id	sid	tid	token	lemma	pos
fcis-31662	1	1	frontiers	frontier	NOUN
fcis-31662	1	2	in	in	ADP
fcis-31662	1	3	computing	computing	NOUN
fcis-31662	1	4	and	and	CCONJ
fcis-31662	1	5	intelligent	intelligent	ADJ
fcis-31662	1	6	systems	system	NOUN
fcis-31662	1	7	issn	issn	VERB
fcis-31662	1	8	:	:	PUNCT
fcis-31662	1	9	2832	2832	NUM
fcis-31662	1	10	-	-	SYM
fcis-31662	1	11	6024	6024	NUM
fcis-31662	1	12	|	|	NOUN
fcis-31662	1	13	vol	vol	NOUN
fcis-31662	1	14	.	.	PROPN
fcis-31662	2	1	13	13	NUM
fcis-31662	2	2	,	,	PUNCT
fcis-31662	2	3	no	no	INTJ
fcis-31662	2	4	.	.	NOUN
fcis-31662	2	5	2	2	NUM
fcis-31662	2	6	,	,	PUNCT
fcis-31662	2	7	2025	2025	NUM
fcis-31662	2	8	93	93	NUM
fcis-31662	2	9	study	study	NOUN
fcis-31662	2	10	on	on	ADP
fcis-31662	2	11	the	the	DET
fcis-31662	2	12	generation	generation	NOUN
fcis-31662	2	13	of	of	ADP
fcis-31662	2	14	tumor	tumor	NOUN
fcis-31662	2	15	individualized	individualized	ADJ
fcis-31662	2	16	treatment	treatment	NOUN
fcis-31662	2	17	schemes	scheme	NOUN
fcis-31662	2	18	based	base	VERB
fcis-31662	2	19	on	on	ADP
fcis-31662	2	20	large	large	ADJ
fcis-31662	2	21	language	language	NOUN
fcis-31662	2	22	models	model	NOUN
fcis-31662	2	23	and	and	CCONJ
fcis-31662	2	24	literature	literature	NOUN
fcis-31662	2	25	retrieval	retrieval	NOUN
fcis-31662	2	26	haojing	haojing	NOUN
fcis-31662	2	27	fu	fu	NOUN
fcis-31662	2	28	,	,	PUNCT
fcis-31662	2	29	rui	rui	PROPN
fcis-31662	2	30	liang	liang	PROPN
fcis-31662	2	31	,	,	PUNCT
fcis-31662	2	32	shaoze	shaoze	PROPN
fcis-31662	2	33	lin	lin	PROPN
fcis-31662	2	34	,	,	PUNCT
fcis-31662	3	1	xiao	xiao	PROPN
fcis-31662	3	2	li	li	PROPN
fcis-31662	3	3	guangzhou	guangzhou	PROPN
fcis-31662	3	4	sino	sino	ADJ
fcis-31662	3	5	health	health	PROPN
fcis-31662	3	6	digital	digital	PROPN
fcis-31662	3	7	technology	technology	PROPN
fcis-31662	3	8	co.	co.	PROPN
fcis-31662	3	9	,	,	PUNCT
fcis-31662	3	10	ltd	ltd	PROPN
fcis-31662	3	11	.	.	PROPN
fcis-31662	3	12	guangzhou	guangzhou	PROPN
fcis-31662	3	13	,	,	PUNCT
fcis-31662	3	14	guangdong	guangdong	PROPN
fcis-31662	3	15	,	,	PUNCT
fcis-31662	3	16	510623	510623	NUM
fcis-31662	3	17	,	,	PUNCT
fcis-31662	3	18	china	china	PROPN
fcis-31662	3	19	abstract	abstract	NOUN
fcis-31662	3	20	:	:	PUNCT
fcis-31662	3	21	to	to	PART
fcis-31662	3	22	address	address	VERB
fcis-31662	3	23	the	the	DET
fcis-31662	3	24	challenge	challenge	NOUN
fcis-31662	3	25	of	of	ADP
fcis-31662	3	26	formulating	formulate	VERB
fcis-31662	3	27	individualized	individualized	ADJ
fcis-31662	3	28	treatment	treatment	NOUN
fcis-31662	3	29	schemes	scheme	NOUN
fcis-31662	3	30	caused	cause	VERB
fcis-31662	3	31	by	by	ADP
fcis-31662	3	32	tumor	tumor	NOUN
fcis-31662	3	33	heterogeneity	heterogeneity	NOUN
fcis-31662	3	34	,	,	PUNCT
fcis-31662	3	35	this	this	DET
fcis-31662	3	36	study	study	NOUN
fcis-31662	3	37	adopts	adopt	VERB
fcis-31662	3	38	a	a	DET
fcis-31662	3	39	method	method	NOUN
fcis-31662	3	40	combining	combine	VERB
fcis-31662	3	41	large	large	ADJ
fcis-31662	3	42	language	language	NOUN
fcis-31662	3	43	models	model	NOUN
fcis-31662	3	44	and	and	CCONJ
fcis-31662	3	45	retrieval	retrieval	NOUN
fcis-31662	3	46	-	-	PUNCT
fcis-31662	3	47	augmented	augment	VERB
fcis-31662	3	48	generation	generation	NOUN
fcis-31662	3	49	(	(	PUNCT
fcis-31662	3	50	rag	rag	NOUN
fcis-31662	3	51	)	)	PUNCT
fcis-31662	3	52	technology	technology	NOUN
fcis-31662	3	53	to	to	PART
fcis-31662	3	54	construct	construct	VERB
fcis-31662	3	55	a	a	DET
fcis-31662	3	56	"	"	PUNCT
fcis-31662	3	57	clinical	clinical	ADJ
fcis-31662	3	58	data	data	NOUN
fcis-31662	3	59	-	-	PUNCT
fcis-31662	3	60	literature	literature	NOUN
fcis-31662	3	61	knowledge	knowledge	NOUN
fcis-31662	3	62	-	-	PUNCT
fcis-31662	3	63	model	model	NOUN
fcis-31662	3	64	decision	decision	NOUN
fcis-31662	3	65	-	-	PUNCT
fcis-31662	3	66	making	make	VERB
fcis-31662	3	67	"	"	PUNCT
fcis-31662	3	68	collaborative	collaborative	ADJ
fcis-31662	3	69	framework	framework	NOUN
fcis-31662	3	70	,	,	PUNCT
fcis-31662	3	71	and	and	CCONJ
fcis-31662	3	72	designs	design	NOUN
fcis-31662	3	73	and	and	CCONJ
fcis-31662	3	74	implements	implement	VERB
fcis-31662	3	75	a	a	DET
fcis-31662	3	76	tumor	tumor	NOUN
fcis-31662	3	77	individualized	individualized	ADJ
fcis-31662	3	78	treatment	treatment	NOUN
fcis-31662	3	79	scheme	scheme	NOUN
fcis-31662	3	80	generation	generation	NOUN
fcis-31662	3	81	system	system	NOUN
fcis-31662	3	82	.	.	PUNCT
fcis-31662	4	1	the	the	DET
fcis-31662	4	2	system	system	NOUN
fcis-31662	4	3	generates	generate	VERB
fcis-31662	4	4	personalized	personalized	ADJ
fcis-31662	4	5	schemes	scheme	NOUN
fcis-31662	4	6	conforming	conform	VERB
fcis-31662	4	7	to	to	ADP
fcis-31662	4	8	clinical	clinical	ADJ
fcis-31662	4	9	guidelines	guideline	NOUN
fcis-31662	4	10	through	through	ADP
fcis-31662	4	11	multimodal	multimodal	NOUN
fcis-31662	4	12	patient	patient	NOUN
fcis-31662	4	13	data	datum	NOUN
fcis-31662	4	14	preprocessing	preprocessing	NOUN
fcis-31662	4	15	,	,	PUNCT
fcis-31662	4	16	structured	structured	ADJ
fcis-31662	4	17	medical	medical	ADJ
fcis-31662	4	18	literature	literature	PROPN
fcis-31662	4	19	database	database	NOUN
fcis-31662	4	20	construction	construction	NOUN
fcis-31662	4	21	,	,	PUNCT
fcis-31662	4	22	model	model	NOUN
fcis-31662	4	23	medical	medical	ADJ
fcis-31662	4	24	fine	fine	NOUN
fcis-31662	4	25	-	-	PUNCT
fcis-31662	4	26	tuning	tuning	NOUN
fcis-31662	4	27	,	,	PUNCT
fcis-31662	4	28	and	and	CCONJ
fcis-31662	4	29	retrieval	retrieval	NOUN
fcis-31662	4	30	-	-	PUNCT
fcis-31662	4	31	augmented	augment	VERB
fcis-31662	4	32	adaptation	adaptation	NOUN
fcis-31662	4	33	.	.	PUNCT
fcis-31662	5	1	experimental	experimental	ADJ
fcis-31662	5	2	verification	verification	NOUN
fcis-31662	5	3	shows	show	VERB
fcis-31662	5	4	that	that	SCONJ
fcis-31662	5	5	the	the	DET
fcis-31662	5	6	average	average	ADJ
fcis-31662	5	7	accuracy	accuracy	NOUN
fcis-31662	5	8	score	score	NOUN
fcis-31662	5	9	of	of	ADP
fcis-31662	5	10	the	the	DET
fcis-31662	5	11	system	system	NOUN
fcis-31662	5	12	's	's	PART
fcis-31662	5	13	scheme	scheme	NOUN
fcis-31662	5	14	generation	generation	NOUN
fcis-31662	5	15	is	be	AUX
fcis-31662	5	16	85.6	85.6	NUM
fcis-31662	5	17	,	,	PUNCT
fcis-31662	5	18	the	the	DET
fcis-31662	5	19	rag	rag	NOUN
fcis-31662	5	20	technology	technology	NOUN
fcis-31662	5	21	increases	increase	VERB
fcis-31662	5	22	the	the	DET
fcis-31662	5	23	citation	citation	NOUN
fcis-31662	5	24	rate	rate	NOUN
fcis-31662	5	25	of	of	ADP
fcis-31662	5	26	the	the	DET
fcis-31662	5	27	latest	late	ADJ
fcis-31662	5	28	literature	literature	NOUN
fcis-31662	5	29	in	in	ADP
fcis-31662	5	30	the	the	DET
fcis-31662	5	31	scheme	scheme	NOUN
fcis-31662	5	32	by	by	ADP
fcis-31662	5	33	42.3	42.3	NUM
fcis-31662	5	34	%	%	NOUN
fcis-31662	5	35	,	,	PUNCT
fcis-31662	5	36	and	and	CCONJ
fcis-31662	5	37	the	the	DET
fcis-31662	5	38	average	average	ADJ
fcis-31662	5	39	score	score	NOUN
fcis-31662	5	40	of	of	ADP
fcis-31662	5	41	clinical	clinical	ADJ
fcis-31662	5	42	physician	physician	NOUN
fcis-31662	5	43	evaluation	evaluation	NOUN
fcis-31662	5	44	is	be	AUX
fcis-31662	5	45	8.7	8.7	NUM
fcis-31662	5	46	.	.	PUNCT
fcis-31662	6	1	the	the	DET
fcis-31662	6	2	research	research	NOUN
fcis-31662	6	3	indicates	indicate	VERB
fcis-31662	6	4	that	that	SCONJ
fcis-31662	6	5	integrating	integrate	VERB
fcis-31662	6	6	large	large	ADJ
fcis-31662	6	7	language	language	NOUN
fcis-31662	6	8	models	model	NOUN
fcis-31662	6	9	and	and	CCONJ
fcis-31662	6	10	literature	literature	NOUN
fcis-31662	6	11	retrieval	retrieval	NOUN
fcis-31662	6	12	technology	technology	NOUN
fcis-31662	6	13	can	can	AUX
fcis-31662	6	14	effectively	effectively	ADV
fcis-31662	6	15	improve	improve	VERB
fcis-31662	6	16	the	the	DET
fcis-31662	6	17	accuracy	accuracy	NOUN
fcis-31662	6	18	and	and	CCONJ
fcis-31662	6	19	evidence	evidence	NOUN
fcis-31662	6	20	-	-	PUNCT
fcis-31662	6	21	based	base	VERB
fcis-31662	6	22	nature	nature	NOUN
fcis-31662	6	23	of	of	ADP
fcis-31662	6	24	tumor	tumor	NOUN
fcis-31662	6	25	individualized	individualized	ADJ
fcis-31662	6	26	treatment	treatment	NOUN
fcis-31662	6	27	schemes	scheme	NOUN
fcis-31662	6	28	,	,	PUNCT
fcis-31662	6	29	providing	provide	VERB
fcis-31662	6	30	strong	strong	ADJ
fcis-31662	6	31	support	support	NOUN
fcis-31662	6	32	for	for	ADP
fcis-31662	6	33	clinical	clinical	ADJ
fcis-31662	6	34	decision	decision	NOUN
fcis-31662	6	35	-	-	PUNCT
fcis-31662	6	36	making	making	NOUN
fcis-31662	6	37	.	.	PUNCT
fcis-31662	7	1	keywords	keyword	NOUN
fcis-31662	7	2	:	:	PUNCT
fcis-31662	7	3	tumor	tumor	NOUN
fcis-31662	7	4	individualized	individualized	ADJ
fcis-31662	7	5	treatment	treatment	NOUN
fcis-31662	7	6	;	;	PUNCT
fcis-31662	7	7	large	large	ADJ
fcis-31662	7	8	language	language	NOUN
fcis-31662	7	9	model	model	NOUN
fcis-31662	7	10	;	;	PUNCT
fcis-31662	7	11	retrieval	retrieval	NOUN
fcis-31662	7	12	-	-	PUNCT
fcis-31662	7	13	augmented	augment	VERB
fcis-31662	7	14	generation	generation	NOUN
fcis-31662	7	15	.	.	PUNCT
fcis-31662	8	1	1	1	X
fcis-31662	8	2	.	.	X
fcis-31662	8	3	introduction	introduction	NOUN
fcis-31662	8	4	tumor	tumor	NOUN
fcis-31662	8	5	individualized	individualized	ADJ
fcis-31662	8	6	treatment	treatment	NOUN
fcis-31662	8	7	is	be	AUX
fcis-31662	8	8	a	a	DET
fcis-31662	8	9	key	key	ADJ
fcis-31662	8	10	direction	direction	NOUN
fcis-31662	8	11	for	for	ADP
fcis-31662	8	12	improving	improve	VERB
fcis-31662	8	13	efficacy	efficacy	NOUN
fcis-31662	8	14	,	,	PUNCT
fcis-31662	8	15	but	but	CCONJ
fcis-31662	8	16	it	it	PRON
fcis-31662	8	17	is	be	AUX
fcis-31662	8	18	restricted	restrict	VERB
fcis-31662	8	19	by	by	ADP
fcis-31662	8	20	tumor	tumor	NOUN
fcis-31662	8	21	heterogeneity	heterogeneity	NOUN
fcis-31662	8	22	.	.	PUNCT
fcis-31662	9	1	mri	mri	NOUN
fcis-31662	9	2	studies	study	NOUN
fcis-31662	9	3	have	have	AUX
fcis-31662	9	4	shown	show	VERB
fcis-31662	9	5	that	that	SCONJ
fcis-31662	9	6	for	for	ADP
fcis-31662	9	7	solitary	solitary	ADJ
fcis-31662	9	8	hepatocellular	hepatocellular	ADJ
fcis-31662	9	9	carcinoma	carcinoma	NOUN
fcis-31662	9	10	in	in	ADP
fcis-31662	9	11	bclc0	bclc0	PROPN
fcis-31662	9	12	/	/	SYM
fcis-31662	9	13	a	a	DET
fcis-31662	9	14	stage	stage	NOUN
fcis-31662	9	15	with	with	ADP
fcis-31662	9	16	a	a	DET
fcis-31662	9	17	diameter	diameter	NOUN
fcis-31662	9	18	≤5	≤5	PROPN
fcis-31662	9	19	cm	cm	PROPN
fcis-31662	9	20	,	,	PUNCT
fcis-31662	9	21	the	the	DET
fcis-31662	9	22	benefit	benefit	NOUN
fcis-31662	9	23	of	of	ADP
fcis-31662	9	24	adjuvant	adjuvant	ADJ
fcis-31662	9	25	therapy	therapy	NOUN
fcis-31662	9	26	differs	differ	VERB
fcis-31662	9	27	significantly	significantly	ADV
fcis-31662	9	28	due	due	ADP
fcis-31662	9	29	to	to	ADP
fcis-31662	9	30	microvascular	microvascular	ADJ
fcis-31662	9	31	invasion	invasion	NOUN
fcis-31662	9	32	or	or	CCONJ
fcis-31662	9	33	edmondson	edmondson	PROPN
fcis-31662	9	34	grade	grade	NOUN
fcis-31662	9	35	differences	difference	NOUN
fcis-31662	9	36	[	[	X
fcis-31662	9	37	1	1	NUM
fcis-31662	9	38	]	]	PUNCT
fcis-31662	9	39	,	,	PUNCT
fcis-31662	9	40	and	and	CCONJ
fcis-31662	9	41	traditional	traditional	ADJ
fcis-31662	9	42	unified	unified	ADJ
fcis-31662	9	43	schemes	scheme	NOUN
fcis-31662	9	44	are	be	AUX
fcis-31662	9	45	difficult	difficult	ADJ
fcis-31662	9	46	to	to	PART
fcis-31662	9	47	meet	meet	VERB
fcis-31662	9	48	the	the	DET
fcis-31662	9	49	needs	need	NOUN
fcis-31662	9	50	.	.	PUNCT
fcis-31662	10	1	the	the	DET
fcis-31662	10	2	combination	combination	NOUN
fcis-31662	10	3	of	of	ADP
fcis-31662	10	4	large	large	ADJ
fcis-31662	10	5	language	language	NOUN
fcis-31662	10	6	models	model	NOUN
fcis-31662	10	7	and	and	CCONJ
fcis-31662	10	8	literature	literature	NOUN
fcis-31662	10	9	retrieval	retrieval	NOUN
fcis-31662	10	10	technology	technology	NOUN
fcis-31662	10	11	provides	provide	VERB
fcis-31662	10	12	a	a	DET
fcis-31662	10	13	new	new	ADJ
fcis-31662	10	14	path	path	NOUN
fcis-31662	10	15	[	[	X
fcis-31662	10	16	2	2	NUM
fcis-31662	10	17	]	]	PUNCT
fcis-31662	10	18	.	.	PUNCT
fcis-31662	11	1	the	the	DET
fcis-31662	11	2	former	former	ADJ
fcis-31662	11	3	can	can	AUX
fcis-31662	11	4	automatically	automatically	ADV
fcis-31662	11	5	generate	generate	VERB
fcis-31662	11	6	medical	medical	ADJ
fcis-31662	11	7	documents	document	NOUN
fcis-31662	11	8	,	,	PUNCT
fcis-31662	11	9	extract	extract	VERB
fcis-31662	11	10	tumor	tumor	NOUN
fcis-31662	11	11	research	research	NOUN
fcis-31662	11	12	information	information	NOUN
fcis-31662	11	13	,	,	PUNCT
fcis-31662	11	14	and	and	CCONJ
fcis-31662	11	15	assist	assist	VERB
fcis-31662	11	16	clinical	clinical	ADJ
fcis-31662	11	17	decision	decision	NOUN
fcis-31662	11	18	-	-	PUNCT
fcis-31662	11	19	making	making	NOUN
fcis-31662	11	20	[	[	X
fcis-31662	11	21	3	3	NUM
fcis-31662	11	22	]	]	PUNCT
fcis-31662	11	23	,	,	PUNCT
fcis-31662	11	24	while	while	SCONJ
fcis-31662	11	25	retrieval	retrieval	NOUN
fcis-31662	11	26	-	-	PUNCT
fcis-31662	11	27	enhanced	enhance	VERB
fcis-31662	11	28	generation	generation	NOUN
fcis-31662	11	29	technology	technology	NOUN
fcis-31662	11	30	increases	increase	VERB
fcis-31662	11	31	evidence	evidence	NOUN
fcis-31662	11	32	-	-	PUNCT
fcis-31662	11	33	based	base	VERB
fcis-31662	11	34	nature	nature	NOUN
fcis-31662	11	35	through	through	ADP
fcis-31662	11	36	literature	literature	NOUN
fcis-31662	11	37	integration	integration	NOUN
fcis-31662	11	38	[	[	X
fcis-31662	11	39	4	4	NUM
fcis-31662	11	40	]	]	PUNCT
fcis-31662	11	41	.	.	PUNCT
fcis-31662	12	1	this	this	DET
fcis-31662	12	2	paper	paper	NOUN
fcis-31662	12	3	aims	aim	VERB
fcis-31662	12	4	to	to	PART
fcis-31662	12	5	construct	construct	VERB
fcis-31662	12	6	a	a	DET
fcis-31662	12	7	tumor	tumor	NOUN
fcis-31662	12	8	individualized	individualized	ADJ
fcis-31662	12	9	treatment	treatment	NOUN
fcis-31662	12	10	scheme	scheme	NOUN
fcis-31662	12	11	generation	generation	NOUN
fcis-31662	12	12	system	system	NOUN
fcis-31662	12	13	integrating	integrate	VERB
fcis-31662	12	14	clinical	clinical	ADJ
fcis-31662	12	15	data	datum	NOUN
fcis-31662	12	16	,	,	PUNCT
fcis-31662	12	17	literature	literature	NOUN
fcis-31662	12	18	knowledge	knowledge	NOUN
fcis-31662	12	19	,	,	PUNCT
fcis-31662	12	20	and	and	CCONJ
fcis-31662	12	21	model	model	NOUN
fcis-31662	12	22	decision	decision	NOUN
fcis-31662	12	23	-	-	PUNCT
fcis-31662	12	24	making	making	NOUN
fcis-31662	12	25	,	,	PUNCT
fcis-31662	12	26	providing	provide	VERB
fcis-31662	12	27	support	support	NOUN
fcis-31662	12	28	for	for	ADP
fcis-31662	12	29	the	the	DET
fcis-31662	12	30	accurate	accurate	ADJ
fcis-31662	12	31	generation	generation	NOUN
fcis-31662	12	32	of	of	ADP
fcis-31662	12	33	schemes	scheme	NOUN
fcis-31662	12	34	and	and	CCONJ
fcis-31662	12	35	promoting	promote	VERB
fcis-31662	12	36	the	the	DET
fcis-31662	12	37	transformation	transformation	NOUN
fcis-31662	12	38	of	of	ADP
fcis-31662	12	39	clinical	clinical	ADJ
fcis-31662	12	40	treatment	treatment	NOUN
fcis-31662	12	41	to	to	PART
fcis-31662	12	42	precision	precision	VERB
fcis-31662	12	43	medicine	medicine	NOUN
fcis-31662	12	44	.	.	PUNCT
fcis-31662	13	1	(	(	PUNCT
fcis-31662	13	2	1	1	X
fcis-31662	13	3	)	)	PUNCT
fcis-31662	13	4	tumor	tumor	NOUN
fcis-31662	13	5	heterogeneity	heterogeneity	NOUN
fcis-31662	13	6	and	and	CCONJ
fcis-31662	13	7	challenges	challenge	NOUN
fcis-31662	13	8	in	in	ADP
fcis-31662	13	9	individualized	individualized	ADJ
fcis-31662	13	10	treatment	treatment	NOUN
fcis-31662	13	11	tumor	tumor	NOUN
fcis-31662	13	12	heterogeneity	heterogeneity	NOUN
fcis-31662	13	13	exists	exist	VERB
fcis-31662	13	14	in	in	ADP
fcis-31662	13	15	the	the	DET
fcis-31662	13	16	biological	biological	ADJ
fcis-31662	13	17	characteristics	characteristic	NOUN
fcis-31662	13	18	of	of	ADP
fcis-31662	13	19	different	different	ADJ
fcis-31662	13	20	patients	patient	NOUN
fcis-31662	13	21	and	and	CCONJ
fcis-31662	13	22	different	different	ADJ
fcis-31662	13	23	tumor	tumor	NOUN
fcis-31662	13	24	cells	cell	NOUN
fcis-31662	13	25	of	of	ADP
fcis-31662	13	26	the	the	DET
fcis-31662	13	27	same	same	ADJ
fcis-31662	13	28	patient	patient	NOUN
fcis-31662	13	29	,	,	PUNCT
fcis-31662	13	30	which	which	PRON
fcis-31662	13	31	is	be	AUX
fcis-31662	13	32	the	the	DET
fcis-31662	13	33	core	core	NOUN
fcis-31662	13	34	challenge	challenge	NOUN
fcis-31662	13	35	of	of	ADP
fcis-31662	13	36	individualized	individualized	ADJ
fcis-31662	13	37	treatment	treatment	NOUN
fcis-31662	13	38	.	.	PUNCT
fcis-31662	14	1	mri	mri	NOUN
fcis-31662	14	2	has	have	AUX
fcis-31662	14	3	confirmed	confirm	VERB
fcis-31662	14	4	that	that	SCONJ
fcis-31662	14	5	for	for	SCONJ
fcis-31662	14	6	patients	patient	NOUN
fcis-31662	14	7	with	with	ADP
fcis-31662	14	8	solitary	solitary	ADJ
fcis-31662	14	9	hepatocellular	hepatocellular	ADJ
fcis-31662	14	10	carcinoma	carcinoma	NOUN
fcis-31662	14	11	in	in	ADP
fcis-31662	14	12	bclc0	bclc0	PROPN
fcis-31662	14	13	/	/	SYM
fcis-31662	14	14	a	a	DET
fcis-31662	14	15	stage	stage	NOUN
fcis-31662	14	16	with	with	ADP
fcis-31662	14	17	a	a	DET
fcis-31662	14	18	diameter	diameter	NOUN
fcis-31662	14	19	≤5	≤5	PROPN
fcis-31662	14	20	cm	cm	PROPN
fcis-31662	14	21	,	,	PUNCT
fcis-31662	14	22	microvascular	microvascular	ADJ
fcis-31662	14	23	invasion	invasion	NOUN
fcis-31662	14	24	or	or	CCONJ
fcis-31662	14	25	edmondson	edmondson	PROPN
fcis-31662	14	26	grade	grade	NOUN
fcis-31662	14	27	differences	difference	NOUN
fcis-31662	14	28	directly	directly	ADV
fcis-31662	14	29	affect	affect	VERB
fcis-31662	14	30	the	the	DET
fcis-31662	14	31	benefit	benefit	NOUN
fcis-31662	14	32	of	of	ADP
fcis-31662	14	33	adjuvant	adjuvant	ADJ
fcis-31662	14	34	therapy	therapy	NOUN
fcis-31662	14	35	,	,	PUNCT
fcis-31662	14	36	and	and	CCONJ
fcis-31662	14	37	even	even	ADV
fcis-31662	14	38	if	if	SCONJ
fcis-31662	14	39	the	the	DET
fcis-31662	14	40	tumor	tumor	NOUN
fcis-31662	14	41	type	type	NOUN
fcis-31662	14	42	and	and	CCONJ
fcis-31662	14	43	size	size	NOUN
fcis-31662	14	44	are	be	AUX
fcis-31662	14	45	the	the	DET
fcis-31662	14	46	same	same	ADJ
fcis-31662	14	47	,	,	PUNCT
fcis-31662	14	48	the	the	DET
fcis-31662	14	49	results	result	NOUN
fcis-31662	14	50	may	may	AUX
fcis-31662	14	51	be	be	AUX
fcis-31662	14	52	significantly	significantly	ADV
fcis-31662	14	53	different	different	ADJ
fcis-31662	14	54	.	.	PUNCT
fcis-31662	15	1	the	the	DET
fcis-31662	15	2	heterogeneity	heterogeneity	NOUN
fcis-31662	15	3	of	of	ADP
fcis-31662	15	4	multi	multi	ADJ
fcis-31662	15	5	-	-	ADJ
fcis-31662	15	6	site	site	ADJ
fcis-31662	15	7	malignant	malignant	ADJ
fcis-31662	15	8	tumors	tumor	NOUN
fcis-31662	15	9	is	be	AUX
fcis-31662	15	10	more	more	ADV
fcis-31662	15	11	complex	complex	ADJ
fcis-31662	15	12	,	,	PUNCT
fcis-31662	15	13	divided	divide	VERB
fcis-31662	15	14	into	into	ADP
fcis-31662	15	15	primary	primary	ADJ
fcis-31662	15	16	with	with	ADP
fcis-31662	15	17	invasion	invasion	NOUN
fcis-31662	15	18	or	or	CCONJ
fcis-31662	15	19	metastasis	metastasis	NOUN
fcis-31662	15	20	,	,	PUNCT
fcis-31662	15	21	overlapping	overlap	VERB
fcis-31662	15	22	,	,	PUNCT
fcis-31662	15	23	multiple	multiple	ADJ
fcis-31662	15	24	primary	primary	NOUN
fcis-31662	15	25	,	,	PUNCT
fcis-31662	15	26	and	and	CCONJ
fcis-31662	15	27	other	other	ADJ
fcis-31662	15	28	types	type	NOUN
fcis-31662	15	29	,	,	PUNCT
fcis-31662	15	30	with	with	ADP
fcis-31662	15	31	different	different	ADJ
fcis-31662	15	32	icd-10	icd-10	PRON
fcis-31662	15	33	coding	code	VERB
fcis-31662	15	34	rules	rule	NOUN
fcis-31662	15	35	for	for	ADP
fcis-31662	15	36	each	each	DET
fcis-31662	15	37	type	type	NOUN
fcis-31662	15	38	[	[	X
fcis-31662	15	39	5	5	NUM
fcis-31662	15	40	]	]	PUNCT
fcis-31662	15	41	.	.	PUNCT
fcis-31662	16	1	accurate	accurate	ADJ
fcis-31662	16	2	judgment	judgment	NOUN
fcis-31662	16	3	and	and	CCONJ
fcis-31662	16	4	coding	coding	NOUN
fcis-31662	16	5	are	be	AUX
fcis-31662	16	6	the	the	DET
fcis-31662	16	7	basis	basis	NOUN
fcis-31662	16	8	for	for	ADP
fcis-31662	16	9	formulating	formulate	VERB
fcis-31662	16	10	schemes	scheme	NOUN
fcis-31662	16	11	,	,	PUNCT
fcis-31662	16	12	and	and	CCONJ
fcis-31662	16	13	the	the	DET
fcis-31662	16	14	diversity	diversity	NOUN
fcis-31662	16	15	of	of	ADP
fcis-31662	16	16	types	type	NOUN
fcis-31662	16	17	increases	increase	VERB
fcis-31662	16	18	the	the	DET
fcis-31662	16	19	complexity	complexity	NOUN
fcis-31662	16	20	of	of	ADP
fcis-31662	16	21	treatment	treatment	NOUN
fcis-31662	16	22	.	.	PUNCT
fcis-31662	17	1	this	this	DET
fcis-31662	17	2	heterogeneity	heterogeneity	NOUN
fcis-31662	17	3	leads	lead	VERB
fcis-31662	17	4	to	to	ADP
fcis-31662	17	5	significant	significant	ADJ
fcis-31662	17	6	differences	difference	NOUN
fcis-31662	17	7	in	in	ADP
fcis-31662	17	8	the	the	DET
fcis-31662	17	9	efficacy	efficacy	NOUN
fcis-31662	17	10	of	of	ADP
fcis-31662	17	11	the	the	DET
fcis-31662	17	12	same	same	ADJ
fcis-31662	17	13	scheme	scheme	NOUN
fcis-31662	17	14	.	.	PUNCT
fcis-31662	18	1	for	for	ADP
fcis-31662	18	2	example	example	NOUN
fcis-31662	18	3	,	,	PUNCT
fcis-31662	18	4	in	in	ADP
fcis-31662	18	5	immunotherapy	immunotherapy	NOUN
fcis-31662	18	6	for	for	ADP
fcis-31662	18	7	digestive	digestive	ADJ
fcis-31662	18	8	tract	tract	NOUN
fcis-31662	18	9	cancers	cancer	NOUN
fcis-31662	18	10	,	,	PUNCT
fcis-31662	18	11	the	the	DET
fcis-31662	18	12	response	response	NOUN
fcis-31662	18	13	rate	rate	NOUN
fcis-31662	18	14	of	of	ADP
fcis-31662	18	15	pd-1	pd-1	NOUN
fcis-31662	18	16	monoclonal	monoclonal	NOUN
fcis-31662	18	17	antibodies	antibody	NOUN
fcis-31662	18	18	varies	vary	VERB
fcis-31662	18	19	from	from	ADP
fcis-31662	18	20	77.28	77.28	NUM
fcis-31662	18	21	%	%	NOUN
fcis-31662	18	22	to	to	ADP
fcis-31662	18	23	2.27	2.27	NUM
fcis-31662	18	24	%	%	NOUN
fcis-31662	18	25	[	[	X
fcis-31662	18	26	6	6	NUM
fcis-31662	18	27	]	]	PUNCT
fcis-31662	18	28	.	.	PUNCT
fcis-31662	19	1	accurately	accurately	ADV
fcis-31662	19	2	identifying	identify	VERB
fcis-31662	19	3	differences	difference	NOUN
fcis-31662	19	4	and	and	CCONJ
fcis-31662	19	5	formulating	formulate	VERB
fcis-31662	19	6	targeted	targeted	ADJ
fcis-31662	19	7	schemes	scheme	NOUN
fcis-31662	19	8	is	be	AUX
fcis-31662	19	9	a	a	DET
fcis-31662	19	10	core	core	NOUN
fcis-31662	19	11	issue	issue	NOUN
fcis-31662	19	12	that	that	PRON
fcis-31662	19	13	must	must	AUX
fcis-31662	19	14	be	be	AUX
fcis-31662	19	15	solved	solve	VERB
fcis-31662	19	16	.	.	PUNCT
fcis-31662	20	1	(	(	PUNCT
fcis-31662	20	2	2	2	X
fcis-31662	20	3	)	)	PUNCT
fcis-31662	20	4	medical	medical	ADJ
fcis-31662	20	5	knowledge	knowledge	NOUN
fcis-31662	20	6	modeling	modeling	NOUN
fcis-31662	20	7	and	and	CCONJ
fcis-31662	20	8	reasoning	reasoning	NOUN
fcis-31662	20	9	ability	ability	NOUN
fcis-31662	20	10	of	of	ADP
fcis-31662	20	11	large	large	ADJ
fcis-31662	20	12	models	model	NOUN
fcis-31662	20	13	large	large	ADJ
fcis-31662	20	14	language	language	NOUN
fcis-31662	20	15	models	model	NOUN
fcis-31662	20	16	construct	construct	VERB
fcis-31662	20	17	knowledge	knowledge	NOUN
fcis-31662	20	18	systems	system	NOUN
fcis-31662	20	19	by	by	ADP
fcis-31662	20	20	learning	learn	VERB
fcis-31662	20	21	massive	massive	ADJ
fcis-31662	20	22	medical	medical	ADJ
fcis-31662	20	23	data	datum	NOUN
fcis-31662	20	24	and	and	CCONJ
fcis-31662	20	25	have	have	VERB
fcis-31662	20	26	broad	broad	ADJ
fcis-31662	20	27	application	application	NOUN
fcis-31662	20	28	potential	potential	NOUN
fcis-31662	20	29	in	in	ADP
fcis-31662	20	30	the	the	DET
fcis-31662	20	31	field	field	NOUN
fcis-31662	20	32	of	of	ADP
fcis-31662	20	33	oncology	oncology	NOUN
fcis-31662	20	34	.	.	PUNCT
fcis-31662	21	1	they	they	PRON
fcis-31662	21	2	can	can	AUX
fcis-31662	21	3	automatically	automatically	ADV
fcis-31662	21	4	generate	generate	VERB
fcis-31662	21	5	medical	medical	ADJ
fcis-31662	21	6	documents	document	NOUN
fcis-31662	21	7	such	such	ADJ
fcis-31662	21	8	as	as	ADP
fcis-31662	21	9	inspection	inspection	NOUN
fcis-31662	21	10	reports	report	NOUN
fcis-31662	21	11	and	and	CCONJ
fcis-31662	21	12	extract	extract	VERB
fcis-31662	21	13	key	key	ADJ
fcis-31662	21	14	information	information	NOUN
fcis-31662	21	15	from	from	ADP
fcis-31662	21	16	tumor	tumor	NOUN
fcis-31662	21	17	research	research	NOUN
fcis-31662	21	18	[	[	X
fcis-31662	21	19	7	7	NUM
fcis-31662	21	20	]	]	PUNCT
fcis-31662	21	21	,	,	PUNCT
fcis-31662	21	22	saving	save	VERB
fcis-31662	21	23	doctors	doctor	NOUN
fcis-31662	21	24	'	'	PART
fcis-31662	21	25	energy	energy	NOUN
fcis-31662	21	26	.	.	PUNCT
fcis-31662	22	1	in	in	ADP
fcis-31662	22	2	the	the	DET
fcis-31662	22	3	field	field	NOUN
fcis-31662	22	4	of	of	ADP
fcis-31662	22	5	chinese	chinese	ADJ
fcis-31662	22	6	radiology	radiology	NOUN
fcis-31662	22	7	,	,	PUNCT
fcis-31662	22	8	the	the	DET
fcis-31662	22	9	"	"	PUNCT
fcis-31662	22	10	zhuomuniao	zhuomuniao	X
fcis-31662	22	11	medical	medical	ADJ
fcis-31662	22	12	large	large	ADJ
fcis-31662	22	13	model	model	NOUN
fcis-31662	22	14	"	"	PUNCT
fcis-31662	22	15	can	can	AUX
fcis-31662	22	16	handle	handle	VERB
fcis-31662	22	17	four	four	NUM
fcis-31662	22	18	clinical	clinical	ADJ
fcis-31662	22	19	tasks	task	NOUN
fcis-31662	22	20	and	and	CCONJ
fcis-31662	22	21	perform	perform	VERB
fcis-31662	22	22	excellently	excellently	ADV
fcis-31662	22	23	in	in	ADP
fcis-31662	22	24	classification	classification	NOUN
fcis-31662	22	25	performance	performance	NOUN
fcis-31662	22	26	[	[	X
fcis-31662	22	27	4	4	NUM
fcis-31662	22	28	]	]	PUNCT
fcis-31662	22	29	,	,	PUNCT
fcis-31662	22	30	providing	provide	VERB
fcis-31662	22	31	support	support	NOUN
fcis-31662	22	32	for	for	ADP
fcis-31662	22	33	image	image	NOUN
fcis-31662	22	34	interpretation	interpretation	NOUN
fcis-31662	22	35	and	and	CCONJ
fcis-31662	22	36	clinical	clinical	ADJ
fcis-31662	22	37	tasks	task	NOUN
fcis-31662	22	38	.	.	PUNCT
fcis-31662	23	1	based	base	VERB
fcis-31662	23	2	on	on	ADP
fcis-31662	23	3	clinical	clinical	ADJ
fcis-31662	23	4	datasets	dataset	NOUN
fcis-31662	23	5	,	,	PUNCT
fcis-31662	23	6	tumor	tumor	NOUN
fcis-31662	23	7	disease	disease	NOUN
fcis-31662	23	8	prediction	prediction	NOUN
fcis-31662	23	9	models	model	NOUN
fcis-31662	23	10	can	can	AUX
fcis-31662	23	11	be	be	AUX
fcis-31662	23	12	constructed	construct	VERB
fcis-31662	23	13	to	to	PART
fcis-31662	23	14	assess	assess	VERB
fcis-31662	23	15	risks	risk	NOUN
fcis-31662	23	16	and	and	CCONJ
fcis-31662	23	17	progress	progress	NOUN
fcis-31662	23	18	[	[	X
fcis-31662	23	19	3	3	NUM
fcis-31662	23	20	]	]	PUNCT
fcis-31662	23	21	,	,	PUNCT
fcis-31662	23	22	helping	help	VERB
fcis-31662	23	23	doctors	doctor	NOUN
fcis-31662	23	24	adjust	adjust	VERB
fcis-31662	23	25	strategies	strategy	NOUN
fcis-31662	23	26	.	.	PUNCT
fcis-31662	24	1	in	in	ADP
fcis-31662	24	2	clinical	clinical	ADJ
fcis-31662	24	3	decision	decision	NOUN
fcis-31662	24	4	-	-	PUNCT
fcis-31662	24	5	making	making	NOUN
fcis-31662	24	6	,	,	PUNCT
fcis-31662	24	7	they	they	PRON
fcis-31662	24	8	can	can	AUX
fcis-31662	24	9	integrate	integrate	VERB
fcis-31662	24	10	knowledge	knowledge	NOUN
fcis-31662	24	11	and	and	CCONJ
fcis-31662	24	12	patient	patient	ADJ
fcis-31662	24	13	information	information	NOUN
fcis-31662	24	14	to	to	PART
fcis-31662	24	15	provide	provide	VERB
fcis-31662	24	16	diagnosis	diagnosis	NOUN
fcis-31662	24	17	and	and	CCONJ
fcis-31662	24	18	treatment	treatment	NOUN
fcis-31662	24	19	suggestions	suggestion	NOUN
fcis-31662	24	20	,	,	PUNCT
fcis-31662	24	21	but	but	CCONJ
fcis-31662	24	22	can	can	AUX
fcis-31662	24	23	not	not	PART
fcis-31662	24	24	be	be	AUX
fcis-31662	24	25	used	use	VERB
fcis-31662	24	26	as	as	ADP
fcis-31662	24	27	routine	routine	ADJ
fcis-31662	24	28	tools	tool	NOUN
fcis-31662	24	29	[	[	X
fcis-31662	24	30	3	3	NUM
fcis-31662	24	31	]	]	PUNCT
fcis-31662	24	32	,	,	PUNCT
fcis-31662	24	33	and	and	CCONJ
fcis-31662	24	34	their	their	PRON
fcis-31662	24	35	accuracy	accuracy	NOUN
fcis-31662	24	36	needs	need	VERB
fcis-31662	24	37	to	to	PART
fcis-31662	24	38	be	be	AUX
fcis-31662	24	39	improved	improve	VERB
fcis-31662	24	40	.	.	PUNCT
fcis-31662	25	1	they	they	PRON
fcis-31662	25	2	can	can	AUX
fcis-31662	25	3	also	also	ADV
fcis-31662	25	4	screen	screen	VERB
fcis-31662	25	5	potential	potential	ADJ
fcis-31662	25	6	subjects	subject	NOUN
fcis-31662	25	7	in	in	ADP
fcis-31662	25	8	tumor	tumor	NOUN
fcis-31662	25	9	drug	drug	NOUN
fcis-31662	25	10	clinical	clinical	ADJ
fcis-31662	25	11	trials	trial	NOUN
fcis-31662	25	12	,	,	PUNCT
fcis-31662	25	13	improve	improve	VERB
fcis-31662	25	14	the	the	DET
fcis-31662	25	15	design	design	NOUN
fcis-31662	25	16	process	process	NOUN
fcis-31662	25	17	,	,	PUNCT
fcis-31662	25	18	and	and	CCONJ
fcis-31662	25	19	increase	increase	VERB
fcis-31662	25	20	the	the	DET
fcis-31662	25	21	success	success	NOUN
fcis-31662	25	22	rate	rate	NOUN
fcis-31662	26	1	[	[	X
fcis-31662	26	2	3	3	NUM
fcis-31662	26	3	]	]	PUNCT
fcis-31662	26	4	,	,	PUNCT
fcis-31662	26	5	providing	provide	VERB
fcis-31662	26	6	new	new	ADJ
fcis-31662	26	7	ideas	idea	NOUN
fcis-31662	26	8	.	.	PUNCT
fcis-31662	27	1	(	(	PUNCT
fcis-31662	27	2	figure	figure	VERB
fcis-31662	27	3	1	1	NUM
fcis-31662	27	4	medical	medical	ADJ
fcis-31662	27	5	knowledge	knowledge	NOUN
fcis-31662	27	6	modeling	modeling	NOUN
fcis-31662	27	7	&	&	CCONJ
fcis-31662	27	8	reasoning	reasoning	NOUN
fcis-31662	27	9	framework	framework	NOUN
fcis-31662	27	10	)	)	PUNCT
fcis-31662	27	11	the	the	DET
fcis-31662	27	12	diagram	diagram	NOUN
fcis-31662	27	13	clearly	clearly	ADV
fcis-31662	27	14	presents	present	VERB
fcis-31662	27	15	the	the	DET
fcis-31662	27	16	sources	source	NOUN
fcis-31662	27	17	of	of	ADP
fcis-31662	27	18	medical	medical	ADJ
fcis-31662	27	19	knowledge	knowledge	NOUN
fcis-31662	27	20	,	,	PUNCT
fcis-31662	27	21	modeling	model	VERB
fcis-31662	27	22	logic	logic	NOUN
fcis-31662	27	23	,	,	PUNCT
fcis-31662	27	24	and	and	CCONJ
fcis-31662	27	25	clinical	clinical	ADJ
fcis-31662	27	26	application	application	NOUN
fcis-31662	27	27	scenarios	scenario	NOUN
fcis-31662	27	28	of	of	ADP
fcis-31662	27	29	large	large	ADJ
fcis-31662	27	30	models	model	NOUN
fcis-31662	27	31	,	,	PUNCT
fcis-31662	27	32	intuitively	intuitively	ADV
fcis-31662	27	33	showing	show	VERB
fcis-31662	27	34	the	the	DET
fcis-31662	27	35	complete	complete	ADJ
fcis-31662	27	36	reasoning	reasoning	NOUN
fcis-31662	27	37	chain	chain	NOUN
fcis-31662	27	38	of	of	ADP
fcis-31662	27	39	"	"	PUNCT
fcis-31662	27	40	data	datum	NOUN
fcis-31662	27	41	input	input	NOUN
fcis-31662	27	42	knowledge	knowledge	NOUN
fcis-31662	27	43	transformation	transformation	NOUN
fcis-31662	27	44	clinical	clinical	ADJ
fcis-31662	27	45	output	output	NOUN
fcis-31662	27	46	"	"	PUNCT
fcis-31662	27	47	and	and	CCONJ
fcis-31662	27	48	supporting	support	VERB
fcis-31662	27	49	the	the	DET
fcis-31662	27	50	understanding	understanding	NOUN
fcis-31662	27	51	of	of	ADP
fcis-31662	27	52	their	their	PRON
fcis-31662	27	53	knowledge	knowledge	NOUN
fcis-31662	27	54	modeling	modeling	NOUN
fcis-31662	27	55	and	and	CCONJ
fcis-31662	27	56	reasoning	reasoning	NOUN
fcis-31662	27	57	capabilities	capability	NOUN
fcis-31662	27	58	.	.	PUNCT
fcis-31662	28	1	94	94	NUM
fcis-31662	28	2	figure	figure	NOUN
fcis-31662	28	3	1	1	NUM
fcis-31662	28	4	.	.	PUNCT
fcis-31662	28	5	medical	medical	ADJ
fcis-31662	28	6	knowledge	knowledge	NOUN
fcis-31662	28	7	modeling	modeling	NOUN
fcis-31662	28	8	&	&	CCONJ
fcis-31662	28	9	reasoning	reasoning	NOUN
fcis-31662	28	10	framework	framework	NOUN
fcis-31662	28	11	(	(	PUNCT
fcis-31662	28	12	3	3	X
fcis-31662	28	13	)	)	PUNCT
fcis-31662	28	14	literature	literature	NOUN
fcis-31662	28	15	integration	integration	NOUN
fcis-31662	28	16	logic	logic	NOUN
fcis-31662	28	17	of	of	ADP
fcis-31662	28	18	retrieval	retrieval	NOUN
fcis-31662	28	19	-	-	PUNCT
fcis-31662	28	20	augmented	augment	VERB
fcis-31662	28	21	generation	generation	NOUN
fcis-31662	28	22	(	(	PUNCT
fcis-31662	28	23	rag	rag	NOUN
fcis-31662	28	24	)	)	PUNCT
fcis-31662	28	25	technology	technology	NOUN
fcis-31662	28	26	retrieval	retrieval	NOUN
fcis-31662	28	27	-	-	PUNCT
fcis-31662	28	28	enhanced	enhance	VERB
fcis-31662	28	29	generation	generation	NOUN
fcis-31662	28	30	(	(	PUNCT
fcis-31662	28	31	rag	rag	NOUN
fcis-31662	28	32	)	)	PUNCT
fcis-31662	28	33	technology	technology	NOUN
fcis-31662	28	34	increases	increase	VERB
fcis-31662	28	35	the	the	DET
fcis-31662	28	36	evidence	evidence	NOUN
fcis-31662	28	37	-	-	PUNCT
fcis-31662	28	38	based	base	VERB
fcis-31662	28	39	nature	nature	NOUN
fcis-31662	28	40	of	of	ADP
fcis-31662	28	41	output	output	NOUN
fcis-31662	28	42	by	by	ADP
fcis-31662	28	43	integrating	integrate	VERB
fcis-31662	28	44	external	external	ADJ
fcis-31662	28	45	literature	literature	NOUN
fcis-31662	28	46	with	with	ADP
fcis-31662	28	47	the	the	DET
fcis-31662	28	48	model	model	NOUN
fcis-31662	28	49	's	's	PART
fcis-31662	28	50	own	own	ADJ
fcis-31662	28	51	knowledge	knowledge	NOUN
fcis-31662	28	52	,	,	PUNCT
fcis-31662	28	53	and	and	CCONJ
fcis-31662	28	54	its	its	PRON
fcis-31662	28	55	core	core	NOUN
fcis-31662	28	56	is	be	AUX
fcis-31662	28	57	to	to	PART
fcis-31662	28	58	combine	combine	VERB
fcis-31662	28	59	model	model	NOUN
fcis-31662	28	60	reasoning	reasoning	NOUN
fcis-31662	28	61	with	with	ADP
fcis-31662	28	62	the	the	DET
fcis-31662	28	63	latest	late	ADJ
fcis-31662	28	64	literature	literature	NOUN
fcis-31662	28	65	evidence	evidence	NOUN
fcis-31662	28	66	.	.	PUNCT
fcis-31662	29	1	when	when	SCONJ
fcis-31662	29	2	studying	study	VERB
fcis-31662	29	3	the	the	DET
fcis-31662	29	4	icd-10	icd-10	DET
fcis-31662	29	5	coding	code	VERB
fcis-31662	29	6	rules	rule	NOUN
fcis-31662	29	7	for	for	ADP
fcis-31662	29	8	multisite	multisite	ADJ
fcis-31662	29	9	malignant	malignant	ADJ
fcis-31662	29	10	tumors	tumor	NOUN
fcis-31662	29	11	,	,	PUNCT
fcis-31662	29	12	researchers	researcher	NOUN
fcis-31662	29	13	retrieved	retrieve	VERB
fcis-31662	29	14	literature	literature	NOUN
fcis-31662	29	15	from	from	ADP
fcis-31662	29	16	databases	database	NOUN
fcis-31662	29	17	such	such	ADJ
fcis-31662	29	18	as	as	ADP
fcis-31662	29	19	cnki	cnki	ADJ
fcis-31662	29	20	and	and	CCONJ
fcis-31662	29	21	summarized	summarize	VERB
fcis-31662	29	22	four	four	NUM
fcis-31662	29	23	categories	category	NOUN
fcis-31662	29	24	of	of	ADP
fcis-31662	29	25	coding	code	VERB
fcis-31662	29	26	rules	rule	NOUN
fcis-31662	29	27	[	[	X
fcis-31662	29	28	5	5	NUM
fcis-31662	29	29	]	]	PUNCT
fcis-31662	29	30	,	,	PUNCT
fcis-31662	29	31	ensuring	ensure	VERB
fcis-31662	29	32	scientificity	scientificity	NOUN
fcis-31662	29	33	.	.	PUNCT
fcis-31662	30	1	a	a	DET
fcis-31662	30	2	similar	similar	ADJ
fcis-31662	30	3	logic	logic	NOUN
fcis-31662	30	4	can	can	AUX
fcis-31662	30	5	be	be	AUX
fcis-31662	30	6	used	use	VERB
fcis-31662	30	7	in	in	ADP
fcis-31662	30	8	the	the	DET
fcis-31662	30	9	generation	generation	NOUN
fcis-31662	30	10	of	of	ADP
fcis-31662	30	11	tumor	tumor	NOUN
fcis-31662	30	12	individualized	individualized	ADJ
fcis-31662	30	13	treatment	treatment	NOUN
fcis-31662	30	14	schemes	scheme	NOUN
fcis-31662	30	15	:	:	PUNCT
fcis-31662	30	16	for	for	ADP
fcis-31662	30	17	specific	specific	ADJ
fcis-31662	30	18	patient	patient	ADJ
fcis-31662	30	19	characteristics	characteristic	NOUN
fcis-31662	30	20	,	,	PUNCT
fcis-31662	30	21	retrieve	retrieve	VERB
fcis-31662	30	22	305	305	NUM
fcis-31662	30	23	abstracts	abstract	NOUN
fcis-31662	30	24	of	of	ADP
fcis-31662	30	25	digestive	digestive	ADJ
fcis-31662	30	26	tract	tract	NOUN
fcis-31662	30	27	cancer	cancer	NOUN
fcis-31662	30	28	studies	study	NOUN
fcis-31662	30	29	published	publish	VERB
fcis-31662	30	30	by	by	ADP
fcis-31662	30	31	chinese	chinese	ADJ
fcis-31662	30	32	scholars	scholar	NOUN
fcis-31662	30	33	in	in	ADP
fcis-31662	30	34	asco	asco	PROPN
fcis-31662	30	35	2024	2024	NUM
fcis-31662	30	36	to	to	PART
fcis-31662	30	37	obtain	obtain	VERB
fcis-31662	30	38	the	the	DET
fcis-31662	30	39	latest	late	ADJ
fcis-31662	30	40	evidence	evidence	NOUN
fcis-31662	30	41	[	[	X
fcis-31662	30	42	6	6	NUM
fcis-31662	30	43	]	]	PUNCT
fcis-31662	30	44	.	.	PUNCT
fcis-31662	31	1	manage	manage	VERB
fcis-31662	31	2	literature	literature	NOUN
fcis-31662	31	3	through	through	ADP
fcis-31662	31	4	endnotex7	endnotex7	NOUN
fcis-31662	31	5	and	and	CCONJ
fcis-31662	31	6	evaluate	evaluate	VERB
fcis-31662	31	7	quality	quality	NOUN
fcis-31662	31	8	using	use	VERB
fcis-31662	31	9	the	the	DET
fcis-31662	31	10	newcastle	newcastle	PROPN
fcis-31662	31	11	-	-	PUNCT
fcis-31662	31	12	ottawa	ottawa	PROPN
fcis-31662	31	13	scale	scale	NOUN
fcis-31662	31	14	[	[	X
fcis-31662	31	15	7	7	X
fcis-31662	31	16	]	]	PUNCT
fcis-31662	31	17	to	to	PART
fcis-31662	31	18	ensure	ensure	VERB
fcis-31662	31	19	reliability	reliability	NOUN
fcis-31662	31	20	.	.	PUNCT
fcis-31662	32	1	this	this	DET
fcis-31662	32	2	method	method	NOUN
fcis-31662	32	3	makes	make	VERB
fcis-31662	32	4	up	up	ADP
fcis-31662	32	5	for	for	ADP
fcis-31662	32	6	the	the	DET
fcis-31662	32	7	lack	lack	NOUN
fcis-31662	32	8	of	of	ADP
fcis-31662	32	9	timeliness	timeliness	NOUN
fcis-31662	32	10	of	of	ADP
fcis-31662	32	11	the	the	DET
fcis-31662	32	12	model	model	NOUN
fcis-31662	32	13	's	's	PART
fcis-31662	32	14	knowledge	knowledge	NOUN
fcis-31662	32	15	,	,	PUNCT
fcis-31662	32	16	making	make	VERB
fcis-31662	32	17	the	the	DET
fcis-31662	32	18	scheme	scheme	NOUN
fcis-31662	32	19	based	base	VERB
fcis-31662	32	20	on	on	ADP
fcis-31662	32	21	historical	historical	ADJ
fcis-31662	32	22	data	datum	NOUN
fcis-31662	32	23	and	and	CCONJ
fcis-31662	32	24	covering	cover	VERB
fcis-31662	32	25	the	the	DET
fcis-31662	32	26	latest	late	ADJ
fcis-31662	32	27	achievements	achievement	NOUN
fcis-31662	32	28	,	,	PUNCT
fcis-31662	32	29	more	more	ADV
fcis-31662	32	30	timely	timely	ADJ
fcis-31662	32	31	and	and	CCONJ
fcis-31662	32	32	scientific	scientific	ADJ
fcis-31662	32	33	,	,	PUNCT
fcis-31662	32	34	providing	provide	VERB
fcis-31662	32	35	high	high	ADJ
fcis-31662	32	36	-	-	PUNCT
fcis-31662	32	37	quality	quality	NOUN
fcis-31662	32	38	suggestions	suggestion	NOUN
fcis-31662	32	39	.	.	PUNCT
fcis-31662	33	1	figure	figure	NOUN
fcis-31662	33	2	2	2	NUM
fcis-31662	33	3	.	.	PUNCT
fcis-31662	34	1	clinical	clinical	ADJ
fcis-31662	34	2	data	data	NOUN
fcis-31662	34	3	-	-	PUNCT
fcis-31662	34	4	literature	literature	NOUN
fcis-31662	34	5	knowledge	knowledge	NOUN
fcis-31662	34	6	-	-	PUNCT
fcis-31662	34	7	model	model	NOUN
fcis-31662	34	8	decision	decision	NOUN
fcis-31662	34	9	collaborative	collaborative	ADJ
fcis-31662	34	10	framework	framework	NOUN
fcis-31662	34	11	(	(	PUNCT
fcis-31662	34	12	4	4	X
fcis-31662	34	13	)	)	PUNCT
fcis-31662	34	14	construction	construction	NOUN
fcis-31662	34	15	of	of	ADP
fcis-31662	34	16	the	the	DET
fcis-31662	34	17	"	"	PUNCT
fcis-31662	34	18	clinical	clinical	ADJ
fcis-31662	34	19	data	data	NOUN
fcis-31662	34	20	-	-	PUNCT
fcis-31662	34	21	literature	literature	NOUN
fcis-31662	34	22	knowledge	knowledge	NOUN
fcis-31662	34	23	-	-	PUNCT
fcis-31662	34	24	model	model	NOUN
fcis-31662	34	25	decision	decision	NOUN
fcis-31662	34	26	-	-	PUNCT
fcis-31662	34	27	making	make	VERB
fcis-31662	34	28	"	"	PUNCT
fcis-31662	34	29	collaborative	collaborative	ADJ
fcis-31662	34	30	framework	framework	NOUN
fcis-31662	34	31	the	the	DET
fcis-31662	34	32	"	"	PUNCT
fcis-31662	34	33	clinical	clinical	ADJ
fcis-31662	34	34	data	data	NOUN
fcis-31662	34	35	-	-	PUNCT
fcis-31662	34	36	literature	literature	NOUN
fcis-31662	34	37	knowledge	knowledge	NOUN
fcis-31662	34	38	-	-	PUNCT
fcis-31662	34	39	model	model	NOUN
fcis-31662	34	40	decision	decision	NOUN
fcis-31662	34	41	-	-	PUNCT
fcis-31662	34	42	making	make	VERB
fcis-31662	34	43	"	"	PUNCT
fcis-31662	34	44	collaborative	collaborative	ADJ
fcis-31662	34	45	framework	framework	NOUN
fcis-31662	34	46	takes	take	VERB
fcis-31662	34	47	clinical	clinical	ADJ
fcis-31662	34	48	data	datum	NOUN
fcis-31662	34	49	as	as	ADP
fcis-31662	34	50	the	the	DET
fcis-31662	34	51	foundation	foundation	NOUN
fcis-31662	34	52	,	,	PUNCT
fcis-31662	34	53	literature	literature	NOUN
fcis-31662	34	54	knowledge	knowledge	NOUN
fcis-31662	34	55	as	as	ADP
fcis-31662	34	56	a	a	DET
fcis-31662	34	57	supplement	supplement	NOUN
fcis-31662	34	58	,	,	PUNCT
fcis-31662	34	59	and	and	CCONJ
fcis-31662	34	60	model	model	NOUN
fcis-31662	34	61	decision	decision	NOUN
fcis-31662	34	62	-	-	PUNCT
fcis-31662	34	63	making	making	NOUN
fcis-31662	34	64	as	as	ADP
fcis-31662	34	65	the	the	DET
fcis-31662	34	66	focus	focus	NOUN
fcis-31662	34	67	to	to	PART
fcis-31662	34	68	construct	construct	VERB
fcis-31662	34	69	an	an	DET
fcis-31662	34	70	organic	organic	ADJ
fcis-31662	34	71	collaborative	collaborative	ADJ
fcis-31662	34	72	system	system	NOUN
fcis-31662	34	73	(	(	PUNCT
fcis-31662	34	74	figure	figure	NOUN
fcis-31662	34	75	2	2	NUM
fcis-31662	34	76	clinical	clinical	ADJ
fcis-31662	34	77	dataliterature	dataliterature	NOUN
fcis-31662	34	78	knowledge	knowledge	NOUN
fcis-31662	34	79	-	-	PUNCT
fcis-31662	34	80	model	model	NOUN
fcis-31662	34	81	decision	decision	NOUN
fcis-31662	34	82	collaborative	collaborative	ADJ
fcis-31662	34	83	framework	framework	NOUN
fcis-31662	34	84	)	)	PUNCT
fcis-31662	34	85	,	,	PUNCT
fcis-31662	34	86	which	which	PRON
fcis-31662	34	87	clearly	clearly	ADV
fcis-31662	34	88	presents	present	VERB
fcis-31662	34	89	the	the	DET
fcis-31662	34	90	interaction	interaction	NOUN
fcis-31662	34	91	logic	logic	NOUN
fcis-31662	34	92	and	and	CCONJ
fcis-31662	34	93	closed	closed	ADJ
fcis-31662	34	94	-	-	PUNCT
fcis-31662	34	95	loop	loop	NOUN
fcis-31662	34	96	mechanism	mechanism	NOUN
fcis-31662	34	97	of	of	ADP
fcis-31662	34	98	clinical	clinical	ADJ
fcis-31662	34	99	data	datum	NOUN
fcis-31662	34	100	,	,	PUNCT
fcis-31662	34	101	literature	literature	NOUN
fcis-31662	34	102	knowledge	knowledge	NOUN
fcis-31662	34	103	,	,	PUNCT
fcis-31662	34	104	and	and	CCONJ
fcis-31662	34	105	model	model	NOUN
fcis-31662	34	106	decision	decision	NOUN
fcis-31662	34	107	-	-	PUNCT
fcis-31662	34	108	making	making	NOUN
fcis-31662	34	109	.	.	PUNCT
fcis-31662	35	1	clinical	clinical	ADJ
fcis-31662	35	2	data	datum	NOUN
fcis-31662	35	3	covers	cover	VERB
fcis-31662	35	4	information	information	NOUN
fcis-31662	35	5	such	such	ADJ
fcis-31662	35	6	as	as	ADP
fcis-31662	35	7	tumor	tumor	NOUN
fcis-31662	35	8	diagnosis	diagnosis	NOUN
fcis-31662	35	9	and	and	CCONJ
fcis-31662	35	10	treatment	treatment	NOUN
fcis-31662	35	11	medical	medical	ADJ
fcis-31662	35	12	records	record	NOUN
fcis-31662	35	13	[	[	X
fcis-31662	35	14	2	2	NUM
fcis-31662	35	15	]	]	PUNCT
fcis-31662	35	16	,	,	PUNCT
fcis-31662	35	17	laying	lay	VERB
fcis-31662	35	18	the	the	DET
fcis-31662	35	19	foundation	foundation	NOUN
fcis-31662	35	20	for	for	ADP
fcis-31662	35	21	scheme	scheme	NOUN
fcis-31662	35	22	generation	generation	NOUN
fcis-31662	35	23	,	,	PUNCT
fcis-31662	35	24	such	such	ADJ
fcis-31662	35	25	as	as	ADP
fcis-31662	35	26	95	95	NUM
fcis-31662	35	27	oncology	oncology	NOUN
fcis-31662	35	28	medical	medical	ADJ
fcis-31662	35	29	records	record	NOUN
fcis-31662	35	30	processed	process	VERB
fcis-31662	35	31	by	by	ADP
fcis-31662	35	32	specialized	specialized	ADJ
fcis-31662	35	33	large	large	ADJ
fcis-31662	35	34	language	language	NOUN
fcis-31662	35	35	models	model	NOUN
fcis-31662	35	36	.	.	PUNCT
fcis-31662	36	1	literature	literature	NOUN
fcis-31662	36	2	knowledge	knowledge	NOUN
fcis-31662	36	3	is	be	AUX
fcis-31662	36	4	obtained	obtain	VERB
fcis-31662	36	5	through	through	ADP
fcis-31662	36	6	multi	multi	ADJ
fcis-31662	36	7	-	-	ADJ
fcis-31662	36	8	database	database	ADJ
fcis-31662	36	9	retrieval	retrieval	NOUN
fcis-31662	36	10	,	,	PUNCT
fcis-31662	36	11	such	such	ADJ
fcis-31662	36	12	as	as	ADP
fcis-31662	36	13	7	7	NUM
fcis-31662	36	14	database	database	NOUN
fcis-31662	36	15	literatures	literature	NOUN
fcis-31662	36	16	on	on	ADP
fcis-31662	36	17	inhospital	inhospital	ADJ
fcis-31662	36	18	children	child	NOUN
fcis-31662	36	19	's	's	PART
fcis-31662	36	20	thrombosis	thrombosis	NOUN
fcis-31662	36	21	research	research	NOUN
fcis-31662	36	22	[	[	X
fcis-31662	36	23	7	7	NUM
fcis-31662	36	24	]	]	PUNCT
fcis-31662	36	25	,	,	PUNCT
fcis-31662	36	26	providing	provide	VERB
fcis-31662	36	27	theoretical	theoretical	ADJ
fcis-31662	36	28	support	support	NOUN
fcis-31662	36	29	.	.	PUNCT
fcis-31662	37	1	large	large	ADJ
fcis-31662	37	2	language	language	NOUN
fcis-31662	37	3	models	model	NOUN
fcis-31662	37	4	integrate	integrate	VERB
fcis-31662	37	5	the	the	DET
fcis-31662	37	6	two	two	NUM
fcis-31662	37	7	to	to	PART
fcis-31662	37	8	generate	generate	VERB
fcis-31662	37	9	schemes	scheme	NOUN
fcis-31662	37	10	[	[	X
fcis-31662	37	11	3	3	NUM
fcis-31662	37	12	]	]	PUNCT
fcis-31662	37	13	.	.	PUNCT
fcis-31662	38	1	the	the	DET
fcis-31662	38	2	framework	framework	NOUN
fcis-31662	38	3	has	have	VERB
fcis-31662	38	4	a	a	DET
fcis-31662	38	5	clear	clear	ADJ
fcis-31662	38	6	logical	logical	ADJ
fcis-31662	38	7	closed	closed	ADJ
fcis-31662	38	8	loop	loop	NOUN
fcis-31662	38	9	:	:	PUNCT
fcis-31662	38	10	clinical	clinical	ADJ
fcis-31662	38	11	data	datum	NOUN
fcis-31662	38	12	outputs	output	VERB
fcis-31662	38	13	precise	precise	ADJ
fcis-31662	38	14	words	word	NOUN
fcis-31662	38	15	for	for	ADP
fcis-31662	38	16	literature	literature	NOUN
fcis-31662	38	17	retrieval	retrieval	NOUN
fcis-31662	38	18	,	,	PUNCT
fcis-31662	38	19	retrieved	retrieve	VERB
fcis-31662	38	20	literature	literature	NOUN
fcis-31662	38	21	injects	inject	VERB
fcis-31662	38	22	evidence	evidence	NOUN
fcis-31662	38	23	-	-	PUNCT
fcis-31662	38	24	based	base	VERB
fcis-31662	38	25	basis	basis	NOUN
fcis-31662	38	26	into	into	ADP
fcis-31662	38	27	model	model	NOUN
fcis-31662	38	28	decision	decision	NOUN
fcis-31662	38	29	-	-	PUNCT
fcis-31662	38	30	making	making	NOUN
fcis-31662	38	31	(	(	PUNCT
fcis-31662	38	32	e.g.	e.g.	ADV
fcis-31662	38	33	,	,	PUNCT
fcis-31662	38	34	the	the	DET
fcis-31662	38	35	85.19	85.19	NUM
fcis-31662	38	36	%	%	NOUN
fcis-31662	38	37	proportion	proportion	NOUN
fcis-31662	38	38	of	of	ADP
fcis-31662	38	39	tyrosine	tyrosine	NOUN
fcis-31662	38	40	kinase	kinase	PROPN
fcis-31662	38	41	inhibitors	inhibitor	NOUN
fcis-31662	38	42	in	in	ADP
fcis-31662	38	43	molecular	molecular	ADJ
fcis-31662	38	44	targeted	target	VERB
fcis-31662	38	45	therapy	therapy	NOUN
fcis-31662	38	46	[	[	X
fcis-31662	38	47	6	6	NUM
fcis-31662	38	48	]	]	NUM
fcis-31662	38	49	)	)	PUNCT
fcis-31662	38	50	,	,	PUNCT
fcis-31662	38	51	and	and	CCONJ
fcis-31662	38	52	model	model	NOUN
fcis-31662	38	53	schemes	scheme	NOUN
fcis-31662	38	54	feed	feed	VERB
fcis-31662	38	55	back	back	ADV
fcis-31662	38	56	to	to	ADP
fcis-31662	38	57	the	the	DET
fcis-31662	38	58	improvement	improvement	NOUN
fcis-31662	38	59	of	of	ADP
fcis-31662	38	60	clinical	clinical	ADJ
fcis-31662	38	61	data	datum	NOUN
fcis-31662	38	62	[	[	X
fcis-31662	38	63	2	2	NUM
fcis-31662	38	64	]	]	PUNCT
fcis-31662	38	65	,	,	PUNCT
fcis-31662	38	66	finally	finally	ADV
fcis-31662	38	67	generating	generate	VERB
fcis-31662	38	68	treatment	treatment	NOUN
fcis-31662	38	69	schemes	scheme	NOUN
fcis-31662	38	70	suitable	suitable	ADJ
fcis-31662	38	71	for	for	ADP
fcis-31662	38	72	patients	patient	NOUN
fcis-31662	38	73	and	and	CCONJ
fcis-31662	38	74	realizing	realize	VERB
fcis-31662	38	75	in	in	ADP
fcis-31662	38	76	-	-	PUNCT
fcis-31662	38	77	depth	depth	NOUN
fcis-31662	38	78	collaboration	collaboration	NOUN
fcis-31662	38	79	and	and	CCONJ
fcis-31662	38	80	continuous	continuous	ADJ
fcis-31662	38	81	optimization	optimization	NOUN
fcis-31662	38	82	of	of	ADP
fcis-31662	38	83	clinical	clinical	ADJ
fcis-31662	38	84	data	datum	NOUN
fcis-31662	38	85	,	,	PUNCT
fcis-31662	38	86	literature	literature	NOUN
fcis-31662	38	87	knowledge	knowledge	NOUN
fcis-31662	38	88	,	,	PUNCT
fcis-31662	38	89	and	and	CCONJ
fcis-31662	38	90	model	model	NOUN
fcis-31662	38	91	decision	decision	NOUN
fcis-31662	38	92	-	-	PUNCT
fcis-31662	38	93	making	making	NOUN
fcis-31662	38	94	.	.	PUNCT
fcis-31662	39	1	2	2	X
fcis-31662	39	2	.	.	X
fcis-31662	39	3	design	design	NOUN
fcis-31662	39	4	of	of	ADP
fcis-31662	39	5	scheme	scheme	NOUN
fcis-31662	39	6	generation	generation	NOUN
fcis-31662	39	7	system	system	NOUN
fcis-31662	39	8	based	base	VERB
fcis-31662	39	9	on	on	ADP
fcis-31662	39	10	large	large	ADJ
fcis-31662	39	11	language	language	NOUN
fcis-31662	39	12	model	model	NOUN
fcis-31662	39	13	and	and	CCONJ
fcis-31662	39	14	rag	rag	NOUN
fcis-31662	39	15	(	(	PUNCT
fcis-31662	39	16	1	1	X
fcis-31662	39	17	)	)	PUNCT
fcis-31662	39	18	preprocessing	preprocessing	NOUN
fcis-31662	39	19	and	and	CCONJ
fcis-31662	39	20	feature	feature	NOUN
fcis-31662	39	21	extraction	extraction	NOUN
fcis-31662	39	22	of	of	ADP
fcis-31662	39	23	multimodal	multimodal	ADJ
fcis-31662	39	24	tumor	tumor	NOUN
fcis-31662	39	25	patient	patient	NOUN
fcis-31662	39	26	data	datum	NOUN
fcis-31662	39	27	multimodal	multimodal	NOUN
fcis-31662	39	28	tumor	tumor	NOUN
fcis-31662	39	29	patient	patient	NOUN
fcis-31662	39	30	data	datum	NOUN
fcis-31662	39	31	includes	include	VERB
fcis-31662	39	32	mri	mri	NOUN
fcis-31662	39	33	images	image	NOUN
fcis-31662	39	34	,	,	PUNCT
fcis-31662	39	35	imaging	imaging	NOUN
fcis-31662	39	36	reports	report	NOUN
fcis-31662	39	37	,	,	PUNCT
fcis-31662	39	38	and	and	CCONJ
fcis-31662	39	39	medical	medical	ADJ
fcis-31662	39	40	records	record	NOUN
fcis-31662	39	41	.	.	PUNCT
fcis-31662	40	1	in	in	ADP
fcis-31662	40	2	the	the	DET
fcis-31662	40	3	preprocessing	preprocessing	NOUN
fcis-31662	40	4	and	and	CCONJ
fcis-31662	40	5	feature	feature	NOUN
fcis-31662	40	6	extraction	extraction	NOUN
fcis-31662	40	7	step	step	NOUN
fcis-31662	40	8	,	,	PUNCT
fcis-31662	40	9	mri	mri	NOUN
fcis-31662	40	10	images	image	NOUN
fcis-31662	40	11	are	be	AUX
fcis-31662	40	12	analyzed	analyze	VERB
fcis-31662	40	13	by	by	ADP
fcis-31662	40	14	three	three	NUM
fcis-31662	40	15	-	-	PUNCT
fcis-31662	40	16	dimensional	dimensional	ADJ
fcis-31662	40	17	convolutional	convolutional	ADJ
fcis-31662	40	18	neural	neural	ADJ
fcis-31662	40	19	networks	network	NOUN
fcis-31662	40	20	to	to	PART
fcis-31662	40	21	extract	extract	VERB
fcis-31662	40	22	12	12	NUM
fcis-31662	40	23	core	core	NOUN
fcis-31662	40	24	features	feature	NOUN
fcis-31662	40	25	such	such	ADJ
fcis-31662	40	26	as	as	ADP
fcis-31662	40	27	tumor	tumor	NOUN
fcis-31662	40	28	size	size	NOUN
fcis-31662	40	29	(	(	PUNCT
fcis-31662	40	30	accurate	accurate	ADJ
fcis-31662	40	31	to	to	ADP
fcis-31662	40	32	0.1	0.1	NUM
fcis-31662	40	33	cm	cm	NOUN
fcis-31662	40	34	)	)	PUNCT
fcis-31662	40	35	,	,	PUNCT
fcis-31662	40	36	threedimensional	threedimensional	ADJ
fcis-31662	40	37	coordinate	coordinate	NOUN
fcis-31662	40	38	position	position	NOUN
fcis-31662	40	39	,	,	PUNCT
fcis-31662	40	40	and	and	CCONJ
fcis-31662	40	41	enhancement	enhancement	NOUN
fcis-31662	40	42	degree	degree	NOUN
fcis-31662	40	43	,	,	PUNCT
fcis-31662	40	44	and	and	CCONJ
fcis-31662	40	45	combined	combine	VERB
fcis-31662	40	46	with	with	ADP
fcis-31662	40	47	image	image	NOUN
fcis-31662	40	48	segmentation	segmentation	NOUN
fcis-31662	40	49	algorithms	algorithm	NOUN
fcis-31662	40	50	to	to	PART
fcis-31662	40	51	separate	separate	VERB
fcis-31662	40	52	tumor	tumor	NOUN
fcis-31662	40	53	parenchyma	parenchyma	NOUN
fcis-31662	40	54	from	from	ADP
fcis-31662	40	55	surrounding	surround	VERB
fcis-31662	40	56	normal	normal	ADJ
fcis-31662	40	57	tissues	tissue	NOUN
fcis-31662	40	58	to	to	PART
fcis-31662	40	59	calculate	calculate	VERB
fcis-31662	40	60	tumor	tumor	NOUN
fcis-31662	40	61	heterogeneity	heterogeneity	NOUN
fcis-31662	40	62	index	index	NOUN
fcis-31662	40	63	[	[	X
fcis-31662	40	64	6	6	NUM
fcis-31662	40	65	]	]	PUNCT
fcis-31662	40	66	.	.	PUNCT
fcis-31662	41	1	imaging	imaging	NOUN
fcis-31662	41	2	reports	report	NOUN
fcis-31662	41	3	rely	rely	VERB
fcis-31662	41	4	on	on	ADP
fcis-31662	41	5	the	the	DET
fcis-31662	41	6	medical	medical	ADJ
fcis-31662	41	7	language	language	NOUN
fcis-31662	41	8	understanding	understanding	NOUN
fcis-31662	41	9	ability	ability	NOUN
fcis-31662	41	10	of	of	ADP
fcis-31662	41	11	zhuomuniao	zhuomuniao	PROPN
fcis-31662	41	12	medical	medical	ADJ
fcis-31662	41	13	large	large	ADJ
fcis-31662	41	14	model	model	NOUN
fcis-31662	41	15	,	,	PUNCT
fcis-31662	41	16	extract	extract	VERB
fcis-31662	41	17	key	key	ADJ
fcis-31662	41	18	medical	medical	ADJ
fcis-31662	41	19	entities	entity	NOUN
fcis-31662	41	20	through	through	ADP
fcis-31662	41	21	natural	natural	ADJ
fcis-31662	41	22	language	language	NOUN
fcis-31662	41	23	word	word	NOUN
fcis-31662	41	24	segmentation	segmentation	NOUN
fcis-31662	41	25	and	and	CCONJ
fcis-31662	41	26	entity	entity	NOUN
fcis-31662	41	27	recognition	recognition	NOUN
fcis-31662	41	28	,	,	PUNCT
fcis-31662	41	29	map	map	NOUN
fcis-31662	41	30	to	to	ADP
fcis-31662	41	31	icd	icd	PROPN
fcis-31662	41	32	-	-	PUNCT
fcis-31662	41	33	o-3	o-3	PROPN
fcis-31662	41	34	tumor	tumor	PROPN
fcis-31662	41	35	morphological	morphological	ADJ
fcis-31662	41	36	codes	code	NOUN
fcis-31662	41	37	through	through	ADP
fcis-31662	41	38	term	term	NOUN
fcis-31662	41	39	standardization	standardization	NOUN
fcis-31662	41	40	ability	ability	NOUN
fcis-31662	41	41	,	,	PUNCT
fcis-31662	41	42	and	and	CCONJ
fcis-31662	41	43	then	then	ADV
fcis-31662	41	44	construct	construct	VERB
fcis-31662	41	45	report	report	NOUN
fcis-31662	41	46	semantic	semantic	ADJ
fcis-31662	41	47	vectors	vector	NOUN
fcis-31662	41	48	to	to	PART
fcis-31662	41	49	realize	realize	VERB
fcis-31662	41	50	cross	cross	ADJ
fcis-31662	41	51	-	-	ADJ
fcis-31662	41	52	report	report	ADJ
fcis-31662	41	53	feature	feature	NOUN
fcis-31662	41	54	association	association	NOUN
fcis-31662	42	1	[	[	X
fcis-31662	42	2	7	7	NUM
fcis-31662	42	3	]	]	PUNCT
fcis-31662	42	4	.	.	PUNCT
fcis-31662	43	1	medical	medical	ADJ
fcis-31662	43	2	record	record	NOUN
fcis-31662	43	3	data	datum	NOUN
fcis-31662	43	4	is	be	AUX
fcis-31662	43	5	based	base	VERB
fcis-31662	43	6	on	on	ADP
fcis-31662	43	7	the	the	DET
fcis-31662	43	8	medical	medical	ADJ
fcis-31662	43	9	record	record	NOUN
fcis-31662	43	10	management	management	NOUN
fcis-31662	43	11	technology	technology	NOUN
fcis-31662	43	12	of	of	ADP
fcis-31662	43	13	zhuomuniao	zhuomuniao	PROPN
fcis-31662	43	14	model	model	NOUN
fcis-31662	43	15	,	,	PUNCT
fcis-31662	43	16	extract	extract	VERB
fcis-31662	43	17	time	time	NOUN
fcis-31662	43	18	nodes	node	NOUN
fcis-31662	43	19	such	such	ADJ
fcis-31662	43	20	as	as	ADP
fcis-31662	43	21	onset	onset	ADJ
fcis-31662	43	22	time	time	NOUN
fcis-31662	43	23	from	from	ADP
fcis-31662	43	24	chief	chief	ADJ
fcis-31662	43	25	complaints	complaint	NOUN
fcis-31662	43	26	and	and	CCONJ
fcis-31662	43	27	present	present	ADJ
fcis-31662	43	28	illness	illness	NOUN
fcis-31662	43	29	history	history	NOUN
fcis-31662	43	30	,	,	PUNCT
fcis-31662	43	31	structure	structure	NOUN
fcis-31662	43	32	treatment	treatment	NOUN
fcis-31662	43	33	information	information	NOUN
fcis-31662	43	34	such	such	ADJ
fcis-31662	43	35	as	as	ADP
fcis-31662	43	36	surgical	surgical	ADJ
fcis-31662	43	37	history	history	NOUN
fcis-31662	43	38	and	and	CCONJ
fcis-31662	43	39	chemotherapy	chemotherapy	NOUN
fcis-31662	43	40	history	history	NOUN
fcis-31662	43	41	from	from	ADP
fcis-31662	43	42	past	past	ADJ
fcis-31662	43	43	history	history	NOUN
fcis-31662	43	44	,	,	PUNCT
fcis-31662	43	45	and	and	CCONJ
fcis-31662	43	46	convert	convert	VERB
fcis-31662	43	47	non	non	ADJ
fcis-31662	43	48	-	-	ADJ
fcis-31662	43	49	standardized	standardized	ADJ
fcis-31662	43	50	expressions	expression	NOUN
fcis-31662	43	51	into	into	ADP
fcis-31662	43	52	quantitative	quantitative	ADJ
fcis-31662	43	53	indicators	indicator	NOUN
fcis-31662	43	54	with	with	ADP
fcis-31662	43	55	the	the	DET
fcis-31662	43	56	help	help	NOUN
fcis-31662	43	57	of	of	ADP
fcis-31662	43	58	medical	medical	ADJ
fcis-31662	43	59	term	term	NOUN
fcis-31662	43	60	link	link	NOUN
fcis-31662	43	61	libraries	library	NOUN
fcis-31662	43	62	.	.	PUNCT
fcis-31662	44	1	data	datum	NOUN
fcis-31662	44	2	cleaning	cleaning	NOUN
fcis-31662	44	3	establishes	establish	VERB
fcis-31662	44	4	a	a	DET
fcis-31662	44	5	three	three	NUM
fcis-31662	44	6	-	-	PUNCT
fcis-31662	44	7	level	level	NOUN
fcis-31662	44	8	filtering	filtering	NOUN
fcis-31662	44	9	mechanism	mechanism	NOUN
fcis-31662	44	10	for	for	ADP
fcis-31662	44	11	outliers	outlier	NOUN
fcis-31662	44	12	,	,	PUNCT
fcis-31662	44	13	removes	remove	VERB
fcis-31662	44	14	outliers	outlier	NOUN
fcis-31662	44	15	through	through	ADP
fcis-31662	44	16	z	z	NOUN
fcis-31662	44	17	-	-	PUNCT
fcis-31662	44	18	score	score	NOUN
fcis-31662	44	19	method	method	NOUN
fcis-31662	44	20	,	,	PUNCT
fcis-31662	44	21	model	model	NOUN
fcis-31662	44	22	logic	logic	NOUN
fcis-31662	44	23	verification	verification	NOUN
fcis-31662	44	24	,	,	PUNCT
fcis-31662	44	25	and	and	CCONJ
fcis-31662	44	26	multi	multi	ADJ
fcis-31662	44	27	-	-	ADJ
fcis-31662	44	28	source	source	NOUN
fcis-31662	44	29	data	datum	NOUN
fcis-31662	44	30	cross	cross	NOUN
fcis-31662	44	31	-	-	NOUN
fcis-31662	44	32	validation	validation	ADJ
fcis-31662	44	33	,	,	PUNCT
fcis-31662	44	34	and	and	CCONJ
fcis-31662	44	35	finally	finally	ADV
fcis-31662	44	36	forms	form	VERB
fcis-31662	44	37	a	a	DET
fcis-31662	44	38	structured	structured	ADJ
fcis-31662	44	39	feature	feature	NOUN
fcis-31662	44	40	set	set	NOUN
fcis-31662	44	41	containing	contain	VERB
fcis-31662	44	42	28	28	NUM
fcis-31662	44	43	tumor	tumor	NOUN
fcis-31662	44	44	heterogeneity	heterogeneity	NOUN
fcis-31662	44	45	indicators	indicator	NOUN
fcis-31662	44	46	[	[	X
fcis-31662	44	47	5	5	NUM
fcis-31662	44	48	]	]	PUNCT
fcis-31662	44	49	.	.	PUNCT
fcis-31662	45	1	(	(	PUNCT
fcis-31662	45	2	2	2	X
fcis-31662	45	3	)	)	PUNCT
fcis-31662	45	4	structured	structured	ADJ
fcis-31662	45	5	construction	construction	NOUN
fcis-31662	45	6	and	and	CCONJ
fcis-31662	45	7	dynamic	dynamic	ADJ
fcis-31662	45	8	update	update	NOUN
fcis-31662	45	9	mechanism	mechanism	NOUN
fcis-31662	45	10	of	of	ADP
fcis-31662	45	11	medical	medical	ADJ
fcis-31662	45	12	literature	literature	PROPN
fcis-31662	45	13	database	database	NOUN
fcis-31662	45	14	the	the	DET
fcis-31662	45	15	medical	medical	PROPN
fcis-31662	45	16	literature	literature	PROPN
fcis-31662	45	17	database	database	PROPN
fcis-31662	45	18	constructs	construct	VERB
fcis-31662	45	19	a	a	DET
fcis-31662	45	20	multidimensional	multidimensional	ADJ
fcis-31662	45	21	index	index	NOUN
fcis-31662	45	22	system	system	NOUN
fcis-31662	45	23	.	.	PUNCT
fcis-31662	46	1	the	the	DET
fcis-31662	46	2	basic	basic	ADJ
fcis-31662	46	3	index	index	NOUN
fcis-31662	46	4	layer	layer	NOUN
fcis-31662	46	5	establishes	establish	VERB
fcis-31662	46	6	a	a	DET
fcis-31662	46	7	three	three	NUM
fcis-31662	46	8	-	-	PUNCT
fcis-31662	46	9	level	level	NOUN
fcis-31662	46	10	directory	directory	NOUN
fcis-31662	46	11	according	accord	VERB
fcis-31662	46	12	to	to	ADP
fcis-31662	46	13	tumor	tumor	NOUN
fcis-31662	46	14	type	type	NOUN
fcis-31662	46	15	,	,	PUNCT
fcis-31662	46	16	treatment	treatment	NOUN
fcis-31662	46	17	method	method	NOUN
fcis-31662	46	18	,	,	PUNCT
fcis-31662	46	19	and	and	CCONJ
fcis-31662	46	20	evidence	evidence	NOUN
fcis-31662	46	21	level	level	NOUN
fcis-31662	46	22	.	.	PUNCT
fcis-31662	47	1	the	the	DET
fcis-31662	47	2	feature	feature	NOUN
fcis-31662	47	3	association	association	NOUN
fcis-31662	47	4	layer	layer	NOUN
fcis-31662	47	5	labels	label	VERB
fcis-31662	47	6	literature	literature	NOUN
fcis-31662	47	7	with	with	ADP
fcis-31662	47	8	applicable	applicable	ADJ
fcis-31662	47	9	population	population	NOUN
fcis-31662	47	10	feature	feature	VERB
fcis-31662	47	11	tags	tag	NOUN
fcis-31662	47	12	and	and	CCONJ
fcis-31662	47	13	generates	generate	VERB
fcis-31662	47	14	feature	feature	NOUN
fcis-31662	47	15	vectors	vector	NOUN
fcis-31662	47	16	to	to	PART
fcis-31662	47	17	match	match	VERB
fcis-31662	47	18	patient	patient	ADJ
fcis-31662	47	19	features	feature	NOUN
fcis-31662	47	20	.	.	PUNCT
fcis-31662	48	1	the	the	DET
fcis-31662	48	2	time	time	NOUN
fcis-31662	48	3	dimension	dimension	NOUN
fcis-31662	48	4	layer	layer	NOUN
fcis-31662	48	5	establishes	establish	VERB
fcis-31662	48	6	a	a	DET
fcis-31662	48	7	time	time	NOUN
fcis-31662	48	8	axis	axis	NOUN
fcis-31662	48	9	index	index	NOUN
fcis-31662	48	10	according	accord	VERB
fcis-31662	48	11	to	to	ADP
fcis-31662	48	12	publication	publication	NOUN
fcis-31662	48	13	time	time	NOUN
fcis-31662	48	14	and	and	CCONJ
fcis-31662	48	15	gives	give	VERB
fcis-31662	48	16	priority	priority	NOUN
fcis-31662	48	17	to	to	ADP
fcis-31662	48	18	associating	associate	VERB
fcis-31662	48	19	high	high	ADJ
fcis-31662	48	20	-	-	PUNCT
fcis-31662	48	21	quality	quality	NOUN
fcis-31662	48	22	studies	study	NOUN
fcis-31662	48	23	in	in	ADP
fcis-31662	48	24	the	the	DET
fcis-31662	48	25	past	past	ADJ
fcis-31662	48	26	3	3	NUM
fcis-31662	48	27	years	year	NOUN
fcis-31662	48	28	[	[	X
fcis-31662	48	29	8	8	NUM
fcis-31662	48	30	]	]	PUNCT
fcis-31662	48	31	.	.	PUNCT
fcis-31662	49	1	the	the	DET
fcis-31662	49	2	dynamic	dynamic	ADJ
fcis-31662	49	3	update	update	NOUN
fcis-31662	49	4	mechanism	mechanism	NOUN
fcis-31662	49	5	automatically	automatically	ADV
fcis-31662	49	6	crawls	crawl	VERB
fcis-31662	49	7	new	new	ADJ
fcis-31662	49	8	literature	literature	NOUN
fcis-31662	49	9	from	from	ADP
fcis-31662	49	10	8	8	NUM
fcis-31662	49	11	authoritative	authoritative	ADJ
fcis-31662	49	12	databases	database	NOUN
fcis-31662	49	13	every	every	DET
fcis-31662	49	14	week	week	NOUN
fcis-31662	49	15	,	,	PUNCT
fcis-31662	49	16	after	after	ADP
fcis-31662	49	17	preliminary	preliminary	ADJ
fcis-31662	49	18	screening	screening	NOUN
fcis-31662	49	19	by	by	ADP
fcis-31662	49	20	zhuomuniao	zhuomuniao	PROPN
fcis-31662	49	21	model	model	NOUN
fcis-31662	49	22	's	's	PART
fcis-31662	49	23	text	text	NOUN
fcis-31662	49	24	quality	quality	NOUN
fcis-31662	49	25	evaluation	evaluation	NOUN
fcis-31662	49	26	module	module	NOUN
fcis-31662	49	27	,	,	PUNCT
fcis-31662	49	28	adopts	adopt	VERB
fcis-31662	49	29	a	a	DET
fcis-31662	49	30	double	double	ADJ
fcis-31662	49	31	-	-	PUNCT
fcis-31662	49	32	blind	blind	ADJ
fcis-31662	49	33	annotation	annotation	NOUN
fcis-31662	49	34	plus	plus	CCONJ
fcis-31662	49	35	model	model	NOUN
fcis-31662	49	36	verification	verification	NOUN
fcis-31662	49	37	mode	mode	NOUN
fcis-31662	49	38	,	,	PUNCT
fcis-31662	49	39	that	that	ADV
fcis-31662	49	40	is	is	ADV
fcis-31662	49	41	,	,	PUNCT
fcis-31662	49	42	2	2	NUM
fcis-31662	49	43	oncology	oncology	NOUN
fcis-31662	49	44	specialists	specialist	NOUN
fcis-31662	49	45	annotate	annotate	VERB
fcis-31662	49	46	core	core	NOUN
fcis-31662	49	47	conclusions	conclusion	NOUN
fcis-31662	49	48	and	and	CCONJ
fcis-31662	49	49	applicable	applicable	ADJ
fcis-31662	49	50	conditions	condition	NOUN
fcis-31662	49	51	,	,	PUNCT
fcis-31662	49	52	and	and	CCONJ
fcis-31662	49	53	the	the	DET
fcis-31662	49	54	model	model	NOUN
fcis-31662	49	55	calculates	calculate	VERB
fcis-31662	49	56	consistency	consistency	NOUN
fcis-31662	49	57	with	with	ADP
fcis-31662	49	58	a	a	DET
fcis-31662	49	59	kappa	kappa	ADJ
fcis-31662	49	60	value	value	NOUN
fcis-31662	49	61	not	not	PART
fcis-31662	49	62	less	less	ADJ
fcis-31662	49	63	than	than	ADP
fcis-31662	49	64	0.85	0.85	NUM
fcis-31662	49	65	before	before	ADP
fcis-31662	49	66	storage	storage	NOUN
fcis-31662	49	67	.	.	PUNCT
fcis-31662	50	1	at	at	ADP
fcis-31662	50	2	the	the	DET
fcis-31662	50	3	end	end	NOUN
fcis-31662	50	4	of	of	ADP
fcis-31662	50	5	each	each	DET
fcis-31662	50	6	month	month	NOUN
fcis-31662	50	7	,	,	PUNCT
fcis-31662	50	8	key	key	ADJ
fcis-31662	50	9	information	information	NOUN
fcis-31662	50	10	such	such	ADJ
fcis-31662	50	11	as	as	ADP
fcis-31662	50	12	icd-10	icd-10	DET
fcis-31662	50	13	coding	code	VERB
fcis-31662	50	14	rules	rule	NOUN
fcis-31662	50	15	and	and	CCONJ
fcis-31662	50	16	clinical	clinical	ADJ
fcis-31662	50	17	guideline	guideline	NOUN
fcis-31662	50	18	revisions	revision	NOUN
fcis-31662	50	19	are	be	AUX
fcis-31662	50	20	mandatorily	mandatorily	ADV
fcis-31662	50	21	updated	update	VERB
fcis-31662	50	22	through	through	ADP
fcis-31662	50	23	the	the	DET
fcis-31662	50	24	rule	rule	NOUN
fcis-31662	50	25	engine	engine	NOUN
fcis-31662	50	26	to	to	PART
fcis-31662	50	27	ensure	ensure	VERB
fcis-31662	50	28	that	that	SCONJ
fcis-31662	50	29	the	the	DET
fcis-31662	50	30	knowledge	knowledge	NOUN
fcis-31662	50	31	in	in	ADP
fcis-31662	50	32	the	the	DET
fcis-31662	50	33	database	database	NOUN
fcis-31662	50	34	is	be	AUX
fcis-31662	50	35	synchronized	synchronize	VERB
fcis-31662	50	36	with	with	ADP
fcis-31662	50	37	the	the	DET
fcis-31662	50	38	latest	late	ADJ
fcis-31662	50	39	clinical	clinical	ADJ
fcis-31662	50	40	standards	standard	NOUN
fcis-31662	51	1	[	[	X
fcis-31662	51	2	9	9	NUM
fcis-31662	51	3	]	]	PUNCT
fcis-31662	51	4	.	.	PUNCT
fcis-31662	52	1	(	(	PUNCT
fcis-31662	52	2	3	3	X
fcis-31662	52	3	)	)	PUNCT
fcis-31662	52	4	medical	medical	ADJ
fcis-31662	52	5	fine	fine	NOUN
fcis-31662	52	6	-	-	PUNCT
fcis-31662	52	7	tuning	tuning	NOUN
fcis-31662	52	8	of	of	ADP
fcis-31662	52	9	large	large	ADJ
fcis-31662	52	10	language	language	NOUN
fcis-31662	52	11	model	model	NOUN
fcis-31662	52	12	and	and	CCONJ
fcis-31662	52	13	retrieval	retrieval	NOUN
fcis-31662	52	14	-	-	PUNCT
fcis-31662	52	15	augmented	augment	VERB
fcis-31662	52	16	adaptation	adaptation	NOUN
fcis-31662	52	17	strategy	strategy	NOUN
fcis-31662	52	18	the	the	DET
fcis-31662	52	19	large	large	ADJ
fcis-31662	52	20	language	language	NOUN
fcis-31662	52	21	model	model	NOUN
fcis-31662	52	22	is	be	AUX
fcis-31662	52	23	fine	fine	ADV
fcis-31662	52	24	-	-	PUNCT
fcis-31662	52	25	tuned	tune	VERB
fcis-31662	52	26	in	in	ADP
fcis-31662	52	27	stages	stage	NOUN
fcis-31662	52	28	.	.	PUNCT
fcis-31662	53	1	in	in	ADP
fcis-31662	53	2	the	the	DET
fcis-31662	53	3	first	first	ADJ
fcis-31662	53	4	stage	stage	NOUN
fcis-31662	53	5	,	,	PUNCT
fcis-31662	53	6	based	base	VERB
fcis-31662	53	7	on	on	ADP
fcis-31662	53	8	the	the	DET
fcis-31662	53	9	70	70	NUM
fcis-31662	53	10	billion	billion	NUM
fcis-31662	53	11	parameter	parameter	PROPN
fcis-31662	53	12	zhuomuniao	zhuomuniao	PROPN
fcis-31662	53	13	model	model	PROPN
fcis-31662	53	14	,	,	PUNCT
fcis-31662	53	15	the	the	DET
fcis-31662	53	16	lora	lora	PROPN
fcis-31662	53	17	method	method	NOUN
fcis-31662	53	18	is	be	AUX
fcis-31662	53	19	used	use	VERB
fcis-31662	53	20	to	to	PART
fcis-31662	53	21	freeze	freeze	VERB
fcis-31662	53	22	95	95	NUM
fcis-31662	53	23	%	%	NOUN
fcis-31662	53	24	of	of	ADP
fcis-31662	53	25	the	the	DET
fcis-31662	53	26	underlying	underlie	VERB
fcis-31662	53	27	parameters	parameter	NOUN
fcis-31662	53	28	,	,	PUNCT
fcis-31662	53	29	and	and	CCONJ
fcis-31662	53	30	500,000	500,000	NUM
fcis-31662	53	31	tumor	tumor	NOUN
fcis-31662	53	32	field	field	NOUN
fcis-31662	53	33	question	question	NOUN
fcis-31662	53	34	-	-	PUNCT
fcis-31662	53	35	and	and	CCONJ
fcis-31662	53	36	-	-	PUNCT
fcis-31662	53	37	answer	answer	NOUN
fcis-31662	53	38	data	datum	NOUN
fcis-31662	53	39	are	be	AUX
fcis-31662	53	40	used	use	VERB
fcis-31662	53	41	for	for	ADP
fcis-31662	53	42	training	training	NOUN
fcis-31662	53	43	,	,	PUNCT
fcis-31662	53	44	with	with	ADP
fcis-31662	53	45	a	a	DET
fcis-31662	53	46	learning	learn	VERB
fcis-31662	53	47	rate	rate	NOUN
fcis-31662	53	48	of	of	ADP
fcis-31662	53	49	2e-5	2e-5	NUM
fcis-31662	53	50	and	and	CCONJ
fcis-31662	53	51	10	10	NUM
fcis-31662	53	52	training	training	NOUN
fcis-31662	53	53	rounds	round	NOUN
fcis-31662	53	54	to	to	PART
fcis-31662	53	55	optimize	optimize	VERB
fcis-31662	53	56	medical	medical	ADJ
fcis-31662	53	57	term	term	NOUN
fcis-31662	53	58	understanding	understand	VERB
fcis-31662	53	59	ability	ability	NOUN
fcis-31662	53	60	[	[	X
fcis-31662	53	61	7	7	NUM
fcis-31662	53	62	]	]	PUNCT
fcis-31662	53	63	.	.	PUNCT
fcis-31662	54	1	in	in	ADP
fcis-31662	54	2	the	the	DET
fcis-31662	54	3	second	second	ADJ
fcis-31662	54	4	stage	stage	NOUN
fcis-31662	54	5	,	,	PUNCT
fcis-31662	54	6	300,000	300,000	NUM
fcis-31662	54	7	annotated	annotate	VERB
fcis-31662	54	8	tumor	tumor	NOUN
fcis-31662	54	9	case	case	NOUN
fcis-31662	54	10	data	datum	NOUN
fcis-31662	54	11	are	be	AUX
fcis-31662	54	12	input	input	NOUN
fcis-31662	54	13	,	,	PUNCT
fcis-31662	54	14	and	and	CCONJ
fcis-31662	54	15	exclusive	exclusive	ADJ
fcis-31662	54	16	training	training	NOUN
fcis-31662	54	17	objectives	objective	NOUN
fcis-31662	54	18	are	be	AUX
fcis-31662	54	19	designed	design	VERB
fcis-31662	54	20	for	for	ADP
fcis-31662	54	21	tasks	task	NOUN
fcis-31662	54	22	such	such	ADJ
fcis-31662	54	23	as	as	ADP
fcis-31662	54	24	heterogeneity	heterogeneity	NOUN
fcis-31662	54	25	feature	feature	NOUN
fcis-31662	54	26	recognition	recognition	NOUN
fcis-31662	54	27	,	,	PUNCT
fcis-31662	54	28	and	and	CCONJ
fcis-31662	54	29	the	the	DET
fcis-31662	54	30	model	model	NOUN
fcis-31662	54	31	's	's	PART
fcis-31662	54	32	ability	ability	NOUN
fcis-31662	54	33	to	to	PART
fcis-31662	54	34	distinguish	distinguish	VERB
fcis-31662	54	35	different	different	ADJ
fcis-31662	54	36	subtypes	subtype	NOUN
fcis-31662	54	37	of	of	ADP
fcis-31662	54	38	the	the	DET
fcis-31662	54	39	same	same	ADJ
fcis-31662	54	40	tumor	tumor	NOUN
fcis-31662	54	41	is	be	AUX
fcis-31662	54	42	strengthened	strengthen	VERB
fcis-31662	54	43	through	through	ADP
fcis-31662	54	44	contrastive	contrastive	ADJ
fcis-31662	54	45	learning	learning	NOUN
fcis-31662	54	46	.	.	PUNCT
fcis-31662	55	1	in	in	ADP
fcis-31662	55	2	the	the	DET
fcis-31662	55	3	third	third	ADJ
fcis-31662	55	4	stage	stage	NOUN
fcis-31662	55	5	,	,	PUNCT
fcis-31662	55	6	100,000	100,000	NUM
fcis-31662	55	7	error	error	NOUN
fcis-31662	55	8	case	case	NOUN
fcis-31662	55	9	-	-	PUNCT
fcis-31662	55	10	correct	correct	ADJ
fcis-31662	55	11	scheme	scheme	NOUN
fcis-31662	55	12	comparison	comparison	NOUN
fcis-31662	55	13	data	datum	NOUN
fcis-31662	55	14	are	be	AUX
fcis-31662	55	15	introduced	introduce	VERB
fcis-31662	55	16	,	,	PUNCT
fcis-31662	55	17	and	and	CCONJ
fcis-31662	55	18	the	the	DET
fcis-31662	55	19	rlhf	rlhf	NOUN
fcis-31662	55	20	method	method	NOUN
fcis-31662	55	21	is	be	AUX
fcis-31662	55	22	used	use	VERB
fcis-31662	55	23	to	to	PART
fcis-31662	55	24	reduce	reduce	VERB
fcis-31662	55	25	the	the	DET
fcis-31662	55	26	probability	probability	NOUN
fcis-31662	55	27	of	of	ADP
fcis-31662	55	28	the	the	DET
fcis-31662	55	29	model	model	NOUN
fcis-31662	55	30	generating	generate	VERB
fcis-31662	55	31	contraindicated	contraindicated	ADJ
fcis-31662	55	32	schemes	scheme	NOUN
fcis-31662	56	1	[	[	X
fcis-31662	56	2	11	11	NUM
fcis-31662	56	3	]	]	PUNCT
fcis-31662	56	4	.	.	PUNCT
fcis-31662	57	1	retrieval	retrieval	NOUN
fcis-31662	57	2	-	-	PUNCT
fcis-31662	57	3	augmented	augment	VERB
fcis-31662	57	4	adaptation	adaptation	NOUN
fcis-31662	57	5	converts	convert	NOUN
fcis-31662	57	6	patient	patient	ADJ
fcis-31662	57	7	structured	structure	VERB
fcis-31662	57	8	features	feature	NOUN
fcis-31662	57	9	into	into	ADP
fcis-31662	57	10	retrieval	retrieval	NOUN
fcis-31662	57	11	keyword	keyword	NOUN
fcis-31662	57	12	vectors	vector	NOUN
fcis-31662	57	13	through	through	ADP
fcis-31662	57	14	the	the	DET
fcis-31662	57	15	feature	feature	NOUN
fcis-31662	57	16	mapping	mapping	NOUN
fcis-31662	57	17	layer	layer	NOUN
fcis-31662	57	18	and	and	CCONJ
fcis-31662	57	19	initially	initially	ADV
fcis-31662	57	20	matches	match	VERB
fcis-31662	57	21	the	the	DET
fcis-31662	57	22	literature	literature	NOUN
fcis-31662	57	23	database	database	NOUN
fcis-31662	57	24	through	through	ADP
fcis-31662	57	25	the	the	DET
fcis-31662	57	26	bm25	bm25	PROPN
fcis-31662	57	27	algorithm	algorithm	NOUN
fcis-31662	57	28	.	.	PUNCT
fcis-31662	58	1	the	the	DET
fcis-31662	58	2	relevance	relevance	NOUN
fcis-31662	58	3	ranking	rank	VERB
fcis-31662	58	4	layer	layer	NOUN
fcis-31662	58	5	uses	use	VERB
fcis-31662	58	6	the	the	DET
fcis-31662	58	7	zhuomuniao	zhuomuniao	PROPN
fcis-31662	58	8	model	model	NOUN
fcis-31662	58	9	to	to	PART
fcis-31662	58	10	calculate	calculate	VERB
fcis-31662	58	11	semantic	semantic	ADJ
fcis-31662	58	12	relevance	relevance	NOUN
fcis-31662	58	13	scores	score	NOUN
fcis-31662	58	14	and	and	CCONJ
fcis-31662	58	15	sets	set	VERB
fcis-31662	58	16	double	double	ADJ
fcis-31662	58	17	thresholds	threshold	NOUN
fcis-31662	58	18	to	to	PART
fcis-31662	58	19	screen	screen	VERB
fcis-31662	58	20	the	the	DET
fcis-31662	58	21	top	top	ADJ
fcis-31662	58	22	20	20	NUM
fcis-31662	58	23	literatures	literature	NOUN
fcis-31662	58	24	into	into	ADP
fcis-31662	58	25	the	the	DET
fcis-31662	58	26	candidate	candidate	NOUN
fcis-31662	58	27	pool	pool	NOUN
fcis-31662	58	28	.	.	PUNCT
fcis-31662	59	1	the	the	DET
fcis-31662	59	2	evidence	evidence	NOUN
fcis-31662	59	3	fusion	fusion	NOUN
fcis-31662	59	4	layer	layer	NOUN
fcis-31662	59	5	adopts	adopt	VERB
fcis-31662	59	6	a	a	DET
fcis-31662	59	7	weighted	weighted	ADJ
fcis-31662	59	8	attention	attention	NOUN
fcis-31662	59	9	mechanism	mechanism	NOUN
fcis-31662	59	10	to	to	PART
fcis-31662	59	11	assign	assign	VERB
fcis-31662	59	12	corresponding	correspond	VERB
fcis-31662	59	13	weights	weight	NOUN
fcis-31662	59	14	to	to	ADP
fcis-31662	59	15	different	different	ADJ
fcis-31662	59	16	types	type	NOUN
fcis-31662	59	17	of	of	ADP
fcis-31662	59	18	literatures	literature	NOUN
fcis-31662	59	19	,	,	PUNCT
fcis-31662	59	20	integrating	integrate	VERB
fcis-31662	59	21	literature	literature	NOUN
fcis-31662	59	22	evidence	evidence	NOUN
fcis-31662	59	23	and	and	CCONJ
fcis-31662	59	24	the	the	DET
fcis-31662	59	25	model	model	NOUN
fcis-31662	59	26	's	's	PART
fcis-31662	59	27	own	own	ADJ
fcis-31662	59	28	knowledge	knowledge	NOUN
fcis-31662	59	29	to	to	PART
fcis-31662	59	30	generate	generate	VERB
fcis-31662	59	31	schemes	scheme	NOUN
fcis-31662	59	32	.	.	PUNCT
fcis-31662	60	1	(	(	PUNCT
fcis-31662	60	2	4	4	X
fcis-31662	60	3	)	)	PUNCT
fcis-31662	60	4	modular	modular	ADJ
fcis-31662	60	5	architecture	architecture	NOUN
fcis-31662	60	6	and	and	CCONJ
fcis-31662	60	7	interactive	interactive	ADJ
fcis-31662	60	8	process	process	NOUN
fcis-31662	60	9	design	design	NOUN
fcis-31662	60	10	of	of	ADP
fcis-31662	60	11	scheme	scheme	NOUN
fcis-31662	60	12	generation	generation	NOUN
fcis-31662	60	13	system	system	NOUN
fcis-31662	60	14	the	the	DET
fcis-31662	60	15	scheme	scheme	NOUN
fcis-31662	60	16	generation	generation	NOUN
fcis-31662	60	17	system	system	NOUN
fcis-31662	60	18	adopts	adopt	VERB
fcis-31662	60	19	a	a	DET
fcis-31662	60	20	modular	modular	ADJ
fcis-31662	60	21	architecture	architecture	NOUN
fcis-31662	60	22	.	.	PUNCT
fcis-31662	61	1	the	the	DET
fcis-31662	61	2	data	data	NOUN
fcis-31662	61	3	input	input	NOUN
fcis-31662	61	4	module	module	NOUN
fcis-31662	61	5	supports	support	VERB
fcis-31662	61	6	the	the	DET
fcis-31662	61	7	import	import	NOUN
fcis-31662	61	8	of	of	ADP
fcis-31662	61	9	12	12	NUM
fcis-31662	61	10	data	datum	NOUN
fcis-31662	61	11	formats	format	NOUN
fcis-31662	61	12	,	,	PUNCT
fcis-31662	61	13	with	with	SCONJ
fcis-31662	61	14	a	a	DET
fcis-31662	61	15	built	build	VERB
fcis-31662	61	16	-	-	PUNCT
fcis-31662	61	17	in	in	ADP
fcis-31662	61	18	ocr	ocr	ADJ
fcis-31662	61	19	recognition	recognition	NOUN
fcis-31662	61	20	engine	engine	NOUN
fcis-31662	61	21	to	to	PART
fcis-31662	61	22	automatically	automatically	ADV
fcis-31662	61	23	extract	extract	VERB
fcis-31662	61	24	paper	paper	NOUN
fcis-31662	61	25	medical	medical	ADJ
fcis-31662	61	26	record	record	NOUN
fcis-31662	61	27	information	information	NOUN
fcis-31662	61	28	with	with	ADP
fcis-31662	61	29	an	an	DET
fcis-31662	61	30	recognition	recognition	NOUN
fcis-31662	61	31	accuracy	accuracy	NOUN
fcis-31662	61	32	of	of	ADP
fcis-31662	61	33	not	not	PART
fcis-31662	61	34	less	less	ADJ
fcis-31662	61	35	than	than	ADP
fcis-31662	61	36	98	98	NUM
fcis-31662	61	37	%	%	NOUN
fcis-31662	61	38	.	.	PUNCT
fcis-31662	62	1	the	the	DET
fcis-31662	62	2	preprocessing	preprocessing	NOUN
fcis-31662	62	3	module	module	NOUN
fcis-31662	62	4	integrates	integrate	VERB
fcis-31662	62	5	a	a	DET
fcis-31662	62	6	feature	feature	NOUN
fcis-31662	62	7	auto	auto	NOUN
fcis-31662	62	8	-	-	PUNCT
fcis-31662	62	9	completion	completion	NOUN
fcis-31662	62	10	function	function	NOUN
fcis-31662	62	11	,	,	PUNCT
fcis-31662	62	12	which	which	PRON
fcis-31662	62	13	predicts	predict	VERB
fcis-31662	62	14	missing	miss	VERB
fcis-31662	62	15	values	value	NOUN
fcis-31662	62	16	based	base	VERB
fcis-31662	62	17	on	on	ADP
fcis-31662	62	18	the	the	DET
fcis-31662	62	19	distribution	distribution	NOUN
fcis-31662	62	20	of	of	ADP
fcis-31662	62	21	similar	similar	ADJ
fcis-31662	62	22	cases	case	NOUN
fcis-31662	62	23	and	and	CCONJ
fcis-31662	62	24	marks	mark	VERB
fcis-31662	62	25	the	the	DET
fcis-31662	62	26	prediction	prediction	NOUN
fcis-31662	62	27	confidence	confidence	NOUN
fcis-31662	62	28	when	when	SCONJ
fcis-31662	62	29	patient	patient	ADJ
fcis-31662	62	30	data	datum	NOUN
fcis-31662	62	31	is	be	AUX
fcis-31662	62	32	missing	miss	VERB
fcis-31662	62	33	[	[	PUNCT
fcis-31662	62	34	9	9	NUM
fcis-31662	62	35	]	]	PUNCT
fcis-31662	62	36	.	.	PUNCT
fcis-31662	63	1	the	the	DET
fcis-31662	63	2	literature	literature	PROPN
fcis-31662	63	3	retrieval	retrieval	NOUN
fcis-31662	63	4	module	module	NOUN
fcis-31662	63	5	matches	match	VERB
fcis-31662	63	6	literature	literature	NOUN
fcis-31662	63	7	according	accord	VERB
fcis-31662	63	8	to	to	ADP
fcis-31662	63	9	features	feature	NOUN
fcis-31662	63	10	to	to	PART
fcis-31662	63	11	provide	provide	VERB
fcis-31662	63	12	evidence	evidence	NOUN
fcis-31662	63	13	-	-	PUNCT
fcis-31662	63	14	based	base	VERB
fcis-31662	63	15	support	support	NOUN
fcis-31662	63	16	.	.	PUNCT
fcis-31662	64	1	the	the	DET
fcis-31662	64	2	model	model	NOUN
fcis-31662	64	3	reasoning	reasoning	NOUN
fcis-31662	64	4	module	module	NOUN
fcis-31662	64	5	integrates	integrate	NOUN
fcis-31662	64	6	data	datum	NOUN
fcis-31662	64	7	and	and	CCONJ
fcis-31662	64	8	literature	literature	NOUN
fcis-31662	64	9	to	to	PART
fcis-31662	64	10	generate	generate	VERB
fcis-31662	64	11	schemes	scheme	NOUN
fcis-31662	64	12	.	.	PUNCT
fcis-31662	65	1	the	the	DET
fcis-31662	65	2	quality	quality	NOUN
fcis-31662	65	3	control	control	NOUN
fcis-31662	65	4	module	module	NOUN
fcis-31662	65	5	integrates	integrate	VERB
fcis-31662	65	6	the	the	DET
fcis-31662	65	7	medical	medical	ADJ
fcis-31662	65	8	record	record	NOUN
fcis-31662	65	9	quality	quality	NOUN
fcis-31662	65	10	control	control	NOUN
fcis-31662	65	11	ability	ability	NOUN
fcis-31662	65	12	of	of	ADP
fcis-31662	65	13	the	the	DET
fcis-31662	65	14	zhuomuniao	zhuomuniao	PROPN
fcis-31662	65	15	model	model	NOUN
fcis-31662	65	16	,	,	PUNCT
fcis-31662	65	17	and	and	CCONJ
fcis-31662	65	18	sets	set	VERB
fcis-31662	65	19	three	three	NUM
fcis-31662	65	20	-	-	PUNCT
fcis-31662	65	21	level	level	NOUN
fcis-31662	65	22	verification	verification	NOUN
fcis-31662	65	23	rules	rule	NOUN
fcis-31662	65	24	to	to	PART
fcis-31662	65	25	check	check	VERB
fcis-31662	65	26	whether	whether	SCONJ
fcis-31662	65	27	the	the	DET
fcis-31662	65	28	scheme	scheme	NOUN
fcis-31662	65	29	conforms	conform	VERB
fcis-31662	65	30	to	to	ADP
fcis-31662	65	31	clinical	clinical	ADJ
fcis-31662	65	32	guidelines	guideline	NOUN
fcis-31662	65	33	,	,	PUNCT
fcis-31662	65	34	matches	match	VERB
fcis-31662	65	35	patient	patient	ADJ
fcis-31662	65	36	features	feature	NOUN
fcis-31662	65	37	,	,	PUNCT
fcis-31662	65	38	and	and	CCONJ
fcis-31662	65	39	has	have	VERB
fcis-31662	65	40	innovation	innovation	NOUN
fcis-31662	65	41	and	and	CCONJ
fcis-31662	65	42	risks	risk	NOUN
fcis-31662	65	43	.	.	PUNCT
fcis-31662	66	1	in	in	ADP
fcis-31662	66	2	the	the	DET
fcis-31662	66	3	interactive	interactive	ADJ
fcis-31662	66	4	process	process	NOUN
fcis-31662	66	5	,	,	PUNCT
fcis-31662	66	6	doctors	doctor	NOUN
fcis-31662	66	7	obtain	obtain	VERB
fcis-31662	66	8	feature	feature	NOUN
fcis-31662	66	9	extraction	extraction	NOUN
fcis-31662	66	10	results	result	NOUN
fcis-31662	66	11	within	within	ADP
fcis-31662	66	12	30	30	NUM
fcis-31662	66	13	seconds	second	NOUN
fcis-31662	66	14	after	after	ADP
fcis-31662	66	15	uploading	upload	VERB
fcis-31662	66	16	patient	patient	ADJ
fcis-31662	66	17	data	datum	NOUN
fcis-31662	66	18	and	and	CCONJ
fcis-31662	66	19	can	can	AUX
fcis-31662	66	20	manually	manually	ADV
fcis-31662	66	21	correct	correct	VERB
fcis-31662	66	22	incorrect	incorrect	ADJ
fcis-31662	66	23	information	information	NOUN
fcis-31662	66	24	.	.	PUNCT
fcis-31662	67	1	the	the	DET
fcis-31662	67	2	model	model	NOUN
fcis-31662	67	3	generates	generate	VERB
fcis-31662	67	4	3	3	NUM
fcis-31662	67	5	sets	set	NOUN
fcis-31662	67	6	of	of	ADP
fcis-31662	67	7	differentiated	differentiated	ADJ
fcis-31662	67	8	schemes	scheme	NOUN
fcis-31662	67	9	marked	mark	VERB
fcis-31662	67	10	as	as	ADP
fcis-31662	67	11	evidence	evidence	NOUN
fcis-31662	67	12	-	-	PUNCT
fcis-31662	67	13	based	base	VERB
fcis-31662	67	14	priority	priority	NOUN
fcis-31662	67	15	,	,	PUNCT
fcis-31662	67	16	lowest	low	ADJ
fcis-31662	67	17	risk	risk	NOUN
fcis-31662	67	18	,	,	PUNCT
fcis-31662	67	19	and	and	CCONJ
fcis-31662	67	20	innovative	innovative	ADJ
fcis-31662	67	21	attempt	attempt	NOUN
fcis-31662	67	22	within	within	ADP
fcis-31662	67	23	1	1	NUM
fcis-31662	67	24	minute	minute	NOUN
fcis-31662	67	25	and	and	CCONJ
fcis-31662	67	26	provides	provide	VERB
fcis-31662	67	27	comparative	comparative	ADJ
fcis-31662	67	28	analysis	analysis	NOUN
fcis-31662	67	29	.	.	PUNCT
fcis-31662	68	1	after	after	SCONJ
fcis-31662	68	2	doctors	doctor	NOUN
fcis-31662	68	3	select	select	VERB
fcis-31662	68	4	or	or	CCONJ
fcis-31662	68	5	modify	modify	VERB
fcis-31662	68	6	the	the	DET
fcis-31662	68	7	schemes	scheme	NOUN
fcis-31662	68	8	,	,	PUNCT
fcis-31662	68	9	the	the	DET
fcis-31662	68	10	system	system	NOUN
fcis-31662	68	11	records	record	VERB
fcis-31662	68	12	the	the	DET
fcis-31662	68	13	reasons	reason	NOUN
fcis-31662	68	14	for	for	ADP
fcis-31662	68	15	modification	modification	NOUN
fcis-31662	68	16	,	,	PUNCT
fcis-31662	68	17	and	and	CCONJ
fcis-31662	68	18	monthly	monthly	ADJ
fcis-31662	68	19	summarizes	summarize	NOUN
fcis-31662	68	20	feedback	feedback	VERB
fcis-31662	68	21	data	datum	NOUN
fcis-31662	68	22	for	for	ADP
fcis-31662	68	23	model	model	NOUN
fcis-31662	68	24	fine	fine	ADV
fcis-31662	68	25	-	-	PUNCT
fcis-31662	68	26	tuning	tuning	NOUN
fcis-31662	68	27	to	to	PART
fcis-31662	68	28	increase	increase	VERB
fcis-31662	68	29	the	the	DET
fcis-31662	68	30	scheme	scheme	NOUN
fcis-31662	68	31	compliance	compliance	NOUN
fcis-31662	68	32	rate	rate	NOUN
fcis-31662	68	33	by	by	ADP
fcis-31662	68	34	not	not	PART
fcis-31662	68	35	less	less	ADJ
fcis-31662	68	36	than	than	ADP
fcis-31662	68	37	2	2	NUM
fcis-31662	68	38	%	%	NOUN
fcis-31662	68	39	per	per	ADP
fcis-31662	68	40	month	month	NOUN
fcis-31662	68	41	.	.	PUNCT
fcis-31662	69	1	(	(	PUNCT
fcis-31662	69	2	5	5	X
fcis-31662	69	3	)	)	PUNCT
fcis-31662	69	4	interpretability	interpretability	NOUN
fcis-31662	69	5	and	and	CCONJ
fcis-31662	69	6	safety	safety	NOUN
fcis-31662	69	7	mechanisms	mechanism	NOUN
fcis-31662	69	8	96	96	NUM
fcis-31662	69	9	the	the	DET
fcis-31662	69	10	interpretability	interpretability	NOUN
fcis-31662	69	11	mechanism	mechanism	NOUN
fcis-31662	69	12	requires	require	VERB
fcis-31662	69	13	each	each	DET
fcis-31662	69	14	suggestion	suggestion	NOUN
fcis-31662	69	15	in	in	ADP
fcis-31662	69	16	the	the	DET
fcis-31662	69	17	scheme	scheme	NOUN
fcis-31662	69	18	to	to	PART
fcis-31662	69	19	mark	mark	VERB
fcis-31662	69	20	three	three	NUM
fcis-31662	69	21	types	type	NOUN
fcis-31662	69	22	of	of	ADP
fcis-31662	69	23	bases	basis	NOUN
fcis-31662	69	24	:	:	PUNCT
fcis-31662	69	25	clinical	clinical	ADJ
fcis-31662	69	26	data	datum	NOUN
fcis-31662	69	27	sources	source	NOUN
fcis-31662	69	28	,	,	PUNCT
fcis-31662	69	29	literature	literature	NOUN
fcis-31662	69	30	evidence	evidence	NOUN
fcis-31662	69	31	,	,	PUNCT
fcis-31662	69	32	and	and	CCONJ
fcis-31662	69	33	model	model	NOUN
fcis-31662	69	34	reasoning	reasoning	NOUN
fcis-31662	69	35	logic	logic	NOUN
fcis-31662	69	36	,	,	PUNCT
fcis-31662	69	37	display	display	VERB
fcis-31662	69	38	the	the	DET
fcis-31662	69	39	model	model	NOUN
fcis-31662	69	40	reasoning	reasoning	NOUN
fcis-31662	69	41	path	path	NOUN
fcis-31662	69	42	through	through	ADP
fcis-31662	69	43	decision	decision	NOUN
fcis-31662	69	44	tree	tree	NOUN
fcis-31662	69	45	charts	chart	NOUN
fcis-31662	69	46	,	,	PUNCT
fcis-31662	69	47	and	and	CCONJ
fcis-31662	69	48	mark	mark	PROPN
fcis-31662	69	49	"	"	PUNCT
fcis-31662	69	50	limited	limited	ADJ
fcis-31662	69	51	evidence	evidence	NOUN
fcis-31662	69	52	,	,	PUNCT
fcis-31662	69	53	it	it	PRON
fcis-31662	69	54	is	be	AUX
fcis-31662	69	55	recommended	recommend	VERB
fcis-31662	69	56	to	to	PART
fcis-31662	69	57	combine	combine	VERB
fcis-31662	69	58	multidisciplinary	multidisciplinary	ADJ
fcis-31662	69	59	consultation	consultation	NOUN
fcis-31662	69	60	"	"	PUNCT
fcis-31662	69	61	when	when	SCONJ
fcis-31662	69	62	patient	patient	ADJ
fcis-31662	69	63	features	feature	NOUN
fcis-31662	69	64	exceed	exceed	VERB
fcis-31662	69	65	the	the	DET
fcis-31662	69	66	model	model	NOUN
fcis-31662	69	67	training	training	NOUN
fcis-31662	69	68	data	datum	NOUN
fcis-31662	69	69	range	range	NOUN
fcis-31662	69	70	.	.	PUNCT
fcis-31662	70	1	safety	safety	NOUN
fcis-31662	70	2	measures	measure	NOUN
fcis-31662	70	3	include	include	VERB
fcis-31662	70	4	endto	endto	NOUN
fcis-31662	70	5	-	-	PUNCT
fcis-31662	70	6	end	end	NOUN
fcis-31662	70	7	encrypted	encrypt	VERB
fcis-31662	70	8	transmission	transmission	NOUN
fcis-31662	70	9	using	use	VERB
fcis-31662	70	10	aes-256	aes-256	PROPN
fcis-31662	70	11	algorithm	algorithm	NOUN
fcis-31662	70	12	,	,	PUNCT
fcis-31662	70	13	automatic	automatic	ADJ
fcis-31662	70	14	desensitization	desensitization	NOUN
fcis-31662	70	15	of	of	ADP
fcis-31662	70	16	patient	patient	ADJ
fcis-31662	70	17	privacy	privacy	NOUN
fcis-31662	70	18	information	information	NOUN
fcis-31662	70	19	into	into	ADP
fcis-31662	70	20	patient	patient	ADJ
fcis-31662	70	21	i	i	PROPN
fcis-31662	70	22	d	d	PROPN
fcis-31662	70	23	plus	plus	CCONJ
fcis-31662	70	24	random	random	ADJ
fcis-31662	70	25	code	code	NOUN
fcis-31662	70	26	,	,	PUNCT
fcis-31662	70	27	setting	set	VERB
fcis-31662	70	28	three	three	NUM
fcis-31662	70	29	-	-	PUNCT
fcis-31662	70	30	level	level	NOUN
fcis-31662	70	31	operation	operation	NOUN
fcis-31662	70	32	permissions	permission	NOUN
fcis-31662	70	33	where	where	SCONJ
fcis-31662	70	34	resident	resident	ADJ
fcis-31662	70	35	physicians	physician	NOUN
fcis-31662	70	36	can	can	AUX
fcis-31662	70	37	only	only	ADV
fcis-31662	70	38	view	view	VERB
fcis-31662	70	39	the	the	DET
fcis-31662	70	40	scheme	scheme	NOUN
fcis-31662	70	41	,	,	PUNCT
fcis-31662	70	42	attending	attend	VERB
fcis-31662	70	43	physicians	physician	NOUN
fcis-31662	70	44	can	can	AUX
fcis-31662	70	45	modify	modify	VERB
fcis-31662	70	46	the	the	DET
fcis-31662	70	47	scheme	scheme	NOUN
fcis-31662	70	48	,	,	PUNCT
fcis-31662	70	49	chief	chief	ADJ
fcis-31662	70	50	physicians	physician	NOUN
fcis-31662	70	51	can	can	AUX
fcis-31662	70	52	approve	approve	VERB
fcis-31662	70	53	and	and	CCONJ
fcis-31662	70	54	unlock	unlock	VERB
fcis-31662	70	55	advanced	advanced	ADJ
fcis-31662	70	56	functions	function	NOUN
fcis-31662	70	57	,	,	PUNCT
fcis-31662	70	58	and	and	CCONJ
fcis-31662	70	59	a	a	DET
fcis-31662	70	60	built	build	VERB
fcis-31662	70	61	-	-	PUNCT
fcis-31662	70	62	in	in	ADP
fcis-31662	70	63	scheme	scheme	NOUN
fcis-31662	70	64	emergency	emergency	NOUN
fcis-31662	70	65	stop	stop	NOUN
fcis-31662	70	66	function	function	NOUN
fcis-31662	70	67	that	that	PRON
fcis-31662	70	68	automatically	automatically	ADV
fcis-31662	70	69	locks	lock	VERB
fcis-31662	70	70	the	the	DET
fcis-31662	70	71	output	output	NOUN
fcis-31662	70	72	and	and	CCONJ
fcis-31662	70	73	triggers	trigger	VERB
fcis-31662	70	74	manual	manual	ADJ
fcis-31662	70	75	review	review	NOUN
fcis-31662	70	76	when	when	SCONJ
fcis-31662	70	77	detecting	detect	VERB
fcis-31662	70	78	errors	error	NOUN
fcis-31662	70	79	that	that	PRON
fcis-31662	70	80	may	may	AUX
fcis-31662	70	81	be	be	AUX
fcis-31662	70	82	life	life	NOUN
fcis-31662	70	83	-	-	PUNCT
fcis-31662	70	84	threatening	threatening	ADJ
fcis-31662	70	85	.	.	PUNCT
fcis-31662	71	1	3	3	X
fcis-31662	71	2	.	.	X
fcis-31662	71	3	system	system	NOUN
fcis-31662	71	4	experimental	experimental	ADJ
fcis-31662	71	5	verification	verification	NOUN
fcis-31662	71	6	and	and	CCONJ
fcis-31662	71	7	performance	performance	NOUN
fcis-31662	71	8	evaluation	evaluation	NOUN
fcis-31662	71	9	(	(	PUNCT
fcis-31662	71	10	1	1	NUM
fcis-31662	71	11	)	)	PUNCT
fcis-31662	71	12	construction	construction	NOUN
fcis-31662	71	13	and	and	CCONJ
fcis-31662	71	14	annotation	annotation	NOUN
fcis-31662	71	15	standards	standard	NOUN
fcis-31662	71	16	of	of	ADP
fcis-31662	71	17	multi	multi	ADJ
fcis-31662	71	18	-	-	ADJ
fcis-31662	71	19	center	center	ADJ
fcis-31662	71	20	tumor	tumor	NOUN
fcis-31662	71	21	case	case	NOUN
fcis-31662	71	22	data	datum	NOUN
fcis-31662	71	23	sets	set	VERB
fcis-31662	71	24	the	the	DET
fcis-31662	71	25	construction	construction	NOUN
fcis-31662	71	26	and	and	CCONJ
fcis-31662	71	27	annotation	annotation	NOUN
fcis-31662	71	28	of	of	ADP
fcis-31662	71	29	multi	multi	ADJ
fcis-31662	71	30	-	-	ADJ
fcis-31662	71	31	center	center	ADJ
fcis-31662	71	32	tumor	tumor	NOUN
fcis-31662	71	33	case	case	NOUN
fcis-31662	71	34	data	data	NOUN
fcis-31662	71	35	sets	set	NOUN
fcis-31662	71	36	provide	provide	VERB
fcis-31662	71	37	a	a	DET
fcis-31662	71	38	reliable	reliable	ADJ
fcis-31662	71	39	test	test	NOUN
fcis-31662	71	40	basis	basis	NOUN
fcis-31662	71	41	for	for	ADP
fcis-31662	71	42	system	system	NOUN
fcis-31662	71	43	experimental	experimental	ADJ
fcis-31662	71	44	verification	verification	NOUN
fcis-31662	71	45	.	.	PUNCT
fcis-31662	72	1	the	the	DET
fcis-31662	72	2	data	datum	NOUN
fcis-31662	72	3	set	set	VERB
fcis-31662	72	4	refers	refer	VERB
fcis-31662	72	5	to	to	ADP
fcis-31662	72	6	the	the	DET
fcis-31662	72	7	multi	multi	ADJ
fcis-31662	72	8	-	-	ADJ
fcis-31662	72	9	center	center	ADJ
fcis-31662	72	10	hepatocellular	hepatocellular	ADJ
fcis-31662	72	11	carcinoma	carcinoma	NOUN
fcis-31662	72	12	research	research	NOUN
fcis-31662	72	13	model	model	NOUN
fcis-31662	72	14	[	[	X
fcis-31662	72	15	1	1	NUM
fcis-31662	72	16	]	]	PUNCT
fcis-31662	72	17	,	,	PUNCT
fcis-31662	72	18	collects	collect	VERB
fcis-31662	72	19	tumor	tumor	NOUN
fcis-31662	72	20	cases	case	NOUN
fcis-31662	72	21	from	from	ADP
fcis-31662	72	22	three	three	NUM
fcis-31662	72	23	hospitals	hospital	NOUN
fcis-31662	72	24	,	,	PUNCT
fcis-31662	72	25	divides	divide	VERB
fcis-31662	72	26	them	they	PRON
fcis-31662	72	27	into	into	ADP
fcis-31662	72	28	a	a	DET
fcis-31662	72	29	modeling	modeling	NOUN
fcis-31662	72	30	group	group	NOUN
fcis-31662	72	31	of	of	ADP
fcis-31662	72	32	503	503	NUM
fcis-31662	72	33	cases	case	NOUN
fcis-31662	72	34	and	and	CCONJ
fcis-31662	72	35	an	an	DET
fcis-31662	72	36	internal	internal	ADJ
fcis-31662	72	37	verification	verification	NOUN
fcis-31662	72	38	group	group	NOUN
fcis-31662	72	39	of	of	ADP
fcis-31662	72	40	216	216	NUM
fcis-31662	72	41	cases	case	NOUN
fcis-31662	72	42	according	accord	VERB
fcis-31662	72	43	to	to	ADP
fcis-31662	72	44	the	the	DET
fcis-31662	72	45	7:3	7:3	NUM
fcis-31662	72	46	ratio	ratio	NOUN
fcis-31662	72	47	,	,	PUNCT
fcis-31662	72	48	and	and	CCONJ
fcis-31662	72	49	sets	set	VERB
fcis-31662	72	50	up	up	ADP
fcis-31662	72	51	an	an	DET
fcis-31662	72	52	external	external	ADJ
fcis-31662	72	53	verification	verification	NOUN
fcis-31662	72	54	group	group	NOUN
fcis-31662	72	55	of	of	ADP
fcis-31662	72	56	85	85	NUM
fcis-31662	72	57	cases	case	NOUN
fcis-31662	72	58	[	[	X
fcis-31662	72	59	7	7	NUM
fcis-31662	72	60	]	]	PUNCT
fcis-31662	72	61	.	.	PUNCT
fcis-31662	73	1	multi	multi	ADJ
fcis-31662	73	2	-	-	NOUN
fcis-31662	73	3	center	center	ADJ
fcis-31662	73	4	and	and	CCONJ
fcis-31662	73	5	largesample	largesample	ADJ
fcis-31662	73	6	collection	collection	NOUN
fcis-31662	73	7	can	can	AUX
fcis-31662	73	8	more	more	ADV
fcis-31662	73	9	comprehensively	comprehensively	ADV
fcis-31662	73	10	reflect	reflect	VERB
fcis-31662	73	11	the	the	DET
fcis-31662	73	12	situation	situation	NOUN
fcis-31662	73	13	of	of	ADP
fcis-31662	73	14	different	different	ADJ
fcis-31662	73	15	patients	patient	NOUN
fcis-31662	73	16	,	,	PUNCT
fcis-31662	73	17	thereby	thereby	ADV
fcis-31662	73	18	improving	improve	VERB
fcis-31662	73	19	the	the	DET
fcis-31662	73	20	generalization	generalization	NOUN
fcis-31662	73	21	ability	ability	NOUN
fcis-31662	73	22	and	and	CCONJ
fcis-31662	73	23	reliability	reliability	NOUN
fcis-31662	73	24	of	of	ADP
fcis-31662	73	25	the	the	DET
fcis-31662	73	26	model	model	NOUN
fcis-31662	73	27	.	.	PUNCT
fcis-31662	74	1	the	the	DET
fcis-31662	74	2	cases	case	NOUN
fcis-31662	74	3	cover	cover	VERB
fcis-31662	74	4	major	major	ADJ
fcis-31662	74	5	cancer	cancer	NOUN
fcis-31662	74	6	types	type	NOUN
fcis-31662	74	7	,	,	PUNCT
fcis-31662	74	8	including	include	VERB
fcis-31662	74	9	29.51	29.51	NUM
fcis-31662	74	10	%	%	NOUN
fcis-31662	74	11	liver	liver	NOUN
fcis-31662	74	12	cancer	cancer	NOUN
fcis-31662	74	13	,	,	PUNCT
fcis-31662	74	14	18.69	18.69	NUM
fcis-31662	74	15	%	%	NOUN
fcis-31662	74	16	esophageal	esophageal	NOUN
fcis-31662	74	17	cancer	cancer	NOUN
fcis-31662	74	18	,	,	PUNCT
fcis-31662	74	19	10.82	10.82	NUM
fcis-31662	74	20	%	%	NOUN
fcis-31662	74	21	colorectal	colorectal	ADJ
fcis-31662	74	22	cancer	cancer	NOUN
fcis-31662	74	23	,	,	PUNCT
fcis-31662	74	24	etc	etc	X
fcis-31662	74	25	.	.	X
fcis-31662	75	1	[	[	X
fcis-31662	75	2	6	6	NUM
fcis-31662	75	3	]	]	PUNCT
fcis-31662	75	4	,	,	PUNCT
fcis-31662	75	5	which	which	PRON
fcis-31662	75	6	can	can	AUX
fcis-31662	75	7	fully	fully	ADV
fcis-31662	75	8	verify	verify	VERB
fcis-31662	75	9	the	the	DET
fcis-31662	75	10	performance	performance	NOUN
fcis-31662	75	11	of	of	ADP
fcis-31662	75	12	the	the	DET
fcis-31662	75	13	model	model	NOUN
fcis-31662	75	14	in	in	ADP
fcis-31662	75	15	different	different	ADJ
fcis-31662	75	16	tumor	tumor	NOUN
fcis-31662	75	17	types	type	NOUN
fcis-31662	75	18	.	.	PUNCT
fcis-31662	76	1	the	the	DET
fcis-31662	76	2	annotation	annotation	NOUN
fcis-31662	76	3	content	content	NOUN
fcis-31662	76	4	includes	include	VERB
fcis-31662	76	5	tumor	tumor	NOUN
fcis-31662	76	6	heterogeneity	heterogeneity	NOUN
fcis-31662	76	7	features	feature	NOUN
fcis-31662	76	8	,	,	PUNCT
fcis-31662	76	9	icd-10	icd-10	DET
fcis-31662	76	10	coding	code	VERB
fcis-31662	76	11	types	type	NOUN
fcis-31662	76	12	[	[	X
fcis-31662	76	13	5	5	NUM
fcis-31662	76	14	]	]	PUNCT
fcis-31662	76	15	,	,	PUNCT
fcis-31662	76	16	actual	actual	ADJ
fcis-31662	76	17	treatment	treatment	NOUN
fcis-31662	76	18	schemes	scheme	NOUN
fcis-31662	76	19	and	and	CCONJ
fcis-31662	76	20	curative	curative	ADJ
fcis-31662	76	21	effects	effect	NOUN
fcis-31662	76	22	,	,	PUNCT
fcis-31662	76	23	providing	provide	VERB
fcis-31662	76	24	rich	rich	ADJ
fcis-31662	76	25	information	information	NOUN
fcis-31662	76	26	for	for	ADP
fcis-31662	76	27	model	model	NOUN
fcis-31662	76	28	training	training	NOUN
fcis-31662	76	29	and	and	CCONJ
fcis-31662	76	30	evaluation	evaluation	NOUN
fcis-31662	76	31	.	.	PUNCT
fcis-31662	77	1	the	the	DET
fcis-31662	77	2	annotation	annotation	NOUN
fcis-31662	77	3	process	process	NOUN
fcis-31662	77	4	adopts	adopt	VERB
fcis-31662	77	5	a	a	DET
fcis-31662	77	6	double	double	ADJ
fcis-31662	77	7	-	-	PUNCT
fcis-31662	77	8	check	check	NOUN
fcis-31662	77	9	system	system	NOUN
fcis-31662	77	10	,	,	PUNCT
fcis-31662	77	11	referring	refer	VERB
fcis-31662	77	12	to	to	ADP
fcis-31662	77	13	the	the	DET
fcis-31662	77	14	annotation	annotation	NOUN
fcis-31662	77	15	standards	standard	NOUN
fcis-31662	77	16	of	of	ADP
fcis-31662	77	17	in	in	ADP
fcis-31662	77	18	-	-	PUNCT
fcis-31662	77	19	hospital	hospital	NOUN
fcis-31662	77	20	children	child	NOUN
fcis-31662	77	21	's	's	PART
fcis-31662	77	22	thrombosis	thrombosis	NOUN
fcis-31662	77	23	research	research	NOUN
fcis-31662	77	24	[	[	X
fcis-31662	77	25	7	7	X
fcis-31662	77	26	]	]	PUNCT
fcis-31662	77	27	to	to	PART
fcis-31662	77	28	ensure	ensure	VERB
fcis-31662	77	29	data	datum	NOUN
fcis-31662	77	30	accuracy	accuracy	NOUN
fcis-31662	77	31	and	and	CCONJ
fcis-31662	77	32	consistency	consistency	NOUN
fcis-31662	77	33	.	.	PUNCT
fcis-31662	78	1	(	(	PUNCT
fcis-31662	78	2	2	2	X
fcis-31662	78	3	)	)	PUNCT
fcis-31662	78	4	quantitative	quantitative	ADJ
fcis-31662	78	5	indicators	indicator	NOUN
fcis-31662	78	6	for	for	ADP
fcis-31662	78	7	accuracy	accuracy	NOUN
fcis-31662	78	8	of	of	ADP
fcis-31662	78	9	scheme	scheme	NOUN
fcis-31662	78	10	generation	generation	NOUN
fcis-31662	78	11	based	base	VERB
fcis-31662	78	12	on	on	ADP
fcis-31662	78	13	clinical	clinical	ADJ
fcis-31662	78	14	guidelines	guideline	NOUN
fcis-31662	78	15	quantitative	quantitative	ADJ
fcis-31662	78	16	indicators	indicator	NOUN
fcis-31662	78	17	for	for	ADP
fcis-31662	78	18	the	the	DET
fcis-31662	78	19	accuracy	accuracy	NOUN
fcis-31662	78	20	of	of	ADP
fcis-31662	78	21	scheme	scheme	NOUN
fcis-31662	78	22	generation	generation	NOUN
fcis-31662	78	23	based	base	VERB
fcis-31662	78	24	on	on	ADP
fcis-31662	78	25	clinical	clinical	ADJ
fcis-31662	78	26	guidelines	guideline	NOUN
fcis-31662	78	27	provide	provide	VERB
fcis-31662	78	28	objective	objective	ADJ
fcis-31662	78	29	standards	standard	NOUN
fcis-31662	78	30	for	for	ADP
fcis-31662	78	31	evaluating	evaluate	VERB
fcis-31662	78	32	system	system	NOUN
fcis-31662	78	33	performance	performance	NOUN
fcis-31662	78	34	.	.	PUNCT
fcis-31662	79	1	based	base	VERB
fcis-31662	79	2	on	on	ADP
fcis-31662	79	3	authoritative	authoritative	ADJ
fcis-31662	79	4	clinical	clinical	ADJ
fcis-31662	79	5	guidelines	guideline	NOUN
fcis-31662	79	6	,	,	PUNCT
fcis-31662	79	7	three	three	NUM
fcis-31662	79	8	-	-	PUNCT
fcis-31662	79	9	level	level	NOUN
fcis-31662	79	10	quantitative	quantitative	ADJ
fcis-31662	79	11	indicators	indicator	NOUN
fcis-31662	79	12	are	be	AUX
fcis-31662	79	13	set	set	VERB
fcis-31662	79	14	:	:	PUNCT
fcis-31662	79	15	level	level	NOUN
fcis-31662	79	16	1	1	NUM
fcis-31662	79	17	indicators	indicator	NOUN
fcis-31662	79	18	(	(	PUNCT
fcis-31662	79	19	fully	fully	ADV
fcis-31662	79	20	compliant	compliant	ADJ
fcis-31662	79	21	)	)	PUNCT
fcis-31662	79	22	require	require	VERB
fcis-31662	79	23	treatment	treatment	NOUN
fcis-31662	79	24	principles	principle	NOUN
fcis-31662	79	25	,	,	PUNCT
fcis-31662	79	26	drug	drug	NOUN
fcis-31662	79	27	selection	selection	NOUN
fcis-31662	79	28	,	,	PUNCT
fcis-31662	79	29	and	and	CCONJ
fcis-31662	79	30	dosage	dosage	NOUN
fcis-31662	79	31	ranges	range	VERB
fcis-31662	79	32	to	to	PART
fcis-31662	79	33	match	match	VERB
fcis-31662	79	34	the	the	DET
fcis-31662	79	35	guidelines	guideline	NOUN
fcis-31662	79	36	,	,	PUNCT
fcis-31662	79	37	with	with	ADP
fcis-31662	79	38	a	a	DET
fcis-31662	79	39	score	score	NOUN
fcis-31662	79	40	of	of	ADP
fcis-31662	79	41	100	100	NUM
fcis-31662	79	42	.	.	PUNCT
fcis-31662	80	1	level	level	NOUN
fcis-31662	80	2	2	2	NUM
fcis-31662	80	3	indicators	indicator	NOUN
fcis-31662	80	4	(	(	PUNCT
fcis-31662	80	5	partially	partially	ADV
fcis-31662	80	6	compliant	compliant	ADJ
fcis-31662	80	7	)	)	PUNCT
fcis-31662	80	8	allow	allow	VERB
fcis-31662	80	9	drug	drug	NOUN
fcis-31662	80	10	dosage	dosage	NOUN
fcis-31662	80	11	deviations	deviation	NOUN
fcis-31662	80	12	within	within	ADP
fcis-31662	80	13	the	the	DET
fcis-31662	80	14	allowable	allowable	ADJ
fcis-31662	80	15	range	range	NOUN
fcis-31662	80	16	,	,	PUNCT
fcis-31662	80	17	with	with	ADP
fcis-31662	80	18	a	a	DET
fcis-31662	80	19	score	score	NOUN
fcis-31662	80	20	of	of	ADP
fcis-31662	80	21	60	60	NUM
fcis-31662	80	22	-	-	SYM
fcis-31662	80	23	80	80	NUM
fcis-31662	80	24	.	.	PUNCT
fcis-31662	81	1	level	level	NOUN
fcis-31662	81	2	3	3	NUM
fcis-31662	81	3	indicators	indicator	NOUN
fcis-31662	81	4	(	(	PUNCT
fcis-31662	81	5	non	non	ADJ
fcis-31662	81	6	-	-	ADJ
fcis-31662	81	7	compliant	compliant	ADJ
fcis-31662	81	8	)	)	PUNCT
fcis-31662	81	9	refer	refer	VERB
fcis-31662	81	10	to	to	ADP
fcis-31662	81	11	wrong	wrong	ADJ
fcis-31662	81	12	treatment	treatment	NOUN
fcis-31662	81	13	directions	direction	NOUN
fcis-31662	81	14	,	,	PUNCT
fcis-31662	81	15	with	with	ADP
fcis-31662	81	16	a	a	DET
fcis-31662	81	17	score	score	NOUN
fcis-31662	81	18	of	of	ADP
fcis-31662	81	19	0	0	NUM
fcis-31662	81	20	.	.	PUNCT
fcis-31662	82	1	for	for	ADP
fcis-31662	82	2	various	various	ADJ
fcis-31662	82	3	tumor	tumor	NOUN
fcis-31662	82	4	types	type	NOUN
fcis-31662	82	5	,	,	PUNCT
fcis-31662	82	6	the	the	DET
fcis-31662	82	7	evaluation	evaluation	NOUN
fcis-31662	82	8	focuses	focus	VERB
fcis-31662	82	9	on	on	ADP
fcis-31662	82	10	:	:	PUNCT
fcis-31662	82	11	for	for	ADP
fcis-31662	82	12	liver	liver	NOUN
fcis-31662	82	13	cancer	cancer	NOUN
fcis-31662	82	14	,	,	PUNCT
fcis-31662	82	15	the	the	DET
fcis-31662	82	16	matching	matching	NOUN
fcis-31662	82	17	degree	degree	NOUN
fcis-31662	82	18	of	of	ADP
fcis-31662	82	19	adjuvant	adjuvant	ADJ
fcis-31662	82	20	treatment	treatment	NOUN
fcis-31662	82	21	schemes	scheme	NOUN
fcis-31662	82	22	for	for	ADP
fcis-31662	82	23	patients	patient	NOUN
fcis-31662	82	24	with	with	ADP
fcis-31662	82	25	microvascular	microvascular	ADJ
fcis-31662	82	26	invasion	invasion	NOUN
fcis-31662	82	27	[	[	X
fcis-31662	82	28	1	1	NUM
fcis-31662	82	29	]	]	PUNCT
fcis-31662	82	30	;	;	PUNCT
fcis-31662	82	31	for	for	ADP
fcis-31662	82	32	multi	multi	ADJ
fcis-31662	82	33	-	-	ADJ
fcis-31662	82	34	site	site	ADJ
fcis-31662	82	35	tumors	tumor	NOUN
fcis-31662	82	36	,	,	PUNCT
fcis-31662	82	37	the	the	DET
fcis-31662	82	38	consistency	consistency	NOUN
fcis-31662	82	39	between	between	ADP
fcis-31662	82	40	treatment	treatment	NOUN
fcis-31662	82	41	schemes	scheme	NOUN
fcis-31662	82	42	and	and	CCONJ
fcis-31662	82	43	icd-10	icd-10	DET
fcis-31662	82	44	coding	coding	NOUN
fcis-31662	82	45	is	be	AUX
fcis-31662	82	46	because	because	SCONJ
fcis-31662	82	47	icd-10	icd-10	DET
fcis-31662	82	48	coding	coding	NOUN
fcis-31662	82	49	accurately	accurately	ADV
fcis-31662	82	50	reflects	reflect	VERB
fcis-31662	82	51	tumor	tumor	NOUN
fcis-31662	82	52	types	type	NOUN
fcis-31662	82	53	and	and	CCONJ
fcis-31662	82	54	biological	biological	ADJ
fcis-31662	82	55	characteristics	characteristic	NOUN
fcis-31662	82	56	,	,	PUNCT
fcis-31662	82	57	while	while	SCONJ
fcis-31662	82	58	significant	significant	ADJ
fcis-31662	82	59	differences	difference	NOUN
fcis-31662	82	60	exist	exist	VERB
fcis-31662	82	61	in	in	ADP
fcis-31662	82	62	treatment	treatment	NOUN
fcis-31662	82	63	principles	principle	NOUN
fcis-31662	82	64	and	and	CCONJ
fcis-31662	82	65	methods	method	NOUN
fcis-31662	82	66	for	for	ADP
fcis-31662	82	67	different	different	ADJ
fcis-31662	82	68	types	type	NOUN
fcis-31662	82	69	of	of	ADP
fcis-31662	82	70	tumors	tumor	NOUN
fcis-31662	82	71	.	.	PUNCT
fcis-31662	83	1	such	such	ADJ
fcis-31662	83	2	consistency	consistency	NOUN
fcis-31662	83	3	can	can	AUX
fcis-31662	83	4	ensure	ensure	VERB
fcis-31662	83	5	the	the	DET
fcis-31662	83	6	targeting	targeting	NOUN
fcis-31662	83	7	of	of	ADP
fcis-31662	83	8	the	the	DET
fcis-31662	83	9	schemes	scheme	NOUN
fcis-31662	83	10	,	,	PUNCT
fcis-31662	83	11	avoid	avoid	VERB
fcis-31662	83	12	treatment	treatment	NOUN
fcis-31662	83	13	deviations	deviation	NOUN
fcis-31662	83	14	caused	cause	VERB
fcis-31662	83	15	by	by	ADP
fcis-31662	83	16	misclassification	misclassification	NOUN
fcis-31662	83	17	,	,	PUNCT
fcis-31662	83	18	and	and	CCONJ
fcis-31662	83	19	is	be	AUX
fcis-31662	83	20	the	the	DET
fcis-31662	83	21	basis	basis	NOUN
fcis-31662	83	22	for	for	ADP
fcis-31662	83	23	ensuring	ensure	VERB
fcis-31662	83	24	the	the	DET
fcis-31662	83	25	accuracy	accuracy	NOUN
fcis-31662	83	26	of	of	ADP
fcis-31662	83	27	individualized	individualized	ADJ
fcis-31662	83	28	treatment	treatment	NOUN
fcis-31662	83	29	[	[	X
fcis-31662	83	30	5	5	NUM
fcis-31662	83	31	]	]	PUNCT
fcis-31662	83	32	.	.	PUNCT
fcis-31662	84	1	the	the	DET
fcis-31662	84	2	average	average	ADJ
fcis-31662	84	3	score	score	NOUN
fcis-31662	84	4	of	of	ADP
fcis-31662	84	5	all	all	DET
fcis-31662	84	6	cases	case	NOUN
fcis-31662	84	7	is	be	AUX
fcis-31662	84	8	calculated	calculate	VERB
fcis-31662	84	9	,	,	PUNCT
fcis-31662	84	10	and	and	CCONJ
fcis-31662	84	11	a	a	DET
fcis-31662	84	12	score	score	NOUN
fcis-31662	84	13	of	of	ADP
fcis-31662	84	14	80	80	NUM
fcis-31662	84	15	or	or	CCONJ
fcis-31662	84	16	more	more	ADJ
fcis-31662	84	17	is	be	AUX
fcis-31662	84	18	considered	consider	VERB
fcis-31662	84	19	qualified	qualified	ADJ
fcis-31662	84	20	to	to	PART
fcis-31662	84	21	comprehensively	comprehensively	ADV
fcis-31662	84	22	evaluate	evaluate	VERB
fcis-31662	84	23	the	the	DET
fcis-31662	84	24	overall	overall	ADJ
fcis-31662	84	25	performance	performance	NOUN
fcis-31662	84	26	of	of	ADP
fcis-31662	84	27	the	the	DET
fcis-31662	84	28	model	model	NOUN
fcis-31662	84	29	.	.	PUNCT
fcis-31662	85	1	(	(	PUNCT
fcis-31662	85	2	3	3	X
fcis-31662	85	3	)	)	PUNCT
fcis-31662	85	4	comparative	comparative	ADJ
fcis-31662	85	5	experiment	experiment	NOUN
fcis-31662	85	6	on	on	ADP
fcis-31662	85	7	the	the	DET
fcis-31662	85	8	improvement	improvement	NOUN
fcis-31662	85	9	of	of	ADP
fcis-31662	85	10	scheme	scheme	NOUN
fcis-31662	85	11	evidence	evidence	NOUN
fcis-31662	85	12	-	-	PUNCT
fcis-31662	85	13	based	base	VERB
fcis-31662	85	14	by	by	ADP
fcis-31662	85	15	rag	rag	NOUN
fcis-31662	85	16	technology	technology	NOUN
fcis-31662	85	17	the	the	DET
fcis-31662	85	18	comparative	comparative	ADJ
fcis-31662	85	19	experiment	experiment	NOUN
fcis-31662	85	20	verifying	verifying	NOUN
fcis-31662	85	21	rag	rag	NOUN
fcis-31662	85	22	technology	technology	NOUN
fcis-31662	85	23	's	's	PART
fcis-31662	85	24	role	role	NOUN
fcis-31662	85	25	in	in	ADP
fcis-31662	85	26	enhancing	enhance	VERB
fcis-31662	85	27	scheme	scheme	NOUN
fcis-31662	85	28	evidence	evidence	NOUN
fcis-31662	85	29	-	-	PUNCT
fcis-31662	85	30	based	base	VERB
fcis-31662	85	31	nature	nature	NOUN
fcis-31662	85	32	includes	include	VERB
fcis-31662	85	33	two	two	NUM
fcis-31662	85	34	groups	group	NOUN
fcis-31662	85	35	:	:	PUNCT
fcis-31662	85	36	the	the	DET
fcis-31662	85	37	control	control	NOUN
fcis-31662	85	38	group	group	NOUN
fcis-31662	85	39	generates	generate	VERB
fcis-31662	85	40	schemes	scheme	NOUN
fcis-31662	85	41	relying	rely	VERB
fcis-31662	85	42	solely	solely	ADV
fcis-31662	85	43	on	on	ADP
fcis-31662	85	44	the	the	DET
fcis-31662	85	45	model	model	NOUN
fcis-31662	85	46	's	's	PART
fcis-31662	85	47	own	own	ADJ
fcis-31662	85	48	knowledge	knowledge	NOUN
fcis-31662	85	49	,	,	PUNCT
fcis-31662	85	50	while	while	SCONJ
fcis-31662	85	51	the	the	DET
fcis-31662	85	52	experimental	experimental	ADJ
fcis-31662	85	53	group	group	NOUN
fcis-31662	85	54	combines	combine	VERB
fcis-31662	85	55	retrieved	retrieve	VERB
fcis-31662	85	56	literature	literature	NOUN
fcis-31662	85	57	via	via	ADP
fcis-31662	85	58	rag	rag	NOUN
fcis-31662	85	59	.	.	PUNCT
fcis-31662	86	1	the	the	DET
fcis-31662	86	2	evaluation	evaluation	NOUN
fcis-31662	86	3	uses	use	VERB
fcis-31662	86	4	a	a	DET
fcis-31662	86	5	literature	literature	NOUN
fcis-31662	86	6	evidence	evidence	NOUN
fcis-31662	86	7	validation	validation	NOUN
fcis-31662	86	8	method	method	NOUN
fcis-31662	86	9	focusing	focus	VERB
fcis-31662	86	10	on	on	ADP
fcis-31662	86	11	recall	recall	NOUN
fcis-31662	86	12	and	and	CCONJ
fcis-31662	86	13	search	search	NOUN
fcis-31662	86	14	pathways	pathway	NOUN
fcis-31662	86	15	—	—	PUNCT
fcis-31662	86	16	recall	recall	NOUN
fcis-31662	86	17	expands	expand	VERB
fcis-31662	86	18	coverage	coverage	NOUN
fcis-31662	86	19	of	of	ADP
fcis-31662	86	20	relevant	relevant	ADJ
fcis-31662	86	21	literature	literature	NOUN
fcis-31662	86	22	to	to	PART
fcis-31662	86	23	reduce	reduce	VERB
fcis-31662	86	24	key	key	ADJ
fcis-31662	86	25	evidence	evidence	NOUN
fcis-31662	86	26	omission	omission	NOUN
fcis-31662	86	27	,	,	PUNCT
fcis-31662	86	28	and	and	CCONJ
fcis-31662	86	29	search	search	NOUN
fcis-31662	86	30	improves	improve	VERB
fcis-31662	86	31	matching	match	VERB
fcis-31662	86	32	precision	precision	NOUN
fcis-31662	86	33	between	between	ADP
fcis-31662	86	34	literature	literature	NOUN
fcis-31662	86	35	and	and	CCONJ
fcis-31662	86	36	patient	patient	NOUN
fcis-31662	86	37	features	feature	NOUN
fcis-31662	86	38	through	through	ADP
fcis-31662	86	39	the	the	DET
fcis-31662	86	40	bm25	bm25	PROPN
fcis-31662	86	41	algorithm	algorithm	NOUN
fcis-31662	86	42	and	and	CCONJ
fcis-31662	86	43	semantic	semantic	ADJ
fcis-31662	86	44	relevance	relevance	NOUN
fcis-31662	86	45	scoring	scoring	NOUN
fcis-31662	86	46	.	.	PUNCT
fcis-31662	87	1	evaluation	evaluation	NOUN
fcis-31662	87	2	indicators	indicator	NOUN
fcis-31662	87	3	involve	involve	VERB
fcis-31662	87	4	the	the	DET
fcis-31662	87	5	latest	late	ADJ
fcis-31662	87	6	literature	literature	NOUN
fcis-31662	87	7	citation	citation	NOUN
fcis-31662	87	8	rate	rate	NOUN
fcis-31662	87	9	,	,	PUNCT
fcis-31662	87	10	proportion	proportion	NOUN
fcis-31662	87	11	of	of	ADP
fcis-31662	87	12	high	high	ADJ
fcis-31662	87	13	-	-	PUNCT
fcis-31662	87	14	impact	impact	NOUN
fcis-31662	87	15	literature	literature	NOUN
fcis-31662	87	16	(	(	PUNCT
fcis-31662	87	17	scores	score	NOUN
fcis-31662	87	18	≥13.7	≥13.7	NOUN
fcis-31662	87	19	)	)	PUNCT
fcis-31662	87	20	,	,	PUNCT
fcis-31662	87	21	and	and	CCONJ
fcis-31662	87	22	literature	literature	NOUN
fcis-31662	87	23	-	-	PUNCT
fcis-31662	87	24	patient	patient	NOUN
fcis-31662	87	25	feature	feature	NOUN
fcis-31662	87	26	matching	matching	NOUN
fcis-31662	87	27	degree	degree	NOUN
fcis-31662	87	28	,	,	PUNCT
fcis-31662	87	29	all	all	PRON
fcis-31662	87	30	confirming	confirm	VERB
fcis-31662	87	31	rag	rag	NOUN
fcis-31662	87	32	's	's	PART
fcis-31662	87	33	effectiveness	effectiveness	NOUN
fcis-31662	87	34	in	in	ADP
fcis-31662	87	35	boosting	boost	VERB
fcis-31662	87	36	evidence	evidence	NOUN
fcis-31662	87	37	-	-	PUNCT
fcis-31662	87	38	based	base	VERB
fcis-31662	87	39	quality	quality	NOUN
fcis-31662	87	40	.	.	PUNCT
fcis-31662	88	1	(	(	PUNCT
fcis-31662	88	2	4	4	X
fcis-31662	88	3	)	)	PUNCT
fcis-31662	88	4	professional	professional	ADJ
fcis-31662	88	5	evaluation	evaluation	NOUN
fcis-31662	88	6	system	system	NOUN
fcis-31662	88	7	of	of	ADP
fcis-31662	88	8	generated	generate	VERB
fcis-31662	88	9	schemes	scheme	NOUN
fcis-31662	88	10	by	by	ADP
fcis-31662	88	11	clinical	clinical	ADJ
fcis-31662	88	12	physicians	physician	NOUN
fcis-31662	88	13	10	10	NUM
fcis-31662	88	14	oncologists	oncologist	NOUN
fcis-31662	88	15	with	with	ADP
fcis-31662	88	16	associate	associate	ADJ
fcis-31662	88	17	senior	senior	ADJ
fcis-31662	88	18	titles	title	NOUN
fcis-31662	88	19	or	or	CCONJ
fcis-31662	88	20	above	above	ADP
fcis-31662	88	21	conduct	conduct	VERB
fcis-31662	88	22	double	double	ADJ
fcis-31662	88	23	-	-	PUNCT
fcis-31662	88	24	blind	blind	ADJ
fcis-31662	88	25	evaluation	evaluation	NOUN
fcis-31662	88	26	using	use	VERB
fcis-31662	88	27	a	a	DET
fcis-31662	88	28	10	10	NUM
fcis-31662	88	29	-	-	PUNCT
fcis-31662	88	30	point	point	NOUN
fcis-31662	88	31	system	system	NOUN
fcis-31662	88	32	covering	cover	VERB
fcis-31662	88	33	treatment	treatment	NOUN
fcis-31662	88	34	rationality	rationality	NOUN
fcis-31662	88	35	(	(	PUNCT
fcis-31662	88	36	3	3	NUM
fcis-31662	88	37	points	point	NOUN
fcis-31662	88	38	)	)	PUNCT
fcis-31662	88	39	,	,	PUNCT
fcis-31662	88	40	individualization	individualization	NOUN
fcis-31662	88	41	(	(	PUNCT
fcis-31662	88	42	3	3	NUM
fcis-31662	88	43	points	point	NOUN
fcis-31662	88	44	)	)	PUNCT
fcis-31662	88	45	,	,	PUNCT
fcis-31662	88	46	safety	safety	NOUN
fcis-31662	88	47	(	(	PUNCT
fcis-31662	88	48	2	2	NUM
fcis-31662	88	49	points	point	NOUN
fcis-31662	88	50	)	)	PUNCT
fcis-31662	88	51	,	,	PUNCT
fcis-31662	88	52	and	and	CCONJ
fcis-31662	88	53	operability	operability	NOUN
fcis-31662	88	54	(	(	PUNCT
fcis-31662	88	55	2	2	NUM
fcis-31662	88	56	points	point	NOUN
fcis-31662	88	57	)	)	PUNCT
fcis-31662	88	58	.	.	PUNCT
fcis-31662	89	1	for	for	ADP
fcis-31662	89	2	liver	liver	NOUN
fcis-31662	89	3	cancer	cancer	NOUN
fcis-31662	89	4	,	,	PUNCT
fcis-31662	89	5	the	the	DET
fcis-31662	89	6	focus	focus	NOUN
fcis-31662	89	7	is	be	AUX
fcis-31662	89	8	on	on	ADP
fcis-31662	89	9	handling	handle	VERB
fcis-31662	89	10	suggestions	suggestion	NOUN
fcis-31662	89	11	for	for	ADP
fcis-31662	89	12	mvi	mvi	NOUN
fcis-31662	89	13	-	-	PUNCT
fcis-31662	89	14	positive	positive	ADJ
fcis-31662	89	15	patients	patient	NOUN
fcis-31662	89	16	;	;	PUNCT
fcis-31662	89	17	for	for	ADP
fcis-31662	89	18	multi	multi	ADJ
fcis-31662	89	19	-	-	ADJ
fcis-31662	89	20	site	site	ADJ
fcis-31662	89	21	tumors	tumor	NOUN
fcis-31662	89	22	,	,	PUNCT
fcis-31662	89	23	it	it	PRON
fcis-31662	89	24	is	be	AUX
fcis-31662	89	25	the	the	DET
fcis-31662	89	26	coordination	coordination	NOUN
fcis-31662	89	27	between	between	ADP
fcis-31662	89	28	treatment	treatment	NOUN
fcis-31662	89	29	schemes	scheme	NOUN
fcis-31662	89	30	and	and	CCONJ
fcis-31662	89	31	icd-10	icd-10	DET
fcis-31662	89	32	coding	coding	NOUN
fcis-31662	89	33	,	,	PUNCT
fcis-31662	89	34	as	as	SCONJ
fcis-31662	89	35	icd-10	icd-10	DET
fcis-31662	89	36	coding	coding	NOUN
fcis-31662	89	37	reflects	reflect	VERB
fcis-31662	89	38	tumor	tumor	NOUN
fcis-31662	89	39	nature	nature	NOUN
fcis-31662	89	40	,	,	PUNCT
fcis-31662	89	41	type	type	NOUN
fcis-31662	89	42	,	,	PUNCT
fcis-31662	89	43	and	and	CCONJ
fcis-31662	89	44	extent	extent	NOUN
fcis-31662	89	45	,	,	PUNCT
fcis-31662	89	46	and	and	CCONJ
fcis-31662	89	47	consistent	consistent	ADJ
fcis-31662	89	48	schemes	scheme	NOUN
fcis-31662	89	49	ensure	ensure	VERB
fcis-31662	89	50	targeted	targeted	ADJ
fcis-31662	89	51	therapy	therapy	NOUN
fcis-31662	89	52	.	.	PUNCT
fcis-31662	90	1	4	4	X
fcis-31662	90	2	.	.	X
fcis-31662	90	3	conclusion	conclusion	NOUN
fcis-31662	90	4	this	this	DET
fcis-31662	90	5	study	study	NOUN
fcis-31662	90	6	addresses	address	VERB
fcis-31662	90	7	tumor	tumor	NOUN
fcis-31662	90	8	heterogeneity	heterogeneity	NOUN
fcis-31662	90	9	challenges	challenge	NOUN
fcis-31662	90	10	in	in	ADP
fcis-31662	90	11	individualized	individualized	ADJ
fcis-31662	90	12	treatment	treatment	NOUN
fcis-31662	90	13	by	by	ADP
fcis-31662	90	14	constructing	construct	VERB
fcis-31662	90	15	a	a	DET
fcis-31662	90	16	"	"	PUNCT
fcis-31662	90	17	clinical	clinical	ADJ
fcis-31662	90	18	dataliterature	dataliterature	NOUN
fcis-31662	90	19	knowledge	knowledge	NOUN
fcis-31662	90	20	-	-	PUNCT
fcis-31662	90	21	model	model	NOUN
fcis-31662	90	22	decision	decision	NOUN
fcis-31662	90	23	-	-	PUNCT
fcis-31662	90	24	making	make	VERB
fcis-31662	90	25	"	"	PUNCT
fcis-31662	90	26	framework	framework	NOUN
fcis-31662	90	27	and	and	CCONJ
fcis-31662	90	28	completing	complete	VERB
fcis-31662	90	29	system	system	NOUN
fcis-31662	90	30	design	design	NOUN
fcis-31662	90	31	and	and	CCONJ
fcis-31662	90	32	verification	verification	NOUN
fcis-31662	90	33	.	.	PUNCT
fcis-31662	91	1	experimental	experimental	ADJ
fcis-31662	91	2	verification	verification	NOUN
fcis-31662	91	3	shows	show	VERB
fcis-31662	91	4	the	the	DET
fcis-31662	91	5	system	system	NOUN
fcis-31662	91	6	's	's	PART
fcis-31662	91	7	average	average	ADJ
fcis-31662	91	8	scheme	scheme	NOUN
fcis-31662	91	9	generation	generation	NOUN
fcis-31662	91	10	accuracy	accuracy	NOUN
fcis-31662	91	11	score	score	NOUN
fcis-31662	91	12	is	be	AUX
fcis-31662	91	13	85.6	85.6	NUM
fcis-31662	91	14	,	,	PUNCT
fcis-31662	91	15	rag	rag	NOUN
fcis-31662	91	16	technology	technology	NOUN
fcis-31662	91	17	increases	increase	VERB
fcis-31662	91	18	the	the	DET
fcis-31662	91	19	latest	late	ADJ
fcis-31662	91	20	literature	literature	NOUN
fcis-31662	91	21	citation	citation	NOUN
fcis-31662	91	22	rate	rate	NOUN
fcis-31662	91	23	in	in	ADP
fcis-31662	91	24	schemes	scheme	NOUN
fcis-31662	91	25	by	by	ADP
fcis-31662	91	26	42.3	42.3	NUM
fcis-31662	91	27	%	%	NOUN
fcis-31662	91	28	,	,	PUNCT
fcis-31662	91	29	and	and	CCONJ
fcis-31662	91	30	the	the	DET
fcis-31662	91	31	average	average	ADJ
fcis-31662	91	32	clinical	clinical	ADJ
fcis-31662	91	33	physician	physician	NOUN
fcis-31662	91	34	evaluation	evaluation	NOUN
fcis-31662	91	35	score	score	NOUN
fcis-31662	91	36	is	be	AUX
fcis-31662	91	37	8.7	8.7	NUM
fcis-31662	91	38	.	.	PUNCT
fcis-31662	92	1	the	the	DET
fcis-31662	92	2	system	system	NOUN
fcis-31662	92	3	integrates	integrate	VERB
fcis-31662	92	4	multimodal	multimodal	NOUN
fcis-31662	92	5	data	datum	NOUN
fcis-31662	92	6	feature	feature	NOUN
fcis-31662	92	7	extraction	extraction	NOUN
fcis-31662	92	8	,	,	PUNCT
fcis-31662	92	9	dynamic	dynamic	ADJ
fcis-31662	92	10	literature	literature	NOUN
fcis-31662	92	11	databases	database	NOUN
fcis-31662	92	12	,	,	PUNCT
fcis-31662	92	13	and	and	CCONJ
fcis-31662	92	14	medically	medically	ADV
fcis-31662	92	15	fine	fine	ADV
fcis-31662	92	16	-	-	PUNCT
fcis-31662	92	17	tuned	tune	VERB
fcis-31662	92	18	models	model	NOUN
fcis-31662	92	19	with	with	ADP
fcis-31662	92	20	rag	rag	NOUN
fcis-31662	92	21	to	to	PART
fcis-31662	92	22	generate	generate	VERB
fcis-31662	92	23	accurate	accurate	ADJ
fcis-31662	92	24	evidence	evidence	NOUN
fcis-31662	92	25	-	-	PUNCT
fcis-31662	92	26	based	base	VERB
fcis-31662	92	27	schemes	scheme	NOUN
fcis-31662	92	28	,	,	PUNCT
fcis-31662	92	29	aiding	aid	VERB
fcis-31662	92	30	clinical	clinical	ADJ
fcis-31662	92	31	decision	decision	NOUN
fcis-31662	92	32	-	-	PUNCT
fcis-31662	92	33	making	making	NOUN
fcis-31662	92	34	,	,	PUNCT
fcis-31662	92	35	though	though	SCONJ
fcis-31662	92	36	it	it	PRON
fcis-31662	92	37	has	have	VERB
fcis-31662	92	38	shortcomings	shortcoming	NOUN
fcis-31662	92	39	like	like	ADP
fcis-31662	92	40	limited	limited	ADJ
fcis-31662	92	41	rare	rare	ADJ
fcis-31662	92	42	tumor	tumor	NOUN
fcis-31662	92	43	cases	case	NOUN
fcis-31662	92	44	,	,	PUNCT
fcis-31662	92	45	with	with	ADP
fcis-31662	92	46	future	future	ADJ
fcis-31662	92	47	plans	plan	NOUN
fcis-31662	92	48	to	to	PART
fcis-31662	92	49	expand	expand	VERB
fcis-31662	92	50	datasets	dataset	NOUN
fcis-31662	92	51	and	and	CCONJ
fcis-31662	92	52	improve	improve	VERB
fcis-31662	92	53	models	model	NOUN
fcis-31662	92	54	.	.	PUNCT
fcis-31662	93	1	references	reference	NOUN
fcis-31662	93	2	[	[	X
fcis-31662	93	3	1	1	NUM
fcis-31662	93	4	]	]	PUNCT
fcis-31662	93	5	h.y.jiang	h.y.jiang	PROPN
fcis-31662	93	6	,	,	PUNCT
fcis-31662	93	7	b.li	b.li	PROPN
fcis-31662	93	8	,	,	PUNCT
fcis-31662	93	9	t.y.zheng	t.y.zheng	PROPN
fcis-31662	93	10	,	,	PUNCT
fcis-31662	93	11	et	et	PROPN
fcis-31662	93	12	al	al	PROPN
fcis-31662	93	13	.	.	PROPN
fcis-31662	93	14	prediction	prediction	NOUN
fcis-31662	93	15	of	of	ADP
fcis-31662	93	16	microvascular	microvascular	ADJ
fcis-31662	93	17	invasion	invasion	NOUN
fcis-31662	93	18	/	/	SYM
fcis-31662	93	19	high	high	ADJ
fcis-31662	93	20	tumor	tumor	NOUN
fcis-31662	93	21	grade	grade	NOUN
fcis-31662	93	22	and	and	CCONJ
fcis-31662	93	23	evaluation	evaluation	NOUN
fcis-31662	93	24	of	of	ADP
fcis-31662	93	25	adjuvant	adjuvant	ADJ
fcis-31662	93	26	therapy	therapy	NOUN
fcis-31662	93	27	benefits	benefit	NOUN
fcis-31662	93	28	in	in	ADP
fcis-31662	93	29	solitary	solitary	ADJ
fcis-31662	93	30	≤5	≤5	PROPN
fcis-31662	93	31	cm	cm	PROPN
fcis-31662	93	32	hepatocellular	hepatocellular	ADJ
fcis-31662	93	33	carcinoma	carcinoma	NOUN
fcis-31662	93	34	based	base	VERB
fcis-31662	93	35	on	on	ADP
fcis-31662	93	36	mri	mri	NOUN
fcis-31662	93	37	:	:	PUNCT
fcis-31662	93	38	a	a	DET
fcis-31662	93	39	multi	multi	ADJ
fcis-31662	93	40	-	-	ADJ
fcis-31662	93	41	center	center	ADJ
fcis-31662	93	42	cohort	cohort	NOUN
fcis-31662	93	43	study[j	study[j	NOUN
fcis-31662	93	44	]	]	PUNCT
fcis-31662	93	45	.	.	PUNCT
fcis-31662	94	1	international	international	ADJ
fcis-31662	94	2	journal	journal	PROPN
fcis-31662	94	3	of	of	ADP
fcis-31662	94	4	medical	medical	ADJ
fcis-31662	94	5	radiology	radiology	NOUN
fcis-31662	94	6	,	,	PUNCT
fcis-31662	94	7	2025	2025	NUM
fcis-31662	94	8	,	,	PUNCT
fcis-31662	94	9	48(04):493	48(04):493	NUM
fcis-31662	94	10	-	-	SYM
fcis-31662	94	11	494	494	NUM
fcis-31662	94	12	.	.	PUNCT
fcis-31662	95	1	[	[	X
fcis-31662	95	2	2	2	X
fcis-31662	95	3	]	]	PUNCT
fcis-31662	95	4	zheng	zheng	PROPN
fcis-31662	95	5	minzhe	minzhe	PROPN
fcis-31662	95	6	,	,	PUNCT
fcis-31662	95	7	xu	xu	PROPN
fcis-31662	96	1	anqi	anqi	PROPN
fcis-31662	96	2	,	,	PUNCT
fcis-31662	96	3	fan	fan	PROPN
fcis-31662	96	4	chun	chun	PROPN
fcis-31662	96	5	.	.	PUNCT
fcis-31662	97	1	application	application	NOUN
fcis-31662	97	2	of	of	ADP
fcis-31662	97	3	tumor	tumor	NOUN
fcis-31662	97	4	comprehensive	comprehensive	ADJ
fcis-31662	97	5	diagnosis	diagnosis	NOUN
fcis-31662	97	6	and	and	CCONJ
fcis-31662	97	7	treatment	treatment	NOUN
fcis-31662	97	8	medical	medical	ADJ
fcis-31662	97	9	record	record	NOUN
fcis-31662	97	10	generation	generation	NOUN
fcis-31662	97	11	and	and	CCONJ
fcis-31662	97	12	quality	quality	NOUN
fcis-31662	97	13	control	control	NOUN
fcis-31662	97	14	based	base	VERB
fcis-31662	97	15	on	on	ADP
fcis-31662	97	16	specialized	specialized	ADJ
fcis-31662	97	17	large	large	ADJ
fcis-31662	97	18	language	language	NOUN
fcis-31662	97	19	models[j	models[j	PROPN
fcis-31662	97	20	]	]	PUNCT
fcis-31662	97	21	.	.	PUNCT
fcis-31662	98	1	shanghai	shanghai	PROPN
fcis-31662	98	2	informatization	informatization	PROPN
fcis-31662	98	3	,	,	PUNCT
fcis-31662	98	4	2025	2025	NUM
fcis-31662	98	5	,	,	PUNCT
fcis-31662	98	6	(	(	PUNCT
fcis-31662	98	7	04):2832	04):2832	NOUN
fcis-31662	98	8	.	.	PUNCT
fcis-31662	99	1	[	[	X
fcis-31662	99	2	3	3	NUM
fcis-31662	99	3	]	]	X
fcis-31662	99	4	li	li	PROPN
fcis-31662	99	5	ming	ming	PROPN
fcis-31662	99	6	,	,	PUNCT
fcis-31662	99	7	xiong	xiong	PROPN
fcis-31662	99	8	xiaomin	xiaomin	PROPN
fcis-31662	99	9	,	,	PUNCT
fcis-31662	99	10	liu	liu	PROPN
fcis-31662	99	11	meng	meng	PROPN
fcis-31662	99	12	.	.	PUNCT
fcis-31662	100	1	research	research	NOUN
fcis-31662	100	2	progress	progress	NOUN
fcis-31662	100	3	of	of	ADP
fcis-31662	100	4	large	large	ADJ
fcis-31662	100	5	language	language	NOUN
fcis-31662	100	6	models	model	NOUN
fcis-31662	100	7	in	in	ADP
fcis-31662	100	8	oncology[j	oncology[j	NOUN
fcis-31662	100	9	]	]	PUNCT
fcis-31662	100	10	.	.	PUNCT
fcis-31662	101	1	cancer	cancer	NOUN
fcis-31662	101	2	,	,	PUNCT
fcis-31662	101	3	2024	2024	NUM
fcis-31662	101	4	,	,	PUNCT
fcis-31662	101	5	43(10	43(10	NUM
fcis-31662	101	6	):	):	PUNCT
fcis-31662	101	7	487	487	NUM
fcis-31662	101	8	-	-	SYM
fcis-31662	101	9	493	493	NUM
fcis-31662	101	10	.	.	PUNCT
fcis-31662	101	11	97	97	NUM
fcis-31662	102	1	[	[	SYM
fcis-31662	102	2	4	4	NUM
fcis-31662	102	3	]	]	X
fcis-31662	102	4	chen	chen	PROPN
fcis-31662	102	5	longfei	longfei	PROPN
fcis-31662	102	6	,	,	PUNCT
fcis-31662	102	7	gao	gao	PROPN
fcis-31662	102	8	xin	xin	PROPN
fcis-31662	102	9	,	,	PUNCT
fcis-31662	102	10	hou	hou	PROPN
fcis-31662	102	11	haotian	haotian	PROPN
fcis-31662	102	12	,	,	PUNCT
fcis-31662	102	13	et	et	PROPN
fcis-31662	102	14	al	al	PROPN
fcis-31662	102	15	.	.	PROPN
fcis-31662	102	16	research	research	NOUN
fcis-31662	102	17	on	on	ADP
fcis-31662	102	18	the	the	DET
fcis-31662	102	19	application	application	NOUN
fcis-31662	102	20	of	of	ADP
fcis-31662	102	21	generative	generative	ADJ
fcis-31662	102	22	large	large	ADJ
fcis-31662	102	23	language	language	NOUN
fcis-31662	102	24	models	model	NOUN
fcis-31662	102	25	in	in	ADP
fcis-31662	102	26	chinese	chinese	ADJ
fcis-31662	102	27	radiology[j	radiology[j	PROPN
fcis-31662	102	28	]	]	PUNCT
fcis-31662	102	29	.	.	PUNCT
fcis-31662	103	1	journal	journal	PROPN
fcis-31662	103	2	of	of	ADP
fcis-31662	103	3	computer	computer	NOUN
fcis-31662	103	4	science	science	NOUN
fcis-31662	103	5	and	and	CCONJ
fcis-31662	103	6	exploration	exploration	NOUN
fcis-31662	103	7	,	,	PUNCT
fcis-31662	103	8	2024	2024	NUM
fcis-31662	103	9	,	,	PUNCT
fcis-31662	103	10	18(09):2337	18(09):2337	NUM
fcis-31662	103	11	-	-	SYM
fcis-31662	103	12	2348	2348	NUM
fcis-31662	103	13	.	.	PUNCT
fcis-31662	104	1	[	[	X
fcis-31662	104	2	5	5	X
fcis-31662	104	3	]	]	X
fcis-31662	104	4	liang	liang	PROPN
fcis-31662	104	5	jingxing	jingxing	PROPN
fcis-31662	104	6	,	,	PUNCT
fcis-31662	104	7	zhou	zhou	PROPN
fcis-31662	104	8	dongmei	dongmei	PROPN
fcis-31662	104	9	,	,	PUNCT
fcis-31662	104	10	liu	liu	PROPN
fcis-31662	104	11	songzhao	songzhao	PROPN
fcis-31662	104	12	,	,	PUNCT
fcis-31662	104	13	et	et	PROPN
fcis-31662	104	14	al	al	PROPN
fcis-31662	104	15	.	.	PUNCT
fcis-31662	104	16	analysis	analysis	NOUN
fcis-31662	104	17	of	of	ADP
fcis-31662	104	18	icd-10	icd-10	DET
fcis-31662	104	19	coding	code	VERB
fcis-31662	104	20	rules	rule	NOUN
fcis-31662	104	21	for	for	ADP
fcis-31662	104	22	multi	multi	ADJ
fcis-31662	104	23	-	-	ADJ
fcis-31662	104	24	site	site	ADJ
fcis-31662	104	25	malignant	malignant	ADJ
fcis-31662	104	26	tumors	tumor	NOUN
fcis-31662	104	27	based	base	VERB
fcis-31662	104	28	on	on	ADP
fcis-31662	104	29	literature	literature	NOUN
fcis-31662	104	30	retrieval	retrieval	NOUN
fcis-31662	105	1	[	[	X
fcis-31662	105	2	j	j	X
fcis-31662	105	3	]	]	X
fcis-31662	105	4	.	.	PUNCT
fcis-31662	106	1	chinese	chinese	ADJ
fcis-31662	106	2	medical	medical	ADJ
fcis-31662	106	3	record	record	NOUN
fcis-31662	106	4	,	,	PUNCT
fcis-31662	106	5	2024	2024	NUM
fcis-31662	106	6	,	,	PUNCT
fcis-31662	106	7	25(08	25(08	NUM
fcis-31662	106	8	):	):	PUNCT
fcis-31662	106	9	21	21	NUM
fcis-31662	106	10	-	-	SYM
fcis-31662	106	11	24	24	NUM
fcis-31662	106	12	.	.	PUNCT
fcis-31662	107	1	[	[	X
fcis-31662	107	2	6	6	NUM
fcis-31662	107	3	]	]	X
fcis-31662	107	4	han	han	PROPN
fcis-31662	107	5	xu	xu	PROPN
fcis-31662	107	6	,	,	PUNCT
fcis-31662	107	7	liu	liu	PROPN
fcis-31662	107	8	liang	liang	PROPN
fcis-31662	107	9	,	,	PUNCT
fcis-31662	107	10	lou	lou	PROPN
fcis-31662	107	11	wenhui	wenhui	PROPN
fcis-31662	107	12	.	.	PUNCT
fcis-31662	108	1	current	current	ADJ
fcis-31662	108	2	situation	situation	NOUN
fcis-31662	108	3	analysis	analysis	NOUN
fcis-31662	108	4	of	of	ADP
fcis-31662	108	5	generative	generative	ADJ
fcis-31662	108	6	artificial	artificial	ADJ
fcis-31662	108	7	intelligence	intelligence	NOUN
fcis-31662	108	8	large	large	ADJ
fcis-31662	108	9	language	language	NOUN
fcis-31662	108	10	models	model	NOUN
fcis-31662	108	11	in	in	ADP
fcis-31662	108	12	assisting	assist	VERB
fcis-31662	108	13	scientific	scientific	ADJ
fcis-31662	108	14	research	research	NOUN
fcis-31662	108	15	creation	creation	NOUN
fcis-31662	108	16	in	in	ADP
fcis-31662	108	17	the	the	DET
fcis-31662	108	18	field	field	NOUN
fcis-31662	108	19	of	of	ADP
fcis-31662	108	20	digestive	digestive	ADJ
fcis-31662	108	21	tract	tract	NOUN
fcis-31662	108	22	cancer	cancer	NOUN
fcis-31662	108	23	:	:	PUNCT
fcis-31662	108	24	based	base	VERB
fcis-31662	108	25	on	on	ADP
fcis-31662	108	26	data	datum	NOUN
fcis-31662	108	27	from	from	ADP
fcis-31662	108	28	chinese	chinese	ADJ
fcis-31662	108	29	scholars	scholar	NOUN
fcis-31662	108	30	at	at	ADP
fcis-31662	108	31	the	the	DET
fcis-31662	108	32	2024	2024	NUM
fcis-31662	108	33	american	american	ADJ
fcis-31662	108	34	society	society	NOUN
fcis-31662	108	35	of	of	ADP
fcis-31662	108	36	clinical	clinical	ADJ
fcis-31662	108	37	oncology[j	oncology[j	NOUN
fcis-31662	108	38	]	]	PUNCT
fcis-31662	108	39	.	.	PUNCT
fcis-31662	109	1	chinese	chinese	ADJ
fcis-31662	109	2	journal	journal	PROPN
fcis-31662	109	3	of	of	ADP
fcis-31662	109	4	practical	practical	ADJ
fcis-31662	109	5	surgery	surgery	NOUN
fcis-31662	109	6	,	,	PUNCT
fcis-31662	109	7	2024	2024	NUM
fcis-31662	109	8	,	,	PUNCT
fcis-31662	109	9	44(08):894	44(08):894	PROPN
fcis-31662	109	10	-	-	SYM
fcis-31662	109	11	899	899	NUM
fcis-31662	109	12	.	.	PUNCT
fcis-31662	110	1	[	[	X
fcis-31662	110	2	7	7	NUM
fcis-31662	110	3	]	]	X
fcis-31662	110	4	tian	tian	PROPN
fcis-31662	110	5	lingyun	lingyun	PROPN
fcis-31662	110	6	.	.	PUNCT
fcis-31662	111	1	study	study	NOUN
fcis-31662	111	2	on	on	ADP
fcis-31662	111	3	the	the	DET
fcis-31662	111	4	construction	construction	NOUN
fcis-31662	111	5	of	of	ADP
fcis-31662	111	6	risk	risk	NOUN
fcis-31662	111	7	prediction	prediction	NOUN
fcis-31662	111	8	model	model	NOUN
fcis-31662	111	9	and	and	CCONJ
fcis-31662	111	10	evidence	evidence	NOUN
fcis-31662	111	11	-	-	PUNCT
fcis-31662	111	12	based	base	VERB
fcis-31662	111	13	nursing	nursing	NOUN
fcis-31662	111	14	prevention	prevention	NOUN
fcis-31662	111	15	scheme	scheme	NOUN
fcis-31662	111	16	for	for	ADP
fcis-31662	111	17	central	central	ADJ
fcis-31662	111	18	venous	venous	ADJ
fcis-31662	111	19	catheter	catheter	NOUN
fcis-31662	111	20	-	-	PUNCT
fcis-31662	111	21	related	relate	VERB
fcis-31662	111	22	thrombosis	thrombosis	NOUN
fcis-31662	111	23	in	in	ADP
fcis-31662	111	24	hospitalized	hospitalize	VERB
fcis-31662	111	25	children[d	children[d	NOUN
fcis-31662	111	26	]	]	PUNCT
fcis-31662	111	27	.	.	PUNCT
fcis-31662	112	1	central	central	PROPN
fcis-31662	112	2	south	south	PROPN
fcis-31662	112	3	university	university	PROPN
fcis-31662	112	4	,	,	PUNCT
fcis-31662	112	5	2022	2022	NUM
fcis-31662	112	6	.	.	PUNCT
fcis-31662	113	1	[	[	X
fcis-31662	113	2	8	8	NUM
fcis-31662	113	3	]	]	X
fcis-31662	113	4	zhang	zhang	PROPN
fcis-31662	113	5	juan	juan	PROPN
fcis-31662	113	6	.	.	PUNCT
fcis-31662	114	1	construction	construction	NOUN
fcis-31662	114	2	of	of	ADP
fcis-31662	114	3	a	a	DET
fcis-31662	114	4	training	training	NOUN
fcis-31662	114	5	program	program	NOUN
fcis-31662	114	6	for	for	ADP
fcis-31662	114	7	oncology	oncology	NOUN
fcis-31662	114	8	nurses	nurse	NOUN
fcis-31662	114	9	'	'	PART
fcis-31662	114	10	spiritual	spiritual	ADJ
fcis-31662	114	11	care	care	NOUN
fcis-31662	114	12	ability	ability	NOUN
fcis-31662	114	13	and	and	CCONJ
fcis-31662	114	14	comparison	comparison	NOUN
fcis-31662	114	15	of	of	ADP
fcis-31662	114	16	effects	effect	NOUN
fcis-31662	114	17	of	of	ADP
fcis-31662	114	18	different	different	ADJ
fcis-31662	114	19	training	training	NOUN
fcis-31662	114	20	modes[d	modes[d	NOUN
fcis-31662	114	21	]	]	PUNCT
fcis-31662	114	22	.	.	PUNCT
fcis-31662	115	1	nanchang	nanchang	PROPN
fcis-31662	115	2	university	university	PROPN
fcis-31662	115	3	,	,	PUNCT
fcis-31662	115	4	2020.doi	2020.doi	NUM
fcis-31662	115	5	:	:	PUNCT
fcis-31662	115	6	10	10	NUM
fcis-31662	115	7	.	.	X
fcis-31662	115	8	27232	27232	NUM
fcis-31662	115	9	/	/	SYM
fcis-31662	115	10	d.cnki.gnchu.2020.000972	d.cnki.gnchu.2020.000972	PROPN
fcis-31662	115	11	.	.	PUNCT
fcis-31662	116	1	[	[	X
fcis-31662	116	2	9	9	NUM
fcis-31662	116	3	]	]	X
fcis-31662	116	4	tian	tian	ADJ
fcis-31662	116	5	jianhui	jianhui	PROPN
fcis-31662	116	6	,	,	PUNCT
fcis-31662	116	7	luo	luo	PROPN
fcis-31662	116	8	bin	bin	PROPN
fcis-31662	116	9	,	,	PUNCT
fcis-31662	116	10	shi	shi	PROPN
fcis-31662	116	11	shuyin	shuyin	PROPN
fcis-31662	116	12	,	,	PUNCT
fcis-31662	116	13	et	et	PROPN
fcis-31662	116	14	al	al	PROPN
fcis-31662	116	15	.	.	PROPN
fcis-31662	117	1	methodological	methodological	ADJ
fcis-31662	117	2	discussion	discussion	NOUN
fcis-31662	117	3	on	on	ADP
fcis-31662	117	4	collection	collection	NOUN
fcis-31662	117	5	and	and	CCONJ
fcis-31662	117	6	analysis	analysis	NOUN
fcis-31662	117	7	of	of	ADP
fcis-31662	117	8	ancient	ancient	ADJ
fcis-31662	117	9	chinese	chinese	ADJ
fcis-31662	117	10	medicine	medicine	NOUN
fcis-31662	117	11	tumor	tumor	NOUN
fcis-31662	117	12	literature[j	literature[j	PROPN
fcis-31662	117	13	]	]	PUNCT
fcis-31662	117	14	.	.	PUNCT
fcis-31662	118	1	guide	guide	NOUN
fcis-31662	118	2	of	of	ADP
fcis-31662	118	3	traditional	traditional	ADJ
fcis-31662	118	4	chinese	chinese	ADJ
fcis-31662	118	5	medicine	medicine	NOUN
fcis-31662	118	6	,	,	PUNCT
fcis-31662	118	7	2020	2020	NUM
fcis-31662	118	8	,	,	PUNCT
fcis-31662	118	9	26(09):140	26(09):140	NUM
fcis-31662	118	10	-	-	SYM
fcis-31662	118	11	143	143	NUM
fcis-31662	118	12	.	.	PUNCT
fcis-31662	119	1	doi	doi	NOUN
fcis-31662	119	2	:	:	PUNCT
fcis-31662	119	3	10.13862	10.13862	NUM
fcis-31662	119	4	/	/	SYM
fcis-31662	119	5	j.cnki.cn431446	j.cnki.cn431446	NOUN
fcis-31662	119	6	/	/	SYM
fcis-31662	119	7	r.2020.09.037	r.2020.09.037	NOUN
fcis-31662	119	8	.	.	PUNCT
fcis-31662	120	1	[	[	X
fcis-31662	120	2	10	10	NUM
fcis-31662	120	3	]	]	X
fcis-31662	120	4	chen	chen	PROPN
fcis-31662	120	5	shaoxing	shaoxing	PROPN
fcis-31662	120	6	,	,	PUNCT
fcis-31662	120	7	wang	wang	PROPN
fcis-31662	120	8	junyi	junyi	PROPN
fcis-31662	120	9	,	,	PUNCT
fcis-31662	120	10	dai	dai	PROPN
fcis-31662	120	11	yujuan	yujuan	PROPN
fcis-31662	120	12	,	,	PUNCT
fcis-31662	120	13	et	et	PROPN
fcis-31662	120	14	al	al	PROPN
fcis-31662	120	15	.	.	PUNCT
fcis-31662	121	1	meta	meta	VERB
fcis-31662	121	2	-	-	PUNCT
fcis-31662	121	3	analysis	analysis	NOUN
fcis-31662	121	4	of	of	ADP
fcis-31662	121	5	the	the	DET
fcis-31662	121	6	relationship	relationship	NOUN
fcis-31662	121	7	between	between	ADP
fcis-31662	121	8	the	the	DET
fcis-31662	121	9	expression	expression	NOUN
fcis-31662	121	10	level	level	NOUN
fcis-31662	121	11	of	of	ADP
fcis-31662	121	12	ubiquitinlike	ubiquitinlike	NOUN
fcis-31662	121	13	with	with	ADP
fcis-31662	121	14	plant	plant	NOUN
fcis-31662	121	15	homeodomain	homeodomain	NOUN
fcis-31662	121	16	and	and	CCONJ
fcis-31662	121	17	ring	ring	NOUN
fcis-31662	121	18	finger	finger	NOUN
fcis-31662	121	19	domain	domain	NOUN
fcis-31662	121	20	1	1	NUM
fcis-31662	121	21	and	and	CCONJ
fcis-31662	121	22	prognosis	prognosis	NOUN
fcis-31662	121	23	of	of	ADP
fcis-31662	121	24	tumor	tumor	NOUN
fcis-31662	121	25	patients[j	patients[j	PROPN
fcis-31662	121	26	]	]	PUNCT
fcis-31662	121	27	.	.	PUNCT
fcis-31662	122	1	china	china	PROPN
fcis-31662	122	2	medical	medical	ADJ
fcis-31662	122	3	equipment	equipment	NOUN
fcis-31662	122	4	,	,	PUNCT
fcis-31662	122	5	2020	2020	NUM
fcis-31662	122	6	,	,	PUNCT
fcis-31662	122	7	17(05):154	17(05):154	PROPN
fcis-31662	122	8	-	-	SYM
fcis-31662	122	9	157	157	NUM
fcis-31662	122	10	.	.	PUNCT
fcis-31662	123	1	[	[	X
fcis-31662	123	2	11	11	NUM
fcis-31662	123	3	]	]	PUNCT
fcis-31662	123	4	wang	wang	PROPN
fcis-31662	123	5	shibo	shibo	PROPN
fcis-31662	123	6	,	,	PUNCT
fcis-31662	123	7	liu	liu	PROPN
fcis-31662	123	8	xiaojin	xiaojin	PROPN
fcis-31662	123	9	,	,	PUNCT
fcis-31662	123	10	zheng	zheng	PROPN
fcis-31662	123	11	liheng	liheng	PROPN
fcis-31662	123	12	,	,	PUNCT
fcis-31662	123	13	et	et	PROPN
fcis-31662	123	14	al	al	PROPN
fcis-31662	123	15	.	.	PUNCT
fcis-31662	124	1	meta	meta	VERB
fcis-31662	124	2	-	-	PUNCT
fcis-31662	124	3	analysis	analysis	NOUN
fcis-31662	124	4	of	of	ADP
fcis-31662	124	5	the	the	DET
fcis-31662	124	6	relationship	relationship	NOUN
fcis-31662	124	7	between	between	ADP
fcis-31662	124	8	gins	gin	NOUN
fcis-31662	124	9	expression	expression	NOUN
fcis-31662	124	10	level	level	NOUN
fcis-31662	124	11	and	and	CCONJ
fcis-31662	124	12	prognosis	prognosis	NOUN
fcis-31662	124	13	of	of	ADP
fcis-31662	124	14	tumor	tumor	NOUN
fcis-31662	124	15	patients[j	patients[j	PROPN
fcis-31662	124	16	]	]	PUNCT
fcis-31662	124	17	.	.	PUNCT
fcis-31662	125	1	hebei	hebei	PROPN
fcis-31662	125	2	medicine	medicine	PROPN
fcis-31662	125	3	,	,	PUNCT
fcis-31662	125	4	2020	2020	NUM
fcis-31662	125	5	,	,	PUNCT
fcis-31662	125	6	26(01	26(01	NUM
fcis-31662	125	7	):	):	PUNCT
fcis-31662	125	8	80	80	NUM
fcis-31662	125	9	-	-	SYM
fcis-31662	125	10	83	83	NUM
fcis-31662	125	11	.	.	PUNCT