id	sid	tid	token	lemma	pos
ecj-8573	1	1	hrev_master	hrev_master	NOUN
ecj-8573	2	1	[	[	X
ecj-8573	2	2	page	page	NOUN
ecj-8573	2	3	6	6	NUM
ecj-8573	2	4	]	]	PUNCT
ecj-8573	3	1	[	[	X
ecj-8573	3	2	emergency	emergency	NOUN
ecj-8573	3	3	care	care	NOUN
ecj-8573	3	4	journal	journal	NOUN
ecj-8573	3	5	2020	2020	NUM
ecj-8573	3	6	;	;	PUNCT
ecj-8573	3	7	16:8573	16:8573	NUM
ecj-8573	3	8	]	]	X
ecj-8573	3	9	emergency	emergency	NOUN
ecj-8573	3	10	care	care	NOUN
ecj-8573	3	11	journal	journal	PROPN
ecj-8573	3	12	2020	2020	NUM
ecj-8573	3	13	;	;	PUNCT
ecj-8573	3	14	volume	volume	NOUN
ecj-8573	3	15	16:8573	16:8573	NUM
ecj-8573	3	16	abstract	abstract	ADJ
ecj-8573	3	17	in	in	ADP
ecj-8573	3	18	the	the	DET
ecj-8573	3	19	last	last	ADJ
ecj-8573	3	20	few	few	ADJ
ecj-8573	3	21	years	year	NOUN
ecj-8573	3	22	,	,	PUNCT
ecj-8573	3	23	artificial	artificial	ADJ
ecj-8573	3	24	intelligence	intelligence	NOUN
ecj-8573	3	25	(	(	PUNCT
ecj-8573	3	26	ai	ai	NOUN
ecj-8573	3	27	)	)	PUNCT
ecj-8573	3	28	technology	technology	NOUN
ecj-8573	3	29	has	have	AUX
ecj-8573	3	30	grown	grown	AUX
ecj-8573	3	31	dramatically	dramatically	ADV
ecj-8573	3	32	impacting	impact	VERB
ecj-8573	3	33	several	several	ADJ
ecj-8573	3	34	fields	field	NOUN
ecj-8573	3	35	of	of	ADP
ecj-8573	3	36	human	human	ADJ
ecj-8573	3	37	knowledge	knowledge	NOUN
ecj-8573	3	38	and	and	CCONJ
ecj-8573	3	39	medicine	medicine	NOUN
ecj-8573	3	40	in	in	ADP
ecj-8573	3	41	particular	particular	ADJ
ecj-8573	3	42	.	.	PUNCT
ecj-8573	4	1	among	among	ADP
ecj-8573	4	2	other	other	ADJ
ecj-8573	4	3	approaches	approach	NOUN
ecj-8573	4	4	,	,	PUNCT
ecj-8573	4	5	deep	deep	ADJ
ecj-8573	4	6	learning	learning	NOUN
ecj-8573	4	7	,	,	PUNCT
ecj-8573	4	8	which	which	PRON
ecj-8573	4	9	is	be	AUX
ecj-8573	4	10	a	a	DET
ecj-8573	4	11	subset	subset	NOUN
ecj-8573	4	12	of	of	ADP
ecj-8573	4	13	ai	ai	INTJ
ecj-8573	4	14	based	base	VERB
ecj-8573	4	15	on	on	ADP
ecj-8573	4	16	specific	specific	ADJ
ecj-8573	4	17	computational	computational	ADJ
ecj-8573	4	18	models	model	NOUN
ecj-8573	4	19	,	,	PUNCT
ecj-8573	4	20	such	such	ADJ
ecj-8573	4	21	as	as	ADP
ecj-8573	4	22	deep	deep	ADJ
ecj-8573	4	23	convolutional	convolutional	ADJ
ecj-8573	4	24	neural	neural	ADJ
ecj-8573	4	25	networks	network	NOUN
ecj-8573	4	26	and	and	CCONJ
ecj-8573	4	27	recurrent	recurrent	ADJ
ecj-8573	4	28	neural	neural	ADJ
ecj-8573	4	29	networks	network	NOUN
ecj-8573	4	30	,	,	PUNCT
ecj-8573	4	31	has	have	AUX
ecj-8573	4	32	shown	show	VERB
ecj-8573	4	33	exceptional	exceptional	ADJ
ecj-8573	4	34	performance	performance	NOUN
ecj-8573	4	35	in	in	ADP
ecj-8573	4	36	images	image	NOUN
ecj-8573	4	37	and	and	CCONJ
ecj-8573	4	38	signals	signal	NOUN
ecj-8573	4	39	processing	processing	NOUN
ecj-8573	4	40	.	.	PUNCT
ecj-8573	5	1	accordingly	accordingly	ADV
ecj-8573	5	2	,	,	PUNCT
ecj-8573	5	3	emergency	emergency	NOUN
ecj-8573	5	4	medicine	medicine	NOUN
ecj-8573	5	5	will	will	AUX
ecj-8573	5	6	benefit	benefit	VERB
ecj-8573	5	7	from	from	ADP
ecj-8573	5	8	the	the	DET
ecj-8573	5	9	adoption	adoption	NOUN
ecj-8573	5	10	of	of	ADP
ecj-8573	5	11	this	this	DET
ecj-8573	5	12	technology	technology	NOUN
ecj-8573	5	13	.	.	PUNCT
ecj-8573	6	1	however	however	ADV
ecj-8573	6	2	,	,	PUNCT
ecj-8573	6	3	a	a	DET
ecj-8573	6	4	particular	particular	ADJ
ecj-8573	6	5	attention	attention	NOUN
ecj-8573	6	6	should	should	AUX
ecj-8573	6	7	be	be	AUX
ecj-8573	6	8	devoted	devote	VERB
ecj-8573	6	9	to	to	ADP
ecj-8573	6	10	the	the	DET
ecj-8573	6	11	review	review	NOUN
ecj-8573	6	12	of	of	ADP
ecj-8573	6	13	these	these	DET
ecj-8573	6	14	papers	paper	NOUN
ecj-8573	6	15	in	in	ADP
ecj-8573	6	16	order	order	NOUN
ecj-8573	6	17	to	to	PART
ecj-8573	6	18	exclude	exclude	VERB
ecj-8573	6	19	overoptimistic	overoptimistic	ADJ
ecj-8573	6	20	results	result	NOUN
ecj-8573	6	21	from	from	ADP
ecj-8573	6	22	clinically	clinically	ADV
ecj-8573	6	23	transferable	transferable	ADJ
ecj-8573	6	24	ones	one	NOUN
ecj-8573	6	25	.	.	PUNCT
ecj-8573	7	1	we	we	PRON
ecj-8573	7	2	presented	present	VERB
ecj-8573	7	3	a	a	DET
ecj-8573	7	4	group	group	NOUN
ecj-8573	7	5	of	of	ADP
ecj-8573	7	6	studies	study	NOUN
ecj-8573	7	7	recently	recently	ADV
ecj-8573	7	8	published	publish	VERB
ecj-8573	7	9	on	on	ADP
ecj-8573	7	10	pubmed	pubmed	PROPN
ecj-8573	7	11	and	and	CCONJ
ecj-8573	7	12	selected	select	VERB
ecj-8573	7	13	by	by	ADP
ecj-8573	7	14	keywords	keyword	NOUN
ecj-8573	7	15	‘	'	PUNCT
ecj-8573	7	16	deep	deep	ADJ
ecj-8573	7	17	learning	learn	VERB
ecj-8573	7	18	emergency	emergency	NOUN
ecj-8573	7	19	medicine	medicine	NOUN
ecj-8573	7	20	’	'	PUNCT
ecj-8573	7	21	and	and	CCONJ
ecj-8573	7	22	‘	'	PUNCT
ecj-8573	7	23	artificial	artificial	ADJ
ecj-8573	7	24	intelligence	intelligence	NOUN
ecj-8573	7	25	emergency	emergency	NOUN
ecj-8573	7	26	medicine	medicine	NOUN
ecj-8573	7	27	’	'	PUNCT
ecj-8573	7	28	with	with	ADP
ecj-8573	7	29	the	the	DET
ecj-8573	7	30	aim	aim	NOUN
ecj-8573	7	31	of	of	ADP
ecj-8573	7	32	highlighting	highlight	VERB
ecj-8573	7	33	their	their	PRON
ecj-8573	7	34	methodological	methodological	ADJ
ecj-8573	7	35	strengths	strength	NOUN
ecj-8573	7	36	and	and	CCONJ
ecj-8573	7	37	weaknesses	weakness	NOUN
ecj-8573	7	38	,	,	PUNCT
ecj-8573	7	39	as	as	ADV
ecj-8573	7	40	well	well	ADV
ecj-8573	7	41	as	as	ADP
ecj-8573	7	42	their	their	PRON
ecj-8573	7	43	clinical	clinical	ADJ
ecj-8573	7	44	usefulness	usefulness	NOUN
ecj-8573	7	45	.	.	PUNCT
ecj-8573	8	1	introduction	introduction	NOUN
ecj-8573	8	2	artificial	artificial	ADJ
ecj-8573	8	3	intelligence	intelligence	NOUN
ecj-8573	8	4	(	(	PUNCT
ecj-8573	8	5	ai	ai	NOUN
ecj-8573	8	6	)	)	PUNCT
ecj-8573	8	7	has	have	AUX
ecj-8573	8	8	recently	recently	ADV
ecj-8573	8	9	emerged	emerge	VERB
ecj-8573	8	10	as	as	ADP
ecj-8573	8	11	a	a	DET
ecj-8573	8	12	disruptive	disruptive	ADJ
ecj-8573	8	13	technology	technology	NOUN
ecj-8573	8	14	in	in	ADP
ecj-8573	8	15	biomedicine	biomedicine	NOUN
ecj-8573	8	16	especially	especially	ADV
ecj-8573	8	17	because	because	SCONJ
ecj-8573	8	18	the	the	DET
ecj-8573	8	19	availability	availability	NOUN
ecj-8573	8	20	of	of	ADP
ecj-8573	8	21	large	large	ADJ
ecj-8573	8	22	repository	repository	NOUN
ecj-8573	8	23	of	of	ADP
ecj-8573	8	24	clinical	clinical	ADJ
ecj-8573	8	25	data	datum	NOUN
ecj-8573	8	26	and	and	CCONJ
ecj-8573	8	27	the	the	DET
ecj-8573	8	28	progressive	progressive	ADJ
ecj-8573	8	29	growth	growth	NOUN
ecj-8573	8	30	of	of	ADP
ecj-8573	8	31	computing	compute	VERB
ecj-8573	8	32	capacity.1	capacity.1	PROPN
ecj-8573	8	33	recently	recently	ADV
ecj-8573	8	34	,	,	PUNCT
ecj-8573	8	35	the	the	DET
ecj-8573	8	36	number	number	NOUN
ecj-8573	8	37	of	of	ADP
ecj-8573	8	38	published	publish	VERB
ecj-8573	8	39	papers	paper	NOUN
ecj-8573	8	40	about	about	ADP
ecj-8573	8	41	this	this	DET
ecj-8573	8	42	topic	topic	NOUN
ecj-8573	8	43	has	have	AUX
ecj-8573	8	44	risen	rise	VERB
ecj-8573	8	45	exponentially	exponentially	ADV
ecj-8573	8	46	,	,	PUNCT
ecj-8573	8	47	while	while	SCONJ
ecj-8573	8	48	the	the	DET
ecj-8573	8	49	performance	performance	NOUN
ecj-8573	8	50	of	of	ADP
ecj-8573	8	51	the	the	DET
ecj-8573	8	52	proposed	propose	VERB
ecj-8573	8	53	systems	system	NOUN
ecj-8573	8	54	is	be	AUX
ecj-8573	8	55	getting	get	VERB
ecj-8573	8	56	closer	close	ADJ
ecj-8573	8	57	(	(	PUNCT
ecj-8573	8	58	and	and	CCONJ
ecj-8573	8	59	in	in	ADP
ecj-8573	8	60	many	many	ADJ
ecj-8573	8	61	cases	case	NOUN
ecj-8573	8	62	exceeding	exceed	VERB
ecj-8573	8	63	)	)	PUNCT
ecj-8573	8	64	than	than	ADP
ecj-8573	8	65	those	those	PRON
ecj-8573	8	66	of	of	ADP
ecj-8573	8	67	experts	expert	NOUN
ecj-8573	8	68	in	in	ADP
ecj-8573	8	69	many	many	ADJ
ecj-8573	8	70	medical	medical	ADJ
ecj-8573	8	71	tasks	task	NOUN
ecj-8573	8	72	.	.	PUNCT
ecj-8573	9	1	ai	ai	VERB
ecj-8573	9	2	in	in	ADP
ecj-8573	9	3	medicine	medicine	NOUN
ecj-8573	9	4	is	be	AUX
ecj-8573	9	5	a	a	DET
ecj-8573	9	6	wide	wide	ADJ
ecj-8573	9	7	field	field	NOUN
ecj-8573	9	8	with	with	ADP
ecj-8573	9	9	applications	application	NOUN
ecj-8573	9	10	ranging	range	VERB
ecj-8573	9	11	from	from	ADP
ecj-8573	9	12	natural	natural	ADJ
ecj-8573	9	13	language	language	NOUN
ecj-8573	9	14	processing	processing	NOUN
ecj-8573	9	15	to	to	ADP
ecj-8573	9	16	deep	deep	ADJ
ecj-8573	9	17	learning	learning	NOUN
ecj-8573	9	18	(	(	PUNCT
ecj-8573	9	19	dl	dl	PROPN
ecj-8573	9	20	)	)	PUNCT
ecj-8573	9	21	.	.	PUNCT
ecj-8573	10	1	accordingly	accordingly	ADV
ecj-8573	10	2	,	,	PUNCT
ecj-8573	10	3	we	we	PRON
ecj-8573	10	4	restricted	restrict	VERB
ecj-8573	10	5	our	our	PRON
ecj-8573	10	6	analysis	analysis	NOUN
ecj-8573	10	7	this	this	DET
ecj-8573	10	8	latter	latter	ADJ
ecj-8573	10	9	topic	topic	NOUN
ecj-8573	10	10	because	because	SCONJ
ecj-8573	10	11	dl	dl	PROPN
ecj-8573	10	12	solutions	solution	NOUN
ecj-8573	10	13	using	use	VERB
ecj-8573	10	14	convolutional	convolutional	ADJ
ecj-8573	10	15	neural	neural	ADJ
ecj-8573	10	16	networks	network	NOUN
ecj-8573	10	17	has	have	AUX
ecj-8573	10	18	shown	show	VERB
ecj-8573	10	19	exceptional	exceptional	ADJ
ecj-8573	10	20	performance	performance	NOUN
ecj-8573	10	21	in	in	ADP
ecj-8573	10	22	images	image	NOUN
ecj-8573	10	23	and	and	CCONJ
ecj-8573	10	24	signals	signal	VERB
ecj-8573	10	25	processing.2	processing.2	NOUN
ecj-8573	10	26	accordingly	accordingly	ADV
ecj-8573	10	27	,	,	PUNCT
ecj-8573	10	28	some	some	DET
ecj-8573	10	29	ai	ai	PROPN
ecj-8573	10	30	systems	system	NOUN
ecj-8573	10	31	are	be	AUX
ecj-8573	10	32	almost	almost	ADV
ecj-8573	10	33	ready	ready	ADJ
ecj-8573	10	34	to	to	PART
ecj-8573	10	35	be	be	AUX
ecj-8573	10	36	used	use	VERB
ecj-8573	10	37	in	in	ADP
ecj-8573	10	38	everyday	everyday	ADJ
ecj-8573	10	39	clinical	clinical	ADJ
ecj-8573	10	40	life	life	NOUN
ecj-8573	10	41	,	,	PUNCT
ecj-8573	10	42	especially	especially	ADV
ecj-8573	10	43	in	in	ADP
ecj-8573	10	44	the	the	DET
ecj-8573	10	45	fields	field	NOUN
ecj-8573	10	46	of	of	ADP
ecj-8573	10	47	ophthalmology3	ophthalmology3	PROPN
ecj-8573	10	48	and	and	CCONJ
ecj-8573	10	49	dermatology,4	dermatology,4	ADJ
ecj-8573	10	50	while	while	SCONJ
ecj-8573	10	51	there	there	PRON
ecj-8573	10	52	are	be	VERB
ecj-8573	10	53	still	still	ADV
ecj-8573	10	54	few	few	ADJ
ecj-8573	10	55	applications	application	NOUN
ecj-8573	10	56	for	for	ADP
ecj-8573	10	57	emergency	emergency	NOUN
ecj-8573	10	58	medicine	medicine	NOUN
ecj-8573	10	59	departments	department	NOUN
ecj-8573	10	60	(	(	PUNCT
ecj-8573	10	61	ed).5	ed).5	PROPN
ecj-8573	10	62	however	however	ADV
ecj-8573	10	63	,	,	PUNCT
ecj-8573	10	64	emergency	emergency	NOUN
ecj-8573	10	65	medicine	medicine	NOUN
ecj-8573	10	66	is	be	AUX
ecj-8573	10	67	an	an	DET
ecj-8573	10	68	eligible	eligible	ADJ
ecj-8573	10	69	application	application	NOUN
ecj-8573	10	70	area	area	NOUN
ecj-8573	10	71	for	for	ADP
ecj-8573	10	72	artificial	artificial	ADJ
ecj-8573	10	73	intelligence	intelligence	NOUN
ecj-8573	10	74	systems	system	NOUN
ecj-8573	10	75	due	due	ADP
ecj-8573	10	76	to	to	ADP
ecj-8573	10	77	its	its	PRON
ecj-8573	10	78	main	main	ADJ
ecj-8573	10	79	characteristics	characteristic	NOUN
ecj-8573	10	80	of	of	ADP
ecj-8573	10	81	unpredictability	unpredictability	NOUN
ecj-8573	10	82	of	of	ADP
ecj-8573	10	83	patient	patient	ADJ
ecj-8573	10	84	influx	influx	NOUN
ecj-8573	10	85	,	,	PUNCT
ecj-8573	10	86	criticality	criticality	NOUN
ecj-8573	10	87	of	of	ADP
ecj-8573	10	88	the	the	DET
ecj-8573	10	89	patient	patient	NOUN
ecj-8573	10	90	’s	’s	PART
ecj-8573	10	91	conditions	condition	NOUN
ecj-8573	10	92	,	,	PUNCT
ecj-8573	10	93	high	high	ADJ
ecj-8573	10	94	risk	risk	NOUN
ecj-8573	10	95	of	of	ADP
ecj-8573	10	96	human	human	ADJ
ecj-8573	10	97	error	error	NOUN
ecj-8573	10	98	and	and	CCONJ
ecj-8573	10	99	exhaust	exhaust	ADJ
ecj-8573	10	100	human	human	ADJ
ecj-8573	10	101	capabilities	capability	NOUN
ecj-8573	10	102	.	.	PUNCT
ecj-8573	11	1	in	in	ADP
ecj-8573	11	2	particular	particular	ADJ
ecj-8573	11	3	,	,	PUNCT
ecj-8573	11	4	three	three	NUM
ecj-8573	11	5	classes	class	NOUN
ecj-8573	11	6	of	of	ADP
ecj-8573	11	7	applications	application	NOUN
ecj-8573	11	8	that	that	PRON
ecj-8573	11	9	could	could	AUX
ecj-8573	11	10	be	be	AUX
ecj-8573	11	11	implemented	implement	VERB
ecj-8573	11	12	using	use	VERB
ecj-8573	11	13	deep	deep	ADJ
ecj-8573	11	14	learning	learning	NOUN
ecj-8573	11	15	technology	technology	NOUN
ecj-8573	11	16	,	,	PUNCT
ecj-8573	11	17	can	can	AUX
ecj-8573	11	18	be	be	AUX
ecj-8573	11	19	mainly	mainly	ADV
ecj-8573	11	20	recognized	recognize	VERB
ecj-8573	11	21	according	accord	VERB
ecj-8573	11	22	to	to	ADP
ecj-8573	11	23	the	the	DET
ecj-8573	11	24	published	publish	VERB
ecj-8573	11	25	literature	literature	NOUN
ecj-8573	11	26	:	:	PUNCT
ecj-8573	11	27	i	i	NOUN
ecj-8573	11	28	)	)	PUNCT
ecj-8573	11	29	automatic	automatic	ADJ
ecj-8573	11	30	triage	triage	NOUN
ecj-8573	11	31	systems	system	NOUN
ecj-8573	11	32	;	;	PUNCT
ecj-8573	11	33	ii	ii	X
ecj-8573	11	34	)	)	PUNCT
ecj-8573	11	35	algorithms	algorithm	NOUN
ecj-8573	11	36	for	for	ADP
ecj-8573	11	37	the	the	DET
ecj-8573	11	38	prediction	prediction	NOUN
ecj-8573	11	39	of	of	ADP
ecj-8573	11	40	clinical	clinical	ADJ
ecj-8573	11	41	events	event	NOUN
ecj-8573	11	42	and	and	CCONJ
ecj-8573	11	43	for	for	ADP
ecj-8573	11	44	the	the	DET
ecj-8573	11	45	generation	generation	NOUN
ecj-8573	11	46	of	of	ADP
ecj-8573	11	47	alerts	alert	NOUN
ecj-8573	11	48	based	base	VERB
ecj-8573	11	49	on	on	ADP
ecj-8573	11	50	signals	signal	NOUN
ecj-8573	11	51	monitoring	monitoring	NOUN
ecj-8573	11	52	;	;	PUNCT
ecj-8573	11	53	iii	iii	X
ecj-8573	11	54	)	)	PUNCT
ecj-8573	11	55	clinical	clinical	ADJ
ecj-8573	11	56	decision	decision	NOUN
ecj-8573	11	57	support	support	NOUN
ecj-8573	11	58	systems	system	NOUN
ecj-8573	11	59	for	for	ADP
ecj-8573	11	60	diagnostic	diagnostic	ADJ
ecj-8573	11	61	imaging	imaging	NOUN
ecj-8573	11	62	.	.	PUNCT
ecj-8573	12	1	on	on	ADP
ecj-8573	12	2	the	the	DET
ecj-8573	12	3	other	other	ADJ
ecj-8573	12	4	hand	hand	NOUN
ecj-8573	12	5	,	,	PUNCT
ecj-8573	12	6	artificial	artificial	ADJ
ecj-8573	12	7	intelligence	intelligence	NOUN
ecj-8573	12	8	is	be	AUX
ecj-8573	12	9	still	still	ADV
ecj-8573	12	10	at	at	ADP
ecj-8573	12	11	an	an	DET
ecj-8573	12	12	early	early	ADJ
ecj-8573	12	13	stage	stage	NOUN
ecj-8573	12	14	of	of	ADP
ecj-8573	12	15	development	development	NOUN
ecj-8573	12	16	and	and	CCONJ
ecj-8573	12	17	its	its	PRON
ecj-8573	12	18	adoption	adoption	NOUN
ecj-8573	12	19	in	in	ADP
ecj-8573	12	20	clinical	clinical	ADJ
ecj-8573	12	21	practice	practice	NOUN
ecj-8573	12	22	is	be	AUX
ecj-8573	12	23	not	not	PART
ecj-8573	12	24	trivial	trivial	ADJ
ecj-8573	12	25	,	,	PUNCT
ecj-8573	12	26	while	while	SCONJ
ecj-8573	12	27	patient	patient	ADJ
ecj-8573	12	28	safety	safety	NOUN
ecj-8573	12	29	requires	require	VERB
ecj-8573	12	30	a	a	DET
ecj-8573	12	31	rigorous	rigorous	ADJ
ecj-8573	12	32	methodological	methodological	ADJ
ecj-8573	12	33	approach	approach	NOUN
ecj-8573	12	34	to	to	PART
ecj-8573	12	35	avoid	avoid	VERB
ecj-8573	12	36	rhetoric	rhetoric	NOUN
ecj-8573	12	37	and	and	CCONJ
ecj-8573	12	38	overly	overly	ADV
ecj-8573	12	39	optimistic	optimistic	ADJ
ecj-8573	12	40	claims.6	claims.6	PROPN
ecj-8573	12	41	therefore	therefore	ADV
ecj-8573	12	42	,	,	PUNCT
ecj-8573	12	43	an	an	DET
ecj-8573	12	44	indepth	indepth	ADJ
ecj-8573	12	45	critical	critical	ADJ
ecj-8573	12	46	review	review	NOUN
ecj-8573	12	47	and	and	CCONJ
ecj-8573	12	48	understanding	understanding	NOUN
ecj-8573	12	49	of	of	ADP
ecj-8573	12	50	the	the	DET
ecj-8573	12	51	materials	material	NOUN
ecj-8573	12	52	and	and	CCONJ
ecj-8573	12	53	methods	method	NOUN
ecj-8573	12	54	section	section	NOUN
ecj-8573	12	55	of	of	ADP
ecj-8573	12	56	the	the	DET
ecj-8573	12	57	scientific	scientific	ADJ
ecj-8573	12	58	papers	paper	NOUN
ecj-8573	12	59	published	publish	VERB
ecj-8573	12	60	in	in	ADP
ecj-8573	12	61	the	the	DET
ecj-8573	12	62	field	field	NOUN
ecj-8573	12	63	of	of	ADP
ecj-8573	12	64	artificial	artificial	ADJ
ecj-8573	12	65	intelligence	intelligence	NOUN
ecj-8573	12	66	and	and	CCONJ
ecj-8573	12	67	medicine	medicine	NOUN
ecj-8573	12	68	is	be	AUX
ecj-8573	12	69	crucial	crucial	ADJ
ecj-8573	12	70	to	to	PART
ecj-8573	12	71	promote	promote	VERB
ecj-8573	12	72	a	a	DET
ecj-8573	12	73	quick	quick	ADJ
ecj-8573	12	74	and	and	CCONJ
ecj-8573	12	75	safe	safe	ADJ
ecj-8573	12	76	adoption	adoption	NOUN
ecj-8573	12	77	of	of	ADP
ecj-8573	12	78	these	these	DET
ecj-8573	12	79	systems	system	NOUN
ecj-8573	12	80	into	into	ADP
ecj-8573	12	81	the	the	DET
ecj-8573	12	82	clinical	clinical	ADJ
ecj-8573	12	83	practice	practice	NOUN
ecj-8573	12	84	.	.	PUNCT
ecj-8573	13	1	the	the	DET
ecj-8573	13	2	aim	aim	NOUN
ecj-8573	13	3	of	of	ADP
ecj-8573	13	4	this	this	DET
ecj-8573	13	5	review	review	NOUN
ecj-8573	13	6	is	be	AUX
ecj-8573	13	7	a	a	DET
ecj-8573	13	8	brief	brief	ADJ
ecj-8573	13	9	and	and	CCONJ
ecj-8573	13	10	limited	limited	ADJ
ecj-8573	13	11	analysis	analysis	NOUN
ecj-8573	13	12	of	of	ADP
ecj-8573	13	13	papers	paper	NOUN
ecj-8573	13	14	published	publish	VERB
ecj-8573	13	15	in	in	ADP
ecj-8573	13	16	the	the	DET
ecj-8573	13	17	last	last	ADJ
ecj-8573	13	18	two	two	NUM
ecj-8573	13	19	years	year	NOUN
ecj-8573	13	20	in	in	ADP
ecj-8573	13	21	the	the	DET
ecj-8573	13	22	field	field	NOUN
ecj-8573	13	23	of	of	ADP
ecj-8573	13	24	emergency	emergency	NOUN
ecj-8573	13	25	medicine	medicine	NOUN
ecj-8573	13	26	based	base	VERB
ecj-8573	13	27	on	on	ADP
ecj-8573	13	28	deep	deep	ADJ
ecj-8573	13	29	learning	learning	NOUN
ecj-8573	13	30	technology	technology	NOUN
ecj-8573	13	31	.	.	PUNCT
ecj-8573	14	1	in	in	ADP
ecj-8573	14	2	particular	particular	ADJ
ecj-8573	14	3	,	,	PUNCT
ecj-8573	14	4	all	all	DET
ecj-8573	14	5	publications	publication	NOUN
ecj-8573	14	6	have	have	AUX
ecj-8573	14	7	been	be	AUX
ecj-8573	14	8	classified	classify	VERB
ecj-8573	14	9	according	accord	VERB
ecj-8573	14	10	to	to	ADP
ecj-8573	14	11	three	three	NUM
ecj-8573	14	12	main	main	ADJ
ecj-8573	14	13	categories	category	NOUN
ecj-8573	14	14	and	and	CCONJ
ecj-8573	14	15	analyzed	analyze	VERB
ecj-8573	14	16	both	both	CCONJ
ecj-8573	14	17	in	in	ADP
ecj-8573	14	18	terms	term	NOUN
ecj-8573	14	19	of	of	ADP
ecj-8573	14	20	the	the	DET
ecj-8573	14	21	potential	potential	ADJ
ecj-8573	14	22	impact	impact	NOUN
ecj-8573	14	23	that	that	PRON
ecj-8573	14	24	they	they	PRON
ecj-8573	14	25	can	can	AUX
ecj-8573	14	26	have	have	VERB
ecj-8573	14	27	in	in	ADP
ecj-8573	14	28	clinical	clinical	ADJ
ecj-8573	14	29	practice	practice	NOUN
ecj-8573	14	30	,	,	PUNCT
ecj-8573	14	31	and	and	CCONJ
ecj-8573	14	32	of	of	ADP
ecj-8573	14	33	the	the	DET
ecj-8573	14	34	appropriateness	appropriateness	NOUN
ecj-8573	14	35	of	of	ADP
ecj-8573	14	36	methodological	methodological	ADJ
ecj-8573	14	37	aspects	aspect	NOUN
ecj-8573	14	38	.	.	PUNCT
ecj-8573	15	1	materials	material	NOUN
ecj-8573	15	2	and	and	CCONJ
ecj-8573	15	3	methods	method	NOUN
ecj-8573	15	4	deep	deep	ADV
ecj-8573	15	5	learning	learn	VERB
ecj-8573	15	6	deep	deep	ADJ
ecj-8573	15	7	learning	learning	NOUN
ecj-8573	15	8	is	be	AUX
ecj-8573	15	9	a	a	DET
ecj-8573	15	10	particular	particular	ADJ
ecj-8573	15	11	sub	sub	NOUN
ecj-8573	15	12	-	-	NOUN
ecj-8573	15	13	class	class	NOUN
ecj-8573	15	14	of	of	ADP
ecj-8573	15	15	artificial	artificial	ADJ
ecj-8573	15	16	intelligence	intelligence	NOUN
ecj-8573	15	17	algorithms	algorithm	NOUN
ecj-8573	15	18	that	that	PRON
ecj-8573	15	19	is	be	AUX
ecj-8573	15	20	very	very	ADV
ecj-8573	15	21	popular	popular	ADJ
ecj-8573	15	22	due	due	ADP
ecj-8573	15	23	to	to	ADP
ecj-8573	15	24	the	the	DET
ecj-8573	15	25	astonishing	astonishing	ADJ
ecj-8573	15	26	results	result	NOUN
ecj-8573	15	27	obtained	obtain	VERB
ecj-8573	15	28	by	by	ADP
ecj-8573	15	29	recently	recently	ADV
ecj-8573	15	30	published	publish	VERB
ecj-8573	15	31	studies	study	NOUN
ecj-8573	15	32	.	.	PUNCT
ecj-8573	16	1	fundamentally	fundamentally	ADV
ecj-8573	16	2	,	,	PUNCT
ecj-8573	16	3	it	it	PRON
ecj-8573	16	4	is	be	AUX
ecj-8573	16	5	based	base	VERB
ecj-8573	16	6	on	on	ADP
ecj-8573	16	7	the	the	DET
ecj-8573	16	8	implementation	implementation	NOUN
ecj-8573	16	9	of	of	ADP
ecj-8573	16	10	neural	neural	ADJ
ecj-8573	16	11	networks	network	NOUN
ecj-8573	16	12	(	(	PUNCT
ecj-8573	16	13	nn	nn	NOUN
ecj-8573	16	14	)	)	PUNCT
ecj-8573	16	15	characterized	characterize	VERB
ecj-8573	16	16	by	by	ADP
ecj-8573	16	17	a	a	DET
ecj-8573	16	18	high	high	ADJ
ecj-8573	16	19	number	number	NOUN
ecj-8573	16	20	of	of	ADP
ecj-8573	16	21	hidden	hidden	ADJ
ecj-8573	16	22	layers	layer	NOUN
ecj-8573	16	23	with	with	ADP
ecj-8573	16	24	hidden	hide	VERB
ecj-8573	16	25	nodes	node	NOUN
ecj-8573	16	26	that	that	PRON
ecj-8573	16	27	learn	learn	VERB
ecj-8573	16	28	to	to	PART
ecj-8573	16	29	represent	represent	VERB
ecj-8573	16	30	input	input	NOUN
ecj-8573	16	31	data	datum	NOUN
ecj-8573	16	32	according	accord	VERB
ecj-8573	16	33	many	many	ADJ
ecj-8573	16	34	abstraction	abstraction	ADJ
ecj-8573	16	35	methods	method	NOUN
ecj-8573	16	36	.	.	PUNCT
ecj-8573	17	1	the	the	DET
ecj-8573	17	2	main	main	ADJ
ecj-8573	17	3	difference	difference	NOUN
ecj-8573	17	4	of	of	ADP
ecj-8573	17	5	the	the	DET
ecj-8573	17	6	dl	dl	PROPN
ecj-8573	17	7	with	with	ADP
ecj-8573	17	8	respect	respect	NOUN
ecj-8573	17	9	to	to	ADP
ecj-8573	17	10	the	the	DET
ecj-8573	17	11	simpler	simple	ADJ
ecj-8573	17	12	use	use	NOUN
ecj-8573	17	13	of	of	ADP
ecj-8573	17	14	nns	nns	NOUN
ecj-8573	17	15	consists	consist	VERB
ecj-8573	17	16	in	in	ADP
ecj-8573	17	17	the	the	DET
ecj-8573	17	18	increased	increase	VERB
ecj-8573	17	19	number	number	NOUN
ecj-8573	17	20	of	of	ADP
ecj-8573	17	21	layers	layer	NOUN
ecj-8573	17	22	and	and	CCONJ
ecj-8573	17	23	nodes	node	NOUN
ecj-8573	17	24	as	as	ADV
ecj-8573	17	25	well	well	ADV
ecj-8573	17	26	as	as	ADP
ecj-8573	17	27	in	in	ADP
ecj-8573	17	28	a	a	DET
ecj-8573	17	29	general	general	ADJ
ecj-8573	17	30	increase	increase	NOUN
ecj-8573	17	31	of	of	ADP
ecj-8573	17	32	the	the	DET
ecj-8573	17	33	network	network	NOUN
ecj-8573	17	34	size	size	NOUN
ecj-8573	17	35	.	.	PUNCT
ecj-8573	18	1	in	in	ADP
ecj-8573	18	2	general	general	ADJ
ecj-8573	18	3	,	,	PUNCT
ecj-8573	18	4	this	this	DET
ecj-8573	18	5	specific	specific	ADJ
ecj-8573	18	6	feature	feature	NOUN
ecj-8573	18	7	of	of	ADP
ecj-8573	18	8	the	the	DET
ecj-8573	18	9	dl	dl	PROPN
ecj-8573	18	10	technique	technique	NOUN
ecj-8573	18	11	allows	allow	VERB
ecj-8573	18	12	a	a	DET
ecj-8573	18	13	more	more	ADV
ecj-8573	18	14	accurate	accurate	ADJ
ecj-8573	18	15	representation	representation	NOUN
ecj-8573	18	16	of	of	ADP
ecj-8573	18	17	relations	relation	NOUN
ecj-8573	18	18	between	between	ADP
ecj-8573	18	19	complex	complex	ADJ
ecj-8573	18	20	data.7	data.7	PROPN
ecj-8573	18	21	the	the	DET
ecj-8573	18	22	convolutional	convolutional	ADJ
ecj-8573	18	23	neural	neural	ADJ
ecj-8573	18	24	network	network	NOUN
ecj-8573	18	25	(	(	PUNCT
ecj-8573	18	26	cnn	cnn	PROPN
ecj-8573	18	27	)	)	PUNCT
ecj-8573	18	28	is	be	AUX
ecj-8573	18	29	the	the	DET
ecj-8573	18	30	most	most	ADV
ecj-8573	18	31	typical	typical	ADJ
ecj-8573	18	32	and	and	CCONJ
ecj-8573	18	33	common	common	ADJ
ecj-8573	18	34	example	example	NOUN
ecj-8573	18	35	of	of	ADP
ecj-8573	18	36	a	a	DET
ecj-8573	18	37	dl	dl	PROPN
ecj-8573	18	38	network	network	NOUN
ecj-8573	18	39	used	use	VERB
ecj-8573	18	40	for	for	ADP
ecj-8573	18	41	classification	classification	NOUN
ecj-8573	18	42	tasks	task	NOUN
ecj-8573	18	43	.	.	PUNCT
ecj-8573	19	1	it	it	PRON
ecj-8573	19	2	consists	consist	VERB
ecj-8573	19	3	of	of	ADP
ecj-8573	19	4	a	a	DET
ecj-8573	19	5	feed	feed	NOUN
ecj-8573	19	6	-	-	PUNCT
ecj-8573	19	7	forward	forward	NOUN
ecj-8573	19	8	correspondence	correspondence	NOUN
ecj-8573	19	9	:	:	PUNCT
ecj-8573	19	10	francesco	francesco	PROPN
ecj-8573	19	11	faita	faita	PROPN
ecj-8573	19	12	,	,	PUNCT
ecj-8573	19	13	institute	institute	NOUN
ecj-8573	19	14	of	of	ADP
ecj-8573	19	15	clinical	clinical	ADJ
ecj-8573	19	16	physiology	physiology	NOUN
ecj-8573	19	17	,	,	PUNCT
ecj-8573	19	18	national	national	PROPN
ecj-8573	19	19	research	research	PROPN
ecj-8573	19	20	council	council	PROPN
ecj-8573	19	21	,	,	PUNCT
ecj-8573	19	22	via	via	ADP
ecj-8573	19	23	g.	g.	PROPN
ecj-8573	19	24	moruzzi	moruzzi	PROPN
ecj-8573	19	25	1	1	NUM
ecj-8573	19	26	,	,	PUNCT
ecj-8573	19	27	56124	56124	NUM
ecj-8573	19	28	pisa	pisa	PROPN
ecj-8573	19	29	,	,	PUNCT
ecj-8573	19	30	italy	italy	PROPN
ecj-8573	19	31	.	.	PUNCT
ecj-8573	20	1	tel	tel	PROPN
ecj-8573	20	2	.	.	PUNCT
ecj-8573	20	3	:	:	PUNCT
ecj-8573	21	1	+39.050.3158125	+39.050.3158125	PUNCT
ecj-8573	21	2	fax	fax	NOUN
ecj-8573	21	3	:	:	PUNCT
ecj-8573	21	4	+39.050.3152166	+39.050.3152166	PROPN
ecj-8573	21	5	.	.	PUNCT
ecj-8573	22	1	e	e	X
ecj-8573	22	2	-	-	NOUN
ecj-8573	22	3	mail	mail	NOUN
ecj-8573	22	4	:	:	PUNCT
ecj-8573	22	5	f.faita@ifc.cnr.it	f.faita@ifc.cnr.it	PRON
ecj-8573	22	6	key	key	ADJ
ecj-8573	22	7	words	word	NOUN
ecj-8573	22	8	:	:	PUNCT
ecj-8573	22	9	artificial	artificial	ADJ
ecj-8573	22	10	intelligence	intelligence	NOUN
ecj-8573	22	11	;	;	PUNCT
ecj-8573	22	12	deep	deep	ADJ
ecj-8573	22	13	learning	learning	NOUN
ecj-8573	22	14	;	;	PUNCT
ecj-8573	22	15	emergency	emergency	NOUN
ecj-8573	22	16	medicine	medicine	NOUN
ecj-8573	22	17	.	.	PUNCT
ecj-8573	23	1	contributions	contribution	NOUN
ecj-8573	23	2	:	:	PUNCT
ecj-8573	23	3	ff	ff	NOUN
ecj-8573	23	4	conceived	conceive	VERB
ecj-8573	23	5	and	and	CCONJ
ecj-8573	23	6	write	write	VERB
ecj-8573	23	7	the	the	DET
ecj-8573	23	8	paper	paper	NOUN
ecj-8573	23	9	.	.	PUNCT
ecj-8573	24	1	conflict	conflict	NOUN
ecj-8573	24	2	of	of	ADP
ecj-8573	24	3	interest	interest	NOUN
ecj-8573	24	4	:	:	PUNCT
ecj-8573	24	5	the	the	DET
ecj-8573	24	6	author	author	NOUN
ecj-8573	24	7	declares	declare	VERB
ecj-8573	24	8	no	no	DET
ecj-8573	24	9	potential	potential	ADJ
ecj-8573	24	10	conflict	conflict	NOUN
ecj-8573	24	11	of	of	ADP
ecj-8573	24	12	interest	interest	NOUN
ecj-8573	24	13	.	.	PUNCT
ecj-8573	25	1	ethics	ethic	NOUN
ecj-8573	25	2	approval	approval	NOUN
ecj-8573	25	3	and	and	CCONJ
ecj-8573	25	4	consent	consent	NOUN
ecj-8573	25	5	to	to	PART
ecj-8573	25	6	participate	participate	VERB
ecj-8573	25	7	:	:	PUNCT
ecj-8573	25	8	not	not	PART
ecj-8573	25	9	applicable	applicable	ADJ
ecj-8573	25	10	.	.	PUNCT
ecj-8573	26	1	received	receive	VERB
ecj-8573	26	2	for	for	ADP
ecj-8573	26	3	publication	publication	NOUN
ecj-8573	26	4	:	:	PUNCT
ecj-8573	26	5	23	23	NUM
ecj-8573	26	6	september	september	PROPN
ecj-8573	26	7	2019	2019	NUM
ecj-8573	26	8	.	.	PUNCT
ecj-8573	27	1	revision	revision	NOUN
ecj-8573	27	2	received	receive	VERB
ecj-8573	27	3	:	:	PUNCT
ecj-8573	27	4	11	11	NUM
ecj-8573	27	5	december	december	PROPN
ecj-8573	27	6	2019	2019	NUM
ecj-8573	27	7	.	.	PUNCT
ecj-8573	28	1	accepted	accept	VERB
ecj-8573	28	2	for	for	ADP
ecj-8573	28	3	publication	publication	NOUN
ecj-8573	28	4	:	:	PUNCT
ecj-8573	28	5	20	20	NUM
ecj-8573	28	6	december	december	PROPN
ecj-8573	28	7	2019	2019	NUM
ecj-8573	28	8	.	.	PUNCT
ecj-8573	29	1	this	this	DET
ecj-8573	29	2	work	work	NOUN
ecj-8573	29	3	is	be	AUX
ecj-8573	29	4	licensed	license	VERB
ecj-8573	29	5	under	under	ADP
ecj-8573	29	6	a	a	DET
ecj-8573	29	7	creative	creative	ADJ
ecj-8573	29	8	commons	common	NOUN
ecj-8573	29	9	attribution	attribution	NOUN
ecj-8573	29	10	4.0	4.0	NUM
ecj-8573	29	11	license	license	NOUN
ecj-8573	29	12	(	(	PUNCT
ecj-8573	29	13	by	by	ADP
ecj-8573	29	14	-	-	PUNCT
ecj-8573	29	15	nc	nc	PROPN
ecj-8573	29	16	4.0	4.0	NUM
ecj-8573	29	17	)	)	PUNCT
ecj-8573	29	18	.	.	PUNCT
ecj-8573	30	1	©	©	PROPN
ecj-8573	30	2	copyright	copyright	NOUN
ecj-8573	30	3	:	:	PUNCT
ecj-8573	30	4	the	the	DET
ecj-8573	30	5	author(s	author(s	PROPN
ecj-8573	30	6	)	)	PUNCT
ecj-8573	30	7	,	,	PUNCT
ecj-8573	30	8	2020	2020	NUM
ecj-8573	30	9	licensee	licensee	NOUN
ecj-8573	30	10	pagepress	pagepress	NOUN
ecj-8573	30	11	,	,	PUNCT
ecj-8573	30	12	italy	italy	PROPN
ecj-8573	30	13	emergency	emergency	PROPN
ecj-8573	30	14	care	care	PROPN
ecj-8573	30	15	journal	journal	PROPN
ecj-8573	30	16	2020	2020	NUM
ecj-8573	30	17	;	;	PUNCT
ecj-8573	30	18	16:8573	16:8573	NUM
ecj-8573	30	19	doi:10.4081	doi:10.4081	NOUN
ecj-8573	30	20	/	/	SYM
ecj-8573	30	21	ecj.2020.8573	ecj.2020.8573	NOUN
ecj-8573	30	22	deep	deep	ADJ
ecj-8573	30	23	learning	learning	NOUN
ecj-8573	30	24	in	in	ADP
ecj-8573	30	25	emergency	emergency	NOUN
ecj-8573	30	26	medicine	medicine	NOUN
ecj-8573	30	27	:	:	PUNCT
ecj-8573	30	28	recent	recent	ADJ
ecj-8573	30	29	contributions	contribution	NOUN
ecj-8573	30	30	and	and	CCONJ
ecj-8573	30	31	methodological	methodological	ADJ
ecj-8573	30	32	challenges	challenge	NOUN
ecj-8573	30	33	francesco	francesco	PROPN
ecj-8573	30	34	faita	faita	PROPN
ecj-8573	30	35	institute	institute	PROPN
ecj-8573	30	36	of	of	ADP
ecj-8573	30	37	clinical	clinical	ADJ
ecj-8573	30	38	physiology	physiology	NOUN
ecj-8573	30	39	,	,	PUNCT
ecj-8573	30	40	national	national	PROPN
ecj-8573	30	41	research	research	PROPN
ecj-8573	30	42	council	council	PROPN
ecj-8573	30	43	,	,	PUNCT
ecj-8573	30	44	pisa	pisa	PROPN
ecj-8573	30	45	,	,	PUNCT
ecj-8573	30	46	italy	italy	PROPN
ecj-8573	30	47	non	non	PROPN
ecj-8573	30	48	-co	-co	PROPN
ecj-8573	30	49	mmerc	mmerc	PROPN
ecj-8573	30	50	ial	ial	PROPN
ecj-8573	30	51	us	us	PROPN
ecj-8573	30	52	e	e	NOUN
ecj-8573	30	53	o	o	X
ecj-8573	31	1	nly	nly	ADV
ecj-8573	31	2	[	[	X
ecj-8573	31	3	emergency	emergency	NOUN
ecj-8573	31	4	care	care	NOUN
ecj-8573	31	5	journal	journal	NOUN
ecj-8573	31	6	2020	2020	NUM
ecj-8573	31	7	;	;	PUNCT
ecj-8573	31	8	16:8573	16:8573	NUM
ecj-8573	31	9	]	]	X
ecj-8573	32	1	[	[	X
ecj-8573	32	2	page	page	NOUN
ecj-8573	32	3	7	7	NUM
ecj-8573	32	4	]	]	PUNCT
ecj-8573	32	5	nn	nn	X
ecj-8573	32	6	designed	design	VERB
ecj-8573	32	7	to	to	PART
ecj-8573	32	8	mimic	mimic	VERB
ecj-8573	32	9	the	the	DET
ecj-8573	32	10	neural	neural	ADJ
ecj-8573	32	11	processes	process	NOUN
ecj-8573	32	12	of	of	ADP
ecj-8573	32	13	the	the	DET
ecj-8573	32	14	brain	brain	NOUN
ecj-8573	32	15	.	.	PUNCT
ecj-8573	33	1	in	in	ADP
ecj-8573	33	2	order	order	NOUN
ecj-8573	33	3	to	to	PART
ecj-8573	33	4	do	do	AUX
ecj-8573	33	5	this	this	PRON
ecj-8573	33	6	,	,	PUNCT
ecj-8573	33	7	a	a	DET
ecj-8573	33	8	cnn	cnn	PROPN
ecj-8573	33	9	first	first	ADV
ecj-8573	33	10	subsamples	subsample	VERB
ecj-8573	33	11	the	the	DET
ecj-8573	33	12	input	input	NOUN
ecj-8573	33	13	data	datum	NOUN
ecj-8573	33	14	into	into	ADP
ecj-8573	33	15	feature	feature	NOUN
ecj-8573	33	16	maps	map	NOUN
ecj-8573	33	17	through	through	ADP
ecj-8573	33	18	convolution	convolution	NOUN
ecj-8573	33	19	operations	operation	NOUN
ecj-8573	33	20	performed	perform	VERB
ecj-8573	33	21	by	by	ADP
ecj-8573	33	22	the	the	DET
ecj-8573	33	23	hidden	hide	VERB
ecj-8573	33	24	node	node	NOUN
ecj-8573	33	25	and	and	CCONJ
ecj-8573	33	26	layers	layer	NOUN
ecj-8573	33	27	.	.	PUNCT
ecj-8573	34	1	subsequently	subsequently	ADV
ecj-8573	34	2	,	,	PUNCT
ecj-8573	34	3	all	all	DET
ecj-8573	34	4	the	the	DET
ecj-8573	34	5	features	feature	NOUN
ecj-8573	34	6	are	be	AUX
ecj-8573	34	7	recombined	recombined	ADJ
ecj-8573	34	8	to	to	PART
ecj-8573	34	9	describe	describe	VERB
ecj-8573	34	10	the	the	DET
ecj-8573	34	11	data	datum	NOUN
ecj-8573	34	12	at	at	ADP
ecj-8573	34	13	abstraction	abstraction	ADJ
ecj-8573	34	14	levels	level	NOUN
ecj-8573	34	15	beyond	beyond	ADP
ecj-8573	34	16	the	the	DET
ecj-8573	34	17	raw	raw	ADJ
ecj-8573	34	18	value	value	NOUN
ecj-8573	34	19	of	of	ADP
ecj-8573	34	20	the	the	DET
ecj-8573	34	21	individual	individual	ADJ
ecj-8573	34	22	sample.8	sample.8	PROPN
ecj-8573	34	23	when	when	SCONJ
ecj-8573	34	24	the	the	DET
ecj-8573	34	25	network	network	NOUN
ecj-8573	34	26	concludes	conclude	VERB
ecj-8573	34	27	that	that	SCONJ
ecj-8573	34	28	the	the	DET
ecj-8573	34	29	combination	combination	NOUN
ecj-8573	34	30	of	of	ADP
ecj-8573	34	31	features	feature	NOUN
ecj-8573	34	32	describes	describe	VERB
ecj-8573	34	33	a	a	DET
ecj-8573	34	34	specific	specific	ADJ
ecj-8573	34	35	pattern	pattern	NOUN
ecj-8573	34	36	,	,	PUNCT
ecj-8573	34	37	this	this	DET
ecj-8573	34	38	information	information	NOUN
ecj-8573	34	39	is	be	AUX
ecj-8573	34	40	propagated	propagate	VERB
ecj-8573	34	41	to	to	ADP
ecj-8573	34	42	all	all	DET
ecj-8573	34	43	previous	previous	ADJ
ecj-8573	34	44	(	(	PUNCT
ecj-8573	34	45	hidden	hidden	ADJ
ecj-8573	34	46	)	)	PUNCT
ecj-8573	34	47	nodes	node	NOUN
ecj-8573	34	48	(	(	PUNCT
ecj-8573	34	49	back	back	ADJ
ecj-8573	34	50	propagation	propagation	NOUN
ecj-8573	34	51	)	)	PUNCT
ecj-8573	34	52	.	.	PUNCT
ecj-8573	35	1	therefore	therefore	ADV
ecj-8573	35	2	,	,	PUNCT
ecj-8573	35	3	nodes	node	NOUN
ecj-8573	35	4	will	will	AUX
ecj-8573	35	5	associate	associate	VERB
ecj-8573	35	6	the	the	DET
ecj-8573	35	7	maps	map	NOUN
ecj-8573	35	8	of	of	ADP
ecj-8573	35	9	features	feature	NOUN
ecj-8573	35	10	they	they	PRON
ecj-8573	35	11	have	have	AUX
ecj-8573	35	12	created	create	VERB
ecj-8573	35	13	with	with	ADP
ecj-8573	35	14	this	this	DET
ecj-8573	35	15	specific	specific	ADJ
ecj-8573	35	16	pattern	pattern	NOUN
ecj-8573	35	17	in	in	ADP
ecj-8573	35	18	a	a	DET
ecj-8573	35	19	permanent	permanent	ADJ
ecj-8573	35	20	way	way	NOUN
ecj-8573	35	21	.	.	PUNCT
ecj-8573	36	1	these	these	DET
ecj-8573	36	2	representations	representation	NOUN
ecj-8573	36	3	are	be	AUX
ecj-8573	36	4	used	use	VERB
ecj-8573	36	5	by	by	ADP
ecj-8573	36	6	the	the	DET
ecj-8573	36	7	network	network	NOUN
ecj-8573	36	8	itself	itself	PRON
ecj-8573	36	9	to	to	PART
ecj-8573	36	10	classify	classify	VERB
ecj-8573	36	11	the	the	DET
ecj-8573	36	12	different	different	ADJ
ecj-8573	36	13	patterns	pattern	NOUN
ecj-8573	36	14	that	that	PRON
ecj-8573	36	15	can	can	AUX
ecj-8573	36	16	be	be	AUX
ecj-8573	36	17	identified	identify	VERB
ecj-8573	36	18	through	through	ADP
ecj-8573	36	19	the	the	DET
ecj-8573	36	20	output	output	NOUN
ecj-8573	36	21	layers	layer	NOUN
ecj-8573	36	22	of	of	ADP
ecj-8573	36	23	the	the	DET
ecj-8573	36	24	nn	nn	PROPN
ecj-8573	36	25	.	.	PROPN
ecj-8573	36	26	literature	literature	PROPN
ecj-8573	36	27	search	search	PROPN
ecj-8573	36	28	pubmed	pubmed	PROPN
ecj-8573	36	29	website	website	NOUN
ecj-8573	36	30	was	be	AUX
ecj-8573	36	31	used	use	VERB
ecj-8573	36	32	to	to	PART
ecj-8573	36	33	search	search	VERB
ecj-8573	36	34	for	for	ADP
ecj-8573	36	35	articles	article	NOUN
ecj-8573	36	36	with	with	ADP
ecj-8573	36	37	the	the	DET
ecj-8573	36	38	following	follow	VERB
ecj-8573	36	39	keywords	keyword	NOUN
ecj-8573	36	40	:	:	PUNCT
ecj-8573	36	41	‘	'	PUNCT
ecj-8573	36	42	deep	deep	ADJ
ecj-8573	36	43	learning	learn	VERB
ecj-8573	36	44	emergency	emergency	NOUN
ecj-8573	36	45	medicine	medicine	NOUN
ecj-8573	36	46	’	'	PUNCT
ecj-8573	36	47	and	and	CCONJ
ecj-8573	36	48	‘	'	PUNCT
ecj-8573	36	49	artificial	artificial	ADJ
ecj-8573	36	50	intelligence	intelligence	NOUN
ecj-8573	36	51	emergency	emergency	NOUN
ecj-8573	36	52	medicine	medicine	NOUN
ecj-8573	36	53	’	'	PUNCT
ecj-8573	36	54	.	.	PUNCT
ecj-8573	37	1	the	the	DET
ecj-8573	37	2	output	output	NOUN
ecj-8573	37	3	of	of	ADP
ecj-8573	37	4	the	the	DET
ecj-8573	37	5	research	research	NOUN
ecj-8573	37	6	was	be	AUX
ecj-8573	37	7	ordered	order	VERB
ecj-8573	37	8	based	base	VERB
ecj-8573	37	9	on	on	ADP
ecj-8573	37	10	the	the	DET
ecj-8573	37	11	publication	publication	NOUN
ecj-8573	37	12	date	date	NOUN
ecj-8573	37	13	.	.	PUNCT
ecj-8573	38	1	furthermore	furthermore	ADV
ecj-8573	38	2	,	,	PUNCT
ecj-8573	38	3	the	the	DET
ecj-8573	38	4	analysis	analysis	NOUN
ecj-8573	38	5	of	of	ADP
ecj-8573	38	6	the	the	DET
ecj-8573	38	7	results	result	NOUN
ecj-8573	38	8	was	be	AUX
ecj-8573	38	9	limited	limit	VERB
ecj-8573	38	10	from	from	ADP
ecj-8573	38	11	1	1	NUM
ecj-8573	38	12	january	january	PROPN
ecj-8573	38	13	2018	2018	NUM
ecj-8573	38	14	to	to	ADP
ecj-8573	38	15	30	30	NUM
ecj-8573	38	16	june	june	PROPN
ecj-8573	38	17	2019	2019	NUM
ecj-8573	38	18	.	.	PUNCT
ecj-8573	39	1	abstracts	abstract	NOUN
ecj-8573	39	2	of	of	ADP
ecj-8573	39	3	all	all	DET
ecj-8573	39	4	articles	article	NOUN
ecj-8573	39	5	have	have	AUX
ecj-8573	39	6	been	be	AUX
ecj-8573	39	7	analyzed	analyze	VERB
ecj-8573	39	8	to	to	PART
ecj-8573	39	9	appropriately	appropriately	ADV
ecj-8573	39	10	select	select	VERB
ecj-8573	39	11	only	only	ADJ
ecj-8573	39	12	papers	paper	NOUN
ecj-8573	39	13	that	that	PRON
ecj-8573	39	14	report	report	VERB
ecj-8573	39	15	technical	technical	ADJ
ecj-8573	39	16	description	description	NOUN
ecj-8573	39	17	and	and	CCONJ
ecj-8573	39	18	validation	validation	NOUN
ecj-8573	39	19	of	of	ADP
ecj-8573	39	20	deep	deep	ADJ
ecj-8573	39	21	learning	learning	NOUN
ecj-8573	39	22	systems	system	NOUN
ecj-8573	39	23	concerning	concern	VERB
ecj-8573	39	24	emergency	emergency	NOUN
ecj-8573	39	25	medicine	medicine	NOUN
ecj-8573	39	26	.	.	PUNCT
ecj-8573	40	1	selected	select	VERB
ecj-8573	40	2	papers	paper	NOUN
ecj-8573	40	3	have	have	AUX
ecj-8573	40	4	been	be	AUX
ecj-8573	40	5	divided	divide	VERB
ecj-8573	40	6	into	into	ADP
ecj-8573	40	7	three	three	NUM
ecj-8573	40	8	main	main	ADJ
ecj-8573	40	9	categories	category	NOUN
ecj-8573	40	10	:	:	PUNCT
ecj-8573	40	11	i	i	NOUN
ecj-8573	40	12	)	)	PUNCT
ecj-8573	40	13	triage	triage	NOUN
ecj-8573	40	14	and	and	CCONJ
ecj-8573	40	15	risk	risk	NOUN
ecj-8573	40	16	stratification	stratification	NOUN
ecj-8573	40	17	;	;	PUNCT
ecj-8573	40	18	ii	ii	X
ecj-8573	40	19	)	)	PUNCT
ecj-8573	40	20	clinical	clinical	ADJ
ecj-8573	40	21	events	event	NOUN
ecj-8573	40	22	prediction	prediction	NOUN
ecj-8573	40	23	and	and	CCONJ
ecj-8573	40	24	clinical	clinical	ADJ
ecj-8573	40	25	data	datum	NOUN
ecj-8573	40	26	monitoring	monitoring	NOUN
ecj-8573	40	27	;	;	PUNCT
ecj-8573	40	28	iii	iii	X
ecj-8573	40	29	)	)	PUNCT
ecj-8573	40	30	medical	medical	ADJ
ecj-8573	40	31	images	image	NOUN
ecj-8573	40	32	analysis	analysis	NOUN
ecj-8573	40	33	.	.	PUNCT
ecj-8573	41	1	methodological	methodological	ADJ
ecj-8573	41	2	analysis	analysis	NOUN
ecj-8573	41	3	in	in	ADP
ecj-8573	41	4	order	order	NOUN
ecj-8573	41	5	to	to	PART
ecj-8573	41	6	assess	assess	VERB
ecj-8573	41	7	the	the	DET
ecj-8573	41	8	reliability	reliability	NOUN
ecj-8573	41	9	and	and	CCONJ
ecj-8573	41	10	the	the	DET
ecj-8573	41	11	quality	quality	NOUN
ecj-8573	41	12	of	of	ADP
ecj-8573	41	13	the	the	DET
ecj-8573	41	14	papers	paper	NOUN
ecj-8573	41	15	,	,	PUNCT
ecj-8573	41	16	the	the	DET
ecj-8573	41	17	design	design	NOUN
ecj-8573	41	18	of	of	ADP
ecj-8573	41	19	the	the	DET
ecj-8573	41	20	study	study	NOUN
ecj-8573	41	21	,	,	PUNCT
ecj-8573	41	22	as	as	ADV
ecj-8573	41	23	well	well	ADV
ecj-8573	41	24	as	as	ADP
ecj-8573	41	25	the	the	DET
ecj-8573	41	26	features	feature	NOUN
ecj-8573	41	27	of	of	ADP
ecj-8573	41	28	artificial	artificial	ADJ
ecj-8573	41	29	intelligence	intelligence	NOUN
ecj-8573	41	30	algorithms	algorithm	NOUN
ecj-8573	41	31	were	be	AUX
ecj-8573	41	32	evaluated	evaluate	VERB
ecj-8573	41	33	,	,	PUNCT
ecj-8573	41	34	as	as	SCONJ
ecj-8573	41	35	described	describe	VERB
ecj-8573	41	36	in	in	ADP
ecj-8573	41	37	table	table	NOUN
ecj-8573	41	38	1	1	NUM
ecj-8573	41	39	.	.	PUNCT
ecj-8573	42	1	most	most	ADV
ecj-8573	42	2	critical	critical	ADJ
ecj-8573	42	3	points	point	NOUN
ecj-8573	42	4	of	of	ADP
ecj-8573	42	5	each	each	DET
ecj-8573	42	6	study	study	NOUN
ecj-8573	42	7	in	in	ADP
ecj-8573	42	8	relation	relation	NOUN
ecj-8573	42	9	to	to	ADP
ecj-8573	42	10	the	the	DET
ecj-8573	42	11	abovementioned	abovementione	VERB
ecj-8573	42	12	elements	element	NOUN
ecj-8573	42	13	were	be	AUX
ecj-8573	42	14	highlighted	highlight	VERB
ecj-8573	42	15	in	in	ADP
ecj-8573	42	16	the	the	DET
ecj-8573	42	17	following	follow	VERB
ecj-8573	42	18	results	result	NOUN
ecj-8573	42	19	section	section	NOUN
ecj-8573	42	20	.	.	PUNCT
ecj-8573	43	1	results	result	VERB
ecj-8573	43	2	the	the	DET
ecj-8573	43	3	pubmed	pubmed	PROPN
ecj-8573	43	4	research	research	PROPN
ecj-8573	43	5	using	use	VERB
ecj-8573	43	6	the	the	DET
ecj-8573	43	7	key	key	ADJ
ecj-8573	43	8	words	word	NOUN
ecj-8573	43	9	‘	'	PUNCT
ecj-8573	43	10	deep	deep	ADJ
ecj-8573	43	11	learning	learn	VERB
ecj-8573	43	12	emergency	emergency	NOUN
ecj-8573	43	13	medicine	medicine	NOUN
ecj-8573	43	14	’	'	PUNCT
ecj-8573	43	15	provided	provide	VERB
ecj-8573	43	16	60	60	NUM
ecj-8573	43	17	results	result	NOUN
ecj-8573	43	18	,	,	PUNCT
ecj-8573	43	19	while	while	SCONJ
ecj-8573	43	20	‘	'	PUNCT
ecj-8573	43	21	artificial	artificial	ADJ
ecj-8573	43	22	intelligence	intelligence	NOUN
ecj-8573	43	23	emergency	emergency	NOUN
ecj-8573	43	24	medicine	medicine	NOUN
ecj-8573	43	25	’	'	PUNCT
ecj-8573	43	26	highlighted	highlight	VERB
ecj-8573	43	27	305	305	NUM
ecj-8573	43	28	papers	paper	NOUN
ecj-8573	43	29	.	.	PUNCT
ecj-8573	44	1	after	after	ADP
ecj-8573	44	2	filtering	filter	VERB
ecj-8573	44	3	by	by	ADP
ecj-8573	44	4	date	date	NOUN
ecj-8573	44	5	(	(	PUNCT
ecj-8573	44	6	only	only	ADV
ecj-8573	44	7	papers	paper	NOUN
ecj-8573	44	8	published	publish	VERB
ecj-8573	44	9	in	in	ADP
ecj-8573	44	10	2018	2018	NUM
ecj-8573	44	11	and	and	CCONJ
ecj-8573	44	12	2019	2019	NUM
ecj-8573	44	13	)	)	PUNCT
ecj-8573	44	14	and	and	CCONJ
ecj-8573	44	15	by	by	ADP
ecj-8573	44	16	content	content	NOUN
ecj-8573	44	17	(	(	PUNCT
ecj-8573	44	18	checking	check	VERB
ecj-8573	44	19	the	the	DET
ecj-8573	44	20	coherence	coherence	NOUN
ecj-8573	44	21	of	of	ADP
ecj-8573	44	22	the	the	DET
ecj-8573	44	23	abstract	abstract	NOUN
ecj-8573	44	24	with	with	ADP
ecj-8573	44	25	the	the	DET
ecj-8573	44	26	keywords	keyword	NOUN
ecj-8573	44	27	)	)	PUNCT
ecj-8573	44	28	,	,	PUNCT
ecj-8573	44	29	15	15	NUM
ecj-8573	44	30	papers	paper	NOUN
ecj-8573	44	31	were	be	AUX
ecj-8573	44	32	selected	select	VERB
ecj-8573	44	33	and	and	CCONJ
ecj-8573	44	34	divided	divide	VERB
ecj-8573	44	35	into	into	ADP
ecj-8573	44	36	the	the	DET
ecj-8573	44	37	three	three	NUM
ecj-8573	44	38	main	main	ADJ
ecj-8573	44	39	categories	category	NOUN
ecj-8573	44	40	,	,	PUNCT
ecj-8573	44	41	as	as	SCONJ
ecj-8573	44	42	shown	show	VERB
ecj-8573	44	43	in	in	ADP
ecj-8573	44	44	table	table	NOUN
ecj-8573	44	45	2	2	NUM
ecj-8573	44	46	.	.	PUNCT
ecj-8573	45	1	scientific	scientific	ADJ
ecj-8573	45	2	articles	article	NOUN
ecj-8573	45	3	published	publish	VERB
ecj-8573	45	4	by	by	ADP
ecj-8573	45	5	the	the	DET
ecj-8573	45	6	same	same	ADJ
ecj-8573	45	7	authors	author	NOUN
ecj-8573	45	8	on	on	ADP
ecj-8573	45	9	the	the	DET
ecj-8573	45	10	same	same	ADJ
ecj-8573	45	11	topic	topic	NOUN
ecj-8573	45	12	,	,	PUNCT
ecj-8573	45	13	but	but	CCONJ
ecj-8573	45	14	in	in	ADP
ecj-8573	45	15	different	different	ADJ
ecj-8573	45	16	journals	journal	NOUN
ecj-8573	45	17	,	,	PUNCT
ecj-8573	45	18	were	be	AUX
ecj-8573	45	19	selected	select	VERB
ecj-8573	45	20	only	only	ADV
ecj-8573	45	21	once	once	ADV
ecj-8573	45	22	.	.	PUNCT
ecj-8573	46	1	triage	triage	NOUN
ecj-8573	46	2	and	and	CCONJ
ecj-8573	46	3	risk	risk	NOUN
ecj-8573	46	4	stratification	stratification	NOUN
ecj-8573	46	5	predicting	predict	VERB
ecj-8573	46	6	clinical	clinical	ADJ
ecj-8573	46	7	outcomes	outcome	NOUN
ecj-8573	46	8	is	be	AUX
ecj-8573	46	9	a	a	DET
ecj-8573	46	10	primary	primary	ADJ
ecj-8573	46	11	goal	goal	NOUN
ecj-8573	46	12	in	in	ADP
ecj-8573	46	13	ed	ed	PROPN
ecj-8573	46	14	triage	triage	NOUN
ecj-8573	46	15	.	.	PUNCT
ecj-8573	47	1	accordingly	accordingly	ADV
ecj-8573	47	2	,	,	PUNCT
ecj-8573	47	3	raita	raita	X
ecj-8573	47	4	et	et	PROPN
ecj-8573	47	5	al.9	al.9	PROPN
ecj-8573	47	6	have	have	AUX
ecj-8573	47	7	developed	develop	VERB
ecj-8573	47	8	a	a	DET
ecj-8573	47	9	system	system	NOUN
ecj-8573	47	10	that	that	PRON
ecj-8573	47	11	performs	perform	VERB
ecj-8573	47	12	this	this	DET
ecj-8573	47	13	task	task	NOUN
ecj-8573	47	14	using	use	VERB
ecj-8573	47	15	routinely	routinely	ADV
ecj-8573	47	16	available	available	ADJ
ecj-8573	47	17	data	datum	NOUN
ecj-8573	47	18	only	only	ADV
ecj-8573	47	19	.	.	PUNCT
ecj-8573	48	1	the	the	DET
ecj-8573	48	2	sample	sample	NOUN
ecj-8573	48	3	size	size	NOUN
ecj-8573	48	4	is	be	AUX
ecj-8573	48	5	large	large	ADJ
ecj-8573	48	6	(	(	PUNCT
ecj-8573	48	7	>	>	SYM
ecj-8573	48	8	135,000	135,000	NUM
ecj-8573	48	9	subjects	subject	NOUN
ecj-8573	48	10	)	)	PUNCT
ecj-8573	48	11	and	and	CCONJ
ecj-8573	48	12	it	it	PRON
ecj-8573	48	13	was	be	AUX
ecj-8573	48	14	extracted	extract	VERB
ecj-8573	48	15	from	from	ADP
ecj-8573	48	16	a	a	DET
ecj-8573	48	17	public	public	ADJ
ecj-8573	48	18	database	database	NOUN
ecj-8573	48	19	that	that	PRON
ecj-8573	48	20	properly	properly	ADV
ecj-8573	48	21	characterizes	characterize	VERB
ecj-8573	48	22	the	the	DET
ecj-8573	48	23	general	general	ADJ
ecj-8573	48	24	adult	adult	NOUN
ecj-8573	48	25	population	population	NOUN
ecj-8573	48	26	of	of	ADP
ecj-8573	48	27	north	north	PROPN
ecj-8573	48	28	america	america	PROPN
ecj-8573	48	29	.	.	PUNCT
ecj-8573	49	1	the	the	DET
ecj-8573	49	2	primary	primary	ADJ
ecj-8573	49	3	and	and	CCONJ
ecj-8573	49	4	secondary	secondary	ADJ
ecj-8573	49	5	main	main	ADJ
ecj-8573	49	6	outcomes	outcome	NOUN
ecj-8573	49	7	of	of	ADP
ecj-8573	49	8	the	the	DET
ecj-8573	49	9	study	study	NOUN
ecj-8573	49	10	(	(	PUNCT
ecj-8573	49	11	in	in	ADP
ecj-8573	49	12	-	-	PUNCT
ecj-8573	49	13	hospital	hospital	NOUN
ecj-8573	49	14	death	death	NOUN
ecj-8573	49	15	and	and	CCONJ
ecj-8573	49	16	hospitalization	hospitalization	NOUN
ecj-8573	49	17	,	,	PUNCT
ecj-8573	49	18	respectively	respectively	ADV
ecj-8573	49	19	)	)	PUNCT
ecj-8573	49	20	are	be	AUX
ecj-8573	49	21	of	of	ADP
ecj-8573	49	22	great	great	ADJ
ecj-8573	49	23	interest	interest	NOUN
ecj-8573	49	24	for	for	ADP
ecj-8573	49	25	their	their	PRON
ecj-8573	49	26	impact	impact	NOUN
ecj-8573	49	27	on	on	ADP
ecj-8573	49	28	public	public	ADJ
ecj-8573	49	29	health	health	NOUN
ecj-8573	49	30	.	.	PUNCT
ecj-8573	50	1	splitting	splitting	NOUN
ecj-8573	50	2	of	of	ADP
ecj-8573	50	3	data	datum	NOUN
ecj-8573	50	4	is	be	AUX
ecj-8573	50	5	optimal	optimal	ADJ
ecj-8573	50	6	with	with	ADP
ecj-8573	50	7	an	an	DET
ecj-8573	50	8	appropriate	appropriate	ADJ
ecj-8573	50	9	balance	balance	NOUN
ecj-8573	50	10	for	for	ADP
ecj-8573	50	11	training	training	NOUN
ecj-8573	50	12	(	(	PUNCT
ecj-8573	50	13	70	70	NUM
ecj-8573	50	14	%	%	NOUN
ecj-8573	50	15	)	)	PUNCT
ecj-8573	50	16	and	and	CCONJ
ecj-8573	50	17	tests	test	NOUN
ecj-8573	50	18	(	(	PUNCT
ecj-8573	50	19	30	30	NUM
ecj-8573	50	20	%	%	NOUN
ecj-8573	50	21	)	)	PUNCT
ecj-8573	50	22	populations	population	NOUN
ecj-8573	50	23	without	without	ADP
ecj-8573	50	24	overlap	overlap	NOUN
ecj-8573	50	25	.	.	PUNCT
ecj-8573	51	1	the	the	DET
ecj-8573	51	2	national	national	ADJ
ecj-8573	51	3	hospital	hospital	NOUN
ecj-8573	51	4	and	and	CCONJ
ecj-8573	51	5	ambulatory	ambulatory	ADJ
ecj-8573	51	6	medical	medical	ADJ
ecj-8573	51	7	care	care	NOUN
ecj-8573	51	8	survey	survey	NOUN
ecj-8573	51	9	five	five	NUM
ecj-8573	51	10	-	-	PUNCT
ecj-8573	51	11	level	level	NOUN
ecj-8573	51	12	emergency	emergency	NOUN
ecj-8573	51	13	severity	severity	NOUN
ecj-8573	51	14	index	index	NOUN
ecj-8573	51	15	algorithm	algorithm	NOUN
ecj-8573	51	16	,	,	PUNCT
ecj-8573	51	17	which	which	PRON
ecj-8573	51	18	could	could	AUX
ecj-8573	51	19	be	be	AUX
ecj-8573	51	20	considered	consider	VERB
ecj-8573	51	21	a	a	DET
ecj-8573	51	22	high	high	ADJ
ecj-8573	51	23	-	-	PUNCT
ecj-8573	51	24	quality	quality	NOUN
ecj-8573	51	25	gold	gold	NOUN
ecj-8573	51	26	standard	standard	NOUN
ecj-8573	51	27	,	,	PUNCT
ecj-8573	51	28	was	be	AUX
ecj-8573	51	29	used	use	VERB
ecj-8573	51	30	for	for	ADP
ecj-8573	51	31	reference	reference	NOUN
ecj-8573	51	32	of	of	ADP
ecj-8573	51	33	patient	patient	ADJ
ecj-8573	51	34	classification	classification	NOUN
ecj-8573	51	35	.	.	PUNCT
ecj-8573	52	1	the	the	DET
ecj-8573	52	2	dl	dl	PROPN
ecj-8573	52	3	system	system	NOUN
ecj-8573	52	4	was	be	AUX
ecj-8573	52	5	also	also	ADV
ecj-8573	52	6	compared	compare	VERB
ecj-8573	52	7	with	with	ADP
ecj-8573	52	8	some	some	DET
ecj-8573	52	9	other	other	ADJ
ecj-8573	52	10	more	more	ADV
ecj-8573	52	11	traditional	traditional	ADJ
ecj-8573	52	12	machine	machine	NOUN
ecj-8573	52	13	learning	learn	VERB
ecj-8573	52	14	approaches	approach	NOUN
ecj-8573	52	15	;	;	PUNCT
ecj-8573	52	16	appropriately	appropriately	ADV
ecj-8573	52	17	,	,	PUNCT
ecj-8573	52	18	the	the	DET
ecj-8573	52	19	number	number	NOUN
ecj-8573	52	20	of	of	ADP
ecj-8573	52	21	systems	system	NOUN
ecj-8573	52	22	tested	test	VERB
ecj-8573	52	23	is	be	AUX
ecj-8573	52	24	relatively	relatively	ADV
ecj-8573	52	25	limited	limited	ADJ
ecj-8573	52	26	compared	compare	VERB
ecj-8573	52	27	to	to	ADP
ecj-8573	52	28	the	the	DET
ecj-8573	52	29	sample	sample	NOUN
ecj-8573	52	30	size	size	NOUN
ecj-8573	52	31	in	in	ADP
ecj-8573	52	32	order	order	NOUN
ecj-8573	52	33	to	to	PART
ecj-8573	52	34	avoid	avoid	VERB
ecj-8573	52	35	overfitting	overfitte	VERB
ecj-8573	52	36	problems	problem	NOUN
ecj-8573	52	37	.	.	PUNCT
ecj-8573	53	1	however	however	ADV
ecj-8573	53	2	,	,	PUNCT
ecj-8573	53	3	the	the	DET
ecj-8573	53	4	system	system	NOUN
ecj-8573	53	5	is	be	AUX
ecj-8573	53	6	affected	affect	VERB
ecj-8573	53	7	by	by	ADP
ecj-8573	53	8	the	the	DET
ecj-8573	53	9	black	black	PROPN
ecj-8573	53	10	box	box	PROPN
ecj-8573	53	11	effect	effect	NOUN
ecj-8573	53	12	,	,	PUNCT
ecj-8573	53	13	as	as	SCONJ
ecj-8573	53	14	the	the	DET
ecj-8573	53	15	weight	weight	NOUN
ecj-8573	53	16	of	of	ADP
ecj-8573	53	17	input	input	NOUN
ecj-8573	53	18	variables	variable	NOUN
ecj-8573	53	19	in	in	ADP
ecj-8573	53	20	terms	term	NOUN
ecj-8573	53	21	of	of	ADP
ecj-8573	53	22	prediction	prediction	NOUN
ecj-8573	53	23	power	power	NOUN
ecj-8573	53	24	was	be	AUX
ecj-8573	53	25	not	not	PART
ecj-8573	53	26	evaluated	evaluate	VERB
ecj-8573	53	27	.	.	PUNCT
ecj-8573	54	1	subsequently	subsequently	ADV
ecj-8573	54	2	,	,	PUNCT
ecj-8573	54	3	the	the	DET
ecj-8573	54	4	same	same	ADJ
ecj-8573	54	5	research	research	NOUN
ecj-8573	54	6	team	team	NOUN
ecj-8573	54	7	published	publish	VERB
ecj-8573	54	8	a	a	DET
ecj-8573	54	9	dl	dl	NOUN
ecj-8573	54	10	-	-	PUNCT
ecj-8573	54	11	based	base	VERB
ecj-8573	54	12	triage	triage	NOUN
ecj-8573	54	13	system	system	NOUN
ecj-8573	54	14	trained	train	VERB
ecj-8573	54	15	on	on	ADP
ecj-8573	54	16	a	a	DET
ecj-8573	54	17	population	population	NOUN
ecj-8573	54	18	of	of	ADP
ecj-8573	54	19	about	about	ADV
ecj-8573	54	20	50,000	50,000	NUM
ecj-8573	54	21	children	child	NOUN
ecj-8573	54	22	(	(	PUNCT
ecj-8573	54	23	<	<	X
ecj-8573	54	24	18	18	NUM
ecj-8573	54	25	years).10	years).10	NOUN
ecj-8573	54	26	this	this	DET
ecj-8573	54	27	system	system	NOUN
ecj-8573	54	28	has	have	VERB
ecj-8573	54	29	a	a	DET
ecj-8573	54	30	similar	similar	ADJ
ecj-8573	54	31	design	design	NOUN
ecj-8573	54	32	as	as	ADP
ecj-8573	54	33	the	the	DET
ecj-8573	54	34	previous	previous	ADJ
ecj-8573	54	35	work	work	NOUN
ecj-8573	54	36	,	,	PUNCT
ecj-8573	54	37	thus	thus	ADV
ecj-8573	54	38	having	have	VERB
ecj-8573	54	39	the	the	DET
ecj-8573	54	40	same	same	ADJ
ecj-8573	54	41	methodological	methodological	ADJ
ecj-8573	54	42	pros	pro	NOUN
ecj-8573	54	43	and	and	CCONJ
ecj-8573	54	44	cons	con	NOUN
ecj-8573	54	45	,	,	PUNCT
ecj-8573	54	46	but	but	CCONJ
ecj-8573	54	47	it	it	PRON
ecj-8573	54	48	showed	show	VERB
ecj-8573	54	49	significant	significant	ADJ
ecj-8573	54	50	results	result	NOUN
ecj-8573	54	51	in	in	ADP
ecj-8573	54	52	terms	term	NOUN
ecj-8573	54	53	of	of	ADP
ecj-8573	54	54	clinical	clinical	ADJ
ecj-8573	54	55	performance	performance	NOUN
ecj-8573	54	56	,	,	PUNCT
ecj-8573	54	57	being	be	AUX
ecj-8573	54	58	particularly	particularly	ADV
ecj-8573	54	59	effective	effective	ADJ
ecj-8573	54	60	in	in	ADP
ecj-8573	54	61	avoiding	avoid	VERB
ecj-8573	54	62	under	under	ADP
ecj-8573	54	63	-	-	PUNCT
ecj-8573	54	64	triaged	triaged	ADJ
ecj-8573	54	65	critically	critically	ADV
ecj-8573	54	66	ill	ill	ADJ
ecj-8573	54	67	subjects	subject	NOUN
ecj-8573	54	68	and	and	CCONJ
ecj-8573	54	69	over	over	ADV
ecj-8573	54	70	-	-	PUNCT
ecj-8573	54	71	triaged	triaged	ADJ
ecj-8573	54	72	hospitalized	hospitalize	VERB
ecj-8573	54	73	ones	one	NOUN
ecj-8573	54	74	.	.	PUNCT
ecj-8573	55	1	triaging	triage	VERB
ecj-8573	55	2	patients	patient	NOUN
ecj-8573	55	3	even	even	ADV
ecj-8573	55	4	in	in	ADP
ecj-8573	55	5	the	the	DET
ecj-8573	55	6	absence	absence	NOUN
ecj-8573	55	7	of	of	ADP
ecj-8573	55	8	qualified	qualified	ADJ
ecj-8573	55	9	medical	medical	ADJ
ecj-8573	55	10	personnel	personnel	NOUN
ecj-8573	55	11	starting	start	VERB
ecj-8573	55	12	from	from	ADP
ecj-8573	55	13	a	a	DET
ecj-8573	55	14	minimum	minimum	NOUN
ecj-8573	55	15	set	set	NOUN
ecj-8573	55	16	of	of	ADP
ecj-8573	55	17	vital	vital	ADJ
ecj-8573	55	18	signs	sign	NOUN
ecj-8573	55	19	together	together	ADV
ecj-8573	55	20	with	with	ADP
ecj-8573	55	21	a	a	DET
ecj-8573	55	22	simple	simple	ADJ
ecj-8573	55	23	coma	coma	NOUN
ecj-8573	55	24	scale	scale	NOUN
ecj-8573	55	25	is	be	AUX
ecj-8573	55	26	the	the	DET
ecj-8573	55	27	goal	goal	NOUN
ecj-8573	55	28	of	of	ADP
ecj-8573	55	29	the	the	DET
ecj-8573	55	30	neural	neural	ADJ
ecj-8573	55	31	network	network	NOUN
ecj-8573	55	32	system	system	NOUN
ecj-8573	55	33	proposed	propose	VERB
ecj-8573	55	34	by	by	ADP
ecj-8573	55	35	kim	kim	PROPN
ecj-8573	55	36	et	et	PROPN
ecj-8573	55	37	al.11	al.11	PROPN
ecj-8573	55	38	despite	despite	SCONJ
ecj-8573	55	39	a	a	DET
ecj-8573	55	40	critically	critically	ADV
ecj-8573	55	41	important	important	ADJ
ecj-8573	55	42	primary	primary	ADJ
ecj-8573	55	43	outcome	outcome	NOUN
ecj-8573	55	44	(	(	PUNCT
ecj-8573	55	45	death	death	NOUN
ecj-8573	55	46	after	after	ADP
ecj-8573	55	47	ed	ed	NOUN
ecj-8573	55	48	discharge	discharge	NOUN
ecj-8573	55	49	)	)	PUNCT
ecj-8573	55	50	and	and	CCONJ
ecj-8573	55	51	a	a	DET
ecj-8573	55	52	large	large	ADJ
ecj-8573	55	53	sample	sample	NOUN
ecj-8573	55	54	size	size	NOUN
ecj-8573	55	55	(	(	PUNCT
ecj-8573	55	56	>	>	SYM
ecj-8573	55	57	460,000	460,000	NUM
ecj-8573	55	58	subjects	subject	NOUN
ecj-8573	55	59	)	)	PUNCT
ecj-8573	55	60	,	,	PUNCT
ecj-8573	55	61	the	the	DET
ecj-8573	55	62	paper	paper	NOUN
ecj-8573	55	63	has	have	VERB
ecj-8573	55	64	methodological	methodological	ADJ
ecj-8573	55	65	issues	issue	NOUN
ecj-8573	55	66	,	,	PUNCT
ecj-8573	55	67	that	that	PRON
ecj-8573	55	68	actually	actually	ADV
ecj-8573	55	69	limit	limit	VERB
ecj-8573	55	70	its	its	PRON
ecj-8573	55	71	clinical	clinical	ADJ
ecj-8573	55	72	value	value	NOUN
ecj-8573	55	73	.	.	PUNCT
ecj-8573	56	1	in	in	ADP
ecj-8573	56	2	fact	fact	NOUN
ecj-8573	56	3	,	,	PUNCT
ecj-8573	56	4	a	a	DET
ecj-8573	56	5	10	10	NUM
ecj-8573	56	6	-	-	ADJ
ecj-8573	56	7	fold	fold	ADJ
ecj-8573	56	8	cross	cross	ADJ
ecj-8573	56	9	-	-	ADJ
ecj-8573	56	10	validation	validation	ADJ
ecj-8573	56	11	technique	technique	NOUN
ecj-8573	56	12	,	,	PUNCT
ecj-8573	56	13	which	which	PRON
ecj-8573	56	14	involves	involve	VERB
ecj-8573	56	15	the	the	DET
ecj-8573	56	16	use	use	NOUN
ecj-8573	56	17	of	of	ADP
ecj-8573	56	18	the	the	DET
ecj-8573	56	19	same	same	ADJ
ecj-8573	56	20	data	datum	NOUN
ecj-8573	56	21	,	,	PUNCT
ecj-8573	56	22	both	both	PRON
ecj-8573	56	23	for	for	ADP
ecj-8573	56	24	training	training	NOUN
ecj-8573	56	25	and	and	CCONJ
ecj-8573	56	26	for	for	ADP
ecj-8573	56	27	algorithm	algorithm	NOUN
ecj-8573	56	28	testing	testing	NOUN
ecj-8573	56	29	,	,	PUNCT
ecj-8573	56	30	was	be	AUX
ecj-8573	56	31	adopted	adopt	VERB
ecj-8573	56	32	for	for	ADP
ecj-8573	56	33	testing	testing	NOUN
ecj-8573	56	34	algorithm	algorithm	NOUN
ecj-8573	56	35	’s	’s	PART
ecj-8573	56	36	performances	performance	NOUN
ecj-8573	56	37	.	.	PUNCT
ecj-8573	57	1	furthermore	furthermore	ADV
ecj-8573	57	2	,	,	PUNCT
ecj-8573	57	3	due	due	ADP
ecj-8573	57	4	to	to	ADP
ecj-8573	57	5	a	a	DET
ecj-8573	57	6	relatively	relatively	ADV
ecj-8573	57	7	low	low	ADJ
ecj-8573	57	8	number	number	NOUN
ecj-8573	57	9	of	of	ADP
ecj-8573	57	10	subjects	subject	NOUN
ecj-8573	57	11	with	with	ADP
ecj-8573	57	12	outcomes	outcome	NOUN
ecj-8573	57	13	compared	compare	VERB
ecj-8573	57	14	to	to	ADP
ecj-8573	57	15	the	the	DET
ecj-8573	57	16	total	total	ADJ
ecj-8573	57	17	review	review	NOUN
ecj-8573	57	18	table	table	NOUN
ecj-8573	57	19	1	1	NUM
ecj-8573	57	20	.	.	PUNCT
ecj-8573	57	21	list	list	NOUN
ecj-8573	57	22	of	of	ADP
ecj-8573	57	23	elements	element	NOUN
ecj-8573	57	24	used	use	VERB
ecj-8573	57	25	for	for	ADP
ecj-8573	57	26	quality	quality	NOUN
ecj-8573	57	27	and	and	CCONJ
ecj-8573	57	28	reliability	reliability	NOUN
ecj-8573	57	29	evaluation	evaluation	NOUN
ecj-8573	57	30	of	of	ADP
ecj-8573	57	31	the	the	DET
ecj-8573	57	32	selected	select	VERB
ecj-8573	57	33	studies	study	NOUN
ecj-8573	57	34	.	.	PUNCT
ecj-8573	58	1	element	element	NOUN
ecj-8573	58	2	description	description	NOUN
ecj-8573	58	3	data	datum	NOUN
ecj-8573	58	4	collection	collection	NOUN
ecj-8573	58	5	retrospective	retrospective	ADJ
ecj-8573	58	6	or	or	CCONJ
ecj-8573	58	7	prospective	prospective	ADJ
ecj-8573	58	8	study	study	NOUN
ecj-8573	58	9	consecutive	consecutive	ADJ
ecj-8573	58	10	or	or	CCONJ
ecj-8573	58	11	convenience	convenience	NOUN
ecj-8573	58	12	sampling	sample	VERB
ecj-8573	58	13	sample	sample	NOUN
ecj-8573	58	14	size	size	NOUN
ecj-8573	58	15	data	datum	NOUN
ecj-8573	58	16	labelling	labelling	NOUN
ecj-8573	58	17	quality	quality	NOUN
ecj-8573	58	18	of	of	ADP
ecj-8573	58	19	the	the	DET
ecj-8573	58	20	reference	reference	NOUN
ecj-8573	58	21	standard	standard	NOUN
ecj-8573	58	22	(	(	PUNCT
ecj-8573	58	23	gold	gold	NOUN
ecj-8573	58	24	standard	standard	NOUN
ecj-8573	58	25	or	or	CCONJ
ecj-8573	58	26	expert	expert	NOUN
ecj-8573	58	27	opinion	opinion	NOUN
ecj-8573	58	28	)	)	PUNCT
ecj-8573	58	29	model	model	NOUN
ecj-8573	58	30	training	training	NOUN
ecj-8573	58	31	and	and	CCONJ
ecj-8573	58	32	validation	validation	NOUN
ecj-8573	58	33	availability	availability	NOUN
ecj-8573	58	34	of	of	ADP
ecj-8573	58	35	training	training	NOUN
ecj-8573	58	36	/	/	SYM
ecj-8573	58	37	validation	validation	NOUN
ecj-8573	58	38	/	/	SYM
ecj-8573	58	39	test	test	NOUN
ecj-8573	58	40	subsets	subset	NOUN
ecj-8573	58	41	test	test	NOUN
ecj-8573	58	42	data	datum	NOUN
ecj-8573	58	43	not	not	PART
ecj-8573	58	44	used	use	VERB
ecj-8573	58	45	for	for	ADP
ecj-8573	58	46	training	train	VERB
ecj-8573	58	47	quality	quality	NOUN
ecj-8573	58	48	of	of	ADP
ecj-8573	58	49	metric	metric	NOUN
ecj-8573	58	50	for	for	ADP
ecj-8573	58	51	performance	performance	NOUN
ecj-8573	58	52	evaluation	evaluation	NOUN
ecj-8573	58	53	visualization	visualization	NOUN
ecj-8573	58	54	of	of	ADP
ecj-8573	58	55	results	result	NOUN
ecj-8573	58	56	avoiding	avoid	VERB
ecj-8573	58	57	of	of	ADP
ecj-8573	58	58	black	black	ADJ
ecj-8573	58	59	box	box	PROPN
ecj-8573	58	60	effect	effect	NOUN
ecj-8573	58	61	overfitting	overfitte	VERB
ecj-8573	58	62	high	high	ADJ
ecj-8573	58	63	accuracy	accuracy	NOUN
ecj-8573	58	64	on	on	ADP
ecj-8573	58	65	limited	limited	ADJ
ecj-8573	58	66	dataset	dataset	VERB
ecj-8573	58	67	low	low	ADJ
ecj-8573	58	68	generalization	generalization	NOUN
ecj-8573	58	69	too	too	ADV
ecj-8573	58	70	many	many	ADJ
ecj-8573	58	71	models	model	NOUN
ecj-8573	58	72	tested	test	VERB
ecj-8573	58	73	spectrum	spectrum	NOUN
ecj-8573	58	74	bias	bias	NOUN
ecj-8573	58	75	appropriateness	appropriateness	NOUN
ecj-8573	58	76	of	of	ADP
ecj-8573	58	77	the	the	DET
ecj-8573	58	78	dataset	dataset	NOUN
ecj-8573	58	79	in	in	ADP
ecj-8573	58	80	representation	representation	NOUN
ecj-8573	58	81	of	of	ADP
ecj-8573	58	82	full	full	ADJ
ecj-8573	58	83	range	range	NOUN
ecj-8573	58	84	of	of	ADP
ecj-8573	58	85	possible	possible	ADJ
ecj-8573	58	86	clinical	clinical	ADJ
ecj-8573	58	87	data	datum	NOUN
ecj-8573	58	88	data	datum	NOUN
ecj-8573	58	89	snooping	snooping	NOUN
ecj-8573	58	90	bias	bias	NOUN
ecj-8573	58	91	use	use	NOUN
ecj-8573	58	92	of	of	ADP
ecj-8573	58	93	too	too	ADV
ecj-8573	58	94	similar	similar	ADJ
ecj-8573	58	95	data	datum	NOUN
ecj-8573	58	96	in	in	ADP
ecj-8573	58	97	training	training	NOUN
ecj-8573	58	98	and	and	CCONJ
ecj-8573	58	99	testing	test	VERB
ecj-8573	58	100	non	non	ADJ
ecj-8573	58	101	-co	-co	PROPN
ecj-8573	58	102	mmerc	mmerc	PROPN
ecj-8573	58	103	ial	ial	PROPN
ecj-8573	59	1	us	us	PROPN
ecj-8573	59	2	e	e	NOUN
ecj-8573	59	3	o	o	NOUN
ecj-8573	60	1	nly	nly	ADV
ecj-8573	60	2	[	[	X
ecj-8573	60	3	page	page	NOUN
ecj-8573	60	4	8	8	NUM
ecj-8573	60	5	]	]	PUNCT
ecj-8573	61	1	[	[	X
ecj-8573	61	2	emergency	emergency	NOUN
ecj-8573	61	3	care	care	NOUN
ecj-8573	61	4	journal	journal	NOUN
ecj-8573	61	5	2020	2020	NUM
ecj-8573	61	6	;	;	PUNCT
ecj-8573	61	7	16:8573	16:8573	NUM
ecj-8573	61	8	]	]	X
ecj-8573	61	9	population	population	NOUN
ecj-8573	61	10	(	(	PUNCT
ecj-8573	61	11	less	less	ADJ
ecj-8573	61	12	than	than	ADP
ecj-8573	61	13	4	4	NUM
ecj-8573	61	14	%	%	NOUN
ecj-8573	61	15	)	)	PUNCT
ecj-8573	61	16	,	,	PUNCT
ecj-8573	61	17	test	test	NOUN
ecj-8573	61	18	classes	class	NOUN
ecj-8573	61	19	were	be	AUX
ecj-8573	61	20	derived	derive	VERB
ecj-8573	61	21	with	with	ADP
ecj-8573	61	22	a	a	DET
ecj-8573	61	23	stratified	stratified	ADJ
ecj-8573	61	24	approach	approach	NOUN
ecj-8573	61	25	without	without	ADP
ecj-8573	61	26	randomization	randomization	NOUN
ecj-8573	61	27	,	,	PUNCT
ecj-8573	61	28	thus	thus	ADV
ecj-8573	61	29	implying	imply	VERB
ecj-8573	61	30	a	a	DET
ecj-8573	61	31	sample	sample	NOUN
ecj-8573	61	32	selection	selection	NOUN
ecj-8573	61	33	bias	bias	NOUN
ecj-8573	61	34	.	.	PUNCT
ecj-8573	62	1	on	on	ADP
ecj-8573	62	2	the	the	DET
ecj-8573	62	3	other	other	ADJ
ecj-8573	62	4	hand	hand	NOUN
ecj-8573	62	5	,	,	PUNCT
ecj-8573	62	6	authors	author	NOUN
ecj-8573	62	7	presented	present	VERB
ecj-8573	62	8	an	an	DET
ecj-8573	62	9	interesting	interesting	ADJ
ecj-8573	62	10	sensitivity	sensitivity	NOUN
ecj-8573	62	11	map	map	NOUN
ecj-8573	62	12	,	,	PUNCT
ecj-8573	62	13	which	which	PRON
ecj-8573	62	14	is	be	AUX
ecj-8573	62	15	useful	useful	ADJ
ecj-8573	62	16	for	for	ADP
ecj-8573	62	17	understanding	understand	VERB
ecj-8573	62	18	the	the	DET
ecj-8573	62	19	effect	effect	NOUN
ecj-8573	62	20	of	of	ADP
ecj-8573	62	21	each	each	DET
ecj-8573	62	22	input	input	NOUN
ecj-8573	62	23	variables	variable	NOUN
ecj-8573	62	24	on	on	ADP
ecj-8573	62	25	the	the	DET
ecj-8573	62	26	final	final	ADJ
ecj-8573	62	27	prediction	prediction	NOUN
ecj-8573	62	28	.	.	PUNCT
ecj-8573	63	1	overcoming	overcome	VERB
ecj-8573	63	2	limitations	limitation	NOUN
ecj-8573	63	3	of	of	ADP
ecj-8573	63	4	the	the	DET
ecj-8573	63	5	currently	currently	ADV
ecj-8573	63	6	adopted	adopt	VERB
ecj-8573	63	7	triage	triage	NOUN
ecj-8573	63	8	scores	score	NOUN
ecj-8573	63	9	is	be	AUX
ecj-8573	63	10	the	the	DET
ecj-8573	63	11	main	main	ADJ
ecj-8573	63	12	objective	objective	NOUN
ecj-8573	63	13	of	of	ADP
ecj-8573	63	14	the	the	DET
ecj-8573	63	15	paper	paper	NOUN
ecj-8573	63	16	published	publish	VERB
ecj-8573	63	17	by	by	ADP
ecj-8573	63	18	kwon	kwon	PROPN
ecj-8573	63	19	et	et	PROPN
ecj-8573	63	20	al.12	al.12	VERB
ecj-8573	63	21	the	the	DET
ecj-8573	63	22	design	design	NOUN
ecj-8573	63	23	of	of	ADP
ecj-8573	63	24	the	the	DET
ecj-8573	63	25	study	study	NOUN
ecj-8573	63	26	is	be	AUX
ecj-8573	63	27	methodologically	methodologically	ADV
ecj-8573	63	28	adequate	adequate	ADJ
ecj-8573	63	29	,	,	PUNCT
ecj-8573	63	30	as	as	SCONJ
ecj-8573	63	31	authors	author	NOUN
ecj-8573	63	32	recruited	recruit	VERB
ecj-8573	63	33	an	an	DET
ecj-8573	63	34	external	external	ADJ
ecj-8573	63	35	validation	validation	NOUN
ecj-8573	63	36	population	population	NOUN
ecj-8573	63	37	,	,	PUNCT
ecj-8573	63	38	together	together	ADV
ecj-8573	63	39	with	with	ADP
ecj-8573	63	40	a	a	DET
ecj-8573	63	41	recommended	recommend	VERB
ecj-8573	63	42	splitting	splitting	NOUN
ecj-8573	63	43	of	of	ADP
ecj-8573	63	44	the	the	DET
ecj-8573	63	45	main	main	ADJ
ecj-8573	63	46	study	study	NOUN
ecj-8573	63	47	population	population	NOUN
ecj-8573	63	48	in	in	ADP
ecj-8573	63	49	training	training	NOUN
ecj-8573	63	50	and	and	CCONJ
ecj-8573	63	51	test	test	NOUN
ecj-8573	63	52	subgroups	subgroup	NOUN
ecj-8573	63	53	without	without	ADP
ecj-8573	63	54	overlapping	overlap	VERB
ecj-8573	63	55	.	.	PUNCT
ecj-8573	64	1	the	the	DET
ecj-8573	64	2	study	study	NOUN
ecj-8573	64	3	is	be	AUX
ecj-8573	64	4	also	also	ADV
ecj-8573	64	5	well	well	ADV
ecj-8573	64	6	designed	design	VERB
ecj-8573	64	7	in	in	ADP
ecj-8573	64	8	terms	term	NOUN
ecj-8573	64	9	of	of	ADP
ecj-8573	64	10	outcomes	outcome	NOUN
ecj-8573	64	11	(	(	PUNCT
ecj-8573	64	12	including	include	VERB
ecj-8573	64	13	hospital	hospital	NOUN
ecj-8573	64	14	mortality	mortality	NOUN
ecj-8573	64	15	and	and	CCONJ
ecj-8573	64	16	need	need	NOUN
ecj-8573	64	17	of	of	ADP
ecj-8573	64	18	hospitalization	hospitalization	NOUN
ecj-8573	64	19	)	)	PUNCT
ecj-8573	64	20	,	,	PUNCT
ecj-8573	64	21	while	while	SCONJ
ecj-8573	64	22	the	the	DET
ecj-8573	64	23	predictors	predictor	NOUN
ecj-8573	64	24	used	use	VERB
ecj-8573	64	25	for	for	ADP
ecj-8573	64	26	the	the	DET
ecj-8573	64	27	analysis	analysis	NOUN
ecj-8573	64	28	(	(	PUNCT
ecj-8573	64	29	common	common	ADJ
ecj-8573	64	30	to	to	ADP
ecj-8573	64	31	the	the	DET
ecj-8573	64	32	main	main	ADJ
ecj-8573	64	33	triage	triage	NOUN
ecj-8573	64	34	scores	score	NOUN
ecj-8573	64	35	used	use	VERB
ecj-8573	64	36	worldwide	worldwide	ADV
ecj-8573	64	37	)	)	PUNCT
ecj-8573	64	38	suggest	suggest	VERB
ecj-8573	64	39	the	the	DET
ecj-8573	64	40	adoption	adoption	NOUN
ecj-8573	64	41	of	of	ADP
ecj-8573	64	42	the	the	DET
ecj-8573	64	43	system	system	NOUN
ecj-8573	64	44	in	in	ADP
ecj-8573	64	45	real	real	ADJ
ecj-8573	64	46	life	life	NOUN
ecj-8573	64	47	situations	situation	NOUN
ecj-8573	64	48	.	.	PUNCT
ecj-8573	65	1	unfortunately	unfortunately	ADV
ecj-8573	65	2	,	,	PUNCT
ecj-8573	65	3	the	the	DET
ecj-8573	65	4	large	large	ADJ
ecj-8573	65	5	sample	sample	NOUN
ecj-8573	65	6	size	size	NOUN
ecj-8573	65	7	(	(	PUNCT
ecj-8573	65	8	>	>	SYM
ecj-8573	65	9	11	11	NUM
ecj-8573	65	10	million	million	NUM
ecj-8573	65	11	subjects	subject	NOUN
ecj-8573	65	12	)	)	PUNCT
ecj-8573	65	13	is	be	AUX
ecj-8573	65	14	composed	compose	VERB
ecj-8573	65	15	by	by	ADP
ecj-8573	65	16	korean	korean	ADJ
ecj-8573	65	17	review	review	NOUN
ecj-8573	65	18	table	table	NOUN
ecj-8573	65	19	2	2	NUM
ecj-8573	65	20	.	.	X
ecj-8573	65	21	list	list	NOUN
ecj-8573	65	22	of	of	ADP
ecj-8573	65	23	selected	select	VERB
ecj-8573	65	24	papers	paper	NOUN
ecj-8573	65	25	including	include	VERB
ecj-8573	65	26	identification	identification	NOUN
ecj-8573	65	27	three	three	NUM
ecj-8573	65	28	main	main	ADJ
ecj-8573	65	29	categories	category	NOUN
ecj-8573	65	30	.	.	PUNCT
ecj-8573	66	1	title	title	NOUN
ecj-8573	66	2	authors	author	NOUN
ecj-8573	66	3	journal	journal	PROPN
ecj-8573	66	4	category	category	PROPN
ecj-8573	66	5	emergency	emergency	PROPN
ecj-8573	66	6	department	department	PROPN
ecj-8573	66	7	triage	triage	NOUN
ecj-8573	66	8	prediction	prediction	NOUN
ecj-8573	66	9	raita	raita	INTJ
ecj-8573	66	10	y	y	NOUN
ecj-8573	66	11	,	,	PUNCT
ecj-8573	66	12	goto	goto	PROPN
ecj-8573	66	13	t	t	PROPN
ecj-8573	66	14	,	,	PUNCT
ecj-8573	66	15	faridi	faridi	PROPN
ecj-8573	66	16	mk	mk	PROPN
ecj-8573	66	17	,	,	PUNCT
ecj-8573	66	18	critical	critical	ADJ
ecj-8573	66	19	care	care	NOUN
ecj-8573	66	20	triage	triage	NOUN
ecj-8573	66	21	and	and	CCONJ
ecj-8573	66	22	risk	risk	NOUN
ecj-8573	66	23	stratification	stratification	NOUN
ecj-8573	66	24	of	of	ADP
ecj-8573	66	25	clinical	clinical	ADJ
ecj-8573	66	26	outcomes	outcome	NOUN
ecj-8573	66	27	using	use	VERB
ecj-8573	66	28	machine	machine	NOUN
ecj-8573	66	29	brown	brown	ADJ
ecj-8573	66	30	dfm	dfm	PROPN
ecj-8573	66	31	,	,	PUNCT
ecj-8573	66	32	camargo	camargo	PROPN
ecj-8573	66	33	jr	jr	PROPN
ecj-8573	66	34	ca	ca	PROPN
ecj-8573	66	35	,	,	PUNCT
ecj-8573	66	36	,	,	PUNCT
ecj-8573	66	37	learning	learning	NOUN
ecj-8573	66	38	models	model	NOUN
ecj-8573	66	39	hasegawa	hasegawa	PROPN
ecj-8573	66	40	k.	k.	PROPN
ecj-8573	66	41	machine	machine	PROPN
ecj-8573	66	42	learning	learning	NOUN
ecj-8573	66	43	-	-	PUNCT
ecj-8573	66	44	based	base	VERB
ecj-8573	66	45	prediction	prediction	NOUN
ecj-8573	66	46	goto	goto	PROPN
ecj-8573	66	47	t	t	PROPN
ecj-8573	66	48	,	,	PUNCT
ecj-8573	66	49	camargo	camargo	PROPN
ecj-8573	66	50	jr	jr	PROPN
ecj-8573	66	51	ca	ca	PROPN
ecj-8573	66	52	,	,	PUNCT
ecj-8573	66	53	jama	jama	PROPN
ecj-8573	66	54	network	network	PROPN
ecj-8573	66	55	open	open	ADJ
ecj-8573	66	56	triage	triage	NOUN
ecj-8573	66	57	and	and	CCONJ
ecj-8573	66	58	risk	risk	NOUN
ecj-8573	66	59	stratification	stratification	NOUN
ecj-8573	66	60	of	of	ADP
ecj-8573	66	61	clinical	clinical	ADJ
ecj-8573	66	62	outcomes	outcome	NOUN
ecj-8573	66	63	for	for	ADP
ecj-8573	66	64	children	child	NOUN
ecj-8573	66	65	faridi	faridi	PROPN
ecj-8573	66	66	mk	mk	NOUN
ecj-8573	66	67	,	,	PUNCT
ecj-8573	66	68	freishtat	freishtat	PROPN
ecj-8573	66	69	rj	rj	PROPN
ecj-8573	66	70	,	,	PUNCT
ecj-8573	66	71	hasegawa	hasegawa	PROPN
ecj-8573	66	72	k.	k.	PROPN
ecj-8573	67	1	during	during	ADP
ecj-8573	67	2	emergency	emergency	PROPN
ecj-8573	67	3	department	department	PROPN
ecj-8573	67	4	triage	triage	NOUN
ecj-8573	67	5	a	a	DET
ecj-8573	67	6	data	data	NOUN
ecj-8573	67	7	-	-	PUNCT
ecj-8573	67	8	driven	drive	VERB
ecj-8573	67	9	artificial	artificial	ADJ
ecj-8573	67	10	intelligence	intelligence	NOUN
ecj-8573	67	11	model	model	NOUN
ecj-8573	67	12	kim	kim	PROPN
ecj-8573	67	13	d	d	PROPN
ecj-8573	67	14	,	,	PUNCT
ecj-8573	67	15	you	you	PRON
ecj-8573	67	16	s	s	VERB
ecj-8573	67	17	,	,	PUNCT
ecj-8573	67	18	so	so	SCONJ
ecj-8573	67	19	s	s	PROPN
ecj-8573	67	20	,	,	PUNCT
ecj-8573	67	21	lee	lee	PROPN
ecj-8573	67	22	j	j	PROPN
ecj-8573	67	23	,	,	PUNCT
ecj-8573	67	24	yook	yook	NOUN
ecj-8573	67	25	s	s	PROPN
ecj-8573	67	26	,	,	PUNCT
ecj-8573	67	27	plos	plos	PROPN
ecj-8573	67	28	one	one	NUM
ecj-8573	67	29	triage	triage	NOUN
ecj-8573	67	30	and	and	CCONJ
ecj-8573	67	31	risk	risk	NOUN
ecj-8573	67	32	stratification	stratification	NOUN
ecj-8573	67	33	for	for	ADP
ecj-8573	67	34	remote	remote	ADJ
ecj-8573	67	35	triage	triage	NOUN
ecj-8573	67	36	in	in	ADP
ecj-8573	67	37	the	the	DET
ecj-8573	67	38	prehospital	prehospital	NOUN
ecj-8573	67	39	jang	jang	PROPN
ecj-8573	67	40	dp	dp	PROPN
ecj-8573	67	41	,	,	PUNCT
ecj-8573	67	42	kim	kim	PROPN
ecj-8573	67	43	iy	iy	PROPN
ecj-8573	67	44	,	,	PUNCT
ecj-8573	67	45	park	park	NOUN
ecj-8573	67	46	e	e	PROPN
ecj-8573	67	47	,	,	PUNCT
ecj-8573	67	48	cho	cho	PROPN
ecj-8573	67	49	k	k	PROPN
ecj-8573	67	50	,	,	PUNCT
ecj-8573	67	51	cha	cha	PROPN
ecj-8573	67	52	wc	wc	PROPN
ecj-8573	67	53	,	,	PUNCT
ecj-8573	67	54	environment	environment	NOUN
ecj-8573	67	55	shin	shin	PROPN
ecj-8573	67	56	dw	dw	PROPN
ecj-8573	67	57	,	,	PUNCT
ecj-8573	67	58	cho	cho	PROPN
ecj-8573	67	59	bh	bh	PROPN
ecj-8573	67	60	,	,	PUNCT
ecj-8573	67	61	park	park	PROPN
ecj-8573	67	62	h.	h.	PROPN
ecj-8573	67	63	validation	validation	PROPN
ecj-8573	67	64	of	of	ADP
ecj-8573	67	65	deep	deep	ADJ
ecj-8573	67	66	-	-	PUNCT
ecj-8573	67	67	learning	learning	NOUN
ecj-8573	67	68	-	-	PUNCT
ecj-8573	67	69	based	base	VERB
ecj-8573	67	70	kwon	kwon	PROPN
ecj-8573	67	71	jm	jm	PROPN
ecj-8573	67	72	,	,	PUNCT
ecj-8573	67	73	lee	lee	PROPN
ecj-8573	67	74	y	y	PROPN
ecj-8573	67	75	,	,	PUNCT
ecj-8573	67	76	lee	lee	PROPN
ecj-8573	67	77	y	y	PROPN
ecj-8573	67	78	,	,	PUNCT
ecj-8573	67	79	plos	plos	PROPN
ecj-8573	67	80	one	one	NUM
ecj-8573	67	81	triage	triage	NOUN
ecj-8573	67	82	and	and	CCONJ
ecj-8573	67	83	risk	risk	NOUN
ecj-8573	67	84	stratification	stratification	NOUN
ecj-8573	67	85	triage	triage	NOUN
ecj-8573	67	86	and	and	CCONJ
ecj-8573	67	87	acuity	acuity	NOUN
ecj-8573	67	88	score	score	NOUN
ecj-8573	67	89	using	use	VERB
ecj-8573	67	90	lee	lee	PROPN
ecj-8573	67	91	s	s	PROPN
ecj-8573	67	92	,	,	PUNCT
ecj-8573	67	93	park	park	NOUN
ecj-8573	67	94	h	h	NOUN
ecj-8573	67	95	,	,	PUNCT
ecj-8573	68	1	park	park	PROPN
ecj-8573	68	2	j.	j.	PROPN
ecj-8573	69	1	a	a	DET
ecj-8573	69	2	large	large	ADJ
ecj-8573	69	3	national	national	ADJ
ecj-8573	69	4	dataset	dataset	NOUN
ecj-8573	69	5	predicting	predict	VERB
ecj-8573	69	6	hospital	hospital	NOUN
ecj-8573	69	7	admission	admission	NOUN
ecj-8573	69	8	hong	hong	PROPN
ecj-8573	69	9	ws	ws	PROPN
ecj-8573	69	10	,	,	PUNCT
ecj-8573	69	11	haimovich	haimovich	NOUN
ecj-8573	69	12	ad	ad	NOUN
ecj-8573	69	13	,	,	PUNCT
ecj-8573	69	14	taylor	taylor	PROPN
ecj-8573	69	15	ra	ra	PROPN
ecj-8573	69	16	.	.	PUNCT
ecj-8573	70	1	plos	plos	PROPN
ecj-8573	70	2	one	one	NUM
ecj-8573	70	3	triage	triage	NOUN
ecj-8573	70	4	and	and	CCONJ
ecj-8573	70	5	risk	risk	NOUN
ecj-8573	70	6	stratification	stratification	NOUN
ecj-8573	70	7	at	at	ADP
ecj-8573	70	8	emergency	emergency	NOUN
ecj-8573	70	9	department	department	NOUN
ecj-8573	70	10	triage	triage	NOUN
ecj-8573	70	11	using	use	VERB
ecj-8573	70	12	machine	machine	NOUN
ecj-8573	70	13	learning	learn	VERB
ecj-8573	70	14	mixed	mix	VERB
ecj-8573	70	15	convolutional	convolutional	ADJ
ecj-8573	70	16	and	and	CCONJ
ecj-8573	70	17	long	long	ADJ
ecj-8573	70	18	short	short	ADJ
ecj-8573	70	19	-	-	PUNCT
ecj-8573	70	20	term	term	NOUN
ecj-8573	70	21	picon	picon	NOUN
ecj-8573	70	22	a	a	X
ecj-8573	70	23	,	,	PUNCT
ecj-8573	70	24	irusta	irusta	NOUN
ecj-8573	70	25	u	u	NOUN
ecj-8573	70	26	,	,	PUNCT
ecj-8573	70	27	alvarez	alvarez	PROPN
ecj-8573	70	28	-	-	PUNCT
ecj-8573	70	29	gila	gila	PROPN
ecj-8573	70	30	a	a	PROPN
ecj-8573	70	31	,	,	PUNCT
ecj-8573	70	32	plos	plos	PROPN
ecj-8573	70	33	one	one	NUM
ecj-8573	70	34	clinical	clinical	ADJ
ecj-8573	70	35	events	event	NOUN
ecj-8573	70	36	prediction	prediction	NOUN
ecj-8573	70	37	and	and	CCONJ
ecj-8573	70	38	clinical	clinical	ADJ
ecj-8573	70	39	memory	memory	NOUN
ecj-8573	70	40	network	network	NOUN
ecj-8573	70	41	for	for	ADP
ecj-8573	70	42	the	the	DET
ecj-8573	70	43	detection	detection	NOUN
ecj-8573	70	44	aramendi	aramendi	NOUN
ecj-8573	70	45	e	e	NOUN
ecj-8573	70	46	,	,	PUNCT
ecj-8573	71	1	alonso	alonso	PROPN
ecj-8573	71	2	-	-	PUNCT
ecj-8573	71	3	atienza	atienza	PROPN
ecj-8573	71	4	f	f	PROPN
ecj-8573	71	5	,	,	PUNCT
ecj-8573	71	6	data	datum	NOUN
ecj-8573	71	7	monitoring	monitoring	NOUN
ecj-8573	71	8	of	of	ADP
ecj-8573	71	9	lethal	lethal	ADJ
ecj-8573	71	10	ventricular	ventricular	NOUN
ecj-8573	71	11	arrhythmia	arrhythmia	NOUN
ecj-8573	71	12	figuera	figuera	PROPN
ecj-8573	71	13	c	c	PROPN
ecj-8573	71	14	,	,	PUNCT
ecj-8573	71	15	ayala	ayala	PROPN
ecj-8573	71	16	u	u	PROPN
ecj-8573	71	17	,	,	PUNCT
ecj-8573	71	18	garrote	garrote	NOUN
ecj-8573	71	19	e	e	NOUN
ecj-8573	71	20	,	,	PUNCT
ecj-8573	71	21	wik	wik	PROPN
ecj-8573	71	22	l	l	PROPN
ecj-8573	71	23	,	,	PUNCT
ecj-8573	71	24	kramer	kramer	PROPN
ecj-8573	71	25	-	-	PUNCT
ecj-8573	71	26	johansen	johansen	PROPN
ecj-8573	71	27	j	j	PROPN
ecj-8573	71	28	,	,	PUNCT
ecj-8573	71	29	eftestol	eftestol	VERB
ecj-8573	71	30	t.	t.	NOUN
ecj-8573	71	31	developing	develop	VERB
ecj-8573	71	32	neural	neural	ADJ
ecj-8573	71	33	network	network	NOUN
ecj-8573	71	34	models	model	NOUN
ecj-8573	71	35	jang	jang	PROPN
ecj-8573	71	36	dh	dh	PROPN
ecj-8573	71	37	,	,	PUNCT
ecj-8573	71	38	kim	kim	PROPN
ecj-8573	71	39	j	j	PROPN
ecj-8573	71	40	,	,	PUNCT
ecj-8573	71	41	jo	jo	PROPN
ecj-8573	71	42	yh	yh	PROPN
ecj-8573	71	43	,	,	PUNCT
ecj-8573	71	44	lee	lee	PROPN
ecj-8573	71	45	jh	jh	PROPN
ecj-8573	71	46	,	,	PUNCT
ecj-8573	71	47	hwang	hwang	PROPN
ecj-8573	71	48	je	je	PROPN
ecj-8573	71	49	,	,	PUNCT
ecj-8573	71	50	american	american	PROPN
ecj-8573	71	51	journal	journal	PROPN
ecj-8573	71	52	of	of	ADP
ecj-8573	71	53	clinical	clinical	ADJ
ecj-8573	71	54	events	event	NOUN
ecj-8573	71	55	prediction	prediction	NOUN
ecj-8573	71	56	and	and	CCONJ
ecj-8573	71	57	clinical	clinical	ADJ
ecj-8573	71	58	for	for	ADP
ecj-8573	71	59	early	early	ADJ
ecj-8573	71	60	detection	detection	NOUN
ecj-8573	71	61	of	of	ADP
ecj-8573	71	62	cardiac	cardiac	ADJ
ecj-8573	71	63	arrest	arrest	NOUN
ecj-8573	71	64	park	park	NOUN
ecj-8573	71	65	sm	sm	PROPN
ecj-8573	71	66	,	,	PUNCT
ecj-8573	71	67	lee	lee	PROPN
ecj-8573	71	68	dk	dk	PROPN
ecj-8573	71	69	,	,	PUNCT
ecj-8573	71	70	park	park	NOUN
ecj-8573	71	71	i	i	PRON
ecj-8573	71	72	,	,	PUNCT
ecj-8573	71	73	kim	kim	PROPN
ecj-8573	71	74	d	d	PROPN
ecj-8573	71	75	,	,	PUNCT
ecj-8573	71	76	chang	chang	PROPN
ecj-8573	71	77	h.	h.	PROPN
ecj-8573	71	78	emergency	emergency	PROPN
ecj-8573	71	79	medicine	medicine	PROPN
ecj-8573	71	80	data	datum	NOUN
ecj-8573	71	81	monitoring	monitoring	NOUN
ecj-8573	71	82	in	in	ADP
ecj-8573	71	83	emergency	emergency	NOUN
ecj-8573	71	84	department	department	NOUN
ecj-8573	71	85	deep	deep	ADJ
ecj-8573	71	86	-	-	PUNCT
ecj-8573	71	87	learning	learning	NOUN
ecj-8573	71	88	-	-	PUNCT
ecj-8573	71	89	based	base	VERB
ecj-8573	71	90	out	out	ADP
ecj-8573	71	91	-	-	PUNCT
ecj-8573	71	92	of	of	ADP
ecj-8573	71	93	-	-	PUNCT
ecj-8573	71	94	hospital	hospital	NOUN
ecj-8573	71	95	kwon	kwon	PROPN
ecj-8573	71	96	jm	jm	PROPN
ecj-8573	71	97	,	,	PUNCT
ecj-8573	71	98	jeon	jeon	PROPN
ecj-8573	71	99	kh	kh	PROPN
ecj-8573	71	100	,	,	PUNCT
ecj-8573	71	101	kim	kim	PROPN
ecj-8573	71	102	hm	hm	PROPN
ecj-8573	71	103	,	,	PUNCT
ecj-8573	71	104	kim	kim	PROPN
ecj-8573	71	105	mj	mj	PROPN
ecj-8573	71	106	,	,	PUNCT
ecj-8573	71	107	resuscitation	resuscitation	NOUN
ecj-8573	71	108	clinical	clinical	ADJ
ecj-8573	71	109	events	event	NOUN
ecj-8573	71	110	prediction	prediction	NOUN
ecj-8573	71	111	and	and	CCONJ
ecj-8573	71	112	clinical	clinical	ADJ
ecj-8573	71	113	cardiac	cardiac	ADJ
ecj-8573	71	114	arrest	arrest	NOUN
ecj-8573	71	115	prognostic	prognostic	ADJ
ecj-8573	71	116	system	system	NOUN
ecj-8573	71	117	lim	lim	PROPN
ecj-8573	71	118	s	s	PROPN
ecj-8573	71	119	,	,	PUNCT
ecj-8573	71	120	kim	kim	PROPN
ecj-8573	71	121	kh	kh	PROPN
ecj-8573	71	122	,	,	PUNCT
ecj-8573	71	123	song	song	NOUN
ecj-8573	71	124	ps	ps	PROPN
ecj-8573	71	125	,	,	PUNCT
ecj-8573	71	126	park	park	PROPN
ecj-8573	71	127	j	j	PROPN
ecj-8573	71	128	,	,	PUNCT
ecj-8573	71	129	data	datum	NOUN
ecj-8573	71	130	monitoring	monitoring	NOUN
ecj-8573	71	131	to	to	PART
ecj-8573	71	132	predict	predict	VERB
ecj-8573	71	133	clinical	clinical	ADJ
ecj-8573	71	134	outcomes	outcome	NOUN
ecj-8573	71	135	choi	choi	VERB
ecj-8573	71	136	rk	rk	PRON
ecj-8573	71	137	,	,	PUNCT
ecj-8573	71	138	oh	oh	INTJ
ecj-8573	71	139	bh	bh	NOUN
ecj-8573	71	140	.	.	PUNCT
ecj-8573	72	1	an	an	DET
ecj-8573	72	2	algorithm	algorithm	NOUN
ecj-8573	72	3	based	base	VERB
ecj-8573	72	4	on	on	ADP
ecj-8573	72	5	deep	deep	ADJ
ecj-8573	72	6	learning	learning	NOUN
ecj-8573	72	7	kwon	kwon	VERB
ecj-8573	72	8	jm	jm	PROPN
ecj-8573	72	9	,	,	PUNCT
ecj-8573	72	10	lee	lee	PROPN
ecj-8573	72	11	y	y	PROPN
ecj-8573	72	12	,	,	PUNCT
ecj-8573	72	13	lee	lee	PROPN
ecj-8573	72	14	y	y	PROPN
ecj-8573	72	15	,	,	PUNCT
ecj-8573	72	16	lee	lee	PROPN
ecj-8573	72	17	s	s	PROPN
ecj-8573	72	18	,	,	PUNCT
ecj-8573	72	19	park	park	PROPN
ecj-8573	72	20	j.	j.	PROPN
ecj-8573	72	21	journal	journal	PROPN
ecj-8573	72	22	of	of	ADP
ecj-8573	72	23	american	american	ADJ
ecj-8573	72	24	heart	heart	NOUN
ecj-8573	72	25	clinical	clinical	ADJ
ecj-8573	72	26	events	event	NOUN
ecj-8573	72	27	prediction	prediction	NOUN
ecj-8573	72	28	for	for	ADP
ecj-8573	72	29	predicting	predict	VERB
ecj-8573	72	30	in	in	ADP
ecj-8573	72	31	-	-	PUNCT
ecj-8573	72	32	hospital	hospital	NOUN
ecj-8573	72	33	cardiac	cardiac	ADJ
ecj-8573	72	34	arrest	arrest	NOUN
ecj-8573	72	35	association	association	NOUN
ecj-8573	72	36	and	and	CCONJ
ecj-8573	72	37	clinical	clinical	ADJ
ecj-8573	72	38	data	datum	NOUN
ecj-8573	72	39	monitoring	monitor	VERB
ecj-8573	72	40	a	a	DET
ecj-8573	72	41	deep	deep	ADJ
ecj-8573	72	42	neural	neural	ADJ
ecj-8573	72	43	network	network	NOUN
ecj-8573	72	44	learning	learn	VERB
ecj-8573	72	45	algorithm	algorithm	PROPN
ecj-8573	72	46	smith	smith	PROPN
ecj-8573	72	47	sw	sw	PROPN
ecj-8573	72	48	,	,	PUNCT
ecj-8573	72	49	walsh	walsh	PROPN
ecj-8573	72	50	b	b	PROPN
ecj-8573	72	51	,	,	PUNCT
ecj-8573	72	52	grauer	grauer	PROPN
ecj-8573	72	53	k	k	PROPN
ecj-8573	72	54	,	,	PUNCT
ecj-8573	72	55	wang	wang	PROPN
ecj-8573	72	56	k	k	PROPN
ecj-8573	72	57	,	,	PUNCT
ecj-8573	72	58	journal	journal	NOUN
ecj-8573	72	59	of	of	ADP
ecj-8573	72	60	electrocardiology	electrocardiology	NOUN
ecj-8573	72	61	clinical	clinical	ADJ
ecj-8573	72	62	events	event	NOUN
ecj-8573	72	63	prediction	prediction	NOUN
ecj-8573	72	64	and	and	CCONJ
ecj-8573	72	65	clinical	clinical	ADJ
ecj-8573	72	66	outperforms	outperform	NOUN
ecj-8573	72	67	a	a	DET
ecj-8573	72	68	conventional	conventional	ADJ
ecj-8573	72	69	algorithm	algorithm	NOUN
ecj-8573	72	70	for	for	SCONJ
ecj-8573	72	71	rapin	rapin	PROPN
ecj-8573	72	72	j	j	PROPN
ecj-8573	72	73	,	,	PUNCT
ecj-8573	72	74	li	li	PROPN
ecj-8573	72	75	j	j	PROPN
ecj-8573	72	76	,	,	PUNCT
ecj-8573	72	77	fennell	fennell	PROPN
ecj-8573	72	78	w	w	PROPN
ecj-8573	72	79	,	,	PUNCT
ecj-8573	72	80	taboulet	taboulet	NOUN
ecj-8573	72	81	p.	p.	NOUN
ecj-8573	72	82	data	datum	NOUN
ecj-8573	72	83	monitoring	monitor	VERB
ecj-8573	72	84	emergency	emergency	NOUN
ecj-8573	72	85	department	department	PROPN
ecj-8573	72	86	electrocardiogram	electrocardiogram	NOUN
ecj-8573	72	87	interpretation	interpretation	PROPN
ecj-8573	72	88	artificial	artificial	ADJ
ecj-8573	72	89	intelligence	intelligence	NOUN
ecj-8573	72	90	to	to	PART
ecj-8573	72	91	predict	predict	VERB
ecj-8573	72	92	needs	need	NOUN
ecj-8573	72	93	goto	goto	ADJ
ecj-8573	72	94	s	s	NOUN
ecj-8573	72	95	,	,	PUNCT
ecj-8573	72	96	kimura	kimura	NOUN
ecj-8573	72	97	m	m	PROPN
ecj-8573	72	98	,	,	PUNCT
ecj-8573	72	99	katsumata	katsumata	PROPN
ecj-8573	72	100	y	y	PROPN
ecj-8573	72	101	,	,	PUNCT
ecj-8573	72	102	plos	plos	PROPN
ecj-8573	72	103	one	one	NUM
ecj-8573	72	104	clinical	clinical	ADJ
ecj-8573	72	105	events	event	NOUN
ecj-8573	72	106	prediction	prediction	NOUN
ecj-8573	72	107	and	and	CCONJ
ecj-8573	72	108	clinical	clinical	ADJ
ecj-8573	72	109	for	for	ADP
ecj-8573	72	110	urgent	urgent	ADJ
ecj-8573	72	111	revascularization	revascularization	NOUN
ecj-8573	72	112	from	from	ADP
ecj-8573	72	113	12	12	NUM
ecj-8573	72	114	-	-	PUNCT
ecj-8573	72	115	leads	lead	NOUN
ecj-8573	72	116	goto	goto	NOUN
ecj-8573	72	117	s	s	PROPN
ecj-8573	72	118	,	,	PUNCT
ecj-8573	72	119	kamatani	kamatani	PROPN
ecj-8573	72	120	t	t	PROPN
ecj-8573	72	121	,	,	PUNCT
ecj-8573	72	122	ichiihara	ichiihara	NOUN
ecj-8573	72	123	g	g	PROPN
ecj-8573	72	124	,	,	PUNCT
ecj-8573	72	125	data	datum	NOUN
ecj-8573	72	126	monitoring	monitor	VERB
ecj-8573	72	127	electrocardiography	electrocardiography	NOUN
ecj-8573	72	128	in	in	ADP
ecj-8573	72	129	emergency	emergency	NOUN
ecj-8573	72	130	patients	patient	NOUN
ecj-8573	72	131	ko	ko	PROPN
ecj-8573	72	132	s	s	PROPN
ecj-8573	72	133	,	,	PUNCT
ecj-8573	72	134	sasaki	sasaki	PROPN
ecj-8573	72	135	j	j	PROPN
ecj-8573	72	136	,	,	PUNCT
ecj-8573	72	137	fukuda	fukuda	PROPN
ecj-8573	72	138	k	k	PROPN
ecj-8573	72	139	,	,	PUNCT
ecj-8573	72	140	sano	sano	PROPN
ecj-8573	72	141	m.	m.	PROPN
ecj-8573	72	142	application	application	NOUN
ecj-8573	72	143	of	of	ADP
ecj-8573	72	144	a	a	DET
ecj-8573	72	145	deep	deep	ADJ
ecj-8573	72	146	learning	learning	NOUN
ecj-8573	72	147	algorithm	algorithm	PROPN
ecj-8573	72	148	cheng	cheng	PROPN
ecj-8573	72	149	ct	ct	PROPN
ecj-8573	72	150	,	,	PUNCT
ecj-8573	72	151	ho	ho	PROPN
ecj-8573	72	152	ty	ty	PROPN
ecj-8573	72	153	,	,	PUNCT
ecj-8573	72	154	lee	lee	PROPN
ecj-8573	72	155	ty	ty	PROPN
ecj-8573	72	156	,	,	PUNCT
ecj-8573	72	157	chang	chang	PROPN
ecj-8573	72	158	cc	cc	PROPN
ecj-8573	72	159	,	,	PUNCT
ecj-8573	72	160	european	european	ADJ
ecj-8573	72	161	radiology	radiology	NOUN
ecj-8573	72	162	medical	medical	ADJ
ecj-8573	72	163	images	image	NOUN
ecj-8573	72	164	analysis	analysis	NOUN
ecj-8573	72	165	for	for	ADP
ecj-8573	72	166	detection	detection	NOUN
ecj-8573	72	167	and	and	CCONJ
ecj-8573	72	168	visualization	visualization	NOUN
ecj-8573	72	169	of	of	ADP
ecj-8573	72	170	hip	hip	NOUN
ecj-8573	72	171	chou	chou	PROPN
ecj-8573	72	172	cc	cc	PROPN
ecj-8573	72	173	,	,	PUNCT
ecj-8573	72	174	chen	chen	PROPN
ecj-8573	72	175	cc	cc	PROPN
ecj-8573	72	176	,	,	PUNCT
ecj-8573	72	177	chung	chung	VERB
ecj-8573	72	178	if	if	SCONJ
ecj-8573	72	179	,	,	PUNCT
ecj-8573	72	180	liao	liao	PROPN
ecj-8573	72	181	ch	ch	PROPN
ecj-8573	72	182	.	.	PROPN
ecj-8573	72	183	fractures	fracture	NOUN
ecj-8573	72	184	on	on	ADP
ecj-8573	72	185	plain	plain	ADJ
ecj-8573	72	186	pelvic	pelvic	ADJ
ecj-8573	72	187	radiographs	radiograph	NOUN
ecj-8573	72	188	improving	improve	VERB
ecj-8573	72	189	sensitivity	sensitivity	NOUN
ecj-8573	72	190	on	on	ADP
ecj-8573	72	191	identification	identification	NOUN
ecj-8573	72	192	cho	cho	PROPN
ecj-8573	72	193	j	j	PROPN
ecj-8573	72	194	,	,	PUNCT
ecj-8573	72	195	park	park	NOUN
ecj-8573	72	196	ks	ks	PROPN
ecj-8573	72	197	,	,	PUNCT
ecj-8573	72	198	karki	karki	PROPN
ecj-8573	72	199	m	m	PROPN
ecj-8573	72	200	,	,	PUNCT
ecj-8573	72	201	lee	lee	PROPN
ecj-8573	72	202	e	e	PROPN
ecj-8573	72	203	,	,	PUNCT
ecj-8573	72	204	journal	journal	NOUN
ecj-8573	72	205	of	of	ADP
ecj-8573	72	206	digital	digital	ADJ
ecj-8573	72	207	imaging	imaging	ADJ
ecj-8573	72	208	medical	medical	ADJ
ecj-8573	72	209	images	image	NOUN
ecj-8573	72	210	analysis	analysis	NOUN
ecj-8573	72	211	and	and	CCONJ
ecj-8573	72	212	delineation	delineation	NOUN
ecj-8573	72	213	of	of	ADP
ecj-8573	72	214	intracranial	intracranial	ADJ
ecj-8573	72	215	hemorrhage	hemorrhage	NOUN
ecj-8573	72	216	ko	ko	PROPN
ecj-8573	72	217	s	s	PROPN
ecj-8573	72	218	,	,	PUNCT
ecj-8573	72	219	kim	kim	PROPN
ecj-8573	72	220	jk	jk	PROPN
ecj-8573	72	221	,	,	PUNCT
ecj-8573	72	222	lee	lee	PROPN
ecj-8573	72	223	d	d	PROPN
ecj-8573	72	224	,	,	PUNCT
ecj-8573	72	225	choe	choe	PROPN
ecj-8573	72	226	j	j	PROPN
ecj-8573	72	227	,	,	PUNCT
ecj-8573	72	228	son	son	PROPN
ecj-8573	72	229	j	j	PROPN
ecj-8573	72	230	,	,	PUNCT
ecj-8573	72	231	lesion	lesion	NOUN
ecj-8573	72	232	using	use	VERB
ecj-8573	72	233	cascaded	cascade	VERB
ecj-8573	72	234	deep	deep	ADJ
ecj-8573	72	235	kim	kim	PROPN
ecj-8573	72	236	m	m	PROPN
ecj-8573	72	237	,	,	PUNCT
ecj-8573	72	238	lee	lee	PROPN
ecj-8573	72	239	s	s	PROPN
ecj-8573	72	240	,	,	PUNCT
ecj-8573	72	241	lee	lee	PROPN
ecj-8573	72	242	j	j	PROPN
ecj-8573	72	243	,	,	PUNCT
ecj-8573	72	244	yoon	yoon	PROPN
ecj-8573	72	245	c	c	PROPN
ecj-8573	72	246	,	,	PUNCT
ecj-8573	72	247	park	park	PROPN
ecj-8573	72	248	s.	s.	PROPN
ecj-8573	72	249	learning	learning	PROPN
ecj-8573	72	250	models	model	NOUN
ecj-8573	72	251	deep	deep	ADJ
ecj-8573	72	252	learning	learning	NOUN
ecj-8573	72	253	for	for	ADP
ecj-8573	72	254	predicting	predict	VERB
ecj-8573	72	255	in	in	ADP
ecj-8573	72	256	-	-	PUNCT
ecj-8573	72	257	hospital	hospital	NOUN
ecj-8573	72	258	kwon	kwon	PROPN
ecj-8573	72	259	jm	jm	PROPN
ecj-8573	72	260	,	,	PUNCT
ecj-8573	72	261	kim	kim	PROPN
ecj-8573	72	262	kek	kek	PROPN
ecj-8573	72	263	,	,	PUNCT
ecj-8573	72	264	jeon	jeon	PROPN
ecj-8573	72	265	kh	kh	PROPN
ecj-8573	72	266	,	,	PUNCT
ecj-8573	72	267	park	park	NOUN
ecj-8573	72	268	jp	jp	PROPN
ecj-8573	72	269	.	.	PUNCT
ecj-8573	73	1	echocardiography	echocardiography	PROPN
ecj-8573	73	2	medical	medical	ADJ
ecj-8573	73	3	images	image	NOUN
ecj-8573	73	4	analysis	analysis	NOUN
ecj-8573	73	5	mortality	mortality	NOUN
ecj-8573	73	6	among	among	ADP
ecj-8573	73	7	heart	heart	NOUN
ecj-8573	73	8	disease	disease	NOUN
ecj-8573	73	9	patients	patient	NOUN
ecj-8573	73	10	based	base	VERB
ecj-8573	73	11	on	on	ADP
ecj-8573	73	12	echocardiography	echocardiography	NOUN
ecj-8573	73	13	hybrid	hybrid	VERB
ecj-8573	73	14	3d/2d	3d/2d	NUM
ecj-8573	73	15	convolutional	convolutional	ADJ
ecj-8573	73	16	neural	neural	ADJ
ecj-8573	73	17	network	network	NOUN
ecj-8573	73	18	chang	chang	PROPN
ecj-8573	73	19	pd	pd	PROPN
ecj-8573	73	20	,	,	PUNCT
ecj-8573	73	21	kuoy	kuoy	NOUN
ecj-8573	73	22	e	e	PROPN
ecj-8573	73	23	,	,	PUNCT
ecj-8573	73	24	grinband	grinband	PROPN
ecj-8573	73	25	j	j	PROPN
ecj-8573	73	26	,	,	PUNCT
ecj-8573	73	27	american	american	PROPN
ecj-8573	73	28	journal	journal	PROPN
ecj-8573	73	29	of	of	ADP
ecj-8573	73	30	medical	medical	ADJ
ecj-8573	73	31	images	image	NOUN
ecj-8573	73	32	analysis	analysis	NOUN
ecj-8573	73	33	for	for	ADP
ecj-8573	73	34	hemorrhage	hemorrhage	NOUN
ecj-8573	73	35	evaluation	evaluation	NOUN
ecj-8573	73	36	on	on	ADP
ecj-8573	73	37	head	head	NOUN
ecj-8573	73	38	ct	ct	PROPN
ecj-8573	73	39	weinberg	weinberg	PROPN
ecj-8573	73	40	bd	bd	PROPN
ecj-8573	73	41	,	,	PUNCT
ecj-8573	73	42	thompson	thompson	PROPN
ecj-8573	73	43	m	m	PROPN
ecj-8573	73	44	,	,	PUNCT
ecj-8573	73	45	neuroradiology	neuroradiology	NOUN
ecj-8573	73	46	homo	homo	NOUN
ecj-8573	73	47	r	r	PROPN
ecj-8573	73	48	,	,	PUNCT
ecj-8573	73	49	chen	chen	PROPN
ecj-8573	73	50	j	j	PROPN
ecj-8573	73	51	,	,	PUNCT
ecj-8573	73	52	abcede	abcede	NOUN
ecj-8573	73	53	h	h	NOUN
ecj-8573	73	54	,	,	PUNCT
ecj-8573	73	55	shafie	shafie	NOUN
ecj-8573	73	56	m	m	NOUN
ecj-8573	73	57	,	,	PUNCT
ecj-8573	73	58	sugrue	sugrue	ADJ
ecj-8573	73	59	l	l	PROPN
ecj-8573	73	60	,	,	PUNCT
ecj-8573	73	61	filippi	filippi	PROPN
ecj-8573	73	62	cg	cg	PROPN
ecj-8573	73	63	,	,	PUNCT
ecj-8573	73	64	su	su	PROPN
ecj-8573	74	1	my	my	PRON
ecj-8573	74	2	,	,	PUNCT
ecj-8573	74	3	yu	yu	PROPN
ecj-8573	74	4	w	w	PROPN
ecj-8573	74	5	,	,	PUNCT
ecj-8573	74	6	hess	hess	PROPN
ecj-8573	74	7	c	c	AUX
ecj-8573	74	8	,	,	PUNCT
ecj-8573	74	9	chow	chow	PROPN
ecj-8573	74	10	d.	d.	PROPN
ecj-8573	74	11	non	non	PROPN
ecj-8573	75	1	-co	-co	PROPN
ecj-8573	75	2	mmerc	mmerc	PROPN
ecj-8573	75	3	ial	ial	PROPN
ecj-8573	75	4	us	us	PROPN
ecj-8573	76	1	e	e	NOUN
ecj-8573	76	2	o	o	X
ecj-8573	76	3	nly	nly	ADV
ecj-8573	76	4	[	[	X
ecj-8573	76	5	emergency	emergency	NOUN
ecj-8573	76	6	care	care	NOUN
ecj-8573	76	7	journal	journal	NOUN
ecj-8573	76	8	2020	2020	NUM
ecj-8573	76	9	;	;	PUNCT
ecj-8573	76	10	16:8573	16:8573	NUM
ecj-8573	76	11	]	]	X
ecj-8573	77	1	[	[	X
ecj-8573	77	2	page	page	NOUN
ecj-8573	77	3	9	9	NUM
ecj-8573	77	4	]	]	PUNCT
ecj-8573	77	5	people	people	NOUN
ecj-8573	77	6	,	,	PUNCT
ecj-8573	77	7	imposing	impose	VERB
ecj-8573	77	8	an	an	DET
ecj-8573	77	9	ethnic	ethnic	ADJ
ecj-8573	77	10	bias	bias	NOUN
ecj-8573	77	11	and	and	CCONJ
ecj-8573	77	12	excluding	exclude	VERB
ecj-8573	77	13	the	the	DET
ecj-8573	77	14	generalization	generalization	NOUN
ecj-8573	77	15	of	of	ADP
ecj-8573	77	16	the	the	DET
ecj-8573	77	17	study	study	NOUN
ecj-8573	77	18	to	to	ADP
ecj-8573	77	19	other	other	ADJ
ecj-8573	77	20	countries	country	NOUN
ecj-8573	77	21	.	.	PUNCT
ecj-8573	78	1	hong	hong	PROPN
ecj-8573	78	2	et	et	PROPN
ecj-8573	78	3	al.13	al.13	PROPN
ecj-8573	78	4	realized	realize	VERB
ecj-8573	78	5	a	a	DET
ecj-8573	78	6	retrospective	retrospective	ADJ
ecj-8573	78	7	study	study	NOUN
ecj-8573	78	8	with	with	ADP
ecj-8573	78	9	the	the	DET
ecj-8573	78	10	aim	aim	NOUN
ecj-8573	78	11	of	of	ADP
ecj-8573	78	12	predicting	predict	VERB
ecj-8573	78	13	hospitalization	hospitalization	NOUN
ecj-8573	78	14	at	at	ADP
ecj-8573	78	15	triage	triage	NOUN
ecj-8573	78	16	time	time	NOUN
ecj-8573	78	17	by	by	ADP
ecj-8573	78	18	deep	deep	ADJ
ecj-8573	78	19	neural	neural	ADJ
ecj-8573	78	20	networks	network	NOUN
ecj-8573	78	21	feed	feed	VERB
ecj-8573	78	22	with	with	ADP
ecj-8573	78	23	a	a	DET
ecj-8573	78	24	large	large	ADJ
ecj-8573	78	25	set	set	NOUN
ecj-8573	78	26	of	of	ADP
ecj-8573	78	27	input	input	NOUN
ecj-8573	78	28	variables	variable	NOUN
ecj-8573	78	29	.	.	PUNCT
ecj-8573	79	1	the	the	DET
ecj-8573	79	2	enrolled	enrol	VERB
ecj-8573	79	3	population	population	NOUN
ecj-8573	79	4	is	be	AUX
ecj-8573	79	5	quite	quite	ADV
ecj-8573	79	6	large	large	ADJ
ecj-8573	79	7	(	(	PUNCT
ecj-8573	79	8	>	>	SYM
ecj-8573	79	9	190,000	190,000	NUM
ecj-8573	79	10	subjects	subject	NOUN
ecj-8573	79	11	)	)	PUNCT
ecj-8573	79	12	,	,	PUNCT
ecj-8573	79	13	heterogeneous	heterogeneous	ADJ
ecj-8573	79	14	(	(	PUNCT
ecj-8573	79	15	three	three	NUM
ecj-8573	79	16	enrollment	enrollment	NOUN
ecj-8573	79	17	sites	site	NOUN
ecj-8573	79	18	with	with	ADP
ecj-8573	79	19	variable	variable	ADJ
ecj-8573	79	20	general	general	ADJ
ecj-8573	79	21	characteristics	characteristic	NOUN
ecj-8573	79	22	)	)	PUNCT
ecj-8573	79	23	and	and	CCONJ
ecj-8573	79	24	well	well	ADV
ecj-8573	79	25	-	-	PUNCT
ecj-8573	79	26	integrated	integrate	VERB
ecj-8573	79	27	in	in	ADP
ecj-8573	79	28	the	the	DET
ecj-8573	79	29	study	study	NOUN
ecj-8573	79	30	design	design	NOUN
ecj-8573	79	31	(	(	PUNCT
ecj-8573	79	32	training	training	NOUN
ecj-8573	79	33	and	and	CCONJ
ecj-8573	79	34	test	test	NOUN
ecj-8573	79	35	subgroup	subgroup	NOUN
ecj-8573	79	36	are	be	AUX
ecj-8573	79	37	not	not	PART
ecj-8573	79	38	overlapping	overlap	VERB
ecj-8573	79	39	and	and	CCONJ
ecj-8573	79	40	correctly	correctly	ADV
ecj-8573	79	41	sized	sized	ADJ
ecj-8573	79	42	)	)	PUNCT
ecj-8573	79	43	.	.	PUNCT
ecj-8573	80	1	however	however	ADV
ecj-8573	80	2	,	,	PUNCT
ecj-8573	80	3	an	an	DET
ecj-8573	80	4	extremely	extremely	ADV
ecj-8573	80	5	high	high	ADJ
ecj-8573	80	6	number	number	NOUN
ecj-8573	80	7	of	of	ADP
ecj-8573	80	8	network	network	NOUN
ecj-8573	80	9	’s	’s	PART
ecj-8573	80	10	configurations	configuration	NOUN
ecj-8573	80	11	were	be	AUX
ecj-8573	80	12	tested	test	VERB
ecj-8573	80	13	with	with	ADP
ecj-8573	80	14	risk	risk	NOUN
ecj-8573	80	15	of	of	ADP
ecj-8573	80	16	overfitting	overfitte	VERB
ecj-8573	80	17	.	.	PUNCT
ecj-8573	81	1	accordingly	accordingly	ADV
ecj-8573	81	2	,	,	PUNCT
ecj-8573	81	3	published	publish	VERB
ecj-8573	81	4	results	result	NOUN
ecj-8573	81	5	are	be	AUX
ecj-8573	81	6	quite	quite	ADV
ecj-8573	81	7	variable	variable	ADJ
ecj-8573	81	8	with	with	ADP
ecj-8573	81	9	the	the	DET
ecj-8573	81	10	risk	risk	NOUN
ecj-8573	81	11	that	that	PRON
ecj-8573	81	12	high	high	ADJ
ecj-8573	81	13	benchmark	benchmark	NOUN
ecj-8573	81	14	score	score	NOUN
ecj-8573	81	15	would	would	AUX
ecj-8573	81	16	be	be	AUX
ecj-8573	81	17	simply	simply	ADV
ecj-8573	81	18	obtained	obtain	VERB
ecj-8573	81	19	by	by	ADP
ecj-8573	81	20	chance	chance	NOUN
ecj-8573	81	21	.	.	PUNCT
ecj-8573	82	1	clinical	clinical	ADJ
ecj-8573	82	2	events	event	NOUN
ecj-8573	82	3	prediction	prediction	NOUN
ecj-8573	82	4	and	and	CCONJ
ecj-8573	82	5	clinical	clinical	ADJ
ecj-8573	82	6	data	datum	NOUN
ecj-8573	82	7	monitoring	monitor	VERB
ecj-8573	82	8	ventricular	ventricular	ADJ
ecj-8573	82	9	fibrillation	fibrillation	NOUN
ecj-8573	82	10	is	be	AUX
ecj-8573	82	11	characterized	characterize	VERB
ecj-8573	82	12	by	by	ADP
ecj-8573	82	13	high	high	ADJ
ecj-8573	82	14	occurrence	occurrence	NOUN
ecj-8573	82	15	and	and	CCONJ
ecj-8573	82	16	severity	severity	NOUN
ecj-8573	82	17	of	of	ADP
ecj-8573	82	18	outcomes	outcome	NOUN
ecj-8573	82	19	.	.	PUNCT
ecj-8573	83	1	accordingly	accordingly	ADV
ecj-8573	83	2	,	,	PUNCT
ecj-8573	83	3	picon	picon	PROPN
ecj-8573	83	4	et	et	PROPN
ecj-8573	83	5	al.14	al.14	PROPN
ecj-8573	83	6	developed	develop	VERB
ecj-8573	83	7	a	a	DET
ecj-8573	83	8	system	system	NOUN
ecj-8573	83	9	for	for	ADP
ecj-8573	83	10	automatic	automatic	ADJ
ecj-8573	83	11	electrocardiogram	electrocardiogram	NOUN
ecj-8573	83	12	(	(	PUNCT
ecj-8573	83	13	ecg	ecg	PROPN
ecj-8573	83	14	)	)	PUNCT
ecj-8573	83	15	analysis	analysis	NOUN
ecj-8573	83	16	based	base	VERB
ecj-8573	83	17	on	on	ADP
ecj-8573	83	18	a	a	DET
ecj-8573	83	19	convolutional	convolutional	ADJ
ecj-8573	83	20	deep	deep	ADJ
ecj-8573	83	21	network	network	NOUN
ecj-8573	83	22	.	.	PUNCT
ecj-8573	84	1	in	in	ADP
ecj-8573	84	2	order	order	NOUN
ecj-8573	84	3	to	to	PART
ecj-8573	84	4	train	train	VERB
ecj-8573	84	5	the	the	DET
ecj-8573	84	6	network	network	NOUN
ecj-8573	84	7	,	,	PUNCT
ecj-8573	84	8	authors	author	NOUN
ecj-8573	84	9	extracted	extract	VERB
ecj-8573	84	10	ecg	ecg	PROPN
ecj-8573	84	11	traces	trace	NOUN
ecj-8573	84	12	both	both	PRON
ecj-8573	84	13	from	from	ADP
ecj-8573	84	14	a	a	DET
ecj-8573	84	15	public	public	ADJ
ecj-8573	84	16	database	database	NOUN
ecj-8573	84	17	and	and	CCONJ
ecj-8573	84	18	from	from	ADP
ecj-8573	84	19	implanted	implant	VERB
ecj-8573	84	20	devices	device	NOUN
ecj-8573	84	21	(	(	PUNCT
ecj-8573	84	22	defibrillators	defibrillator	NOUN
ecj-8573	84	23	during	during	ADP
ecj-8573	84	24	discharge	discharge	NOUN
ecj-8573	84	25	)	)	PUNCT
ecj-8573	84	26	.	.	PUNCT
ecj-8573	85	1	despite	despite	SCONJ
ecj-8573	85	2	a	a	DET
ecj-8573	85	3	good	good	ADJ
ecj-8573	85	4	methodology	methodology	NOUN
ecj-8573	85	5	,	,	PUNCT
ecj-8573	85	6	the	the	DET
ecj-8573	85	7	proposed	propose	VERB
ecj-8573	85	8	system	system	NOUN
ecj-8573	85	9	added	add	VERB
ecj-8573	85	10	an	an	DET
ecj-8573	85	11	only	only	ADJ
ecj-8573	85	12	marginal	marginal	ADJ
ecj-8573	85	13	gain	gain	NOUN
ecj-8573	85	14	in	in	ADP
ecj-8573	85	15	terms	term	NOUN
ecj-8573	85	16	of	of	ADP
ecj-8573	85	17	accuracy	accuracy	NOUN
ecj-8573	85	18	respect	respect	NOUN
ecj-8573	85	19	to	to	ADP
ecj-8573	85	20	those	those	PRON
ecj-8573	85	21	offered	offer	VERB
ecj-8573	85	22	by	by	ADP
ecj-8573	85	23	other	other	ADJ
ecj-8573	85	24	commercial	commercial	ADJ
ecj-8573	85	25	systems	system	NOUN
ecj-8573	85	26	already	already	ADV
ecj-8573	85	27	available	available	ADJ
ecj-8573	85	28	in	in	ADP
ecj-8573	85	29	the	the	DET
ecj-8573	85	30	market	market	NOUN
ecj-8573	85	31	.	.	PUNCT
ecj-8573	86	1	in	in	ADP
ecj-8573	86	2	particular	particular	ADJ
ecj-8573	86	3	,	,	PUNCT
ecj-8573	86	4	authors	author	NOUN
ecj-8573	86	5	claimed	claim	VERB
ecj-8573	86	6	a	a	DET
ecj-8573	86	7	change	change	NOUN
ecj-8573	86	8	in	in	ADP
ecj-8573	86	9	specificity	specificity	NOUN
ecj-8573	86	10	and	and	CCONJ
ecj-8573	86	11	sensitivity	sensitivity	NOUN
ecj-8573	86	12	from	from	ADP
ecj-8573	86	13	99.3/98.4	99.3/98.4	NUM
ecj-8573	86	14	to	to	ADP
ecj-8573	86	15	99.7/98.9	99.7/98.9	PROPN
ecj-8573	86	16	,	,	PUNCT
ecj-8573	86	17	respectively	respectively	ADV
ecj-8573	86	18	.	.	PUNCT
ecj-8573	87	1	as	as	SCONJ
ecj-8573	87	2	similar	similar	ADJ
ecj-8573	87	3	systems	system	NOUN
ecj-8573	87	4	based	base	VERB
ecj-8573	87	5	on	on	ADP
ecj-8573	87	6	ecg	ecg	PROPN
ecj-8573	87	7	traces	trace	VERB
ecj-8573	87	8	analysis	analysis	NOUN
ecj-8573	87	9	,	,	PUNCT
ecj-8573	87	10	the	the	DET
ecj-8573	87	11	proposed	propose	VERB
ecj-8573	87	12	approach	approach	NOUN
ecj-8573	87	13	suffers	suffer	NOUN
ecj-8573	87	14	of	of	ADP
ecj-8573	87	15	data	datum	NOUN
ecj-8573	87	16	snooping	snooping	NOUN
ecj-8573	87	17	bias	bias	NOUN
ecj-8573	87	18	,	,	PUNCT
ecj-8573	87	19	with	with	ADP
ecj-8573	87	20	too	too	ADV
ecj-8573	87	21	similar	similar	ADJ
ecj-8573	87	22	ecg	ecg	PROPN
ecj-8573	87	23	segments	segment	NOUN
ecj-8573	87	24	(	(	PUNCT
ecj-8573	87	25	although	although	SCONJ
ecj-8573	87	26	belonging	belong	VERB
ecj-8573	87	27	to	to	ADP
ecj-8573	87	28	different	different	ADJ
ecj-8573	87	29	subjects	subject	NOUN
ecj-8573	87	30	)	)	PUNCT
ecj-8573	87	31	included	include	VERB
ecj-8573	87	32	in	in	ADP
ecj-8573	87	33	training	training	NOUN
ecj-8573	87	34	and	and	CCONJ
ecj-8573	87	35	test	test	NOUN
ecj-8573	87	36	subsets	subset	NOUN
ecj-8573	87	37	.	.	PUNCT
ecj-8573	88	1	cardiac	cardiac	ADJ
ecj-8573	88	2	arrest	arrest	NOUN
ecj-8573	88	3	is	be	AUX
ecj-8573	88	4	also	also	ADV
ecj-8573	88	5	the	the	DET
ecj-8573	88	6	topic	topic	NOUN
ecj-8573	88	7	of	of	ADP
ecj-8573	88	8	the	the	DET
ecj-8573	88	9	paper	paper	NOUN
ecj-8573	88	10	published	publish	VERB
ecj-8573	88	11	by	by	ADP
ecj-8573	88	12	jang	jang	PROPN
ecj-8573	88	13	et	et	PROPN
ecj-8573	88	14	al	al	PROPN
ecj-8573	88	15	.	.	PROPN
ecj-8573	88	16	,15	,15	PUNCT
ecj-8573	88	17	however	however	ADV
ecj-8573	88	18	,	,	PUNCT
ecj-8573	88	19	their	their	PRON
ecj-8573	88	20	approach	approach	NOUN
ecj-8573	88	21	does	do	AUX
ecj-8573	88	22	not	not	PART
ecj-8573	88	23	require	require	VERB
ecj-8573	88	24	ecg	ecg	PROPN
ecj-8573	88	25	traces	trace	VERB
ecj-8573	88	26	analysis	analysis	NOUN
ecj-8573	88	27	,	,	PUNCT
ecj-8573	88	28	but	but	CCONJ
ecj-8573	88	29	it	it	PRON
ecj-8573	88	30	is	be	AUX
ecj-8573	88	31	based	base	VERB
ecj-8573	88	32	on	on	ADP
ecj-8573	88	33	the	the	DET
ecj-8573	88	34	processing	processing	NOUN
ecj-8573	88	35	of	of	ADP
ecj-8573	88	36	simple	simple	ADJ
ecj-8573	88	37	and	and	CCONJ
ecj-8573	88	38	easily	easily	ADV
ecj-8573	88	39	available	available	ADJ
ecj-8573	88	40	electronic	electronic	ADJ
ecj-8573	88	41	health	health	NOUN
ecj-8573	88	42	record	record	NOUN
ecj-8573	88	43	data	datum	NOUN
ecj-8573	88	44	.	.	PUNCT
ecj-8573	89	1	the	the	DET
ecj-8573	89	2	main	main	ADJ
ecj-8573	89	3	objective	objective	NOUN
ecj-8573	89	4	of	of	ADP
ecj-8573	89	5	the	the	DET
ecj-8573	89	6	deep	deep	ADJ
ecj-8573	89	7	neural	neural	ADJ
ecj-8573	89	8	network	network	NOUN
ecj-8573	89	9	is	be	AUX
ecj-8573	89	10	to	to	PART
ecj-8573	89	11	predict	predict	VERB
ecj-8573	89	12	events	event	NOUN
ecj-8573	89	13	while	while	SCONJ
ecj-8573	89	14	patients	patient	NOUN
ecj-8573	89	15	are	be	AUX
ecj-8573	89	16	still	still	ADV
ecj-8573	89	17	in	in	ADP
ecj-8573	89	18	ed	ed	NOUN
ecj-8573	89	19	.	.	PUNCT
ecj-8573	90	1	the	the	DET
ecj-8573	90	2	study	study	NOUN
ecj-8573	90	3	is	be	AUX
ecj-8573	90	4	mainly	mainly	ADV
ecj-8573	90	5	devoted	devote	VERB
ecj-8573	90	6	to	to	ADP
ecj-8573	90	7	the	the	DET
ecj-8573	90	8	comparison	comparison	NOUN
ecj-8573	90	9	of	of	ADP
ecj-8573	90	10	several	several	ADJ
ecj-8573	90	11	network	network	NOUN
ecj-8573	90	12	structures	structure	NOUN
ecj-8573	90	13	,	,	PUNCT
ecj-8573	90	14	all	all	PRON
ecj-8573	90	15	exceeding	exceed	VERB
ecj-8573	90	16	the	the	DET
ecj-8573	90	17	clinically	clinically	ADV
ecj-8573	90	18	available	available	ADJ
ecj-8573	90	19	standard	standard	ADJ
ecj-8573	90	20	scores	score	NOUN
ecj-8573	90	21	.	.	PUNCT
ecj-8573	91	1	however	however	ADV
ecj-8573	91	2	,	,	PUNCT
ecj-8573	91	3	performances	performance	NOUN
ecj-8573	91	4	of	of	ADP
ecj-8573	91	5	the	the	DET
ecj-8573	91	6	new	new	ADJ
ecj-8573	91	7	system	system	NOUN
ecj-8573	91	8	are	be	AUX
ecj-8573	91	9	only	only	ADV
ecj-8573	91	10	marginally	marginally	ADV
ecj-8573	91	11	improved	improve	VERB
ecj-8573	91	12	respect	respect	NOUN
ecj-8573	91	13	to	to	ADP
ecj-8573	91	14	those	those	PRON
ecj-8573	91	15	obtained	obtain	VERB
ecj-8573	91	16	by	by	ADP
ecj-8573	91	17	deep	deep	ADJ
ecj-8573	91	18	learning	learning	NOUN
ecj-8573	91	19	algorithms	algorithm	NOUN
ecj-8573	91	20	already	already	ADV
ecj-8573	91	21	present	present	ADJ
ecj-8573	91	22	in	in	ADP
ecj-8573	91	23	literature	literature	NOUN
ecj-8573	91	24	.	.	PUNCT
ecj-8573	92	1	with	with	ADP
ecj-8573	92	2	their	their	PRON
ecj-8573	92	3	paper	paper	NOUN
ecj-8573	92	4	,	,	PUNCT
ecj-8573	92	5	kwon	kwon	VERB
ecj-8573	92	6	et	et	PROPN
ecj-8573	93	1	al.16	al.16	PROPN
ecj-8573	93	2	aimed	aim	VERB
ecj-8573	93	3	to	to	PART
ecj-8573	93	4	evaluate	evaluate	VERB
ecj-8573	93	5	the	the	DET
ecj-8573	93	6	prognosis	prognosis	NOUN
ecj-8573	93	7	of	of	ADP
ecj-8573	93	8	out	out	ADV
ecj-8573	93	9	-	-	PUNCT
ecj-8573	93	10	of	of	ADP
ecj-8573	93	11	-	-	PUNCT
ecj-8573	93	12	hospital	hospital	NOUN
ecj-8573	93	13	cardiac	cardiac	ADJ
ecj-8573	93	14	arrests	arrest	NOUN
ecj-8573	93	15	.	.	PUNCT
ecj-8573	94	1	despite	despite	SCONJ
ecj-8573	94	2	the	the	DET
ecj-8573	94	3	high	high	ADJ
ecj-8573	94	4	impact	impact	NOUN
ecj-8573	94	5	of	of	ADP
ecj-8573	94	6	the	the	DET
ecj-8573	94	7	topic	topic	NOUN
ecj-8573	94	8	,	,	PUNCT
ecj-8573	94	9	the	the	DET
ecj-8573	94	10	paper	paper	NOUN
ecj-8573	94	11	is	be	AUX
ecj-8573	94	12	characterized	characterize	VERB
ecj-8573	94	13	by	by	ADP
ecj-8573	94	14	a	a	DET
ecj-8573	94	15	study	study	NOUN
ecj-8573	94	16	design	design	NOUN
ecj-8573	94	17	that	that	PRON
ecj-8573	94	18	limits	limit	VERB
ecj-8573	94	19	its	its	PRON
ecj-8573	94	20	clinical	clinical	ADJ
ecj-8573	94	21	interest	interest	NOUN
ecj-8573	94	22	.	.	PUNCT
ecj-8573	95	1	in	in	ADP
ecj-8573	95	2	particular	particular	ADJ
ecj-8573	95	3	,	,	PUNCT
ecj-8573	95	4	the	the	DET
ecj-8573	95	5	population	population	NOUN
ecj-8573	95	6	is	be	AUX
ecj-8573	95	7	characterized	characterize	VERB
ecj-8573	95	8	by	by	ADP
ecj-8573	95	9	a	a	DET
ecj-8573	95	10	strong	strong	ADJ
ecj-8573	95	11	ethnic	ethnic	ADJ
ecj-8573	95	12	bias	bias	NOUN
ecj-8573	95	13	and	and	CCONJ
ecj-8573	95	14	the	the	DET
ecj-8573	95	15	sample	sample	NOUN
ecj-8573	95	16	size	size	NOUN
ecj-8573	95	17	is	be	AUX
ecj-8573	95	18	relatively	relatively	ADV
ecj-8573	95	19	small	small	ADJ
ecj-8573	95	20	.	.	PUNCT
ecj-8573	96	1	furthermore	furthermore	ADV
ecj-8573	96	2	,	,	PUNCT
ecj-8573	96	3	authors	author	NOUN
ecj-8573	96	4	ran	run	VERB
ecj-8573	96	5	an	an	DET
ecj-8573	96	6	exceeding	exceed	VERB
ecj-8573	96	7	number	number	NOUN
ecj-8573	96	8	of	of	ADP
ecj-8573	96	9	experiments	experiment	NOUN
ecj-8573	96	10	,	,	PUNCT
ecj-8573	96	11	testing	test	VERB
ecj-8573	96	12	several	several	ADJ
ecj-8573	96	13	network	network	NOUN
ecj-8573	96	14	configurations	configuration	NOUN
ecj-8573	96	15	with	with	ADP
ecj-8573	96	16	the	the	DET
ecj-8573	96	17	risk	risk	NOUN
ecj-8573	96	18	of	of	ADP
ecj-8573	96	19	overfitting	overfitte	VERB
ecj-8573	96	20	.	.	PUNCT
ecj-8573	97	1	additionally	additionally	ADV
ecj-8573	97	2	,	,	PUNCT
ecj-8573	97	3	the	the	DET
ecj-8573	97	4	gold	gold	ADJ
ecj-8573	97	5	standard	standard	NOUN
ecj-8573	97	6	used	use	VERB
ecj-8573	97	7	to	to	PART
ecj-8573	97	8	validate	validate	VERB
ecj-8573	97	9	the	the	DET
ecj-8573	97	10	system	system	NOUN
ecj-8573	97	11	is	be	AUX
ecj-8573	97	12	not	not	PART
ecj-8573	97	13	recognized	recognize	VERB
ecj-8573	97	14	at	at	ADP
ecj-8573	97	15	international	international	ADJ
ecj-8573	97	16	level	level	NOUN
ecj-8573	97	17	.	.	PUNCT
ecj-8573	98	1	subsequently	subsequently	ADV
ecj-8573	98	2	,	,	PUNCT
ecj-8573	98	3	the	the	DET
ecj-8573	98	4	same	same	ADJ
ecj-8573	98	5	research	research	NOUN
ecj-8573	98	6	group	group	NOUN
ecj-8573	98	7	addressed	address	VERB
ecj-8573	98	8	the	the	DET
ecj-8573	98	9	issue	issue	NOUN
ecj-8573	98	10	of	of	ADP
ecj-8573	98	11	in	in	ADP
ecj-8573	98	12	-	-	PUNCT
ecj-8573	98	13	hospital	hospital	NOUN
ecj-8573	98	14	cardiac	cardiac	ADJ
ecj-8573	98	15	arrest17	arrest17	NOUN
ecj-8573	98	16	with	with	ADP
ecj-8573	98	17	the	the	DET
ecj-8573	98	18	risk	risk	NOUN
ecj-8573	98	19	of	of	ADP
ecj-8573	98	20	patient	patient	ADJ
ecj-8573	98	21	death	death	NOUN
ecj-8573	98	22	as	as	ADP
ecj-8573	98	23	outcome	outcome	NOUN
ecj-8573	98	24	.	.	PUNCT
ecj-8573	99	1	in	in	ADP
ecj-8573	99	2	this	this	DET
ecj-8573	99	3	paper	paper	NOUN
ecj-8573	99	4	,	,	PUNCT
ecj-8573	99	5	the	the	DET
ecj-8573	99	6	study	study	NOUN
ecj-8573	99	7	cohort	cohort	NOUN
ecj-8573	99	8	,	,	PUNCT
ecj-8573	99	9	although	although	SCONJ
ecj-8573	99	10	small	small	ADJ
ecj-8573	99	11	in	in	ADP
ecj-8573	99	12	size	size	NOUN
ecj-8573	99	13	,	,	PUNCT
ecj-8573	99	14	was	be	AUX
ecj-8573	99	15	extracted	extract	VERB
ecj-8573	99	16	from	from	ADP
ecj-8573	99	17	two	two	NUM
ecj-8573	99	18	different	different	ADJ
ecj-8573	99	19	datasets	dataset	NOUN
ecj-8573	99	20	,	,	PUNCT
ecj-8573	99	21	with	with	ADP
ecj-8573	99	22	one	one	NUM
ecj-8573	99	23	of	of	ADP
ecj-8573	99	24	them	they	PRON
ecj-8573	99	25	used	use	VERB
ecj-8573	99	26	as	as	ADP
ecj-8573	99	27	independent	independent	ADJ
ecj-8573	99	28	validation	validation	NOUN
ecj-8573	99	29	group	group	NOUN
ecj-8573	99	30	,	,	PUNCT
ecj-8573	99	31	thus	thus	ADV
ecj-8573	99	32	increasing	increase	VERB
ecj-8573	99	33	the	the	DET
ecj-8573	99	34	reliability	reliability	NOUN
ecj-8573	99	35	of	of	ADP
ecj-8573	99	36	the	the	DET
ecj-8573	99	37	algorithm	algorithm	NOUN
ecj-8573	99	38	.	.	PUNCT
ecj-8573	100	1	furthermore	furthermore	ADV
ecj-8573	100	2	,	,	PUNCT
ecj-8573	100	3	only	only	ADV
ecj-8573	100	4	four	four	NUM
ecj-8573	100	5	simple	simple	ADJ
ecj-8573	100	6	vital	vital	ADJ
ecj-8573	100	7	signs	sign	NOUN
ecj-8573	100	8	are	be	AUX
ecj-8573	100	9	needed	need	VERB
ecj-8573	100	10	as	as	ADP
ecj-8573	100	11	input	input	NOUN
ecj-8573	100	12	of	of	ADP
ecj-8573	100	13	the	the	DET
ecj-8573	100	14	system	system	NOUN
ecj-8573	100	15	,	,	PUNCT
ecj-8573	100	16	increasing	increase	VERB
ecj-8573	100	17	its	its	PRON
ecj-8573	100	18	likelihood	likelihood	NOUN
ecj-8573	100	19	of	of	ADP
ecj-8573	100	20	clinical	clinical	ADJ
ecj-8573	100	21	adoption	adoption	NOUN
ecj-8573	100	22	.	.	PUNCT
ecj-8573	101	1	however	however	ADV
ecj-8573	101	2	,	,	PUNCT
ecj-8573	101	3	blackbox	blackbox	PROPN
ecj-8573	101	4	effect	effect	NOUN
ecj-8573	101	5	is	be	AUX
ecj-8573	101	6	present	present	ADJ
ecj-8573	101	7	,	,	PUNCT
ecj-8573	101	8	as	as	SCONJ
ecj-8573	101	9	it	it	PRON
ecj-8573	101	10	was	be	AUX
ecj-8573	101	11	not	not	PART
ecj-8573	101	12	evaluated	evaluate	VERB
ecj-8573	101	13	the	the	DET
ecj-8573	101	14	weight	weight	NOUN
ecj-8573	101	15	of	of	ADP
ecj-8573	101	16	individual	individual	ADJ
ecj-8573	101	17	input	input	NOUN
ecj-8573	101	18	parameters	parameter	NOUN
ecj-8573	101	19	on	on	ADP
ecj-8573	101	20	the	the	DET
ecj-8573	101	21	system	system	NOUN
ecj-8573	101	22	’s	’s	PART
ecj-8573	101	23	prediction	prediction	NOUN
ecj-8573	101	24	.	.	PUNCT
ecj-8573	102	1	the	the	DET
ecj-8573	102	2	full	full	ADJ
ecj-8573	102	3	analysis	analysis	NOUN
ecj-8573	102	4	of	of	ADP
ecj-8573	102	5	the	the	DET
ecj-8573	102	6	ecg	ecg	PROPN
ecj-8573	102	7	trace	trace	NOUN
ecj-8573	102	8	is	be	AUX
ecj-8573	102	9	a	a	DET
ecj-8573	102	10	task	task	NOUN
ecj-8573	102	11	usually	usually	ADV
ecj-8573	102	12	reserved	reserve	VERB
ecj-8573	102	13	for	for	ADP
ecj-8573	102	14	experts	expert	NOUN
ecj-8573	102	15	.	.	PUNCT
ecj-8573	103	1	smith	smith	PROPN
ecj-8573	103	2	et	et	PROPN
ecj-8573	103	3	al.18	al.18	PROPN
ecj-8573	103	4	tested	test	VERB
ecj-8573	103	5	a	a	DET
ecj-8573	103	6	previously	previously	ADV
ecj-8573	103	7	developed	develop	VERB
ecj-8573	103	8	deep	deep	ADJ
ecj-8573	103	9	nn	nn	X
ecj-8573	103	10	algorithm	algorithm	NOUN
ecj-8573	103	11	with	with	ADP
ecj-8573	103	12	the	the	DET
ecj-8573	103	13	aim	aim	NOUN
ecj-8573	103	14	of	of	ADP
ecj-8573	103	15	labelling	label	VERB
ecj-8573	103	16	more	more	ADJ
ecj-8573	103	17	than	than	ADP
ecj-8573	103	18	70	70	NUM
ecj-8573	103	19	different	different	ADJ
ecj-8573	103	20	pathophysiological	pathophysiological	ADJ
ecj-8573	103	21	classes	class	NOUN
ecj-8573	103	22	.	.	PUNCT
ecj-8573	104	1	authors	author	NOUN
ecj-8573	104	2	randomly	randomly	ADV
ecj-8573	104	3	selected	select	VERB
ecj-8573	104	4	ecg	ecg	PROPN
ecj-8573	104	5	traces	trace	NOUN
ecj-8573	104	6	from	from	ADP
ecj-8573	104	7	a	a	DET
ecj-8573	104	8	large	large	ADJ
ecj-8573	104	9	database	database	NOUN
ecj-8573	104	10	mimicking	mimic	VERB
ecj-8573	104	11	the	the	DET
ecj-8573	104	12	everyday	everyday	ADJ
ecj-8573	104	13	activity	activity	NOUN
ecj-8573	104	14	of	of	ADP
ecj-8573	104	15	an	an	DET
ecj-8573	104	16	ed	ed	NOUN
ecj-8573	104	17	.	.	PUNCT
ecj-8573	105	1	performances	performance	NOUN
ecj-8573	105	2	of	of	ADP
ecj-8573	105	3	the	the	DET
ecj-8573	105	4	algorithm	algorithm	NOUN
ecj-8573	105	5	were	be	AUX
ecj-8573	105	6	compared	compare	VERB
ecj-8573	105	7	with	with	ADP
ecj-8573	105	8	that	that	PRON
ecj-8573	105	9	of	of	ADP
ecj-8573	105	10	a	a	DET
ecj-8573	105	11	commercial	commercial	ADJ
ecj-8573	105	12	ecg	ecg	PROPN
ecj-8573	105	13	classification	classification	NOUN
ecj-8573	105	14	system	system	NOUN
ecj-8573	105	15	using	use	VERB
ecj-8573	105	16	cardiologist	cardiologist	ADJ
ecj-8573	105	17	judgement	judgement	NOUN
ecj-8573	105	18	as	as	ADP
ecj-8573	105	19	gold	gold	NOUN
ecj-8573	105	20	standard	standard	ADJ
ecj-8573	105	21	reference	reference	NOUN
ecj-8573	105	22	.	.	PUNCT
ecj-8573	106	1	the	the	DET
ecj-8573	106	2	deep	deep	ADJ
ecj-8573	106	3	learning	learning	NOUN
ecj-8573	106	4	system	system	NOUN
ecj-8573	106	5	overperformed	overperforme	VERB
ecj-8573	106	6	the	the	DET
ecj-8573	106	7	commercial	commercial	ADJ
ecj-8573	106	8	one	one	NUM
ecj-8573	106	9	in	in	ADP
ecj-8573	106	10	terms	term	NOUN
ecj-8573	106	11	of	of	ADP
ecj-8573	106	12	both	both	DET
ecj-8573	106	13	sensitivity	sensitivity	NOUN
ecj-8573	106	14	and	and	CCONJ
ecj-8573	106	15	specificity	specificity	NOUN
ecj-8573	106	16	,	,	PUNCT
ecj-8573	106	17	thus	thus	ADV
ecj-8573	106	18	promoting	promote	VERB
ecj-8573	106	19	its	its	PRON
ecj-8573	106	20	forthcoming	forthcoming	ADJ
ecj-8573	106	21	clinical	clinical	ADJ
ecj-8573	106	22	use	use	NOUN
ecj-8573	106	23	.	.	PUNCT
ecj-8573	107	1	ecg	ecg	PROPN
ecj-8573	107	2	analysis	analysis	NOUN
ecj-8573	107	3	aimed	aim	VERB
ecj-8573	107	4	to	to	PART
ecj-8573	107	5	predict	predict	VERB
ecj-8573	107	6	urgent	urgent	ADJ
ecj-8573	107	7	revascularization	revascularization	NOUN
ecj-8573	107	8	at	at	ADP
ecj-8573	107	9	48	48	NUM
ecj-8573	107	10	h	h	NOUN
ecj-8573	107	11	in	in	ADP
ecj-8573	107	12	ed	ed	PROPN
ecj-8573	107	13	is	be	AUX
ecj-8573	107	14	the	the	DET
ecj-8573	107	15	goal	goal	NOUN
ecj-8573	107	16	of	of	ADP
ecj-8573	107	17	the	the	DET
ecj-8573	107	18	study	study	NOUN
ecj-8573	107	19	by	by	ADP
ecj-8573	107	20	goto	goto	NOUN
ecj-8573	107	21	et	et	NOUN
ecj-8573	107	22	al.19	al.19	AUX
ecj-8573	107	23	accordingly	accordingly	ADV
ecj-8573	107	24	,	,	PUNCT
ecj-8573	107	25	the	the	DET
ecj-8573	107	26	authors	author	NOUN
ecj-8573	107	27	collected	collect	VERB
ecj-8573	107	28	data	datum	NOUN
ecj-8573	107	29	from	from	ADP
ecj-8573	107	30	39,000	39,000	NUM
ecj-8573	107	31	consecutive	consecutive	ADJ
ecj-8573	107	32	subjects	subject	NOUN
ecj-8573	107	33	enrolled	enrol	VERB
ecj-8573	107	34	at	at	ADP
ecj-8573	107	35	a	a	DET
ecj-8573	107	36	single	single	ADJ
ecj-8573	107	37	hospital	hospital	NOUN
ecj-8573	107	38	.	.	PUNCT
ecj-8573	108	1	due	due	ADP
ecj-8573	108	2	to	to	ADP
ecj-8573	108	3	the	the	DET
ecj-8573	108	4	lack	lack	NOUN
ecj-8573	108	5	of	of	ADP
ecj-8573	108	6	events	event	NOUN
ecj-8573	108	7	(	(	PUNCT
ecj-8573	108	8	need	need	VERB
ecj-8573	108	9	for	for	ADP
ecj-8573	108	10	revascularization	revascularization	NOUN
ecj-8573	108	11	)	)	PUNCT
ecj-8573	108	12	,	,	PUNCT
ecj-8573	108	13	the	the	DET
ecj-8573	108	14	number	number	NOUN
ecj-8573	108	15	of	of	ADP
ecj-8573	108	16	subjects	subject	NOUN
ecj-8573	108	17	considered	consider	VERB
ecj-8573	108	18	for	for	ADP
ecj-8573	108	19	the	the	DET
ecj-8573	108	20	analysis	analysis	NOUN
ecj-8573	108	21	was	be	AUX
ecj-8573	108	22	limited	limit	VERB
ecj-8573	108	23	to	to	ADP
ecj-8573	108	24	around	around	ADP
ecj-8573	108	25	800	800	NUM
ecj-8573	108	26	,	,	PUNCT
ecj-8573	108	27	in	in	ADP
ecj-8573	108	28	order	order	NOUN
ecj-8573	108	29	to	to	PART
ecj-8573	108	30	avoid	avoid	VERB
ecj-8573	108	31	unbalanced	unbalanced	ADJ
ecj-8573	108	32	data	datum	NOUN
ecj-8573	108	33	,	,	PUNCT
ecj-8573	108	34	but	but	CCONJ
ecj-8573	108	35	weakening	weaken	VERB
ecj-8573	108	36	the	the	DET
ecj-8573	108	37	big	big	ADJ
ecj-8573	108	38	data	datum	NOUN
ecj-8573	108	39	nature	nature	NOUN
ecj-8573	108	40	of	of	ADP
ecj-8573	108	41	the	the	DET
ecj-8573	108	42	study	study	NOUN
ecj-8573	108	43	.	.	PUNCT
ecj-8573	109	1	this	this	DET
ecj-8573	109	2	reduction	reduction	NOUN
ecj-8573	109	3	is	be	AUX
ecj-8573	109	4	still	still	ADV
ecj-8573	109	5	preferable	preferable	ADJ
ecj-8573	109	6	to	to	ADP
ecj-8573	109	7	the	the	DET
ecj-8573	109	8	inclusion	inclusion	NOUN
ecj-8573	109	9	in	in	ADP
ecj-8573	109	10	the	the	DET
ecj-8573	109	11	study	study	NOUN
ecj-8573	109	12	of	of	ADP
ecj-8573	109	13	an	an	DET
ecj-8573	109	14	excessive	excessive	ADJ
ecj-8573	109	15	imbalance	imbalance	NOUN
ecj-8573	109	16	between	between	ADP
ecj-8573	109	17	the	the	DET
ecj-8573	109	18	number	number	NOUN
ecj-8573	109	19	of	of	ADP
ecj-8573	109	20	subjects	subject	NOUN
ecj-8573	109	21	for	for	ADP
ecj-8573	109	22	each	each	DET
ecj-8573	109	23	class	class	NOUN
ecj-8573	109	24	of	of	ADP
ecj-8573	109	25	prediction	prediction	NOUN
ecj-8573	109	26	.	.	PUNCT
ecj-8573	110	1	unfortunately	unfortunately	ADV
ecj-8573	110	2	,	,	PUNCT
ecj-8573	110	3	the	the	DET
ecj-8573	110	4	design	design	NOUN
ecj-8573	110	5	of	of	ADP
ecj-8573	110	6	the	the	DET
ecj-8573	110	7	network	network	NOUN
ecj-8573	110	8	does	do	AUX
ecj-8573	110	9	not	not	PART
ecj-8573	110	10	allow	allow	VERB
ecj-8573	110	11	to	to	PART
ecj-8573	110	12	clearly	clearly	ADV
ecj-8573	110	13	highlight	highlight	VERB
ecj-8573	110	14	the	the	DET
ecj-8573	110	15	features	feature	NOUN
ecj-8573	110	16	of	of	ADP
ecj-8573	110	17	the	the	DET
ecj-8573	110	18	ecg	ecg	PROPN
ecj-8573	110	19	trace	trace	NOUN
ecj-8573	110	20	that	that	PRON
ecj-8573	110	21	are	be	AUX
ecj-8573	110	22	useful	useful	ADJ
ecj-8573	110	23	for	for	ADP
ecj-8573	110	24	prediction	prediction	NOUN
ecj-8573	110	25	(	(	PUNCT
ecj-8573	110	26	blackbox	blackbox	NOUN
ecj-8573	110	27	effect	effect	NOUN
ecj-8573	110	28	)	)	PUNCT
ecj-8573	110	29	.	.	PUNCT
ecj-8573	111	1	medical	medical	ADJ
ecj-8573	111	2	images	image	NOUN
ecj-8573	111	3	analysis	analysis	NOUN
ecj-8573	111	4	biomedical	biomedical	ADJ
ecj-8573	111	5	imaging	imaging	NOUN
ecj-8573	111	6	is	be	AUX
ecj-8573	111	7	an	an	DET
ecj-8573	111	8	extraordinary	extraordinary	ADJ
ecj-8573	111	9	opportunity	opportunity	NOUN
ecj-8573	111	10	for	for	ADP
ecj-8573	111	11	development	development	NOUN
ecj-8573	111	12	of	of	ADP
ecj-8573	111	13	dl	dl	PROPN
ecj-8573	111	14	solutions	solution	NOUN
ecj-8573	111	15	aimed	aim	VERB
ecj-8573	111	16	at	at	ADP
ecj-8573	111	17	segmenting	segment	VERB
ecj-8573	111	18	structures	structure	NOUN
ecj-8573	111	19	in	in	ADP
ecj-8573	111	20	images	image	NOUN
ecj-8573	111	21	and	and	CCONJ
ecj-8573	111	22	performing	perform	VERB
ecj-8573	111	23	classification	classification	NOUN
ecj-8573	111	24	tasks	task	NOUN
ecj-8573	111	25	.	.	PUNCT
ecj-8573	112	1	accordingly	accordingly	ADV
ecj-8573	112	2	,	,	PUNCT
ecj-8573	112	3	the	the	DET
ecj-8573	112	4	deep	deep	ADJ
ecj-8573	112	5	neural	neural	ADJ
ecj-8573	112	6	network	network	NOUN
ecj-8573	112	7	developed	develop	VERB
ecj-8573	112	8	by	by	ADP
ecj-8573	112	9	cheng	cheng	PROPN
ecj-8573	112	10	et	et	PROPN
ecj-8573	112	11	al.20	al.20	PROPN
ecj-8573	112	12	has	have	VERB
ecj-8573	112	13	a	a	DET
ecj-8573	112	14	dual	dual	ADJ
ecj-8573	112	15	purpose	purpose	NOUN
ecj-8573	112	16	:	:	PUNCT
ecj-8573	112	17	classifying	classify	VERB
ecj-8573	112	18	x	x	NOUN
ecj-8573	112	19	-	-	NOUN
ecj-8573	112	20	ray	ray	NOUN
ecj-8573	112	21	images	image	NOUN
ecj-8573	112	22	with	with	ADP
ecj-8573	112	23	respect	respect	NOUN
ecj-8573	112	24	to	to	ADP
ecj-8573	112	25	the	the	DET
ecj-8573	112	26	presence	presence	NOUN
ecj-8573	112	27	of	of	ADP
ecj-8573	112	28	hip	hip	NOUN
ecj-8573	112	29	fractures	fracture	NOUN
ecj-8573	112	30	and	and	CCONJ
ecj-8573	112	31	detect	detect	VERB
ecj-8573	112	32	their	their	PRON
ecj-8573	112	33	contours	contours	NOUN
ecj-8573	112	34	.	.	PUNCT
ecj-8573	113	1	the	the	DET
ecj-8573	113	2	application	application	NOUN
ecj-8573	113	3	has	have	VERB
ecj-8573	113	4	a	a	DET
ecj-8573	113	5	good	good	ADJ
ecj-8573	113	6	clinical	clinical	ADJ
ecj-8573	113	7	applicability	applicability	NOUN
ecj-8573	113	8	as	as	SCONJ
ecj-8573	113	9	the	the	DET
ecj-8573	113	10	correct	correct	ADJ
ecj-8573	113	11	and	and	CCONJ
ecj-8573	113	12	early	early	ADJ
ecj-8573	113	13	diagnosis	diagnosis	NOUN
ecj-8573	113	14	positively	positively	ADV
ecj-8573	113	15	impacts	impact	VERB
ecj-8573	113	16	the	the	DET
ecj-8573	113	17	healing	healing	NOUN
ecj-8573	113	18	process	process	NOUN
ecj-8573	113	19	and	and	CCONJ
ecj-8573	113	20	the	the	DET
ecj-8573	113	21	quality	quality	NOUN
ecj-8573	113	22	of	of	ADP
ecj-8573	113	23	life	life	NOUN
ecj-8573	113	24	of	of	ADP
ecj-8573	113	25	patients	patient	NOUN
ecj-8573	113	26	.	.	PUNCT
ecj-8573	114	1	the	the	DET
ecj-8573	114	2	study	study	NOUN
ecj-8573	114	3	is	be	AUX
ecj-8573	114	4	well	well	ADV
ecj-8573	114	5	designed	design	VERB
ecj-8573	114	6	with	with	ADP
ecj-8573	114	7	radiological	radiological	ADJ
ecj-8573	114	8	images	image	NOUN
ecj-8573	114	9	reliably	reliably	ADV
ecj-8573	114	10	labeled	label	VERB
ecj-8573	114	11	according	accord	VERB
ecj-8573	114	12	to	to	ADP
ecj-8573	114	13	the	the	DET
ecj-8573	114	14	diagnosis	diagnosis	NOUN
ecj-8573	114	15	recorded	record	VERB
ecj-8573	114	16	in	in	ADP
ecj-8573	114	17	the	the	DET
ecj-8573	114	18	trauma	trauma	NOUN
ecj-8573	114	19	registry	registry	NOUN
ecj-8573	114	20	and	and	CCONJ
ecj-8573	114	21	with	with	ADP
ecj-8573	114	22	the	the	DET
ecj-8573	114	23	inclusion	inclusion	NOUN
ecj-8573	114	24	of	of	ADP
ecj-8573	114	25	independent	independent	ADJ
ecj-8573	114	26	test	test	NOUN
ecj-8573	114	27	images	image	NOUN
ecj-8573	114	28	for	for	ADP
ecj-8573	114	29	validation	validation	NOUN
ecj-8573	114	30	of	of	ADP
ecj-8573	114	31	performances	performance	NOUN
ecj-8573	114	32	.	.	PUNCT
ecj-8573	115	1	another	another	DET
ecj-8573	115	2	interesting	interesting	ADJ
ecj-8573	115	3	aspect	aspect	NOUN
ecj-8573	115	4	of	of	ADP
ecj-8573	115	5	the	the	DET
ecj-8573	115	6	study	study	NOUN
ecj-8573	115	7	is	be	AUX
ecj-8573	115	8	the	the	DET
ecj-8573	115	9	comparison	comparison	NOUN
ecj-8573	115	10	of	of	ADP
ecj-8573	115	11	network	network	NOUN
ecj-8573	115	12	’s	’s	PART
ecj-8573	115	13	performance	performance	NOUN
ecj-8573	115	14	with	with	ADP
ecj-8573	115	15	opinion	opinion	NOUN
ecj-8573	115	16	of	of	ADP
ecj-8573	115	17	experts	expert	NOUN
ecj-8573	115	18	,	,	PUNCT
ecj-8573	115	19	some	some	PRON
ecj-8573	115	20	of	of	ADP
ecj-8573	115	21	which	which	PRON
ecj-8573	115	22	(	(	PUNCT
ecj-8573	115	23	ed	ed	NOUN
ecj-8573	115	24	physicians	physician	NOUN
ecj-8573	115	25	and	and	CCONJ
ecj-8573	115	26	surgeons	surgeon	NOUN
ecj-8573	115	27	)	)	PUNCT
ecj-8573	115	28	are	be	AUX
ecj-8573	115	29	over	over	ADV
ecj-8573	115	30	performed	perform	VERB
ecj-8573	115	31	by	by	ADP
ecj-8573	115	32	the	the	DET
ecj-8573	115	33	network	network	NOUN
ecj-8573	115	34	,	,	PUNCT
ecj-8573	115	35	while	while	SCONJ
ecj-8573	115	36	others	other	NOUN
ecj-8573	115	37	(	(	PUNCT
ecj-8573	115	38	radiologist	radiologist	NOUN
ecj-8573	115	39	and	and	CCONJ
ecj-8573	115	40	orthopedist	orthopedist	NOUN
ecj-8573	115	41	)	)	PUNCT
ecj-8573	115	42	performed	perform	VERB
ecj-8573	115	43	better	well	ADV
ecj-8573	115	44	than	than	ADP
ecj-8573	115	45	the	the	DET
ecj-8573	115	46	automatic	automatic	ADJ
ecj-8573	115	47	system	system	NOUN
ecj-8573	115	48	.	.	PUNCT
ecj-8573	116	1	finally	finally	ADV
ecj-8573	116	2	,	,	PUNCT
ecj-8573	116	3	the	the	DET
ecj-8573	116	4	generation	generation	NOUN
ecj-8573	116	5	of	of	ADP
ecj-8573	116	6	heat	heat	NOUN
ecj-8573	116	7	maps	map	NOUN
ecj-8573	116	8	allows	allow	VERB
ecj-8573	116	9	radiologists	radiologist	NOUN
ecj-8573	116	10	to	to	PART
ecj-8573	116	11	understand	understand	VERB
ecj-8573	116	12	which	which	PRON
ecj-8573	116	13	features	feature	VERB
ecj-8573	116	14	of	of	ADP
ecj-8573	116	15	the	the	DET
ecj-8573	116	16	image	image	NOUN
ecj-8573	116	17	contribute	contribute	VERB
ecj-8573	116	18	most	most	ADV
ecj-8573	116	19	to	to	ADP
ecj-8573	116	20	the	the	DET
ecj-8573	116	21	classification	classification	NOUN
ecj-8573	116	22	,	,	PUNCT
ecj-8573	116	23	thus	thus	ADV
ecj-8573	116	24	avoiding	avoid	VERB
ecj-8573	116	25	the	the	DET
ecj-8573	116	26	blackbox	blackbox	PROPN
ecj-8573	116	27	effect	effect	NOUN
ecj-8573	116	28	.	.	PUNCT
ecj-8573	117	1	a	a	DET
ecj-8573	117	2	cascade	cascade	NOUN
ecj-8573	117	3	of	of	ADP
ecj-8573	117	4	multiple	multiple	ADJ
ecj-8573	117	5	deep	deep	ADJ
ecj-8573	117	6	networks	network	NOUN
ecj-8573	117	7	is	be	AUX
ecj-8573	117	8	the	the	DET
ecj-8573	117	9	solution	solution	NOUN
ecj-8573	117	10	proposed	propose	VERB
ecj-8573	117	11	by	by	ADP
ecj-8573	117	12	cho	cho	PROPN
ecj-8573	117	13	et	et	PROPN
ecj-8573	117	14	al.21	al.21	PROPN
ecj-8573	117	15	in	in	ADP
ecj-8573	117	16	order	order	NOUN
ecj-8573	117	17	to	to	PART
ecj-8573	117	18	segment	segment	VERB
ecj-8573	117	19	and	and	CCONJ
ecj-8573	117	20	classify	classify	VERB
ecj-8573	117	21	5	5	NUM
ecj-8573	117	22	subtypes	subtype	NOUN
ecj-8573	117	23	of	of	ADP
ecj-8573	117	24	intracranial	intracranial	ADJ
ecj-8573	117	25	hemorrhage	hemorrhage	NOUN
ecj-8573	117	26	from	from	ADP
ecj-8573	117	27	computed	compute	VERB
ecj-8573	117	28	tomography	tomography	NOUN
ecj-8573	117	29	(	(	PUNCT
ecj-8573	117	30	ct	ct	NOUN
ecj-8573	117	31	)	)	PUNCT
ecj-8573	117	32	images	image	NOUN
ecj-8573	117	33	.	.	PUNCT
ecj-8573	118	1	the	the	DET
ecj-8573	118	2	system	system	NOUN
ecj-8573	118	3	would	would	AUX
ecj-8573	118	4	have	have	VERB
ecj-8573	118	5	a	a	DET
ecj-8573	118	6	remarkable	remarkable	ADJ
ecj-8573	118	7	applicability	applicability	NOUN
ecj-8573	118	8	in	in	ADP
ecj-8573	118	9	ed	ed	NOUN
ecj-8573	118	10	allowing	allow	VERB
ecj-8573	118	11	an	an	DET
ecj-8573	118	12	accurate	accurate	ADJ
ecj-8573	118	13	and	and	CCONJ
ecj-8573	118	14	early	early	ADJ
ecj-8573	118	15	identification	identification	NOUN
ecj-8573	118	16	of	of	ADP
ecj-8573	118	17	lesions	lesion	NOUN
ecj-8573	118	18	.	.	PUNCT
ecj-8573	119	1	the	the	DET
ecj-8573	119	2	number	number	NOUN
ecj-8573	119	3	of	of	ADP
ecj-8573	119	4	patients	patient	NOUN
ecj-8573	119	5	(	(	PUNCT
ecj-8573	119	6	5700	5700	NUM
ecj-8573	119	7	patients	patient	NOUN
ecj-8573	119	8	,	,	PUNCT
ecj-8573	119	9	3055	3055	NUM
ecj-8573	119	10	with	with	ADP
ecj-8573	119	11	bleeding	bleed	VERB
ecj-8573	119	12	for	for	ADP
ecj-8573	119	13	more	more	ADJ
ecj-8573	119	14	than	than	ADP
ecj-8573	119	15	135k	135k	NUM
ecj-8573	119	16	images	image	NOUN
ecj-8573	119	17	overall	overall	ADJ
ecj-8573	119	18	)	)	PUNCT
ecj-8573	119	19	enrolled	enrol	VERB
ecj-8573	119	20	for	for	ADP
ecj-8573	119	21	the	the	DET
ecj-8573	119	22	validation	validation	NOUN
ecj-8573	119	23	is	be	AUX
ecj-8573	119	24	more	more	ADJ
ecj-8573	119	25	than	than	ADP
ecj-8573	119	26	adequate	adequate	ADJ
ecj-8573	119	27	in	in	ADP
ecj-8573	119	28	order	order	NOUN
ecj-8573	119	29	to	to	PART
ecj-8573	119	30	achieve	achieve	VERB
ecj-8573	119	31	the	the	DET
ecj-8573	119	32	goal	goal	NOUN
ecj-8573	119	33	,	,	PUNCT
ecj-8573	119	34	although	although	SCONJ
ecj-8573	119	35	all	all	DET
ecj-8573	119	36	patients	patient	NOUN
ecj-8573	119	37	referred	refer	VERB
ecj-8573	119	38	to	to	ADP
ecj-8573	119	39	the	the	DET
ecj-8573	119	40	same	same	ADJ
ecj-8573	119	41	hospital	hospital	NOUN
ecj-8573	119	42	.	.	PUNCT
ecj-8573	120	1	on	on	ADP
ecj-8573	120	2	the	the	DET
ecj-8573	120	3	other	other	ADJ
ecj-8573	120	4	hand	hand	NOUN
ecj-8573	120	5	,	,	PUNCT
ecj-8573	120	6	the	the	DET
ecj-8573	120	7	gold	gold	ADJ
ecj-8573	120	8	standard	standard	NOUN
ecj-8573	120	9	adopted	adopt	VERB
ecj-8573	120	10	for	for	ADP
ecj-8573	120	11	classification	classification	NOUN
ecj-8573	120	12	is	be	AUX
ecj-8573	120	13	based	base	VERB
ecj-8573	120	14	on	on	ADP
ecj-8573	120	15	the	the	DET
ecj-8573	120	16	personal	personal	ADJ
ecj-8573	120	17	opinion	opinion	NOUN
ecj-8573	120	18	of	of	ADP
ecj-8573	120	19	10	10	NUM
ecj-8573	120	20	experts	expert	NOUN
ecj-8573	120	21	and	and	CCONJ
ecj-8573	120	22	on	on	ADP
ecj-8573	120	23	a	a	DET
ecj-8573	120	24	complex	complex	ADJ
ecj-8573	120	25	consensus	consensus	NOUN
ecj-8573	120	26	process	process	NOUN
ecj-8573	120	27	for	for	ADP
ecj-8573	120	28	controversial	controversial	ADJ
ecj-8573	120	29	cases	case	NOUN
ecj-8573	120	30	.	.	PUNCT
ecj-8573	121	1	this	this	PRON
ecj-8573	121	2	is	be	AUX
ecj-8573	121	3	a	a	DET
ecj-8573	121	4	common	common	ADJ
ecj-8573	121	5	procedure	procedure	NOUN
ecj-8573	121	6	for	for	ADP
ecj-8573	121	7	radiological	radiological	ADJ
ecj-8573	121	8	examination	examination	NOUN
ecj-8573	121	9	,	,	PUNCT
ecj-8573	121	10	but	but	CCONJ
ecj-8573	121	11	it	it	PRON
ecj-8573	121	12	is	be	AUX
ecj-8573	121	13	sub	sub	NOUN
ecj-8573	121	14	optimal	optimal	ADJ
ecj-8573	121	15	for	for	ADP
ecj-8573	121	16	dl	dl	PROPN
ecj-8573	121	17	systems	system	NOUN
ecj-8573	121	18	that	that	PRON
ecj-8573	121	19	should	should	AUX
ecj-8573	121	20	be	be	AUX
ecj-8573	121	21	preferably	preferably	ADV
ecj-8573	121	22	trained	train	VERB
ecj-8573	121	23	and	and	CCONJ
ecj-8573	121	24	validated	validate	VERB
ecj-8573	121	25	against	against	ADP
ecj-8573	121	26	automatic	automatic	ADJ
ecj-8573	121	27	and	and	CCONJ
ecj-8573	121	28	quantitative	quantitative	ADJ
ecj-8573	121	29	measurements	measurement	NOUN
ecj-8573	121	30	.	.	PUNCT
ecj-8573	122	1	unfortunately	unfortunately	ADV
ecj-8573	122	2	,	,	PUNCT
ecj-8573	122	3	the	the	DET
ecj-8573	122	4	gold	gold	ADJ
ecj-8573	122	5	standard	standard	NOUN
ecj-8573	122	6	adopted	adopt	VERB
ecj-8573	122	7	for	for	ADP
ecj-8573	122	8	classification	classification	NOUN
ecj-8573	122	9	is	be	AUX
ecj-8573	122	10	not	not	PART
ecj-8573	122	11	adequate	adequate	ADJ
ecj-8573	122	12	being	be	AUX
ecj-8573	122	13	based	base	VERB
ecj-8573	122	14	on	on	ADP
ecj-8573	122	15	the	the	DET
ecj-8573	122	16	personal	personal	ADJ
ecj-8573	122	17	opinion	opinion	NOUN
ecj-8573	122	18	of	of	ADP
ecj-8573	122	19	10	10	NUM
ecj-8573	122	20	experts	expert	NOUN
ecj-8573	122	21	and	and	CCONJ
ecj-8573	122	22	on	on	ADP
ecj-8573	122	23	a	a	DET
ecj-8573	122	24	complex	complex	ADJ
ecj-8573	122	25	consensus	consensus	NOUN
ecj-8573	122	26	procedure	procedure	NOUN
ecj-8573	122	27	for	for	ADP
ecj-8573	122	28	controversial	controversial	ADJ
ecj-8573	122	29	cases	case	NOUN
ecj-8573	122	30	.	.	PUNCT
ecj-8573	123	1	biomedical	biomedical	ADJ
ecj-8573	123	2	images	image	NOUN
ecj-8573	123	3	are	be	AUX
ecj-8573	123	4	often	often	ADV
ecj-8573	123	5	supplied	supply	VERB
ecj-8573	123	6	with	with	ADP
ecj-8573	123	7	a	a	DET
ecj-8573	123	8	detailed	detailed	ADJ
ecj-8573	123	9	textual	textual	ADJ
ecj-8573	123	10	description	description	NOUN
ecj-8573	123	11	.	.	PUNCT
ecj-8573	124	1	for	for	ADP
ecj-8573	124	2	this	this	DET
ecj-8573	124	3	reason	reason	NOUN
ecj-8573	124	4	,	,	PUNCT
ecj-8573	124	5	kwon	kwon	VERB
ecj-8573	124	6	et	et	PROPN
ecj-8573	124	7	al.22	al.22	PROPN
ecj-8573	124	8	have	have	AUX
ecj-8573	124	9	developed	develop	VERB
ecj-8573	124	10	a	a	DET
ecj-8573	124	11	deep	deep	ADJ
ecj-8573	124	12	network	network	NOUN
ecj-8573	124	13	for	for	ADP
ecj-8573	124	14	text	text	NOUN
ecj-8573	124	15	mining	mining	NOUN
ecj-8573	124	16	echocardiographic	echocardiographic	ADJ
ecj-8573	124	17	medical	medical	ADJ
ecj-8573	124	18	reports	report	NOUN
ecj-8573	124	19	aimed	aim	VERB
ecj-8573	124	20	at	at	ADP
ecj-8573	124	21	predicting	predict	VERB
ecj-8573	124	22	in	in	ADP
ecj-8573	124	23	-	-	PUNCT
ecj-8573	124	24	hospital	hospital	NOUN
ecj-8573	124	25	mortality	mortality	NOUN
ecj-8573	124	26	from	from	ADP
ecj-8573	124	27	cardiovascular	cardiovascular	ADJ
ecj-8573	124	28	disease	disease	NOUN
ecj-8573	124	29	.	.	PUNCT
ecj-8573	125	1	the	the	DET
ecj-8573	125	2	algorithm	algorithm	NOUN
ecj-8573	125	3	was	be	AUX
ecj-8573	125	4	trained	train	VERB
ecj-8573	125	5	on	on	ADP
ecj-8573	125	6	data	datum	NOUN
ecj-8573	125	7	collected	collect	VERB
ecj-8573	125	8	at	at	ADP
ecj-8573	125	9	the	the	DET
ecj-8573	125	10	cardiovascular	cardiovascular	ADJ
ecj-8573	125	11	university	university	NOUN
ecj-8573	125	12	hospital	hospital	NOUN
ecj-8573	125	13	and	and	CCONJ
ecj-8573	125	14	tested	test	VERB
ecj-8573	125	15	on	on	ADP
ecj-8573	125	16	data	datum	NOUN
ecj-8573	125	17	collected	collect	VERB
ecj-8573	125	18	at	at	ADP
ecj-8573	125	19	the	the	DET
ecj-8573	125	20	community	community	NOUN
ecj-8573	125	21	general	general	ADJ
ecj-8573	125	22	hospital	hospital	NOUN
ecj-8573	125	23	.	.	PUNCT
ecj-8573	126	1	performances	performance	NOUN
ecj-8573	126	2	of	of	ADP
ecj-8573	126	3	the	the	DET
ecj-8573	126	4	system	system	NOUN
ecj-8573	126	5	were	be	AUX
ecj-8573	126	6	evaluated	evaluate	VERB
ecj-8573	126	7	against	against	ADP
ecj-8573	126	8	well	well	ADV
ecj-8573	126	9	-	-	PUNCT
ecj-8573	126	10	validated	validate	VERB
ecj-8573	126	11	and	and	CCONJ
ecj-8573	126	12	largely	largely	ADV
ecj-8573	126	13	adopted	adopt	VERB
ecj-8573	126	14	mortality	mortality	NOUN
ecj-8573	126	15	scores	score	NOUN
ecj-8573	126	16	obtaining	obtain	VERB
ecj-8573	126	17	an	an	DET
ecj-8573	126	18	overall	overall	ADJ
ecj-8573	126	19	gain	gain	NOUN
ecj-8573	126	20	of	of	ADP
ecj-8573	126	21	15	15	NUM
ecj-8573	126	22	%	%	NOUN
ecj-8573	126	23	in	in	ADP
ecj-8573	126	24	accuracy	accuracy	NOUN
ecj-8573	126	25	.	.	PUNCT
ecj-8573	127	1	however	however	ADV
ecj-8573	127	2	,	,	PUNCT
ecj-8573	127	3	the	the	DET
ecj-8573	127	4	authors	author	NOUN
ecj-8573	127	5	review	review	VERB
ecj-8573	127	6	non	non	ADJ
ecj-8573	127	7	-co	-co	PROPN
ecj-8573	127	8	mmerc	mmerc	PROPN
ecj-8573	127	9	ial	ial	PROPN
ecj-8573	127	10	us	us	PROPN
ecj-8573	127	11	e	e	NOUN
ecj-8573	127	12	o	o	NOUN
ecj-8573	128	1	nly	nly	ADV
ecj-8573	128	2	[	[	X
ecj-8573	128	3	page	page	NOUN
ecj-8573	128	4	10	10	NUM
ecj-8573	128	5	]	]	PUNCT
ecj-8573	129	1	[	[	X
ecj-8573	129	2	emergency	emergency	NOUN
ecj-8573	129	3	care	care	NOUN
ecj-8573	129	4	journal	journal	NOUN
ecj-8573	129	5	2020	2020	NUM
ecj-8573	129	6	;	;	PUNCT
ecj-8573	129	7	16:8573	16:8573	NUM
ecj-8573	129	8	]	]	X
ecj-8573	129	9	themselves	themselves	PRON
ecj-8573	129	10	recognize	recognize	VERB
ecj-8573	129	11	ethnicity	ethnicity	NOUN
ecj-8573	129	12	and	and	CCONJ
ecj-8573	129	13	selection	selection	NOUN
ecj-8573	129	14	bias	bias	NOUN
ecj-8573	129	15	as	as	ADP
ecj-8573	129	16	a	a	DET
ecj-8573	129	17	limitation	limitation	NOUN
ecj-8573	129	18	of	of	ADP
ecj-8573	129	19	the	the	DET
ecj-8573	129	20	study	study	NOUN
ecj-8573	129	21	.	.	PUNCT
ecj-8573	130	1	furthermore	furthermore	ADV
ecj-8573	130	2	,	,	PUNCT
ecj-8573	130	3	they	they	PRON
ecj-8573	130	4	propose	propose	VERB
ecj-8573	130	5	the	the	DET
ecj-8573	130	6	introduction	introduction	NOUN
ecj-8573	130	7	of	of	ADP
ecj-8573	130	8	a	a	DET
ecj-8573	130	9	further	further	ADJ
ecj-8573	130	10	system	system	NOUN
ecj-8573	130	11	based	base	VERB
ecj-8573	130	12	on	on	ADP
ecj-8573	130	13	the	the	DET
ecj-8573	130	14	direct	direct	ADJ
ecj-8573	130	15	analysis	analysis	NOUN
ecj-8573	130	16	of	of	ADP
ecj-8573	130	17	the	the	DET
ecj-8573	130	18	ultrasound	ultrasound	NOUN
ecj-8573	130	19	images	image	NOUN
ecj-8573	130	20	(	(	PUNCT
ecj-8573	130	21	instead	instead	ADV
ecj-8573	130	22	of	of	ADP
ecj-8573	130	23	their	their	PRON
ecj-8573	130	24	medical	medical	ADJ
ecj-8573	130	25	reports	report	NOUN
ecj-8573	130	26	)	)	PUNCT
ecj-8573	130	27	as	as	ADP
ecj-8573	130	28	a	a	DET
ecj-8573	130	29	next	next	ADJ
ecj-8573	130	30	step	step	NOUN
ecj-8573	130	31	to	to	PART
ecj-8573	130	32	make	make	VERB
ecj-8573	130	33	further	further	ADJ
ecj-8573	130	34	progress	progress	NOUN
ecj-8573	130	35	in	in	ADP
ecj-8573	130	36	terms	term	NOUN
ecj-8573	130	37	of	of	ADP
ecj-8573	130	38	clinical	clinical	ADJ
ecj-8573	130	39	applicability	applicability	NOUN
ecj-8573	130	40	.	.	PUNCT
ecj-8573	131	1	the	the	DET
ecj-8573	131	2	design	design	NOUN
ecj-8573	131	3	of	of	ADP
ecj-8573	131	4	a	a	DET
ecj-8573	131	5	study	study	NOUN
ecj-8573	131	6	is	be	AUX
ecj-8573	131	7	a	a	DET
ecj-8573	131	8	key	key	ADJ
ecj-8573	131	9	factor	factor	NOUN
ecj-8573	131	10	to	to	PART
ecj-8573	131	11	promote	promote	VERB
ecj-8573	131	12	its	its	PRON
ecj-8573	131	13	successful	successful	ADJ
ecj-8573	131	14	adoption	adoption	NOUN
ecj-8573	131	15	in	in	ADP
ecj-8573	131	16	clinical	clinical	ADJ
ecj-8573	131	17	practice	practice	NOUN
ecj-8573	131	18	.	.	PUNCT
ecj-8573	132	1	accordingly	accordingly	ADV
ecj-8573	132	2	,	,	PUNCT
ecj-8573	132	3	chang	chang	PROPN
ecj-8573	132	4	et	et	PROPN
ecj-8573	132	5	al.23	al.23	PROPN
ecj-8573	132	6	present	present	VERB
ecj-8573	132	7	an	an	DET
ecj-8573	132	8	interesting	interesting	ADJ
ecj-8573	132	9	prospective	prospective	ADJ
ecj-8573	132	10	study	study	NOUN
ecj-8573	132	11	based	base	VERB
ecj-8573	132	12	on	on	ADP
ecj-8573	132	13	dl	dl	PROPN
ecj-8573	132	14	image	image	NOUN
ecj-8573	132	15	processing	processing	NOUN
ecj-8573	132	16	.	.	PUNCT
ecj-8573	133	1	the	the	DET
ecj-8573	133	2	clinical	clinical	ADJ
ecj-8573	133	3	target	target	NOUN
ecj-8573	133	4	is	be	AUX
ecj-8573	133	5	the	the	DET
ecj-8573	133	6	segmentation	segmentation	NOUN
ecj-8573	133	7	and	and	CCONJ
ecj-8573	133	8	quantification	quantification	NOUN
ecj-8573	133	9	of	of	ADP
ecj-8573	133	10	three	three	NUM
ecj-8573	133	11	types	type	NOUN
ecj-8573	133	12	of	of	ADP
ecj-8573	133	13	intracerebral	intracerebral	ADJ
ecj-8573	133	14	hemorrhage	hemorrhage	NOUN
ecj-8573	133	15	from	from	ADP
ecj-8573	133	16	ct	ct	NUM
ecj-8573	133	17	images	image	NOUN
ecj-8573	133	18	without	without	ADP
ecj-8573	133	19	contrast	contrast	NOUN
ecj-8573	133	20	.	.	PUNCT
ecj-8573	134	1	training	training	NOUN
ecj-8573	134	2	and	and	CCONJ
ecj-8573	134	3	testing	testing	NOUN
ecj-8573	134	4	of	of	ADP
ecj-8573	134	5	the	the	DET
ecj-8573	134	6	deep	deep	ADJ
ecj-8573	134	7	neural	neural	ADJ
ecj-8573	134	8	network	network	NOUN
ecj-8573	134	9	were	be	AUX
ecj-8573	134	10	performed	perform	VERB
ecj-8573	134	11	on	on	ADP
ecj-8573	134	12	a	a	DET
ecj-8573	134	13	large	large	ADJ
ecj-8573	134	14	sample	sample	NOUN
ecj-8573	134	15	of	of	ADP
ecj-8573	134	16	more	more	ADJ
ecj-8573	134	17	than	than	ADP
ecj-8573	134	18	10,000	10,000	NUM
ecj-8573	134	19	subjects	subject	NOUN
ecj-8573	134	20	(	(	PUNCT
ecj-8573	134	21	for	for	ADP
ecj-8573	134	22	a	a	DET
ecj-8573	134	23	total	total	NOUN
ecj-8573	134	24	of	of	ADP
ecj-8573	134	25	512,000	512,000	NUM
ecj-8573	134	26	ct	ct	NUM
ecj-8573	134	27	images	image	NOUN
ecj-8573	134	28	)	)	PUNCT
ecj-8573	134	29	and	and	CCONJ
ecj-8573	134	30	the	the	DET
ecj-8573	134	31	developed	develop	VERB
ecj-8573	134	32	network	network	NOUN
ecj-8573	134	33	was	be	AUX
ecj-8573	134	34	prospectively	prospectively	ADV
ecj-8573	134	35	applied	apply	VERB
ecj-8573	134	36	on	on	ADP
ecj-8573	134	37	a	a	DET
ecj-8573	134	38	further	further	ADJ
ecj-8573	134	39	sample	sample	NOUN
ecj-8573	134	40	of	of	ADP
ecj-8573	134	41	860	860	NUM
ecj-8573	134	42	consecutive	consecutive	ADJ
ecj-8573	134	43	subjects	subject	NOUN
ecj-8573	134	44	with	with	ADP
ecj-8573	134	45	a	a	DET
ecj-8573	134	46	ct	ct	NOUN
ecj-8573	134	47	for	for	ADP
ecj-8573	134	48	suspected	suspect	VERB
ecj-8573	134	49	cerebral	cerebral	ADJ
ecj-8573	134	50	hemorrhage	hemorrhage	NOUN
ecj-8573	134	51	.	.	PUNCT
ecj-8573	135	1	authors	author	NOUN
ecj-8573	135	2	strengthen	strengthen	VERB
ecj-8573	135	3	their	their	PRON
ecj-8573	135	4	work	work	NOUN
ecj-8573	135	5	with	with	ADP
ecj-8573	135	6	saliency	saliency	NOUN
ecj-8573	135	7	maps	map	NOUN
ecj-8573	135	8	and	and	CCONJ
ecj-8573	135	9	class	class	NOUN
ecj-8573	135	10	activation	activation	NOUN
ecj-8573	135	11	that	that	PRON
ecj-8573	135	12	allow	allow	VERB
ecj-8573	135	13	to	to	PART
ecj-8573	135	14	avoid	avoid	VERB
ecj-8573	135	15	the	the	DET
ecj-8573	135	16	black	black	ADJ
ecj-8573	135	17	box	box	PROPN
ecj-8573	135	18	effect	effect	NOUN
ecj-8573	135	19	.	.	PUNCT
ecj-8573	136	1	finally	finally	ADV
ecj-8573	136	2	,	,	PUNCT
ecj-8573	136	3	a	a	DET
ecj-8573	136	4	quantitative	quantitative	ADJ
ecj-8573	136	5	metric	metric	NOUN
ecj-8573	136	6	was	be	AUX
ecj-8573	136	7	used	use	VERB
ecj-8573	136	8	to	to	PART
ecj-8573	136	9	compare	compare	VERB
ecj-8573	136	10	network	network	NOUN
ecj-8573	136	11	segmentation	segmentation	NOUN
ecj-8573	136	12	with	with	ADP
ecj-8573	136	13	the	the	DET
ecj-8573	136	14	expert	expert	NOUN
ecj-8573	136	15	’s	’s	PART
ecj-8573	136	16	manual	manual	ADJ
ecj-8573	136	17	approach	approach	NOUN
ecj-8573	136	18	.	.	PUNCT
ecj-8573	137	1	conclusions	conclusion	NOUN
ecj-8573	137	2	in	in	ADP
ecj-8573	137	3	recent	recent	ADJ
ecj-8573	137	4	years	year	NOUN
ecj-8573	137	5	,	,	PUNCT
ecj-8573	137	6	ai	ai	VERB
ecj-8573	137	7	technology	technology	NOUN
ecj-8573	137	8	has	have	AUX
ecj-8573	137	9	grown	grown	AUX
ecj-8573	137	10	dramatically	dramatically	ADV
ecj-8573	137	11	impacting	impact	VERB
ecj-8573	137	12	several	several	ADJ
ecj-8573	137	13	fields	field	NOUN
ecj-8573	137	14	of	of	ADP
ecj-8573	137	15	human	human	ADJ
ecj-8573	137	16	knowledge	knowledge	NOUN
ecj-8573	137	17	and	and	CCONJ
ecj-8573	137	18	medicine	medicine	NOUN
ecj-8573	137	19	in	in	ADP
ecj-8573	137	20	particular	particular	ADJ
ecj-8573	137	21	.	.	PUNCT
ecj-8573	138	1	emergency	emergency	NOUN
ecj-8573	138	2	medicine	medicine	NOUN
ecj-8573	138	3	will	will	AUX
ecj-8573	138	4	benefit	benefit	VERB
ecj-8573	138	5	from	from	ADP
ecj-8573	138	6	the	the	DET
ecj-8573	138	7	adoption	adoption	NOUN
ecj-8573	138	8	of	of	ADP
ecj-8573	138	9	this	this	DET
ecj-8573	138	10	technology	technology	NOUN
ecj-8573	138	11	,	,	PUNCT
ecj-8573	138	12	but	but	CCONJ
ecj-8573	138	13	care	care	NOUN
ecj-8573	138	14	must	must	AUX
ecj-8573	138	15	be	be	AUX
ecj-8573	138	16	taken	take	VERB
ecj-8573	138	17	when	when	SCONJ
ecj-8573	138	18	reviewing	review	VERB
ecj-8573	138	19	papers	paper	NOUN
ecj-8573	138	20	in	in	ADP
ecj-8573	138	21	this	this	DET
ecj-8573	138	22	topic	topic	NOUN
ecj-8573	138	23	in	in	ADP
ecj-8573	138	24	order	order	NOUN
ecj-8573	138	25	to	to	PART
ecj-8573	138	26	exclude	exclude	VERB
ecj-8573	138	27	overoptimistic	overoptimistic	ADJ
ecj-8573	138	28	results	result	NOUN
ecj-8573	138	29	from	from	ADP
ecj-8573	138	30	clinically	clinically	ADV
ecj-8573	138	31	transferable	transferable	ADJ
ecj-8573	138	32	ones	one	NOUN
ecj-8573	138	33	.	.	PUNCT
ecj-8573	139	1	we	we	PRON
ecj-8573	139	2	presented	present	VERB
ecj-8573	139	3	a	a	DET
ecj-8573	139	4	group	group	NOUN
ecj-8573	139	5	of	of	ADP
ecj-8573	139	6	studies	study	NOUN
ecj-8573	139	7	published	publish	VERB
ecj-8573	139	8	on	on	ADP
ecj-8573	139	9	pubmed	pubmed	PROPN
ecj-8573	139	10	since	since	SCONJ
ecj-8573	139	11	january	january	PROPN
ecj-8573	139	12	2018	2018	NUM
ecj-8573	139	13	and	and	CCONJ
ecj-8573	139	14	selected	select	VERB
ecj-8573	139	15	by	by	ADP
ecj-8573	139	16	keywords	keyword	NOUN
ecj-8573	139	17	‘	'	PUNCT
ecj-8573	139	18	deep	deep	ADJ
ecj-8573	139	19	learning	learn	VERB
ecj-8573	139	20	emergency	emergency	NOUN
ecj-8573	139	21	medicine	medicine	NOUN
ecj-8573	139	22	’	'	PUNCT
ecj-8573	139	23	and	and	CCONJ
ecj-8573	139	24	‘	'	PUNCT
ecj-8573	139	25	artificial	artificial	ADJ
ecj-8573	139	26	intelligence	intelligence	NOUN
ecj-8573	139	27	emergency	emergency	NOUN
ecj-8573	139	28	medicine	medicine	NOUN
ecj-8573	139	29	’	'	PUNCT
ecj-8573	139	30	with	with	ADP
ecj-8573	139	31	the	the	DET
ecj-8573	139	32	aim	aim	NOUN
ecj-8573	139	33	of	of	ADP
ecj-8573	139	34	highlighting	highlight	VERB
ecj-8573	139	35	their	their	PRON
ecj-8573	139	36	methodological	methodological	ADJ
ecj-8573	139	37	strengths	strength	NOUN
ecj-8573	139	38	and	and	CCONJ
ecj-8573	139	39	weaknesses	weakness	NOUN
ecj-8573	139	40	,	,	PUNCT
ecj-8573	139	41	as	as	ADV
ecj-8573	139	42	well	well	ADV
ecj-8573	139	43	as	as	ADP
ecj-8573	139	44	their	their	PRON
ecj-8573	139	45	clinical	clinical	ADJ
ecj-8573	139	46	usefulness	usefulness	NOUN
ecj-8573	139	47	.	.	PUNCT
ecj-8573	140	1	furthermore	furthermore	ADV
ecj-8573	140	2	,	,	PUNCT
ecj-8573	140	3	we	we	PRON
ecj-8573	140	4	split	split	VERB
ecj-8573	140	5	these	these	DET
ecj-8573	140	6	research	research	NOUN
ecj-8573	140	7	studies	study	NOUN
ecj-8573	140	8	in	in	ADP
ecj-8573	140	9	three	three	NUM
ecj-8573	140	10	groups	group	NOUN
ecj-8573	140	11	related	relate	VERB
ecj-8573	140	12	to	to	ADP
ecj-8573	140	13	potential	potential	ADJ
ecj-8573	140	14	high	high	ADJ
ecj-8573	140	15	impact	impact	NOUN
ecj-8573	140	16	topics	topic	NOUN
ecj-8573	140	17	in	in	ADP
ecj-8573	140	18	emergency	emergency	NOUN
ecj-8573	140	19	medicine	medicine	NOUN
ecj-8573	140	20	.	.	PUNCT
ecj-8573	141	1	studies	study	NOUN
ecj-8573	141	2	aimed	aim	VERB
ecj-8573	141	3	at	at	ADP
ecj-8573	141	4	proposing	propose	VERB
ecj-8573	141	5	innovative	innovative	ADJ
ecj-8573	141	6	triage	triage	NOUN
ecj-8573	141	7	systems	system	NOUN
ecj-8573	141	8	are	be	AUX
ecj-8573	141	9	mainly	mainly	ADV
ecj-8573	141	10	retrospective	retrospective	ADJ
ecj-8573	141	11	,	,	PUNCT
ecj-8573	141	12	despite	despite	SCONJ
ecj-8573	141	13	the	the	DET
ecj-8573	141	14	wide	wide	ADJ
ecj-8573	141	15	and	and	CCONJ
ecj-8573	141	16	continuously	continuously	ADV
ecj-8573	141	17	growing	grow	VERB
ecj-8573	141	18	availability	availability	NOUN
ecj-8573	141	19	of	of	ADP
ecj-8573	141	20	well	well	ADV
ecj-8573	141	21	-	-	PUNCT
ecj-8573	141	22	labeled	label	VERB
ecj-8573	141	23	data	datum	NOUN
ecj-8573	141	24	.	.	PUNCT
ecj-8573	142	1	on	on	ADP
ecj-8573	142	2	the	the	DET
ecj-8573	142	3	other	other	ADJ
ecj-8573	142	4	hand	hand	NOUN
ecj-8573	142	5	,	,	PUNCT
ecj-8573	142	6	most	most	ADJ
ecj-8573	142	7	of	of	ADP
ecj-8573	142	8	the	the	DET
ecj-8573	142	9	proposed	propose	VERB
ecj-8573	142	10	systems	system	NOUN
ecj-8573	142	11	have	have	AUX
ecj-8573	142	12	been	be	AUX
ecj-8573	142	13	evaluated	evaluate	VERB
ecj-8573	142	14	in	in	ADP
ecj-8573	142	15	comparison	comparison	NOUN
ecj-8573	142	16	to	to	AUX
ecj-8573	142	17	reliable	reliable	ADJ
ecj-8573	142	18	and	and	CCONJ
ecj-8573	142	19	widely	widely	ADV
ecj-8573	142	20	recognized	recognize	VERB
ecj-8573	142	21	worldwide	worldwide	ADJ
ecj-8573	142	22	reference	reference	NOUN
ecj-8573	142	23	scores	score	NOUN
ecj-8573	142	24	.	.	PUNCT
ecj-8573	143	1	use	use	NOUN
ecj-8573	143	2	of	of	ADP
ecj-8573	143	3	widelyavailable	widelyavailable	ADJ
ecj-8573	143	4	simple	simple	ADJ
ecj-8573	143	5	input	input	NOUN
ecj-8573	143	6	data	datum	NOUN
ecj-8573	143	7	allows	allow	VERB
ecj-8573	143	8	to	to	PART
ecj-8573	143	9	avoid	avoid	VERB
ecj-8573	143	10	black	black	ADJ
ecj-8573	143	11	box	box	NOUN
ecj-8573	143	12	effect	effect	NOUN
ecj-8573	143	13	by	by	ADP
ecj-8573	143	14	clearly	clearly	ADV
ecj-8573	143	15	defining	define	VERB
ecj-8573	143	16	the	the	DET
ecj-8573	143	17	importance	importance	NOUN
ecj-8573	143	18	of	of	ADP
ecj-8573	143	19	each	each	DET
ecj-8573	143	20	individual	individual	ADJ
ecj-8573	143	21	predictor	predictor	NOUN
ecj-8573	143	22	with	with	ADP
ecj-8573	143	23	respect	respect	NOUN
ecj-8573	143	24	to	to	ADP
ecj-8573	143	25	the	the	DET
ecj-8573	143	26	final	final	ADJ
ecj-8573	143	27	decision	decision	NOUN
ecj-8573	143	28	of	of	ADP
ecj-8573	143	29	the	the	DET
ecj-8573	143	30	algorithm	algorithm	NOUN
ecj-8573	143	31	.	.	PUNCT
ecj-8573	144	1	however	however	ADV
ecj-8573	144	2	,	,	PUNCT
ecj-8573	144	3	several	several	ADJ
ecj-8573	144	4	studies	study	NOUN
ecj-8573	144	5	tested	test	VERB
ecj-8573	144	6	the	the	DET
ecj-8573	144	7	performance	performance	NOUN
ecj-8573	144	8	of	of	ADP
ecj-8573	144	9	(	(	PUNCT
ecj-8573	144	10	too	too	ADV
ecj-8573	144	11	)	)	PUNCT
ecj-8573	144	12	many	many	ADJ
ecj-8573	144	13	models	model	NOUN
ecj-8573	144	14	generating	generate	VERB
ecj-8573	144	15	overfitting	overfitte	VERB
ecj-8573	144	16	issues	issue	NOUN
ecj-8573	144	17	,	,	PUNCT
ecj-8573	144	18	with	with	ADP
ecj-8573	144	19	the	the	DET
ecj-8573	144	20	negative	negative	ADJ
ecj-8573	144	21	consequence	consequence	NOUN
ecj-8573	144	22	of	of	ADP
ecj-8573	144	23	selecting	select	VERB
ecj-8573	144	24	best	good	ADJ
ecj-8573	144	25	models	model	NOUN
ecj-8573	144	26	that	that	PRON
ecj-8573	144	27	perform	perform	VERB
ecj-8573	144	28	(	(	PUNCT
ecj-8573	144	29	extremely	extremely	ADV
ecj-8573	144	30	)	)	PUNCT
ecj-8573	144	31	well	well	ADV
ecj-8573	144	32	only	only	ADV
ecj-8573	144	33	by	by	ADP
ecj-8573	144	34	chance	chance	NOUN
ecj-8573	144	35	.	.	PUNCT
ecj-8573	145	1	finally	finally	ADV
ecj-8573	145	2	,	,	PUNCT
ecj-8573	145	3	due	due	ADP
ecj-8573	145	4	to	to	ADP
ecj-8573	145	5	the	the	DET
ecj-8573	145	6	great	great	ADJ
ecj-8573	145	7	heterogeneity	heterogeneity	NOUN
ecj-8573	145	8	of	of	ADP
ecj-8573	145	9	the	the	DET
ecj-8573	145	10	national	national	PROPN
ecj-8573	145	11	health	health	PROPN
ecj-8573	145	12	systems	system	NOUN
ecj-8573	145	13	worldwide	worldwide	ADV
ecj-8573	145	14	and	and	CCONJ
ecj-8573	145	15	the	the	DET
ecj-8573	145	16	data	data	NOUN
ecj-8573	145	17	collection	collection	NOUN
ecj-8573	145	18	procedures	procedure	NOUN
ecj-8573	145	19	during	during	ADP
ecj-8573	145	20	triage	triage	NOUN
ecj-8573	145	21	,	,	PUNCT
ecj-8573	145	22	it	it	PRON
ecj-8573	145	23	may	may	AUX
ecj-8573	145	24	be	be	AUX
ecj-8573	145	25	necessary	necessary	ADJ
ecj-8573	145	26	to	to	PART
ecj-8573	145	27	adopt	adopt	VERB
ecj-8573	145	28	a	a	DET
ecj-8573	145	29	standardized	standardized	ADJ
ecj-8573	145	30	evaluation	evaluation	NOUN
ecj-8573	145	31	procedure	procedure	NOUN
ecj-8573	145	32	of	of	ADP
ecj-8573	145	33	the	the	DET
ecj-8573	145	34	dl	dl	PROPN
ecj-8573	145	35	networks	network	NOUN
ecj-8573	145	36	proposed	propose	VERB
ecj-8573	145	37	for	for	ADP
ecj-8573	145	38	use	use	NOUN
ecj-8573	145	39	in	in	ADP
ecj-8573	145	40	eds	ed	NOUN
ecj-8573	145	41	.	.	PUNCT
ecj-8573	146	1	the	the	DET
ecj-8573	146	2	dl	dl	PROPN
ecj-8573	146	3	systems	system	NOUN
ecj-8573	146	4	for	for	ADP
ecj-8573	146	5	the	the	DET
ecj-8573	146	6	prediction	prediction	NOUN
ecj-8573	146	7	of	of	ADP
ecj-8573	146	8	clinical	clinical	ADJ
ecj-8573	146	9	events	event	NOUN
ecj-8573	146	10	and	and	CCONJ
ecj-8573	146	11	for	for	ADP
ecj-8573	146	12	the	the	DET
ecj-8573	146	13	generation	generation	NOUN
ecj-8573	146	14	of	of	ADP
ecj-8573	146	15	alerts	alert	NOUN
ecj-8573	146	16	based	base	VERB
ecj-8573	146	17	on	on	ADP
ecj-8573	146	18	signal	signal	ADJ
ecj-8573	146	19	monitoring	monitoring	NOUN
ecj-8573	146	20	are	be	AUX
ecj-8573	146	21	in	in	ADP
ecj-8573	146	22	an	an	DET
ecj-8573	146	23	advanced	advanced	ADJ
ecj-8573	146	24	development	development	NOUN
ecj-8573	146	25	stage	stage	NOUN
ecj-8573	146	26	and	and	CCONJ
ecj-8573	146	27	nearly	nearly	ADV
ecj-8573	146	28	ready	ready	ADJ
ecj-8573	146	29	for	for	ADP
ecj-8573	146	30	technology	technology	NOUN
ecj-8573	146	31	transfer	transfer	NOUN
ecj-8573	146	32	,	,	PUNCT
ecj-8573	146	33	just	just	ADV
ecj-8573	146	34	requiring	require	VERB
ecj-8573	146	35	an	an	DET
ecj-8573	146	36	industrialization	industrialization	NOUN
ecj-8573	146	37	phase	phase	NOUN
ecj-8573	146	38	leading	lead	VERB
ecj-8573	146	39	to	to	ADP
ecj-8573	146	40	a	a	DET
ecj-8573	146	41	rapid	rapid	ADJ
ecj-8573	146	42	inclusion	inclusion	NOUN
ecj-8573	146	43	in	in	ADP
ecj-8573	146	44	clinical	clinical	ADJ
ecj-8573	146	45	practice	practice	NOUN
ecj-8573	146	46	.	.	PUNCT
ecj-8573	147	1	this	this	PRON
ecj-8573	147	2	is	be	AUX
ecj-8573	147	3	mainly	mainly	ADV
ecj-8573	147	4	due	due	ADJ
ecj-8573	147	5	to	to	ADP
ecj-8573	147	6	the	the	DET
ecj-8573	147	7	wide	wide	ADJ
ecj-8573	147	8	availability	availability	NOUN
ecj-8573	147	9	of	of	ADP
ecj-8573	147	10	well	well	ADV
ecj-8573	147	11	-	-	PUNCT
ecj-8573	147	12	labeled	label	VERB
ecj-8573	147	13	reliable	reliable	ADJ
ecj-8573	147	14	data	datum	NOUN
ecj-8573	147	15	that	that	PRON
ecj-8573	147	16	support	support	VERB
ecj-8573	147	17	independent	independent	ADJ
ecj-8573	147	18	validation	validation	NOUN
ecj-8573	147	19	of	of	ADP
ecj-8573	147	20	algorithms	algorithm	NOUN
ecj-8573	147	21	.	.	PUNCT
ecj-8573	148	1	despite	despite	SCONJ
ecj-8573	148	2	this	this	DET
ecj-8573	148	3	fact	fact	NOUN
ecj-8573	148	4	,	,	PUNCT
ecj-8573	148	5	this	this	DET
ecj-8573	148	6	class	class	NOUN
ecj-8573	148	7	of	of	ADP
ecj-8573	148	8	systems	system	NOUN
ecj-8573	148	9	also	also	ADV
ecj-8573	148	10	has	have	VERB
ecj-8573	148	11	features	feature	NOUN
ecj-8573	148	12	to	to	PART
ecj-8573	148	13	improve	improve	VERB
ecj-8573	148	14	;	;	PUNCT
ecj-8573	148	15	in	in	ADP
ecj-8573	148	16	particular	particular	ADJ
ecj-8573	148	17	,	,	PUNCT
ecj-8573	148	18	the	the	DET
ecj-8573	148	19	design	design	NOUN
ecj-8573	148	20	of	of	ADP
ecj-8573	148	21	prospective	prospective	ADJ
ecj-8573	148	22	studies	study	NOUN
ecj-8573	148	23	would	would	AUX
ecj-8573	148	24	be	be	AUX
ecj-8573	148	25	required	require	VERB
ecj-8573	148	26	,	,	PUNCT
ecj-8573	148	27	as	as	ADV
ecj-8573	148	28	well	well	ADV
ecj-8573	148	29	as	as	ADP
ecj-8573	148	30	the	the	DET
ecj-8573	148	31	integration	integration	NOUN
ecj-8573	148	32	of	of	ADP
ecj-8573	148	33	tools	tool	NOUN
ecj-8573	148	34	providing	provide	VERB
ecj-8573	148	35	information	information	NOUN
ecj-8573	148	36	about	about	ADP
ecj-8573	148	37	the	the	DET
ecj-8573	148	38	contribution	contribution	NOUN
ecj-8573	148	39	and	and	CCONJ
ecj-8573	148	40	importance	importance	NOUN
ecj-8573	148	41	of	of	ADP
ecj-8573	148	42	input	input	NOUN
ecj-8573	148	43	data	datum	NOUN
ecj-8573	148	44	on	on	ADP
ecj-8573	148	45	network	network	NOUN
ecj-8573	148	46	’s	’s	PART
ecj-8573	148	47	output	output	NOUN
ecj-8573	148	48	.	.	PUNCT
ecj-8573	149	1	the	the	DET
ecj-8573	149	2	complex	complex	ADJ
ecj-8573	149	3	task	task	NOUN
ecj-8573	149	4	of	of	ADP
ecj-8573	149	5	analyzing	analyze	VERB
ecj-8573	149	6	biomedical	biomedical	ADJ
ecj-8573	149	7	images	image	NOUN
ecj-8573	149	8	is	be	AUX
ecj-8573	149	9	another	another	DET
ecj-8573	149	10	target	target	NOUN
ecj-8573	149	11	of	of	ADP
ecj-8573	149	12	dl	dl	PROPN
ecj-8573	149	13	systems	system	NOUN
ecj-8573	149	14	that	that	PRON
ecj-8573	149	15	can	can	AUX
ecj-8573	149	16	represent	represent	VERB
ecj-8573	149	17	a	a	DET
ecj-8573	149	18	valid	valid	ADJ
ecj-8573	149	19	solution	solution	NOUN
ecj-8573	149	20	for	for	ADP
ecj-8573	149	21	emergency	emergency	NOUN
ecj-8573	149	22	medicine	medicine	NOUN
ecj-8573	149	23	unmet	unmet	NOUN
ecj-8573	149	24	needs	need	NOUN
ecj-8573	149	25	.	.	PUNCT
ecj-8573	150	1	in	in	ADP
ecj-8573	150	2	particular	particular	ADJ
ecj-8573	150	3	,	,	PUNCT
ecj-8573	150	4	systems	system	NOUN
ecj-8573	150	5	have	have	AUX
ecj-8573	150	6	been	be	AUX
ecj-8573	150	7	proposed	propose	VERB
ecj-8573	150	8	for	for	ADP
ecj-8573	150	9	the	the	DET
ecj-8573	150	10	segmentation	segmentation	NOUN
ecj-8573	150	11	and	and	CCONJ
ecj-8573	150	12	classification	classification	NOUN
ecj-8573	150	13	of	of	ADP
ecj-8573	150	14	pathologies	pathology	NOUN
ecj-8573	150	15	using	use	VERB
ecj-8573	150	16	all	all	DET
ecj-8573	150	17	available	available	ADJ
ecj-8573	150	18	imaging	imaging	NOUN
ecj-8573	150	19	technologies	technology	NOUN
ecj-8573	150	20	,	,	PUNCT
ecj-8573	150	21	from	from	ADP
ecj-8573	150	22	the	the	DET
ecj-8573	150	23	common	common	ADJ
ecj-8573	150	24	x	x	NOUN
ecj-8573	150	25	-	-	NOUN
ecj-8573	150	26	ray	ray	NOUN
ecj-8573	150	27	,	,	PUNCT
ecj-8573	150	28	to	to	ADP
ecj-8573	150	29	the	the	DET
ecj-8573	150	30	more	more	ADV
ecj-8573	150	31	complex	complex	ADJ
ecj-8573	150	32	ct	ct	NOUN
ecj-8573	150	33	and	and	CCONJ
ecj-8573	150	34	magnetic	magnetic	ADJ
ecj-8573	150	35	resonance	resonance	NOUN
ecj-8573	150	36	or	or	CCONJ
ecj-8573	150	37	the	the	DET
ecj-8573	150	38	widely	widely	ADV
ecj-8573	150	39	available	available	ADJ
ecj-8573	150	40	ultrasound	ultrasound	NOUN
ecj-8573	150	41	.	.	PUNCT
ecj-8573	151	1	the	the	DET
ecj-8573	151	2	major	major	ADJ
ecj-8573	151	3	strengths	strength	NOUN
ecj-8573	151	4	of	of	ADP
ecj-8573	151	5	these	these	DET
ecj-8573	151	6	systems	system	NOUN
ecj-8573	151	7	are	be	AUX
ecj-8573	151	8	both	both	PRON
ecj-8573	151	9	in	in	ADP
ecj-8573	151	10	terms	term	NOUN
ecj-8573	151	11	of	of	ADP
ecj-8573	151	12	accuracy	accuracy	NOUN
ecj-8573	151	13	of	of	ADP
ecj-8573	151	14	measurements	measurement	NOUN
ecj-8573	151	15	and	and	CCONJ
ecj-8573	151	16	diagnostic	diagnostic	ADJ
ecj-8573	151	17	power	power	NOUN
ecj-8573	151	18	,	,	PUNCT
ecj-8573	151	19	even	even	ADV
ecj-8573	151	20	in	in	ADP
ecj-8573	151	21	the	the	DET
ecj-8573	151	22	presence	presence	NOUN
ecj-8573	151	23	of	of	ADP
ecj-8573	151	24	nonspecialized	nonspecialize	VERB
ecj-8573	151	25	personnel	personnel	NOUN
ecj-8573	151	26	.	.	PUNCT
ecj-8573	152	1	furthermore	furthermore	ADV
ecj-8573	152	2	,	,	PUNCT
ecj-8573	152	3	these	these	DET
ecj-8573	152	4	systems	system	NOUN
ecj-8573	152	5	are	be	AUX
ecj-8573	152	6	becoming	become	VERB
ecj-8573	152	7	time	time	NOUN
ecj-8573	152	8	and	and	CCONJ
ecj-8573	152	9	money	money	NOUN
ecj-8573	152	10	saving	saving	NOUN
ecj-8573	152	11	.	.	PUNCT
ecj-8573	153	1	on	on	ADP
ecj-8573	153	2	the	the	DET
ecj-8573	153	3	contrary	contrary	NOUN
ecj-8573	153	4	,	,	PUNCT
ecj-8573	153	5	one	one	NUM
ecj-8573	153	6	of	of	ADP
ecj-8573	153	7	the	the	DET
ecj-8573	153	8	main	main	ADJ
ecj-8573	153	9	barriers	barrier	NOUN
ecj-8573	153	10	to	to	ADP
ecj-8573	153	11	their	their	PRON
ecj-8573	153	12	adoption	adoption	NOUN
ecj-8573	153	13	in	in	ADP
ecj-8573	153	14	the	the	DET
ecj-8573	153	15	clinical	clinical	ADJ
ecj-8573	153	16	practice	practice	NOUN
ecj-8573	153	17	is	be	AUX
ecj-8573	153	18	the	the	DET
ecj-8573	153	19	lack	lack	NOUN
ecj-8573	153	20	of	of	ADP
ecj-8573	153	21	valid	valid	ADJ
ecj-8573	153	22	image	image	NOUN
ecj-8573	153	23	repository	repository	NOUN
ecj-8573	153	24	,	,	PUNCT
ecj-8573	153	25	that	that	PRON
ecj-8573	153	26	are	be	AUX
ecj-8573	153	27	publicly	publicly	ADV
ecj-8573	153	28	available	available	ADJ
ecj-8573	153	29	and	and	CCONJ
ecj-8573	153	30	supplied	supply	VERB
ecj-8573	153	31	with	with	ADP
ecj-8573	153	32	a	a	DET
ecj-8573	153	33	reliable	reliable	ADJ
ecj-8573	153	34	gold	gold	NOUN
ecj-8573	153	35	standard	standard	NOUN
ecj-8573	153	36	for	for	ADP
ecj-8573	153	37	system	system	NOUN
ecj-8573	153	38	’s	’s	PART
ecj-8573	153	39	validation	validation	NOUN
ecj-8573	153	40	.	.	PUNCT
ecj-8573	154	1	as	as	ADP
ecj-8573	154	2	a	a	DET
ecj-8573	154	3	final	final	ADJ
ecj-8573	154	4	remark	remark	NOUN
ecj-8573	154	5	,	,	PUNCT
ecj-8573	154	6	15	15	NUM
ecj-8573	154	7	papers	paper	NOUN
ecj-8573	154	8	have	have	AUX
ecj-8573	154	9	been	be	AUX
ecj-8573	154	10	reviewed	review	VERB
ecj-8573	154	11	and	and	CCONJ
ecj-8573	154	12	only	only	ADV
ecj-8573	154	13	4	4	NUM
ecj-8573	154	14	resulted	result	VERB
ecj-8573	154	15	to	to	PART
ecj-8573	154	16	be	be	AUX
ecj-8573	154	17	characterized	characterize	VERB
ecj-8573	154	18	by	by	ADP
ecj-8573	154	19	strong	strong	ADJ
ecj-8573	154	20	methodologies	methodology	NOUN
ecj-8573	154	21	that	that	PRON
ecj-8573	154	22	completely	completely	ADV
ecj-8573	154	23	satisfied	satisfied	ADJ
ecj-8573	154	24	all	all	DET
ecj-8573	154	25	quality	quality	NOUN
ecj-8573	154	26	requirements	requirement	NOUN
ecj-8573	154	27	(	(	PUNCT
ecj-8573	154	28	table	table	NOUN
ecj-8573	154	29	1	1	NUM
ecj-8573	154	30	)	)	PUNCT
ecj-8573	154	31	.	.	PUNCT
ecj-8573	155	1	this	this	PRON
ecj-8573	155	2	is	be	AUX
ecj-8573	155	3	not	not	PART
ecj-8573	155	4	surprising	surprising	ADJ
ecj-8573	155	5	because	because	SCONJ
ecj-8573	155	6	the	the	DET
ecj-8573	155	7	popularity	popularity	NOUN
ecj-8573	155	8	and	and	CCONJ
ecj-8573	155	9	the	the	DET
ecj-8573	155	10	novelty	novelty	NOUN
ecj-8573	155	11	of	of	ADP
ecj-8573	155	12	the	the	DET
ecj-8573	155	13	topic	topic	NOUN
ecj-8573	155	14	,	,	PUNCT
ecj-8573	155	15	with	with	ADP
ecj-8573	155	16	several	several	ADJ
ecj-8573	155	17	research	research	NOUN
ecj-8573	155	18	groups	group	NOUN
ecj-8573	155	19	having	have	VERB
ecj-8573	155	20	a	a	DET
ecj-8573	155	21	strong	strong	ADJ
ecj-8573	155	22	background	background	NOUN
ecj-8573	155	23	in	in	ADP
ecj-8573	155	24	theoretical	theoretical	ADJ
ecj-8573	155	25	ai	ai	VERB
ecj-8573	155	26	algorithms	algorithm	NOUN
ecj-8573	155	27	but	but	CCONJ
ecj-8573	155	28	a	a	DET
ecj-8573	155	29	lower	low	ADJ
ecj-8573	155	30	knowledge	knowledge	NOUN
ecj-8573	155	31	in	in	ADP
ecj-8573	155	32	modelling	model	VERB
ecj-8573	155	33	clinical	clinical	ADJ
ecj-8573	155	34	problems	problem	NOUN
ecj-8573	155	35	.	.	PUNCT
ecj-8573	156	1	on	on	ADP
ecj-8573	156	2	the	the	DET
ecj-8573	156	3	other	other	ADJ
ecj-8573	156	4	hand	hand	NOUN
ecj-8573	156	5	,	,	PUNCT
ecj-8573	156	6	reviewers	reviewer	NOUN
ecj-8573	156	7	of	of	ADP
ecj-8573	156	8	medical	medical	ADJ
ecj-8573	156	9	journal	journal	NOUN
ecj-8573	156	10	are	be	AUX
ecj-8573	156	11	often	often	ADV
ecj-8573	156	12	not	not	PART
ecj-8573	156	13	completely	completely	ADV
ecj-8573	156	14	equipped	equip	VERB
ecj-8573	156	15	with	with	ADP
ecj-8573	156	16	critical	critical	ADJ
ecj-8573	156	17	tool	tool	NOUN
ecj-8573	156	18	for	for	ADP
ecj-8573	156	19	the	the	DET
ecj-8573	156	20	evaluation	evaluation	NOUN
ecj-8573	156	21	of	of	ADP
ecj-8573	156	22	systems	system	NOUN
ecj-8573	156	23	powered	power	VERB
ecj-8573	156	24	by	by	ADP
ecj-8573	156	25	ai	ai	PROPN
ecj-8573	156	26	technology	technology	NOUN
ecj-8573	156	27	.	.	PUNCT
ecj-8573	157	1	in	in	ADP
ecj-8573	157	2	conclusion	conclusion	NOUN
ecj-8573	157	3	,	,	PUNCT
ecj-8573	157	4	although	although	SCONJ
ecj-8573	157	5	with	with	ADP
ecj-8573	157	6	some	some	DET
ecj-8573	157	7	difficulties	difficulty	NOUN
ecj-8573	157	8	to	to	PART
ecj-8573	157	9	face	face	VERB
ecj-8573	157	10	,	,	PUNCT
ecj-8573	157	11	the	the	DET
ecj-8573	157	12	correct	correct	ADJ
ecj-8573	157	13	question	question	NOUN
ecj-8573	157	14	is	be	AUX
ecj-8573	157	15	not	not	PART
ecj-8573	157	16	whether	whether	SCONJ
ecj-8573	157	17	the	the	DET
ecj-8573	157	18	ai	ai	NOUN
ecj-8573	157	19	will	will	AUX
ecj-8573	157	20	be	be	AUX
ecj-8573	157	21	a	a	DET
ecj-8573	157	22	valid	valid	ADJ
ecj-8573	157	23	resource	resource	NOUN
ecj-8573	157	24	for	for	ADP
ecj-8573	157	25	emergency	emergency	NOUN
ecj-8573	157	26	medicine	medicine	NOUN
ecj-8573	157	27	but	but	CCONJ
ecj-8573	157	28	when	when	SCONJ
ecj-8573	157	29	.	.	PUNCT
ecj-8573	158	1	references	reference	NOUN
ecj-8573	158	2	1	1	NUM
ecj-8573	158	3	.	.	PUNCT
ecj-8573	158	4	topol	topol	PROPN
ecj-8573	158	5	ej	ej	PROPN
ecj-8573	158	6	.	.	PROPN
ecj-8573	158	7	high	high	ADJ
ecj-8573	158	8	-	-	PUNCT
ecj-8573	158	9	performance	performance	NOUN
ecj-8573	158	10	medicine	medicine	NOUN
ecj-8573	158	11	:	:	PUNCT
ecj-8573	158	12	the	the	DET
ecj-8573	158	13	convergence	convergence	NOUN
ecj-8573	158	14	of	of	ADP
ecj-8573	158	15	human	human	ADJ
ecj-8573	158	16	and	and	CCONJ
ecj-8573	158	17	artificial	artificial	ADJ
ecj-8573	158	18	intelligence	intelligence	NOUN
ecj-8573	158	19	.	.	PUNCT
ecj-8573	159	1	nat	nat	PROPN
ecj-8573	159	2	med	me	VERB
ecj-8573	159	3	2019;25:44	2019;25:44	NUM
ecj-8573	159	4	-	-	SYM
ecj-8573	159	5	56	56	NUM
ecj-8573	159	6	.	.	NOUN
ecj-8573	160	1	2	2	NUM
ecj-8573	160	2	.	.	X
ecj-8573	160	3	anwar	anwar	PROPN
ecj-8573	160	4	sm	sm	PROPN
ecj-8573	160	5	,	,	PUNCT
ecj-8573	160	6	majid	majid	PROPN
ecj-8573	160	7	m	m	PROPN
ecj-8573	160	8	,	,	PUNCT
ecj-8573	160	9	qayyum	qayyum	PROPN
ecj-8573	160	10	a	a	X
ecj-8573	160	11	,	,	PUNCT
ecj-8573	160	12	et	et	PROPN
ecj-8573	160	13	al	al	PROPN
ecj-8573	160	14	.	.	PUNCT
ecj-8573	160	15	medical	medical	ADJ
ecj-8573	160	16	image	image	NOUN
ecj-8573	160	17	analysis	analysis	NOUN
ecj-8573	160	18	using	use	VERB
ecj-8573	160	19	convolutional	convolutional	ADJ
ecj-8573	160	20	neural	neural	ADJ
ecj-8573	160	21	networks	network	NOUN
ecj-8573	160	22	:	:	PUNCT
ecj-8573	160	23	a	a	DET
ecj-8573	160	24	review	review	NOUN
ecj-8573	160	25	.	.	PUNCT
ecj-8573	161	1	j	j	PROPN
ecj-8573	161	2	med	med	PROPN
ecj-8573	161	3	syst	syst	PROPN
ecj-8573	161	4	2018;42:22	2018;42:22	NUM
ecj-8573	161	5	.	.	PROPN
ecj-8573	162	1	3	3	NUM
ecj-8573	162	2	.	.	X
ecj-8573	162	3	de	de	PROPN
ecj-8573	162	4	fauw	fauw	PROPN
ecj-8573	162	5	j	j	PROPN
ecj-8573	162	6	,	,	PUNCT
ecj-8573	162	7	ledsam	ledsam	PROPN
ecj-8573	162	8	jr	jr	PROPN
ecj-8573	162	9	,	,	PUNCT
ecj-8573	162	10	romera	romera	NOUN
ecj-8573	162	11	-	-	PUNCT
ecj-8573	162	12	paredes	paredes	PROPN
ecj-8573	162	13	b	b	NOUN
ecj-8573	162	14	,	,	PUNCT
ecj-8573	162	15	et	et	PROPN
ecj-8573	162	16	al	al	PROPN
ecj-8573	162	17	.	.	PUNCT
ecj-8573	163	1	clinically	clinically	ADV
ecj-8573	163	2	applicable	applicable	ADJ
ecj-8573	163	3	deep	deep	ADJ
ecj-8573	163	4	learning	learning	NOUN
ecj-8573	163	5	for	for	ADP
ecj-8573	163	6	diagnosis	diagnosis	NOUN
ecj-8573	163	7	and	and	CCONJ
ecj-8573	163	8	referral	referral	NOUN
ecj-8573	163	9	in	in	ADP
ecj-8573	163	10	retinal	retinal	ADJ
ecj-8573	163	11	disease	disease	NOUN
ecj-8573	163	12	.	.	PUNCT
ecj-8573	164	1	nat	nat	PROPN
ecj-8573	164	2	med	me	VERB
ecj-8573	164	3	2018;24:1342	2018;24:1342	NUM
ecj-8573	164	4	-	-	SYM
ecj-8573	164	5	50	50	NUM
ecj-8573	164	6	.	.	PUNCT
ecj-8573	165	1	4	4	X
ecj-8573	165	2	.	.	X
ecj-8573	165	3	esteva	esteva	PROPN
ecj-8573	165	4	a	a	PRON
ecj-8573	165	5	,	,	PUNCT
ecj-8573	165	6	kuprel	kuprel	NOUN
ecj-8573	165	7	b	b	NOUN
ecj-8573	165	8	,	,	PUNCT
ecj-8573	165	9	novoa	novoa	ADJ
ecj-8573	165	10	r	r	NOUN
ecj-8573	165	11	,	,	PUNCT
ecj-8573	165	12	et	et	PROPN
ecj-8573	165	13	al	al	PROPN
ecj-8573	165	14	.	.	PROPN
ecj-8573	165	15	dermatologist	dermatologist	NOUN
ecj-8573	165	16	-	-	PUNCT
ecj-8573	165	17	level	level	NOUN
ecj-8573	165	18	classification	classification	NOUN
ecj-8573	165	19	of	of	ADP
ecj-8573	165	20	skin	skin	NOUN
ecj-8573	165	21	cancer	cancer	NOUN
ecj-8573	165	22	with	with	ADP
ecj-8573	165	23	deep	deep	ADJ
ecj-8573	165	24	neural	neural	ADJ
ecj-8573	165	25	networks	network	NOUN
ecj-8573	165	26	.	.	PUNCT
ecj-8573	166	1	nature	nature	NOUN
ecj-8573	166	2	2017;542:115	2017;542:115	NOUN
ecj-8573	166	3	-	-	SYM
ecj-8573	166	4	8	8	NUM
ecj-8573	166	5	.	.	NOUN
ecj-8573	166	6	5	5	NUM
ecj-8573	166	7	.	.	NOUN
ecj-8573	166	8	shafaf	shafaf	PROPN
ecj-8573	166	9	n	n	CCONJ
ecj-8573	166	10	,	,	PUNCT
ecj-8573	166	11	malek	malek	PROPN
ecj-8573	166	12	h.	h.	PROPN
ecj-8573	166	13	applications	application	NOUN
ecj-8573	166	14	of	of	ADP
ecj-8573	166	15	machine	machine	NOUN
ecj-8573	166	16	learning	learn	VERB
ecj-8573	166	17	approaches	approach	NOUN
ecj-8573	166	18	in	in	ADP
ecj-8573	166	19	emergency	emergency	NOUN
ecj-8573	166	20	medicine	medicine	NOUN
ecj-8573	166	21	;	;	PUNCT
ecj-8573	166	22	a	a	DET
ecj-8573	166	23	review	review	NOUN
ecj-8573	166	24	article	article	NOUN
ecj-8573	166	25	.	.	PUNCT
ecj-8573	167	1	arch	arch	PROPN
ecj-8573	167	2	acad	acad	PROPN
ecj-8573	167	3	emerg	emerg	PROPN
ecj-8573	167	4	med	med	ADJ
ecj-8573	167	5	2019;7	2019;7	NOUN
ecj-8573	167	6	:	:	PUNCT
ecj-8573	167	7	e34	e34	NOUN
ecj-8573	167	8	.	.	PUNCT
ecj-8573	168	1	6	6	NUM
ecj-8573	168	2	.	.	X
ecj-8573	168	3	england	england	PROPN
ecj-8573	168	4	jr	jr	PROPN
ecj-8573	168	5	,	,	PUNCT
ecj-8573	168	6	cheng	cheng	PROPN
ecj-8573	168	7	pm	pm	PROPN
ecj-8573	168	8	.	.	PUNCT
ecj-8573	168	9	artificial	artificial	ADJ
ecj-8573	168	10	intelligence	intelligence	NOUN
ecj-8573	168	11	for	for	ADP
ecj-8573	168	12	medical	medical	ADJ
ecj-8573	168	13	image	image	NOUN
ecj-8573	168	14	analysis	analysis	NOUN
ecj-8573	168	15	:	:	PUNCT
ecj-8573	168	16	a	a	DET
ecj-8573	168	17	guide	guide	NOUN
ecj-8573	168	18	for	for	ADP
ecj-8573	168	19	authors	author	NOUN
ecj-8573	168	20	and	and	CCONJ
ecj-8573	168	21	reviewers	reviewer	NOUN
ecj-8573	168	22	.	.	PUNCT
ecj-8573	169	1	ajr	ajr	PROPN
ecj-8573	169	2	am	be	AUX
ecj-8573	169	3	j	j	PROPN
ecj-8573	169	4	roentgenol	roentgenol	NOUN
ecj-8573	169	5	2019;212:513	2019;212:513	NUM
ecj-8573	169	6	-	-	SYM
ecj-8573	169	7	9	9	NUM
ecj-8573	169	8	.	.	NOUN
ecj-8573	169	9	7	7	X
ecj-8573	169	10	.	.	X
ecj-8573	170	1	lee	lee	PROPN
ecj-8573	170	2	jg	jg	PROPN
ecj-8573	170	3	,	,	PUNCT
ecj-8573	170	4	jun	jun	PROPN
ecj-8573	170	5	s	s	PROPN
ecj-8573	170	6	,	,	PUNCT
ecj-8573	170	7	cho	cho	PROPN
ecj-8573	170	8	yw	yw	PROPN
ecj-8573	170	9	,	,	PUNCT
ecj-8573	170	10	et	et	PROPN
ecj-8573	170	11	al	al	PROPN
ecj-8573	170	12	.	.	PUNCT
ecj-8573	171	1	deep	deep	ADJ
ecj-8573	171	2	learning	learning	NOUN
ecj-8573	171	3	in	in	ADP
ecj-8573	171	4	medical	medical	ADJ
ecj-8573	171	5	imaging	imaging	NOUN
ecj-8573	171	6	:	:	PUNCT
ecj-8573	171	7	general	general	ADJ
ecj-8573	171	8	overview	overview	NOUN
ecj-8573	171	9	.	.	PUNCT
ecj-8573	172	1	korean	korean	PROPN
ecj-8573	172	2	j	j	PROPN
ecj-8573	172	3	radiol	radiol	PROPN
ecj-8573	172	4	2017;18:570	2017;18:570	PROPN
ecj-8573	172	5	-	-	SYM
ecj-8573	172	6	84	84	NUM
ecj-8573	172	7	.	.	PUNCT
ecj-8573	173	1	8	8	NUM
ecj-8573	173	2	.	.	X
ecj-8573	173	3	lecun	lecun	PROPN
ecj-8573	173	4	y	y	PROPN
ecj-8573	173	5	,	,	PUNCT
ecj-8573	173	6	bengio	bengio	PROPN
ecj-8573	173	7	y	y	PROPN
ecj-8573	173	8	,	,	PUNCT
ecj-8573	173	9	hinton	hinton	PROPN
ecj-8573	173	10	g.	g.	PROPN
ecj-8573	173	11	deep	deep	PROPN
ecj-8573	173	12	learning	learning	PROPN
ecj-8573	173	13	.	.	PUNCT
ecj-8573	174	1	nature	nature	NOUN
ecj-8573	174	2	2015	2015	NUM
ecj-8573	174	3	;	;	PUNCT
ecj-8573	174	4	521:436	521:436	NOUN
ecj-8573	174	5	-	-	SYM
ecj-8573	174	6	44	44	NUM
ecj-8573	174	7	.	.	NOUN
ecj-8573	175	1	9	9	X
ecj-8573	175	2	.	.	X
ecj-8573	175	3	raita	raita	PROPN
ecj-8573	176	1	y	y	PROPN
ecj-8573	176	2	,	,	PUNCT
ecj-8573	176	3	goto	goto	PROPN
ecj-8573	176	4	t	t	PROPN
ecj-8573	176	5	,	,	PUNCT
ecj-8573	176	6	faridi	faridi	PROPN
ecj-8573	176	7	mk	mk	PROPN
ecj-8573	176	8	,	,	PUNCT
ecj-8573	176	9	et	et	PROPN
ecj-8573	176	10	al	al	PROPN
ecj-8573	176	11	.	.	PUNCT
ecj-8573	177	1	emergency	emergency	PROPN
ecj-8573	177	2	department	department	PROPN
ecj-8573	177	3	triage	triage	NOUN
ecj-8573	177	4	prediction	prediction	NOUN
ecj-8573	177	5	of	of	ADP
ecj-8573	177	6	clinical	clinical	ADJ
ecj-8573	177	7	outcomes	outcome	NOUN
ecj-8573	177	8	using	use	VERB
ecj-8573	177	9	machine	machine	NOUN
ecj-8573	177	10	learning	learning	NOUN
ecj-8573	177	11	models	model	NOUN
ecj-8573	177	12	.	.	PUNCT
ecj-8573	178	1	crit	crit	PROPN
ecj-8573	178	2	care	care	PROPN
ecj-8573	178	3	2019;23:64	2019;23:64	PROPN
ecj-8573	178	4	.	.	PUNCT
ecj-8573	179	1	10	10	NUM
ecj-8573	179	2	.	.	PUNCT
ecj-8573	179	3	goto	goto	PROPN
ecj-8573	179	4	t	t	PROPN
ecj-8573	179	5	,	,	PUNCT
ecj-8573	179	6	camargo	camargo	PROPN
ecj-8573	179	7	jr	jr	PROPN
ecj-8573	179	8	ca	ca	PROPN
ecj-8573	179	9	,	,	PUNCT
ecj-8573	179	10	faridi	faridi	PROPN
ecj-8573	179	11	mk	mk	PROPN
ecj-8573	179	12	,	,	PUNCT
ecj-8573	179	13	et	et	PROPN
ecj-8573	179	14	al	al	PROPN
ecj-8573	179	15	.	.	PROPN
ecj-8573	179	16	machine	machine	NOUN
ecj-8573	179	17	learningbased	learningbase	VERB
ecj-8573	179	18	prediction	prediction	NOUN
ecj-8573	179	19	of	of	ADP
ecj-8573	179	20	clinical	clinical	ADJ
ecj-8573	179	21	outcomes	outcome	NOUN
ecj-8573	179	22	for	for	ADP
ecj-8573	179	23	children	child	NOUN
ecj-8573	179	24	during	during	ADP
ecj-8573	179	25	emergency	emergency	NOUN
ecj-8573	179	26	department	department	NOUN
ecj-8573	179	27	triage	triage	NOUN
ecj-8573	179	28	.	.	PUNCT
ecj-8573	180	1	jama	jama	PROPN
ecj-8573	180	2	netw	netw	PROPN
ecj-8573	180	3	open	open	ADJ
ecj-8573	180	4	2019;2	2019;2	NUM
ecj-8573	180	5	:	:	PUNCT
ecj-8573	180	6	e186937	e186937	NOUN
ecj-8573	180	7	.	.	PROPN
ecj-8573	180	8	11	11	NUM
ecj-8573	180	9	.	.	PUNCT
ecj-8573	181	1	kim	kim	PROPN
ecj-8573	181	2	d	d	PROPN
ecj-8573	181	3	,	,	PUNCT
ecj-8573	181	4	you	you	PRON
ecj-8573	181	5	s	s	VERB
ecj-8573	181	6	,	,	PUNCT
ecj-8573	181	7	so	so	SCONJ
ecj-8573	181	8	s	s	PROPN
ecj-8573	181	9	,	,	PUNCT
ecj-8573	181	10	et	et	PROPN
ecj-8573	181	11	al	al	PROPN
ecj-8573	181	12	.	.	PUNCT
ecj-8573	182	1	a	a	DET
ecj-8573	182	2	data	data	NOUN
ecj-8573	182	3	-	-	PUNCT
ecj-8573	182	4	driven	drive	VERB
ecj-8573	182	5	artificial	artificial	ADJ
ecj-8573	182	6	intelligence	intelligence	NOUN
ecj-8573	182	7	model	model	NOUN
ecj-8573	182	8	for	for	ADP
ecj-8573	182	9	remote	remote	ADJ
ecj-8573	182	10	triage	triage	NOUN
ecj-8573	182	11	in	in	ADP
ecj-8573	182	12	the	the	DET
ecj-8573	182	13	prehospital	prehospital	NOUN
ecj-8573	182	14	environment	environment	NOUN
ecj-8573	182	15	.	.	PUNCT
ecj-8573	183	1	plos	plos	PROPN
ecj-8573	183	2	one	one	NUM
ecj-8573	183	3	2018;13	2018;13	NUM
ecj-8573	183	4	:	:	PUNCT
ecj-8573	183	5	e0206006	e0206006	PROPN
ecj-8573	183	6	.	.	PROPN
ecj-8573	183	7	12	12	NUM
ecj-8573	183	8	.	.	PUNCT
ecj-8573	184	1	kwon	kwon	PROPN
ecj-8573	184	2	jm	jm	PROPN
ecj-8573	184	3	,	,	PUNCT
ecj-8573	184	4	lee	lee	PROPN
ecj-8573	184	5	y	y	PROPN
ecj-8573	184	6	,	,	PUNCT
ecj-8573	184	7	lee	lee	PROPN
ecj-8573	184	8	y	y	PROPN
ecj-8573	184	9	,	,	PUNCT
ecj-8573	184	10	et	et	PROPN
ecj-8573	184	11	al	al	PROPN
ecj-8573	184	12	.	.	PUNCT
ecj-8573	184	13	validation	validation	NOUN
ecj-8573	184	14	of	of	ADP
ecj-8573	184	15	deep	deep	ADJ
ecj-8573	184	16	-	-	PUNCT
ecj-8573	184	17	learningbased	learningbase	VERB
ecj-8573	184	18	triage	triage	NOUN
ecj-8573	184	19	and	and	CCONJ
ecj-8573	184	20	acuity	acuity	NOUN
ecj-8573	184	21	score	score	NOUN
ecj-8573	184	22	using	use	VERB
ecj-8573	184	23	a	a	DET
ecj-8573	184	24	large	large	ADJ
ecj-8573	184	25	national	national	ADJ
ecj-8573	184	26	dataset	dataset	NOUN
ecj-8573	184	27	.	.	PUNCT
ecj-8573	185	1	plos	plos	PROPN
ecj-8573	185	2	one	one	NUM
ecj-8573	185	3	2018;13	2018;13	NOUN
ecj-8573	185	4	:	:	PUNCT
ecj-8573	185	5	e0205836	e0205836	PROPN
ecj-8573	185	6	.	.	PROPN
ecj-8573	185	7	review	review	VERB
ecj-8573	185	8	non	non	ADJ
ecj-8573	186	1	-co	-co	PROPN
ecj-8573	186	2	mmerc	mmerc	PROPN
ecj-8573	186	3	ial	ial	PROPN
ecj-8573	187	1	us	us	PROPN
ecj-8573	187	2	e	e	NOUN
ecj-8573	187	3	o	o	X
ecj-8573	187	4	nly	nly	ADV
ecj-8573	187	5	[	[	X
ecj-8573	187	6	emergency	emergency	NOUN
ecj-8573	187	7	care	care	NOUN
ecj-8573	187	8	journal	journal	NOUN
ecj-8573	187	9	2020	2020	NUM
ecj-8573	187	10	;	;	PUNCT
ecj-8573	187	11	16:8573	16:8573	NUM
ecj-8573	187	12	]	]	X
ecj-8573	188	1	[	[	X
ecj-8573	188	2	page	page	NOUN
ecj-8573	188	3	11	11	NUM
ecj-8573	188	4	]	]	SYM
ecj-8573	188	5	13	13	NUM
ecj-8573	188	6	.	.	PUNCT
ecj-8573	189	1	hong	hong	PROPN
ecj-8573	189	2	ws	ws	PROPN
ecj-8573	189	3	,	,	PUNCT
ecj-8573	189	4	haimovich	haimovich	NOUN
ecj-8573	189	5	ad	ad	NOUN
ecj-8573	189	6	,	,	PUNCT
ecj-8573	189	7	taylor	taylor	PROPN
ecj-8573	189	8	ra	ra	PROPN
ecj-8573	189	9	.	.	PUNCT
ecj-8573	189	10	predicting	predict	VERB
ecj-8573	189	11	hospital	hospital	NOUN
ecj-8573	189	12	admission	admission	NOUN
ecj-8573	189	13	at	at	ADP
ecj-8573	189	14	emergency	emergency	NOUN
ecj-8573	189	15	department	department	NOUN
ecj-8573	189	16	triage	triage	NOUN
ecj-8573	189	17	using	use	VERB
ecj-8573	189	18	machine	machine	NOUN
ecj-8573	189	19	learning	learning	NOUN
ecj-8573	189	20	.	.	PUNCT
ecj-8573	190	1	plos	plos	PROPN
ecj-8573	190	2	one	one	NUM
ecj-8573	190	3	2018;13	2018;13	NUM
ecj-8573	190	4	:	:	PUNCT
ecj-8573	190	5	e0201016	e0201016	PROPN
ecj-8573	190	6	.	.	PUNCT
ecj-8573	191	1	14	14	NUM
ecj-8573	191	2	.	.	PUNCT
ecj-8573	192	1	picon	picon	PROPN
ecj-8573	192	2	a	a	PRON
ecj-8573	192	3	,	,	PUNCT
ecj-8573	192	4	irusta	irusta	NOUN
ecj-8573	192	5	u	u	NOUN
ecj-8573	192	6	,	,	PUNCT
ecj-8573	192	7	alvarez	alvarez	PROPN
ecj-8573	192	8	-	-	PUNCT
ecj-8573	192	9	gila	gila	PROPN
ecj-8573	192	10	a	a	PRON
ecj-8573	192	11	,	,	PUNCT
ecj-8573	192	12	et	et	PROPN
ecj-8573	192	13	al	al	PROPN
ecj-8573	192	14	.	.	PROPN
ecj-8573	192	15	mixed	mixed	ADJ
ecj-8573	192	16	convolutional	convolutional	ADJ
ecj-8573	192	17	and	and	CCONJ
ecj-8573	192	18	long	long	ADJ
ecj-8573	192	19	short	short	ADJ
ecj-8573	192	20	-	-	PUNCT
ecj-8573	192	21	term	term	NOUN
ecj-8573	192	22	memory	memory	NOUN
ecj-8573	192	23	network	network	NOUN
ecj-8573	192	24	for	for	ADP
ecj-8573	192	25	the	the	DET
ecj-8573	192	26	detection	detection	NOUN
ecj-8573	192	27	of	of	ADP
ecj-8573	192	28	lethal	lethal	ADJ
ecj-8573	192	29	ventricular	ventricular	ADJ
ecj-8573	192	30	arrhythmia	arrhythmia	NOUN
ecj-8573	192	31	.	.	PUNCT
ecj-8573	193	1	plos	plos	PROPN
ecj-8573	193	2	one	one	NUM
ecj-8573	193	3	2019;14	2019;14	NUM
ecj-8573	193	4	:	:	PUNCT
ecj-8573	193	5	e0216756	e0216756	NOUN
ecj-8573	193	6	.	.	PUNCT
ecj-8573	194	1	15	15	NUM
ecj-8573	194	2	.	.	PUNCT
ecj-8573	195	1	jang	jang	PROPN
ecj-8573	195	2	dh	dh	PROPN
ecj-8573	195	3	,	,	PUNCT
ecj-8573	195	4	kim	kim	PROPN
ecj-8573	195	5	j	j	PROPN
ecj-8573	195	6	,	,	PUNCT
ecj-8573	195	7	jo	jo	PROPN
ecj-8573	195	8	yh	yh	PROPN
ecj-8573	195	9	,	,	PUNCT
ecj-8573	195	10	et	et	PROPN
ecj-8573	195	11	al	al	PROPN
ecj-8573	195	12	.	.	PUNCT
ecj-8573	196	1	developing	develop	VERB
ecj-8573	196	2	neural	neural	ADJ
ecj-8573	196	3	network	network	NOUN
ecj-8573	196	4	models	model	NOUN
ecj-8573	196	5	for	for	ADP
ecj-8573	196	6	early	early	ADJ
ecj-8573	196	7	detection	detection	NOUN
ecj-8573	196	8	of	of	ADP
ecj-8573	196	9	cardiac	cardiac	ADJ
ecj-8573	196	10	arrest	arrest	NOUN
ecj-8573	196	11	in	in	ADP
ecj-8573	196	12	emergency	emergency	NOUN
ecj-8573	196	13	department	department	NOUN
ecj-8573	196	14	.	.	PUNCT
ecj-8573	197	1	am	be	AUX
ecj-8573	197	2	j	j	PROPN
ecj-8573	197	3	emerg	emerg	PROPN
ecj-8573	197	4	med	med	PROPN
ecj-8573	197	5	2020;38:43	2020;38:43	PROPN
ecj-8573	197	6	-	-	SYM
ecj-8573	197	7	9	9	NUM
ecj-8573	197	8	.	.	NUM
ecj-8573	197	9	16	16	NUM
ecj-8573	197	10	.	.	PUNCT
ecj-8573	198	1	kwon	kwon	PROPN
ecj-8573	198	2	jm	jm	PROPN
ecj-8573	198	3	,	,	PUNCT
ecj-8573	198	4	jeon	jeon	PROPN
ecj-8573	198	5	kh	kh	PROPN
ecj-8573	198	6	,	,	PUNCT
ecj-8573	198	7	kim	kim	PROPN
ecj-8573	198	8	hm	hm	INTJ
ecj-8573	198	9	,	,	PUNCT
ecj-8573	198	10	et	et	PROPN
ecj-8573	198	11	al	al	PROPN
ecj-8573	198	12	.	.	PUNCT
ecj-8573	198	13	deep	deep	ADJ
ecj-8573	198	14	-	-	PUNCT
ecj-8573	198	15	learning	learning	NOUN
ecj-8573	198	16	-	-	PUNCT
ecj-8573	198	17	based	base	VERB
ecj-8573	198	18	outof	outof	PROPN
ecj-8573	198	19	-	-	PUNCT
ecj-8573	198	20	hospital	hospital	NOUN
ecj-8573	198	21	cardiac	cardiac	ADJ
ecj-8573	198	22	arrest	arrest	NOUN
ecj-8573	198	23	prognostic	prognostic	ADJ
ecj-8573	198	24	system	system	NOUN
ecj-8573	198	25	to	to	PART
ecj-8573	198	26	predict	predict	VERB
ecj-8573	198	27	clinical	clinical	ADJ
ecj-8573	198	28	outcomes	outcome	NOUN
ecj-8573	198	29	.	.	PUNCT
ecj-8573	199	1	resuscitation	resuscitation	NOUN
ecj-8573	199	2	2019;139:84	2019;139:84	NOUN
ecj-8573	199	3	-	-	SYM
ecj-8573	199	4	91	91	NUM
ecj-8573	199	5	.	.	PUNCT
ecj-8573	199	6	17	17	NUM
ecj-8573	199	7	.	.	PUNCT
ecj-8573	200	1	kwon	kwon	PROPN
ecj-8573	200	2	jm	jm	PROPN
ecj-8573	200	3	,	,	PUNCT
ecj-8573	200	4	lee	lee	PROPN
ecj-8573	200	5	y	y	PROPN
ecj-8573	200	6	,	,	PUNCT
ecj-8573	200	7	lee	lee	PROPN
ecj-8573	200	8	y	y	PROPN
ecj-8573	200	9	,	,	PUNCT
ecj-8573	200	10	et	et	PROPN
ecj-8573	200	11	al	al	PROPN
ecj-8573	200	12	.	.	PUNCT
ecj-8573	201	1	an	an	DET
ecj-8573	201	2	algorithm	algorithm	NOUN
ecj-8573	201	3	based	base	VERB
ecj-8573	201	4	on	on	ADP
ecj-8573	201	5	deep	deep	ADJ
ecj-8573	201	6	learning	learning	NOUN
ecj-8573	201	7	for	for	ADP
ecj-8573	201	8	predicting	predict	VERB
ecj-8573	201	9	in	in	ADP
ecj-8573	201	10	-	-	PUNCT
ecj-8573	201	11	hospital	hospital	NOUN
ecj-8573	201	12	cardiac	cardiac	ADJ
ecj-8573	201	13	arrest	arrest	NOUN
ecj-8573	201	14	.	.	PUNCT
ecj-8573	202	1	j	j	PROPN
ecj-8573	202	2	am	be	AUX
ecj-8573	202	3	heart	heart	NOUN
ecj-8573	202	4	assoc	assoc	PROPN
ecj-8573	202	5	2018;7	2018;7	PROPN
ecj-8573	202	6	:	:	PUNCT
ecj-8573	202	7	e008678	e008678	NUM
ecj-8573	202	8	.	.	PROPN
ecj-8573	202	9	18	18	NUM
ecj-8573	202	10	.	.	PUNCT
ecj-8573	203	1	smith	smith	PROPN
ecj-8573	203	2	sw	sw	PROPN
ecj-8573	203	3	,	,	PUNCT
ecj-8573	203	4	walsh	walsh	PROPN
ecj-8573	203	5	b	b	PROPN
ecj-8573	203	6	,	,	PUNCT
ecj-8573	203	7	grauer	grauer	PROPN
ecj-8573	203	8	k	k	PROPN
ecj-8573	203	9	,	,	PUNCT
ecj-8573	203	10	et	et	PROPN
ecj-8573	203	11	al	al	PROPN
ecj-8573	203	12	.	.	PUNCT
ecj-8573	204	1	a	a	DET
ecj-8573	204	2	deep	deep	ADJ
ecj-8573	204	3	neural	neural	ADJ
ecj-8573	204	4	network	network	NOUN
ecj-8573	204	5	learning	learn	VERB
ecj-8573	204	6	algorithm	algorithm	NOUN
ecj-8573	204	7	outperforms	outperform	VERB
ecj-8573	204	8	a	a	DET
ecj-8573	204	9	conventional	conventional	ADJ
ecj-8573	204	10	algorithm	algorithm	NOUN
ecj-8573	204	11	for	for	ADP
ecj-8573	204	12	emergency	emergency	NOUN
ecj-8573	204	13	department	department	PROPN
ecj-8573	204	14	electrocardiogram	electrocardiogram	NOUN
ecj-8573	204	15	interpretation	interpretation	NOUN
ecj-8573	204	16	.	.	PUNCT
ecj-8573	205	1	j	j	PROPN
ecj-8573	205	2	electrocardiol	electrocardiol	PROPN
ecj-8573	205	3	2019;52:88	2019;52:88	NUM
ecj-8573	205	4	-	-	SYM
ecj-8573	205	5	95	95	NUM
ecj-8573	205	6	.	.	PUNCT
ecj-8573	205	7	19	19	NUM
ecj-8573	205	8	.	.	PUNCT
ecj-8573	206	1	goto	goto	PROPN
ecj-8573	206	2	s	s	PROPN
ecj-8573	206	3	,	,	PUNCT
ecj-8573	206	4	kimura	kimura	NOUN
ecj-8573	206	5	m	m	PROPN
ecj-8573	206	6	,	,	PUNCT
ecj-8573	206	7	katsumata	katsumata	PROPN
ecj-8573	206	8	y	y	PROPN
ecj-8573	206	9	,	,	PUNCT
ecj-8573	206	10	et	et	PROPN
ecj-8573	206	11	al	al	PROPN
ecj-8573	206	12	.	.	PUNCT
ecj-8573	206	13	artificial	artificial	ADJ
ecj-8573	206	14	intelligence	intelligence	NOUN
ecj-8573	206	15	to	to	PART
ecj-8573	206	16	predict	predict	VERB
ecj-8573	206	17	needs	need	NOUN
ecj-8573	206	18	for	for	ADP
ecj-8573	206	19	urgent	urgent	ADJ
ecj-8573	206	20	revascularization	revascularization	NOUN
ecj-8573	206	21	from	from	ADP
ecj-8573	206	22	12	12	NUM
ecj-8573	206	23	-	-	PUNCT
ecj-8573	206	24	leads	lead	VERB
ecj-8573	206	25	electrocardiography	electrocardiography	NOUN
ecj-8573	206	26	in	in	ADP
ecj-8573	206	27	emergency	emergency	NOUN
ecj-8573	206	28	patients	patient	NOUN
ecj-8573	206	29	.	.	PUNCT
ecj-8573	207	1	plos	plos	PROPN
ecj-8573	207	2	one	one	NUM
ecj-8573	207	3	2019;14	2019;14	NUM
ecj-8573	207	4	:	:	PUNCT
ecj-8573	207	5	e0210103	e0210103	NOUN
ecj-8573	207	6	.	.	NOUN
ecj-8573	207	7	20	20	NUM
ecj-8573	207	8	.	.	PUNCT
ecj-8573	208	1	cheng	cheng	PROPN
ecj-8573	208	2	ct	ct	PROPN
ecj-8573	208	3	,	,	PUNCT
ecj-8573	208	4	ho	ho	PROPN
ecj-8573	208	5	ty	ty	PROPN
ecj-8573	208	6	,	,	PUNCT
ecj-8573	208	7	lee	lee	PROPN
ecj-8573	208	8	ty	ty	PROPN
ecj-8573	208	9	,	,	PUNCT
ecj-8573	208	10	et	et	PROPN
ecj-8573	208	11	al	al	PROPN
ecj-8573	208	12	.	.	PUNCT
ecj-8573	208	13	application	application	NOUN
ecj-8573	208	14	of	of	ADP
ecj-8573	208	15	a	a	DET
ecj-8573	208	16	deep	deep	ADJ
ecj-8573	208	17	learning	learning	NOUN
ecj-8573	208	18	algorithm	algorithm	NOUN
ecj-8573	208	19	for	for	ADP
ecj-8573	208	20	detection	detection	NOUN
ecj-8573	208	21	and	and	CCONJ
ecj-8573	208	22	visualization	visualization	NOUN
ecj-8573	208	23	of	of	ADP
ecj-8573	208	24	hip	hip	NOUN
ecj-8573	208	25	fractures	fracture	NOUN
ecj-8573	208	26	on	on	ADP
ecj-8573	208	27	plain	plain	ADJ
ecj-8573	208	28	pelvic	pelvic	ADJ
ecj-8573	208	29	radiographs	radiograph	NOUN
ecj-8573	208	30	.	.	PUNCT
ecj-8573	209	1	eur	eur	NOUN
ecj-8573	209	2	radiol	radiol	PROPN
ecj-8573	209	3	2019;29:5469	2019;29:5469	PROPN
ecj-8573	209	4	-	-	NOUN
ecj-8573	209	5	77	77	NUM
ecj-8573	209	6	.	.	PUNCT
ecj-8573	210	1	21	21	NUM
ecj-8573	210	2	.	.	PUNCT
ecj-8573	211	1	cho	cho	PROPN
ecj-8573	211	2	j	j	PROPN
ecj-8573	211	3	,	,	PUNCT
ecj-8573	211	4	park	park	NOUN
ecj-8573	211	5	ks	ks	PROPN
ecj-8573	211	6	,	,	PUNCT
ecj-8573	211	7	karki	karki	PROPN
ecj-8573	211	8	m	m	PROPN
ecj-8573	211	9	,	,	PUNCT
ecj-8573	211	10	et	et	PROPN
ecj-8573	211	11	al	al	PROPN
ecj-8573	211	12	.	.	PUNCT
ecj-8573	211	13	improving	improve	VERB
ecj-8573	211	14	sensitivity	sensitivity	NOUN
ecj-8573	211	15	on	on	ADP
ecj-8573	211	16	identification	identification	NOUN
ecj-8573	211	17	and	and	CCONJ
ecj-8573	211	18	delineation	delineation	NOUN
ecj-8573	211	19	of	of	ADP
ecj-8573	211	20	intracranial	intracranial	ADJ
ecj-8573	211	21	hemorrhage	hemorrhage	NOUN
ecj-8573	211	22	lesion	lesion	NOUN
ecj-8573	211	23	using	use	VERB
ecj-8573	211	24	cascaded	cascade	VERB
ecj-8573	211	25	deep	deep	ADJ
ecj-8573	211	26	learning	learning	NOUN
ecj-8573	211	27	models	model	NOUN
ecj-8573	211	28	.	.	PUNCT
ecj-8573	212	1	j	j	PROPN
ecj-8573	212	2	digit	digit	NOUN
ecj-8573	212	3	imaging	image	VERB
ecj-8573	212	4	2019	2019	NUM
ecj-8573	212	5	;	;	PUNCT
ecj-8573	212	6	32:450	32:450	NUM
ecj-8573	212	7	-	-	SYM
ecj-8573	212	8	61	61	NUM
ecj-8573	212	9	.	.	PUNCT
ecj-8573	212	10	22	22	NUM
ecj-8573	212	11	.	.	PUNCT
ecj-8573	213	1	kwon	kwon	PROPN
ecj-8573	213	2	jm	jm	PROPN
ecj-8573	213	3	,	,	PUNCT
ecj-8573	213	4	kim	kim	PROPN
ecj-8573	213	5	kh	kh	PROPN
ecj-8573	213	6	,	,	PUNCT
ecj-8573	213	7	jeon	jeon	PROPN
ecj-8573	213	8	kh	kh	PROPN
ecj-8573	213	9	,	,	PUNCT
ecj-8573	213	10	park	park	PROPN
ecj-8573	213	11	j.	j.	PROPN
ecj-8573	213	12	deep	deep	PROPN
ecj-8573	213	13	learning	learn	VERB
ecj-8573	213	14	for	for	ADP
ecj-8573	213	15	predicting	predict	VERB
ecj-8573	213	16	in	in	ADP
ecj-8573	213	17	-	-	PUNCT
ecj-8573	213	18	hospital	hospital	NOUN
ecj-8573	213	19	mortality	mortality	NOUN
ecj-8573	213	20	among	among	ADP
ecj-8573	213	21	heart	heart	NOUN
ecj-8573	213	22	disease	disease	NOUN
ecj-8573	213	23	patients	patient	NOUN
ecj-8573	213	24	based	base	VERB
ecj-8573	213	25	on	on	ADP
ecj-8573	213	26	echocardiography	echocardiography	NOUN
ecj-8573	213	27	.	.	PUNCT
ecj-8573	214	1	echocardiography	echocardiography	NOUN
ecj-8573	214	2	2019;36:213	2019;36:213	NOUN
ecj-8573	214	3	-	-	SYM
ecj-8573	214	4	8	8	NUM
ecj-8573	214	5	.	.	NUM
ecj-8573	214	6	23	23	NUM
ecj-8573	214	7	.	.	PUNCT
ecj-8573	215	1	chang	chang	PROPN
ecj-8573	215	2	pd	pd	PROPN
ecj-8573	215	3	,	,	PUNCT
ecj-8573	215	4	kuoy	kuoy	NOUN
ecj-8573	215	5	e	e	PROPN
ecj-8573	215	6	,	,	PUNCT
ecj-8573	215	7	grinband	grinband	PROPN
ecj-8573	215	8	j	j	PROPN
ecj-8573	215	9	,	,	PUNCT
ecj-8573	215	10	et	et	PROPN
ecj-8573	215	11	al	al	PROPN
ecj-8573	215	12	.	.	PROPN
ecj-8573	215	13	hybrid	hybrid	PROPN
ecj-8573	215	14	3d/2d	3d/2d	NUM
ecj-8573	215	15	convolutional	convolutional	ADJ
ecj-8573	215	16	neural	neural	ADJ
ecj-8573	215	17	network	network	NOUN
ecj-8573	215	18	for	for	ADP
ecj-8573	215	19	hemorrhage	hemorrhage	NOUN
ecj-8573	215	20	evaluation	evaluation	NOUN
ecj-8573	215	21	on	on	ADP
ecj-8573	215	22	head	head	NOUN
ecj-8573	215	23	ct	ct	PROPN
ecj-8573	215	24	.	.	PUNCT
ecj-8573	216	1	ajnr	ajnr	PROPN
ecj-8573	216	2	am	be	AUX
ecj-8573	216	3	j	j	PROPN
ecj-8573	216	4	neuroradiol	neuroradiol	PROPN
ecj-8573	216	5	2018;39:1609	2018;39:1609	PROPN
ecj-8573	216	6	-	-	SYM
ecj-8573	216	7	16	16	NUM
ecj-8573	216	8	.	.	PUNCT
ecj-8573	217	1	review	review	VERB
ecj-8573	217	2	non	non	ADJ
ecj-8573	217	3	-co	-co	PROPN
ecj-8573	217	4	mmerc	mmerc	PROPN
ecj-8573	217	5	ial	ial	PROPN
ecj-8573	217	6	us	us	PROPN
ecj-8573	217	7	e	e	NOUN
ecj-8573	217	8	o	o	NOUN
ecj-8573	217	9	nly	nly	ADV