id	sid	tid	token	lemma	pos
fcis-3175	1	1	frontiers	frontier	NOUN
fcis-3175	1	2	in	in	ADP
fcis-3175	1	3	computing	computing	NOUN
fcis-3175	1	4	and	and	CCONJ
fcis-3175	1	5	intelligent	intelligent	ADJ
fcis-3175	1	6	systems	system	NOUN
fcis-3175	1	7	issn	issn	VERB
fcis-3175	1	8	:	:	PUNCT
fcis-3175	1	9	2832	2832	NUM
fcis-3175	1	10	-	-	SYM
fcis-3175	1	11	6024	6024	NUM
fcis-3175	1	12	|	|	NOUN
fcis-3175	1	13	vol	vol	NOUN
fcis-3175	1	14	.	.	PROPN
fcis-3175	2	1	2	2	NUM
fcis-3175	2	2	,	,	PUNCT
fcis-3175	2	3	no	no	INTJ
fcis-3175	2	4	.	.	NOUN
fcis-3175	2	5	1	1	NUM
fcis-3175	2	6	,	,	PUNCT
fcis-3175	2	7	2022	2022	NUM
fcis-3175	2	8	106	106	NUM
fcis-3175	2	9	advances	advance	NOUN
fcis-3175	2	10	in	in	ADP
fcis-3175	2	11	medical	medical	ADJ
fcis-3175	2	12	knowledge	knowledge	NOUN
fcis-3175	2	13	graph	graph	NOUN
fcis-3175	2	14	construction	construction	NOUN
fcis-3175	2	15	techniques	technique	NOUN
fcis-3175	2	16	and	and	CCONJ
fcis-3175	2	17	applications	application	NOUN
fcis-3175	2	18	zhikang	zhikang	PROPN
fcis-3175	2	19	zhang	zhang	PROPN
fcis-3175	2	20	*	*	PUNCT
fcis-3175	2	21	school	school	PROPN
fcis-3175	2	22	of	of	ADP
fcis-3175	2	23	artificial	artificial	ADJ
fcis-3175	2	24	intelligence	intelligence	NOUN
fcis-3175	2	25	and	and	CCONJ
fcis-3175	2	26	data	datum	NOUN
fcis-3175	2	27	science	science	PROPN
fcis-3175	2	28	,	,	PUNCT
fcis-3175	2	29	hebei	hebei	PROPN
fcis-3175	2	30	university	university	PROPN
fcis-3175	2	31	of	of	ADP
fcis-3175	2	32	technology	technology	PROPN
fcis-3175	2	33	,	,	PUNCT
fcis-3175	2	34	tianjin	tianjin	PROPN
fcis-3175	2	35	065000	065000	NUM
fcis-3175	2	36	,	,	PUNCT
fcis-3175	2	37	china	china	PROPN
fcis-3175	2	38	*	*	PUNCT
fcis-3175	2	39	corresponding	correspond	VERB
fcis-3175	2	40	author	author	NOUN
fcis-3175	2	41	:	:	PUNCT
fcis-3175	2	42	email	email	NOUN
fcis-3175	2	43	:	:	PUNCT
fcis-3175	3	1	zhikang.zhang@university-365.com	zhikang.zhang@university-365.com	X
fcis-3175	3	2	.	.	PUNCT
fcis-3175	4	1	abstract	abstract	ADJ
fcis-3175	4	2	:	:	PUNCT
fcis-3175	4	3	knowledge	knowledge	NOUN
fcis-3175	4	4	graph	graph	NOUN
fcis-3175	4	5	is	be	AUX
fcis-3175	4	6	a	a	DET
fcis-3175	4	7	way	way	NOUN
fcis-3175	4	8	to	to	PART
fcis-3175	4	9	present	present	VERB
fcis-3175	4	10	knowledge	knowledge	NOUN
fcis-3175	4	11	relations	relation	NOUN
fcis-3175	4	12	using	use	VERB
fcis-3175	4	13	graphics	graphic	NOUN
fcis-3175	4	14	,	,	PUNCT
fcis-3175	4	15	which	which	PRON
fcis-3175	4	16	includes	include	VERB
fcis-3175	4	17	two	two	NUM
fcis-3175	4	18	factors	factor	NOUN
fcis-3175	4	19	,	,	PUNCT
fcis-3175	4	20	nodes	node	NOUN
fcis-3175	4	21	and	and	CCONJ
fcis-3175	4	22	edges	edge	NOUN
fcis-3175	4	23	,	,	PUNCT
fcis-3175	4	24	and	and	CCONJ
fcis-3175	4	25	can	can	AUX
fcis-3175	4	26	visualize	visualize	VERB
fcis-3175	4	27	and	and	CCONJ
fcis-3175	4	28	visualize	visualize	VERB
fcis-3175	4	29	all	all	DET
fcis-3175	4	30	concepts	concept	NOUN
fcis-3175	4	31	and	and	CCONJ
fcis-3175	4	32	connections	connection	NOUN
fcis-3175	4	33	between	between	ADP
fcis-3175	4	34	multiple	multiple	ADJ
fcis-3175	4	35	entities	entity	NOUN
fcis-3175	4	36	in	in	ADP
fcis-3175	4	37	real	real	ADJ
fcis-3175	4	38	life	life	NOUN
fcis-3175	4	39	.	.	PUNCT
fcis-3175	5	1	with	with	ADP
fcis-3175	5	2	the	the	DET
fcis-3175	5	3	advantages	advantage	NOUN
fcis-3175	5	4	of	of	ADP
fcis-3175	5	5	clear	clear	ADJ
fcis-3175	5	6	expression	expression	NOUN
fcis-3175	5	7	,	,	PUNCT
fcis-3175	5	8	flexible	flexible	ADJ
fcis-3175	5	9	structure	structure	NOUN
fcis-3175	5	10	adjustment	adjustment	NOUN
fcis-3175	5	11	and	and	CCONJ
fcis-3175	5	12	high	high	ADJ
fcis-3175	5	13	efficiency	efficiency	NOUN
fcis-3175	5	14	,	,	PUNCT
fcis-3175	5	15	knowledge	knowledge	NOUN
fcis-3175	5	16	graphs	graph	NOUN
fcis-3175	5	17	play	play	VERB
fcis-3175	5	18	an	an	DET
fcis-3175	5	19	important	important	ADJ
fcis-3175	5	20	value	value	NOUN
fcis-3175	5	21	for	for	ADP
fcis-3175	5	22	explainable	explainable	ADJ
fcis-3175	5	23	artificial	artificial	ADJ
fcis-3175	5	24	intelligence	intelligence	NOUN
fcis-3175	5	25	.	.	PUNCT
fcis-3175	6	1	the	the	DET
fcis-3175	6	2	theoretical	theoretical	ADJ
fcis-3175	6	3	content	content	NOUN
fcis-3175	6	4	and	and	CCONJ
fcis-3175	6	5	application	application	NOUN
fcis-3175	6	6	of	of	ADP
fcis-3175	6	7	knowledge	knowledge	NOUN
fcis-3175	6	8	graphs	graph	NOUN
fcis-3175	6	9	have	have	AUX
fcis-3175	6	10	been	be	AUX
fcis-3175	6	11	rapidly	rapidly	ADV
fcis-3175	6	12	developed	develop	VERB
fcis-3175	6	13	by	by	ADP
fcis-3175	6	14	high	high	ADJ
fcis-3175	6	15	-	-	PUNCT
fcis-3175	6	16	tech	tech	NOUN
fcis-3175	6	17	means	mean	NOUN
fcis-3175	6	18	such	such	ADJ
fcis-3175	6	19	as	as	ADP
fcis-3175	6	20	big	big	ADJ
fcis-3175	6	21	data	datum	NOUN
fcis-3175	6	22	and	and	CCONJ
fcis-3175	6	23	machine	machine	NOUN
fcis-3175	6	24	learning	learning	NOUN
fcis-3175	6	25	,	,	PUNCT
fcis-3175	6	26	and	and	CCONJ
fcis-3175	6	27	the	the	DET
fcis-3175	6	28	improvement	improvement	NOUN
fcis-3175	6	29	of	of	ADP
fcis-3175	6	30	technology	technology	NOUN
fcis-3175	6	31	has	have	AUX
fcis-3175	6	32	helped	help	VERB
fcis-3175	6	33	knowledge	knowledge	NOUN
fcis-3175	6	34	graphs	graph	NOUN
fcis-3175	6	35	gain	gain	VERB
fcis-3175	6	36	more	more	ADJ
fcis-3175	6	37	attention	attention	NOUN
fcis-3175	6	38	in	in	ADP
fcis-3175	6	39	various	various	ADJ
fcis-3175	6	40	fields	field	NOUN
fcis-3175	6	41	and	and	CCONJ
fcis-3175	6	42	produce	produce	VERB
fcis-3175	6	43	many	many	ADJ
fcis-3175	6	44	research	research	NOUN
fcis-3175	6	45	results	result	NOUN
fcis-3175	6	46	.	.	PUNCT
fcis-3175	7	1	in	in	ADP
fcis-3175	7	2	this	this	DET
fcis-3175	7	3	paper	paper	NOUN
fcis-3175	7	4	,	,	PUNCT
fcis-3175	7	5	the	the	DET
fcis-3175	7	6	author	author	NOUN
fcis-3175	7	7	focuses	focus	VERB
fcis-3175	7	8	on	on	ADP
fcis-3175	7	9	the	the	DET
fcis-3175	7	10	research	research	NOUN
fcis-3175	7	11	of	of	ADP
fcis-3175	7	12	medical	medical	ADJ
fcis-3175	7	13	knowledge	knowledge	NOUN
fcis-3175	7	14	graphs	graph	NOUN
fcis-3175	7	15	and	and	CCONJ
fcis-3175	7	16	analyzes	analyze	VERB
fcis-3175	7	17	the	the	DET
fcis-3175	7	18	research	research	NOUN
fcis-3175	7	19	of	of	ADP
fcis-3175	7	20	scholars	scholar	NOUN
fcis-3175	7	21	in	in	ADP
fcis-3175	7	22	detail	detail	NOUN
fcis-3175	7	23	.	.	PUNCT
fcis-3175	8	1	keywords	keyword	NOUN
fcis-3175	8	2	:	:	PUNCT
fcis-3175	8	3	medicine	medicine	NOUN
fcis-3175	8	4	;	;	PUNCT
fcis-3175	8	5	knowledge	knowledge	NOUN
fcis-3175	8	6	graph	graph	NOUN
fcis-3175	8	7	;	;	PUNCT
fcis-3175	8	8	medical	medical	ADJ
fcis-3175	8	9	information	information	NOUN
fcis-3175	8	10	;	;	PUNCT
fcis-3175	8	11	named	name	VERB
fcis-3175	8	12	entity	entity	NOUN
fcis-3175	8	13	recognition	recognition	NOUN
fcis-3175	8	14	;	;	PUNCT
fcis-3175	8	15	relationship	relationship	NOUN
fcis-3175	8	16	extraction	extraction	NOUN
fcis-3175	8	17	.	.	PUNCT
fcis-3175	9	1	1	1	X
fcis-3175	9	2	.	.	X
fcis-3175	9	3	background	background	NOUN
fcis-3175	9	4	of	of	ADP
fcis-3175	9	5	medical	medical	ADJ
fcis-3175	9	6	knowledge	knowledge	NOUN
fcis-3175	9	7	map	map	NOUN
fcis-3175	9	8	for	for	ADP
fcis-3175	9	9	medical	medical	ADJ
fcis-3175	9	10	knowledge	knowledge	NOUN
fcis-3175	9	11	graph	graph	NOUN
fcis-3175	9	12	construction	construction	NOUN
fcis-3175	9	13	,	,	PUNCT
fcis-3175	9	14	the	the	DET
fcis-3175	9	15	first	first	ADJ
fcis-3175	9	16	task	task	NOUN
fcis-3175	9	17	is	be	AUX
fcis-3175	9	18	to	to	PART
fcis-3175	9	19	use	use	VERB
fcis-3175	9	20	knowledge	knowledge	NOUN
fcis-3175	9	21	fusion	fusion	NOUN
fcis-3175	9	22	technology	technology	NOUN
fcis-3175	9	23	to	to	PART
fcis-3175	9	24	change	change	VERB
fcis-3175	9	25	semistructured	semistructure	VERB
fcis-3175	9	26	or	or	CCONJ
fcis-3175	9	27	unstructured	unstructured	ADJ
fcis-3175	9	28	data	datum	NOUN
fcis-3175	9	29	into	into	ADP
fcis-3175	9	30	structured	structured	ADJ
fcis-3175	9	31	data	datum	NOUN
fcis-3175	9	32	,	,	PUNCT
fcis-3175	9	33	and	and	CCONJ
fcis-3175	9	34	then	then	ADV
fcis-3175	9	35	collect	collect	VERB
fcis-3175	9	36	them	they	PRON
fcis-3175	9	37	into	into	ADP
fcis-3175	9	38	a	a	DET
fcis-3175	9	39	database	database	NOUN
fcis-3175	9	40	,	,	PUNCT
fcis-3175	9	41	and	and	CCONJ
fcis-3175	9	42	finally	finally	ADV
fcis-3175	9	43	form	form	VERB
fcis-3175	9	44	a	a	DET
fcis-3175	9	45	semantic	semantic	ADJ
fcis-3175	9	46	search	search	NOUN
fcis-3175	9	47	engine	engine	NOUN
fcis-3175	9	48	,	,	PUNCT
fcis-3175	9	49	medical	medical	ADJ
fcis-3175	9	50	question	question	NOUN
fcis-3175	9	51	and	and	CCONJ
fcis-3175	9	52	answer	answer	NOUN
fcis-3175	9	53	system	system	NOUN
fcis-3175	9	54	and	and	CCONJ
fcis-3175	9	55	decision	decision	NOUN
fcis-3175	9	56	support	support	NOUN
fcis-3175	9	57	system	system	NOUN
fcis-3175	9	58	with	with	ADP
fcis-3175	9	59	support	support	NOUN
fcis-3175	9	60	.	.	PUNCT
fcis-3175	10	1	so	so	ADV
fcis-3175	10	2	far	far	ADV
fcis-3175	10	3	,	,	PUNCT
fcis-3175	10	4	more	more	ADJ
fcis-3175	10	5	and	and	CCONJ
fcis-3175	10	6	more	more	ADJ
fcis-3175	10	7	researchers	researcher	NOUN
fcis-3175	10	8	have	have	AUX
fcis-3175	10	9	been	be	AUX
fcis-3175	10	10	using	use	VERB
fcis-3175	10	11	knowledge	knowledge	NOUN
fcis-3175	10	12	graphs	graph	NOUN
fcis-3175	10	13	for	for	ADP
fcis-3175	10	14	research	research	NOUN
fcis-3175	10	15	and	and	CCONJ
fcis-3175	10	16	analysis	analysis	NOUN
fcis-3175	10	17	,	,	PUNCT
fcis-3175	10	18	and	and	CCONJ
fcis-3175	10	19	scientific	scientific	ADJ
fcis-3175	10	20	knowledge	knowledge	NOUN
fcis-3175	10	21	graph	graph	NOUN
fcis-3175	10	22	theory	theory	NOUN
fcis-3175	10	23	has	have	AUX
fcis-3175	10	24	been	be	AUX
fcis-3175	10	25	widely	widely	ADV
fcis-3175	10	26	recognized	recognize	VERB
fcis-3175	10	27	and	and	CCONJ
fcis-3175	10	28	developed	develop	VERB
fcis-3175	10	29	.	.	PUNCT
fcis-3175	11	1	at	at	ADP
fcis-3175	11	2	present	present	ADJ
fcis-3175	11	3	,	,	PUNCT
fcis-3175	11	4	the	the	DET
fcis-3175	11	5	overall	overall	ADJ
fcis-3175	11	6	usage	usage	NOUN
fcis-3175	11	7	rate	rate	NOUN
fcis-3175	11	8	of	of	ADP
fcis-3175	11	9	medical	medical	ADJ
fcis-3175	11	10	data	datum	NOUN
fcis-3175	11	11	is	be	AUX
fcis-3175	11	12	still	still	ADV
fcis-3175	11	13	at	at	ADP
fcis-3175	11	14	a	a	DET
fcis-3175	11	15	low	low	ADJ
fcis-3175	11	16	level	level	NOUN
fcis-3175	11	17	,	,	PUNCT
fcis-3175	11	18	and	and	CCONJ
fcis-3175	11	19	china	china	PROPN
fcis-3175	11	20	has	have	AUX
fcis-3175	11	21	invested	invest	VERB
fcis-3175	11	22	more	more	ADJ
fcis-3175	11	23	efforts	effort	NOUN
fcis-3175	11	24	in	in	ADP
fcis-3175	11	25	the	the	DET
fcis-3175	11	26	development	development	NOUN
fcis-3175	11	27	of	of	ADP
fcis-3175	11	28	medical	medical	ADJ
fcis-3175	11	29	information	information	NOUN
fcis-3175	11	30	technology	technology	NOUN
fcis-3175	11	31	,	,	PUNCT
fcis-3175	11	32	and	and	CCONJ
fcis-3175	11	33	institutions	institution	NOUN
fcis-3175	11	34	have	have	VERB
fcis-3175	11	35	huge	huge	ADJ
fcis-3175	11	36	scientific	scientific	ADJ
fcis-3175	11	37	information	information	NOUN
fcis-3175	11	38	,	,	PUNCT
fcis-3175	11	39	but	but	CCONJ
fcis-3175	11	40	it	it	PRON
fcis-3175	11	41	is	be	AUX
fcis-3175	11	42	difficult	difficult	ADJ
fcis-3175	11	43	to	to	PART
fcis-3175	11	44	share	share	VERB
fcis-3175	11	45	data	datum	NOUN
fcis-3175	11	46	among	among	ADP
fcis-3175	11	47	different	different	ADJ
fcis-3175	11	48	institutions	institution	NOUN
fcis-3175	11	49	,	,	PUNCT
fcis-3175	11	50	and	and	CCONJ
fcis-3175	11	51	many	many	ADJ
fcis-3175	11	52	data	datum	NOUN
fcis-3175	11	53	are	be	AUX
fcis-3175	11	54	only	only	ADV
fcis-3175	11	55	shallowly	shallowly	ADV
fcis-3175	11	56	applied	apply	VERB
fcis-3175	11	57	,	,	PUNCT
fcis-3175	11	58	lacking	lack	VERB
fcis-3175	11	59	a	a	DET
fcis-3175	11	60	deep	deep	ADJ
fcis-3175	11	61	level	level	NOUN
fcis-3175	11	62	to	to	PART
fcis-3175	11	63	advance	advance	VERB
fcis-3175	11	64	the	the	DET
fcis-3175	11	65	use	use	NOUN
fcis-3175	11	66	.	.	PUNCT
fcis-3175	12	1	in	in	ADP
fcis-3175	12	2	the	the	DET
fcis-3175	12	3	process	process	NOUN
fcis-3175	12	4	of	of	ADP
fcis-3175	12	5	medical	medical	ADJ
fcis-3175	12	6	knowledge	knowledge	NOUN
fcis-3175	12	7	mapping	mapping	NOUN
fcis-3175	12	8	,	,	PUNCT
fcis-3175	12	9	many	many	ADJ
fcis-3175	12	10	high	high	ADJ
fcis-3175	12	11	-	-	PUNCT
fcis-3175	12	12	quality	quality	NOUN
fcis-3175	12	13	training	training	NOUN
fcis-3175	12	14	corpora	corpora	NOUN
fcis-3175	12	15	need	need	VERB
fcis-3175	12	16	to	to	PART
fcis-3175	12	17	be	be	AUX
fcis-3175	12	18	used	use	VERB
fcis-3175	12	19	,	,	PUNCT
fcis-3175	12	20	but	but	CCONJ
fcis-3175	12	21	at	at	ADP
fcis-3175	12	22	present	present	NOUN
fcis-3175	12	23	,	,	PUNCT
fcis-3175	12	24	there	there	PRON
fcis-3175	12	25	are	be	VERB
fcis-3175	12	26	only	only	ADV
fcis-3175	12	27	a	a	DET
fcis-3175	12	28	few	few	ADJ
fcis-3175	12	29	publicly	publicly	ADV
fcis-3175	12	30	available	available	ADJ
fcis-3175	12	31	chinese	chinese	PROPN
fcis-3175	12	32	medical	medical	PROPN
fcis-3175	12	33	corpora	corpora	PROPN
fcis-3175	12	34	,	,	PUNCT
fcis-3175	12	35	which	which	PRON
fcis-3175	12	36	brings	bring	VERB
fcis-3175	12	37	a	a	DET
fcis-3175	12	38	great	great	ADJ
fcis-3175	12	39	obstacle	obstacle	NOUN
fcis-3175	12	40	to	to	ADP
fcis-3175	12	41	the	the	DET
fcis-3175	12	42	construction	construction	NOUN
fcis-3175	12	43	of	of	ADP
fcis-3175	12	44	medical	medical	ADJ
fcis-3175	12	45	mapping	mapping	NOUN
fcis-3175	12	46	.	.	PUNCT
fcis-3175	13	1	due	due	ADP
fcis-3175	13	2	to	to	ADP
fcis-3175	13	3	the	the	DET
fcis-3175	13	4	special	special	ADJ
fcis-3175	13	5	nature	nature	NOUN
fcis-3175	13	6	of	of	ADP
fcis-3175	13	7	medical	medical	ADJ
fcis-3175	13	8	knowledge	knowledge	NOUN
fcis-3175	13	9	,	,	PUNCT
fcis-3175	13	10	medical	medical	ADJ
fcis-3175	13	11	knowledge	knowledge	NOUN
fcis-3175	13	12	graphs	graph	NOUN
fcis-3175	13	13	still	still	ADV
fcis-3175	13	14	have	have	VERB
fcis-3175	13	15	some	some	DET
fcis-3175	13	16	distance	distance	NOUN
fcis-3175	13	17	to	to	PART
fcis-3175	13	18	meet	meet	VERB
fcis-3175	13	19	medical	medical	ADJ
fcis-3175	13	20	needs	need	NOUN
fcis-3175	13	21	.	.	PUNCT
fcis-3175	14	1	in	in	ADP
fcis-3175	14	2	this	this	DET
fcis-3175	14	3	paper	paper	NOUN
fcis-3175	14	4	,	,	PUNCT
fcis-3175	14	5	we	we	PRON
fcis-3175	14	6	explore	explore	VERB
fcis-3175	14	7	the	the	DET
fcis-3175	14	8	overall	overall	ADJ
fcis-3175	14	9	situation	situation	NOUN
fcis-3175	14	10	of	of	ADP
fcis-3175	14	11	medical	medical	ADJ
fcis-3175	14	12	knowledge	knowledge	NOUN
fcis-3175	14	13	graphs	graph	NOUN
fcis-3175	14	14	through	through	ADP
fcis-3175	14	15	literature	literature	NOUN
fcis-3175	14	16	retrieval	retrieval	NOUN
fcis-3175	14	17	and	and	CCONJ
fcis-3175	14	18	visualization	visualization	NOUN
fcis-3175	14	19	analysis	analysis	NOUN
fcis-3175	14	20	of	of	ADP
fcis-3175	14	21	medicalrelated	medicalrelate	VERB
fcis-3175	14	22	knowledge	knowledge	NOUN
fcis-3175	14	23	graphs	graph	NOUN
fcis-3175	14	24	.	.	PUNCT
fcis-3175	15	1	2	2	X
fcis-3175	15	2	.	.	X
fcis-3175	15	3	medical	medical	ADJ
fcis-3175	15	4	knowledge	knowledge	NOUN
fcis-3175	15	5	graph	graph	NOUN
fcis-3175	15	6	construction	construction	NOUN
fcis-3175	15	7	2.1	2.1	NUM
fcis-3175	15	8	.	.	PUNCT
fcis-3175	16	1	named	name	VERB
fcis-3175	16	2	entity	entity	NOUN
fcis-3175	16	3	identification	identification	NOUN
fcis-3175	16	4	the	the	DET
fcis-3175	16	5	definition	definition	NOUN
fcis-3175	16	6	of	of	ADP
fcis-3175	16	7	named	name	VERB
fcis-3175	16	8	entity	entity	NOUN
fcis-3175	16	9	recognition	recognition	NOUN
fcis-3175	16	10	was	be	AUX
fcis-3175	16	11	first	first	ADV
fcis-3175	16	12	mentioned	mention	VERB
fcis-3175	16	13	in	in	ADP
fcis-3175	16	14	the	the	DET
fcis-3175	16	15	muc-6	muc-6	NUM
fcis-3175	16	16	conference	conference	NOUN
fcis-3175	16	17	in	in	ADP
fcis-3175	16	18	1996	1996	NUM
fcis-3175	16	19	,	,	PUNCT
fcis-3175	16	20	and	and	CCONJ
fcis-3175	16	21	its	its	PRON
fcis-3175	16	22	main	main	ADJ
fcis-3175	16	23	function	function	NOUN
fcis-3175	16	24	is	be	AUX
fcis-3175	16	25	to	to	PART
fcis-3175	16	26	identify	identify	VERB
fcis-3175	16	27	the	the	DET
fcis-3175	16	28	various	various	ADJ
fcis-3175	16	29	names	name	NOUN
fcis-3175	16	30	and	and	CCONJ
fcis-3175	16	31	locations	location	NOUN
fcis-3175	16	32	involved	involve	VERB
fcis-3175	16	33	in	in	ADP
fcis-3175	16	34	the	the	DET
fcis-3175	16	35	text	text	NOUN
fcis-3175	16	36	.	.	PUNCT
fcis-3175	17	1	its	its	PRON
fcis-3175	17	2	use	use	NOUN
fcis-3175	17	3	in	in	ADP
fcis-3175	17	4	the	the	DET
fcis-3175	17	5	medical	medical	ADJ
fcis-3175	17	6	field	field	NOUN
fcis-3175	17	7	is	be	AUX
fcis-3175	17	8	mainly	mainly	ADV
fcis-3175	17	9	to	to	PART
fcis-3175	17	10	identify	identify	VERB
fcis-3175	17	11	the	the	DET
fcis-3175	17	12	names	name	NOUN
fcis-3175	17	13	of	of	ADP
fcis-3175	17	14	various	various	ADJ
fcis-3175	17	15	diseases	disease	NOUN
fcis-3175	17	16	and	and	CCONJ
fcis-3175	17	17	drugs	drug	NOUN
fcis-3175	17	18	.	.	PUNCT
fcis-3175	18	1	the	the	DET
fcis-3175	18	2	initial	initial	ADJ
fcis-3175	18	3	use	use	NOUN
fcis-3175	18	4	of	of	ADP
fcis-3175	18	5	named	name	VERB
fcis-3175	18	6	entity	entity	NOUN
fcis-3175	18	7	recognition	recognition	NOUN
fcis-3175	18	8	is	be	AUX
fcis-3175	18	9	often	often	ADV
fcis-3175	18	10	based	base	VERB
fcis-3175	18	11	on	on	ADP
fcis-3175	18	12	certain	certain	ADJ
fcis-3175	18	13	rules	rule	NOUN
fcis-3175	18	14	and	and	CCONJ
fcis-3175	18	15	lexicons	lexicon	NOUN
fcis-3175	18	16	,	,	PUNCT
fcis-3175	18	17	so	so	SCONJ
fcis-3175	18	18	that	that	SCONJ
fcis-3175	18	19	the	the	DET
fcis-3175	18	20	names	name	NOUN
fcis-3175	18	21	recognized	recognize	VERB
fcis-3175	18	22	are	be	AUX
fcis-3175	18	23	more	more	ADV
fcis-3175	18	24	accurate	accurate	ADJ
fcis-3175	18	25	,	,	PUNCT
fcis-3175	18	26	but	but	CCONJ
fcis-3175	18	27	there	there	PRON
fcis-3175	18	28	are	be	VERB
fcis-3175	18	29	also	also	ADV
fcis-3175	18	30	defects	defect	NOUN
fcis-3175	18	31	such	such	ADJ
fcis-3175	18	32	as	as	ADP
fcis-3175	18	33	difficulty	difficulty	NOUN
fcis-3175	18	34	in	in	ADP
fcis-3175	18	35	recall	recall	NOUN
fcis-3175	18	36	and	and	CCONJ
fcis-3175	18	37	rule	rule	NOUN
fcis-3175	18	38	construction	construction	NOUN
fcis-3175	18	39	.	.	PUNCT
fcis-3175	19	1	deep	deep	ADJ
fcis-3175	19	2	learning	learning	NOUN
fcis-3175	19	3	can	can	AUX
fcis-3175	19	4	automate	automate	VERB
fcis-3175	19	5	the	the	DET
fcis-3175	19	6	effective	effective	ADJ
fcis-3175	19	7	extraction	extraction	NOUN
fcis-3175	19	8	of	of	ADP
fcis-3175	19	9	salient	salient	NOUN
fcis-3175	19	10	features	feature	NOUN
fcis-3175	19	11	and	and	CCONJ
fcis-3175	19	12	greatly	greatly	ADV
fcis-3175	19	13	reduce	reduce	VERB
fcis-3175	19	14	the	the	DET
fcis-3175	19	15	waste	waste	NOUN
fcis-3175	19	16	of	of	ADP
fcis-3175	19	17	human	human	ADJ
fcis-3175	19	18	resources	resource	NOUN
fcis-3175	19	19	.	.	PUNCT
fcis-3175	20	1	the	the	DET
fcis-3175	20	2	bilstm	bilstm	NOUN
fcis-3175	20	3	-	-	PUNCT
fcis-3175	20	4	crf	crf	NOUN
fcis-3175	20	5	model	model	NOUN
fcis-3175	20	6	is	be	AUX
fcis-3175	20	7	the	the	DET
fcis-3175	20	8	most	most	ADV
fcis-3175	20	9	prominent	prominent	ADJ
fcis-3175	20	10	deep	deep	ADJ
fcis-3175	20	11	learning	learning	NOUN
fcis-3175	20	12	tool	tool	NOUN
fcis-3175	20	13	applied	apply	VERB
fcis-3175	20	14	to	to	ADP
fcis-3175	20	15	named	name	VERB
fcis-3175	20	16	entity	entity	NOUN
fcis-3175	20	17	recognition	recognition	NOUN
fcis-3175	20	18	today	today	NOUN
fcis-3175	20	19	.	.	PUNCT
fcis-3175	21	1	by	by	ADP
fcis-3175	21	2	inputting	inputte	VERB
fcis-3175	21	3	the	the	DET
fcis-3175	21	4	word	word	NOUN
fcis-3175	21	5	vectors	vector	NOUN
fcis-3175	21	6	obtained	obtain	VERB
fcis-3175	21	7	through	through	ADP
fcis-3175	21	8	advance	advance	NOUN
fcis-3175	21	9	training	training	NOUN
fcis-3175	21	10	into	into	ADP
fcis-3175	21	11	the	the	DET
fcis-3175	21	12	model	model	NOUN
fcis-3175	21	13	,	,	PUNCT
fcis-3175	21	14	the	the	DET
fcis-3175	21	15	word	word	NOUN
fcis-3175	21	16	features	feature	NOUN
fcis-3175	21	17	are	be	AUX
fcis-3175	21	18	extracted	extract	VERB
fcis-3175	21	19	by	by	ADP
fcis-3175	21	20	the	the	DET
fcis-3175	21	21	forward	forward	ADJ
fcis-3175	21	22	and	and	CCONJ
fcis-3175	21	23	backward	backward	ADJ
fcis-3175	21	24	lstm	lstm	ADJ
fcis-3175	21	25	layers	layer	NOUN
fcis-3175	21	26	,	,	PUNCT
fcis-3175	21	27	and	and	CCONJ
fcis-3175	21	28	then	then	ADV
fcis-3175	21	29	the	the	DET
fcis-3175	21	30	label	label	NOUN
fcis-3175	21	31	sequences	sequence	NOUN
fcis-3175	21	32	are	be	AUX
fcis-3175	21	33	obtained	obtain	VERB
fcis-3175	21	34	in	in	ADP
fcis-3175	21	35	the	the	DET
fcis-3175	21	36	crf	crf	NOUN
fcis-3175	21	37	layer	layer	NOUN
fcis-3175	21	38	.	.	PUNCT
fcis-3175	22	1	the	the	DET
fcis-3175	22	2	main	main	ADJ
fcis-3175	22	3	problem	problem	NOUN
fcis-3175	22	4	of	of	ADP
fcis-3175	22	5	this	this	DET
fcis-3175	22	6	model	model	NOUN
fcis-3175	22	7	is	be	AUX
fcis-3175	22	8	the	the	DET
fcis-3175	22	9	inability	inability	NOUN
fcis-3175	22	10	to	to	PART
fcis-3175	22	11	apply	apply	VERB
fcis-3175	22	12	global	global	ADJ
fcis-3175	22	13	contextual	contextual	ADJ
fcis-3175	22	14	information	information	NOUN
fcis-3175	22	15	.	.	PUNCT
fcis-3175	23	1	qingxia	qingxia	PROPN
fcis-3175	23	2	zeng	zeng	PROPN
fcis-3175	24	1	[	[	X
fcis-3175	24	2	1	1	NUM
fcis-3175	24	3	]	]	PUNCT
fcis-3175	24	4	improved	improve	VERB
fcis-3175	24	5	this	this	DET
fcis-3175	24	6	model	model	NOUN
fcis-3175	24	7	by	by	ADP
fcis-3175	24	8	adding	add	VERB
fcis-3175	24	9	an	an	DET
fcis-3175	24	10	attention	attention	NOUN
fcis-3175	24	11	mechanism	mechanism	NOUN
fcis-3175	24	12	,	,	PUNCT
fcis-3175	24	13	which	which	PRON
fcis-3175	24	14	was	be	AUX
fcis-3175	24	15	tested	test	VERB
fcis-3175	24	16	with	with	ADP
fcis-3175	24	17	ccks2018	ccks2018	NOUN
fcis-3175	24	18	and	and	CCONJ
fcis-3175	24	19	conll	conll	NOUN
fcis-3175	24	20	data	datum	NOUN
fcis-3175	24	21	,	,	PUNCT
fcis-3175	24	22	and	and	CCONJ
fcis-3175	24	23	the	the	DET
fcis-3175	24	24	results	result	NOUN
fcis-3175	24	25	proved	prove	VERB
fcis-3175	24	26	that	that	SCONJ
fcis-3175	24	27	the	the	DET
fcis-3175	24	28	addition	addition	NOUN
fcis-3175	24	29	of	of	ADP
fcis-3175	24	30	the	the	DET
fcis-3175	24	31	attention	attention	NOUN
fcis-3175	24	32	mechanism	mechanism	NOUN
fcis-3175	24	33	could	could	AUX
fcis-3175	24	34	improve	improve	VERB
fcis-3175	24	35	the	the	DET
fcis-3175	24	36	accuracy	accuracy	NOUN
fcis-3175	24	37	.	.	PUNCT
fcis-3175	25	1	meisun	meisun	PROPN
fcis-3175	25	2	chen	chen	PROPN
fcis-3175	26	1	[	[	X
fcis-3175	26	2	2	2	NUM
fcis-3175	26	3	]	]	PUNCT
fcis-3175	26	4	and	and	CCONJ
fcis-3175	26	5	other	other	ADJ
fcis-3175	26	6	scholars	scholar	NOUN
fcis-3175	26	7	,	,	PUNCT
fcis-3175	26	8	on	on	ADP
fcis-3175	26	9	the	the	DET
fcis-3175	26	10	other	other	ADJ
fcis-3175	26	11	hand	hand	NOUN
fcis-3175	26	12	,	,	PUNCT
fcis-3175	26	13	established	establish	VERB
fcis-3175	26	14	a	a	DET
fcis-3175	26	15	knn	knn	PROPN
fcis-3175	26	16	-	-	PUNCT
fcis-3175	26	17	bert	bert	PROPN
fcis-3175	26	18	-	-	PUNCT
fcis-3175	26	19	bilstm	bilstm	NOUN
fcis-3175	26	20	-	-	PUNCT
fcis-3175	26	21	crf	crf	NOUN
fcis-3175	26	22	model	model	NOUN
fcis-3175	26	23	,	,	PUNCT
fcis-3175	26	24	selected	select	VERB
fcis-3175	26	25	the	the	DET
fcis-3175	26	26	content	content	NOUN
fcis-3175	26	27	of	of	ADP
fcis-3175	26	28	communication	communication	NOUN
fcis-3175	26	29	with	with	ADP
fcis-3175	26	30	liver	liver	NOUN
fcis-3175	26	31	cancer	cancer	NOUN
fcis-3175	26	32	patients	patient	NOUN
fcis-3175	26	33	for	for	ADP
fcis-3175	26	34	experiments	experiment	NOUN
fcis-3175	26	35	,	,	PUNCT
fcis-3175	26	36	and	and	CCONJ
fcis-3175	26	37	launched	launch	VERB
fcis-3175	26	38	named	name	VERB
fcis-3175	26	39	entity	entity	NOUN
fcis-3175	26	40	recognition	recognition	NOUN
fcis-3175	26	41	with	with	ADP
fcis-3175	26	42	the	the	DET
fcis-3175	26	43	help	help	NOUN
fcis-3175	26	44	of	of	ADP
fcis-3175	26	45	transfer	transfer	NOUN
fcis-3175	26	46	learning	learning	NOUN
fcis-3175	26	47	,	,	PUNCT
fcis-3175	26	48	which	which	PRON
fcis-3175	26	49	resulted	result	VERB
fcis-3175	26	50	in	in	ADP
fcis-3175	26	51	higher	high	ADJ
fcis-3175	26	52	f1	f1	NOUN
fcis-3175	26	53	values	value	NOUN
fcis-3175	26	54	and	and	CCONJ
fcis-3175	26	55	only	only	ADV
fcis-3175	26	56	a	a	DET
fcis-3175	26	57	few	few	ADJ
fcis-3175	26	58	annotated	annotated	ADJ
fcis-3175	26	59	words	word	NOUN
fcis-3175	26	60	.	.	PUNCT
fcis-3175	27	1	2.2	2.2	NUM
fcis-3175	27	2	.	.	PUNCT
fcis-3175	27	3	relationship	relationship	NOUN
fcis-3175	27	4	extraction	extraction	NOUN
fcis-3175	27	5	the	the	DET
fcis-3175	27	6	concept	concept	NOUN
fcis-3175	27	7	of	of	ADP
fcis-3175	27	8	relationship	relationship	NOUN
fcis-3175	27	9	extraction	extraction	NOUN
fcis-3175	27	10	was	be	AUX
fcis-3175	27	11	first	first	ADV
fcis-3175	27	12	mentioned	mention	VERB
fcis-3175	27	13	in	in	ADP
fcis-3175	27	14	the	the	DET
fcis-3175	27	15	muc-7	muc-7	ADJ
fcis-3175	27	16	conference	conference	NOUN
fcis-3175	27	17	in	in	ADP
fcis-3175	27	18	1998	1998	NUM
fcis-3175	27	19	,	,	PUNCT
fcis-3175	27	20	where	where	SCONJ
fcis-3175	27	21	three	three	NUM
fcis-3175	27	22	different	different	ADJ
fcis-3175	27	23	relationships	relationship	NOUN
fcis-3175	27	24	,	,	PUNCT
fcis-3175	27	25	namely	namely	ADV
fcis-3175	27	26	location	location	NOUN
fcis-3175	27	27	of	of	ADP
fcis-3175	27	28	,	,	PUNCT
fcis-3175	27	29	employee	employee	NOUN
fcis-3175	27	30	of	of	ADP
fcis-3175	27	31	,	,	PUNCT
fcis-3175	27	32	and	and	CCONJ
fcis-3175	27	33	product	product	NOUN
fcis-3175	27	34	of	of	ADP
fcis-3175	27	35	,	,	PUNCT
fcis-3175	27	36	were	be	AUX
fcis-3175	27	37	listed	list	VERB
fcis-3175	27	38	in	in	ADP
fcis-3175	27	39	detail	detail	NOUN
fcis-3175	27	40	,	,	PUNCT
fcis-3175	27	41	while	while	SCONJ
fcis-3175	27	42	the	the	DET
fcis-3175	27	43	relationships	relationship	NOUN
fcis-3175	27	44	involved	involve	VERB
fcis-3175	27	45	in	in	ADP
fcis-3175	27	46	medicine	medicine	NOUN
fcis-3175	27	47	include	include	VERB
fcis-3175	27	48	other	other	ADJ
fcis-3175	27	49	complications	complication	NOUN
fcis-3175	27	50	caused	cause	VERB
fcis-3175	27	51	by	by	ADP
fcis-3175	27	52	diseases	disease	NOUN
fcis-3175	27	53	,	,	PUNCT
fcis-3175	27	54	tests	test	NOUN
fcis-3175	27	55	to	to	PART
fcis-3175	27	56	confirm	confirm	VERB
fcis-3175	27	57	diseases	disease	NOUN
fcis-3175	27	58	,	,	PUNCT
fcis-3175	27	59	and	and	CCONJ
fcis-3175	27	60	so	so	ADV
fcis-3175	27	61	on	on	ADV
fcis-3175	27	62	.	.	PUNCT
fcis-3175	28	1	the	the	DET
fcis-3175	28	2	original	original	ADJ
fcis-3175	28	3	relationship	relationship	NOUN
fcis-3175	28	4	extraction	extraction	NOUN
fcis-3175	28	5	methods	method	NOUN
fcis-3175	28	6	were	be	AUX
fcis-3175	28	7	mainly	mainly	ADV
fcis-3175	28	8	based	base	VERB
fcis-3175	28	9	on	on	ADP
fcis-3175	28	10	co	co	NOUN
fcis-3175	28	11	-	-	NOUN
fcis-3175	28	12	occurrence	occurrence	NOUN
fcis-3175	28	13	and	and	CCONJ
fcis-3175	28	14	rules	rule	NOUN
fcis-3175	28	15	.	.	PUNCT
fcis-3175	29	1	the	the	DET
fcis-3175	29	2	co	co	NOUN
fcis-3175	29	3	-	-	NOUN
fcis-3175	29	4	occurrence	occurrence	NOUN
fcis-3175	29	5	-	-	PUNCT
fcis-3175	29	6	based	base	VERB
fcis-3175	29	7	methods	method	NOUN
fcis-3175	29	8	have	have	VERB
fcis-3175	29	9	the	the	DET
fcis-3175	29	10	advantage	advantage	NOUN
fcis-3175	29	11	of	of	ADP
fcis-3175	29	12	simplicity	simplicity	NOUN
fcis-3175	29	13	and	and	CCONJ
fcis-3175	29	14	easy	easy	ADJ
fcis-3175	29	15	recall	recall	NOUN
fcis-3175	29	16	,	,	PUNCT
fcis-3175	29	17	but	but	CCONJ
fcis-3175	29	18	lack	lack	VERB
fcis-3175	29	19	sufficient	sufficient	ADJ
fcis-3175	29	20	accuracy	accuracy	NOUN
fcis-3175	29	21	;	;	PUNCT
fcis-3175	29	22	the	the	DET
fcis-3175	29	23	rule	rule	NOUN
fcis-3175	29	24	-	-	PUNCT
fcis-3175	29	25	based	base	VERB
fcis-3175	29	26	methods	method	NOUN
fcis-3175	29	27	are	be	AUX
fcis-3175	29	28	the	the	DET
fcis-3175	29	29	opposite	opposite	ADJ
fcis-3175	29	30	.	.	PUNCT
fcis-3175	30	1	deep	deep	ADJ
fcis-3175	30	2	learning	learning	NOUN
fcis-3175	30	3	methods	method	NOUN
fcis-3175	30	4	can	can	AUX
fcis-3175	30	5	also	also	ADV
fcis-3175	30	6	achieve	achieve	VERB
fcis-3175	30	7	relationship	relationship	NOUN
fcis-3175	30	8	extraction	extraction	NOUN
fcis-3175	30	9	between	between	ADP
fcis-3175	30	10	entities	entity	NOUN
fcis-3175	30	11	in	in	ADP
fcis-3175	30	12	the	the	DET
fcis-3175	30	13	medical	medical	ADJ
fcis-3175	30	14	domain	domain	NOUN
fcis-3175	30	15	.	.	PUNCT
fcis-3175	31	1	zhang	zhang	X
fcis-3175	32	1	[	[	X
fcis-3175	32	2	3	3	NUM
fcis-3175	32	3	]	]	PUNCT
fcis-3175	32	4	and	and	CCONJ
fcis-3175	32	5	other	other	ADJ
fcis-3175	32	6	scholars	scholar	NOUN
fcis-3175	32	7	performed	perform	VERB
fcis-3175	32	8	relationship	relationship	NOUN
fcis-3175	32	9	extraction	extraction	NOUN
fcis-3175	32	10	of	of	ADP
fcis-3175	32	11	patients	patient	NOUN
fcis-3175	32	12	'	'	PART
fcis-3175	32	13	cases	case	NOUN
fcis-3175	32	14	by	by	ADP
fcis-3175	32	15	a	a	DET
fcis-3175	32	16	mechanism	mechanism	NOUN
fcis-3175	32	17	combining	combine	VERB
fcis-3175	32	18	bidirectional	bidirectional	ADJ
fcis-3175	32	19	gru	gru	NOUN
fcis-3175	32	20	and	and	CCONJ
fcis-3175	32	21	attention	attention	NOUN
fcis-3175	32	22	.	.	PUNCT
fcis-3175	33	1	ding	de	VERB
fcis-3175	33	2	long	long	ADV
fcis-3175	34	1	[	[	X
fcis-3175	34	2	4	4	NUM
fcis-3175	34	3	]	]	PUNCT
fcis-3175	34	4	,	,	PUNCT
fcis-3175	34	5	on	on	ADP
fcis-3175	34	6	the	the	DET
fcis-3175	34	7	other	other	ADJ
fcis-3175	34	8	hand	hand	NOUN
fcis-3175	34	9	,	,	PUNCT
fcis-3175	34	10	used	use	VERB
fcis-3175	34	11	a	a	DET
fcis-3175	34	12	bigru	bigru	NOUN
fcis-3175	34	13	-	-	PUNCT
fcis-3175	34	14	cnn	cnn	PROPN
fcis-3175	34	15	model	model	NOUN
fcis-3175	34	16	constructed	construct	VERB
fcis-3175	34	17	based	base	VERB
fcis-3175	34	18	on	on	ADP
fcis-3175	34	19	the	the	DET
fcis-3175	34	20	attention	attention	NOUN
fcis-3175	34	21	mechanism	mechanism	NOUN
fcis-3175	34	22	to	to	PART
fcis-3175	34	23	implement	implement	VERB
fcis-3175	34	24	relationship	relationship	NOUN
fcis-3175	34	25	extraction	extraction	NOUN
fcis-3175	34	26	in	in	ADP
fcis-3175	34	27	cases	case	NOUN
fcis-3175	34	28	,	,	PUNCT
fcis-3175	34	29	and	and	CCONJ
fcis-3175	34	30	found	find	VERB
fcis-3175	34	31	that	that	SCONJ
fcis-3175	34	32	the	the	DET
fcis-3175	34	33	f1	f1	PROPN
fcis-3175	34	34	value	value	NOUN
fcis-3175	34	35	obtained	obtain	VERB
fcis-3175	34	36	by	by	ADP
fcis-3175	34	37	using	use	VERB
fcis-3175	34	38	this	this	DET
fcis-3175	34	39	model	model	NOUN
fcis-3175	34	40	was	be	AUX
fcis-3175	34	41	the	the	DET
fcis-3175	34	42	107	107	NUM
fcis-3175	34	43	highest	high	ADJ
fcis-3175	34	44	among	among	ADP
fcis-3175	34	45	many	many	ADJ
fcis-3175	34	46	models	model	NOUN
fcis-3175	34	47	.	.	PUNCT
fcis-3175	35	1	qingqing	qingqing	PROPN
fcis-3175	35	2	li	li	PROPN
fcis-3175	36	1	[	[	X
fcis-3175	36	2	5	5	NUM
fcis-3175	36	3	]	]	PUNCT
fcis-3175	36	4	used	use	VERB
fcis-3175	36	5	a	a	DET
fcis-3175	36	6	primary	primary	ADJ
fcis-3175	36	7	and	and	CCONJ
fcis-3175	36	8	secondary	secondary	ADJ
fcis-3175	36	9	task	task	NOUN
fcis-3175	36	10	model	model	NOUN
fcis-3175	36	11	based	base	VERB
fcis-3175	36	12	on	on	ADP
fcis-3175	36	13	attention	attention	NOUN
fcis-3175	36	14	to	to	PART
fcis-3175	36	15	extract	extract	VERB
fcis-3175	36	16	medical	medical	ADJ
fcis-3175	36	17	relationships	relationship	NOUN
fcis-3175	36	18	,	,	PUNCT
fcis-3175	36	19	and	and	CCONJ
fcis-3175	36	20	this	this	DET
fcis-3175	36	21	model	model	NOUN
fcis-3175	36	22	can	can	AUX
fcis-3175	36	23	fully	fully	ADV
fcis-3175	36	24	combine	combine	VERB
fcis-3175	36	25	the	the	DET
fcis-3175	36	26	relevance	relevance	NOUN
fcis-3175	36	27	of	of	ADP
fcis-3175	36	28	different	different	ADJ
fcis-3175	36	29	tasks	task	NOUN
fcis-3175	36	30	to	to	PART
fcis-3175	36	31	achieve	achieve	VERB
fcis-3175	36	32	an	an	DET
fcis-3175	36	33	increase	increase	NOUN
fcis-3175	36	34	in	in	ADP
fcis-3175	36	35	extraction	extraction	NOUN
fcis-3175	36	36	efficiency	efficiency	NOUN
fcis-3175	36	37	.	.	PUNCT
fcis-3175	37	1	these	these	DET
fcis-3175	37	2	ways	way	NOUN
fcis-3175	37	3	of	of	ADP
fcis-3175	37	4	extracting	extract	VERB
fcis-3175	37	5	relations	relation	NOUN
fcis-3175	37	6	have	have	VERB
fcis-3175	37	7	homogeneity	homogeneity	NOUN
fcis-3175	37	8	,	,	PUNCT
fcis-3175	37	9	all	all	PRON
fcis-3175	37	10	of	of	ADP
fcis-3175	37	11	them	they	PRON
fcis-3175	37	12	are	be	AUX
fcis-3175	37	13	entity	entity	NOUN
fcis-3175	37	14	extraction	extraction	NOUN
fcis-3175	37	15	first	first	ADV
fcis-3175	37	16	and	and	CCONJ
fcis-3175	37	17	then	then	ADV
fcis-3175	37	18	their	their	PRON
fcis-3175	37	19	relations	relation	NOUN
fcis-3175	37	20	,	,	PUNCT
fcis-3175	37	21	and	and	CCONJ
fcis-3175	37	22	this	this	DET
fcis-3175	37	23	way	way	NOUN
fcis-3175	37	24	may	may	AUX
fcis-3175	37	25	lead	lead	VERB
fcis-3175	37	26	to	to	ADP
fcis-3175	37	27	errors	error	NOUN
fcis-3175	37	28	in	in	ADP
fcis-3175	37	29	propagation	propagation	NOUN
fcis-3175	37	30	,	,	PUNCT
fcis-3175	37	31	and	and	CCONJ
fcis-3175	37	32	the	the	DET
fcis-3175	37	33	correlation	correlation	NOUN
fcis-3175	37	34	of	of	ADP
fcis-3175	37	35	multiple	multiple	ADJ
fcis-3175	37	36	tasks	task	NOUN
fcis-3175	37	37	can	can	AUX
fcis-3175	37	38	not	not	PART
fcis-3175	37	39	be	be	AUX
fcis-3175	37	40	used	use	VERB
fcis-3175	37	41	effectively	effectively	ADV
fcis-3175	37	42	.	.	PUNCT
fcis-3175	38	1	yangzi	yangzi	PROPN
fcis-3175	38	2	mu	mu	PROPN
fcis-3175	39	1	[	[	X
fcis-3175	39	2	6	6	NUM
fcis-3175	39	3	]	]	PUNCT
fcis-3175	39	4	used	use	VERB
fcis-3175	39	5	the	the	DET
fcis-3175	39	6	bilstm	bilstm	NOUN
fcis-3175	39	7	model	model	NOUN
fcis-3175	39	8	to	to	PART
fcis-3175	39	9	extract	extract	VERB
fcis-3175	39	10	the	the	DET
fcis-3175	39	11	entity	entity	NOUN
fcis-3175	39	12	relationships	relationship	NOUN
fcis-3175	39	13	from	from	ADP
fcis-3175	39	14	patient	patient	ADJ
fcis-3175	39	15	cases	case	NOUN
fcis-3175	39	16	to	to	PART
fcis-3175	39	17	reach	reach	VERB
fcis-3175	39	18	the	the	DET
fcis-3175	39	19	task	task	NOUN
fcis-3175	39	20	more	more	ADV
fcis-3175	39	21	smoothly	smoothly	ADV
fcis-3175	39	22	.	.	PUNCT
fcis-3175	40	1	luo	luo	PROPN
fcis-3175	40	2	ling	ling	PROPN
fcis-3175	40	3	scholars	scholar	NOUN
fcis-3175	41	1	[	[	X
fcis-3175	41	2	7	7	X
fcis-3175	41	3	]	]	PUNCT
fcis-3175	41	4	researched	research	VERB
fcis-3175	41	5	a	a	DET
fcis-3175	41	6	new	new	ADJ
fcis-3175	41	7	annotation	annotation	NOUN
fcis-3175	41	8	method	method	NOUN
fcis-3175	41	9	for	for	ADP
fcis-3175	41	10	extracting	extract	VERB
fcis-3175	41	11	repetitive	repetitive	ADJ
fcis-3175	41	12	relations	relation	NOUN
fcis-3175	41	13	of	of	ADP
fcis-3175	41	14	medical	medical	ADJ
fcis-3175	41	15	texts	text	NOUN
fcis-3175	41	16	,	,	PUNCT
fcis-3175	41	17	based	base	VERB
fcis-3175	41	18	on	on	ADP
fcis-3175	41	19	the	the	DET
fcis-3175	41	20	att	att	PROPN
fcis-3175	41	21	-	-	PUNCT
fcis-3175	41	22	bilstm	bilstm	NOUN
fcis-3175	41	23	-	-	PUNCT
fcis-3175	41	24	crf	crf	NOUN
fcis-3175	41	25	model	model	NOUN
fcis-3175	41	26	to	to	PART
fcis-3175	41	27	achieve	achieve	VERB
fcis-3175	41	28	the	the	DET
fcis-3175	41	29	extraction	extraction	NOUN
fcis-3175	41	30	of	of	ADP
fcis-3175	41	31	relations	relation	NOUN
fcis-3175	41	32	,	,	PUNCT
fcis-3175	41	33	and	and	CCONJ
fcis-3175	41	34	the	the	DET
fcis-3175	41	35	results	result	NOUN
fcis-3175	41	36	are	be	AUX
fcis-3175	41	37	more	more	ADV
fcis-3175	41	38	scientific	scientific	ADJ
fcis-3175	41	39	and	and	CCONJ
fcis-3175	41	40	accurate	accurate	ADJ
fcis-3175	41	41	than	than	ADP
fcis-3175	41	42	the	the	DET
fcis-3175	41	43	traditional	traditional	ADJ
fcis-3175	41	44	methods	method	NOUN
fcis-3175	41	45	.	.	PUNCT
fcis-3175	42	1	2.3	2.3	NUM
fcis-3175	42	2	.	.	PUNCT
fcis-3175	42	3	entity	entity	NOUN
fcis-3175	42	4	alignment	alignment	NOUN
fcis-3175	42	5	for	for	ADP
fcis-3175	42	6	example	example	NOUN
fcis-3175	42	7	,	,	PUNCT
fcis-3175	42	8	"	"	PUNCT
fcis-3175	42	9	parkinson	parkinson	NOUN
fcis-3175	42	10	's	's	PART
fcis-3175	42	11	disease	disease	NOUN
fcis-3175	42	12	"	"	PUNCT
fcis-3175	42	13	can	can	AUX
fcis-3175	42	14	also	also	ADV
fcis-3175	42	15	be	be	AUX
fcis-3175	42	16	called	call	VERB
fcis-3175	42	17	"	"	PUNCT
fcis-3175	42	18	parkinson	parkinson	NOUN
fcis-3175	42	19	's	's	PART
fcis-3175	42	20	syndrome	syndrome	NOUN
fcis-3175	42	21	"	"	PUNCT
fcis-3175	42	22	and	and	CCONJ
fcis-3175	42	23	"	"	PUNCT
fcis-3175	42	24	pd	pd	X
fcis-3175	42	25	"	"	PUNCT
fcis-3175	42	26	,	,	PUNCT
fcis-3175	42	27	etc	etc	X
fcis-3175	42	28	.	.	X
fcis-3175	43	1	the	the	DET
fcis-3175	43	2	construction	construction	NOUN
fcis-3175	43	3	of	of	ADP
fcis-3175	43	4	medical	medical	ADJ
fcis-3175	43	5	knowledge	knowledge	NOUN
fcis-3175	43	6	graph	graph	NOUN
fcis-3175	43	7	often	often	ADV
fcis-3175	43	8	has	have	VERB
fcis-3175	43	9	multiple	multiple	ADJ
fcis-3175	43	10	names	name	NOUN
fcis-3175	43	11	for	for	ADP
fcis-3175	43	12	medical	medical	ADJ
fcis-3175	43	13	terms	term	NOUN
fcis-3175	43	14	.	.	PUNCT
fcis-3175	44	1	the	the	DET
fcis-3175	44	2	entity	entity	NOUN
fcis-3175	44	3	alignment	alignment	NOUN
fcis-3175	44	4	task	task	NOUN
fcis-3175	44	5	allows	allow	VERB
fcis-3175	44	6	for	for	ADP
fcis-3175	44	7	the	the	DET
fcis-3175	44	8	summarization	summarization	NOUN
fcis-3175	44	9	of	of	ADP
fcis-3175	44	10	knowledge	knowledge	NOUN
fcis-3175	44	11	and	and	CCONJ
fcis-3175	44	12	the	the	DET
fcis-3175	44	13	acquisition	acquisition	NOUN
fcis-3175	44	14	of	of	ADP
fcis-3175	44	15	higher	high	ADJ
fcis-3175	44	16	quality	quality	NOUN
fcis-3175	44	17	knowledge	knowledge	NOUN
fcis-3175	44	18	content	content	NOUN
fcis-3175	44	19	.	.	PUNCT
fcis-3175	45	1	the	the	DET
fcis-3175	45	2	main	main	ADJ
fcis-3175	45	3	task	task	NOUN
fcis-3175	45	4	of	of	ADP
fcis-3175	45	5	entity	entity	NOUN
fcis-3175	45	6	alignment	alignment	NOUN
fcis-3175	45	7	is	be	AUX
fcis-3175	45	8	to	to	PART
fcis-3175	45	9	identify	identify	VERB
fcis-3175	45	10	the	the	DET
fcis-3175	45	11	same	same	ADJ
fcis-3175	45	12	entities	entity	NOUN
fcis-3175	45	13	in	in	ADP
fcis-3175	45	14	many	many	ADJ
fcis-3175	45	15	databases	database	NOUN
fcis-3175	45	16	that	that	PRON
fcis-3175	45	17	refer	refer	VERB
fcis-3175	45	18	to	to	ADP
fcis-3175	45	19	the	the	DET
fcis-3175	45	20	real	real	ADJ
fcis-3175	45	21	world	world	NOUN
fcis-3175	45	22	,	,	PUNCT
fcis-3175	45	23	and	and	CCONJ
fcis-3175	45	24	then	then	ADV
fcis-3175	45	25	link	link	VERB
fcis-3175	45	26	them	they	PRON
fcis-3175	45	27	well	well	ADV
fcis-3175	45	28	to	to	PART
fcis-3175	45	29	realize	realize	VERB
fcis-3175	45	30	the	the	DET
fcis-3175	45	31	effective	effective	ADJ
fcis-3175	45	32	combination	combination	NOUN
fcis-3175	45	33	of	of	ADP
fcis-3175	45	34	multiple	multiple	ADJ
fcis-3175	45	35	sources	source	NOUN
fcis-3175	45	36	of	of	ADP
fcis-3175	45	37	knowledge	knowledge	NOUN
fcis-3175	45	38	.	.	PUNCT
fcis-3175	46	1	entity	entity	NOUN
fcis-3175	46	2	alignment	alignment	NOUN
fcis-3175	46	3	is	be	AUX
fcis-3175	46	4	mainly	mainly	ADV
fcis-3175	46	5	accomplished	accomplish	VERB
fcis-3175	46	6	with	with	ADP
fcis-3175	46	7	the	the	DET
fcis-3175	46	8	help	help	NOUN
fcis-3175	46	9	of	of	ADP
fcis-3175	46	10	pairwise	pairwise	NOUN
fcis-3175	46	11	entity	entity	NOUN
fcis-3175	46	12	alignment	alignment	NOUN
fcis-3175	46	13	with	with	ADP
fcis-3175	46	14	similar	similar	ADJ
fcis-3175	46	15	properties	property	NOUN
fcis-3175	46	16	and	and	CCONJ
fcis-3175	46	17	collective	collective	ADJ
fcis-3175	46	18	entity	entity	NOUN
fcis-3175	46	19	alignment	alignment	NOUN
fcis-3175	46	20	that	that	PRON
fcis-3175	46	21	measures	measure	VERB
fcis-3175	46	22	entity	entity	NOUN
fcis-3175	46	23	relationships	relationship	NOUN
fcis-3175	46	24	.	.	PUNCT
fcis-3175	47	1	pairwise	pairwise	NOUN
fcis-3175	47	2	entity	entity	NOUN
fcis-3175	47	3	alignment	alignment	NOUN
fcis-3175	47	4	can	can	AUX
fcis-3175	47	5	use	use	VERB
fcis-3175	47	6	probabilistic	probabilistic	ADJ
fcis-3175	47	7	models	model	NOUN
fcis-3175	47	8	,	,	PUNCT
fcis-3175	47	9	machine	machine	NOUN
fcis-3175	47	10	learning	learning	NOUN
fcis-3175	47	11	methods	method	NOUN
fcis-3175	47	12	,	,	PUNCT
fcis-3175	47	13	etc	etc	X
fcis-3175	47	14	.	.	X
fcis-3175	47	15	;	;	PUNCT
fcis-3175	47	16	collective	collective	ADJ
fcis-3175	47	17	entity	entity	NOUN
fcis-3175	47	18	alignment	alignment	NOUN
fcis-3175	47	19	mainly	mainly	ADV
fcis-3175	47	20	uses	use	VERB
fcis-3175	47	21	vector	vector	NOUN
fcis-3175	47	22	space	space	NOUN
fcis-3175	47	23	models	model	NOUN
fcis-3175	47	24	,	,	PUNCT
fcis-3175	47	25	similarity	similarity	NOUN
fcis-3175	47	26	propagation	propagation	NOUN
fcis-3175	47	27	methods	method	NOUN
fcis-3175	47	28	,	,	PUNCT
fcis-3175	47	29	etc	etc	X
fcis-3175	47	30	.	.	X
fcis-3175	48	1	the	the	DET
fcis-3175	48	2	approach	approach	NOUN
fcis-3175	48	3	based	base	VERB
fcis-3175	48	4	on	on	ADP
fcis-3175	48	5	knowledge	knowledge	NOUN
fcis-3175	48	6	representation	representation	NOUN
fcis-3175	48	7	learning	learning	NOUN
fcis-3175	48	8	,	,	PUNCT
fcis-3175	48	9	which	which	PRON
fcis-3175	48	10	can	can	AUX
fcis-3175	48	11	reasonably	reasonably	ADV
fcis-3175	48	12	use	use	VERB
fcis-3175	48	13	the	the	DET
fcis-3175	48	14	semantic	semantic	ADJ
fcis-3175	48	15	relations	relation	NOUN
fcis-3175	48	16	contained	contain	VERB
fcis-3175	48	17	in	in	ADP
fcis-3175	48	18	the	the	DET
fcis-3175	48	19	graph	graph	NOUN
fcis-3175	48	20	to	to	PART
fcis-3175	48	21	achieve	achieve	VERB
fcis-3175	48	22	high	high	ADJ
fcis-3175	48	23	efficiency	efficiency	NOUN
fcis-3175	48	24	of	of	ADP
fcis-3175	48	25	entity	entity	NOUN
fcis-3175	48	26	alignment	alignment	NOUN
fcis-3175	48	27	,	,	PUNCT
fcis-3175	48	28	has	have	AUX
fcis-3175	48	29	received	receive	VERB
fcis-3175	48	30	more	more	ADJ
fcis-3175	48	31	attention	attention	NOUN
fcis-3175	48	32	from	from	ADP
fcis-3175	48	33	scholars	scholar	NOUN
fcis-3175	48	34	today	today	NOUN
fcis-3175	48	35	.	.	PUNCT
fcis-3175	49	1	qiannan	qiannan	PROPN
fcis-3175	49	2	sun	sun	NOUN
fcis-3175	50	1	[	[	X
fcis-3175	50	2	9	9	NUM
fcis-3175	50	3	]	]	PUNCT
fcis-3175	50	4	used	use	VERB
fcis-3175	50	5	transe	transe	NOUN
fcis-3175	50	6	algorithm	algorithm	NOUN
fcis-3175	50	7	to	to	PART
fcis-3175	50	8	achieve	achieve	VERB
fcis-3175	50	9	entity	entity	NOUN
fcis-3175	50	10	and	and	CCONJ
fcis-3175	50	11	relationship	relationship	NOUN
fcis-3175	50	12	integration	integration	NOUN
fcis-3175	50	13	,	,	PUNCT
fcis-3175	50	14	so	so	SCONJ
fcis-3175	50	15	as	as	SCONJ
fcis-3175	50	16	to	to	PART
fcis-3175	50	17	complete	complete	VERB
fcis-3175	50	18	the	the	DET
fcis-3175	50	19	task	task	NOUN
fcis-3175	50	20	of	of	ADP
fcis-3175	50	21	aligning	align	VERB
fcis-3175	50	22	the	the	DET
fcis-3175	50	23	database	database	NOUN
fcis-3175	50	24	entities	entity	NOUN
fcis-3175	50	25	in	in	ADP
fcis-3175	50	26	several	several	ADJ
fcis-3175	50	27	respiratory	respiratory	ADJ
fcis-3175	50	28	departments	department	NOUN
fcis-3175	50	29	of	of	ADP
fcis-3175	50	30	hospitals	hospital	NOUN
fcis-3175	50	31	.	.	PUNCT
fcis-3175	51	1	teng	teng	PROPN
fcis-3175	51	2	fei	fei	PROPN
fcis-3175	52	1	[	[	X
fcis-3175	52	2	10	10	NUM
fcis-3175	52	3	]	]	PUNCT
fcis-3175	52	4	proposed	propose	VERB
fcis-3175	52	5	to	to	PART
fcis-3175	52	6	incorporate	incorporate	VERB
fcis-3175	52	7	word	word	NOUN
fcis-3175	52	8	root	root	NOUN
fcis-3175	52	9	sets	set	NOUN
fcis-3175	52	10	and	and	CCONJ
fcis-3175	52	11	rules	rule	NOUN
fcis-3175	52	12	in	in	ADP
fcis-3175	52	13	entity	entity	NOUN
fcis-3175	52	14	alignment	alignment	NOUN
fcis-3175	52	15	based	base	VERB
fcis-3175	52	16	on	on	ADP
fcis-3175	52	17	learning	learn	VERB
fcis-3175	52	18	and	and	CCONJ
fcis-3175	52	19	comprehensive	comprehensive	ADJ
fcis-3175	52	20	consideration	consideration	NOUN
fcis-3175	52	21	of	of	ADP
fcis-3175	52	22	the	the	DET
fcis-3175	52	23	characteristics	characteristic	NOUN
fcis-3175	52	24	of	of	ADP
fcis-3175	52	25	medical	medical	ADJ
fcis-3175	52	26	knowledge	knowledge	NOUN
fcis-3175	52	27	to	to	PART
fcis-3175	52	28	achieve	achieve	VERB
fcis-3175	52	29	high	high	ADJ
fcis-3175	52	30	accuracy	accuracy	NOUN
fcis-3175	52	31	of	of	ADP
fcis-3175	52	32	the	the	DET
fcis-3175	52	33	results	result	NOUN
fcis-3175	52	34	.	.	PUNCT
fcis-3175	53	1	with	with	ADP
fcis-3175	53	2	the	the	DET
fcis-3175	53	3	support	support	NOUN
fcis-3175	53	4	of	of	ADP
fcis-3175	53	5	graph	graph	NOUN
fcis-3175	53	6	convolutional	convolutional	ADJ
fcis-3175	53	7	networks	network	NOUN
fcis-3175	53	8	,	,	PUNCT
fcis-3175	53	9	the	the	DET
fcis-3175	53	10	relevant	relevant	ADJ
fcis-3175	53	11	relational	relational	ADJ
fcis-3175	53	12	and	and	CCONJ
fcis-3175	53	13	structural	structural	ADJ
fcis-3175	53	14	information	information	NOUN
fcis-3175	53	15	is	be	AUX
fcis-3175	53	16	implemented	implement	VERB
fcis-3175	53	17	to	to	PART
fcis-3175	53	18	model	model	VERB
fcis-3175	53	19	the	the	DET
fcis-3175	53	20	entity	entity	NOUN
fcis-3175	53	21	alignment	alignment	NOUN
fcis-3175	53	22	task	task	NOUN
fcis-3175	53	23	with	with	ADP
fcis-3175	53	24	the	the	DET
fcis-3175	53	25	help	help	NOUN
fcis-3175	53	26	of	of	ADP
fcis-3175	53	27	transe	transe	NOUN
fcis-3175	53	28	to	to	PART
fcis-3175	53	29	model	model	VERB
fcis-3175	53	30	the	the	DET
fcis-3175	53	31	attribute	attribute	NOUN
fcis-3175	53	32	information	information	NOUN
fcis-3175	53	33	and	and	CCONJ
fcis-3175	53	34	then	then	ADV
fcis-3175	53	35	combine	combine	VERB
fcis-3175	53	36	them	they	PRON
fcis-3175	53	37	to	to	PART
fcis-3175	53	38	complete	complete	VERB
fcis-3175	53	39	the	the	DET
fcis-3175	53	40	entity	entity	NOUN
fcis-3175	53	41	alignment	alignment	NOUN
fcis-3175	53	42	task	task	NOUN
fcis-3175	53	43	to	to	PART
fcis-3175	53	44	obtain	obtain	VERB
fcis-3175	53	45	better	well	ADJ
fcis-3175	53	46	results	result	NOUN
fcis-3175	53	47	.	.	PUNCT
fcis-3175	54	1	3	3	X
fcis-3175	54	2	.	.	X
fcis-3175	54	3	medical	medical	ADJ
fcis-3175	54	4	knowledge	knowledge	NOUN
fcis-3175	54	5	graph	graph	NOUN
fcis-3175	54	6	application	application	NOUN
fcis-3175	54	7	3.1	3.1	NUM
fcis-3175	54	8	.	.	PUNCT
fcis-3175	55	1	medical	medical	ADJ
fcis-3175	55	2	information	information	NOUN
fcis-3175	55	3	search	search	NOUN
fcis-3175	55	4	engine	engine	NOUN
fcis-3175	55	5	past	past	ADP
fcis-3175	55	6	search	search	NOUN
fcis-3175	55	7	engines	engine	NOUN
fcis-3175	55	8	in	in	ADP
fcis-3175	55	9	the	the	DET
fcis-3175	55	10	medical	medical	ADJ
fcis-3175	55	11	field	field	NOUN
fcis-3175	55	12	often	often	ADV
fcis-3175	55	13	had	have	VERB
fcis-3175	55	14	to	to	PART
fcis-3175	55	15	implement	implement	VERB
fcis-3175	55	16	searches	search	NOUN
fcis-3175	55	17	,	,	PUNCT
fcis-3175	55	18	storage	storage	NOUN
fcis-3175	55	19	,	,	PUNCT
fcis-3175	55	20	etc	etc	X
fcis-3175	55	21	.	.	X
fcis-3175	55	22	for	for	ADP
fcis-3175	55	23	a	a	DET
fcis-3175	55	24	large	large	ADJ
fcis-3175	55	25	number	number	NOUN
fcis-3175	55	26	of	of	ADP
fcis-3175	55	27	relevant	relevant	ADJ
fcis-3175	55	28	web	web	NOUN
fcis-3175	55	29	pages	page	NOUN
fcis-3175	55	30	,	,	PUNCT
fcis-3175	55	31	but	but	CCONJ
fcis-3175	55	32	just	just	ADV
fcis-3175	55	33	could	could	AUX
fcis-3175	55	34	not	not	PART
fcis-3175	55	35	have	have	VERB
fcis-3175	55	36	accurate	accurate	ADJ
fcis-3175	55	37	localization	localization	NOUN
fcis-3175	55	38	of	of	ADP
fcis-3175	55	39	user	user	NOUN
fcis-3175	55	40	input	input	NOUN
fcis-3175	55	41	words	word	NOUN
fcis-3175	55	42	.	.	PUNCT
fcis-3175	56	1	the	the	DET
fcis-3175	56	2	search	search	NOUN
fcis-3175	56	3	engine	engine	NOUN
fcis-3175	56	4	based	base	VERB
fcis-3175	56	5	on	on	ADP
fcis-3175	56	6	medical	medical	ADJ
fcis-3175	56	7	knowledge	knowledge	NOUN
fcis-3175	56	8	graph	graph	NOUN
fcis-3175	56	9	can	can	AUX
fcis-3175	56	10	provide	provide	VERB
fcis-3175	56	11	users	user	NOUN
fcis-3175	56	12	with	with	ADP
fcis-3175	56	13	textual	textual	ADJ
fcis-3175	56	14	links	link	NOUN
fcis-3175	56	15	of	of	ADP
fcis-3175	56	16	hyperlinks	hyperlink	NOUN
fcis-3175	56	17	between	between	ADP
fcis-3175	56	18	web	web	NOUN
fcis-3175	56	19	pages	page	NOUN
fcis-3175	56	20	on	on	ADP
fcis-3175	56	21	the	the	DET
fcis-3175	56	22	one	one	NUM
fcis-3175	56	23	hand	hand	NOUN
fcis-3175	56	24	,	,	PUNCT
fcis-3175	56	25	and	and	CCONJ
fcis-3175	56	26	cover	cover	VERB
fcis-3175	56	27	multiple	multiple	ADJ
fcis-3175	56	28	semantic	semantic	ADJ
fcis-3175	56	29	relationships	relationship	NOUN
fcis-3175	56	30	existing	exist	VERB
fcis-3175	56	31	between	between	ADP
fcis-3175	56	32	multiple	multiple	ADJ
fcis-3175	56	33	entities	entity	NOUN
fcis-3175	56	34	on	on	ADP
fcis-3175	56	35	the	the	DET
fcis-3175	56	36	other	other	ADJ
fcis-3175	56	37	.	.	PUNCT
fcis-3175	57	1	the	the	DET
fcis-3175	57	2	content	content	NOUN
fcis-3175	57	3	of	of	ADP
fcis-3175	57	4	the	the	DET
fcis-3175	57	5	knowledge	knowledge	NOUN
fcis-3175	57	6	graph	graph	NOUN
fcis-3175	57	7	to	to	ADP
fcis-3175	57	8	the	the	DET
fcis-3175	57	9	previous	previous	ADJ
fcis-3175	57	10	search	search	NOUN
fcis-3175	57	11	engine	engine	NOUN
fcis-3175	57	12	for	for	ADP
fcis-3175	57	13	innovation	innovation	NOUN
fcis-3175	57	14	focuses	focus	VERB
fcis-3175	57	15	on	on	ADP
fcis-3175	57	16	the	the	DET
fcis-3175	57	17	expansion	expansion	NOUN
fcis-3175	57	18	of	of	ADP
fcis-3175	57	19	the	the	DET
fcis-3175	57	20	query	query	NOUN
fcis-3175	57	21	,	,	PUNCT
fcis-3175	57	22	through	through	ADP
fcis-3175	57	23	the	the	DET
fcis-3175	57	24	knowledge	knowledge	NOUN
fcis-3175	57	25	graph	graph	NOUN
fcis-3175	57	26	to	to	PART
fcis-3175	57	27	retrieve	retrieve	VERB
fcis-3175	57	28	the	the	DET
fcis-3175	57	29	entities	entity	NOUN
fcis-3175	57	30	involved	involve	VERB
fcis-3175	57	31	in	in	ADP
fcis-3175	57	32	the	the	DET
fcis-3175	57	33	query	query	NOUN
fcis-3175	57	34	content	content	NOUN
fcis-3175	57	35	and	and	CCONJ
fcis-3175	57	36	the	the	DET
fcis-3175	57	37	connectivity	connectivity	NOUN
fcis-3175	57	38	between	between	ADP
fcis-3175	57	39	the	the	DET
fcis-3175	57	40	entities	entity	NOUN
fcis-3175	57	41	,	,	PUNCT
fcis-3175	57	42	and	and	CCONJ
fcis-3175	57	43	also	also	ADV
fcis-3175	57	44	to	to	PART
fcis-3175	57	45	achieve	achieve	VERB
fcis-3175	57	46	the	the	DET
fcis-3175	57	47	provision	provision	NOUN
fcis-3175	57	48	of	of	ADP
fcis-3175	57	49	more	more	ADJ
fcis-3175	57	50	attribute	attribute	NOUN
fcis-3175	57	51	content	content	NOUN
fcis-3175	57	52	,	,	PUNCT
fcis-3175	57	53	so	so	SCONJ
fcis-3175	57	54	as	as	SCONJ
fcis-3175	57	55	to	to	PART
fcis-3175	57	56	meet	meet	VERB
fcis-3175	57	57	the	the	DET
fcis-3175	57	58	user	user	NOUN
fcis-3175	57	59	's	's	PART
fcis-3175	57	60	query	query	NOUN
fcis-3175	57	61	needs	need	NOUN
fcis-3175	57	62	.	.	PUNCT
fcis-3175	58	1	struck	strike	VERB
fcis-3175	58	2	adam	adam	PROPN
fcis-3175	58	3	and	and	CCONJ
fcis-3175	58	4	other	other	ADJ
fcis-3175	58	5	scholars	scholar	NOUN
fcis-3175	58	6	[	[	X
fcis-3175	58	7	11	11	NUM
fcis-3175	58	8	]	]	PUNCT
fcis-3175	58	9	proposed	propose	VERB
fcis-3175	58	10	that	that	SCONJ
fcis-3175	58	11	medical	medical	ADJ
fcis-3175	58	12	knowledge	knowledge	NOUN
fcis-3175	58	13	graphs	graph	NOUN
fcis-3175	58	14	have	have	AUX
fcis-3175	58	15	become	become	VERB
fcis-3175	58	16	a	a	DET
fcis-3175	58	17	common	common	ADJ
fcis-3175	58	18	method	method	NOUN
fcis-3175	58	19	for	for	ADP
fcis-3175	58	20	representing	represent	VERB
fcis-3175	58	21	biomedical	biomedical	ADJ
fcis-3175	58	22	knowledge	knowledge	NOUN
fcis-3175	58	23	and	and	CCONJ
fcis-3175	58	24	is	be	AUX
fcis-3175	58	25	to	to	PART
fcis-3175	58	26	achieve	achieve	VERB
fcis-3175	58	27	effective	effective	ADJ
fcis-3175	58	28	combination	combination	NOUN
fcis-3175	58	29	of	of	ADP
fcis-3175	58	30	information	information	NOUN
fcis-3175	58	31	retrieval	retrieval	NOUN
fcis-3175	58	32	and	and	CCONJ
fcis-3175	58	33	umls	umls	NOUN
fcis-3175	58	34	to	to	PART
fcis-3175	58	35	achieve	achieve	VERB
fcis-3175	58	36	query	query	NOUN
fcis-3175	58	37	expansion	expansion	NOUN
fcis-3175	58	38	,	,	PUNCT
fcis-3175	58	39	which	which	PRON
fcis-3175	58	40	is	be	AUX
fcis-3175	58	41	then	then	ADV
fcis-3175	58	42	widely	widely	ADV
fcis-3175	58	43	applied	apply	VERB
fcis-3175	58	44	to	to	ADP
fcis-3175	58	45	the	the	DET
fcis-3175	58	46	medical	medical	ADJ
fcis-3175	58	47	field	field	NOUN
fcis-3175	58	48	.	.	PUNCT
fcis-3175	59	1	some	some	DET
fcis-3175	59	2	scholars	scholar	NOUN
fcis-3175	59	3	achieved	achieve	VERB
fcis-3175	59	4	query	query	NOUN
fcis-3175	59	5	expansion	expansion	NOUN
fcis-3175	59	6	by	by	ADP
fcis-3175	59	7	incorporating	incorporate	VERB
fcis-3175	59	8	medical	medical	ADJ
fcis-3175	59	9	ontology	ontology	NOUN
fcis-3175	59	10	mesh	mesh	NOUN
fcis-3175	59	11	into	into	ADP
fcis-3175	59	12	the	the	DET
fcis-3175	59	13	search	search	NOUN
fcis-3175	59	14	engine	engine	NOUN
fcis-3175	59	15	,	,	PUNCT
fcis-3175	59	16	involving	involve	VERB
fcis-3175	59	17	entities	entity	NOUN
fcis-3175	59	18	of	of	ADP
fcis-3175	59	19	synonymy	synonymy	NOUN
fcis-3175	59	20	,	,	PUNCT
fcis-3175	59	21	proximity	proximity	NOUN
fcis-3175	59	22	and	and	CCONJ
fcis-3175	59	23	other	other	ADJ
fcis-3175	59	24	concepts	concept	NOUN
fcis-3175	59	25	as	as	ADV
fcis-3175	59	26	well	well	ADV
fcis-3175	59	27	as	as	ADP
fcis-3175	59	28	linkage	linkage	NOUN
fcis-3175	59	29	,	,	PUNCT
fcis-3175	59	30	so	so	SCONJ
fcis-3175	59	31	that	that	SCONJ
fcis-3175	59	32	the	the	DET
fcis-3175	59	33	efficiency	efficiency	NOUN
fcis-3175	59	34	of	of	ADP
fcis-3175	59	35	information	information	NOUN
fcis-3175	59	36	retrieval	retrieval	NOUN
fcis-3175	59	37	can	can	AUX
fcis-3175	59	38	be	be	AUX
fcis-3175	59	39	effectively	effectively	ADV
fcis-3175	59	40	improved	improve	VERB
fcis-3175	59	41	.	.	PUNCT
fcis-3175	60	1	based	base	VERB
fcis-3175	60	2	on	on	ADP
fcis-3175	60	3	the	the	DET
fcis-3175	60	4	medical	medical	ADJ
fcis-3175	60	5	oncology	oncology	NOUN
fcis-3175	60	6	,	,	PUNCT
fcis-3175	60	7	lsa	lsa	PROPN
fcis-3175	60	8	is	be	AUX
fcis-3175	60	9	used	use	VERB
fcis-3175	60	10	to	to	PART
fcis-3175	60	11	automate	automate	VERB
fcis-3175	60	12	the	the	DET
fcis-3175	60	13	exploration	exploration	NOUN
fcis-3175	60	14	of	of	ADP
fcis-3175	60	15	the	the	DET
fcis-3175	60	16	semantic	semantic	ADJ
fcis-3175	60	17	linkage	linkage	NOUN
fcis-3175	60	18	of	of	ADP
fcis-3175	60	19	entities	entity	NOUN
fcis-3175	60	20	,	,	PUNCT
fcis-3175	60	21	such	such	ADJ
fcis-3175	60	22	as	as	ADP
fcis-3175	60	23	the	the	DET
fcis-3175	60	24	relationship	relationship	NOUN
fcis-3175	60	25	between	between	ADP
fcis-3175	60	26	drugs	drug	NOUN
fcis-3175	60	27	leading	lead	VERB
fcis-3175	60	28	to	to	ADP
fcis-3175	60	29	complications	complication	NOUN
fcis-3175	60	30	and	and	CCONJ
fcis-3175	60	31	the	the	DET
fcis-3175	60	32	co	co	NOUN
fcis-3175	60	33	-	-	NOUN
fcis-3175	60	34	action	action	NOUN
fcis-3175	60	35	relationship	relationship	NOUN
fcis-3175	60	36	between	between	ADP
fcis-3175	60	37	multiple	multiple	ADJ
fcis-3175	60	38	drugs	drug	NOUN
fcis-3175	60	39	,	,	PUNCT
fcis-3175	60	40	to	to	PART
fcis-3175	60	41	complete	complete	VERB
fcis-3175	60	42	the	the	DET
fcis-3175	60	43	query	query	NOUN
fcis-3175	60	44	expansion	expansion	NOUN
fcis-3175	60	45	of	of	ADP
fcis-3175	60	46	entities	entity	NOUN
fcis-3175	60	47	and	and	CCONJ
fcis-3175	60	48	relationships	relationship	NOUN
fcis-3175	60	49	.	.	PUNCT
fcis-3175	61	1	our	our	PRON
fcis-3175	61	2	scientists	scientist	NOUN
fcis-3175	61	3	constructed	construct	VERB
fcis-3175	61	4	the	the	DET
fcis-3175	61	5	medical	medical	ADJ
fcis-3175	61	6	language	language	NOUN
fcis-3175	61	7	system	system	NOUN
fcis-3175	61	8	in	in	ADP
fcis-3175	61	9	2002	2002	NUM
fcis-3175	61	10	and	and	CCONJ
fcis-3175	61	11	built	build	VERB
fcis-3175	61	12	a	a	DET
fcis-3175	61	13	medical	medical	ADJ
fcis-3175	61	14	knowledge	knowledge	NOUN
fcis-3175	61	15	map	map	NOUN
fcis-3175	61	16	with	with	ADP
fcis-3175	61	17	more	more	ADJ
fcis-3175	61	18	than	than	ADP
fcis-3175	61	19	120,000	120,000	NUM
fcis-3175	61	20	concepts	concept	NOUN
fcis-3175	61	21	,	,	PUNCT
fcis-3175	61	22	600,000	600,000	NUM
fcis-3175	61	23	terms	term	NOUN
fcis-3175	61	24	,	,	PUNCT
fcis-3175	61	25	etc	etc	X
fcis-3175	61	26	.	.	X
fcis-3175	62	1	its	its	PRON
fcis-3175	62	2	main	main	ADJ
fcis-3175	62	3	purpose	purpose	NOUN
fcis-3175	62	4	is	be	AUX
fcis-3175	62	5	to	to	PART
fcis-3175	62	6	add	add	VERB
fcis-3175	62	7	knowledge	knowledge	NOUN
fcis-3175	62	8	cards	card	NOUN
fcis-3175	62	9	and	and	CCONJ
fcis-3175	62	10	knowledge	knowledge	NOUN
fcis-3175	62	11	maps	map	NOUN
fcis-3175	62	12	to	to	ADP
fcis-3175	62	13	the	the	DET
fcis-3175	62	14	content	content	NOUN
fcis-3175	62	15	of	of	ADP
fcis-3175	62	16	the	the	DET
fcis-3175	62	17	search	search	NOUN
fcis-3175	62	18	system	system	NOUN
fcis-3175	62	19	to	to	PART
fcis-3175	62	20	realize	realize	VERB
fcis-3175	62	21	the	the	DET
fcis-3175	62	22	concretization	concretization	NOUN
fcis-3175	62	23	of	of	ADP
fcis-3175	62	24	all	all	DET
fcis-3175	62	25	concepts	concept	NOUN
fcis-3175	62	26	,	,	PUNCT
fcis-3175	62	27	and	and	CCONJ
fcis-3175	62	28	users	user	NOUN
fcis-3175	62	29	independently	independently	ADV
fcis-3175	62	30	select	select	VERB
fcis-3175	62	31	concepts	concept	NOUN
fcis-3175	62	32	to	to	PART
fcis-3175	62	33	implement	implement	VERB
fcis-3175	62	34	relevant	relevant	ADJ
fcis-3175	62	35	searches	search	NOUN
fcis-3175	62	36	.	.	PUNCT
fcis-3175	63	1	(	(	PUNCT
fcis-3175	63	2	see	see	VERB
fcis-3175	63	3	figure	figure	NOUN
fcis-3175	63	4	1	1	NUM
fcis-3175	63	5	for	for	ADP
fcis-3175	63	6	details	detail	NOUN
fcis-3175	63	7	)	)	PUNCT
fcis-3175	63	8	.	.	PUNCT
fcis-3175	64	1	there	there	PRON
fcis-3175	64	2	are	be	VERB
fcis-3175	64	3	already	already	ADV
fcis-3175	64	4	a	a	DET
fcis-3175	64	5	number	number	NOUN
fcis-3175	64	6	of	of	ADP
fcis-3175	64	7	relatively	relatively	ADV
fcis-3175	64	8	mature	mature	ADJ
fcis-3175	64	9	knowledge	knowledge	NOUN
fcis-3175	64	10	bases	basis	NOUN
fcis-3175	64	11	for	for	ADP
fcis-3175	64	12	the	the	DET
fcis-3175	64	13	medical	medical	ADJ
fcis-3175	64	14	field	field	NOUN
fcis-3175	64	15	abroad	abroad	ADV
fcis-3175	64	16	,	,	PUNCT
fcis-3175	64	17	such	such	ADJ
fcis-3175	64	18	as	as	ADP
fcis-3175	64	19	drugbank	drugbank	NOUN
fcis-3175	64	20	as	as	ADP
fcis-3175	64	21	a	a	DET
fcis-3175	64	22	comprehensive	comprehensive	ADJ
fcis-3175	64	23	,	,	PUNCT
fcis-3175	64	24	freely	freely	ADV
fcis-3175	64	25	accessible	accessible	ADJ
fcis-3175	64	26	bioinformatics	bioinformatics	NOUN
fcis-3175	64	27	and	and	CCONJ
fcis-3175	64	28	chemical	chemical	NOUN
fcis-3175	64	29	information	information	NOUN
fcis-3175	64	30	repository	repository	NOUN
fcis-3175	64	31	,	,	PUNCT
fcis-3175	64	32	which	which	PRON
fcis-3175	64	33	has	have	AUX
fcis-3175	64	34	contained	contain	VERB
fcis-3175	64	35	10,513	10,513	NUM
fcis-3175	64	36	drug	drug	NOUN
fcis-3175	64	37	entries	entry	NOUN
fcis-3175	64	38	and	and	CCONJ
fcis-3175	64	39	4,774	4,774	NUM
fcis-3175	64	40	non	non	ADJ
fcis-3175	64	41	-	-	ADJ
fcis-3175	64	42	redundant	redundant	ADJ
fcis-3175	64	43	protein	protein	NOUN
fcis-3175	64	44	sequence	sequence	NOUN
fcis-3175	64	45	information	information	NOUN
fcis-3175	64	46	as	as	ADP
fcis-3175	64	47	of	of	ADP
fcis-3175	64	48	november	november	PROPN
fcis-3175	64	49	2017	2017	NUM
fcis-3175	64	50	,	,	PUNCT
fcis-3175	64	51	and	and	CCONJ
fcis-3175	64	52	is	be	AUX
fcis-3175	64	53	widely	widely	ADV
fcis-3175	64	54	used	use	VERB
fcis-3175	64	55	by	by	ADP
fcis-3175	64	56	the	the	DET
fcis-3175	64	57	pharmaceutical	pharmaceutical	NOUN
fcis-3175	64	58	industry	industry	NOUN
fcis-3175	64	59	and	and	CCONJ
fcis-3175	64	60	medical	medical	ADJ
fcis-3175	64	61	education	education	NOUN
fcis-3175	64	62	industry	industry	NOUN
fcis-3175	64	63	for	for	ADP
fcis-3175	64	64	simulated	simulated	ADJ
fcis-3175	64	65	drug	drug	NOUN
fcis-3175	64	66	target	target	NOUN
fcis-3175	64	67	discovery	discovery	NOUN
fcis-3175	64	68	,	,	PUNCT
fcis-3175	64	69	drug	drug	NOUN
fcis-3175	64	70	docking	docking	NOUN
fcis-3175	64	71	screening	screening	NOUN
fcis-3175	64	72	,	,	PUNCT
fcis-3175	64	73	drug	drug	NOUN
fcis-3175	64	74	interaction	interaction	NOUN
fcis-3175	64	75	prediction	prediction	NOUN
fcis-3175	64	76	,	,	PUNCT
fcis-3175	64	77	and	and	CCONJ
fcis-3175	64	78	many	many	ADJ
fcis-3175	64	79	other	other	ADJ
fcis-3175	64	80	research	research	NOUN
fcis-3175	64	81	areas	area	NOUN
fcis-3175	64	82	.	.	PUNCT
fcis-3175	65	1	figure	figure	VERB
fcis-3175	65	2	1	1	NUM
fcis-3175	65	3	.	.	PUNCT
fcis-3175	66	1	view	view	PROPN
fcis-3175	66	2	visual	visual	ADJ
fcis-3175	66	3	data	datum	NOUN
fcis-3175	66	4	3.2	3.2	NUM
fcis-3175	66	5	.	.	PUNCT
fcis-3175	67	1	medical	medical	ADJ
fcis-3175	67	2	q&a	q&a	PROPN
fcis-3175	67	3	system	system	NOUN
fcis-3175	67	4	medical	medical	ADJ
fcis-3175	67	5	question	question	NOUN
fcis-3175	67	6	and	and	CCONJ
fcis-3175	67	7	answer	answer	NOUN
fcis-3175	67	8	systems	system	NOUN
fcis-3175	67	9	are	be	AUX
fcis-3175	67	10	also	also	ADV
fcis-3175	67	11	a	a	DET
fcis-3175	67	12	specific	specific	ADJ
fcis-3175	67	13	aspect	aspect	NOUN
fcis-3175	67	14	of	of	ADP
fcis-3175	67	15	the	the	DET
fcis-3175	67	16	application	application	NOUN
fcis-3175	67	17	of	of	ADP
fcis-3175	67	18	knowledge	knowledge	NOUN
fcis-3175	67	19	graphs	graph	NOUN
fcis-3175	67	20	.	.	PUNCT
fcis-3175	68	1	the	the	DET
fcis-3175	68	2	main	main	ADJ
fcis-3175	68	3	means	mean	NOUN
fcis-3175	68	4	of	of	ADP
fcis-3175	68	5	constructing	construct	VERB
fcis-3175	68	6	q&a	q&a	PROPN
fcis-3175	68	7	systems	system	NOUN
fcis-3175	68	8	based	base	VERB
fcis-3175	68	9	on	on	ADP
fcis-3175	68	10	knowledge	knowledge	NOUN
fcis-3175	68	11	graphs	graph	NOUN
fcis-3175	68	12	today	today	NOUN
fcis-3175	68	13	are	be	AUX
fcis-3175	68	14	:	:	PUNCT
fcis-3175	68	15	first	first	ADJ
fcis-3175	68	16	,	,	PUNCT
fcis-3175	68	17	information	information	NOUN
fcis-3175	68	18	-	-	PUNCT
fcis-3175	68	19	based	base	VERB
fcis-3175	68	20	extraction	extraction	NOUN
fcis-3175	68	21	,	,	PUNCT
fcis-3175	68	22	where	where	SCONJ
fcis-3175	68	23	information	information	NOUN
fcis-3175	68	24	about	about	ADP
fcis-3175	68	25	the	the	DET
fcis-3175	68	26	question	question	NOUN
fcis-3175	68	27	is	be	AUX
fcis-3175	68	28	integrated	integrate	VERB
fcis-3175	68	29	with	with	ADP
fcis-3175	68	30	resources	resource	NOUN
fcis-3175	68	31	in	in	ADP
fcis-3175	68	32	the	the	DET
fcis-3175	68	33	database	database	NOUN
fcis-3175	68	34	to	to	PART
fcis-3175	68	35	select	select	VERB
fcis-3175	68	36	appropriate	appropriate	ADJ
fcis-3175	68	37	answers	answer	NOUN
fcis-3175	68	38	;	;	PUNCT
fcis-3175	68	39	second	second	ADJ
fcis-3175	68	40	,	,	PUNCT
fcis-3175	68	41	semantic	semantic	ADJ
fcis-3175	68	42	analysis	analysis	NOUN
fcis-3175	68	43	-	-	PUNCT
fcis-3175	68	44	based	base	VERB
fcis-3175	68	45	approach	approach	NOUN
fcis-3175	68	46	,	,	PUNCT
fcis-3175	68	47	where	where	SCONJ
fcis-3175	68	48	linguistic	linguistic	ADJ
fcis-3175	68	49	questions	question	NOUN
fcis-3175	68	50	are	be	AUX
fcis-3175	68	51	decomposed	decompose	VERB
fcis-3175	68	52	into	into	ADP
fcis-3175	68	53	logical	logical	ADJ
fcis-3175	68	54	expressions	expression	NOUN
fcis-3175	68	55	,	,	PUNCT
fcis-3175	68	56	and	and	CCONJ
fcis-3175	68	57	then	then	ADV
fcis-3175	68	58	the	the	DET
fcis-3175	68	59	final	final	ADJ
fcis-3175	68	60	answers	answer	NOUN
fcis-3175	68	61	are	be	AUX
fcis-3175	68	62	explored	explore	VERB
fcis-3175	68	63	based	base	VERB
fcis-3175	68	64	on	on	ADP
fcis-3175	68	65	such	such	ADJ
fcis-3175	68	66	expressions	expression	NOUN
fcis-3175	68	67	into	into	ADP
fcis-3175	68	68	the	the	DET
fcis-3175	68	69	knowledge	knowledge	NOUN
fcis-3175	68	70	base	base	NOUN
fcis-3175	68	71	;	;	PUNCT
fcis-3175	68	72	third	third	X
fcis-3175	68	73	,	,	PUNCT
fcis-3175	68	74	vector	vector	NOUN
fcis-3175	68	75	space	space	NOUN
fcis-3175	68	76	modeling	modeling	NOUN
fcis-3175	68	77	-	-	PUNCT
fcis-3175	68	78	based	base	VERB
fcis-3175	68	79	approach	approach	NOUN
fcis-3175	68	80	,	,	PUNCT
fcis-3175	68	81	where	where	SCONJ
fcis-3175	68	82	vector	vector	NOUN
fcis-3175	68	83	space	space	NOUN
fcis-3175	68	84	is	be	AUX
fcis-3175	68	85	used	use	VERB
fcis-3175	68	86	to	to	PART
fcis-3175	68	87	develop	develop	VERB
fcis-3175	68	88	discourse	discourse	NOUN
fcis-3175	68	89	on	on	ADP
fcis-3175	68	90	linguistic	linguistic	ADJ
fcis-3175	68	91	questions	question	NOUN
fcis-3175	68	92	and	and	CCONJ
fcis-3175	68	93	entity	entity	NOUN
fcis-3175	68	94	relationships	relationship	NOUN
fcis-3175	68	95	,	,	PUNCT
fcis-3175	68	96	and	and	CCONJ
fcis-3175	68	97	answers	answer	NOUN
fcis-3175	68	98	are	be	AUX
fcis-3175	68	99	constructed	construct	VERB
fcis-3175	68	100	based	base	VERB
fcis-3175	68	101	on	on	ADP
fcis-3175	68	102	question	question	NOUN
fcis-3175	68	103	models	model	NOUN
fcis-3175	68	104	supported	support	VERB
fcis-3175	68	105	by	by	ADP
fcis-3175	68	106	machine	machine	NOUN
fcis-3175	68	107	learning	learning	NOUN
fcis-3175	68	108	and	and	CCONJ
fcis-3175	68	109	deep	deep	ADJ
fcis-3175	68	110	learning	learning	NOUN
fcis-3175	68	111	.	.	PUNCT
fcis-3175	69	1	the	the	DET
fcis-3175	69	2	third	third	ADJ
fcis-3175	69	3	approach	approach	NOUN
fcis-3175	69	4	is	be	AUX
fcis-3175	69	5	based	base	VERB
fcis-3175	69	6	on	on	ADP
fcis-3175	69	7	vector	vector	NOUN
fcis-3175	69	8	space	space	NOUN
fcis-3175	69	9	modeling	modeling	NOUN
fcis-3175	69	10	,	,	PUNCT
fcis-3175	69	11	which	which	PRON
fcis-3175	69	12	uses	use	VERB
fcis-3175	69	13	vector	vector	NOUN
fcis-3175	69	14	space	space	NOUN
fcis-3175	69	15	to	to	PART
fcis-3175	69	16	develop	develop	VERB
fcis-3175	69	17	a	a	DET
fcis-3175	69	18	108	108	NUM
fcis-3175	69	19	discourse	discourse	NOUN
fcis-3175	69	20	on	on	ADP
fcis-3175	69	21	the	the	DET
fcis-3175	69	22	relationship	relationship	NOUN
fcis-3175	69	23	between	between	ADP
fcis-3175	69	24	linguistic	linguistic	ADJ
fcis-3175	69	25	questions	question	NOUN
fcis-3175	69	26	and	and	CCONJ
fcis-3175	69	27	entities	entity	NOUN
fcis-3175	69	28	,	,	PUNCT
fcis-3175	69	29	and	and	CCONJ
fcis-3175	69	30	constructs	construct	VERB
fcis-3175	69	31	a	a	DET
fcis-3175	69	32	question	question	NOUN
fcis-3175	69	33	model	model	NOUN
fcis-3175	69	34	with	with	ADP
fcis-3175	69	35	the	the	DET
fcis-3175	69	36	support	support	NOUN
fcis-3175	69	37	of	of	ADP
fcis-3175	69	38	machine	machine	NOUN
fcis-3175	69	39	learning	learning	NOUN
fcis-3175	69	40	and	and	CCONJ
fcis-3175	69	41	deep	deep	ADJ
fcis-3175	69	42	learning	learning	NOUN
fcis-3175	69	43	to	to	PART
fcis-3175	69	44	answer	answer	VERB
fcis-3175	69	45	.	.	PUNCT
fcis-3175	70	1	in	in	ADP
fcis-3175	70	2	the	the	DET
fcis-3175	70	3	past	past	NOUN
fcis-3175	70	4	,	,	PUNCT
fcis-3175	70	5	scholars	scholar	NOUN
fcis-3175	70	6	have	have	AUX
fcis-3175	70	7	mainly	mainly	ADV
fcis-3175	70	8	explored	explore	VERB
fcis-3175	70	9	medical	medical	ADJ
fcis-3175	70	10	question	question	NOUN
fcis-3175	70	11	and	and	CCONJ
fcis-3175	70	12	answer	answer	NOUN
fcis-3175	70	13	systems	system	NOUN
fcis-3175	70	14	in	in	ADP
fcis-3175	70	15	terms	term	NOUN
fcis-3175	70	16	of	of	ADP
fcis-3175	70	17	information	information	NOUN
fcis-3175	70	18	retrieval	retrieval	NOUN
fcis-3175	70	19	and	and	CCONJ
fcis-3175	70	20	summarization	summarization	NOUN
fcis-3175	70	21	techniques	technique	NOUN
fcis-3175	70	22	,	,	PUNCT
fcis-3175	70	23	but	but	CCONJ
fcis-3175	70	24	after	after	ADP
fcis-3175	70	25	the	the	DET
fcis-3175	70	26	emergence	emergence	NOUN
fcis-3175	70	27	of	of	ADP
fcis-3175	70	28	the	the	DET
fcis-3175	70	29	knowledge	knowledge	NOUN
fcis-3175	70	30	graph	graph	NOUN
fcis-3175	70	31	concept	concept	NOUN
fcis-3175	70	32	,	,	PUNCT
fcis-3175	70	33	scholars	scholar	NOUN
fcis-3175	70	34	'	'	PART
fcis-3175	70	35	research	research	NOUN
fcis-3175	70	36	has	have	AUX
fcis-3175	70	37	shifted	shift	VERB
fcis-3175	70	38	to	to	ADP
fcis-3175	70	39	knowledge	knowledge	NOUN
fcis-3175	70	40	graph	graph	NOUN
fcis-3175	70	41	-	-	PUNCT
fcis-3175	70	42	based	base	VERB
fcis-3175	70	43	question	question	NOUN
fcis-3175	70	44	and	and	CCONJ
fcis-3175	70	45	answer	answer	NOUN
fcis-3175	70	46	systems	system	NOUN
fcis-3175	70	47	.	.	PUNCT
fcis-3175	71	1	fecho	fecho	NOUN
fcis-3175	71	2	karamarie	karamarie	PROPN
fcis-3175	71	3	et	et	PROPN
fcis-3175	71	4	al	al	PROPN
fcis-3175	72	1	[	[	X
fcis-3175	72	2	12	12	NUM
fcis-3175	72	3	]	]	PUNCT
fcis-3175	72	4	introduced	introduce	VERB
fcis-3175	72	5	the	the	DET
fcis-3175	72	6	biomedical	biomedical	ADJ
fcis-3175	72	7	map	map	NOUN
fcis-3175	72	8	of	of	ADP
fcis-3175	72	9	evidence	evidence	NOUN
fcis-3175	72	10	(	(	PUNCT
fcis-3175	72	11	bmeg	bmeg	PROPN
fcis-3175	72	12	)	)	PUNCT
fcis-3175	72	13	,	,	PUNCT
fcis-3175	72	14	a	a	DET
fcis-3175	72	15	graphical	graphical	ADJ
fcis-3175	72	16	database	database	NOUN
fcis-3175	72	17	and	and	CCONJ
fcis-3175	72	18	query	query	NOUN
fcis-3175	72	19	engine	engine	NOUN
fcis-3175	72	20	for	for	ADP
fcis-3175	72	21	cancer	cancer	NOUN
fcis-3175	72	22	biology	biology	NOUN
fcis-3175	72	23	discovery	discovery	NOUN
fcis-3175	72	24	and	and	CCONJ
fcis-3175	72	25	analysis	analysis	NOUN
fcis-3175	72	26	.	.	PUNCT
fcis-3175	73	1	bmeg	bmeg	PROPN
fcis-3175	73	2	is	be	AUX
fcis-3175	73	3	unique	unique	ADJ
fcis-3175	73	4	from	from	ADP
fcis-3175	73	5	other	other	ADJ
fcis-3175	73	6	biological	biological	ADJ
fcis-3175	73	7	data	datum	NOUN
fcis-3175	73	8	maps	map	NOUN
fcis-3175	73	9	in	in	ADP
fcis-3175	73	10	that	that	DET
fcis-3175	73	11	sample	sample	NOUN
fcis-3175	73	12	-	-	PUNCT
fcis-3175	73	13	level	level	NOUN
fcis-3175	73	14	molecular	molecular	ADJ
fcis-3175	73	15	and	and	CCONJ
fcis-3175	73	16	clinical	clinical	ADJ
fcis-3175	73	17	information	information	NOUN
fcis-3175	73	18	is	be	AUX
fcis-3175	73	19	correlated	correlate	VERB
fcis-3175	73	20	with	with	ADP
fcis-3175	73	21	a	a	DET
fcis-3175	73	22	reference	reference	NOUN
fcis-3175	73	23	knowledge	knowledge	NOUN
fcis-3175	73	24	base	base	NOUN
fcis-3175	73	25	.	.	PUNCT
fcis-3175	74	1	it	it	PRON
fcis-3175	74	2	combines	combine	VERB
fcis-3175	74	3	gene	gene	NOUN
fcis-3175	74	4	expression	expression	NOUN
fcis-3175	74	5	and	and	CCONJ
fcis-3175	74	6	mutation	mutation	NOUN
fcis-3175	74	7	data	datum	NOUN
fcis-3175	74	8	with	with	ADP
fcis-3175	74	9	drug	drug	NOUN
fcis-3175	74	10	response	response	NOUN
fcis-3175	74	11	experiments	experiment	NOUN
fcis-3175	74	12	,	,	PUNCT
fcis-3175	74	13	pathway	pathway	NOUN
fcis-3175	74	14	information	information	NOUN
fcis-3175	74	15	databases	database	NOUN
fcis-3175	74	16	,	,	PUNCT
fcis-3175	74	17	and	and	CCONJ
fcis-3175	74	18	literature	literature	NOUN
fcis-3175	74	19	-	-	PUNCT
fcis-3175	74	20	derived	derive	VERB
fcis-3175	74	21	associations	association	NOUN
fcis-3175	74	22	.	.	PUNCT
fcis-3175	75	1	another	another	DET
fcis-3175	75	2	study	study	NOUN
fcis-3175	75	3	indicated	indicate	VERB
fcis-3175	75	4	that	that	SCONJ
fcis-3175	75	5	after	after	ADP
fcis-3175	75	6	synthesizing	synthesize	VERB
fcis-3175	75	7	the	the	DET
fcis-3175	75	8	two	two	NUM
fcis-3175	75	9	knowledge	knowledge	NOUN
fcis-3175	75	10	bases	basis	NOUN
fcis-3175	75	11	,	,	PUNCT
fcis-3175	75	12	umls	umls	NOUN
fcis-3175	75	13	and	and	CCONJ
fcis-3175	75	14	wordnet	wordnet	NOUN
fcis-3175	75	15	the	the	DET
fcis-3175	75	16	ten	ten	NUM
fcis-3175	75	17	major	major	ADJ
fcis-3175	75	18	dimensions	dimension	NOUN
fcis-3175	75	19	of	of	ADP
fcis-3175	75	20	medical	medical	ADJ
fcis-3175	75	21	problems	problem	NOUN
fcis-3175	75	22	are	be	AUX
fcis-3175	75	23	summarized	summarize	VERB
fcis-3175	75	24	,	,	PUNCT
fcis-3175	75	25	and	and	CCONJ
fcis-3175	75	26	the	the	DET
fcis-3175	75	27	logical	logical	ADJ
fcis-3175	75	28	order	order	NOUN
fcis-3175	75	29	of	of	ADP
fcis-3175	75	30	the	the	DET
fcis-3175	75	31	problems	problem	NOUN
fcis-3175	75	32	is	be	AUX
fcis-3175	75	33	realized	realize	VERB
fcis-3175	75	34	with	with	ADP
fcis-3175	75	35	the	the	DET
fcis-3175	75	36	help	help	NOUN
fcis-3175	75	37	of	of	ADP
fcis-3175	75	38	natural	natural	ADJ
fcis-3175	75	39	language	language	NOUN
fcis-3175	75	40	processing	processing	NOUN
fcis-3175	75	41	technology	technology	NOUN
fcis-3175	75	42	,	,	PUNCT
fcis-3175	75	43	and	and	CCONJ
fcis-3175	75	44	then	then	ADV
fcis-3175	75	45	the	the	DET
fcis-3175	75	46	results	result	NOUN
fcis-3175	75	47	are	be	AUX
fcis-3175	75	48	searched	search	VERB
fcis-3175	75	49	in	in	ADP
fcis-3175	75	50	the	the	DET
fcis-3175	75	51	huge	huge	ADJ
fcis-3175	75	52	knowledge	knowledge	NOUN
fcis-3175	75	53	base	base	NOUN
fcis-3175	75	54	.	.	PUNCT
fcis-3175	76	1	after	after	ADP
fcis-3175	76	2	researching	research	VERB
fcis-3175	76	3	the	the	DET
fcis-3175	76	4	medical	medical	ADJ
fcis-3175	76	5	ontology	ontology	NOUN
fcis-3175	76	6	-	-	PUNCT
fcis-3175	76	7	based	base	VERB
fcis-3175	76	8	q&a	q&a	PROPN
fcis-3175	76	9	system	system	NOUN
fcis-3175	76	10	,	,	PUNCT
fcis-3175	76	11	medical	medical	ADJ
fcis-3175	76	12	oncology	oncology	NOUN
fcis-3175	76	13	,	,	PUNCT
fcis-3175	76	14	medical	medical	ADJ
fcis-3175	76	15	-	-	PUNCT
fcis-3175	76	16	related	relate	VERB
fcis-3175	76	17	knowledge	knowledge	NOUN
fcis-3175	76	18	,	,	PUNCT
fcis-3175	76	19	and	and	CCONJ
fcis-3175	76	20	nlp	nlp	NOUN
fcis-3175	76	21	technology	technology	NOUN
fcis-3175	76	22	are	be	AUX
fcis-3175	76	23	integrated	integrate	VERB
fcis-3175	76	24	to	to	PART
fcis-3175	76	25	automate	automate	VERB
fcis-3175	76	26	the	the	DET
fcis-3175	76	27	q&a	q&a	PROPN
fcis-3175	76	28	system	system	NOUN
fcis-3175	76	29	.	.	PUNCT
fcis-3175	77	1	another	another	DET
fcis-3175	77	2	scholar	scholar	NOUN
fcis-3175	77	3	cooperates	cooperate	VERB
fcis-3175	77	4	with	with	ADP
fcis-3175	77	5	shanghai	shanghai	PROPN
fcis-3175	77	6	shuguang	shuguang	PROPN
fcis-3175	77	7	hospital	hospital	PROPN
fcis-3175	77	8	to	to	PART
fcis-3175	77	9	build	build	VERB
fcis-3175	77	10	a	a	DET
fcis-3175	77	11	knowledge	knowledge	NOUN
fcis-3175	77	12	map	map	NOUN
fcis-3175	77	13	of	of	ADP
fcis-3175	77	14	chinese	chinese	ADJ
fcis-3175	77	15	medicine	medicine	NOUN
fcis-3175	77	16	covering	cover	VERB
fcis-3175	77	17	many	many	ADJ
fcis-3175	77	18	aspects	aspect	NOUN
fcis-3175	77	19	such	such	ADJ
fcis-3175	77	20	as	as	ADP
fcis-3175	77	21	diseases	disease	NOUN
fcis-3175	77	22	,	,	PUNCT
fcis-3175	77	23	symptoms	symptom	NOUN
fcis-3175	77	24	,	,	PUNCT
fcis-3175	77	25	and	and	CCONJ
fcis-3175	77	26	herbal	herbal	ADJ
fcis-3175	77	27	medicines	medicine	NOUN
fcis-3175	77	28	,	,	PUNCT
fcis-3175	77	29	and	and	CCONJ
fcis-3175	77	30	then	then	ADV
fcis-3175	77	31	realizes	realize	VERB
fcis-3175	77	32	problem	problem	NOUN
fcis-3175	77	33	solving	solving	NOUN
fcis-3175	77	34	and	and	CCONJ
fcis-3175	77	35	prescription	prescription	NOUN
fcis-3175	77	36	prescribing	prescribing	NOUN
fcis-3175	77	37	based	base	VERB
fcis-3175	77	38	on	on	ADP
fcis-3175	77	39	this	this	DET
fcis-3175	77	40	map	map	NOUN
fcis-3175	77	41	,	,	PUNCT
fcis-3175	77	42	which	which	PRON
fcis-3175	77	43	can	can	AUX
fcis-3175	77	44	solve	solve	VERB
fcis-3175	77	45	more	more	ADJ
fcis-3175	77	46	problems	problem	NOUN
fcis-3175	77	47	using	use	VERB
fcis-3175	77	48	word	word	NOUN
fcis-3175	77	49	separation	separation	NOUN
fcis-3175	77	50	,	,	PUNCT
fcis-3175	77	51	templates	template	NOUN
fcis-3175	77	52	anyway	anyway	ADV
fcis-3175	77	53	and	and	CCONJ
fcis-3175	77	54	matching	matching	NOUN
fcis-3175	77	55	,	,	PUNCT
fcis-3175	77	56	etc	etc	X
fcis-3175	77	57	.	.	X
fcis-3175	78	1	it	it	PRON
fcis-3175	78	2	can	can	AUX
fcis-3175	78	3	also	also	ADV
fcis-3175	78	4	transform	transform	VERB
fcis-3175	78	5	the	the	DET
fcis-3175	78	6	relevant	relevant	ADJ
fcis-3175	78	7	information	information	NOUN
fcis-3175	78	8	material	material	NOUN
fcis-3175	78	9	into	into	ADP
fcis-3175	78	10	an	an	DET
fcis-3175	78	11	appropriate	appropriate	ADJ
fcis-3175	78	12	way	way	NOUN
fcis-3175	78	13	to	to	PART
fcis-3175	78	14	provide	provide	VERB
fcis-3175	78	15	a	a	DET
fcis-3175	78	16	basis	basis	NOUN
fcis-3175	78	17	for	for	ADP
fcis-3175	78	18	prescription	prescription	NOUN
fcis-3175	78	19	prescribing	prescribing	NOUN
fcis-3175	78	20	based	base	VERB
fcis-3175	78	21	on	on	ADP
fcis-3175	78	22	patient	patient	NOUN
fcis-3175	78	23	-	-	PUNCT
fcis-3175	78	24	specific	specific	ADJ
fcis-3175	78	25	information	information	NOUN
fcis-3175	78	26	uploaded	upload	VERB
fcis-3175	78	27	by	by	ADP
fcis-3175	78	28	doctors	doctor	NOUN
fcis-3175	78	29	.	.	PUNCT
fcis-3175	79	1	3.3	3.3	NUM
fcis-3175	79	2	.	.	PUNCT
fcis-3175	80	1	medical	medical	ADJ
fcis-3175	80	2	decision	decision	NOUN
fcis-3175	80	3	support	support	NOUN
fcis-3175	80	4	system	system	NOUN
fcis-3175	80	5	with	with	ADP
fcis-3175	80	6	the	the	DET
fcis-3175	80	7	aid	aid	NOUN
fcis-3175	80	8	of	of	ADP
fcis-3175	80	9	knowledge	knowledge	NOUN
fcis-3175	80	10	mapping	mapping	NOUN
fcis-3175	80	11	,	,	PUNCT
fcis-3175	80	12	the	the	DET
fcis-3175	80	13	medical	medical	ADJ
fcis-3175	80	14	decision	decision	NOUN
fcis-3175	80	15	system	system	NOUN
fcis-3175	80	16	can	can	AUX
fcis-3175	80	17	make	make	VERB
fcis-3175	80	18	intelligent	intelligent	ADJ
fcis-3175	80	19	treatment	treatment	NOUN
fcis-3175	80	20	plans	plan	NOUN
fcis-3175	80	21	from	from	ADP
fcis-3175	80	22	the	the	DET
fcis-3175	80	23	recorded	recorded	ADJ
fcis-3175	80	24	patient	patient	NOUN
fcis-3175	80	25	symptoms	symptom	NOUN
fcis-3175	80	26	and	and	CCONJ
fcis-3175	80	27	laboratory	laboratory	NOUN
fcis-3175	80	28	results	result	NOUN
fcis-3175	80	29	,	,	PUNCT
fcis-3175	80	30	and	and	CCONJ
fcis-3175	80	31	also	also	ADV
fcis-3175	80	32	analyze	analyze	VERB
fcis-3175	80	33	the	the	DET
fcis-3175	80	34	plans	plan	NOUN
fcis-3175	80	35	made	make	VERB
fcis-3175	80	36	by	by	ADP
fcis-3175	80	37	the	the	DET
fcis-3175	80	38	doctors	doctor	NOUN
fcis-3175	80	39	to	to	PART
fcis-3175	80	40	make	make	VERB
fcis-3175	80	41	up	up	ADP
fcis-3175	80	42	for	for	ADP
fcis-3175	80	43	the	the	DET
fcis-3175	80	44	shortcomings	shortcoming	NOUN
fcis-3175	80	45	and	and	CCONJ
fcis-3175	80	46	avoid	avoid	VERB
fcis-3175	80	47	the	the	DET
fcis-3175	80	48	problems	problem	NOUN
fcis-3175	80	49	of	of	ADP
fcis-3175	80	50	treatment	treatment	NOUN
fcis-3175	80	51	errors	error	NOUN
fcis-3175	80	52	.	.	PUNCT
fcis-3175	81	1	(	(	PUNCT
fcis-3175	81	2	see	see	VERB
fcis-3175	81	3	figure	figure	NOUN
fcis-3175	81	4	2	2	NUM
fcis-3175	81	5	for	for	ADP
fcis-3175	81	6	details	detail	NOUN
fcis-3175	81	7	)	)	PUNCT
fcis-3175	81	8	.	.	PUNCT
fcis-3175	82	1	figure	figure	NOUN
fcis-3175	82	2	2	2	NUM
fcis-3175	82	3	.	.	PUNCT
fcis-3175	83	1	knowledge	knowledge	NOUN
fcis-3175	83	2	graph	graph	NOUN
fcis-3175	83	3	assistance	assistance	NOUN
fcis-3175	83	4	oddin	oddin	PROPN
fcis-3175	83	5	,	,	PUNCT
fcis-3175	83	6	an	an	DET
fcis-3175	83	7	ontology	ontology	NOUN
fcis-3175	83	8	-	-	PUNCT
fcis-3175	83	9	driven	drive	VERB
fcis-3175	83	10	medical	medical	ADJ
fcis-3175	83	11	diagnosis	diagnosis	NOUN
fcis-3175	83	12	system	system	NOUN
fcis-3175	83	13	based	base	VERB
fcis-3175	83	14	on	on	ADP
fcis-3175	83	15	logical	logical	ADJ
fcis-3175	83	16	reasoning	reasoning	NOUN
fcis-3175	83	17	and	and	CCONJ
fcis-3175	83	18	probabilistic	probabilistic	ADJ
fcis-3175	83	19	optimization	optimization	NOUN
fcis-3175	83	20	,	,	PUNCT
fcis-3175	83	21	has	have	AUX
fcis-3175	83	22	been	be	AUX
fcis-3175	83	23	independently	independently	ADV
fcis-3175	83	24	developed	develop	VERB
fcis-3175	83	25	.	.	PUNCT
fcis-3175	84	1	the	the	DET
fcis-3175	84	2	system	system	NOUN
fcis-3175	84	3	as	as	ADP
fcis-3175	84	4	a	a	DET
fcis-3175	84	5	whole	whole	ADJ
fcis-3175	84	6	consists	consist	VERB
fcis-3175	84	7	of	of	ADP
fcis-3175	84	8	two	two	NUM
fcis-3175	84	9	knowledge	knowledge	NOUN
fcis-3175	84	10	bases	basis	NOUN
fcis-3175	84	11	:	:	PUNCT
fcis-3175	84	12	logical	logical	ADJ
fcis-3175	84	13	rules	rule	NOUN
fcis-3175	84	14	and	and	CCONJ
fcis-3175	84	15	medical	medical	ADJ
fcis-3175	84	16	oncology	oncology	NOUN
fcis-3175	84	17	,	,	PUNCT
fcis-3175	84	18	which	which	PRON
fcis-3175	84	19	includes	include	VERB
fcis-3175	84	20	several	several	ADJ
fcis-3175	84	21	rule	rule	NOUN
fcis-3175	84	22	contents	content	NOUN
fcis-3175	84	23	and	and	CCONJ
fcis-3175	84	24	medical	medical	ADJ
fcis-3175	84	25	resources	resource	NOUN
fcis-3175	84	26	,	,	PUNCT
fcis-3175	84	27	allowing	allow	VERB
fcis-3175	84	28	ontology	ontology	NOUN
fcis-3175	84	29	to	to	PART
fcis-3175	84	30	present	present	VERB
fcis-3175	84	31	a	a	DET
fcis-3175	84	32	variety	variety	NOUN
fcis-3175	84	33	of	of	ADP
fcis-3175	84	34	states	state	NOUN
fcis-3175	84	35	,	,	PUNCT
fcis-3175	84	36	rdf	rdf	NOUN
fcis-3175	84	37	,	,	PUNCT
fcis-3175	84	38	rdfs	rdfs	ADJ
fcis-3175	84	39	,	,	PUNCT
fcis-3175	84	40	owl	owl	NOUN
fcis-3175	84	41	is	be	AUX
fcis-3175	84	42	all	all	PRON
fcis-3175	84	43	possible	possible	ADJ
fcis-3175	84	44	,	,	PUNCT
fcis-3175	84	45	and	and	CCONJ
fcis-3175	84	46	diagnosis	diagnosis	NOUN
fcis-3175	84	47	is	be	AUX
fcis-3175	84	48	expanded	expand	VERB
fcis-3175	84	49	based	base	VERB
fcis-3175	84	50	on	on	ADP
fcis-3175	84	51	bayesian	bayesian	NOUN
fcis-3175	84	52	theory	theory	NOUN
fcis-3175	84	53	.	.	PUNCT
fcis-3175	85	1	a	a	DET
fcis-3175	85	2	study	study	NOUN
fcis-3175	85	3	shows	show	VERB
fcis-3175	85	4	that	that	SCONJ
fcis-3175	85	5	independent	independent	ADJ
fcis-3175	85	6	research	research	NOUN
fcis-3175	85	7	and	and	CCONJ
fcis-3175	85	8	development	development	NOUN
fcis-3175	85	9	has	have	AUX
fcis-3175	85	10	built	build	VERB
fcis-3175	85	11	the	the	DET
fcis-3175	85	12	iosc3	iosc3	PROPN
fcis-3175	85	13	system	system	NOUN
fcis-3175	85	14	,	,	PUNCT
fcis-3175	85	15	which	which	PRON
fcis-3175	85	16	can	can	AUX
fcis-3175	85	17	implement	implement	VERB
fcis-3175	85	18	automated	automate	VERB
fcis-3175	85	19	monitoring	monitoring	NOUN
fcis-3175	85	20	and	and	CCONJ
fcis-3175	85	21	diagnosis	diagnosis	NOUN
fcis-3175	85	22	for	for	ADP
fcis-3175	85	23	acute	acute	ADJ
fcis-3175	85	24	heart	heart	NOUN
fcis-3175	85	25	disease	disease	NOUN
fcis-3175	85	26	patients	patient	NOUN
fcis-3175	85	27	,	,	PUNCT
fcis-3175	85	28	and	and	CCONJ
fcis-3175	85	29	it	it	PRON
fcis-3175	85	30	can	can	AUX
fcis-3175	85	31	develop	develop	VERB
fcis-3175	85	32	scientific	scientific	ADJ
fcis-3175	85	33	and	and	CCONJ
fcis-3175	85	34	reasonable	reasonable	ADJ
fcis-3175	85	35	treatment	treatment	NOUN
fcis-3175	85	36	plans	plan	NOUN
fcis-3175	85	37	for	for	ADP
fcis-3175	85	38	patients	patient	NOUN
fcis-3175	85	39	'	'	PART
fcis-3175	85	40	specific	specific	ADJ
fcis-3175	85	41	conditions	condition	NOUN
fcis-3175	85	42	,	,	PUNCT
fcis-3175	85	43	and	and	CCONJ
fcis-3175	85	44	the	the	DET
fcis-3175	85	45	knowledge	knowledge	NOUN
fcis-3175	85	46	base	base	NOUN
fcis-3175	85	47	as	as	ADP
fcis-3175	85	48	a	a	DET
fcis-3175	85	49	whole	whole	NOUN
fcis-3175	85	50	is	be	AUX
fcis-3175	85	51	composed	compose	VERB
fcis-3175	85	52	of	of	ADP
fcis-3175	85	53	owl	owl	NOUN
fcis-3175	85	54	ontology	ontology	NOUN
fcis-3175	85	55	and	and	CCONJ
fcis-3175	85	56	swrl	swrl	NOUN
fcis-3175	85	57	rules	rule	NOUN
fcis-3175	85	58	together	together	ADV
fcis-3175	85	59	.	.	PUNCT
fcis-3175	86	1	the	the	DET
fcis-3175	86	2	use	use	NOUN
fcis-3175	86	3	of	of	ADP
fcis-3175	86	4	knowledge	knowledge	NOUN
fcis-3175	86	5	graphs	graph	NOUN
fcis-3175	86	6	in	in	ADP
fcis-3175	86	7	medical	medical	ADJ
fcis-3175	86	8	decision	decision	NOUN
fcis-3175	86	9	making	making	NOUN
fcis-3175	86	10	can	can	AUX
fcis-3175	86	11	be	be	AUX
fcis-3175	86	12	considered	consider	VERB
fcis-3175	86	13	as	as	ADP
fcis-3175	86	14	a	a	DET
fcis-3175	86	15	major	major	ADJ
fcis-3175	86	16	part	part	NOUN
fcis-3175	86	17	of	of	ADP
fcis-3175	86	18	current	current	ADJ
fcis-3175	86	19	research	research	NOUN
fcis-3175	86	20	,	,	PUNCT
fcis-3175	86	21	but	but	CCONJ
fcis-3175	86	22	in	in	ADP
fcis-3175	86	23	practice	practice	NOUN
fcis-3175	86	24	there	there	PRON
fcis-3175	86	25	are	be	VERB
fcis-3175	86	26	two	two	NUM
fcis-3175	86	27	shortcomings	shortcoming	NOUN
fcis-3175	86	28	,	,	PUNCT
fcis-3175	86	29	namely	namely	ADV
fcis-3175	86	30	,	,	PUNCT
fcis-3175	86	31	there	there	PRON
fcis-3175	86	32	is	be	VERB
fcis-3175	86	33	no	no	DET
fcis-3175	86	34	sound	sound	ADJ
fcis-3175	86	35	knowledge	knowledge	NOUN
fcis-3175	86	36	graph	graph	NOUN
fcis-3175	86	37	for	for	ADP
fcis-3175	86	38	general	general	ADJ
fcis-3175	86	39	medicine	medicine	NOUN
fcis-3175	86	40	and	and	CCONJ
fcis-3175	86	41	the	the	DET
fcis-3175	86	42	accuracy	accuracy	NOUN
fcis-3175	86	43	of	of	ADP
fcis-3175	86	44	medical	medical	ADJ
fcis-3175	86	45	decision	decision	NOUN
fcis-3175	86	46	making	making	NOUN
fcis-3175	86	47	.	.	PUNCT
fcis-3175	87	1	for	for	ADP
fcis-3175	87	2	example	example	NOUN
fcis-3175	87	3	,	,	PUNCT
fcis-3175	87	4	ibm	ibm	PROPN
fcis-3175	87	5	's	's	PART
fcis-3175	87	6	watson	watson	PROPN
fcis-3175	87	7	health	health	NOUN
fcis-3175	87	8	provides	provide	VERB
fcis-3175	87	9	decision	decision	NOUN
fcis-3175	87	10	help	help	NOUN
fcis-3175	87	11	for	for	ADP
fcis-3175	87	12	two	two	NUM
fcis-3175	87	13	diseases	disease	NOUN
fcis-3175	87	14	,	,	PUNCT
fcis-3175	87	15	oncology	oncology	NOUN
fcis-3175	87	16	and	and	CCONJ
fcis-3175	87	17	cancer	cancer	NOUN
fcis-3175	87	18	,	,	PUNCT
fcis-3175	87	19	with	with	ADP
fcis-3175	87	20	a	a	DET
fcis-3175	87	21	large	large	ADJ
fcis-3175	87	22	knowledge	knowledge	NOUN
fcis-3175	87	23	base	base	NOUN
fcis-3175	87	24	and	and	CCONJ
fcis-3175	87	25	a	a	DET
fcis-3175	87	26	high	high	ADJ
fcis-3175	87	27	level	level	NOUN
fcis-3175	87	28	of	of	ADP
fcis-3175	87	29	cognitive	cognitive	ADJ
fcis-3175	87	30	computing	computing	NOUN
fcis-3175	87	31	,	,	PUNCT
fcis-3175	87	32	enabling	enable	VERB
fcis-3175	87	33	primary	primary	ADJ
fcis-3175	87	34	care	care	NOUN
fcis-3175	87	35	physicians	physician	NOUN
fcis-3175	87	36	to	to	PART
fcis-3175	87	37	develop	develop	VERB
fcis-3175	87	38	targeted	target	VERB
fcis-3175	87	39	treatment	treatment	NOUN
fcis-3175	87	40	plans	plan	NOUN
fcis-3175	87	41	more	more	ADV
fcis-3175	87	42	quickly	quickly	ADV
fcis-3175	87	43	.	.	PUNCT
fcis-3175	88	1	medical	medical	ADJ
fcis-3175	88	2	decisions	decision	NOUN
fcis-3175	88	3	have	have	VERB
fcis-3175	88	4	a	a	DET
fcis-3175	88	5	direct	direct	ADJ
fcis-3175	88	6	impact	impact	NOUN
fcis-3175	88	7	on	on	ADP
fcis-3175	88	8	the	the	DET
fcis-3175	88	9	physical	physical	ADJ
fcis-3175	88	10	and	and	CCONJ
fcis-3175	88	11	mental	mental	ADJ
fcis-3175	88	12	health	health	NOUN
fcis-3175	88	13	of	of	ADP
fcis-3175	88	14	the	the	DET
fcis-3175	88	15	people	people	NOUN
fcis-3175	88	16	who	who	PRON
fcis-3175	88	17	use	use	VERB
fcis-3175	88	18	them	they	PRON
fcis-3175	88	19	,	,	PUNCT
fcis-3175	88	20	and	and	CCONJ
fcis-3175	88	21	the	the	DET
fcis-3175	88	22	use	use	NOUN
fcis-3175	88	23	of	of	ADP
fcis-3175	88	24	ai	ai	PRON
fcis-3175	88	25	technology	technology	NOUN
fcis-3175	88	26	in	in	ADP
fcis-3175	88	27	the	the	DET
fcis-3175	88	28	medical	medical	ADJ
fcis-3175	88	29	decision	decision	NOUN
fcis-3175	88	30	-	-	PUNCT
fcis-3175	88	31	making	make	VERB
fcis-3175	88	32	process	process	NOUN
fcis-3175	88	33	can	can	AUX
fcis-3175	88	34	achieve	achieve	VERB
fcis-3175	88	35	more	more	ADV
fcis-3175	88	36	accurate	accurate	ADJ
fcis-3175	88	37	and	and	CCONJ
fcis-3175	88	38	reliable	reliable	ADJ
fcis-3175	88	39	results	result	NOUN
fcis-3175	88	40	.	.	PUNCT
fcis-3175	89	1	the	the	DET
fcis-3175	89	2	current	current	ADJ
fcis-3175	89	3	application	application	NOUN
fcis-3175	89	4	of	of	ADP
fcis-3175	89	5	knowledge	knowledge	NOUN
fcis-3175	89	6	graphs	graph	NOUN
fcis-3175	89	7	in	in	ADP
fcis-3175	89	8	medical	medical	ADJ
fcis-3175	89	9	decision	decision	NOUN
fcis-3175	89	10	making	making	NOUN
fcis-3175	89	11	is	be	AUX
fcis-3175	89	12	only	only	ADV
fcis-3175	89	13	of	of	ADP
fcis-3175	89	14	secondary	secondary	ADJ
fcis-3175	89	15	value	value	NOUN
fcis-3175	89	16	.	.	PUNCT
fcis-3175	90	1	4	4	X
fcis-3175	90	2	.	.	X
fcis-3175	90	3	conclusion	conclusion	NOUN
fcis-3175	90	4	knowledge	knowledge	NOUN
fcis-3175	90	5	graphs	graph	NOUN
fcis-3175	90	6	have	have	VERB
fcis-3175	90	7	stronger	strong	ADJ
fcis-3175	90	8	value	value	NOUN
fcis-3175	90	9	in	in	ADP
fcis-3175	90	10	semantic	semantic	ADJ
fcis-3175	90	11	processing	processing	NOUN
fcis-3175	90	12	and	and	CCONJ
fcis-3175	90	13	can	can	AUX
fcis-3175	90	14	be	be	AUX
fcis-3175	90	15	considered	consider	VERB
fcis-3175	90	16	as	as	ADP
fcis-3175	90	17	an	an	DET
fcis-3175	90	18	expansion	expansion	NOUN
fcis-3175	90	19	of	of	ADP
fcis-3175	90	20	semantic	semantic	ADJ
fcis-3175	90	21	web	web	NOUN
fcis-3175	90	22	and	and	CCONJ
fcis-3175	90	23	knowledge	knowledge	NOUN
fcis-3175	90	24	base	base	NOUN
fcis-3175	90	25	.	.	PUNCT
fcis-3175	91	1	due	due	ADP
fcis-3175	91	2	to	to	ADP
fcis-3175	91	3	the	the	DET
fcis-3175	91	4	continuous	continuous	ADJ
fcis-3175	91	5	improvement	improvement	NOUN
fcis-3175	91	6	of	of	ADP
fcis-3175	91	7	artificial	artificial	ADJ
fcis-3175	91	8	intelligence	intelligence	NOUN
fcis-3175	91	9	technology	technology	NOUN
fcis-3175	91	10	level	level	NOUN
fcis-3175	91	11	,	,	PUNCT
fcis-3175	91	12	it	it	PRON
fcis-3175	91	13	promotes	promote	VERB
fcis-3175	91	14	faster	fast	ADJ
fcis-3175	91	15	construction	construction	NOUN
fcis-3175	91	16	of	of	ADP
fcis-3175	91	17	medical	medical	ADJ
fcis-3175	91	18	knowledge	knowledge	NOUN
fcis-3175	91	19	graph	graph	NOUN
fcis-3175	91	20	as	as	ADV
fcis-3175	91	21	well	well	ADV
fcis-3175	91	22	as	as	ADP
fcis-3175	91	23	more	more	ADV
fcis-3175	91	24	accurate	accurate	ADJ
fcis-3175	91	25	inference	inference	NOUN
fcis-3175	91	26	of	of	ADP
fcis-3175	91	27	knowledge	knowledge	NOUN
fcis-3175	91	28	and	and	CCONJ
fcis-3175	91	29	reduces	reduce	VERB
fcis-3175	91	30	construction	construction	NOUN
fcis-3175	91	31	cost	cost	NOUN
fcis-3175	91	32	,	,	PUNCT
fcis-3175	91	33	which	which	PRON
fcis-3175	91	34	brings	bring	VERB
fcis-3175	91	35	development	development	NOUN
fcis-3175	91	36	opportunities	opportunity	NOUN
fcis-3175	91	37	as	as	ADV
fcis-3175	91	38	well	well	ADV
fcis-3175	91	39	as	as	ADP
fcis-3175	91	40	obstacles	obstacle	NOUN
fcis-3175	91	41	for	for	ADP
fcis-3175	91	42	medical	medical	ADJ
fcis-3175	91	43	industry	industry	NOUN
fcis-3175	91	44	.	.	PUNCT
fcis-3175	92	1	the	the	DET
fcis-3175	92	2	future	future	ADJ
fcis-3175	92	3	research	research	NOUN
fcis-3175	92	4	of	of	ADP
fcis-3175	92	5	medical	medical	ADJ
fcis-3175	92	6	knowledge	knowledge	NOUN
fcis-3175	92	7	mapping	mapping	NOUN
fcis-3175	92	8	should	should	AUX
fcis-3175	92	9	solve	solve	VERB
fcis-3175	92	10	the	the	DET
fcis-3175	92	11	problem	problem	NOUN
fcis-3175	92	12	of	of	ADP
fcis-3175	92	13	inability	inability	NOUN
fcis-3175	92	14	to	to	PART
fcis-3175	92	15	share	share	VERB
fcis-3175	92	16	data	datum	NOUN
fcis-3175	92	17	among	among	ADP
fcis-3175	92	18	institutions	institution	NOUN
fcis-3175	92	19	and	and	CCONJ
fcis-3175	92	20	use	use	VERB
fcis-3175	92	21	crowdsourcing	crowdsource	VERB
fcis-3175	92	22	technology	technology	NOUN
fcis-3175	92	23	to	to	PART
fcis-3175	92	24	obtain	obtain	VERB
fcis-3175	92	25	more	more	ADJ
fcis-3175	92	26	chinese	chinese	ADJ
fcis-3175	92	27	medical	medical	ADJ
fcis-3175	92	28	annotated	annotate	VERB
fcis-3175	92	29	corpus	corpu	NOUN
fcis-3175	92	30	;	;	PUNCT
fcis-3175	92	31	professional	professional	ADJ
fcis-3175	92	32	institutions	institution	NOUN
fcis-3175	92	33	also	also	ADV
fcis-3175	92	34	need	need	VERB
fcis-3175	92	35	to	to	PART
fcis-3175	92	36	actively	actively	ADV
fcis-3175	92	37	compile	compile	VERB
fcis-3175	92	38	dictionaries	dictionary	NOUN
fcis-3175	92	39	to	to	PART
fcis-3175	92	40	provide	provide	VERB
fcis-3175	92	41	more	more	ADJ
fcis-3175	92	42	support	support	NOUN
fcis-3175	92	43	for	for	ADP
fcis-3175	92	44	medical	medical	ADJ
fcis-3175	92	45	knowledge	knowledge	NOUN
fcis-3175	92	46	mapping	mapping	NOUN
fcis-3175	92	47	construction	construction	NOUN
fcis-3175	92	48	.	.	PUNCT
fcis-3175	93	1	by	by	ADP
fcis-3175	93	2	using	use	VERB
fcis-3175	93	3	artificial	artificial	ADJ
fcis-3175	93	4	intelligence	intelligence	NOUN
fcis-3175	93	5	technology	technology	NOUN
fcis-3175	93	6	to	to	PART
fcis-3175	93	7	build	build	VERB
fcis-3175	93	8	an	an	DET
fcis-3175	93	9	automated	automate	VERB
fcis-3175	93	10	,	,	PUNCT
fcis-3175	93	11	closed	closed	ADJ
fcis-3175	93	12	-	-	PUNCT
fcis-3175	93	13	loop	loop	NOUN
fcis-3175	93	14	system	system	NOUN
fcis-3175	93	15	capable	capable	ADJ
fcis-3175	93	16	of	of	ADP
fcis-3175	93	17	autonomous	autonomous	ADJ
fcis-3175	93	18	learning	learning	NOUN
fcis-3175	93	19	,	,	PUNCT
fcis-3175	93	20	the	the	DET
fcis-3175	93	21	construction	construction	NOUN
fcis-3175	93	22	cost	cost	NOUN
fcis-3175	93	23	of	of	ADP
fcis-3175	93	24	medical	medical	ADJ
fcis-3175	93	25	knowledge	knowledge	NOUN
fcis-3175	93	26	map	map	NOUN
fcis-3175	93	27	can	can	AUX
fcis-3175	93	28	be	be	AUX
fcis-3175	93	29	reduced	reduce	VERB
fcis-3175	93	30	.	.	PUNCT
fcis-3175	94	1	references	reference	NOUN
fcis-3175	94	2	[	[	X
fcis-3175	94	3	1	1	X
fcis-3175	94	4	]	]	PUNCT
fcis-3175	94	5	zeng	zeng	PROPN
fcis-3175	94	6	qh	qh	PROPN
fcis-3175	94	7	,	,	PUNCT
fcis-3175	94	8	xiong	xiong	PROPN
fcis-3175	94	9	wp	wp	PROPN
fcis-3175	94	10	,	,	PUNCT
fcis-3175	94	11	du	du	PROPN
fcis-3175	94	12	jq	jq	PROPN
fcis-3175	94	13	,	,	PUNCT
fcis-3175	94	14	et	et	PROPN
fcis-3175	94	15	al.(2021	al.(2021	NUM
fcis-3175	94	16	)	)	PUNCT
fcis-3175	94	17	.	.	PUNCT
fcis-3175	95	1	combining	combine	VERB
fcis-3175	95	2	selfattentive	selfattentive	ADJ
fcis-3175	95	3	bilstm	bilstm	NOUN
fcis-3175	95	4	crf	crf	PROPN
fcis-3175	95	5	for	for	ADP
fcis-3175	95	6	named	name	VERB
fcis-3175	95	7	entity	entity	NOUN
fcis-3175	95	8	recognition	recognition	NOUN
fcis-3175	95	9	in	in	ADP
fcis-3175	95	10	electronic	electronic	ADJ
fcis-3175	95	11	medical	medical	ADJ
fcis-3175	95	12	records	record	NOUN
fcis-3175	95	13	,	,	PUNCT
fcis-3175	95	14	38(3):159	38(3):159	NUM
fcis-3175	95	15	-	-	PUNCT
fcis-3175	95	16	162,242	162,242	NUM
fcis-3175	95	17	.	.	PUNCT
fcis-3175	96	1	[	[	X
fcis-3175	96	2	2	2	NUM
fcis-3175	96	3	]	]	X
fcis-3175	96	4	chen	chen	PROPN
fcis-3175	96	5	ms	ms	PROPN
fcis-3175	96	6	,	,	PUNCT
fcis-3175	96	7	xia	xia	PROPN
fcis-3175	96	8	cx.(2019	cx.(2019	PROPN
fcis-3175	96	9	)	)	PUNCT
fcis-3175	96	10	.a	.a	NOUN
fcis-3175	96	11	study	study	NOUN
fcis-3175	96	12	of	of	ADP
fcis-3175	96	13	named	name	VERB
fcis-3175	96	14	entity	entity	NOUN
fcis-3175	96	15	recognition	recognition	NOUN
fcis-3175	96	16	for	for	ADP
fcis-3175	96	17	online	online	ADJ
fcis-3175	96	18	questions	question	NOUN
fcis-3175	96	19	from	from	ADP
fcis-3175	96	20	liver	liver	NOUN
fcis-3175	96	21	cancer	cancer	NOUN
fcis-3175	96	22	patients	patient	NOUN
fcis-3175	96	23	:	:	PUNCT
fcis-3175	96	24	a	a	DET
fcis-3175	96	25	migration	migration	NOUN
fcis-3175	96	26	learning	learning	NOUN
fcis-3175	96	27	-	-	PUNCT
fcis-3175	96	28	based	base	VERB
fcis-3175	96	29	approach	approach	NOUN
fcis-3175	96	30	,	,	PUNCT
fcis-3175	96	31	3(12):61	3(12):61	NUM
fcis-3175	96	32	-	-	SYM
fcis-3175	96	33	69	69	NUM
fcis-3175	96	34	.	.	PUNCT
fcis-3175	97	1	[	[	X
fcis-3175	97	2	3	3	X
fcis-3175	97	3	]	]	X
fcis-3175	97	4	zhang	zhang	PROPN
fcis-3175	97	5	zc	zc	PROPN
fcis-3175	97	6	,	,	PUNCT
fcis-3175	97	7	zhou	zhou	PROPN
fcis-3175	97	8	d	d	PROPN
fcis-3175	97	9	,	,	PUNCT
fcis-3175	97	10	zhang	zhang	PROPN
fcis-3175	97	11	rf	rf	PROPN
fcis-3175	97	12	,	,	PUNCT
fcis-3175	97	13	et	et	NOUN
fcis-3175	97	14	al.(2020	al.(2020	PROPN
fcis-3175	97	15	)	)	PUNCT
fcis-3175	97	16	.	.	PUNCT
fcis-3175	98	1	fusion	fusion	NOUN
fcis-3175	98	2	of	of	ADP
fcis-3175	98	3	bidirectional	bidirectional	ADJ
fcis-3175	98	4	gru	gru	PROPN
fcis-3175	98	5	and	and	CCONJ
fcis-3175	98	6	attention	attention	NOUN
fcis-3175	98	7	mechanism	mechanism	NOUN
fcis-3175	98	8	for	for	ADP
fcis-3175	98	9	medical	medical	ADJ
fcis-3175	98	10	entity	entity	NOUN
fcis-3175	98	11	relationship	relationship	NOUN
fcis-3175	98	12	recognition	recognition	NOUN
fcis-3175	98	13	,	,	PUNCT
fcis-3175	98	14	46(6):296	46(6):296	NOUN
fcis-3175	98	15	-	-	SYM
fcis-3175	98	16	302	302	NUM
fcis-3175	98	17	.	.	PUNCT
fcis-3175	99	1	[	[	X
fcis-3175	99	2	4	4	X
fcis-3175	99	3	]	]	PUNCT
fcis-3175	99	4	ding	ding	PROPN
fcis-3175	99	5	l.(2020	l.(2020	PROPN
fcis-3175	99	6	)	)	PUNCT
fcis-3175	99	7	.research	.research	NOUN
fcis-3175	99	8	on	on	ADP
fcis-3175	99	9	information	information	NOUN
fcis-3175	99	10	extraction	extraction	NOUN
fcis-3175	99	11	technology	technology	NOUN
fcis-3175	99	12	for	for	ADP
fcis-3175	99	13	electronic	electronic	ADJ
fcis-3175	99	14	medical	medical	ADJ
fcis-3175	99	15	records	record	NOUN
fcis-3175	99	16	,	,	PUNCT
fcis-3175	99	17	south	south	PROPN
fcis-3175	99	18	china	china	PROPN
fcis-3175	99	19	university	university	PROPN
fcis-3175	99	20	.	.	PUNCT
fcis-3175	100	1	[	[	X
fcis-3175	100	2	5	5	NUM
fcis-3175	100	3	]	]	PUNCT
fcis-3175	100	4	li	li	PROPN
fcis-3175	100	5	qq	qq	PROPN
fcis-3175	100	6	,	,	PUNCT
fcis-3175	100	7	yang	yang	PROPN
fcis-3175	100	8	zh	zh	PROPN
fcis-3175	100	9	,	,	PUNCT
fcis-3175	100	10	luo	luo	PROPN
fcis-3175	100	11	l	l	PROPN
fcis-3175	100	12	,	,	PUNCT
fcis-3175	100	13	et	et	NOUN
fcis-3175	100	14	al.(2019	al.(2019	NOUN
fcis-3175	100	15	)	)	PUNCT
fcis-3175	100	16	.multi	.multi	ADJ
fcis-3175	100	17	-	-	ADJ
fcis-3175	100	18	task	task	NOUN
fcis-3175	100	19	learningbased	learningbase	VERB
fcis-3175	100	20	relationship	relationship	NOUN
fcis-3175	100	21	extraction	extraction	NOUN
fcis-3175	100	22	for	for	ADP
fcis-3175	100	23	biomedical	biomedical	ADJ
fcis-3175	100	24	entities[j	entities[j	PROPN
fcis-3175	100	25	]	]	PUNCT
fcis-3175	100	26	.	.	PUNCT
fcis-3175	101	1	chinese	chinese	ADJ
fcis-3175	101	2	journal	journal	PROPN
fcis-3175	101	3	of	of	ADP
fcis-3175	101	4	informatics,2019,33(8):84	informatics,2019,33(8):84	NOUN
fcis-3175	101	5	-	-	PUNCT
fcis-3175	101	6	92	92	NUM
fcis-3175	101	7	.	.	PUNCT
fcis-3175	102	1	[	[	X
fcis-3175	102	2	6	6	NUM
fcis-3175	102	3	]	]	X
fcis-3175	102	4	mu	mu	NOUN
fcis-3175	102	5	yz.(2018	yz.(2018	PROPN
fcis-3175	102	6	)	)	PUNCT
fcis-3175	102	7	.	.	PUNCT
fcis-3175	103	1	research	research	NOUN
fcis-3175	103	2	on	on	ADP
fcis-3175	103	3	entity	entity	NOUN
fcis-3175	103	4	recognition	recognition	NOUN
fcis-3175	103	5	and	and	CCONJ
fcis-3175	103	6	entity	entity	NOUN
fcis-3175	103	7	relationship	relationship	NOUN
fcis-3175	103	8	extraction	extraction	NOUN
fcis-3175	103	9	of	of	ADP
fcis-3175	103	10	chinese	chinese	ADJ
fcis-3175	103	11	electronic	electronic	ADJ
fcis-3175	103	12	medical	medical	ADJ
fcis-3175	103	13	records	record	NOUN
fcis-3175	103	14	based	base	VERB
fcis-3175	103	15	on	on	ADP
fcis-3175	103	16	semi	semi	ADJ
fcis-3175	103	17	-	-	ADJ
fcis-3175	103	18	supervised	supervised	ADJ
fcis-3175	103	19	learning	learning	NOUN
fcis-3175	103	20	,	,	PUNCT
fcis-3175	103	21	hainan	hainan	PROPN
fcis-3175	103	22	university	university	PROPN
fcis-3175	103	23	.	.	PUNCT
fcis-3175	104	1	[	[	X
fcis-3175	104	2	7	7	X
fcis-3175	104	3	]	]	X
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fcis-3175	104	5	l.(2.019	l.(2.019	X
fcis-3175	104	6	)	)	PUNCT
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fcis-3175	104	8	on	on	ADP
fcis-3175	104	9	some	some	DET
fcis-3175	104	10	key	key	ADJ
fcis-3175	104	11	technologies	technology	NOUN
fcis-3175	104	12	for	for	ADP
fcis-3175	104	13	biomedical	biomedical	ADJ
fcis-3175	104	14	text	text	NOUN
fcis-3175	104	15	mining	mining	NOUN
fcis-3175	104	16	,	,	PUNCT
fcis-3175	104	17	dalian	dalian	PROPN
fcis-3175	104	18	university	university	PROPN
fcis-3175	104	19	of	of	ADP
fcis-3175	104	20	technology	technology	NOUN
fcis-3175	104	21	.	.	PUNCT
fcis-3175	105	1	[	[	X
fcis-3175	105	2	8	8	X
fcis-3175	105	3	]	]	X
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fcis-3175	105	5	qn.(2019	qn.(2019	PROPN
fcis-3175	105	6	)	)	PUNCT
fcis-3175	105	7	.knowledge	.knowledge	VERB
fcis-3175	105	8	extraction	extraction	NOUN
fcis-3175	105	9	and	and	CCONJ
fcis-3175	105	10	alignment	alignment	NOUN
fcis-3175	105	11	for	for	ADP
fcis-3175	105	12	respiratory	respiratory	ADJ
fcis-3175	105	13	diseases	disease	NOUN
fcis-3175	105	14	,	,	PUNCT
fcis-3175	105	15	harbin	harbin	PROPN
fcis-3175	105	16	institute	institute	PROPN
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fcis-3175	105	18	technology	technology	PROPN
fcis-3175	105	19	.	.	PUNCT
fcis-3175	106	1	109	109	NUM
fcis-3175	107	1	[	[	SYM
fcis-3175	107	2	9	9	NUM
fcis-3175	107	3	]	]	X
fcis-3175	107	4	teng	teng	PROPN
fcis-3175	107	5	f	f	PROPN
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fcis-3175	107	7	zhong	zhong	PROPN
fcis-3175	107	8	w	w	PROPN
fcis-3175	107	9	,	,	PUNCT
fcis-3175	107	10	xu	xu	PROPN
fcis-3175	107	11	q	q	AUX
fcis-3175	107	12	,	,	PUNCT
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fcis-3175	107	16	.a	.a	PROPN
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fcis-3175	108	2	knowledge	knowledge	NOUN
fcis-3175	108	3	graph	graph	NOUN
fcis-3175	108	4	entity	entity	NOUN
fcis-3175	108	5	alignment	alignment	NOUN
fcis-3175	108	6	method	method	NOUN
fcis-3175	108	7	based	base	VERB
fcis-3175	108	8	on	on	ADP
fcis-3175	108	9	representation	representation	NOUN
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fcis-3175	108	11	,	,	PUNCT
fcis-3175	108	12	cn111309930a[p	cn111309930a[p	PROPN
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fcis-3175	109	5	r.	r.	PROPN
fcis-3175	109	6	(	(	PUNCT
fcis-3175	109	7	2020).research	2020).research	NUM
fcis-3175	109	8	and	and	CCONJ
fcis-3175	109	9	application	application	NOUN
fcis-3175	109	10	of	of	ADP
fcis-3175	109	11	entity	entity	NOUN
fcis-3175	109	12	alignment	alignment	NOUN
fcis-3175	109	13	method	method	NOUN
fcis-3175	109	14	for	for	ADP
fcis-3175	109	15	chinese	chinese	ADJ
fcis-3175	109	16	medical	medical	ADJ
fcis-3175	109	17	knowledge	knowledge	NOUN
fcis-3175	109	18	graph	graph	NOUN
fcis-3175	109	19	,	,	PUNCT
fcis-3175	109	20	beijing	beijing	PROPN
fcis-3175	109	21	university	university	PROPN
fcis-3175	109	22	of	of	ADP
fcis-3175	109	23	posts	post	NOUN
fcis-3175	109	24	and	and	CCONJ
fcis-3175	109	25	telecommunications	telecommunication	NOUN
fcis-3175	109	26	,	,	PUNCT
fcis-3175	109	27	17	17	NUM
fcis-3175	109	28	.	.	PUNCT
fcis-3175	110	1	[	[	X
fcis-3175	110	2	11	11	NUM
fcis-3175	110	3	]	]	PUNCT
fcis-3175	110	4	struck	strike	VERB
fcis-3175	110	5	a	a	DET
fcis-3175	110	6	,	,	PUNCT
fcis-3175	110	7	walsh	walsh	PROPN
fcis-3175	110	8	b	b	PROPN
fcis-3175	110	9	,	,	PUNCT
fcis-3175	110	10	buchanan	buchanan	PROPN
fcis-3175	110	11	a	a	PROPN
fcis-3175	110	12	,	,	PUNCT
fcis-3175	110	13	lee	lee	PROPN
fcis-3175	110	14	j	j	PROPN
fcis-3175	110	15	a	a	PROPN
fcis-3175	110	16	,	,	PUNCT
fcis-3175	110	17	spangler	spangler	NOUN
fcis-3175	110	18	r	r	PROPN
fcis-3175	110	19	,	,	PUNCT
fcis-3175	110	20	stuart	stuart	PROPN
fcis-3175	110	21	j	j	PROPN
fcis-3175	110	22	m	m	PROPN
fcis-3175	110	23	,	,	PUNCT
fcis-3175	110	24	ellrott	ellrott	PROPN
fcis-3175	110	25	k.(2020	k.(2020	PROPN
fcis-3175	110	26	)	)	PUNCT
fcis-3175	110	27	.	.	PUNCT
fcis-3175	111	1	exploring	explore	VERB
fcis-3175	111	2	integrative	integrative	ADJ
fcis-3175	111	3	analysis	analysis	NOUN
fcis-3175	111	4	using	use	VERB
fcis-3175	111	5	the	the	DET
fcis-3175	111	6	biomedical	biomedical	ADJ
fcis-3175	111	7	evidence	evidence	NOUN
fcis-3175	111	8	graph	graph	NOUN
fcis-3175	111	9	.	.	PUNCT
fcis-3175	112	1	4:147	4:147	NUM
fcis-3175	112	2	-	-	PUNCT
fcis-3175	112	3	149	149	NUM
fcis-3175	112	4	.	.	PUNCT
fcis-3175	113	1	[	[	X
fcis-3175	113	2	12	12	NUM
fcis-3175	113	3	]	]	PUNCT
fcis-3175	113	4	fecho	fecho	NOUN
fcis-3175	113	5	k	k	PROPN
fcis-3175	113	6	,	,	PUNCT
fcis-3175	113	7	balhoff	balhoff	PROPN
fcis-3175	113	8	j	j	PROPN
fcis-3175	113	9	,	,	PUNCT
fcis-3175	113	10	bizon	bizon	PROPN
fcis-3175	113	11	c	c	PROPN
fcis-3175	113	12	,	,	PUNCT
fcis-3175	113	13	byrd	byrd	PROPN
fcis-3175	113	14	w	w	PROPN
fcis-3175	113	15	e	e	PROPN
fcis-3175	113	16	,	,	PUNCT
fcis-3175	113	17	hang	hang	PROPN
fcis-3175	113	18	s	s	PROPN
fcis-3175	113	19	,	,	PUNCT
fcis-3175	113	20	koslicki	koslicki	PROPN
fcis-3175	113	21	d	d	PROPN
fcis-3175	113	22	,	,	PUNCT
fcis-3175	113	23	rensi	rensi	NOUN
fcis-3175	113	24	s	s	NOUN
fcis-3175	113	25	e	e	NOUN
fcis-3175	113	26	,	,	PUNCT
fcis-3175	113	27	schmitt	schmitt	X
fcis-3175	113	28	p	p	PROPN
fcis-3175	113	29	l	l	NOUN
fcis-3175	113	30	,	,	PUNCT
fcis-3175	113	31	wawer	wawer	NOUN
fcis-3175	113	32	m	m	PROPN
fcis-3175	113	33	j	j	PROPN
fcis-3175	113	34	,	,	PUNCT
fcis-3175	113	35	williams	williams	PROPN
fcis-3175	113	36	m	m	PROPN
fcis-3175	113	37	,	,	PUNCT
fcis-3175	113	38	ahalt	ahalt	PROPN
fcis-3175	113	39	s	s	PROPN
fcis-3175	113	40	c.	c.	NOUN
fcis-3175	113	41	(	(	PUNCT
fcis-3175	113	42	2021	2021	NUM
fcis-3175	113	43	)	)	PUNCT
fcis-3175	113	44	.	.	PUNCT
fcis-3175	114	1	application	application	NOUN
fcis-3175	114	2	of	of	ADP
fcis-3175	114	3	mcat	mcat	PROPN
fcis-3175	114	4	questions	question	NOUN
fcis-3175	114	5	as	as	ADP
fcis-3175	114	6	a	a	DET
fcis-3175	114	7	testing	testing	NOUN
fcis-3175	114	8	tool	tool	NOUN
fcis-3175	114	9	and	and	CCONJ
fcis-3175	114	10	evaluation	evaluation	NOUN
fcis-3175	114	11	metric	metric	NOUN
fcis-3175	114	12	for	for	ADP
fcis-3175	114	13	knowledge	knowledge	NOUN
fcis-3175	114	14	graph	graph	NOUN
fcis-3175	114	15	-	-	PUNCT
fcis-3175	114	16	based	base	VERB
fcis-3175	114	17	reasoning	reasoning	NOUN
fcis-3175	114	18	systems	system	NOUN
fcis-3175	114	19	.	.	PUNCT
fcis-3175	115	1	14(5):1719	14(5):1719	NUM
fcis-3175	115	2	-	-	SYM
fcis-3175	115	3	1724	1724	NUM
fcis-3175	115	4	.	.	PUNCT