	NOUN
iajs-2813	7	21	in	in	ADP
iajs-2813	7	22	predicting	predict	VERB
iajs-2813	7	23	heart	heart	NOUN
iajs-2813	7	24	disease	disease	NOUN
iajs-2813	7	25	.	.	PUNCT
iajs-2813	8	1	twenty	twenty	NUM
iajs-2813	8	2	articles	article	NOUN
iajs-2813	8	3	were	be	AUX
iajs-2813	8	4	chosen	choose	VERB
iajs-2813	8	5	out	out	ADP
iajs-2813	8	6	of	of	ADP
iajs-2813	8	7	fifty	fifty	NUM
iajs-2813	8	8	articles	article	NOUN
iajs-2813	8	9	gathered	gather	VERB
iajs-2813	8	10	and	and	CCONJ
iajs-2813	8	11	summarised	summarise	VERB
iajs-2813	8	12	in	in	ADP
iajs-2813	8	13	a	a	DET
iajs-2813	8	14	table	table	NOUN
iajs-2813	8	15	form	form	NOUN
iajs-2813	8	16	.	.	PUNCT
iajs-2813	9	1	the	the	DET
iajs-2813	9	2	main	main	ADJ
iajs-2813	9	3	goal	goal	NOUN
iajs-2813	9	4	is	be	AUX
iajs-2813	9	5	to	to	PART
iajs-2813	9	6	make	make	VERB
iajs-2813	9	7	this	this	DET
iajs-2813	9	8	article	article	NOUN
iajs-2813	9	9	a	a	DET
iajs-2813	9	10	reference	reference	NOUN
iajs-2813	9	11	that	that	PRON
iajs-2813	9	12	can	can	AUX
iajs-2813	9	13	be	be	AUX
iajs-2813	9	14	utilized	utilize	VERB
iajs-2813	9	15	in	in	ADP
iajs-2813	9	16	the	the	DET
iajs-2813	9	17	future	future	NOUN
iajs-2813	9	18	to	to	PART
iajs-2813	9	19	assist	assist	VERB
iajs-2813	9	20	healthcare	healthcare	NOUN
iajs-2813	9	21	workers	worker	NOUN
iajs-2813	9	22	in	in	ADP
iajs-2813	9	23	studying	study	VERB
iajs-2813	9	24	these	these	DET
iajs-2813	9	25	techniques	technique	NOUN
iajs-2813	9	26	with	with	ADP
iajs-2813	9	27	ease	ease	NOUN
iajs-2813	9	28	and	and	CCONJ
iajs-2813	9	29	saving	save	VERB
iajs-2813	9	30	time	time	NOUN
iajs-2813	9	31	and	and	CCONJ
iajs-2813	9	32	effort	effort	NOUN
iajs-2813	9	33	on	on	ADP
iajs-2813	9	34	them	they	PRON
iajs-2813	9	35	.	.	PUNCT
iajs-2813	10	1	this	this	DET
iajs-2813	10	2	article	article	NOUN
iajs-2813	10	3	has	have	AUX
iajs-2813	10	4	concluded	conclude	VERB
iajs-2813	10	5	that	that	SCONJ
iajs-2813	10	6	machine	machine	NOUN
iajs-2813	10	7	learning	learn	VERB
iajs-2813	10	8	techniques	technique	NOUN
iajs-2813	10	9	have	have	VERB
iajs-2813	10	10	a	a	DET
iajs-2813	10	11	significant	significant	ADJ
iajs-2813	10	12	and	and	CCONJ
iajs-2813	10	13	influential	influential	ADJ
iajs-2813	10	14	role	role	NOUN
iajs-2813	10	15	in	in	ADP
iajs-2813	10	16	analyzing	analyze	VERB
iajs-2813	10	17	disease	disease	NOUN
iajs-2813	10	18	data	datum	NOUN
iajs-2813	10	19	,	,	PUNCT
iajs-2813	10	20	predicting	predict	VERB
iajs-2813	10	21	heart	heart	NOUN
iajs-2813	10	22	disease	disease	NOUN
iajs-2813	10	23	,	,	PUNCT
iajs-2813	10	24	and	and	CCONJ
iajs-2813	10	25	assisting	assist	VERB
iajs-2813	10	26	decision	decision	NOUN
iajs-2813	10	27	-	-	PUNCT
iajs-2813	10	28	making	making	NOUN
iajs-2813	10	29	.	.	PUNCT
iajs-2813	11	1	in	in	ADP
iajs-2813	11	2	addition	addition	NOUN
iajs-2813	11	3	,	,	PUNCT
iajs-2813	11	4	these	these	DET
iajs-2813	11	5	techniques	technique	NOUN
iajs-2813	11	6	can	can	AUX
iajs-2813	11	7	analyze	analyze	VERB
iajs-2813	11	8	data	datum	NOUN
iajs-2813	11	9	that	that	PRON
iajs-2813	11	10	reaches	reach	VERB
iajs-2813	11	11	millions	million	NOUN
iajs-2813	11	12	of	of	ADP
iajs-2813	11	13	cohorts	cohort	NOUN
iajs-2813	11	14	.	.	PUNCT
iajs-2813	12	1	keywords	keyword	VERB
iajs-2813	12	2	artificial	artificial	ADJ
iajs-2813	12	3	intelligence	intelligence	NOUN
iajs-2813	12	4	,	,	PUNCT
iajs-2813	12	5	machine	machine	NOUN
iajs-2813	12	6	learning	learning	NOUN
iajs-2813	12	7	,	,	PUNCT
iajs-2813	12	8	cardiology	cardiology	NOUN
iajs-2813	12	9	,	,	PUNCT
iajs-2813	12	10	predication	predication	NOUN
iajs-2813	12	11	,	,	PUNCT
iajs-2813	12	12	heart	heart	NOUN
iajs-2813	12	13	diseases	disease	NOUN
iajs-2813	12	14	.	.	PUNCT
iajs-2813	13	1	ibn	ibn	PROPN
iajs-2813	13	2	al	al	PROPN
iajs-2813	13	3	-	-	PUNCT
iajs-2813	13	4	haitham	haitham	PROPN
iajs-2813	13	5	journal	journal	PROPN
iajs-2813	13	6	for	for	ADP
iajs-2813	13	7	pure	pure	ADJ
iajs-2813	13	8	and	and	CCONJ
iajs-2813	13	9	applied	apply	VERB
iajs-2813	13	10	sciences	sciences	PROPN
iajs-2813	13	11	http://jih.uobaghdad.edu.iq/index.php/j/index	http://jih.uobaghdad.edu.iq/index.php/j/index	PROPN
iajs-2813	13	12	:	:	PUNCT
iajs-2813	13	13	journal	journal	PROPN
iajs-2813	13	14	homepage	homepage	NOUN
iajs-2813	13	15	doi	doi	PROPN
iajs-2813	13	16	:	:	PUNCT
iajs-2813	13	17	10.30526/35.3.2813	10.30526/35.3.2813	NUM
iajs-2813	13	18	article	article	NOUN
iajs-2813	13	19	history	history	NOUN
iajs-2813	13	20	:	:	PUNCT
iajs-2813	13	21	received	receive	VERB
iajs-2813	13	22	1	1	NUM
iajs-2813	13	23	march	march	NOUN
iajs-2813	13	24	2022	2022	NUM
iajs-2813	13	25	,	,	PUNCT
iajs-2813	13	26	accepted	accept	VERB
iajs-2813	13	27	8	8	NUM
iajs-2813	13	28	may	may	NOUN
iajs-2813	13	29	2022	2022	NUM
iajs-2813	13	30	,	,	PUNCT
iajs-2813	13	31	published	publish	VERB
iajs-2813	13	32	in	in	ADP
iajs-2813	13	33	july	july	PROPN
iajs-2813	13	34	2022	2022	NUM
iajs-2813	13	35	.	.	PUNCT
iajs-2813	14	1	maad	maad	PROPN
iajs-2813	14	2	m.	m.	PROPN
iajs-2813	14	3	mijwil	mijwil	PROPN
iajs-2813	14	4	computer	computer	NOUN
iajs-2813	14	5	techniques	technique	NOUN
iajs-2813	14	6	engineering	engineering	PROPN
iajs-2813	14	7	department	department	PROPN
iajs-2813	14	8	,	,	PUNCT
iajs-2813	14	9	baghdad	baghdad	PROPN
iajs-2813	14	10	college	college	PROPN
iajs-2813	14	11	of	of	ADP
iajs-2813	14	12	economic	economic	PROPN
iajs-2813	14	13	sciences	sciences	PROPN
iajs-2813	14	14	university	university	PROPN
iajs-2813	14	15	,	,	PUNCT
iajs-2813	14	16	baghdad	baghdad	PROPN
iajs-2813	14	17	,	,	PUNCT
iajs-2813	14	18	iraq	iraq	PROPN
iajs-2813	14	19	.	.	PUNCT
iajs-2813	15	1	mr.maad.alnaimiy@baghdadcollege.edu.iq	mr.maad.alnaimiy@baghdadcollege.edu.iq	ADJ
iajs-2813	15	2	ban	ban	PROPN
iajs-2813	15	3	salman	salman	PROPN
iajs-2813	15	4	shukur	shukur	PROPN
iajs-2813	15	5	computer	computer	PROPN
iajs-2813	15	6	science	science	PROPN
iajs-2813	15	7	department	department	PROPN
iajs-2813	15	8	,	,	PUNCT
iajs-2813	15	9	baghdad	baghdad	PROPN
iajs-2813	15	10	college	college	PROPN
iajs-2813	15	11	of	of	ADP
iajs-2813	15	12	economic	economic	PROPN
iajs-2813	15	13	sciences	sciences	PROPN
iajs-2813	15	14	university	university	PROPN
iajs-2813	15	15	,	,	PUNCT
iajs-2813	15	16	baghdad	baghdad	PROPN
iajs-2813	15	17	,	,	PUNCT
iajs-2813	15	18	iraq	iraq	PROPN
iajs-2813	15	19	.	.	PUNCT
iajs-2813	16	1	dr_bansalman@baghdadcollege.edu.iq	dr_bansalman@baghdadcollege.edu.iq	PROPN
iajs-2813	16	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
iajs-2813	16	3	file:///f:/العدد%20الثاني%202022/:%20http:/jih.uobaghdad.edu.iq	file:///f:/العدد%20الثاني%202022/:%20http:/jih.uobaghdad.edu.iq	PROPN
iajs-2813	16	4	/	/	SYM
iajs-2813	16	5	index.php	index.php	VERB
iajs-2813	16	6	/	/	SYM
iajs-2813	16	7	j	j	NOUN
iajs-2813	16	8	/	/	SYM
iajs-2813	16	9	index	index	NOUN
iajs-2813	16	10	mailto:mr.maad.alnaimiy@baghdadcollege.edu.iq	mailto:mr.maad.alnaimiy@baghdadcollege.edu.iq	NOUN
iajs-2813	16	11	mailto:dr_bansalman@baghdadcollege.edu.iq	mailto:dr_bansalman@baghdadcollege.edu.iq	NOUN
iajs-2813	16	12	ihjpas	ihjpa	VERB
iajs-2813	16	13	.	.	PUNCT
iajs-2813	17	1	53	53	NUM
iajs-2813	17	2	(	(	PUNCT
iajs-2813	17	3	3)2022	3)2022	NOUN
iajs-2813	17	4	176	176	NUM
iajs-2813	17	5	1	1	NUM
iajs-2813	17	6	.	.	PUNCT
iajs-2813	17	7	introduction	introduction	NOUN
iajs-2813	17	8	this	this	DET
iajs-2813	17	9	century	century	NOUN
iajs-2813	17	10	is	be	AUX
iajs-2813	17	11	marked	mark	VERB
iajs-2813	17	12	by	by	ADP
iajs-2813	17	13	the	the	DET
iajs-2813	17	14	spread	spread	NOUN
iajs-2813	17	15	of	of	ADP
iajs-2813	17	16	harmful	harmful	ADJ
iajs-2813	17	17	diseases	disease	NOUN
iajs-2813	17	18	and	and	CCONJ
iajs-2813	17	19	pandemics	pandemic	NOUN
iajs-2813	17	20	that	that	PRON
iajs-2813	17	21	claimed	claim	VERB
iajs-2813	17	22	the	the	DET
iajs-2813	17	23	lives	life	NOUN
iajs-2813	17	24	of	of	ADP
iajs-2813	17	25	many	many	ADJ
iajs-2813	17	26	people	people	NOUN
iajs-2813	17	27	,	,	PUNCT
iajs-2813	17	28	so	so	ADV
iajs-2813	17	29	their	their	PRON
iajs-2813	17	30	number	number	NOUN
iajs-2813	17	31	decreased	decrease	VERB
iajs-2813	17	32	,	,	PUNCT
iajs-2813	17	33	their	their	PRON
iajs-2813	17	34	standard	standard	NOUN
iajs-2813	17	35	of	of	ADP
iajs-2813	17	36	living	living	NOUN
iajs-2813	17	37	decreased	decrease	VERB
iajs-2813	17	38	,	,	PUNCT
iajs-2813	17	39	and	and	CCONJ
iajs-2813	17	40	it	it	PRON
iajs-2813	17	41	has	have	AUX
iajs-2813	17	42	become	become	VERB
iajs-2813	17	43	challenging	challenging	ADJ
iajs-2813	17	44	to	to	PART
iajs-2813	17	45	recover	recover	VERB
iajs-2813	17	46	from	from	ADP
iajs-2813	17	47	these	these	DET
iajs-2813	17	48	diseases	disease	NOUN
iajs-2813	17	49	,	,	PUNCT
iajs-2813	17	50	as	as	SCONJ
iajs-2813	17	51	the	the	DET
iajs-2813	17	52	patients	patient	NOUN
iajs-2813	17	53	suffer	suffer	VERB
iajs-2813	17	54	from	from	ADP
iajs-2813	17	55	different	different	ADJ
iajs-2813	17	56	stages	stage	NOUN
iajs-2813	17	57	of	of	ADP
iajs-2813	17	58	the	the	DET
iajs-2813	17	59	development	development	NOUN
iajs-2813	17	60	of	of	ADP
iajs-2813	17	61	the	the	DET
iajs-2813	17	62	disease	disease	NOUN
iajs-2813	17	63	in	in	ADP
iajs-2813	17	64	their	their	PRON
iajs-2813	17	65	body	body	NOUN
iajs-2813	17	66	[	[	X
iajs-2813	17	67	1	1	NUM
iajs-2813	17	68	]	]	PUNCT
iajs-2813	17	69	.	.	PUNCT
iajs-2813	18	1	the	the	DET
iajs-2813	18	2	most	most	ADV
iajs-2813	18	3	famous	famous	ADJ
iajs-2813	18	4	pandemics	pandemic	NOUN
iajs-2813	18	5	experienced	experience	VERB
iajs-2813	18	6	by	by	ADP
iajs-2813	18	7	the	the	DET
iajs-2813	18	8	inhabitants	inhabitant	NOUN
iajs-2813	18	9	of	of	ADP
iajs-2813	18	10	the	the	DET
iajs-2813	18	11	planet	planet	NOUN
iajs-2813	18	12	are	be	AUX
iajs-2813	18	13	the	the	DET
iajs-2813	18	14	coronaviruses	coronaviruse	NOUN
iajs-2813	18	15	(	(	PUNCT
iajs-2813	18	16	covid-19	covid-19	PROPN
iajs-2813	18	17	)	)	PUNCT
iajs-2813	19	1	[	[	X
iajs-2813	19	2	2	2	NUM
iajs-2813	19	3	]	]	PUNCT
iajs-2813	19	4	,	,	PUNCT
iajs-2813	19	5	and	and	CCONJ
iajs-2813	19	6	the	the	DET
iajs-2813	19	7	most	most	ADV
iajs-2813	19	8	famous	famous	ADJ
iajs-2813	19	9	diseases	disease	NOUN
iajs-2813	19	10	are	be	AUX
iajs-2813	19	11	heart	heart	NOUN
iajs-2813	19	12	diseases	disease	NOUN
iajs-2813	19	13	[	[	X
iajs-2813	19	14	3	3	NUM
iajs-2813	19	15	]	]	PUNCT
iajs-2813	19	16	,	,	PUNCT
iajs-2813	19	17	which	which	PRON
iajs-2813	19	18	may	may	AUX
iajs-2813	19	19	lead	lead	VERB
iajs-2813	19	20	to	to	ADP
iajs-2813	19	21	sudden	sudden	ADJ
iajs-2813	19	22	death	death	NOUN
iajs-2813	19	23	.	.	PUNCT
iajs-2813	20	1	in	in	ADP
iajs-2813	20	2	addition	addition	NOUN
iajs-2813	20	3	,	,	PUNCT
iajs-2813	20	4	chronic	chronic	ADJ
iajs-2813	20	5	diseases	disease	NOUN
iajs-2813	20	6	are	be	AUX
iajs-2813	20	7	prevalent	prevalent	ADJ
iajs-2813	20	8	diseases	disease	NOUN
iajs-2813	20	9	that	that	PRON
iajs-2813	20	10	appear	appear	VERB
iajs-2813	20	11	obviously	obviously	ADV
iajs-2813	20	12	in	in	ADP
iajs-2813	20	13	the	the	DET
iajs-2813	20	14	elderly	elderly	ADJ
iajs-2813	20	15	and	and	CCONJ
iajs-2813	20	16	lead	lead	VERB
iajs-2813	20	17	to	to	ADP
iajs-2813	20	18	a	a	DET
iajs-2813	20	19	change	change	NOUN
iajs-2813	20	20	in	in	ADP
iajs-2813	20	21	their	their	PRON
iajs-2813	20	22	lifestyle	lifestyle	NOUN
iajs-2813	20	23	and	and	CCONJ
iajs-2813	20	24	diet	diet	NOUN
iajs-2813	20	25	.	.	PUNCT
iajs-2813	21	1	the	the	DET
iajs-2813	21	2	most	most	ADV
iajs-2813	21	3	common	common	ADJ
iajs-2813	21	4	reason	reason	NOUN
iajs-2813	21	5	for	for	ADP
iajs-2813	21	6	the	the	DET
iajs-2813	21	7	emergence	emergence	NOUN
iajs-2813	21	8	of	of	ADP
iajs-2813	21	9	these	these	DET
iajs-2813	21	10	diseases	disease	NOUN
iajs-2813	21	11	is	be	AUX
iajs-2813	21	12	smoking	smoking	NOUN
iajs-2813	21	13	and	and	CCONJ
iajs-2813	21	14	alcohol	alcohol	NOUN
iajs-2813	22	1	[	[	X
iajs-2813	22	2	4	4	NUM
iajs-2813	22	3	]	]	PUNCT
iajs-2813	22	4	,	,	PUNCT
iajs-2813	22	5	in	in	ADP
iajs-2813	22	6	addition	addition	NOUN
iajs-2813	22	7	to	to	ADP
iajs-2813	22	8	other	other	ADJ
iajs-2813	22	9	causes	cause	NOUN
iajs-2813	22	10	.	.	PUNCT
iajs-2813	23	1	the	the	DET
iajs-2813	23	2	most	most	ADV
iajs-2813	23	3	famous	famous	ADJ
iajs-2813	23	4	of	of	ADP
iajs-2813	23	5	these	these	DET
iajs-2813	23	6	diseases	disease	NOUN
iajs-2813	23	7	are	be	AUX
iajs-2813	23	8	diabetes	diabetes	NOUN
iajs-2813	23	9	,	,	PUNCT
iajs-2813	23	10	hypertension	hypertension	NOUN
iajs-2813	23	11	,	,	PUNCT
iajs-2813	23	12	heart	heart	NOUN
iajs-2813	23	13	diseases	disease	NOUN
iajs-2813	23	14	,	,	PUNCT
iajs-2813	23	15	chronic	chronic	ADJ
iajs-2813	23	16	obstructive	obstructive	ADJ
iajs-2813	23	17	pulmonary	pulmonary	ADJ
iajs-2813	23	18	disease	disease	NOUN
iajs-2813	23	19	,	,	PUNCT
iajs-2813	23	20	arthritis	arthritis	NOUN
iajs-2813	23	21	(	(	PUNCT
iajs-2813	23	22	joint	joint	ADJ
iajs-2813	23	23	inflammation	inflammation	NOUN
iajs-2813	23	24	)	)	PUNCT
iajs-2813	23	25	,	,	PUNCT
iajs-2813	23	26	cancer	cancer	NOUN
iajs-2813	23	27	,	,	PUNCT
iajs-2813	23	28	asthma	asthma	NOUN
iajs-2813	23	29	,	,	PUNCT
iajs-2813	23	30	and	and	CCONJ
iajs-2813	23	31	alzheimer	alzheimer	NOUN
iajs-2813	23	32	.	.	PUNCT
iajs-2813	24	1	fortunately	fortunately	ADV
iajs-2813	24	2	,	,	PUNCT
iajs-2813	24	3	sciences	science	NOUN
iajs-2813	24	4	and	and	CCONJ
iajs-2813	24	5	technology	technology	NOUN
iajs-2813	24	6	have	have	AUX
iajs-2813	24	7	made	make	VERB
iajs-2813	24	8	worthwhile	worthwhile	ADJ
iajs-2813	24	9	and	and	CCONJ
iajs-2813	24	10	significant	significant	ADJ
iajs-2813	24	11	contributions	contribution	NOUN
iajs-2813	24	12	to	to	ADP
iajs-2813	24	13	the	the	DET
iajs-2813	24	14	medical	medical	ADJ
iajs-2813	24	15	domain	domain	NOUN
iajs-2813	24	16	in	in	ADP
iajs-2813	24	17	modeling	modeling	NOUN
iajs-2813	24	18	,	,	PUNCT
iajs-2813	24	19	predicting	predict	VERB
iajs-2813	24	20	,	,	PUNCT
iajs-2813	24	21	and	and	CCONJ
iajs-2813	24	22	controlling	control	VERB
iajs-2813	24	23	diseases	disease	NOUN
iajs-2813	24	24	and	and	CCONJ
iajs-2813	24	25	pandemics	pandemic	NOUN
iajs-2813	24	26	that	that	PRON
iajs-2813	24	27	humanity	humanity	NOUN
iajs-2813	24	28	is	be	AUX
iajs-2813	24	29	fighting	fight	VERB
iajs-2813	24	30	against	against	ADP
iajs-2813	24	31	and	and	CCONJ
iajs-2813	24	32	helping	help	VERB
iajs-2813	24	33	clinicians	clinician	NOUN
iajs-2813	24	34	and	and	CCONJ
iajs-2813	24	35	healthcare	healthcare	NOUN
iajs-2813	24	36	workers	worker	NOUN
iajs-2813	24	37	to	to	PART
iajs-2813	24	38	make	make	VERB
iajs-2813	24	39	decisions	decision	NOUN
iajs-2813	24	40	[	[	X
iajs-2813	24	41	5	5	NUM
iajs-2813	24	42	]	]	PUNCT
iajs-2813	24	43	.	.	PUNCT
iajs-2813	25	1	artificial	artificial	ADJ
iajs-2813	25	2	intelligence	intelligence	NOUN
iajs-2813	25	3	is	be	AUX
iajs-2813	25	4	among	among	ADP
iajs-2813	25	5	the	the	DET
iajs-2813	25	6	most	most	ADV
iajs-2813	25	7	famous	famous	ADJ
iajs-2813	25	8	of	of	ADP
iajs-2813	25	9	these	these	DET
iajs-2813	25	10	sciences	science	NOUN
iajs-2813	25	11	,	,	PUNCT
iajs-2813	25	12	which	which	PRON
iajs-2813	25	13	can	can	AUX
iajs-2813	25	14	predict	predict	VERB
iajs-2813	25	15	and	and	CCONJ
iajs-2813	25	16	track	track	VERB
iajs-2813	25	17	the	the	DET
iajs-2813	25	18	spread	spread	NOUN
iajs-2813	25	19	of	of	ADP
iajs-2813	25	20	the	the	DET
iajs-2813	25	21	covid-19	covid-19	PROPN
iajs-2813	25	22	pandemic	pandemic	ADJ
iajs-2813	25	23	disease	disease	NOUN
iajs-2813	25	24	[	[	X
iajs-2813	25	25	6	6	NUM
iajs-2813	25	26	]	]	PUNCT
iajs-2813	25	27	.	.	PUNCT
iajs-2813	26	1	artificial	artificial	ADJ
iajs-2813	26	2	intelligence	intelligence	NOUN
iajs-2813	26	3	is	be	AUX
iajs-2813	26	4	the	the	DET
iajs-2813	26	5	science	science	NOUN
iajs-2813	26	6	of	of	ADP
iajs-2813	26	7	creating	create	VERB
iajs-2813	26	8	programmed	programmed	ADJ
iajs-2813	26	9	machines	machine	NOUN
iajs-2813	26	10	,	,	PUNCT
iajs-2813	26	11	thinking	think	VERB
iajs-2813	26	12	like	like	ADP
iajs-2813	26	13	humans	human	NOUN
iajs-2813	26	14	,	,	PUNCT
iajs-2813	26	15	and	and	CCONJ
iajs-2813	26	16	imitating	imitate	VERB
iajs-2813	26	17	humans	human	NOUN
iajs-2813	26	18	[	[	X
iajs-2813	26	19	7	7	NUM
iajs-2813	26	20	]	]	PUNCT
iajs-2813	26	21	.	.	PUNCT
iajs-2813	27	1	in	in	ADP
iajs-2813	27	2	other	other	ADJ
iajs-2813	27	3	words	word	NOUN
iajs-2813	27	4	,	,	PUNCT
iajs-2813	27	5	these	these	DET
iajs-2813	27	6	machines	machine	NOUN
iajs-2813	27	7	simulate	simulate	VERB
iajs-2813	27	8	human	human	ADJ
iajs-2813	27	9	intelligence	intelligence	NOUN
iajs-2813	27	10	in	in	ADP
iajs-2813	27	11	every	every	DET
iajs-2813	27	12	way	way	NOUN
iajs-2813	27	13	of	of	ADP
iajs-2813	27	14	life	life	NOUN
iajs-2813	27	15	[	[	X
iajs-2813	27	16	8	8	NUM
iajs-2813	27	17	]	]	PUNCT
iajs-2813	27	18	.	.	PUNCT
iajs-2813	28	1	it	it	PRON
iajs-2813	28	2	is	be	AUX
iajs-2813	28	3	utilized	utilize	VERB
iajs-2813	28	4	among	among	ADP
iajs-2813	28	5	humans	human	NOUN
iajs-2813	28	6	to	to	PART
iajs-2813	28	7	describe	describe	VERB
iajs-2813	28	8	machines	machine	NOUN
iajs-2813	28	9	that	that	PRON
iajs-2813	28	10	mimic	mimic	VERB
iajs-2813	28	11	the	the	DET
iajs-2813	28	12	brain	brain	NOUN
iajs-2813	28	13	's	's	PART
iajs-2813	28	14	cognitive	cognitive	ADJ
iajs-2813	28	15	functions	function	NOUN
iajs-2813	29	1	[	[	X
iajs-2813	29	2	9	9	NUM
iajs-2813	29	3	]	]	PUNCT
iajs-2813	29	4	.	.	PUNCT
iajs-2813	30	1	for	for	ADP
iajs-2813	30	2	instance	instance	NOUN
iajs-2813	30	3	,	,	PUNCT
iajs-2813	30	4	machines	machine	NOUN
iajs-2813	30	5	learn	learn	VERB
iajs-2813	30	6	the	the	DET
iajs-2813	30	7	logical	logical	ADJ
iajs-2813	30	8	interactions	interaction	NOUN
iajs-2813	30	9	shown	show	VERB
iajs-2813	30	10	by	by	ADP
iajs-2813	30	11	humans	human	NOUN
iajs-2813	30	12	or	or	CCONJ
iajs-2813	30	13	animals	animal	NOUN
iajs-2813	30	14	and	and	CCONJ
iajs-2813	30	15	do	do	VERB
iajs-2813	30	16	the	the	DET
iajs-2813	30	17	same	same	ADJ
iajs-2813	30	18	.	.	PUNCT
iajs-2813	31	1	programs	program	NOUN
iajs-2813	31	2	that	that	PRON
iajs-2813	31	3	simulate	simulate	VERB
iajs-2813	31	4	brain	brain	NOUN
iajs-2813	31	5	features	feature	NOUN
iajs-2813	31	6	such	such	ADJ
iajs-2813	31	7	as	as	ADP
iajs-2813	31	8	learning	learning	NOUN
iajs-2813	31	9	,	,	PUNCT
iajs-2813	31	10	problemsolving	problemsolve	VERB
iajs-2813	31	11	,	,	PUNCT
iajs-2813	31	12	and	and	CCONJ
iajs-2813	31	13	a	a	DET
iajs-2813	31	14	similar	similar	ADJ
iajs-2813	31	15	brain	brain	NOUN
iajs-2813	31	16	structure	structure	NOUN
iajs-2813	31	17	are	be	AUX
iajs-2813	31	18	programmed	program	VERB
iajs-2813	31	19	and	and	CCONJ
iajs-2813	31	20	designated	designate	VERB
iajs-2813	31	21	on	on	ADP
iajs-2813	31	22	the	the	DET
iajs-2813	31	23	machine	machine	NOUN
iajs-2813	31	24	.	.	PUNCT
iajs-2813	32	1	after	after	ADP
iajs-2813	32	2	learning	learn	VERB
iajs-2813	32	3	the	the	DET
iajs-2813	32	4	behavior	behavior	NOUN
iajs-2813	32	5	,	,	PUNCT
iajs-2813	32	6	the	the	DET
iajs-2813	32	7	machine	machine	NOUN
iajs-2813	32	8	acts	act	VERB
iajs-2813	32	9	similarly	similarly	ADV
iajs-2813	32	10	to	to	PART
iajs-2813	32	11	solve	solve	VERB
iajs-2813	32	12	any	any	DET
iajs-2813	32	13	problem	problem	NOUN
iajs-2813	32	14	it	it	PRON
iajs-2813	32	15	encounters	encounter	VERB
iajs-2813	32	16	.	.	PUNCT
iajs-2813	33	1	the	the	DET
iajs-2813	33	2	most	most	ADV
iajs-2813	33	3	helpful	helpful	ADJ
iajs-2813	33	4	feature	feature	NOUN
iajs-2813	33	5	of	of	ADP
iajs-2813	33	6	artificial	artificial	ADJ
iajs-2813	33	7	intelligence	intelligence	NOUN
iajs-2813	33	8	is	be	AUX
iajs-2813	33	9	that	that	SCONJ
iajs-2813	33	10	actions	action	NOUN
iajs-2813	33	11	with	with	ADP
iajs-2813	33	12	a	a	DET
iajs-2813	33	13	high	high	ADJ
iajs-2813	33	14	probability	probability	NOUN
iajs-2813	33	15	of	of	ADP
iajs-2813	33	16	occurring	occur	VERB
iajs-2813	33	17	can	can	AUX
iajs-2813	33	18	be	be	AUX
iajs-2813	33	19	prepared	prepare	VERB
iajs-2813	33	20	and	and	CCONJ
iajs-2813	33	21	applied	apply	VERB
iajs-2813	33	22	in	in	ADP
iajs-2813	33	23	real	real	ADJ
iajs-2813	33	24	life	life	NOUN
iajs-2813	33	25	to	to	PART
iajs-2813	33	26	achieve	achieve	VERB
iajs-2813	33	27	an	an	DET
iajs-2813	33	28	explicit	explicit	ADJ
iajs-2813	33	29	purpose	purpose	NOUN
iajs-2813	33	30	.	.	PUNCT
iajs-2813	34	1	besides	besides	SCONJ
iajs-2813	34	2	,	,	PUNCT
iajs-2813	34	3	artificial	artificial	ADJ
iajs-2813	34	4	intelligence	intelligence	NOUN
iajs-2813	34	5	has	have	VERB
iajs-2813	34	6	various	various	ADJ
iajs-2813	34	7	sub	sub	NOUN
iajs-2813	34	8	-	-	NOUN
iajs-2813	34	9	components	component	NOUN
iajs-2813	34	10	:	:	PUNCT
iajs-2813	34	11	machine	machine	NOUN
iajs-2813	34	12	learning	learning	NOUN
iajs-2813	34	13	,	,	PUNCT
iajs-2813	34	14	artificial	artificial	ADJ
iajs-2813	34	15	neural	neural	ADJ
iajs-2813	34	16	networks	network	NOUN
iajs-2813	34	17	,	,	PUNCT
iajs-2813	34	18	computer	computer	NOUN
iajs-2813	34	19	vision	vision	NOUN
iajs-2813	34	20	,	,	PUNCT
iajs-2813	34	21	deep	deep	ADJ
iajs-2813	34	22	learning	learning	NOUN
iajs-2813	34	23	,	,	PUNCT
iajs-2813	34	24	cognitive	cognitive	ADJ
iajs-2813	34	25	computing	computing	NOUN
iajs-2813	34	26	,	,	PUNCT
iajs-2813	34	27	and	and	CCONJ
iajs-2813	34	28	natural	natural	ADJ
iajs-2813	34	29	language	language	NOUN
iajs-2813	34	30	processing	processing	NOUN
iajs-2813	34	31	.	.	PUNCT
iajs-2813	35	1	machine	machine	NOUN
iajs-2813	35	2	learning	learning	NOUN
iajs-2813	35	3	and	and	CCONJ
iajs-2813	35	4	deep	deep	ADJ
iajs-2813	35	5	learning	learning	NOUN
iajs-2813	35	6	are	be	AUX
iajs-2813	35	7	the	the	DET
iajs-2813	35	8	most	most	ADV
iajs-2813	35	9	influential	influential	ADJ
iajs-2813	35	10	,	,	PUNCT
iajs-2813	35	11	widespread	widespread	ADJ
iajs-2813	35	12	,	,	PUNCT
iajs-2813	35	13	and	and	CCONJ
iajs-2813	35	14	widely	widely	ADV
iajs-2813	35	15	accustomed	accustomed	ADJ
iajs-2813	35	16	sub	sub	NOUN
iajs-2813	35	17	-	-	NOUN
iajs-2813	35	18	components	component	NOUN
iajs-2813	35	19	.	.	PUNCT
iajs-2813	36	1	the	the	DET
iajs-2813	36	2	concept	concept	NOUN
iajs-2813	36	3	that	that	PRON
iajs-2813	36	4	computer	computer	NOUN
iajs-2813	36	5	programs	program	NOUN
iajs-2813	36	6	automatically	automatically	ADV
iajs-2813	36	7	learn	learn	VERB
iajs-2813	36	8	from	from	ADP
iajs-2813	36	9	new	new	ADJ
iajs-2813	36	10	data	datum	NOUN
iajs-2813	36	11	without	without	ADP
iajs-2813	36	12	the	the	DET
iajs-2813	36	13	help	help	NOUN
iajs-2813	36	14	of	of	ADP
iajs-2813	36	15	humans	human	NOUN
iajs-2813	36	16	and	and	CCONJ
iajs-2813	36	17	can	can	AUX
iajs-2813	36	18	adapt	adapt	VERB
iajs-2813	36	19	to	to	ADP
iajs-2813	36	20	it	it	PRON
iajs-2813	36	21	when	when	SCONJ
iajs-2813	36	22	the	the	DET
iajs-2813	36	23	data	data	NOUN
iajs-2813	36	24	is	be	AUX
iajs-2813	36	25	modified	modify	VERB
iajs-2813	36	26	this	this	DET
iajs-2813	36	27	technique	technique	NOUN
iajs-2813	36	28	is	be	AUX
iajs-2813	36	29	called	call	VERB
iajs-2813	36	30	"	"	PUNCT
iajs-2813	36	31	machine	machine	NOUN
iajs-2813	36	32	learning	learning	NOUN
iajs-2813	36	33	"	"	PUNCT
iajs-2813	37	1	[	[	X
iajs-2813	37	2	10	10	NUM
iajs-2813	37	3	]	]	PUNCT
iajs-2813	37	4	.	.	PUNCT
iajs-2813	38	1	for	for	ADP
iajs-2813	38	2	deep	deep	ADJ
iajs-2813	38	3	learning	learning	NOUN
iajs-2813	38	4	[	[	X
iajs-2813	38	5	11	11	NUM
iajs-2813	38	6	]	]	PUNCT
iajs-2813	38	7	,	,	PUNCT
iajs-2813	38	8	it	it	PRON
iajs-2813	38	9	is	be	AUX
iajs-2813	38	10	machine	machine	NOUN
iajs-2813	38	11	learning	learn	VERB
iajs-2813	38	12	by	by	ADP
iajs-2813	38	13	capturing	capture	VERB
iajs-2813	38	14	and	and	CCONJ
iajs-2813	38	15	using	use	VERB
iajs-2813	38	16	large	large	ADJ
iajs-2813	38	17	amounts	amount	NOUN
iajs-2813	38	18	of	of	ADP
iajs-2813	38	19	unstructured	unstructured	ADJ
iajs-2813	38	20	data	datum	NOUN
iajs-2813	38	21	such	such	ADJ
iajs-2813	38	22	as	as	ADP
iajs-2813	38	23	text	text	NOUN
iajs-2813	38	24	,	,	PUNCT
iajs-2813	38	25	images	image	NOUN
iajs-2813	38	26	,	,	PUNCT
iajs-2813	38	27	or	or	CCONJ
iajs-2813	38	28	videos	video	NOUN
iajs-2813	38	29	and	and	CCONJ
iajs-2813	38	30	training	train	VERB
iajs-2813	38	31	the	the	DET
iajs-2813	38	32	model	model	NOUN
iajs-2813	38	33	on	on	ADP
iajs-2813	38	34	this	this	DET
iajs-2813	38	35	data	datum	NOUN
iajs-2813	38	36	.	.	PUNCT
iajs-2813	39	1	artificial	artificial	ADJ
iajs-2813	39	2	intelligence	intelligence	NOUN
iajs-2813	39	3	in	in	ADP
iajs-2813	39	4	healthcare	healthcare	NOUN
iajs-2813	39	5	involves	involve	VERB
iajs-2813	39	6	designing	design	VERB
iajs-2813	39	7	computer	computer	NOUN
iajs-2813	39	8	algorithms	algorithm	NOUN
iajs-2813	39	9	to	to	PART
iajs-2813	39	10	execute	execute	VERB
iajs-2813	39	11	assignments	assignment	NOUN
iajs-2813	39	12	generally	generally	ADV
iajs-2813	39	13	associated	associate	VERB
iajs-2813	39	14	with	with	ADP
iajs-2813	39	15	human	human	ADJ
iajs-2813	39	16	intelligence	intelligence	NOUN
iajs-2813	39	17	.	.	PUNCT
iajs-2813	40	1	also	also	ADV
iajs-2813	40	2	,	,	PUNCT
iajs-2813	40	3	artificial	artificial	ADJ
iajs-2813	40	4	intelligence	intelligence	NOUN
iajs-2813	40	5	is	be	AUX
iajs-2813	40	6	widely	widely	ADV
iajs-2813	40	7	employed	employ	VERB
iajs-2813	40	8	in	in	ADP
iajs-2813	40	9	technical	technical	ADJ
iajs-2813	40	10	and	and	CCONJ
iajs-2813	40	11	standard	standard	ADJ
iajs-2813	40	12	glossaries	glossary	NOUN
iajs-2813	40	13	to	to	PART
iajs-2813	40	14	encompass	encompass	VERB
iajs-2813	40	15	a	a	DET
iajs-2813	40	16	range	range	NOUN
iajs-2813	40	17	of	of	ADP
iajs-2813	40	18	learning	learning	NOUN
iajs-2813	40	19	,	,	PUNCT
iajs-2813	40	20	including	include	VERB
iajs-2813	40	21	but	but	CCONJ
iajs-2813	40	22	not	not	PART
iajs-2813	40	23	limited	limit	VERB
iajs-2813	40	24	to	to	ADP
iajs-2813	40	25	machine	machine	NOUN
iajs-2813	40	26	learning	learning	NOUN
iajs-2813	40	27	,	,	PUNCT
iajs-2813	40	28	feature	feature	NOUN
iajs-2813	40	29	learning	learning	NOUN
iajs-2813	40	30	,	,	PUNCT
iajs-2813	40	31	deep	deep	ADJ
iajs-2813	40	32	learning	learning	NOUN
iajs-2813	40	33	,	,	PUNCT
iajs-2813	40	34	and	and	CCONJ
iajs-2813	40	35	natural	natural	ADJ
iajs-2813	40	36	language	language	NOUN
iajs-2813	40	37	processing	processing	NOUN
iajs-2813	40	38	.	.	PUNCT
iajs-2813	41	1	whatever	whatever	PRON
iajs-2813	41	2	the	the	DET
iajs-2813	41	3	detailed	detailed	ADJ
iajs-2813	41	4	technology	technology	NOUN
iajs-2813	41	5	,	,	PUNCT
iajs-2813	41	6	the	the	DET
iajs-2813	41	7	overall	overall	ADJ
iajs-2813	41	8	purpose	purpose	NOUN
iajs-2813	41	9	of	of	ADP
iajs-2813	41	10	these	these	DET
iajs-2813	41	11	techniques	technique	NOUN
iajs-2813	41	12	in	in	ADP
iajs-2813	41	13	medicine	medicine	NOUN
iajs-2813	41	14	is	be	AUX
iajs-2813	41	15	to	to	PART
iajs-2813	41	16	operate	operate	VERB
iajs-2813	41	17	computer	computer	NOUN
iajs-2813	41	18	algorithms	algorithm	NOUN
iajs-2813	41	19	to	to	PART
iajs-2813	41	20	extract	extract	VERB
iajs-2813	41	21	relevant	relevant	ADJ
iajs-2813	41	22	information	information	NOUN
iajs-2813	41	23	from	from	ADP
iajs-2813	41	24	data	datum	NOUN
iajs-2813	41	25	and	and	CCONJ
iajs-2813	41	26	aid	aid	NOUN
iajs-2813	41	27	decision	decision	NOUN
iajs-2813	41	28	-	-	PUNCT
iajs-2813	41	29	making	making	NOUN
iajs-2813	41	30	in	in	ADP
iajs-2813	41	31	the	the	DET
iajs-2813	41	32	clinical	clinical	ADJ
iajs-2813	41	33	stage	stage	NOUN
iajs-2813	41	34	.	.	PUNCT
iajs-2813	42	1	on	on	ADP
iajs-2813	42	2	the	the	DET
iajs-2813	42	3	other	other	ADJ
iajs-2813	42	4	hand	hand	NOUN
iajs-2813	42	5	,	,	PUNCT
iajs-2813	42	6	artificial	artificial	ADJ
iajs-2813	42	7	intelligence	intelligence	NOUN
iajs-2813	42	8	can	can	AUX
iajs-2813	42	9	enhance	enhance	VERB
iajs-2813	42	10	the	the	DET
iajs-2813	42	11	medical	medical	ADJ
iajs-2813	42	12	crew	crew	NOUN
iajs-2813	42	13	and	and	CCONJ
iajs-2813	42	14	patient	patient	ADJ
iajs-2813	42	15	effects	effect	NOUN
iajs-2813	42	16	through	through	ADP
iajs-2813	42	17	clinical	clinical	ADJ
iajs-2813	42	18	decision	decision	NOUN
iajs-2813	42	19	support	support	NOUN
iajs-2813	42	20	,	,	PUNCT
iajs-2813	42	21	patient	patient	ADJ
iajs-2813	42	22	monitoring	monitoring	NOUN
iajs-2813	42	23	,	,	PUNCT
iajs-2813	42	24	healthcare	healthcare	NOUN
iajs-2813	42	25	interventions	intervention	NOUN
iajs-2813	42	26	such	such	ADJ
iajs-2813	42	27	as	as	ADP
iajs-2813	42	28	patient	patient	ADJ
iajs-2813	42	29	management	management	NOUN
iajs-2813	42	30	,	,	PUNCT
iajs-2813	42	31	aiding	aid	VERB
iajs-2813	42	32	in	in	ADP
iajs-2813	42	33	diagnosis	diagnosis	NOUN
iajs-2813	42	34	and	and	CCONJ
iajs-2813	42	35	treatment	treatment	NOUN
iajs-2813	42	36	selection	selection	NOUN
iajs-2813	42	37	,	,	PUNCT
iajs-2813	42	38	risk	risk	NOUN
iajs-2813	42	39	prediction	prediction	NOUN
iajs-2813	42	40	and	and	CCONJ
iajs-2813	42	41	disease	disease	NOUN
iajs-2813	42	42	stratification	stratification	NOUN
iajs-2813	42	43	,	,	PUNCT
iajs-2813	42	44	reducing	reduce	VERB
iajs-2813	42	45	medical	medical	ADJ
iajs-2813	42	46	errors	error	NOUN
iajs-2813	42	47	and	and	CCONJ
iajs-2813	42	48	increasing	increase	VERB
iajs-2813	42	49	productivity	productivity	NOUN
iajs-2813	42	50	,	,	PUNCT
iajs-2813	42	51	reducing	reduce	VERB
iajs-2813	42	52	costs	cost	NOUN
iajs-2813	42	53	,	,	PUNCT
iajs-2813	42	54	and	and	CCONJ
iajs-2813	42	55	improving	improve	VERB
iajs-2813	42	56	community	community	NOUN
iajs-2813	42	57	productivity	productivity	NOUN
iajs-2813	42	58	as	as	ADV
iajs-2813	42	59	well	well	ADV
iajs-2813	42	60	as	as	ADP
iajs-2813	42	61	providing	provide	VERB
iajs-2813	42	62	important	important	ADJ
iajs-2813	42	63	opportunities	opportunity	NOUN
iajs-2813	42	64	such	such	ADJ
iajs-2813	42	65	as	as	ADP
iajs-2813	42	66	the	the	DET
iajs-2813	42	67	influence	influence	NOUN
iajs-2813	42	68	on	on	ADP
iajs-2813	42	69	health	health	NOUN
iajs-2813	42	70	.	.	PUNCT
iajs-2813	43	1	figure	figure	NOUN
iajs-2813	43	2	1	1	NUM
iajs-2813	43	3	shows	show	VERB
iajs-2813	43	4	healthcare	healthcare	NOUN
iajs-2813	43	5	workers	worker	NOUN
iajs-2813	43	6	ihjpas	ihjpa	VERB
iajs-2813	43	7	.	.	PUNCT
iajs-2813	44	1	53	53	NUM
iajs-2813	44	2	(	(	PUNCT
iajs-2813	44	3	3)2022	3)2022	NOUN
iajs-2813	44	4	177	177	NUM
iajs-2813	44	5	using	use	VERB
iajs-2813	44	6	artificial	artificial	ADJ
iajs-2813	44	7	intelligence	intelligence	NOUN
iajs-2813	44	8	techniques	technique	NOUN
iajs-2813	44	9	to	to	PART
iajs-2813	44	10	get	get	VERB
iajs-2813	44	11	their	their	PRON
iajs-2813	44	12	work	work	NOUN
iajs-2813	44	13	done	do	VERB
iajs-2813	44	14	.	.	PUNCT
iajs-2813	45	1	personal	personal	ADJ
iajs-2813	45	2	health	health	NOUN
iajs-2813	45	3	data	datum	NOUN
iajs-2813	45	4	is	be	AUX
iajs-2813	45	5	accumulated	accumulate	VERB
iajs-2813	45	6	from	from	ADP
iajs-2813	45	7	multiple	multiple	ADJ
iajs-2813	45	8	technology	technology	NOUN
iajs-2813	45	9	platforms	platform	NOUN
iajs-2813	45	10	such	such	ADJ
iajs-2813	45	11	as	as	ADP
iajs-2813	45	12	web	web	NOUN
iajs-2813	45	13	servers	server	NOUN
iajs-2813	45	14	,	,	PUNCT
iajs-2813	45	15	electronic	electronic	ADJ
iajs-2813	45	16	health	health	NOUN
iajs-2813	45	17	records	record	NOUN
iajs-2813	45	18	(	(	PUNCT
iajs-2813	45	19	ehrs	ehrs	INTJ
iajs-2813	45	20	)	)	PUNCT
iajs-2813	45	21	,	,	PUNCT
iajs-2813	45	22	genetic	genetic	ADJ
iajs-2813	45	23	data	datum	NOUN
iajs-2813	45	24	,	,	PUNCT
iajs-2813	45	25	personal	personal	ADJ
iajs-2813	45	26	computers	computer	NOUN
iajs-2813	45	27	,	,	PUNCT
iajs-2813	45	28	smartphones	smartphone	NOUN
iajs-2813	45	29	,	,	PUNCT
iajs-2813	45	30	mobile	mobile	ADJ
iajs-2813	45	31	applications	application	NOUN
iajs-2813	45	32	,	,	PUNCT
iajs-2813	45	33	wearable	wearable	ADJ
iajs-2813	45	34	devices	device	NOUN
iajs-2813	45	35	and	and	CCONJ
iajs-2813	45	36	sensors	sensor	NOUN
iajs-2813	45	37	,	,	PUNCT
iajs-2813	45	38	demographic	demographic	ADJ
iajs-2813	45	39	information	information	NOUN
iajs-2813	45	40	,	,	PUNCT
iajs-2813	45	41	and	and	CCONJ
iajs-2813	45	42	healthcare	healthcare	PROPN
iajs-2813	45	43	.	.	PUNCT
iajs-2813	46	1	in	in	ADP
iajs-2813	46	2	concise	concise	ADJ
iajs-2813	46	3	,	,	PUNCT
iajs-2813	46	4	artificial	artificial	ADJ
iajs-2813	46	5	intelligence	intelligence	NOUN
iajs-2813	46	6	can	can	AUX
iajs-2813	46	7	go	go	VERB
iajs-2813	46	8	beyond	beyond	ADP
iajs-2813	46	9	the	the	DET
iajs-2813	46	10	cognitive	cognitive	ADJ
iajs-2813	46	11	ability	ability	NOUN
iajs-2813	46	12	of	of	ADP
iajs-2813	46	13	humanity	humanity	NOUN
iajs-2813	46	14	to	to	PART
iajs-2813	46	15	manage	manage	VERB
iajs-2813	46	16	information	information	NOUN
iajs-2813	46	17	effectively	effectively	ADV
iajs-2813	46	18	,	,	PUNCT
iajs-2813	46	19	as	as	SCONJ
iajs-2813	46	20	it	it	PRON
iajs-2813	46	21	has	have	VERB
iajs-2813	46	22	the	the	DET
iajs-2813	46	23	role	role	NOUN
iajs-2813	46	24	of	of	ADP
iajs-2813	46	25	extracting	extract	VERB
iajs-2813	46	26	notes	note	NOUN
iajs-2813	46	27	from	from	ADP
iajs-2813	46	28	x	x	NOUN
iajs-2813	46	29	-	-	NOUN
iajs-2813	46	30	ray	ray	NOUN
iajs-2813	46	31	images	image	NOUN
iajs-2813	46	32	[	[	X
iajs-2813	46	33	12	12	NUM
iajs-2813	46	34	]	]	PUNCT
iajs-2813	46	35	,	,	PUNCT
iajs-2813	46	36	laboratory	laboratory	NOUN
iajs-2813	46	37	results	result	NOUN
iajs-2813	46	38	,	,	PUNCT
iajs-2813	46	39	genetic	genetic	ADJ
iajs-2813	46	40	data	datum	NOUN
iajs-2813	46	41	,	,	PUNCT
iajs-2813	46	42	etc	etc	X
iajs-2813	46	43	.	.	X
iajs-2813	46	44	,	,	PUNCT
iajs-2813	46	45	efficiently	efficiently	ADV
iajs-2813	46	46	and	and	CCONJ
iajs-2813	46	47	helping	help	VERB
iajs-2813	46	48	healthcare	healthcare	NOUN
iajs-2813	46	49	workers	worker	NOUN
iajs-2813	46	50	determine	determine	VERB
iajs-2813	46	51	the	the	DET
iajs-2813	46	52	patient	patient	NOUN
iajs-2813	46	53	's	's	PART
iajs-2813	46	54	condition	condition	NOUN
iajs-2813	46	55	accurately	accurately	ADV
iajs-2813	46	56	.	.	PUNCT
iajs-2813	47	1	machine	machine	NOUN
iajs-2813	47	2	learning	learn	VERB
iajs-2813	47	3	techniques	technique	NOUN
iajs-2813	47	4	have	have	AUX
iajs-2813	47	5	developed	develop	VERB
iajs-2813	47	6	significantly	significantly	ADV
iajs-2813	47	7	and	and	CCONJ
iajs-2813	47	8	remarkably	remarkably	ADV
iajs-2813	47	9	recently	recently	ADV
iajs-2813	47	10	.	.	PUNCT
iajs-2813	48	1	physicians	physician	NOUN
iajs-2813	48	2	and	and	CCONJ
iajs-2813	48	3	healthcare	healthcare	PROPN
iajs-2813	48	4	workers	worker	NOUN
iajs-2813	48	5	have	have	AUX
iajs-2813	48	6	utilized	utilize	VERB
iajs-2813	48	7	them	they	PRON
iajs-2813	48	8	to	to	PART
iajs-2813	48	9	support	support	VERB
iajs-2813	48	10	them	they	PRON
iajs-2813	48	11	in	in	ADP
iajs-2813	48	12	analyzing	analyze	VERB
iajs-2813	48	13	and	and	CCONJ
iajs-2813	48	14	predicting	predict	VERB
iajs-2813	48	15	heart	heart	NOUN
iajs-2813	48	16	diseases	disease	NOUN
iajs-2813	48	17	of	of	ADP
iajs-2813	48	18	all	all	DET
iajs-2813	48	19	types	type	NOUN
iajs-2813	48	20	due	due	ADP
iajs-2813	48	21	to	to	ADP
iajs-2813	48	22	their	their	PRON
iajs-2813	48	23	excellent	excellent	ADJ
iajs-2813	48	24	ability	ability	NOUN
iajs-2813	48	25	to	to	PART
iajs-2813	48	26	give	give	VERB
iajs-2813	48	27	effects	effect	NOUN
iajs-2813	48	28	that	that	PRON
iajs-2813	48	29	help	help	AUX
iajs-2813	48	30	make	make	VERB
iajs-2813	48	31	decisions	decision	NOUN
iajs-2813	48	32	about	about	ADP
iajs-2813	48	33	the	the	DET
iajs-2813	48	34	patient	patient	NOUN
iajs-2813	48	35	’s	’s	PART
iajs-2813	48	36	condition	condition	NOUN
iajs-2813	48	37	.	.	PUNCT
iajs-2813	49	1	figure	figure	NOUN
iajs-2813	49	2	1	1	NUM
iajs-2813	49	3	.	.	PUNCT
iajs-2813	50	1	healthcare	healthcare	NOUN
iajs-2813	50	2	workers	worker	NOUN
iajs-2813	50	3	using	use	VERB
iajs-2813	50	4	artificial	artificial	ADJ
iajs-2813	50	5	intelligence	intelligence	NOUN
iajs-2813	50	6	techniques	technique	NOUN
iajs-2813	50	7	[	[	PUNCT
iajs-2813	50	8	downloaded	download	VERB
iajs-2813	50	9	from	from	ADP
iajs-2813	50	10	google	google	PROPN
iajs-2813	50	11	]	]	PUNCT
iajs-2813	50	12	.	.	PUNCT
iajs-2813	51	1	the	the	DET
iajs-2813	51	2	principal	principal	ADJ
iajs-2813	51	3	contribution	contribution	NOUN
iajs-2813	51	4	of	of	ADP
iajs-2813	51	5	this	this	DET
iajs-2813	51	6	article	article	NOUN
iajs-2813	51	7	is	be	AUX
iajs-2813	51	8	to	to	PART
iajs-2813	51	9	summarise	summarise	VERB
iajs-2813	51	10	the	the	DET
iajs-2813	51	11	role	role	NOUN
iajs-2813	51	12	of	of	ADP
iajs-2813	51	13	machine	machine	NOUN
iajs-2813	51	14	learning	learn	VERB
iajs-2813	51	15	in	in	ADP
iajs-2813	51	16	predicting	predict	VERB
iajs-2813	51	17	heart	heart	NOUN
iajs-2813	51	18	disease	disease	NOUN
iajs-2813	51	19	by	by	ADP
iajs-2813	51	20	focusing	focus	VERB
iajs-2813	51	21	on	on	ADP
iajs-2813	51	22	the	the	DET
iajs-2813	51	23	20	20	NUM
iajs-2813	51	24	most	most	ADV
iajs-2813	51	25	influential	influential	ADJ
iajs-2813	51	26	papers	paper	NOUN
iajs-2813	51	27	issued	issue	VERB
iajs-2813	51	28	between	between	ADP
iajs-2813	51	29	2017	2017	NUM
iajs-2813	51	30	and	and	CCONJ
iajs-2813	51	31	2021	2021	NUM
iajs-2813	51	32	.	.	PUNCT
iajs-2813	52	1	the	the	DET
iajs-2813	52	2	authors	author	NOUN
iajs-2813	52	3	try	try	VERB
iajs-2813	52	4	to	to	PART
iajs-2813	52	5	make	make	VERB
iajs-2813	52	6	this	this	PRON
iajs-2813	52	7	an	an	DET
iajs-2813	52	8	essential	essential	ADJ
iajs-2813	52	9	reference	reference	NOUN
iajs-2813	52	10	for	for	ADP
iajs-2813	52	11	future	future	ADJ
iajs-2813	52	12	use	use	NOUN
iajs-2813	52	13	.	.	PUNCT
iajs-2813	53	1	in	in	ADP
iajs-2813	53	2	addition	addition	NOUN
iajs-2813	53	3	,	,	PUNCT
iajs-2813	53	4	the	the	DET
iajs-2813	53	5	article	article	NOUN
iajs-2813	53	6	shows	show	VERB
iajs-2813	53	7	the	the	DET
iajs-2813	53	8	vital	vital	ADJ
iajs-2813	53	9	role	role	NOUN
iajs-2813	53	10	of	of	ADP
iajs-2813	53	11	machine	machine	NOUN
iajs-2813	53	12	learning	learn	VERB
iajs-2813	53	13	in	in	ADP
iajs-2813	53	14	analyzing	analyze	VERB
iajs-2813	53	15	heart	heart	NOUN
iajs-2813	53	16	images	image	NOUN
iajs-2813	53	17	and	and	CCONJ
iajs-2813	53	18	understanding	understand	VERB
iajs-2813	53	19	heart	heart	NOUN
iajs-2813	53	20	diseases	disease	NOUN
iajs-2813	53	21	and	and	CCONJ
iajs-2813	53	22	how	how	SCONJ
iajs-2813	53	23	they	they	PRON
iajs-2813	53	24	impact	impact	VERB
iajs-2813	53	25	human	human	ADJ
iajs-2813	53	26	life	life	NOUN
iajs-2813	53	27	.	.	PUNCT
iajs-2813	54	1	this	this	DET
iajs-2813	54	2	article	article	NOUN
iajs-2813	54	3	is	be	AUX
iajs-2813	54	4	outlined	outline	VERB
iajs-2813	54	5	as	as	SCONJ
iajs-2813	54	6	follows	follow	VERB
iajs-2813	54	7	;	;	PUNCT
iajs-2813	54	8	machine	machine	NOUN
iajs-2813	54	9	learning	learning	NOUN
iajs-2813	54	10	and	and	CCONJ
iajs-2813	54	11	its	its	PRON
iajs-2813	54	12	techniques	technique	NOUN
iajs-2813	54	13	are	be	AUX
iajs-2813	54	14	detailed	detail	VERB
iajs-2813	54	15	in	in	ADP
iajs-2813	54	16	section	section	NOUN
iajs-2813	54	17	two	two	NUM
iajs-2813	54	18	,	,	PUNCT
iajs-2813	54	19	followed	follow	VERB
iajs-2813	54	20	by	by	ADP
iajs-2813	54	21	section	section	NOUN
iajs-2813	54	22	three	three	NUM
iajs-2813	54	23	,	,	PUNCT
iajs-2813	54	24	which	which	PRON
iajs-2813	54	25	shows	show	VERB
iajs-2813	54	26	the	the	DET
iajs-2813	54	27	articles	article	NOUN
iajs-2813	54	28	selected	select	VERB
iajs-2813	54	29	by	by	ADP
iajs-2813	54	30	the	the	DET
iajs-2813	54	31	authors	author	NOUN
iajs-2813	54	32	as	as	SCONJ
iajs-2813	54	33	they	they	PRON
iajs-2813	54	34	are	be	AUX
iajs-2813	54	35	presented	present	VERB
iajs-2813	54	36	in	in	ADP
iajs-2813	54	37	a	a	DET
iajs-2813	54	38	table	table	NOUN
iajs-2813	54	39	with	with	ADP
iajs-2813	54	40	their	their	PRON
iajs-2813	54	41	details	detail	NOUN
iajs-2813	54	42	.	.	PUNCT
iajs-2813	55	1	finally	finally	ADV
iajs-2813	55	2	,	,	PUNCT
iajs-2813	55	3	a	a	DET
iajs-2813	55	4	conclusion	conclusion	NOUN
iajs-2813	55	5	is	be	AUX
iajs-2813	55	6	drawn	draw	VERB
iajs-2813	55	7	up	up	ADP
iajs-2813	55	8	in	in	ADP
iajs-2813	55	9	section	section	NOUN
iajs-2813	55	10	four	four	NUM
iajs-2813	55	11	.	.	NOUN
iajs-2813	55	12	2	2	X
iajs-2813	55	13	.	.	X
iajs-2813	55	14	machine	machine	NOUN
iajs-2813	55	15	learning	learn	VERB
iajs-2813	55	16	techniques	technique	VERB
iajs-2813	55	17	artificial	artificial	ADJ
iajs-2813	55	18	intelligence	intelligence	NOUN
iajs-2813	55	19	,	,	PUNCT
iajs-2813	55	20	machine	machine	NOUN
iajs-2813	55	21	learning	learning	NOUN
iajs-2813	55	22	,	,	PUNCT
iajs-2813	55	23	and	and	CCONJ
iajs-2813	55	24	deep	deep	ADJ
iajs-2813	55	25	learning	learning	NOUN
iajs-2813	55	26	are	be	AUX
iajs-2813	55	27	concepts	concept	NOUN
iajs-2813	55	28	that	that	PRON
iajs-2813	55	29	are	be	AUX
iajs-2813	55	30	often	often	ADV
iajs-2813	55	31	perplexed	perplex	VERB
iajs-2813	55	32	by	by	ADP
iajs-2813	55	33	each	each	DET
iajs-2813	55	34	other	other	ADJ
iajs-2813	55	35	.	.	PUNCT
iajs-2813	56	1	chiefly	chiefly	ADV
iajs-2813	56	2	,	,	PUNCT
iajs-2813	56	3	artificial	artificial	ADJ
iajs-2813	56	4	intelligence	intelligence	NOUN
iajs-2813	56	5	is	be	AUX
iajs-2813	56	6	the	the	DET
iajs-2813	56	7	ability	ability	NOUN
iajs-2813	56	8	of	of	ADP
iajs-2813	56	9	programs	program	NOUN
iajs-2813	56	10	to	to	PART
iajs-2813	56	11	learn	learn	VERB
iajs-2813	56	12	and	and	CCONJ
iajs-2813	56	13	act	act	VERB
iajs-2813	56	14	like	like	ADP
iajs-2813	56	15	humans	human	NOUN
iajs-2813	56	16	,	,	PUNCT
iajs-2813	56	17	whereas	whereas	SCONJ
iajs-2813	56	18	machine	machine	NOUN
iajs-2813	56	19	learning	learning	NOUN
iajs-2813	56	20	is	be	AUX
iajs-2813	56	21	algorithms	algorithm	NOUN
iajs-2813	56	22	written	write	VERB
iajs-2813	56	23	for	for	ADP
iajs-2813	56	24	the	the	DET
iajs-2813	56	25	same	same	ADJ
iajs-2813	56	26	purpose	purpose	NOUN
iajs-2813	56	27	.	.	PUNCT
iajs-2813	57	1	machine	machine	NOUN
iajs-2813	57	2	learning	learning	NOUN
iajs-2813	57	3	has	have	AUX
iajs-2813	57	4	noticed	notice	VERB
iajs-2813	57	5	tremendous	tremendous	ADJ
iajs-2813	57	6	interest	interest	NOUN
iajs-2813	57	7	in	in	ADP
iajs-2813	57	8	the	the	DET
iajs-2813	57	9	last	last	ADJ
iajs-2813	57	10	few	few	ADJ
iajs-2813	57	11	years	year	NOUN
iajs-2813	57	12	,	,	PUNCT
iajs-2813	57	13	and	and	CCONJ
iajs-2813	57	14	this	this	DET
iajs-2813	57	15	matter	matter	NOUN
iajs-2813	57	16	is	be	AUX
iajs-2813	57	17	still	still	ADV
iajs-2813	57	18	going	go	VERB
iajs-2813	57	19	ahead	ahead	ADV
iajs-2813	57	20	in	in	ADP
iajs-2813	57	21	persistent	persistent	ADJ
iajs-2813	57	22	steps	step	NOUN
iajs-2813	57	23	[	[	X
iajs-2813	57	24	13	13	NUM
iajs-2813	57	25	]	]	PUNCT
iajs-2813	57	26	.	.	PUNCT
iajs-2813	58	1	nevertheless	nevertheless	ADV
iajs-2813	58	2	,	,	PUNCT
iajs-2813	58	3	people	people	NOUN
iajs-2813	58	4	look	look	VERB
iajs-2813	58	5	at	at	ADP
iajs-2813	58	6	machine	machine	NOUN
iajs-2813	58	7	learning	learning	NOUN
iajs-2813	58	8	as	as	ADP
iajs-2813	58	9	an	an	DET
iajs-2813	58	10	advanced	advanced	ADJ
iajs-2813	58	11	technology	technology	NOUN
iajs-2813	58	12	that	that	PRON
iajs-2813	58	13	could	could	AUX
iajs-2813	58	14	be	be	AUX
iajs-2813	58	15	developed	develop	VERB
iajs-2813	58	16	,	,	PUNCT
iajs-2813	58	17	applied	apply	VERB
iajs-2813	58	18	,	,	PUNCT
iajs-2813	58	19	and	and	CCONJ
iajs-2813	58	20	accessed	access	VERB
iajs-2813	58	21	only	only	ADV
iajs-2813	58	22	by	by	ADP
iajs-2813	58	23	experts	expert	NOUN
iajs-2813	58	24	.	.	PUNCT
iajs-2813	59	1	this	this	DET
iajs-2813	59	2	view	view	NOUN
iajs-2813	59	3	is	be	AUX
iajs-2813	59	4	becoming	become	VERB
iajs-2813	59	5	less	less	ADV
iajs-2813	59	6	adopted	adopt	VERB
iajs-2813	59	7	,	,	PUNCT
iajs-2813	59	8	and	and	CCONJ
iajs-2813	59	9	now	now	ADV
iajs-2813	59	10	more	more	ADJ
iajs-2813	59	11	categories	category	NOUN
iajs-2813	59	12	of	of	ADP
iajs-2813	59	13	professionals	professional	NOUN
iajs-2813	59	14	are	be	AUX
iajs-2813	59	15	interested	interested	ADJ
iajs-2813	59	16	in	in	ADP
iajs-2813	59	17	using	use	VERB
iajs-2813	59	18	or	or	CCONJ
iajs-2813	59	19	adopting	adopt	VERB
iajs-2813	59	20	machine	machine	NOUN
iajs-2813	59	21	learning	learning	NOUN
iajs-2813	59	22	and	and	CCONJ
iajs-2813	59	23	other	other	ADJ
iajs-2813	59	24	artificial	artificial	ADJ
iajs-2813	59	25	intelligence	intelligence	NOUN
iajs-2813	59	26	methods	method	NOUN
iajs-2813	59	27	and	and	CCONJ
iajs-2813	59	28	tools	tool	NOUN
iajs-2813	59	29	to	to	PART
iajs-2813	59	30	support	support	VERB
iajs-2813	59	31	their	their	PRON
iajs-2813	59	32	investigation	investigation	NOUN
iajs-2813	59	33	and	and	CCONJ
iajs-2813	59	34	work	work	NOUN
iajs-2813	59	35	[	[	X
iajs-2813	59	36	14	14	NUM
iajs-2813	59	37	]	]	PUNCT
iajs-2813	59	38	.	.	PUNCT
iajs-2813	60	1	it	it	PRON
iajs-2813	60	2	is	be	AUX
iajs-2813	60	3	built	build	VERB
iajs-2813	60	4	on	on	ADP
iajs-2813	60	5	the	the	DET
iajs-2813	60	6	sub	sub	NOUN
iajs-2813	60	7	-	-	NOUN
iajs-2813	60	8	domains	domain	NOUN
iajs-2813	60	9	of	of	ADP
iajs-2813	60	10	mathematics	mathematic	NOUN
iajs-2813	60	11	such	such	ADJ
iajs-2813	60	12	as	as	ADP
iajs-2813	60	13	probability	probability	NOUN
iajs-2813	60	14	,	,	PUNCT
iajs-2813	60	15	statistics	statistic	NOUN
iajs-2813	60	16	,	,	PUNCT
iajs-2813	60	17	and	and	CCONJ
iajs-2813	60	18	optimization	optimization	NOUN
iajs-2813	60	19	.	.	PUNCT
iajs-2813	61	1	also	also	ADV
iajs-2813	61	2	,	,	PUNCT
iajs-2813	61	3	it	it	PRON
iajs-2813	61	4	is	be	AUX
iajs-2813	61	5	a	a	DET
iajs-2813	61	6	science	science	NOUN
iajs-2813	61	7	that	that	PRON
iajs-2813	61	8	will	will	AUX
iajs-2813	61	9	continue	continue	VERB
iajs-2813	61	10	to	to	PART
iajs-2813	61	11	be	be	AUX
iajs-2813	61	12	an	an	DET
iajs-2813	61	13	ever	ever	ADV
iajs-2813	61	14	-	-	PUNCT
iajs-2813	61	15	expanding	expand	VERB
iajs-2813	61	16	domain	domain	NOUN
iajs-2813	61	17	.	.	PUNCT
iajs-2813	62	1	there	there	PRON
iajs-2813	62	2	are	be	VERB
iajs-2813	62	3	many	many	ADJ
iajs-2813	62	4	motivations	motivation	NOUN
iajs-2813	62	5	for	for	ADP
iajs-2813	62	6	this	this	PRON
iajs-2813	62	7	.	.	PUNCT
iajs-2813	63	1	first	first	ADV
iajs-2813	63	2	,	,	PUNCT
iajs-2813	63	3	separate	separate	ADJ
iajs-2813	63	4	research	research	NOUN
iajs-2813	63	5	communities	community	NOUN
iajs-2813	63	6	in	in	ADP
iajs-2813	63	7	symbolic	symbolic	ADJ
iajs-2813	63	8	machine	machine	NOUN
iajs-2813	63	9	learning	learning	NOUN
iajs-2813	63	10	,	,	PUNCT
iajs-2813	63	11	computational	computational	ADJ
iajs-2813	63	12	learning	learning	NOUN
iajs-2813	63	13	theory	theory	NOUN
iajs-2813	63	14	(	(	PUNCT
iajs-2813	63	15	colt	colt	NOUN
iajs-2813	63	16	)	)	PUNCT
iajs-2813	63	17	,	,	PUNCT
iajs-2813	63	18	statistics	statistic	NOUN
iajs-2813	63	19	,	,	PUNCT
iajs-2813	63	20	neural	neural	ADJ
iajs-2813	63	21	networks	network	NOUN
iajs-2813	63	22	,	,	PUNCT
iajs-2813	63	23	and	and	CCONJ
iajs-2813	63	24	pattern	pattern	NOUN
iajs-2813	63	25	recognition	recognition	NOUN
iajs-2813	63	26	discovered	discover	VERB
iajs-2813	63	27	each	each	DET
iajs-2813	63	28	other	other	ADJ
iajs-2813	63	29	and	and	CCONJ
iajs-2813	63	30	began	begin	VERB
iajs-2813	63	31	to	to	PART
iajs-2813	63	32	work	work	VERB
iajs-2813	63	33	together	together	ADV
iajs-2813	63	34	.	.	PUNCT
iajs-2813	64	1	ihjpas	ihjpas	PROPN
iajs-2813	64	2	.	.	PUNCT
iajs-2813	65	1	53	53	NUM
iajs-2813	65	2	(	(	PUNCT
iajs-2813	65	3	3)2022	3)2022	NOUN
iajs-2813	65	4	178	178	NUM
iajs-2813	65	5	figure	figure	NOUN
iajs-2813	65	6	2	2	NUM
iajs-2813	65	7	.	.	PUNCT
iajs-2813	66	1	the	the	DET
iajs-2813	66	2	role	role	NOUN
iajs-2813	66	3	of	of	ADP
iajs-2813	66	4	artificial	artificial	ADJ
iajs-2813	66	5	intelligence	intelligence	NOUN
iajs-2813	66	6	in	in	ADP
iajs-2813	66	7	the	the	DET
iajs-2813	66	8	healthcare	healthcare	NOUN
iajs-2813	66	9	domain	domain	NOUN
iajs-2813	66	10	[	[	X
iajs-2813	66	11	15	15	NUM
iajs-2813	66	12	]	]	PUNCT
iajs-2813	66	13	.	.	PUNCT
iajs-2813	67	1	second	second	ADJ
iajs-2813	67	2	,	,	PUNCT
iajs-2813	67	3	machine	machine	NOUN
iajs-2813	67	4	learning	learning	NOUN
iajs-2813	67	5	techniques	technique	NOUN
iajs-2813	67	6	can	can	AUX
iajs-2813	67	7	be	be	AUX
iajs-2813	67	8	involved	involve	VERB
iajs-2813	67	9	in	in	ADP
iajs-2813	67	10	new	new	ADJ
iajs-2813	67	11	problems	problem	NOUN
iajs-2813	67	12	such	such	ADJ
iajs-2813	67	13	as	as	ADP
iajs-2813	67	14	knowledge	knowledge	NOUN
iajs-2813	67	15	discovery	discovery	NOUN
iajs-2813	67	16	in	in	ADP
iajs-2813	67	17	databases	database	NOUN
iajs-2813	67	18	,	,	PUNCT
iajs-2813	67	19	robot	robot	NOUN
iajs-2813	67	20	control	control	NOUN
iajs-2813	67	21	,	,	PUNCT
iajs-2813	67	22	language	language	NOUN
iajs-2813	67	23	processing	processing	NOUN
iajs-2813	67	24	,	,	PUNCT
iajs-2813	67	25	and	and	CCONJ
iajs-2813	67	26	co	co	NOUN
iajs-2813	67	27	-	-	NOUN
iajs-2813	67	28	optimization	optimization	NOUN
iajs-2813	67	29	,	,	PUNCT
iajs-2813	67	30	as	as	ADV
iajs-2813	67	31	well	well	ADV
iajs-2813	67	32	as	as	ADP
iajs-2813	67	33	traditional	traditional	ADJ
iajs-2813	67	34	issues	issue	NOUN
iajs-2813	67	35	such	such	ADJ
iajs-2813	67	36	as	as	ADP
iajs-2813	67	37	speech	speech	NOUN
iajs-2813	67	38	recognition	recognition	NOUN
iajs-2813	67	39	,	,	PUNCT
iajs-2813	67	40	handwriting	handwriting	NOUN
iajs-2813	67	41	recognition	recognition	NOUN
iajs-2813	67	42	,	,	PUNCT
iajs-2813	67	43	face	face	NOUN
iajs-2813	67	44	recognition	recognition	NOUN
iajs-2813	67	45	,	,	PUNCT
iajs-2813	67	46	and	and	CCONJ
iajs-2813	67	47	medical	medical	ADJ
iajs-2813	67	48	problems	problem	NOUN
iajs-2813	67	49	.	.	PUNCT
iajs-2813	68	1	in	in	ADP
iajs-2813	68	2	healthcare	healthcare	PROPN
iajs-2813	68	3	,	,	PUNCT
iajs-2813	68	4	researchers	researcher	NOUN
iajs-2813	68	5	are	be	AUX
iajs-2813	68	6	now	now	ADV
iajs-2813	68	7	more	more	ADV
iajs-2813	68	8	interested	interested	ADJ
iajs-2813	68	9	in	in	ADP
iajs-2813	68	10	adopting	adopt	VERB
iajs-2813	68	11	and	and	CCONJ
iajs-2813	68	12	using	use	VERB
iajs-2813	68	13	artificial	artificial	ADJ
iajs-2813	68	14	intelligence	intelligence	NOUN
iajs-2813	68	15	and	and	CCONJ
iajs-2813	68	16	machine	machine	NOUN
iajs-2813	68	17	learning	learn	VERB
iajs-2813	68	18	techniques	technique	NOUN
iajs-2813	68	19	to	to	PART
iajs-2813	68	20	gain	gain	VERB
iajs-2813	68	21	more	more	ADJ
iajs-2813	68	22	knowledge	knowledge	NOUN
iajs-2813	68	23	and	and	CCONJ
iajs-2813	68	24	help	help	NOUN
iajs-2813	68	25	(	(	PUNCT
iajs-2813	68	26	see	see	VERB
iajs-2813	68	27	figure	figure	NOUN
iajs-2813	68	28	2	2	NUM
iajs-2813	68	29	)	)	PUNCT
iajs-2813	68	30	.	.	PUNCT
iajs-2813	69	1	for	for	ADP
iajs-2813	69	2	instance	instance	NOUN
iajs-2813	69	3	,	,	PUNCT
iajs-2813	69	4	machine	machine	NOUN
iajs-2813	69	5	learning	learning	NOUN
iajs-2813	69	6	techniques	technique	NOUN
iajs-2813	69	7	can	can	AUX
iajs-2813	69	8	be	be	AUX
iajs-2813	69	9	a	a	DET
iajs-2813	69	10	good	good	ADJ
iajs-2813	69	11	source	source	NOUN
iajs-2813	69	12	of	of	ADP
iajs-2813	69	13	originating	originate	VERB
iajs-2813	69	14	hidden	hide	VERB
iajs-2813	69	15	knowledge	knowledge	NOUN
iajs-2813	69	16	from	from	ADP
iajs-2813	69	17	medical	medical	ADJ
iajs-2813	69	18	data	datum	NOUN
iajs-2813	69	19	and	and	CCONJ
iajs-2813	69	20	records	record	NOUN
iajs-2813	69	21	to	to	PART
iajs-2813	69	22	assist	assist	VERB
iajs-2813	69	23	society	society	NOUN
iajs-2813	69	24	in	in	ADP
iajs-2813	69	25	reducing	reduce	VERB
iajs-2813	69	26	the	the	DET
iajs-2813	69	27	number	number	NOUN
iajs-2813	69	28	of	of	ADP
iajs-2813	69	29	trials	trial	NOUN
iajs-2813	69	30	required	require	VERB
iajs-2813	69	31	to	to	PART
iajs-2813	69	32	diagnose	diagnose	VERB
iajs-2813	69	33	a	a	DET
iajs-2813	69	34	person	person	NOUN
iajs-2813	69	35	's	's	PART
iajs-2813	69	36	disease	disease	NOUN
iajs-2813	69	37	accurately	accurately	ADV
iajs-2813	69	38	.	.	PUNCT
iajs-2813	70	1	a	a	DET
iajs-2813	70	2	survey	survey	NOUN
iajs-2813	70	3	shows	show	VERB
iajs-2813	70	4	that	that	SCONJ
iajs-2813	70	5	half	half	NOUN
iajs-2813	70	6	of	of	ADP
iajs-2813	70	7	the	the	DET
iajs-2813	70	8	organizations	organization	NOUN
iajs-2813	70	9	classified	classify	VERB
iajs-2813	70	10	as	as	SCONJ
iajs-2813	70	11	healthcare	healthcare	PROPN
iajs-2813	70	12	are	be	AUX
iajs-2813	70	13	using	use	VERB
iajs-2813	70	14	or	or	CCONJ
iajs-2813	70	15	scheduling	schedule	VERB
iajs-2813	70	16	the	the	DET
iajs-2813	70	17	use	use	NOUN
iajs-2813	70	18	of	of	ADP
iajs-2813	70	19	artificial	artificial	ADJ
iajs-2813	70	20	intelligence	intelligence	NOUN
iajs-2813	70	21	in	in	ADP
iajs-2813	70	22	imaging	imaging	NOUN
iajs-2813	70	23	.	.	PUNCT
iajs-2813	71	1	moreover	moreover	ADV
iajs-2813	71	2	,	,	PUNCT
iajs-2813	71	3	machine	machine	NOUN
iajs-2813	71	4	learning	learning	NOUN
iajs-2813	71	5	techniques	technique	NOUN
iajs-2813	71	6	are	be	AUX
iajs-2813	71	7	naturally	naturally	ADV
iajs-2813	71	8	divided	divide	VERB
iajs-2813	71	9	into	into	ADP
iajs-2813	71	10	supervised	supervised	ADJ
iajs-2813	71	11	and	and	CCONJ
iajs-2813	71	12	unsupervised	unsupervised	ADJ
iajs-2813	72	1	[	[	X
iajs-2813	72	2	15	15	NUM
iajs-2813	72	3	]	]	PUNCT
iajs-2813	72	4	.	.	PUNCT
iajs-2813	73	1	supervised	supervised	ADJ
iajs-2813	73	2	learning	learning	NOUN
iajs-2813	73	3	is	be	AUX
iajs-2813	73	4	based	base	VERB
iajs-2813	73	5	on	on	ADP
iajs-2813	73	6	training	train	VERB
iajs-2813	73	7	a	a	DET
iajs-2813	73	8	data	data	NOUN
iajs-2813	73	9	sample	sample	NOUN
iajs-2813	73	10	from	from	ADP
iajs-2813	73	11	the	the	DET
iajs-2813	73	12	data	data	NOUN
iajs-2813	73	13	source	source	NOUN
iajs-2813	73	14	with	with	ADP
iajs-2813	73	15	the	the	DET
iajs-2813	73	16	correct	correct	ADJ
iajs-2813	73	17	pre	pre	ADJ
iajs-2813	73	18	-	-	ADJ
iajs-2813	73	19	defined	define	VERB
iajs-2813	73	20	classification	classification	NOUN
iajs-2813	73	21	while	while	SCONJ
iajs-2813	73	22	self	self	NOUN
iajs-2813	73	23	-	-	PUNCT
iajs-2813	73	24	organising	organise	VERB
iajs-2813	73	25	neural	neural	ADJ
iajs-2813	73	26	networks	network	NOUN
iajs-2813	73	27	learn	learn	VERB
iajs-2813	73	28	to	to	PART
iajs-2813	73	29	utilise	utilise	VERB
iajs-2813	73	30	an	an	DET
iajs-2813	73	31	unsupervised	unsupervised	ADJ
iajs-2813	73	32	learning	learn	VERB
iajs-2813	73	33	algorithm	algorithm	NOUN
iajs-2813	73	34	to	to	PART
iajs-2813	73	35	identify	identify	VERB
iajs-2813	73	36	hidden	hidden	ADJ
iajs-2813	73	37	patterns	pattern	NOUN
iajs-2813	73	38	in	in	ADP
iajs-2813	73	39	unlabelled	unlabelled	ADJ
iajs-2813	73	40	input	input	NOUN
iajs-2813	73	41	data	datum	NOUN
iajs-2813	73	42	.	.	PUNCT
iajs-2813	74	1	unattended	unattended	ADJ
iajs-2813	74	2	refers	refer	NOUN
iajs-2813	74	3	to	to	ADP
iajs-2813	74	4	learning	learn	VERB
iajs-2813	74	5	and	and	CCONJ
iajs-2813	74	6	organising	organise	VERB
iajs-2813	74	7	information	information	NOUN
iajs-2813	74	8	without	without	ADP
iajs-2813	74	9	providing	provide	VERB
iajs-2813	74	10	an	an	DET
iajs-2813	74	11	error	error	NOUN
iajs-2813	74	12	signal	signal	NOUN
iajs-2813	74	13	to	to	PART
iajs-2813	74	14	evaluate	evaluate	VERB
iajs-2813	74	15	a	a	DET
iajs-2813	74	16	solution	solution	NOUN
iajs-2813	74	17	.	.	PUNCT
iajs-2813	75	1	the	the	DET
iajs-2813	75	2	type	type	NOUN
iajs-2813	75	3	of	of	ADP
iajs-2813	75	4	supervised	supervised	ADJ
iajs-2813	75	5	learning	learning	NOUN
iajs-2813	75	6	is	be	AUX
iajs-2813	75	7	divided	divide	VERB
iajs-2813	75	8	into	into	ADP
iajs-2813	75	9	classification	classification	NOUN
iajs-2813	75	10	and	and	CCONJ
iajs-2813	75	11	regression	regression	NOUN
iajs-2813	75	12	.	.	PUNCT
iajs-2813	76	1	it	it	PRON
iajs-2813	76	2	is	be	AUX
iajs-2813	76	3	possible	possible	ADJ
iajs-2813	76	4	to	to	PART
iajs-2813	76	5	use	use	VERB
iajs-2813	76	6	different	different	ADJ
iajs-2813	76	7	algorithms	algorithm	NOUN
iajs-2813	76	8	according	accord	VERB
iajs-2813	76	9	to	to	ADP
iajs-2813	76	10	the	the	DET
iajs-2813	76	11	dataset	dataset	NOUN
iajs-2813	76	12	's	's	PART
iajs-2813	76	13	content	content	NOUN
iajs-2813	76	14	.	.	PUNCT
iajs-2813	77	1	the	the	DET
iajs-2813	77	2	most	most	ADV
iajs-2813	77	3	influential	influential	ADJ
iajs-2813	77	4	machine	machine	NOUN
iajs-2813	77	5	learning	learn	VERB
iajs-2813	77	6	techniques	technique	NOUN
iajs-2813	77	7	will	will	AUX
iajs-2813	77	8	be	be	AUX
iajs-2813	77	9	briefly	briefly	ADV
iajs-2813	77	10	addressed	address	VERB
iajs-2813	77	11	in	in	ADP
iajs-2813	77	12	this	this	DET
iajs-2813	77	13	section	section	NOUN
iajs-2813	77	14	.	.	PUNCT
iajs-2813	78	1	2.1	2.1	NUM
iajs-2813	78	2	naïve	naïve	ADJ
iajs-2813	78	3	bayes	bayes	NOUN
iajs-2813	78	4	this	this	DET
iajs-2813	78	5	classification	classification	NOUN
iajs-2813	78	6	algorithm	algorithm	NOUN
iajs-2813	78	7	relies	rely	VERB
iajs-2813	78	8	on	on	ADP
iajs-2813	78	9	a	a	DET
iajs-2813	78	10	set	set	NOUN
iajs-2813	78	11	of	of	ADP
iajs-2813	78	12	influential	influential	ADJ
iajs-2813	78	13	hypotheses	hypothesis	NOUN
iajs-2813	78	14	for	for	ADP
iajs-2813	78	15	the	the	DET
iajs-2813	78	16	independence	independence	NOUN
iajs-2813	78	17	of	of	ADP
iajs-2813	78	18	covariates	covariate	NOUN
iajs-2813	78	19	and	and	CCONJ
iajs-2813	78	20	makes	make	VERB
iajs-2813	78	21	them	they	PRON
iajs-2813	78	22	consistent	consistent	ADJ
iajs-2813	78	23	with	with	ADP
iajs-2813	78	24	bayes	bayes	PROPN
iajs-2813	78	25	theory	theory	NOUN
iajs-2813	78	26	[	[	X
iajs-2813	78	27	16	16	NUM
iajs-2813	78	28	]	]	PUNCT
iajs-2813	78	29	.	.	PUNCT
iajs-2813	79	1	moreover	moreover	ADV
iajs-2813	79	2	,	,	PUNCT
iajs-2813	79	3	this	this	DET
iajs-2813	79	4	algorithm	algorithm	NOUN
iajs-2813	79	5	assumes	assume	VERB
iajs-2813	79	6	independence	independence	NOUN
iajs-2813	79	7	between	between	ADP
iajs-2813	79	8	the	the	DET
iajs-2813	79	9	predictor	predictor	NOUN
iajs-2813	79	10	variables	variable	VERB
iajs-2813	79	11	conditional	conditional	ADJ
iajs-2813	79	12	on	on	ADP
iajs-2813	79	13	the	the	DET
iajs-2813	79	14	response	response	NOUN
iajs-2813	79	15	and	and	CCONJ
iajs-2813	79	16	a	a	DET
iajs-2813	79	17	gaussian	gaussian	ADJ
iajs-2813	79	18	distribution	distribution	NOUN
iajs-2813	79	19	of	of	ADP
iajs-2813	79	20	numeric	numeric	ADJ
iajs-2813	79	21	predictors	predictor	NOUN
iajs-2813	79	22	calculated	calculate	VERB
iajs-2813	79	23	from	from	ADP
iajs-2813	79	24	the	the	DET
iajs-2813	79	25	training	training	NOUN
iajs-2813	79	26	dataset	dataset	VERB
iajs-2813	79	27	with	with	ADP
iajs-2813	79	28	mean	mean	ADJ
iajs-2813	79	29	and	and	CCONJ
iajs-2813	79	30	standard	standard	ADJ
iajs-2813	79	31	deviation	deviation	NOUN
iajs-2813	79	32	.	.	PUNCT
iajs-2813	80	1	also	also	ADV
iajs-2813	80	2	,	,	PUNCT
iajs-2813	80	3	this	this	DET
iajs-2813	80	4	classifier	classifier	NOUN
iajs-2813	80	5	is	be	AUX
iajs-2813	80	6	the	the	DET
iajs-2813	80	7	most	most	ADV
iajs-2813	80	8	comfortable	comfortable	ADJ
iajs-2813	80	9	supervised	supervised	ADJ
iajs-2813	80	10	machine	machine	NOUN
iajs-2813	80	11	learning	learning	NOUN
iajs-2813	80	12	method	method	NOUN
iajs-2813	80	13	.	.	PUNCT
iajs-2813	81	1	it	it	PRON
iajs-2813	81	2	is	be	AUX
iajs-2813	81	3	employed	employ	VERB
iajs-2813	81	4	by	by	ADP
iajs-2813	81	5	few	few	ADJ
iajs-2813	81	6	data	datum	NOUN
iajs-2813	81	7	mining	mining	NOUN
iajs-2813	81	8	practitioners	practitioner	NOUN
iajs-2813	81	9	at	at	ADP
iajs-2813	81	10	the	the	DET
iajs-2813	81	11	expense	expense	NOUN
iajs-2813	81	12	of	of	ADP
iajs-2813	81	13	traditional	traditional	ADJ
iajs-2813	81	14	methods	method	NOUN
iajs-2813	81	15	such	such	ADJ
iajs-2813	81	16	as	as	ADP
iajs-2813	81	17	decision	decision	NOUN
iajs-2813	81	18	trees	tree	NOUN
iajs-2813	81	19	or	or	CCONJ
iajs-2813	81	20	logistic	logistic	ADJ
iajs-2813	81	21	regressions	regression	NOUN
iajs-2813	81	22	[	[	X
iajs-2813	81	23	17	17	NUM
iajs-2813	81	24	]	]	PUNCT
iajs-2813	81	25	.	.	PUNCT
iajs-2813	82	1	in	in	ADP
iajs-2813	82	2	addition	addition	NOUN
iajs-2813	82	3	,	,	PUNCT
iajs-2813	82	4	the	the	DET
iajs-2813	82	5	benefit	benefit	NOUN
iajs-2813	82	6	of	of	ADP
iajs-2813	82	7	this	this	DET
iajs-2813	82	8	ihjpas	ihjpa	NOUN
iajs-2813	82	9	.	.	PUNCT
iajs-2813	83	1	53	53	NUM
iajs-2813	83	2	(	(	PUNCT
iajs-2813	83	3	3)2022	3)2022	NOUN
iajs-2813	83	4	179	179	NUM
iajs-2813	83	5	technique	technique	NOUN
iajs-2813	83	6	is	be	AUX
iajs-2813	83	7	the	the	DET
iajs-2813	83	8	simplicity	simplicity	NOUN
iajs-2813	83	9	of	of	ADP
iajs-2813	83	10	programming	programming	NOUN
iajs-2813	83	11	,	,	PUNCT
iajs-2813	83	12	comfort	comfort	NOUN
iajs-2813	83	13	,	,	PUNCT
iajs-2813	83	14	and	and	CCONJ
iajs-2813	83	15	speed	speed	NOUN
iajs-2813	83	16	of	of	ADP
iajs-2813	83	17	parameter	parameter	NOUN
iajs-2813	83	18	estimation	estimation	NOUN
iajs-2813	83	19	(	(	PUNCT
iajs-2813	83	20	even	even	ADV
iajs-2813	83	21	in	in	ADP
iajs-2813	83	22	massive	massive	ADJ
iajs-2813	83	23	databases	database	NOUN
iajs-2813	83	24	)	)	PUNCT
iajs-2813	83	25	.	.	PUNCT
iajs-2813	84	1	despite	despite	SCONJ
iajs-2813	84	2	its	its	PRON
iajs-2813	84	3	benefits	benefit	NOUN
iajs-2813	84	4	,	,	PUNCT
iajs-2813	84	5	its	its	PRON
iajs-2813	84	6	little	little	ADJ
iajs-2813	84	7	use	use	NOUN
iajs-2813	84	8	in	in	ADP
iajs-2813	84	9	practice	practice	NOUN
iajs-2813	84	10	comes	come	VERB
iajs-2813	84	11	partly	partly	ADV
iajs-2813	84	12	from	from	ADP
iajs-2813	84	13	the	the	DET
iajs-2813	84	14	fact	fact	NOUN
iajs-2813	84	15	that	that	SCONJ
iajs-2813	84	16	there	there	PRON
iajs-2813	84	17	is	be	VERB
iajs-2813	84	18	no	no	DET
iajs-2813	84	19	simple	simple	ADJ
iajs-2813	84	20	explicit	explicit	ADJ
iajs-2813	84	21	model	model	NOUN
iajs-2813	84	22	(	(	PUNCT
iajs-2813	84	23	interpretation	interpretation	NOUN
iajs-2813	84	24	of	of	ADP
iajs-2813	84	25	preconditional	preconditional	ADJ
iajs-2813	84	26	probability	probability	NOUN
iajs-2813	84	27	)	)	PUNCT
iajs-2813	84	28	;	;	PUNCT
iajs-2813	84	29	the	the	DET
iajs-2813	84	30	practical	practical	ADJ
iajs-2813	84	31	usefulness	usefulness	NOUN
iajs-2813	84	32	of	of	ADP
iajs-2813	84	33	such	such	DET
iajs-2813	84	34	a	a	DET
iajs-2813	84	35	technique	technique	NOUN
iajs-2813	84	36	is	be	AUX
iajs-2813	84	37	called	call	VERB
iajs-2813	84	38	into	into	ADP
iajs-2813	84	39	question	question	NOUN
iajs-2813	84	40	.	.	PUNCT
iajs-2813	85	1	2.2	2.2	NUM
iajs-2813	85	2	support	support	NOUN
iajs-2813	85	3	vector	vector	NOUN
iajs-2813	85	4	machine	machine	NOUN
iajs-2813	85	5	svm	svm	PROPN
iajs-2813	85	6	algorithm	algorithm	NOUN
iajs-2813	85	7	is	be	AUX
iajs-2813	85	8	mainly	mainly	ADV
iajs-2813	85	9	made	make	VERB
iajs-2813	85	10	to	to	PART
iajs-2813	85	11	solve	solve	VERB
iajs-2813	85	12	classification	classification	NOUN
iajs-2813	85	13	problems	problem	NOUN
iajs-2813	85	14	but	but	CCONJ
iajs-2813	85	15	has	have	AUX
iajs-2813	85	16	been	be	AUX
iajs-2813	85	17	grown	grow	VERB
iajs-2813	85	18	and	and	CCONJ
iajs-2813	85	19	reworked	rework	VERB
iajs-2813	85	20	over	over	ADP
iajs-2813	85	21	the	the	DET
iajs-2813	85	22	years	year	NOUN
iajs-2813	85	23	.	.	PUNCT
iajs-2813	86	1	its	its	PRON
iajs-2813	86	2	most	most	ADV
iajs-2813	86	3	famous	famous	ADJ
iajs-2813	86	4	variant	variant	NOUN
iajs-2813	86	5	is	be	AUX
iajs-2813	86	6	the	the	DET
iajs-2813	86	7	svm	svm	PROPN
iajs-2813	86	8	for	for	ADP
iajs-2813	86	9	regression	regression	NOUN
iajs-2813	86	10	,	,	PUNCT
iajs-2813	86	11	svm	svm	VERB
iajs-2813	86	12	for	for	ADP
iajs-2813	86	13	solving	solve	VERB
iajs-2813	86	14	integral	integral	ADJ
iajs-2813	86	15	equations	equation	NOUN
iajs-2813	86	16	,	,	PUNCT
iajs-2813	86	17	svm	svm	VERB
iajs-2813	86	18	for	for	ADP
iajs-2813	86	19	estimating	estimate	VERB
iajs-2813	86	20	density	density	NOUN
iajs-2813	86	21	support	support	NOUN
iajs-2813	86	22	,	,	PUNCT
iajs-2813	86	23	and	and	CCONJ
iajs-2813	86	24	svm	svm	VERB
iajs-2813	86	25	that	that	PRON
iajs-2813	86	26	uses	use	VERB
iajs-2813	86	27	different	different	ADJ
iajs-2813	86	28	soft	soft	ADJ
iajs-2813	86	29	-	-	PUNCT
iajs-2813	86	30	margin	margin	NOUN
iajs-2813	86	31	costs	cost	NOUN
iajs-2813	86	32	and	and	CCONJ
iajs-2813	86	33	parameters	parameter	NOUN
iajs-2813	86	34	.	.	PUNCT
iajs-2813	87	1	it	it	PRON
iajs-2813	87	2	is	be	AUX
iajs-2813	87	3	considered	consider	VERB
iajs-2813	87	4	one	one	NUM
iajs-2813	87	5	of	of	ADP
iajs-2813	87	6	the	the	DET
iajs-2813	87	7	broadly	broadly	ADV
iajs-2813	87	8	used	use	VERB
iajs-2813	87	9	algorithms	algorithm	NOUN
iajs-2813	87	10	in	in	ADP
iajs-2813	87	11	the	the	DET
iajs-2813	87	12	machine	machine	NOUN
iajs-2813	87	13	learning	learn	VERB
iajs-2813	87	14	subject	subject	NOUN
iajs-2813	87	15	within	within	ADP
iajs-2813	87	16	the	the	DET
iajs-2813	87	17	cardiac	cardiac	ADJ
iajs-2813	87	18	domain	domain	NOUN
iajs-2813	87	19	.	.	PUNCT
iajs-2813	88	1	for	for	ADP
iajs-2813	88	2	instance	instance	NOUN
iajs-2813	88	3	,	,	PUNCT
iajs-2813	88	4	svm	svm	PROPN
iajs-2813	88	5	can	can	AUX
iajs-2813	88	6	classify	classify	VERB
iajs-2813	88	7	data	datum	NOUN
iajs-2813	88	8	in	in	ADP
iajs-2813	88	9	binary	binary	ADJ
iajs-2813	88	10	problems	problem	NOUN
iajs-2813	88	11	perfectly	perfectly	ADV
iajs-2813	88	12	by	by	ADP
iajs-2813	88	13	finding	find	VERB
iajs-2813	88	14	the	the	DET
iajs-2813	88	15	optimal	optimal	ADJ
iajs-2813	88	16	solution	solution	NOUN
iajs-2813	88	17	to	to	ADP
iajs-2813	88	18	distinct	distinct	ADJ
iajs-2813	88	19	data	datum	NOUN
iajs-2813	88	20	points	point	NOUN
iajs-2813	88	21	of	of	ADP
iajs-2813	88	22	first	first	ADJ
iajs-2813	88	23	-	-	PUNCT
iajs-2813	88	24	class	class	NOUN
iajs-2813	88	25	from	from	ADP
iajs-2813	88	26	other	other	ADJ
iajs-2813	88	27	data	datum	NOUN
iajs-2813	88	28	acting	act	VERB
iajs-2813	88	29	as	as	ADP
iajs-2813	88	30	a	a	DET
iajs-2813	88	31	second	second	ADJ
iajs-2813	88	32	class	class	NOUN
iajs-2813	88	33	.	.	PUNCT
iajs-2813	89	1	it	it	PRON
iajs-2813	89	2	is	be	AUX
iajs-2813	89	3	a	a	DET
iajs-2813	89	4	straightforward	straightforward	ADJ
iajs-2813	89	5	algorithm	algorithm	NOUN
iajs-2813	89	6	capable	capable	ADJ
iajs-2813	89	7	of	of	ADP
iajs-2813	89	8	solving	solve	VERB
iajs-2813	89	9	complex	complex	ADJ
iajs-2813	89	10	nonlinear	nonlinear	ADJ
iajs-2813	89	11	relationships	relationship	NOUN
iajs-2813	89	12	,	,	PUNCT
iajs-2813	89	13	making	make	VERB
iajs-2813	89	14	it	it	PRON
iajs-2813	89	15	very	very	ADV
iajs-2813	89	16	suitable	suitable	ADJ
iajs-2813	89	17	to	to	PART
iajs-2813	89	18	be	be	AUX
iajs-2813	89	19	employed	employ	VERB
iajs-2813	89	20	in	in	ADP
iajs-2813	89	21	heart	heart	NOUN
iajs-2813	89	22	disease	disease	NOUN
iajs-2813	89	23	prediction	prediction	NOUN
iajs-2813	89	24	systems	system	NOUN
iajs-2813	89	25	containing	contain	VERB
iajs-2813	89	26	patient	patient	ADJ
iajs-2813	89	27	records	record	NOUN
iajs-2813	89	28	with	with	ADP
iajs-2813	89	29	binary	binary	ADJ
iajs-2813	89	30	data	datum	NOUN
iajs-2813	89	31	[	[	X
iajs-2813	89	32	18	18	NUM
iajs-2813	89	33	]	]	PUNCT
iajs-2813	89	34	.	.	PUNCT
iajs-2813	90	1	in	in	ADP
iajs-2813	90	2	[	[	X
iajs-2813	90	3	19	19	NUM
iajs-2813	90	4	]	]	PUNCT
iajs-2813	90	5	mentions	mention	NOUN
iajs-2813	90	6	that	that	PRON
iajs-2813	90	7	svm	svm	PROPN
iajs-2813	90	8	has	have	VERB
iajs-2813	90	9	90	90	NUM
iajs-2813	90	10	%	%	NOUN
iajs-2813	90	11	accuracy	accuracy	NOUN
iajs-2813	90	12	in	in	ADP
iajs-2813	90	13	predicting	predict	VERB
iajs-2813	90	14	in	in	ADP
iajs-2813	90	15	-	-	PUNCT
iajs-2813	90	16	stent	stent	NOUN
iajs-2813	90	17	restenosis	restenosis	NOUN
iajs-2813	90	18	from	from	ADP
iajs-2813	90	19	plasma	plasma	NOUN
iajs-2813	90	20	metabolite	metabolite	NOUN
iajs-2813	90	21	levels	level	NOUN
iajs-2813	90	22	.	.	PUNCT
iajs-2813	91	1	also	also	ADV
iajs-2813	91	2	,	,	PUNCT
iajs-2813	91	3	this	this	DET
iajs-2813	91	4	technique	technique	NOUN
iajs-2813	91	5	tries	try	VERB
iajs-2813	91	6	to	to	PART
iajs-2813	91	7	fetch	fetch	VERB
iajs-2813	91	8	the	the	DET
iajs-2813	91	9	optimal	optimal	ADJ
iajs-2813	91	10	hyperplane	hyperplane	NOUN
iajs-2813	91	11	,	,	PUNCT
iajs-2813	91	12	which	which	PRON
iajs-2813	91	13	maximizes	maximize	VERB
iajs-2813	91	14	the	the	DET
iajs-2813	91	15	distance	distance	NOUN
iajs-2813	91	16	from	from	ADP
iajs-2813	91	17	the	the	DET
iajs-2813	91	18	nearest	near	ADJ
iajs-2813	91	19	training	training	NOUN
iajs-2813	91	20	data	datum	NOUN
iajs-2813	91	21	points	point	NOUN
iajs-2813	91	22	of	of	ADP
iajs-2813	91	23	any	any	DET
iajs-2813	91	24	class	class	NOUN
iajs-2813	91	25	utilized	utilize	VERB
iajs-2813	91	26	in	in	ADP
iajs-2813	91	27	classification	classification	NOUN
iajs-2813	91	28	problems	problem	NOUN
iajs-2813	91	29	because	because	SCONJ
iajs-2813	91	30	of	of	ADP
iajs-2813	91	31	having	have	VERB
iajs-2813	91	32	influential	influential	ADJ
iajs-2813	91	33	capabilities	capability	NOUN
iajs-2813	91	34	in	in	ADP
iajs-2813	91	35	generalizing	generalize	VERB
iajs-2813	91	36	new	new	ADJ
iajs-2813	91	37	unrecognized	unrecognized	ADJ
iajs-2813	91	38	data	datum	NOUN
iajs-2813	91	39	items	item	NOUN
iajs-2813	91	40	,	,	PUNCT
iajs-2813	91	41	flexible	flexible	ADJ
iajs-2813	91	42	non	non	ADJ
iajs-2813	91	43	-	-	ADJ
iajs-2813	91	44	linear	linear	ADJ
iajs-2813	91	45	decision	decision	NOUN
iajs-2813	91	46	boundaries	boundary	NOUN
iajs-2813	91	47	,	,	PUNCT
iajs-2813	91	48	and	and	CCONJ
iajs-2813	91	49	their	their	PRON
iajs-2813	91	50	dependency	dependency	NOUN
iajs-2813	91	51	on	on	ADP
iajs-2813	91	52	few	few	ADJ
iajs-2813	91	53	hyper	hyper	NOUN
iajs-2813	91	54	-	-	NOUN
iajs-2813	91	55	parameters	parameter	NOUN
iajs-2813	91	56	.	.	PUNCT
iajs-2813	92	1	2.3	2.3	NUM
iajs-2813	92	2	logistic	logistic	ADJ
iajs-2813	92	3	regression	regression	NOUN
iajs-2813	92	4	:	:	PUNCT
iajs-2813	92	5	this	this	DET
iajs-2813	92	6	technique	technique	NOUN
iajs-2813	92	7	is	be	AUX
iajs-2813	92	8	one	one	NUM
iajs-2813	92	9	of	of	ADP
iajs-2813	92	10	the	the	DET
iajs-2813	92	11	most	most	ADV
iajs-2813	92	12	expressive	expressive	ADJ
iajs-2813	92	13	,	,	PUNCT
iajs-2813	92	14	versatile	versatile	ADJ
iajs-2813	92	15	,	,	PUNCT
iajs-2813	92	16	and	and	CCONJ
iajs-2813	92	17	diverse	diverse	ADJ
iajs-2813	92	18	techniques	technique	NOUN
iajs-2813	92	19	for	for	ADP
iajs-2813	92	20	analyzing	analyze	VERB
iajs-2813	92	21	clinical	clinical	ADJ
iajs-2813	92	22	and	and	CCONJ
iajs-2813	92	23	pandemics	pandemic	NOUN
iajs-2813	92	24	.	.	PUNCT
iajs-2813	93	1	it	it	PRON
iajs-2813	93	2	is	be	AUX
iajs-2813	93	3	a	a	DET
iajs-2813	93	4	statistical	statistical	ADJ
iajs-2813	93	5	model	model	NOUN
iajs-2813	93	6	to	to	PART
iajs-2813	93	7	interpret	interpret	VERB
iajs-2813	93	8	relations	relation	NOUN
iajs-2813	93	9	between	between	ADP
iajs-2813	93	10	a	a	DET
iajs-2813	93	11	set	set	NOUN
iajs-2813	93	12	of	of	ADP
iajs-2813	93	13	qualitative	qualitative	ADJ
iajs-2813	93	14	variables	variable	NOUN
iajs-2813	93	15	and	and	CCONJ
iajs-2813	93	16	a	a	DET
iajs-2813	93	17	generalized	generalized	ADJ
iajs-2813	93	18	linear	linear	ADJ
iajs-2813	93	19	model	model	NOUN
iajs-2813	93	20	that	that	PRON
iajs-2813	93	21	uses	use	VERB
iajs-2813	93	22	a	a	DET
iajs-2813	93	23	logistical	logistical	ADJ
iajs-2813	93	24	function	function	NOUN
iajs-2813	93	25	as	as	ADP
iajs-2813	93	26	a	a	DET
iajs-2813	93	27	link	link	NOUN
iajs-2813	93	28	function	function	NOUN
iajs-2813	93	29	.	.	PUNCT
iajs-2813	94	1	moreover	moreover	ADV
iajs-2813	94	2	,	,	PUNCT
iajs-2813	94	3	it	it	PRON
iajs-2813	94	4	is	be	AUX
iajs-2813	94	5	utilized	utilize	VERB
iajs-2813	94	6	to	to	PART
iajs-2813	94	7	predict	predict	VERB
iajs-2813	94	8	the	the	DET
iajs-2813	94	9	probability	probability	NOUN
iajs-2813	94	10	of	of	ADP
iajs-2813	94	11	an	an	DET
iajs-2813	94	12	event	event	NOUN
iajs-2813	94	13	occurring	occur	VERB
iajs-2813	94	14	,	,	PUNCT
iajs-2813	94	15	such	such	ADJ
iajs-2813	94	16	as	as	ADP
iajs-2813	94	17	indicating	indicate	VERB
iajs-2813	94	18	a	a	DET
iajs-2813	94	19	particular	particular	ADJ
iajs-2813	94	20	disease	disease	NOUN
iajs-2813	94	21	in	in	ADP
iajs-2813	94	22	the	the	DET
iajs-2813	94	23	human	human	ADJ
iajs-2813	94	24	body	body	NOUN
iajs-2813	95	1	[	[	X
iajs-2813	95	2	20].for	20].for	NUM
iajs-2813	95	3	example	example	NOUN
iajs-2813	95	4	:	:	PUNCT
iajs-2813	95	5	a	a	DET
iajs-2813	95	6	patient	patient	NOUN
iajs-2813	95	7	dies	die	VERB
iajs-2813	95	8	or	or	CCONJ
iajs-2813	95	9	not	not	PART
iajs-2813	95	10	before	before	ADP
iajs-2813	95	11	discharge	discharge	NOUN
iajs-2813	95	12	.	.	PUNCT
iajs-2813	96	1			PUNCT
iajs-2813	96	2	a	a	DET
iajs-2813	96	3	person	person	NOUN
iajs-2813	96	4	stops	stop	VERB
iajs-2813	96	5	smoking	smoke	VERB
iajs-2813	96	6	or	or	CCONJ
iajs-2813	96	7	not	not	PART
iajs-2813	96	8	after	after	ADP
iajs-2813	96	9	treatment	treatment	NOUN
iajs-2813	96	10	.	.	PUNCT
iajs-2813	97	1			X
iajs-2813	97	2	in	in	ADP
iajs-2813	97	3	a	a	DET
iajs-2813	97	4	retrospective	retrospective	ADJ
iajs-2813	97	5	study	study	NOUN
iajs-2813	97	6	,	,	PUNCT
iajs-2813	97	7	an	an	DET
iajs-2813	97	8	individual	individual	NOUN
iajs-2813	97	9	is	be	AUX
iajs-2813	97	10	either	either	CCONJ
iajs-2813	97	11	a	a	DET
iajs-2813	97	12	case	case	NOUN
iajs-2813	97	13	or	or	CCONJ
iajs-2813	97	14	a	a	DET
iajs-2813	97	15	control	control	NOUN
iajs-2813	97	16	.	.	PUNCT
iajs-2813	98	1			X
iajs-2813	99	1	whether	whether	SCONJ
iajs-2813	99	2	or	or	CCONJ
iajs-2813	99	3	not	not	PART
iajs-2813	99	4	an	an	DET
iajs-2813	99	5	hiv	hiv	NOUN
iajs-2813	99	6	-	-	PUNCT
iajs-2813	99	7	positive	positive	ADJ
iajs-2813	99	8	patient	patient	NOUN
iajs-2813	99	9	is	be	AUX
iajs-2813	99	10	in	in	ADP
iajs-2813	99	11	stage	stage	NOUN
iajs-2813	99	12	iv	iv	NUM
iajs-2813	99	13	.	.	PUNCT
iajs-2813	100	1	besides	besides	ADV
iajs-2813	100	2	,	,	PUNCT
iajs-2813	100	3	logistic	logistic	ADJ
iajs-2813	100	4	regression	regression	NOUN
iajs-2813	100	5	is	be	AUX
iajs-2813	100	6	a	a	DET
iajs-2813	100	7	worthwhile	worthwhile	ADJ
iajs-2813	100	8	quantitative	quantitative	ADJ
iajs-2813	100	9	procedure	procedure	NOUN
iajs-2813	100	10	for	for	ADP
iajs-2813	100	11	concerns	concern	NOUN
iajs-2813	100	12	where	where	SCONJ
iajs-2813	100	13	the	the	DET
iajs-2813	100	14	dependent	dependent	ADJ
iajs-2813	100	15	variable	variable	NOUN
iajs-2813	100	16	takes	take	VERB
iajs-2813	100	17	values	value	NOUN
iajs-2813	100	18	in	in	ADP
iajs-2813	100	19	a	a	DET
iajs-2813	100	20	finite	finite	ADJ
iajs-2813	100	21	set	set	NOUN
iajs-2813	100	22	.	.	PUNCT
iajs-2813	101	1	it	it	PRON
iajs-2813	101	2	was	be	AUX
iajs-2813	101	3	created	create	VERB
iajs-2813	101	4	in	in	ADP
iajs-2813	101	5	the	the	DET
iajs-2813	101	6	1960s	1960	NOUN
iajs-2813	101	7	by	by	ADP
iajs-2813	101	8	three	three	NUM
iajs-2813	101	9	scholars	scholar	NOUN
iajs-2813	101	10	,	,	PUNCT
iajs-2813	101	11	confield	confield	PROPN
iajs-2813	101	12	,	,	PUNCT
iajs-2813	101	13	gordon	gordon	PROPN
iajs-2813	101	14	,	,	PUNCT
iajs-2813	101	15	and	and	CCONJ
iajs-2813	101	16	smith	smith	NOUN
iajs-2813	102	1	[	[	X
iajs-2813	102	2	21	21	NUM
iajs-2813	102	3	]	]	PUNCT
iajs-2813	102	4	,	,	PUNCT
iajs-2813	102	5	but	but	CCONJ
iajs-2813	102	6	its	its	PRON
iajs-2813	102	7	actual	actual	ADJ
iajs-2813	102	8	use	use	NOUN
iajs-2813	102	9	began	begin	VERB
iajs-2813	102	10	in	in	ADP
iajs-2813	102	11	the	the	DET
iajs-2813	102	12	1980s	1980	NOUN
iajs-2813	102	13	due	due	ADP
iajs-2813	102	14	to	to	ADP
iajs-2813	102	15	its	its	PRON
iajs-2813	102	16	computational	computational	ADJ
iajs-2813	102	17	facilities	facility	NOUN
iajs-2813	102	18	.	.	PUNCT
iajs-2813	103	1	2.4	2.4	NUM
iajs-2813	103	2	k	k	X
iajs-2813	103	3	-	-	PUNCT
iajs-2813	103	4	nearest	near	ADJ
iajs-2813	103	5	neighbours	neighbours	ADJ
iajs-2813	103	6	classification	classification	NOUN
iajs-2813	103	7	of	of	ADP
iajs-2813	103	8	query	query	NOUN
iajs-2813	103	9	points	point	VERB
iajs-2813	103	10	whose	whose	DET
iajs-2813	103	11	class	class	NOUN
iajs-2813	103	12	is	be	AUX
iajs-2813	103	13	unknown	unknown	ADJ
iajs-2813	103	14	is	be	AUX
iajs-2813	103	15	from	from	ADP
iajs-2813	103	16	the	the	DET
iajs-2813	103	17	goal	goal	NOUN
iajs-2813	103	18	of	of	ADP
iajs-2813	103	19	the	the	DET
iajs-2813	103	20	k	k	NOUN
iajs-2813	103	21	-	-	PUNCT
iajs-2813	103	22	nearest	near	ADJ
iajs-2813	103	23	neighbours	neighbour	NOUN
iajs-2813	103	24	’	'	PUNCT
iajs-2813	103	25	technique	technique	NOUN
iajs-2813	103	26	due	due	ADP
iajs-2813	103	27	to	to	ADP
iajs-2813	103	28	their	their	PRON
iajs-2813	103	29	respective	respective	ADJ
iajs-2813	103	30	distances	distance	NOUN
iajs-2813	103	31	to	to	PART
iajs-2813	103	32	point	point	VERB
iajs-2813	103	33	in	in	ADP
iajs-2813	103	34	a	a	DET
iajs-2813	103	35	learning	learning	NOUN
iajs-2813	103	36	set	set	NOUN
iajs-2813	103	37	[	[	PUNCT
iajs-2813	103	38	22	22	NUM
iajs-2813	103	39	]	]	PUNCT
iajs-2813	103	40	.	.	PUNCT
iajs-2813	104	1	this	this	DET
iajs-2813	104	2	technique	technique	NOUN
iajs-2813	104	3	supposes	suppose	VERB
iajs-2813	104	4	that	that	SCONJ
iajs-2813	104	5	each	each	DET
iajs-2813	104	6	example	example	NOUN
iajs-2813	104	7	in	in	ADP
iajs-2813	104	8	the	the	DET
iajs-2813	104	9	learning	learning	NOUN
iajs-2813	104	10	set	set	NOUN
iajs-2813	104	11	is	be	AUX
iajs-2813	104	12	a	a	DET
iajs-2813	104	13	random	random	ADJ
iajs-2813	104	14	vector	vector	NOUN
iajs-2813	104	15	.	.	PUNCT
iajs-2813	105	1	in	in	ADP
iajs-2813	105	2	short	short	ADJ
iajs-2813	105	3	,	,	PUNCT
iajs-2813	105	4	its	its	PRON
iajs-2813	105	5	purpose	purpose	NOUN
iajs-2813	105	6	is	be	AUX
iajs-2813	105	7	to	to	PART
iajs-2813	105	8	classify	classify	VERB
iajs-2813	105	9	the	the	DET
iajs-2813	105	10	quantitative	quantitative	ADJ
iajs-2813	105	11	or	or	CCONJ
iajs-2813	105	12	qualitative	qualitative	ADJ
iajs-2813	105	13	dataset	dataset	NOUN
iajs-2813	105	14	based	base	VERB
iajs-2813	105	15	on	on	ADP
iajs-2813	105	16	fourth	fourth	ADJ
iajs-2813	105	17	votes	vote	NOUN
iajs-2813	105	18	,	,	PUNCT
iajs-2813	105	19	namely	namely	ADV
iajs-2813	105	20	metrics	metric	NOUN
iajs-2813	105	21	,	,	PUNCT
iajs-2813	105	22	kernels	kernel	NOUN
iajs-2813	105	23	,	,	PUNCT
iajs-2813	105	24	overlap	overlap	NOUN
iajs-2813	105	25	metrics	metric	NOUN
iajs-2813	105	26	,	,	PUNCT
iajs-2813	105	27	and	and	CCONJ
iajs-2813	105	28	value	value	NOUN
iajs-2813	105	29	difference	difference	NOUN
iajs-2813	105	30	metrics	metric	NOUN
iajs-2813	105	31	.	.	PUNCT
iajs-2813	106	1	on	on	ADP
iajs-2813	106	2	the	the	DET
iajs-2813	106	3	other	other	ADJ
iajs-2813	106	4	hand	hand	NOUN
iajs-2813	106	5	,	,	PUNCT
iajs-2813	106	6	it	it	PRON
iajs-2813	106	7	is	be	AUX
iajs-2813	106	8	an	an	DET
iajs-2813	106	9	essential	essential	ADJ
iajs-2813	106	10	and	and	CCONJ
iajs-2813	106	11	straightforward	straightforward	ADJ
iajs-2813	106	12	classification	classification	NOUN
iajs-2813	106	13	technique	technique	NOUN
iajs-2813	106	14	.	.	PUNCT
iajs-2813	107	1	it	it	PRON
iajs-2813	107	2	is	be	AUX
iajs-2813	107	3	explicitly	explicitly	ADV
iajs-2813	107	4	used	use	VERB
iajs-2813	107	5	when	when	SCONJ
iajs-2813	107	6	there	there	PRON
iajs-2813	107	7	is	be	VERB
iajs-2813	107	8	little	little	ADJ
iajs-2813	107	9	or	or	CCONJ
iajs-2813	107	10	no	no	PRON
iajs-2813	107	11	information	information	NOUN
iajs-2813	107	12	about	about	ADP
iajs-2813	107	13	the	the	DET
iajs-2813	107	14	data	datum	NOUN
iajs-2813	107	15	distribution	distribution	NOUN
iajs-2813	107	16	.	.	PUNCT
iajs-2813	108	1	also	also	ADV
iajs-2813	108	2	,	,	PUNCT
iajs-2813	108	3	it	it	PRON
iajs-2813	108	4	is	be	AUX
iajs-2813	108	5	a	a	DET
iajs-2813	108	6	non	non	ADJ
iajs-2813	108	7	-	-	ADJ
iajs-2813	108	8	parametric	parametric	ADJ
iajs-2813	108	9	technique	technique	NOUN
iajs-2813	108	10	[	[	X
iajs-2813	108	11	23	23	NUM
iajs-2813	108	12	]	]	PUNCT
iajs-2813	108	13	.	.	PUNCT
iajs-2813	109	1	this	this	PRON
iajs-2813	109	2	means	mean	VERB
iajs-2813	109	3	that	that	SCONJ
iajs-2813	109	4	it	it	PRON
iajs-2813	109	5	does	do	AUX
iajs-2813	109	6	not	not	PART
iajs-2813	109	7	make	make	VERB
iajs-2813	109	8	any	any	DET
iajs-2813	109	9	presumptions	presumption	NOUN
iajs-2813	109	10	about	about	ADP
iajs-2813	109	11	the	the	DET
iajs-2813	109	12	data	data	NOUN
iajs-2813	109	13	distribution	distribution	NOUN
iajs-2813	109	14	used	use	VERB
iajs-2813	109	15	in	in	ADP
iajs-2813	109	16	the	the	DET
iajs-2813	109	17	analysis	analysis	NOUN
iajs-2813	109	18	.	.	PUNCT
iajs-2813	110	1	it	it	PRON
iajs-2813	110	2	can	can	AUX
iajs-2813	110	3	handle	handle	VERB
iajs-2813	110	4	dimensionality	dimensionality	NOUN
iajs-2813	110	5	reduction	reduction	NOUN
iajs-2813	110	6	tasks	task	NOUN
iajs-2813	110	7	in	in	ADP
iajs-2813	110	8	a	a	DET
iajs-2813	110	9	unified	unified	ADJ
iajs-2813	110	10	ihjpas	ihjpa	NOUN
iajs-2813	110	11	.	.	PUNCT
iajs-2813	111	1	53	53	NUM
iajs-2813	111	2	(	(	PUNCT
iajs-2813	111	3	3)2022	3)2022	NOUN
iajs-2813	111	4	180	180	NUM
iajs-2813	111	5	manner	manner	NOUN
iajs-2813	111	6	and	and	CCONJ
iajs-2813	111	7	is	be	AUX
iajs-2813	111	8	suitable	suitable	ADJ
iajs-2813	111	9	for	for	ADP
iajs-2813	111	10	realistic	realistic	ADJ
iajs-2813	111	11	environments	environment	NOUN
iajs-2813	111	12	where	where	SCONJ
iajs-2813	111	13	actual	actual	ADJ
iajs-2813	111	14	data	data	NOUN
iajs-2813	111	15	availability	availability	NOUN
iajs-2813	111	16	does	do	AUX
iajs-2813	111	17	n’t	not	PART
iajs-2813	111	18	follow	follow	VERB
iajs-2813	111	19	the	the	DET
iajs-2813	111	20	theoretical	theoretical	ADJ
iajs-2813	111	21	statistics	statistic	NOUN
iajs-2813	111	22	like	like	ADP
iajs-2813	111	23	in	in	ADP
iajs-2813	111	24	normal	normal	ADJ
iajs-2813	111	25	distribution	distribution	NOUN
iajs-2813	111	26	.	.	PUNCT
iajs-2813	112	1	therefore	therefore	ADV
iajs-2813	112	2	,	,	PUNCT
iajs-2813	112	3	knns	knns	PROPN
iajs-2813	112	4	do	do	AUX
iajs-2813	112	5	not	not	PART
iajs-2813	112	6	make	make	VERB
iajs-2813	112	7	any	any	DET
iajs-2813	112	8	generalization	generalization	NOUN
iajs-2813	112	9	and	and	CCONJ
iajs-2813	112	10	keep	keep	VERB
iajs-2813	112	11	all	all	DET
iajs-2813	112	12	data	datum	NOUN
iajs-2813	112	13	because	because	SCONJ
iajs-2813	112	14	it	it	PRON
iajs-2813	112	15	uses	use	VERB
iajs-2813	112	16	a	a	DET
iajs-2813	112	17	quick	quick	ADJ
iajs-2813	112	18	training	training	NOUN
iajs-2813	112	19	step	step	NOUN
iajs-2813	112	20	.	.	PUNCT
iajs-2813	113	1	2.5	2.5	NUM
iajs-2813	113	2	random	random	ADJ
iajs-2813	113	3	forest	forest	NOUN
iajs-2813	113	4	it	it	PRON
iajs-2813	113	5	is	be	AUX
iajs-2813	113	6	considered	consider	VERB
iajs-2813	113	7	one	one	NUM
iajs-2813	113	8	of	of	ADP
iajs-2813	113	9	the	the	DET
iajs-2813	113	10	most	most	ADV
iajs-2813	113	11	widely	widely	ADV
iajs-2813	113	12	used	use	VERB
iajs-2813	113	13	techniques	technique	NOUN
iajs-2813	113	14	in	in	ADP
iajs-2813	113	15	predicting	predict	VERB
iajs-2813	113	16	and	and	CCONJ
iajs-2813	113	17	data	datum	NOUN
iajs-2813	113	18	analysis	analysis	NOUN
iajs-2813	113	19	.	.	PUNCT
iajs-2813	114	1	we	we	PRON
iajs-2813	114	2	can	can	AUX
iajs-2813	114	3	convey	convey	VERB
iajs-2813	114	4	that	that	SCONJ
iajs-2813	114	5	most	most	ADJ
iajs-2813	114	6	studies	study	NOUN
iajs-2813	114	7	employ	employ	VERB
iajs-2813	114	8	machine	machine	NOUN
iajs-2813	114	9	learning	learn	VERB
iajs-2813	114	10	techniques	technique	NOUN
iajs-2813	114	11	,	,	PUNCT
iajs-2813	114	12	including	include	VERB
iajs-2813	114	13	the	the	DET
iajs-2813	114	14	random	random	ADJ
iajs-2813	114	15	forest	forest	NOUN
iajs-2813	114	16	technique	technique	NOUN
iajs-2813	114	17	.	.	PUNCT
iajs-2813	115	1	it	it	PRON
iajs-2813	115	2	is	be	AUX
iajs-2813	115	3	a	a	DET
iajs-2813	115	4	supervised	supervised	ADJ
iajs-2813	115	5	machine	machine	NOUN
iajs-2813	115	6	learning	learning	NOUN
iajs-2813	115	7	technique	technique	NOUN
iajs-2813	115	8	operated	operate	VERB
iajs-2813	115	9	on	on	ADP
iajs-2813	115	10	classification	classification	NOUN
iajs-2813	115	11	and	and	CCONJ
iajs-2813	115	12	regression	regression	NOUN
iajs-2813	115	13	issues	issue	NOUN
iajs-2813	115	14	.	.	PUNCT
iajs-2813	116	1	furthermore	furthermore	ADV
iajs-2813	116	2	,	,	PUNCT
iajs-2813	116	3	a	a	DET
iajs-2813	116	4	random	random	ADJ
iajs-2813	116	5	forest	forest	NOUN
iajs-2813	116	6	is	be	AUX
iajs-2813	116	7	an	an	DET
iajs-2813	116	8	ensemble	ensemble	ADJ
iajs-2813	116	9	classifier	classifier	NOUN
iajs-2813	116	10	[	[	X
iajs-2813	116	11	24	24	NUM
iajs-2813	116	12	]	]	PUNCT
iajs-2813	116	13	;	;	PUNCT
iajs-2813	116	14	that	that	PRON
iajs-2813	116	15	is	is	ADV
iajs-2813	116	16	,	,	PUNCT
iajs-2813	116	17	it	it	PRON
iajs-2813	116	18	consists	consist	VERB
iajs-2813	116	19	of	of	ADP
iajs-2813	116	20	a	a	DET
iajs-2813	116	21	large	large	ADJ
iajs-2813	116	22	number	number	NOUN
iajs-2813	116	23	of	of	ADP
iajs-2813	116	24	individual	individual	ADJ
iajs-2813	116	25	decision	decision	NOUN
iajs-2813	116	26	groups	group	NOUN
iajs-2813	116	27	.	.	PUNCT
iajs-2813	117	1	each	each	DET
iajs-2813	117	2	tree	tree	NOUN
iajs-2813	117	3	within	within	ADP
iajs-2813	117	4	its	its	PRON
iajs-2813	117	5	distribution	distribution	NOUN
iajs-2813	117	6	provides	provide	VERB
iajs-2813	117	7	a	a	DET
iajs-2813	117	8	prediction	prediction	NOUN
iajs-2813	117	9	of	of	ADP
iajs-2813	117	10	a	a	DET
iajs-2813	117	11	specific	specific	ADJ
iajs-2813	117	12	event	event	NOUN
iajs-2813	117	13	.	.	PUNCT
iajs-2813	118	1	the	the	DET
iajs-2813	118	2	class	class	NOUN
iajs-2813	118	3	with	with	ADP
iajs-2813	118	4	the	the	DET
iajs-2813	118	5	most	most	ADV
iajs-2813	118	6	significant	significant	ADJ
iajs-2813	118	7	votes	vote	NOUN
iajs-2813	118	8	is	be	AUX
iajs-2813	118	9	considered	consider	VERB
iajs-2813	118	10	the	the	DET
iajs-2813	118	11	typical	typical	ADJ
iajs-2813	118	12	prediction	prediction	NOUN
iajs-2813	118	13	.	.	PUNCT
iajs-2813	119	1	each	each	DET
iajs-2813	119	2	tree	tree	NOUN
iajs-2813	119	3	in	in	ADP
iajs-2813	119	4	the	the	DET
iajs-2813	119	5	forest	forest	NOUN
iajs-2813	119	6	collects	collect	VERB
iajs-2813	119	7	random	random	ADJ
iajs-2813	119	8	samples	sample	NOUN
iajs-2813	119	9	from	from	ADP
iajs-2813	119	10	the	the	DET
iajs-2813	119	11	dataset	dataset	NOUN
iajs-2813	119	12	with	with	ADP
iajs-2813	119	13	replacement	replacement	NOUN
iajs-2813	119	14	;	;	PUNCT
iajs-2813	119	15	this	this	DET
iajs-2813	119	16	process	process	NOUN
iajs-2813	119	17	is	be	AUX
iajs-2813	119	18	called	call	VERB
iajs-2813	119	19	bagging	bagging	NOUN
iajs-2813	119	20	(	(	PUNCT
iajs-2813	119	21	bootstrap	bootstrap	NOUN
iajs-2813	119	22	aggregation	aggregation	NOUN
iajs-2813	119	23	)	)	PUNCT
iajs-2813	120	1	[	[	X
iajs-2813	120	2	25	25	NUM
iajs-2813	120	3	]	]	PUNCT
iajs-2813	120	4	.	.	PUNCT
iajs-2813	121	1	the	the	DET
iajs-2813	121	2	out	out	ADV
iajs-2813	121	3	-	-	PUNCT
iajs-2813	121	4	of	of	ADP
iajs-2813	121	5	-	-	PUNCT
iajs-2813	121	6	bag	bag	NOUN
iajs-2813	121	7	score	score	NOUN
iajs-2813	121	8	will	will	AUX
iajs-2813	121	9	give	give	VERB
iajs-2813	121	10	a	a	DET
iajs-2813	121	11	complete	complete	ADJ
iajs-2813	121	12	description	description	NOUN
iajs-2813	121	13	of	of	ADP
iajs-2813	121	14	the	the	DET
iajs-2813	121	15	model	model	NOUN
iajs-2813	121	16	's	's	PART
iajs-2813	121	17	performance	performance	NOUN
iajs-2813	121	18	during	during	ADP
iajs-2813	121	19	the	the	DET
iajs-2813	121	20	training	training	NOUN
iajs-2813	121	21	phase	phase	NOUN
iajs-2813	121	22	.	.	PUNCT
iajs-2813	122	1	2.6	2.6	NUM
iajs-2813	122	2	linear	linear	ADJ
iajs-2813	122	3	regression	regression	NOUN
iajs-2813	122	4	this	this	DET
iajs-2813	122	5	technique	technique	NOUN
iajs-2813	122	6	is	be	AUX
iajs-2813	122	7	considered	consider	VERB
iajs-2813	122	8	one	one	NUM
iajs-2813	122	9	of	of	ADP
iajs-2813	122	10	the	the	DET
iajs-2813	122	11	most	most	ADV
iajs-2813	122	12	statistical	statistical	ADJ
iajs-2813	122	13	techniques	technique	NOUN
iajs-2813	122	14	utilized	utilize	VERB
iajs-2813	122	15	to	to	PART
iajs-2813	122	16	verify	verify	VERB
iajs-2813	122	17	or	or	CCONJ
iajs-2813	122	18	estimate	estimate	VERB
iajs-2813	122	19	the	the	DET
iajs-2813	122	20	relationship	relationship	NOUN
iajs-2813	122	21	between	between	ADP
iajs-2813	122	22	dependent	dependent	ADJ
iajs-2813	122	23	variables	variable	NOUN
iajs-2813	122	24	and	and	CCONJ
iajs-2813	122	25	a	a	DET
iajs-2813	122	26	set	set	NOUN
iajs-2813	122	27	of	of	ADP
iajs-2813	122	28	independent	independent	ADJ
iajs-2813	122	29	descriptive	descriptive	ADJ
iajs-2813	122	30	variables	variable	NOUN
iajs-2813	122	31	within	within	ADP
iajs-2813	122	32	a	a	DET
iajs-2813	122	33	dataset	dataset	NOUN
iajs-2813	123	1	[	[	X
iajs-2813	123	2	26	26	NUM
iajs-2813	123	3	]	]	PUNCT
iajs-2813	123	4	.	.	PUNCT
iajs-2813	124	1	in	in	ADP
iajs-2813	124	2	general	general	ADJ
iajs-2813	124	3	,	,	PUNCT
iajs-2813	124	4	this	this	DET
iajs-2813	124	5	technique	technique	NOUN
iajs-2813	124	6	is	be	AUX
iajs-2813	124	7	employed	employ	VERB
iajs-2813	124	8	in	in	ADP
iajs-2813	124	9	data	datum	NOUN
iajs-2813	124	10	analysis	analysis	NOUN
iajs-2813	124	11	.	.	PUNCT
iajs-2813	125	1	however	however	ADV
iajs-2813	125	2	,	,	PUNCT
iajs-2813	125	3	it	it	PRON
iajs-2813	125	4	is	be	AUX
iajs-2813	125	5	not	not	PART
iajs-2813	125	6	influenced	influence	VERB
iajs-2813	125	7	by	by	ADP
iajs-2813	125	8	the	the	DET
iajs-2813	125	9	size	size	NOUN
iajs-2813	125	10	of	of	ADP
iajs-2813	125	11	the	the	DET
iajs-2813	125	12	database	database	NOUN
iajs-2813	125	13	,	,	PUNCT
iajs-2813	125	14	as	as	SCONJ
iajs-2813	125	15	it	it	PRON
iajs-2813	125	16	has	have	VERB
iajs-2813	125	17	the	the	DET
iajs-2813	125	18	ability	ability	NOUN
iajs-2813	125	19	in	in	ADP
iajs-2813	125	20	a	a	DET
iajs-2813	125	21	qualitative	qualitative	ADJ
iajs-2813	125	22	research	research	NOUN
iajs-2813	125	23	method	method	NOUN
iajs-2813	125	24	to	to	PART
iajs-2813	125	25	model	model	VERB
iajs-2813	125	26	and	and	CCONJ
iajs-2813	125	27	analyze	analyze	VERB
iajs-2813	125	28	many	many	ADJ
iajs-2813	125	29	variables	variable	NOUN
iajs-2813	125	30	.	.	PUNCT
iajs-2813	126	1	in	in	ADP
iajs-2813	126	2	this	this	DET
iajs-2813	126	3	technique	technique	NOUN
iajs-2813	126	4	,	,	PUNCT
iajs-2813	126	5	the	the	DET
iajs-2813	126	6	dependent	dependent	ADJ
iajs-2813	126	7	variable	variable	NOUN
iajs-2813	126	8	is	be	AUX
iajs-2813	126	9	a	a	DET
iajs-2813	126	10	predictive	predictive	ADJ
iajs-2813	126	11	or	or	CCONJ
iajs-2813	126	12	descriptive	descriptive	ADJ
iajs-2813	126	13	element	element	NOUN
iajs-2813	126	14	and	and	CCONJ
iajs-2813	126	15	can	can	AUX
iajs-2813	126	16	be	be	AUX
iajs-2813	126	17	described	describe	VERB
iajs-2813	126	18	as	as	ADP
iajs-2813	126	19	the	the	DET
iajs-2813	126	20	result	result	NOUN
iajs-2813	126	21	or	or	CCONJ
iajs-2813	126	22	response	response	NOUN
iajs-2813	126	23	to	to	ADP
iajs-2813	126	24	a	a	DET
iajs-2813	126	25	particular	particular	ADJ
iajs-2813	126	26	query	query	NOUN
iajs-2813	126	27	within	within	ADP
iajs-2813	126	28	a	a	DET
iajs-2813	126	29	large	large	ADJ
iajs-2813	126	30	dataset	dataset	NOUN
iajs-2813	126	31	.	.	PUNCT
iajs-2813	127	1	moreover	moreover	ADV
iajs-2813	127	2	,	,	PUNCT
iajs-2813	127	3	this	this	DET
iajs-2813	127	4	technique	technique	NOUN
iajs-2813	127	5	allows	allow	VERB
iajs-2813	127	6	examining	examine	VERB
iajs-2813	127	7	the	the	DET
iajs-2813	127	8	relationship	relationship	NOUN
iajs-2813	127	9	between	between	ADP
iajs-2813	127	10	two	two	NUM
iajs-2813	127	11	or	or	CCONJ
iajs-2813	127	12	more	more	ADJ
iajs-2813	127	13	variables	variable	NOUN
iajs-2813	127	14	and	and	CCONJ
iajs-2813	127	15	identifying	identify	VERB
iajs-2813	127	16	the	the	DET
iajs-2813	127	17	most	most	ADV
iajs-2813	127	18	significant	significant	ADJ
iajs-2813	127	19	changes	change	NOUN
iajs-2813	127	20	on	on	ADP
iajs-2813	127	21	a	a	DET
iajs-2813	127	22	topic	topic	NOUN
iajs-2813	127	23	of	of	ADP
iajs-2813	127	24	interest	interest	NOUN
iajs-2813	127	25	,	,	PUNCT
iajs-2813	127	26	especially	especially	ADV
iajs-2813	127	27	in	in	ADP
iajs-2813	127	28	medical	medical	ADJ
iajs-2813	127	29	data	datum	NOUN
iajs-2813	127	30	,	,	PUNCT
iajs-2813	127	31	because	because	SCONJ
iajs-2813	127	32	they	they	PRON
iajs-2813	127	33	are	be	AUX
iajs-2813	127	34	extensive	extensive	ADJ
iajs-2813	127	35	data	datum	NOUN
iajs-2813	127	36	.	.	PUNCT
iajs-2813	128	1	variables	variable	NOUN
iajs-2813	128	2	are	be	AUX
iajs-2813	128	3	divided	divide	VERB
iajs-2813	128	4	into	into	ADP
iajs-2813	128	5	two	two	NUM
iajs-2813	128	6	styles	style	NOUN
iajs-2813	128	7	:	:	PUNCT
iajs-2813	128	8	the	the	DET
iajs-2813	128	9	dependent	dependent	ADJ
iajs-2813	128	10	,	,	PUNCT
iajs-2813	128	11	which	which	PRON
iajs-2813	128	12	is	be	AUX
iajs-2813	128	13	the	the	DET
iajs-2813	128	14	factor	factor	NOUN
iajs-2813	128	15	that	that	PRON
iajs-2813	128	16	tries	try	VERB
iajs-2813	128	17	to	to	PART
iajs-2813	128	18	understand	understand	VERB
iajs-2813	128	19	or	or	CCONJ
iajs-2813	128	20	predict	predict	VERB
iajs-2813	128	21	,	,	PUNCT
iajs-2813	128	22	and	and	CCONJ
iajs-2813	128	23	the	the	DET
iajs-2813	128	24	second	second	NOUN
iajs-2813	128	25	is	be	AUX
iajs-2813	128	26	the	the	DET
iajs-2813	128	27	independent	independent	ADJ
iajs-2813	128	28	variable	variable	NOUN
iajs-2813	128	29	,	,	PUNCT
iajs-2813	128	30	which	which	PRON
iajs-2813	128	31	is	be	AUX
iajs-2813	128	32	the	the	DET
iajs-2813	128	33	factor	factor	NOUN
iajs-2813	128	34	that	that	PRON
iajs-2813	128	35	affects	affect	VERB
iajs-2813	128	36	the	the	DET
iajs-2813	128	37	special	special	ADJ
iajs-2813	128	38	dependent	dependent	ADJ
iajs-2813	128	39	variable	variable	NOUN
iajs-2813	128	40	.	.	PUNCT
iajs-2813	129	1	2.7	2.7	NUM
iajs-2813	129	2	linear	linear	ADJ
iajs-2813	129	3	discriminant	discriminant	ADJ
iajs-2813	129	4	analysis	analysis	NOUN
iajs-2813	129	5	it	it	PRON
iajs-2813	129	6	is	be	AUX
iajs-2813	129	7	the	the	DET
iajs-2813	129	8	standard	standard	ADJ
iajs-2813	129	9	feature	feature	NOUN
iajs-2813	129	10	extraction	extraction	NOUN
iajs-2813	129	11	technique	technique	NOUN
iajs-2813	129	12	in	in	ADP
iajs-2813	129	13	pattern	pattern	NOUN
iajs-2813	129	14	classification	classification	NOUN
iajs-2813	129	15	problems	problem	NOUN
iajs-2813	129	16	[	[	X
iajs-2813	129	17	27	27	NUM
iajs-2813	129	18	]	]	PUNCT
iajs-2813	129	19	.	.	PUNCT
iajs-2813	130	1	it	it	PRON
iajs-2813	130	2	is	be	AUX
iajs-2813	130	3	defined	define	VERB
iajs-2813	130	4	as	as	ADP
iajs-2813	130	5	a	a	DET
iajs-2813	130	6	linear	linear	ADJ
iajs-2813	130	7	model	model	NOUN
iajs-2813	130	8	for	for	ADP
iajs-2813	130	9	classification	classification	NOUN
iajs-2813	130	10	and	and	CCONJ
iajs-2813	130	11	dimensionality	dimensionality	NOUN
iajs-2813	130	12	reduction	reduction	NOUN
iajs-2813	130	13	.	.	PUNCT
iajs-2813	131	1	this	this	DET
iajs-2813	131	2	technique	technique	NOUN
iajs-2813	131	3	is	be	AUX
iajs-2813	131	4	distinguished	distinguish	VERB
iajs-2813	131	5	by	by	ADP
iajs-2813	131	6	dropping	drop	VERB
iajs-2813	131	7	data	datum	NOUN
iajs-2813	131	8	from	from	ADP
iajs-2813	131	9	the	the	DET
iajs-2813	131	10	dimensional	dimensional	ADJ
iajs-2813	131	11	feature	feature	NOUN
iajs-2813	131	12	space	space	NOUN
iajs-2813	131	13	to	to	ADP
iajs-2813	131	14	the	the	DET
iajs-2813	131	15	dimension	dimension	NOUN
iajs-2813	131	16	space	space	NOUN
iajs-2813	131	17	to	to	PART
iajs-2813	131	18	increase	increase	VERB
iajs-2813	131	19	the	the	DET
iajs-2813	131	20	variability	variability	NOUN
iajs-2813	131	21	between	between	ADP
iajs-2813	131	22	the	the	DET
iajs-2813	131	23	categories	category	NOUN
iajs-2813	131	24	and	and	CCONJ
iajs-2813	131	25	reduce	reduce	VERB
iajs-2813	131	26	the	the	DET
iajs-2813	131	27	variability	variability	NOUN
iajs-2813	131	28	within	within	ADP
iajs-2813	131	29	the	the	DET
iajs-2813	131	30	categories	category	NOUN
iajs-2813	131	31	.	.	PUNCT
iajs-2813	132	1	in	in	ADP
iajs-2813	132	2	short	short	ADJ
iajs-2813	132	3	,	,	PUNCT
iajs-2813	132	4	the	the	DET
iajs-2813	132	5	most	most	ADV
iajs-2813	132	6	crucial	crucial	ADJ
iajs-2813	132	7	feature	feature	NOUN
iajs-2813	132	8	of	of	ADP
iajs-2813	132	9	this	this	DET
iajs-2813	132	10	technique	technique	NOUN
iajs-2813	132	11	is	be	AUX
iajs-2813	132	12	the	the	DET
iajs-2813	132	13	symmetric	symmetric	ADJ
iajs-2813	132	14	squared	square	VERB
iajs-2813	132	15	distance	distance	NOUN
iajs-2813	132	16	effects	effect	NOUN
iajs-2813	132	17	.	.	PUNCT
iajs-2813	133	1	this	this	DET
iajs-2813	133	2	technique	technique	NOUN
iajs-2813	133	3	is	be	AUX
iajs-2813	133	4	an	an	DET
iajs-2813	133	5	alternative	alternative	NOUN
iajs-2813	133	6	to	to	ADP
iajs-2813	133	7	logistic	logistic	ADJ
iajs-2813	133	8	regression	regression	NOUN
iajs-2813	133	9	when	when	SCONJ
iajs-2813	133	10	the	the	DET
iajs-2813	133	11	qualitative	qualitative	ADJ
iajs-2813	133	12	variable	variable	NOUN
iajs-2813	133	13	has	have	VERB
iajs-2813	133	14	more	more	ADJ
iajs-2813	133	15	than	than	ADP
iajs-2813	133	16	two	two	NUM
iajs-2813	133	17	levels	level	NOUN
iajs-2813	133	18	.	.	PUNCT
iajs-2813	134	1	in	in	ADP
iajs-2813	134	2	addition	addition	NOUN
iajs-2813	134	3	,	,	PUNCT
iajs-2813	134	4	this	this	DET
iajs-2813	134	5	technique	technique	NOUN
iajs-2813	134	6	is	be	AUX
iajs-2813	134	7	distinguished	distinguish	VERB
iajs-2813	134	8	from	from	ADP
iajs-2813	134	9	logistic	logistic	ADJ
iajs-2813	134	10	regression	regression	NOUN
iajs-2813	134	11	by	by	ADP
iajs-2813	134	12	the	the	DET
iajs-2813	134	13	following	following	NOUN
iajs-2813	134	14	:	:	PUNCT
iajs-2813	134	15			NOUN
iajs-2813	134	16	if	if	SCONJ
iajs-2813	134	17	the	the	DET
iajs-2813	134	18	categories	category	NOUN
iajs-2813	134	19	are	be	AUX
iajs-2813	134	20	sufficiently	sufficiently	ADV
iajs-2813	134	21	separated	separate	VERB
iajs-2813	134	22	,	,	PUNCT
iajs-2813	134	23	then	then	ADV
iajs-2813	134	24	the	the	DET
iajs-2813	134	25	parameters	parameter	NOUN
iajs-2813	134	26	estimated	estimate	VERB
iajs-2813	134	27	in	in	ADP
iajs-2813	134	28	the	the	DET
iajs-2813	134	29	logistic	logistic	ADJ
iajs-2813	134	30	regression	regression	NOUN
iajs-2813	134	31	model	model	NOUN
iajs-2813	134	32	are	be	AUX
iajs-2813	134	33	inconsistent	inconsistent	ADJ
iajs-2813	134	34	.	.	PUNCT
iajs-2813	135	1	the	the	DET
iajs-2813	135	2	lda	lda	PROPN
iajs-2813	135	3	method	method	NOUN
iajs-2813	135	4	does	do	AUX
iajs-2813	135	5	not	not	PART
iajs-2813	135	6	suffer	suffer	VERB
iajs-2813	135	7	from	from	ADP
iajs-2813	135	8	this	this	DET
iajs-2813	135	9	issue	issue	NOUN
iajs-2813	135	10	.	.	PUNCT
iajs-2813	136	1			X
iajs-2813	137	1	if	if	SCONJ
iajs-2813	137	2	the	the	DET
iajs-2813	137	3	number	number	NOUN
iajs-2813	137	4	of	of	ADP
iajs-2813	137	5	observations	observation	NOUN
iajs-2813	137	6	is	be	AUX
iajs-2813	137	7	low	low	ADJ
iajs-2813	137	8	and	and	CCONJ
iajs-2813	137	9	the	the	DET
iajs-2813	137	10	distribution	distribution	NOUN
iajs-2813	137	11	of	of	ADP
iajs-2813	137	12	the	the	DET
iajs-2813	137	13	predictors	predictor	NOUN
iajs-2813	137	14	is	be	AUX
iajs-2813	137	15	nearly	nearly	ADV
iajs-2813	137	16	normal	normal	ADJ
iajs-2813	137	17	in	in	ADP
iajs-2813	137	18	each	each	DET
iajs-2813	137	19	category	category	NOUN
iajs-2813	137	20	,	,	PUNCT
iajs-2813	137	21	the	the	DET
iajs-2813	137	22	lda	lda	PROPN
iajs-2813	137	23	will	will	AUX
iajs-2813	137	24	be	be	AUX
iajs-2813	137	25	more	more	ADV
iajs-2813	137	26	regular	regular	ADJ
iajs-2813	137	27	than	than	ADP
iajs-2813	137	28	the	the	DET
iajs-2813	137	29	logistic	logistic	ADJ
iajs-2813	137	30	regression	regression	NOUN
iajs-2813	137	31	.	.	PUNCT
iajs-2813	138	1	ihjpas	ihjpas	PROPN
iajs-2813	138	2	.	.	PUNCT
iajs-2813	139	1	53	53	NUM
iajs-2813	139	2	(	(	PUNCT
iajs-2813	139	3	3)2022	3)2022	NOUN
iajs-2813	139	4	181	181	NUM
iajs-2813	139	5	2.8	2.8	NUM
iajs-2813	139	6	learning	learn	VERB
iajs-2813	139	7	vector	vector	NOUN
iajs-2813	139	8	quantisation	quantisation	NOUN
iajs-2813	139	9	it	it	PRON
iajs-2813	139	10	is	be	AUX
iajs-2813	139	11	a	a	DET
iajs-2813	139	12	supervised	supervised	ADJ
iajs-2813	139	13	machine	machine	NOUN
iajs-2813	139	14	learning	learning	NOUN
iajs-2813	139	15	method	method	NOUN
iajs-2813	139	16	and	and	CCONJ
iajs-2813	139	17	is	be	AUX
iajs-2813	139	18	a	a	DET
iajs-2813	139	19	type	type	NOUN
iajs-2813	139	20	of	of	ADP
iajs-2813	139	21	artificial	artificial	ADJ
iajs-2813	139	22	neural	neural	ADJ
iajs-2813	139	23	network	network	NOUN
iajs-2813	139	24	inspired	inspire	VERB
iajs-2813	139	25	by	by	ADP
iajs-2813	139	26	biological	biological	ADJ
iajs-2813	139	27	models	model	NOUN
iajs-2813	139	28	of	of	ADP
iajs-2813	139	29	neural	neural	ADJ
iajs-2813	139	30	systems	system	NOUN
iajs-2813	139	31	[	[	X
iajs-2813	139	32	28	28	NUM
iajs-2813	139	33	]	]	PUNCT
iajs-2813	139	34	.	.	PUNCT
iajs-2813	140	1	moreover	moreover	ADV
iajs-2813	140	2	,	,	PUNCT
iajs-2813	140	3	this	this	DET
iajs-2813	140	4	technique	technique	NOUN
iajs-2813	140	5	can	can	AUX
iajs-2813	140	6	self	self	NOUN
iajs-2813	140	7	-	-	PUNCT
iajs-2813	140	8	organize	organize	VERB
iajs-2813	140	9	its	its	PRON
iajs-2813	140	10	network	network	NOUN
iajs-2813	140	11	training	training	NOUN
iajs-2813	140	12	and	and	CCONJ
iajs-2813	140	13	deals	deal	NOUN
iajs-2813	140	14	with	with	ADP
iajs-2813	140	15	the	the	DET
iajs-2813	140	16	problem	problem	NOUN
iajs-2813	140	17	of	of	ADP
iajs-2813	140	18	multi	multi	ADJ
iajs-2813	140	19	-	-	ADJ
iajs-2813	140	20	category	category	ADJ
iajs-2813	140	21	classification	classification	NOUN
iajs-2813	140	22	.	.	PUNCT
iajs-2813	141	1	also	also	ADV
iajs-2813	141	2	,	,	PUNCT
iajs-2813	141	3	it	it	PRON
iajs-2813	141	4	contains	contain	VERB
iajs-2813	141	5	two	two	NUM
iajs-2813	141	6	layers	layer	NOUN
iajs-2813	141	7	of	of	ADP
iajs-2813	141	8	input	input	NOUN
iajs-2813	141	9	and	and	CCONJ
iajs-2813	141	10	output	output	NOUN
iajs-2813	141	11	.	.	PUNCT
iajs-2813	142	1	in	in	ADP
iajs-2813	142	2	general	general	ADJ
iajs-2813	142	3	,	,	PUNCT
iajs-2813	142	4	lvq	lvq	NOUN
iajs-2813	142	5	is	be	AUX
iajs-2813	142	6	considered	consider	VERB
iajs-2813	142	7	a	a	DET
iajs-2813	142	8	model	model	NOUN
iajs-2813	142	9	to	to	PART
iajs-2813	142	10	classify	classify	VERB
iajs-2813	142	11	learning	learning	NOUN
iajs-2813	142	12	which	which	PRON
iajs-2813	142	13	establishes	establish	VERB
iajs-2813	142	14	a	a	DET
iajs-2813	142	15	promising	promising	ADJ
iajs-2813	142	16	alternative	alternative	NOUN
iajs-2813	142	17	for	for	ADP
iajs-2813	142	18	deep	deep	ADJ
iajs-2813	142	19	networks	network	NOUN
iajs-2813	142	20	,	,	PUNCT
iajs-2813	142	21	mainly	mainly	ADV
iajs-2813	142	22	relying	rely	VERB
iajs-2813	142	23	on	on	ADP
iajs-2813	142	24	euclidean	euclidean	ADJ
iajs-2813	142	25	metrics	metric	NOUN
iajs-2813	142	26	to	to	PART
iajs-2813	142	27	compare	compare	VERB
iajs-2813	142	28	data	data	NOUN
iajs-2813	142	29	vectors	vector	NOUN
iajs-2813	142	30	with	with	ADP
iajs-2813	142	31	prototype	prototype	NOUN
iajs-2813	142	32	vectors	vector	NOUN
iajs-2813	142	33	.	.	PUNCT
iajs-2813	143	1	it	it	PRON
iajs-2813	143	2	is	be	AUX
iajs-2813	143	3	a	a	DET
iajs-2813	143	4	known	know	VERB
iajs-2813	143	5	algorithm	algorithm	NOUN
iajs-2813	143	6	specialized	specialize	VERB
iajs-2813	143	7	in	in	ADP
iajs-2813	143	8	classifying	classify	VERB
iajs-2813	143	9	patterns	pattern	NOUN
iajs-2813	143	10	or	or	CCONJ
iajs-2813	143	11	selecting	select	VERB
iajs-2813	143	12	prototypes	prototype	NOUN
iajs-2813	143	13	through	through	ADP
iajs-2813	143	14	its	its	PRON
iajs-2813	143	15	network	network	NOUN
iajs-2813	143	16	that	that	PRON
iajs-2813	143	17	depends	depend	VERB
iajs-2813	143	18	on	on	ADP
iajs-2813	143	19	nearest	near	ADJ
iajs-2813	143	20	neighbour	neighbour	ADJ
iajs-2813	143	21	patterns	pattern	NOUN
iajs-2813	143	22	in	in	ADP
iajs-2813	143	23	its	its	PRON
iajs-2813	143	24	classification	classification	NOUN
iajs-2813	143	25	process	process	NOUN
iajs-2813	143	26	and	and	CCONJ
iajs-2813	143	27	is	be	AUX
iajs-2813	143	28	appropriate	appropriate	ADJ
iajs-2813	143	29	for	for	ADP
iajs-2813	143	30	solving	solve	VERB
iajs-2813	143	31	non	non	ADJ
iajs-2813	143	32	-	-	ADJ
iajs-2813	143	33	linear	linear	ADJ
iajs-2813	143	34	separation	separation	NOUN
iajs-2813	143	35	problems	problem	NOUN
iajs-2813	143	36	and	and	CCONJ
iajs-2813	143	37	classification	classification	NOUN
iajs-2813	143	38	of	of	ADP
iajs-2813	143	39	large	large	ADJ
iajs-2813	143	40	amounts	amount	NOUN
iajs-2813	143	41	of	of	ADP
iajs-2813	143	42	data	datum	NOUN
iajs-2813	143	43	[	[	X
iajs-2813	143	44	29	29	NUM
iajs-2813	143	45	]	]	PUNCT
iajs-2813	143	46	.	.	PUNCT
iajs-2813	144	1	by	by	ADP
iajs-2813	144	2	applying	apply	VERB
iajs-2813	144	3	the	the	DET
iajs-2813	144	4	smallest	small	ADJ
iajs-2813	144	5	euclidean	euclidean	ADJ
iajs-2813	144	6	distance	distance	NOUN
iajs-2813	144	7	,	,	PUNCT
iajs-2813	144	8	the	the	DET
iajs-2813	144	9	lvq	lvq	NOUN
iajs-2813	144	10	algorithm	algorithm	NOUN
iajs-2813	144	11	is	be	AUX
iajs-2813	144	12	designed	design	VERB
iajs-2813	144	13	to	to	PART
iajs-2813	144	14	decide	decide	VERB
iajs-2813	144	15	which	which	DET
iajs-2813	144	16	vector	vector	NOUN
iajs-2813	144	17	is	be	AUX
iajs-2813	144	18	winning	win	VERB
iajs-2813	144	19	,	,	PUNCT
iajs-2813	144	20	which	which	PRON
iajs-2813	144	21	will	will	AUX
iajs-2813	144	22	cause	cause	VERB
iajs-2813	144	23	this	this	DET
iajs-2813	144	24	vector	vector	NOUN
iajs-2813	144	25	to	to	PART
iajs-2813	144	26	be	be	AUX
iajs-2813	144	27	chosen	choose	VERB
iajs-2813	144	28	[	[	PUNCT
iajs-2813	144	29	30	30	NUM
iajs-2813	144	30	]	]	PUNCT
iajs-2813	144	31	.	.	PUNCT
iajs-2813	145	1	3	3	X
iajs-2813	145	2	.	.	X
iajs-2813	145	3	machine	machine	NOUN
iajs-2813	145	4	learning	learning	NOUN
iajs-2813	145	5	in	in	ADP
iajs-2813	145	6	cardiology	cardiology	NOUN
iajs-2813	145	7	machine	machine	NOUN
iajs-2813	145	8	learning	learning	NOUN
iajs-2813	145	9	has	have	VERB
iajs-2813	145	10	the	the	DET
iajs-2813	145	11	extraordinary	extraordinary	ADJ
iajs-2813	145	12	ability	ability	NOUN
iajs-2813	145	13	to	to	PART
iajs-2813	145	14	predict	predict	VERB
iajs-2813	145	15	vital	vital	ADJ
iajs-2813	145	16	information	information	NOUN
iajs-2813	145	17	from	from	ADP
iajs-2813	145	18	a	a	DET
iajs-2813	145	19	large	large	ADJ
iajs-2813	145	20	set	set	NOUN
iajs-2813	145	21	of	of	ADP
iajs-2813	145	22	data	datum	NOUN
iajs-2813	145	23	[	[	X
iajs-2813	145	24	31	31	NUM
iajs-2813	145	25	]	]	PUNCT
iajs-2813	145	26	.	.	PUNCT
iajs-2813	146	1	physicians	physician	NOUN
iajs-2813	146	2	can	can	AUX
iajs-2813	146	3	make	make	VERB
iajs-2813	146	4	decisions	decision	NOUN
iajs-2813	146	5	based	base	VERB
iajs-2813	146	6	on	on	ADP
iajs-2813	146	7	the	the	DET
iajs-2813	146	8	effects	effect	NOUN
iajs-2813	146	9	of	of	ADP
iajs-2813	146	10	these	these	DET
iajs-2813	146	11	techniques	technique	NOUN
iajs-2813	146	12	.	.	PUNCT
iajs-2813	147	1	for	for	ADP
iajs-2813	147	2	instance	instance	NOUN
iajs-2813	147	3	,	,	PUNCT
iajs-2813	147	4	the	the	DET
iajs-2813	147	5	medical	medical	ADJ
iajs-2813	147	6	field	field	NOUN
iajs-2813	147	7	is	be	AUX
iajs-2813	147	8	rich	rich	ADJ
iajs-2813	147	9	in	in	ADP
iajs-2813	147	10	information	information	NOUN
iajs-2813	147	11	that	that	PRON
iajs-2813	147	12	arises	arise	VERB
iajs-2813	147	13	from	from	ADP
iajs-2813	147	14	the	the	DET
iajs-2813	147	15	womb	womb	NOUN
iajs-2813	147	16	of	of	ADP
iajs-2813	147	17	laboratory	laboratory	NOUN
iajs-2813	147	18	examinations	examination	NOUN
iajs-2813	147	19	and	and	CCONJ
iajs-2813	147	20	clinical	clinical	ADJ
iajs-2813	147	21	and	and	CCONJ
iajs-2813	147	22	physiological	physiological	ADJ
iajs-2813	147	23	observations	observation	NOUN
iajs-2813	147	24	.	.	PUNCT
iajs-2813	148	1	physicians	physician	NOUN
iajs-2813	148	2	and	and	CCONJ
iajs-2813	148	3	healthcare	healthcare	NOUN
iajs-2813	148	4	workers	worker	NOUN
iajs-2813	148	5	started	start	VERB
iajs-2813	148	6	analyzing	analyze	VERB
iajs-2813	148	7	patient	patient	ADJ
iajs-2813	148	8	data	datum	NOUN
iajs-2813	148	9	with	with	ADP
iajs-2813	148	10	different	different	ADJ
iajs-2813	148	11	data	datum	NOUN
iajs-2813	148	12	and	and	CCONJ
iajs-2813	148	13	organized	organized	ADJ
iajs-2813	148	14	algorithms	algorithm	NOUN
iajs-2813	148	15	that	that	PRON
iajs-2813	148	16	depend	depend	VERB
iajs-2813	148	17	on	on	ADP
iajs-2813	148	18	constantly	constantly	ADV
iajs-2813	148	19	updated	update	VERB
iajs-2813	148	20	data	data	NOUN
iajs-2813	148	21	sets	set	NOUN
iajs-2813	148	22	to	to	PART
iajs-2813	148	23	improve	improve	VERB
iajs-2813	148	24	the	the	DET
iajs-2813	148	25	ability	ability	NOUN
iajs-2813	148	26	to	to	PART
iajs-2813	148	27	diagnose	diagnose	VERB
iajs-2813	148	28	a	a	DET
iajs-2813	148	29	disease	disease	NOUN
iajs-2813	148	30	or	or	CCONJ
iajs-2813	148	31	predict	predict	VERB
iajs-2813	148	32	patient	patient	ADJ
iajs-2813	148	33	outcomes	outcome	NOUN
iajs-2813	148	34	.	.	PUNCT
iajs-2813	149	1	in	in	ADP
iajs-2813	149	2	addition	addition	NOUN
iajs-2813	149	3	,	,	PUNCT
iajs-2813	149	4	machine	machine	NOUN
iajs-2813	149	5	learning	learning	NOUN
iajs-2813	149	6	can	can	AUX
iajs-2813	149	7	not	not	PART
iajs-2813	149	8	replace	replace	VERB
iajs-2813	149	9	the	the	DET
iajs-2813	149	10	physician	physician	NOUN
iajs-2813	149	11	,	,	PUNCT
iajs-2813	149	12	but	but	CCONJ
iajs-2813	149	13	physicians	physician	NOUN
iajs-2813	149	14	who	who	PRON
iajs-2813	149	15	utilize	utilize	VERB
iajs-2813	149	16	machine	machine	NOUN
iajs-2813	149	17	learning	learning	NOUN
iajs-2813	149	18	techniques	technique	NOUN
iajs-2813	149	19	will	will	AUX
iajs-2813	149	20	replace	replace	VERB
iajs-2813	149	21	traditional	traditional	ADJ
iajs-2813	149	22	physicians	physician	NOUN
iajs-2813	149	23	who	who	PRON
iajs-2813	149	24	are	be	AUX
iajs-2813	149	25	not	not	PART
iajs-2813	149	26	keeping	keep	VERB
iajs-2813	149	27	pace	pace	NOUN
iajs-2813	149	28	with	with	ADP
iajs-2813	149	29	artificial	artificial	ADJ
iajs-2813	149	30	intelligence	intelligence	NOUN
iajs-2813	149	31	techniques	technique	NOUN
iajs-2813	149	32	.	.	PUNCT
iajs-2813	150	1	in	in	ADP
iajs-2813	150	2	this	this	DET
iajs-2813	150	3	section	section	NOUN
iajs-2813	150	4	,	,	PUNCT
iajs-2813	150	5	a	a	DET
iajs-2813	150	6	list	list	NOUN
iajs-2813	150	7	of	of	ADP
iajs-2813	150	8	contributions	contribution	NOUN
iajs-2813	150	9	of	of	ADP
iajs-2813	150	10	machine	machine	NOUN
iajs-2813	150	11	learning	learn	VERB
iajs-2813	150	12	techniques	technique	NOUN
iajs-2813	150	13	in	in	ADP
iajs-2813	150	14	diverse	diverse	ADJ
iajs-2813	150	15	fields	field	NOUN
iajs-2813	150	16	of	of	ADP
iajs-2813	150	17	cardiology	cardiology	NOUN
iajs-2813	150	18	in	in	ADP
iajs-2813	150	19	the	the	DET
iajs-2813	150	20	last	last	ADJ
iajs-2813	150	21	five	five	NUM
iajs-2813	150	22	years	year	NOUN
iajs-2813	150	23	from	from	ADP
iajs-2813	150	24	2017	2017	NUM
iajs-2813	150	25	to	to	ADP
iajs-2813	150	26	2021	2021	NUM
iajs-2813	150	27	that	that	PRON
iajs-2813	150	28	we	we	PRON
iajs-2813	150	29	consider	consider	VERB
iajs-2813	150	30	to	to	PART
iajs-2813	150	31	be	be	AUX
iajs-2813	150	32	of	of	ADP
iajs-2813	150	33	paramount	paramount	ADJ
iajs-2813	150	34	importance	importance	NOUN
iajs-2813	150	35	is	be	AUX
iajs-2813	150	36	included	include	VERB
iajs-2813	150	37	with	with	ADP
iajs-2813	150	38	a	a	DET
iajs-2813	150	39	detailed	detailed	ADJ
iajs-2813	150	40	description	description	NOUN
iajs-2813	150	41	of	of	ADP
iajs-2813	150	42	each	each	DET
iajs-2813	150	43	study	study	NOUN
iajs-2813	150	44	in	in	ADP
iajs-2813	150	45	terms	term	NOUN
iajs-2813	150	46	of	of	ADP
iajs-2813	150	47	the	the	DET
iajs-2813	150	48	type	type	NOUN
iajs-2813	150	49	of	of	ADP
iajs-2813	150	50	disease	disease	NOUN
iajs-2813	150	51	that	that	PRON
iajs-2813	150	52	is	be	AUX
iajs-2813	150	53	predicted	predict	VERB
iajs-2813	150	54	,	,	PUNCT
iajs-2813	150	55	the	the	DET
iajs-2813	150	56	number	number	NOUN
iajs-2813	150	57	of	of	ADP
iajs-2813	150	58	patients	patient	NOUN
iajs-2813	150	59	and	and	CCONJ
iajs-2813	150	60	the	the	DET
iajs-2813	150	61	names	name	NOUN
iajs-2813	150	62	of	of	ADP
iajs-2813	150	63	the	the	DET
iajs-2813	150	64	techniques	technique	NOUN
iajs-2813	150	65	employed	employ	VERB
iajs-2813	150	66	in	in	ADP
iajs-2813	150	67	the	the	DET
iajs-2813	150	68	prediction	prediction	NOUN
iajs-2813	150	69	process	process	NOUN
iajs-2813	150	70	with	with	ADP
iajs-2813	150	71	the	the	DET
iajs-2813	150	72	conclusions	conclusion	NOUN
iajs-2813	150	73	of	of	ADP
iajs-2813	150	74	the	the	DET
iajs-2813	150	75	study	study	NOUN
iajs-2813	150	76	as	as	SCONJ
iajs-2813	150	77	illustrated	illustrate	VERB
iajs-2813	150	78	in	in	ADP
iajs-2813	150	79	table	table	NOUN
iajs-2813	150	80	1	1	NUM
iajs-2813	150	81	.	.	PUNCT
iajs-2813	150	82	to	to	PART
iajs-2813	150	83	clarify	clarify	VERB
iajs-2813	150	84	,	,	PUNCT
iajs-2813	150	85	the	the	DET
iajs-2813	150	86	literature	literature	NOUN
iajs-2813	150	87	is	be	AUX
iajs-2813	150	88	selected	select	VERB
iajs-2813	150	89	based	base	VERB
iajs-2813	150	90	on	on	ADP
iajs-2813	150	91	two	two	NUM
iajs-2813	150	92	main	main	ADJ
iajs-2813	150	93	factors	factor	NOUN
iajs-2813	150	94	:	:	PUNCT
iajs-2813	150	95	the	the	DET
iajs-2813	150	96	number	number	NOUN
iajs-2813	150	97	of	of	ADP
iajs-2813	150	98	techniques	technique	NOUN
iajs-2813	150	99	applied	apply	VERB
iajs-2813	150	100	and	and	CCONJ
iajs-2813	150	101	the	the	DET
iajs-2813	150	102	accurate	accurate	ADJ
iajs-2813	150	103	data	datum	NOUN
iajs-2813	150	104	about	about	ADP
iajs-2813	150	105	patients	patient	NOUN
iajs-2813	150	106	(	(	PUNCT
iajs-2813	150	107	patient	patient	ADJ
iajs-2813	150	108	cohorts	cohort	NOUN
iajs-2813	150	109	)	)	PUNCT
iajs-2813	150	110	.	.	PUNCT
iajs-2813	151	1	table	table	NOUN
iajs-2813	151	2	1	1	NUM
iajs-2813	151	3	.	.	PUNCT
iajs-2813	152	1	a	a	DET
iajs-2813	152	2	bunch	bunch	NOUN
iajs-2813	152	3	of	of	ADP
iajs-2813	152	4	literature	literature	NOUN
iajs-2813	152	5	indicates	indicate	VERB
iajs-2813	152	6	heart	heart	NOUN
iajs-2813	152	7	disease	disease	NOUN
iajs-2813	152	8	for	for	ADP
iajs-2813	152	9	patient	patient	ADJ
iajs-2813	152	10	cohorts	cohort	NOUN
iajs-2813	152	11	utilising	utilise	VERB
iajs-2813	152	12	machine	machine	NOUN
iajs-2813	152	13	learning	learn	VERB
iajs-2813	152	14	techniques	technique	NOUN
iajs-2813	152	15	between	between	ADP
iajs-2813	152	16	2017	2017	NUM
iajs-2813	152	17	-	-	SYM
iajs-2813	152	18	2021	2021	NUM
iajs-2813	152	19	.	.	PUNCT
iajs-2813	153	1	references	reference	NOUN
iajs-2813	153	2	disease	disease	NOUN
iajs-2813	153	3	type	type	NOUN
iajs-2813	153	4	utilisation	utilisation	NOUN
iajs-2813	153	5	patient	patient	NOUN
iajs-2813	153	6	cohorts	cohort	NOUN
iajs-2813	153	7	technique	technique	NOUN
iajs-2813	153	8	s	s	PART
iajs-2813	153	9	outcomes	outcome	NOUN
iajs-2813	153	10	weng	weng	PROPN
iajs-2813	153	11	et	et	PROPN
iajs-2813	153	12	al	al	PROPN
iajs-2813	153	13	.	.	PUNCT
iajs-2813	154	1	[	[	X
iajs-2813	154	2	32	32	NUM
iajs-2813	154	3	]	]	PUNCT
iajs-2813	154	4	cardiovascula	cardiovascula	NOUN
iajs-2813	154	5	r	r	NOUN
iajs-2813	154	6	risk	risk	NOUN
iajs-2813	154	7	prediction	prediction	NOUN
iajs-2813	154	8	heart	heart	NOUN
iajs-2813	154	9	disease	disease	NOUN
iajs-2813	154	10	over	over	ADP
iajs-2813	154	11	ten	ten	NUM
iajs-2813	154	12	years	year	NOUN
iajs-2813	154	13	,	,	PUNCT
iajs-2813	154	14	where	where	SCONJ
iajs-2813	154	15	data	datum	NOUN
iajs-2813	154	16	collected	collect	VERB
iajs-2813	154	17	are	be	AUX
iajs-2813	154	18	free	free	ADJ
iajs-2813	154	19	of	of	ADP
iajs-2813	154	20	cardiovascular	cardiovascular	ADJ
iajs-2813	154	21	disease	disease	NOUN
iajs-2813	154	22	and	and	CCONJ
iajs-2813	154	23	likened	liken	VERB
iajs-2813	154	24	with	with	ADP
iajs-2813	154	25	american	american	PROPN
iajs-2813	154	26	college	college	PROPN
iajs-2813	154	27	of	of	ADP
iajs-2813	154	28	cardiology	cardiology	NOUN
iajs-2813	154	29	guidelines	guideline	NOUN
iajs-2813	154	30	.	.	PUNCT
iajs-2813	155	1	378,256	378,256	NUM
iajs-2813	155	2	patients	patient	NOUN
iajs-2813	155	3	from	from	ADP
iajs-2813	155	4	uk	uk	PROPN
iajs-2813	155	5	family	family	NOUN
iajs-2813	155	6	practices	practice	NOUN
iajs-2813	155	7	rf	rf	PRON
iajs-2813	155	8	,	,	PUNCT
iajs-2813	155	9	lr	lr	NOUN
iajs-2813	155	10	,	,	PUNCT
iajs-2813	155	11	gb	gb	NOUN
iajs-2813	155	12	,	,	PUNCT
iajs-2813	155	13	and	and	CCONJ
iajs-2813	155	14	nn	nn	X
iajs-2813	155	15	the	the	DET
iajs-2813	155	16	highest	high	ADJ
iajs-2813	155	17	executed	execute	VERB
iajs-2813	155	18	model	model	NOUN
iajs-2813	155	19	is	be	AUX
iajs-2813	155	20	nn	nn	PROPN
iajs-2813	155	21	with	with	ADP
iajs-2813	155	22	an	an	DET
iajs-2813	155	23	auc	auc	NOUN
iajs-2813	155	24	of	of	ADP
iajs-2813	155	25	0.764	0.764	NUM
iajs-2813	155	26	.	.	PUNCT
iajs-2813	156	1	ihjpas	ihjpas	PROPN
iajs-2813	156	2	.	.	PUNCT
iajs-2813	157	1	53	53	NUM
iajs-2813	157	2	(	(	PUNCT
iajs-2813	157	3	3)2022	3)2022	NOUN
iajs-2813	157	4	182	182	NUM
iajs-2813	157	5	budzianows	budzianow	NOUN
iajs-2813	157	6	ki	ki	PROPN
iajs-2813	157	7	et	et	PROPN
iajs-2813	157	8	al	al	PROPN
iajs-2813	157	9	.	.	PUNCT
iajs-2813	158	1	[	[	X
iajs-2813	158	2	33	33	NUM
iajs-2813	158	3	]	]	PUNCT
iajs-2813	158	4	arrhythmia	arrhythmia	NOUN
iajs-2813	158	5	prediction	prediction	NOUN
iajs-2813	158	6	of	of	ADP
iajs-2813	158	7	early	early	ADJ
iajs-2813	158	8	recurrence	recurrence	NOUN
iajs-2813	158	9	of	of	ADP
iajs-2813	158	10	atrial	atrial	ADJ
iajs-2813	158	11	fibrillation	fibrillation	NOUN
iajs-2813	158	12	following	follow	VERB
iajs-2813	158	13	cryoballoon	cryoballoon	NOUN
iajs-2813	158	14	ablation	ablation	NOUN
iajs-2813	158	15	118	118	NUM
iajs-2813	158	16	patients	patient	NOUN
iajs-2813	158	17	with	with	ADP
iajs-2813	158	18	56	56	NUM
iajs-2813	158	19	clinical	clinical	ADJ
iajs-2813	158	20	signs	sign	NOUN
iajs-2813	158	21	oversampling	oversample	VERB
iajs-2813	158	22	,	,	PUNCT
iajs-2813	158	23	svm	svm	NOUN
iajs-2813	158	24	and	and	CCONJ
iajs-2813	158	25	gbt	gbt	PROPN
iajs-2813	158	26	techniques	technique	NOUN
iajs-2813	158	27	have	have	AUX
iajs-2813	158	28	achieved	achieve	VERB
iajs-2813	158	29	in	in	ADP
iajs-2813	158	30	predicting	predict	VERB
iajs-2813	158	31	a	a	DET
iajs-2813	158	32	range	range	NOUN
iajs-2813	158	33	of	of	ADP
iajs-2813	158	34	early	early	ADJ
iajs-2813	158	35	matters	matter	NOUN
iajs-2813	158	36	of	of	ADP
iajs-2813	158	37	the	the	DET
iajs-2813	158	38	disease	disease	NOUN
iajs-2813	158	39	nanayakkar	nanayakkar	NOUN
iajs-2813	158	40	a	a	PROPN
iajs-2813	158	41	et	et	NOUN
iajs-2813	158	42	al	al	PROPN
iajs-2813	158	43	.	.	PUNCT
iajs-2813	159	1	[	[	X
iajs-2813	159	2	34	34	NUM
iajs-2813	159	3	]	]	PUNCT
iajs-2813	159	4	heart	heart	NOUN
iajs-2813	159	5	failure	failure	NOUN
iajs-2813	159	6	predict	predict	VERB
iajs-2813	159	7	the	the	DET
iajs-2813	159	8	probability	probability	NOUN
iajs-2813	159	9	of	of	ADP
iajs-2813	159	10	dying	die	VERB
iajs-2813	159	11	from	from	ADP
iajs-2813	159	12	cardiac	cardiac	ADJ
iajs-2813	159	13	arrest	arrest	NOUN
iajs-2813	159	14	in	in	ADP
iajs-2813	159	15	hospital	hospital	NOUN
iajs-2813	159	16	39,566	39,566	NUM
iajs-2813	159	17	patients	patient	NOUN
iajs-2813	159	18	from	from	ADP
iajs-2813	159	19	australian	australian	ADJ
iajs-2813	159	20	and	and	CCONJ
iajs-2813	159	21	new	new	PROPN
iajs-2813	159	22	zealand	zealand	PROPN
iajs-2813	159	23	lr	lr	PROPN
iajs-2813	159	24	,	,	PUNCT
iajs-2813	159	25	gbm	gbm	PROPN
iajs-2813	159	26	,	,	PUNCT
iajs-2813	159	27	svc	svc	PROPN
iajs-2813	159	28	,	,	PUNCT
iajs-2813	159	29	rf	rf	PROPN
iajs-2813	159	30	,	,	PUNCT
iajs-2813	159	31	ann	ann	PROPN
iajs-2813	159	32	,	,	PUNCT
iajs-2813	159	33	and	and	CCONJ
iajs-2813	159	34	ensemble	ensemble	VERB
iajs-2813	159	35	the	the	DET
iajs-2813	159	36	most	most	ADV
iajs-2813	159	37	useful	useful	ADJ
iajs-2813	159	38	technique	technique	NOUN
iajs-2813	159	39	in	in	ADP
iajs-2813	159	40	predicted	predict	VERB
iajs-2813	159	41	mortality	mortality	NOUN
iajs-2813	159	42	is	be	AUX
iajs-2813	159	43	ann	ann	PROPN
iajs-2813	159	44	with	with	ADP
iajs-2813	159	45	an	an	DET
iajs-2813	159	46	accuracy	accuracy	NOUN
iajs-2813	159	47	of	of	ADP
iajs-2813	159	48	46.7	46.7	NUM
iajs-2813	159	49	%	%	NOUN
iajs-2813	159	50	and	and	CCONJ
iajs-2813	159	51	auc	auc	NOUN
iajs-2813	159	52	0.85	0.85	NUM
iajs-2813	159	53	.	.	PUNCT
iajs-2813	160	1	yıldırım	yıldırım	PROPN
iajs-2813	160	2	et	et	PROPN
iajs-2813	160	3	al	al	PROPN
iajs-2813	160	4	.	.	PUNCT
iajs-2813	161	1	[	[	X
iajs-2813	161	2	35	35	NUM
iajs-2813	161	3	]	]	PUNCT
iajs-2813	161	4	arrhythmia	arrhythmia	NOUN
iajs-2813	161	5	prediction	prediction	NOUN
iajs-2813	161	6	cardiac	cardiac	ADJ
iajs-2813	161	7	arrhythmia	arrhythmia	NOUN
iajs-2813	161	8	based	base	VERB
iajs-2813	161	9	on	on	ADP
iajs-2813	161	10	17	17	NUM
iajs-2813	161	11	classes	class	NOUN
iajs-2813	161	12	of	of	ADP
iajs-2813	161	13	mit	mit	PROPN
iajs-2813	161	14	bih	bih	PROPN
iajs-2813	161	15	arrhythmia	arrhythmia	NOUN
iajs-2813	161	16	database	database	NOUN
iajs-2813	161	17	and	and	CCONJ
iajs-2813	161	18	employing	employ	VERB
iajs-2813	161	19	the	the	DET
iajs-2813	161	20	effects	effect	NOUN
iajs-2813	161	21	of	of	ADP
iajs-2813	161	22	longduration	longduration	NOUN
iajs-2813	161	23	electrocardiograph	electrocardiograph	NOUN
iajs-2813	161	24	y	y	PROPN
iajs-2813	161	25	(	(	PUNCT
iajs-2813	161	26	ecg	ecg	PROPN
iajs-2813	161	27	)	)	PUNCT
iajs-2813	161	28	signal	signal	NOUN
iajs-2813	161	29	analysis	analysis	NOUN
iajs-2813	161	30	.	.	PUNCT
iajs-2813	162	1	based	base	VERB
iajs-2813	162	2	on	on	ADP
iajs-2813	162	3	1000	1000	NUM
iajs-2813	162	4	ecg	ecg	PROPN
iajs-2813	162	5	signal	signal	NOUN
iajs-2813	162	6	from	from	ADP
iajs-2813	162	7	45	45	NUM
iajs-2813	162	8	patients	patient	NOUN
iajs-2813	162	9	1d	1d	NUM
iajs-2813	162	10	-	-	PUNCT
iajs-2813	162	11	cnn	cnn	NOUN
iajs-2813	162	12	the	the	DET
iajs-2813	162	13	accuracy	accuracy	NOUN
iajs-2813	162	14	is	be	AUX
iajs-2813	162	15	91.33	91.33	NUM
iajs-2813	162	16	%	%	NOUN
iajs-2813	162	17	with	with	ADP
iajs-2813	162	18	time	time	NOUN
iajs-2813	162	19	per	per	ADP
iajs-2813	162	20	single	single	ADJ
iajs-2813	162	21	sample	sample	NOUN
iajs-2813	162	22	of	of	ADP
iajs-2813	162	23	0.015	0.015	NUM
iajs-2813	162	24	 	 	SPACE
iajs-2813	162	25	s	s	PART
iajs-2813	162	26	ul	ul	INTJ
iajs-2813	162	27	haq	haq	PROPN
iajs-2813	162	28	et	et	PROPN
iajs-2813	162	29	al	al	PROPN
iajs-2813	162	30	.	.	PUNCT
iajs-2813	163	1	[	[	X
iajs-2813	163	2	36	36	NUM
iajs-2813	163	3	]	]	PUNCT
iajs-2813	163	4	heart	heart	NOUN
iajs-2813	163	5	failure	failure	NOUN
iajs-2813	163	6	prediction	prediction	NOUN
iajs-2813	163	7	heart	heart	NOUN
iajs-2813	163	8	failure	failure	NOUN
iajs-2813	163	9	based	base	VERB
iajs-2813	163	10	on	on	ADP
iajs-2813	163	11	patient	patient	ADJ
iajs-2813	163	12	diagnostic	diagnostic	ADJ
iajs-2813	163	13	data	datum	NOUN
iajs-2813	163	14	through	through	ADP
iajs-2813	163	15	a	a	DET
iajs-2813	163	16	hybrid	hybrid	ADJ
iajs-2813	163	17	intelligent	intelligent	ADJ
iajs-2813	163	18	system	system	NOUN
iajs-2813	163	19	framework	framework	NOUN
iajs-2813	163	20	based	base	VERB
iajs-2813	163	21	on	on	ADP
iajs-2813	163	22	seven	seven	NUM
iajs-2813	163	23	machine	machine	NOUN
iajs-2813	163	24	learning	learn	VERB
iajs-2813	163	25	classifiers	classifier	NOUN
iajs-2813	163	26	and	and	CCONJ
iajs-2813	163	27	three	three	NUM
iajs-2813	163	28	feature	feature	NOUN
iajs-2813	163	29	selection	selection	NOUN
iajs-2813	163	30	algorithms	algorithm	NOUN
iajs-2813	163	31	.	.	PUNCT
iajs-2813	164	1	303	303	NUM
iajs-2813	164	2	patients	patient	NOUN
iajs-2813	164	3	lr	lr	PROPN
iajs-2813	164	4	,	,	PUNCT
iajs-2813	164	5	knn	knn	PROPN
iajs-2813	164	6	,	,	PUNCT
iajs-2813	164	7	ann	ann	PROPN
iajs-2813	164	8	,	,	PUNCT
iajs-2813	164	9	svm	svm	PROPN
iajs-2813	164	10	,	,	PUNCT
iajs-2813	164	11	nb	nb	INTJ
iajs-2813	164	12	,	,	PUNCT
iajs-2813	164	13	and	and	CCONJ
iajs-2813	164	14	dt	dt	X
iajs-2813	164	15	the	the	DET
iajs-2813	164	16	most	most	ADV
iajs-2813	164	17	acceptable	acceptable	ADJ
iajs-2813	164	18	classifier	classifier	NOUN
iajs-2813	164	19	of	of	ADP
iajs-2813	164	20	prediction	prediction	NOUN
iajs-2813	164	21	is	be	AUX
iajs-2813	164	22	svm	svm	ADJ
iajs-2813	164	23	.	.	PUNCT
iajs-2813	165	1	[	[	PUNCT
iajs-2813	165	2	accuracy=	accuracy=	NUM
iajs-2813	165	3	86	86	NUM
iajs-2813	165	4	%	%	NOUN
iajs-2813	165	5	,	,	PUNCT
iajs-2813	165	6	specificity=88	specificity=88	VERB
iajs-2813	165	7	%	%	INTJ
iajs-2813	165	8	,	,	PUNCT
iajs-2813	165	9	sensitivity=78	sensitivity=78	ADJ
iajs-2813	165	10	%	%	NOUN
iajs-2813	165	11	,	,	PUNCT
iajs-2813	165	12	and	and	CCONJ
iajs-2813	165	13	auc=86	auc=86	NOUN
iajs-2813	165	14	%	%	NOUN
iajs-2813	165	15	]	]	X
iajs-2813	165	16	tesche	tesche	PROPN
iajs-2813	165	17	et	et	PROPN
iajs-2813	165	18	al	al	PROPN
iajs-2813	165	19	.	.	PUNCT
iajs-2813	166	1	[	[	X
iajs-2813	166	2	37	37	NUM
iajs-2813	166	3	]	]	X
iajs-2813	166	4	coronary	coronary	ADJ
iajs-2813	166	5	ct	ct	NUM
iajs-2813	166	6	angiography	angiography	NOUN
iajs-2813	166	7	predicting	predict	VERB
iajs-2813	166	8	heart	heart	NOUN
iajs-2813	166	9	disease	disease	NOUN
iajs-2813	166	10	by	by	ADP
iajs-2813	166	11	studying	study	VERB
iajs-2813	166	12	coronary	coronary	ADJ
iajs-2813	166	13	ct	ct	PROPN
iajs-2813	166	14	angiographyderived	angiographyderive	VERB
iajs-2813	166	15	fractional	fractional	ADJ
iajs-2813	166	16	flow	flow	NOUN
iajs-2813	166	17	reserve	reserve	NOUN
iajs-2813	166	18	85	85	NUM
iajs-2813	166	19	patients	patient	NOUN
iajs-2813	166	20	mla	mla	NOUN
iajs-2813	166	21	sensitivity	sensitivity	NOUN
iajs-2813	166	22	of	of	ADP
iajs-2813	166	23	79	79	NUM
iajs-2813	166	24	%	%	NOUN
iajs-2813	166	25	&	&	CCONJ
iajs-2813	166	26	specificity	specificity	NOUN
iajs-2813	166	27	of	of	ADP
iajs-2813	166	28	93	93	NUM
iajs-2813	166	29	%	%	NOUN
iajs-2813	166	30	attia	attia	NOUN
iajs-2813	166	31	et	et	PROPN
iajs-2813	166	32	al	al	PROPN
iajs-2813	166	33	.	.	PUNCT
iajs-2813	167	1	[	[	X
iajs-2813	167	2	38	38	NUM
iajs-2813	167	3	]	]	PUNCT
iajs-2813	167	4	heart	heart	NOUN
iajs-2813	167	5	failure	failure	NOUN
iajs-2813	167	6	prediction	prediction	NOUN
iajs-2813	167	7	atrial	atrial	ADJ
iajs-2813	167	8	fibrillation	fibrillation	NOUN
iajs-2813	167	9	during	during	ADP
iajs-2813	167	10	sinus	sinus	NOUN
iajs-2813	167	11	rhythm	rhythm	NOUN
iajs-2813	167	12	for	for	ADP
iajs-2813	167	13	patients	patient	NOUN
iajs-2813	167	14	aged	age	VERB
iajs-2813	167	15	18	18	NUM
iajs-2813	167	16	and	and	CCONJ
iajs-2813	167	17	over	over	ADV
iajs-2813	167	18	,	,	PUNCT
iajs-2813	167	19	based	base	VERB
iajs-2813	167	20	on	on	ADP
iajs-2813	167	21	180,922	180,922	NUM
iajs-2813	167	22	patients	patient	NOUN
iajs-2813	167	23	cnn	cnn	NOUN
iajs-2813	167	24	auc	auc	NOUN
iajs-2813	167	25	of	of	ADP
iajs-2813	167	26	0·87	0·87	ADJ
iajs-2813	167	27	,	,	PUNCT
iajs-2813	167	28	sensitivity	sensitivity	NOUN
iajs-2813	167	29	of	of	ADP
iajs-2813	167	30	79	79	NUM
iajs-2813	167	31	%	%	NOUN
iajs-2813	167	32	,	,	PUNCT
iajs-2813	167	33	specificity	specificity	NOUN
iajs-2813	167	34	of	of	ADP
iajs-2813	167	35	79·5	79·5	ADJ
iajs-2813	167	36	%	%	NOUN
iajs-2813	167	37	,	,	PUNCT
iajs-2813	167	38	f1	f1	ADJ
iajs-2813	167	39	score	score	NOUN
iajs-2813	167	40	of	of	ADP
iajs-2813	167	41	39·2	39·2	NOUN
iajs-2813	167	42	%	%	NOUN
iajs-2813	167	43	,	,	PUNCT
iajs-2813	167	44	ihjpas	ihjpas	PROPN
iajs-2813	167	45	.	.	PUNCT
iajs-2813	168	1	53	53	NUM
iajs-2813	168	2	(	(	PUNCT
iajs-2813	168	3	3)2022	3)2022	NOUN
iajs-2813	168	4	183	183	NUM
iajs-2813	168	5	laboratory	laboratory	NOUN
iajs-2813	168	6	data	datum	NOUN
iajs-2813	168	7	between	between	ADP
iajs-2813	168	8	1993	1993	NUM
iajs-2813	168	9	and	and	CCONJ
iajs-2813	168	10	2017	2017	NUM
iajs-2813	168	11	.	.	PUNCT
iajs-2813	169	1	and	and	CCONJ
iajs-2813	169	2	accuracy	accuracy	NOUN
iajs-2813	169	3	of	of	ADP
iajs-2813	169	4	79·4	79·4	NUM
iajs-2813	169	5	%	%	NOUN
iajs-2813	169	6	.	.	PUNCT
iajs-2813	170	1	dinh	dinh	X
iajs-2813	170	2	et	et	PROPN
iajs-2813	170	3	al	al	PROPN
iajs-2813	170	4	.	.	PUNCT
iajs-2813	171	1	[	[	X
iajs-2813	171	2	39	39	NUM
iajs-2813	171	3	]	]	PUNCT
iajs-2813	171	4	cardiovascula	cardiovascula	NOUN
iajs-2813	171	5	r	r	NOUN
iajs-2813	171	6	risk	risk	NOUN
iajs-2813	171	7	predicting	predict	VERB
iajs-2813	171	8	diabetes	diabete	NOUN
iajs-2813	171	9	and	and	CCONJ
iajs-2813	171	10	cardiovascular	cardiovascular	ADJ
iajs-2813	171	11	disease	disease	NOUN
iajs-2813	171	12	131	131	NUM
iajs-2813	171	13	variables	variable	NOUN
iajs-2813	171	14	lr	lr	PROPN
iajs-2813	171	15	,	,	PUNCT
iajs-2813	171	16	svm	svm	PROPN
iajs-2813	171	17	,	,	PUNCT
iajs-2813	171	18	rf	rf	ADJ
iajs-2813	171	19	,	,	PUNCT
iajs-2813	171	20	and	and	CCONJ
iajs-2813	171	21	gb	gb	ADP
iajs-2813	171	22	the	the	DET
iajs-2813	171	23	most	most	ADV
iajs-2813	171	24	beneficial	beneficial	ADJ
iajs-2813	171	25	effect	effect	NOUN
iajs-2813	171	26	is	be	AUX
iajs-2813	171	27	gb	gb	ADP
iajs-2813	171	28	earned	earn	VERB
iajs-2813	171	29	an	an	DET
iajs-2813	171	30	auc	auc	NOUN
iajs-2813	171	31	of	of	ADP
iajs-2813	171	32	86.2	86.2	NUM
iajs-2813	171	33	%	%	NOUN
iajs-2813	171	34	(	(	PUNCT
iajs-2813	171	35	without	without	ADP
iajs-2813	171	36	laboratory	laboratory	NOUN
iajs-2813	171	37	data	datum	NOUN
iajs-2813	171	38	)	)	PUNCT
iajs-2813	171	39	and	and	CCONJ
iajs-2813	171	40	95.7	95.7	NUM
iajs-2813	171	41	%	%	NOUN
iajs-2813	171	42	(	(	PUNCT
iajs-2813	171	43	with	with	ADP
iajs-2813	171	44	laboratory	laboratory	NOUN
iajs-2813	171	45	data	datum	NOUN
iajs-2813	171	46	)	)	PUNCT
iajs-2813	171	47	.	.	PUNCT
iajs-2813	172	1	oikonomou	oikonomou	INTJ
iajs-2813	172	2	et	et	PROPN
iajs-2813	172	3	al	al	PROPN
iajs-2813	172	4	.	.	PUNCT
iajs-2813	173	1	[	[	X
iajs-2813	173	2	40	40	NUM
iajs-2813	173	3	]	]	PUNCT
iajs-2813	173	4	coronary	coronary	ADJ
iajs-2813	173	5	ct	ct	NUM
iajs-2813	173	6	angiography	angiography	NOUN
iajs-2813	173	7	prediction	prediction	NOUN
iajs-2813	173	8	medical	medical	ADJ
iajs-2813	173	9	risks	risk	NOUN
iajs-2813	173	10	employing	employ	VERB
iajs-2813	173	11	coronary	coronary	ADJ
iajs-2813	173	12	ct	ct	NUM
iajs-2813	173	13	angiography	angiography	NOUN
iajs-2813	173	14	to	to	PART
iajs-2813	173	15	detect	detect	VERB
iajs-2813	173	16	perivascular	perivascular	ADJ
iajs-2813	173	17	fat	fat	NOUN
iajs-2813	173	18	by	by	ADP
iajs-2813	173	19	relying	rely	VERB
iajs-2813	173	20	on	on	ADP
iajs-2813	173	21	three	three	NUM
iajs-2813	173	22	types	type	NOUN
iajs-2813	173	23	of	of	ADP
iajs-2813	173	24	patients	patient	NOUN
iajs-2813	173	25	312	312	NUM
iajs-2813	173	26	patients	patient	NOUN
iajs-2813	173	27	in	in	ADP
iajs-2813	173	28	three	three	NUM
iajs-2813	173	29	cases	case	NOUN
iajs-2813	173	30	rf	rf	VERB
iajs-2813	173	31	the	the	DET
iajs-2813	173	32	result	result	NOUN
iajs-2813	173	33	of	of	ADP
iajs-2813	173	34	rf	rf	NOUN
iajs-2813	173	35	is	be	AUX
iajs-2813	173	36	c	c	NOUN
iajs-2813	173	37	-	-	PUNCT
iajs-2813	173	38	statistic	statistic	NOUN
iajs-2813	173	39	0.77	0.77	NUM
iajs-2813	173	40	[	[	SYM
iajs-2813	173	41	95	95	NUM
iajs-2813	173	42	%	%	NOUN
iajs-2813	173	43	ci	ci	NOUN
iajs-2813	173	44	:	:	PUNCT
iajs-2813	173	45	0.62	0.62	NUM
iajs-2813	173	46	–	–	PUNCT
iajs-2813	173	47	0.93	0.93	NUM
iajs-2813	173	48	]	]	PUNCT
iajs-2813	173	49	hill	hill	NOUN
iajs-2813	173	50	et	et	PROPN
iajs-2813	173	51	al	al	PROPN
iajs-2813	173	52	.	.	PUNCT
iajs-2813	174	1	[	[	X
iajs-2813	174	2	41	41	NUM
iajs-2813	174	3	]	]	X
iajs-2813	174	4	arrhythmia	arrhythmia	NOUN
iajs-2813	174	5	predicting	predict	VERB
iajs-2813	174	6	a	a	DET
iajs-2813	174	7	severe	severe	ADJ
iajs-2813	174	8	heart	heart	NOUN
iajs-2813	174	9	disease	disease	NOUN
iajs-2813	174	10	,	,	PUNCT
iajs-2813	174	11	atrial	atrial	ADJ
iajs-2813	174	12	fibrillation	fibrillation	NOUN
iajs-2813	174	13	,	,	PUNCT
iajs-2813	174	14	which	which	PRON
iajs-2813	174	15	is	be	AUX
iajs-2813	174	16	one	one	NUM
iajs-2813	174	17	of	of	ADP
iajs-2813	174	18	the	the	DET
iajs-2813	174	19	most	most	ADV
iajs-2813	174	20	common	common	ADJ
iajs-2813	174	21	heart	heart	NOUN
iajs-2813	174	22	diseases	disease	NOUN
iajs-2813	174	23	for	for	ADP
iajs-2813	174	24	cohort	cohort	NOUN
iajs-2813	174	25	adults	adult	NOUN
iajs-2813	174	26	whose	whose	DET
iajs-2813	174	27	age	age	NOUN
iajs-2813	174	28	≥30	≥30	ADP
iajs-2813	174	29	years	year	NOUN
iajs-2813	174	30	without	without	ADP
iajs-2813	174	31	a	a	DET
iajs-2813	174	32	history	history	NOUN
iajs-2813	174	33	of	of	ADP
iajs-2813	174	34	atrial	atrial	ADJ
iajs-2813	174	35	fibrillation	fibrillation	NOUN
iajs-2813	174	36	2,994,837	2,994,837	NUM
iajs-2813	174	37	patients	patient	NOUN
iajs-2813	174	38	nn	nn	PROPN
iajs-2813	174	39	,	,	PUNCT
iajs-2813	174	40	lr	lr	NOUN
iajs-2813	174	41	,	,	PUNCT
iajs-2813	174	42	rf	rf	ADJ
iajs-2813	174	43	,	,	PUNCT
iajs-2813	174	44	svm	svm	ADJ
iajs-2813	174	45	,	,	PUNCT
iajs-2813	174	46	and	and	CCONJ
iajs-2813	174	47	cr	cr	DET
iajs-2813	174	48	the	the	DET
iajs-2813	174	49	best	good	ADJ
iajs-2813	174	50	result	result	NOUN
iajs-2813	174	51	is	be	AUX
iajs-2813	174	52	lr	lr	NOUN
iajs-2813	174	53	:	:	PUNCT
iajs-2813	174	54	75	75	NUM
iajs-2813	174	55	%	%	NOUN
iajs-2813	174	56	sensitivity	sensitivity	NOUN
iajs-2813	174	57	and	and	CCONJ
iajs-2813	174	58	auc=	auc=	VERB
iajs-2813	174	59	0.695	0.695	NUM
iajs-2813	174	60	tiwari	tiwari	NOUN
iajs-2813	174	61	et	et	PROPN
iajs-2813	174	62	al	al	PROPN
iajs-2813	174	63	.	.	PUNCT
iajs-2813	175	1	[	[	X
iajs-2813	175	2	42	42	NUM
iajs-2813	175	3	]	]	PUNCT
iajs-2813	175	4	arrhythmia	arrhythmia	NOUN
iajs-2813	175	5	prediction	prediction	NOUN
iajs-2813	175	6	of	of	ADP
iajs-2813	175	7	incident	incident	NOUN
iajs-2813	175	8	atrial	atrial	ADJ
iajs-2813	175	9	fibrillation	fibrillation	NOUN
iajs-2813	175	10	for	for	ADP
iajs-2813	175	11	patients	patient	NOUN
iajs-2813	175	12	with	with	ADP
iajs-2813	175	13	arrhythmia	arrhythmia	NOUN
iajs-2813	175	14	depending	depend	VERB
iajs-2813	175	15	on	on	ADP
iajs-2813	175	16	the	the	DET
iajs-2813	175	17	electronic	electronic	ADJ
iajs-2813	175	18	health	health	NOUN
iajs-2813	175	19	history	history	NOUN
iajs-2813	175	20	data	datum	NOUN
iajs-2813	175	21	from	from	ADP
iajs-2813	175	22	jan	jan	PROPN
iajs-2813	175	23	1	1	NUM
iajs-2813	175	24	,	,	PUNCT
iajs-2813	175	25	2011	2011	NUM
iajs-2813	175	26	,	,	PUNCT
iajs-2813	175	27	to	to	ADP
iajs-2813	175	28	oct	oct	PROPN
iajs-2813	175	29	1	1	NUM
iajs-2813	175	30	,	,	PUNCT
iajs-2813	175	31	2018	2018	NUM
iajs-2813	175	32	2,252,219	2,252,219	NUM
iajs-2813	175	33	patients	patient	NOUN
iajs-2813	175	34	from	from	ADP
iajs-2813	175	35	three	three	NUM
iajs-2813	175	36	large	large	ADJ
iajs-2813	175	37	hospitals	hospital	NOUN
iajs-2813	175	38	in	in	ADP
iajs-2813	175	39	colorado	colorado	PROPN
iajs-2813	175	40	,	,	PUNCT
iajs-2813	175	41	usa	usa	PROPN
iajs-2813	175	42	.	.	PROPN
iajs-2813	175	43	nb	nb	PROPN
iajs-2813	175	44	,	,	PUNCT
iajs-2813	175	45	lr	lr	PROPN
iajs-2813	175	46	,	,	PUNCT
iajs-2813	175	47	rf	rf	NOUN
iajs-2813	175	48	,	,	PUNCT
iajs-2813	175	49	nn	nn	NOUN
iajs-2813	175	50	,	,	PUNCT
iajs-2813	175	51	and	and	CCONJ
iajs-2813	175	52	gbm	gbm	VERB
iajs-2813	175	53	the	the	DET
iajs-2813	175	54	most	most	ADV
iajs-2813	175	55	acceptable	acceptable	ADJ
iajs-2813	175	56	prediction	prediction	NOUN
iajs-2813	175	57	effect	effect	NOUN
iajs-2813	175	58	is	be	AUX
iajs-2813	175	59	for	for	SCONJ
iajs-2813	175	60	nn	nn	NOUN
iajs-2813	175	61	:	:	PUNCT
iajs-2813	175	62	f1score	f1score	NOUN
iajs-2813	175	63	is	be	AUX
iajs-2813	175	64	0.110	0.110	NUM
iajs-2813	175	65	and	and	CCONJ
iajs-2813	175	66	auc	auc	NOUN
iajs-2813	175	67	is	be	AUX
iajs-2813	175	68	0.800	0.800	NUM
iajs-2813	175	69	alhusseini	alhusseini	NOUN
iajs-2813	175	70	et	et	PROPN
iajs-2813	175	71	al	al	PROPN
iajs-2813	175	72	.	.	PUNCT
iajs-2813	176	1	[	[	X
iajs-2813	176	2	43	43	NUM
iajs-2813	176	3	]	]	PUNCT
iajs-2813	176	4	atrial	atrial	ADJ
iajs-2813	176	5	fibrillation	fibrillation	NOUN
iajs-2813	176	6	to	to	PART
iajs-2813	176	7	classify	classify	VERB
iajs-2813	176	8	intracardiac	intracardiac	ADJ
iajs-2813	176	9	electrical	electrical	ADJ
iajs-2813	176	10	patterns	pattern	NOUN
iajs-2813	176	11	during	during	ADP
iajs-2813	176	12	atrial	atrial	ADJ
iajs-2813	176	13	fibrillation	fibrillation	NOUN
iajs-2813	176	14	based	base	VERB
iajs-2813	176	15	on	on	ADP
iajs-2813	176	16	hilberttransform	hilberttransform	NOUN
iajs-2813	176	17	to	to	PART
iajs-2813	176	18	produce	produce	VERB
iajs-2813	176	19	175	175	NUM
iajs-2813	176	20	000	000	NUM
iajs-2813	176	21	35	35	NUM
iajs-2813	176	22	patients	patient	NOUN
iajs-2813	176	23	cnn	cnn	NOUN
iajs-2813	176	24	the	the	DET
iajs-2813	176	25	accuracy	accuracy	NOUN
iajs-2813	176	26	is	be	AUX
iajs-2813	176	27	95	95	NUM
iajs-2813	176	28	%	%	NOUN
iajs-2813	176	29	ihjpas	ihjpa	NOUN
iajs-2813	176	30	.	.	PUNCT
iajs-2813	177	1	53	53	NUM
iajs-2813	177	2	(	(	PUNCT
iajs-2813	177	3	3)2022	3)2022	NOUN
iajs-2813	177	4	184	184	NUM
iajs-2813	177	5	image	image	NOUN
iajs-2813	177	6	grids	grid	NOUN
iajs-2813	177	7	in	in	ADP
iajs-2813	177	8	patients	patient	NOUN
iajs-2813	177	9	loring	lore	VERB
iajs-2813	177	10	et	et	PROPN
iajs-2813	177	11	al	al	PROPN
iajs-2813	177	12	.	.	PUNCT
iajs-2813	178	1	[	[	X
iajs-2813	178	2	44	44	NUM
iajs-2813	178	3	]	]	SYM
iajs-2813	178	4	atrial	atrial	ADJ
iajs-2813	178	5	fibrillation	fibrillation	NOUN
iajs-2813	178	6	prediction	prediction	NOUN
iajs-2813	178	7	of	of	ADP
iajs-2813	178	8	the	the	DET
iajs-2813	178	9	effect	effect	NOUN
iajs-2813	178	10	of	of	ADP
iajs-2813	178	11	atrial	atrial	ADJ
iajs-2813	178	12	fibrillation	fibrillation	NOUN
iajs-2813	178	13	by	by	ADP
iajs-2813	178	14	analysing	analyse	VERB
iajs-2813	178	15	the	the	DET
iajs-2813	178	16	orbit	orbit	NOUN
iajs-2813	178	17	-	-	PUNCT
iajs-2813	178	18	af	af	PROPN
iajs-2813	178	19	and	and	CCONJ
iajs-2813	178	20	garfield	garfield	PROPN
iajs-2813	178	21	-	-	PUNCT
iajs-2813	178	22	af	af	PROPN
iajs-2813	178	23	registries	registry	NOUN
iajs-2813	178	24	to	to	PART
iajs-2813	178	25	determine	determine	VERB
iajs-2813	178	26	the	the	DET
iajs-2813	178	27	death	death	NOUN
iajs-2813	178	28	and	and	CCONJ
iajs-2813	178	29	stroke	stroke	VERB
iajs-2813	178	30	74,792	74,792	NUM
iajs-2813	178	31	patients	patient	NOUN
iajs-2813	178	32	lr	lr	NOUN
iajs-2813	178	33	,	,	PUNCT
iajs-2813	178	34	rf	rf	ADJ
iajs-2813	178	35	,	,	PUNCT
iajs-2813	178	36	gb	gb	NOUN
iajs-2813	178	37	,	,	PUNCT
iajs-2813	178	38	and	and	CCONJ
iajs-2813	178	39	nns	nn	VERB
iajs-2813	178	40	the	the	DET
iajs-2813	178	41	most	most	ADV
iajs-2813	178	42	helpful	helpful	ADJ
iajs-2813	178	43	performance	performance	NOUN
iajs-2813	178	44	is	be	AUX
iajs-2813	178	45	provided	provide	VERB
iajs-2813	178	46	by	by	ADP
iajs-2813	178	47	the	the	DET
iajs-2813	178	48	lr	lr	PROPN
iajs-2813	178	49	model	model	NOUN
iajs-2813	178	50	with	with	ADP
iajs-2813	178	51	results	result	NOUN
iajs-2813	178	52	of	of	ADP
iajs-2813	178	53	predications	predication	NOUN
iajs-2813	178	54	as	as	ADP
iajs-2813	178	55	follow	follow	VERB
iajs-2813	178	56	:	:	PUNCT
iajs-2813	178	57	for	for	ADP
iajs-2813	178	58	death	death	NOUN
iajs-2813	179	1	[	[	X
iajs-2813	179	2	auc	auc	X
iajs-2813	179	3	=	=	NOUN
iajs-2813	179	4	0.80	0.80	NUM
iajs-2813	179	5	in	in	ADP
iajs-2813	179	6	orbitaf	orbitaf	NOUN
iajs-2813	179	7	,	,	PUNCT
iajs-2813	179	8	0.75	0.75	NUM
iajs-2813	179	9	in	in	ADP
iajs-2813	179	10	garfieldaf	garfieldaf	NOUN
iajs-2813	179	11	]	]	PUNCT
iajs-2813	179	12	and	and	CCONJ
iajs-2813	179	13	stroke	stroke	NOUN
iajs-2813	180	1	[	[	X
iajs-2813	180	2	auc	auc	X
iajs-2813	180	3	=	=	SYM
iajs-2813	180	4	0.67	0.67	NUM
iajs-2813	180	5	in	in	ADP
iajs-2813	180	6	orbit	orbit	NOUN
iajs-2813	180	7	-	-	PUNCT
iajs-2813	180	8	af	af	PROPN
iajs-2813	180	9	,	,	PUNCT
iajs-2813	180	10	0.66	0.66	NUM
iajs-2813	180	11	in	in	ADP
iajs-2813	180	12	garfieldaf	garfieldaf	NOUN
iajs-2813	180	13	]	]	PUNCT
iajs-2813	180	14	ward	ward	NOUN
iajs-2813	180	15	et	et	PROPN
iajs-2813	180	16	al	al	PROPN
iajs-2813	180	17	.	.	PUNCT
iajs-2813	181	1	[	[	X
iajs-2813	181	2	45	45	NUM
iajs-2813	181	3	]	]	PUNCT
iajs-2813	181	4	atheroscleroti	atheroscleroti	PROPN
iajs-2813	181	5	c	c	PROPN
iajs-2813	181	6	cardiovascular	cardiovascular	ADJ
iajs-2813	181	7	disease	disease	NOUN
iajs-2813	181	8	prediction	prediction	NOUN
iajs-2813	181	9	atherosclerotic	atherosclerotic	ADJ
iajs-2813	181	10	risk	risk	NOUN
iajs-2813	181	11	of	of	ADP
iajs-2813	181	12	cardiovascular	cardiovascular	ADJ
iajs-2813	181	13	disease	disease	NOUN
iajs-2813	181	14	in	in	ADP
iajs-2813	181	15	multiethnic	multiethnic	ADJ
iajs-2813	181	16	folks	folk	NOUN
iajs-2813	181	17	797,505	797,505	NUM
iajs-2813	181	18	patients	patient	NOUN
iajs-2813	181	19	lr	lr	NOUN
iajs-2813	181	20	,	,	PUNCT
iajs-2813	181	21	rf	rf	NOUN
iajs-2813	181	22	,	,	PUNCT
iajs-2813	181	23	gbm	gbm	NOUN
iajs-2813	181	24	,	,	PUNCT
iajs-2813	181	25	and	and	CCONJ
iajs-2813	181	26	egb	egb	VERB
iajs-2813	181	27	the	the	DET
iajs-2813	181	28	most	most	ADV
iajs-2813	181	29	suitable	suitable	ADJ
iajs-2813	181	30	performing	performing	NOUN
iajs-2813	181	31	model	model	NOUN
iajs-2813	181	32	in	in	ADP
iajs-2813	181	33	the	the	DET
iajs-2813	181	34	test	test	NOUN
iajs-2813	181	35	is	be	AUX
iajs-2813	181	36	gbm	gbm	NOUN
iajs-2813	181	37	(	(	PUNCT
iajs-2813	181	38	auc	auc	ADP
iajs-2813	181	39	0.835	0.835	NUM
iajs-2813	181	40	,	,	PUNCT
iajs-2813	181	41	95	95	NUM
iajs-2813	181	42	%	%	NOUN
iajs-2813	181	43	ci	ci	NOUN
iajs-2813	181	44	:	:	PUNCT
iajs-2813	181	45	0.825–0.846	0.825–0.846	NOUN
iajs-2813	181	46	)	)	PUNCT
iajs-2813	181	47	krittanawon	krittanawon	VERB
iajs-2813	181	48	g	g	PROPN
iajs-2813	181	49	et	et	PROPN
iajs-2813	181	50	al	al	PROPN
iajs-2813	181	51	.	.	PUNCT
iajs-2813	182	1	[	[	X
iajs-2813	182	2	46	46	NUM
iajs-2813	182	3	]	]	X
iajs-2813	182	4	coronary	coronary	ADJ
iajs-2813	182	5	artery	artery	NOUN
iajs-2813	182	6	disease	disease	NOUN
iajs-2813	182	7	,	,	PUNCT
iajs-2813	182	8	heart	heart	NOUN
iajs-2813	182	9	failure	failure	NOUN
iajs-2813	182	10	,	,	PUNCT
iajs-2813	182	11	and	and	CCONJ
iajs-2813	182	12	arrhythmia	arrhythmia	NOUN
iajs-2813	182	13	prediction	prediction	NOUN
iajs-2813	182	14	and	and	CCONJ
iajs-2813	182	15	investigation	investigation	NOUN
iajs-2813	182	16	of	of	ADP
iajs-2813	182	17	heart	heart	NOUN
iajs-2813	182	18	diseases	disease	NOUN
iajs-2813	182	19	and	and	CCONJ
iajs-2813	182	20	stroke	stroke	VERB
iajs-2813	182	21	3,377,318	3,377,318	NUM
iajs-2813	182	22	patients	patient	NOUN
iajs-2813	182	23	bm	bm	PROPN
iajs-2813	182	24	,	,	PUNCT
iajs-2813	182	25	svm	svm	ADJ
iajs-2813	182	26	,	,	PUNCT
iajs-2813	182	27	and	and	CCONJ
iajs-2813	182	28	cnn	cnn	PROPN
iajs-2813	182	29	auc	auc	NOUN
iajs-2813	182	30	of	of	ADP
iajs-2813	182	31	bm	bm	PROPN
iajs-2813	182	32	is	be	AUX
iajs-2813	182	33	0.88	0.88	NUM
iajs-2813	182	34	,	,	PUNCT
iajs-2813	182	35	auc	auc	NOUN
iajs-2813	182	36	of	of	ADP
iajs-2813	182	37	svm	svm	PROPN
iajs-2813	182	38	is	be	AUX
iajs-2813	182	39	0.92	0.92	NUM
iajs-2813	182	40	,	,	PUNCT
iajs-2813	182	41	and	and	CCONJ
iajs-2813	182	42	auc	auc	NOUN
iajs-2813	182	43	of	of	ADP
iajs-2813	182	44	cnn	cnn	PROPN
iajs-2813	182	45	is	be	AUX
iajs-2813	182	46	0.90	0.90	NUM
iajs-2813	182	47	vinter	vinter	NOUN
iajs-2813	182	48	et	et	PROPN
iajs-2813	182	49	al	al	PROPN
iajs-2813	182	50	.	.	PUNCT
iajs-2813	183	1	[	[	X
iajs-2813	183	2	47	47	NUM
iajs-2813	183	3	]	]	PUNCT
iajs-2813	183	4	atrial	atrial	ADJ
iajs-2813	183	5	fibrillation	fibrillation	NOUN
iajs-2813	183	6	predicting	predict	VERB
iajs-2813	183	7	heart	heart	NOUN
iajs-2813	183	8	disease	disease	NOUN
iajs-2813	183	9	and	and	CCONJ
iajs-2813	183	10	distinguishing	distinguish	VERB
iajs-2813	183	11	between	between	ADP
iajs-2813	183	12	disease	disease	NOUN
iajs-2813	183	13	in	in	ADP
iajs-2813	183	14	men	man	NOUN
iajs-2813	183	15	and	and	CCONJ
iajs-2813	183	16	women	woman	NOUN
iajs-2813	183	17	based	base	VERB
iajs-2813	183	18	on	on	ADP
iajs-2813	183	19	the	the	DET
iajs-2813	183	20	heart	heart	NOUN
iajs-2813	183	21	's	's	PART
iajs-2813	183	22	electrical	electrical	ADJ
iajs-2813	183	23	system	system	NOUN
iajs-2813	183	24	within	within	ADP
iajs-2813	183	25	three	three	NUM
iajs-2813	183	26	months	month	NOUN
iajs-2813	183	27	1122	1122	NUM
iajs-2813	183	28	patients	patient	NOUN
iajs-2813	184	1	[	[	X
iajs-2813	184	2	female	female	ADJ
iajs-2813	184	3	=	=	NOUN
iajs-2813	184	4	332	332	NUM
iajs-2813	184	5	&	&	CCONJ
iajs-2813	184	6	male	male	NOUN
iajs-2813	184	7	=	=	NOUN
iajs-2813	184	8	790	790	NUM
iajs-2813	184	9	]	]	PUNCT
iajs-2813	184	10	lr	lr	X
iajs-2813	184	11	and	and	CCONJ
iajs-2813	184	12	rf	rf	NOUN
iajs-2813	184	13	discrimination	discrimination	NOUN
iajs-2813	184	14	is	be	AUX
iajs-2813	184	15	fair	fair	ADJ
iajs-2813	184	16	for	for	ADP
iajs-2813	184	17	both	both	PRON
iajs-2813	184	18	rf	rf	ADJ
iajs-2813	184	19	(	(	PUNCT
iajs-2813	184	20	0.59	0.59	NUM
iajs-2813	184	21	for	for	ADP
iajs-2813	184	22	women	woman	NOUN
iajs-2813	184	23	and	and	CCONJ
iajs-2813	184	24	0.56	0.56	NUM
iajs-2813	184	25	for	for	ADP
iajs-2813	184	26	men	man	NOUN
iajs-2813	184	27	)	)	PUNCT
iajs-2813	184	28	and	and	CCONJ
iajs-2813	184	29	lr	lr	X
iajs-2813	184	30	(	(	PUNCT
iajs-2813	184	31	0.60	0.60	NUM
iajs-2813	184	32	for	for	ADP
iajs-2813	184	33	women	woman	NOUN
iajs-2813	184	34	and	and	CCONJ
iajs-2813	184	35	0.59	0.59	NUM
iajs-2813	184	36	for	for	ADP
iajs-2813	184	37	men	man	NOUN
iajs-2813	184	38	)	)	PUNCT
iajs-2813	184	39	.	.	PUNCT
iajs-2813	185	1	wang	wang	PROPN
iajs-2813	185	2	et	et	PROPN
iajs-2813	185	3	al	al	PROPN
iajs-2813	185	4	.	.	PUNCT
iajs-2813	186	1	[	[	X
iajs-2813	186	2	48	48	NUM
iajs-2813	186	3	]	]	PUNCT
iajs-2813	186	4	arrhythmia	arrhythmia	NOUN
iajs-2813	186	5	expect	expect	VERB
iajs-2813	186	6	the	the	DET
iajs-2813	186	7	happening	happening	NOUN
iajs-2813	186	8	of	of	ADP
iajs-2813	186	9	arrhythmia	arrhythmia	NOUN
iajs-2813	186	10	after	after	ADP
iajs-2813	186	11	acute	acute	ADJ
iajs-2813	186	12	myocardial	myocardial	ADJ
iajs-2813	186	13	infarction	infarction	NOUN
iajs-2813	186	14	2084	2084	NUM
iajs-2813	186	15	patients	patient	NOUN
iajs-2813	186	16	with	with	ADP
iajs-2813	186	17	acute	acute	ADJ
iajs-2813	186	18	myocardial	myocardial	ADJ
iajs-2813	186	19	infarction	infarction	NOUN
iajs-2813	186	20	dt	dt	NOUN
iajs-2813	186	21	,	,	PUNCT
iajs-2813	186	22	rf	rf	ADJ
iajs-2813	186	23	,	,	PUNCT
iajs-2813	186	24	and	and	CCONJ
iajs-2813	186	25	ann	ann	PROPN
iajs-2813	186	26	the	the	DET
iajs-2813	186	27	optimal	optimal	ADJ
iajs-2813	186	28	execution	execution	NOUN
iajs-2813	186	29	is	be	AUX
iajs-2813	186	30	ann	ann	PROPN
iajs-2813	186	31	with	with	ADP
iajs-2813	186	32	an	an	DET
iajs-2813	186	33	accuracy	accuracy	NOUN
iajs-2813	186	34	of	of	ADP
iajs-2813	186	35	0.668	0.668	NUM
iajs-2813	186	36	and	and	CCONJ
iajs-2813	186	37	auc	auc	NOUN
iajs-2813	186	38	of	of	ADP
iajs-2813	186	39	0.654	0.654	NUM
iajs-2813	186	40	ihjpas	ihjpa	NOUN
iajs-2813	186	41	.	.	PUNCT
iajs-2813	187	1	53	53	NUM
iajs-2813	187	2	(	(	PUNCT
iajs-2813	187	3	3)2022	3)2022	NOUN
iajs-2813	187	4	185	185	NUM
iajs-2813	187	5	lip	lip	NOUN
iajs-2813	187	6	et	et	PROPN
iajs-2813	187	7	al	al	PROPN
iajs-2813	187	8	.	.	PUNCT
iajs-2813	188	1	[	[	X
iajs-2813	188	2	49	49	NUM
iajs-2813	188	3	]	]	PUNCT
iajs-2813	188	4	atrial	atrial	ADJ
iajs-2813	188	5	fibrillation	fibrillation	NOUN
iajs-2813	188	6	prediction	prediction	NOUN
iajs-2813	188	7	of	of	ADP
iajs-2813	188	8	atrial	atrial	ADJ
iajs-2813	188	9	fibrillation	fibrillation	NOUN
iajs-2813	188	10	in	in	ADP
iajs-2813	188	11	older	old	ADJ
iajs-2813	188	12	adults	adult	NOUN
iajs-2813	188	13	with	with	ADP
iajs-2813	188	14	covid-19	covid-19	PROPN
iajs-2813	188	15	and	and	CCONJ
iajs-2813	188	16	non	non	ADJ
iajs-2813	188	17	-	-	ADJ
iajs-2813	188	18	infected	infected	ADJ
iajs-2813	188	19	.	.	PUNCT
iajs-2813	189	1	280,592	280,592	NUM
iajs-2813	189	2	patients	patient	NOUN
iajs-2813	189	3	from	from	ADP
iajs-2813	189	4	usa	usa	PROPN
iajs-2813	189	5	lr	lr	PROPN
iajs-2813	189	6	the	the	DET
iajs-2813	189	7	effect	effect	NOUN
iajs-2813	189	8	of	of	ADP
iajs-2813	189	9	lr	lr	PROPN
iajs-2813	189	10	is	be	AUX
iajs-2813	189	11	0.729	0.729	NUM
iajs-2813	189	12	(	(	PUNCT
iajs-2813	189	13	95%ci	95%ci	NUM
iajs-2813	189	14	0.7180.740	0.7180.740	NOUN
iajs-2813	189	15	)	)	PUNCT
iajs-2813	190	1	wang	wang	PROPN
iajs-2813	190	2	et	et	PROPN
iajs-2813	190	3	al	al	PROPN
iajs-2813	190	4	.	.	PUNCT
iajs-2813	191	1	[	[	X
iajs-2813	191	2	50	50	NUM
iajs-2813	191	3	]	]	PUNCT
iajs-2813	191	4	heart	heart	NOUN
iajs-2813	191	5	failure	failure	NOUN
iajs-2813	191	6	prediction	prediction	NOUN
iajs-2813	191	7	of	of	ADP
iajs-2813	191	8	malignant	malignant	ADJ
iajs-2813	191	9	arrhythmia	arrhythmia	NOUN
iajs-2813	191	10	in	in	ADP
iajs-2813	191	11	hospitalized	hospitalize	VERB
iajs-2813	191	12	patients	patient	NOUN
iajs-2813	191	13	with	with	ADP
iajs-2813	191	14	heart	heart	NOUN
iajs-2813	191	15	failure	failure	NOUN
iajs-2813	191	16	2794	2794	NUM
iajs-2813	191	17	hospitalise	hospitalise	PROPN
iajs-2813	191	18	d	d	PROPN
iajs-2813	191	19	patients	patient	NOUN
iajs-2813	191	20	llr-1	llr-1	PUNCT
iajs-2813	191	21	,	,	PUNCT
iajs-2813	191	22	llr-2	llr-2	X
iajs-2813	191	23	,	,	PUNCT
iajs-2813	191	24	mars	mar	NOUN
iajs-2813	191	25	,	,	PUNCT
iajs-2813	191	26	cart	cart	NOUN
iajs-2813	191	27	,	,	PUNCT
iajs-2813	191	28	rf	rf	ADJ
iajs-2813	191	29	,	,	PUNCT
iajs-2813	191	30	and	and	CCONJ
iajs-2813	191	31	xgboost	xgboost	DET
iajs-2813	191	32	the	the	DET
iajs-2813	191	33	best	good	ADJ
iajs-2813	191	34	effect	effect	NOUN
iajs-2813	191	35	gained	gain	VERB
iajs-2813	191	36	by	by	ADP
iajs-2813	191	37	this	this	DET
iajs-2813	191	38	investigation	investigation	NOUN
iajs-2813	191	39	is	be	AUX
iajs-2813	191	40	the	the	DET
iajs-2813	191	41	xgboost	xgboost	X
iajs-2813	191	42	technique	technique	NOUN
iajs-2813	191	43	with	with	ADP
iajs-2813	191	44	0.998	0.998	NUM
iajs-2813	191	45	auc	auc	X
iajs-2813	191	46	khurshid	khurshid	X
iajs-2813	191	47	et	et	PROPN
iajs-2813	191	48	al	al	PROPN
iajs-2813	191	49	.	.	PUNCT
iajs-2813	192	1	[	[	X
iajs-2813	192	2	51	51	NUM
iajs-2813	192	3	]	]	PUNCT
iajs-2813	192	4	atrial	atrial	ADJ
iajs-2813	192	5	fibrillation	fibrillation	NOUN
iajs-2813	192	6	the	the	DET
iajs-2813	192	7	prediction	prediction	NOUN
iajs-2813	192	8	is	be	AUX
iajs-2813	192	9	based	base	VERB
iajs-2813	192	10	on	on	ADP
iajs-2813	192	11	ecg	ecg	PROPN
iajs-2813	192	12	data	datum	NOUN
iajs-2813	192	13	from	from	ADP
iajs-2813	192	14	three	three	NUM
iajs-2813	192	15	hospitals	hospital	NOUN
iajs-2813	192	16	to	to	PART
iajs-2813	192	17	infer	infer	VERB
iajs-2813	192	18	5	5	NUM
iajs-2813	192	19	-	-	PUNCT
iajs-2813	192	20	year	year	NOUN
iajs-2813	192	21	happening	happen	VERB
iajs-2813	192	22	af	af	PROPN
iajs-2813	192	23	risk	risk	NOUN
iajs-2813	192	24	employing	employing	NOUN
iajs-2813	192	25	ecgs	ecgs	NOUN
iajs-2813	192	26	in	in	ADP
iajs-2813	192	27	patients	patient	NOUN
iajs-2813	192	28	obtaining	obtain	VERB
iajs-2813	192	29	longitudinal	longitudinal	ADJ
iajs-2813	192	30	primary	primary	ADJ
iajs-2813	192	31	care	care	NOUN
iajs-2813	192	32	.	.	PUNCT
iajs-2813	193	1	45,770	45,770	NUM
iajs-2813	193	2	patients	patient	NOUN
iajs-2813	193	3	(	(	PUNCT
iajs-2813	193	4	53	53	NUM
iajs-2813	193	5	%	%	NOUN
iajs-2813	193	6	women	woman	NOUN
iajs-2813	193	7	and	and	CCONJ
iajs-2813	193	8	47	47	NUM
iajs-2813	193	9	%	%	NOUN
iajs-2813	193	10	men	man	NOUN
iajs-2813	193	11	)	)	PUNCT
iajs-2813	193	12	from	from	ADP
iajs-2813	193	13	brigham	brigham	PROPN
iajs-2813	193	14	and	and	CCONJ
iajs-2813	193	15	women	woman	NOUN
iajs-2813	193	16	's	's	PART
iajs-2813	193	17	hospital	hospital	NOUN
iajs-2813	193	18	and	and	CCONJ
iajs-2813	193	19	uk	uk	PROPN
iajs-2813	193	20	biobank	biobank	PROPN
iajs-2813	193	21	cnn	cnn	PROPN
iajs-2813	193	22	the	the	DET
iajs-2813	193	23	findings	finding	NOUN
iajs-2813	193	24	indicate	indicate	VERB
iajs-2813	193	25	that	that	SCONJ
iajs-2813	193	26	cnn	cnn	PROPN
iajs-2813	193	27	utilising	utilise	VERB
iajs-2813	193	28	ecg	ecg	PROPN
iajs-2813	193	29	to	to	PART
iajs-2813	193	30	estimate	estimate	VERB
iajs-2813	193	31	af	af	NOUN
iajs-2813	193	32	risk	risk	NOUN
iajs-2813	193	33	is	be	AUX
iajs-2813	193	34	robust	robust	ADJ
iajs-2813	193	35	and	and	CCONJ
iajs-2813	193	36	valid	valid	ADJ
iajs-2813	194	1	[	[	X
iajs-2813	194	2	auc	auc	NOUN
iajs-2813	194	3	0.823	0.823	NUM
iajs-2813	194	4	(	(	PUNCT
iajs-2813	194	5	0.790	0.790	NUM
iajs-2813	194	6	-	-	SYM
iajs-2813	194	7	0.856	0.856	NUM
iajs-2813	194	8	)	)	PUNCT
iajs-2813	194	9	for	for	ADP
iajs-2813	194	10	5	5	NUM
iajs-2813	194	11	-	-	PUNCT
iajs-2813	194	12	year	year	NOUN
iajs-2813	194	13	]	]	PUNCT
iajs-2813	194	14	for	for	ADP
iajs-2813	194	15	patients	patient	NOUN
iajs-2813	194	16	at	at	ADP
iajs-2813	194	17	massachusetts	massachusetts	PROPN
iajs-2813	194	18	general	general	PROPN
iajs-2813	194	19	hospital	hospital	PROPN
iajs-2813	194	20	5	5	NUM
iajs-2813	194	21	.	.	PUNCT
iajs-2813	194	22	conclusion	conclusion	NOUN
iajs-2813	194	23	more	more	ADV
iajs-2813	194	24	often	often	ADV
iajs-2813	194	25	than	than	ADP
iajs-2813	194	26	not	not	PART
iajs-2813	194	27	,	,	PUNCT
iajs-2813	194	28	machine	machine	NOUN
iajs-2813	194	29	learning	learn	VERB
iajs-2813	194	30	for	for	ADP
iajs-2813	194	31	some	some	DET
iajs-2813	194	32	physicians	physician	NOUN
iajs-2813	194	33	is	be	AUX
iajs-2813	194	34	complicated	complicated	ADJ
iajs-2813	194	35	mathematics	mathematic	NOUN
iajs-2813	194	36	,	,	PUNCT
iajs-2813	194	37	meaning	mean	VERB
iajs-2813	194	38	that	that	SCONJ
iajs-2813	194	39	their	their	PRON
iajs-2813	194	40	responses	response	NOUN
iajs-2813	194	41	are	be	AUX
iajs-2813	194	42	not	not	PART
iajs-2813	194	43	optimistic	optimistic	ADJ
iajs-2813	194	44	when	when	SCONJ
iajs-2813	194	45	they	they	PRON
iajs-2813	194	46	hear	hear	VERB
iajs-2813	194	47	the	the	DET
iajs-2813	194	48	pronunciation	pronunciation	NOUN
iajs-2813	194	49	of	of	ADP
iajs-2813	194	50	the	the	DET
iajs-2813	194	51	word	word	NOUN
iajs-2813	194	52	machine	machine	NOUN
iajs-2813	194	53	learning	learning	NOUN
iajs-2813	194	54	.	.	PUNCT
iajs-2813	195	1	there	there	PRON
iajs-2813	195	2	are	be	VERB
iajs-2813	195	3	also	also	ADV
iajs-2813	195	4	appropriate	appropriate	ADJ
iajs-2813	195	5	responses	response	NOUN
iajs-2813	195	6	and	and	CCONJ
iajs-2813	195	7	a	a	DET
iajs-2813	195	8	great	great	ADJ
iajs-2813	195	9	desire	desire	NOUN
iajs-2813	195	10	to	to	PART
iajs-2813	195	11	utilize	utilize	VERB
iajs-2813	195	12	machine	machine	NOUN
iajs-2813	195	13	learning	learning	NOUN
iajs-2813	195	14	techniques	technique	NOUN
iajs-2813	195	15	.	.	PUNCT
iajs-2813	196	1	these	these	DET
iajs-2813	196	2	technologies	technology	NOUN
iajs-2813	196	3	have	have	VERB
iajs-2813	196	4	a	a	DET
iajs-2813	196	5	fantastic	fantastic	ADJ
iajs-2813	196	6	future	future	NOUN
iajs-2813	196	7	in	in	ADP
iajs-2813	196	8	making	make	VERB
iajs-2813	196	9	predictions	prediction	NOUN
iajs-2813	196	10	in	in	ADP
iajs-2813	196	11	determining	determine	VERB
iajs-2813	196	12	heart	heart	NOUN
iajs-2813	196	13	diseases	disease	NOUN
iajs-2813	196	14	and	and	CCONJ
iajs-2813	196	15	require	require	VERB
iajs-2813	196	16	cardiologists	cardiologist	NOUN
iajs-2813	196	17	to	to	PART
iajs-2813	196	18	interact	interact	VERB
iajs-2813	196	19	and	and	CCONJ
iajs-2813	196	20	cooperate	cooperate	VERB
iajs-2813	196	21	fully	fully	ADV
iajs-2813	196	22	with	with	ADP
iajs-2813	196	23	the	the	DET
iajs-2813	196	24	practices	practice	NOUN
iajs-2813	196	25	of	of	ADP
iajs-2813	196	26	these	these	DET
iajs-2813	196	27	technologies	technology	NOUN
iajs-2813	196	28	.	.	PUNCT
iajs-2813	197	1	for	for	SCONJ
iajs-2813	197	2	this	this	DET
iajs-2813	197	3	collaboration	collaboration	NOUN
iajs-2813	197	4	to	to	PART
iajs-2813	197	5	grow	grow	VERB
iajs-2813	197	6	,	,	PUNCT
iajs-2813	197	7	cardiologists	cardiologist	NOUN
iajs-2813	197	8	need	need	VERB
iajs-2813	197	9	a	a	DET
iajs-2813	197	10	high	high	ADJ
iajs-2813	197	11	-	-	PUNCT
iajs-2813	197	12	level	level	NOUN
iajs-2813	197	13	knowledge	knowledge	NOUN
iajs-2813	197	14	of	of	ADP
iajs-2813	197	15	the	the	DET
iajs-2813	197	16	role	role	NOUN
iajs-2813	197	17	presented	present	VERB
iajs-2813	197	18	by	by	ADP
iajs-2813	197	19	these	these	DET
iajs-2813	197	20	technologies	technology	NOUN
iajs-2813	197	21	,	,	PUNCT
iajs-2813	197	22	awareness	awareness	NOUN
iajs-2813	197	23	of	of	ADP
iajs-2813	197	24	machine	machine	NOUN
iajs-2813	197	25	learning	learn	VERB
iajs-2813	197	26	efforts	effort	NOUN
iajs-2813	197	27	in	in	ADP
iajs-2813	197	28	detecting	detect	VERB
iajs-2813	197	29	and	and	CCONJ
iajs-2813	197	30	analysing	analyse	VERB
iajs-2813	197	31	heart	heart	NOUN
iajs-2813	197	32	disease	disease	NOUN
iajs-2813	197	33	,	,	PUNCT
iajs-2813	197	34	whether	whether	SCONJ
iajs-2813	197	35	from	from	ADP
iajs-2813	197	36	patient	patient	ADJ
iajs-2813	197	37	data	datum	NOUN
iajs-2813	197	38	or	or	CCONJ
iajs-2813	197	39	through	through	ADP
iajs-2813	197	40	images	image	NOUN
iajs-2813	197	41	,	,	PUNCT
iajs-2813	197	42	and	and	CCONJ
iajs-2813	197	43	knowledge	knowledge	NOUN
iajs-2813	197	44	of	of	ADP
iajs-2813	197	45	potential	potential	ADJ
iajs-2813	197	46	shortcomings	shortcoming	NOUN
iajs-2813	197	47	in	in	ADP
iajs-2813	197	48	machine	machine	NOUN
iajs-2813	197	49	learning	learn	VERB
iajs-2813	197	50	techniques	technique	NOUN
iajs-2813	197	51	.	.	PUNCT
iajs-2813	198	1	most	most	ADJ
iajs-2813	198	2	studies	study	NOUN
iajs-2813	198	3	that	that	PRON
iajs-2813	198	4	have	have	AUX
iajs-2813	198	5	been	be	AUX
iajs-2813	198	6	issued	issue	VERB
iajs-2813	198	7	use	use	NOUN
iajs-2813	198	8	machine	machine	NOUN
iajs-2813	198	9	learning	learn	VERB
iajs-2813	198	10	techniques	technique	NOUN
iajs-2813	198	11	in	in	ADP
iajs-2813	198	12	analyzing	analyze	VERB
iajs-2813	198	13	heart	heart	NOUN
iajs-2813	198	14	images	image	NOUN
iajs-2813	198	15	and	and	CCONJ
iajs-2813	198	16	other	other	ADJ
iajs-2813	198	17	assignments	assignment	NOUN
iajs-2813	198	18	.	.	PUNCT
iajs-2813	199	1	nevertheless	nevertheless	ADV
iajs-2813	199	2	,	,	PUNCT
iajs-2813	199	3	these	these	DET
iajs-2813	199	4	techniques	technique	NOUN
iajs-2813	199	5	have	have	VERB
iajs-2813	199	6	a	a	DET
iajs-2813	199	7	significant	significant	ADJ
iajs-2813	199	8	role	role	NOUN
iajs-2813	199	9	in	in	ADP
iajs-2813	199	10	extracting	extract	VERB
iajs-2813	199	11	patient	patient	ADJ
iajs-2813	199	12	data	datum	NOUN
iajs-2813	199	13	and	and	CCONJ
iajs-2813	199	14	predicting	predict	VERB
iajs-2813	199	15	disease	disease	NOUN
iajs-2813	199	16	regardless	regardless	ADV
iajs-2813	199	17	of	of	ADP
iajs-2813	199	18	the	the	DET
iajs-2813	199	19	large	large	ADJ
iajs-2813	199	20	number	number	NOUN
iajs-2813	199	21	of	of	ADP
iajs-2813	199	22	patient	patient	ADJ
iajs-2813	199	23	data	datum	NOUN
iajs-2813	199	24	or	or	CCONJ
iajs-2813	199	25	the	the	DET
iajs-2813	199	26	increase	increase	NOUN
iajs-2813	199	27	in	in	ADP
iajs-2813	199	28	the	the	DET
iajs-2813	199	29	size	size	NOUN
iajs-2813	199	30	and	and	CCONJ
iajs-2813	199	31	variety	variety	NOUN
iajs-2813	199	32	of	of	ADP
iajs-2813	199	33	the	the	DET
iajs-2813	199	34	training	training	NOUN
iajs-2813	199	35	data	datum	NOUN
iajs-2813	199	36	set	set	VERB
iajs-2813	199	37	.	.	PUNCT
iajs-2813	200	1	despite	despite	SCONJ
iajs-2813	200	2	the	the	DET
iajs-2813	200	3	significant	significant	ADJ
iajs-2813	200	4	effect	effect	NOUN
iajs-2813	200	5	of	of	ADP
iajs-2813	200	6	these	these	DET
iajs-2813	200	7	techniques	technique	NOUN
iajs-2813	200	8	,	,	PUNCT
iajs-2813	200	9	no	no	DET
iajs-2813	200	10	published	publish	VERB
iajs-2813	200	11	clinical	clinical	ADJ
iajs-2813	200	12	trials	trial	NOUN
iajs-2813	200	13	have	have	AUX
iajs-2813	200	14	compared	compare	VERB
iajs-2813	200	15	these	these	DET
iajs-2813	200	16	techniques	technique	NOUN
iajs-2813	200	17	to	to	ADP
iajs-2813	200	18	the	the	DET
iajs-2813	200	19	human	human	ADJ
iajs-2813	200	20	evaluation	evaluation	NOUN
iajs-2813	200	21	of	of	ADP
iajs-2813	200	22	the	the	DET
iajs-2813	200	23	data	datum	NOUN
iajs-2813	200	24	set	set	VERB
iajs-2813	200	25	.	.	PUNCT
iajs-2813	201	1	therefore	therefore	ADV
iajs-2813	201	2	,	,	PUNCT
iajs-2813	201	3	it	it	PRON
iajs-2813	201	4	is	be	AUX
iajs-2813	201	5	required	require	VERB
iajs-2813	201	6	to	to	PART
iajs-2813	201	7	achieve	achieve	VERB
iajs-2813	201	8	future	future	ADJ
iajs-2813	201	9	controlled	control	VERB
iajs-2813	201	10	clinical	clinical	ADJ
iajs-2813	201	11	trials	trial	NOUN
iajs-2813	201	12	to	to	PART
iajs-2813	201	13	demonstrate	demonstrate	VERB
iajs-2813	201	14	the	the	DET
iajs-2813	201	15	proficiency	proficiency	NOUN
iajs-2813	201	16	and	and	CCONJ
iajs-2813	201	17	efficacy	efficacy	NOUN
iajs-2813	201	18	of	of	ADP
iajs-2813	201	19	these	these	DET
iajs-2813	201	20	techniques	technique	NOUN
iajs-2813	201	21	in	in	ADP
iajs-2813	201	22	clinical	clinical	ADJ
iajs-2813	201	23	practice	practice	NOUN
iajs-2813	201	24	.	.	PUNCT
iajs-2813	202	1	in	in	ADP
iajs-2813	202	2	addition	addition	NOUN
iajs-2813	202	3	,	,	PUNCT
iajs-2813	202	4	confirmation	confirmation	NOUN
iajs-2813	202	5	should	should	AUX
iajs-2813	202	6	be	be	AUX
iajs-2813	202	7	carried	carry	VERB
iajs-2813	202	8	out	out	ADP
iajs-2813	202	9	not	not	PART
iajs-2813	202	10	using	use	VERB
iajs-2813	202	11	data	datum	NOUN
iajs-2813	202	12	from	from	ADP
iajs-2813	202	13	the	the	DET
iajs-2813	202	14	same	same	ADJ
iajs-2813	202	15	group	group	NOUN
iajs-2813	202	16	employed	employ	VERB
iajs-2813	202	17	in	in	ADP
iajs-2813	202	18	training	training	NOUN
iajs-2813	202	19	but	but	CCONJ
iajs-2813	202	20	also	also	ADV
iajs-2813	202	21	from	from	ADP
iajs-2813	202	22	other	other	ADJ
iajs-2813	202	23	groups	group	NOUN
iajs-2813	202	24	so	so	SCONJ
iajs-2813	202	25	that	that	SCONJ
iajs-2813	202	26	these	these	DET
iajs-2813	202	27	techniques	technique	NOUN
iajs-2813	202	28	can	can	AUX
iajs-2813	202	29	be	be	AUX
iajs-2813	202	30	analyzed	analyze	VERB
iajs-2813	202	31	more	more	ADV
iajs-2813	202	32	efficiently	efficiently	ADV
iajs-2813	202	33	.	.	PUNCT
iajs-2813	203	1	in	in	ADP
iajs-2813	203	2	the	the	DET
iajs-2813	203	3	future	future	NOUN
iajs-2813	203	4	,	,	PUNCT
iajs-2813	203	5	a	a	DET
iajs-2813	203	6	group	group	NOUN
iajs-2813	203	7	of	of	ADP
iajs-2813	203	8	studies	study	NOUN
iajs-2813	203	9	will	will	AUX
iajs-2813	203	10	be	be	AUX
iajs-2813	203	11	executed	execute	VERB
iajs-2813	203	12	on	on	ADP
iajs-2813	203	13	the	the	DET
iajs-2813	203	14	use	use	NOUN
iajs-2813	203	15	of	of	ADP
iajs-2813	203	16	machine	machine	NOUN
iajs-2813	203	17	learning	learn	VERB
iajs-2813	203	18	techniques	technique	NOUN
iajs-2813	203	19	in	in	ADP
iajs-2813	203	20	analysing	analyse	VERB
iajs-2813	203	21	heart	heart	NOUN
iajs-2813	203	22	data	datum	NOUN
iajs-2813	203	23	and	and	CCONJ
iajs-2813	203	24	predicting	predict	VERB
iajs-2813	203	25	potential	potential	ADJ
iajs-2813	203	26	human	human	ADJ
iajs-2813	203	27	diseases	disease	NOUN
iajs-2813	203	28	.	.	PUNCT
iajs-2813	204	1	ihjpas	ihjpas	PROPN
iajs-2813	204	2	.	.	PUNCT
iajs-2813	205	1	53	53	NUM
iajs-2813	205	2	(	(	PUNCT
iajs-2813	205	3	3)2022	3)2022	NOUN
iajs-2813	205	4	186	186	NUM
iajs-2813	205	5	nomenclatures	nomenclature	NOUN
iajs-2813	205	6	acronym	acronym	NOUN
iajs-2813	205	7	description	description	NOUN
iajs-2813	205	8	ann	ann	PROPN
iajs-2813	205	9	artificial	artificial	ADJ
iajs-2813	205	10	neural	neural	ADJ
iajs-2813	205	11	network	network	NOUN
iajs-2813	205	12	auc	auc	NOUN
iajs-2813	205	13	area	area	NOUN
iajs-2813	205	14	under	under	ADP
iajs-2813	205	15	the	the	DET
iajs-2813	205	16	curve	curve	NOUN
iajs-2813	205	17	cart	cart	NOUN
iajs-2813	205	18	classification	classification	NOUN
iajs-2813	205	19	and	and	CCONJ
iajs-2813	205	20	regression	regression	NOUN
iajs-2813	205	21	trees	tree	NOUN
iajs-2813	205	22	cnn	cnn	PROPN
iajs-2813	205	23	convolutional	convolutional	ADJ
iajs-2813	205	24	neural	neural	ADJ
iajs-2813	205	25	network	network	NOUN
iajs-2813	205	26	covid-19	covid-19	PROPN
iajs-2813	205	27	coronavirus	coronavirus	NOUN
iajs-2813	205	28	2019	2019	NUM
iajs-2813	205	29	cr	cr	PROPN
iajs-2813	205	30	cox	cox	PROPN
iajs-2813	205	31	regression	regression	VERB
iajs-2813	205	32	dt	dt	SCONJ
iajs-2813	205	33	decision	decision	NOUN
iajs-2813	205	34	trees	tree	NOUN
iajs-2813	205	35	egb	egb	VERB
iajs-2813	205	36	extreme	extreme	ADJ
iajs-2813	205	37	gradient	gradient	NOUN
iajs-2813	205	38	boosting	boost	VERB
iajs-2813	205	39	gb	gb	ADP
iajs-2813	205	40	or	or	CCONJ
iajs-2813	205	41	gbt	gbt	PROPN
iajs-2813	205	42	gradient	gradient	NOUN
iajs-2813	205	43	boosting	boost	VERB
iajs-2813	205	44	gbm	gbm	NOUN
iajs-2813	205	45	gradient	gradient	NOUN
iajs-2813	205	46	boosting	boost	VERB
iajs-2813	205	47	machine	machine	NOUN
iajs-2813	205	48	knn	knn	PROPN
iajs-2813	205	49	k	k	NOUN
iajs-2813	205	50	-	-	PUNCT
iajs-2813	205	51	nearest	near	ADJ
iajs-2813	205	52	neighbours	neighbour	NOUN
iajs-2813	205	53	lr	lr	X
iajs-2813	205	54	logistic	logistic	ADJ
iajs-2813	205	55	regression	regression	NOUN
iajs-2813	205	56	mars	mar	NOUN
iajs-2813	205	57	multivariate	multivariate	VERB
iajs-2813	205	58	adaptive	adaptive	ADJ
iajs-2813	205	59	regression	regression	NOUN
iajs-2813	205	60	splines	spline	VERB
iajs-2813	205	61	mla	mla	NOUN
iajs-2813	205	62	machine	machine	NOUN
iajs-2813	205	63	learning	learn	VERB
iajs-2813	205	64	algorithm	algorithm	PROPN
iajs-2813	205	65	nb	nb	PROPN
iajs-2813	205	66	naïve	naïve	PROPN
iajs-2813	205	67	bayes	bayes	PROPN
iajs-2813	205	68	nn	nn	PROPN
iajs-2813	205	69	neural	neural	ADJ
iajs-2813	205	70	network	network	NOUN
iajs-2813	205	71	rf	rf	VERB
iajs-2813	205	72	random	random	ADJ
iajs-2813	205	73	forest	forest	NOUN
iajs-2813	205	74	svm	svm	PROPN
iajs-2813	205	75	support	support	NOUN
iajs-2813	205	76	vector	vector	NOUN
iajs-2813	205	77	machine	machine	NOUN
iajs-2813	205	78	references	reference	NOUN
iajs-2813	205	79	1	1	NUM
iajs-2813	205	80	.	.	PUNCT
iajs-2813	205	81	hoffman	hoffman	PROPN
iajs-2813	205	82	,	,	PUNCT
iajs-2813	205	83	d.	d.	PROPN
iajs-2813	205	84	j.	j.	PROPN
iajs-2813	205	85	;	;	PUNCT
iajs-2813	205	86	reynolds	reynolds	PROPN
iajs-2813	205	87	,	,	PUNCT
iajs-2813	205	88	r.	r.	PROPN
iajs-2813	205	89	m.	m.	NOUN
iajs-2813	205	90	;	;	PUNCT
iajs-2813	205	91	hardy	hardy	ADJ
iajs-2813	205	92	,	,	PUNCT
iajs-2813	205	93	d.	d.	PROPN
iajs-2813	205	94	b.	b.	PROPN
iajs-2813	205	95	developmental	developmental	ADJ
iajs-2813	205	96	origins	origin	NOUN
iajs-2813	205	97	of	of	ADP
iajs-2813	205	98	health	health	NOUN
iajs-2813	205	99	and	and	CCONJ
iajs-2813	205	100	disease	disease	NOUN
iajs-2813	205	101	:	:	PUNCT
iajs-2813	205	102	current	current	ADJ
iajs-2813	205	103	knowledge	knowledge	NOUN
iajs-2813	205	104	and	and	CCONJ
iajs-2813	205	105	potential	potential	ADJ
iajs-2813	205	106	mechanisms	mechanism	NOUN
iajs-2813	205	107	.	.	PUNCT
iajs-2813	206	1	nutr	nutr	PROPN
iajs-2813	206	2	rev	rev	PROPN
iajs-2813	206	3	.	.	PROPN
iajs-2813	206	4	2017	2017	NUM
iajs-2813	206	5	,	,	PUNCT
iajs-2813	206	6	75	75	NUM
iajs-2813	206	7	(	(	PUNCT
iajs-2813	206	8	12	12	NUM
iajs-2813	206	9	)	)	PUNCT
iajs-2813	206	10	,	,	PUNCT
iajs-2813	206	11	951	951	NUM
iajs-2813	206	12	-	-	SYM
iajs-2813	206	13	970	970	NUM
iajs-2813	206	14	.	.	NOUN
iajs-2813	207	1	2	2	NUM
iajs-2813	207	2	.	.	X
iajs-2813	207	3	mijwil	mijwil	PROPN
iajs-2813	207	4	,	,	PUNCT
iajs-2813	207	5	m.	m.	NOUN
iajs-2813	207	6	m.	m.	NOUN
iajs-2813	207	7	;	;	PUNCT
iajs-2813	207	8	al	al	PROPN
iajs-2813	207	9	-	-	PUNCT
iajs-2813	207	10	mistarehi	mistarehi	PROPN
iajs-2813	207	11	,	,	PUNCT
iajs-2813	207	12	ah	ah	INTJ
iajs-2813	207	13	;	;	PUNCT
iajs-2813	207	14	mutur	mutur	PROPN
iajs-2813	207	15	,	,	PUNCT
iajs-2813	207	16	d.	d.	PROPN
iajs-2813	207	17	s.	s.	PROPN
iajs-2813	208	1	the	the	DET
iajs-2813	208	2	practices	practice	NOUN
iajs-2813	208	3	of	of	ADP
iajs-2813	208	4	artificial	artificial	ADJ
iajs-2813	208	5	intelligence	intelligence	NOUN
iajs-2813	208	6	techniques	technique	NOUN
iajs-2813	208	7	and	and	CCONJ
iajs-2813	208	8	their	their	PRON
iajs-2813	208	9	worth	worth	NOUN
iajs-2813	208	10	in	in	ADP
iajs-2813	208	11	the	the	DET
iajs-2813	208	12	confrontation	confrontation	NOUN
iajs-2813	208	13	of	of	ADP
iajs-2813	208	14	covid-19	covid-19	PROPN
iajs-2813	208	15	pandemic	pandemic	NOUN
iajs-2813	208	16	:	:	PUNCT
iajs-2813	208	17	a	a	DET
iajs-2813	208	18	literature	literature	NOUN
iajs-2813	208	19	review	review	NOUN
iajs-2813	208	20	.	.	PUNCT
iajs-2813	209	1	mob	mob	NOUN
iajs-2813	209	2	forensics	forensics	PROPN
iajs-2813	209	3	j.	j.	PROPN
iajs-2813	209	4	2022	2022	PROPN
iajs-2813	209	5	,	,	PUNCT
iajs-2813	209	6	4(1	4(1	NOUN
iajs-2813	209	7	)	)	PUNCT
iajs-2813	209	8	,	,	PUNCT
iajs-2813	209	9	11	11	NUM
iajs-2813	209	10	-	-	SYM
iajs-2813	209	11	30	30	NUM
iajs-2813	209	12	.	.	PUNCT
iajs-2813	210	1	3	3	X
iajs-2813	210	2	.	.	X
iajs-2813	210	3	núñez	núñez	PROPN
iajs-2813	210	4	-	-	PUNCT
iajs-2813	210	5	gil	gil	PROPN
iajs-2813	210	6	,	,	PUNCT
iajs-2813	210	7	i.	i.	PROPN
iajs-2813	210	8	j.	j.	PROPN
iajs-2813	210	9	;	;	PUNCT
iajs-2813	210	10	fernández	fernández	PROPN
iajs-2813	210	11	-	-	PUNCT
iajs-2813	210	12	ortiz	ortiz	PROPN
iajs-2813	210	13	,	,	PUNCT
iajs-2813	210	14	a.	a.	NOUN
iajs-2813	210	15	;	;	PUNCT
iajs-2813	210	16	eid	eid	PROPN
iajs-2813	210	17	,	,	PUNCT
iajs-2813	210	18	c.	c.	PROPN
iajs-2813	210	19	m.	m.	NOUN
iajs-2813	210	20	;	;	PUNCT
iajs-2813	210	21	huang	huang	PROPN
iajs-2813	210	22	,	,	PUNCT
iajs-2813	210	23	j.	j.	PROPN
iajs-2813	210	24	;	;	PUNCT
iajs-2813	210	25	romero	romero	PROPN
iajs-2813	210	26	,	,	PUNCT
iajs-2813	210	27	r.	r.	PROPN
iajs-2813	210	28	;	;	PUNCT
iajs-2813	210	29	becerra	becerra	PROPN
iajs-2813	210	30	-	-	PUNCT
iajs-2813	210	31	muñoz	muñoz	PROPN
iajs-2813	210	32	,	,	PUNCT
iajs-2813	210	33	v.	v.	ADP
iajs-2813	210	34	m.	m.	NOUN
iajs-2813	210	35	underlying	underlie	VERB
iajs-2813	210	36	heart	heart	NOUN
iajs-2813	210	37	diseases	disease	NOUN
iajs-2813	210	38	and	and	CCONJ
iajs-2813	210	39	acute	acute	ADJ
iajs-2813	210	40	covid-19	covid-19	PROPN
iajs-2813	210	41	outcomes	outcome	NOUN
iajs-2813	210	42	.	.	PUNCT
iajs-2813	211	1	cardiol	cardiol	PROPN
iajs-2813	211	2	j.	j.	PROPN
iajs-2813	211	3	2020	2020	PROPN
iajs-2813	211	4	,	,	PUNCT
iajs-2813	211	5	28	28	NUM
iajs-2813	211	6	(	(	PUNCT
iajs-2813	211	7	2	2	NUM
iajs-2813	211	8	)	)	PUNCT
iajs-2813	211	9	,	,	PUNCT
iajs-2813	211	10	202	202	NUM
iajs-2813	211	11	-	-	SYM
iajs-2813	211	12	214	214	NUM
iajs-2813	211	13	.	.	PUNCT
iajs-2813	212	1	4	4	X
iajs-2813	212	2	.	.	X
iajs-2813	212	3	taylor	taylor	PROPN
iajs-2813	212	4	,	,	PUNCT
iajs-2813	212	5	k.	k.	PROPN
iajs-2813	212	6	;	;	PUNCT
iajs-2813	212	7	elhakeem	elhakeem	PROPN
iajs-2813	212	8	,	,	PUNCT
iajs-2813	212	9	a.	a.	NOUN
iajs-2813	212	10	;	;	PUNCT
iajs-2813	212	11	nader	nader	PROPN
iajs-2813	212	12	,	,	PUNCT
iajs-2813	212	13	j.	j.	PROPN
iajs-2813	212	14	l.	l.	PROPN
iajs-2813	212	15	t.	t.	PROPN
iajs-2813	212	16	;	;	PUNCT
iajs-2813	212	17	yang	yang	PROPN
iajs-2813	212	18	,	,	PUNCT
iajs-2813	212	19	t.	t.	PROPN
iajs-2813	212	20	c.	c.	PROPN
iajs-2813	212	21	;	;	PUNCT
iajs-2813	212	22	isaevska	isaevska	PROPN
iajs-2813	212	23	,	,	PUNCT
iajs-2813	212	24	e.	e.	PROPN
iajs-2813	212	25	;	;	PUNCT
iajs-2813	212	26	richiardi	richiardi	PROPN
iajs-2813	212	27	,	,	PUNCT
iajs-2813	212	28	l.	l.	PROPN
iajs-2813	212	29	;	;	PUNCT
iajs-2813	212	30	vrijkotte	vrijkotte	NOUN
iajs-2813	212	31	,	,	PUNCT
iajs-2813	212	32	t.	t.	PROPN
iajs-2813	212	33	;	;	PUNCT
iajs-2813	212	34	moira	moira	PROPN
iajs-2813	212	35	,	,	PUNCT
iajs-2813	212	36	a.	a.	PROPN
iajs-2813	212	37	p.	p.	NOUN
iajs-2813	212	38	;	;	PUNCT
iajs-2813	212	39	murray	murray	PROPN
iajs-2813	212	40	,	,	PUNCT
iajs-2813	212	41	d.	d.	PROPN
iajs-2813	212	42	m.	m.	PROPN
iajs-2813	212	43	;	;	PUNCT
iajs-2813	212	44	finn	finn	PROPN
iajs-2813	212	45	,	,	PUNCT
iajs-2813	212	46	d.	d.	PROPN
iajs-2813	212	47	;	;	PUNCT
iajs-2813	212	48	mason	mason	PROPN
iajs-2813	212	49	,	,	PUNCT
iajs-2813	212	50	d.	d.	PROPN
iajs-2813	212	51	;	;	PUNCT
iajs-2813	212	52	wright	wright	PROPN
iajs-2813	212	53	,	,	PUNCT
iajs-2813	212	54	j.	j.	PROPN
iajs-2813	212	55	;	;	PUNCT
iajs-2813	212	56	oddie	oddie	PROPN
iajs-2813	212	57	,	,	PUNCT
iajs-2813	212	58	s.	s.	PROPN
iajs-2813	212	59	;	;	PUNCT
iajs-2813	212	60	roeleveld	roeleveld	VERB
iajs-2813	212	61	,	,	PUNCT
iajs-2813	212	62	n.	n.	PROPN
iajs-2813	212	63	;	;	PUNCT
iajs-2813	212	64	harris	harris	PROPN
iajs-2813	212	65	,	,	PUNCT
iajs-2813	212	66	j.	j.	PROPN
iajs-2813	212	67	r.	r.	PROPN
iajs-2813	212	68	;	;	PUNCT
iajs-2813	212	69	andersen	andersen	PROPN
iajs-2813	212	70	,	,	PUNCT
iajs-2813	212	71	a.	a.	NOUN
iajs-2813	212	72	n.	n.	PROPN
iajs-2813	212	73	;	;	PUNCT
iajs-2813	212	74	caputo	caputo	PROPN
iajs-2813	212	75	,	,	PUNCT
iajs-2813	212	76	m.	m.	NOUN
iajs-2813	212	77	;	;	PUNCT
iajs-2813	212	78	lawlor	lawlor	PROPN
iajs-2813	212	79	,	,	PUNCT
iajs-2813	212	80	d.	d.	PROPN
iajs-2813	212	81	a.	a.	PROPN
iajs-2813	212	82	effect	effect	NOUN
iajs-2813	212	83	of	of	ADP
iajs-2813	212	84	maternal	maternal	ADJ
iajs-2813	212	85	prepregnancy	prepregnancy	NOUN
iajs-2813	212	86	/	/	SYM
iajs-2813	212	87	early‐pregnancy	early‐pregnancy	NOUN
iajs-2813	212	88	body	body	NOUN
iajs-2813	212	89	mass	mass	NOUN
iajs-2813	212	90	index	index	NOUN
iajs-2813	212	91	and	and	CCONJ
iajs-2813	212	92	pregnancy	pregnancy	NOUN
iajs-2813	212	93	smoking	smoking	NOUN
iajs-2813	212	94	and	and	CCONJ
iajs-2813	212	95	alcohol	alcohol	NOUN
iajs-2813	212	96	on	on	ADP
iajs-2813	212	97	congenital	congenital	ADJ
iajs-2813	212	98	heart	heart	NOUN
iajs-2813	212	99	diseases	disease	NOUN
iajs-2813	212	100	:	:	PUNCT
iajs-2813	212	101	a	a	DET
iajs-2813	212	102	parental	parental	ADJ
iajs-2813	212	103	negative	negative	ADJ
iajs-2813	212	104	control	control	NOUN
iajs-2813	212	105	study	study	NOUN
iajs-2813	212	106	.	.	PUNCT
iajs-2813	213	1	j	j	PROPN
iajs-2813	213	2	am	be	AUX
iajs-2813	213	3	heart	heart	NOUN
iajs-2813	213	4	assoc	assoc	NOUN
iajs-2813	213	5	.	.	PUNCT
iajs-2813	214	1	2021,10(11),1	2021,10(11),1	NUM
iajs-2813	214	2	-	-	SYM
iajs-2813	214	3	78	78	NUM
iajs-2813	214	4	.	.	PUNCT
iajs-2813	215	1	5	5	NUM
iajs-2813	215	2	.	.	X
iajs-2813	215	3	mijwil	mijwil	PROPN
iajs-2813	215	4	,	,	PUNCT
iajs-2813	215	5	m.	m.	NOUN
iajs-2813	215	6	m.	m.	NOUN
iajs-2813	215	7	;	;	PUNCT
iajs-2813	215	8	al	al	PROPN
iajs-2813	215	9	-	-	PUNCT
iajs-2813	215	10	mistarehi	mistarehi	PROPN
iajs-2813	215	11	,	,	PUNCT
iajs-2813	215	12	ah	ah	INTJ
iajs-2813	215	13	.	.	PUNCT
iajs-2813	215	14	;	;	PUNCT
iajs-2813	215	15	aggarwal	aggarwal	NOUN
iajs-2813	215	16	,	,	PUNCT
iajs-2813	215	17	k.	k.	PROPN
iajs-2813	216	1	the	the	DET
iajs-2813	216	2	effectiveness	effectiveness	NOUN
iajs-2813	216	3	of	of	ADP
iajs-2813	216	4	utilising	utilise	VERB
iajs-2813	216	5	modern	modern	ADJ
iajs-2813	216	6	artificial	artificial	ADJ
iajs-2813	216	7	intelligence	intelligence	NOUN
iajs-2813	216	8	techniques	technique	NOUN
iajs-2813	216	9	and	and	CCONJ
iajs-2813	216	10	initiatives	initiative	NOUN
iajs-2813	216	11	to	to	PART
iajs-2813	216	12	combat	combat	VERB
iajs-2813	216	13	covid-19	covid-19	PROPN
iajs-2813	216	14	in	in	ADP
iajs-2813	216	15	south	south	PROPN
iajs-2813	216	16	korea	korea	PROPN
iajs-2813	216	17	:	:	PUNCT
iajs-2813	216	18	a	a	DET
iajs-2813	216	19	narrative	narrative	NOUN
iajs-2813	216	20	review	review	NOUN
iajs-2813	216	21	.	.	PUNCT
iajs-2813	217	1	asian	asian	PROPN
iajs-2813	217	2	j	j	PROPN
iajs-2813	217	3	appl	appl	PROPN
iajs-2813	217	4	sci	sci	PROPN
iajs-2813	217	5	.	.	PROPN
iajs-2813	217	6	2021	2021	NUM
iajs-2813	217	7	,	,	PUNCT
iajs-2813	217	8	9	9	NUM
iajs-2813	217	9	(	(	PUNCT
iajs-2813	217	10	5	5	NUM
iajs-2813	217	11	)	)	PUNCT
iajs-2813	217	12	,	,	PUNCT
iajs-2813	217	13	343	343	NUM
iajs-2813	217	14	-	-	SYM
iajs-2813	217	15	352	352	NUM
iajs-2813	217	16	.	.	NOUN
iajs-2813	217	17	6	6	NUM
iajs-2813	217	18	.	.	X
iajs-2813	217	19	aggarwal	aggarwal	NOUN
iajs-2813	217	20	,	,	PUNCT
iajs-2813	217	21	k.	k.	PROPN
iajs-2813	217	22	;	;	PUNCT
iajs-2813	218	1	mijwil	mijwil	PROPN
iajs-2813	218	2	,	,	PUNCT
iajs-2813	218	3	m.	m.	NOUN
iajs-2813	218	4	m.	m.	NOUN
iajs-2813	218	5	;	;	PUNCT
iajs-2813	218	6	al	al	PROPN
iajs-2813	218	7	-	-	PUNCT
iajs-2813	218	8	mistarehi	mistarehi	PROPN
iajs-2813	218	9	,	,	PUNCT
iajs-2813	218	10	ah	ah	INTJ
iajs-2813	218	11	.	.	PUNCT
iajs-2813	218	12	;	;	PUNCT
iajs-2813	218	13	alomari	alomari	PROPN
iajs-2813	218	14	,	,	PUNCT
iajs-2813	218	15	s.	s.	PROPN
iajs-2813	218	16	;	;	PUNCT
iajs-2813	218	17	gök	gök	X
iajs-2813	218	18	,	,	PUNCT
iajs-2813	218	19	m	m	PROPN
iajs-2813	218	20	;	;	PUNCT
iajs-2813	218	21	,	,	PUNCT
iajs-2813	218	22	alaabdin	alaabdin	ADV
iajs-2813	218	23	,	,	PUNCT
iajs-2813	218	24	a.	a.	NOUN
iajs-2813	218	25	m.	m.	NOUN
iajs-2813	218	26	;	;	PUNCT
iajs-2813	218	27	abdulrhman	abdulrhman	NOUN
iajs-2813	218	28	,	,	PUNCT
iajs-2813	218	29	s.	s.	PROPN
iajs-2813	218	30	h.	h.	PROPN
iajs-2813	218	31	has	have	VERB
iajs-2813	218	32	the	the	DET
iajs-2813	218	33	future	future	NOUN
iajs-2813	218	34	started	start	VERB
iajs-2813	218	35	?	?	PUNCT
iajs-2813	219	1	the	the	DET
iajs-2813	219	2	current	current	ADJ
iajs-2813	219	3	growth	growth	NOUN
iajs-2813	219	4	of	of	ADP
iajs-2813	219	5	artificial	artificial	ADJ
iajs-2813	219	6	intelligence	intelligence	NOUN
iajs-2813	219	7	,	,	PUNCT
iajs-2813	219	8	machine	machine	NOUN
iajs-2813	219	9	learning	learning	NOUN
iajs-2813	219	10	,	,	PUNCT
iajs-2813	219	11	and	and	CCONJ
iajs-2813	219	12	deep	deep	ADJ
iajs-2813	219	13	learning	learning	NOUN
iajs-2813	219	14	.	.	PUNCT
iajs-2813	220	1	iraqi	iraqi	ADJ
iajs-2813	220	2	j	j	PROPN
iajs-2813	220	3	comput	comput	PROPN
iajs-2813	220	4	sci	sci	PROPN
iajs-2813	220	5	math	math	NOUN
iajs-2813	220	6	.	.	PUNCT
iajs-2813	221	1	2022	2022	NUM
iajs-2813	221	2	,	,	PUNCT
iajs-2813	221	3	3(1	3(1	NUM
iajs-2813	221	4	)	)	PUNCT
iajs-2813	221	5	,	,	PUNCT
iajs-2813	221	6	115	115	NUM
iajs-2813	221	7	-	-	SYM
iajs-2813	221	8	123	123	NUM
iajs-2813	221	9	.	.	PUNCT
iajs-2813	222	1	ihjpas	ihjpas	PROPN
iajs-2813	222	2	.	.	PUNCT
iajs-2813	223	1	53	53	NUM
iajs-2813	223	2	(	(	PUNCT
iajs-2813	223	3	3)2022	3)2022	NOUN
iajs-2813	223	4	187	187	NUM
iajs-2813	223	5	7	7	NUM
iajs-2813	223	6	.	.	PUNCT
iajs-2813	223	7	ostheimer	ostheimer	PROPN
iajs-2813	223	8	,	,	PUNCT
iajs-2813	223	9	j.	j.	PROPN
iajs-2813	223	10	;	;	PUNCT
iajs-2813	223	11	chowdhury	chowdhury	PROPN
iajs-2813	223	12	,	,	PUNCT
iajs-2813	223	13	s.	s.	PROPN
iajs-2813	223	14	;	;	PUNCT
iajs-2813	223	15	sarfraz	sarfraz	PROPN
iajs-2813	223	16	,	,	PUNCT
iajs-2813	223	17	i.	i.	PROPN
iajs-2813	223	18	an	an	DET
iajs-2813	223	19	alliance	alliance	NOUN
iajs-2813	223	20	of	of	ADP
iajs-2813	223	21	humans	human	NOUN
iajs-2813	223	22	and	and	CCONJ
iajs-2813	223	23	machines	machine	NOUN
iajs-2813	223	24	for	for	ADP
iajs-2813	223	25	machine	machine	NOUN
iajs-2813	223	26	learning	learning	NOUN
iajs-2813	223	27	:	:	PUNCT
iajs-2813	223	28	hybrid	hybrid	ADJ
iajs-2813	223	29	intelligent	intelligent	ADJ
iajs-2813	223	30	systems	system	NOUN
iajs-2813	223	31	and	and	CCONJ
iajs-2813	223	32	their	their	PRON
iajs-2813	223	33	design	design	NOUN
iajs-2813	223	34	principles	principle	NOUN
iajs-2813	223	35	.	.	PUNCT
iajs-2813	224	1	technol	technol	ADJ
iajs-2813	224	2	soc	soc	NOUN
iajs-2813	224	3	.	.	PUNCT
iajs-2813	225	1	2021	2021	NUM
iajs-2813	225	2	,	,	PUNCT
iajs-2813	225	3	66	66	NUM
iajs-2813	225	4	,	,	PUNCT
iajs-2813	225	5	101647	101647	NUM
iajs-2813	225	6	.	.	PUNCT
iajs-2813	226	1	8	8	X
iajs-2813	226	2	.	.	X
iajs-2813	226	3	guzman	guzman	PROPN
iajs-2813	226	4	,	,	PUNCT
iajs-2813	226	5	a.	a.	PROPN
iajs-2813	226	6	l.	l.	PROPN
iajs-2813	226	7	;	;	PUNCT
iajs-2813	226	8	lewis	lewis	PROPN
iajs-2813	226	9	,	,	PUNCT
iajs-2813	226	10	s.	s.	PROPN
iajs-2813	226	11	c.	c.	PROPN
iajs-2813	226	12	artificial	artificial	PROPN
iajs-2813	226	13	intelligence	intelligence	NOUN
iajs-2813	226	14	and	and	CCONJ
iajs-2813	226	15	communication	communication	NOUN
iajs-2813	226	16	:	:	PUNCT
iajs-2813	226	17	a	a	DET
iajs-2813	226	18	human	human	ADJ
iajs-2813	226	19	–	–	PUNCT
iajs-2813	226	20	machine	machine	NOUN
iajs-2813	226	21	communication	communication	NOUN
iajs-2813	226	22	research	research	NOUN
iajs-2813	226	23	agenda	agenda	NOUN
iajs-2813	226	24	.	.	PUNCT
iajs-2813	227	1	new	new	ADJ
iajs-2813	227	2	media	medium	NOUN
iajs-2813	227	3	soc	soc	NOUN
iajs-2813	227	4	.	.	PUNCT
iajs-2813	228	1	2019	2019	NUM
iajs-2813	228	2	,	,	PUNCT
iajs-2813	228	3	22(1	22(1	NUM
iajs-2813	228	4	)	)	PUNCT
iajs-2813	228	5	,	,	PUNCT
iajs-2813	228	6	70	70	NUM
iajs-2813	228	7	-	-	SYM
iajs-2813	228	8	86	86	NUM
iajs-2813	228	9	.	.	PUNCT
iajs-2813	229	1	9	9	NUM
iajs-2813	229	2	.	.	X
iajs-2813	229	3	mijwil	mijwil	PROPN
iajs-2813	229	4	,	,	PUNCT
iajs-2813	229	5	m.	m.	NOUN
iajs-2813	229	6	m.	m.	NOUN
iajs-2813	229	7	;	;	PUNCT
iajs-2813	229	8	salem	salem	PROPN
iajs-2813	229	9	,	,	PUNCT
iajs-2813	229	10	i.	i.	PROPN
iajs-2813	229	11	e	e	PROPN
iajs-2813	229	12	;	;	PUNCT
iajs-2813	229	13	abttan	abttan	PROPN
iajs-2813	229	14	,	,	PUNCT
iajs-2813	229	15	r.	r.	PROPN
iajs-2813	229	16	a.	a.	NOUN
iajs-2813	229	17	utilisation	utilisation	NOUN
iajs-2813	229	18	of	of	ADP
iajs-2813	229	19	machine	machine	NOUN
iajs-2813	229	20	learning	learn	VERB
iajs-2813	229	21	techniques	technique	NOUN
iajs-2813	229	22	in	in	ADP
iajs-2813	229	23	testing	testing	NOUN
iajs-2813	229	24	and	and	CCONJ
iajs-2813	229	25	training	training	NOUN
iajs-2813	229	26	of	of	ADP
iajs-2813	229	27	different	different	ADJ
iajs-2813	229	28	medical	medical	ADJ
iajs-2813	229	29	datasets	dataset	NOUN
iajs-2813	229	30	.	.	PUNCT
iajs-2813	230	1	asian	asian	PROPN
iajs-2813	230	2	j	j	PROPN
iajs-2813	230	3	comput	comput	PROPN
iajs-2813	230	4	inf	inf	PROPN
iajs-2813	230	5	sys	sys	PROPN
iajs-2813	230	6	.	.	PROPN
iajs-2813	230	7	2021	2021	NUM
iajs-2813	230	8	,	,	PUNCT
iajs-2813	230	9	9(5	9(5	NUM
iajs-2813	230	10	)	)	PUNCT
iajs-2813	230	11	,	,	PUNCT
iajs-2813	230	12	29	29	NUM
iajs-2813	230	13	-	-	SYM
iajs-2813	230	14	34	34	NUM
iajs-2813	230	15	.	.	NOUN
iajs-2813	231	1	10	10	NUM
iajs-2813	231	2	.	.	X
iajs-2813	232	1	matsuzaka	matsuzaka	PROPN
iajs-2813	232	2	,	,	PUNCT
iajs-2813	232	3	y.	y.	PROPN
iajs-2813	232	4	;	;	PUNCT
iajs-2813	232	5	uesawa	uesawa	PROPN
iajs-2813	232	6	,	,	PUNCT
iajs-2813	232	7	y.	y.	NOUN
iajs-2813	232	8	a	a	DET
iajs-2813	232	9	molecular	molecular	ADJ
iajs-2813	232	10	image	image	NOUN
iajs-2813	232	11	-	-	PUNCT
iajs-2813	232	12	based	base	VERB
iajs-2813	232	13	novel	novel	ADJ
iajs-2813	232	14	quantitative	quantitative	ADJ
iajs-2813	232	15	structureactivity	structureactivity	NOUN
iajs-2813	232	16	relationship	relationship	NOUN
iajs-2813	232	17	approach	approach	NOUN
iajs-2813	232	18	,	,	PUNCT
iajs-2813	232	19	deepsnap	deepsnap	NOUN
iajs-2813	232	20	-	-	PUNCT
iajs-2813	232	21	deep	deep	ADJ
iajs-2813	232	22	learning	learning	NOUN
iajs-2813	232	23	and	and	CCONJ
iajs-2813	232	24	machine	machine	NOUN
iajs-2813	232	25	learning	learning	NOUN
iajs-2813	232	26	.	.	PUNCT
iajs-2813	233	1	curr	curr	PROPN
iajs-2813	233	2	issues	issue	NOUN
iajs-2813	233	3	mol	mol	ADP
iajs-2813	233	4	biol	biol	PROPN
iajs-2813	233	5	.	.	PUNCT
iajs-2813	234	1	2020	2020	NUM
iajs-2813	234	2	,	,	PUNCT
iajs-2813	234	3	42(1	42(1	NOUN
iajs-2813	234	4	)	)	PUNCT
iajs-2813	234	5	,	,	PUNCT
iajs-2813	234	6	455	455	NUM
iajs-2813	234	7	-	-	SYM
iajs-2813	234	8	472	472	NUM
iajs-2813	234	9	.	.	PUNCT
iajs-2813	235	1	11	11	NUM
iajs-2813	235	2	.	.	X
iajs-2813	236	1	rasheed	rasheed	NOUN
iajs-2813	236	2	,	,	PUNCT
iajs-2813	236	3	j.	j.	PROPN
iajs-2813	236	4	;	;	PUNCT
iajs-2813	236	5	hameed	hameed	PROPN
iajs-2813	236	6	,	,	PUNCT
iajs-2813	236	7	a.	a.	NOUN
iajs-2813	236	8	a.	a.	NOUN
iajs-2813	236	9	;	;	PUNCT
iajs-2813	236	10	djeddi	djeddi	PROPN
iajs-2813	236	11	,	,	PUNCT
iajs-2813	236	12	c.	c.	PROPN
iajs-2813	236	13	;	;	PUNCT
iajs-2813	236	14	jamil	jamil	PROPN
iajs-2813	236	15	,	,	PUNCT
iajs-2813	236	16	a.	a.	PROPN
iajs-2813	236	17	;	;	PUNCT
iajs-2813	236	18	al	al	PROPN
iajs-2813	236	19	-	-	PUNCT
iajs-2813	236	20	turjman	turjman	PROPN
iajs-2813	236	21	,	,	PUNCT
iajs-2813	236	22	f.	f.	PROPN
iajs-2813	236	23	a	a	DET
iajs-2813	236	24	machine	machine	NOUN
iajs-2813	236	25	learningbased	learningbase	VERB
iajs-2813	236	26	framework	framework	NOUN
iajs-2813	236	27	for	for	ADP
iajs-2813	236	28	diagnosis	diagnosis	NOUN
iajs-2813	236	29	of	of	ADP
iajs-2813	236	30	covid-19	covid-19	PROPN
iajs-2813	236	31	from	from	ADP
iajs-2813	236	32	chest	chest	NOUN
iajs-2813	236	33	x	x	NOUN
iajs-2813	236	34	-	-	NOUN
iajs-2813	236	35	ray	ray	NOUN
iajs-2813	236	36	images	image	NOUN
iajs-2813	236	37	.	.	PUNCT
iajs-2813	237	1	interdiscip	interdiscip	PROPN
iajs-2813	237	2	sci	sci	PROPN
iajs-2813	237	3	.	.	PUNCT
iajs-2813	238	1	2021,13	2021,13	NUM
iajs-2813	238	2	,	,	PUNCT
iajs-2813	238	3	103	103	NUM
iajs-2813	238	4	-	-	SYM
iajs-2813	238	5	117	117	NUM
iajs-2813	238	6	.	.	PUNCT
iajs-2813	238	7	12	12	NUM
iajs-2813	238	8	.	.	PUNCT
iajs-2813	239	1	mijwil	mijwil	PROPN
iajs-2813	239	2	,	,	PUNCT
iajs-2813	239	3	m.	m.	NOUN
iajs-2813	239	4	m.	m.	NOUN
iajs-2813	239	5	implementation	implementation	NOUN
iajs-2813	239	6	of	of	ADP
iajs-2813	239	7	machine	machine	NOUN
iajs-2813	239	8	learning	learn	VERB
iajs-2813	239	9	techniques	technique	NOUN
iajs-2813	239	10	for	for	ADP
iajs-2813	239	11	the	the	DET
iajs-2813	239	12	classification	classification	NOUN
iajs-2813	239	13	of	of	ADP
iajs-2813	239	14	lung	lung	NOUN
iajs-2813	239	15	x	x	PROPN
iajs-2813	239	16	-	-	NOUN
iajs-2813	239	17	ray	ray	NOUN
iajs-2813	239	18	images	image	NOUN
iajs-2813	239	19	used	use	VERB
iajs-2813	239	20	to	to	PART
iajs-2813	239	21	detect	detect	VERB
iajs-2813	239	22	covid-19	covid-19	PROPN
iajs-2813	239	23	in	in	ADP
iajs-2813	239	24	humans	human	NOUN
iajs-2813	239	25	.	.	PUNCT
iajs-2813	240	1	iraqi	iraqi	PROPN
iajs-2813	240	2	j	j	PROPN
iajs-2813	240	3	sci	sci	PROPN
iajs-2813	240	4	.	.	PROPN
iajs-2813	240	5	2021	2021	NUM
iajs-2813	240	6	,	,	PUNCT
iajs-2813	240	7	62	62	NUM
iajs-2813	240	8	(	(	PUNCT
iajs-2813	240	9	6	6	NUM
iajs-2813	240	10	)	)	PUNCT
iajs-2813	240	11	,	,	PUNCT
iajs-2813	240	12	20992109	20992109	NUM
iajs-2813	240	13	.	.	PUNCT
iajs-2813	241	1	13	13	NUM
iajs-2813	241	2	.	.	X
iajs-2813	241	3	farhan	farhan	PROPN
iajs-2813	241	4	,	,	PUNCT
iajs-2813	241	5	b.	b.	PROPN
iajs-2813	241	6	i.	i.	PROPN
iajs-2813	241	7	;	;	PUNCT
iajs-2813	241	8	jasim	jasim	PROPN
iajs-2813	241	9	,	,	PUNCT
iajs-2813	241	10	a.	a.	PROPN
iajs-2813	241	11	d.	d.	PROPN
iajs-2813	241	12	a	a	DET
iajs-2813	241	13	survey	survey	NOUN
iajs-2813	241	14	of	of	ADP
iajs-2813	241	15	intrusion	intrusion	NOUN
iajs-2813	241	16	detection	detection	NOUN
iajs-2813	241	17	using	use	VERB
iajs-2813	241	18	deep	deep	ADJ
iajs-2813	241	19	learning	learning	NOUN
iajs-2813	241	20	in	in	ADP
iajs-2813	241	21	internet	internet	NOUN
iajs-2813	241	22	of	of	ADP
iajs-2813	241	23	things	thing	NOUN
iajs-2813	241	24	.	.	PUNCT
iajs-2813	242	1	iraqi	iraqi	ADJ
iajs-2813	242	2	j	j	PROPN
iajs-2813	242	3	comput	comput	PROPN
iajs-2813	242	4	sci	sci	PROPN
iajs-2813	242	5	math	math	NOUN
iajs-2813	242	6	,	,	PUNCT
iajs-2813	242	7	2022	2022	NUM
iajs-2813	242	8	,	,	PUNCT
iajs-2813	242	9	3	3	NUM
iajs-2813	242	10	(	(	PUNCT
iajs-2813	242	11	1	1	NUM
iajs-2813	242	12	)	)	PUNCT
iajs-2813	242	13	,	,	PUNCT
iajs-2813	242	14	83	83	NUM
iajs-2813	242	15	-	-	SYM
iajs-2813	242	16	93	93	NUM
iajs-2813	242	17	.	.	PUNCT
iajs-2813	243	1	14	14	NUM
iajs-2813	243	2	.	.	PUNCT
iajs-2813	244	1	rudin	rudin	PROPN
iajs-2813	244	2	,	,	PUNCT
iajs-2813	244	3	c	c	X
iajs-2813	244	4	;	;	PUNCT
iajs-2813	244	5	ustun	ustun	PROPN
iajs-2813	244	6	,	,	PUNCT
iajs-2813	244	7	b.	b.	PROPN
iajs-2813	244	8	optimized	optimize	VERB
iajs-2813	244	9	scoring	scoring	NOUN
iajs-2813	244	10	systems	system	NOUN
iajs-2813	244	11	:	:	PUNCT
iajs-2813	244	12	toward	toward	ADP
iajs-2813	244	13	trust	trust	NOUN
iajs-2813	244	14	in	in	ADP
iajs-2813	244	15	machine	machine	NOUN
iajs-2813	244	16	learning	learn	VERB
iajs-2813	244	17	for	for	ADP
iajs-2813	244	18	healthcare	healthcare	NOUN
iajs-2813	244	19	and	and	CCONJ
iajs-2813	244	20	criminal	criminal	ADJ
iajs-2813	244	21	justice	justice	NOUN
iajs-2813	244	22	.	.	PUNCT
iajs-2813	245	1	informs	inform	VERB
iajs-2813	245	2	j	j	PROPN
iajs-2813	245	3	appl	appl	PROPN
iajs-2813	245	4	anal	anal	PROPN
iajs-2813	245	5	.	.	PUNCT
iajs-2813	246	1	2018	2018	NUM
iajs-2813	246	2	,	,	PUNCT
iajs-2813	246	3	48	48	NUM
iajs-2813	246	4	(	(	PUNCT
iajs-2813	246	5	5	5	NUM
iajs-2813	246	6	)	)	PUNCT
iajs-2813	246	7	,	,	PUNCT
iajs-2813	246	8	449	449	NUM
iajs-2813	246	9	-	-	SYM
iajs-2813	246	10	466	466	NUM
iajs-2813	246	11	.	.	PUNCT
iajs-2813	247	1	15	15	NUM
iajs-2813	247	2	.	.	X
iajs-2813	248	1	johnson	johnson	PROPN
iajs-2813	248	2	,	,	PUNCT
iajs-2813	248	3	k.	k.	PROPN
iajs-2813	248	4	w.	w.	PROPN
iajs-2813	248	5	;	;	PUNCT
iajs-2813	248	6	soto	soto	PROPN
iajs-2813	248	7	,	,	PUNCT
iajs-2813	248	8	j.	j.	PROPN
iajs-2813	248	9	t.	t.	PROPN
iajs-2813	248	10	;	;	PUNCT
iajs-2813	248	11	glicksberg	glicksberg	PROPN
iajs-2813	248	12	,	,	PUNCT
iajs-2813	248	13	b.	b.	PROPN
iajs-2813	248	14	s.	s.	PROPN
iajs-2813	248	15	;	;	PUNCT
iajs-2813	248	16	shameer	shameer	PROPN
iajs-2813	248	17	,	,	PUNCT
iajs-2813	248	18	k.	k.	PROPN
iajs-2813	248	19	;	;	PUNCT
iajs-2813	248	20	miotto	miotto	PROPN
iajs-2813	248	21	,	,	PUNCT
iajs-2813	248	22	r.	r.	PROPN
iajs-2813	248	23	;	;	PUNCT
iajs-2813	248	24	mphil	mphil	PROPN
iajs-2813	248	25	,	,	PUNCT
iajs-2813	248	26	m.	m.	NOUN
iajs-2813	248	27	a.	a.	PROPN
iajs-2813	248	28	;	;	PUNCT
iajs-2813	248	29	ashley	ashley	PROPN
iajs-2813	248	30	,	,	PUNCT
iajs-2813	248	31	e.	e.	PROPN
iajs-2813	248	32	;	;	PUNCT
iajs-2813	248	33	dudley	dudley	PROPN
iajs-2813	248	34	j.	j.	PROPN
iajs-2813	248	35	t.	t.	PROPN
iajs-2813	248	36	artificial	artificial	PROPN
iajs-2813	248	37	intelligence	intelligence	NOUN
iajs-2813	248	38	in	in	ADP
iajs-2813	248	39	cardiology	cardiology	NOUN
iajs-2813	248	40	.	.	PUNCT
iajs-2813	249	1	j	j	PROPN
iajs-2813	249	2	am	be	AUX
iajs-2813	249	3	coll	coll	PROPN
iajs-2813	249	4	cardiol	cardiol	NOUN
iajs-2813	249	5	.	.	PUNCT
iajs-2813	250	1	2018	2018	NUM
iajs-2813	250	2	,	,	PUNCT
iajs-2813	250	3	71(23	71(23	NOUN
iajs-2813	250	4	)	)	PUNCT
iajs-2813	250	5	,	,	PUNCT
iajs-2813	250	6	2668	2668	NUM
iajs-2813	250	7	-	-	SYM
iajs-2813	250	8	2679	2679	NUM
iajs-2813	250	9	.	.	PUNCT
iajs-2813	251	1	16	16	NUM
iajs-2813	251	2	.	.	PUNCT
iajs-2813	251	3	rimal	rimal	NOUN
iajs-2813	251	4	,	,	PUNCT
iajs-2813	251	5	y.	y.	PROPN
iajs-2813	251	6	naïve	naïve	ADJ
iajs-2813	251	7	bayes	bayes	PROPN
iajs-2813	251	8	machine	machine	NOUN
iajs-2813	251	9	learning	learn	VERB
iajs-2813	251	10	classification	classification	NOUN
iajs-2813	251	11	with	with	ADP
iajs-2813	251	12	r	r	NOUN
iajs-2813	251	13	programming	programming	NOUN
iajs-2813	251	14	:	:	PUNCT
iajs-2813	251	15	a	a	DET
iajs-2813	251	16	case	case	NOUN
iajs-2813	251	17	study	study	NOUN
iajs-2813	251	18	of	of	ADP
iajs-2813	251	19	binary	binary	ADJ
iajs-2813	251	20	data	datum	NOUN
iajs-2813	251	21	sets	set	NOUN
iajs-2813	251	22	.	.	PUNCT
iajs-2813	252	1	int	int	PROPN
iajs-2813	252	2	j	j	PROPN
iajs-2813	252	3	orange	orange	PROPN
iajs-2813	252	4	technol	technol	PROPN
iajs-2813	252	5	.	.	PROPN
iajs-2813	253	1	2019	2019	NUM
iajs-2813	253	2	,	,	PUNCT
iajs-2813	253	3	1	1	NUM
iajs-2813	253	4	(	(	PUNCT
iajs-2813	253	5	2	2	NUM
iajs-2813	253	6	)	)	PUNCT
iajs-2813	253	7	,	,	PUNCT
iajs-2813	253	8	27	27	NUM
iajs-2813	253	9	-	-	SYM
iajs-2813	253	10	34	34	NUM
iajs-2813	253	11	.	.	PUNCT
iajs-2813	254	1	17	17	NUM
iajs-2813	254	2	.	.	PUNCT
iajs-2813	254	3	albashrawi	albashrawi	PROPN
iajs-2813	254	4	,	,	PUNCT
iajs-2813	254	5	m.	m.	NOUN
iajs-2813	254	6	detecting	detect	VERB
iajs-2813	254	7	financial	financial	ADJ
iajs-2813	254	8	fraud	fraud	NOUN
iajs-2813	254	9	using	use	VERB
iajs-2813	254	10	data	datum	NOUN
iajs-2813	254	11	mining	mining	NOUN
iajs-2813	254	12	techniques	technique	NOUN
iajs-2813	254	13	:	:	PUNCT
iajs-2813	254	14	a	a	DET
iajs-2813	254	15	decade	decade	NOUN
iajs-2813	254	16	review	review	NOUN
iajs-2813	254	17	from	from	ADP
iajs-2813	254	18	2004	2004	NUM
iajs-2813	254	19	to	to	ADP
iajs-2813	254	20	2015	2015	NUM
iajs-2813	254	21	.	.	PUNCT
iajs-2813	255	1	j	j	PROPN
iajs-2813	255	2	data	data	PROPN
iajs-2813	255	3	sci	sci	PROPN
iajs-2813	255	4	.	.	PROPN
iajs-2813	255	5	2016	2016	NUM
iajs-2813	255	6	,	,	PUNCT
iajs-2813	255	7	14(3	14(3	NUM
iajs-2813	255	8	)	)	PUNCT
iajs-2813	255	9	,	,	PUNCT
iajs-2813	255	10	553	553	NUM
iajs-2813	255	11	-	-	SYM
iajs-2813	255	12	569	569	NUM
iajs-2813	255	13	.	.	NOUN
iajs-2813	256	1	18	18	NUM
iajs-2813	256	2	.	.	PUNCT
iajs-2813	256	3	djerioui	djerioui	PROPN
iajs-2813	256	4	,	,	PUNCT
iajs-2813	256	5	m.	m.	NOUN
iajs-2813	256	6	;	;	PUNCT
iajs-2813	256	7	brik	brik	PROPN
iajs-2813	256	8	,	,	PUNCT
iajs-2813	256	9	y.	y.	PROPN
iajs-2813	256	10	;	;	PUNCT
iajs-2813	256	11	ladjal	ladjal	PROPN
iajs-2813	256	12	,	,	PUNCT
iajs-2813	256	13	m.	m.	NOUN
iajs-2813	256	14	;	;	PUNCT
iajs-2813	256	15	attallah	attallah	PROPN
iajs-2813	256	16	,	,	PUNCT
iajs-2813	256	17	b.	b.	PROPN
iajs-2813	256	18	neighborhood	neighborhood	PROPN
iajs-2813	256	19	component	component	NOUN
iajs-2813	256	20	analysis	analysis	NOUN
iajs-2813	256	21	and	and	CCONJ
iajs-2813	256	22	support	support	VERB
iajs-2813	256	23	vector	vector	NOUN
iajs-2813	256	24	machines	machine	NOUN
iajs-2813	256	25	for	for	ADP
iajs-2813	256	26	heart	heart	NOUN
iajs-2813	256	27	disease	disease	NOUN
iajs-2813	256	28	prediction	prediction	NOUN
iajs-2813	256	29	.	.	PUNCT
iajs-2813	257	1	ing	ing	PROPN
iajs-2813	257	2	des	des	PROPN
iajs-2813	257	3	syst	syst	PROPN
iajs-2813	257	4	d'information	d'information	PROPN
iajs-2813	257	5	.	.	PROPN
iajs-2813	258	1	2019	2019	NUM
iajs-2813	258	2	,	,	PUNCT
iajs-2813	258	3	24	24	NUM
iajs-2813	258	4	(	(	PUNCT
iajs-2813	258	5	6	6	NUM
iajs-2813	258	6	)	)	PUNCT
iajs-2813	258	7	,	,	PUNCT
iajs-2813	258	8	591	591	NUM
iajs-2813	258	9	-	-	SYM
iajs-2813	258	10	595	595	NUM
iajs-2813	258	11	.	.	PUNCT
iajs-2813	259	1	19	19	NUM
iajs-2813	259	2	.	.	PUNCT
iajs-2813	259	3	cui	cui	PROPN
iajs-2813	259	4	,	,	PUNCT
iajs-2813	259	5	s.	s.	PROPN
iajs-2813	259	6	;	;	PUNCT
iajs-2813	259	7	li	li	PROPN
iajs-2813	259	8	,	,	PUNCT
iajs-2813	259	9	k.	k.	PROPN
iajs-2813	259	10	;	;	PUNCT
iajs-2813	259	11	ang	ang	PROPN
iajs-2813	259	12	,	,	PUNCT
iajs-2813	259	13	l.	l.	PROPN
iajs-2813	259	14	;	;	PUNCT
iajs-2813	259	15	liu	liu	PROPN
iajs-2813	259	16	,	,	PUNCT
iajs-2813	259	17	j.	j.	PROPN
iajs-2813	259	18	;	;	PUNCT
iajs-2813	259	19	cui	cui	PROPN
iajs-2813	259	20	,	,	PUNCT
iajs-2813	259	21	l.	l.	PROPN
iajs-2813	259	22	;	;	PUNCT
iajs-2813	259	23	song	song	NOUN
iajs-2813	259	24	,	,	PUNCT
iajs-2813	259	25	x.	x.	PROPN
iajs-2813	259	26	;	;	PUNCT
iajs-2813	259	27	lv	lv	PROPN
iajs-2813	259	28	,	,	PUNCT
iajs-2813	259	29	s.	s.	PROPN
iajs-2813	259	30	;	;	PUNCT
iajs-2813	259	31	mahmud	mahmud	PROPN
iajs-2813	259	32	,	,	PUNCT
iajs-2813	259	33	e.	e.	PROPN
iajs-2813	259	34	plasma	plasma	PROPN
iajs-2813	259	35	phospholipids	phospholipid	NOUN
iajs-2813	259	36	and	and	CCONJ
iajs-2813	259	37	sphingolipids	sphingolipid	NOUN
iajs-2813	259	38	identify	identify	VERB
iajs-2813	259	39	stent	stent	NOUN
iajs-2813	259	40	restenosis	restenosis	NOUN
iajs-2813	259	41	after	after	ADP
iajs-2813	259	42	percutaneous	percutaneous	ADJ
iajs-2813	259	43	coronary	coronary	ADJ
iajs-2813	259	44	intervention	intervention	NOUN
iajs-2813	259	45	.	.	PUNCT
iajs-2813	260	1	jacc	jacc	PROPN
iajs-2813	260	2	cardiovasc	cardiovasc	PROPN
iajs-2813	260	3	interv	interv	VERB
iajs-2813	260	4	.	.	PROPN
iajs-2813	261	1	2017	2017	NUM
iajs-2813	261	2	,	,	PUNCT
iajs-2813	261	3	10	10	NUM
iajs-2813	261	4	(	(	PUNCT
iajs-2813	261	5	13	13	NUM
iajs-2813	261	6	)	)	PUNCT
iajs-2813	261	7	,	,	PUNCT
iajs-2813	261	8	1307	1307	NUM
iajs-2813	261	9	-	-	SYM
iajs-2813	261	10	1316	1316	NUM
iajs-2813	261	11	.	.	PUNCT
iajs-2813	262	1	20	20	NUM
iajs-2813	262	2	.	.	X
iajs-2813	262	3	laitinen	laitinen	PROPN
iajs-2813	262	4	,	,	PUNCT
iajs-2813	262	5	e.	e.	PROPN
iajs-2813	262	6	k	k	PROPN
iajs-2813	262	7	;	;	PUNCT
iajs-2813	262	8	laitinen	laitinen	PROPN
iajs-2813	262	9	,	,	PUNCT
iajs-2813	262	10	t.	t.	PROPN
iajs-2813	262	11	bankruptcy	bankruptcy	PROPN
iajs-2813	262	12	prediction	prediction	NOUN
iajs-2813	262	13	:	:	PUNCT
iajs-2813	262	14	application	application	NOUN
iajs-2813	262	15	of	of	ADP
iajs-2813	262	16	the	the	DET
iajs-2813	262	17	taylor	taylor	PROPN
iajs-2813	262	18	's	's	PART
iajs-2813	262	19	expansion	expansion	NOUN
iajs-2813	262	20	in	in	ADP
iajs-2813	262	21	logistic	logistic	ADJ
iajs-2813	262	22	regression	regression	NOUN
iajs-2813	262	23	.	.	PUNCT
iajs-2813	263	1	int	int	PROPN
iajs-2813	263	2	rev	rev	PROPN
iajs-2813	263	3	financ	financ	PROPN
iajs-2813	263	4	anal	anal	PROPN
iajs-2813	263	5	.	.	PUNCT
iajs-2813	264	1	2020	2020	NUM
iajs-2813	264	2	,	,	PUNCT
iajs-2813	264	3	9	9	NUM
iajs-2813	264	4	(	(	PUNCT
iajs-2813	264	5	4	4	NUM
iajs-2813	264	6	)	)	PUNCT
iajs-2813	264	7	,	,	PUNCT
iajs-2813	264	8	327	327	NUM
iajs-2813	264	9	-	-	SYM
iajs-2813	264	10	349	349	NUM
iajs-2813	264	11	,	,	PUNCT
iajs-2813	264	12	21	21	NUM
iajs-2813	264	13	.	.	PUNCT
iajs-2813	265	1	pérez	pérez	NOUN
iajs-2813	265	2	,	,	PUNCT
iajs-2813	265	3	m.	m.	NOUN
iajs-2813	265	4	d.	d.	PROPN
iajs-2813	265	5	f	f	PROPN
iajs-2813	265	6	;	;	PUNCT
iajs-2813	265	7	pérez	pérez	NOUN
iajs-2813	265	8	,	,	PUNCT
iajs-2813	265	9	j.	j.	PROPN
iajs-2813	265	10	c.	c.	PROPN
iajs-2813	265	11	r.	r.	PROPN
iajs-2813	265	12	la	la	PROPN
iajs-2813	265	13	regresión	regresión	PROPN
iajs-2813	265	14	logística	logística	PROPN
iajs-2813	265	15	:	:	PUNCT
iajs-2813	265	16	una	una	PROPN
iajs-2813	265	17	herramienta	herramienta	PROPN
iajs-2813	265	18	versátil	versátil	PROPN
iajs-2813	265	19	.	.	PUNCT
iajs-2813	266	1	nephrology	nephrology	NOUN
iajs-2813	266	2	.	.	PUNCT
iajs-2813	267	1	2000	2000	NUM
iajs-2813	267	2	,	,	PUNCT
iajs-2813	267	3	20	20	NUM
iajs-2813	267	4	,	,	PUNCT
iajs-2813	267	5	(	(	PUNCT
iajs-2813	267	6	6	6	NUM
iajs-2813	267	7	)	)	PUNCT
iajs-2813	267	8	,	,	PUNCT
iajs-2813	267	9	477	477	NUM
iajs-2813	267	10	-	-	SYM
iajs-2813	267	11	565	565	NUM
iajs-2813	267	12	.	.	PUNCT
iajs-2813	268	1	22	22	NUM
iajs-2813	268	2	.	.	PUNCT
iajs-2813	269	1	rodrigues	rodrigues	PROPN
iajs-2813	269	2	,	,	PUNCT
iajs-2813	269	3	é	é	PROPN
iajs-2813	269	4	.	.	PUNCT
iajs-2813	269	5	o.	o.	PROPN
iajs-2813	269	6	combining	combine	VERB
iajs-2813	269	7	minkowski	minkowski	PROPN
iajs-2813	269	8	and	and	CCONJ
iajs-2813	269	9	chebyshev	chebyshev	VERB
iajs-2813	269	10	:	:	PUNCT
iajs-2813	269	11	new	new	ADJ
iajs-2813	269	12	distance	distance	NOUN
iajs-2813	269	13	proposal	proposal	NOUN
iajs-2813	269	14	and	and	CCONJ
iajs-2813	269	15	survey	survey	NOUN
iajs-2813	269	16	of	of	ADP
iajs-2813	269	17	distance	distance	NOUN
iajs-2813	269	18	metrics	metric	NOUN
iajs-2813	269	19	using	use	VERB
iajs-2813	269	20	k	k	NOUN
iajs-2813	269	21	-	-	PUNCT
iajs-2813	269	22	nearest	near	ADJ
iajs-2813	269	23	neighbours	neighbour	NOUN
iajs-2813	269	24	classifier	classifier	NOUN
iajs-2813	269	25	.	.	PUNCT
iajs-2813	270	1	pattern	pattern	PROPN
iajs-2813	270	2	recognit	recognit	VERB
iajs-2813	270	3	lett	lett	PROPN
iajs-2813	270	4	.	.	PROPN
iajs-2813	271	1	2018	2018	NUM
iajs-2813	271	2	,	,	PUNCT
iajs-2813	271	3	110	110	NUM
iajs-2813	271	4	,	,	PUNCT
iajs-2813	271	5	66	66	NUM
iajs-2813	271	6	-	-	SYM
iajs-2813	271	7	71	71	NUM
iajs-2813	271	8	.	.	PUNCT
iajs-2813	272	1	23	23	NUM
iajs-2813	272	2	.	.	PUNCT
iajs-2813	273	1	abedi	abedi	PROPN
iajs-2813	273	2	,	,	PUNCT
iajs-2813	273	3	r.	r.	PROPN
iajs-2813	273	4	;	;	PUNCT
iajs-2813	273	5	bonyad	bonyad	NOUN
iajs-2813	273	6	,	,	PUNCT
iajs-2813	273	7	a.	a.	PROPN
iajs-2813	273	8	e.	e.	PROPN
iajs-2813	273	9	;	;	PUNCT
iajs-2813	273	10	moridani	moridani	PROPN
iajs-2813	273	11	,	,	PUNCT
iajs-2813	273	12	a.	a.	NOUN
iajs-2813	273	13	y.	y.	PROPN
iajs-2813	273	14	;	;	PUNCT
iajs-2813	273	15	shahbahrami	shahbahrami	NOUN
iajs-2813	273	16	,	,	PUNCT
iajs-2813	273	17	a.	a.	NOUN
iajs-2813	273	18	evaluation	evaluation	NOUN
iajs-2813	273	19	of	of	ADP
iajs-2813	273	20	irs	irs	PROPN
iajs-2813	273	21	and	and	CCONJ
iajs-2813	273	22	landsat	landsat	PROPN
iajs-2813	273	23	8	8	NUM
iajs-2813	273	24	oli	oli	PROPN
iajs-2813	273	25	imagery	imagery	NOUN
iajs-2813	273	26	data	datum	NOUN
iajs-2813	273	27	for	for	ADP
iajs-2813	273	28	estimation	estimation	NOUN
iajs-2813	273	29	forest	forest	NOUN
iajs-2813	273	30	attributes	attribute	VERB
iajs-2813	273	31	using	use	VERB
iajs-2813	273	32	k	k	PROPN
iajs-2813	273	33	nearest	near	ADJ
iajs-2813	273	34	neighbour	neighbour	PROPN
iajs-2813	273	35	nonparametric	nonparametric	NOUN
iajs-2813	273	36	method	method	NOUN
iajs-2813	273	37	.	.	PUNCT
iajs-2813	274	1	int	int	NOUN
iajs-2813	274	2	j	j	PROPN
iajs-2813	274	3	image	image	NOUN
iajs-2813	274	4	data	datum	NOUN
iajs-2813	274	5	fusion	fusion	NOUN
iajs-2813	274	6	.	.	PUNCT
iajs-2813	275	1	2018	2018	NUM
iajs-2813	275	2	,	,	PUNCT
iajs-2813	275	3	9(4	9(4	NUM
iajs-2813	275	4	)	)	PUNCT
iajs-2813	275	5	,	,	PUNCT
iajs-2813	275	6	287	287	NUM
iajs-2813	275	7	-	-	SYM
iajs-2813	275	8	301	301	NUM
iajs-2813	275	9	.	.	PUNCT
iajs-2813	276	1	ihjpas	ihjpas	PROPN
iajs-2813	276	2	.	.	PUNCT
iajs-2813	277	1	53	53	NUM
iajs-2813	277	2	(	(	PUNCT
iajs-2813	277	3	3)2022	3)2022	NOUN
iajs-2813	277	4	188	188	NUM
iajs-2813	277	5	24	24	NUM
iajs-2813	277	6	.	.	PUNCT
iajs-2813	278	1	belgiu	belgiu	PROPN
iajs-2813	278	2	,	,	PUNCT
iajs-2813	278	3	m	m	PROPN
iajs-2813	278	4	;	;	PUNCT
iajs-2813	278	5	drăguţ	drăguţ	NOUN
iajs-2813	278	6	,	,	PUNCT
iajs-2813	278	7	l.	l.	PROPN
iajs-2813	278	8	random	random	ADJ
iajs-2813	278	9	forest	forest	NOUN
iajs-2813	278	10	in	in	ADP
iajs-2813	278	11	remote	remote	ADJ
iajs-2813	278	12	sensing	sensing	NOUN
iajs-2813	278	13	:	:	PUNCT
iajs-2813	278	14	a	a	DET
iajs-2813	278	15	review	review	NOUN
iajs-2813	278	16	of	of	ADP
iajs-2813	278	17	applications	application	NOUN
iajs-2813	278	18	and	and	CCONJ
iajs-2813	278	19	future	future	ADJ
iajs-2813	278	20	directions	direction	NOUN
iajs-2813	278	21	.	.	PUNCT
iajs-2813	279	1	isprs	isprs	PROPN
iajs-2813	279	2	j	j	PROPN
iajs-2813	279	3	photogramm	photogramm	PROPN
iajs-2813	279	4	remote	remote	PROPN
iajs-2813	279	5	sens	sen	NOUN
iajs-2813	279	6	.	.	PROPN
iajs-2813	279	7	2016	2016	NUM
iajs-2813	279	8	,	,	PUNCT
iajs-2813	279	9	114	114	NUM
iajs-2813	279	10	,	,	PUNCT
iajs-2813	279	11	24	24	NUM
iajs-2813	279	12	-	-	SYM
iajs-2813	279	13	31	31	NUM
iajs-2813	279	14	,	,	PUNCT
iajs-2813	279	15	.	.	PUNCT
iajs-2813	280	1	25	25	NUM
iajs-2813	280	2	.	.	X
iajs-2813	281	1	wang	wang	PROPN
iajs-2813	281	2	,	,	PUNCT
iajs-2813	281	3	y.	y.	PROPN
iajs-2813	281	4	;	;	PUNCT
iajs-2813	281	5	xiu	xiu	PROPN
iajs-2813	281	6	,	,	PUNCT
iajs-2813	281	7	c.	c.	PROPN
iajs-2813	281	8	;	;	PUNCT
iajs-2813	281	9	zhang	zhang	PROPN
iajs-2813	281	10	,	,	PUNCT
iajs-2813	281	11	x.	x.	PROPN
iajs-2813	281	12	;	;	PUNCT
iajs-2813	281	13	yang	yang	PROPN
iajs-2813	281	14	,	,	PUNCT
iajs-2813	281	15	d.	d.	PROPN
iajs-2813	281	16	wifi	wifi	PROPN
iajs-2813	281	17	indoor	indoor	ADJ
iajs-2813	281	18	localization	localization	NOUN
iajs-2813	281	19	with	with	ADP
iajs-2813	281	20	csi	csi	PROPN
iajs-2813	281	21	fingerprintingbased	fingerprintingbase	VERB
iajs-2813	281	22	random	random	ADJ
iajs-2813	281	23	forest	forest	NOUN
iajs-2813	281	24	.	.	PUNCT
iajs-2813	282	1	sensors	sensor	NOUN
iajs-2813	282	2	,	,	PUNCT
iajs-2813	282	3	2018	2018	NUM
iajs-2813	282	4	,	,	PUNCT
iajs-2813	282	5	18	18	NUM
iajs-2813	282	6	(	(	PUNCT
iajs-2813	282	7	9	9	NUM
iajs-2813	282	8	)	)	PUNCT
iajs-2813	282	9	,	,	PUNCT
iajs-2813	282	10	1	1	NUM
iajs-2813	282	11	-	-	SYM
iajs-2813	282	12	23	23	NUM
iajs-2813	282	13	.	.	PUNCT
iajs-2813	283	1	26	26	NUM
iajs-2813	283	2	.	.	PUNCT
iajs-2813	284	1	ghosal	ghosal	PROPN
iajs-2813	284	2	,	,	PUNCT
iajs-2813	284	3	s.	s.	PROPN
iajs-2813	284	4	;	;	PUNCT
iajs-2813	284	5	sengupta	sengupta	NOUN
iajs-2813	284	6	,	,	PUNCT
iajs-2813	284	7	s.	s.	PROPN
iajs-2813	284	8	;	;	PUNCT
iajs-2813	284	9	majumder	majumder	NOUN
iajs-2813	284	10	,	,	PUNCT
iajs-2813	284	11	m.	m.	NOUN
iajs-2813	284	12	;	;	PUNCT
iajs-2813	284	13	sinha	sinha	PROPN
iajs-2813	284	14	b.	b.	PROPN
iajs-2813	284	15	linear	linear	PROPN
iajs-2813	284	16	regression	regression	NOUN
iajs-2813	284	17	analysis	analysis	NOUN
iajs-2813	284	18	to	to	PART
iajs-2813	284	19	predict	predict	VERB
iajs-2813	284	20	the	the	DET
iajs-2813	284	21	number	number	NOUN
iajs-2813	284	22	of	of	ADP
iajs-2813	284	23	deaths	death	NOUN
iajs-2813	284	24	in	in	ADP
iajs-2813	284	25	india	india	PROPN
iajs-2813	284	26	due	due	ADP
iajs-2813	284	27	to	to	ADP
iajs-2813	284	28	sars	sar	NOUN
iajs-2813	284	29	-	-	PUNCT
iajs-2813	284	30	cov-2	cov-2	NOUN
iajs-2813	284	31	at	at	ADP
iajs-2813	284	32	6	6	NUM
iajs-2813	284	33	weeks	week	NOUN
iajs-2813	284	34	from	from	ADP
iajs-2813	284	35	day	day	NOUN
iajs-2813	284	36	0	0	NUM
iajs-2813	284	37	(	(	PUNCT
iajs-2813	284	38	100	100	NUM
iajs-2813	284	39	cases	case	NOUN
iajs-2813	284	40	march	march	PROPN
iajs-2813	284	41	14th	14th	NOUN
iajs-2813	284	42	2020	2020	NUM
iajs-2813	284	43	)	)	PUNCT
iajs-2813	284	44	.	.	PUNCT
iajs-2813	285	1	diabetes	diabetes	VERB
iajs-2813	285	2	metab	metab	ADJ
iajs-2813	285	3	syndr	syndr	NOUN
iajs-2813	285	4	.	.	PUNCT
iajs-2813	286	1	2020	2020	NUM
iajs-2813	286	2	,	,	PUNCT
iajs-2813	286	3	14	14	NUM
iajs-2813	286	4	(	(	PUNCT
iajs-2813	286	5	4	4	NUM
iajs-2813	286	6	)	)	PUNCT
iajs-2813	286	7	,	,	PUNCT
iajs-2813	286	8	311	311	NUM
iajs-2813	286	9	-	-	SYM
iajs-2813	286	10	315	315	NUM
iajs-2813	286	11	.	.	PUNCT
iajs-2813	287	1	27	27	NUM
iajs-2813	287	2	.	.	X
iajs-2813	288	1	zhang	zhang	PROPN
iajs-2813	288	2	,	,	PUNCT
iajs-2813	288	3	d.	d.	PROPN
iajs-2813	288	4	;	;	PUNCT
iajs-2813	288	5	zhao	zhao	PROPN
iajs-2813	288	6	,	,	PUNCT
iajs-2813	288	7	y.	y.	PROPN
iajs-2813	288	8	;	;	PUNCT
iajs-2813	288	9	du	du	PROPN
iajs-2813	288	10	,	,	PUNCT
iajs-2813	288	11	m.	m.	NOUN
iajs-2813	288	12	;	;	PUNCT
iajs-2813	288	13	a	a	DET
iajs-2813	288	14	novel	novel	NOUN
iajs-2813	288	15	supervised	supervise	VERB
iajs-2813	288	16	feature	feature	NOUN
iajs-2813	288	17	extraction	extraction	NOUN
iajs-2813	288	18	algorithm	algorithm	NOUN
iajs-2813	288	19	:	:	PUNCT
iajs-2813	288	20	enhanced	enhance	VERB
iajs-2813	288	21	within	within	ADP
iajs-2813	288	22	-	-	PUNCT
iajs-2813	288	23	class	class	NOUN
iajs-2813	288	24	linear	linear	ADJ
iajs-2813	288	25	discriminant	discriminant	ADJ
iajs-2813	288	26	analysis	analysis	NOUN
iajs-2813	288	27	.	.	PUNCT
iajs-2813	289	1	int	int	NOUN
iajs-2813	289	2	j	j	PROPN
iajs-2813	289	3	comput	comput	VERB
iajs-2813	289	4	sci	sci	PROPN
iajs-2813	289	5	eng	eng	PROPN
iajs-2813	289	6	.	.	PROPN
iajs-2813	289	7	2016	2016	NUM
iajs-2813	289	8	,	,	PUNCT
iajs-2813	289	9	13(1),13	13(1),13	NUM
iajs-2813	289	10	-	-	SYM
iajs-2813	289	11	23	23	NUM
iajs-2813	289	12	.	.	PUNCT
iajs-2813	290	1	28	28	NUM
iajs-2813	290	2	.	.	PUNCT
iajs-2813	291	1	mouloodi	mouloodi	PROPN
iajs-2813	291	2	,	,	PUNCT
iajs-2813	291	3	s.	s.	PROPN
iajs-2813	291	4	;	;	PUNCT
iajs-2813	291	5	rahmanpanah	rahmanpanah	PROPN
iajs-2813	291	6	,	,	PUNCT
iajs-2813	291	7	h.	h.	PROPN
iajs-2813	291	8	;	;	PUNCT
iajs-2813	291	9	gohari	gohari	PROPN
iajs-2813	291	10	,	,	PUNCT
iajs-2813	291	11	s.	s.	PROPN
iajs-2813	291	12	;	;	PUNCT
iajs-2813	291	13	burvill	burvill	PROPN
iajs-2813	291	14	,	,	PUNCT
iajs-2813	291	15	c.	c.	PROPN
iajs-2813	291	16	;	;	PUNCT
iajs-2813	291	17	tse	tse	PROPN
iajs-2813	291	18	,	,	PUNCT
iajs-2813	291	19	k.	k.	PROPN
iajs-2813	291	20	m.	m.	PROPN
iajs-2813	291	21	;	;	PUNCT
iajs-2813	291	22	davies	davies	PROPN
iajs-2813	291	23	h.	h.	PROPN
iajs-2813	291	24	m.	m.	PROPN
iajs-2813	291	25	s.	s.	PROPN
iajs-2813	292	1	what	what	PRON
iajs-2813	292	2	can	can	AUX
iajs-2813	292	3	artificial	artificial	ADJ
iajs-2813	292	4	intelligence	intelligence	NOUN
iajs-2813	292	5	and	and	CCONJ
iajs-2813	292	6	machine	machine	NOUN
iajs-2813	292	7	learning	learning	NOUN
iajs-2813	292	8	tell	tell	VERB
iajs-2813	292	9	us	we	PRON
iajs-2813	292	10	?	?	PUNCT
iajs-2813	293	1	a	a	DET
iajs-2813	293	2	review	review	NOUN
iajs-2813	293	3	of	of	ADP
iajs-2813	293	4	applications	application	NOUN
iajs-2813	293	5	to	to	PART
iajs-2813	293	6	equine	equine	VERB
iajs-2813	293	7	biomechanical	biomechanical	ADJ
iajs-2813	293	8	research	research	NOUN
iajs-2813	293	9	.	.	PUNCT
iajs-2813	294	1	j	j	PROPN
iajs-2813	294	2	mech	mech	PROPN
iajs-2813	294	3	behav	behav	PROPN
iajs-2813	294	4	biomed	biome	VERB
iajs-2813	294	5	mater	mater	NOUN
iajs-2813	294	6	.	.	PUNCT
iajs-2813	294	7	2021	2021	NUM
iajs-2813	294	8	,	,	PUNCT
iajs-2813	294	9	123	123	NUM
iajs-2813	294	10	,	,	PUNCT
iajs-2813	294	11	104728	104728	NUM
iajs-2813	294	12	.	.	PUNCT
iajs-2813	295	1	29	29	NUM
iajs-2813	295	2	.	.	PUNCT
iajs-2813	295	3	badbe	badbe	PROPN
iajs-2813	295	4	,	,	PUNCT
iajs-2813	295	5	v.	v.	PROPN
iajs-2813	295	6	c.	c.	PROPN
iajs-2813	295	7	;	;	PUNCT
iajs-2813	295	8	londhe	londhe	NOUN
iajs-2813	295	9	,	,	PUNCT
iajs-2813	295	10	v.	v.	ADV
iajs-2813	295	11	;	;	PUNCT
iajs-2813	295	12	shirole	shirole	PROPN
iajs-2813	295	13	,	,	PUNCT
iajs-2813	295	14	g.	g.	NOUN
iajs-2813	295	15	analysis	analysis	NOUN
iajs-2813	295	16	of	of	ADP
iajs-2813	295	17	heart	heart	NOUN
iajs-2813	295	18	disease	disease	NOUN
iajs-2813	295	19	by	by	ADP
iajs-2813	295	20	lvq	lvq	NOUN
iajs-2813	295	21	in	in	ADP
iajs-2813	295	22	neural	neural	ADJ
iajs-2813	295	23	network	network	NOUN
iajs-2813	295	24	.	.	PUNCT
iajs-2813	296	1	int	int	PROPN
iajs-2813	296	2	j	j	PROPN
iajs-2813	296	3	recent	recent	ADJ
iajs-2813	296	4	innov	innov	NOUN
iajs-2813	296	5	trends	trend	NOUN
iajs-2813	296	6	comput	comput	PROPN
iajs-2813	296	7	commun	commun	PROPN
iajs-2813	296	8	.	.	PUNCT
iajs-2813	297	1	2016	2016	NUM
iajs-2813	297	2	,	,	PUNCT
iajs-2813	297	3	4(4	4(4	NUM
iajs-2813	297	4	)	)	PUNCT
iajs-2813	297	5	,	,	PUNCT
iajs-2813	297	6	603	603	NUM
iajs-2813	297	7	-	-	SYM
iajs-2813	297	8	604	604	NUM
iajs-2813	297	9	.	.	PUNCT
iajs-2813	297	10	30	30	NUM
iajs-2813	297	11	.	.	PUNCT
iajs-2813	298	1	putri	putri	ADJ
iajs-2813	298	2	,	,	PUNCT
iajs-2813	298	3	n.	n.	PROPN
iajs-2813	298	4	k.	k.	PROPN
iajs-2813	298	5	;	;	PUNCT
iajs-2813	298	6	rustam	rustam	PROPN
iajs-2813	298	7	,	,	PUNCT
iajs-2813	298	8	z.	z.	PROPN
iajs-2813	298	9	;	;	PUNCT
iajs-2813	298	10	sarwinda	sarwinda	PROPN
iajs-2813	298	11	,	,	PUNCT
iajs-2813	299	1	d.	d.	NOUN
iajs-2813	299	2	learning	learn	VERB
iajs-2813	299	3	vector	vector	NOUN
iajs-2813	299	4	quantization	quantization	NOUN
iajs-2813	299	5	for	for	ADP
iajs-2813	299	6	diabetes	diabetes	NOUN
iajs-2813	299	7	data	datum	NOUN
iajs-2813	299	8	classification	classification	NOUN
iajs-2813	299	9	with	with	ADP
iajs-2813	299	10	chi	chi	ADJ
iajs-2813	299	11	-	-	PUNCT
iajs-2813	299	12	square	square	ADJ
iajs-2813	299	13	feature	feature	NOUN
iajs-2813	299	14	selection	selection	NOUN
iajs-2813	299	15	.	.	PUNCT
iajs-2813	300	1	iop	iop	PROPN
iajs-2813	300	2	conf	conf	PROPN
iajs-2813	300	3	ser	ser	NOUN
iajs-2813	300	4	mater	mater	NOUN
iajs-2813	300	5	sci	sci	PROPN
iajs-2813	300	6	eng	eng	PROPN
iajs-2813	300	7	.	.	PROPN
iajs-2813	300	8	2019	2019	NUM
iajs-2813	300	9	,	,	PUNCT
iajs-2813	300	10	546	546	NUM
iajs-2813	300	11	,	,	PUNCT
iajs-2813	300	12	1	1	NUM
iajs-2813	300	13	-	-	SYM
iajs-2813	300	14	8	8	NUM
iajs-2813	300	15	.	.	PUNCT
iajs-2813	300	16	31	31	NUM
iajs-2813	300	17	.	.	PUNCT
iajs-2813	301	1	bharti	bharti	PROPN
iajs-2813	301	2	,	,	PUNCT
iajs-2813	301	3	r.	r.	PROPN
iajs-2813	301	4	;	;	PUNCT
iajs-2813	301	5	khamparia	khamparia	PROPN
iajs-2813	301	6	,	,	PUNCT
iajs-2813	301	7	a.	a.	NOUN
iajs-2813	301	8	;	;	PUNCT
iajs-2813	301	9	shabaz	shabaz	NOUN
iajs-2813	301	10	,	,	PUNCT
iajs-2813	301	11	m.	m.	NOUN
iajs-2813	301	12	;	;	PUNCT
iajs-2813	301	13	dhiman	dhiman	NOUN
iajs-2813	301	14	,	,	PUNCT
iajs-2813	301	15	g.	g.	PROPN
iajs-2813	301	16	;	;	PUNCT
iajs-2813	301	17	pande	pande	NOUN
iajs-2813	301	18	,	,	PUNCT
iajs-2813	301	19	s.	s.	PROPN
iajs-2813	301	20	;	;	PUNCT
iajs-2813	301	21	singh	singh	PROPN
iajs-2813	301	22	,	,	PUNCT
iajs-2813	301	23	p.	p.	NOUN
iajs-2813	301	24	prediction	prediction	NOUN
iajs-2813	301	25	of	of	ADP
iajs-2813	301	26	heart	heart	NOUN
iajs-2813	301	27	disease	disease	NOUN
iajs-2813	301	28	using	use	VERB
iajs-2813	301	29	a	a	DET
iajs-2813	301	30	combination	combination	NOUN
iajs-2813	301	31	of	of	ADP
iajs-2813	301	32	machine	machine	NOUN
iajs-2813	301	33	learning	learning	NOUN
iajs-2813	301	34	and	and	CCONJ
iajs-2813	301	35	deep	deep	ADJ
iajs-2813	301	36	learning	learning	NOUN
iajs-2813	301	37	.	.	PUNCT
iajs-2813	302	1	comput	comput	PROPN
iajs-2813	302	2	intell	intell	PROPN
iajs-2813	302	3	neurosci	neurosci	PROPN
iajs-2813	302	4	.	.	PUNCT
iajs-2813	303	1	2021	2021	NUM
iajs-2813	303	2	,	,	PUNCT
iajs-2813	303	3	8387680	8387680	NUM
iajs-2813	303	4	,	,	PUNCT
iajs-2813	303	5	1	1	NUM
iajs-2813	303	6	-	-	SYM
iajs-2813	303	7	11	11	NUM
iajs-2813	303	8	.	.	PUNCT
iajs-2813	304	1	32	32	NUM
iajs-2813	304	2	.	.	PUNCT
iajs-2813	305	1	weng	weng	PROPN
iajs-2813	305	2	,	,	PUNCT
iajs-2813	305	3	s.	s.	PROPN
iajs-2813	305	4	f.	f.	PROPN
iajs-2813	305	5	;	;	PUNCT
iajs-2813	305	6	reps	rep	NOUN
iajs-2813	305	7	,	,	PUNCT
iajs-2813	305	8	j.	j.	PROPN
iajs-2813	305	9	;	;	PUNCT
iajs-2813	305	10	kai	kai	PROPN
iajs-2813	305	11	,	,	PUNCT
iajs-2813	305	12	j.	j.	PROPN
iajs-2813	305	13	;	;	PUNCT
iajs-2813	305	14	garibaldi	garibaldi	PROPN
iajs-2813	305	15	,	,	PUNCT
iajs-2813	305	16	j.	j.	PROPN
iajs-2813	305	17	m.	m.	PROPN
iajs-2813	305	18	;	;	PUNCT
iajs-2813	305	19	qureshi	qureshi	PROPN
iajs-2813	305	20	n.	n.	PROPN
iajs-2813	305	21	can	can	AUX
iajs-2813	305	22	machine	machine	NOUN
iajs-2813	305	23	-	-	PUNCT
iajs-2813	305	24	learning	learning	NOUN
iajs-2813	305	25	improve	improve	VERB
iajs-2813	305	26	cardiovascular	cardiovascular	ADJ
iajs-2813	305	27	risk	risk	NOUN
iajs-2813	305	28	prediction	prediction	NOUN
iajs-2813	305	29	using	use	VERB
iajs-2813	305	30	routine	routine	ADJ
iajs-2813	305	31	clinical	clinical	ADJ
iajs-2813	305	32	data	datum	NOUN
iajs-2813	305	33	?	?	PUNCT
iajs-2813	305	34	.	.	PUNCT
iajs-2813	306	1	plos	plos	PROPN
iajs-2813	306	2	one	one	NUM
iajs-2813	306	3	,	,	PUNCT
iajs-2813	306	4	2017	2017	NUM
iajs-2813	306	5	,	,	PUNCT
iajs-2813	306	6	12(4),1	12(4),1	PROPN
iajs-2813	306	7	-	-	SYM
iajs-2813	306	8	14	14	NUM
iajs-2813	306	9	.	.	PUNCT
iajs-2813	307	1	33	33	NUM
iajs-2813	307	2	.	.	PUNCT
iajs-2813	308	1	budzianowski	budzianowski	PROPN
iajs-2813	308	2	,	,	PUNCT
iajs-2813	308	3	j.	j.	PROPN
iajs-2813	308	4	;	;	PUNCT
iajs-2813	308	5	hiczkiewicz	hiczkiewicz	PROPN
iajs-2813	308	6	,	,	PUNCT
iajs-2813	308	7	j.	j.	PROPN
iajs-2813	308	8	;	;	PUNCT
iajs-2813	308	9	burchardt	burchardt	ADJ
iajs-2813	308	10	,	,	PUNCT
iajs-2813	308	11	p.	p.	NOUN
iajs-2813	308	12	;	;	PUNCT
iajs-2813	308	13	pieszko	pieszko	PROPN
iajs-2813	308	14	,	,	PUNCT
iajs-2813	308	15	k.	k.	PROPN
iajs-2813	308	16	;	;	PUNCT
iajs-2813	308	17	rzeźniczak	rzeźniczak	PROPN
iajs-2813	308	18	,	,	PUNCT
iajs-2813	308	19	j.	j.	PROPN
iajs-2813	308	20	;	;	PUNCT
iajs-2813	308	21	budzianowski	budzianowski	PROPN
iajs-2813	308	22	,	,	PUNCT
iajs-2813	308	23	p.	p.	NOUN
iajs-2813	308	24	;	;	PUNCT
iajs-2813	308	25	korybalska	korybalska	PROPN
iajs-2813	308	26	,	,	PUNCT
iajs-2813	308	27	k.	k.	PROPN
iajs-2813	308	28	predictors	predictor	NOUN
iajs-2813	308	29	of	of	ADP
iajs-2813	308	30	atrial	atrial	ADJ
iajs-2813	308	31	fibrillation	fibrillation	NOUN
iajs-2813	308	32	early	early	ADJ
iajs-2813	308	33	recurrence	recurrence	NOUN
iajs-2813	308	34	following	follow	VERB
iajs-2813	308	35	cryoballoon	cryoballoon	NOUN
iajs-2813	308	36	ablation	ablation	NOUN
iajs-2813	308	37	of	of	ADP
iajs-2813	308	38	pulmonary	pulmonary	ADJ
iajs-2813	308	39	veins	vein	NOUN
iajs-2813	308	40	using	use	VERB
iajs-2813	308	41	statistical	statistical	ADJ
iajs-2813	308	42	assessment	assessment	NOUN
iajs-2813	308	43	and	and	CCONJ
iajs-2813	308	44	machine	machine	NOUN
iajs-2813	308	45	learning	learn	VERB
iajs-2813	308	46	algorithms	algorithm	NOUN
iajs-2813	308	47	.	.	PUNCT
iajs-2813	309	1	heart	heart	NOUN
iajs-2813	309	2	vessels	vessel	NOUN
iajs-2813	309	3	.	.	PUNCT
iajs-2813	310	1	2018	2018	NUM
iajs-2813	310	2	,	,	PUNCT
iajs-2813	310	3	34	34	NUM
iajs-2813	310	4	,	,	PUNCT
iajs-2813	310	5	352	352	NUM
iajs-2813	310	6	-	-	SYM
iajs-2813	310	7	359	359	NUM
iajs-2813	310	8	.	.	PUNCT
iajs-2813	311	1	34	34	NUM
iajs-2813	311	2	.	.	PUNCT
iajs-2813	312	1	nanayakkara	nanayakkara	PROPN
iajs-2813	312	2	,	,	PUNCT
iajs-2813	312	3	s.	s.	PROPN
iajs-2813	312	4	;	;	PUNCT
iajs-2813	312	5	fogarty	fogarty	PROPN
iajs-2813	312	6	,	,	PUNCT
iajs-2813	312	7	s.	s.	PROPN
iajs-2813	312	8	;	;	PUNCT
iajs-2813	312	9	tremeer	tremeer	NOUN
iajs-2813	312	10	,	,	PUNCT
iajs-2813	312	11	m.	m.	NOUN
iajs-2813	312	12	;	;	PUNCT
iajs-2813	312	13	ross	ross	PROPN
iajs-2813	312	14	,	,	PUNCT
iajs-2813	312	15	k.	k.	PROPN
iajs-2813	312	16	;	;	PUNCT
iajs-2813	312	17	richards	richards	PROPN
iajs-2813	312	18	,	,	PUNCT
iajs-2813	312	19	b.	b.	PROPN
iajs-2813	312	20	;	;	PUNCT
iajs-2813	312	21	bergmeir	bergmeir	PROPN
iajs-2813	312	22	,	,	PUNCT
iajs-2813	312	23	c.	c.	PROPN
iajs-2813	312	24	;	;	PUNCT
iajs-2813	312	25	xu	xu	PROPN
iajs-2813	312	26	,	,	PUNCT
iajs-2813	312	27	s.	s.	PROPN
iajs-2813	312	28	;	;	PUNCT
iajs-2813	312	29	stub	stub	PROPN
iajs-2813	312	30	,	,	PUNCT
iajs-2813	312	31	d.	d.	PROPN
iajs-2813	312	32	;	;	PUNCT
iajs-2813	312	33	smith	smith	PROPN
iajs-2813	312	34	,	,	PUNCT
iajs-2813	312	35	k.	k.	PROPN
iajs-2813	312	36	;	;	PUNCT
iajs-2813	312	37	tacey	tacey	PROPN
iajs-2813	312	38	,	,	PUNCT
iajs-2813	312	39	m.	m.	NOUN
iajs-2813	312	40	;	;	PUNCT
iajs-2813	312	41	liew	liew	PROPN
iajs-2813	312	42	,	,	PUNCT
iajs-2813	312	43	d.	d.	PROPN
iajs-2813	312	44	;	;	PUNCT
iajs-2813	312	45	pilcher	pilcher	PROPN
iajs-2813	312	46	,	,	PUNCT
iajs-2813	312	47	d.	d.	PROPN
iajs-2813	312	48	;	;	PUNCT
iajs-2813	312	49	kaye	kaye	PROPN
iajs-2813	312	50	,	,	PUNCT
iajs-2813	312	51	d.	d.	PROPN
iajs-2813	312	52	m.	m.	NOUN
iajs-2813	312	53	characterising	characterise	VERB
iajs-2813	312	54	risk	risk	NOUN
iajs-2813	312	55	of	of	ADP
iajs-2813	312	56	in	in	ADP
iajs-2813	312	57	-	-	PUNCT
iajs-2813	312	58	hospital	hospital	NOUN
iajs-2813	312	59	mortality	mortality	NOUN
iajs-2813	312	60	following	follow	VERB
iajs-2813	312	61	cardiac	cardiac	ADJ
iajs-2813	312	62	arrest	arrest	NOUN
iajs-2813	312	63	using	use	VERB
iajs-2813	312	64	machine	machine	NOUN
iajs-2813	312	65	learning	learning	NOUN
iajs-2813	312	66	:	:	PUNCT
iajs-2813	312	67	a	a	DET
iajs-2813	312	68	retrospective	retrospective	ADJ
iajs-2813	312	69	international	international	ADJ
iajs-2813	312	70	registry	registry	NOUN
iajs-2813	312	71	study	study	NOUN
iajs-2813	312	72	.	.	PUNCT
iajs-2813	313	1	plos	plos	PROPN
iajs-2813	313	2	medicine	medicine	PROPN
iajs-2813	313	3	.	.	PUNCT
iajs-2813	314	1	2018	2018	NUM
iajs-2813	314	2	,	,	PUNCT
iajs-2813	314	3	15	15	NUM
iajs-2813	314	4	(	(	PUNCT
iajs-2813	314	5	11	11	NUM
iajs-2813	314	6	)	)	PUNCT
iajs-2813	314	7	,	,	PUNCT
iajs-2813	314	8	1	1	NUM
iajs-2813	314	9	-	-	SYM
iajs-2813	314	10	16	16	NUM
iajs-2813	314	11	.	.	PUNCT
iajs-2813	315	1	35	35	NUM
iajs-2813	315	2	.	.	NUM
iajs-2813	315	3	yıldırım	yıldırım	PROPN
iajs-2813	315	4	,	,	PUNCT
iajs-2813	315	5	ö.	ö.	PROPN
iajs-2813	315	6	;	;	PUNCT
iajs-2813	315	7	pławiak	pławiak	PROPN
iajs-2813	315	8	,	,	PUNCT
iajs-2813	315	9	p.	p.	PROPN
iajs-2813	315	10	;	;	PUNCT
iajs-2813	315	11	tan	tan	PROPN
iajs-2813	315	12	,	,	PUNCT
iajs-2813	315	13	r.	r.	PROPN
iajs-2813	315	14	;	;	PUNCT
iajs-2813	315	15	acharya	acharya	PROPN
iajs-2813	315	16	,	,	PUNCT
iajs-2813	315	17	u.	u.	PROPN
iajs-2813	315	18	r.	r.	PROPN
iajs-2813	315	19	arrhythmia	arrhythmia	NOUN
iajs-2813	315	20	detection	detection	NOUN
iajs-2813	315	21	using	use	VERB
iajs-2813	315	22	deep	deep	ADJ
iajs-2813	315	23	convolutional	convolutional	ADJ
iajs-2813	315	24	neural	neural	ADJ
iajs-2813	315	25	network	network	NOUN
iajs-2813	315	26	with	with	ADP
iajs-2813	315	27	long	long	ADJ
iajs-2813	315	28	duration	duration	NOUN
iajs-2813	315	29	ecg	ecg	PROPN
iajs-2813	315	30	signals	signal	NOUN
iajs-2813	315	31	.	.	PUNCT
iajs-2813	316	1	comput	comput	PROPN
iajs-2813	316	2	biol	biol	PROPN
iajs-2813	316	3	med	me	VERB
iajs-2813	316	4	.	.	PROPN
iajs-2813	317	1	2018	2018	NUM
iajs-2813	317	2	,	,	PUNCT
iajs-2813	317	3	102	102	NUM
iajs-2813	317	4	,	,	PUNCT
iajs-2813	317	5	411	411	NUM
iajs-2813	317	6	-	-	SYM
iajs-2813	317	7	420	420	NUM
iajs-2813	317	8	.	.	PUNCT
iajs-2813	318	1	36	36	NUM
iajs-2813	318	2	.	.	PUNCT
iajs-2813	318	3	ul	ul	PROPN
iajs-2813	318	4	haq	haq	PROPN
iajs-2813	318	5	,	,	PUNCT
iajs-2813	318	6	a.	a.	PROPN
iajs-2813	318	7	;	;	PUNCT
iajs-2813	318	8	li	li	PROPN
iajs-2813	318	9	,	,	PUNCT
iajs-2813	318	10	j.	j.	PROPN
iajs-2813	318	11	p.	p.	PROPN
iajs-2813	318	12	;	;	PUNCT
iajs-2813	318	13	memon	memon	PROPN
iajs-2813	318	14	,	,	PUNCT
iajs-2813	318	15	m.	m.	PROPN
iajs-2813	318	16	h.	h.	PROPN
iajs-2813	318	17	;	;	PUNCT
iajs-2813	318	18	nazir	nazir	PROPN
iajs-2813	318	19	,	,	PUNCT
iajs-2813	318	20	s.	s.	PROPN
iajs-2813	318	21	;	;	PUNCT
iajs-2813	318	22	sun	sun	PROPN
iajs-2813	318	23	r.	r.	PROPN
iajs-2813	318	24	a	a	DET
iajs-2813	318	25	hybrid	hybrid	ADJ
iajs-2813	318	26	intelligent	intelligent	ADJ
iajs-2813	318	27	system	system	NOUN
iajs-2813	318	28	framework	framework	NOUN
iajs-2813	318	29	for	for	ADP
iajs-2813	318	30	the	the	DET
iajs-2813	318	31	prediction	prediction	NOUN
iajs-2813	318	32	of	of	ADP
iajs-2813	318	33	heart	heart	NOUN
iajs-2813	318	34	disease	disease	NOUN
iajs-2813	318	35	using	use	VERB
iajs-2813	318	36	machine	machine	NOUN
iajs-2813	318	37	learning	learning	NOUN
iajs-2813	318	38	algorithms	algorithm	NOUN
iajs-2813	318	39	.	.	PUNCT
iajs-2813	319	1	mob	mob	PROPN
iajs-2813	319	2	inf	inf	PROPN
iajs-2813	319	3	syst	syst	PROPN
iajs-2813	319	4	.	.	PUNCT
iajs-2813	319	5	2018	2018	NUM
iajs-2813	319	6	,	,	PUNCT
iajs-2813	319	7	2018	2018	NUM
iajs-2813	319	8	,	,	PUNCT
iajs-2813	319	9	1	1	NUM
iajs-2813	319	10	-	-	SYM
iajs-2813	319	11	22	22	NUM
iajs-2813	319	12	.	.	PUNCT
iajs-2813	320	1	37	37	NUM
iajs-2813	320	2	.	.	PUNCT
iajs-2813	320	3	tesche	tesche	PROPN
iajs-2813	320	4	,	,	PUNCT
iajs-2813	320	5	c.	c.	PROPN
iajs-2813	320	6	;	;	PUNCT
iajs-2813	320	7	de	de	X
iajs-2813	320	8	cecco	cecco	NOUN
iajs-2813	320	9	,	,	PUNCT
iajs-2813	320	10	c.	c.	PROPN
iajs-2813	320	11	n.	n.	PROPN
iajs-2813	320	12	;	;	PUNCT
iajs-2813	320	13	baumann	baumann	PROPN
iajs-2813	320	14	,	,	PUNCT
iajs-2813	320	15	s.	s.	PROPN
iajs-2813	320	16	;	;	PUNCT
iajs-2813	320	17	renker	renker	NOUN
iajs-2813	320	18	,	,	PUNCT
iajs-2813	320	19	m.	m.	NOUN
iajs-2813	320	20	;	;	PUNCT
iajs-2813	320	21	mclaurin	mclaurin	NOUN
iajs-2813	320	22	,	,	PUNCT
iajs-2813	320	23	t.	t.	PROPN
iajs-2813	320	24	w.	w.	PROPN
iajs-2813	320	25	;	;	PUNCT
iajs-2813	320	26	duguay	duguay	PROPN
iajs-2813	320	27	,	,	PUNCT
iajs-2813	320	28	t.	t.	NOUN
iajs-2813	320	29	m.	m.	NOUN
iajs-2813	320	30	;	;	PUNCT
iajs-2813	320	31	bayer	bayer	PROPN
iajs-2813	320	32	,	,	PUNCT
iajs-2813	320	33	r.	r.	PROPN
iajs-2813	320	34	r.	r.	PROPN
iajs-2813	320	35	;	;	PUNCT
iajs-2813	320	36	steinberg	steinberg	PROPN
iajs-2813	320	37	,	,	PUNCT
iajs-2813	320	38	d.	d.	PROPN
iajs-2813	320	39	h.	h.	PROPN
iajs-2813	320	40	;	;	PUNCT
iajs-2813	320	41	grant	grant	PROPN
iajs-2813	320	42	,	,	PUNCT
iajs-2813	320	43	k.	k.	PROPN
iajs-2813	320	44	l.	l.	PROPN
iajs-2813	320	45	;	;	PUNCT
iajs-2813	320	46	canstein	canstein	PROPN
iajs-2813	320	47	,	,	PUNCT
iajs-2813	320	48	c.	c.	PROPN
iajs-2813	320	49	;	;	PUNCT
iajs-2813	320	50	schwemmer	schwemmer	ADJ
iajs-2813	320	51	,	,	PUNCT
iajs-2813	320	52	c.	c.	NOUN
iajs-2813	320	53	;	;	PUNCT
iajs-2813	320	54	schoebinger	schoebinger	NOUN
iajs-2813	320	55	,	,	PUNCT
iajs-2813	320	56	m.	m.	NOUN
iajs-2813	320	57	;	;	PUNCT
iajs-2813	320	58	itu	itu	PROPN
iajs-2813	320	59	,	,	PUNCT
iajs-2813	320	60	l.	l.	PROPN
iajs-2813	320	61	m.	m.	PROPN
iajs-2813	320	62	;	;	PUNCT
iajs-2813	320	63	rapaka	rapaka	PROPN
iajs-2813	320	64	,	,	PUNCT
iajs-2813	320	65	s.	s.	PROPN
iajs-2813	320	66	;	;	PUNCT
iajs-2813	320	67	sharma	sharma	PROPN
iajs-2813	320	68	,	,	PUNCT
iajs-2813	320	69	p.	p.	NOUN
iajs-2813	320	70	;	;	PUNCT
iajs-2813	321	1	schoepf	schoepf	VERB
iajs-2813	321	2	,	,	PUNCT
iajs-2813	321	3	u.	u.	PROPN
iajs-2813	321	4	j.	j.	PROPN
iajs-2813	321	5	coronary	coronary	PROPN
iajs-2813	321	6	ct	ct	NUM
iajs-2813	321	7	angiography	angiography	NOUN
iajs-2813	321	8	–	–	PUNCT
iajs-2813	321	9	derived	derive	VERB
iajs-2813	321	10	fractional	fractional	ADJ
iajs-2813	321	11	flow	flow	NOUN
iajs-2813	321	12	reserve	reserve	NOUN
iajs-2813	321	13	:	:	PUNCT
iajs-2813	321	14	machine	machine	NOUN
iajs-2813	321	15	learning	learn	VERB
iajs-2813	321	16	algorithm	algorithm	NOUN
iajs-2813	321	17	versus	versus	ADP
iajs-2813	321	18	computational	computational	ADJ
iajs-2813	321	19	fluid	fluid	ADJ
iajs-2813	321	20	dynamics	dynamic	NOUN
iajs-2813	321	21	modeling	modeling	NOUN
iajs-2813	321	22	.	.	PUNCT
iajs-2813	322	1	radiology	radiology	NOUN
iajs-2813	322	2	,	,	PUNCT
iajs-2813	322	3	2018	2018	NUM
iajs-2813	322	4	,	,	PUNCT
iajs-2813	322	5	288(1),64	288(1),64	NUM
iajs-2813	322	6	-	-	SYM
iajs-2813	322	7	72	72	NUM
iajs-2813	322	8	.	.	PUNCT
iajs-2813	323	1	38	38	NUM
iajs-2813	323	2	.	.	PUNCT
iajs-2813	323	3	attia	attia	PROPN
iajs-2813	323	4	,	,	PUNCT
iajs-2813	323	5	z.	z.	PROPN
iajs-2813	323	6	i.	i.	PROPN
iajs-2813	323	7	;	;	PUNCT
iajs-2813	323	8	noseworthy	noseworthy	PROPN
iajs-2813	323	9	,	,	PUNCT
iajs-2813	323	10	p.	p.	NOUN
iajs-2813	323	11	a.	a.	NOUN
iajs-2813	323	12	;	;	PUNCT
iajs-2813	323	13	lopez	lopez	PROPN
iajs-2813	323	14	-	-	PUNCT
iajs-2813	323	15	jimenez	jimenez	PROPN
iajs-2813	323	16	,	,	PUNCT
iajs-2813	323	17	f.	f.	PROPN
iajs-2813	323	18	;	;	PUNCT
iajs-2813	323	19	asirvatham	asirvatham	PROPN
iajs-2813	323	20	,	,	PUNCT
iajs-2813	323	21	s.	s.	PROPN
iajs-2813	323	22	j.	j.	PROPN
iajs-2813	323	23	;	;	PUNCT
iajs-2813	323	24	deshmukh	deshmukh	PROPN
iajs-2813	323	25	,	,	PUNCT
iajs-2813	323	26	a.	a.	PROPN
iajs-2813	323	27	j.	j.	PROPN
iajs-2813	323	28	;	;	PUNCT
iajs-2813	324	1	gersh	gersh	PROPN
iajs-2813	324	2	b.	b.	PROPN
iajs-2813	324	3	j.	j.	PROPN
iajs-2813	325	1	an	an	DET
iajs-2813	325	2	artificial	artificial	ADJ
iajs-2813	325	3	intelligence	intelligence	NOUN
iajs-2813	325	4	-	-	PUNCT
iajs-2813	325	5	enabled	enable	VERB
iajs-2813	325	6	ecg	ecg	PROPN
iajs-2813	325	7	algorithm	algorithm	NOUN
iajs-2813	325	8	for	for	ADP
iajs-2813	325	9	the	the	DET
iajs-2813	325	10	identification	identification	NOUN
iajs-2813	325	11	of	of	ADP
iajs-2813	325	12	patients	patient	NOUN
iajs-2813	325	13	with	with	ADP
iajs-2813	325	14	atrial	atrial	ADJ
iajs-2813	325	15	fibrillation	fibrillation	NOUN
iajs-2813	325	16	during	during	ADP
iajs-2813	325	17	sinus	sinus	NOUN
iajs-2813	325	18	rhythm	rhythm	NOUN
iajs-2813	325	19	:	:	PUNCT
iajs-2813	325	20	a	a	DET
iajs-2813	325	21	retrospective	retrospective	ADJ
iajs-2813	325	22	analysis	analysis	NOUN
iajs-2813	325	23	of	of	ADP
iajs-2813	325	24	outcome	outcome	NOUN
iajs-2813	325	25	prediction	prediction	NOUN
iajs-2813	325	26	.	.	PUNCT
iajs-2813	326	1	lancet	lancet	PROPN
iajs-2813	326	2	.	.	PUNCT
iajs-2813	327	1	2019	2019	NUM
iajs-2813	327	2	,	,	PUNCT
iajs-2813	327	3	394(10201	394(10201	NUM
iajs-2813	327	4	)	)	PUNCT
iajs-2813	327	5	,	,	PUNCT
iajs-2813	327	6	861	861	NUM
iajs-2813	327	7	-	-	SYM
iajs-2813	327	8	867	867	NUM
iajs-2813	327	9	.	.	PUNCT
iajs-2813	328	1	ihjpas	ihjpas	PROPN
iajs-2813	328	2	.	.	PUNCT
iajs-2813	329	1	53	53	NUM
iajs-2813	329	2	(	(	PUNCT
iajs-2813	329	3	3)2022	3)2022	NOUN
iajs-2813	329	4	189	189	NUM
iajs-2813	329	5	39	39	NUM
iajs-2813	329	6	.	.	PUNCT
iajs-2813	330	1	dinh	dinh	PROPN
iajs-2813	330	2	,	,	PUNCT
iajs-2813	330	3	a.	a.	NOUN
iajs-2813	330	4	;	;	PUNCT
iajs-2813	330	5	miertschin	miertschin	PROPN
iajs-2813	330	6	,	,	PUNCT
iajs-2813	330	7	s.	s.	PROPN
iajs-2813	330	8	;	;	PUNCT
iajs-2813	330	9	young	young	ADJ
iajs-2813	330	10	,	,	PUNCT
iajs-2813	330	11	a.	a.	NOUN
iajs-2813	330	12	;	;	PUNCT
iajs-2813	330	13	mohanty	mohanty	PROPN
iajs-2813	330	14	,	,	PUNCT
iajs-2813	330	15	s.	s.	PROPN
iajs-2813	330	16	d.	d.	PROPN
iajs-2813	330	17	a	a	DET
iajs-2813	330	18	data	data	NOUN
iajs-2813	330	19	-	-	PUNCT
iajs-2813	330	20	driven	drive	VERB
iajs-2813	330	21	approach	approach	NOUN
iajs-2813	330	22	to	to	ADP
iajs-2813	330	23	predicting	predict	VERB
iajs-2813	330	24	diabetes	diabete	NOUN
iajs-2813	330	25	and	and	CCONJ
iajs-2813	330	26	cardiovascular	cardiovascular	ADJ
iajs-2813	330	27	disease	disease	NOUN
iajs-2813	330	28	with	with	ADP
iajs-2813	330	29	machine	machine	NOUN
iajs-2813	330	30	learning	learning	NOUN
iajs-2813	330	31	.	.	PUNCT
iajs-2813	331	1	bmc	bmc	PROPN
iajs-2813	331	2	medical	medical	ADJ
iajs-2813	331	3	inform	inform	NOUN
iajs-2813	331	4	decis	decis	PROPN
iajs-2813	331	5	mak	mak	PROPN
iajs-2813	331	6	.	.	PROPN
iajs-2813	331	7	2019	2019	NUM
iajs-2813	331	8	,	,	PUNCT
iajs-2813	331	9	19	19	NUM
iajs-2813	331	10	,	,	PUNCT
iajs-2813	331	11	1	1	NUM
iajs-2813	331	12	-	-	SYM
iajs-2813	331	13	15	15	NUM
iajs-2813	331	14	.	.	NOUN
iajs-2813	331	15	40	40	NUM
iajs-2813	331	16	.	.	PUNCT
iajs-2813	331	17	oikonomou	oikonomou	PROPN
iajs-2813	331	18	,	,	PUNCT
iajs-2813	331	19	e.	e.	PROPN
iajs-2813	331	20	k.	k.	PROPN
iajs-2813	331	21	;	;	PUNCT
iajs-2813	331	22	williams	williams	PROPN
iajs-2813	331	23	,	,	PUNCT
iajs-2813	331	24	m.	m.	PROPN
iajs-2813	331	25	c.	c.	PROPN
iajs-2813	331	26	;	;	PUNCT
iajs-2813	331	27	kotanidis	kotanidis	PROPN
iajs-2813	331	28	,	,	PUNCT
iajs-2813	331	29	c.	c.	PROPN
iajs-2813	331	30	p.	p.	PROPN
iajs-2813	331	31	;	;	PUNCT
iajs-2813	331	32	desai	desai	PROPN
iajs-2813	331	33	,	,	PUNCT
iajs-2813	331	34	m.	m.	PROPN
iajs-2813	331	35	y.	y.	PROPN
iajs-2813	331	36	;	;	PUNCT
iajs-2813	331	37	marwan	marwan	PROPN
iajs-2813	331	38	,	,	PUNCT
iajs-2813	331	39	m.	m.	NOUN
iajs-2813	331	40	;	;	PUNCT
iajs-2813	331	41	antonopoulos	antonopoulo	NOUN
iajs-2813	331	42	,	,	PUNCT
iajs-2813	331	43	a.	a.	PROPN
iajs-2813	331	44	s.	s.	PROPN
iajs-2813	331	45	a	a	DET
iajs-2813	331	46	novel	novel	ADJ
iajs-2813	331	47	machine	machine	NOUN
iajs-2813	331	48	learning	learning	NOUN
iajs-2813	331	49	-	-	PUNCT
iajs-2813	331	50	derived	derive	VERB
iajs-2813	331	51	radiotranscriptomic	radiotranscriptomic	ADJ
iajs-2813	331	52	signature	signature	NOUN
iajs-2813	331	53	of	of	ADP
iajs-2813	331	54	perivascular	perivascular	ADJ
iajs-2813	331	55	fat	fat	NOUN
iajs-2813	331	56	improves	improve	VERB
iajs-2813	331	57	cardiac	cardiac	ADJ
iajs-2813	331	58	risk	risk	NOUN
iajs-2813	331	59	prediction	prediction	NOUN
iajs-2813	331	60	using	use	VERB
iajs-2813	331	61	coronary	coronary	ADJ
iajs-2813	331	62	ct	ct	NUM
iajs-2813	331	63	angiography	angiography	NOUN
iajs-2813	331	64	.	.	PUNCT
iajs-2813	332	1	eur	eur	PROPN
iajs-2813	332	2	heart	heart	NOUN
iajs-2813	332	3	j.	j.	PROPN
iajs-2813	332	4	2019	2019	NUM
iajs-2813	332	5	,	,	PUNCT
iajs-2813	332	6	40	40	NUM
iajs-2813	332	7	(	(	PUNCT
iajs-2813	332	8	43	43	NUM
iajs-2813	332	9	)	)	PUNCT
iajs-2813	332	10	,	,	PUNCT
iajs-2813	332	11	3529–3543	3529–3543	NUM
iajs-2813	332	12	.	.	NOUN
iajs-2813	332	13	41	41	NUM
iajs-2813	332	14	.	.	PUNCT
iajs-2813	333	1	hill	hill	PROPN
iajs-2813	333	2	,	,	PUNCT
iajs-2813	333	3	n.	n.	PROPN
iajs-2813	333	4	r.	r.	PROPN
iajs-2813	333	5	;	;	PUNCT
iajs-2813	333	6	ayoubkhani	ayoubkhani	PROPN
iajs-2813	333	7	,	,	PUNCT
iajs-2813	333	8	d.	d.	PROPN
iajs-2813	333	9	;	;	PUNCT
iajs-2813	333	10	mcewan	mcewan	PROPN
iajs-2813	333	11	,	,	PUNCT
iajs-2813	333	12	p.	p.	NOUN
iajs-2813	333	13	;	;	PUNCT
iajs-2813	333	14	sugrue	sugrue	ADJ
iajs-2813	333	15	,	,	PUNCT
iajs-2813	333	16	d.	d.	PROPN
iajs-2813	333	17	m.	m.	PROPN
iajs-2813	333	18	;	;	PUNCT
iajs-2813	333	19	farooqui	farooqui	PROPN
iajs-2813	333	20	,	,	PUNCT
iajs-2813	333	21	u.	u.	PROPN
iajs-2813	333	22	;	;	PUNCT
iajs-2813	333	23	lister	lister	PROPN
iajs-2813	333	24	,	,	PUNCT
iajs-2813	333	25	s.	s.	PROPN
iajs-2813	333	26	;	;	PUNCT
iajs-2813	333	27	lumley	lumley	PROPN
iajs-2813	333	28	,	,	PUNCT
iajs-2813	333	29	m.	m.	NOUN
iajs-2813	333	30	;	;	PUNCT
iajs-2813	333	31	bakhai	bakhai	PROPN
iajs-2813	333	32	,	,	PUNCT
iajs-2813	333	33	a.	a.	NOUN
iajs-2813	333	34	;	;	PUNCT
iajs-2813	333	35	cohen	cohen	PROPN
iajs-2813	333	36	,	,	PUNCT
iajs-2813	333	37	a.	a.	NOUN
iajs-2813	333	38	t.	t.	PROPN
iajs-2813	333	39	;	;	PUNCT
iajs-2813	333	40	o’neill	o’neill	X
iajs-2813	333	41	,	,	PUNCT
iajs-2813	333	42	m.	m.	NOUN
iajs-2813	333	43	;	;	PUNCT
iajs-2813	333	44	clifton	clifton	PROPN
iajs-2813	333	45	,	,	PUNCT
iajs-2813	333	46	d.	d.	PROPN
iajs-2813	333	47	;	;	PUNCT
iajs-2813	333	48	gordon	gordon	PROPN
iajs-2813	333	49	,	,	PUNCT
iajs-2813	333	50	j.	j.	PROPN
iajs-2813	333	51	predicting	predict	VERB
iajs-2813	333	52	atrial	atrial	ADJ
iajs-2813	333	53	fibrillation	fibrillation	NOUN
iajs-2813	333	54	in	in	ADP
iajs-2813	333	55	primary	primary	ADJ
iajs-2813	333	56	care	care	NOUN
iajs-2813	333	57	using	use	VERB
iajs-2813	333	58	machine	machine	NOUN
iajs-2813	333	59	learning	learning	NOUN
iajs-2813	333	60	.	.	PUNCT
iajs-2813	334	1	plos	plos	PROPN
iajs-2813	334	2	one	one	NUM
iajs-2813	334	3	,	,	PUNCT
iajs-2813	334	4	2019	2019	NUM
iajs-2813	334	5	,	,	PUNCT
iajs-2813	334	6	14(11	14(11	NUM
iajs-2813	334	7	)	)	PUNCT
iajs-2813	334	8	,	,	PUNCT
iajs-2813	334	9	1	1	NUM
iajs-2813	334	10	-	-	SYM
iajs-2813	334	11	13	13	NUM
iajs-2813	334	12	.	.	PUNCT
iajs-2813	334	13	42	42	NUM
iajs-2813	334	14	.	.	PUNCT
iajs-2813	334	15	tiwari	tiwari	PROPN
iajs-2813	334	16	,	,	PUNCT
iajs-2813	334	17	p	p	X
iajs-2813	334	18	;	;	PUNCT
iajs-2813	334	19	colborn	colborn	PROPN
iajs-2813	334	20	,	,	PUNCT
iajs-2813	334	21	k.	k.	PROPN
iajs-2813	334	22	l.	l.	PROPN
iajs-2813	334	23	;	;	PUNCT
iajs-2813	334	24	smith	smith	PROPN
iajs-2813	334	25	,	,	PUNCT
iajs-2813	334	26	d.	d.	PROPN
iajs-2813	334	27	e.	e.	PROPN
iajs-2813	334	28	;	;	PUNCT
iajs-2813	334	29	xing	xing	PROPN
iajs-2813	334	30	,	,	PUNCT
iajs-2813	334	31	f.	f.	PROPN
iajs-2813	334	32	;	;	PUNCT
iajs-2813	334	33	ghosh	ghosh	PROPN
iajs-2813	334	34	,	,	PUNCT
iajs-2813	334	35	d.	d.	PROPN
iajs-2813	334	36	;	;	PUNCT
iajs-2813	334	37	rosenberg	rosenberg	PROPN
iajs-2813	334	38	,	,	PUNCT
iajs-2813	334	39	m.	m.	NOUN
iajs-2813	334	40	a.	a.	NOUN
iajs-2813	334	41	assessment	assessment	NOUN
iajs-2813	334	42	of	of	ADP
iajs-2813	334	43	a	a	DET
iajs-2813	334	44	machine	machine	NOUN
iajs-2813	334	45	learning	learn	VERB
iajs-2813	334	46	model	model	NOUN
iajs-2813	334	47	applied	apply	VERB
iajs-2813	334	48	to	to	ADP
iajs-2813	334	49	harmonized	harmonized	ADJ
iajs-2813	334	50	electronic	electronic	ADJ
iajs-2813	334	51	health	health	NOUN
iajs-2813	334	52	record	record	NOUN
iajs-2813	334	53	data	datum	NOUN
iajs-2813	334	54	for	for	ADP
iajs-2813	334	55	the	the	DET
iajs-2813	334	56	prediction	prediction	NOUN
iajs-2813	334	57	of	of	ADP
iajs-2813	334	58	incident	incident	NOUN
iajs-2813	334	59	atrial	atrial	ADJ
iajs-2813	334	60	fibrillation	fibrillation	NOUN
iajs-2813	334	61	.	.	PUNCT
iajs-2813	335	1	jama	jama	PROPN
iajs-2813	335	2	netw	netw	PROPN
iajs-2813	335	3	open	open	ADJ
iajs-2813	335	4	.	.	PUNCT
iajs-2813	336	1	2020	2020	NUM
iajs-2813	336	2	,	,	PUNCT
iajs-2813	336	3	3(1),1	3(1),1	PROPN
iajs-2813	336	4	-	-	SYM
iajs-2813	336	5	12	12	NUM
iajs-2813	336	6	.	.	PUNCT
iajs-2813	337	1	43	43	NUM
iajs-2813	337	2	.	.	PUNCT
iajs-2813	337	3	alhusseini	alhusseini	PROPN
iajs-2813	337	4	,	,	PUNCT
iajs-2813	337	5	m.	m.	NOUN
iajs-2813	337	6	i.	i.	PROPN
iajs-2813	337	7	;	;	PUNCT
iajs-2813	337	8	abuzaid	abuzaid	PROPN
iajs-2813	337	9	,	,	PUNCT
iajs-2813	337	10	f.	f.	PROPN
iajs-2813	337	11	;	;	PUNCT
iajs-2813	337	12	rogers	roger	NOUN
iajs-2813	337	13	,	,	PUNCT
iajs-2813	337	14	a.	a.	PROPN
iajs-2813	337	15	j.	j.	PROPN
iajs-2813	337	16	;	;	PUNCT
iajs-2813	337	17	zaman	zaman	PROPN
iajs-2813	337	18	,	,	PUNCT
iajs-2813	337	19	j.	j.	PROPN
iajs-2813	337	20	a.	a.	PROPN
iajs-2813	337	21	b.	b.	PROPN
iajs-2813	337	22	;	;	PUNCT
iajs-2813	337	23	baykaner	baykan	ADJ
iajs-2813	337	24	,	,	PUNCT
iajs-2813	337	25	t.	t.	PROPN
iajs-2813	337	26	;	;	PUNCT
iajs-2813	337	27	clopton	clopton	PROPN
iajs-2813	337	28	,	,	PUNCT
iajs-2813	337	29	p.	p.	PROPN
iajs-2813	337	30	;	;	PUNCT
iajs-2813	338	1	et	et	PROPN
iajs-2813	338	2	al	al	PROPN
iajs-2813	338	3	.	.	PROPN
iajs-2813	338	4	machine	machine	NOUN
iajs-2813	338	5	learning	learn	VERB
iajs-2813	338	6	to	to	PART
iajs-2813	338	7	classify	classify	VERB
iajs-2813	338	8	intracardiac	intracardiac	ADJ
iajs-2813	338	9	electrical	electrical	ADJ
iajs-2813	338	10	patterns	pattern	NOUN
iajs-2813	338	11	during	during	ADP
iajs-2813	338	12	atrial	atrial	ADJ
iajs-2813	338	13	fibrillation	fibrillation	NOUN
iajs-2813	338	14	.	.	PUNCT
iajs-2813	339	1	circ	circ	PROPN
iajs-2813	339	2	arrhythm	arrhythm	PROPN
iajs-2813	339	3	electrophysiol	electrophysiol	PROPN
iajs-2813	339	4	.	.	PUNCT
iajs-2813	340	1	2020	2020	NUM
iajs-2813	340	2	,	,	PUNCT
iajs-2813	340	3	13(8	13(8	NUM
iajs-2813	340	4	)	)	PUNCT
iajs-2813	340	5	,	,	PUNCT
iajs-2813	340	6	e008160	e008160	PROPN
iajs-2813	340	7	.	.	PROPN
iajs-2813	340	8	44	44	NUM
iajs-2813	340	9	.	.	PUNCT
iajs-2813	341	1	loring	loring	PROPN
iajs-2813	341	2	,	,	PUNCT
iajs-2813	341	3	z.	z.	PROPN
iajs-2813	341	4	;	;	PUNCT
iajs-2813	341	5	mehrotra	mehrotra	PROPN
iajs-2813	341	6	,	,	PUNCT
iajs-2813	341	7	s.	s.	PROPN
iajs-2813	341	8	;	;	PUNCT
iajs-2813	341	9	piccini	piccini	PROPN
iajs-2813	341	10	,	,	PUNCT
iajs-2813	341	11	j.	j.	PROPN
iajs-2813	341	12	p.	p.	PROPN
iajs-2813	341	13	;	;	PUNCT
iajs-2813	341	14	camm	camm	PROPN
iajs-2813	341	15	,	,	PUNCT
iajs-2813	341	16	j.	j.	PROPN
iajs-2813	341	17	;	;	PUNCT
iajs-2813	341	18	carlson	carlson	PROPN
iajs-2813	341	19	,	,	PUNCT
iajs-2813	341	20	d.	d.	PROPN
iajs-2813	341	21	;	;	PUNCT
iajs-2813	341	22	fonarow	fonarow	PROPN
iajs-2813	341	23	,	,	PUNCT
iajs-2813	341	24	g.	g.	PROPN
iajs-2813	341	25	c.	c.	PROPN
iajs-2813	341	26	;	;	PUNCT
iajs-2813	341	27	fox	fox	PROPN
iajs-2813	341	28	,	,	PUNCT
iajs-2813	341	29	k.	k.	PROPN
iajs-2813	341	30	a.	a.	PROPN
iajs-2813	341	31	a.	a.	PROPN
iajs-2813	341	32	;	;	PUNCT
iajs-2813	341	33	peterson	peterson	PROPN
iajs-2813	341	34	,	,	PUNCT
iajs-2813	341	35	e.	e.	PROPN
iajs-2813	341	36	d.	d.	PROPN
iajs-2813	341	37	;	;	PUNCT
iajs-2813	341	38	pieper	pieper	PROPN
iajs-2813	341	39	,	,	PUNCT
iajs-2813	341	40	k.	k.	PROPN
iajs-2813	341	41	;	;	PUNCT
iajs-2813	341	42	kakkar	kakkar	PROPN
iajs-2813	341	43	,	,	PUNCT
iajs-2813	341	44	a.	a.	PROPN
iajs-2813	341	45	k.	k.	PROPN
iajs-2813	341	46	machine	machine	NOUN
iajs-2813	341	47	learning	learning	NOUN
iajs-2813	341	48	does	do	AUX
iajs-2813	341	49	not	not	PART
iajs-2813	341	50	improve	improve	VERB
iajs-2813	341	51	upon	upon	SCONJ
iajs-2813	341	52	traditional	traditional	ADJ
iajs-2813	341	53	regression	regression	NOUN
iajs-2813	341	54	in	in	ADP
iajs-2813	341	55	predicting	predict	VERB
iajs-2813	341	56	outcomes	outcome	NOUN
iajs-2813	341	57	in	in	ADP
iajs-2813	341	58	atrial	atrial	ADJ
iajs-2813	341	59	fibrillation	fibrillation	NOUN
iajs-2813	341	60	:	:	PUNCT
iajs-2813	341	61	an	an	DET
iajs-2813	341	62	analysis	analysis	NOUN
iajs-2813	341	63	of	of	ADP
iajs-2813	341	64	the	the	DET
iajs-2813	341	65	orbit	orbit	NOUN
iajs-2813	341	66	-	-	PUNCT
iajs-2813	341	67	af	af	PROPN
iajs-2813	341	68	and	and	CCONJ
iajs-2813	341	69	garfield	garfield	PROPN
iajs-2813	341	70	-	-	PUNCT
iajs-2813	341	71	af	af	PROPN
iajs-2813	341	72	registries	registry	NOUN
iajs-2813	341	73	.	.	PUNCT
iajs-2813	342	1	ep	ep	PROPN
iajs-2813	342	2	europace	europace	NOUN
iajs-2813	342	3	.	.	PUNCT
iajs-2813	343	1	2020	2020	NUM
iajs-2813	343	2	,	,	PUNCT
iajs-2813	343	3	22(11	22(11	NUM
iajs-2813	343	4	)	)	PUNCT
iajs-2813	343	5	,	,	PUNCT
iajs-2813	343	6	1635–1644	1635–1644	NUM
iajs-2813	343	7	.	.	PUNCT
iajs-2813	344	1	45	45	NUM
iajs-2813	344	2	.	.	PUNCT
iajs-2813	344	3	ward	ward	NOUN
iajs-2813	344	4	,	,	PUNCT
iajs-2813	344	5	a.	a.	NOUN
iajs-2813	344	6	;	;	PUNCT
iajs-2813	344	7	sarraju	sarraju	ADJ
iajs-2813	344	8	,	,	PUNCT
iajs-2813	344	9	a.	a.	NOUN
iajs-2813	344	10	;	;	PUNCT
iajs-2813	344	11	chung	chung	PROPN
iajs-2813	344	12	,	,	PUNCT
iajs-2813	344	13	s.	s.	PROPN
iajs-2813	344	14	;	;	PUNCT
iajs-2813	344	15	li	li	PROPN
iajs-2813	344	16	,	,	PUNCT
iajs-2813	344	17	j.	j.	PROPN
iajs-2813	344	18	;	;	PUNCT
iajs-2813	344	19	harrington	harrington	PROPN
iajs-2813	344	20	,	,	PUNCT
iajs-2813	344	21	r.	r.	PROPN
iajs-2813	344	22	;	;	PUNCT
iajs-2813	344	23	heidenreich	heidenreich	X
iajs-2813	344	24	,	,	PUNCT
iajs-2813	344	25	p.	p.	NOUN
iajs-2813	344	26	;	;	PUNCT
iajs-2813	344	27	palaniappan	palaniappan	PROPN
iajs-2813	344	28	,	,	PUNCT
iajs-2813	344	29	l.	l.	PROPN
iajs-2813	344	30	;	;	PUNCT
iajs-2813	344	31	scheinker	scheinker	NOUN
iajs-2813	344	32	,	,	PUNCT
iajs-2813	344	33	d.	d.	PROPN
iajs-2813	344	34	;	;	PUNCT
iajs-2813	344	35	rodriguez	rodriguez	PROPN
iajs-2813	344	36	,	,	PUNCT
iajs-2813	344	37	f.	f.	PROPN
iajs-2813	344	38	machine	machine	NOUN
iajs-2813	344	39	learning	learning	NOUN
iajs-2813	344	40	and	and	CCONJ
iajs-2813	344	41	atherosclerotic	atherosclerotic	ADJ
iajs-2813	344	42	cardiovascular	cardiovascular	ADJ
iajs-2813	344	43	disease	disease	NOUN
iajs-2813	344	44	risk	risk	NOUN
iajs-2813	344	45	prediction	prediction	NOUN
iajs-2813	344	46	in	in	ADP
iajs-2813	344	47	a	a	DET
iajs-2813	344	48	multi	multi	ADJ
iajs-2813	344	49	-	-	ADJ
iajs-2813	344	50	ethnic	ethnic	ADJ
iajs-2813	344	51	population	population	NOUN
iajs-2813	344	52	.	.	PUNCT
iajs-2813	345	1	npj	npj	NOUN
iajs-2813	345	2	digit	digit	NOUN
iajs-2813	345	3	med	med	PROPN
iajs-2813	345	4	.	.	PUNCT
iajs-2813	345	5	2020	2020	NUM
iajs-2813	345	6	,	,	PUNCT
iajs-2813	345	7	3(125	3(125	NUM
iajs-2813	345	8	)	)	PUNCT
iajs-2813	345	9	,	,	PUNCT
iajs-2813	345	10	1	1	NUM
iajs-2813	345	11	-	-	SYM
iajs-2813	345	12	7	7	NUM
iajs-2813	345	13	.	.	NOUN
iajs-2813	345	14	46	46	NUM
iajs-2813	345	15	.	.	PUNCT
iajs-2813	346	1	krittanawong	krittanawong	PROPN
iajs-2813	346	2	,	,	PUNCT
iajs-2813	346	3	c.	c.	PROPN
iajs-2813	346	4	;	;	PUNCT
iajs-2813	346	5	virk	virk	PROPN
iajs-2813	346	6	,	,	PUNCT
iajs-2813	346	7	h.	h.	PROPN
iajs-2813	346	8	u.	u.	PROPN
iajs-2813	346	9	;	;	PUNCT
iajs-2813	346	10	bangalore	bangalore	PROPN
iajs-2813	346	11	,	,	PUNCT
iajs-2813	346	12	s.	s.	PROPN
iajs-2813	346	13	;	;	PUNCT
iajs-2813	346	14	wang	wang	PROPN
iajs-2813	346	15	,	,	PUNCT
iajs-2813	346	16	z.	z.	PROPN
iajs-2813	346	17	;	;	PUNCT
iajs-2813	346	18	johnson	johnson	PROPN
iajs-2813	346	19	,	,	PUNCT
iajs-2813	346	20	k.	k.	PROPN
iajs-2813	346	21	w.	w.	PROPN
iajs-2813	346	22	;	;	PUNCT
iajs-2813	346	23	pinotti	pinotti	PROPN
iajs-2813	346	24	r.	r.	PROPN
iajs-2813	346	25	;	;	PUNCT
iajs-2813	346	26	zhang	zhang	PROPN
iajs-2813	346	27	,	,	PUNCT
iajs-2813	346	28	h.	h.	PROPN
iajs-2813	346	29	;	;	PUNCT
iajs-2813	346	30	kaplin	kaplin	PROPN
iajs-2813	346	31	,	,	PUNCT
iajs-2813	346	32	s.	s.	PROPN
iajs-2813	346	33	;	;	PUNCT
iajs-2813	346	34	narasimhan	narasimhan	PROPN
iajs-2813	346	35	,	,	PUNCT
iajs-2813	346	36	b.	b.	PROPN
iajs-2813	346	37	;	;	PUNCT
iajs-2813	346	38	kitai	kitai	PROPN
iajs-2813	346	39	,	,	PUNCT
iajs-2813	346	40	t.	t.	PROPN
iajs-2813	346	41	;	;	PUNCT
iajs-2813	346	42	baber	baber	PROPN
iajs-2813	346	43	,	,	PUNCT
iajs-2813	346	44	u.	u.	PROPN
iajs-2813	346	45	;	;	PUNCT
iajs-2813	346	46	halperin	halperin	PROPN
iajs-2813	346	47	,	,	PUNCT
iajs-2813	346	48	j.	j.	PROPN
iajs-2813	346	49	l.	l.	PROPN
iajs-2813	346	50	;	;	PUNCT
iajs-2813	346	51	tang	tang	PROPN
iajs-2813	346	52	,	,	PUNCT
iajs-2813	346	53	w.	w.	PROPN
iajs-2813	346	54	h.	h.	PROPN
iajs-2813	346	55	w.	w.	PROPN
iajs-2813	346	56	machine	machine	PROPN
iajs-2813	346	57	learning	learn	VERB
iajs-2813	346	58	prediction	prediction	NOUN
iajs-2813	346	59	in	in	ADP
iajs-2813	346	60	cardiovascular	cardiovascular	ADJ
iajs-2813	346	61	diseases	disease	NOUN
iajs-2813	346	62	:	:	PUNCT
iajs-2813	346	63	a	a	DET
iajs-2813	346	64	meta	meta	ADJ
iajs-2813	346	65	-	-	PUNCT
iajs-2813	346	66	analysis	analysis	NOUN
iajs-2813	346	67	.	.	PUNCT
iajs-2813	347	1	sci	sci	PROPN
iajs-2813	347	2	rep	rep	PROPN
iajs-2813	347	3	.	.	PROPN
iajs-2813	347	4	2020	2020	NUM
iajs-2813	347	5	,	,	PUNCT
iajs-2813	347	6	10	10	NUM
iajs-2813	347	7	,	,	PUNCT
iajs-2813	347	8	16057	16057	NUM
iajs-2813	347	9	,	,	PUNCT
iajs-2813	347	10	1	1	NUM
iajs-2813	347	11	-	-	SYM
iajs-2813	347	12	11	11	NUM
iajs-2813	347	13	.	.	PUNCT
iajs-2813	348	1	47	47	NUM
iajs-2813	348	2	.	.	PUNCT
iajs-2813	349	1	vinter	vinter	NOUN
iajs-2813	349	2	,	,	PUNCT
iajs-2813	349	3	n.	n.	NOUN
iajs-2813	349	4	;	;	PUNCT
iajs-2813	349	5	frederiksen	frederiksen	ADJ
iajs-2813	349	6	,	,	PUNCT
iajs-2813	349	7	a.	a.	PROPN
iajs-2813	349	8	s.	s.	PROPN
iajs-2813	349	9	;	;	PUNCT
iajs-2813	349	10	albertsen	albertsen	PROPN
iajs-2813	349	11	,	,	PUNCT
iajs-2813	349	12	a.	a.	PROPN
iajs-2813	349	13	e.	e.	PROPN
iajs-2813	349	14	;	;	PUNCT
iajs-2813	349	15	lip	lip	NOUN
iajs-2813	349	16	,	,	PUNCT
iajs-2813	349	17	g.	g.	PROPN
iajs-2813	349	18	y.	y.	PROPN
iajs-2813	349	19	h.	h.	PROPN
iajs-2813	349	20	;	;	PUNCT
iajs-2813	349	21	fenger	fenger	NOUN
iajs-2813	349	22	-	-	PUNCT
iajs-2813	349	23	grøn	grøn	PROPN
iajs-2813	349	24	,	,	PUNCT
iajs-2813	349	25	m.	m.	NOUN
iajs-2813	349	26	;	;	PUNCT
iajs-2813	349	27	trinquart	trinquart	PROPN
iajs-2813	349	28	,	,	PUNCT
iajs-2813	349	29	l	l	NOUN
iajs-2813	349	30	;	;	PUNCT
iajs-2813	349	31	frost	frost	NOUN
iajs-2813	349	32	,	,	PUNCT
iajs-2813	349	33	l.	l.	PROPN
iajs-2813	349	34	;	;	PUNCT
iajs-2813	349	35	møller	møller	PROPN
iajs-2813	349	36	,	,	PUNCT
iajs-2813	349	37	d.	d.	PROPN
iajs-2813	349	38	s.	s.	PROPN
iajs-2813	349	39	role	role	PROPN
iajs-2813	349	40	for	for	ADP
iajs-2813	349	41	machine	machine	NOUN
iajs-2813	349	42	learning	learning	NOUN
iajs-2813	349	43	in	in	ADP
iajs-2813	349	44	sex	sex	NOUN
iajs-2813	349	45	-	-	PUNCT
iajs-2813	349	46	specific	specific	ADJ
iajs-2813	349	47	prediction	prediction	NOUN
iajs-2813	349	48	of	of	ADP
iajs-2813	349	49	successful	successful	ADJ
iajs-2813	349	50	electrical	electrical	ADJ
iajs-2813	349	51	cardioversion	cardioversion	NOUN
iajs-2813	349	52	in	in	ADP
iajs-2813	349	53	atrial	atrial	ADJ
iajs-2813	349	54	fibrillation	fibrillation	NOUN
iajs-2813	349	55	?	?	PUNCT
iajs-2813	349	56	.	.	PUNCT
iajs-2813	350	1	openheart	openheart	PROPN
iajs-2813	350	2	.	.	PUNCT
iajs-2813	351	1	2020	2020	NUM
iajs-2813	351	2	,	,	PUNCT
iajs-2813	351	3	7	7	NUM
iajs-2813	351	4	,	,	PUNCT
iajs-2813	351	5	1	1	NUM
iajs-2813	351	6	-	-	SYM
iajs-2813	351	7	7	7	NUM
iajs-2813	351	8	.	.	NUM
iajs-2813	351	9	48	48	NUM
iajs-2813	351	10	.	.	PUNCT
iajs-2813	352	1	wang	wang	PROPN
iajs-2813	352	2	,	,	PUNCT
iajs-2813	352	3	s.	s.	PROPN
iajs-2813	352	4	;	;	PUNCT
iajs-2813	352	5	li	li	PROPN
iajs-2813	352	6	,	,	PUNCT
iajs-2813	352	7	j.	j.	PROPN
iajs-2813	352	8	;	;	PUNCT
iajs-2813	352	9	sun	sun	PROPN
iajs-2813	352	10	,	,	PUNCT
iajs-2813	352	11	l.	l.	PROPN
iajs-2813	352	12	;	;	PUNCT
iajs-2813	352	13	cai	cai	PROPN
iajs-2813	352	14	,	,	PUNCT
iajs-2813	352	15	j.	j.	PROPN
iajs-2813	352	16	;	;	PUNCT
iajs-2813	352	17	wang	wang	PROPN
iajs-2813	352	18	,	,	PUNCT
iajs-2813	352	19	s.	s.	PROPN
iajs-2813	352	20	;	;	PUNCT
iajs-2813	352	21	zeng	zeng	PROPN
iajs-2813	352	22	,	,	PUNCT
iajs-2813	352	23	l.	l.	PROPN
iajs-2813	352	24	;	;	PUNCT
iajs-2813	352	25	sun	sun	PROPN
iajs-2813	352	26	,	,	PUNCT
iajs-2813	352	27	s.	s.	PROPN
iajs-2813	352	28	application	application	NOUN
iajs-2813	352	29	of	of	ADP
iajs-2813	352	30	machine	machine	NOUN
iajs-2813	352	31	learning	learn	VERB
iajs-2813	352	32	to	to	PART
iajs-2813	352	33	predict	predict	VERB
iajs-2813	352	34	the	the	DET
iajs-2813	352	35	occurrence	occurrence	NOUN
iajs-2813	352	36	of	of	ADP
iajs-2813	352	37	arrhythmia	arrhythmia	NOUN
iajs-2813	352	38	after	after	ADP
iajs-2813	352	39	acute	acute	ADJ
iajs-2813	352	40	myocardial	myocardial	ADJ
iajs-2813	352	41	infarction	infarction	NOUN
iajs-2813	352	42	.	.	PUNCT
iajs-2813	353	1	bmc	bmc	ADJ
iajs-2813	353	2	medical	medical	ADJ
iajs-2813	353	3	inform	inform	NOUN
iajs-2813	353	4	decis	decis	PROPN
iajs-2813	353	5	mak	mak	PROPN
iajs-2813	353	6	.	.	PROPN
iajs-2813	353	7	2021	2021	NUM
iajs-2813	353	8	,	,	PUNCT
iajs-2813	353	9	21(301	21(301	NUM
iajs-2813	353	10	)	)	PUNCT
iajs-2813	353	11	,	,	PUNCT
iajs-2813	353	12	1	1	NUM
iajs-2813	353	13	-	-	SYM
iajs-2813	353	14	14	14	NUM
iajs-2813	353	15	.	.	PUNCT
iajs-2813	353	16	49	49	NUM
iajs-2813	353	17	.	.	PUNCT
iajs-2813	354	1	lip	lip	NOUN
iajs-2813	354	2	,	,	PUNCT
iajs-2813	354	3	g.	g.	PROPN
iajs-2813	354	4	y.	y.	PROPN
iajs-2813	354	5	h.	h.	PROPN
iajs-2813	354	6	;	;	PUNCT
iajs-2813	354	7	genaidy	genaidy	ADJ
iajs-2813	354	8	,	,	PUNCT
iajs-2813	354	9	a.	a.	NOUN
iajs-2813	354	10	;	;	PUNCT
iajs-2813	354	11	tran	tran	PROPN
iajs-2813	354	12	,	,	PUNCT
iajs-2813	354	13	g.	g.	PROPN
iajs-2813	354	14	;	;	PUNCT
iajs-2813	354	15	marroquin	marroquin	PROPN
iajs-2813	354	16	,	,	PUNCT
iajs-2813	354	17	p.	p.	PROPN
iajs-2813	354	18	estes	estes	PROPN
iajs-2813	354	19	c.	c.	PROPN
iajs-2813	354	20	incident	incident	PROPN
iajs-2813	354	21	atrial	atrial	ADJ
iajs-2813	354	22	fibrillation	fibrillation	NOUN
iajs-2813	354	23	and	and	CCONJ
iajs-2813	354	24	its	its	PRON
iajs-2813	354	25	risk	risk	NOUN
iajs-2813	354	26	prediction	prediction	NOUN
iajs-2813	354	27	in	in	ADP
iajs-2813	354	28	patients	patient	NOUN
iajs-2813	354	29	developing	develop	VERB
iajs-2813	354	30	covid-19	covid-19	PROPN
iajs-2813	354	31	:	:	PUNCT
iajs-2813	354	32	a	a	DET
iajs-2813	354	33	machine	machine	NOUN
iajs-2813	354	34	learning	learn	VERB
iajs-2813	354	35	based	base	VERB
iajs-2813	354	36	algorithm	algorithm	NOUN
iajs-2813	354	37	approach	approach	NOUN
iajs-2813	354	38	.	.	PUNCT
iajs-2813	355	1	eur	eur	PROPN
iajs-2813	355	2	j	j	PROPN
iajs-2813	355	3	intern	intern	NOUN
iajs-2813	355	4	med	me	VERB
iajs-2813	355	5	.	.	PROPN
iajs-2813	355	6	2021	2021	NUM
iajs-2813	355	7	,	,	PUNCT
iajs-2813	355	8	91	91	NUM
iajs-2813	355	9	,	,	PUNCT
iajs-2813	355	10	53	53	NUM
iajs-2813	355	11	-	-	SYM
iajs-2813	355	12	58	58	NUM
iajs-2813	355	13	.	.	PUNCT
iajs-2813	356	1	50	50	NUM
iajs-2813	356	2	.	.	X
iajs-2813	357	1	wang	wang	PROPN
iajs-2813	357	2	,	,	PUNCT
iajs-2813	357	3	q.	q.	PROPN
iajs-2813	357	4	;	;	PUNCT
iajs-2813	357	5	li	li	PROPN
iajs-2813	357	6	,	,	PUNCT
iajs-2813	357	7	b.	b.	PROPN
iajs-2813	357	8	;	;	PUNCT
iajs-2813	357	9	chen	chen	PROPN
iajs-2813	357	10	,	,	PUNCT
iajs-2813	357	11	k.	k.	PROPN
iajs-2813	357	12	;	;	PUNCT
iajs-2813	357	13	yu	yu	PROPN
iajs-2813	357	14	,	,	PUNCT
iajs-2813	357	15	f.	f.	PROPN
iajs-2813	357	16	;	;	PUNCT
iajs-2813	357	17	su	su	PROPN
iajs-2813	357	18	,	,	PUNCT
iajs-2813	357	19	h.	h.	PROPN
iajs-2813	357	20	;	;	PUNCT
iajs-2813	357	21	hu	hu	PROPN
iajs-2813	357	22	,	,	PUNCT
iajs-2813	357	23	k.	k.	PROPN
iajs-2813	357	24	;	;	PUNCT
iajs-2813	357	25	et	et	PROPN
iajs-2813	357	26	al	al	PROPN
iajs-2813	357	27	.	.	PROPN
iajs-2813	357	28	machine	machine	NOUN
iajs-2813	357	29	learning	learning	NOUN
iajs-2813	357	30	-	-	PUNCT
iajs-2813	357	31	based	base	VERB
iajs-2813	357	32	risk	risk	NOUN
iajs-2813	357	33	prediction	prediction	NOUN
iajs-2813	357	34	of	of	ADP
iajs-2813	357	35	malignant	malignant	ADJ
iajs-2813	357	36	arrhythmia	arrhythmia	NOUN
iajs-2813	357	37	in	in	ADP
iajs-2813	357	38	hospitalized	hospitalize	VERB
iajs-2813	357	39	patients	patient	NOUN
iajs-2813	357	40	with	with	ADP
iajs-2813	357	41	heart	heart	NOUN
iajs-2813	357	42	failure	failure	NOUN
iajs-2813	357	43	.	.	PUNCT
iajs-2813	358	1	esc	esc	NOUN
iajs-2813	358	2	heart	heart	NOUN
iajs-2813	358	3	fail	fail	VERB
iajs-2813	358	4	.	.	PUNCT
iajs-2813	359	1	2021	2021	NUM
iajs-2813	359	2	,	,	PUNCT
iajs-2813	359	3	8(6	8(6	NUM
iajs-2813	359	4	)	)	PUNCT
iajs-2813	359	5	,	,	PUNCT
iajs-2813	359	6	5363–5371	5363–5371	NUM
iajs-2813	359	7	.	.	PROPN
iajs-2813	360	1	51	51	NUM
iajs-2813	360	2	.	.	PUNCT
iajs-2813	361	1	khurshid	khurshid	PROPN
iajs-2813	361	2	,	,	PUNCT
iajs-2813	361	3	s.	s.	PROPN
iajs-2813	361	4	;	;	PUNCT
iajs-2813	361	5	friedman	friedman	PROPN
iajs-2813	361	6	,	,	PUNCT
iajs-2813	361	7	s.	s.	PROPN
iajs-2813	361	8	;	;	PUNCT
iajs-2813	361	9	reeder	reeder	PROPN
iajs-2813	361	10	,	,	PUNCT
iajs-2813	361	11	c.	c.	PROPN
iajs-2813	361	12	;	;	PUNCT
iajs-2813	361	13	achille	achille	PROPN
iajs-2813	361	14	,	,	PUNCT
iajs-2813	361	15	p.	p.	PROPN
iajs-2813	361	16	d.	d.	PROPN
iajs-2813	361	17	;	;	PUNCT
iajs-2813	361	18	diamant	diamant	NOUN
iajs-2813	361	19	,	,	PUNCT
iajs-2813	361	20	n.	n.	NOUN
iajs-2813	361	21	;	;	PUNCT
iajs-2813	361	22	singh	singh	PROPN
iajs-2813	361	23	,	,	PUNCT
iajs-2813	361	24	p.	p.	PROPN
iajs-2813	361	25	;	;	PUNCT
iajs-2813	361	26	harrington	harrington	PROPN
iajs-2813	361	27	,	,	PUNCT
iajs-2813	361	28	l.	l.	PROPN
iajs-2813	361	29	x.	x.	PROPN
iajs-2813	361	30	;	;	PUNCT
iajs-2813	361	31	wang	wang	PROPN
iajs-2813	361	32	,	,	PUNCT
iajs-2813	361	33	x.	x.	PROPN
iajs-2813	361	34	;	;	PUNCT
iajs-2813	361	35	al	al	PROPN
iajs-2813	361	36	-	-	PUNCT
iajs-2813	361	37	alusi	alusi	PROPN
iajs-2813	361	38	,	,	PUNCT
iajs-2813	361	39	m.	m.	NOUN
iajs-2813	361	40	a.	a.	NOUN
iajs-2813	361	41	;	;	PUNCT
iajs-2813	361	42	sarma	sarma	PROPN
iajs-2813	361	43	,	,	PUNCT
iajs-2813	361	44	g.	g.	PROPN
iajs-2813	361	45	;	;	PUNCT
iajs-2813	361	46	foulkes	foulkes	PROPN
iajs-2813	361	47	,	,	PUNCT
iajs-2813	361	48	a.	a.	PROPN
iajs-2813	361	49	s.	s.	PROPN
iajs-2813	361	50	;	;	PUNCT
iajs-2813	361	51	ellinor	ellinor	PROPN
iajs-2813	361	52	,	,	PUNCT
iajs-2813	361	53	p.	p.	PROPN
iajs-2813	361	54	t.	t.	PROPN
iajs-2813	361	55	;	;	PUNCT
iajs-2813	361	56	anderson	anderson	PROPN
iajs-2813	361	57	,	,	PUNCT
iajs-2813	361	58	c.	c.	PROPN
iajs-2813	361	59	d.	d.	PROPN
iajs-2813	361	60	;	;	PUNCT
iajs-2813	361	61	ho	ho	PROPN
iajs-2813	361	62	,	,	PUNCT
iajs-2813	361	63	j.	j.	PROPN
iajs-2813	361	64	e.	e.	PROPN
iajs-2813	361	65	;	;	PUNCT
iajs-2813	361	66	philippakis	philippakis	PROPN
iajs-2813	361	67	,	,	PUNCT
iajs-2813	361	68	a.	a.	NOUN
iajs-2813	361	69	a.	a.	PROPN
iajs-2813	361	70	;	;	PUNCT
iajs-2813	361	71	batra	batra	PROPN
iajs-2813	361	72	,	,	PUNCT
iajs-2813	361	73	p.	p.	PROPN
iajs-2813	361	74	;	;	PUNCT
iajs-2813	361	75	lubitz	lubitz	PROPN
iajs-2813	361	76	,	,	PUNCT
iajs-2813	361	77	s.	s.	PROPN
iajs-2813	361	78	a.	a.	PROPN
iajs-2813	361	79	ecg	ecg	PROPN
iajs-2813	361	80	-	-	PUNCT
iajs-2813	361	81	based	base	VERB
iajs-2813	361	82	deep	deep	ADJ
iajs-2813	361	83	learning	learning	NOUN
iajs-2813	361	84	and	and	CCONJ
iajs-2813	361	85	clinical	clinical	ADJ
iajs-2813	361	86	risk	risk	NOUN
iajs-2813	361	87	factors	factor	NOUN
iajs-2813	361	88	to	to	PART
iajs-2813	361	89	predict	predict	VERB
iajs-2813	361	90	atrial	atrial	ADJ
iajs-2813	361	91	fibrillation	fibrillation	NOUN
iajs-2813	361	92	.	.	PUNCT
iajs-2813	362	1	circulation	circulation	NOUN
iajs-2813	362	2	.	.	PUNCT
iajs-2813	363	1	2021	2021	NUM
iajs-2813	363	2	,	,	PUNCT
iajs-2813	363	3	145(2	145(2	NUM
iajs-2813	363	4	)	)	PUNCT
iajs-2813	363	5	,	,	PUNCT
iajs-2813	363	6	122	122	NUM
iajs-2813	363	7	-	-	SYM
iajs-2813	363	8	133	133	NUM
iajs-2813	363	9	.	.	PUNCT
