id	sid	tid	token	lemma	pos
ajst-14713	1	1	academic	academic	ADJ
ajst-14713	1	2	journal	journal	NOUN
ajst-14713	1	3	of	of	ADP
ajst-14713	1	4	science	science	NOUN
ajst-14713	1	5	and	and	CCONJ
ajst-14713	1	6	technology	technology	NOUN
ajst-14713	1	7	issn	issn	NOUN
ajst-14713	1	8	:	:	PUNCT
ajst-14713	1	9	2771	2771	NUM
ajst-14713	1	10	-	-	SYM
ajst-14713	1	11	3032	3032	NUM
ajst-14713	1	12	|	|	NOUN
ajst-14713	1	13	vol	vol	NOUN
ajst-14713	1	14	.	.	PROPN
ajst-14713	1	15	8	8	NUM
ajst-14713	1	16	,	,	PUNCT
ajst-14713	1	17	no	no	INTJ
ajst-14713	1	18	.	.	NOUN
ajst-14713	1	19	2	2	NUM
ajst-14713	1	20	,	,	PUNCT
ajst-14713	1	21	2023	2023	NUM
ajst-14713	1	22	22	22	NUM
ajst-14713	1	23	development	development	NOUN
ajst-14713	1	24	and	and	CCONJ
ajst-14713	1	25	evaluation	evaluation	NOUN
ajst-14713	1	26	of	of	ADP
ajst-14713	1	27	intelligent	intelligent	ADJ
ajst-14713	1	28	medical	medical	ADJ
ajst-14713	1	29	decision	decision	NOUN
ajst-14713	1	30	support	support	NOUN
ajst-14713	1	31	systems	system	NOUN
ajst-14713	1	32	weixiang	weixiang	PROPN
ajst-14713	1	33	wan1	wan1	PROPN
ajst-14713	1	34	,	,	PUNCT
ajst-14713	1	35	*	*	PUNCT
ajst-14713	1	36	,	,	PUNCT
ajst-14713	1	37	jingyu	jingyu	NOUN
ajst-14713	1	38	xu	xu	PROPN
ajst-14713	1	39	2	2	NUM
ajst-14713	1	40	,	,	PUNCT
ajst-14713	1	41	qiang	qiang	PROPN
ajst-14713	1	42	zeng3	zeng3	PROPN
ajst-14713	1	43	,	,	PUNCT
ajst-14713	1	44	linying	linye	VERB
ajst-14713	1	45	pan4	pan4	NOUN
ajst-14713	1	46	,	,	PUNCT
ajst-14713	1	47	wenjian	wenjian	PROPN
ajst-14713	1	48	sun5	sun5	PROPN
ajst-14713	1	49	1	1	NUM
ajst-14713	1	50	electronics	electronic	NOUN
ajst-14713	1	51	&	&	CCONJ
ajst-14713	1	52	communication	communication	NOUN
ajst-14713	1	53	engineering	engineering	NOUN
ajst-14713	1	54	,	,	PUNCT
ajst-14713	1	55	university	university	NOUN
ajst-14713	1	56	of	of	ADP
ajst-14713	1	57	electronic	electronic	ADJ
ajst-14713	1	58	science	science	NOUN
ajst-14713	1	59	and	and	CCONJ
ajst-14713	1	60	technology	technology	NOUN
ajst-14713	1	61	of	of	ADP
ajst-14713	1	62	china	china	PROPN
ajst-14713	1	63	,	,	PUNCT
ajst-14713	1	64	chengdu	chengdu	PROPN
ajst-14713	1	65	,	,	PUNCT
ajst-14713	1	66	china	china	PROPN
ajst-14713	1	67	2	2	NUM
ajst-14713	1	68	computer	computer	NOUN
ajst-14713	1	69	information	information	NOUN
ajst-14713	1	70	technology	technology	NOUN
ajst-14713	1	71	,	,	PUNCT
ajst-14713	1	72	northern	northern	PROPN
ajst-14713	1	73	arizona	arizona	PROPN
ajst-14713	1	74	university	university	PROPN
ajst-14713	1	75	,	,	PUNCT
ajst-14713	1	76	1900	1900	NUM
ajst-14713	1	77	s	s	PART
ajst-14713	1	78	knoles	knoles	PROPN
ajst-14713	1	79	dr	dr	PROPN
ajst-14713	1	80	,	,	PUNCT
ajst-14713	1	81	flagstaff	flagstaff	PROPN
ajst-14713	1	82	,	,	PUNCT
ajst-14713	1	83	az	az	PROPN
ajst-14713	1	84	,	,	PUNCT
ajst-14713	1	85	usa	usa	PROPN
ajst-14713	1	86	3	3	NUM
ajst-14713	1	87	computer	computer	NOUN
ajst-14713	1	88	technology	technology	NOUN
ajst-14713	1	89	,	,	PUNCT
ajst-14713	1	90	zhejiang	zhejiang	PROPN
ajst-14713	1	91	university	university	PROPN
ajst-14713	1	92	,	,	PUNCT
ajst-14713	1	93	hangzhou	hangzhou	PROPN
ajst-14713	1	94	,	,	PUNCT
ajst-14713	1	95	zhejiang	zhejiang	PROPN
ajst-14713	1	96	,	,	PUNCT
ajst-14713	1	97	china	china	PROPN
ajst-14713	1	98	4	4	NUM
ajst-14713	1	99	information	information	NOUN
ajst-14713	1	100	studies	study	NOUN
ajst-14713	1	101	,	,	PUNCT
ajst-14713	1	102	trine	trine	PROPN
ajst-14713	1	103	university	university	PROPN
ajst-14713	1	104	,	,	PUNCT
ajst-14713	1	105	phoenix	phoenix	PROPN
ajst-14713	1	106	,	,	PUNCT
ajst-14713	1	107	arizona	arizona	PROPN
ajst-14713	1	108	,	,	PUNCT
ajst-14713	1	109	usa	usa	PROPN
ajst-14713	1	110	5	5	NUM
ajst-14713	1	111	electronic	electronic	ADJ
ajst-14713	1	112	and	and	CCONJ
ajst-14713	1	113	information	information	NOUN
ajst-14713	1	114	engineering	engineering	NOUN
ajst-14713	1	115	,	,	PUNCT
ajst-14713	1	116	yantai	yantai	PROPN
ajst-14713	1	117	university	university	PROPN
ajst-14713	1	118	,	,	PUNCT
ajst-14713	1	119	tokoy	tokoy	PROPN
ajst-14713	1	120	,	,	PUNCT
ajst-14713	1	121	japan	japan	PROPN
ajst-14713	1	122	*	*	PUNCT
ajst-14713	1	123	corresponding	correspond	VERB
ajst-14713	1	124	author	author	NOUN
ajst-14713	1	125	:	:	PUNCT
ajst-14713	1	126	wan	wan	PROPN
ajst-14713	1	127	weixiang	weixiang	PROPN
ajst-14713	1	128	(	(	PUNCT
ajst-14713	1	129	email	email	NOUN
ajst-14713	1	130	:	:	PUNCT
ajst-14713	1	131	danielwanwx@gmail.com	danielwanwx@gmail.com	X
ajst-14713	1	132	)	)	PUNCT
ajst-14713	2	1	abstract	abstract	ADJ
ajst-14713	2	2	:	:	PUNCT
ajst-14713	2	3	this	this	DET
ajst-14713	2	4	paper	paper	NOUN
ajst-14713	2	5	investigates	investigate	VERB
ajst-14713	2	6	the	the	DET
ajst-14713	2	7	development	development	NOUN
ajst-14713	2	8	and	and	CCONJ
ajst-14713	2	9	evaluation	evaluation	NOUN
ajst-14713	2	10	of	of	ADP
ajst-14713	2	11	intelligent	intelligent	ADJ
ajst-14713	2	12	medical	medical	ADJ
ajst-14713	2	13	decision	decision	NOUN
ajst-14713	2	14	support	support	NOUN
ajst-14713	2	15	systems	system	NOUN
ajst-14713	2	16	.	.	PUNCT
ajst-14713	3	1	firstly	firstly	ADV
ajst-14713	3	2	,	,	PUNCT
ajst-14713	3	3	the	the	DET
ajst-14713	3	4	current	current	ADJ
ajst-14713	3	5	status	status	NOUN
ajst-14713	3	6	of	of	ADP
ajst-14713	3	7	such	such	ADJ
ajst-14713	3	8	systems	system	NOUN
ajst-14713	3	9	is	be	AUX
ajst-14713	3	10	introduced	introduce	VERB
ajst-14713	3	11	,	,	PUNCT
ajst-14713	3	12	including	include	VERB
ajst-14713	3	13	technological	technological	ADJ
ajst-14713	3	14	advancements	advancement	NOUN
ajst-14713	3	15	,	,	PUNCT
ajst-14713	3	16	clinical	clinical	ADJ
ajst-14713	3	17	applications	application	NOUN
ajst-14713	3	18	,	,	PUNCT
ajst-14713	3	19	and	and	CCONJ
ajst-14713	3	20	challenges	challenge	NOUN
ajst-14713	3	21	faced	face	VERB
ajst-14713	3	22	.	.	PUNCT
ajst-14713	4	1	subsequently	subsequently	ADV
ajst-14713	4	2	,	,	PUNCT
ajst-14713	4	3	the	the	DET
ajst-14713	4	4	overall	overall	ADJ
ajst-14713	4	5	framework	framework	NOUN
ajst-14713	4	6	design	design	NOUN
ajst-14713	4	7	,	,	PUNCT
ajst-14713	4	8	key	key	ADJ
ajst-14713	4	9	module	module	NOUN
ajst-14713	4	10	design	design	NOUN
ajst-14713	4	11	and	and	CCONJ
ajst-14713	4	12	implementation	implementation	NOUN
ajst-14713	4	13	,	,	PUNCT
ajst-14713	4	14	system	system	NOUN
ajst-14713	4	15	integration	integration	NOUN
ajst-14713	4	16	,	,	PUNCT
ajst-14713	4	17	and	and	CCONJ
ajst-14713	4	18	debugging	debugging	NOUN
ajst-14713	4	19	are	be	AUX
ajst-14713	4	20	elaborated	elaborate	VERB
ajst-14713	4	21	in	in	ADP
ajst-14713	4	22	detail	detail	NOUN
ajst-14713	4	23	.	.	PUNCT
ajst-14713	5	1	finally	finally	ADV
ajst-14713	5	2	,	,	PUNCT
ajst-14713	5	3	using	use	VERB
ajst-14713	5	4	the	the	DET
ajst-14713	5	5	publicly	publicly	ADV
ajst-14713	5	6	available	available	ADJ
ajst-14713	5	7	mimic	mimic	ADJ
ajst-14713	5	8	medical	medical	ADJ
ajst-14713	5	9	dataset	dataset	NOUN
ajst-14713	5	10	,	,	PUNCT
ajst-14713	5	11	a	a	DET
ajst-14713	5	12	comprehensive	comprehensive	ADJ
ajst-14713	5	13	evaluation	evaluation	NOUN
ajst-14713	5	14	and	and	CCONJ
ajst-14713	5	15	analysis	analysis	NOUN
ajst-14713	5	16	of	of	ADP
ajst-14713	5	17	the	the	DET
ajst-14713	5	18	system	system	NOUN
ajst-14713	5	19	are	be	AUX
ajst-14713	5	20	conducted	conduct	VERB
ajst-14713	5	21	in	in	ADP
ajst-14713	5	22	a	a	DET
ajst-14713	5	23	high	high	ADJ
ajst-14713	5	24	-	-	PUNCT
ajst-14713	5	25	performance	performance	NOUN
ajst-14713	5	26	environment	environment	NOUN
ajst-14713	5	27	.	.	PUNCT
ajst-14713	6	1	the	the	DET
ajst-14713	6	2	results	result	NOUN
ajst-14713	6	3	indicate	indicate	VERB
ajst-14713	6	4	that	that	SCONJ
ajst-14713	6	5	the	the	DET
ajst-14713	6	6	optimized	optimize	VERB
ajst-14713	6	7	system	system	NOUN
ajst-14713	6	8	can	can	AUX
ajst-14713	6	9	achieve	achieve	VERB
ajst-14713	6	10	high	high	ADJ
ajst-14713	6	11	accuracy	accuracy	NOUN
ajst-14713	6	12	and	and	CCONJ
ajst-14713	6	13	auc	auc	NOUN
ajst-14713	6	14	.	.	PUNCT
ajst-14713	7	1	however	however	ADV
ajst-14713	7	2	,	,	PUNCT
ajst-14713	7	3	there	there	PRON
ajst-14713	7	4	is	be	VERB
ajst-14713	7	5	a	a	DET
ajst-14713	7	6	slight	slight	ADJ
ajst-14713	7	7	decrease	decrease	NOUN
ajst-14713	7	8	in	in	ADP
ajst-14713	7	9	effectiveness	effectiveness	NOUN
ajst-14713	7	10	when	when	SCONJ
ajst-14713	7	11	dealing	deal	VERB
ajst-14713	7	12	with	with	ADP
ajst-14713	7	13	rare	rare	ADJ
ajst-14713	7	14	diseases	disease	NOUN
ajst-14713	7	15	,	,	PUNCT
ajst-14713	7	16	and	and	CCONJ
ajst-14713	7	17	occasional	occasional	ADJ
ajst-14713	7	18	false	false	ADJ
ajst-14713	7	19	positives	positive	NOUN
ajst-14713	7	20	in	in	ADP
ajst-14713	7	21	certain	certain	ADJ
ajst-14713	7	22	high	high	ADJ
ajst-14713	7	23	-	-	PUNCT
ajst-14713	7	24	risk	risk	NOUN
ajst-14713	7	25	situations	situation	NOUN
ajst-14713	7	26	.	.	PUNCT
ajst-14713	8	1	overall	overall	ADV
ajst-14713	8	2	,	,	PUNCT
ajst-14713	8	3	the	the	DET
ajst-14713	8	4	research	research	NOUN
ajst-14713	8	5	confirms	confirm	VERB
ajst-14713	8	6	the	the	DET
ajst-14713	8	7	promising	promising	ADJ
ajst-14713	8	8	application	application	NOUN
ajst-14713	8	9	prospects	prospect	NOUN
ajst-14713	8	10	of	of	ADP
ajst-14713	8	11	such	such	ADJ
ajst-14713	8	12	systems	system	NOUN
ajst-14713	8	13	and	and	CCONJ
ajst-14713	8	14	provides	provide	VERB
ajst-14713	8	15	a	a	DET
ajst-14713	8	16	framework	framework	NOUN
ajst-14713	8	17	and	and	CCONJ
ajst-14713	8	18	path	path	NOUN
ajst-14713	8	19	for	for	ADP
ajst-14713	8	20	future	future	ADJ
ajst-14713	8	21	development	development	NOUN
ajst-14713	8	22	.	.	PUNCT
ajst-14713	9	1	keywords	keyword	NOUN
ajst-14713	9	2	:	:	PUNCT
ajst-14713	9	3	intelligent	intelligent	ADJ
ajst-14713	9	4	medical	medical	ADJ
ajst-14713	9	5	decision	decision	NOUN
ajst-14713	9	6	support	support	NOUN
ajst-14713	9	7	system	system	NOUN
ajst-14713	9	8	;	;	PUNCT
ajst-14713	9	9	medical	medical	ADJ
ajst-14713	9	10	imaging	imaging	NOUN
ajst-14713	9	11	;	;	PUNCT
ajst-14713	9	12	model	model	NOUN
ajst-14713	9	13	evaluation	evaluation	NOUN
ajst-14713	9	14	.	.	PUNCT
ajst-14713	10	1	1	1	X
ajst-14713	10	2	.	.	X
ajst-14713	10	3	introduction	introduction	NOUN
ajst-14713	10	4	as	as	ADP
ajst-14713	10	5	a	a	DET
ajst-14713	10	6	significant	significant	ADJ
ajst-14713	10	7	application	application	NOUN
ajst-14713	10	8	of	of	ADP
ajst-14713	10	9	artificial	artificial	ADJ
ajst-14713	10	10	intelligence	intelligence	NOUN
ajst-14713	10	11	in	in	ADP
ajst-14713	10	12	the	the	DET
ajst-14713	10	13	medical	medical	ADJ
ajst-14713	10	14	field	field	NOUN
ajst-14713	10	15	,	,	PUNCT
ajst-14713	10	16	medical	medical	ADJ
ajst-14713	10	17	decision	decision	NOUN
ajst-14713	10	18	support	support	NOUN
ajst-14713	10	19	systems	system	NOUN
ajst-14713	10	20	demonstrate	demonstrate	VERB
ajst-14713	10	21	enormous	enormous	ADJ
ajst-14713	10	22	potential	potential	NOUN
ajst-14713	10	23	in	in	ADP
ajst-14713	10	24	improving	improve	VERB
ajst-14713	10	25	diagnostic	diagnostic	ADJ
ajst-14713	10	26	accuracy	accuracy	NOUN
ajst-14713	10	27	and	and	CCONJ
ajst-14713	10	28	optimizing	optimize	VERB
ajst-14713	10	29	treatment	treatment	NOUN
ajst-14713	10	30	plans	plan	NOUN
ajst-14713	10	31	.	.	PUNCT
ajst-14713	11	1	against	against	ADP
ajst-14713	11	2	this	this	DET
ajst-14713	11	3	backdrop	backdrop	NOUN
ajst-14713	11	4	,	,	PUNCT
ajst-14713	11	5	constructing	construct	VERB
ajst-14713	11	6	efficient	efficient	ADJ
ajst-14713	11	7	and	and	CCONJ
ajst-14713	11	8	reliable	reliable	ADJ
ajst-14713	11	9	intelligent	intelligent	ADJ
ajst-14713	11	10	medical	medical	ADJ
ajst-14713	11	11	decision	decision	NOUN
ajst-14713	11	12	support	support	NOUN
ajst-14713	11	13	systems	system	NOUN
ajst-14713	11	14	has	have	AUX
ajst-14713	11	15	become	become	VERB
ajst-14713	11	16	a	a	DET
ajst-14713	11	17	current	current	ADJ
ajst-14713	11	18	research	research	NOUN
ajst-14713	11	19	hotspot	hotspot	NOUN
ajst-14713	11	20	and	and	CCONJ
ajst-14713	11	21	challenge	challenge	NOUN
ajst-14713	11	22	.	.	PUNCT
ajst-14713	12	1	this	this	DET
ajst-14713	12	2	system	system	NOUN
ajst-14713	12	3	needs	need	VERB
ajst-14713	12	4	to	to	PART
ajst-14713	12	5	address	address	VERB
ajst-14713	12	6	key	key	ADJ
ajst-14713	12	7	technical	technical	ADJ
ajst-14713	12	8	issues	issue	NOUN
ajst-14713	12	9	such	such	ADJ
ajst-14713	12	10	as	as	ADP
ajst-14713	12	11	data	data	NOUN
ajst-14713	12	12	processing	processing	NOUN
ajst-14713	12	13	,	,	PUNCT
ajst-14713	12	14	model	model	NOUN
ajst-14713	12	15	construction	construction	NOUN
ajst-14713	12	16	,	,	PUNCT
ajst-14713	12	17	and	and	CCONJ
ajst-14713	12	18	system	system	NOUN
ajst-14713	12	19	integration	integration	NOUN
ajst-14713	12	20	to	to	PART
ajst-14713	12	21	achieve	achieve	VERB
ajst-14713	12	22	an	an	DET
ajst-14713	12	23	end	end	NOUN
ajst-14713	12	24	-	-	PUNCT
ajst-14713	12	25	to	to	ADP
ajst-14713	12	26	-	-	PUNCT
ajst-14713	12	27	end	end	NOUN
ajst-14713	12	28	process	process	NOUN
ajst-14713	12	29	from	from	ADP
ajst-14713	12	30	knowledge	knowledge	NOUN
ajst-14713	12	31	acquisition	acquisition	NOUN
ajst-14713	12	32	to	to	PART
ajst-14713	12	33	decision	decision	VERB
ajst-14713	12	34	support	support	NOUN
ajst-14713	12	35	[	[	X
ajst-14713	12	36	1	1	NUM
ajst-14713	12	37	]	]	PUNCT
ajst-14713	12	38	.	.	PUNCT
ajst-14713	13	1	this	this	DET
ajst-14713	13	2	paper	paper	NOUN
ajst-14713	13	3	comprehensively	comprehensively	ADV
ajst-14713	13	4	explores	explore	VERB
ajst-14713	13	5	the	the	DET
ajst-14713	13	6	construction	construction	NOUN
ajst-14713	13	7	methods	method	NOUN
ajst-14713	13	8	and	and	CCONJ
ajst-14713	13	9	evaluation	evaluation	NOUN
ajst-14713	13	10	metrics	metric	NOUN
ajst-14713	13	11	of	of	ADP
ajst-14713	13	12	intelligent	intelligent	ADJ
ajst-14713	13	13	medical	medical	ADJ
ajst-14713	13	14	decision	decision	NOUN
ajst-14713	13	15	support	support	NOUN
ajst-14713	13	16	systems	system	NOUN
ajst-14713	13	17	,	,	PUNCT
ajst-14713	13	18	providing	provide	VERB
ajst-14713	13	19	a	a	DET
ajst-14713	13	20	reference	reference	NOUN
ajst-14713	13	21	for	for	ADP
ajst-14713	13	22	advancing	advance	VERB
ajst-14713	13	23	technological	technological	ADJ
ajst-14713	13	24	development	development	NOUN
ajst-14713	13	25	in	in	ADP
ajst-14713	13	26	this	this	DET
ajst-14713	13	27	field	field	NOUN
ajst-14713	13	28	.	.	PUNCT
ajst-14713	14	1	2	2	X
ajst-14713	14	2	.	.	X
ajst-14713	14	3	current	current	ADJ
ajst-14713	14	4	status	status	NOUN
ajst-14713	14	5	of	of	ADP
ajst-14713	14	6	intelligent	intelligent	ADJ
ajst-14713	14	7	medical	medical	ADJ
ajst-14713	14	8	decision	decision	NOUN
ajst-14713	14	9	support	support	NOUN
ajst-14713	14	10	systems	system	NOUN
ajst-14713	14	11	2.1	2.1	NUM
ajst-14713	14	12	.	.	PUNCT
ajst-14713	15	1	technological	technological	ADJ
ajst-14713	15	2	advancements	advancement	NOUN
ajst-14713	15	3	and	and	CCONJ
ajst-14713	15	4	innovative	innovative	ADJ
ajst-14713	15	5	applications	application	NOUN
ajst-14713	15	6	with	with	ADP
ajst-14713	15	7	the	the	DET
ajst-14713	15	8	rapid	rapid	ADJ
ajst-14713	15	9	development	development	NOUN
ajst-14713	15	10	of	of	ADP
ajst-14713	15	11	technologies	technology	NOUN
ajst-14713	15	12	such	such	ADJ
ajst-14713	15	13	as	as	ADP
ajst-14713	15	14	deep	deep	ADJ
ajst-14713	15	15	learning	learning	NOUN
ajst-14713	15	16	and	and	CCONJ
ajst-14713	15	17	big	big	ADJ
ajst-14713	15	18	data	datum	NOUN
ajst-14713	15	19	,	,	PUNCT
ajst-14713	15	20	significant	significant	ADJ
ajst-14713	15	21	progress	progress	NOUN
ajst-14713	15	22	has	have	AUX
ajst-14713	15	23	been	be	AUX
ajst-14713	15	24	made	make	VERB
ajst-14713	15	25	in	in	ADP
ajst-14713	15	26	intelligent	intelligent	ADJ
ajst-14713	15	27	medical	medical	ADJ
ajst-14713	15	28	decision	decision	NOUN
ajst-14713	15	29	support	support	NOUN
ajst-14713	15	30	systems	system	NOUN
ajst-14713	15	31	[	[	X
ajst-14713	15	32	2	2	NUM
ajst-14713	15	33	]	]	PUNCT
ajst-14713	15	34	.	.	PUNCT
ajst-14713	16	1	representative	representative	ADJ
ajst-14713	16	2	technologies	technology	NOUN
ajst-14713	16	3	include	include	VERB
ajst-14713	16	4	disease	disease	NOUN
ajst-14713	16	5	intelligent	intelligent	ADJ
ajst-14713	16	6	diagnostic	diagnostic	ADJ
ajst-14713	16	7	systems	system	NOUN
ajst-14713	16	8	based	base	VERB
ajst-14713	16	9	on	on	ADP
ajst-14713	16	10	deep	deep	ADJ
ajst-14713	16	11	neural	neural	ADJ
ajst-14713	16	12	networks	network	NOUN
ajst-14713	16	13	,	,	PUNCT
ajst-14713	16	14	medical	medical	ADJ
ajst-14713	16	15	assistant	assistant	NOUN
ajst-14713	16	16	systems	system	NOUN
ajst-14713	16	17	combining	combine	VERB
ajst-14713	16	18	knowledge	knowledge	NOUN
ajst-14713	16	19	graphs	graph	NOUN
ajst-14713	16	20	for	for	ADP
ajst-14713	16	21	questionanswering	questionanswere	VERB
ajst-14713	16	22	,	,	PUNCT
ajst-14713	16	23	and	and	CCONJ
ajst-14713	16	24	drug	drug	NOUN
ajst-14713	16	25	compatibility	compatibility	NOUN
ajst-14713	16	26	optimization	optimization	NOUN
ajst-14713	16	27	systems	system	NOUN
ajst-14713	16	28	,	,	PUNCT
ajst-14713	16	29	with	with	ADP
ajst-14713	16	30	expanding	expand	VERB
ajst-14713	16	31	application	application	NOUN
ajst-14713	16	32	scenarios	scenario	NOUN
ajst-14713	16	33	.	.	PUNCT
ajst-14713	17	1	current	current	ADJ
ajst-14713	17	2	research	research	NOUN
ajst-14713	17	3	primarily	primarily	ADV
ajst-14713	17	4	focuses	focus	VERB
ajst-14713	17	5	on	on	ADP
ajst-14713	17	6	improving	improve	VERB
ajst-14713	17	7	model	model	NOUN
ajst-14713	17	8	interpretability	interpretability	NOUN
ajst-14713	17	9	,	,	PUNCT
ajst-14713	17	10	addressing	address	VERB
ajst-14713	17	11	data	datum	NOUN
ajst-14713	17	12	deficiencies	deficiency	NOUN
ajst-14713	17	13	,	,	PUNCT
ajst-14713	17	14	and	and	CCONJ
ajst-14713	17	15	constructing	construct	VERB
ajst-14713	17	16	end	end	NOUN
ajst-14713	17	17	-	-	PUNCT
ajst-14713	17	18	to	to	ADP
ajst-14713	17	19	-	-	PUNCT
ajst-14713	17	20	end	end	NOUN
ajst-14713	17	21	decision	decision	NOUN
ajst-14713	17	22	systems	system	NOUN
ajst-14713	17	23	.	.	PUNCT
ajst-14713	18	1	in	in	ADP
ajst-14713	18	2	the	the	DET
ajst-14713	18	3	realm	realm	NOUN
ajst-14713	18	4	of	of	ADP
ajst-14713	18	5	intelligent	intelligent	ADJ
ajst-14713	18	6	disease	disease	NOUN
ajst-14713	18	7	diagnosis	diagnosis	NOUN
ajst-14713	18	8	,	,	PUNCT
ajst-14713	18	9	researchers	researcher	NOUN
ajst-14713	18	10	propose	propose	VERB
ajst-14713	18	11	various	various	ADJ
ajst-14713	18	12	hybrid	hybrid	ADJ
ajst-14713	18	13	intelligent	intelligent	ADJ
ajst-14713	18	14	models	model	NOUN
ajst-14713	18	15	integrating	integrate	VERB
ajst-14713	18	16	deep	deep	ADJ
ajst-14713	18	17	learning	learning	NOUN
ajst-14713	18	18	and	and	CCONJ
ajst-14713	18	19	expert	expert	ADJ
ajst-14713	18	20	knowledge	knowledge	NOUN
ajst-14713	18	21	to	to	PART
ajst-14713	18	22	enhance	enhance	VERB
ajst-14713	18	23	diagnostic	diagnostic	ADJ
ajst-14713	18	24	accuracy	accuracy	NOUN
ajst-14713	18	25	and	and	CCONJ
ajst-14713	18	26	interpretability	interpretability	NOUN
ajst-14713	18	27	[	[	X
ajst-14713	18	28	3	3	NUM
ajst-14713	18	29	]	]	PUNCT
ajst-14713	18	30	.	.	PUNCT
ajst-14713	19	1	in	in	ADP
ajst-14713	19	2	medical	medical	ADJ
ajst-14713	19	3	questionanswering	questionanswere	VERB
ajst-14713	19	4	assistants	assistant	NOUN
ajst-14713	19	5	,	,	PUNCT
ajst-14713	19	6	constructing	construct	VERB
ajst-14713	19	7	medical	medical	ADJ
ajst-14713	19	8	knowledge	knowledge	NOUN
ajst-14713	19	9	graphs	graph	NOUN
ajst-14713	19	10	supports	support	VERB
ajst-14713	19	11	a	a	DET
ajst-14713	19	12	deeper	deep	ADJ
ajst-14713	19	13	understanding	understanding	NOUN
ajst-14713	19	14	of	of	ADP
ajst-14713	19	15	symptom	symptom	NOUN
ajst-14713	19	16	descriptions	description	NOUN
ajst-14713	19	17	by	by	ADP
ajst-14713	19	18	question	question	NOUN
ajst-14713	19	19	-	-	PUNCT
ajst-14713	19	20	answering	answer	VERB
ajst-14713	19	21	systems	system	NOUN
ajst-14713	19	22	.	.	PUNCT
ajst-14713	20	1	in	in	ADP
ajst-14713	20	2	drug	drug	NOUN
ajst-14713	20	3	compatibility	compatibility	NOUN
ajst-14713	20	4	optimization	optimization	NOUN
ajst-14713	20	5	,	,	PUNCT
ajst-14713	20	6	researchers	researcher	NOUN
ajst-14713	20	7	utilize	utilize	VERB
ajst-14713	20	8	policy	policy	NOUN
ajst-14713	20	9	gradient	gradient	NOUN
ajst-14713	20	10	methods	method	NOUN
ajst-14713	20	11	in	in	ADP
ajst-14713	20	12	reinforcement	reinforcement	NOUN
ajst-14713	20	13	learning	learning	NOUN
ajst-14713	20	14	to	to	PART
ajst-14713	20	15	continuously	continuously	ADV
ajst-14713	20	16	optimize	optimize	VERB
ajst-14713	20	17	drug	drug	NOUN
ajst-14713	20	18	combination	combination	NOUN
ajst-14713	20	19	strategies	strategy	NOUN
ajst-14713	20	20	in	in	ADP
ajst-14713	20	21	dynamic	dynamic	ADJ
ajst-14713	20	22	reasoning	reasoning	NOUN
ajst-14713	20	23	processes	process	NOUN
ajst-14713	20	24	.	.	PUNCT
ajst-14713	21	1	2.2	2.2	NUM
ajst-14713	21	2	.	.	PUNCT
ajst-14713	22	1	clinical	clinical	ADJ
ajst-14713	22	2	applications	application	NOUN
ajst-14713	22	3	and	and	CCONJ
ajst-14713	22	4	case	case	NOUN
ajst-14713	22	5	studies	study	VERB
ajst-14713	22	6	intelligent	intelligent	ADJ
ajst-14713	22	7	medical	medical	ADJ
ajst-14713	22	8	decision	decision	NOUN
ajst-14713	22	9	support	support	NOUN
ajst-14713	22	10	systems	system	NOUN
ajst-14713	22	11	have	have	AUX
ajst-14713	22	12	made	make	VERB
ajst-14713	22	13	significant	significant	ADJ
ajst-14713	22	14	progress	progress	NOUN
ajst-14713	22	15	in	in	ADP
ajst-14713	22	16	assisting	assist	VERB
ajst-14713	22	17	diagnosis	diagnosis	NOUN
ajst-14713	22	18	,	,	PUNCT
ajst-14713	22	19	optimizing	optimize	VERB
ajst-14713	22	20	treatment	treatment	NOUN
ajst-14713	22	21	plans	plan	NOUN
ajst-14713	22	22	,	,	PUNCT
ajst-14713	22	23	and	and	CCONJ
ajst-14713	22	24	guiding	guide	VERB
ajst-14713	22	25	drug	drug	NOUN
ajst-14713	22	26	use	use	NOUN
ajst-14713	22	27	across	across	ADP
ajst-14713	22	28	various	various	ADJ
ajst-14713	22	29	diseases	disease	NOUN
ajst-14713	22	30	,	,	PUNCT
ajst-14713	22	31	gaining	gain	VERB
ajst-14713	22	32	increasing	increase	VERB
ajst-14713	22	33	clinical	clinical	ADJ
ajst-14713	22	34	application	application	NOUN
ajst-14713	22	35	in	in	ADP
ajst-14713	22	36	numerous	numerous	ADJ
ajst-14713	22	37	hospitals	hospital	NOUN
ajst-14713	22	38	[	[	X
ajst-14713	22	39	4	4	NUM
ajst-14713	22	40	]	]	PUNCT
ajst-14713	22	41	.	.	PUNCT
ajst-14713	23	1	representative	representative	ADJ
ajst-14713	23	2	cases	case	NOUN
ajst-14713	23	3	include	include	VERB
ajst-14713	23	4	ibm	ibm	PROPN
ajst-14713	23	5	watson	watson	PROPN
ajst-14713	23	6	's	's	PART
ajst-14713	23	7	application	application	NOUN
ajst-14713	23	8	in	in	ADP
ajst-14713	23	9	tumor	tumor	NOUN
ajst-14713	23	10	diagnosis	diagnosis	NOUN
ajst-14713	23	11	,	,	PUNCT
ajst-14713	23	12	used	use	VERB
ajst-14713	23	13	by	by	ADP
ajst-14713	23	14	multiple	multiple	ADJ
ajst-14713	23	15	cancer	cancer	NOUN
ajst-14713	23	16	centers	center	NOUN
ajst-14713	23	17	to	to	PART
ajst-14713	23	18	rapidly	rapidly	ADV
ajst-14713	23	19	analyze	analyze	VERB
ajst-14713	23	20	clinical	clinical	ADJ
ajst-14713	23	21	reports	report	NOUN
ajst-14713	23	22	,	,	PUNCT
ajst-14713	23	23	pathological	pathological	ADJ
ajst-14713	23	24	images	image	NOUN
ajst-14713	23	25	,	,	PUNCT
ajst-14713	23	26	etc	etc	X
ajst-14713	23	27	.	.	X
ajst-14713	23	28	,	,	PUNCT
ajst-14713	23	29	achieving	achieve	VERB
ajst-14713	23	30	a	a	DET
ajst-14713	23	31	diagnostic	diagnostic	ADJ
ajst-14713	23	32	accuracy	accuracy	NOUN
ajst-14713	23	33	of	of	ADP
ajst-14713	23	34	96	96	NUM
ajst-14713	23	35	%	%	NOUN
ajst-14713	23	36	and	and	CCONJ
ajst-14713	23	37	providing	provide	VERB
ajst-14713	23	38	precise	precise	ADJ
ajst-14713	23	39	treatment	treatment	NOUN
ajst-14713	23	40	plans.see	plans.see	NOUN
ajst-14713	23	41	figure	figure	NOUN
ajst-14713	23	42	1for	1for	PUNCT
ajst-14713	23	43	the	the	DET
ajst-14713	23	44	system	system	NOUN
ajst-14713	23	45	framework	framework	NOUN
ajst-14713	23	46	.	.	PUNCT
ajst-14713	24	1	figure	figure	NOUN
ajst-14713	24	2	1	1	NUM
ajst-14713	24	3	.	.	PUNCT
ajst-14713	25	1	accuracy	accuracy	NOUN
ajst-14713	25	2	improvement	improvement	NOUN
ajst-14713	25	3	deepmind	deepmind	NOUN
ajst-14713	25	4	's	's	PART
ajst-14713	25	5	developed	develop	VERB
ajst-14713	25	6	ai	ai	NOUN
ajst-14713	25	7	system	system	NOUN
ajst-14713	25	8	for	for	ADP
ajst-14713	25	9	eye	eye	NOUN
ajst-14713	25	10	disease	disease	NOUN
ajst-14713	25	11	detection	detection	NOUN
ajst-14713	25	12	23	23	NUM
ajst-14713	25	13	reaches	reach	VERB
ajst-14713	25	14	the	the	DET
ajst-14713	25	15	diagnostic	diagnostic	ADJ
ajst-14713	25	16	level	level	NOUN
ajst-14713	25	17	of	of	ADP
ajst-14713	25	18	specialized	specialized	ADJ
ajst-14713	25	19	doctors	doctor	NOUN
ajst-14713	25	20	,	,	PUNCT
ajst-14713	25	21	achieving	achieve	VERB
ajst-14713	25	22	an	an	DET
ajst-14713	25	23	accuracy	accuracy	NOUN
ajst-14713	25	24	of	of	ADP
ajst-14713	25	25	94	94	NUM
ajst-14713	25	26	%	%	NOUN
ajst-14713	25	27	in	in	ADP
ajst-14713	25	28	detecting	detect	VERB
ajst-14713	25	29	glaucoma	glaucoma	NOUN
ajst-14713	25	30	and	and	CCONJ
ajst-14713	25	31	assisting	assist	VERB
ajst-14713	25	32	doctors	doctor	NOUN
ajst-14713	25	33	in	in	ADP
ajst-14713	25	34	early	early	ADJ
ajst-14713	25	35	detection	detection	NOUN
ajst-14713	25	36	of	of	ADP
ajst-14713	25	37	retinal	retinal	ADJ
ajst-14713	25	38	diseases	disease	NOUN
ajst-14713	25	39	.	.	PUNCT
ajst-14713	26	1	in	in	ADP
ajst-14713	26	2	drug	drug	NOUN
ajst-14713	26	3	use	use	NOUN
ajst-14713	26	4	guidance	guidance	NOUN
ajst-14713	26	5	,	,	PUNCT
ajst-14713	26	6	intelligent	intelligent	ADJ
ajst-14713	26	7	systems	system	NOUN
ajst-14713	26	8	relying	rely	VERB
ajst-14713	26	9	on	on	ADP
ajst-14713	26	10	knowledge	knowledge	NOUN
ajst-14713	26	11	graphs	graph	NOUN
ajst-14713	26	12	can	can	AUX
ajst-14713	26	13	analyze	analyze	VERB
ajst-14713	26	14	patients	patient	NOUN
ajst-14713	26	15	'	'	PART
ajst-14713	26	16	electronic	electronic	ADJ
ajst-14713	26	17	medical	medical	ADJ
ajst-14713	26	18	records	record	NOUN
ajst-14713	26	19	,	,	PUNCT
ajst-14713	26	20	identifying	identify	VERB
ajst-14713	26	21	potential	potential	ADJ
ajst-14713	26	22	drug	drug	NOUN
ajst-14713	26	23	combination	combination	NOUN
ajst-14713	26	24	risks	risk	NOUN
ajst-14713	26	25	associated	associate	VERB
ajst-14713	26	26	with	with	ADP
ajst-14713	26	27	89	89	NUM
ajst-14713	26	28	%	%	NOUN
ajst-14713	26	29	of	of	ADP
ajst-14713	26	30	adverse	adverse	ADJ
ajst-14713	26	31	reactions	reaction	NOUN
ajst-14713	26	32	or	or	CCONJ
ajst-14713	26	33	contraindications	contraindication	NOUN
ajst-14713	26	34	,	,	PUNCT
ajst-14713	26	35	significantly	significantly	ADV
ajst-14713	26	36	enhancing	enhance	VERB
ajst-14713	26	37	medication	medication	NOUN
ajst-14713	26	38	safety	safety	NOUN
ajst-14713	26	39	.	.	PUNCT
ajst-14713	27	1	2.3	2.3	NUM
ajst-14713	27	2	.	.	PUNCT
ajst-14713	27	3	challenges	challenge	NOUN
ajst-14713	27	4	and	and	CCONJ
ajst-14713	27	5	future	future	ADJ
ajst-14713	27	6	trends	trend	NOUN
ajst-14713	27	7	intelligent	intelligent	ADJ
ajst-14713	27	8	medical	medical	ADJ
ajst-14713	27	9	decision	decision	NOUN
ajst-14713	27	10	support	support	NOUN
ajst-14713	27	11	systems	system	NOUN
ajst-14713	27	12	face	face	VERB
ajst-14713	27	13	numerous	numerous	ADJ
ajst-14713	27	14	challenges	challenge	NOUN
ajst-14713	27	15	,	,	PUNCT
ajst-14713	27	16	including	include	VERB
ajst-14713	27	17	insufficient	insufficient	ADJ
ajst-14713	27	18	reasoning	reasoning	NOUN
ajst-14713	27	19	capabilities	capability	NOUN
ajst-14713	27	20	of	of	ADP
ajst-14713	27	21	models	model	NOUN
ajst-14713	27	22	in	in	ADP
ajst-14713	27	23	complex	complex	ADJ
ajst-14713	27	24	situations	situation	NOUN
ajst-14713	27	25	,	,	PUNCT
ajst-14713	27	26	lack	lack	NOUN
ajst-14713	27	27	of	of	ADP
ajst-14713	27	28	targeted	target	VERB
ajst-14713	27	29	training	training	NOUN
ajst-14713	27	30	data	datum	NOUN
ajst-14713	27	31	,	,	PUNCT
ajst-14713	27	32	and	and	CCONJ
ajst-14713	27	33	a	a	DET
ajst-14713	27	34	lack	lack	NOUN
ajst-14713	27	35	of	of	ADP
ajst-14713	27	36	interpretability	interpretability	NOUN
ajst-14713	27	37	[	[	X
ajst-14713	27	38	5	5	NUM
ajst-14713	27	39	]	]	PUNCT
ajst-14713	27	40	.	.	PUNCT
ajst-14713	28	1	future	future	ADJ
ajst-14713	28	2	trends	trend	NOUN
ajst-14713	28	3	involve	involve	VERB
ajst-14713	28	4	constructing	construct	VERB
ajst-14713	28	5	end	end	NOUN
ajst-14713	28	6	-	-	PUNCT
ajst-14713	28	7	to	to	ADP
ajst-14713	28	8	-	-	PUNCT
ajst-14713	28	9	end	end	NOUN
ajst-14713	28	10	medical	medical	ADJ
ajst-14713	28	11	systems	system	NOUN
ajst-14713	28	12	,	,	PUNCT
ajst-14713	28	13	strengthening	strengthen	VERB
ajst-14713	28	14	human	human	ADJ
ajst-14713	28	15	-	-	PUNCT
ajst-14713	28	16	computer	computer	NOUN
ajst-14713	28	17	interaction	interaction	NOUN
ajst-14713	28	18	,	,	PUNCT
ajst-14713	28	19	and	and	CCONJ
ajst-14713	28	20	optimizing	optimize	VERB
ajst-14713	28	21	the	the	DET
ajst-14713	28	22	utilization	utilization	NOUN
ajst-14713	28	23	of	of	ADP
ajst-14713	28	24	multi	multi	ADJ
ajst-14713	28	25	-	-	ADJ
ajst-14713	28	26	source	source	ADJ
ajst-14713	28	27	heterogeneous	heterogeneous	ADJ
ajst-14713	28	28	medical	medical	ADJ
ajst-14713	28	29	data	datum	NOUN
ajst-14713	28	30	.	.	PUNCT
ajst-14713	29	1	specifically	specifically	ADV
ajst-14713	29	2	,	,	PUNCT
ajst-14713	29	3	building	build	VERB
ajst-14713	29	4	end	end	NOUN
ajst-14713	29	5	-	-	PUNCT
ajst-14713	29	6	to	to	ADP
ajst-14713	29	7	-	-	PUNCT
ajst-14713	29	8	end	end	NOUN
ajst-14713	29	9	systems	system	NOUN
ajst-14713	29	10	requires	require	VERB
ajst-14713	29	11	deep	deep	ADJ
ajst-14713	29	12	optimization	optimization	NOUN
ajst-14713	29	13	of	of	ADP
ajst-14713	29	14	individual	individual	ADJ
ajst-14713	29	15	component	component	NOUN
ajst-14713	29	16	modules	module	NOUN
ajst-14713	29	17	to	to	PART
ajst-14713	29	18	achieve	achieve	VERB
ajst-14713	29	19	the	the	DET
ajst-14713	29	20	automation	automation	NOUN
ajst-14713	29	21	of	of	ADP
ajst-14713	29	22	workflows	workflow	NOUN
ajst-14713	29	23	,	,	PUNCT
ajst-14713	29	24	from	from	ADP
ajst-14713	29	25	inputting	inputte	VERB
ajst-14713	29	26	patient	patient	ADJ
ajst-14713	29	27	information	information	NOUN
ajst-14713	29	28	to	to	ADP
ajst-14713	29	29	outputting	output	VERB
ajst-14713	29	30	diagnoses	diagnosis	NOUN
ajst-14713	29	31	or	or	CCONJ
ajst-14713	29	32	treatment	treatment	NOUN
ajst-14713	29	33	plans	plan	NOUN
ajst-14713	29	34	[	[	X
ajst-14713	29	35	6	6	NUM
ajst-14713	29	36	]	]	PUNCT
ajst-14713	29	37	.	.	PUNCT
ajst-14713	30	1	simultaneously	simultaneously	ADV
ajst-14713	30	2	,	,	PUNCT
ajst-14713	30	3	enhancing	enhance	VERB
ajst-14713	30	4	human	human	ADJ
ajst-14713	30	5	-	-	PUNCT
ajst-14713	30	6	computer	computer	NOUN
ajst-14713	30	7	interaction	interaction	NOUN
ajst-14713	30	8	allows	allow	VERB
ajst-14713	30	9	doctors	doctor	NOUN
ajst-14713	30	10	to	to	PART
ajst-14713	30	11	provide	provide	VERB
ajst-14713	30	12	feedback	feedback	NOUN
ajst-14713	30	13	to	to	ADP
ajst-14713	30	14	ai	ai	PROPN
ajst-14713	30	15	systems	system	NOUN
ajst-14713	30	16	,	,	PUNCT
ajst-14713	30	17	improving	improve	VERB
ajst-14713	30	18	system	system	NOUN
ajst-14713	30	19	usability	usability	NOUN
ajst-14713	30	20	.	.	PUNCT
ajst-14713	31	1	finally	finally	ADV
ajst-14713	31	2	,	,	PUNCT
ajst-14713	31	3	applying	apply	VERB
ajst-14713	31	4	technologies	technology	NOUN
ajst-14713	31	5	such	such	ADJ
ajst-14713	31	6	as	as	ADP
ajst-14713	31	7	natural	natural	ADJ
ajst-14713	31	8	language	language	NOUN
ajst-14713	31	9	processing	processing	NOUN
ajst-14713	31	10	to	to	PART
ajst-14713	31	11	integrate	integrate	VERB
ajst-14713	31	12	structured	structured	ADJ
ajst-14713	31	13	and	and	CCONJ
ajst-14713	31	14	unstructured	unstructured	ADJ
ajst-14713	31	15	medical	medical	ADJ
ajst-14713	31	16	records	record	NOUN
ajst-14713	31	17	,	,	PUNCT
ajst-14713	31	18	medical	medical	ADJ
ajst-14713	31	19	images	image	NOUN
ajst-14713	31	20	,	,	PUNCT
ajst-14713	31	21	and	and	CCONJ
ajst-14713	31	22	other	other	ADJ
ajst-14713	31	23	heterogeneous	heterogeneous	ADJ
ajst-14713	31	24	data	datum	NOUN
ajst-14713	31	25	sources	source	NOUN
ajst-14713	31	26	enriches	enrich	VERB
ajst-14713	31	27	the	the	DET
ajst-14713	31	28	model	model	NOUN
ajst-14713	31	29	's	's	PART
ajst-14713	31	30	knowledge	knowledge	NOUN
ajst-14713	31	31	base	base	NOUN
ajst-14713	31	32	and	and	CCONJ
ajst-14713	31	33	enhances	enhance	VERB
ajst-14713	31	34	reasoning	reason	VERB
ajst-14713	31	35	capabilities	capability	NOUN
ajst-14713	31	36	.	.	PUNCT
ajst-14713	32	1	additionally	additionally	ADV
ajst-14713	32	2	,	,	PUNCT
ajst-14713	32	3	addressing	address	VERB
ajst-14713	32	4	algorithm	algorithm	NOUN
ajst-14713	32	5	biases	bias	NOUN
ajst-14713	32	6	,	,	PUNCT
ajst-14713	32	7	system	system	NOUN
ajst-14713	32	8	security	security	NOUN
ajst-14713	32	9	,	,	PUNCT
ajst-14713	32	10	and	and	CCONJ
ajst-14713	32	11	other	other	ADJ
ajst-14713	32	12	issues	issue	NOUN
ajst-14713	32	13	is	be	AUX
ajst-14713	32	14	necessary	necessary	ADJ
ajst-14713	32	15	to	to	PART
ajst-14713	32	16	promote	promote	VERB
ajst-14713	32	17	the	the	DET
ajst-14713	32	18	large	large	ADJ
ajst-14713	32	19	-	-	PUNCT
ajst-14713	32	20	scale	scale	NOUN
ajst-14713	32	21	clinical	clinical	ADJ
ajst-14713	32	22	application	application	NOUN
ajst-14713	32	23	of	of	ADP
ajst-14713	32	24	these	these	DET
ajst-14713	32	25	systems	system	NOUN
ajst-14713	32	26	[	[	X
ajst-14713	32	27	7	7	NUM
ajst-14713	32	28	]	]	PUNCT
ajst-14713	32	29	.	.	PUNCT
ajst-14713	33	1	3	3	X
ajst-14713	33	2	.	.	X
ajst-14713	33	3	intelligent	intelligent	ADJ
ajst-14713	33	4	medical	medical	ADJ
ajst-14713	33	5	decision	decision	NOUN
ajst-14713	33	6	support	support	NOUN
ajst-14713	33	7	system	system	NOUN
ajst-14713	33	8	development	development	NOUN
ajst-14713	33	9	3.1	3.1	NUM
ajst-14713	33	10	.	.	PUNCT
ajst-14713	34	1	overall	overall	ADJ
ajst-14713	34	2	framework	framework	NOUN
ajst-14713	34	3	design	design	NOUN
ajst-14713	34	4	to	to	PART
ajst-14713	34	5	build	build	VERB
ajst-14713	34	6	an	an	DET
ajst-14713	34	7	intelligent	intelligent	ADJ
ajst-14713	34	8	medical	medical	ADJ
ajst-14713	34	9	decision	decision	NOUN
ajst-14713	34	10	support	support	NOUN
ajst-14713	34	11	system	system	NOUN
ajst-14713	34	12	,	,	PUNCT
ajst-14713	34	13	it	it	PRON
ajst-14713	34	14	is	be	AUX
ajst-14713	34	15	essential	essential	ADJ
ajst-14713	34	16	to	to	PART
ajst-14713	34	17	design	design	VERB
ajst-14713	34	18	a	a	DET
ajst-14713	34	19	scientifically	scientifically	ADV
ajst-14713	34	20	sound	sound	ADJ
ajst-14713	34	21	overall	overall	ADJ
ajst-14713	34	22	framework	framework	NOUN
ajst-14713	34	23	that	that	PRON
ajst-14713	34	24	serves	serve	VERB
ajst-14713	34	25	as	as	ADP
ajst-14713	34	26	the	the	DET
ajst-14713	34	27	blueprint	blueprint	NOUN
ajst-14713	34	28	for	for	ADP
ajst-14713	34	29	system	system	NOUN
ajst-14713	34	30	development	development	NOUN
ajst-14713	35	1	[	[	X
ajst-14713	35	2	8	8	NUM
ajst-14713	35	3	]	]	PUNCT
ajst-14713	35	4	.	.	PUNCT
ajst-14713	36	1	the	the	DET
ajst-14713	36	2	framework	framework	NOUN
ajst-14713	36	3	design	design	NOUN
ajst-14713	36	4	should	should	AUX
ajst-14713	36	5	modularly	modularly	ADV
ajst-14713	36	6	integrate	integrate	VERB
ajst-14713	36	7	key	key	ADJ
ajst-14713	36	8	components	component	NOUN
ajst-14713	36	9	based	base	VERB
ajst-14713	36	10	on	on	ADP
ajst-14713	36	11	the	the	DET
ajst-14713	36	12	requirements	requirement	NOUN
ajst-14713	36	13	of	of	ADP
ajst-14713	36	14	intelligent	intelligent	ADJ
ajst-14713	36	15	decisionmaking	decisionmaking	NOUN
ajst-14713	36	16	.	.	PUNCT
ajst-14713	37	1	firstly	firstly	ADV
ajst-14713	37	2	,	,	PUNCT
ajst-14713	37	3	the	the	DET
ajst-14713	37	4	construction	construction	NOUN
ajst-14713	37	5	of	of	ADP
ajst-14713	37	6	a	a	DET
ajst-14713	37	7	structured	structured	ADJ
ajst-14713	37	8	medical	medical	ADJ
ajst-14713	37	9	data	datum	NOUN
ajst-14713	37	10	layer	layer	NOUN
ajst-14713	37	11	is	be	AUX
ajst-14713	37	12	necessary	necessary	ADJ
ajst-14713	37	13	for	for	ADP
ajst-14713	37	14	collecting	collect	VERB
ajst-14713	37	15	and	and	CCONJ
ajst-14713	37	16	cleaning	clean	VERB
ajst-14713	37	17	various	various	ADJ
ajst-14713	37	18	clinical	clinical	ADJ
ajst-14713	37	19	data	datum	NOUN
ajst-14713	37	20	,	,	PUNCT
ajst-14713	37	21	such	such	ADJ
ajst-14713	37	22	as	as	ADP
ajst-14713	37	23	electronic	electronic	ADJ
ajst-14713	37	24	medical	medical	ADJ
ajst-14713	37	25	records	record	NOUN
ajst-14713	37	26	and	and	CCONJ
ajst-14713	37	27	medical	medical	ADJ
ajst-14713	37	28	images	image	NOUN
ajst-14713	37	29	,	,	PUNCT
ajst-14713	37	30	and	and	CCONJ
ajst-14713	37	31	integrating	integrate	VERB
ajst-14713	37	32	them	they	PRON
ajst-14713	37	33	into	into	ADP
ajst-14713	37	34	datasets	dataset	NOUN
ajst-14713	37	35	required	require	VERB
ajst-14713	37	36	for	for	ADP
ajst-14713	37	37	model	model	NOUN
ajst-14713	37	38	training	training	NOUN
ajst-14713	37	39	and	and	CCONJ
ajst-14713	37	40	prediction	prediction	NOUN
ajst-14713	37	41	.	.	PUNCT
ajst-14713	38	1	secondly	secondly	ADV
ajst-14713	38	2	,	,	PUNCT
ajst-14713	38	3	establishing	establish	VERB
ajst-14713	38	4	a	a	DET
ajst-14713	38	5	robust	robust	ADJ
ajst-14713	38	6	model	model	NOUN
ajst-14713	38	7	layer	layer	NOUN
ajst-14713	38	8	involves	involve	VERB
ajst-14713	38	9	applying	apply	VERB
ajst-14713	38	10	cutting	cutting	NOUN
ajst-14713	38	11	-	-	PUNCT
ajst-14713	38	12	edge	edge	NOUN
ajst-14713	38	13	ai	ai	NOUN
ajst-14713	38	14	technologies	technology	NOUN
ajst-14713	38	15	,	,	PUNCT
ajst-14713	38	16	such	such	ADJ
ajst-14713	38	17	as	as	ADP
ajst-14713	38	18	deep	deep	ADJ
ajst-14713	38	19	learning	learning	NOUN
ajst-14713	38	20	,	,	PUNCT
ajst-14713	38	21	for	for	ADP
ajst-14713	38	22	continuous	continuous	ADJ
ajst-14713	38	23	learning	learning	NOUN
ajst-14713	38	24	of	of	ADP
ajst-14713	38	25	medical	medical	ADJ
ajst-14713	38	26	knowledge	knowledge	NOUN
ajst-14713	38	27	and	and	CCONJ
ajst-14713	38	28	training	train	VERB
ajst-14713	38	29	intelligent	intelligent	ADJ
ajst-14713	38	30	decision	decision	NOUN
ajst-14713	38	31	models	model	NOUN
ajst-14713	38	32	for	for	ADP
ajst-14713	38	33	disease	disease	NOUN
ajst-14713	38	34	prediction	prediction	NOUN
ajst-14713	38	35	,	,	PUNCT
ajst-14713	38	36	drug	drug	NOUN
ajst-14713	38	37	recommendations	recommendation	NOUN
ajst-14713	38	38	,	,	PUNCT
ajst-14713	38	39	and	and	CCONJ
ajst-14713	38	40	more	more	ADJ
ajst-14713	38	41	.	.	PUNCT
ajst-14713	39	1	additionally	additionally	ADV
ajst-14713	39	2	,	,	PUNCT
ajst-14713	39	3	creating	create	VERB
ajst-14713	39	4	a	a	DET
ajst-14713	39	5	standardized	standardized	ADJ
ajst-14713	39	6	service	service	NOUN
ajst-14713	39	7	interface	interface	NOUN
ajst-14713	39	8	layer	layer	NOUN
ajst-14713	39	9	is	be	AUX
ajst-14713	39	10	crucial	crucial	ADJ
ajst-14713	39	11	,	,	PUNCT
ajst-14713	39	12	providing	provide	VERB
ajst-14713	39	13	personalized	personalize	VERB
ajst-14713	39	14	intelligent	intelligent	ADJ
ajst-14713	39	15	decision	decision	NOUN
ajst-14713	39	16	services	service	NOUN
ajst-14713	39	17	based	base	VERB
ajst-14713	39	18	on	on	ADP
ajst-14713	39	19	different	different	ADJ
ajst-14713	39	20	user	user	NOUN
ajst-14713	39	21	needs	need	VERB
ajst-14713	39	22	to	to	PART
ajst-14713	39	23	assist	assist	VERB
ajst-14713	39	24	physicians	physician	NOUN
ajst-14713	39	25	in	in	ADP
ajst-14713	39	26	diagnosis	diagnosis	NOUN
ajst-14713	39	27	and	and	CCONJ
ajst-14713	39	28	treatment	treatment	NOUN
ajst-14713	39	29	while	while	SCONJ
ajst-14713	39	30	guiding	guide	VERB
ajst-14713	39	31	patients	patient	NOUN
ajst-14713	39	32	in	in	ADP
ajst-14713	39	33	health	health	NOUN
ajst-14713	39	34	management	management	NOUN
ajst-14713	40	1	[	[	X
ajst-14713	40	2	9	9	NUM
ajst-14713	40	3	]	]	PUNCT
ajst-14713	40	4	.	.	PUNCT
ajst-14713	41	1	finally	finally	ADV
ajst-14713	41	2	,	,	PUNCT
ajst-14713	41	3	consideration	consideration	NOUN
ajst-14713	41	4	must	must	AUX
ajst-14713	41	5	be	be	AUX
ajst-14713	41	6	given	give	VERB
ajst-14713	41	7	to	to	ADP
ajst-14713	41	8	the	the	DET
ajst-14713	41	9	user	user	NOUN
ajst-14713	41	10	interaction	interaction	NOUN
ajst-14713	41	11	module	module	NOUN
ajst-14713	41	12	to	to	PART
ajst-14713	41	13	make	make	VERB
ajst-14713	41	14	the	the	DET
ajst-14713	41	15	complex	complex	ADJ
ajst-14713	41	16	ai	ai	NOUN
ajst-14713	41	17	system	system	NOUN
ajst-14713	41	18	user	user	NOUN
ajst-14713	41	19	-	-	PUNCT
ajst-14713	41	20	friendly	friendly	ADJ
ajst-14713	41	21	and	and	CCONJ
ajst-14713	41	22	interpretable	interpretable	ADJ
ajst-14713	41	23	.	.	PUNCT
ajst-14713	42	1	a	a	DET
ajst-14713	42	2	well	well	ADV
ajst-14713	42	3	-	-	PUNCT
ajst-14713	42	4	designed	design	VERB
ajst-14713	42	5	framework	framework	NOUN
ajst-14713	42	6	can	can	AUX
ajst-14713	42	7	unlock	unlock	VERB
ajst-14713	42	8	the	the	DET
ajst-14713	42	9	value	value	NOUN
ajst-14713	42	10	of	of	ADP
ajst-14713	42	11	both	both	DET
ajst-14713	42	12	data	datum	NOUN
ajst-14713	42	13	and	and	CCONJ
ajst-14713	42	14	algorithms	algorithm	NOUN
ajst-14713	42	15	,	,	PUNCT
ajst-14713	42	16	effectively	effectively	ADV
ajst-14713	42	17	integrating	integrate	VERB
ajst-14713	42	18	the	the	DET
ajst-14713	42	19	closed	closed	ADJ
ajst-14713	42	20	-	-	PUNCT
ajst-14713	42	21	loop	loop	NOUN
ajst-14713	42	22	decision	decision	NOUN
ajst-14713	42	23	-	-	PUNCT
ajst-14713	42	24	making	make	VERB
ajst-14713	42	25	process	process	NOUN
ajst-14713	42	26	,	,	PUNCT
ajst-14713	42	27	enabling	enable	VERB
ajst-14713	42	28	continuous	continuous	ADJ
ajst-14713	42	29	learning	learning	NOUN
ajst-14713	42	30	of	of	ADP
ajst-14713	42	31	medical	medical	ADJ
ajst-14713	42	32	knowledge	knowledge	NOUN
ajst-14713	42	33	,	,	PUNCT
ajst-14713	42	34	and	and	CCONJ
ajst-14713	42	35	optimizing	optimize	VERB
ajst-14713	42	36	decision	decision	NOUN
ajst-14713	42	37	-	-	PUNCT
ajst-14713	42	38	making	making	NOUN
ajst-14713	42	39	.	.	PUNCT
ajst-14713	43	1	it	it	PRON
ajst-14713	43	2	forms	form	VERB
ajst-14713	43	3	the	the	DET
ajst-14713	43	4	foundation	foundation	NOUN
ajst-14713	43	5	for	for	ADP
ajst-14713	43	6	constructing	construct	VERB
ajst-14713	43	7	a	a	DET
ajst-14713	43	8	reliable	reliable	ADJ
ajst-14713	43	9	intelligent	intelligent	ADJ
ajst-14713	43	10	medical	medical	ADJ
ajst-14713	43	11	decision	decision	NOUN
ajst-14713	43	12	support	support	NOUN
ajst-14713	43	13	system	system	NOUN
ajst-14713	43	14	[	[	X
ajst-14713	43	15	10].see	10].see	NUM
ajst-14713	43	16	figure	figure	NOUN
ajst-14713	43	17	2	2	NUM
ajst-14713	43	18	for	for	ADP
ajst-14713	43	19	the	the	DET
ajst-14713	43	20	system	system	NOUN
ajst-14713	43	21	framework	framework	NOUN
ajst-14713	43	22	.	.	PUNCT
ajst-14713	44	1	figure	figure	NOUN
ajst-14713	44	2	2	2	NUM
ajst-14713	44	3	.	.	PUNCT
ajst-14713	44	4	overall	overall	ADJ
ajst-14713	44	5	framework	framework	NOUN
ajst-14713	44	6	3.2	3.2	NUM
ajst-14713	44	7	.	.	PUNCT
ajst-14713	45	1	key	key	ADJ
ajst-14713	45	2	module	module	NOUN
ajst-14713	45	3	design	design	NOUN
ajst-14713	45	4	and	and	CCONJ
ajst-14713	45	5	implementation	implementation	NOUN
ajst-14713	45	6	the	the	DET
ajst-14713	45	7	core	core	NOUN
ajst-14713	45	8	of	of	ADP
ajst-14713	45	9	an	an	DET
ajst-14713	45	10	intelligent	intelligent	ADJ
ajst-14713	45	11	medical	medical	ADJ
ajst-14713	45	12	decision	decision	NOUN
ajst-14713	45	13	support	support	NOUN
ajst-14713	45	14	system	system	NOUN
ajst-14713	45	15	lies	lie	VERB
ajst-14713	45	16	in	in	ADP
ajst-14713	45	17	the	the	DET
ajst-14713	45	18	development	development	NOUN
ajst-14713	45	19	of	of	ADP
ajst-14713	45	20	deep	deep	ADJ
ajst-14713	45	21	learning	learning	NOUN
ajst-14713	45	22	models	model	NOUN
ajst-14713	45	23	for	for	ADP
ajst-14713	45	24	disease	disease	NOUN
ajst-14713	45	25	prediction	prediction	NOUN
ajst-14713	45	26	and	and	CCONJ
ajst-14713	45	27	treatment	treatment	NOUN
ajst-14713	45	28	recommendation	recommendation	NOUN
ajst-14713	45	29	.	.	PUNCT
ajst-14713	46	1	taking	take	VERB
ajst-14713	46	2	the	the	DET
ajst-14713	46	3	drug	drug	NOUN
ajst-14713	46	4	recommendation	recommendation	NOUN
ajst-14713	46	5	module	module	NOUN
ajst-14713	46	6	as	as	ADP
ajst-14713	46	7	an	an	DET
ajst-14713	46	8	example	example	NOUN
ajst-14713	46	9	,	,	PUNCT
ajst-14713	46	10	its	its	PRON
ajst-14713	46	11	core	core	NOUN
ajst-14713	46	12	is	be	AUX
ajst-14713	46	13	a	a	DET
ajst-14713	46	14	drug	drug	NOUN
ajst-14713	46	15	matching	matching	NOUN
ajst-14713	46	16	model	model	NOUN
ajst-14713	46	17	.	.	PUNCT
ajst-14713	47	1	this	this	DET
ajst-14713	47	2	model	model	NOUN
ajst-14713	47	3	acquires	acquire	VERB
ajst-14713	47	4	prior	prior	ADJ
ajst-14713	47	5	knowledge	knowledge	NOUN
ajst-14713	47	6	from	from	ADP
ajst-14713	47	7	large	large	ADJ
ajst-14713	47	8	-	-	PUNCT
ajst-14713	47	9	scale	scale	NOUN
ajst-14713	47	10	medical	medical	ADJ
ajst-14713	47	11	data	datum	NOUN
ajst-14713	47	12	through	through	ADP
ajst-14713	47	13	transfer	transfer	NOUN
ajst-14713	47	14	learning	learning	NOUN
ajst-14713	47	15	and	and	CCONJ
ajst-14713	47	16	is	be	AUX
ajst-14713	47	17	finetuned	finetune	VERB
ajst-14713	47	18	using	use	VERB
ajst-14713	47	19	real	real	ADJ
ajst-14713	47	20	cases	case	NOUN
ajst-14713	47	21	.	.	PUNCT
ajst-14713	48	1	model	model	NOUN
ajst-14713	48	2	development	development	NOUN
ajst-14713	48	3	needs	need	VERB
ajst-14713	48	4	to	to	PART
ajst-14713	48	5	consider	consider	VERB
ajst-14713	48	6	interpretability	interpretability	NOUN
ajst-14713	48	7	,	,	PUNCT
ajst-14713	48	8	utilizing	utilize	VERB
ajst-14713	48	9	techniques	technique	NOUN
ajst-14713	48	10	such	such	ADJ
ajst-14713	48	11	as	as	ADP
ajst-14713	48	12	attention	attention	NOUN
ajst-14713	48	13	to	to	PART
ajst-14713	48	14	generate	generate	VERB
ajst-14713	48	15	outputs	output	NOUN
ajst-14713	48	16	that	that	PRON
ajst-14713	48	17	are	be	AUX
ajst-14713	48	18	understandable	understandable	ADJ
ajst-14713	48	19	for	for	ADP
ajst-14713	48	20	physicians	physician	NOUN
ajst-14713	48	21	.	.	PUNCT
ajst-14713	49	1	additionally	additionally	ADV
ajst-14713	49	2	,	,	PUNCT
ajst-14713	49	3	a	a	DET
ajst-14713	49	4	model	model	NOUN
ajst-14713	49	5	monitoring	monitoring	NOUN
ajst-14713	49	6	mechanism	mechanism	NOUN
ajst-14713	49	7	needs	need	VERB
ajst-14713	49	8	to	to	PART
ajst-14713	49	9	be	be	AUX
ajst-14713	49	10	established	establish	VERB
ajst-14713	49	11	to	to	PART
ajst-14713	49	12	facilitate	facilitate	VERB
ajst-14713	49	13	closed	closed	ADJ
ajst-14713	49	14	-	-	PUNCT
ajst-14713	49	15	loop	loop	NOUN
ajst-14713	49	16	improvements	improvement	NOUN
ajst-14713	49	17	.	.	PUNCT
ajst-14713	50	1	through	through	ADP
ajst-14713	50	2	modular	modular	ADJ
ajst-14713	50	3	and	and	CCONJ
ajst-14713	50	4	automated	automate	VERB
ajst-14713	50	5	optimization	optimization	NOUN
ajst-14713	50	6	design	design	NOUN
ajst-14713	50	7	,	,	PUNCT
ajst-14713	50	8	the	the	DET
ajst-14713	50	9	intelligent	intelligent	ADJ
ajst-14713	50	10	medical	medical	ADJ
ajst-14713	50	11	decision	decision	NOUN
ajst-14713	50	12	support	support	NOUN
ajst-14713	50	13	system	system	NOUN
ajst-14713	50	14	can	can	AUX
ajst-14713	50	15	leverage	leverage	VERB
ajst-14713	50	16	the	the	DET
ajst-14713	50	17	advantages	advantage	NOUN
ajst-14713	50	18	of	of	ADP
ajst-14713	50	19	deep	deep	ADJ
ajst-14713	50	20	learning	learning	NOUN
ajst-14713	50	21	technology	technology	NOUN
ajst-14713	50	22	,	,	PUNCT
ajst-14713	50	23	providing	provide	VERB
ajst-14713	50	24	reliable	reliable	ADJ
ajst-14713	50	25	support	support	NOUN
ajst-14713	50	26	for	for	ADP
ajst-14713	50	27	clinical	clinical	ADJ
ajst-14713	50	28	applications	application	NOUN
ajst-14713	50	29	.	.	PUNCT
ajst-14713	51	1	#	#	NOUN
ajst-14713	51	2	build	build	NOUN
ajst-14713	51	3	patient	patient	ADJ
ajst-14713	51	4	feature	feature	NOUN
ajst-14713	51	5	vector	vector	NOUN
ajst-14713	51	6	import	import	NOUN
ajst-14713	51	7	tensorflow	tensorflow	NOUN
ajst-14713	51	8	as	as	ADP
ajst-14713	51	9	tf	tf	NUM
ajst-14713	51	10	patient_features	patient_feature	NOUN
ajst-14713	51	11	=	=	SYM
ajst-14713	51	12	tf.keras.layers.input(shape=(num_patient_features	tf.keras.layers.input(shape=(num_patient_feature	NOUN
ajst-14713	51	13	,	,	PUNCT
ajst-14713	51	14	)	)	PUNCT
ajst-14713	51	15	)	)	PUNCT
ajst-14713	51	16	patient_vec	patient_vec	X
ajst-14713	51	17	=	=	SYM
ajst-14713	51	18	tf.keras.layers.dense(64	tf.keras.layers.dense(64	PROPN
ajst-14713	51	19	,	,	PUNCT
ajst-14713	51	20	activation='relu')(patient_features	activation='relu')(patient_features	PROPN
ajst-14713	51	21	)	)	PUNCT
ajst-14713	51	22	#	#	NOUN
ajst-14713	51	23	build	build	NOUN
ajst-14713	51	24	drug	drug	NOUN
ajst-14713	51	25	feature	feature	NOUN
ajst-14713	51	26	vector	vector	NOUN
ajst-14713	51	27	drug_features	drug_feature	NOUN
ajst-14713	51	28	=	=	SYM
ajst-14713	51	29	tf.keras.layers.input(shape=(num_drug_features	tf.keras.layers.input(shape=(num_drug_feature	NOUN
ajst-14713	51	30	,	,	PUNCT
ajst-14713	51	31	)	)	PUNCT
ajst-14713	51	32	)	)	PUNCT
ajst-14713	52	1	drug_vec	drug_vec	PROPN
ajst-14713	52	2	=	=	SYM
ajst-14713	52	3	tf.keras.layers.dense(64	tf.keras.layers.dense(64	PROPN
ajst-14713	52	4	,	,	PUNCT
ajst-14713	52	5	activation='relu')(drug_features	activation='relu')(drug_feature	NOUN
ajst-14713	52	6	)	)	PUNCT
ajst-14713	52	7	#	#	NOUN
ajst-14713	52	8	transfer	transfer	NOUN
ajst-14713	52	9	learning	learn	VERB
ajst-14713	52	10	to	to	PART
ajst-14713	52	11	obtain	obtain	VERB
ajst-14713	52	12	the	the	DET
ajst-14713	52	13	initial	initial	ADJ
ajst-14713	52	14	drug	drug	NOUN
ajst-14713	52	15	matching	matching	NOUN
ajst-14713	52	16	model	model	NOUN
ajst-14713	52	17	model	model	NOUN
ajst-14713	52	18	=	=	SYM
ajst-14713	52	19	tf.keras.model(inputs=[patient_vec	tf.keras.model(inputs=[patient_vec	NOUN
ajst-14713	52	20	,	,	PUNCT
ajst-14713	52	21	drug_vec	drug_vec	PROPN
ajst-14713	52	22	]	]	X
ajst-14713	52	23	,	,	PUNCT
ajst-14713	52	24	outputs	output	NOUN
ajst-14713	52	25	=	=	SYM
ajst-14713	52	26	matching_score	matching_score	NOUN
ajst-14713	52	27	)	)	PUNCT
ajst-14713	52	28	model.load_weights(pretrained_weights	model.load_weights(pretrained_weight	NOUN
ajst-14713	52	29	)	)	PUNCT
ajst-14713	52	30	#	#	NOUN
ajst-14713	52	31	fine	fine	ADJ
ajst-14713	52	32	-	-	PUNCT
ajst-14713	52	33	tune	tune	NOUN
ajst-14713	52	34	with	with	ADP
ajst-14713	52	35	real	real	ADJ
ajst-14713	52	36	data	datum	NOUN
ajst-14713	52	37	model.compile(optimizer='adam	model.compile(optimizer='adam	NOUN
ajst-14713	52	38	'	'	PUNCT
ajst-14713	52	39	,	,	PUNCT
ajst-14713	52	40	loss='binary_crossentropy	loss='binary_crossentropy	NOUN
ajst-14713	52	41	'	'	PUNCT
ajst-14713	52	42	)	)	PUNCT
ajst-14713	52	43	model.fit([patient_vecs	model.fit([patient_vec	NOUN
ajst-14713	52	44	,	,	PUNCT
ajst-14713	52	45	drug_vecs	drug_vec	NOUN
ajst-14713	52	46	]	]	PUNCT
ajst-14713	52	47	,	,	PUNCT
ajst-14713	52	48	labels	label	NOUN
ajst-14713	52	49	,	,	PUNCT
ajst-14713	52	50	epochs=5	epochs=5	PROPN
ajst-14713	52	51	)	)	PUNCT
ajst-14713	53	1	the	the	DET
ajst-14713	53	2	above	above	ADP
ajst-14713	53	3	code	code	NOUN
ajst-14713	53	4	illustrates	illustrate	VERB
ajst-14713	53	5	the	the	DET
ajst-14713	53	6	key	key	ADJ
ajst-14713	53	7	steps	step	NOUN
ajst-14713	53	8	in	in	ADP
ajst-14713	53	9	building	build	VERB
ajst-14713	53	10	a	a	DET
ajst-14713	53	11	patient	patient	NOUN
ajst-14713	53	12	-	-	PUNCT
ajst-14713	53	13	drug	drug	NOUN
ajst-14713	53	14	matching	matching	NOUN
ajst-14713	53	15	model	model	NOUN
ajst-14713	53	16	using	use	VERB
ajst-14713	53	17	tensorflow	tensorflow	NOUN
ajst-14713	53	18	.	.	PUNCT
ajst-14713	54	1	the	the	DET
ajst-14713	54	2	drug	drug	NOUN
ajst-14713	54	3	recommendation	recommendation	NOUN
ajst-14713	54	4	functionality	functionality	NOUN
ajst-14713	54	5	is	be	AUX
ajst-14713	54	6	achieved	achieve	VERB
ajst-14713	54	7	through	through	ADP
ajst-14713	54	8	transfer	transfer	NOUN
ajst-14713	54	9	learning	learning	NOUN
ajst-14713	54	10	and	and	CCONJ
ajst-14713	54	11	fine	fine	ADV
ajst-14713	54	12	-	-	PUNCT
ajst-14713	54	13	tuning	tuning	NOUN
ajst-14713	54	14	,	,	PUNCT
ajst-14713	54	15	providing	provide	VERB
ajst-14713	54	16	a	a	DET
ajst-14713	54	17	basis	basis	NOUN
ajst-14713	54	18	for	for	ADP
ajst-14713	54	19	intelligent	intelligent	ADJ
ajst-14713	54	20	drug	drug	NOUN
ajst-14713	54	21	recommendations	recommendation	NOUN
ajst-14713	54	22	.	.	PUNCT
ajst-14713	55	1	3.3	3.3	NUM
ajst-14713	55	2	.	.	PUNCT
ajst-14713	55	3	system	system	NOUN
ajst-14713	55	4	integration	integration	NOUN
ajst-14713	55	5	and	and	CCONJ
ajst-14713	55	6	debugging	debugging	NOUN
ajst-14713	55	7	during	during	ADP
ajst-14713	55	8	the	the	DET
ajst-14713	55	9	system	system	NOUN
ajst-14713	55	10	integration	integration	NOUN
ajst-14713	55	11	and	and	CCONJ
ajst-14713	55	12	debugging	debugging	NOUN
ajst-14713	55	13	phase	phase	NOUN
ajst-14713	55	14	of	of	ADP
ajst-14713	55	15	the	the	DET
ajst-14713	55	16	intelligent	intelligent	ADJ
ajst-14713	55	17	medical	medical	ADJ
ajst-14713	55	18	decision	decision	NOUN
ajst-14713	55	19	support	support	NOUN
ajst-14713	55	20	system	system	NOUN
ajst-14713	55	21	,	,	PUNCT
ajst-14713	55	22	this	this	DET
ajst-14713	55	23	study	study	NOUN
ajst-14713	55	24	focused	focus	VERB
ajst-14713	55	25	on	on	ADP
ajst-14713	55	26	interface	interface	NOUN
ajst-14713	55	27	matching	matching	NOUN
ajst-14713	55	28	between	between	ADP
ajst-14713	55	29	modules	module	NOUN
ajst-14713	55	30	,	,	PUNCT
ajst-14713	55	31	system	system	NOUN
ajst-14713	55	32	stability	stability	NOUN
ajst-14713	55	33	,	,	PUNCT
ajst-14713	55	34	and	and	CCONJ
ajst-14713	55	35	performance	performance	NOUN
ajst-14713	55	36	optimization	optimization	NOUN
ajst-14713	55	37	.	.	PUNCT
ajst-14713	56	1	through	through	ADP
ajst-14713	56	2	interface	interface	NOUN
ajst-14713	56	3	testing	testing	NOUN
ajst-14713	56	4	and	and	CCONJ
ajst-14713	56	5	data	datum	NOUN
ajst-14713	56	6	exchange	exchange	PROPN
ajst-14713	56	7	testing	testing	NOUN
ajst-14713	56	8	,	,	PUNCT
ajst-14713	56	9	smooth	smooth	ADJ
ajst-14713	56	10	collaboration	collaboration	NOUN
ajst-14713	56	11	between	between	ADP
ajst-14713	56	12	modules	module	NOUN
ajst-14713	56	13	was	be	AUX
ajst-14713	56	14	ensured	ensure	VERB
ajst-14713	56	15	.	.	PUNCT
ajst-14713	57	1	in	in	ADP
ajst-14713	57	2	this	this	DET
ajst-14713	57	3	research	research	NOUN
ajst-14713	57	4	,	,	PUNCT
ajst-14713	57	5	medical	medical	ADJ
ajst-14713	57	6	24	24	NUM
ajst-14713	57	7	imaging	imaging	NOUN
ajst-14713	57	8	data	datum	NOUN
ajst-14713	57	9	accumulated	accumulate	VERB
ajst-14713	57	10	over	over	ADP
ajst-14713	57	11	five	five	NUM
ajst-14713	57	12	years	year	NOUN
ajst-14713	57	13	from	from	ADP
ajst-14713	57	14	a	a	DET
ajst-14713	57	15	tertiary	tertiary	ADJ
ajst-14713	57	16	hospital	hospital	NOUN
ajst-14713	57	17	,	,	PUNCT
ajst-14713	57	18	including	include	VERB
ajst-14713	57	19	over	over	ADP
ajst-14713	57	20	500,000	500,000	NUM
ajst-14713	57	21	cases	case	NOUN
ajst-14713	57	22	of	of	ADP
ajst-14713	57	23	ct	ct	NUM
ajst-14713	57	24	scans	scan	NOUN
ajst-14713	57	25	,	,	PUNCT
ajst-14713	57	26	mris	mris	NOUN
ajst-14713	57	27	,	,	PUNCT
ajst-14713	57	28	and	and	CCONJ
ajst-14713	57	29	x	x	NOUN
ajst-14713	57	30	-	-	NOUN
ajst-14713	57	31	rays	ray	NOUN
ajst-14713	57	32	,	,	PUNCT
ajst-14713	57	33	was	be	AUX
ajst-14713	57	34	used	use	VERB
ajst-14713	57	35	for	for	ADP
ajst-14713	57	36	stress	stress	NOUN
ajst-14713	57	37	testing	testing	NOUN
ajst-14713	57	38	.	.	PUNCT
ajst-14713	58	1	the	the	DET
ajst-14713	58	2	aim	aim	NOUN
ajst-14713	58	3	was	be	AUX
ajst-14713	58	4	to	to	PART
ajst-14713	58	5	enhance	enhance	VERB
ajst-14713	58	6	the	the	DET
ajst-14713	58	7	system	system	NOUN
ajst-14713	58	8	's	's	PART
ajst-14713	58	9	capability	capability	NOUN
ajst-14713	58	10	to	to	PART
ajst-14713	58	11	process	process	VERB
ajst-14713	58	12	large	large	ADJ
ajst-14713	58	13	amounts	amount	NOUN
ajst-14713	58	14	of	of	ADP
ajst-14713	58	15	chinese	chinese	ADJ
ajst-14713	58	16	medical	medical	ADJ
ajst-14713	58	17	data	datum	NOUN
ajst-14713	58	18	,	,	PUNCT
ajst-14713	58	19	and	and	CCONJ
ajst-14713	58	20	optimizations	optimization	NOUN
ajst-14713	58	21	were	be	AUX
ajst-14713	58	22	made	make	VERB
ajst-14713	58	23	to	to	PART
ajst-14713	58	24	address	address	VERB
ajst-14713	58	25	identified	identify	VERB
ajst-14713	58	26	bottlenecks	bottleneck	NOUN
ajst-14713	58	27	.	.	PUNCT
ajst-14713	59	1	regarding	regard	VERB
ajst-14713	59	2	accuracy	accuracy	NOUN
ajst-14713	59	3	,	,	PUNCT
ajst-14713	59	4	this	this	DET
ajst-14713	59	5	study	study	NOUN
ajst-14713	59	6	utilized	utilize	VERB
ajst-14713	59	7	electronic	electronic	ADJ
ajst-14713	59	8	medical	medical	ADJ
ajst-14713	59	9	records	record	NOUN
ajst-14713	59	10	and	and	CCONJ
ajst-14713	59	11	clinical	clinical	ADJ
ajst-14713	59	12	laboratory	laboratory	NOUN
ajst-14713	59	13	test	test	NOUN
ajst-14713	59	14	reports	report	NOUN
ajst-14713	59	15	from	from	ADP
ajst-14713	59	16	3,000	3,000	NUM
ajst-14713	59	17	real	real	ADJ
ajst-14713	59	18	patients	patient	NOUN
ajst-14713	59	19	as	as	ADP
ajst-14713	59	20	training	training	NOUN
ajst-14713	59	21	,	,	PUNCT
ajst-14713	59	22	validation	validation	NOUN
ajst-14713	59	23	,	,	PUNCT
ajst-14713	59	24	and	and	CCONJ
ajst-14713	59	25	test	test	NOUN
ajst-14713	59	26	sets	set	NOUN
ajst-14713	59	27	(	(	PUNCT
ajst-14713	59	28	each	each	PRON
ajst-14713	59	29	with	with	ADP
ajst-14713	59	30	500	500	NUM
ajst-14713	59	31	cases	case	NOUN
ajst-14713	59	32	)	)	PUNCT
ajst-14713	59	33	.	.	PUNCT
ajst-14713	60	1	continuous	continuous	ADJ
ajst-14713	60	2	adjustments	adjustment	NOUN
ajst-14713	60	3	to	to	ADP
ajst-14713	60	4	the	the	DET
ajst-14713	60	5	model	model	NOUN
ajst-14713	60	6	algorithm	algorithm	NOUN
ajst-14713	60	7	were	be	AUX
ajst-14713	60	8	made	make	VERB
ajst-14713	60	9	through	through	ADP
ajst-14713	60	10	comparative	comparative	ADJ
ajst-14713	60	11	analysis	analysis	NOUN
ajst-14713	60	12	with	with	ADP
ajst-14713	60	13	clinical	clinical	ADJ
ajst-14713	60	14	data	datum	NOUN
ajst-14713	60	15	.	.	PUNCT
ajst-14713	61	1	additionally	additionally	ADV
ajst-14713	61	2	,	,	PUNCT
ajst-14713	61	3	user	user	NOUN
ajst-14713	61	4	experience	experience	NOUN
ajst-14713	61	5	was	be	AUX
ajst-14713	61	6	prioritized	prioritize	VERB
ajst-14713	61	7	,	,	PUNCT
ajst-14713	61	8	with	with	ADP
ajst-14713	61	9	10	10	NUM
ajst-14713	61	10	senior	senior	ADJ
ajst-14713	61	11	clinical	clinical	ADJ
ajst-14713	61	12	doctors	doctor	NOUN
ajst-14713	61	13	invited	invite	VERB
ajst-14713	61	14	to	to	PART
ajst-14713	61	15	use	use	VERB
ajst-14713	61	16	the	the	DET
ajst-14713	61	17	system	system	NOUN
ajst-14713	61	18	and	and	CCONJ
ajst-14713	61	19	provide	provide	VERB
ajst-14713	61	20	feedback	feedback	NOUN
ajst-14713	61	21	.	.	PUNCT
ajst-14713	62	1	after	after	ADP
ajst-14713	62	2	three	three	NUM
ajst-14713	62	3	iterations	iteration	NOUN
ajst-14713	62	4	,	,	PUNCT
ajst-14713	62	5	the	the	DET
ajst-14713	62	6	system	system	NOUN
ajst-14713	62	7	largely	largely	ADV
ajst-14713	62	8	met	meet	VERB
ajst-14713	62	9	the	the	DET
ajst-14713	62	10	requirements	requirement	NOUN
ajst-14713	62	11	of	of	ADP
ajst-14713	62	12	clinical	clinical	ADJ
ajst-14713	62	13	workflows	workflow	NOUN
ajst-14713	62	14	.	.	PUNCT
ajst-14713	63	1	the	the	DET
ajst-14713	63	2	work	work	NOUN
ajst-14713	63	3	in	in	ADP
ajst-14713	63	4	this	this	DET
ajst-14713	63	5	phase	phase	NOUN
ajst-14713	63	6	ensured	ensure	VERB
ajst-14713	63	7	that	that	SCONJ
ajst-14713	63	8	the	the	DET
ajst-14713	63	9	system	system	NOUN
ajst-14713	63	10	met	meet	VERB
ajst-14713	63	11	high	high	ADJ
ajst-14713	63	12	standards	standard	NOUN
ajst-14713	63	13	in	in	ADP
ajst-14713	63	14	both	both	CCONJ
ajst-14713	63	15	technological	technological	ADJ
ajst-14713	63	16	and	and	CCONJ
ajst-14713	63	17	practical	practical	ADJ
ajst-14713	63	18	aspects	aspect	NOUN
ajst-14713	63	19	,	,	PUNCT
ajst-14713	63	20	making	make	VERB
ajst-14713	63	21	it	it	PRON
ajst-14713	63	22	suitable	suitable	ADJ
ajst-14713	63	23	for	for	ADP
ajst-14713	63	24	domestic	domestic	ADJ
ajst-14713	63	25	hospitals	hospital	NOUN
ajst-14713	63	26	.	.	PUNCT
ajst-14713	64	1	see	see	VERB
ajst-14713	64	2	figure	figure	NOUN
ajst-14713	64	3	3	3	NUM
ajst-14713	64	4	for	for	ADP
ajst-14713	64	5	the	the	DET
ajst-14713	64	6	system	system	NOUN
ajst-14713	64	7	framework	framework	NOUN
ajst-14713	64	8	.	.	PUNCT
ajst-14713	65	1	figure	figure	NOUN
ajst-14713	65	2	3	3	NUM
ajst-14713	65	3	.	.	PUNCT
ajst-14713	65	4	system	system	NOUN
ajst-14713	65	5	framework	framework	NOUN
ajst-14713	65	6	4	4	NUM
ajst-14713	65	7	.	.	PUNCT
ajst-14713	66	1	intelligent	intelligent	ADJ
ajst-14713	66	2	medical	medical	ADJ
ajst-14713	66	3	decision	decision	NOUN
ajst-14713	66	4	support	support	NOUN
ajst-14713	66	5	system	system	NOUN
ajst-14713	66	6	evaluation	evaluation	NOUN
ajst-14713	66	7	4.1	4.1	NUM
ajst-14713	66	8	.	.	PUNCT
ajst-14713	66	9	evaluation	evaluation	NOUN
ajst-14713	66	10	metrics	metric	NOUN
ajst-14713	66	11	and	and	CCONJ
ajst-14713	66	12	dataset	dataset	VERB
ajst-14713	66	13	to	to	PART
ajst-14713	66	14	assess	assess	VERB
ajst-14713	66	15	the	the	DET
ajst-14713	66	16	intelligent	intelligent	ADJ
ajst-14713	66	17	medical	medical	ADJ
ajst-14713	66	18	decision	decision	NOUN
ajst-14713	66	19	support	support	NOUN
ajst-14713	66	20	system	system	NOUN
ajst-14713	66	21	,	,	PUNCT
ajst-14713	66	22	the	the	DET
ajst-14713	66	23	mimic	mimic	ADJ
ajst-14713	66	24	(	(	PUNCT
ajst-14713	66	25	medical	medical	ADJ
ajst-14713	66	26	information	information	NOUN
ajst-14713	66	27	mart	mart	PROPN
ajst-14713	66	28	for	for	ADP
ajst-14713	66	29	intensive	intensive	ADJ
ajst-14713	66	30	care	care	NOUN
ajst-14713	66	31	)	)	PUNCT
ajst-14713	66	32	dataset	dataset	NOUN
ajst-14713	66	33	was	be	AUX
ajst-14713	66	34	chosen	choose	VERB
ajst-14713	66	35	.	.	PUNCT
ajst-14713	67	1	mimic	mimic	PROPN
ajst-14713	67	2	is	be	AUX
ajst-14713	67	3	a	a	DET
ajst-14713	67	4	publicly	publicly	ADV
ajst-14713	67	5	available	available	ADJ
ajst-14713	67	6	large	large	ADJ
ajst-14713	67	7	-	-	PUNCT
ajst-14713	67	8	scale	scale	NOUN
ajst-14713	67	9	database	database	NOUN
ajst-14713	67	10	containing	contain	VERB
ajst-14713	67	11	detailed	detailed	ADJ
ajst-14713	67	12	medical	medical	ADJ
ajst-14713	67	13	information	information	NOUN
ajst-14713	67	14	from	from	ADP
ajst-14713	67	15	intensive	intensive	ADJ
ajst-14713	67	16	care	care	NOUN
ajst-14713	67	17	unit	unit	NOUN
ajst-14713	67	18	patients	patient	NOUN
ajst-14713	67	19	at	at	ADP
ajst-14713	67	20	beth	beth	PROPN
ajst-14713	67	21	israel	israel	PROPN
ajst-14713	67	22	deaconess	deaconess	PROPN
ajst-14713	67	23	medical	medical	PROPN
ajst-14713	67	24	center	center	PROPN
ajst-14713	67	25	in	in	ADP
ajst-14713	67	26	boston	boston	PROPN
ajst-14713	67	27	,	,	PUNCT
ajst-14713	67	28	usa	usa	PROPN
ajst-14713	67	29	.	.	PROPN
ajst-14713	68	1	this	this	DET
ajst-14713	68	2	dataset	dataset	NOUN
ajst-14713	68	3	is	be	AUX
ajst-14713	68	4	well	well	ADV
ajst-14713	68	5	-	-	PUNCT
ajst-14713	68	6	suited	suit	VERB
ajst-14713	68	7	for	for	ADP
ajst-14713	68	8	evaluating	evaluate	VERB
ajst-14713	68	9	intelligent	intelligent	ADJ
ajst-14713	68	10	medical	medical	ADJ
ajst-14713	68	11	systems	system	NOUN
ajst-14713	68	12	as	as	SCONJ
ajst-14713	68	13	it	it	PRON
ajst-14713	68	14	covers	cover	VERB
ajst-14713	68	15	a	a	DET
ajst-14713	68	16	diverse	diverse	ADJ
ajst-14713	68	17	patient	patient	ADJ
ajst-14713	68	18	population	population	NOUN
ajst-14713	68	19	and	and	CCONJ
ajst-14713	68	20	various	various	ADJ
ajst-14713	68	21	medical	medical	ADJ
ajst-14713	68	22	conditions	condition	NOUN
ajst-14713	68	23	.	.	PUNCT
ajst-14713	69	1	during	during	ADP
ajst-14713	69	2	the	the	DET
ajst-14713	69	3	evaluation	evaluation	NOUN
ajst-14713	69	4	,	,	PUNCT
ajst-14713	69	5	key	key	ADJ
ajst-14713	69	6	metrics	metric	NOUN
ajst-14713	69	7	focused	focus	VERB
ajst-14713	69	8	on	on	ADP
ajst-14713	69	9	include	include	VERB
ajst-14713	69	10	accuracy	accuracy	NOUN
ajst-14713	69	11	(	(	PUNCT
ajst-14713	69	12	the	the	DET
ajst-14713	69	13	correctness	correctness	NOUN
ajst-14713	69	14	of	of	ADP
ajst-14713	69	15	system	system	NOUN
ajst-14713	69	16	predictions	prediction	NOUN
ajst-14713	69	17	)	)	PUNCT
ajst-14713	69	18	,	,	PUNCT
ajst-14713	69	19	sensitivity	sensitivity	NOUN
ajst-14713	69	20	/	/	SYM
ajst-14713	69	21	recall	recall	NOUN
ajst-14713	69	22	(	(	PUNCT
ajst-14713	69	23	the	the	DET
ajst-14713	69	24	system	system	NOUN
ajst-14713	69	25	's	's	PART
ajst-14713	69	26	ability	ability	NOUN
ajst-14713	69	27	to	to	PART
ajst-14713	69	28	correctly	correctly	ADV
ajst-14713	69	29	identify	identify	VERB
ajst-14713	69	30	positive	positive	ADJ
ajst-14713	69	31	instances	instance	NOUN
ajst-14713	69	32	)	)	PUNCT
ajst-14713	69	33	,	,	PUNCT
ajst-14713	69	34	specificity	specificity	NOUN
ajst-14713	69	35	(	(	PUNCT
ajst-14713	69	36	the	the	DET
ajst-14713	69	37	system	system	NOUN
ajst-14713	69	38	's	's	PART
ajst-14713	69	39	ability	ability	NOUN
ajst-14713	69	40	to	to	PART
ajst-14713	69	41	correctly	correctly	ADV
ajst-14713	69	42	identify	identify	VERB
ajst-14713	69	43	negative	negative	ADJ
ajst-14713	69	44	instances	instance	NOUN
ajst-14713	69	45	)	)	PUNCT
ajst-14713	69	46	,	,	PUNCT
ajst-14713	69	47	precision	precision	NOUN
ajst-14713	69	48	(	(	PUNCT
ajst-14713	69	49	the	the	DET
ajst-14713	69	50	proportion	proportion	NOUN
ajst-14713	69	51	of	of	ADP
ajst-14713	69	52	true	true	ADJ
ajst-14713	69	53	positives	positive	NOUN
ajst-14713	69	54	among	among	ADP
ajst-14713	69	55	predicted	predict	VERB
ajst-14713	69	56	positives	positive	NOUN
ajst-14713	69	57	)	)	PUNCT
ajst-14713	69	58	,	,	PUNCT
ajst-14713	69	59	f1	f1	NOUN
ajst-14713	69	60	score	score	NOUN
ajst-14713	69	61	(	(	PUNCT
ajst-14713	69	62	a	a	DET
ajst-14713	69	63	balanced	balanced	ADJ
ajst-14713	69	64	measure	measure	NOUN
ajst-14713	69	65	of	of	ADP
ajst-14713	69	66	precision	precision	NOUN
ajst-14713	69	67	and	and	CCONJ
ajst-14713	69	68	recall	recall	NOUN
ajst-14713	69	69	)	)	PUNCT
ajst-14713	69	70	,	,	PUNCT
ajst-14713	69	71	and	and	CCONJ
ajst-14713	69	72	auc	auc	NOUN
ajst-14713	69	73	-	-	PUNCT
ajst-14713	69	74	roc	roc	NOUN
ajst-14713	69	75	(	(	PUNCT
ajst-14713	69	76	an	an	DET
ajst-14713	69	77	overall	overall	ADJ
ajst-14713	69	78	performance	performance	NOUN
ajst-14713	69	79	assessment	assessment	NOUN
ajst-14713	69	80	of	of	ADP
ajst-14713	69	81	the	the	DET
ajst-14713	69	82	model	model	NOUN
ajst-14713	69	83	at	at	ADP
ajst-14713	69	84	different	different	ADJ
ajst-14713	69	85	thresholds	threshold	NOUN
ajst-14713	69	86	)	)	PUNCT
ajst-14713	69	87	.	.	PUNCT
ajst-14713	70	1	by	by	ADP
ajst-14713	70	2	testing	test	VERB
ajst-14713	70	3	the	the	DET
ajst-14713	70	4	intelligent	intelligent	ADJ
ajst-14713	70	5	medical	medical	ADJ
ajst-14713	70	6	decision	decision	NOUN
ajst-14713	70	7	support	support	NOUN
ajst-14713	70	8	system	system	NOUN
ajst-14713	70	9	on	on	ADP
ajst-14713	70	10	the	the	DET
ajst-14713	70	11	mimic	mimic	ADJ
ajst-14713	70	12	dataset	dataset	NOUN
ajst-14713	70	13	,	,	PUNCT
ajst-14713	70	14	a	a	DET
ajst-14713	70	15	comprehensive	comprehensive	ADJ
ajst-14713	70	16	understanding	understanding	NOUN
ajst-14713	70	17	of	of	ADP
ajst-14713	70	18	the	the	DET
ajst-14713	70	19	system	system	NOUN
ajst-14713	70	20	's	's	PART
ajst-14713	70	21	performance	performance	NOUN
ajst-14713	70	22	in	in	ADP
ajst-14713	70	23	real	real	ADJ
ajst-14713	70	24	clinical	clinical	ADJ
ajst-14713	70	25	environments	environment	NOUN
ajst-14713	70	26	can	can	AUX
ajst-14713	70	27	be	be	AUX
ajst-14713	70	28	obtained	obtain	VERB
ajst-14713	70	29	,	,	PUNCT
ajst-14713	70	30	ensuring	ensure	VERB
ajst-14713	70	31	its	its	PRON
ajst-14713	70	32	effectiveness	effectiveness	NOUN
ajst-14713	70	33	and	and	CCONJ
ajst-14713	70	34	reliability	reliability	NOUN
ajst-14713	70	35	.	.	PUNCT
ajst-14713	71	1	4.2	4.2	NUM
ajst-14713	71	2	.	.	PUNCT
ajst-14713	71	3	evaluation	evaluation	NOUN
ajst-14713	71	4	environment	environment	NOUN
ajst-14713	71	5	configuration	configuration	NOUN
ajst-14713	71	6	in	in	ADP
ajst-14713	71	7	the	the	DET
ajst-14713	71	8	research	research	NOUN
ajst-14713	71	9	of	of	ADP
ajst-14713	71	10	medical	medical	ADJ
ajst-14713	71	11	decision	decision	NOUN
ajst-14713	71	12	support	support	NOUN
ajst-14713	71	13	systems	system	NOUN
ajst-14713	71	14	,	,	PUNCT
ajst-14713	71	15	careful	careful	ADJ
ajst-14713	71	16	configuration	configuration	NOUN
ajst-14713	71	17	of	of	ADP
ajst-14713	71	18	the	the	DET
ajst-14713	71	19	evaluation	evaluation	NOUN
ajst-14713	71	20	environment	environment	NOUN
ajst-14713	71	21	is	be	AUX
ajst-14713	71	22	a	a	DET
ajst-14713	71	23	crucial	crucial	ADJ
ajst-14713	71	24	step	step	NOUN
ajst-14713	71	25	to	to	PART
ajst-14713	71	26	ensure	ensure	VERB
ajst-14713	71	27	the	the	DET
ajst-14713	71	28	reliability	reliability	NOUN
ajst-14713	71	29	and	and	CCONJ
ajst-14713	71	30	accuracy	accuracy	NOUN
ajst-14713	71	31	of	of	ADP
ajst-14713	71	32	experimental	experimental	ADJ
ajst-14713	71	33	results	result	NOUN
ajst-14713	71	34	.	.	PUNCT
ajst-14713	72	1	a	a	DET
ajst-14713	72	2	robust	robust	ADJ
ajst-14713	72	3	evaluation	evaluation	NOUN
ajst-14713	72	4	environment	environment	NOUN
ajst-14713	72	5	was	be	AUX
ajst-14713	72	6	set	set	VERB
ajst-14713	72	7	up	up	ADP
ajst-14713	72	8	for	for	ADP
ajst-14713	72	9	a	a	DET
ajst-14713	72	10	comprehensive	comprehensive	ADJ
ajst-14713	72	11	performance	performance	NOUN
ajst-14713	72	12	assessment	assessment	NOUN
ajst-14713	72	13	of	of	ADP
ajst-14713	72	14	the	the	DET
ajst-14713	72	15	system	system	NOUN
ajst-14713	72	16	on	on	ADP
ajst-14713	72	17	the	the	DET
ajst-14713	72	18	mimic	mimic	ADJ
ajst-14713	72	19	dataset	dataset	NOUN
ajst-14713	72	20	,	,	PUNCT
ajst-14713	72	21	as	as	SCONJ
ajst-14713	72	22	outlined	outline	VERB
ajst-14713	72	23	in	in	ADP
ajst-14713	72	24	table	table	NOUN
ajst-14713	72	25	1	1	NUM
ajst-14713	72	26	.	.	PUNCT
ajst-14713	72	27	table	table	NOUN
ajst-14713	72	28	1	1	NUM
ajst-14713	72	29	.	.	PUNCT
ajst-14713	72	30	hardware	hardware	NOUN
ajst-14713	72	31	and	and	CCONJ
ajst-14713	72	32	software	software	NOUN
ajst-14713	72	33	configuration	configuration	NOUN
ajst-14713	72	34	hardware	hardware	NOUN
ajst-14713	72	35	configuration	configuration	NOUN
ajst-14713	72	36	gpu	gpu	PROPN
ajst-14713	72	37	8	8	NUM
ajst-14713	72	38	nvidia	nvidia	PROPN
ajst-14713	72	39	tesla	tesla	PROPN
ajst-14713	73	1	v100	v100	PROPN
ajst-14713	73	2	server	server	NOUN
ajst-14713	73	3	dgx-2	dgx-2	VERB
ajst-14713	73	4	storage	storage	NOUN
ajst-14713	73	5	high	high	ADJ
ajst-14713	73	6	-	-	PUNCT
ajst-14713	73	7	speed	speed	NOUN
ajst-14713	73	8	ssd	ssd	NOUN
ajst-14713	73	9	software	software	NOUN
ajst-14713	73	10	configuration	configuration	NOUN
ajst-14713	73	11	framework	framework	NOUN
ajst-14713	73	12	tensorflow	tensorflow	NOUN
ajst-14713	73	13	2	2	NUM
ajst-14713	73	14	distributed	distribute	VERB
ajst-14713	73	15	training	training	NOUN
ajst-14713	73	16	horovod	horovod	NOUN
ajst-14713	73	17	parallel	parallel	ADJ
ajst-14713	73	18	computing	compute	VERB
ajst-14713	73	19	multi	multi	ADJ
ajst-14713	73	20	-	-	ADJ
ajst-14713	73	21	gpu	gpu	ADJ
ajst-14713	73	22	parallelism	parallelism	NOUN
ajst-14713	73	23	code	code	NOUN
ajst-14713	73	24	organization	organization	NOUN
ajst-14713	73	25	pytorch	pytorch	NOUN
ajst-14713	73	26	lightning	lightning	NOUN
ajst-14713	73	27	experiment	experiment	NOUN
ajst-14713	73	28	tracking	tracking	NOUN
ajst-14713	73	29	&	&	CCONJ
ajst-14713	73	30	model	model	PROPN
ajst-14713	73	31	management	management	PROPN
ajst-14713	73	32	mlflow	mlflow	VERB
ajst-14713	73	33	on	on	ADP
ajst-14713	73	34	the	the	DET
ajst-14713	73	35	data	datum	NOUN
ajst-14713	73	36	front	front	NOUN
ajst-14713	73	37	,	,	PUNCT
ajst-14713	73	38	the	the	DET
ajst-14713	73	39	latest	late	ADJ
ajst-14713	73	40	version	version	NOUN
ajst-14713	73	41	of	of	ADP
ajst-14713	73	42	the	the	DET
ajst-14713	73	43	mimic	mimic	ADJ
ajst-14713	73	44	-	-	PUNCT
ajst-14713	73	45	iv	iv	NOUN
ajst-14713	73	46	dataset	dataset	NOUN
ajst-14713	73	47	was	be	AUX
ajst-14713	73	48	downloaded	download	VERB
ajst-14713	73	49	from	from	ADP
ajst-14713	73	50	the	the	DET
ajst-14713	73	51	physionet	physionet	NOUN
ajst-14713	73	52	website	website	NOUN
ajst-14713	73	53	,	,	PUNCT
ajst-14713	73	54	containing	contain	VERB
ajst-14713	73	55	clinical	clinical	ADJ
ajst-14713	73	56	data	datum	NOUN
ajst-14713	73	57	from	from	ADP
ajst-14713	73	58	over	over	ADP
ajst-14713	73	59	60,000	60,000	NUM
ajst-14713	73	60	patients	patient	NOUN
ajst-14713	73	61	.	.	PUNCT
ajst-14713	74	1	the	the	DET
ajst-14713	74	2	dataset	dataset	NOUN
ajst-14713	74	3	was	be	AUX
ajst-14713	74	4	split	split	VERB
ajst-14713	74	5	in	in	ADP
ajst-14713	74	6	an	an	DET
ajst-14713	74	7	8:1:1	8:1:1	NUM
ajst-14713	74	8	ratio	ratio	NOUN
ajst-14713	74	9	for	for	ADP
ajst-14713	74	10	training	training	NOUN
ajst-14713	74	11	,	,	PUNCT
ajst-14713	74	12	validation	validation	NOUN
ajst-14713	74	13	,	,	PUNCT
ajst-14713	74	14	and	and	CCONJ
ajst-14713	74	15	testing	testing	NOUN
ajst-14713	74	16	.	.	PUNCT
ajst-14713	75	1	feature	feature	NOUN
ajst-14713	75	2	engineering	engineering	NOUN
ajst-14713	75	3	preprocessing	preprocessing	NOUN
ajst-14713	75	4	code	code	NOUN
ajst-14713	75	5	was	be	AUX
ajst-14713	75	6	encapsulated	encapsulate	VERB
ajst-14713	75	7	into	into	ADP
ajst-14713	75	8	a	a	DET
ajst-14713	75	9	pipeline	pipeline	NOUN
ajst-14713	75	10	for	for	ADP
ajst-14713	75	11	automated	automate	VERB
ajst-14713	75	12	processing	processing	NOUN
ajst-14713	75	13	.	.	PUNCT
ajst-14713	76	1	in	in	ADP
ajst-14713	76	2	terms	term	NOUN
ajst-14713	76	3	of	of	ADP
ajst-14713	76	4	the	the	DET
ajst-14713	76	5	experimental	experimental	ADJ
ajst-14713	76	6	process	process	NOUN
ajst-14713	76	7	,	,	PUNCT
ajst-14713	76	8	scripts	script	NOUN
ajst-14713	76	9	were	be	AUX
ajst-14713	76	10	employed	employ	VERB
ajst-14713	76	11	to	to	ADP
ajst-14713	76	12	automate	automate	VERB
ajst-14713	76	13	model	model	NOUN
ajst-14713	76	14	training	training	NOUN
ajst-14713	76	15	,	,	PUNCT
ajst-14713	76	16	evaluation	evaluation	NOUN
ajst-14713	76	17	,	,	PUNCT
ajst-14713	76	18	and	and	CCONJ
ajst-14713	76	19	parameter	parameter	NOUN
ajst-14713	76	20	tuning	tuning	NOUN
ajst-14713	76	21	.	.	PUNCT
ajst-14713	77	1	multiple	multiple	ADJ
ajst-14713	77	2	experiments	experiment	NOUN
ajst-14713	77	3	were	be	AUX
ajst-14713	77	4	conducted	conduct	VERB
ajst-14713	77	5	using	use	VERB
ajst-14713	77	6	cross	cross	NOUN
ajst-14713	77	7	-	-	NOUN
ajst-14713	77	8	validation	validation	NOUN
ajst-14713	77	9	to	to	PART
ajst-14713	77	10	ensure	ensure	VERB
ajst-14713	77	11	robust	robust	ADJ
ajst-14713	77	12	results	result	NOUN
ajst-14713	77	13	.	.	PUNCT
ajst-14713	78	1	evaluation	evaluation	NOUN
ajst-14713	78	2	metrics	metric	NOUN
ajst-14713	78	3	included	include	VERB
ajst-14713	78	4	auc	auc	NOUN
ajst-14713	78	5	,	,	PUNCT
ajst-14713	78	6	precision	precision	NOUN
ajst-14713	78	7	,	,	PUNCT
ajst-14713	78	8	recall	recall	NOUN
ajst-14713	78	9	,	,	PUNCT
ajst-14713	78	10	f1	f1	NOUN
ajst-14713	78	11	score	score	NOUN
ajst-14713	78	12	,	,	PUNCT
ajst-14713	78	13	etc	etc	X
ajst-14713	78	14	.	.	X
ajst-14713	78	15	tensorboard	tensorboard	PROPN
ajst-14713	78	16	was	be	AUX
ajst-14713	78	17	utilized	utilize	VERB
ajst-14713	78	18	for	for	ADP
ajst-14713	78	19	visualizing	visualize	VERB
ajst-14713	78	20	the	the	DET
ajst-14713	78	21	training	training	NOUN
ajst-14713	78	22	process	process	NOUN
ajst-14713	78	23	.	.	PUNCT
ajst-14713	79	1	regarding	regard	VERB
ajst-14713	79	2	results	result	NOUN
ajst-14713	79	3	reporting	report	VERB
ajst-14713	79	4	,	,	PUNCT
ajst-14713	79	5	detailed	detailed	ADJ
ajst-14713	79	6	experiment	experiment	NOUN
ajst-14713	79	7	processes	process	NOUN
ajst-14713	79	8	and	and	CCONJ
ajst-14713	79	9	result	result	VERB
ajst-14713	79	10	analyses	analysis	NOUN
ajst-14713	79	11	were	be	AUX
ajst-14713	79	12	presented	present	VERB
ajst-14713	79	13	in	in	ADP
ajst-14713	79	14	the	the	DET
ajst-14713	79	15	form	form	NOUN
ajst-14713	79	16	of	of	ADP
ajst-14713	79	17	jupyter	jupyter	ADJ
ajst-14713	79	18	notebook	notebook	NOUN
ajst-14713	79	19	documents	document	NOUN
ajst-14713	79	20	for	for	ADP
ajst-14713	79	21	ease	ease	NOUN
ajst-14713	79	22	of	of	ADP
ajst-14713	79	23	reproducibility	reproducibility	NOUN
ajst-14713	79	24	.	.	PUNCT
ajst-14713	80	1	git	git	NOUN
ajst-14713	80	2	was	be	AUX
ajst-14713	80	3	used	use	VERB
ajst-14713	80	4	for	for	ADP
ajst-14713	80	5	version	version	NOUN
ajst-14713	80	6	control	control	NOUN
ajst-14713	80	7	to	to	PART
ajst-14713	80	8	track	track	VERB
ajst-14713	80	9	the	the	DET
ajst-14713	80	10	model	model	NOUN
ajst-14713	80	11	iteration	iteration	NOUN
ajst-14713	80	12	process	process	NOUN
ajst-14713	80	13	.	.	PUNCT
ajst-14713	81	1	by	by	ADP
ajst-14713	81	2	carefully	carefully	ADV
ajst-14713	81	3	configuring	configure	VERB
ajst-14713	81	4	the	the	DET
ajst-14713	81	5	evaluation	evaluation	NOUN
ajst-14713	81	6	environment	environment	NOUN
ajst-14713	81	7	,	,	PUNCT
ajst-14713	81	8	it	it	PRON
ajst-14713	81	9	is	be	AUX
ajst-14713	81	10	possible	possible	ADJ
ajst-14713	81	11	to	to	PART
ajst-14713	81	12	fully	fully	ADV
ajst-14713	81	13	leverage	leverage	VERB
ajst-14713	81	14	the	the	DET
ajst-14713	81	15	effectiveness	effectiveness	NOUN
ajst-14713	81	16	of	of	ADP
ajst-14713	81	17	the	the	DET
ajst-14713	81	18	constructed	construct	VERB
ajst-14713	81	19	medical	medical	ADJ
ajst-14713	81	20	decision	decision	NOUN
ajst-14713	81	21	support	support	NOUN
ajst-14713	81	22	system	system	NOUN
ajst-14713	81	23	,	,	PUNCT
ajst-14713	81	24	enhancing	enhance	VERB
ajst-14713	81	25	the	the	DET
ajst-14713	81	26	reference	reference	NOUN
ajst-14713	81	27	value	value	NOUN
ajst-14713	81	28	of	of	ADP
ajst-14713	81	29	evaluation	evaluation	NOUN
ajst-14713	81	30	results	result	NOUN
ajst-14713	81	31	and	and	CCONJ
ajst-14713	81	32	providing	provide	VERB
ajst-14713	81	33	support	support	NOUN
ajst-14713	81	34	for	for	ADP
ajst-14713	81	35	future	future	ADJ
ajst-14713	81	36	medical	medical	ADJ
ajst-14713	81	37	practices	practice	NOUN
ajst-14713	81	38	.	.	PUNCT
ajst-14713	82	1	4.3	4.3	NUM
ajst-14713	82	2	.	.	PUNCT
ajst-14713	82	3	evaluation	evaluation	NOUN
ajst-14713	82	4	results	result	NOUN
ajst-14713	82	5	and	and	CCONJ
ajst-14713	82	6	analysis	analysis	NOUN
ajst-14713	82	7	a	a	DET
ajst-14713	82	8	summary	summary	NOUN
ajst-14713	82	9	of	of	ADP
ajst-14713	82	10	the	the	DET
ajst-14713	82	11	evaluation	evaluation	NOUN
ajst-14713	82	12	of	of	ADP
ajst-14713	82	13	the	the	DET
ajst-14713	82	14	medical	medical	ADJ
ajst-14713	82	15	decision	decision	NOUN
ajst-14713	82	16	support	support	NOUN
ajst-14713	82	17	system	system	NOUN
ajst-14713	82	18	on	on	ADP
ajst-14713	82	19	the	the	DET
ajst-14713	82	20	mimic	mimic	ADJ
ajst-14713	82	21	dataset	dataset	NOUN
ajst-14713	82	22	is	be	AUX
ajst-14713	82	23	provided	provide	VERB
ajst-14713	82	24	,	,	PUNCT
ajst-14713	82	25	with	with	ADP
ajst-14713	82	26	specific	specific	ADJ
ajst-14713	82	27	results	result	NOUN
ajst-14713	82	28	as	as	SCONJ
ajst-14713	82	29	follows	follow	VERB
ajst-14713	82	30	:	:	PUNCT
ajst-14713	82	31	the	the	DET
ajst-14713	82	32	latest	late	ADJ
ajst-14713	82	33	mimic	mimic	ADJ
ajst-14713	82	34	-	-	PUNCT
ajst-14713	82	35	iv	iv	NOUN
ajst-14713	82	36	dataset	dataset	NOUN
ajst-14713	82	37	,	,	PUNCT
ajst-14713	82	38	containing	contain	VERB
ajst-14713	82	39	clinical	clinical	ADJ
ajst-14713	82	40	data	datum	NOUN
ajst-14713	82	41	from	from	ADP
ajst-14713	82	42	over	over	ADP
ajst-14713	82	43	60,000	60,000	NUM
ajst-14713	82	44	patients	patient	NOUN
ajst-14713	82	45	,	,	PUNCT
ajst-14713	82	46	was	be	AUX
ajst-14713	82	47	utilized	utilize	VERB
ajst-14713	82	48	,	,	PUNCT
ajst-14713	82	49	and	and	CCONJ
ajst-14713	82	50	the	the	DET
ajst-14713	82	51	dataset	dataset	NOUN
ajst-14713	82	52	was	be	AUX
ajst-14713	82	53	split	split	VERB
ajst-14713	82	54	into	into	ADP
ajst-14713	82	55	training	training	NOUN
ajst-14713	82	56	,	,	PUNCT
ajst-14713	82	57	validation	validation	NOUN
ajst-14713	82	58	,	,	PUNCT
ajst-14713	82	59	and	and	CCONJ
ajst-14713	82	60	test	test	NOUN
ajst-14713	82	61	sets	set	NOUN
ajst-14713	82	62	in	in	ADP
ajst-14713	82	63	an	an	DET
ajst-14713	82	64	8:1:1	8:1:1	NUM
ajst-14713	82	65	ratio	ratio	NOUN
ajst-14713	82	66	.	.	PUNCT
ajst-14713	83	1	in	in	ADP
ajst-14713	83	2	the	the	DET
ajst-14713	83	3	high	high	ADJ
ajst-14713	83	4	-	-	PUNCT
ajst-14713	83	5	performance	performance	NOUN
ajst-14713	83	6	gpu	gpu	NOUN
ajst-14713	83	7	evaluation	evaluation	NOUN
ajst-14713	83	8	environment	environment	NOUN
ajst-14713	83	9	configured	configure	VERB
ajst-14713	83	10	,	,	PUNCT
ajst-14713	83	11	after	after	ADP
ajst-14713	83	12	multiple	multiple	ADJ
ajst-14713	83	13	rounds	round	NOUN
ajst-14713	83	14	of	of	ADP
ajst-14713	83	15	model	model	NOUN
ajst-14713	83	16	optimization	optimization	NOUN
ajst-14713	83	17	,	,	PUNCT
ajst-14713	83	18	the	the	DET
ajst-14713	83	19	final	final	ADJ
ajst-14713	83	20	evaluation	evaluation	NOUN
ajst-14713	83	21	results	result	NOUN
ajst-14713	83	22	are	be	AUX
ajst-14713	83	23	shown	show	VERB
ajst-14713	83	24	in	in	ADP
ajst-14713	83	25	figure	figure	NOUN
ajst-14713	83	26	4	4	NUM
ajst-14713	83	27	:	:	SYM
ajst-14713	83	28	25	25	NUM
ajst-14713	83	29	figure	figure	NOUN
ajst-14713	83	30	4	4	NUM
ajst-14713	83	31	.	.	PUNCT
ajst-14713	83	32	evaluation	evaluation	NOUN
ajst-14713	83	33	results	result	NOUN
ajst-14713	83	34	from	from	ADP
ajst-14713	83	35	the	the	DET
ajst-14713	83	36	results	result	NOUN
ajst-14713	83	37	,	,	PUNCT
ajst-14713	83	38	it	it	PRON
ajst-14713	83	39	can	can	AUX
ajst-14713	83	40	be	be	AUX
ajst-14713	83	41	observed	observe	VERB
ajst-14713	83	42	that	that	SCONJ
ajst-14713	83	43	the	the	DET
ajst-14713	83	44	optimized	optimize	VERB
ajst-14713	83	45	medical	medical	ADJ
ajst-14713	83	46	decision	decision	NOUN
ajst-14713	83	47	support	support	NOUN
ajst-14713	83	48	system	system	NOUN
ajst-14713	83	49	demonstrates	demonstrate	VERB
ajst-14713	83	50	excellent	excellent	ADJ
ajst-14713	83	51	predictions	prediction	NOUN
ajst-14713	83	52	on	on	ADP
ajst-14713	83	53	the	the	DET
ajst-14713	83	54	mimic	mimic	ADJ
ajst-14713	83	55	dataset	dataset	NOUN
ajst-14713	83	56	.	.	PUNCT
ajst-14713	84	1	with	with	ADP
ajst-14713	84	2	an	an	DET
ajst-14713	84	3	accuracy	accuracy	NOUN
ajst-14713	84	4	of	of	ADP
ajst-14713	84	5	0.89	0.89	NUM
ajst-14713	84	6	and	and	CCONJ
ajst-14713	84	7	an	an	DET
ajst-14713	84	8	auc	auc	NOUN
ajst-14713	84	9	value	value	NOUN
ajst-14713	84	10	of	of	ADP
ajst-14713	84	11	0.94	0.94	NUM
ajst-14713	84	12	,	,	PUNCT
ajst-14713	84	13	the	the	DET
ajst-14713	84	14	system	system	NOUN
ajst-14713	84	15	exhibits	exhibit	VERB
ajst-14713	84	16	strong	strong	ADJ
ajst-14713	84	17	predictive	predictive	ADJ
ajst-14713	84	18	capabilities	capability	NOUN
ajst-14713	84	19	.	.	PUNCT
ajst-14713	85	1	precision	precision	NOUN
ajst-14713	85	2	and	and	CCONJ
ajst-14713	85	3	recall	recall	NOUN
ajst-14713	85	4	are	be	AUX
ajst-14713	85	5	also	also	ADV
ajst-14713	85	6	relatively	relatively	ADV
ajst-14713	85	7	high	high	ADJ
ajst-14713	85	8	,	,	PUNCT
ajst-14713	85	9	around	around	ADP
ajst-14713	85	10	0.9	0.9	NUM
ajst-14713	85	11	,	,	PUNCT
ajst-14713	85	12	indicating	indicate	VERB
ajst-14713	85	13	that	that	SCONJ
ajst-14713	85	14	the	the	DET
ajst-14713	85	15	system	system	NOUN
ajst-14713	85	16	effectively	effectively	ADV
ajst-14713	85	17	balances	balance	VERB
ajst-14713	85	18	predictions	prediction	NOUN
ajst-14713	85	19	for	for	ADP
ajst-14713	85	20	positive	positive	ADJ
ajst-14713	85	21	and	and	CCONJ
ajst-14713	85	22	negative	negative	ADJ
ajst-14713	85	23	samples	sample	NOUN
ajst-14713	85	24	.	.	PUNCT
ajst-14713	86	1	however	however	ADV
ajst-14713	86	2	,	,	PUNCT
ajst-14713	86	3	analysis	analysis	NOUN
ajst-14713	86	4	reveals	reveal	VERB
ajst-14713	86	5	that	that	SCONJ
ajst-14713	86	6	the	the	DET
ajst-14713	86	7	system	system	NOUN
ajst-14713	86	8	's	's	PART
ajst-14713	86	9	performance	performance	NOUN
ajst-14713	86	10	is	be	AUX
ajst-14713	86	11	slightly	slightly	ADV
ajst-14713	86	12	inferior	inferior	ADJ
ajst-14713	86	13	when	when	SCONJ
ajst-14713	86	14	dealing	deal	VERB
ajst-14713	86	15	with	with	ADP
ajst-14713	86	16	rare	rare	ADJ
ajst-14713	86	17	diseases	disease	NOUN
ajst-14713	86	18	,	,	PUNCT
ajst-14713	86	19	and	and	CCONJ
ajst-14713	86	20	there	there	PRON
ajst-14713	86	21	are	be	VERB
ajst-14713	86	22	occasional	occasional	ADJ
ajst-14713	86	23	false	false	ADJ
ajst-14713	86	24	positives	positive	NOUN
ajst-14713	86	25	in	in	ADP
ajst-14713	86	26	certain	certain	ADJ
ajst-14713	86	27	high	high	ADJ
ajst-14713	86	28	-	-	PUNCT
ajst-14713	86	29	risk	risk	NOUN
ajst-14713	86	30	situations	situation	NOUN
ajst-14713	86	31	.	.	PUNCT
ajst-14713	87	1	this	this	PRON
ajst-14713	87	2	suggests	suggest	VERB
ajst-14713	87	3	that	that	SCONJ
ajst-14713	87	4	there	there	PRON
ajst-14713	87	5	is	be	VERB
ajst-14713	87	6	room	room	NOUN
ajst-14713	87	7	for	for	ADP
ajst-14713	87	8	further	further	ADJ
ajst-14713	87	9	improvement	improvement	NOUN
ajst-14713	87	10	in	in	ADP
ajst-14713	87	11	the	the	DET
ajst-14713	87	12	system	system	NOUN
ajst-14713	87	13	's	's	PART
ajst-14713	87	14	performance	performance	NOUN
ajst-14713	87	15	,	,	PUNCT
ajst-14713	87	16	with	with	ADP
ajst-14713	87	17	future	future	ADJ
ajst-14713	87	18	work	work	NOUN
ajst-14713	87	19	focusing	focus	VERB
ajst-14713	87	20	on	on	ADP
ajst-14713	87	21	optimizing	optimize	VERB
ajst-14713	87	22	these	these	DET
ajst-14713	87	23	aspects	aspect	NOUN
ajst-14713	87	24	.	.	PUNCT
ajst-14713	88	1	the	the	DET
ajst-14713	88	2	current	current	ADJ
ajst-14713	88	3	evaluation	evaluation	NOUN
ajst-14713	88	4	results	result	NOUN
ajst-14713	88	5	indicate	indicate	VERB
ajst-14713	88	6	that	that	SCONJ
ajst-14713	88	7	the	the	DET
ajst-14713	88	8	medical	medical	ADJ
ajst-14713	88	9	decision	decision	NOUN
ajst-14713	88	10	support	support	NOUN
ajst-14713	88	11	system	system	NOUN
ajst-14713	88	12	can	can	AUX
ajst-14713	88	13	provide	provide	VERB
ajst-14713	88	14	reliable	reliable	ADJ
ajst-14713	88	15	assistance	assistance	NOUN
ajst-14713	88	16	for	for	ADP
ajst-14713	88	17	clinical	clinical	ADJ
ajst-14713	88	18	decision	decision	NOUN
ajst-14713	88	19	-	-	PUNCT
ajst-14713	88	20	making	making	NOUN
ajst-14713	88	21	.	.	PUNCT
ajst-14713	89	1	5	5	X
ajst-14713	89	2	.	.	X
ajst-14713	89	3	conclusion	conclusion	NOUN
ajst-14713	89	4	this	this	DET
ajst-14713	89	5	paper	paper	NOUN
ajst-14713	89	6	provides	provide	VERB
ajst-14713	89	7	a	a	DET
ajst-14713	89	8	comprehensive	comprehensive	ADJ
ajst-14713	89	9	overview	overview	NOUN
ajst-14713	89	10	of	of	ADP
ajst-14713	89	11	the	the	DET
ajst-14713	89	12	development	development	NOUN
ajst-14713	89	13	and	and	CCONJ
ajst-14713	89	14	evaluation	evaluation	NOUN
ajst-14713	89	15	of	of	ADP
ajst-14713	89	16	intelligent	intelligent	ADJ
ajst-14713	89	17	medical	medical	ADJ
ajst-14713	89	18	decision	decision	NOUN
ajst-14713	89	19	support	support	NOUN
ajst-14713	89	20	systems	system	NOUN
ajst-14713	89	21	.	.	PUNCT
ajst-14713	90	1	it	it	PRON
ajst-14713	90	2	acknowledges	acknowledge	VERB
ajst-14713	90	3	the	the	DET
ajst-14713	90	4	significant	significant	ADJ
ajst-14713	90	5	progress	progress	NOUN
ajst-14713	90	6	made	make	VERB
ajst-14713	90	7	in	in	ADP
ajst-14713	90	8	the	the	DET
ajst-14713	90	9	field	field	NOUN
ajst-14713	90	10	of	of	ADP
ajst-14713	90	11	diagnostic	diagnostic	ADJ
ajst-14713	90	12	assistance	assistance	NOUN
ajst-14713	90	13	and	and	CCONJ
ajst-14713	90	14	treatment	treatment	NOUN
ajst-14713	90	15	optimization	optimization	NOUN
ajst-14713	90	16	with	with	ADP
ajst-14713	90	17	the	the	DET
ajst-14713	90	18	advancement	advancement	NOUN
ajst-14713	90	19	of	of	ADP
ajst-14713	90	20	ai	ai	PROPN
ajst-14713	90	21	technologies	technology	NOUN
ajst-14713	90	22	.	.	PUNCT
ajst-14713	91	1	there	there	PRON
ajst-14713	91	2	is	be	VERB
ajst-14713	91	3	optimism	optimism	NOUN
ajst-14713	91	4	that	that	SCONJ
ajst-14713	91	5	,	,	PUNCT
ajst-14713	91	6	with	with	ADP
ajst-14713	91	7	rational	rational	ADJ
ajst-14713	91	8	system	system	NOUN
ajst-14713	91	9	design	design	NOUN
ajst-14713	91	10	and	and	CCONJ
ajst-14713	91	11	performance	performance	NOUN
ajst-14713	91	12	enhancement	enhancement	NOUN
ajst-14713	91	13	,	,	PUNCT
ajst-14713	91	14	intelligent	intelligent	ADJ
ajst-14713	91	15	medical	medical	ADJ
ajst-14713	91	16	decision	decision	NOUN
ajst-14713	91	17	support	support	NOUN
ajst-14713	91	18	systems	system	NOUN
ajst-14713	91	19	can	can	AUX
ajst-14713	91	20	achieve	achieve	VERB
ajst-14713	91	21	widespread	widespread	ADJ
ajst-14713	91	22	clinical	clinical	ADJ
ajst-14713	91	23	applications	application	NOUN
ajst-14713	91	24	.	.	PUNCT
ajst-14713	92	1	the	the	DET
ajst-14713	92	2	study	study	NOUN
ajst-14713	92	3	conducted	conduct	VERB
ajst-14713	92	4	an	an	DET
ajst-14713	92	5	evaluation	evaluation	NOUN
ajst-14713	92	6	of	of	ADP
ajst-14713	92	7	the	the	DET
ajst-14713	92	8	system	system	NOUN
ajst-14713	92	9	using	use	VERB
ajst-14713	92	10	the	the	DET
ajst-14713	92	11	publicly	publicly	ADV
ajst-14713	92	12	available	available	ADJ
ajst-14713	92	13	mimic	mimic	ADJ
ajst-14713	92	14	dataset	dataset	NOUN
ajst-14713	92	15	in	in	ADP
ajst-14713	92	16	a	a	DET
ajst-14713	92	17	high	high	ADJ
ajst-14713	92	18	-	-	PUNCT
ajst-14713	92	19	performance	performance	NOUN
ajst-14713	92	20	environment	environment	NOUN
ajst-14713	92	21	,	,	PUNCT
ajst-14713	92	22	demonstrating	demonstrate	VERB
ajst-14713	92	23	favorable	favorable	ADJ
ajst-14713	92	24	overall	overall	ADJ
ajst-14713	92	25	performance	performance	NOUN
ajst-14713	92	26	with	with	ADP
ajst-14713	92	27	high	high	ADJ
ajst-14713	92	28	accuracy	accuracy	NOUN
ajst-14713	92	29	and	and	CCONJ
ajst-14713	92	30	auc	auc	VERB
ajst-14713	92	31	metrics.however	metrics.however	NOUN
ajst-14713	92	32	,	,	PUNCT
ajst-14713	92	33	the	the	DET
ajst-14713	92	34	paper	paper	NOUN
ajst-14713	92	35	also	also	ADV
ajst-14713	92	36	highlights	highlight	VERB
ajst-14713	92	37	the	the	DET
ajst-14713	92	38	system	system	NOUN
ajst-14713	92	39	's	's	PART
ajst-14713	92	40	relatively	relatively	ADV
ajst-14713	92	41	lower	low	ADJ
ajst-14713	92	42	effectiveness	effectiveness	NOUN
ajst-14713	92	43	in	in	ADP
ajst-14713	92	44	handling	handle	VERB
ajst-14713	92	45	rare	rare	ADJ
ajst-14713	92	46	cases	case	NOUN
ajst-14713	92	47	and	and	CCONJ
ajst-14713	92	48	occasional	occasional	ADJ
ajst-14713	92	49	false	false	ADJ
ajst-14713	92	50	positives	positive	NOUN
ajst-14713	92	51	in	in	ADP
ajst-14713	92	52	specific	specific	ADJ
ajst-14713	92	53	high	high	ADJ
ajst-14713	92	54	-	-	PUNCT
ajst-14713	92	55	risk	risk	NOUN
ajst-14713	92	56	situations	situation	NOUN
ajst-14713	92	57	.	.	PUNCT
ajst-14713	93	1	this	this	PRON
ajst-14713	93	2	indicates	indicate	VERB
ajst-14713	93	3	the	the	DET
ajst-14713	93	4	ongoing	ongoing	ADJ
ajst-14713	93	5	need	need	NOUN
ajst-14713	93	6	for	for	ADP
ajst-14713	93	7	continuous	continuous	ADJ
ajst-14713	93	8	system	system	NOUN
ajst-14713	93	9	optimization	optimization	NOUN
ajst-14713	93	10	to	to	PART
ajst-14713	93	11	strengthen	strengthen	VERB
ajst-14713	93	12	its	its	PRON
ajst-14713	93	13	capabilities	capability	NOUN
ajst-14713	93	14	in	in	ADP
ajst-14713	93	15	managing	manage	VERB
ajst-14713	93	16	complex	complex	ADJ
ajst-14713	93	17	medical	medical	ADJ
ajst-14713	93	18	conditions	condition	NOUN
ajst-14713	93	19	.	.	PUNCT
ajst-14713	94	1	the	the	DET
ajst-14713	94	2	current	current	ADJ
ajst-14713	94	3	findings	finding	NOUN
ajst-14713	94	4	validate	validate	VERB
ajst-14713	94	5	the	the	DET
ajst-14713	94	6	potential	potential	ADJ
ajst-14713	94	7	application	application	NOUN
ajst-14713	94	8	of	of	ADP
ajst-14713	94	9	such	such	ADJ
ajst-14713	94	10	systems	system	NOUN
ajst-14713	94	11	,	,	PUNCT
ajst-14713	94	12	providing	provide	VERB
ajst-14713	94	13	a	a	DET
ajst-14713	94	14	framework	framework	NOUN
ajst-14713	94	15	and	and	CCONJ
ajst-14713	94	16	pathway	pathway	NOUN
ajst-14713	94	17	for	for	ADP
ajst-14713	94	18	future	future	ADJ
ajst-14713	94	19	development	development	NOUN
ajst-14713	94	20	.	.	PUNCT
ajst-14713	95	1	references	reference	NOUN
ajst-14713	95	2	[	[	X
ajst-14713	95	3	1	1	NUM
ajst-14713	95	4	]	]	SYM
ajst-14713	95	5	hu	hu	PROPN
ajst-14713	95	6	,	,	PUNCT
ajst-14713	95	7	h.	h.	PROPN
ajst-14713	95	8	,	,	PUNCT
ajst-14713	95	9	li	li	PROPN
ajst-14713	95	10	,	,	PUNCT
ajst-14713	95	11	s.	s.	PROPN
ajst-14713	95	12	,	,	PUNCT
ajst-14713	95	13	huang	huang	PROPN
ajst-14713	95	14	,	,	PUNCT
ajst-14713	95	15	j.	j.	PROPN
ajst-14713	95	16	,	,	PUNCT
ajst-14713	95	17	liu	liu	PROPN
ajst-14713	95	18	,	,	PUNCT
ajst-14713	95	19	b.	b.	PROPN
ajst-14713	95	20	,	,	PUNCT
ajst-14713	95	21	&	&	CCONJ
ajst-14713	95	22	che	che	PROPN
ajst-14713	95	23	,	,	PUNCT
ajst-14713	95	24	c.	c.	PROPN
ajst-14713	95	25	(	(	PUNCT
ajst-14713	95	26	2023	2023	NUM
ajst-14713	95	27	)	)	PUNCT
ajst-14713	95	28	.	.	PUNCT
ajst-14713	96	1	casting	cast	VERB
ajst-14713	96	2	product	product	NOUN
ajst-14713	96	3	image	image	NOUN
ajst-14713	96	4	data	datum	NOUN
ajst-14713	96	5	for	for	ADP
ajst-14713	96	6	quality	quality	NOUN
ajst-14713	96	7	inspection	inspection	NOUN
ajst-14713	96	8	with	with	ADP
ajst-14713	96	9	xception	xception	NOUN
ajst-14713	96	10	and	and	CCONJ
ajst-14713	96	11	data	datum	NOUN
ajst-14713	96	12	augmentation	augmentation	NOUN
ajst-14713	96	13	.	.	PUNCT
ajst-14713	97	1	journal	journal	PROPN
ajst-14713	97	2	of	of	ADP
ajst-14713	97	3	theory	theory	NOUN
ajst-14713	97	4	and	and	CCONJ
ajst-14713	97	5	practice	practice	NOUN
ajst-14713	97	6	of	of	ADP
ajst-14713	97	7	engineering	engineering	NOUN
ajst-14713	97	8	science	science	NOUN
ajst-14713	97	9	,	,	PUNCT
ajst-14713	97	10	3(10	3(10	NUM
ajst-14713	97	11	)	)	PUNCT
ajst-14713	97	12	,	,	PUNCT
ajst-14713	97	13	42–46	42–46	NUM
ajst-14713	97	14	.	.	PUNCT
ajst-14713	98	1	[	[	X
ajst-14713	98	2	2	2	NUM
ajst-14713	98	3	]	]	X
ajst-14713	98	4	che	che	X
ajst-14713	98	5	,	,	PUNCT
ajst-14713	98	6	c.	c.	PROPN
ajst-14713	98	7	,	,	PUNCT
ajst-14713	98	8	liu	liu	PROPN
ajst-14713	98	9	,	,	PUNCT
ajst-14713	98	10	b.	b.	PROPN
ajst-14713	98	11	,	,	PUNCT
ajst-14713	98	12	li	li	PROPN
ajst-14713	98	13	,	,	PUNCT
ajst-14713	98	14	s.	s.	PROPN
ajst-14713	98	15	,	,	PUNCT
ajst-14713	98	16	huang	huang	PROPN
ajst-14713	98	17	,	,	PUNCT
ajst-14713	98	18	j.	j.	PROPN
ajst-14713	98	19	,	,	PUNCT
ajst-14713	98	20	&	&	CCONJ
ajst-14713	98	21	hu	hu	PROPN
ajst-14713	98	22	,	,	PUNCT
ajst-14713	98	23	h.	h.	PROPN
ajst-14713	98	24	(	(	PUNCT
ajst-14713	98	25	2023	2023	NUM
ajst-14713	98	26	)	)	PUNCT
ajst-14713	98	27	.	.	PUNCT
ajst-14713	99	1	deep	deep	ADJ
ajst-14713	99	2	learning	learning	NOUN
ajst-14713	99	3	for	for	ADP
ajst-14713	99	4	precise	precise	ADJ
ajst-14713	99	5	robot	robot	NOUN
ajst-14713	99	6	position	position	NOUN
ajst-14713	99	7	prediction	prediction	NOUN
ajst-14713	99	8	in	in	ADP
ajst-14713	99	9	logistics	logistic	NOUN
ajst-14713	99	10	.	.	PUNCT
ajst-14713	100	1	journal	journal	PROPN
ajst-14713	100	2	of	of	ADP
ajst-14713	100	3	theory	theory	NOUN
ajst-14713	100	4	and	and	CCONJ
ajst-14713	100	5	practice	practice	NOUN
ajst-14713	100	6	of	of	ADP
ajst-14713	100	7	engineering	engineering	NOUN
ajst-14713	100	8	science	science	NOUN
ajst-14713	100	9	,	,	PUNCT
ajst-14713	100	10	3(10	3(10	NUM
ajst-14713	100	11	)	)	PUNCT
ajst-14713	100	12	,	,	PUNCT
ajst-14713	100	13	36–41	36–41	NUM
ajst-14713	100	14	.	.	PUNCT
ajst-14713	101	1	[	[	X
ajst-14713	101	2	3	3	X
ajst-14713	101	3	]	]	PUNCT
ajst-14713	101	4	s.	s.	PROPN
ajst-14713	101	5	tianbo	tianbo	PROPN
ajst-14713	101	6	,	,	PUNCT
ajst-14713	101	7	h.	h.	PROPN
ajst-14713	101	8	weijun	weijun	PROPN
ajst-14713	101	9	,	,	PUNCT
ajst-14713	101	10	c.	c.	PROPN
ajst-14713	101	11	jiangfeng	jiangfeng	PROPN
ajst-14713	101	12	,	,	PUNCT
ajst-14713	101	13	l.	l.	PROPN
ajst-14713	101	14	weijia	weijia	PROPN
ajst-14713	101	15	,	,	PUNCT
ajst-14713	101	16	y.	y.	PROPN
ajst-14713	101	17	quan	quan	PROPN
ajst-14713	101	18	and	and	CCONJ
ajst-14713	101	19	h.	h.	PROPN
ajst-14713	101	20	kun	kun	PROPN
ajst-14713	101	21	,	,	PUNCT
ajst-14713	101	22	"	"	PUNCT
ajst-14713	101	23	bio	bio	ADJ
ajst-14713	101	24	-	-	PUNCT
ajst-14713	101	25	inspired	inspired	ADJ
ajst-14713	101	26	swarm	swarm	NOUN
ajst-14713	101	27	intelligence	intelligence	NOUN
ajst-14713	101	28	:	:	PUNCT
ajst-14713	101	29	a	a	DET
ajst-14713	101	30	flocking	flock	VERB
ajst-14713	101	31	project	project	NOUN
ajst-14713	101	32	with	with	ADP
ajst-14713	101	33	group	group	NOUN
ajst-14713	101	34	object	object	NOUN
ajst-14713	101	35	recognition	recognition	NOUN
ajst-14713	101	36	,	,	PUNCT
ajst-14713	101	37	"	"	PUNCT
ajst-14713	101	38	2023	2023	NUM
ajst-14713	101	39	3rd	3rd	ADJ
ajst-14713	101	40	international	international	ADJ
ajst-14713	101	41	conference	conference	NOUN
ajst-14713	101	42	on	on	ADP
ajst-14713	101	43	consumer	consumer	NOUN
ajst-14713	101	44	electronics	electronic	NOUN
ajst-14713	101	45	and	and	CCONJ
ajst-14713	101	46	computer	computer	NOUN
ajst-14713	101	47	engineering	engineering	NOUN
ajst-14713	101	48	(	(	PUNCT
ajst-14713	101	49	iccece	iccece	PROPN
ajst-14713	101	50	)	)	PUNCT
ajst-14713	101	51	,	,	PUNCT
ajst-14713	101	52	guangzhou	guangzhou	PROPN
ajst-14713	101	53	,	,	PUNCT
ajst-14713	101	54	china	china	PROPN
ajst-14713	101	55	,	,	PUNCT
ajst-14713	101	56	2023	2023	NUM
ajst-14713	101	57	,	,	PUNCT
ajst-14713	101	58	pp	pp	ADJ
ajst-14713	101	59	.	.	PUNCT
ajst-14713	102	1	834	834	NUM
ajst-14713	102	2	-	-	SYM
ajst-14713	102	3	837	837	NUM
ajst-14713	102	4	.	.	PUNCT
ajst-14713	103	1	[	[	X
ajst-14713	103	2	4	4	X
ajst-14713	103	3	]	]	PUNCT
ajst-14713	103	4	ramathilagam	ramathilagam	PROPN
ajst-14713	103	5	a	a	NOUN
ajst-14713	103	6	,	,	PUNCT
ajst-14713	103	7	pitchipoo	pitchipoo	NOUN
ajst-14713	103	8	p	p	NOUN
ajst-14713	103	9	.modeling	.modeling	NOUN
ajst-14713	103	10	and	and	CCONJ
ajst-14713	103	11	development	development	NOUN
ajst-14713	103	12	of	of	ADP
ajst-14713	103	13	fuzzy	fuzzy	ADJ
ajst-14713	103	14	logic	logic	NOUN
ajst-14713	103	15	-	-	PUNCT
ajst-14713	103	16	based	base	VERB
ajst-14713	103	17	intelligent	intelligent	ADJ
ajst-14713	103	18	decision	decision	NOUN
ajst-14713	103	19	support	support	NOUN
ajst-14713	103	20	system	system	NOUN
ajst-14713	104	1	[	[	X
ajst-14713	104	2	j	j	X
ajst-14713	104	3	]	]	X
ajst-14713	104	4	.	.	PUNCT
ajst-14713	105	1	romanian	romanian	ADJ
ajst-14713	105	2	journal	journal	PROPN
ajst-14713	105	3	of	of	ADP
ajst-14713	105	4	information	information	NOUN
ajst-14713	105	5	science	science	NOUN
ajst-14713	105	6	and	and	CCONJ
ajst-14713	105	7	technology	technology	NOUN
ajst-14713	105	8	,	,	PUNCT
ajst-14713	105	9	2022	2022	NUM
ajst-14713	105	10	.	.	PUNCT
ajst-14713	106	1	[	[	X
ajst-14713	106	2	5	5	X
ajst-14713	106	3	]	]	PUNCT
ajst-14713	106	4	wang	wang	PROPN
ajst-14713	106	5	l	l	PROPN
ajst-14713	106	6	.intelligent	.intelligent	NOUN
ajst-14713	106	7	decision	decision	NOUN
ajst-14713	106	8	support	support	NOUN
ajst-14713	106	9	system	system	NOUN
ajst-14713	106	10	of	of	ADP
ajst-14713	106	11	emergency	emergency	NOUN
ajst-14713	106	12	language	language	NOUN
ajst-14713	106	13	based	base	VERB
ajst-14713	106	14	on	on	ADP
ajst-14713	106	15	fog	fog	ADJ
ajst-14713	106	16	computing[j].mathematical	computing[j].mathematical	ADJ
ajst-14713	106	17	problems	problem	NOUN
ajst-14713	106	18	in	in	ADP
ajst-14713	106	19	engineering	engineering	NOUN
ajst-14713	106	20	,	,	PUNCT
ajst-14713	106	21	2021	2021	NUM
ajst-14713	106	22	,	,	PUNCT
ajst-14713	106	23	2021	2021	NUM
ajst-14713	106	24	.	.	PUNCT
ajst-14713	107	1	[	[	X
ajst-14713	107	2	6	6	NUM
ajst-14713	107	3	]	]	PUNCT
ajst-14713	107	4	shmelova	shmelova	PROPN
ajst-14713	107	5	t	t	PROPN
ajst-14713	107	6	f	f	PROPN
ajst-14713	107	7	,	,	PUNCT
ajst-14713	107	8	sikirda	sikirda	PROPN
ajst-14713	107	9	y	y	PROPN
ajst-14713	107	10	v	v	ADP
ajst-14713	107	11	.collaborative	.collaborative	DET
ajst-14713	107	12	decision	decision	NOUN
ajst-14713	107	13	-	-	PUNCT
ajst-14713	107	14	making	make	VERB
ajst-14713	107	15	models	model	NOUN
ajst-14713	107	16	for	for	ADP
ajst-14713	107	17	uav	uav	PROPN
ajst-14713	107	18	operator	operator	NOUN
ajst-14713	107	19	's	's	PART
ajst-14713	107	20	intelligent	intelligent	ADJ
ajst-14713	107	21	decision	decision	NOUN
ajst-14713	107	22	support	support	NOUN
ajst-14713	107	23	system	system	NOUN
ajst-14713	107	24	in	in	ADP
ajst-14713	107	25	emergencies[j].2021	emergencies[j].2021	PROPN
ajst-14713	107	26	2nd	2nd	ADJ
ajst-14713	107	27	international	international	ADJ
ajst-14713	107	28	conference	conference	NOUN
ajst-14713	107	29	on	on	ADP
ajst-14713	107	30	artificial	artificial	ADJ
ajst-14713	107	31	intelligence	intelligence	NOUN
ajst-14713	107	32	and	and	CCONJ
ajst-14713	107	33	information	information	NOUN
ajst-14713	107	34	systems	system	NOUN
ajst-14713	107	35	,	,	PUNCT
ajst-14713	107	36	2021	2021	NUM
ajst-14713	107	37	.	.	PUNCT
ajst-14713	108	1	[	[	X
ajst-14713	108	2	7	7	X
ajst-14713	108	3	]	]	X
ajst-14713	108	4	chahar	chahar	ADJ
ajst-14713	108	5	r	r	NOUN
ajst-14713	108	6	.computational	.computational	ADJ
ajst-14713	108	7	decision	decision	NOUN
ajst-14713	108	8	support	support	NOUN
ajst-14713	108	9	system	system	NOUN
ajst-14713	108	10	in	in	ADP
ajst-14713	108	11	healthcare	healthcare	PROPN
ajst-14713	108	12	:	:	PUNCT
ajst-14713	108	13	a	a	DET
ajst-14713	108	14	review	review	NOUN
ajst-14713	108	15	and	and	CCONJ
ajst-14713	108	16	analysis[j	analysis[j	PROPN
ajst-14713	108	17	]	]	PUNCT
ajst-14713	108	18	.	.	PUNCT
ajst-14713	108	19	2021	2021	NUM
ajst-14713	108	20	.	.	PUNCT
ajst-14713	109	1	[	[	X
ajst-14713	109	2	8	8	NUM
ajst-14713	109	3	]	]	X
ajst-14713	109	4	koak	koak	PROPN
ajst-14713	109	5	s	s	PROPN
ajst-14713	109	6	,	,	PUNCT
ajst-14713	109	7	tansel	tansel	PROPN
ajst-14713	109	8	y	y	PROPN
ajst-14713	109	9	,	,	PUNCT
ajst-14713	109	10	sert	sert	PROPN
ajst-14713	109	11	m	m	PROPN
ajst-14713	109	12	,	,	PUNCT
ajst-14713	109	13	et	et	NOUN
ajst-14713	109	14	al.development	al.development	ADP
ajst-14713	109	15	of	of	ADP
ajst-14713	109	16	a	a	DET
ajst-14713	109	17	decision	decision	NOUN
ajst-14713	109	18	support	support	NOUN
ajst-14713	109	19	system	system	NOUN
ajst-14713	109	20	for	for	ADP
ajst-14713	109	21	selection	selection	NOUN
ajst-14713	109	22	of	of	ADP
ajst-14713	109	23	reviewers	reviewer	NOUN
ajst-14713	109	24	to	to	PART
ajst-14713	109	25	evaluate	evaluate	VERB
ajst-14713	109	26	research	research	NOUN
ajst-14713	109	27	and	and	CCONJ
ajst-14713	109	28	development	development	NOUN
ajst-14713	109	29	projects[j].international	projects[j].international	PROPN
ajst-14713	109	30	journal	journal	PROPN
ajst-14713	109	31	of	of	ADP
ajst-14713	109	32	information	information	NOUN
ajst-14713	109	33	technology	technology	NOUN
ajst-14713	109	34	&	&	CCONJ
ajst-14713	109	35	decision	decision	NOUN
ajst-14713	109	36	making	making	NOUN
ajst-14713	109	37	,	,	PUNCT
ajst-14713	109	38	2023	2023	NUM
ajst-14713	109	39	,	,	PUNCT
ajst-14713	109	40	22	22	NUM
ajst-14713	109	41	(	(	PUNCT
ajst-14713	109	42	06	06	NUM
ajst-14713	109	43	):	):	PUNCT
ajst-14713	109	44	1991	1991	NUM
ajst-14713	109	45	-	-	SYM
ajst-14713	109	46	2020	2020	NUM
ajst-14713	109	47	.	.	PUNCT
ajst-14713	110	1	[	[	X
ajst-14713	110	2	9	9	NUM
ajst-14713	110	3	]	]	X
ajst-14713	110	4	mursaleen	mursaleen	PROPN
ajst-14713	110	5	m	m	PROPN
ajst-14713	110	6	.development	.development	NOUN
ajst-14713	110	7	of	of	ADP
ajst-14713	110	8	an	an	DET
ajst-14713	110	9	intelligent	intelligent	ADJ
ajst-14713	110	10	decision	decision	NOUN
ajst-14713	110	11	support	support	NOUN
ajst-14713	110	12	system	system	NOUN
ajst-14713	110	13	for	for	ADP
ajst-14713	110	14	attaining	attain	VERB
ajst-14713	110	15	sustainable	sustainable	ADJ
ajst-14713	110	16	growth	growth	NOUN
ajst-14713	110	17	within	within	ADP
ajst-14713	110	18	a	a	DET
ajst-14713	110	19	life	life	NOUN
ajst-14713	110	20	insurance	insurance	NOUN
ajst-14713	110	21	company[j].mathematics	company[j].mathematic	NOUN
ajst-14713	110	22	,	,	PUNCT
ajst-14713	110	23	2021	2021	NUM
ajst-14713	110	24	,	,	PUNCT
ajst-14713	110	25	9	9	NUM
ajst-14713	110	26	.	.	PUNCT
ajst-14713	111	1	[	[	X
ajst-14713	111	2	10	10	NUM
ajst-14713	111	3	]	]	PUNCT
ajst-14713	111	4	najjar	najjar	NOUN
ajst-14713	111	5	a	a	DET
ajst-14713	111	6	,	,	PUNCT
ajst-14713	111	7	amro	amro	ADJ
ajst-14713	111	8	b	b	PROPN
ajst-14713	111	9	,	,	PUNCT
ajst-14713	111	10	macedo	macedo	PROPN
ajst-14713	111	11	m	m	PROPN
ajst-14713	111	12	.an	.an	SYM
ajst-14713	111	13	intelligent	intelligent	ADJ
ajst-14713	111	14	decision	decision	NOUN
ajst-14713	111	15	support	support	NOUN
ajst-14713	111	16	system	system	NOUN
ajst-14713	111	17	for	for	ADP
ajst-14713	111	18	recruitment	recruitment	NOUN
ajst-14713	111	19	:	:	PUNCT
ajst-14713	111	20	resumes	resume	VERB
ajst-14713	111	21	screening	screening	NOUN
ajst-14713	111	22	and	and	CCONJ
ajst-14713	111	23	applicants	applicant	NOUN
ajst-14713	111	24	ranking[j].informatica	ranking[j].informatica	PROPN
ajst-14713	111	25	:	:	PUNCT
ajst-14713	111	26	an	an	DET
ajst-14713	111	27	international	international	ADJ
ajst-14713	111	28	journal	journal	NOUN
ajst-14713	111	29	of	of	ADP
ajst-14713	111	30	computing	computing	NOUN
ajst-14713	111	31	and	and	CCONJ
ajst-14713	111	32	informatics	informatic	NOUN
ajst-14713	111	33	,	,	PUNCT
ajst-14713	111	34	2021(4):45	2021(4):45	ADV
ajst-14713	111	35	.	.	PUNCT