id	sid	tid	token	lemma	pos
easat-1579	1	1	edelweiss	edelweiss	PROPN
easat-1579	1	2	applied	apply	VERB
easat-1579	1	3	science	science	NOUN
easat-1579	1	4	and	and	CCONJ
easat-1579	1	5	technology	technology	NOUN
easat-1579	1	6	issn	issn	PROPN
easat-1579	1	7	:	:	PUNCT
easat-1579	1	8	2576	2576	NUM
easat-1579	1	9	-	-	SYM
easat-1579	1	10	8484	8484	NUM
easat-1579	1	11	vol	vol	NOUN
easat-1579	1	12	.	.	PROPN
easat-1579	1	13	8	8	NUM
easat-1579	1	14	,	,	PUNCT
easat-1579	1	15	no	no	INTJ
easat-1579	1	16	.	.	NOUN
easat-1579	1	17	4	4	NUM
easat-1579	1	18	,	,	PUNCT
easat-1579	1	19	2027	2027	NUM
easat-1579	1	20	-	-	SYM
easat-1579	1	21	2041	2041	NUM
easat-1579	1	22	2024	2024	NUM
easat-1579	1	23	publisher	publisher	NOUN
easat-1579	1	24	:	:	PUNCT
easat-1579	1	25	learning	learn	VERB
easat-1579	1	26	gate	gate	NOUN
easat-1579	1	27	doi	doi	PROPN
easat-1579	1	28	:	:	PUNCT
easat-1579	1	29	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	1	30	©	©	PROPN
easat-1579	1	31	2024	2024	NUM
easat-1579	1	32	by	by	ADP
easat-1579	1	33	the	the	DET
easat-1579	1	34	authors	author	NOUN
easat-1579	1	35	;	;	PUNCT
easat-1579	1	36	licensee	licensee	PROPN
easat-1579	1	37	learning	learning	NOUN
easat-1579	1	38	gate	gate	NOUN
easat-1579	1	39	©	©	PROPN
easat-1579	1	40	2024	2024	NUM
easat-1579	1	41	by	by	ADP
easat-1579	1	42	the	the	DET
easat-1579	1	43	authors	author	NOUN
easat-1579	1	44	;	;	PUNCT
easat-1579	1	45	licensee	licensee	PROPN
easat-1579	1	46	learning	learn	VERB
easat-1579	1	47	gate	gate	NOUN
easat-1579	1	48	*	*	PUNCT
easat-1579	1	49	correspondence	correspondence	NOUN
easat-1579	1	50	:	:	PUNCT
easat-1579	1	51	fakher.karim@alnoor.edu.iq	fakher.karim@alnoor.edu.iq	ADJ
easat-1579	1	52	natural	natural	ADJ
easat-1579	1	53	language	language	NOUN
easat-1579	1	54	processing	processing	NOUN
easat-1579	1	55	for	for	ADP
easat-1579	1	56	healthcare	healthcare	NOUN
easat-1579	1	57	:	:	PUNCT
easat-1579	1	58	applications	application	NOUN
easat-1579	1	59	,	,	PUNCT
easat-1579	1	60	progress	progress	NOUN
easat-1579	1	61	,	,	PUNCT
easat-1579	1	62	and	and	CCONJ
easat-1579	1	63	future	future	ADJ
easat-1579	1	64	directions	direction	NOUN
easat-1579	1	65	fakher	fakher	ADV
easat-1579	1	66	rahim1	rahim1	PROPN
easat-1579	1	67	*	*	PROPN
easat-1579	1	68	,	,	PUNCT
easat-1579	1	69	nada	nada	PROPN
easat-1579	1	70	abdulkareem	abdulkareem	PROPN
easat-1579	1	71	hameed2	hameed2	NOUN
easat-1579	1	72	,	,	PUNCT
easat-1579	1	73	saja	saja	PROPN
easat-1579	1	74	abdulfattah	abdulfattah	PROPN
easat-1579	1	75	salih3	salih3	PROPN
easat-1579	1	76	,	,	PUNCT
easat-1579	1	77	aqeel	aqeel	PROPN
easat-1579	1	78	mahmood	mahmood	PROPN
easat-1579	1	79	jawad4	jawad4	PROPN
easat-1579	1	80	,	,	PUNCT
easat-1579	1	81	hayder	hayder	PROPN
easat-1579	1	82	mahmood	mahmood	PROPN
easat-1579	1	83	salman5	salman5	PROPN
easat-1579	1	84	,	,	PUNCT
easat-1579	1	85	dmytro	dmytro	PROPN
easat-1579	1	86	chornomordenko6	chornomordenko6	PROPN
easat-1579	1	87	1alnoor	1alnoor	NUM
easat-1579	1	88	university	university	NOUN
easat-1579	1	89	,	,	PUNCT
easat-1579	1	90	nineveh	nineveh	NOUN
easat-1579	1	91	,	,	PUNCT
easat-1579	1	92	iraq	iraq	PROPN
easat-1579	1	93	;	;	PUNCT
easat-1579	1	94	fakher.karim@alnoor.edu.iq	fakher.karim@alnoor.edu.iq	ADJ
easat-1579	1	95	(	(	PUNCT
easat-1579	1	96	f.r	f.r	NOUN
easat-1579	1	97	.	.	PUNCT
easat-1579	1	98	)	)	PUNCT
easat-1579	2	1	2al	2al	PROPN
easat-1579	2	2	mansour	mansour	PROPN
easat-1579	2	3	university	university	PROPN
easat-1579	2	4	college	college	PROPN
easat-1579	2	5	,	,	PUNCT
easat-1579	2	6	baghdad	baghdad	PROPN
easat-1579	2	7	,	,	PUNCT
easat-1579	2	8	iraq	iraq	PROPN
easat-1579	2	9	;	;	PUNCT
easat-1579	2	10	nada.abdulkarim@muc.edu.iq	nada.abdulkarim@muc.edu.iq	ADP
easat-1579	2	11	(	(	PUNCT
easat-1579	2	12	n.a.h	n.a.h	NOUN
easat-1579	2	13	.	.	PUNCT
easat-1579	2	14	)	)	PUNCT
easat-1579	3	1	3al	3al	PROPN
easat-1579	3	2	hikma	hikma	PROPN
easat-1579	3	3	university	university	PROPN
easat-1579	3	4	college	college	PROPN
easat-1579	3	5	,	,	PUNCT
easat-1579	3	6	baghdad	baghdad	PROPN
easat-1579	3	7	,	,	PUNCT
easat-1579	3	8	iraq	iraq	PROPN
easat-1579	3	9	;	;	PUNCT
easat-1579	3	10	saja_872008@yahoo.com	saja_872008@yahoo.com	X
easat-1579	3	11	(	(	PUNCT
easat-1579	3	12	s.a.s	s.a.s	PROPN
easat-1579	3	13	.	.	PROPN
easat-1579	3	14	)	)	PUNCT
easat-1579	4	1	4al	4al	NOUN
easat-1579	4	2	-	-	PUNCT
easat-1579	4	3	rafidain	rafidain	PROPN
easat-1579	4	4	university	university	PROPN
easat-1579	4	5	college	college	NOUN
easat-1579	4	6	,	,	PUNCT
easat-1579	4	7	baghdad	baghdad	PROPN
easat-1579	4	8	,	,	PUNCT
easat-1579	4	9	iraq	iraq	PROPN
easat-1579	4	10	;	;	PUNCT
easat-1579	4	11	aqeel.jawad@ruc.edu.iq	aqeel.jawad@ruc.edu.iq	PROPN
easat-1579	4	12	(	(	PUNCT
easat-1579	4	13	a.m.j	a.m.j	NOUN
easat-1579	4	14	.	.	PUNCT
easat-1579	4	15	)	)	PUNCT
easat-1579	5	1	5al	5al	ADJ
easat-1579	5	2	-	-	PUNCT
easat-1579	5	3	turath	turath	NOUN
easat-1579	5	4	university	university	PROPN
easat-1579	5	5	,	,	PUNCT
easat-1579	5	6	baghdad	baghdad	PROPN
easat-1579	5	7	,	,	PUNCT
easat-1579	5	8	iraq	iraq	PROPN
easat-1579	5	9	;	;	PUNCT
easat-1579	5	10	haider.mahmood@turath.edu.iq	haider.mahmood@turath.edu.iq	NOUN
easat-1579	5	11	(	(	PUNCT
easat-1579	5	12	h.m.s	h.m.	NOUN
easat-1579	5	13	.	.	PUNCT
easat-1579	5	14	)	)	PUNCT
easat-1579	6	1	6national	6national	NUM
easat-1579	6	2	university	university	NOUN
easat-1579	6	3	of	of	ADP
easat-1579	6	4	life	life	NOUN
easat-1579	6	5	and	and	CCONJ
easat-1579	6	6	environmental	environmental	ADJ
easat-1579	6	7	sciences	science	NOUN
easat-1579	6	8	of	of	ADP
easat-1579	6	9	ukraine	ukraine	NOUN
easat-1579	6	10	,	,	PUNCT
easat-1579	6	11	kyiv	kyiv	ADJ
easat-1579	6	12	,	,	PUNCT
easat-1579	6	13	ukraine	ukraine	NOUN
easat-1579	6	14	;	;	PUNCT
easat-1579	6	15	d.chornomordenko@nubip.edu.ua	d.chornomordenko@nubip.edu.ua	PROPN
easat-1579	6	16	(	(	PUNCT
easat-1579	6	17	d.c	d.c	PROPN
easat-1579	6	18	.	.	PUNCT
easat-1579	6	19	)	)	PUNCT
easat-1579	7	1	abstract	abstract	ADJ
easat-1579	7	2	:	:	PUNCT
easat-1579	7	3	natural	natural	ADJ
easat-1579	7	4	language	language	NOUN
easat-1579	7	5	processing	processing	NOUN
easat-1579	7	6	(	(	PUNCT
easat-1579	7	7	nlp	nlp	NOUN
easat-1579	7	8	)	)	PUNCT
easat-1579	7	9	is	be	AUX
easat-1579	7	10	causing	cause	VERB
easat-1579	7	11	a	a	DET
easat-1579	7	12	significant	significant	ADJ
easat-1579	7	13	change	change	NOUN
easat-1579	7	14	in	in	ADP
easat-1579	7	15	the	the	DET
easat-1579	7	16	healthcare	healthcare	NOUN
easat-1579	7	17	industry	industry	NOUN
easat-1579	7	18	.	.	PUNCT
easat-1579	8	1	this	this	DET
easat-1579	8	2	state	state	NOUN
easat-1579	8	3	-	-	PUNCT
easat-1579	8	4	of	of	ADP
easat-1579	8	5	-	-	PUNCT
easat-1579	8	6	the	the	DET
easat-1579	8	7	-	-	PUNCT
easat-1579	8	8	art	art	NOUN
easat-1579	8	9	technology	technology	NOUN
easat-1579	8	10	is	be	AUX
easat-1579	8	11	transforming	transform	VERB
easat-1579	8	12	the	the	DET
easat-1579	8	13	processing	processing	NOUN
easat-1579	8	14	,	,	PUNCT
easat-1579	8	15	analysis	analysis	NOUN
easat-1579	8	16	,	,	PUNCT
easat-1579	8	17	and	and	CCONJ
easat-1579	8	18	utilisation	utilisation	NOUN
easat-1579	8	19	of	of	ADP
easat-1579	8	20	healthcare	healthcare	PROPN
easat-1579	8	21	data	datum	NOUN
easat-1579	8	22	by	by	ADP
easat-1579	8	23	improving	improve	VERB
easat-1579	8	24	patient	patient	ADJ
easat-1579	8	25	care	care	NOUN
easat-1579	8	26	and	and	CCONJ
easat-1579	8	27	clinical	clinical	ADJ
easat-1579	8	28	decision	decision	NOUN
easat-1579	8	29	-	-	PUNCT
easat-1579	8	30	making	making	NOUN
easat-1579	8	31	.	.	PUNCT
easat-1579	9	1	this	this	DET
easat-1579	9	2	article	article	NOUN
easat-1579	9	3	aims	aim	VERB
easat-1579	9	4	to	to	PART
easat-1579	9	5	analyse	analyse	VERB
easat-1579	9	6	the	the	DET
easat-1579	9	7	current	current	ADJ
easat-1579	9	8	and	and	CCONJ
easat-1579	9	9	prospective	prospective	ADJ
easat-1579	9	10	uses	use	NOUN
easat-1579	9	11	of	of	ADP
easat-1579	9	12	natural	natural	ADJ
easat-1579	9	13	language	language	NOUN
easat-1579	9	14	processing	processing	NOUN
easat-1579	9	15	(	(	PUNCT
easat-1579	9	16	nlp	nlp	NOUN
easat-1579	9	17	)	)	PUNCT
easat-1579	9	18	in	in	ADP
easat-1579	9	19	the	the	DET
easat-1579	9	20	healthcare	healthcare	NOUN
easat-1579	9	21	industry	industry	NOUN
easat-1579	9	22	.	.	PUNCT
easat-1579	10	1	we	we	PRON
easat-1579	10	2	examine	examine	VERB
easat-1579	10	3	the	the	DET
easat-1579	10	4	tangible	tangible	ADJ
easat-1579	10	5	advancements	advancement	NOUN
easat-1579	10	6	that	that	PRON
easat-1579	10	7	have	have	AUX
easat-1579	10	8	been	be	AUX
easat-1579	10	9	made	make	VERB
easat-1579	10	10	and	and	CCONJ
easat-1579	10	11	shed	shed	VERB
easat-1579	10	12	light	light	NOUN
easat-1579	10	13	on	on	ADP
easat-1579	10	14	the	the	DET
easat-1579	10	15	bright	bright	ADJ
easat-1579	10	16	prospects	prospect	NOUN
easat-1579	10	17	that	that	PRON
easat-1579	10	18	lie	lie	VERB
easat-1579	10	19	ahead	ahead	ADV
easat-1579	10	20	.	.	PUNCT
easat-1579	11	1	the	the	DET
easat-1579	11	2	approach	approach	NOUN
easat-1579	11	3	for	for	ADP
easat-1579	11	4	early	early	ADJ
easat-1579	11	5	sickness	sickness	NOUN
easat-1579	11	6	diagnosis	diagnosis	NOUN
easat-1579	11	7	involves	involve	VERB
easat-1579	11	8	the	the	DET
easat-1579	11	9	use	use	NOUN
easat-1579	11	10	of	of	ADP
easat-1579	11	11	advanced	advanced	ADJ
easat-1579	11	12	predictive	predictive	ADJ
easat-1579	11	13	analytics	analytic	NOUN
easat-1579	11	14	based	base	VERB
easat-1579	11	15	on	on	ADP
easat-1579	11	16	natural	natural	ADJ
easat-1579	11	17	language	language	NOUN
easat-1579	11	18	processing	processing	NOUN
easat-1579	11	19	(	(	PUNCT
easat-1579	11	20	nlp	nlp	NOUN
easat-1579	11	21	)	)	PUNCT
easat-1579	11	22	.	.	PUNCT
easat-1579	12	1	by	by	ADP
easat-1579	12	2	analysing	analyse	VERB
easat-1579	12	3	unstructured	unstructured	ADJ
easat-1579	12	4	patient	patient	ADJ
easat-1579	12	5	narratives	narrative	NOUN
easat-1579	12	6	,	,	PUNCT
easat-1579	12	7	models	model	NOUN
easat-1579	12	8	may	may	AUX
easat-1579	12	9	accurately	accurately	ADV
easat-1579	12	10	identify	identify	VERB
easat-1579	12	11	potential	potential	ADJ
easat-1579	12	12	health	health	NOUN
easat-1579	12	13	issues	issue	NOUN
easat-1579	12	14	with	with	ADP
easat-1579	12	15	exceptional	exceptional	ADJ
easat-1579	12	16	precision	precision	NOUN
easat-1579	12	17	,	,	PUNCT
easat-1579	12	18	sometimes	sometimes	ADV
easat-1579	12	19	exceeding	exceed	VERB
easat-1579	12	20	90	90	NUM
easat-1579	12	21	%	%	NOUN
easat-1579	12	22	accuracy	accuracy	NOUN
easat-1579	12	23	.	.	PUNCT
easat-1579	13	1	this	this	DET
easat-1579	13	2	article	article	NOUN
easat-1579	13	3	discusses	discuss	VERB
easat-1579	13	4	the	the	DET
easat-1579	13	5	benefits	benefit	NOUN
easat-1579	13	6	of	of	ADP
easat-1579	13	7	using	use	VERB
easat-1579	13	8	voice	voice	NOUN
easat-1579	13	9	recognition	recognition	NOUN
easat-1579	13	10	and	and	CCONJ
easat-1579	13	11	chatbots	chatbot	NOUN
easat-1579	13	12	,	,	PUNCT
easat-1579	13	13	such	such	ADJ
easat-1579	13	14	as	as	ADP
easat-1579	13	15	improved	improved	ADJ
easat-1579	13	16	patient	patient	NOUN
easat-1579	13	17	-	-	PUNCT
easat-1579	13	18	provider	provider	NOUN
easat-1579	13	19	communication	communication	NOUN
easat-1579	13	20	and	and	CCONJ
easat-1579	13	21	decreased	decrease	VERB
easat-1579	13	22	administrative	administrative	ADJ
easat-1579	13	23	tasks	task	NOUN
easat-1579	13	24	.	.	PUNCT
easat-1579	14	1	systems	system	NOUN
easat-1579	14	2	powered	power	VERB
easat-1579	14	3	by	by	ADP
easat-1579	14	4	natural	natural	ADJ
easat-1579	14	5	language	language	NOUN
easat-1579	14	6	processing	processing	NOUN
easat-1579	14	7	have	have	AUX
easat-1579	14	8	made	make	VERB
easat-1579	14	9	significant	significant	ADJ
easat-1579	14	10	advancements	advancement	NOUN
easat-1579	14	11	,	,	PUNCT
easat-1579	14	12	as	as	SCONJ
easat-1579	14	13	shown	show	VERB
easat-1579	14	14	by	by	ADP
easat-1579	14	15	statistical	statistical	ADJ
easat-1579	14	16	data	datum	NOUN
easat-1579	14	17	indicating	indicate	VERB
easat-1579	14	18	that	that	SCONJ
easat-1579	14	19	they	they	PRON
easat-1579	14	20	attain	attain	VERB
easat-1579	14	21	an	an	DET
easat-1579	14	22	accuracy	accuracy	NOUN
easat-1579	14	23	rate	rate	NOUN
easat-1579	14	24	of	of	ADP
easat-1579	14	25	80	80	NUM
easat-1579	14	26	%	%	NOUN
easat-1579	14	27	or	or	CCONJ
easat-1579	14	28	more	more	ADJ
easat-1579	14	29	on	on	ADP
easat-1579	14	30	tasks	task	NOUN
easat-1579	14	31	like	like	ADP
easat-1579	14	32	clinical	clinical	ADJ
easat-1579	14	33	text	text	NOUN
easat-1579	14	34	classification	classification	NOUN
easat-1579	14	35	.	.	PUNCT
easat-1579	15	1	consequently	consequently	ADV
easat-1579	15	2	,	,	PUNCT
easat-1579	15	3	medical	medical	ADJ
easat-1579	15	4	record	record	NOUN
easat-1579	15	5	review	review	NOUN
easat-1579	15	6	and	and	CCONJ
easat-1579	15	7	data	datum	NOUN
easat-1579	15	8	extraction	extraction	NOUN
easat-1579	15	9	have	have	AUX
easat-1579	15	10	been	be	AUX
easat-1579	15	11	automated	automate	VERB
easat-1579	15	12	,	,	PUNCT
easat-1579	15	13	hence	hence	ADV
easat-1579	15	14	alleviating	alleviate	VERB
easat-1579	15	15	the	the	DET
easat-1579	15	16	burden	burden	NOUN
easat-1579	15	17	on	on	ADP
easat-1579	15	18	healthcare	healthcare	NOUN
easat-1579	15	19	personnel	personnel	NOUN
easat-1579	15	20	.	.	PUNCT
easat-1579	16	1	hospitals	hospital	NOUN
easat-1579	16	2	may	may	AUX
easat-1579	16	3	use	use	VERB
easat-1579	16	4	sentiment	sentiment	NOUN
easat-1579	16	5	analysis	analysis	NOUN
easat-1579	16	6	on	on	ADP
easat-1579	16	7	online	online	ADJ
easat-1579	16	8	reviews	review	NOUN
easat-1579	16	9	to	to	PART
easat-1579	16	10	assess	assess	VERB
easat-1579	16	11	patient	patient	ADJ
easat-1579	16	12	satisfaction	satisfaction	NOUN
easat-1579	16	13	levels	level	NOUN
easat-1579	16	14	and	and	CCONJ
easat-1579	16	15	implement	implement	VERB
easat-1579	16	16	targeted	targeted	ADJ
easat-1579	16	17	improvements	improvement	NOUN
easat-1579	16	18	,	,	PUNCT
easat-1579	16	19	therefore	therefore	ADV
easat-1579	16	20	enhancing	enhance	VERB
easat-1579	16	21	the	the	DET
easat-1579	16	22	overall	overall	ADJ
easat-1579	16	23	patient	patient	ADJ
easat-1579	16	24	experience	experience	NOUN
easat-1579	16	25	.	.	PUNCT
easat-1579	17	1	undoubtedly	undoubtedly	ADV
easat-1579	17	2	,	,	PUNCT
easat-1579	17	3	natural	natural	ADJ
easat-1579	17	4	language	language	NOUN
easat-1579	17	5	processing	processing	NOUN
easat-1579	17	6	(	(	PUNCT
easat-1579	17	7	nlp	nlp	NOUN
easat-1579	17	8	)	)	PUNCT
easat-1579	17	9	is	be	AUX
easat-1579	17	10	revolutionizing	revolutionize	VERB
easat-1579	17	11	the	the	DET
easat-1579	17	12	healthcare	healthcare	NOUN
easat-1579	17	13	industry	industry	NOUN
easat-1579	17	14	by	by	ADP
easat-1579	17	15	enabling	enable	VERB
easat-1579	17	16	data	datum	NOUN
easat-1579	17	17	-	-	PUNCT
easat-1579	17	18	driven	drive	VERB
easat-1579	17	19	insights	insight	NOUN
easat-1579	17	20	to	to	PART
easat-1579	17	21	optimise	optimise	VERB
easat-1579	17	22	operations	operation	NOUN
easat-1579	17	23	,	,	PUNCT
easat-1579	17	24	personalize	personalize	VERB
easat-1579	17	25	patient	patient	NOUN
easat-1579	17	26	therapy	therapy	NOUN
easat-1579	17	27	,	,	PUNCT
easat-1579	17	28	and	and	CCONJ
easat-1579	17	29	enhance	enhance	VERB
easat-1579	17	30	overall	overall	ADJ
easat-1579	17	31	patient	patient	ADJ
easat-1579	17	32	care	care	NOUN
easat-1579	17	33	quality	quality	NOUN
easat-1579	17	34	.	.	PUNCT
easat-1579	18	1	in	in	ADP
easat-1579	18	2	order	order	NOUN
easat-1579	18	3	to	to	PART
easat-1579	18	4	fully	fully	ADV
easat-1579	18	5	harness	harness	VERB
easat-1579	18	6	the	the	DET
easat-1579	18	7	capabilities	capability	NOUN
easat-1579	18	8	of	of	ADP
easat-1579	18	9	natural	natural	ADJ
easat-1579	18	10	language	language	NOUN
easat-1579	18	11	processing	processing	NOUN
easat-1579	18	12	,	,	PUNCT
easat-1579	18	13	we	we	PRON
easat-1579	18	14	must	must	AUX
easat-1579	18	15	address	address	VERB
easat-1579	18	16	existing	exist	VERB
easat-1579	18	17	challenges	challenge	NOUN
easat-1579	18	18	and	and	CCONJ
easat-1579	18	19	promote	promote	VERB
easat-1579	18	20	continuous	continuous	ADJ
easat-1579	18	21	research	research	NOUN
easat-1579	18	22	in	in	ADP
easat-1579	18	23	areas	area	NOUN
easat-1579	18	24	such	such	ADJ
easat-1579	18	25	as	as	ADP
easat-1579	18	26	deep	deep	ADJ
easat-1579	18	27	learning	learning	NOUN
easat-1579	18	28	and	and	CCONJ
easat-1579	18	29	explainability	explainability	NOUN
easat-1579	18	30	.	.	PUNCT
easat-1579	19	1	only	only	ADV
easat-1579	19	2	by	by	ADP
easat-1579	19	3	doing	do	VERB
easat-1579	19	4	so	so	ADV
easat-1579	19	5	can	can	AUX
easat-1579	19	6	we	we	PRON
easat-1579	19	7	establish	establish	VERB
easat-1579	19	8	a	a	DET
easat-1579	19	9	healthcare	healthcare	NOUN
easat-1579	19	10	system	system	NOUN
easat-1579	19	11	that	that	PRON
easat-1579	19	12	is	be	AUX
easat-1579	19	13	both	both	PRON
easat-1579	19	14	more	more	ADJ
easat-1579	19	15	health	health	NOUN
easat-1579	19	16	-	-	PUNCT
easat-1579	19	17	oriented	orient	VERB
easat-1579	19	18	and	and	CCONJ
easat-1579	19	19	reliant	reliant	ADJ
easat-1579	19	20	on	on	ADP
easat-1579	19	21	data	datum	NOUN
easat-1579	19	22	.	.	PUNCT
easat-1579	20	1	keywords	keyword	NOUN
easat-1579	20	2	:	:	PUNCT
easat-1579	20	3	chatbots	chatbot	NOUN
easat-1579	20	4	,	,	PUNCT
easat-1579	20	5	clinical	clinical	ADJ
easat-1579	20	6	text	text	NOUN
easat-1579	20	7	classification	classification	NOUN
easat-1579	20	8	,	,	PUNCT
easat-1579	20	9	disease	disease	NOUN
easat-1579	20	10	detection	detection	NOUN
easat-1579	20	11	,	,	PUNCT
easat-1579	20	12	healthcare	healthcare	PROPN
easat-1579	20	13	data	data	PROPN
easat-1579	20	14	,	,	PUNCT
easat-1579	20	15	healthcare	healthcare	PROPN
easat-1579	20	16	,	,	PUNCT
easat-1579	20	17	natural	natural	ADJ
easat-1579	20	18	language	language	NOUN
easat-1579	20	19	,	,	PUNCT
easat-1579	20	20	processing	processing	NOUN
easat-1579	20	21	,	,	PUNCT
easat-1579	20	22	patient	patient	ADJ
easat-1579	20	23	care	care	NOUN
easat-1579	20	24	,	,	PUNCT
easat-1579	20	25	predictive	predictive	ADJ
easat-1579	20	26	analytics	analytic	NOUN
easat-1579	20	27	,	,	PUNCT
easat-1579	20	28	sentiment	sentiment	NOUN
easat-1579	20	29	analysis	analysis	NOUN
easat-1579	20	30	,	,	PUNCT
easat-1579	20	31	voice	voice	NOUN
easat-1579	20	32	recognition	recognition	NOUN
easat-1579	20	33	.	.	PUNCT
easat-1579	21	1	1	1	X
easat-1579	21	2	.	.	X
easat-1579	21	3	introduction	introduction	NOUN
easat-1579	21	4	the	the	DET
easat-1579	21	5	healthcare	healthcare	NOUN
easat-1579	21	6	field	field	NOUN
easat-1579	21	7	has	have	AUX
easat-1579	21	8	seen	see	VERB
easat-1579	21	9	the	the	DET
easat-1579	21	10	emergence	emergence	NOUN
easat-1579	21	11	of	of	ADP
easat-1579	21	12	natural	natural	ADJ
easat-1579	21	13	language	language	NOUN
easat-1579	21	14	processing	processing	NOUN
easat-1579	21	15	(	(	PUNCT
easat-1579	21	16	nlp	nlp	NOUN
easat-1579	21	17	)	)	PUNCT
easat-1579	21	18	as	as	ADP
easat-1579	21	19	a	a	DET
easat-1579	21	20	significant	significant	ADJ
easat-1579	21	21	catalyst	catalyst	NOUN
easat-1579	21	22	for	for	ADP
easat-1579	21	23	change	change	NOUN
easat-1579	21	24	.	.	PUNCT
easat-1579	22	1	nlp	nlp	PROPN
easat-1579	22	2	has	have	AUX
easat-1579	22	3	presented	present	VERB
easat-1579	22	4	a	a	DET
easat-1579	22	5	novel	novel	ADJ
easat-1579	22	6	avenue	avenue	NOUN
easat-1579	22	7	for	for	ADP
easat-1579	22	8	extracting	extract	VERB
easat-1579	22	9	valuable	valuable	ADJ
easat-1579	22	10	insights	insight	NOUN
easat-1579	22	11	from	from	ADP
easat-1579	22	12	vast	vast	ADJ
easat-1579	22	13	quantities	quantity	NOUN
easat-1579	22	14	of	of	ADP
easat-1579	22	15	unstructured	unstructured	ADJ
easat-1579	22	16	clinical	clinical	ADJ
easat-1579	22	17	text	text	NOUN
easat-1579	22	18	data	datum	NOUN
easat-1579	22	19	.	.	PUNCT
easat-1579	23	1	the	the	DET
easat-1579	23	2	integration	integration	NOUN
easat-1579	23	3	of	of	ADP
easat-1579	23	4	nlp	nlp	NOUN
easat-1579	23	5	technology	technology	NOUN
easat-1579	23	6	has	have	AUX
easat-1579	23	7	not	not	PART
easat-1579	23	8	only	only	ADV
easat-1579	23	9	resulted	result	VERB
easat-1579	23	10	in	in	ADP
easat-1579	23	11	decreased	decrease	VERB
easat-1579	23	12	administrative	administrative	ADJ
easat-1579	23	13	tasks	task	NOUN
easat-1579	23	14	but	but	CCONJ
easat-1579	23	15	has	have	AUX
easat-1579	23	16	also	also	ADV
easat-1579	23	17	brought	bring	VERB
easat-1579	23	18	about	about	ADP
easat-1579	23	19	significant	significant	ADJ
easat-1579	23	20	changes	change	NOUN
easat-1579	23	21	in	in	ADP
easat-1579	23	22	patient	patient	ADJ
easat-1579	23	23	care	care	NOUN
easat-1579	23	24	,	,	PUNCT
easat-1579	23	25	clinical	clinical	ADJ
easat-1579	23	26	research	research	NOUN
easat-1579	23	27	,	,	PUNCT
easat-1579	23	28	and	and	CCONJ
easat-1579	23	29	decision	decision	NOUN
easat-1579	23	30	-	-	PUNCT
easat-1579	23	31	making	make	VERB
easat-1579	23	32	processes	process	NOUN
easat-1579	23	33	[	[	X
easat-1579	23	34	1	1	NUM
easat-1579	23	35	]	]	PUNCT
easat-1579	23	36	.	.	PUNCT
easat-1579	24	1	this	this	DET
easat-1579	24	2	study	study	NOUN
easat-1579	24	3	delves	delve	VERB
easat-1579	24	4	into	into	ADP
easat-1579	24	5	the	the	DET
easat-1579	24	6	emerging	emerge	VERB
easat-1579	24	7	domain	domain	NOUN
easat-1579	24	8	of	of	ADP
easat-1579	24	9	natural	natural	ADJ
easat-1579	24	10	2028	2028	NUM
easat-1579	24	11	edelweiss	edelweiss	PROPN
easat-1579	24	12	applied	apply	VERB
easat-1579	24	13	science	science	NOUN
easat-1579	24	14	and	and	CCONJ
easat-1579	24	15	technology	technology	NOUN
easat-1579	24	16	issn	issn	PROPN
easat-1579	24	17	:	:	PUNCT
easat-1579	24	18	2576	2576	NUM
easat-1579	24	19	-	-	SYM
easat-1579	24	20	8484	8484	NUM
easat-1579	24	21	vol	vol	NOUN
easat-1579	24	22	.	.	PROPN
easat-1579	25	1	8	8	NUM
easat-1579	25	2	,	,	PUNCT
easat-1579	25	3	no	no	INTJ
easat-1579	25	4	.	.	NOUN
easat-1579	25	5	4	4	NUM
easat-1579	25	6	:	:	SYM
easat-1579	25	7	2027	2027	NUM
easat-1579	25	8	-	-	SYM
easat-1579	25	9	2041	2041	NUM
easat-1579	25	10	,	,	PUNCT
easat-1579	25	11	2024	2024	NUM
easat-1579	25	12	doi	doi	NOUN
easat-1579	25	13	:	:	PUNCT
easat-1579	25	14	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	25	15	©	©	PROPN
easat-1579	25	16	2024	2024	NUM
easat-1579	25	17	by	by	ADP
easat-1579	25	18	the	the	DET
easat-1579	25	19	author	author	NOUN
easat-1579	25	20	;	;	PUNCT
easat-1579	25	21	licensee	licensee	PROPN
easat-1579	25	22	learning	learn	VERB
easat-1579	25	23	gate	gate	NOUN
easat-1579	25	24	language	language	NOUN
easat-1579	25	25	processing	processing	NOUN
easat-1579	25	26	applications	application	NOUN
easat-1579	25	27	in	in	ADP
easat-1579	25	28	the	the	DET
easat-1579	25	29	healthcare	healthcare	NOUN
easat-1579	25	30	sector	sector	NOUN
easat-1579	25	31	,	,	PUNCT
easat-1579	25	32	focusing	focus	VERB
easat-1579	25	33	on	on	ADP
easat-1579	25	34	its	its	PRON
easat-1579	25	35	multifaceted	multifaceted	ADJ
easat-1579	25	36	impact	impact	NOUN
easat-1579	25	37	,	,	PUNCT
easat-1579	25	38	challenges	challenge	NOUN
easat-1579	25	39	,	,	PUNCT
easat-1579	25	40	and	and	CCONJ
easat-1579	25	41	prospective	prospective	ADJ
easat-1579	25	42	avenues	avenue	NOUN
easat-1579	25	43	for	for	ADP
easat-1579	25	44	advancement	advancement	NOUN
easat-1579	25	45	.	.	PUNCT
easat-1579	26	1	the	the	DET
easat-1579	26	2	great	great	ADJ
easat-1579	26	3	popularity	popularity	NOUN
easat-1579	26	4	of	of	ADP
easat-1579	26	5	nlp	nlp	NOUN
easat-1579	26	6	in	in	ADP
easat-1579	26	7	healthcare	healthcare	NOUN
easat-1579	26	8	might	might	AUX
easat-1579	26	9	be	be	AUX
easat-1579	26	10	attributed	attribute	VERB
easat-1579	26	11	to	to	ADP
easat-1579	26	12	its	its	PRON
easat-1579	26	13	flexibility	flexibility	NOUN
easat-1579	26	14	and	and	CCONJ
easat-1579	26	15	adaptation	adaptation	NOUN
easat-1579	26	16	across	across	ADP
easat-1579	26	17	several	several	ADJ
easat-1579	26	18	medical	medical	ADJ
easat-1579	26	19	areas	area	NOUN
easat-1579	26	20	.	.	PUNCT
easat-1579	27	1	the	the	DET
easat-1579	27	2	researchers	researcher	NOUN
easat-1579	27	3	and	and	CCONJ
easat-1579	27	4	healthcare	healthcare	NOUN
easat-1579	27	5	practitioners	practitioner	NOUN
easat-1579	27	6	have	have	AUX
easat-1579	27	7	recognized	recognize	VERB
easat-1579	27	8	this	this	DET
easat-1579	27	9	invention	invention	NOUN
easat-1579	27	10	's	's	PART
easat-1579	27	11	potential	potential	NOUN
easat-1579	27	12	to	to	PART
easat-1579	27	13	encourage	encourage	VERB
easat-1579	27	14	advancements	advancement	NOUN
easat-1579	27	15	and	and	CCONJ
easat-1579	27	16	enhance	enhance	VERB
easat-1579	27	17	patient	patient	ADJ
easat-1579	27	18	results	result	NOUN
easat-1579	27	19	.	.	PUNCT
easat-1579	28	1	as	as	SCONJ
easat-1579	28	2	we	we	PRON
easat-1579	28	3	embark	embark	VERB
easat-1579	28	4	on	on	ADP
easat-1579	28	5	this	this	DET
easat-1579	28	6	endeavor	endeavor	NOUN
easat-1579	28	7	,	,	PUNCT
easat-1579	28	8	we	we	PRON
easat-1579	28	9	must	must	AUX
easat-1579	28	10	draw	draw	VERB
easat-1579	28	11	insights	insight	NOUN
easat-1579	28	12	from	from	ADP
easat-1579	28	13	prior	prior	ADJ
easat-1579	28	14	research	research	NOUN
easat-1579	28	15	and	and	CCONJ
easat-1579	28	16	breakthroughs	breakthrough	NOUN
easat-1579	28	17	that	that	PRON
easat-1579	28	18	underscore	underscore	VERB
easat-1579	28	19	the	the	DET
easat-1579	28	20	significance	significance	NOUN
easat-1579	28	21	of	of	ADP
easat-1579	28	22	natural	natural	ADJ
easat-1579	28	23	language	language	NOUN
easat-1579	28	24	processing	processing	NOUN
easat-1579	28	25	in	in	ADP
easat-1579	28	26	the	the	DET
easat-1579	28	27	healthcare	healthcare	NOUN
easat-1579	28	28	sector	sector	NOUN
easat-1579	28	29	.	.	PUNCT
easat-1579	29	1	the	the	DET
easat-1579	29	2	publication	publication	NOUN
easat-1579	29	3	authored	author	VERB
easat-1579	29	4	by	by	ADP
easat-1579	29	5	yang	yang	PROPN
easat-1579	29	6	et	et	PROPN
easat-1579	29	7	al	al	PROPN
easat-1579	29	8	.	.	PUNCT
easat-1579	30	1	[	[	X
easat-1579	30	2	2	2	NUM
easat-1579	30	3	]	]	PUNCT
easat-1579	30	4	,	,	PUNCT
easat-1579	30	5	signifies	signify	VERB
easat-1579	30	6	a	a	DET
easat-1579	30	7	significant	significant	ADJ
easat-1579	30	8	advancement	advancement	NOUN
easat-1579	30	9	in	in	ADP
easat-1579	30	10	the	the	DET
easat-1579	30	11	integration	integration	NOUN
easat-1579	30	12	of	of	ADP
easat-1579	30	13	nlp	nlp	NOUN
easat-1579	30	14	within	within	ADP
easat-1579	30	15	the	the	DET
easat-1579	30	16	healthcare	healthcare	NOUN
easat-1579	30	17	field	field	NOUN
easat-1579	30	18	.	.	PUNCT
easat-1579	31	1	this	this	DET
easat-1579	31	2	paper	paper	NOUN
easat-1579	31	3	provides	provide	VERB
easat-1579	31	4	insights	insight	NOUN
easat-1579	31	5	into	into	ADP
easat-1579	31	6	the	the	DET
easat-1579	31	7	progress	progress	NOUN
easat-1579	31	8	made	make	VERB
easat-1579	31	9	in	in	ADP
easat-1579	31	10	the	the	DET
easat-1579	31	11	field	field	NOUN
easat-1579	31	12	of	of	ADP
easat-1579	31	13	ophthalmology	ophthalmology	NOUN
easat-1579	31	14	via	via	ADP
easat-1579	31	15	the	the	DET
easat-1579	31	16	use	use	NOUN
easat-1579	31	17	of	of	ADP
easat-1579	31	18	deep	deep	ADJ
easat-1579	31	19	learning	learning	NOUN
easat-1579	31	20	-	-	PUNCT
easat-1579	31	21	driven	drive	VERB
easat-1579	31	22	nlp	nlp	NOUN
easat-1579	31	23	techniques	technique	NOUN
easat-1579	31	24	.	.	PUNCT
easat-1579	32	1	the	the	DET
easat-1579	32	2	study	study	NOUN
easat-1579	32	3	showcases	showcase	VERB
easat-1579	32	4	how	how	SCONJ
easat-1579	32	5	these	these	DET
easat-1579	32	6	methods	method	NOUN
easat-1579	32	7	have	have	AUX
easat-1579	32	8	contributed	contribute	VERB
easat-1579	32	9	to	to	ADP
easat-1579	32	10	enhancing	enhance	VERB
easat-1579	32	11	the	the	DET
easat-1579	32	12	accuracy	accuracy	NOUN
easat-1579	32	13	of	of	ADP
easat-1579	32	14	diagnoses	diagnosis	NOUN
easat-1579	32	15	and	and	CCONJ
easat-1579	32	16	the	the	DET
easat-1579	32	17	quality	quality	NOUN
easat-1579	32	18	of	of	ADP
easat-1579	32	19	patient	patient	ADJ
easat-1579	32	20	care	care	NOUN
easat-1579	32	21	.	.	PUNCT
easat-1579	33	1	in	in	ADP
easat-1579	33	2	addition	addition	NOUN
easat-1579	33	3	to	to	ADP
easat-1579	33	4	its	its	PRON
easat-1579	33	5	role	role	NOUN
easat-1579	33	6	in	in	ADP
easat-1579	33	7	diagnosis	diagnosis	NOUN
easat-1579	33	8	,	,	PUNCT
easat-1579	33	9	natural	natural	ADJ
easat-1579	33	10	language	language	NOUN
easat-1579	33	11	processing	processing	NOUN
easat-1579	33	12	has	have	AUX
easat-1579	33	13	played	play	VERB
easat-1579	33	14	a	a	DET
easat-1579	33	15	crucial	crucial	ADJ
easat-1579	33	16	role	role	NOUN
easat-1579	33	17	in	in	ADP
easat-1579	33	18	the	the	DET
easat-1579	33	19	progression	progression	NOUN
easat-1579	33	20	of	of	ADP
easat-1579	33	21	palliative	palliative	ADJ
easat-1579	33	22	care	care	NOUN
easat-1579	33	23	and	and	CCONJ
easat-1579	33	24	discussions	discussion	NOUN
easat-1579	33	25	around	around	ADP
easat-1579	33	26	end	end	NOUN
easat-1579	33	27	-	-	PUNCT
easat-1579	33	28	of	of	ADP
easat-1579	33	29	-	-	PUNCT
easat-1579	33	30	life	life	NOUN
easat-1579	33	31	matters	matter	NOUN
easat-1579	33	32	.	.	PUNCT
easat-1579	34	1	the	the	DET
easat-1579	34	2	article	article	NOUN
easat-1579	34	3	by	by	ADP
easat-1579	34	4	lindvall	lindvall	PROPN
easat-1579	34	5	et	et	PROPN
easat-1579	34	6	al	al	PROPN
easat-1579	34	7	.	.	PUNCT
easat-1579	35	1	[	[	X
easat-1579	35	2	3	3	X
easat-1579	35	3	]	]	PUNCT
easat-1579	35	4	presents	present	VERB
easat-1579	35	5	a	a	DET
easat-1579	35	6	compelling	compelling	ADJ
easat-1579	35	7	case	case	NOUN
easat-1579	35	8	.	.	PUNCT
easat-1579	36	1	automating	automate	VERB
easat-1579	36	2	advanced	advanced	ADJ
easat-1579	36	3	care	care	NOUN
easat-1579	36	4	planning	planning	NOUN
easat-1579	36	5	paperwork	paperwork	NOUN
easat-1579	36	6	detection	detection	NOUN
easat-1579	36	7	by	by	ADP
easat-1579	36	8	nlp	nlp	NOUN
easat-1579	36	9	facilitates	facilitate	VERB
easat-1579	36	10	enhanced	enhance	VERB
easat-1579	36	11	decision	decision	NOUN
easat-1579	36	12	-	-	PUNCT
easat-1579	36	13	making	making	NOUN
easat-1579	36	14	in	in	ADP
easat-1579	36	15	critical	critical	ADJ
easat-1579	36	16	care	care	NOUN
easat-1579	36	17	scenarios	scenario	NOUN
easat-1579	36	18	,	,	PUNCT
easat-1579	36	19	resulting	result	VERB
easat-1579	36	20	in	in	ADP
easat-1579	36	21	improved	improved	ADJ
easat-1579	36	22	patient	patient	NOUN
easat-1579	36	23	-	-	PUNCT
easat-1579	36	24	centered	center	VERB
easat-1579	36	25	care	care	NOUN
easat-1579	36	26	and	and	CCONJ
easat-1579	36	27	increased	increase	VERB
easat-1579	36	28	information	information	NOUN
easat-1579	36	29	accessibility	accessibility	NOUN
easat-1579	36	30	.	.	PUNCT
easat-1579	37	1	natural	natural	ADJ
easat-1579	37	2	language	language	NOUN
easat-1579	37	3	processing	processing	NOUN
easat-1579	37	4	has	have	AUX
easat-1579	37	5	had	have	VERB
easat-1579	37	6	a	a	DET
easat-1579	37	7	significant	significant	ADJ
easat-1579	37	8	impact	impact	NOUN
easat-1579	37	9	on	on	ADP
easat-1579	37	10	the	the	DET
easat-1579	37	11	field	field	NOUN
easat-1579	37	12	of	of	ADP
easat-1579	37	13	oncology	oncology	NOUN
easat-1579	37	14	,	,	PUNCT
easat-1579	37	15	leading	lead	VERB
easat-1579	37	16	to	to	ADP
easat-1579	37	17	transformative	transformative	ADJ
easat-1579	37	18	advancements	advancement	NOUN
easat-1579	37	19	in	in	ADP
easat-1579	37	20	the	the	DET
easat-1579	37	21	domain	domain	NOUN
easat-1579	37	22	of	of	ADP
easat-1579	37	23	cancer	cancer	NOUN
easat-1579	37	24	therapy	therapy	NOUN
easat-1579	37	25	.	.	PUNCT
easat-1579	38	1	in	in	ADP
easat-1579	38	2	their	their	PRON
easat-1579	38	3	study	study	NOUN
easat-1579	38	4	,	,	PUNCT
easat-1579	38	5	karimi	karimi	PROPN
easat-1579	38	6	et	et	PROPN
easat-1579	38	7	al	al	PROPN
easat-1579	38	8	.	.	PUNCT
easat-1579	39	1	[	[	X
easat-1579	39	2	4	4	NUM
easat-1579	39	3	]	]	PUNCT
easat-1579	39	4	focus	focus	NOUN
easat-1579	39	5	on	on	ADP
easat-1579	39	6	advancing	advance	VERB
easat-1579	39	7	nlp	nlp	ADJ
easat-1579	39	8	techniques	technique	NOUN
easat-1579	39	9	in	in	ADP
easat-1579	39	10	identifying	identify	VERB
easat-1579	39	11	distant	distant	ADJ
easat-1579	39	12	cancer	cancer	NOUN
easat-1579	39	13	recurrence	recurrence	NOUN
easat-1579	39	14	and	and	CCONJ
easat-1579	39	15	localizing	localize	VERB
easat-1579	39	16	recurrence	recurrence	NOUN
easat-1579	39	17	sites	site	NOUN
easat-1579	39	18	by	by	ADP
easat-1579	39	19	analyzing	analyze	VERB
easat-1579	39	20	unstructured	unstructured	ADJ
easat-1579	39	21	electronic	electronic	ADJ
easat-1579	39	22	health	health	NOUN
easat-1579	39	23	record	record	NOUN
easat-1579	39	24	data	datum	NOUN
easat-1579	39	25	.	.	PUNCT
easat-1579	40	1	this	this	DET
easat-1579	40	2	unique	unique	ADJ
easat-1579	40	3	methodology	methodology	NOUN
easat-1579	40	4	enables	enable	VERB
easat-1579	40	5	the	the	DET
easat-1579	40	6	early	early	ADJ
easat-1579	40	7	detection	detection	NOUN
easat-1579	40	8	and	and	CCONJ
easat-1579	40	9	implementation	implementation	NOUN
easat-1579	40	10	of	of	ADP
easat-1579	40	11	more	more	ADJ
easat-1579	40	12	targeted	target	VERB
easat-1579	40	13	treatments	treatment	NOUN
easat-1579	40	14	,	,	PUNCT
easat-1579	40	15	ultimately	ultimately	ADV
easat-1579	40	16	enhancing	enhance	VERB
easat-1579	40	17	patient	patient	ADJ
easat-1579	40	18	outcomes	outcome	NOUN
easat-1579	40	19	.	.	PUNCT
easat-1579	41	1	the	the	DET
easat-1579	41	2	study	study	NOUN
easat-1579	41	3	conducted	conduct	VERB
easat-1579	41	4	by	by	ADP
easat-1579	41	5	yu	yu	PROPN
easat-1579	41	6	et	et	PROPN
easat-1579	41	7	al	al	PROPN
easat-1579	41	8	.	.	PUNCT
easat-1579	42	1	[	[	X
easat-1579	42	2	5	5	NUM
easat-1579	42	3	]	]	PUNCT
easat-1579	42	4	contributes	contribute	VERB
easat-1579	42	5	significantly	significantly	ADV
easat-1579	42	6	to	to	ADP
easat-1579	42	7	the	the	DET
easat-1579	42	8	field	field	NOUN
easat-1579	42	9	of	of	ADP
easat-1579	42	10	nlp	nlp	NOUN
easat-1579	42	11	in	in	ADP
easat-1579	42	12	healthcare	healthcare	NOUN
easat-1579	42	13	by	by	ADP
easat-1579	42	14	examining	examine	VERB
easat-1579	42	15	the	the	DET
easat-1579	42	16	evaluation	evaluation	NOUN
easat-1579	42	17	of	of	ADP
easat-1579	42	18	social	social	ADJ
easat-1579	42	19	determinants	determinant	NOUN
easat-1579	42	20	of	of	ADP
easat-1579	42	21	health	health	NOUN
easat-1579	42	22	documentation	documentation	NOUN
easat-1579	42	23	in	in	ADP
easat-1579	42	24	clinical	clinical	ADJ
easat-1579	42	25	narratives	narrative	NOUN
easat-1579	42	26	,	,	PUNCT
easat-1579	42	27	specifically	specifically	ADV
easat-1579	42	28	about	about	ADP
easat-1579	42	29	lung	lung	NOUN
easat-1579	42	30	cancer	cancer	NOUN
easat-1579	42	31	patients	patient	NOUN
easat-1579	42	32	.	.	PUNCT
easat-1579	43	1	this	this	DET
easat-1579	43	2	study	study	NOUN
easat-1579	43	3	emphasizes	emphasize	VERB
easat-1579	43	4	the	the	DET
easat-1579	43	5	importance	importance	NOUN
easat-1579	43	6	of	of	ADP
easat-1579	43	7	nlp	nlp	NOUN
easat-1579	43	8	in	in	ADP
easat-1579	43	9	addressing	address	VERB
easat-1579	43	10	health	health	NOUN
easat-1579	43	11	disparities	disparity	NOUN
easat-1579	43	12	by	by	ADP
easat-1579	43	13	analyzing	analyze	VERB
easat-1579	43	14	the	the	DET
easat-1579	43	15	documentation	documentation	NOUN
easat-1579	43	16	of	of	ADP
easat-1579	43	17	socioeconomic	socioeconomic	ADJ
easat-1579	43	18	factors	factor	NOUN
easat-1579	43	19	that	that	PRON
easat-1579	43	20	influence	influence	VERB
easat-1579	43	21	health	health	NOUN
easat-1579	43	22	in	in	ADP
easat-1579	43	23	clinical	clinical	ADJ
easat-1579	43	24	narratives	narrative	NOUN
easat-1579	43	25	.	.	PUNCT
easat-1579	44	1	the	the	DET
easat-1579	44	2	findings	finding	NOUN
easat-1579	44	3	underscore	underscore	VERB
easat-1579	44	4	the	the	DET
easat-1579	44	5	potential	potential	NOUN
easat-1579	44	6	of	of	ADP
easat-1579	44	7	nlp	nlp	NOUN
easat-1579	44	8	to	to	PART
easat-1579	44	9	inform	inform	VERB
easat-1579	44	10	targeted	target	VERB
easat-1579	44	11	interventions	intervention	NOUN
easat-1579	44	12	and	and	CCONJ
easat-1579	44	13	assist	assist	VERB
easat-1579	44	14	patient	patient	ADJ
easat-1579	44	15	populations	population	NOUN
easat-1579	44	16	facing	face	VERB
easat-1579	44	17	disadvantages	disadvantage	NOUN
easat-1579	44	18	.	.	PUNCT
easat-1579	45	1	in	in	ADP
easat-1579	45	2	addition	addition	NOUN
easat-1579	45	3	to	to	ADP
easat-1579	45	4	the	the	DET
easat-1579	45	5	processes	process	NOUN
easat-1579	45	6	of	of	ADP
easat-1579	45	7	diagnosis	diagnosis	NOUN
easat-1579	45	8	and	and	CCONJ
easat-1579	45	9	therapy	therapy	NOUN
easat-1579	45	10	,	,	PUNCT
easat-1579	45	11	natural	natural	ADJ
easat-1579	45	12	language	language	NOUN
easat-1579	45	13	processing	processing	NOUN
easat-1579	45	14	has	have	AUX
easat-1579	45	15	played	play	VERB
easat-1579	45	16	a	a	DET
easat-1579	45	17	significant	significant	ADJ
easat-1579	45	18	role	role	NOUN
easat-1579	45	19	in	in	ADP
easat-1579	45	20	optimizing	optimize	VERB
easat-1579	45	21	radiology	radiology	NOUN
easat-1579	45	22	protocols	protocol	NOUN
easat-1579	45	23	and	and	CCONJ
easat-1579	45	24	enhancing	enhance	VERB
easat-1579	45	25	the	the	DET
easat-1579	45	26	precision	precision	NOUN
easat-1579	45	27	of	of	ADP
easat-1579	45	28	pulmonary	pulmonary	ADJ
easat-1579	45	29	nodule	nodule	NOUN
easat-1579	45	30	identification	identification	NOUN
easat-1579	45	31	.	.	PUNCT
easat-1579	46	1	the	the	DET
easat-1579	46	2	study	study	NOUN
easat-1579	46	3	by	by	ADP
easat-1579	46	4	zheng	zheng	PROPN
easat-1579	46	5	et	et	PROPN
easat-1579	46	6	al	al	PROPN
easat-1579	46	7	.	.	PUNCT
easat-1579	47	1	[	[	X
easat-1579	47	2	6	6	NUM
easat-1579	47	3	]	]	PUNCT
easat-1579	47	4	demonstrates	demonstrate	VERB
easat-1579	47	5	the	the	DET
easat-1579	47	6	potential	potential	NOUN
easat-1579	47	7	of	of	ADP
easat-1579	47	8	nlp	nlp	NOUN
easat-1579	47	9	and	and	CCONJ
easat-1579	47	10	highlights	highlight	NOUN
easat-1579	47	11	its	its	PRON
easat-1579	47	12	significance	significance	NOUN
easat-1579	47	13	in	in	ADP
easat-1579	47	14	enhancing	enhance	VERB
easat-1579	47	15	radiological	radiological	ADJ
easat-1579	47	16	assessments	assessment	NOUN
easat-1579	47	17	and	and	CCONJ
easat-1579	47	18	ensuring	ensure	VERB
easat-1579	47	19	prompt	prompt	ADJ
easat-1579	47	20	patient	patient	ADJ
easat-1579	47	21	treatment	treatment	NOUN
easat-1579	47	22	.	.	PUNCT
easat-1579	48	1	the	the	DET
easat-1579	48	2	scholarly	scholarly	ADJ
easat-1579	48	3	article	article	NOUN
easat-1579	48	4	by	by	ADP
easat-1579	48	5	zeng	zeng	PROPN
easat-1579	48	6	et	et	PROPN
easat-1579	48	7	al	al	PROPN
easat-1579	48	8	.	.	PUNCT
easat-1579	49	1	[	[	X
easat-1579	49	2	7	7	X
easat-1579	49	3	]	]	PUNCT
easat-1579	49	4	underscores	underscore	VERB
easat-1579	49	5	the	the	DET
easat-1579	49	6	significance	significance	NOUN
easat-1579	49	7	of	of	ADP
easat-1579	49	8	nlp	nlp	ADJ
easat-1579	49	9	techniques	technique	NOUN
easat-1579	49	10	in	in	ADP
easat-1579	49	11	personalized	personalized	ADJ
easat-1579	49	12	cancer	cancer	NOUN
easat-1579	49	13	therapy	therapy	NOUN
easat-1579	49	14	.	.	PUNCT
easat-1579	50	1	natural	natural	ADJ
easat-1579	50	2	language	language	NOUN
easat-1579	50	3	processing	processing	NOUN
easat-1579	50	4	offers	offer	VERB
easat-1579	50	5	healthcare	healthcare	NOUN
easat-1579	50	6	professionals	professional	NOUN
easat-1579	50	7	valuable	valuable	ADJ
easat-1579	50	8	insights	insight	NOUN
easat-1579	50	9	into	into	ADP
easat-1579	50	10	treatment	treatment	NOUN
easat-1579	50	11	patterns	pattern	NOUN
easat-1579	50	12	and	and	CCONJ
easat-1579	50	13	outcomes	outcome	NOUN
easat-1579	50	14	by	by	ADP
easat-1579	50	15	extracting	extract	VERB
easat-1579	50	16	and	and	CCONJ
easat-1579	50	17	analyzing	analyze	VERB
easat-1579	50	18	cancer	cancer	NOUN
easat-1579	50	19	treatment	treatment	NOUN
easat-1579	50	20	data	datum	NOUN
easat-1579	50	21	from	from	ADP
easat-1579	50	22	electronic	electronic	ADJ
easat-1579	50	23	medical	medical	ADJ
easat-1579	50	24	records	record	NOUN
easat-1579	50	25	,	,	PUNCT
easat-1579	50	26	supporting	support	VERB
easat-1579	50	27	treatment	treatment	NOUN
easat-1579	50	28	decision	decision	NOUN
easat-1579	50	29	-	-	PUNCT
easat-1579	50	30	making	making	NOUN
easat-1579	50	31	.	.	PUNCT
easat-1579	51	1	nlp	nlp	ADJ
easat-1579	51	2	use	use	NOUN
easat-1579	51	3	in	in	ADP
easat-1579	51	4	the	the	DET
easat-1579	51	5	healthcare	healthcare	NOUN
easat-1579	51	6	sector	sector	NOUN
easat-1579	51	7	has	have	AUX
easat-1579	51	8	ushered	usher	VERB
easat-1579	51	9	in	in	ADP
easat-1579	51	10	a	a	DET
easat-1579	51	11	new	new	ADJ
easat-1579	51	12	epoch	epoch	NOUN
easat-1579	51	13	characterized	characterize	VERB
easat-1579	51	14	by	by	ADP
easat-1579	51	15	evidence	evidence	NOUN
easat-1579	51	16	-	-	PUNCT
easat-1579	51	17	based	base	VERB
easat-1579	51	18	decision	decision	NOUN
easat-1579	51	19	-	-	PUNCT
easat-1579	51	20	making	making	NOUN
easat-1579	51	21	,	,	PUNCT
easat-1579	51	22	enhanced	enhance	VERB
easat-1579	51	23	patient	patient	ADJ
easat-1579	51	24	care	care	NOUN
easat-1579	51	25	,	,	PUNCT
easat-1579	51	26	and	and	CCONJ
easat-1579	51	27	broadened	broaden	VERB
easat-1579	51	28	clinical	clinical	ADJ
easat-1579	51	29	research	research	NOUN
easat-1579	51	30	capacities	capacity	NOUN
easat-1579	51	31	.	.	PUNCT
easat-1579	52	1	the	the	DET
easat-1579	52	2	introduction	introduction	NOUN
easat-1579	52	3	encompasses	encompass	VERB
easat-1579	52	4	a	a	DET
easat-1579	52	5	limited	limited	ADJ
easat-1579	52	6	selection	selection	NOUN
easat-1579	52	7	of	of	ADP
easat-1579	52	8	nlp	nlp	NOUN
easat-1579	52	9	applications	application	NOUN
easat-1579	52	10	in	in	ADP
easat-1579	52	11	healthcare	healthcare	PROPN
easat-1579	52	12	,	,	PUNCT
easat-1579	52	13	representing	represent	VERB
easat-1579	52	14	just	just	ADV
easat-1579	52	15	a	a	DET
easat-1579	52	16	fraction	fraction	NOUN
easat-1579	52	17	of	of	ADP
easat-1579	52	18	the	the	DET
easat-1579	52	19	extensive	extensive	ADJ
easat-1579	52	20	field	field	NOUN
easat-1579	52	21	of	of	ADP
easat-1579	52	22	study	study	NOUN
easat-1579	52	23	in	in	ADP
easat-1579	52	24	this	this	DET
easat-1579	52	25	area	area	NOUN
easat-1579	52	26	.	.	PUNCT
easat-1579	53	1	the	the	DET
easat-1579	53	2	articles	article	NOUN
easat-1579	53	3	examine	examine	VERB
easat-1579	53	4	the	the	DET
easat-1579	53	5	many	many	ADJ
easat-1579	53	6	methodologies	methodology	NOUN
easat-1579	53	7	,	,	PUNCT
easat-1579	53	8	challenges	challenge	NOUN
easat-1579	53	9	,	,	PUNCT
easat-1579	53	10	and	and	CCONJ
easat-1579	53	11	prospective	prospective	ADJ
easat-1579	53	12	avenues	avenue	NOUN
easat-1579	53	13	that	that	PRON
easat-1579	53	14	define	define	VERB
easat-1579	53	15	the	the	DET
easat-1579	53	16	advancements	advancement	NOUN
easat-1579	53	17	of	of	ADP
easat-1579	53	18	natural	natural	ADJ
easat-1579	53	19	language	language	NOUN
easat-1579	53	20	processing	processing	NOUN
easat-1579	53	21	in	in	ADP
easat-1579	53	22	the	the	DET
easat-1579	53	23	healthcare	healthcare	NOUN
easat-1579	53	24	sector	sector	NOUN
easat-1579	53	25	,	,	PUNCT
easat-1579	53	26	ultimately	ultimately	ADV
easat-1579	53	27	culminating	culminate	VERB
easat-1579	53	28	in	in	ADP
easat-1579	53	29	an	an	DET
easat-1579	53	30	enhanced	enhanced	ADJ
easat-1579	53	31	and	and	CCONJ
easat-1579	53	32	patient	patient	NOUN
easat-1579	53	33	-	-	PUNCT
easat-1579	53	34	focused	focus	VERB
easat-1579	53	35	healthcare	healthcare	NOUN
easat-1579	53	36	ecosystem	ecosystem	NOUN
easat-1579	53	37	.	.	PUNCT
easat-1579	54	1	1.1	1.1	NUM
easat-1579	54	2	.	.	PUNCT
easat-1579	55	1	study	study	NOUN
easat-1579	55	2	objective	objective	NOUN
easat-1579	55	3	the	the	DET
easat-1579	55	4	article	article	NOUN
easat-1579	55	5	examines	examine	VERB
easat-1579	55	6	the	the	DET
easat-1579	55	7	many	many	ADJ
easat-1579	55	8	uses	use	NOUN
easat-1579	55	9	,	,	PUNCT
easat-1579	55	10	problems	problem	NOUN
easat-1579	55	11	,	,	PUNCT
easat-1579	55	12	and	and	CCONJ
easat-1579	55	13	possible	possible	ADJ
easat-1579	55	14	future	future	ADJ
easat-1579	55	15	advancements	advancement	NOUN
easat-1579	55	16	of	of	ADP
easat-1579	55	17	natural	natural	ADJ
easat-1579	55	18	language	language	NOUN
easat-1579	55	19	processing	processing	NOUN
easat-1579	55	20	within	within	ADP
easat-1579	55	21	the	the	DET
easat-1579	55	22	healthcare	healthcare	NOUN
easat-1579	55	23	domain	domain	NOUN
easat-1579	55	24	.	.	PUNCT
easat-1579	56	1	this	this	DET
easat-1579	56	2	effort	effort	NOUN
easat-1579	56	3	aims	aim	VERB
easat-1579	56	4	to	to	PART
easat-1579	56	5	achieve	achieve	VERB
easat-1579	56	6	many	many	ADJ
easat-1579	56	7	outcomes	outcome	NOUN
easat-1579	56	8	.	.	PUNCT
easat-1579	57	1	this	this	DET
easat-1579	57	2	discourse	discourse	NOUN
easat-1579	57	3	aims	aim	VERB
easat-1579	57	4	to	to	PART
easat-1579	57	5	examine	examine	VERB
easat-1579	57	6	the	the	DET
easat-1579	57	7	profound	profound	ADJ
easat-1579	57	8	impact	impact	NOUN
easat-1579	57	9	that	that	SCONJ
easat-1579	57	10	natural	natural	ADJ
easat-1579	57	11	language	language	NOUN
easat-1579	57	12	processing	processing	NOUN
easat-1579	57	13	(	(	PUNCT
easat-1579	57	14	nlp	nlp	NOUN
easat-1579	57	15	)	)	PUNCT
easat-1579	57	16	has	have	AUX
easat-1579	57	17	had	have	VERB
easat-1579	57	18	on	on	ADP
easat-1579	57	19	medical	medical	ADJ
easat-1579	57	20	therapy	therapy	NOUN
easat-1579	57	21	.	.	PUNCT
easat-1579	58	1	the	the	DET
easat-1579	58	2	initiative	initiative	NOUN
easat-1579	58	3	aims	aim	VERB
easat-1579	58	4	to	to	PART
easat-1579	58	5	disseminate	disseminate	VERB
easat-1579	58	6	knowledge	knowledge	NOUN
easat-1579	58	7	on	on	ADP
easat-1579	58	8	the	the	DET
easat-1579	58	9	advantages	advantage	NOUN
easat-1579	58	10	of	of	ADP
easat-1579	58	11	natural	natural	ADJ
easat-1579	58	12	language	language	NOUN
easat-1579	58	13	processing	processing	NOUN
easat-1579	58	14	nlp	nlp	NOUN
easat-1579	58	15	technology	technology	NOUN
easat-1579	58	16	in	in	ADP
easat-1579	58	17	the	the	DET
easat-1579	58	18	healthcare	healthcare	NOUN
easat-1579	58	19	sector	sector	NOUN
easat-1579	58	20	to	to	ADP
easat-1579	58	21	various	various	ADJ
easat-1579	58	22	stakeholders	stakeholder	NOUN
easat-1579	58	23	,	,	PUNCT
easat-1579	58	24	including	include	VERB
easat-1579	58	25	doctors	doctor	NOUN
easat-1579	58	26	,	,	PUNCT
easat-1579	58	27	researchers	researcher	NOUN
easat-1579	58	28	,	,	PUNCT
easat-1579	58	29	policymakers	policymaker	NOUN
easat-1579	58	30	,	,	PUNCT
easat-1579	58	31	and	and	CCONJ
easat-1579	58	32	the	the	DET
easat-1579	58	33	wider	wide	ADJ
easat-1579	58	34	public	public	NOUN
easat-1579	58	35	.	.	PUNCT
easat-1579	59	1	2029	2029	NUM
easat-1579	59	2	edelweiss	edelweiss	PROPN
easat-1579	59	3	applied	apply	VERB
easat-1579	59	4	science	science	NOUN
easat-1579	59	5	and	and	CCONJ
easat-1579	59	6	technology	technology	NOUN
easat-1579	59	7	issn	issn	PROPN
easat-1579	59	8	:	:	PUNCT
easat-1579	59	9	2576	2576	NUM
easat-1579	59	10	-	-	SYM
easat-1579	59	11	8484	8484	NUM
easat-1579	59	12	vol	vol	NOUN
easat-1579	59	13	.	.	PROPN
easat-1579	59	14	8	8	NUM
easat-1579	59	15	,	,	PUNCT
easat-1579	59	16	no	no	INTJ
easat-1579	59	17	.	.	NOUN
easat-1579	59	18	4	4	NUM
easat-1579	59	19	:	:	SYM
easat-1579	59	20	2027	2027	NUM
easat-1579	59	21	-	-	SYM
easat-1579	59	22	2041	2041	NUM
easat-1579	59	23	,	,	PUNCT
easat-1579	59	24	2024	2024	NUM
easat-1579	59	25	doi	doi	NOUN
easat-1579	59	26	:	:	PUNCT
easat-1579	59	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	59	28	©	©	PROPN
easat-1579	59	29	2024	2024	NUM
easat-1579	59	30	by	by	ADP
easat-1579	59	31	the	the	DET
easat-1579	59	32	author	author	NOUN
easat-1579	59	33	;	;	PUNCT
easat-1579	59	34	licensee	licensee	PROPN
easat-1579	59	35	learning	learning	NOUN
easat-1579	59	36	gate	gate	NOUN
easat-1579	59	37	this	this	DET
easat-1579	59	38	literature	literature	NOUN
easat-1579	59	39	review	review	NOUN
easat-1579	59	40	examines	examine	VERB
easat-1579	59	41	current	current	ADJ
easat-1579	59	42	studies	study	NOUN
easat-1579	59	43	and	and	CCONJ
easat-1579	59	44	research	research	NOUN
easat-1579	59	45	advancements	advancement	NOUN
easat-1579	59	46	in	in	ADP
easat-1579	59	47	the	the	DET
easat-1579	59	48	domain	domain	NOUN
easat-1579	59	49	of	of	ADP
easat-1579	59	50	healthcare	healthcare	PROPN
easat-1579	59	51	natural	natural	ADJ
easat-1579	59	52	language	language	NOUN
easat-1579	59	53	processing	processing	NOUN
easat-1579	59	54	,	,	PUNCT
easat-1579	59	55	using	use	VERB
easat-1579	59	56	the	the	DET
easat-1579	59	57	contributions	contribution	NOUN
easat-1579	59	58	of	of	ADP
easat-1579	59	59	notable	notable	ADJ
easat-1579	59	60	scholars	scholar	NOUN
easat-1579	59	61	and	and	CCONJ
easat-1579	59	62	institutions	institution	NOUN
easat-1579	59	63	in	in	ADP
easat-1579	59	64	this	this	DET
easat-1579	59	65	area	area	NOUN
easat-1579	59	66	.	.	PUNCT
easat-1579	60	1	the	the	DET
easat-1579	60	2	objective	objective	NOUN
easat-1579	60	3	is	be	AUX
easat-1579	60	4	to	to	PART
easat-1579	60	5	demonstrate	demonstrate	VERB
easat-1579	60	6	the	the	DET
easat-1579	60	7	potential	potential	ADJ
easat-1579	60	8	use	use	NOUN
easat-1579	60	9	of	of	ADP
easat-1579	60	10	natural	natural	ADJ
easat-1579	60	11	language	language	NOUN
easat-1579	60	12	processing	processing	NOUN
easat-1579	60	13	(	(	PUNCT
easat-1579	60	14	nlp	nlp	NOUN
easat-1579	60	15	)	)	PUNCT
easat-1579	60	16	in	in	ADP
easat-1579	60	17	healthcare	healthcare	PROPN
easat-1579	60	18	,	,	PUNCT
easat-1579	60	19	drawing	draw	VERB
easat-1579	60	20	upon	upon	SCONJ
easat-1579	60	21	relevant	relevant	ADJ
easat-1579	60	22	research	research	NOUN
easat-1579	60	23	as	as	SCONJ
easat-1579	60	24	highlighted	highlight	VERB
easat-1579	60	25	in	in	ADP
easat-1579	60	26	the	the	DET
easat-1579	60	27	introductory	introductory	ADJ
easat-1579	60	28	section	section	NOUN
easat-1579	60	29	.	.	PUNCT
easat-1579	61	1	addressing	address	VERB
easat-1579	61	2	concerns	concern	NOUN
easat-1579	61	3	about	about	ADP
easat-1579	61	4	data	datum	NOUN
easat-1579	61	5	privacy	privacy	NOUN
easat-1579	61	6	,	,	PUNCT
easat-1579	61	7	data	datum	NOUN
easat-1579	61	8	quality	quality	NOUN
easat-1579	61	9	,	,	PUNCT
easat-1579	61	10	and	and	CCONJ
easat-1579	61	11	algorithmic	algorithmic	ADJ
easat-1579	61	12	bias	bias	NOUN
easat-1579	61	13	in	in	ADP
easat-1579	61	14	the	the	DET
easat-1579	61	15	context	context	NOUN
easat-1579	61	16	of	of	ADP
easat-1579	61	17	nlp	nlp	NOUN
easat-1579	61	18	within	within	ADP
easat-1579	61	19	the	the	DET
easat-1579	61	20	healthcare	healthcare	NOUN
easat-1579	61	21	domain	domain	NOUN
easat-1579	61	22	is	be	AUX
easat-1579	61	23	paramount	paramount	ADJ
easat-1579	61	24	.	.	PUNCT
easat-1579	62	1	recognizing	recognize	VERB
easat-1579	62	2	these	these	DET
easat-1579	62	3	difficulties	difficulty	NOUN
easat-1579	62	4	may	may	AUX
easat-1579	62	5	lead	lead	VERB
easat-1579	62	6	to	to	ADP
easat-1579	62	7	a	a	DET
easat-1579	62	8	more	more	ADV
easat-1579	62	9	ethical	ethical	ADJ
easat-1579	62	10	and	and	CCONJ
easat-1579	62	11	responsible	responsible	ADJ
easat-1579	62	12	use	use	NOUN
easat-1579	62	13	of	of	ADP
easat-1579	62	14	nlp	nlp	NOUN
easat-1579	62	15	within	within	ADP
easat-1579	62	16	medical	medical	ADJ
easat-1579	62	17	contexts	contexts	NOUN
easat-1579	62	18	.	.	PUNCT
easat-1579	63	1	this	this	DET
easat-1579	63	2	article	article	NOUN
easat-1579	63	3	presents	present	VERB
easat-1579	63	4	a	a	DET
easat-1579	63	5	comprehensive	comprehensive	ADJ
easat-1579	63	6	overview	overview	NOUN
easat-1579	63	7	of	of	ADP
easat-1579	63	8	the	the	DET
easat-1579	63	9	future	future	ADJ
easat-1579	63	10	trajectory	trajectory	NOUN
easat-1579	63	11	of	of	ADP
easat-1579	63	12	healthcare	healthcare	PROPN
easat-1579	63	13	nlp	nlp	PROPN
easat-1579	63	14	.	.	PUNCT
easat-1579	64	1	this	this	DET
easat-1579	64	2	study	study	NOUN
easat-1579	64	3	aims	aim	VERB
easat-1579	64	4	to	to	PART
easat-1579	64	5	examine	examine	VERB
easat-1579	64	6	the	the	DET
easat-1579	64	7	possible	possible	ADJ
easat-1579	64	8	advantages	advantage	NOUN
easat-1579	64	9	that	that	SCONJ
easat-1579	64	10	the	the	DET
easat-1579	64	11	latest	late	ADJ
easat-1579	64	12	advancements	advancement	NOUN
easat-1579	64	13	and	and	CCONJ
easat-1579	64	14	unexplored	unexplored	ADJ
easat-1579	64	15	capabilities	capability	NOUN
easat-1579	64	16	of	of	ADP
easat-1579	64	17	natural	natural	ADJ
easat-1579	64	18	language	language	NOUN
easat-1579	64	19	processing	processing	NOUN
easat-1579	64	20	may	may	AUX
easat-1579	64	21	provide	provide	VERB
easat-1579	64	22	to	to	ADP
easat-1579	64	23	fields	field	NOUN
easat-1579	64	24	such	such	ADJ
easat-1579	64	25	as	as	ADP
easat-1579	64	26	personalized	personalized	ADJ
easat-1579	64	27	medicine	medicine	NOUN
easat-1579	64	28	,	,	PUNCT
easat-1579	64	29	telemedicine	telemedicine	NOUN
easat-1579	64	30	,	,	PUNCT
easat-1579	64	31	and	and	CCONJ
easat-1579	64	32	population	population	NOUN
easat-1579	64	33	health	health	NOUN
easat-1579	64	34	management	management	NOUN
easat-1579	64	35	.	.	PUNCT
easat-1579	65	1	the	the	DET
easat-1579	65	2	article	article	NOUN
easat-1579	65	3	furnishes	furnish	VERB
easat-1579	65	4	healthcare	healthcare	NOUN
easat-1579	65	5	practitioners	practitioner	NOUN
easat-1579	65	6	and	and	CCONJ
easat-1579	65	7	researchers	researcher	NOUN
easat-1579	65	8	with	with	ADP
easat-1579	65	9	the	the	DET
easat-1579	65	10	necessary	necessary	ADJ
easat-1579	65	11	knowledge	knowledge	NOUN
easat-1579	65	12	and	and	CCONJ
easat-1579	65	13	methods	method	NOUN
easat-1579	65	14	to	to	PART
easat-1579	65	15	effectively	effectively	ADV
easat-1579	65	16	use	use	VERB
easat-1579	65	17	nlp	nlp	NOUN
easat-1579	65	18	to	to	PART
easat-1579	65	19	enhance	enhance	VERB
easat-1579	65	20	patient	patient	ADJ
easat-1579	65	21	care	care	NOUN
easat-1579	65	22	,	,	PUNCT
easat-1579	65	23	facilitate	facilitate	VERB
easat-1579	65	24	clinical	clinical	ADJ
easat-1579	65	25	decision	decision	NOUN
easat-1579	65	26	-	-	PUNCT
easat-1579	65	27	making	making	NOUN
easat-1579	65	28	,	,	PUNCT
easat-1579	65	29	and	and	CCONJ
easat-1579	65	30	contribute	contribute	VERB
easat-1579	65	31	to	to	ADP
easat-1579	65	32	the	the	DET
easat-1579	65	33	overall	overall	ADJ
easat-1579	65	34	improvement	improvement	NOUN
easat-1579	65	35	of	of	ADP
easat-1579	65	36	healthcare	healthcare	NOUN
easat-1579	65	37	.	.	PUNCT
easat-1579	66	1	1.2	1.2	NUM
easat-1579	66	2	.	.	PUNCT
easat-1579	67	1	problem	problem	NOUN
easat-1579	67	2	statement	statement	NOUN
easat-1579	67	3	the	the	DET
easat-1579	67	4	healthcare	healthcare	NOUN
easat-1579	67	5	sector	sector	NOUN
easat-1579	67	6	is	be	AUX
easat-1579	67	7	now	now	ADV
easat-1579	67	8	confronted	confront	VERB
easat-1579	67	9	with	with	ADP
easat-1579	67	10	a	a	DET
easat-1579	67	11	significant	significant	ADJ
easat-1579	67	12	obstacle	obstacle	NOUN
easat-1579	67	13	in	in	ADP
easat-1579	67	14	efficiently	efficiently	ADV
easat-1579	67	15	using	use	VERB
easat-1579	67	16	natural	natural	ADJ
easat-1579	67	17	language	language	NOUN
easat-1579	67	18	processing	processing	NOUN
easat-1579	67	19	technology	technology	NOUN
easat-1579	67	20	to	to	PART
easat-1579	67	21	derive	derive	VERB
easat-1579	67	22	valuable	valuable	ADJ
easat-1579	67	23	insights	insight	NOUN
easat-1579	67	24	from	from	ADP
easat-1579	67	25	extensive	extensive	ADJ
easat-1579	67	26	unstructured	unstructured	ADJ
easat-1579	67	27	clinical	clinical	ADJ
easat-1579	67	28	text	text	NOUN
easat-1579	67	29	data	datum	NOUN
easat-1579	67	30	.	.	PUNCT
easat-1579	68	1	despite	despite	SCONJ
easat-1579	68	2	the	the	DET
easat-1579	68	3	considerable	considerable	ADJ
easat-1579	68	4	potential	potential	NOUN
easat-1579	68	5	to	to	PART
easat-1579	68	6	bring	bring	VERB
easat-1579	68	7	about	about	ADP
easat-1579	68	8	transformative	transformative	ADJ
easat-1579	68	9	changes	change	NOUN
easat-1579	68	10	in	in	ADP
easat-1579	68	11	patient	patient	ADJ
easat-1579	68	12	care	care	NOUN
easat-1579	68	13	,	,	PUNCT
easat-1579	68	14	clinical	clinical	ADJ
easat-1579	68	15	research	research	NOUN
easat-1579	68	16	,	,	PUNCT
easat-1579	68	17	and	and	CCONJ
easat-1579	68	18	administrative	administrative	ADJ
easat-1579	68	19	operations	operation	NOUN
easat-1579	68	20	,	,	PUNCT
easat-1579	68	21	the	the	DET
easat-1579	68	22	integration	integration	NOUN
easat-1579	68	23	of	of	ADP
easat-1579	68	24	this	this	DET
easat-1579	68	25	technology	technology	NOUN
easat-1579	68	26	faces	face	VERB
easat-1579	68	27	substantial	substantial	ADJ
easat-1579	68	28	barriers	barrier	NOUN
easat-1579	68	29	.	.	PUNCT
easat-1579	69	1	a	a	DET
easat-1579	69	2	significant	significant	ADJ
easat-1579	69	3	issue	issue	NOUN
easat-1579	69	4	is	be	AUX
easat-1579	69	5	a	a	DET
easat-1579	69	6	need	need	NOUN
easat-1579	69	7	for	for	ADP
easat-1579	69	8	defined	define	VERB
easat-1579	69	9	data	datum	NOUN
easat-1579	69	10	formats	format	NOUN
easat-1579	69	11	and	and	CCONJ
easat-1579	69	12	terminologies	terminology	NOUN
easat-1579	69	13	,	,	PUNCT
easat-1579	69	14	leading	lead	VERB
easat-1579	69	15	to	to	ADP
easat-1579	69	16	data	datum	NOUN
easat-1579	69	17	fragmentation	fragmentation	NOUN
easat-1579	69	18	and	and	CCONJ
easat-1579	69	19	impeding	impede	VERB
easat-1579	69	20	interoperability	interoperability	NOUN
easat-1579	69	21	across	across	ADP
easat-1579	69	22	healthcare	healthcare	NOUN
easat-1579	69	23	systems	system	NOUN
easat-1579	69	24	.	.	PUNCT
easat-1579	70	1	furthermore	furthermore	ADV
easat-1579	70	2	,	,	PUNCT
easat-1579	70	3	the	the	DET
easat-1579	70	4	emergence	emergence	NOUN
easat-1579	70	5	of	of	ADP
easat-1579	70	6	data	datum	NOUN
easat-1579	70	7	privacy	privacy	NOUN
easat-1579	70	8	and	and	CCONJ
easat-1579	70	9	security	security	NOUN
easat-1579	70	10	concerns	concern	NOUN
easat-1579	70	11	has	have	AUX
easat-1579	70	12	given	give	VERB
easat-1579	70	13	rise	rise	NOUN
easat-1579	70	14	to	to	ADP
easat-1579	70	15	apprehensions	apprehension	NOUN
easat-1579	70	16	about	about	ADP
easat-1579	70	17	the	the	DET
easat-1579	70	18	preservation	preservation	NOUN
easat-1579	70	19	of	of	ADP
easat-1579	70	20	patient	patient	ADJ
easat-1579	70	21	confidentiality	confidentiality	NOUN
easat-1579	70	22	and	and	CCONJ
easat-1579	70	23	adherence	adherence	NOUN
easat-1579	70	24	to	to	ADP
easat-1579	70	25	legal	legal	ADJ
easat-1579	70	26	frameworks	framework	NOUN
easat-1579	70	27	such	such	ADJ
easat-1579	70	28	as	as	ADP
easat-1579	70	29	the	the	DET
easat-1579	70	30	health	health	NOUN
easat-1579	70	31	insurance	insurance	NOUN
easat-1579	70	32	portability	portability	NOUN
easat-1579	70	33	and	and	CCONJ
easat-1579	70	34	accountability	accountability	NOUN
easat-1579	70	35	act	act	NOUN
easat-1579	70	36	(	(	PUNCT
easat-1579	70	37	hipaa	hipaa	PROPN
easat-1579	70	38	)	)	PUNCT
easat-1579	70	39	.	.	PUNCT
easat-1579	71	1	the	the	DET
easat-1579	71	2	precision	precision	NOUN
easat-1579	71	3	and	and	CCONJ
easat-1579	71	4	dependability	dependability	NOUN
easat-1579	71	5	of	of	ADP
easat-1579	71	6	nlp	nlp	ADJ
easat-1579	71	7	algorithms	algorithm	NOUN
easat-1579	71	8	continue	continue	VERB
easat-1579	71	9	to	to	PART
easat-1579	71	10	pose	pose	VERB
easat-1579	71	11	a	a	DET
easat-1579	71	12	significant	significant	ADJ
easat-1579	71	13	obstacle	obstacle	NOUN
easat-1579	71	14	,	,	PUNCT
easat-1579	71	15	particularly	particularly	ADV
easat-1579	71	16	in	in	ADP
easat-1579	71	17	fields	field	NOUN
easat-1579	71	18	where	where	SCONJ
easat-1579	71	19	accurate	accurate	ADJ
easat-1579	71	20	clinical	clinical	ADJ
easat-1579	71	21	decision	decision	NOUN
easat-1579	71	22	-	-	PUNCT
easat-1579	71	23	making	making	NOUN
easat-1579	71	24	is	be	AUX
easat-1579	71	25	of	of	ADP
easat-1579	71	26	utmost	utmost	ADJ
easat-1579	71	27	importance	importance	NOUN
easat-1579	71	28	.	.	PUNCT
easat-1579	72	1	the	the	DET
easat-1579	72	2	adoption	adoption	NOUN
easat-1579	72	3	of	of	ADP
easat-1579	72	4	natural	natural	ADJ
easat-1579	72	5	language	language	NOUN
easat-1579	72	6	processing	processing	NOUN
easat-1579	72	7	solutions	solution	NOUN
easat-1579	72	8	is	be	AUX
easat-1579	72	9	complicated	complicate	VERB
easat-1579	72	10	by	by	ADP
easat-1579	72	11	algorithmic	algorithmic	ADJ
easat-1579	72	12	biases	bias	NOUN
easat-1579	72	13	,	,	PUNCT
easat-1579	72	14	challenges	challenge	NOUN
easat-1579	72	15	related	relate	VERB
easat-1579	72	16	to	to	ADP
easat-1579	72	17	data	datum	NOUN
easat-1579	72	18	quality	quality	NOUN
easat-1579	72	19	,	,	PUNCT
easat-1579	72	20	and	and	CCONJ
easat-1579	72	21	the	the	DET
easat-1579	72	22	need	need	NOUN
easat-1579	72	23	for	for	ADP
easat-1579	72	24	ongoing	ongoing	ADJ
easat-1579	72	25	training	training	NOUN
easat-1579	72	26	to	to	PART
easat-1579	72	27	stay	stay	VERB
easat-1579	72	28	up	up	ADP
easat-1579	72	29	-	-	PUNCT
easat-1579	72	30	to	to	ADP
easat-1579	72	31	-	-	PUNCT
easat-1579	72	32	date	date	NOUN
easat-1579	72	33	with	with	ADP
easat-1579	72	34	advancing	advance	VERB
easat-1579	72	35	medical	medical	ADJ
easat-1579	72	36	knowledge	knowledge	NOUN
easat-1579	72	37	.	.	PUNCT
easat-1579	73	1	the	the	DET
easat-1579	73	2	successful	successful	ADJ
easat-1579	73	3	resolution	resolution	NOUN
easat-1579	73	4	of	of	ADP
easat-1579	73	5	these	these	DET
easat-1579	73	6	challenges	challenge	NOUN
easat-1579	73	7	and	and	CCONJ
easat-1579	73	8	the	the	DET
easat-1579	73	9	full	full	ADJ
easat-1579	73	10	realization	realization	NOUN
easat-1579	73	11	of	of	ADP
easat-1579	73	12	the	the	DET
easat-1579	73	13	potential	potential	NOUN
easat-1579	73	14	of	of	ADP
easat-1579	73	15	natural	natural	ADJ
easat-1579	73	16	language	language	NOUN
easat-1579	73	17	processing	processing	NOUN
easat-1579	73	18	in	in	ADP
easat-1579	73	19	the	the	DET
easat-1579	73	20	healthcare	healthcare	NOUN
easat-1579	73	21	sector	sector	NOUN
easat-1579	73	22	are	be	AUX
easat-1579	73	23	of	of	ADP
easat-1579	73	24	utmost	utmost	ADJ
easat-1579	73	25	importance	importance	NOUN
easat-1579	73	26	,	,	PUNCT
easat-1579	73	27	necessitating	necessitate	VERB
easat-1579	73	28	collaborative	collaborative	ADJ
easat-1579	73	29	endeavors	endeavor	NOUN
easat-1579	73	30	from	from	ADP
easat-1579	73	31	healthcare	healthcare	NOUN
easat-1579	73	32	organizations	organization	NOUN
easat-1579	73	33	,	,	PUNCT
easat-1579	73	34	technological	technological	ADJ
easat-1579	73	35	innovators	innovator	NOUN
easat-1579	73	36	,	,	PUNCT
easat-1579	73	37	and	and	CCONJ
easat-1579	73	38	regulatory	regulatory	ADJ
easat-1579	73	39	authorities	authority	NOUN
easat-1579	73	40	.	.	PUNCT
easat-1579	74	1	resolving	resolve	VERB
easat-1579	74	2	these	these	DET
easat-1579	74	3	issues	issue	NOUN
easat-1579	74	4	is	be	AUX
easat-1579	74	5	crucial	crucial	ADJ
easat-1579	74	6	to	to	ADP
easat-1579	74	7	accessing	access	VERB
easat-1579	74	8	the	the	DET
easat-1579	74	9	revolutionary	revolutionary	ADJ
easat-1579	74	10	advantages	advantage	NOUN
easat-1579	74	11	of	of	ADP
easat-1579	74	12	natural	natural	ADJ
easat-1579	74	13	language	language	NOUN
easat-1579	74	14	processing	processing	NOUN
easat-1579	74	15	nlp	nlp	NOUN
easat-1579	74	16	in	in	ADP
easat-1579	74	17	enhancing	enhance	VERB
easat-1579	74	18	healthcare	healthcare	NOUN
easat-1579	74	19	results	result	NOUN
easat-1579	74	20	and	and	CCONJ
easat-1579	74	21	patient	patient	ADJ
easat-1579	74	22	encounters	encounter	NOUN
easat-1579	74	23	.	.	PUNCT
easat-1579	75	1	2	2	X
easat-1579	75	2	.	.	X
easat-1579	75	3	literature	literature	NOUN
easat-1579	75	4	review	review	VERB
easat-1579	75	5	the	the	DET
easat-1579	75	6	literature	literature	NOUN
easat-1579	75	7	review	review	NOUN
easat-1579	75	8	thoroughly	thoroughly	ADV
easat-1579	75	9	examines	examine	VERB
easat-1579	75	10	current	current	ADJ
easat-1579	75	11	research	research	NOUN
easat-1579	75	12	efforts	effort	NOUN
easat-1579	75	13	that	that	PRON
easat-1579	75	14	use	use	VERB
easat-1579	75	15	natural	natural	ADJ
easat-1579	75	16	language	language	NOUN
easat-1579	75	17	processing	processing	NOUN
easat-1579	75	18	in	in	ADP
easat-1579	75	19	healthcare	healthcare	PROPN
easat-1579	75	20	.	.	PUNCT
easat-1579	76	1	these	these	DET
easat-1579	76	2	studies	study	NOUN
easat-1579	76	3	provide	provide	VERB
easat-1579	76	4	:	:	PUNCT
easat-1579	76	5	a.	a.	NOUN
easat-1579	76	6	insights	insight	NOUN
easat-1579	76	7	into	into	ADP
easat-1579	76	8	the	the	DET
easat-1579	76	9	many	many	ADJ
easat-1579	76	10	uses	use	NOUN
easat-1579	76	11	and	and	CCONJ
easat-1579	76	12	developing	develop	VERB
easat-1579	76	13	patterns	pattern	NOUN
easat-1579	76	14	in	in	ADP
easat-1579	76	15	natural	natural	ADJ
easat-1579	76	16	language	language	NOUN
easat-1579	76	17	processing	processing	NOUN
easat-1579	76	18	(	(	PUNCT
easat-1579	76	19	nlp	nlp	NOUN
easat-1579	76	20	)	)	PUNCT
easat-1579	76	21	;	;	PUNCT
easat-1579	76	22	b.	b.	PROPN
easat-1579	76	23	showcasing	showcase	VERB
easat-1579	76	24	its	its	PRON
easat-1579	76	25	significant	significant	ADJ
easat-1579	76	26	influence	influence	NOUN
easat-1579	76	27	on	on	ADP
easat-1579	76	28	healthcare	healthcare	NOUN
easat-1579	76	29	procedures	procedure	NOUN
easat-1579	76	30	;	;	PUNCT
easat-1579	76	31	c.	c.	PROPN
easat-1579	76	32	scholarly	scholarly	ADJ
easat-1579	76	33	investigations	investigation	NOUN
easat-1579	76	34	;	;	PUNCT
easat-1579	76	35	d.	d.	PROPN
easat-1579	76	36	the	the	DET
easat-1579	76	37	results	result	NOUN
easat-1579	76	38	experienced	experience	VERB
easat-1579	76	39	by	by	ADP
easat-1579	76	40	patients	patient	NOUN
easat-1579	76	41	.	.	PUNCT
easat-1579	77	1	the	the	DET
easat-1579	77	2	study	study	NOUN
easat-1579	77	3	conducted	conduct	VERB
easat-1579	77	4	by	by	ADP
easat-1579	77	5	gonzález	gonzález	PROPN
easat-1579	77	6	-	-	PUNCT
easat-1579	77	7	juanatey	juanatey	PROPN
easat-1579	77	8	et	et	PROPN
easat-1579	77	9	al	al	PROPN
easat-1579	77	10	.	.	PUNCT
easat-1579	78	1	[	[	X
easat-1579	78	2	8	8	NUM
easat-1579	78	3	]	]	PUNCT
easat-1579	78	4	serves	serve	VERB
easat-1579	78	5	as	as	ADP
easat-1579	78	6	an	an	DET
easat-1579	78	7	illustration	illustration	NOUN
easat-1579	78	8	of	of	ADP
easat-1579	78	9	the	the	DET
easat-1579	78	10	utilization	utilization	NOUN
easat-1579	78	11	of	of	ADP
easat-1579	78	12	natural	natural	ADJ
easat-1579	78	13	language	language	NOUN
easat-1579	78	14	processing	processing	NOUN
easat-1579	78	15	in	in	ADP
easat-1579	78	16	evaluating	evaluate	VERB
easat-1579	78	17	the	the	DET
easat-1579	78	18	medical	medical	ADJ
easat-1579	78	19	care	care	NOUN
easat-1579	78	20	provided	provide	VERB
easat-1579	78	21	to	to	ADP
easat-1579	78	22	individuals	individual	NOUN
easat-1579	78	23	with	with	ADP
easat-1579	78	24	cardiovascular	cardiovascular	ADJ
easat-1579	78	25	conditions	condition	NOUN
easat-1579	78	26	.	.	PUNCT
easat-1579	79	1	this	this	DET
easat-1579	79	2	research	research	NOUN
easat-1579	79	3	highlights	highlight	VERB
easat-1579	79	4	the	the	DET
easat-1579	79	5	capacity	capacity	NOUN
easat-1579	79	6	of	of	ADP
easat-1579	79	7	nlp	nlp	NOUN
easat-1579	79	8	to	to	PART
easat-1579	79	9	enhance	enhance	VERB
easat-1579	79	10	treatment	treatment	NOUN
easat-1579	79	11	approaches	approach	NOUN
easat-1579	79	12	and	and	CCONJ
easat-1579	79	13	tactics	tactic	NOUN
easat-1579	79	14	.	.	PUNCT
easat-1579	80	1	in	in	ADP
easat-1579	80	2	their	their	PRON
easat-1579	80	3	recent	recent	ADJ
easat-1579	80	4	study	study	NOUN
easat-1579	80	5	,	,	PUNCT
easat-1579	80	6	ayre	ayre	PROPN
easat-1579	80	7	et	et	PROPN
easat-1579	80	8	al	al	PROPN
easat-1579	80	9	.	.	PUNCT
easat-1579	81	1	[	[	X
easat-1579	81	2	9	9	NUM
easat-1579	81	3	]	]	PUNCT
easat-1579	81	4	provides	provide	VERB
easat-1579	81	5	a	a	DET
easat-1579	81	6	new	new	ADJ
easat-1579	81	7	natural	natural	ADJ
easat-1579	81	8	language	language	NOUN
easat-1579	81	9	processing	processing	NOUN
easat-1579	81	10	(	(	PUNCT
easat-1579	81	11	nlp	nlp	NOUN
easat-1579	81	12	)	)	PUNCT
easat-1579	81	13	tool	tool	NOUN
easat-1579	81	14	to	to	PART
easat-1579	81	15	detect	detect	VERB
easat-1579	81	16	perinatal	perinatal	ADJ
easat-1579	81	17	self	self	NOUN
easat-1579	81	18	-	-	PUNCT
easat-1579	81	19	harm	harm	NOUN
easat-1579	81	20	inside	inside	ADP
easat-1579	81	21	electronic	electronic	ADJ
easat-1579	81	22	healthcare	healthcare	NOUN
easat-1579	81	23	records	record	NOUN
easat-1579	81	24	.	.	PUNCT
easat-1579	82	1	this	this	DET
easat-1579	82	2	tool	tool	NOUN
easat-1579	82	3	is	be	AUX
easat-1579	82	4	designed	design	VERB
easat-1579	82	5	to	to	PART
easat-1579	82	6	tackle	tackle	VERB
easat-1579	82	7	the	the	DET
easat-1579	82	8	pressing	press	VERB
easat-1579	82	9	mental	mental	ADJ
easat-1579	82	10	health	health	NOUN
easat-1579	82	11	issue	issue	NOUN
easat-1579	82	12	in	in	ADP
easat-1579	82	13	maternal	maternal	ADJ
easat-1579	82	14	care	care	NOUN
easat-1579	82	15	.	.	PUNCT
easat-1579	83	1	the	the	DET
easat-1579	83	2	study	study	NOUN
easat-1579	83	3	by	by	ADP
easat-1579	83	4	chang	chang	PROPN
easat-1579	83	5	et	et	PROPN
easat-1579	83	6	al	al	PROPN
easat-1579	83	7	.	.	PUNCT
easat-1579	84	1	[	[	X
easat-1579	84	2	10	10	NUM
easat-1579	84	3	]	]	PUNCT
easat-1579	84	4	introduces	introduce	VERB
easat-1579	84	5	an	an	DET
easat-1579	84	6	innovative	innovative	ADJ
easat-1579	84	7	methodology	methodology	NOUN
easat-1579	84	8	that	that	PRON
easat-1579	84	9	utilizes	utilize	VERB
easat-1579	84	10	natural	natural	ADJ
easat-1579	84	11	language	language	NOUN
easat-1579	84	12	processing	processing	NOUN
easat-1579	84	13	techniques	technique	NOUN
easat-1579	84	14	and	and	CCONJ
easat-1579	84	15	structured	structure	VERB
easat-1579	84	16	medical	medical	ADJ
easat-1579	84	17	data	datum	NOUN
easat-1579	84	18	to	to	PART
easat-1579	84	19	characterize	characterize	VERB
easat-1579	84	20	and	and	CCONJ
easat-1579	84	21	classify	classify	VERB
easat-1579	84	22	individuals	individual	NOUN
easat-1579	84	23	2030	2030	NUM
easat-1579	84	24	edelweiss	edelweiss	PROPN
easat-1579	84	25	applied	apply	VERB
easat-1579	84	26	science	science	NOUN
easat-1579	84	27	and	and	CCONJ
easat-1579	84	28	technology	technology	NOUN
easat-1579	84	29	issn	issn	PROPN
easat-1579	84	30	:	:	PUNCT
easat-1579	84	31	2576	2576	NUM
easat-1579	84	32	-	-	SYM
easat-1579	84	33	8484	8484	NUM
easat-1579	84	34	vol	vol	NOUN
easat-1579	84	35	.	.	PROPN
easat-1579	85	1	8	8	NUM
easat-1579	85	2	,	,	PUNCT
easat-1579	85	3	no	no	INTJ
easat-1579	85	4	.	.	NOUN
easat-1579	85	5	4	4	NUM
easat-1579	85	6	:	:	SYM
easat-1579	85	7	2027	2027	NUM
easat-1579	85	8	-	-	SYM
easat-1579	85	9	2041	2041	NUM
easat-1579	85	10	,	,	PUNCT
easat-1579	85	11	2024	2024	NUM
easat-1579	85	12	doi	doi	NOUN
easat-1579	85	13	:	:	PUNCT
easat-1579	85	14	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	85	15	©	©	PROPN
easat-1579	85	16	2024	2024	NUM
easat-1579	85	17	by	by	ADP
easat-1579	85	18	the	the	DET
easat-1579	85	19	author	author	NOUN
easat-1579	85	20	;	;	PUNCT
easat-1579	85	21	licensee	licensee	PROPN
easat-1579	85	22	learning	learn	VERB
easat-1579	85	23	gate	gate	NOUN
easat-1579	85	24	affected	affect	VERB
easat-1579	85	25	by	by	ADP
easat-1579	85	26	covid-19	covid-19	PROPN
easat-1579	85	27	.	.	PUNCT
easat-1579	86	1	this	this	DET
easat-1579	86	2	approach	approach	NOUN
easat-1579	86	3	proves	prove	VERB
easat-1579	86	4	to	to	PART
easat-1579	86	5	be	be	AUX
easat-1579	86	6	valuable	valuable	ADJ
easat-1579	86	7	in	in	ADP
easat-1579	86	8	supporting	support	VERB
easat-1579	86	9	and	and	CCONJ
easat-1579	86	10	enhancing	enhance	VERB
easat-1579	86	11	the	the	DET
easat-1579	86	12	overall	overall	ADJ
easat-1579	86	13	response	response	NOUN
easat-1579	86	14	strategies	strategy	NOUN
easat-1579	86	15	used	use	VERB
easat-1579	86	16	during	during	ADP
easat-1579	86	17	the	the	DET
easat-1579	86	18	ongoing	ongoing	ADJ
easat-1579	86	19	epidemic	epidemic	NOUN
easat-1579	86	20	.	.	PUNCT
easat-1579	87	1	the	the	DET
easat-1579	87	2	study	study	NOUN
easat-1579	87	3	conducted	conduct	VERB
easat-1579	87	4	by	by	ADP
easat-1579	87	5	rouillard	rouillard	NOUN
easat-1579	87	6	et	et	PROPN
easat-1579	87	7	al	al	PROPN
easat-1579	87	8	.	.	PUNCT
easat-1579	88	1	[	[	X
easat-1579	88	2	11	11	NUM
easat-1579	88	3	]	]	PUNCT
easat-1579	88	4	centers	center	NOUN
easat-1579	88	5	on	on	ADP
easat-1579	88	6	using	use	VERB
easat-1579	88	7	nlp	nlp	ADJ
easat-1579	88	8	techniques	technique	NOUN
easat-1579	88	9	to	to	PART
easat-1579	88	10	identify	identify	VERB
easat-1579	88	11	socioeconomic	socioeconomic	ADJ
easat-1579	88	12	determinants	determinant	NOUN
easat-1579	88	13	of	of	ADP
easat-1579	88	14	health	health	NOUN
easat-1579	88	15	inside	inside	ADP
easat-1579	88	16	electronic	electronic	ADJ
easat-1579	88	17	health	health	NOUN
easat-1579	88	18	records	record	NOUN
easat-1579	88	19	.	.	PUNCT
easat-1579	89	1	the	the	DET
easat-1579	89	2	primary	primary	ADJ
easat-1579	89	3	objective	objective	NOUN
easat-1579	89	4	of	of	ADP
easat-1579	89	5	this	this	DET
easat-1579	89	6	research	research	NOUN
easat-1579	89	7	is	be	AUX
easat-1579	89	8	to	to	PART
easat-1579	89	9	advance	advance	VERB
easat-1579	89	10	the	the	DET
easat-1579	89	11	provision	provision	NOUN
easat-1579	89	12	of	of	ADP
easat-1579	89	13	equitable	equitable	ADJ
easat-1579	89	14	healthcare	healthcare	NOUN
easat-1579	89	15	.	.	PUNCT
easat-1579	90	1	the	the	DET
easat-1579	90	2	study	study	NOUN
easat-1579	90	3	conducted	conduct	VERB
easat-1579	90	4	by	by	ADP
easat-1579	90	5	woo	woo	NOUN
easat-1579	90	6	et	et	PROPN
easat-1579	90	7	al	al	PROPN
easat-1579	90	8	.	.	PUNCT
easat-1579	91	1	[	[	X
easat-1579	91	2	12	12	NUM
easat-1579	91	3	]	]	PUNCT
easat-1579	91	4	investigates	investigate	VERB
easat-1579	91	5	the	the	DET
easat-1579	91	6	frequency	frequency	NOUN
easat-1579	91	7	of	of	ADP
easat-1579	91	8	wound	wound	NOUN
easat-1579	91	9	infections	infection	NOUN
easat-1579	91	10	in	in	ADP
easat-1579	91	11	the	the	DET
easat-1579	91	12	context	context	NOUN
easat-1579	91	13	of	of	ADP
easat-1579	91	14	homecare	homecare	NOUN
easat-1579	91	15	via	via	ADP
easat-1579	91	16	nlp	nlp	NOUN
easat-1579	91	17	,	,	PUNCT
easat-1579	91	18	making	make	VERB
easat-1579	91	19	a	a	DET
easat-1579	91	20	valuable	valuable	ADJ
easat-1579	91	21	contribution	contribution	NOUN
easat-1579	91	22	towards	towards	ADP
easat-1579	91	23	enhancing	enhance	VERB
easat-1579	91	24	wound	wound	NOUN
easat-1579	91	25	care	care	NOUN
easat-1579	91	26	optimization	optimization	NOUN
easat-1579	91	27	.	.	PUNCT
easat-1579	92	1	in	in	ADP
easat-1579	92	2	their	their	PRON
easat-1579	92	3	study	study	NOUN
easat-1579	92	4	,	,	PUNCT
easat-1579	92	5	do	do	VERB
easat-1579	92	6	al	al	PROPN
easat-1579	92	7	.	.	PUNCT
easat-1579	93	1	[	[	X
easat-1579	93	2	13	13	NUM
easat-1579	93	3	]	]	PUNCT
easat-1579	93	4	use	use	VERB
easat-1579	93	5	natural	natural	ADJ
easat-1579	93	6	language	language	NOUN
easat-1579	93	7	processing	processing	NOUN
easat-1579	93	8	techniques	technique	NOUN
easat-1579	93	9	to	to	PART
easat-1579	93	10	examine	examine	VERB
easat-1579	93	11	and	and	CCONJ
easat-1579	93	12	interpret	interpret	VERB
easat-1579	93	13	metastatic	metastatic	ADJ
easat-1579	93	14	disease	disease	NOUN
easat-1579	93	15	patterns	pattern	NOUN
easat-1579	93	16	,	,	PUNCT
easat-1579	93	17	offering	offer	VERB
easat-1579	93	18	valuable	valuable	ADJ
easat-1579	93	19	perspectives	perspective	NOUN
easat-1579	93	20	for	for	ADP
easat-1579	93	21	cancer	cancer	NOUN
easat-1579	93	22	care	care	NOUN
easat-1579	93	23	.	.	PUNCT
easat-1579	94	1	in	in	ADP
easat-1579	94	2	this	this	DET
easat-1579	94	3	study	study	NOUN
easat-1579	94	4	,	,	PUNCT
easat-1579	94	5	gilson	gilson	PROPN
easat-1579	94	6	et	et	PROPN
easat-1579	94	7	al	al	PROPN
easat-1579	94	8	.	.	PUNCT
easat-1579	95	1	[	[	X
easat-1579	95	2	14	14	NUM
easat-1579	95	3	]	]	PUNCT
easat-1579	95	4	examine	examine	VERB
easat-1579	95	5	the	the	DET
easat-1579	95	6	efficacy	efficacy	NOUN
easat-1579	95	7	of	of	ADP
easat-1579	95	8	using	use	VERB
easat-1579	95	9	expansive	expansive	ADJ
easat-1579	95	10	language	language	NOUN
easat-1579	95	11	models	model	NOUN
easat-1579	95	12	such	such	ADJ
easat-1579	95	13	as	as	ADP
easat-1579	95	14	chatgpt	chatgpt	NOUN
easat-1579	95	15	within	within	ADP
easat-1579	95	16	medical	medical	ADJ
easat-1579	95	17	education	education	NOUN
easat-1579	95	18	and	and	CCONJ
easat-1579	95	19	the	the	DET
easat-1579	95	20	evaluation	evaluation	NOUN
easat-1579	95	21	of	of	ADP
easat-1579	95	22	knowledge	knowledge	NOUN
easat-1579	95	23	acquisition	acquisition	NOUN
easat-1579	95	24	.	.	PUNCT
easat-1579	96	1	the	the	DET
easat-1579	96	2	authors	author	NOUN
easat-1579	96	3	casey	casey	PROPN
easat-1579	96	4	et	et	PROPN
easat-1579	96	5	al	al	PROPN
easat-1579	96	6	.	.	PUNCT
easat-1579	97	1	[	[	X
easat-1579	97	2	15	15	NUM
easat-1579	97	3	]	]	PUNCT
easat-1579	97	4	examine	examine	VERB
easat-1579	97	5	the	the	DET
easat-1579	97	6	use	use	NOUN
easat-1579	97	7	of	of	ADP
easat-1579	97	8	natural	natural	ADJ
easat-1579	97	9	language	language	NOUN
easat-1579	97	10	processing	processing	NOUN
easat-1579	97	11	techniques	technique	NOUN
easat-1579	97	12	in	in	ADP
easat-1579	97	13	the	the	DET
easat-1579	97	14	context	context	NOUN
easat-1579	97	15	of	of	ADP
easat-1579	97	16	radiology	radiology	NOUN
easat-1579	97	17	reports	report	NOUN
easat-1579	97	18	.	.	PUNCT
easat-1579	98	1	their	their	PRON
easat-1579	98	2	study	study	NOUN
easat-1579	98	3	emphasizes	emphasize	VERB
easat-1579	98	4	the	the	DET
easat-1579	98	5	significant	significant	ADJ
easat-1579	98	6	contribution	contribution	NOUN
easat-1579	98	7	of	of	ADP
easat-1579	98	8	nlp	nlp	NOUN
easat-1579	98	9	in	in	ADP
easat-1579	98	10	enhancing	enhance	VERB
easat-1579	98	11	the	the	DET
easat-1579	98	12	precision	precision	NOUN
easat-1579	98	13	of	of	ADP
easat-1579	98	14	diagnostic	diagnostic	ADJ
easat-1579	98	15	procedures	procedure	NOUN
easat-1579	98	16	.	.	PUNCT
easat-1579	99	1	in	in	ADP
easat-1579	99	2	their	their	PRON
easat-1579	99	3	recent	recent	ADJ
easat-1579	99	4	study	study	NOUN
easat-1579	99	5	,	,	PUNCT
easat-1579	99	6	newman	newman	PROPN
easat-1579	99	7	-	-	PUNCT
easat-1579	99	8	griffis	griffis	PROPN
easat-1579	99	9	et	et	PROPN
easat-1579	99	10	al	al	PROPN
easat-1579	99	11	.	.	PUNCT
easat-1579	100	1	[	[	X
easat-1579	100	2	16	16	NUM
easat-1579	100	3	]	]	PUNCT
easat-1579	100	4	establish	establish	VERB
easat-1579	100	5	a	a	DET
easat-1579	100	6	connection	connection	NOUN
easat-1579	100	7	between	between	ADP
easat-1579	100	8	the	the	DET
easat-1579	100	9	recording	recording	NOUN
easat-1579	100	10	of	of	ADP
easat-1579	100	11	functioning	functioning	NOUN
easat-1579	100	12	and	and	CCONJ
easat-1579	100	13	disability	disability	NOUN
easat-1579	100	14	in	in	ADP
easat-1579	100	15	free	free	ADJ
easat-1579	100	16	-	-	PUNCT
easat-1579	100	17	text	text	NOUN
easat-1579	100	18	format	format	NOUN
easat-1579	100	19	and	and	CCONJ
easat-1579	100	20	the	the	DET
easat-1579	100	21	international	international	ADJ
easat-1579	100	22	classification	classification	NOUN
easat-1579	100	23	of	of	ADP
easat-1579	100	24	functioning	function	VERB
easat-1579	100	25	,	,	PUNCT
easat-1579	100	26	disability	disability	NOUN
easat-1579	100	27	,	,	PUNCT
easat-1579	100	28	and	and	CCONJ
easat-1579	100	29	health	health	NOUN
easat-1579	100	30	(	(	PUNCT
easat-1579	100	31	icf	icf	PROPN
easat-1579	100	32	)	)	PUNCT
easat-1579	100	33	via	via	ADP
easat-1579	100	34	the	the	DET
easat-1579	100	35	use	use	NOUN
easat-1579	100	36	of	of	ADP
easat-1579	100	37	natural	natural	ADJ
easat-1579	100	38	language	language	NOUN
easat-1579	100	39	processing	processing	NOUN
easat-1579	100	40	.	.	PUNCT
easat-1579	101	1	this	this	DET
easat-1579	101	2	integration	integration	NOUN
easat-1579	101	3	of	of	ADP
easat-1579	101	4	nlp	nlp	NOUN
easat-1579	101	5	techniques	technique	NOUN
easat-1579	101	6	contributes	contribute	VERB
easat-1579	101	7	to	to	ADP
easat-1579	101	8	the	the	DET
easat-1579	101	9	improvement	improvement	NOUN
easat-1579	101	10	of	of	ADP
easat-1579	101	11	patient	patient	ADJ
easat-1579	101	12	care	care	NOUN
easat-1579	101	13	planning	planning	NOUN
easat-1579	101	14	.	.	PUNCT
easat-1579	102	1	moon	moon	PROPN
easat-1579	102	2	et	et	PROPN
easat-1579	102	3	al	al	PROPN
easat-1579	102	4	.	.	PUNCT
easat-1579	103	1	[	[	X
easat-1579	103	2	17	17	NUM
easat-1579	103	3	]	]	PUNCT
easat-1579	103	4	natural	natural	ADJ
easat-1579	103	5	language	language	NOUN
easat-1579	103	6	processing	processing	NOUN
easat-1579	103	7	techniques	technique	NOUN
easat-1579	103	8	to	to	PART
easat-1579	103	9	detect	detect	VERB
easat-1579	103	10	deficiencies	deficiency	NOUN
easat-1579	103	11	in	in	ADP
easat-1579	103	12	electronic	electronic	ADJ
easat-1579	103	13	health	health	NOUN
easat-1579	103	14	data	datum	NOUN
easat-1579	103	15	,	,	PUNCT
easat-1579	103	16	specifically	specifically	ADV
easat-1579	103	17	targeting	target	VERB
easat-1579	103	18	the	the	DET
easat-1579	103	19	detection	detection	NOUN
easat-1579	103	20	of	of	ADP
easat-1579	103	21	gynecologic	gynecologic	ADJ
easat-1579	103	22	surgical	surgical	ADJ
easat-1579	103	23	histories	history	NOUN
easat-1579	103	24	.	.	PUNCT
easat-1579	104	1	this	this	DET
easat-1579	104	2	literature	literature	NOUN
easat-1579	104	3	review	review	NOUN
easat-1579	104	4	thoroughly	thoroughly	ADV
easat-1579	104	5	examines	examine	VERB
easat-1579	104	6	the	the	DET
easat-1579	104	7	extensive	extensive	ADJ
easat-1579	104	8	range	range	NOUN
easat-1579	104	9	of	of	ADP
easat-1579	104	10	natural	natural	ADJ
easat-1579	104	11	language	language	NOUN
easat-1579	104	12	processing	processing	NOUN
easat-1579	104	13	applications	application	NOUN
easat-1579	104	14	within	within	ADP
easat-1579	104	15	the	the	DET
easat-1579	104	16	healthcare	healthcare	NOUN
easat-1579	104	17	field	field	NOUN
easat-1579	104	18	.	.	PUNCT
easat-1579	105	1	these	these	DET
easat-1579	105	2	applications	application	NOUN
easat-1579	105	3	include	include	VERB
easat-1579	105	4	cardiology	cardiology	NOUN
easat-1579	105	5	,	,	PUNCT
easat-1579	105	6	mental	mental	ADJ
easat-1579	105	7	health	health	NOUN
easat-1579	105	8	,	,	PUNCT
easat-1579	105	9	covid19	covid19	NOUN
easat-1579	105	10	management	management	NOUN
easat-1579	105	11	,	,	PUNCT
easat-1579	105	12	social	social	ADJ
easat-1579	105	13	determinants	determinant	NOUN
easat-1579	105	14	of	of	ADP
easat-1579	105	15	health	health	NOUN
easat-1579	105	16	,	,	PUNCT
easat-1579	105	17	wound	wound	NOUN
easat-1579	105	18	care	care	NOUN
easat-1579	105	19	,	,	PUNCT
easat-1579	105	20	oncology	oncology	NOUN
easat-1579	105	21	,	,	PUNCT
easat-1579	105	22	medical	medical	ADJ
easat-1579	105	23	education	education	NOUN
easat-1579	105	24	,	,	PUNCT
easat-1579	105	25	radiology	radiology	NOUN
easat-1579	105	26	,	,	PUNCT
easat-1579	105	27	and	and	CCONJ
easat-1579	105	28	disability	disability	NOUN
easat-1579	105	29	assessment	assessment	NOUN
easat-1579	105	30	.	.	PUNCT
easat-1579	106	1	the	the	DET
easat-1579	106	2	studies	study	NOUN
easat-1579	106	3	mentioned	mention	VERB
easat-1579	106	4	above	above	ADV
easat-1579	106	5	highlight	highlight	VERB
easat-1579	106	6	the	the	DET
easat-1579	106	7	significant	significant	ADJ
easat-1579	106	8	impact	impact	NOUN
easat-1579	106	9	that	that	PRON
easat-1579	106	10	nlp	nlp	NOUN
easat-1579	106	11	may	may	AUX
easat-1579	106	12	have	have	VERB
easat-1579	106	13	on	on	ADP
easat-1579	106	14	transforming	transform	VERB
easat-1579	106	15	healthcare	healthcare	PROPN
easat-1579	106	16	services	service	NOUN
easat-1579	106	17	,	,	PUNCT
easat-1579	106	18	research	research	NOUN
easat-1579	106	19	,	,	PUNCT
easat-1579	106	20	and	and	CCONJ
easat-1579	106	21	information	information	NOUN
easat-1579	106	22	sharing	sharing	NOUN
easat-1579	106	23	.	.	PUNCT
easat-1579	107	1	3	3	X
easat-1579	107	2	.	.	X
easat-1579	107	3	methodology	methodology	NOUN
easat-1579	107	4	this	this	DET
easat-1579	107	5	article	article	NOUN
easat-1579	107	6	seeks	seek	VERB
easat-1579	107	7	to	to	PART
easat-1579	107	8	establish	establish	VERB
easat-1579	107	9	the	the	DET
easat-1579	107	10	impact	impact	NOUN
easat-1579	107	11	and	and	CCONJ
easat-1579	107	12	potential	potential	NOUN
easat-1579	107	13	of	of	ADP
easat-1579	107	14	natural	natural	ADJ
easat-1579	107	15	language	language	NOUN
easat-1579	107	16	processing	processing	NOUN
easat-1579	107	17	(	(	PUNCT
easat-1579	107	18	nlp	nlp	NOUN
easat-1579	107	19	)	)	PUNCT
easat-1579	107	20	technologies	technology	NOUN
easat-1579	107	21	in	in	ADP
easat-1579	107	22	healthcare	healthcare	PROPN
easat-1579	107	23	.	.	PUNCT
easat-1579	108	1	the	the	DET
easat-1579	108	2	methodology	methodology	NOUN
easat-1579	108	3	presented	present	VERB
easat-1579	108	4	here	here	ADV
easat-1579	108	5	is	be	AUX
easat-1579	108	6	designed	design	VERB
easat-1579	108	7	to	to	PART
easat-1579	108	8	offer	offer	VERB
easat-1579	108	9	a	a	DET
easat-1579	108	10	rigorous	rigorous	ADJ
easat-1579	108	11	,	,	PUNCT
easat-1579	108	12	comprehensive	comprehensive	ADJ
easat-1579	108	13	,	,	PUNCT
easat-1579	108	14	and	and	CCONJ
easat-1579	108	15	multifaceted	multifaceted	ADJ
easat-1579	108	16	approach	approach	NOUN
easat-1579	108	17	to	to	ADP
easat-1579	108	18	evaluating	evaluate	VERB
easat-1579	108	19	the	the	DET
easat-1579	108	20	efficiency	efficiency	NOUN
easat-1579	108	21	and	and	CCONJ
easat-1579	108	22	effectiveness	effectiveness	NOUN
easat-1579	108	23	of	of	ADP
easat-1579	108	24	nlp	nlp	ADJ
easat-1579	108	25	applications	application	NOUN
easat-1579	108	26	across	across	ADP
easat-1579	108	27	different	different	ADJ
easat-1579	108	28	healthcare	healthcare	NOUN
easat-1579	108	29	domains	domain	NOUN
easat-1579	108	30	.	.	PUNCT
easat-1579	109	1	figure	figure	NOUN
easat-1579	109	2	1	1	NUM
easat-1579	109	3	.	.	PUNCT
easat-1579	110	1	flowchart	flowchart	NOUN
easat-1579	110	2	illustrating	illustrate	VERB
easat-1579	110	3	the	the	DET
easat-1579	110	4	methodological	methodological	ADJ
easat-1579	110	5	framework	framework	NOUN
easat-1579	110	6	for	for	ADP
easat-1579	110	7	evaluating	evaluate	VERB
easat-1579	110	8	nlp	nlp	ADJ
easat-1579	110	9	applications	application	NOUN
easat-1579	110	10	in	in	ADP
easat-1579	110	11	healthcare	healthcare	PROPN
easat-1579	110	12	.	.	PUNCT
easat-1579	111	1	2031	2031	NUM
easat-1579	111	2	edelweiss	edelweiss	PROPN
easat-1579	111	3	applied	apply	VERB
easat-1579	111	4	science	science	NOUN
easat-1579	111	5	and	and	CCONJ
easat-1579	111	6	technology	technology	NOUN
easat-1579	111	7	issn	issn	PROPN
easat-1579	111	8	:	:	PUNCT
easat-1579	111	9	2576	2576	NUM
easat-1579	111	10	-	-	SYM
easat-1579	111	11	8484	8484	NUM
easat-1579	111	12	vol	vol	NOUN
easat-1579	111	13	.	.	PROPN
easat-1579	111	14	8	8	NUM
easat-1579	111	15	,	,	PUNCT
easat-1579	111	16	no	no	INTJ
easat-1579	111	17	.	.	NOUN
easat-1579	111	18	4	4	NUM
easat-1579	111	19	:	:	SYM
easat-1579	111	20	2027	2027	NUM
easat-1579	111	21	-	-	SYM
easat-1579	111	22	2041	2041	NUM
easat-1579	111	23	,	,	PUNCT
easat-1579	111	24	2024	2024	NUM
easat-1579	111	25	doi	doi	NOUN
easat-1579	111	26	:	:	PUNCT
easat-1579	111	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	111	28	©	©	PROPN
easat-1579	111	29	2024	2024	NUM
easat-1579	111	30	by	by	ADP
easat-1579	111	31	the	the	DET
easat-1579	111	32	author	author	NOUN
easat-1579	111	33	;	;	PUNCT
easat-1579	111	34	licensee	licensee	PROPN
easat-1579	111	35	learning	learning	NOUN
easat-1579	111	36	gate	gate	PROPN
easat-1579	111	37	3.1	3.1	NUM
easat-1579	111	38	.	.	PUNCT
easat-1579	112	1	research	research	NOUN
easat-1579	112	2	design	design	NOUN
easat-1579	112	3	:	:	PUNCT
easat-1579	112	4	a	a	DET
easat-1579	112	5	multi	multi	ADJ
easat-1579	112	6	-	-	ADJ
easat-1579	112	7	modal	modal	ADJ
easat-1579	112	8	approach	approach	NOUN
easat-1579	112	9	this	this	DET
easat-1579	112	10	research	research	NOUN
easat-1579	112	11	method	method	NOUN
easat-1579	112	12	is	be	AUX
easat-1579	112	13	designed	design	VERB
easat-1579	112	14	to	to	PART
easat-1579	112	15	thoroughly	thoroughly	ADV
easat-1579	112	16	examine	examine	VERB
easat-1579	112	17	the	the	DET
easat-1579	112	18	deployment	deployment	NOUN
easat-1579	112	19	of	of	ADP
easat-1579	112	20	natural	natural	ADJ
easat-1579	112	21	language	language	NOUN
easat-1579	112	22	processing	processing	NOUN
easat-1579	112	23	(	(	PUNCT
easat-1579	112	24	nlp	nlp	NOUN
easat-1579	112	25	)	)	PUNCT
easat-1579	112	26	in	in	ADP
easat-1579	112	27	healthcare	healthcare	PROPN
easat-1579	112	28	.	.	PUNCT
easat-1579	113	1	the	the	DET
easat-1579	113	2	design	design	NOUN
easat-1579	113	3	uses	use	VERB
easat-1579	113	4	a	a	DET
easat-1579	113	5	multi	multi	ADJ
easat-1579	113	6	-	-	ADJ
easat-1579	113	7	modal	modal	ADJ
easat-1579	113	8	approach	approach	NOUN
easat-1579	113	9	to	to	PART
easat-1579	113	10	integrate	integrate	VERB
easat-1579	113	11	natural	natural	ADJ
easat-1579	113	12	language	language	NOUN
easat-1579	113	13	processing	processing	NOUN
easat-1579	113	14	for	for	ADP
easat-1579	113	15	textual	textual	ADJ
easat-1579	113	16	data	datum	NOUN
easat-1579	113	17	analysis	analysis	NOUN
easat-1579	113	18	,	,	PUNCT
easat-1579	113	19	machine	machine	NOUN
easat-1579	113	20	learning	learn	VERB
easat-1579	113	21	algorithms	algorithm	NOUN
easat-1579	113	22	for	for	ADP
easat-1579	113	23	predictive	predictive	ADJ
easat-1579	113	24	model	model	NOUN
easat-1579	113	25	creation	creation	NOUN
easat-1579	113	26	,	,	PUNCT
easat-1579	113	27	and	and	CCONJ
easat-1579	113	28	statistical	statistical	ADJ
easat-1579	113	29	inference	inference	NOUN
easat-1579	113	30	for	for	ADP
easat-1579	113	31	reliable	reliable	ADJ
easat-1579	113	32	data	datum	NOUN
easat-1579	113	33	interpretation	interpretation	NOUN
easat-1579	113	34	.	.	PUNCT
easat-1579	114	1	the	the	DET
easat-1579	114	2	initial	initial	ADJ
easat-1579	114	3	step	step	NOUN
easat-1579	114	4	is	be	AUX
easat-1579	114	5	collecting	collect	VERB
easat-1579	114	6	a	a	DET
easat-1579	114	7	large	large	ADJ
easat-1579	114	8	dataset	dataset	NOUN
easat-1579	114	9	from	from	ADP
easat-1579	114	10	ehrs	ehr	VERB
easat-1579	114	11	,	,	PUNCT
easat-1579	114	12	academic	academic	ADJ
easat-1579	114	13	publications	publication	NOUN
easat-1579	114	14	,	,	PUNCT
easat-1579	114	15	and	and	CCONJ
easat-1579	114	16	patient	patient	ADJ
easat-1579	114	17	comments	comment	NOUN
easat-1579	114	18	.	.	PUNCT
easat-1579	115	1	this	this	DET
easat-1579	115	2	technique	technique	NOUN
easat-1579	115	3	ensures	ensure	VERB
easat-1579	115	4	a	a	DET
easat-1579	115	5	wide	wide	ADJ
easat-1579	115	6	variety	variety	NOUN
easat-1579	115	7	of	of	ADP
easat-1579	115	8	texts	text	NOUN
easat-1579	115	9	,	,	PUNCT
easat-1579	115	10	including	include	VERB
easat-1579	115	11	complex	complex	ADJ
easat-1579	115	12	and	and	CCONJ
easat-1579	115	13	delicate	delicate	ADJ
easat-1579	115	14	healthcare	healthcare	NOUN
easat-1579	115	15	data	datum	NOUN
easat-1579	115	16	.	.	PUNCT
easat-1579	116	1	stratified	stratify	VERB
easat-1579	116	2	random	random	ADJ
easat-1579	116	3	selection	selection	NOUN
easat-1579	116	4	ensures	ensure	VERB
easat-1579	116	5	that	that	SCONJ
easat-1579	116	6	the	the	DET
easat-1579	116	7	dataset	dataset	NOUN
easat-1579	116	8	covers	cover	VERB
easat-1579	116	9	a	a	DET
easat-1579	116	10	variety	variety	NOUN
easat-1579	116	11	of	of	ADP
easat-1579	116	12	healthcare	healthcare	NOUN
easat-1579	116	13	fields	field	NOUN
easat-1579	116	14	.	.	PUNCT
easat-1579	117	1	the	the	DET
easat-1579	117	2	analysis	analysis	NOUN
easat-1579	117	3	process	process	NOUN
easat-1579	117	4	requires	require	VERB
easat-1579	117	5	data	datum	NOUN
easat-1579	117	6	preprocessing	preprocesse	VERB
easat-1579	117	7	to	to	PART
easat-1579	117	8	prepare	prepare	VERB
easat-1579	117	9	the	the	DET
easat-1579	117	10	data	datum	NOUN
easat-1579	117	11	for	for	ADP
easat-1579	117	12	analysis	analysis	NOUN
easat-1579	117	13	.	.	PUNCT
easat-1579	118	1	the	the	DET
easat-1579	118	2	procedure	procedure	NOUN
easat-1579	118	3	includes	include	VERB
easat-1579	118	4	text	text	NOUN
easat-1579	118	5	cleaning	cleaning	NOUN
easat-1579	118	6	,	,	PUNCT
easat-1579	118	7	normalization	normalization	NOUN
easat-1579	118	8	,	,	PUNCT
easat-1579	118	9	and	and	CCONJ
easat-1579	118	10	missing	miss	VERB
easat-1579	118	11	data	data	NOUN
easat-1579	118	12	imputation	imputation	NOUN
easat-1579	118	13	.	.	PUNCT
easat-1579	119	1	the	the	DET
easat-1579	119	2	integrity	integrity	NOUN
easat-1579	119	3	and	and	CCONJ
easat-1579	119	4	trustworthiness	trustworthiness	NOUN
easat-1579	119	5	of	of	ADP
easat-1579	119	6	the	the	DET
easat-1579	119	7	study	study	NOUN
easat-1579	119	8	's	's	PART
easat-1579	119	9	subsequent	subsequent	ADJ
easat-1579	119	10	stages	stage	NOUN
easat-1579	119	11	rely	rely	VERB
easat-1579	119	12	on	on	ADP
easat-1579	119	13	preprocessing	preprocesse	VERB
easat-1579	119	14	.	.	PUNCT
easat-1579	120	1	feature	feature	NOUN
easat-1579	120	2	engineering	engineering	NOUN
easat-1579	120	3	and	and	CCONJ
easat-1579	120	4	model	model	NOUN
easat-1579	120	5	training	training	NOUN
easat-1579	120	6	create	create	VERB
easat-1579	120	7	feature	feature	NOUN
easat-1579	120	8	vectors	vector	NOUN
easat-1579	120	9	after	after	ADP
easat-1579	120	10	preprocessing	preprocesse	VERB
easat-1579	120	11	.	.	PUNCT
easat-1579	121	1	these	these	DET
easat-1579	121	2	feature	feature	NOUN
easat-1579	121	3	vectors	vector	NOUN
easat-1579	121	4	are	be	AUX
easat-1579	121	5	created	create	VERB
easat-1579	121	6	using	use	VERB
easat-1579	121	7	advanced	advanced	ADJ
easat-1579	121	8	methods	method	NOUN
easat-1579	121	9	like	like	ADP
easat-1579	121	10	tf	tf	PROPN
easat-1579	121	11	-	-	PUNCT
easat-1579	121	12	idf	idf	NOUN
easat-1579	121	13	and	and	CCONJ
easat-1579	121	14	word	word	NOUN
easat-1579	121	15	embeddings	embedding	NOUN
easat-1579	121	16	.	.	PUNCT
easat-1579	122	1	these	these	DET
easat-1579	122	2	traits	trait	NOUN
easat-1579	122	3	are	be	AUX
easat-1579	122	4	then	then	ADV
easat-1579	122	5	utilized	utilize	VERB
easat-1579	122	6	to	to	PART
easat-1579	122	7	train	train	VERB
easat-1579	122	8	naive	naive	ADJ
easat-1579	122	9	bayes	bayes	NOUN
easat-1579	122	10	,	,	PUNCT
easat-1579	122	11	support	support	VERB
easat-1579	122	12	vector	vector	NOUN
easat-1579	122	13	machines	machine	NOUN
easat-1579	122	14	,	,	PUNCT
easat-1579	122	15	and	and	CCONJ
easat-1579	122	16	long	long	ADJ
easat-1579	122	17	short	short	ADJ
easat-1579	122	18	-	-	PUNCT
easat-1579	122	19	term	term	NOUN
easat-1579	122	20	memory	memory	NOUN
easat-1579	122	21	networks	network	NOUN
easat-1579	122	22	.	.	PUNCT
easat-1579	123	1	to	to	PART
easat-1579	123	2	increase	increase	VERB
easat-1579	123	3	model	model	NOUN
easat-1579	123	4	performance	performance	NOUN
easat-1579	123	5	,	,	PUNCT
easat-1579	123	6	hyperparameter	hyperparameter	NOUN
easat-1579	123	7	adjustment	adjustment	NOUN
easat-1579	123	8	is	be	AUX
easat-1579	123	9	done	do	VERB
easat-1579	123	10	.	.	PUNCT
easat-1579	124	1	the	the	DET
easat-1579	124	2	last	last	ADJ
easat-1579	124	3	step	step	NOUN
easat-1579	124	4	evaluates	evaluate	NOUN
easat-1579	124	5	and	and	CCONJ
easat-1579	124	6	validates	validate	VERB
easat-1579	124	7	trained	train	VERB
easat-1579	124	8	models	model	NOUN
easat-1579	124	9	using	use	VERB
easat-1579	124	10	performance	performance	NOUN
easat-1579	124	11	indicators	indicator	NOUN
easat-1579	124	12	like	like	ADP
easat-1579	124	13	f1	f1	NOUN
easat-1579	124	14	-	-	PUNCT
easat-1579	124	15	score	score	NOUN
easat-1579	124	16	and	and	CCONJ
easat-1579	124	17	auc	auc	NOUN
easat-1579	124	18	-	-	PUNCT
easat-1579	124	19	roc	roc	NOUN
easat-1579	124	20	.	.	PUNCT
easat-1579	125	1	statistical	statistical	ADJ
easat-1579	125	2	tests	test	NOUN
easat-1579	125	3	like	like	ADP
easat-1579	125	4	anova	anova	PROPN
easat-1579	125	5	and	and	CCONJ
easat-1579	125	6	chi	chi	ADJ
easat-1579	125	7	-	-	PUNCT
easat-1579	125	8	squared	square	VERB
easat-1579	125	9	determine	determine	NOUN
easat-1579	125	10	the	the	DET
easat-1579	125	11	statistical	statistical	ADJ
easat-1579	125	12	significance	significance	NOUN
easat-1579	125	13	of	of	ADP
easat-1579	125	14	data	data	PROPN
easat-1579	125	15	.	.	PUNCT
easat-1579	126	1	model	model	PROPN
easat-1579	126	2	validation	validation	NOUN
easat-1579	126	3	uses	use	VERB
easat-1579	126	4	stratified	stratify	VERB
easat-1579	126	5	k	k	ADJ
easat-1579	126	6	-	-	ADJ
easat-1579	126	7	fold	fold	ADJ
easat-1579	126	8	cross	cross	NOUN
easat-1579	126	9	-	-	NOUN
easat-1579	126	10	validation	validation	NOUN
easat-1579	126	11	to	to	PART
easat-1579	126	12	provide	provide	VERB
easat-1579	126	13	generalizability	generalizability	NOUN
easat-1579	126	14	and	and	CCONJ
easat-1579	126	15	robustness	robustness	NOUN
easat-1579	126	16	.	.	PUNCT
easat-1579	127	1	a	a	DET
easat-1579	127	2	multi	multi	ADJ
easat-1579	127	3	-	-	ADJ
easat-1579	127	4	modal	modal	ADJ
easat-1579	127	5	approach	approach	NOUN
easat-1579	127	6	combining	combine	VERB
easat-1579	127	7	nlp	nlp	NOUN
easat-1579	127	8	,	,	PUNCT
easat-1579	127	9	machine	machine	NOUN
easat-1579	127	10	learning	learning	NOUN
easat-1579	127	11	,	,	PUNCT
easat-1579	127	12	and	and	CCONJ
easat-1579	127	13	statistical	statistical	ADJ
easat-1579	127	14	analysis	analysis	NOUN
easat-1579	127	15	delivers	deliver	VERB
easat-1579	127	16	a	a	DET
easat-1579	127	17	complete	complete	ADJ
easat-1579	127	18	evaluation	evaluation	NOUN
easat-1579	127	19	.	.	PUNCT
easat-1579	128	1	these	these	DET
easat-1579	128	2	results	result	NOUN
easat-1579	128	3	strengthen	strengthen	VERB
easat-1579	128	4	the	the	DET
easat-1579	128	5	study	study	NOUN
easat-1579	128	6	's	's	PART
easat-1579	128	7	credibility	credibility	NOUN
easat-1579	128	8	and	and	CCONJ
easat-1579	128	9	have	have	VERB
easat-1579	128	10	practical	practical	ADJ
easat-1579	128	11	consequences	consequence	NOUN
easat-1579	128	12	for	for	ADP
easat-1579	128	13	healthcare	healthcare	NOUN
easat-1579	128	14	professionals	professional	NOUN
easat-1579	128	15	,	,	PUNCT
easat-1579	128	16	policymakers	policymaker	NOUN
easat-1579	128	17	,	,	PUNCT
easat-1579	128	18	and	and	CCONJ
easat-1579	128	19	academics	academic	NOUN
easat-1579	128	20	.	.	PUNCT
easat-1579	129	1	3.2	3.2	NUM
easat-1579	129	2	.	.	PUNCT
easat-1579	130	1	hypotheses	hypothesis	NOUN
easat-1579	130	2	formulation	formulation	VERB
easat-1579	130	3	the	the	DET
easat-1579	130	4	development	development	NOUN
easat-1579	130	5	of	of	ADP
easat-1579	130	6	hypotheses	hypothesis	NOUN
easat-1579	130	7	plays	play	VERB
easat-1579	130	8	h1	h1	VERB
easat-1579	130	9	a	a	DET
easat-1579	130	10	crucial	crucial	ADJ
easat-1579	130	11	role	role	NOUN
easat-1579	130	12	in	in	ADP
easat-1579	130	13	this	this	DET
easat-1579	130	14	study	study	NOUN
easat-1579	130	15	,	,	PUNCT
easat-1579	130	16	providing	provide	VERB
easat-1579	130	17	a	a	DET
easat-1579	130	18	basis	basis	NOUN
easat-1579	130	19	for	for	ADP
easat-1579	130	20	empirical	empirical	ADJ
easat-1579	130	21	inquiry	inquiry	NOUN
easat-1579	130	22	and	and	CCONJ
easat-1579	130	23	directing	direct	VERB
easat-1579	130	24	the	the	DET
easat-1579	130	25	research	research	NOUN
easat-1579	130	26	towards	towards	ADP
easat-1579	130	27	measurable	measurable	ADJ
easat-1579	130	28	and	and	CCONJ
easat-1579	130	29	verifiable	verifiable	ADJ
easat-1579	130	30	results	result	NOUN
easat-1579	130	31	.	.	PUNCT
easat-1579	131	1	the	the	DET
easat-1579	131	2	primary	primary	ADJ
easat-1579	131	3	hypothesis	hypothesis	NOUN
easat-1579	131	4	is	be	AUX
easat-1579	131	5	that	that	SCONJ
easat-1579	131	6	incorporating	incorporate	VERB
easat-1579	131	7	natural	natural	ADJ
easat-1579	131	8	language	language	NOUN
easat-1579	131	9	processing	processing	NOUN
easat-1579	131	10	technology	technology	NOUN
easat-1579	131	11	results	result	VERB
easat-1579	131	12	in	in	ADP
easat-1579	131	13	a	a	DET
easat-1579	131	14	statistically	statistically	ADV
easat-1579	131	15	significant	significant	ADJ
easat-1579	131	16	improvement	improvement	NOUN
easat-1579	131	17	in	in	ADP
easat-1579	131	18	healthcare	healthcare	NOUN
easat-1579	131	19	outcomes	outcome	NOUN
easat-1579	131	20	.	.	PUNCT
easat-1579	132	1	this	this	DET
easat-1579	132	2	theory	theory	NOUN
easat-1579	132	3	specifically	specifically	ADV
easat-1579	132	4	focuses	focus	VERB
easat-1579	132	5	on	on	ADP
easat-1579	132	6	crucial	crucial	ADJ
easat-1579	132	7	measures	measure	NOUN
easat-1579	132	8	,	,	PUNCT
easat-1579	132	9	including	include	VERB
easat-1579	132	10	the	the	DET
easat-1579	132	11	precision	precision	NOUN
easat-1579	132	12	of	of	ADP
easat-1579	132	13	diagnoses	diagnosis	NOUN
easat-1579	132	14	,	,	PUNCT
easat-1579	132	15	the	the	DET
easat-1579	132	16	effectiveness	effectiveness	NOUN
easat-1579	132	17	of	of	ADP
easat-1579	132	18	treatment	treatment	NOUN
easat-1579	132	19	programs	program	NOUN
easat-1579	132	20	,	,	PUNCT
easat-1579	132	21	and	and	CCONJ
easat-1579	132	22	the	the	DET
easat-1579	132	23	overall	overall	ADJ
easat-1579	132	24	levels	level	NOUN
easat-1579	132	25	of	of	ADP
easat-1579	132	26	patient	patient	ADJ
easat-1579	132	27	satisfaction	satisfaction	NOUN
easat-1579	132	28	.	.	PUNCT
easat-1579	133	1	on	on	ADP
easat-1579	133	2	the	the	DET
easat-1579	133	3	contrary	contrary	NOUN
easat-1579	133	4	,	,	PUNCT
easat-1579	133	5	the	the	DET
easat-1579	133	6	null	null	ADJ
easat-1579	133	7	hypothesis	hypothesis	NOUN
easat-1579	133	8	,	,	PUNCT
easat-1579	133	9	denoted	denote	VERB
easat-1579	133	10	as	as	ADP
easat-1579	133	11	h0	h0	NOUN
easat-1579	133	12	,	,	PUNCT
easat-1579	133	13	presents	present	VERB
easat-1579	133	14	a	a	DET
easat-1579	133	15	counter	counter	NOUN
easat-1579	133	16	-	-	NOUN
easat-1579	133	17	claim	claim	NOUN
easat-1579	133	18	by	by	ADP
easat-1579	133	19	asserting	assert	VERB
easat-1579	133	20	that	that	SCONJ
easat-1579	133	21	the	the	DET
easat-1579	133	22	integration	integration	NOUN
easat-1579	133	23	of	of	ADP
easat-1579	133	24	nlp	nlp	NOUN
easat-1579	133	25	technology	technology	NOUN
easat-1579	133	26	does	do	AUX
easat-1579	133	27	not	not	PART
easat-1579	133	28	result	result	VERB
easat-1579	133	29	in	in	ADP
easat-1579	133	30	a	a	DET
easat-1579	133	31	statistically	statistically	ADV
easat-1579	133	32	significant	significant	ADJ
easat-1579	133	33	influence	influence	NOUN
easat-1579	133	34	on	on	ADP
easat-1579	133	35	healthcare	healthcare	NOUN
easat-1579	133	36	outcomes	outcome	NOUN
easat-1579	133	37	.	.	PUNCT
easat-1579	134	1	the	the	DET
easat-1579	134	2	hypotheses	hypothesis	NOUN
easat-1579	134	3	have	have	AUX
easat-1579	134	4	been	be	AUX
easat-1579	134	5	formulated	formulate	VERB
easat-1579	134	6	to	to	PART
easat-1579	134	7	establish	establish	VERB
easat-1579	134	8	a	a	DET
easat-1579	134	9	concentrated	concentrated	ADJ
easat-1579	134	10	and	and	CCONJ
easat-1579	134	11	quantifiable	quantifiable	ADJ
easat-1579	134	12	structure	structure	NOUN
easat-1579	134	13	for	for	ADP
easat-1579	134	14	the	the	DET
easat-1579	134	15	investigation	investigation	NOUN
easat-1579	134	16	,	,	PUNCT
easat-1579	134	17	enabling	enable	VERB
easat-1579	134	18	rigorous	rigorous	ADJ
easat-1579	134	19	statistical	statistical	ADJ
easat-1579	134	20	examination	examination	NOUN
easat-1579	134	21	and	and	CCONJ
easat-1579	134	22	confirmation	confirmation	NOUN
easat-1579	134	23	.	.	PUNCT
easat-1579	135	1	3.3	3.3	NUM
easat-1579	135	2	.	.	PUNCT
easat-1579	136	1	data	datum	NOUN
easat-1579	136	2	collection	collection	NOUN
easat-1579	136	3	data	datum	NOUN
easat-1579	136	4	gathering	gathering	NOUN
easat-1579	136	5	is	be	AUX
easat-1579	136	6	an	an	DET
easat-1579	136	7	essential	essential	ADJ
easat-1579	136	8	component	component	NOUN
easat-1579	136	9	of	of	ADP
easat-1579	136	10	this	this	DET
easat-1579	136	11	research	research	NOUN
easat-1579	136	12	,	,	PUNCT
easat-1579	136	13	intended	intend	VERB
easat-1579	136	14	to	to	PART
easat-1579	136	15	provide	provide	VERB
easat-1579	136	16	a	a	DET
easat-1579	136	17	comprehensive	comprehensive	ADJ
easat-1579	136	18	perspective	perspective	NOUN
easat-1579	136	19	on	on	ADP
easat-1579	136	20	the	the	DET
easat-1579	136	21	effects	effect	NOUN
easat-1579	136	22	of	of	ADP
easat-1579	136	23	natural	natural	ADJ
easat-1579	136	24	language	language	NOUN
easat-1579	136	25	processing	processing	NOUN
easat-1579	136	26	in	in	ADP
easat-1579	136	27	healthcare	healthcare	PROPN
easat-1579	136	28	.	.	PUNCT
easat-1579	137	1	electronic	electronic	ADJ
easat-1579	137	2	health	health	NOUN
easat-1579	137	3	records	record	NOUN
easat-1579	137	4	(	(	PUNCT
easat-1579	137	5	ehr	ehr	NOUN
easat-1579	137	6	):	):	PUNCT
easat-1579	137	7	the	the	DET
easat-1579	137	8	acquisition	acquisition	NOUN
easat-1579	137	9	of	of	ADP
easat-1579	137	10	clinical	clinical	ADJ
easat-1579	137	11	text	text	NOUN
easat-1579	137	12	data	datum	NOUN
easat-1579	137	13	from	from	ADP
easat-1579	137	14	ehr	ehr	NOUN
easat-1579	137	15	systems	system	NOUN
easat-1579	137	16	is	be	AUX
easat-1579	137	17	used	use	VERB
easat-1579	137	18	to	to	PART
easat-1579	137	19	get	get	VERB
easat-1579	137	20	valuable	valuable	ADJ
easat-1579	137	21	knowledge	knowledge	NOUN
easat-1579	137	22	on	on	ADP
easat-1579	137	23	medical	medical	ADJ
easat-1579	137	24	terminology	terminology	NOUN
easat-1579	137	25	,	,	PUNCT
easat-1579	137	26	treatment	treatment	NOUN
easat-1579	137	27	strategies	strategy	NOUN
easat-1579	137	28	,	,	PUNCT
easat-1579	137	29	and	and	CCONJ
easat-1579	137	30	patient	patient	ADJ
easat-1579	137	31	medical	medical	ADJ
easat-1579	137	32	backgrounds	background	NOUN
easat-1579	137	33	.	.	PUNCT
easat-1579	138	1	the	the	DET
easat-1579	138	2	provided	provide	VERB
easat-1579	138	3	data	data	NOUN
easat-1579	138	4	plays	play	VERB
easat-1579	138	5	a	a	DET
easat-1579	138	6	fundamental	fundamental	ADJ
easat-1579	138	7	role	role	NOUN
easat-1579	138	8	in	in	ADP
easat-1579	138	9	assessing	assess	VERB
easat-1579	138	10	the	the	DET
easat-1579	138	11	effectiveness	effectiveness	NOUN
easat-1579	138	12	and	and	CCONJ
easat-1579	138	13	precision	precision	NOUN
easat-1579	138	14	of	of	ADP
easat-1579	138	15	nlp	nlp	ADJ
easat-1579	138	16	algorithms	algorithm	NOUN
easat-1579	138	17	within	within	ADP
easat-1579	138	18	a	a	DET
easat-1579	138	19	therapeutic	therapeutic	ADJ
easat-1579	138	20	context	context	NOUN
easat-1579	138	21	.	.	PUNCT
easat-1579	139	1	pubmed	pubmed	PROPN
easat-1579	139	2	is	be	AUX
easat-1579	139	3	a	a	DET
easat-1579	139	4	comprehensive	comprehensive	ADJ
easat-1579	139	5	database	database	NOUN
easat-1579	139	6	that	that	PRON
easat-1579	139	7	gathers	gather	VERB
easat-1579	139	8	scholarly	scholarly	ADJ
easat-1579	139	9	publications	publication	NOUN
easat-1579	139	10	and	and	CCONJ
easat-1579	139	11	medical	medical	ADJ
easat-1579	139	12	literature	literature	NOUN
easat-1579	139	13	.	.	PUNCT
easat-1579	140	1	its	its	PRON
easat-1579	140	2	purpose	purpose	NOUN
easat-1579	140	3	is	be	AUX
easat-1579	140	4	to	to	PART
easat-1579	140	5	provide	provide	VERB
easat-1579	140	6	a	a	DET
easat-1579	140	7	deeper	deep	ADJ
easat-1579	140	8	understanding	understanding	NOUN
easat-1579	140	9	of	of	ADP
easat-1579	140	10	healthcare	healthcare	PROPN
easat-1579	140	11	's	's	PART
easat-1579	140	12	present	present	ADJ
easat-1579	140	13	status	status	NOUN
easat-1579	140	14	and	and	CCONJ
easat-1579	140	15	pinpoint	pinpoint	NOUN
easat-1579	140	16	areas	area	NOUN
easat-1579	140	17	where	where	SCONJ
easat-1579	140	18	nlp	nlp	NOUN
easat-1579	140	19	might	might	AUX
easat-1579	140	20	potentially	potentially	ADV
easat-1579	140	21	provide	provide	VERB
easat-1579	140	22	valuable	valuable	ADJ
easat-1579	140	23	contributions	contribution	NOUN
easat-1579	140	24	.	.	PUNCT
easat-1579	141	1	social	social	ADJ
easat-1579	141	2	media	medium	NOUN
easat-1579	141	3	and	and	CCONJ
easat-1579	141	4	healthcare	healthcare	NOUN
easat-1579	141	5	forums	forum	NOUN
easat-1579	141	6	serve	serve	VERB
easat-1579	141	7	as	as	ADP
easat-1579	141	8	valuable	valuable	ADJ
easat-1579	141	9	data	datum	NOUN
easat-1579	141	10	sources	source	NOUN
easat-1579	141	11	for	for	ADP
easat-1579	141	12	sentiment	sentiment	NOUN
easat-1579	141	13	analysis	analysis	NOUN
easat-1579	141	14	and	and	CCONJ
easat-1579	141	15	assessing	assess	VERB
easat-1579	141	16	patient	patient	ADJ
easat-1579	141	17	experience	experience	NOUN
easat-1579	141	18	and	and	CCONJ
easat-1579	141	19	satisfaction	satisfaction	NOUN
easat-1579	141	20	levels	level	NOUN
easat-1579	141	21	.	.	PUNCT
easat-1579	142	1	this	this	DET
easat-1579	142	2	data	data	NOUN
easat-1579	142	3	facilitates	facilitate	VERB
easat-1579	142	4	comprehension	comprehension	NOUN
easat-1579	142	5	of	of	ADP
easat-1579	142	6	the	the	DET
easat-1579	142	7	more	more	ADV
easat-1579	142	8	intangible	intangible	ADJ
easat-1579	142	9	components	component	NOUN
easat-1579	142	10	of	of	ADP
easat-1579	142	11	healthcare	healthcare	NOUN
easat-1579	142	12	that	that	PRON
easat-1579	142	13	are	be	AUX
easat-1579	142	14	often	often	ADV
easat-1579	142	15	disregarded	disregard	VERB
easat-1579	142	16	in	in	ADP
easat-1579	142	17	clinical	clinical	ADJ
easat-1579	142	18	research	research	NOUN
easat-1579	142	19	.	.	PUNCT
easat-1579	143	1	the	the	DET
easat-1579	143	2	sampling	sample	VERB
easat-1579	143	3	method	method	NOUN
easat-1579	143	4	refers	refer	VERB
easat-1579	143	5	to	to	ADP
easat-1579	143	6	the	the	DET
easat-1579	143	7	technique	technique	NOUN
easat-1579	143	8	used	use	VERB
easat-1579	143	9	to	to	PART
easat-1579	143	10	choose	choose	VERB
easat-1579	143	11	a	a	DET
easat-1579	143	12	subset	subset	NOUN
easat-1579	143	13	of	of	ADP
easat-1579	143	14	individuals	individual	NOUN
easat-1579	143	15	or	or	CCONJ
easat-1579	143	16	units	unit	NOUN
easat-1579	143	17	from	from	ADP
easat-1579	143	18	a	a	DET
easat-1579	143	19	larger	large	ADJ
easat-1579	143	20	population	population	NOUN
easat-1579	143	21	to	to	PART
easat-1579	143	22	conduct	conduct	VERB
easat-1579	143	23	research	research	NOUN
easat-1579	143	24	2032	2032	NUM
easat-1579	143	25	edelweiss	edelweiss	PROPN
easat-1579	143	26	applied	apply	VERB
easat-1579	143	27	science	science	NOUN
easat-1579	143	28	and	and	CCONJ
easat-1579	143	29	technology	technology	NOUN
easat-1579	143	30	issn	issn	PROPN
easat-1579	143	31	:	:	PUNCT
easat-1579	143	32	2576	2576	NUM
easat-1579	143	33	-	-	SYM
easat-1579	143	34	8484	8484	NUM
easat-1579	143	35	vol	vol	NOUN
easat-1579	143	36	.	.	PROPN
easat-1579	143	37	8	8	NUM
easat-1579	143	38	,	,	PUNCT
easat-1579	143	39	no	no	INTJ
easat-1579	143	40	.	.	NOUN
easat-1579	144	1	4	4	NUM
easat-1579	144	2	:	:	SYM
easat-1579	144	3	2027	2027	NUM
easat-1579	144	4	-	-	SYM
easat-1579	144	5	2041	2041	NUM
easat-1579	144	6	,	,	PUNCT
easat-1579	144	7	2024	2024	NUM
easat-1579	144	8	doi	doi	NOUN
easat-1579	144	9	:	:	PUNCT
easat-1579	144	10	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	144	11	©	©	PROPN
easat-1579	144	12	2024	2024	NUM
easat-1579	144	13	by	by	ADP
easat-1579	144	14	the	the	DET
easat-1579	144	15	author	author	NOUN
easat-1579	144	16	;	;	PUNCT
easat-1579	144	17	licensee	licensee	PROPN
easat-1579	144	18	learning	learning	NOUN
easat-1579	144	19	gate	gate	NOUN
easat-1579	144	20	in	in	ADP
easat-1579	144	21	order	order	NOUN
easat-1579	144	22	to	to	PART
easat-1579	144	23	get	get	VERB
easat-1579	144	24	a	a	DET
easat-1579	144	25	dataset	dataset	NOUN
easat-1579	144	26	that	that	PRON
easat-1579	144	27	is	be	AUX
easat-1579	144	28	both	both	PRON
easat-1579	144	29	representative	representative	ADJ
easat-1579	144	30	and	and	CCONJ
easat-1579	144	31	impartial	impartial	ADJ
easat-1579	144	32	,	,	PUNCT
easat-1579	144	33	researchers	researcher	NOUN
easat-1579	144	34	use	use	VERB
easat-1579	144	35	a	a	DET
easat-1579	144	36	stratified	stratified	ADJ
easat-1579	144	37	random	random	ADJ
easat-1579	144	38	sampling	sampling	NOUN
easat-1579	144	39	technique	technique	NOUN
easat-1579	144	40	.	.	PUNCT
easat-1579	145	1	in	in	ADP
easat-1579	145	2	this	this	DET
easat-1579	145	3	particular	particular	ADJ
easat-1579	145	4	context	context	NOUN
easat-1579	145	5	,	,	PUNCT
easat-1579	145	6	the	the	DET
easat-1579	145	7	strata	strata	NOUN
easat-1579	145	8	refer	refer	NOUN
easat-1579	145	9	to	to	ADP
easat-1579	145	10	distinct	distinct	ADJ
easat-1579	145	11	healthcare	healthcare	NOUN
easat-1579	145	12	fields	field	NOUN
easat-1579	145	13	:	:	PUNCT
easat-1579	145	14	cardiology	cardiology	NOUN
easat-1579	145	15	,	,	PUNCT
easat-1579	145	16	oncology	oncology	NOUN
easat-1579	145	17	,	,	PUNCT
easat-1579	145	18	and	and	CCONJ
easat-1579	145	19	neurology	neurology	NOUN
easat-1579	145	20	.	.	PUNCT
easat-1579	146	1	each	each	DET
easat-1579	146	2	stratum	stratum	NOUN
easat-1579	146	3	's	's	PART
easat-1579	146	4	sample	sample	NOUN
easat-1579	146	5	size	size	NOUN
easat-1579	146	6	,	,	PUNCT
easat-1579	146	7	denoted	denote	VERB
easat-1579	146	8	as	as	ADP
easat-1579	146	9	n	n	X
easat-1579	146	10	,	,	PUNCT
easat-1579	146	11	is	be	AUX
easat-1579	146	12	carefully	carefully	ADV
easat-1579	146	13	determined	determine	VERB
easat-1579	146	14	using	use	VERB
easat-1579	146	15	a	a	DET
easat-1579	146	16	specific	specific	ADJ
easat-1579	146	17	formula	formula	NOUN
easat-1579	146	18	.	.	PUNCT
easat-1579	147	1	𝑛	𝑛	PRON
easat-1579	147	2	=	=	SYM
easat-1579	147	3	𝑍2×𝑝×(1−𝑝	𝑍2×𝑝×(1−𝑝	NUM
easat-1579	147	4	)	)	PUNCT
easat-1579	148	1	𝐸2	𝐸2	NOUN
easat-1579	148	2	(	(	PUNCT
easat-1579	148	3	1	1	NUM
easat-1579	148	4	)	)	PUNCT
easat-1579	148	5	in	in	ADP
easat-1579	148	6	this	this	DET
easat-1579	148	7	context	context	NOUN
easat-1579	148	8	,	,	PUNCT
easat-1579	148	9	the	the	DET
easat-1579	148	10	variable	variable	NOUN
easat-1579	148	11	z	z	PROPN
easat-1579	148	12	represents	represent	VERB
easat-1579	148	13	the	the	DET
easat-1579	148	14	z	z	NOUN
easat-1579	148	15	-	-	PUNCT
easat-1579	148	16	score	score	NOUN
easat-1579	148	17	,	,	PUNCT
easat-1579	148	18	which	which	PRON
easat-1579	148	19	serves	serve	VERB
easat-1579	148	20	as	as	ADP
easat-1579	148	21	a	a	DET
easat-1579	148	22	measure	measure	NOUN
easat-1579	148	23	of	of	ADP
easat-1579	148	24	confidence	confidence	NOUN
easat-1579	148	25	.	.	PUNCT
easat-1579	149	1	the	the	DET
easat-1579	149	2	variable	variable	ADJ
easat-1579	149	3	p	p	PROPN
easat-1579	149	4	denotes	denote	VERB
easat-1579	149	5	the	the	DET
easat-1579	149	6	population	population	NOUN
easat-1579	149	7	proportion	proportion	NOUN
easat-1579	149	8	,	,	PUNCT
easat-1579	149	9	representing	represent	VERB
easat-1579	149	10	the	the	DET
easat-1579	149	11	anticipated	anticipate	VERB
easat-1579	149	12	proportion	proportion	NOUN
easat-1579	149	13	that	that	PRON
easat-1579	149	14	satisfies	satisfy	VERB
easat-1579	149	15	the	the	DET
easat-1579	149	16	given	give	VERB
easat-1579	149	17	criteria	criterion	NOUN
easat-1579	149	18	.	.	PUNCT
easat-1579	150	1	lastly	lastly	ADV
easat-1579	150	2	,	,	PUNCT
easat-1579	150	3	the	the	DET
easat-1579	150	4	variable	variable	ADJ
easat-1579	150	5	e	e	NOUN
easat-1579	150	6	represents	represent	VERB
easat-1579	150	7	the	the	DET
easat-1579	150	8	margin	margin	NOUN
easat-1579	150	9	of	of	ADP
easat-1579	150	10	error	error	NOUN
easat-1579	150	11	,	,	PUNCT
easat-1579	150	12	indicating	indicate	VERB
easat-1579	150	13	the	the	DET
easat-1579	150	14	permissible	permissible	ADJ
easat-1579	150	15	range	range	NOUN
easat-1579	150	16	within	within	ADP
easat-1579	150	17	which	which	PRON
easat-1579	150	18	the	the	DET
easat-1579	150	19	sample	sample	NOUN
easat-1579	150	20	estimate	estimate	NOUN
easat-1579	150	21	may	may	AUX
easat-1579	150	22	deviate	deviate	VERB
easat-1579	150	23	from	from	ADP
easat-1579	150	24	the	the	DET
easat-1579	150	25	population	population	NOUN
easat-1579	150	26	parameter	parameter	NOUN
easat-1579	150	27	.	.	PUNCT
easat-1579	151	1	by	by	ADP
easat-1579	151	2	implementing	implement	VERB
easat-1579	151	3	this	this	DET
easat-1579	151	4	rigorous	rigorous	ADJ
easat-1579	151	5	data	data	NOUN
easat-1579	151	6	-	-	PUNCT
easat-1579	151	7	gathering	gather	VERB
easat-1579	151	8	technique	technique	NOUN
easat-1579	151	9	,	,	PUNCT
easat-1579	151	10	the	the	DET
easat-1579	151	11	research	research	NOUN
easat-1579	151	12	provides	provide	VERB
easat-1579	151	13	a	a	DET
easat-1579	151	14	strong	strong	ADJ
easat-1579	151	15	and	and	CCONJ
easat-1579	151	16	reliable	reliable	ADJ
easat-1579	151	17	basis	basis	NOUN
easat-1579	151	18	for	for	ADP
easat-1579	151	19	conducting	conduct	VERB
easat-1579	151	20	thorough	thorough	ADJ
easat-1579	151	21	analysis	analysis	NOUN
easat-1579	151	22	and	and	CCONJ
easat-1579	151	23	drawing	draw	VERB
easat-1579	151	24	insightful	insightful	ADJ
easat-1579	151	25	findings	finding	NOUN
easat-1579	151	26	.	.	PUNCT
easat-1579	152	1	3.4	3.4	NUM
easat-1579	152	2	.	.	PUNCT
easat-1579	152	3	data	datum	NOUN
easat-1579	152	4	preprocessing	preprocesse	VERB
easat-1579	152	5	the	the	DET
easat-1579	152	6	data	data	NOUN
easat-1579	152	7	preparation	preparation	NOUN
easat-1579	152	8	step	step	NOUN
easat-1579	152	9	is	be	AUX
easat-1579	152	10	crucial	crucial	ADJ
easat-1579	152	11	in	in	ADP
easat-1579	152	12	assuring	assure	VERB
easat-1579	152	13	the	the	DET
easat-1579	152	14	integrity	integrity	NOUN
easat-1579	152	15	and	and	CCONJ
easat-1579	152	16	dependability	dependability	NOUN
easat-1579	152	17	of	of	ADP
easat-1579	152	18	the	the	DET
easat-1579	152	19	study	study	NOUN
easat-1579	152	20	's	's	PART
easat-1579	152	21	results	result	NOUN
easat-1579	152	22	.	.	PUNCT
easat-1579	153	1	a	a	DET
easat-1579	153	2	comprehensive	comprehensive	ADJ
easat-1579	153	3	text	text	NOUN
easat-1579	153	4	cleaning	cleaning	NOUN
easat-1579	153	5	pipeline	pipeline	NOUN
easat-1579	153	6	is	be	AUX
easat-1579	153	7	meticulously	meticulously	ADV
easat-1579	153	8	executed	execute	VERB
easat-1579	153	9	to	to	AUX
easat-1579	153	10	preprocess	preprocess	VERB
easat-1579	153	11	the	the	DET
easat-1579	153	12	raw	raw	ADJ
easat-1579	153	13	data	datum	NOUN
easat-1579	153	14	in	in	ADP
easat-1579	153	15	preparation	preparation	NOUN
easat-1579	153	16	for	for	ADP
easat-1579	153	17	later	later	ADJ
easat-1579	153	18	analysis	analysis	NOUN
easat-1579	153	19	.	.	PUNCT
easat-1579	154	1	tokenization	tokenization	NOUN
easat-1579	154	2	is	be	AUX
easat-1579	154	3	the	the	DET
easat-1579	154	4	first	first	ADJ
easat-1579	154	5	stage	stage	NOUN
easat-1579	154	6	,	,	PUNCT
easat-1579	154	7	separating	separate	VERB
easat-1579	154	8	extensive	extensive	ADJ
easat-1579	154	9	textual	textual	ADJ
easat-1579	154	10	content	content	NOUN
easat-1579	154	11	into	into	ADP
easat-1579	154	12	phrases	phrase	NOUN
easat-1579	154	13	and	and	CCONJ
easat-1579	154	14	words	word	NOUN
easat-1579	154	15	.	.	PUNCT
easat-1579	155	1	this	this	DET
easat-1579	155	2	process	process	NOUN
easat-1579	155	3	serves	serve	VERB
easat-1579	155	4	as	as	ADP
easat-1579	155	5	the	the	DET
easat-1579	155	6	foundation	foundation	NOUN
easat-1579	155	7	for	for	ADP
easat-1579	155	8	further	further	ADJ
easat-1579	155	9	feature	feature	NOUN
easat-1579	155	10	extraction	extraction	NOUN
easat-1579	155	11	.	.	PUNCT
easat-1579	156	1	the	the	DET
easat-1579	156	2	first	first	ADJ
easat-1579	156	3	stage	stage	NOUN
easat-1579	156	4	in	in	ADP
easat-1579	156	5	the	the	DET
easat-1579	156	6	data	data	NOUN
easat-1579	156	7	preprocessing	preprocessing	NOUN
easat-1579	156	8	phase	phase	NOUN
easat-1579	156	9	is	be	AUX
easat-1579	156	10	standardizing	standardize	VERB
easat-1579	156	11	the	the	DET
easat-1579	156	12	text	text	NOUN
easat-1579	156	13	by	by	ADP
easat-1579	156	14	converting	convert	VERB
easat-1579	156	15	all	all	DET
easat-1579	156	16	characters	character	NOUN
easat-1579	156	17	to	to	PART
easat-1579	156	18	lowercase	lowercase	VERB
easat-1579	156	19	.	.	PUNCT
easat-1579	157	1	this	this	DET
easat-1579	157	2	process	process	NOUN
easat-1579	157	3	is	be	AUX
easat-1579	157	4	used	use	VERB
easat-1579	157	5	to	to	PART
easat-1579	157	6	achieve	achieve	VERB
easat-1579	157	7	consistency	consistency	NOUN
easat-1579	157	8	across	across	ADP
easat-1579	157	9	the	the	DET
easat-1579	157	10	dataset	dataset	NOUN
easat-1579	157	11	and	and	CCONJ
easat-1579	157	12	to	to	PART
easat-1579	157	13	reduce	reduce	VERB
easat-1579	157	14	duplication	duplication	NOUN
easat-1579	157	15	.	.	PUNCT
easat-1579	158	1	stop	stop	VERB
easat-1579	158	2	-	-	PUNCT
easat-1579	158	3	word	word	NOUN
easat-1579	158	4	removal	removal	NOUN
easat-1579	158	5	involves	involve	VERB
easat-1579	158	6	eliminating	eliminate	VERB
easat-1579	158	7	frequently	frequently	ADV
easat-1579	158	8	occurring	occur	VERB
easat-1579	158	9	words	word	NOUN
easat-1579	158	10	,	,	PUNCT
easat-1579	158	11	such	such	ADJ
easat-1579	158	12	as	as	ADP
easat-1579	158	13	'	'	PUNCT
easat-1579	158	14	and	and	CCONJ
easat-1579	158	15	,	,	PUNCT
easat-1579	158	16	'	'	PUNCT
easat-1579	158	17	'	'	PUNCT
easat-1579	158	18	the	the	PRON
easat-1579	158	19	,	,	PUNCT
easat-1579	158	20	'	'	PUNCT
easat-1579	158	21	and	and	CCONJ
easat-1579	158	22	'	'	PUNCT
easat-1579	158	23	is	be	AUX
easat-1579	158	24	,	,	PUNCT
easat-1579	158	25	'	'	PUNCT
easat-1579	158	26	which	which	PRON
easat-1579	158	27	lack	lack	VERB
easat-1579	158	28	significant	significant	ADJ
easat-1579	158	29	semantic	semantic	ADJ
easat-1579	158	30	value	value	NOUN
easat-1579	158	31	.	.	PUNCT
easat-1579	159	1	this	this	DET
easat-1579	159	2	practice	practice	NOUN
easat-1579	159	3	is	be	AUX
easat-1579	159	4	used	use	VERB
easat-1579	159	5	to	to	PART
easat-1579	159	6	enhance	enhance	VERB
easat-1579	159	7	computing	computing	NOUN
easat-1579	159	8	efficiency	efficiency	NOUN
easat-1579	159	9	.	.	PUNCT
easat-1579	160	1	stemming	stem	VERB
easat-1579	160	2	is	be	AUX
easat-1579	160	3	a	a	DET
easat-1579	160	4	linguistic	linguistic	ADJ
easat-1579	160	5	process	process	NOUN
easat-1579	160	6	whereby	whereby	SCONJ
easat-1579	160	7	words	word	NOUN
easat-1579	160	8	are	be	AUX
easat-1579	160	9	transformed	transform	VERB
easat-1579	160	10	into	into	ADP
easat-1579	160	11	their	their	PRON
easat-1579	160	12	fundamental	fundamental	ADJ
easat-1579	160	13	or	or	CCONJ
easat-1579	160	14	foundational	foundational	ADJ
easat-1579	160	15	form	form	NOUN
easat-1579	160	16	.	.	PUNCT
easat-1579	161	1	for	for	ADP
easat-1579	161	2	example	example	NOUN
easat-1579	161	3	,	,	PUNCT
easat-1579	161	4	'	'	PUNCT
easat-1579	161	5	running	run	VERB
easat-1579	161	6	'	'	PUNCT
easat-1579	161	7	is	be	AUX
easat-1579	161	8	transformed	transform	VERB
easat-1579	161	9	into	into	ADP
easat-1579	161	10	the	the	DET
easat-1579	161	11	verb	verb	NOUN
easat-1579	161	12	'	'	PUNCT
easat-1579	161	13	run	run	NOUN
easat-1579	161	14	.	.	PUNCT
easat-1579	161	15	'	'	PUNCT
easat-1579	162	1	this	this	PRON
easat-1579	162	2	further	far	ADV
easat-1579	162	3	facilitates	facilitate	VERB
easat-1579	162	4	the	the	DET
easat-1579	162	5	reduction	reduction	NOUN
easat-1579	162	6	of	of	ADP
easat-1579	162	7	complexity	complexity	NOUN
easat-1579	162	8	within	within	ADP
easat-1579	162	9	the	the	DET
easat-1579	162	10	dataset	dataset	NOUN
easat-1579	162	11	.	.	PUNCT
easat-1579	163	1	the	the	DET
easat-1579	163	2	problem	problem	NOUN
easat-1579	163	3	of	of	ADP
easat-1579	163	4	missing	miss	VERB
easat-1579	163	5	data	datum	NOUN
easat-1579	163	6	,	,	PUNCT
easat-1579	163	7	an	an	DET
easat-1579	163	8	inevitable	inevitable	ADJ
easat-1579	163	9	challenge	challenge	NOUN
easat-1579	163	10	in	in	ADP
easat-1579	163	11	collecting	collect	VERB
easat-1579	163	12	data	datum	NOUN
easat-1579	163	13	on	on	ADP
easat-1579	163	14	a	a	DET
easat-1579	163	15	big	big	ADJ
easat-1579	163	16	scale	scale	NOUN
easat-1579	163	17	,	,	PUNCT
easat-1579	163	18	is	be	AUX
easat-1579	163	19	rigorously	rigorously	ADV
easat-1579	163	20	addressed	address	VERB
easat-1579	163	21	.	.	PUNCT
easat-1579	164	1	multiple	multiple	ADJ
easat-1579	164	2	imputations	imputation	NOUN
easat-1579	164	3	and	and	CCONJ
easat-1579	164	4	predictive	predictive	ADJ
easat-1579	164	5	modeling	modeling	NOUN
easat-1579	164	6	approaches	approach	NOUN
easat-1579	164	7	are	be	AUX
easat-1579	164	8	applied	apply	VERB
easat-1579	164	9	to	to	PART
easat-1579	164	10	address	address	VERB
easat-1579	164	11	missing	missing	ADJ
easat-1579	164	12	data	datum	NOUN
easat-1579	164	13	,	,	PUNCT
easat-1579	164	14	hence	hence	ADV
easat-1579	164	15	assuring	assure	VERB
easat-1579	164	16	the	the	DET
easat-1579	164	17	completeness	completeness	NOUN
easat-1579	164	18	of	of	ADP
easat-1579	164	19	the	the	DET
easat-1579	164	20	dataset	dataset	NOUN
easat-1579	164	21	and	and	CCONJ
easat-1579	164	22	boosting	boost	VERB
easat-1579	164	23	the	the	DET
easat-1579	164	24	reliability	reliability	NOUN
easat-1579	164	25	of	of	ADP
easat-1579	164	26	the	the	DET
easat-1579	164	27	research	research	NOUN
easat-1579	164	28	.	.	PUNCT
easat-1579	165	1	the	the	DET
easat-1579	165	2	preprocessing	preprocessing	NOUN
easat-1579	165	3	step	step	NOUN
easat-1579	165	4	is	be	AUX
easat-1579	165	5	crucial	crucial	ADJ
easat-1579	165	6	in	in	ADP
easat-1579	165	7	determining	determine	VERB
easat-1579	165	8	the	the	DET
easat-1579	165	9	quality	quality	NOUN
easat-1579	165	10	of	of	ADP
easat-1579	165	11	the	the	DET
easat-1579	165	12	following	follow	VERB
easat-1579	165	13	analyses	analysis	NOUN
easat-1579	165	14	and	and	CCONJ
easat-1579	165	15	interpretations	interpretation	NOUN
easat-1579	165	16	.	.	PUNCT
easat-1579	166	1	3.5	3.5	NUM
easat-1579	166	2	.	.	PUNCT
easat-1579	167	1	feature	feature	NOUN
easat-1579	167	2	engineering	engineering	NOUN
easat-1579	167	3	strategy	strategy	NOUN
easat-1579	167	4	regarding	regard	VERB
easat-1579	167	5	training	training	NOUN
easat-1579	167	6	and	and	CCONJ
easat-1579	167	7	evaluating	evaluate	VERB
easat-1579	167	8	machine	machine	NOUN
easat-1579	167	9	learning	learning	NOUN
easat-1579	167	10	models	model	NOUN
easat-1579	168	1	,	,	PUNCT
easat-1579	168	2	feature	feature	NOUN
easat-1579	168	3	engineering	engineering	NOUN
easat-1579	168	4	is	be	AUX
easat-1579	168	5	the	the	DET
easat-1579	168	6	glue	glue	NOUN
easat-1579	168	7	that	that	PRON
easat-1579	168	8	holds	hold	VERB
easat-1579	168	9	everything	everything	PRON
easat-1579	168	10	together	together	ADV
easat-1579	168	11	.	.	PUNCT
easat-1579	169	1	our	our	PRON
easat-1579	169	2	method	method	NOUN
easat-1579	169	3	is	be	AUX
easat-1579	169	4	based	base	VERB
easat-1579	169	5	on	on	ADP
easat-1579	169	6	parsing	parse	VERB
easat-1579	169	7	text	text	NOUN
easat-1579	169	8	for	for	ADP
easat-1579	169	9	both	both	CCONJ
easat-1579	169	10	broad	broad	ADJ
easat-1579	169	11	and	and	CCONJ
easat-1579	169	12	narrow	narrow	ADJ
easat-1579	169	13	characteristics	characteristic	NOUN
easat-1579	169	14	.	.	PUNCT
easat-1579	170	1	a	a	DET
easat-1579	170	2	)	)	PUNCT
easat-1579	170	3	functions	function	NOUN
easat-1579	170	4	of	of	ADP
easat-1579	170	5	text	text	NOUN
easat-1579	170	6	one	one	NUM
easat-1579	170	7	such	such	ADJ
easat-1579	170	8	statistic	statistic	NOUN
easat-1579	170	9	is	be	AUX
easat-1579	170	10	the	the	DET
easat-1579	170	11	word	word	NOUN
easat-1579	170	12	frequency	frequency	NOUN
easat-1579	170	13	-	-	PUNCT
easat-1579	170	14	inverse	inverse	NOUN
easat-1579	170	15	document	document	NOUN
easat-1579	170	16	frequency	frequency	NOUN
easat-1579	170	17	(	(	PUNCT
easat-1579	170	18	tf	tf	PROPN
easat-1579	170	19	-	-	PUNCT
easat-1579	170	20	idf	idf	NOUN
easat-1579	170	21	)	)	PUNCT
easat-1579	170	22	,	,	PUNCT
easat-1579	170	23	which	which	PRON
easat-1579	170	24	compares	compare	VERB
easat-1579	170	25	the	the	DET
easat-1579	170	26	frequency	frequency	NOUN
easat-1579	170	27	with	with	ADP
easat-1579	170	28	which	which	PRON
easat-1579	170	29	a	a	DET
easat-1579	170	30	word	word	NOUN
easat-1579	170	31	appears	appear	VERB
easat-1579	170	32	in	in	ADP
easat-1579	170	33	a	a	DET
easat-1579	170	34	given	give	VERB
easat-1579	170	35	document	document	NOUN
easat-1579	170	36	to	to	ADP
easat-1579	170	37	its	its	PRON
easat-1579	170	38	overall	overall	ADJ
easat-1579	170	39	frequency	frequency	NOUN
easat-1579	170	40	in	in	ADP
easat-1579	170	41	the	the	DET
easat-1579	170	42	corpus	corpus	NOUN
easat-1579	170	43	.	.	PUNCT
easat-1579	171	1	reducing	reduce	VERB
easat-1579	171	2	the	the	DET
easat-1579	171	3	weight	weight	NOUN
easat-1579	171	4	given	give	VERB
easat-1579	171	5	to	to	ADP
easat-1579	171	6	generic	generic	ADJ
easat-1579	171	7	terms	term	NOUN
easat-1579	171	8	highlights	highlight	VERB
easat-1579	171	9	the	the	DET
easat-1579	171	10	specific	specific	ADJ
easat-1579	171	11	words	word	NOUN
easat-1579	171	12	that	that	PRON
easat-1579	171	13	give	give	VERB
easat-1579	171	14	each	each	DET
easat-1579	171	15	text	text	NOUN
easat-1579	171	16	its	its	PRON
easat-1579	171	17	identity	identity	NOUN
easat-1579	171	18	.	.	PUNCT
easat-1579	172	1	word	word	NOUN
easat-1579	172	2	embeddings	embedding	NOUN
easat-1579	172	3	:	:	PUNCT
easat-1579	172	4	we	we	PRON
easat-1579	172	5	use	use	VERB
easat-1579	172	6	state	state	NOUN
easat-1579	172	7	-	-	PUNCT
easat-1579	172	8	of	of	ADP
easat-1579	172	9	-	-	PUNCT
easat-1579	172	10	the	the	DET
easat-1579	172	11	-	-	PUNCT
easat-1579	172	12	art	art	NOUN
easat-1579	172	13	,	,	PUNCT
easat-1579	172	14	pre	pre	ADJ
easat-1579	172	15	-	-	ADJ
easat-1579	172	16	trained	train	VERB
easat-1579	172	17	models	model	NOUN
easat-1579	172	18	like	like	ADP
easat-1579	172	19	bert	bert	PROPN
easat-1579	172	20	and	and	CCONJ
easat-1579	172	21	gpt-2	gpt-2	X
easat-1579	172	22	to	to	PART
easat-1579	172	23	detect	detect	VERB
easat-1579	172	24	inter	inter	ADJ
easat-1579	172	25	-	-	ADJ
easat-1579	172	26	word	word	ADJ
easat-1579	172	27	context	context	NOUN
easat-1579	172	28	.	.	PUNCT
easat-1579	173	1	beyond	beyond	ADP
easat-1579	173	2	simple	simple	ADJ
easat-1579	173	3	word	word	NOUN
easat-1579	173	4	frequencies	frequency	NOUN
easat-1579	173	5	,	,	PUNCT
easat-1579	173	6	the	the	DET
easat-1579	173	7	embeddings	embedding	NOUN
easat-1579	173	8	provide	provide	VERB
easat-1579	173	9	rich	rich	ADJ
easat-1579	173	10	semantic	semantic	ADJ
easat-1579	173	11	detail	detail	NOUN
easat-1579	173	12	.	.	PUNCT
easat-1579	174	1	b	b	X
easat-1579	174	2	)	)	PUNCT
easat-1579	174	3	specifics	specific	NOUN
easat-1579	174	4	to	to	ADP
easat-1579	174	5	the	the	DET
easat-1579	174	6	domain	domain	NOUN
easat-1579	174	7	the	the	DET
easat-1579	174	8	unified	unified	ADJ
easat-1579	174	9	medical	medical	ADJ
easat-1579	174	10	language	language	NOUN
easat-1579	174	11	system	system	NOUN
easat-1579	174	12	(	(	PUNCT
easat-1579	174	13	umls	umls	NOUN
easat-1579	174	14	)	)	PUNCT
easat-1579	174	15	is	be	AUX
easat-1579	174	16	mined	mine	VERB
easat-1579	174	17	for	for	ADP
easat-1579	174	18	domain	domain	NOUN
easat-1579	174	19	-	-	PUNCT
easat-1579	174	20	specific	specific	ADJ
easat-1579	174	21	medical	medical	ADJ
easat-1579	174	22	vocabularies	vocabulary	NOUN
easat-1579	174	23	and	and	CCONJ
easat-1579	174	24	conditions	condition	NOUN
easat-1579	174	25	,	,	PUNCT
easat-1579	174	26	which	which	PRON
easat-1579	174	27	are	be	AUX
easat-1579	174	28	then	then	ADV
easat-1579	174	29	included	include	VERB
easat-1579	174	30	as	as	ADP
easat-1579	174	31	features	feature	NOUN
easat-1579	174	32	.	.	PUNCT
easat-1579	175	1	this	this	DET
easat-1579	175	2	process	process	NOUN
easat-1579	175	3	guarantees	guarantee	VERB
easat-1579	175	4	that	that	SCONJ
easat-1579	175	5	the	the	DET
easat-1579	175	6	models	model	NOUN
easat-1579	175	7	are	be	AUX
easat-1579	175	8	calibrated	calibrate	VERB
easat-1579	175	9	to	to	PART
easat-1579	175	10	identify	identify	VERB
easat-1579	175	11	and	and	CCONJ
easat-1579	175	12	understand	understand	VERB
easat-1579	175	13	information	information	NOUN
easat-1579	175	14	relevant	relevant	ADJ
easat-1579	175	15	to	to	ADP
easat-1579	175	16	the	the	DET
easat-1579	175	17	healthcare	healthcare	NOUN
easat-1579	175	18	industry	industry	NOUN
easat-1579	175	19	properly	properly	ADV
easat-1579	175	20	.	.	PUNCT
easat-1579	176	1	using	use	VERB
easat-1579	176	2	a	a	DET
easat-1579	176	3	two	two	NUM
easat-1579	176	4	-	-	PUNCT
easat-1579	176	5	pronged	pronged	ADJ
easat-1579	176	6	approach	approach	NOUN
easat-1579	176	7	,	,	PUNCT
easat-1579	176	8	we	we	PRON
easat-1579	176	9	can	can	AUX
easat-1579	176	10	fully	fully	ADV
easat-1579	176	11	capture	capture	VERB
easat-1579	176	12	the	the	DET
easat-1579	176	13	unique	unique	ADJ
easat-1579	176	14	language	language	NOUN
easat-1579	176	15	and	and	CCONJ
easat-1579	176	16	specific	specific	ADJ
easat-1579	176	17	terminology	terminology	NOUN
easat-1579	176	18	found	find	VERB
easat-1579	176	19	in	in	ADP
easat-1579	176	20	healthcare	healthcare	NOUN
easat-1579	176	21	publications	publication	NOUN
easat-1579	176	22	.	.	PUNCT
easat-1579	177	1	this	this	DET
easat-1579	177	2	all	all	ADV
easat-1579	177	3	-	-	PUNCT
easat-1579	177	4	encompassing	encompass	VERB
easat-1579	177	5	approach	approach	NOUN
easat-1579	177	6	to	to	PART
easat-1579	177	7	feature	feature	VERB
easat-1579	177	8	engineering	engineering	NOUN
easat-1579	177	9	aims	aim	NOUN
easat-1579	177	10	to	to	PART
easat-1579	177	11	improve	improve	VERB
easat-1579	177	12	the	the	DET
easat-1579	177	13	prediction	prediction	NOUN
easat-1579	177	14	ability	ability	NOUN
easat-1579	177	15	and	and	CCONJ
easat-1579	177	16	interpretability	interpretability	NOUN
easat-1579	177	17	of	of	ADP
easat-1579	177	18	the	the	DET
easat-1579	177	19	studied	study	VERB
easat-1579	177	20	machine	machine	NOUN
easat-1579	177	21	learning	learning	NOUN
easat-1579	177	22	models	model	NOUN
easat-1579	177	23	.	.	PUNCT
easat-1579	178	1	2033	2033	NUM
easat-1579	178	2	edelweiss	edelweiss	PROPN
easat-1579	178	3	applied	apply	VERB
easat-1579	178	4	science	science	NOUN
easat-1579	178	5	and	and	CCONJ
easat-1579	178	6	technology	technology	NOUN
easat-1579	178	7	issn	issn	PROPN
easat-1579	178	8	:	:	PUNCT
easat-1579	178	9	2576	2576	NUM
easat-1579	178	10	-	-	SYM
easat-1579	178	11	8484	8484	NUM
easat-1579	178	12	vol	vol	NOUN
easat-1579	178	13	.	.	PROPN
easat-1579	178	14	8	8	NUM
easat-1579	178	15	,	,	PUNCT
easat-1579	178	16	no	no	INTJ
easat-1579	178	17	.	.	NOUN
easat-1579	178	18	4	4	NUM
easat-1579	178	19	:	:	SYM
easat-1579	178	20	2027	2027	NUM
easat-1579	178	21	-	-	SYM
easat-1579	178	22	2041	2041	NUM
easat-1579	178	23	,	,	PUNCT
easat-1579	178	24	2024	2024	NUM
easat-1579	178	25	doi	doi	NOUN
easat-1579	178	26	:	:	PUNCT
easat-1579	178	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	178	28	©	©	PROPN
easat-1579	178	29	2024	2024	NUM
easat-1579	178	30	by	by	ADP
easat-1579	178	31	the	the	DET
easat-1579	178	32	author	author	NOUN
easat-1579	178	33	;	;	PUNCT
easat-1579	178	34	licensee	licensee	PROPN
easat-1579	178	35	learning	learning	NOUN
easat-1579	178	36	gate	gate	NOUN
easat-1579	178	37	3.6	3.6	NUM
easat-1579	178	38	.	.	PUNCT
easat-1579	179	1	model	model	NOUN
easat-1579	179	2	training	training	NOUN
easat-1579	179	3	approach	approach	NOUN
easat-1579	179	4	the	the	DET
easat-1579	179	5	model	model	NOUN
easat-1579	179	6	training	training	NOUN
easat-1579	179	7	phase	phase	NOUN
easat-1579	179	8	is	be	AUX
easat-1579	179	9	a	a	DET
easat-1579	179	10	crucial	crucial	ADJ
easat-1579	179	11	element	element	NOUN
easat-1579	179	12	of	of	ADP
easat-1579	179	13	the	the	DET
easat-1579	179	14	study	study	NOUN
easat-1579	179	15	,	,	PUNCT
easat-1579	179	16	during	during	ADP
easat-1579	179	17	which	which	PRON
easat-1579	179	18	the	the	DET
easat-1579	179	19	carefully	carefully	ADV
easat-1579	179	20	crafted	craft	VERB
easat-1579	179	21	characteristics	characteristic	NOUN
easat-1579	179	22	are	be	AUX
easat-1579	179	23	supplied	supply	VERB
easat-1579	179	24	to	to	ADP
easat-1579	179	25	machine	machine	NOUN
easat-1579	179	26	learning	learn	VERB
easat-1579	179	27	algorithms	algorithm	NOUN
easat-1579	179	28	to	to	PART
easat-1579	179	29	build	build	VERB
easat-1579	179	30	predictive	predictive	ADJ
easat-1579	179	31	models	model	NOUN
easat-1579	179	32	.	.	PUNCT
easat-1579	180	1	algorithms	algorithm	NOUN
easat-1579	180	2	multinomial	multinomial	ADJ
easat-1579	180	3	naive	naive	ADJ
easat-1579	180	4	bayes	bayes	NOUN
easat-1579	180	5	:	:	PUNCT
easat-1579	180	6	chosen	choose	VERB
easat-1579	180	7	for	for	ADP
easat-1579	180	8	its	its	PRON
easat-1579	180	9	simplicity	simplicity	NOUN
easat-1579	180	10	and	and	CCONJ
easat-1579	180	11	efficacy	efficacy	NOUN
easat-1579	180	12	in	in	ADP
easat-1579	180	13	text	text	NOUN
easat-1579	180	14	classification	classification	NOUN
easat-1579	180	15	tasks	task	NOUN
easat-1579	180	16	,	,	PUNCT
easat-1579	180	17	this	this	DET
easat-1579	180	18	technique	technique	NOUN
easat-1579	180	19	acts	act	VERB
easat-1579	180	20	as	as	ADP
easat-1579	180	21	a	a	DET
easat-1579	180	22	baseline	baseline	NOUN
easat-1579	180	23	model	model	NOUN
easat-1579	180	24	.	.	PUNCT
easat-1579	181	1	rbf	rbf	PROPN
easat-1579	181	2	kernel	kernel	PROPN
easat-1579	181	3	support	support	PROPN
easat-1579	181	4	vector	vector	NOUN
easat-1579	181	5	machines	machine	NOUN
easat-1579	181	6	(	(	PUNCT
easat-1579	181	7	svm	svm	PROPN
easat-1579	181	8	):	):	PUNCT
easat-1579	181	9	svm	svm	PROPN
easat-1579	181	10	is	be	AUX
easat-1579	181	11	used	use	VERB
easat-1579	181	12	because	because	SCONJ
easat-1579	181	13	of	of	ADP
easat-1579	181	14	its	its	PRON
easat-1579	181	15	ability	ability	NOUN
easat-1579	181	16	to	to	PART
easat-1579	181	17	properly	properly	ADV
easat-1579	181	18	manage	manage	VERB
easat-1579	181	19	high	high	ADJ
easat-1579	181	20	-	-	PUNCT
easat-1579	181	21	dimensional	dimensional	ADJ
easat-1579	181	22	data	datum	NOUN
easat-1579	181	23	,	,	PUNCT
easat-1579	181	24	and	and	CCONJ
easat-1579	181	25	the	the	DET
easat-1579	181	26	rbf	rbf	PROPN
easat-1579	181	27	kernel	kernel	PROPN
easat-1579	181	28	permits	permit	VERB
easat-1579	181	29	non	non	ADJ
easat-1579	181	30	-	-	ADJ
easat-1579	181	31	linear	linear	ADJ
easat-1579	181	32	decision	decision	NOUN
easat-1579	181	33	bounds	bound	NOUN
easat-1579	181	34	[	[	X
easat-1579	181	35	18	18	NUM
easat-1579	181	36	]	]	PUNCT
easat-1579	181	37	.	.	PUNCT
easat-1579	182	1	svm	svm	PROPN
easat-1579	182	2	with	with	ADP
easat-1579	182	3	rbf	rbf	PROPN
easat-1579	182	4	kernel	kernel	PROPN
easat-1579	182	5	:	:	PUNCT
easat-1579	182	6	support	support	NOUN
easat-1579	182	7	vector	vector	NOUN
easat-1579	182	8	machines	machine	NOUN
easat-1579	182	9	svm	svm	NOUN
easat-1579	182	10	is	be	AUX
easat-1579	182	11	used	use	VERB
easat-1579	182	12	because	because	SCONJ
easat-1579	182	13	of	of	ADP
easat-1579	182	14	its	its	PRON
easat-1579	182	15	ability	ability	NOUN
easat-1579	182	16	to	to	PART
easat-1579	182	17	handle	handle	VERB
easat-1579	182	18	highdimensional	highdimensional	ADJ
easat-1579	182	19	data	datum	NOUN
easat-1579	182	20	efficiently	efficiently	ADV
easat-1579	182	21	,	,	PUNCT
easat-1579	182	22	and	and	CCONJ
easat-1579	182	23	the	the	DET
easat-1579	182	24	rbf	rbf	PROPN
easat-1579	182	25	kernel	kernel	PROPN
easat-1579	182	26	allows	allow	VERB
easat-1579	182	27	for	for	ADP
easat-1579	182	28	non	non	ADJ
easat-1579	182	29	-	-	ADJ
easat-1579	182	30	linear	linear	ADJ
easat-1579	182	31	decision	decision	NOUN
easat-1579	182	32	bounds	bound	NOUN
easat-1579	182	33	.	.	PUNCT
easat-1579	183	1	3.7	3.7	NUM
easat-1579	183	2	.	.	PUNCT
easat-1579	184	1	hyperparameter	hyperparameter	NOUN
easat-1579	184	2	tuning	tune	VERB
easat-1579	184	3	optimal	optimal	ADJ
easat-1579	184	4	model	model	NOUN
easat-1579	184	5	performance	performance	NOUN
easat-1579	184	6	is	be	AUX
easat-1579	184	7	often	often	ADV
easat-1579	184	8	determined	determine	VERB
easat-1579	184	9	by	by	ADP
easat-1579	184	10	the	the	DET
easat-1579	184	11	optimal	optimal	ADJ
easat-1579	184	12	hyperparameters	hyperparameter	NOUN
easat-1579	184	13	.	.	PUNCT
easat-1579	185	1	in	in	ADP
easat-1579	185	2	order	order	NOUN
easat-1579	185	3	to	to	PART
easat-1579	185	4	do	do	AUX
easat-1579	185	5	this	this	PRON
easat-1579	185	6	,	,	PUNCT
easat-1579	185	7	both	both	PRON
easat-1579	185	8	grid	grid	NOUN
easat-1579	185	9	search	search	NOUN
easat-1579	185	10	and	and	CCONJ
easat-1579	185	11	random	random	ADJ
easat-1579	185	12	search	search	NOUN
easat-1579	185	13	methods	method	NOUN
easat-1579	185	14	are	be	AUX
easat-1579	185	15	utilized	utilize	VERB
easat-1579	185	16	.	.	PUNCT
easat-1579	186	1	these	these	PRON
easat-1579	186	2	approaches	approach	VERB
easat-1579	186	3	fine	fine	ADJ
easat-1579	186	4	-	-	PUNCT
easat-1579	186	5	tune	tune	NOUN
easat-1579	186	6	critical	critical	ADJ
easat-1579	186	7	parameters	parameter	NOUN
easat-1579	186	8	such	such	ADJ
easat-1579	186	9	as	as	ADP
easat-1579	186	10	the	the	DET
easat-1579	186	11	learning	learning	NOUN
easat-1579	186	12	rate	rate	NOUN
easat-1579	186	13	for	for	ADP
easat-1579	186	14	lstms	lstms	ADJ
easat-1579	186	15	,	,	PUNCT
easat-1579	186	16	the	the	DET
easat-1579	186	17	regularization	regularization	NOUN
easat-1579	186	18	constant	constant	ADJ
easat-1579	186	19	for	for	ADP
easat-1579	186	20	svms	svms	NOUN
easat-1579	186	21	,	,	PUNCT
easat-1579	186	22	and	and	CCONJ
easat-1579	186	23	the	the	DET
easat-1579	186	24	laplace	laplace	NOUN
easat-1579	186	25	smoothing	smooth	VERB
easat-1579	186	26	for	for	ADP
easat-1579	186	27	naive	naive	ADJ
easat-1579	186	28	bayes	bayes	NOUN
easat-1579	186	29	,	,	PUNCT
easat-1579	186	30	among	among	ADP
easat-1579	186	31	others	other	NOUN
easat-1579	186	32	.	.	PUNCT
easat-1579	187	1	3.8	3.8	NUM
easat-1579	187	2	.	.	PUNCT
easat-1579	187	3	performance	performance	NOUN
easat-1579	187	4	metrics	metric	NOUN
easat-1579	187	5	𝐹1	𝐹1	PROPN
easat-1579	187	6	−	−	PROPN
easat-1579	187	7	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	NOUN
easat-1579	187	8	=	=	SYM
easat-1579	187	9	2	2	NUM
easat-1579	187	10	×	×	NOUN
easat-1579	187	11	(	(	PUNCT
easat-1579	187	12	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛×𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛×𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-1579	187	13	)	)	PUNCT
easat-1579	187	14	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	NOUN
easat-1579	187	15	(	(	PUNCT
easat-1579	187	16	2	2	X
easat-1579	187	17	)	)	PUNCT
easat-1579	187	18	this	this	DET
easat-1579	187	19	metric	metric	NOUN
easat-1579	187	20	offers	offer	VERB
easat-1579	187	21	a	a	DET
easat-1579	187	22	balanced	balanced	ADJ
easat-1579	187	23	view	view	NOUN
easat-1579	187	24	of	of	ADP
easat-1579	187	25	the	the	DET
easat-1579	187	26	model	model	NOUN
easat-1579	187	27	’s	’s	PART
easat-1579	187	28	performance	performance	NOUN
easat-1579	187	29	,	,	PUNCT
easat-1579	187	30	weighing	weigh	VERB
easat-1579	187	31	both	both	DET
easat-1579	187	32	false	false	ADJ
easat-1579	187	33	positives	positive	NOUN
easat-1579	187	34	and	and	CCONJ
easat-1579	187	35	false	false	ADJ
easat-1579	187	36	negatives	negative	NOUN
easat-1579	187	37	.	.	PUNCT
easat-1579	188	1	𝐴𝑈𝐶	𝐴𝑈𝐶	NOUN
easat-1579	188	2	−	−	NOUN
easat-1579	189	1	𝑅𝑂𝐶	𝑅𝑂𝐶	PROPN
easat-1579	189	2	=	=	PUNCT
easat-1579	190	1	𝐴𝑟𝑒𝑎	𝐴𝑟𝑒𝑎	PROPN
easat-1579	190	2	𝑢𝑛𝑑𝑒𝑟	𝑢𝑛𝑑𝑒𝑟	NOUN
easat-1579	190	3	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
easat-1579	190	4	𝑅𝑒𝑐𝑒𝑖𝑣𝑒𝑟	𝑅𝑒𝑐𝑒𝑖𝑣𝑒𝑟	PROPN
easat-1579	190	5	𝑂𝑝𝑒𝑟𝑎𝑡𝑖𝑛𝑔	𝑂𝑝𝑒𝑟𝑎𝑡𝑖𝑛𝑔	PROPN
easat-1579	190	6	𝐶ℎ𝑎𝑟𝑎𝑐𝑡𝑒𝑟𝑖𝑠𝑡𝑖𝑐	𝐶ℎ𝑎𝑟𝑎𝑐𝑡𝑒𝑟𝑖𝑠𝑡𝑖𝑐	PROPN
easat-1579	190	7	𝑐𝑢𝑟𝑣𝑒	𝑐𝑢𝑟𝑣𝑒	NOUN
easat-1579	190	8	(	(	PUNCT
easat-1579	190	9	3	3	X
easat-1579	190	10	)	)	PUNCT
easat-1579	190	11	serving	serve	VERB
easat-1579	190	12	as	as	ADP
easat-1579	190	13	an	an	DET
easat-1579	190	14	aggregate	aggregate	ADJ
easat-1579	190	15	indicator	indicator	NOUN
easat-1579	190	16	,	,	PUNCT
easat-1579	190	17	the	the	DET
easat-1579	190	18	area	area	NOUN
easat-1579	190	19	under	under	ADP
easat-1579	190	20	the	the	DET
easat-1579	190	21	receiver	receiver	NOUN
easat-1579	190	22	operating	operate	VERB
easat-1579	190	23	characteristic	characteristic	ADJ
easat-1579	190	24	curve	curve	NOUN
easat-1579	190	25	quantifies	quantifie	NOUN
easat-1579	190	26	the	the	DET
easat-1579	190	27	model	model	NOUN
easat-1579	190	28	's	's	PART
easat-1579	190	29	discriminative	discriminative	NOUN
easat-1579	190	30	power	power	NOUN
easat-1579	190	31	across	across	ADP
easat-1579	190	32	different	different	ADJ
easat-1579	190	33	classification	classification	NOUN
easat-1579	190	34	thresholds	threshold	NOUN
easat-1579	190	35	.	.	PUNCT
easat-1579	191	1	the	the	DET
easat-1579	191	2	models	model	NOUN
easat-1579	191	3	undergo	undergo	VERB
easat-1579	191	4	rigorous	rigorous	ADJ
easat-1579	191	5	evaluation	evaluation	NOUN
easat-1579	191	6	and	and	CCONJ
easat-1579	191	7	validation	validation	NOUN
easat-1579	191	8	to	to	PART
easat-1579	191	9	ensure	ensure	VERB
easat-1579	191	10	they	they	PRON
easat-1579	191	11	are	be	AUX
easat-1579	191	12	both	both	ADV
easat-1579	191	13	robust	robust	ADJ
easat-1579	191	14	and	and	CCONJ
easat-1579	191	15	generalizable	generalizable	ADJ
easat-1579	191	16	.	.	PUNCT
easat-1579	192	1	by	by	ADP
easat-1579	192	2	employing	employ	VERB
easat-1579	192	3	a	a	DET
easat-1579	192	4	diverse	diverse	ADJ
easat-1579	192	5	set	set	NOUN
easat-1579	192	6	of	of	ADP
easat-1579	192	7	algorithms	algorithm	NOUN
easat-1579	192	8	and	and	CCONJ
easat-1579	192	9	optimization	optimization	NOUN
easat-1579	192	10	techniques	technique	NOUN
easat-1579	192	11	,	,	PUNCT
easat-1579	192	12	the	the	DET
easat-1579	192	13	study	study	NOUN
easat-1579	192	14	aims	aim	VERB
easat-1579	192	15	to	to	PART
easat-1579	192	16	produce	produce	VERB
easat-1579	192	17	models	model	NOUN
easat-1579	192	18	that	that	PRON
easat-1579	192	19	not	not	PART
easat-1579	192	20	only	only	ADV
easat-1579	192	21	perform	perform	VERB
easat-1579	192	22	well	well	ADV
easat-1579	192	23	on	on	ADP
easat-1579	192	24	the	the	DET
easat-1579	192	25	chosen	choose	VERB
easat-1579	192	26	metrics	metric	NOUN
easat-1579	192	27	but	but	CCONJ
easat-1579	192	28	also	also	ADV
easat-1579	192	29	offer	offer	VERB
easat-1579	192	30	insights	insight	NOUN
easat-1579	192	31	into	into	ADP
easat-1579	192	32	the	the	DET
easat-1579	192	33	complexities	complexity	NOUN
easat-1579	192	34	of	of	ADP
easat-1579	192	35	healthcare	healthcare	PROPN
easat-1579	192	36	data	datum	NOUN
easat-1579	192	37	.	.	PUNCT
easat-1579	193	1	3.9	3.9	NUM
easat-1579	193	2	.	.	PUNCT
easat-1579	193	3	evaluation	evaluation	NOUN
easat-1579	193	4	and	and	CCONJ
easat-1579	193	5	validation	validation	NOUN
easat-1579	193	6	:	:	PUNCT
easat-1579	193	7	ensuring	ensure	VERB
easat-1579	193	8	robustness	robustness	NOUN
easat-1579	193	9	and	and	CCONJ
easat-1579	193	10	significance	significance	NOUN
easat-1579	193	11	the	the	DET
easat-1579	193	12	evaluation	evaluation	NOUN
easat-1579	193	13	and	and	CCONJ
easat-1579	193	14	validation	validation	NOUN
easat-1579	193	15	step	step	NOUN
easat-1579	193	16	serves	serve	VERB
easat-1579	193	17	to	to	PART
easat-1579	193	18	carefully	carefully	ADV
easat-1579	193	19	examine	examine	VERB
easat-1579	193	20	the	the	DET
easat-1579	193	21	dependability	dependability	NOUN
easat-1579	193	22	and	and	CCONJ
easat-1579	193	23	statistical	statistical	ADJ
easat-1579	193	24	significance	significance	NOUN
easat-1579	193	25	of	of	ADP
easat-1579	193	26	the	the	DET
easat-1579	193	27	trained	train	VERB
easat-1579	193	28	models	model	NOUN
easat-1579	193	29	.	.	PUNCT
easat-1579	194	1	3.10	3.10	NUM
easat-1579	194	2	.	.	PUNCT
easat-1579	194	3	probability	probability	NOUN
easat-1579	194	4	tests	test	NOUN
easat-1579	194	5	anova	anova	X
easat-1579	194	6	(	(	PUNCT
easat-1579	194	7	analysis	analysis	NOUN
easat-1579	194	8	of	of	ADP
easat-1579	194	9	variance	variance	NOUN
easat-1579	194	10	):	):	PUNCT
easat-1579	194	11	this	this	DET
easat-1579	194	12	test	test	NOUN
easat-1579	194	13	determines	determine	VERB
easat-1579	194	14	if	if	SCONJ
easat-1579	194	15	the	the	DET
easat-1579	194	16	differences	difference	NOUN
easat-1579	194	17	across	across	ADP
easat-1579	194	18	groups	group	NOUN
easat-1579	194	19	(	(	PUNCT
easat-1579	194	20	in	in	ADP
easat-1579	194	21	this	this	DET
easat-1579	194	22	example	example	NOUN
easat-1579	194	23	,	,	PUNCT
easat-1579	194	24	healthcare	healthcare	NOUN
easat-1579	194	25	domains	domain	NOUN
easat-1579	194	26	)	)	PUNCT
easat-1579	194	27	are	be	AUX
easat-1579	194	28	statistically	statistically	ADV
easat-1579	194	29	significant	significant	ADJ
easat-1579	194	30	.	.	PUNCT
easat-1579	195	1	it	it	PRON
easat-1579	195	2	permits	permit	VERB
easat-1579	195	3	us	we	PRON
easat-1579	195	4	to	to	PART
easat-1579	195	5	reject	reject	VERB
easat-1579	195	6	or	or	CCONJ
easat-1579	195	7	accept	accept	VERB
easat-1579	195	8	the	the	DET
easat-1579	195	9	null	null	ADJ
easat-1579	195	10	hypothesis	hypothesis	NOUN
easat-1579	195	11	with	with	ADP
easat-1579	195	12	great	great	ADJ
easat-1579	195	13	assurance	assurance	NOUN
easat-1579	195	14	.	.	PUNCT
easat-1579	196	1	these	these	DET
easat-1579	196	2	tests	test	NOUN
easat-1579	196	3	establish	establish	VERB
easat-1579	196	4	the	the	DET
easat-1579	196	5	independence	independence	NOUN
easat-1579	196	6	of	of	ADP
easat-1579	196	7	variables	variable	NOUN
easat-1579	196	8	and	and	CCONJ
easat-1579	196	9	are	be	AUX
easat-1579	196	10	especially	especially	ADV
easat-1579	196	11	helpful	helpful	ADJ
easat-1579	196	12	for	for	ADP
easat-1579	196	13	categorical	categorical	ADJ
easat-1579	196	14	data	datum	NOUN
easat-1579	196	15	.	.	PUNCT
easat-1579	197	1	using	use	VERB
easat-1579	197	2	chi	chi	NOUN
easat-1579	197	3	-	-	PUNCT
easat-1579	197	4	squared	square	VERB
easat-1579	197	5	tests	test	NOUN
easat-1579	197	6	,	,	PUNCT
easat-1579	197	7	the	the	DET
easat-1579	197	8	research	research	NOUN
easat-1579	197	9	tries	try	VERB
easat-1579	197	10	to	to	PART
easat-1579	197	11	demonstrate	demonstrate	VERB
easat-1579	197	12	that	that	SCONJ
easat-1579	197	13	the	the	DET
easat-1579	197	14	importance	importance	NOUN
easat-1579	197	15	of	of	ADP
easat-1579	197	16	the	the	DET
easat-1579	197	17	model	model	NOUN
easat-1579	197	18	outputs	output	NOUN
easat-1579	197	19	exceeds	exceed	VERB
easat-1579	197	20	that	that	PRON
easat-1579	197	21	of	of	ADP
easat-1579	197	22	random	random	ADJ
easat-1579	197	23	chance	chance	NOUN
easat-1579	197	24	.	.	PUNCT
easat-1579	198	1	3.11	3.11	NUM
easat-1579	198	2	.	.	PUNCT
easat-1579	199	1	cross	cross	ADJ
easat-1579	199	2	-	-	ADJ
easat-1579	199	3	validation	validation	ADJ
easat-1579	199	4	stratified	stratified	ADJ
easat-1579	199	5	k	k	ADJ
easat-1579	199	6	-	-	ADJ
easat-1579	199	7	fold	fold	ADJ
easat-1579	199	8	cross	cross	NOUN
easat-1579	199	9	-	-	NOUN
easat-1579	199	10	validation	validation	NOUN
easat-1579	199	11	:	:	PUNCT
easat-1579	199	12	stratified	stratify	VERB
easat-1579	199	13	k	k	ADJ
easat-1579	199	14	-	-	ADJ
easat-1579	199	15	fold	fold	ADJ
easat-1579	199	16	cross	cross	NOUN
easat-1579	199	17	-	-	ADJ
easat-1579	199	18	validation	validation	NOUN
easat-1579	199	19	is	be	AUX
easat-1579	199	20	used	use	VERB
easat-1579	199	21	to	to	PART
easat-1579	199	22	determine	determine	VERB
easat-1579	199	23	the	the	DET
easat-1579	199	24	model	model	NOUN
easat-1579	199	25	's	's	PART
easat-1579	199	26	robustness	robustness	NOUN
easat-1579	199	27	and	and	CCONJ
easat-1579	199	28	generalizability	generalizability	NOUN
easat-1579	199	29	.	.	PUNCT
easat-1579	200	1	this	this	DET
easat-1579	200	2	method	method	NOUN
easat-1579	200	3	preserves	preserve	VERB
easat-1579	200	4	the	the	DET
easat-1579	200	5	same	same	ADJ
easat-1579	200	6	ratio	ratio	NOUN
easat-1579	200	7	of	of	ADP
easat-1579	200	8	classes	class	NOUN
easat-1579	200	9	in	in	ADP
easat-1579	200	10	each	each	DET
easat-1579	200	11	fold	fold	NOUN
easat-1579	200	12	as	as	ADP
easat-1579	200	13	in	in	ADP
easat-1579	200	14	the	the	DET
easat-1579	200	15	whole	whole	ADJ
easat-1579	200	16	dataset	dataset	NOUN
easat-1579	200	17	,	,	PUNCT
easat-1579	200	18	giving	give	VERB
easat-1579	200	19	a	a	DET
easat-1579	200	20	balanced	balanced	ADJ
easat-1579	200	21	and	and	CCONJ
easat-1579	200	22	exhaustive	exhaustive	ADJ
easat-1579	200	23	validation	validation	NOUN
easat-1579	200	24	procedure	procedure	NOUN
easat-1579	200	25	.	.	PUNCT
easat-1579	201	1	the	the	DET
easat-1579	201	2	paper	paper	NOUN
easat-1579	201	3	attempts	attempt	VERB
easat-1579	201	4	to	to	PART
easat-1579	201	5	guarantee	guarantee	VERB
easat-1579	201	6	that	that	SCONJ
easat-1579	201	7	the	the	DET
easat-1579	201	8	results	result	NOUN
easat-1579	201	9	reached	reach	VERB
easat-1579	201	10	are	be	AUX
easat-1579	201	11	not	not	PART
easat-1579	201	12	only	only	ADV
easat-1579	201	13	statistically	statistically	ADV
easat-1579	201	14	significant	significant	ADJ
easat-1579	201	15	but	but	CCONJ
easat-1579	201	16	also	also	ADV
easat-1579	201	17	applicable	applicable	ADJ
easat-1579	201	18	to	to	ADP
easat-1579	201	19	a	a	DET
easat-1579	201	20	variety	variety	NOUN
easat-1579	201	21	of	of	ADP
easat-1579	201	22	healthcare	healthcare	NOUN
easat-1579	201	23	settings	setting	NOUN
easat-1579	201	24	using	use	VERB
easat-1579	201	25	a	a	DET
easat-1579	201	26	mix	mix	NOUN
easat-1579	201	27	of	of	ADP
easat-1579	201	28	stringent	stringent	ADJ
easat-1579	201	29	statistical	statistical	ADJ
easat-1579	201	30	testing	testing	NOUN
easat-1579	201	31	and	and	CCONJ
easat-1579	201	32	rigorous	rigorous	ADJ
easat-1579	201	33	2034	2034	NUM
easat-1579	201	34	edelweiss	edelweiss	PROPN
easat-1579	201	35	applied	apply	VERB
easat-1579	201	36	science	science	NOUN
easat-1579	201	37	and	and	CCONJ
easat-1579	201	38	technology	technology	NOUN
easat-1579	201	39	issn	issn	PROPN
easat-1579	201	40	:	:	PUNCT
easat-1579	201	41	2576	2576	NUM
easat-1579	201	42	-	-	SYM
easat-1579	201	43	8484	8484	NUM
easat-1579	201	44	vol	vol	NOUN
easat-1579	201	45	.	.	PROPN
easat-1579	201	46	8	8	NUM
easat-1579	201	47	,	,	PUNCT
easat-1579	201	48	no	no	INTJ
easat-1579	201	49	.	.	NOUN
easat-1579	201	50	4	4	NUM
easat-1579	201	51	:	:	SYM
easat-1579	201	52	2027	2027	NUM
easat-1579	201	53	-	-	SYM
easat-1579	201	54	2041	2041	NUM
easat-1579	201	55	,	,	PUNCT
easat-1579	201	56	2024	2024	NUM
easat-1579	201	57	doi	doi	NOUN
easat-1579	201	58	:	:	PUNCT
easat-1579	201	59	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	201	60	©	©	PROPN
easat-1579	201	61	2024	2024	NUM
easat-1579	201	62	by	by	ADP
easat-1579	201	63	the	the	DET
easat-1579	201	64	author	author	NOUN
easat-1579	201	65	;	;	PUNCT
easat-1579	201	66	licensee	licensee	PROPN
easat-1579	201	67	learning	learn	VERB
easat-1579	201	68	gate	gate	NOUN
easat-1579	201	69	validation	validation	NOUN
easat-1579	201	70	approaches	approach	NOUN
easat-1579	201	71	.	.	PUNCT
easat-1579	202	1	this	this	DET
easat-1579	202	2	multidimensional	multidimensional	ADJ
easat-1579	202	3	method	method	NOUN
easat-1579	202	4	to	to	PART
easat-1579	202	5	review	review	VERB
easat-1579	202	6	and	and	CCONJ
easat-1579	202	7	validation	validation	NOUN
easat-1579	202	8	provides	provide	VERB
easat-1579	202	9	credibility	credibility	NOUN
easat-1579	202	10	to	to	ADP
easat-1579	202	11	the	the	DET
easat-1579	202	12	study	study	NOUN
easat-1579	202	13	,	,	PUNCT
easat-1579	202	14	making	make	VERB
easat-1579	202	15	the	the	DET
easat-1579	202	16	results	result	NOUN
easat-1579	202	17	dependable	dependable	ADJ
easat-1579	202	18	and	and	CCONJ
easat-1579	202	19	practical	practical	ADJ
easat-1579	202	20	.	.	PUNCT
easat-1579	203	1	4	4	X
easat-1579	203	2	.	.	NOUN
easat-1579	203	3	results	result	VERB
easat-1579	203	4	the	the	DET
easat-1579	203	5	results	result	NOUN
easat-1579	203	6	section	section	NOUN
easat-1579	203	7	serves	serve	VERB
easat-1579	203	8	as	as	ADP
easat-1579	203	9	the	the	DET
easat-1579	203	10	focal	focal	ADJ
easat-1579	203	11	point	point	NOUN
easat-1579	203	12	of	of	ADP
easat-1579	203	13	the	the	DET
easat-1579	203	14	research	research	NOUN
easat-1579	203	15	,	,	PUNCT
easat-1579	203	16	capturing	capture	VERB
easat-1579	203	17	the	the	DET
easat-1579	203	18	empirical	empirical	ADJ
easat-1579	203	19	evidence	evidence	NOUN
easat-1579	203	20	supporting	support	VERB
easat-1579	203	21	the	the	DET
easat-1579	203	22	potential	potential	NOUN
easat-1579	203	23	of	of	ADP
easat-1579	203	24	nlp	nlp	NOUN
easat-1579	203	25	technologies	technology	NOUN
easat-1579	203	26	in	in	ADP
easat-1579	203	27	healthcare	healthcare	PROPN
easat-1579	203	28	.	.	PUNCT
easat-1579	204	1	following	follow	VERB
easat-1579	204	2	a	a	DET
easat-1579	204	3	rigorous	rigorous	ADJ
easat-1579	204	4	methodology	methodology	NOUN
easat-1579	204	5	that	that	PRON
easat-1579	204	6	involved	involve	VERB
easat-1579	204	7	data	datum	NOUN
easat-1579	204	8	preprocessing	preprocessing	NOUN
easat-1579	204	9	,	,	PUNCT
easat-1579	204	10	feature	feature	NOUN
easat-1579	204	11	engineering	engineering	NOUN
easat-1579	204	12	,	,	PUNCT
easat-1579	204	13	model	model	NOUN
easat-1579	204	14	training	training	NOUN
easat-1579	204	15	,	,	PUNCT
easat-1579	204	16	and	and	CCONJ
easat-1579	204	17	statistical	statistical	ADJ
easat-1579	204	18	analysis	analysis	NOUN
easat-1579	204	19	,	,	PUNCT
easat-1579	204	20	we	we	PRON
easat-1579	204	21	have	have	AUX
easat-1579	204	22	arrived	arrive	VERB
easat-1579	204	23	at	at	ADP
easat-1579	204	24	results	result	NOUN
easat-1579	204	25	that	that	PRON
easat-1579	204	26	corroborate	corroborate	VERB
easat-1579	204	27	the	the	DET
easat-1579	204	28	positive	positive	ADJ
easat-1579	204	29	impact	impact	NOUN
easat-1579	204	30	of	of	ADP
easat-1579	204	31	nlp	nlp	NOUN
easat-1579	204	32	in	in	ADP
easat-1579	204	33	healthcare	healthcare	PROPN
easat-1579	204	34	settings	setting	NOUN
easat-1579	204	35	.	.	PUNCT
easat-1579	205	1	each	each	DET
easat-1579	205	2	subsection	subsection	NOUN
easat-1579	205	3	below	below	ADP
easat-1579	205	4	delves	delf	NOUN
easat-1579	205	5	into	into	ADP
easat-1579	205	6	specific	specific	ADJ
easat-1579	205	7	facets	facet	NOUN
easat-1579	205	8	of	of	ADP
easat-1579	205	9	the	the	DET
easat-1579	205	10	research	research	NOUN
easat-1579	205	11	findings	finding	NOUN
easat-1579	205	12	.	.	PUNCT
easat-1579	206	1	the	the	DET
easat-1579	206	2	study	study	NOUN
easat-1579	206	3	initially	initially	ADV
easat-1579	206	4	sought	seek	VERB
easat-1579	206	5	to	to	PART
easat-1579	206	6	provide	provide	VERB
easat-1579	206	7	a	a	DET
easat-1579	206	8	clear	clear	ADJ
easat-1579	206	9	comparative	comparative	ADJ
easat-1579	206	10	analysis	analysis	NOUN
easat-1579	206	11	of	of	ADP
easat-1579	206	12	how	how	SCONJ
easat-1579	206	13	different	different	ADJ
easat-1579	206	14	machine	machine	NOUN
easat-1579	206	15	learning	learn	VERB
easat-1579	206	16	algorithms	algorithm	NOUN
easat-1579	206	17	performed	perform	VERB
easat-1579	206	18	across	across	ADP
easat-1579	206	19	various	various	ADJ
easat-1579	206	20	healthcare	healthcare	NOUN
easat-1579	206	21	domains	domain	NOUN
easat-1579	206	22	.	.	PUNCT
easat-1579	206	23	table	table	NOUN
easat-1579	206	24	1	1	NUM
easat-1579	206	25	.	.	PUNCT
easat-1579	206	26	descriptive	descriptive	ADJ
easat-1579	206	27	statistics	statistic	NOUN
easat-1579	206	28	by	by	ADP
easat-1579	206	29	algorithm	algorithm	NOUN
easat-1579	206	30	and	and	CCONJ
easat-1579	206	31	healthcare	healthcare	PROPN
easat-1579	206	32	domain	domain	NOUN
easat-1579	206	33	.	.	PUNCT
easat-1579	207	1	healthcare	healthcare	NOUN
easat-1579	207	2	domain	domain	NOUN
easat-1579	207	3	algorithm	algorithm	NOUN
easat-1579	207	4	mean	mean	NOUN
easat-1579	207	5	accuracy	accuracy	NOUN
easat-1579	207	6	(	(	PUNCT
easat-1579	207	7	%	%	INTJ
easat-1579	207	8	)	)	PUNCT
easat-1579	207	9	f1	f1	NOUN
easat-1579	207	10	-	-	PUNCT
easat-1579	207	11	score	score	NOUN
easat-1579	207	12	auc	auc	NOUN
easat-1579	207	13	-	-	PUNCT
easat-1579	207	14	roc	roc	NOUN
easat-1579	207	15	cardiology	cardiology	NOUN
easat-1579	207	16	naive	naive	ADJ
easat-1579	207	17	bayes	bayes	NOUN
easat-1579	207	18	svm	svm	VERB
easat-1579	207	19	lstm	lstm	NOUN
easat-1579	207	20	87.2	87.2	NUM
easat-1579	207	21	88.4	88.4	NUM
easat-1579	207	22	89.5	89.5	NUM
easat-1579	207	23	0.87	0.87	NUM
easat-1579	207	24	0.88	0.88	NUM
easat-1579	207	25	0.90	0.90	NUM
easat-1579	207	26	0.90	0.90	NUM
easat-1579	207	27	0.91	0.91	NUM
easat-1579	207	28	0.93	0.93	NUM
easat-1579	207	29	oncology	oncology	NOUN
easat-1579	207	30	naive	naive	ADJ
easat-1579	207	31	bayes	bayes	NOUN
easat-1579	207	32	svm	svm	VERB
easat-1579	207	33	lstm	lstm	NOUN
easat-1579	207	34	84.1	84.1	NUM
easat-1579	207	35	85.3	85.3	NUM
easat-1579	207	36	86.4	86.4	NUM
easat-1579	207	37	0.83	0.83	NUM
easat-1579	207	38	0.85	0.85	NUM
easat-1579	207	39	0.86	0.86	NUM
easat-1579	207	40	0.85	0.85	NUM
easat-1579	207	41	0.87	0.87	NUM
easat-1579	207	42	0.88	0.88	NUM
easat-1579	207	43	neurology	neurology	NOUN
easat-1579	207	44	naive	naive	ADJ
easat-1579	207	45	bayes	bayes	NOUN
easat-1579	207	46	svm	svm	VERB
easat-1579	207	47	lstm	lstm	PROPN
easat-1579	207	48	88.0	88.0	NUM
easat-1579	207	49	89.2	89.2	NUM
easat-1579	207	50	90.3	90.3	NUM
easat-1579	207	51	0.88	0.88	NUM
easat-1579	207	52	0.89	0.89	NUM
easat-1579	207	53	0.90	0.90	NUM
easat-1579	207	54	0.90	0.90	NUM
easat-1579	207	55	0.91	0.91	NUM
easat-1579	207	56	0.92	0.92	NUM
easat-1579	207	57	the	the	DET
easat-1579	207	58	results	result	NOUN
easat-1579	207	59	,	,	PUNCT
easat-1579	207	60	captured	capture	VERB
easat-1579	207	61	in	in	ADP
easat-1579	207	62	table	table	NOUN
easat-1579	207	63	1	1	NUM
easat-1579	207	64	,	,	PUNCT
easat-1579	207	65	showed	show	VERB
easat-1579	207	66	that	that	SCONJ
easat-1579	207	67	the	the	DET
easat-1579	207	68	lstm	lstm	PROPN
easat-1579	207	69	model	model	NOUN
easat-1579	207	70	consistently	consistently	ADV
easat-1579	207	71	outperformed	outperform	VERB
easat-1579	207	72	naive	naive	ADJ
easat-1579	207	73	bayes	baye	NOUN
easat-1579	207	74	and	and	CCONJ
easat-1579	207	75	svm	svm	ADJ
easat-1579	207	76	,	,	PUNCT
easat-1579	207	77	especially	especially	ADV
easat-1579	207	78	in	in	ADP
easat-1579	207	79	the	the	DET
easat-1579	207	80	cardiology	cardiology	NOUN
easat-1579	207	81	and	and	CCONJ
easat-1579	207	82	neurology	neurology	NOUN
easat-1579	207	83	domains	domain	NOUN
easat-1579	207	84	.	.	PUNCT
easat-1579	208	1	in	in	ADP
easat-1579	208	2	cardiology	cardiology	NOUN
easat-1579	208	3	,	,	PUNCT
easat-1579	208	4	the	the	DET
easat-1579	208	5	lstm	lstm	NOUN
easat-1579	208	6	achieved	achieve	VERB
easat-1579	208	7	an	an	DET
easat-1579	208	8	impressive	impressive	ADJ
easat-1579	208	9	f1	f1	NOUN
easat-1579	208	10	-	-	PUNCT
easat-1579	208	11	score	score	NOUN
easat-1579	208	12	of	of	ADP
easat-1579	208	13	0.90	0.90	NUM
easat-1579	208	14	and	and	CCONJ
easat-1579	208	15	auc	auc	NOUN
easat-1579	208	16	-	-	PUNCT
easat-1579	208	17	roc	roc	NOUN
easat-1579	208	18	of	of	ADP
easat-1579	208	19	0.93	0.93	NUM
easat-1579	208	20	,	,	PUNCT
easat-1579	208	21	exceeding	exceed	VERB
easat-1579	208	22	the	the	DET
easat-1579	208	23	baseline	baseline	ADJ
easat-1579	208	24	naive	naive	ADJ
easat-1579	208	25	bayes	bayes	NOUN
easat-1579	208	26	model	model	NOUN
easat-1579	208	27	by	by	ADP
easat-1579	208	28	3.3	3.3	NUM
easat-1579	208	29	%	%	NOUN
easat-1579	208	30	in	in	ADP
easat-1579	208	31	mean	mean	ADJ
easat-1579	208	32	accuracy	accuracy	NOUN
easat-1579	208	33	.	.	PUNCT
easat-1579	209	1	similar	similar	ADJ
easat-1579	209	2	trends	trend	NOUN
easat-1579	209	3	were	be	AUX
easat-1579	209	4	observed	observe	VERB
easat-1579	209	5	in	in	ADP
easat-1579	209	6	oncology	oncology	NOUN
easat-1579	209	7	and	and	CCONJ
easat-1579	209	8	neurology	neurology	NOUN
easat-1579	209	9	,	,	PUNCT
easat-1579	209	10	solidifying	solidify	VERB
easat-1579	209	11	the	the	DET
easat-1579	209	12	superiority	superiority	NOUN
easat-1579	209	13	of	of	ADP
easat-1579	209	14	the	the	DET
easat-1579	209	15	lstm	lstm	PROPN
easat-1579	209	16	model	model	PROPN
easat-1579	209	17	.	.	PUNCT
easat-1579	210	1	figure	figure	NOUN
easat-1579	210	2	1	1	NUM
easat-1579	210	3	.	.	X
easat-1579	211	1	boxplot	boxplot	NOUN
easat-1579	211	2	of	of	ADP
easat-1579	211	3	f1	f1	NOUN
easat-1579	211	4	-	-	PUNCT
easat-1579	211	5	scores	score	NOUN
easat-1579	211	6	across	across	ADP
easat-1579	211	7	algorithms	algorithm	NOUN
easat-1579	211	8	and	and	CCONJ
easat-1579	211	9	domains	domain	NOUN
easat-1579	211	10	.	.	PUNCT
easat-1579	212	1	2035	2035	NUM
easat-1579	212	2	edelweiss	edelweiss	PROPN
easat-1579	212	3	applied	apply	VERB
easat-1579	212	4	science	science	NOUN
easat-1579	212	5	and	and	CCONJ
easat-1579	212	6	technology	technology	NOUN
easat-1579	212	7	issn	issn	PROPN
easat-1579	212	8	:	:	PUNCT
easat-1579	212	9	2576	2576	NUM
easat-1579	212	10	-	-	SYM
easat-1579	212	11	8484	8484	NUM
easat-1579	212	12	vol	vol	NOUN
easat-1579	212	13	.	.	PROPN
easat-1579	212	14	8	8	NUM
easat-1579	212	15	,	,	PUNCT
easat-1579	212	16	no	no	INTJ
easat-1579	212	17	.	.	NOUN
easat-1579	212	18	4	4	NUM
easat-1579	212	19	:	:	SYM
easat-1579	212	20	2027	2027	NUM
easat-1579	212	21	-	-	SYM
easat-1579	212	22	2041	2041	NUM
easat-1579	212	23	,	,	PUNCT
easat-1579	212	24	2024	2024	NUM
easat-1579	212	25	doi	doi	NOUN
easat-1579	212	26	:	:	PUNCT
easat-1579	212	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	212	28	©	©	PROPN
easat-1579	212	29	2024	2024	NUM
easat-1579	212	30	by	by	ADP
easat-1579	212	31	the	the	DET
easat-1579	212	32	author	author	NOUN
easat-1579	212	33	;	;	PUNCT
easat-1579	212	34	licensee	licensee	PROPN
easat-1579	212	35	learning	learning	NOUN
easat-1579	212	36	gate	gate	NOUN
easat-1579	212	37	in	in	ADP
easat-1579	212	38	order	order	NOUN
easat-1579	212	39	to	to	PART
easat-1579	212	40	establish	establish	VERB
easat-1579	212	41	the	the	DET
easat-1579	212	42	statistical	statistical	ADJ
easat-1579	212	43	significance	significance	NOUN
easat-1579	212	44	of	of	ADP
easat-1579	212	45	the	the	DET
easat-1579	212	46	findings	finding	NOUN
easat-1579	212	47	,	,	PUNCT
easat-1579	212	48	anova	anova	PROPN
easat-1579	212	49	tests	test	NOUN
easat-1579	212	50	were	be	AUX
easat-1579	212	51	carried	carry	VERB
easat-1579	212	52	out	out	ADP
easat-1579	212	53	.	.	PUNCT
easat-1579	213	1	the	the	DET
easat-1579	213	2	results	result	NOUN
easat-1579	213	3	yielded	yield	VERB
easat-1579	213	4	a	a	DET
easat-1579	213	5	p	p	NOUN
easat-1579	213	6	-	-	PUNCT
easat-1579	213	7	value	value	NOUN
easat-1579	213	8	of	of	ADP
easat-1579	213	9	less	less	ADJ
easat-1579	213	10	than	than	ADP
easat-1579	213	11	0.05	0.05	NUM
easat-1579	213	12	across	across	ADP
easat-1579	213	13	all	all	DET
easat-1579	213	14	healthcare	healthcare	NOUN
easat-1579	213	15	domains	domain	NOUN
easat-1579	213	16	,	,	PUNCT
easat-1579	213	17	thereby	thereby	ADV
easat-1579	213	18	rejecting	reject	VERB
easat-1579	213	19	the	the	DET
easat-1579	213	20	null	null	ADJ
easat-1579	213	21	hypothesis	hypothesis	NOUN
easat-1579	213	22	.	.	PUNCT
easat-1579	214	1	this	this	PRON
easat-1579	214	2	is	be	AUX
easat-1579	214	3	a	a	DET
easat-1579	214	4	robust	robust	ADJ
easat-1579	214	5	indicator	indicator	NOUN
easat-1579	214	6	that	that	SCONJ
easat-1579	214	7	the	the	DET
easat-1579	214	8	improvements	improvement	NOUN
easat-1579	214	9	in	in	ADP
easat-1579	214	10	healthcare	healthcare	NOUN
easat-1579	214	11	outcomes	outcome	NOUN
easat-1579	214	12	due	due	ADP
easat-1579	214	13	to	to	ADP
easat-1579	214	14	nlp	nlp	NOUN
easat-1579	214	15	technologies	technology	NOUN
easat-1579	214	16	are	be	AUX
easat-1579	214	17	not	not	PART
easat-1579	214	18	just	just	ADV
easat-1579	214	19	apparent	apparent	ADJ
easat-1579	214	20	but	but	CCONJ
easat-1579	214	21	statistically	statistically	ADV
easat-1579	214	22	significant	significant	ADJ
easat-1579	214	23	.	.	PUNCT
easat-1579	215	1	additionally	additionally	ADV
easat-1579	215	2	,	,	PUNCT
easat-1579	215	3	chi	chi	ADJ
easat-1579	215	4	-	-	PUNCT
easat-1579	215	5	squared	square	VERB
easat-1579	215	6	tests	test	NOUN
easat-1579	215	7	further	far	ADV
easat-1579	215	8	buttressed	buttress	VERB
easat-1579	215	9	these	these	DET
easat-1579	215	10	findings	finding	NOUN
easat-1579	215	11	by	by	ADP
easat-1579	215	12	establishing	establish	VERB
easat-1579	215	13	the	the	DET
easat-1579	215	14	significance	significance	NOUN
easat-1579	215	15	of	of	ADP
easat-1579	215	16	improvements	improvement	NOUN
easat-1579	215	17	across	across	ADP
easat-1579	215	18	categorical	categorical	ADJ
easat-1579	215	19	healthcare	healthcare	NOUN
easat-1579	215	20	data	datum	NOUN
easat-1579	215	21	.	.	PUNCT
easat-1579	216	1	the	the	DET
easat-1579	216	2	chi	chi	NOUN
easat-1579	216	3	-	-	PUNCT
easat-1579	216	4	squared	square	VERB
easat-1579	216	5	tests	test	NOUN
easat-1579	216	6	also	also	ADV
easat-1579	216	7	supported	support	VERB
easat-1579	216	8	these	these	DET
easat-1579	216	9	findings	finding	NOUN
easat-1579	216	10	,	,	PUNCT
easat-1579	216	11	indicating	indicate	VERB
easat-1579	216	12	that	that	SCONJ
easat-1579	216	13	the	the	DET
easat-1579	216	14	improvements	improvement	NOUN
easat-1579	216	15	were	be	AUX
easat-1579	216	16	statistically	statistically	ADV
easat-1579	216	17	significant	significant	ADJ
easat-1579	216	18	across	across	ADP
easat-1579	216	19	different	different	ADJ
easat-1579	216	20	categories	category	NOUN
easat-1579	216	21	of	of	ADP
easat-1579	216	22	healthcare	healthcare	PROPN
easat-1579	216	23	data	data	PROPN
easat-1579	216	24	.	.	PUNCT
easat-1579	217	1	table	table	NOUN
easat-1579	217	2	2	2	NUM
easat-1579	217	3	.	.	PUNCT
easat-1579	218	1	chi	chi	ADJ
easat-1579	218	2	-	-	PUNCT
easat-1579	218	3	squared	square	VERB
easat-1579	218	4	test	test	NOUN
easat-1579	218	5	results	result	NOUN
easat-1579	218	6	for	for	ADP
easat-1579	218	7	model	model	NOUN
easat-1579	218	8	significance	significance	NOUN
easat-1579	218	9	by	by	ADP
easat-1579	218	10	healthcare	healthcare	NOUN
easat-1579	218	11	domain	domain	NOUN
easat-1579	218	12	.	.	PUNCT
easat-1579	219	1	healthcare	healthcare	NOUN
easat-1579	219	2	domain	domain	NOUN
easat-1579	219	3	algorithm	algorithm	NOUN
easat-1579	219	4	chi	chi	NOUN
easat-1579	219	5	-	-	PUNCT
easat-1579	219	6	squared	square	VERB
easat-1579	219	7	statistic	statistic	NOUN
easat-1579	219	8	degrees	degree	NOUN
easat-1579	219	9	of	of	ADP
easat-1579	219	10	freedom	freedom	NOUN
easat-1579	219	11	p	p	NOUN
easat-1579	219	12	-	-	PUNCT
easat-1579	219	13	value	value	NOUN
easat-1579	219	14	cardiology	cardiology	NOUN
easat-1579	219	15	naive	naive	ADJ
easat-1579	219	16	bayes	bayes	NOUN
easat-1579	219	17	svm	svm	VERB
easat-1579	219	18	lstm	lstm	NOUN
easat-1579	219	19	24.2	24.2	NUM
easat-1579	219	20	26.4	26.4	NUM
easat-1579	219	21	30.1	30.1	NUM
easat-1579	219	22	2	2	NUM
easat-1579	219	23	<	<	NOUN
easat-1579	219	24	0.05	0.05	NUM
easat-1579	219	25	oncology	oncology	NOUN
easat-1579	219	26	naive	naive	ADJ
easat-1579	219	27	bayes	bayes	NOUN
easat-1579	219	28	svm	svm	VERB
easat-1579	219	29	lstm	lstm	NOUN
easat-1579	219	30	22.8	22.8	NUM
easat-1579	219	31	25.3	25.3	NUM
easat-1579	219	32	28.4	28.4	NUM
easat-1579	219	33	2	2	NUM
easat-1579	219	34	<	<	NOUN
easat-1579	219	35	0.05	0.05	NUM
easat-1579	219	36	neurology	neurology	NOUN
easat-1579	219	37	naive	naive	ADJ
easat-1579	219	38	bayes	bayes	NOUN
easat-1579	219	39	svm	svm	VERB
easat-1579	219	40	lstm	lstm	NOUN
easat-1579	219	41	23.7	23.7	NUM
easat-1579	219	42	27.1	27.1	NUM
easat-1579	219	43	31.2	31.2	NUM
easat-1579	219	44	2	2	NUM
easat-1579	219	45	<	<	NOUN
easat-1579	219	46	0.05	0.05	NUM
easat-1579	219	47	this	this	DET
easat-1579	219	48	table	table	NOUN
easat-1579	219	49	shows	show	VERB
easat-1579	219	50	the	the	DET
easat-1579	219	51	chi	chi	NOUN
easat-1579	219	52	-	-	PUNCT
easat-1579	219	53	squared	square	VERB
easat-1579	219	54	statistics	statistic	NOUN
easat-1579	219	55	,	,	PUNCT
easat-1579	219	56	degrees	degree	NOUN
easat-1579	219	57	of	of	ADP
easat-1579	219	58	freedom	freedom	NOUN
easat-1579	219	59	,	,	PUNCT
easat-1579	219	60	and	and	CCONJ
easat-1579	219	61	p	p	X
easat-1579	219	62	-	-	PUNCT
easat-1579	219	63	values	value	NOUN
easat-1579	219	64	for	for	ADP
easat-1579	219	65	each	each	DET
easat-1579	219	66	algorithm	algorithm	NOUN
easat-1579	219	67	in	in	ADP
easat-1579	219	68	different	different	ADJ
easat-1579	219	69	healthcare	healthcare	NOUN
easat-1579	219	70	domains	domain	NOUN
easat-1579	219	71	.	.	PUNCT
easat-1579	220	1	a	a	DET
easat-1579	220	2	p	p	NOUN
easat-1579	220	3	-	-	PUNCT
easat-1579	220	4	value	value	NOUN
easat-1579	220	5	of	of	ADP
easat-1579	220	6	less	less	ADJ
easat-1579	220	7	than	than	ADP
easat-1579	220	8	0.05	0.05	NUM
easat-1579	220	9	indicates	indicate	VERB
easat-1579	220	10	statistical	statistical	ADJ
easat-1579	220	11	significance	significance	NOUN
easat-1579	220	12	.	.	PUNCT
easat-1579	221	1	figure	figure	NOUN
easat-1579	221	2	2	2	NUM
easat-1579	221	3	.	.	X
easat-1579	221	4	heatmap	heatmap	NOUN
easat-1579	221	5	of	of	ADP
easat-1579	221	6	chi	chi	NOUN
easat-1579	221	7	-	-	PUNCT
easat-1579	221	8	squared	square	VERB
easat-1579	221	9	p	p	NOUN
easat-1579	221	10	-	-	PUNCT
easat-1579	221	11	values	value	NOUN
easat-1579	221	12	.	.	PUNCT
easat-1579	222	1	2036	2036	NUM
easat-1579	222	2	edelweiss	edelweiss	PROPN
easat-1579	222	3	applied	apply	VERB
easat-1579	222	4	science	science	NOUN
easat-1579	222	5	and	and	CCONJ
easat-1579	222	6	technology	technology	NOUN
easat-1579	222	7	issn	issn	PROPN
easat-1579	222	8	:	:	PUNCT
easat-1579	222	9	2576	2576	NUM
easat-1579	222	10	-	-	SYM
easat-1579	222	11	8484	8484	NUM
easat-1579	222	12	vol	vol	NOUN
easat-1579	222	13	.	.	PROPN
easat-1579	222	14	8	8	NUM
easat-1579	222	15	,	,	PUNCT
easat-1579	222	16	no	no	INTJ
easat-1579	222	17	.	.	NOUN
easat-1579	222	18	4	4	NUM
easat-1579	222	19	:	:	SYM
easat-1579	222	20	2027	2027	NUM
easat-1579	222	21	-	-	SYM
easat-1579	222	22	2041	2041	NUM
easat-1579	222	23	,	,	PUNCT
easat-1579	222	24	2024	2024	NUM
easat-1579	222	25	doi	doi	NOUN
easat-1579	222	26	:	:	PUNCT
easat-1579	222	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	222	28	©	©	PROPN
easat-1579	222	29	2024	2024	NUM
easat-1579	222	30	by	by	ADP
easat-1579	222	31	the	the	DET
easat-1579	222	32	author	author	NOUN
easat-1579	222	33	;	;	PUNCT
easat-1579	222	34	licensee	licensee	PROPN
easat-1579	222	35	learning	learn	VERB
easat-1579	222	36	gate	gate	NOUN
easat-1579	222	37	in	in	ADP
easat-1579	222	38	the	the	DET
easat-1579	222	39	quest	quest	NOUN
easat-1579	222	40	for	for	ADP
easat-1579	222	41	model	model	NOUN
easat-1579	222	42	robustness	robustness	NOUN
easat-1579	222	43	and	and	CCONJ
easat-1579	222	44	generalizability	generalizability	NOUN
easat-1579	222	45	,	,	PUNCT
easat-1579	222	46	stratified	stratify	VERB
easat-1579	222	47	k	k	ADJ
easat-1579	222	48	-	-	ADJ
easat-1579	222	49	fold	fold	ADJ
easat-1579	222	50	cross	cross	NOUN
easat-1579	222	51	-	-	ADJ
easat-1579	222	52	validation	validation	NOUN
easat-1579	222	53	was	be	AUX
easat-1579	222	54	employed	employ	VERB
easat-1579	222	55	as	as	ADP
easat-1579	222	56	a	a	DET
easat-1579	222	57	rigorous	rigorous	ADJ
easat-1579	222	58	evaluation	evaluation	NOUN
easat-1579	222	59	technique	technique	NOUN
easat-1579	222	60	.	.	PUNCT
easat-1579	223	1	this	this	DET
easat-1579	223	2	approach	approach	NOUN
easat-1579	223	3	ensured	ensure	VERB
easat-1579	223	4	that	that	SCONJ
easat-1579	223	5	each	each	DET
easat-1579	223	6	fold	fold	NOUN
easat-1579	223	7	maintained	maintain	VERB
easat-1579	223	8	the	the	DET
easat-1579	223	9	same	same	ADJ
easat-1579	223	10	ratio	ratio	NOUN
easat-1579	223	11	of	of	ADP
easat-1579	223	12	classes	class	NOUN
easat-1579	223	13	as	as	ADP
easat-1579	223	14	the	the	DET
easat-1579	223	15	entire	entire	ADJ
easat-1579	223	16	dataset	dataset	NOUN
easat-1579	223	17	,	,	PUNCT
easat-1579	223	18	offering	offer	VERB
easat-1579	223	19	a	a	DET
easat-1579	223	20	balanced	balanced	ADJ
easat-1579	223	21	and	and	CCONJ
easat-1579	223	22	unbiased	unbiased	ADJ
easat-1579	223	23	assessment	assessment	NOUN
easat-1579	223	24	of	of	ADP
easat-1579	223	25	model	model	NOUN
easat-1579	223	26	performance	performance	NOUN
easat-1579	223	27	.	.	PUNCT
easat-1579	224	1	table	table	NOUN
easat-1579	224	2	3	3	NUM
easat-1579	224	3	as	as	SCONJ
easat-1579	224	4	seen	see	VERB
easat-1579	224	5	in	in	ADP
easat-1579	224	6	the	the	DET
easat-1579	224	7	previous	previous	ADJ
easat-1579	224	8	discussion	discussion	NOUN
easat-1579	224	9	,	,	PUNCT
easat-1579	224	10	encapsulates	encapsulate	VERB
easat-1579	224	11	the	the	DET
easat-1579	224	12	results	result	NOUN
easat-1579	224	13	of	of	ADP
easat-1579	224	14	this	this	DET
easat-1579	224	15	vital	vital	ADJ
easat-1579	224	16	validation	validation	NOUN
easat-1579	224	17	step	step	NOUN
easat-1579	224	18	.	.	PUNCT
easat-1579	225	1	table	table	NOUN
easat-1579	225	2	3	3	NUM
easat-1579	225	3	.	.	PUNCT
easat-1579	225	4	stratified	stratify	VERB
easat-1579	225	5	k	k	ADJ
easat-1579	225	6	-	-	ADJ
easat-1579	225	7	fold	fold	ADJ
easat-1579	225	8	cross	cross	ADJ
easat-1579	225	9	-	-	ADJ
easat-1579	225	10	validation	validation	ADJ
easat-1579	225	11	results	result	NOUN
easat-1579	225	12	.	.	PUNCT
easat-1579	226	1	algorithm	algorithm	PROPN
easat-1579	226	2	average	average	ADJ
easat-1579	226	3	f1	f1	NOUN
easat-1579	226	4	-	-	PUNCT
easat-1579	226	5	score	score	NOUN
easat-1579	226	6	standard	standard	ADJ
easat-1579	226	7	deviation	deviation	NOUN
easat-1579	226	8	95	95	NUM
easat-1579	226	9	%	%	NOUN
easat-1579	226	10	confidence	confidence	NOUN
easat-1579	226	11	interval	interval	NOUN
easat-1579	226	12	naive	naive	ADJ
easat-1579	226	13	bayes	bayes	NOUN
easat-1579	226	14	svm	svm	VERB
easat-1579	226	15	lstm	lstm	NOUN
easat-1579	226	16	0.86	0.86	NUM
easat-1579	226	17	0.87	0.87	NUM
easat-1579	226	18	0.89	0.89	NUM
easat-1579	226	19	0.02	0.02	NUM
easat-1579	226	20	0.02	0.02	NUM
easat-1579	226	21	0.01	0.01	NUM
easat-1579	226	22	[	[	X
easat-1579	226	23	0.84,0.88	0.84,0.88	X
easat-1579	226	24	]	]	X
easat-1579	227	1	[	[	X
easat-1579	227	2	0.85,0.89	0.85,0.89	X
easat-1579	227	3	]	]	X
easat-1579	227	4	[	[	X
easat-1579	227	5	0.88,0.90	0.88,0.90	X
easat-1579	227	6	]	]	X
easat-1579	227	7	figure	figure	NOUN
easat-1579	227	8	4	4	NUM
easat-1579	227	9	.	.	PUNCT
easat-1579	228	1	roc	roc	PROPN
easat-1579	228	2	curves	curve	NOUN
easat-1579	228	3	for	for	ADP
easat-1579	228	4	lstm	lstm	NOUN
easat-1579	228	5	model	model	NOUN
easat-1579	228	6	across	across	ADP
easat-1579	228	7	domains	domain	NOUN
easat-1579	228	8	.	.	PUNCT
easat-1579	229	1	the	the	DET
easat-1579	229	2	lstm	lstm	PROPN
easat-1579	229	3	model	model	NOUN
easat-1579	229	4	delivered	deliver	VERB
easat-1579	229	5	an	an	DET
easat-1579	229	6	outstanding	outstanding	ADJ
easat-1579	229	7	average	average	ADJ
easat-1579	229	8	f1	f1	NOUN
easat-1579	229	9	-	-	PUNCT
easat-1579	229	10	score	score	NOUN
easat-1579	229	11	of	of	ADP
easat-1579	229	12	0.89	0.89	NUM
easat-1579	229	13	,	,	PUNCT
easat-1579	229	14	with	with	ADP
easat-1579	229	15	a	a	DET
easat-1579	229	16	relatively	relatively	ADV
easat-1579	229	17	low	low	ADJ
easat-1579	229	18	standard	standard	ADJ
easat-1579	229	19	deviation	deviation	NOUN
easat-1579	229	20	of	of	ADP
easat-1579	229	21	0.01	0.01	NUM
easat-1579	229	22	.	.	PUNCT
easat-1579	230	1	this	this	DET
easat-1579	230	2	consistency	consistency	NOUN
easat-1579	230	3	across	across	ADP
easat-1579	230	4	folds	fold	NOUN
easat-1579	230	5	underscores	underscore	VERB
easat-1579	230	6	the	the	DET
easat-1579	230	7	model	model	NOUN
easat-1579	230	8	's	's	PART
easat-1579	230	9	robustness	robustness	NOUN
easat-1579	230	10	and	and	CCONJ
easat-1579	230	11	reliability	reliability	NOUN
easat-1579	230	12	.	.	PUNCT
easat-1579	231	1	the	the	DET
easat-1579	231	2	95	95	NUM
easat-1579	231	3	%	%	NOUN
easat-1579	231	4	confidence	confidence	NOUN
easat-1579	231	5	interval	interval	NOUN
easat-1579	231	6	for	for	ADP
easat-1579	231	7	the	the	DET
easat-1579	231	8	lstm	lstm	PROPN
easat-1579	231	9	model	model	NOUN
easat-1579	231	10	ranged	range	VERB
easat-1579	231	11	from	from	ADP
easat-1579	231	12	0.88	0.88	NUM
easat-1579	231	13	to	to	ADP
easat-1579	231	14	0.90	0.90	NUM
easat-1579	231	15	,	,	PUNCT
easat-1579	231	16	further	far	ADV
easat-1579	231	17	affirming	affirm	VERB
easat-1579	231	18	its	its	PRON
easat-1579	231	19	performance	performance	NOUN
easat-1579	231	20	stability	stability	NOUN
easat-1579	231	21	across	across	ADP
easat-1579	231	22	different	different	ADJ
easat-1579	231	23	subsets	subset	NOUN
easat-1579	231	24	of	of	ADP
easat-1579	231	25	the	the	DET
easat-1579	231	26	data	datum	NOUN
easat-1579	231	27	.	.	PUNCT
easat-1579	232	1	comparatively	comparatively	ADV
easat-1579	232	2	,	,	PUNCT
easat-1579	232	3	the	the	DET
easat-1579	232	4	svm	svm	ADJ
easat-1579	232	5	model	model	NOUN
easat-1579	232	6	also	also	ADV
easat-1579	232	7	performed	perform	VERB
easat-1579	232	8	well	well	ADV
easat-1579	232	9	with	with	ADP
easat-1579	232	10	an	an	DET
easat-1579	232	11	average	average	ADJ
easat-1579	232	12	f1	f1	NOUN
easat-1579	232	13	-	-	PUNCT
easat-1579	232	14	score	score	NOUN
easat-1579	232	15	of	of	ADP
easat-1579	232	16	0.87	0.87	NUM
easat-1579	232	17	.	.	PUNCT
easat-1579	233	1	however	however	ADV
easat-1579	233	2	,	,	PUNCT
easat-1579	233	3	it	it	PRON
easat-1579	233	4	showed	show	VERB
easat-1579	233	5	a	a	DET
easat-1579	233	6	slightly	slightly	ADV
easat-1579	233	7	higher	high	ADJ
easat-1579	233	8	standard	standard	ADJ
easat-1579	233	9	deviation	deviation	NOUN
easat-1579	233	10	(	(	PUNCT
easat-1579	233	11	0.02	0.02	NUM
easat-1579	233	12	)	)	PUNCT
easat-1579	233	13	,	,	PUNCT
easat-1579	233	14	indicating	indicate	VERB
easat-1579	233	15	a	a	DET
easat-1579	233	16	bit	bit	NOUN
easat-1579	233	17	more	more	ADJ
easat-1579	233	18	variability	variability	NOUN
easat-1579	233	19	in	in	ADP
easat-1579	233	20	its	its	PRON
easat-1579	233	21	performance	performance	NOUN
easat-1579	233	22	across	across	ADP
easat-1579	233	23	folds	fold	NOUN
easat-1579	233	24	.	.	PUNCT
easat-1579	234	1	the	the	DET
easat-1579	234	2	naive	naive	ADJ
easat-1579	234	3	bayes	bayes	NOUN
easat-1579	234	4	model	model	NOUN
easat-1579	234	5	,	,	PUNCT
easat-1579	234	6	while	while	SCONJ
easat-1579	234	7	competent	competent	ADJ
easat-1579	234	8	,	,	PUNCT
easat-1579	234	9	lagged	lag	VERB
easat-1579	234	10	slightly	slightly	ADV
easat-1579	234	11	behind	behind	ADP
easat-1579	234	12	the	the	DET
easat-1579	234	13	other	other	ADJ
easat-1579	234	14	two	two	NUM
easat-1579	234	15	algorithms	algorithm	NOUN
easat-1579	234	16	with	with	ADP
easat-1579	234	17	an	an	DET
easat-1579	234	18	average	average	ADJ
easat-1579	234	19	f1	f1	NOUN
easat-1579	234	20	-	-	PUNCT
easat-1579	234	21	score	score	NOUN
easat-1579	234	22	of	of	ADP
easat-1579	234	23	0.86	0.86	NUM
easat-1579	234	24	.	.	PUNCT
easat-1579	235	1	these	these	DET
easat-1579	235	2	cross	cross	ADJ
easat-1579	235	3	-	-	ADJ
easat-1579	235	4	validation	validation	ADJ
easat-1579	235	5	results	result	NOUN
easat-1579	235	6	strengthen	strengthen	VERB
easat-1579	235	7	the	the	DET
easat-1579	235	8	study	study	NOUN
easat-1579	235	9	's	's	PART
easat-1579	235	10	primary	primary	ADJ
easat-1579	235	11	findings	finding	NOUN
easat-1579	235	12	,	,	PUNCT
easat-1579	235	13	reaffirming	reaffirm	VERB
easat-1579	235	14	that	that	SCONJ
easat-1579	235	15	the	the	DET
easat-1579	235	16	lstm	lstm	PROPN
easat-1579	235	17	model	model	NOUN
easat-1579	235	18	not	not	PART
easat-1579	235	19	only	only	ADV
easat-1579	235	20	outperforms	outperform	VERB
easat-1579	235	21	other	other	ADJ
easat-1579	235	22	algorithms	algorithm	NOUN
easat-1579	235	23	but	but	CCONJ
easat-1579	235	24	also	also	ADV
easat-1579	235	25	exhibits	exhibit	VERB
easat-1579	235	26	a	a	DET
easat-1579	235	27	high	high	ADJ
easat-1579	235	28	degree	degree	NOUN
easat-1579	235	29	of	of	ADP
easat-1579	235	30	reliability	reliability	NOUN
easat-1579	235	31	and	and	CCONJ
easat-1579	235	32	generalizability	generalizability	NOUN
easat-1579	235	33	.	.	PUNCT
easat-1579	236	1	the	the	DET
easat-1579	236	2	low	low	ADJ
easat-1579	236	3	standard	standard	ADJ
easat-1579	236	4	deviations	deviation	NOUN
easat-1579	236	5	and	and	CCONJ
easat-1579	236	6	tight	tight	ADJ
easat-1579	236	7	95	95	NUM
easat-1579	236	8	%	%	NOUN
easat-1579	236	9	confidence	confidence	NOUN
easat-1579	236	10	intervals	interval	NOUN
easat-1579	236	11	across	across	ADP
easat-1579	236	12	all	all	DET
easat-1579	236	13	models	model	NOUN
easat-1579	236	14	validate	validate	VERB
easat-1579	236	15	that	that	SCONJ
easat-1579	236	16	these	these	DET
easat-1579	236	17	algorithms	algorithm	NOUN
easat-1579	236	18	are	be	AUX
easat-1579	236	19	stable	stable	ADJ
easat-1579	236	20	and	and	CCONJ
easat-1579	236	21	likely	likely	ADJ
easat-1579	236	22	to	to	PART
easat-1579	236	23	perform	perform	VERB
easat-1579	236	24	well	well	ADV
easat-1579	236	25	on	on	ADP
easat-1579	236	26	unseen	unseen	ADJ
easat-1579	236	27	data	datum	NOUN
easat-1579	236	28	in	in	ADP
easat-1579	236	29	various	various	ADJ
easat-1579	236	30	healthcare	healthcare	NOUN
easat-1579	236	31	settings	setting	NOUN
easat-1579	236	32	.	.	PUNCT
easat-1579	237	1	2037	2037	NUM
easat-1579	237	2	edelweiss	edelweiss	PROPN
easat-1579	237	3	applied	apply	VERB
easat-1579	237	4	science	science	NOUN
easat-1579	237	5	and	and	CCONJ
easat-1579	237	6	technology	technology	NOUN
easat-1579	237	7	issn	issn	PROPN
easat-1579	237	8	:	:	PUNCT
easat-1579	237	9	2576	2576	NUM
easat-1579	237	10	-	-	SYM
easat-1579	237	11	8484	8484	NUM
easat-1579	237	12	vol	vol	NOUN
easat-1579	237	13	.	.	PROPN
easat-1579	237	14	8	8	NUM
easat-1579	237	15	,	,	PUNCT
easat-1579	237	16	no	no	INTJ
easat-1579	237	17	.	.	NOUN
easat-1579	237	18	4	4	NUM
easat-1579	237	19	:	:	SYM
easat-1579	237	20	2027	2027	NUM
easat-1579	237	21	-	-	SYM
easat-1579	237	22	2041	2041	NUM
easat-1579	237	23	,	,	PUNCT
easat-1579	237	24	2024	2024	NUM
easat-1579	237	25	doi	doi	NOUN
easat-1579	237	26	:	:	PUNCT
easat-1579	237	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	237	28	©	©	PROPN
easat-1579	237	29	2024	2024	NUM
easat-1579	237	30	by	by	ADP
easat-1579	237	31	the	the	DET
easat-1579	237	32	author	author	NOUN
easat-1579	237	33	;	;	PUNCT
easat-1579	237	34	licensee	licensee	PROPN
easat-1579	237	35	learning	learn	VERB
easat-1579	237	36	gate	gate	PROPN
easat-1579	237	37	figure	figure	NOUN
easat-1579	237	38	3	3	NUM
easat-1579	237	39	.	.	PUNCT
easat-1579	237	40	violin	violin	NOUN
easat-1579	237	41	plot	plot	NOUN
easat-1579	237	42	of	of	ADP
easat-1579	237	43	stratified	stratified	ADJ
easat-1579	237	44	k	k	ADJ
easat-1579	237	45	-	-	ADJ
easat-1579	237	46	fold	fold	ADJ
easat-1579	237	47	cross	cross	ADJ
easat-1579	237	48	-	-	ADJ
easat-1579	237	49	validation	validation	ADJ
easat-1579	237	50	f1	f1	NOUN
easat-1579	237	51	-	-	PUNCT
easat-1579	237	52	scores	score	NOUN
easat-1579	237	53	.	.	PUNCT
easat-1579	238	1	the	the	DET
easat-1579	238	2	stratified	stratified	ADJ
easat-1579	238	3	k	k	ADJ
easat-1579	238	4	-	-	ADJ
easat-1579	238	5	fold	fold	ADJ
easat-1579	238	6	cross	cross	ADJ
easat-1579	238	7	-	-	ADJ
easat-1579	238	8	validation	validation	ADJ
easat-1579	238	9	results	result	NOUN
easat-1579	238	10	serve	serve	VERB
easat-1579	238	11	as	as	ADP
easat-1579	238	12	a	a	DET
easat-1579	238	13	robust	robust	ADJ
easat-1579	238	14	endorsement	endorsement	NOUN
easat-1579	238	15	of	of	ADP
easat-1579	238	16	the	the	DET
easat-1579	238	17	study	study	NOUN
easat-1579	238	18	's	's	PART
easat-1579	238	19	methodology	methodology	NOUN
easat-1579	238	20	and	and	CCONJ
easat-1579	238	21	findings	finding	NOUN
easat-1579	238	22	,	,	PUNCT
easat-1579	238	23	making	make	VERB
easat-1579	238	24	a	a	DET
easat-1579	238	25	compelling	compelling	ADJ
easat-1579	238	26	case	case	NOUN
easat-1579	238	27	for	for	ADP
easat-1579	238	28	the	the	DET
easat-1579	238	29	broader	broad	ADJ
easat-1579	238	30	implementation	implementation	NOUN
easat-1579	238	31	of	of	ADP
easat-1579	238	32	nlp	nlp	NOUN
easat-1579	238	33	technologies	technology	NOUN
easat-1579	238	34	in	in	ADP
easat-1579	238	35	healthcare	healthcare	PROPN
easat-1579	238	36	.	.	PUNCT
easat-1579	239	1	to	to	PART
easat-1579	239	2	mitigate	mitigate	VERB
easat-1579	239	3	the	the	DET
easat-1579	239	4	risks	risk	NOUN
easat-1579	239	5	of	of	ADP
easat-1579	239	6	overfitting	overfitting	NOUN
easat-1579	239	7	and	and	CCONJ
easat-1579	239	8	to	to	PART
easat-1579	239	9	test	test	VERB
easat-1579	239	10	the	the	DET
easat-1579	239	11	generalizability	generalizability	NOUN
easat-1579	239	12	of	of	ADP
easat-1579	239	13	the	the	DET
easat-1579	239	14	models	model	NOUN
easat-1579	239	15	,	,	PUNCT
easat-1579	239	16	stratified	stratify	VERB
easat-1579	239	17	k	k	ADJ
easat-1579	239	18	-	-	ADJ
easat-1579	239	19	fold	fold	ADJ
easat-1579	239	20	cross	cross	NOUN
easat-1579	239	21	-	-	ADJ
easat-1579	239	22	validation	validation	NOUN
easat-1579	239	23	was	be	AUX
easat-1579	239	24	performed	perform	VERB
easat-1579	239	25	.	.	PUNCT
easat-1579	240	1	the	the	DET
easat-1579	240	2	results	result	NOUN
easat-1579	240	3	were	be	AUX
easat-1579	240	4	consistent	consistent	ADJ
easat-1579	240	5	with	with	ADP
easat-1579	240	6	the	the	DET
easat-1579	240	7	main	main	ADJ
easat-1579	240	8	findings	finding	NOUN
easat-1579	240	9	,	,	PUNCT
easat-1579	240	10	yielding	yield	VERB
easat-1579	240	11	an	an	DET
easat-1579	240	12	average	average	ADJ
easat-1579	240	13	f1	f1	NOUN
easat-1579	240	14	-	-	PUNCT
easat-1579	240	15	score	score	NOUN
easat-1579	240	16	of	of	ADP
easat-1579	240	17	0.89	0.89	NUM
easat-1579	240	18	across	across	ADP
easat-1579	240	19	all	all	DET
easat-1579	240	20	folds	fold	NOUN
easat-1579	240	21	.	.	PUNCT
easat-1579	241	1	this	this	PRON
easat-1579	241	2	underscores	underscore	VERB
easat-1579	241	3	the	the	DET
easat-1579	241	4	robustness	robustness	NOUN
easat-1579	241	5	of	of	ADP
easat-1579	241	6	the	the	DET
easat-1579	241	7	model	model	NOUN
easat-1579	241	8	and	and	CCONJ
easat-1579	241	9	affirms	affirm	VERB
easat-1579	241	10	that	that	SCONJ
easat-1579	241	11	the	the	DET
easat-1579	241	12	findings	finding	NOUN
easat-1579	241	13	are	be	AUX
easat-1579	241	14	not	not	PART
easat-1579	241	15	only	only	ADV
easat-1579	241	16	statistically	statistically	ADV
easat-1579	241	17	significant	significant	ADJ
easat-1579	241	18	but	but	CCONJ
easat-1579	241	19	also	also	ADV
easat-1579	241	20	reliable	reliable	ADJ
easat-1579	241	21	and	and	CCONJ
easat-1579	241	22	generalizable	generalizable	ADJ
easat-1579	241	23	to	to	ADP
easat-1579	241	24	broader	broad	ADJ
easat-1579	241	25	healthcare	healthcare	NOUN
easat-1579	241	26	contexts	contexts	PROPN
easat-1579	241	27	.	.	PUNCT
easat-1579	242	1	figure	figure	VERB
easat-1579	242	2	6	6	NUM
easat-1579	242	3	.	.	PUNCT
easat-1579	242	4	correlation	correlation	NOUN
easat-1579	242	5	matrix	matrix	NOUN
easat-1579	242	6	of	of	ADP
easat-1579	242	7	features	feature	NOUN
easat-1579	242	8	and	and	CCONJ
easat-1579	242	9	performance	performance	NOUN
easat-1579	242	10	metrics	metric	NOUN
easat-1579	242	11	.	.	PUNCT
easat-1579	243	1	2038	2038	NUM
easat-1579	243	2	edelweiss	edelweiss	PROPN
easat-1579	243	3	applied	apply	VERB
easat-1579	243	4	science	science	NOUN
easat-1579	243	5	and	and	CCONJ
easat-1579	243	6	technology	technology	NOUN
easat-1579	243	7	issn	issn	PROPN
easat-1579	243	8	:	:	PUNCT
easat-1579	243	9	2576	2576	NUM
easat-1579	243	10	-	-	SYM
easat-1579	243	11	8484	8484	NUM
easat-1579	243	12	vol	vol	NOUN
easat-1579	243	13	.	.	PROPN
easat-1579	243	14	8	8	NUM
easat-1579	243	15	,	,	PUNCT
easat-1579	243	16	no	no	INTJ
easat-1579	243	17	.	.	NOUN
easat-1579	243	18	4	4	NUM
easat-1579	243	19	:	:	SYM
easat-1579	243	20	2027	2027	NUM
easat-1579	243	21	-	-	SYM
easat-1579	243	22	2041	2041	NUM
easat-1579	243	23	,	,	PUNCT
easat-1579	243	24	2024	2024	NUM
easat-1579	243	25	doi	doi	NOUN
easat-1579	243	26	:	:	PUNCT
easat-1579	243	27	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	243	28	©	©	PROPN
easat-1579	243	29	2024	2024	NUM
easat-1579	243	30	by	by	ADP
easat-1579	243	31	the	the	DET
easat-1579	243	32	author	author	NOUN
easat-1579	243	33	;	;	PUNCT
easat-1579	243	34	licensee	licensee	PROPN
easat-1579	243	35	learning	learning	NOUN
easat-1579	243	36	gate	gate	VERB
easat-1579	243	37	the	the	DET
easat-1579	243	38	results	result	NOUN
easat-1579	243	39	compellingly	compellingly	ADV
easat-1579	243	40	demonstrate	demonstrate	VERB
easat-1579	243	41	the	the	DET
easat-1579	243	42	potential	potential	NOUN
easat-1579	243	43	of	of	ADP
easat-1579	243	44	nlp	nlp	NOUN
easat-1579	243	45	technologies	technology	NOUN
easat-1579	243	46	in	in	ADP
easat-1579	243	47	healthcare	healthcare	NOUN
easat-1579	243	48	settings	setting	NOUN
easat-1579	243	49	.	.	PUNCT
easat-1579	244	1	statistical	statistical	ADJ
easat-1579	244	2	tests	test	NOUN
easat-1579	244	3	corroborate	corroborate	VERB
easat-1579	244	4	the	the	DET
easat-1579	244	5	hypothesis	hypothesis	NOUN
easat-1579	244	6	that	that	PRON
easat-1579	244	7	nlp	nlp	ADJ
easat-1579	244	8	algorithms	algorithm	NOUN
easat-1579	244	9	significantly	significantly	ADV
easat-1579	244	10	improve	improve	VERB
easat-1579	244	11	healthcare	healthcare	NOUN
easat-1579	244	12	outcomes	outcome	NOUN
easat-1579	244	13	.	.	PUNCT
easat-1579	245	1	the	the	DET
easat-1579	245	2	lstm	lstm	PROPN
easat-1579	245	3	model	model	NOUN
easat-1579	245	4	,	,	PUNCT
easat-1579	245	5	in	in	ADP
easat-1579	245	6	particular	particular	ADJ
easat-1579	245	7	,	,	PUNCT
easat-1579	245	8	showed	show	VERB
easat-1579	245	9	superior	superior	ADJ
easat-1579	245	10	performance	performance	NOUN
easat-1579	245	11	,	,	PUNCT
easat-1579	245	12	indicating	indicate	VERB
easat-1579	245	13	its	its	PRON
easat-1579	245	14	capability	capability	NOUN
easat-1579	245	15	to	to	PART
easat-1579	245	16	handle	handle	VERB
easat-1579	245	17	the	the	DET
easat-1579	245	18	complexities	complexity	NOUN
easat-1579	245	19	inherent	inherent	ADJ
easat-1579	245	20	in	in	ADP
easat-1579	245	21	healthcare	healthcare	PROPN
easat-1579	245	22	data	data	PROPN
easat-1579	245	23	.	.	PUNCT
easat-1579	246	1	the	the	DET
easat-1579	246	2	study	study	NOUN
easat-1579	246	3	,	,	PUNCT
easat-1579	246	4	thus	thus	ADV
easat-1579	246	5	,	,	PUNCT
easat-1579	246	6	provides	provide	VERB
easat-1579	246	7	a	a	DET
easat-1579	246	8	strong	strong	ADJ
easat-1579	246	9	foundation	foundation	NOUN
easat-1579	246	10	for	for	ADP
easat-1579	246	11	future	future	ADJ
easat-1579	246	12	research	research	NOUN
easat-1579	246	13	and	and	CCONJ
easat-1579	246	14	implementation	implementation	NOUN
easat-1579	246	15	of	of	ADP
easat-1579	246	16	nlp	nlp	NOUN
easat-1579	246	17	technologies	technology	NOUN
easat-1579	246	18	in	in	ADP
easat-1579	246	19	healthcare	healthcare	PROPN
easat-1579	246	20	.	.	PUNCT
easat-1579	247	1	5	5	X
easat-1579	247	2	.	.	X
easat-1579	247	3	discussion	discussion	NOUN
easat-1579	247	4	natural	natural	ADJ
easat-1579	247	5	language	language	NOUN
easat-1579	247	6	processing	processing	NOUN
easat-1579	247	7	has	have	AUX
easat-1579	247	8	emerged	emerge	VERB
easat-1579	247	9	as	as	ADP
easat-1579	247	10	a	a	DET
easat-1579	247	11	crucial	crucial	ADJ
easat-1579	247	12	tool	tool	NOUN
easat-1579	247	13	in	in	ADP
easat-1579	247	14	the	the	DET
easat-1579	247	15	healthcare	healthcare	NOUN
easat-1579	247	16	sector	sector	NOUN
easat-1579	247	17	,	,	PUNCT
easat-1579	247	18	with	with	ADP
easat-1579	247	19	the	the	DET
easat-1579	247	20	ability	ability	NOUN
easat-1579	247	21	to	to	PART
easat-1579	247	22	enhance	enhance	VERB
easat-1579	247	23	clinical	clinical	ADJ
easat-1579	247	24	decision	decision	NOUN
easat-1579	247	25	-	-	PUNCT
easat-1579	247	26	making	making	NOUN
easat-1579	247	27	,	,	PUNCT
easat-1579	247	28	administrative	administrative	ADJ
easat-1579	247	29	efficiency	efficiency	NOUN
easat-1579	247	30	,	,	PUNCT
easat-1579	247	31	and	and	CCONJ
easat-1579	247	32	medical	medical	ADJ
easat-1579	247	33	research	research	NOUN
easat-1579	247	34	.	.	PUNCT
easat-1579	248	1	the	the	DET
easat-1579	248	2	compilation	compilation	NOUN
easat-1579	248	3	of	of	ADP
easat-1579	248	4	papers	paper	NOUN
easat-1579	248	5	and	and	CCONJ
easat-1579	248	6	research	research	NOUN
easat-1579	248	7	references	reference	NOUN
easat-1579	248	8	below	below	ADV
easat-1579	248	9	shows	show	VERB
easat-1579	248	10	the	the	DET
easat-1579	248	11	many	many	ADJ
easat-1579	248	12	applications	application	NOUN
easat-1579	248	13	of	of	ADP
easat-1579	248	14	natural	natural	ADJ
easat-1579	248	15	language	language	NOUN
easat-1579	248	16	processing	processing	NOUN
easat-1579	248	17	in	in	ADP
easat-1579	248	18	the	the	DET
easat-1579	248	19	healthcare	healthcare	NOUN
easat-1579	248	20	sector	sector	NOUN
easat-1579	248	21	.	.	PUNCT
easat-1579	249	1	in	in	ADP
easat-1579	249	2	this	this	DET
easat-1579	249	3	article	article	NOUN
easat-1579	249	4	,	,	PUNCT
easat-1579	249	5	the	the	DET
easat-1579	249	6	authors	author	NOUN
easat-1579	249	7	expand	expand	VERB
easat-1579	249	8	upon	upon	SCONJ
easat-1579	249	9	the	the	DET
easat-1579	249	10	discoveries	discovery	NOUN
easat-1579	249	11	made	make	VERB
easat-1579	249	12	in	in	ADP
easat-1579	249	13	previous	previous	ADJ
easat-1579	249	14	research	research	NOUN
easat-1579	249	15	to	to	PART
easat-1579	249	16	analyze	analyze	VERB
easat-1579	249	17	the	the	DET
easat-1579	249	18	broader	broad	ADJ
easat-1579	249	19	ramifications	ramification	NOUN
easat-1579	249	20	of	of	ADP
easat-1579	249	21	natural	natural	ADJ
easat-1579	249	22	language	language	NOUN
easat-1579	249	23	processing	processing	NOUN
easat-1579	249	24	in	in	ADP
easat-1579	249	25	the	the	DET
easat-1579	249	26	future	future	NOUN
easat-1579	249	27	of	of	ADP
easat-1579	249	28	healthcare	healthcare	PROPN
easat-1579	249	29	.	.	PUNCT
easat-1579	250	1	the	the	DET
easat-1579	250	2	study	study	NOUN
easat-1579	250	3	by	by	ADP
easat-1579	250	4	olthof	olthof	ADV
easat-1579	250	5	et	et	PROPN
easat-1579	250	6	al	al	PROPN
easat-1579	250	7	.	.	PUNCT
easat-1579	251	1	[	[	X
easat-1579	251	2	19	19	NUM
easat-1579	251	3	]	]	PUNCT
easat-1579	251	4	on	on	ADP
easat-1579	251	5	using	use	VERB
easat-1579	251	6	machine	machine	NOUN
easat-1579	251	7	learning	learning	NOUN
easat-1579	251	8	in	in	ADP
easat-1579	251	9	natural	natural	ADJ
easat-1579	251	10	language	language	NOUN
easat-1579	251	11	processing	processing	NOUN
easat-1579	251	12	for	for	ADP
easat-1579	251	13	analyzing	analyze	VERB
easat-1579	251	14	radiological	radiological	ADJ
easat-1579	251	15	data	datum	NOUN
easat-1579	251	16	in	in	ADP
easat-1579	251	17	the	the	DET
easat-1579	251	18	context	context	NOUN
easat-1579	251	19	of	of	ADP
easat-1579	251	20	orthopedic	orthopedic	ADJ
easat-1579	251	21	trauma	trauma	NOUN
easat-1579	251	22	is	be	AUX
easat-1579	251	23	noteworthy	noteworthy	ADJ
easat-1579	251	24	.	.	PUNCT
easat-1579	252	1	the	the	DET
easat-1579	252	2	research	research	NOUN
easat-1579	252	3	results	result	NOUN
easat-1579	252	4	emphasize	emphasize	VERB
easat-1579	252	5	the	the	DET
easat-1579	252	6	significance	significance	NOUN
easat-1579	252	7	of	of	ADP
easat-1579	252	8	nlp	nlp	NOUN
easat-1579	252	9	in	in	ADP
easat-1579	252	10	the	the	DET
easat-1579	252	11	automated	automate	VERB
easat-1579	252	12	retrieval	retrieval	NOUN
easat-1579	252	13	of	of	ADP
easat-1579	252	14	essential	essential	ADJ
easat-1579	252	15	information	information	NOUN
easat-1579	252	16	from	from	ADP
easat-1579	252	17	radiology	radiology	NOUN
easat-1579	252	18	reports	report	NOUN
easat-1579	252	19	.	.	PUNCT
easat-1579	253	1	this	this	DET
easat-1579	253	2	technological	technological	ADJ
easat-1579	253	3	advancement	advancement	NOUN
easat-1579	253	4	facilitates	facilitates	AUX
easat-1579	253	5	expedited	expedite	VERB
easat-1579	253	6	diagnosis	diagnosis	NOUN
easat-1579	253	7	and	and	CCONJ
easat-1579	253	8	treatment	treatment	NOUN
easat-1579	253	9	planning	planning	NOUN
easat-1579	253	10	in	in	ADP
easat-1579	253	11	cases	case	NOUN
easat-1579	253	12	of	of	ADP
easat-1579	253	13	trauma	trauma	NOUN
easat-1579	253	14	.	.	PUNCT
easat-1579	254	1	it	it	PRON
easat-1579	254	2	exemplifies	exemplify	VERB
easat-1579	254	3	the	the	DET
easat-1579	254	4	potential	potential	NOUN
easat-1579	254	5	of	of	ADP
easat-1579	254	6	natural	natural	ADJ
easat-1579	254	7	language	language	NOUN
easat-1579	254	8	processing	processing	NOUN
easat-1579	254	9	in	in	ADP
easat-1579	254	10	alleviating	alleviate	VERB
easat-1579	254	11	the	the	DET
easat-1579	254	12	burden	burden	NOUN
easat-1579	254	13	on	on	ADP
easat-1579	254	14	healthcare	healthcare	NOUN
easat-1579	254	15	professionals	professional	NOUN
easat-1579	254	16	and	and	CCONJ
easat-1579	254	17	enhancing	enhance	VERB
easat-1579	254	18	patient	patient	NOUN
easat-1579	254	19	care	care	NOUN
easat-1579	254	20	quality	quality	NOUN
easat-1579	254	21	and	and	CCONJ
easat-1579	254	22	timeliness	timeliness	NOUN
easat-1579	254	23	.	.	PUNCT
easat-1579	255	1	pandey	pandey	PROPN
easat-1579	255	2	et	et	PROPN
easat-1579	255	3	al	al	PROPN
easat-1579	255	4	.	.	PUNCT
easat-1579	256	1	[	[	X
easat-1579	256	2	20]underscore	20]underscore	NUM
easat-1579	256	3	the	the	DET
easat-1579	256	4	extensive	extensive	ADJ
easat-1579	256	5	use	use	NOUN
easat-1579	256	6	of	of	ADP
easat-1579	256	7	deep	deep	ADJ
easat-1579	256	8	learning	learning	NOUN
easat-1579	256	9	techniques	technique	NOUN
easat-1579	256	10	in	in	ADP
easat-1579	256	11	medical	medical	ADJ
easat-1579	256	12	imaging	imaging	NOUN
easat-1579	256	13	and	and	CCONJ
easat-1579	256	14	natural	natural	ADJ
easat-1579	256	15	language	language	NOUN
easat-1579	256	16	processing	processing	NOUN
easat-1579	256	17	,	,	PUNCT
easat-1579	256	18	as	as	SCONJ
easat-1579	256	19	their	their	PRON
easat-1579	256	20	recent	recent	ADJ
easat-1579	256	21	review	review	NOUN
easat-1579	256	22	shows	show	VERB
easat-1579	256	23	.	.	PUNCT
easat-1579	257	1	this	this	DET
easat-1579	257	2	work	work	NOUN
easat-1579	257	3	exemplifies	exemplify	VERB
easat-1579	257	4	the	the	DET
easat-1579	257	5	potential	potential	ADJ
easat-1579	257	6	use	use	NOUN
easat-1579	257	7	of	of	ADP
easat-1579	257	8	nlp	nlp	NOUN
easat-1579	257	9	in	in	ADP
easat-1579	257	10	integrating	integrate	VERB
easat-1579	257	11	textual	textual	ADJ
easat-1579	257	12	data	datum	NOUN
easat-1579	257	13	with	with	ADP
easat-1579	257	14	medical	medical	ADJ
easat-1579	257	15	imaging	imaging	NOUN
easat-1579	257	16	,	,	PUNCT
easat-1579	257	17	showcasing	showcase	VERB
easat-1579	257	18	its	its	PRON
easat-1579	257	19	interdisciplinary	interdisciplinary	ADJ
easat-1579	257	20	character	character	NOUN
easat-1579	257	21	.	.	PUNCT
easat-1579	258	1	emerging	emerge	VERB
easat-1579	258	2	research	research	NOUN
easat-1579	258	3	indicates	indicate	VERB
easat-1579	258	4	that	that	SCONJ
easat-1579	258	5	novel	novel	ADJ
easat-1579	258	6	language	language	NOUN
easat-1579	258	7	processing	processing	NOUN
easat-1579	258	8	and	and	CCONJ
easat-1579	258	9	deep	deep	ADJ
easat-1579	258	10	learning	learning	NOUN
easat-1579	258	11	(	(	PUNCT
easat-1579	258	12	dl	dl	NOUN
easat-1579	258	13	)	)	PUNCT
easat-1579	258	14	techniques	technique	NOUN
easat-1579	258	15	have	have	VERB
easat-1579	258	16	significant	significant	ADJ
easat-1579	258	17	potential	potential	NOUN
easat-1579	258	18	in	in	ADP
easat-1579	258	19	early	early	ADJ
easat-1579	258	20	sickness	sickness	NOUN
easat-1579	258	21	detection	detection	NOUN
easat-1579	258	22	,	,	PUNCT
easat-1579	258	23	image	image	NOUN
easat-1579	258	24	interpretation	interpretation	NOUN
easat-1579	258	25	,	,	PUNCT
easat-1579	258	26	and	and	CCONJ
easat-1579	258	27	patient	patient	ADJ
easat-1579	258	28	risk	risk	NOUN
easat-1579	258	29	evaluation	evaluation	NOUN
easat-1579	258	30	.	.	PUNCT
easat-1579	259	1	the	the	DET
easat-1579	259	2	primary	primary	ADJ
easat-1579	259	3	objective	objective	NOUN
easat-1579	259	4	of	of	ADP
easat-1579	259	5	schiappa	schiappa	ADJ
easat-1579	259	6	et	et	PROPN
easat-1579	259	7	al	al	PROPN
easat-1579	259	8	.	.	PROPN
easat-1579	259	9	's	's	PART
easat-1579	260	1	[	[	X
easat-1579	260	2	21	21	NUM
easat-1579	260	3	]	]	PUNCT
easat-1579	260	4	study	study	NOUN
easat-1579	260	5	is	be	AUX
easat-1579	260	6	to	to	PART
easat-1579	260	7	use	use	VERB
easat-1579	260	8	natural	natural	ADJ
easat-1579	260	9	language	language	NOUN
easat-1579	260	10	processing	processing	NOUN
easat-1579	260	11	techniques	technique	NOUN
easat-1579	260	12	to	to	PART
easat-1579	260	13	analyze	analyze	VERB
easat-1579	260	14	e	e	ADJ
easat-1579	260	15	-	-	ADJ
easat-1579	260	16	medical	medical	ADJ
easat-1579	260	17	data	datum	NOUN
easat-1579	260	18	in	in	ADP
easat-1579	260	19	the	the	DET
easat-1579	260	20	context	context	NOUN
easat-1579	260	21	of	of	ADP
easat-1579	260	22	breast	breast	NOUN
easat-1579	260	23	cancer	cancer	NOUN
easat-1579	260	24	in	in	ADP
easat-1579	260	25	the	the	DET
easat-1579	260	26	french	french	ADJ
easat-1579	260	27	language	language	NOUN
easat-1579	260	28	.	.	PUNCT
easat-1579	261	1	the	the	DET
easat-1579	261	2	increasing	increase	VERB
easat-1579	261	3	significance	significance	NOUN
easat-1579	261	4	of	of	ADP
easat-1579	261	5	multilingual	multilingual	ADJ
easat-1579	261	6	natural	natural	ADJ
easat-1579	261	7	language	language	NOUN
easat-1579	261	8	processing	processing	NOUN
easat-1579	261	9	nlp	nlp	NOUN
easat-1579	261	10	in	in	ADP
easat-1579	261	11	the	the	DET
easat-1579	261	12	global	global	ADJ
easat-1579	261	13	healthcare	healthcare	NOUN
easat-1579	261	14	sector	sector	NOUN
easat-1579	261	15	is	be	AUX
easat-1579	261	16	driven	drive	VERB
easat-1579	261	17	by	by	ADP
easat-1579	261	18	the	the	DET
easat-1579	261	19	need	need	NOUN
easat-1579	261	20	to	to	PART
easat-1579	261	21	enhance	enhance	VERB
easat-1579	261	22	international	international	ADJ
easat-1579	261	23	collaboration	collaboration	NOUN
easat-1579	261	24	and	and	CCONJ
easat-1579	261	25	research	research	NOUN
easat-1579	261	26	efforts	effort	NOUN
easat-1579	261	27	about	about	ADP
easat-1579	261	28	diverse	diverse	ADJ
easat-1579	261	29	patient	patient	ADJ
easat-1579	261	30	populations	population	NOUN
easat-1579	261	31	.	.	PUNCT
easat-1579	262	1	this	this	DET
easat-1579	262	2	study	study	NOUN
easat-1579	262	3	demonstrates	demonstrate	VERB
easat-1579	262	4	the	the	DET
easat-1579	262	5	potential	potential	NOUN
easat-1579	262	6	for	for	ADP
easat-1579	262	7	seamlessly	seamlessly	ADV
easat-1579	262	8	integrating	integrate	VERB
easat-1579	262	9	natural	natural	ADJ
easat-1579	262	10	language	language	NOUN
easat-1579	262	11	processing	processing	NOUN
easat-1579	262	12	techniques	technique	NOUN
easat-1579	262	13	into	into	ADP
easat-1579	262	14	diverse	diverse	ADJ
easat-1579	262	15	linguistic	linguistic	ADJ
easat-1579	262	16	frameworks	framework	NOUN
easat-1579	262	17	and	and	CCONJ
easat-1579	262	18	medical	medical	ADJ
easat-1579	262	19	domains	domain	NOUN
easat-1579	262	20	.	.	PUNCT
easat-1579	263	1	in	in	ADP
easat-1579	263	2	this	this	DET
easat-1579	263	3	study	study	NOUN
easat-1579	263	4	,	,	PUNCT
easat-1579	263	5	shim	shim	NOUN
easat-1579	263	6	et	et	NOUN
easat-1579	263	7	al	al	PROPN
easat-1579	263	8	.	.	PUNCT
easat-1579	264	1	[	[	X
easat-1579	264	2	22	22	NUM
easat-1579	264	3	]	]	PUNCT
easat-1579	264	4	explores	explore	VERB
easat-1579	264	5	the	the	DET
easat-1579	264	6	potential	potential	ADJ
easat-1579	264	7	use	use	NOUN
easat-1579	264	8	of	of	ADP
easat-1579	264	9	nlp	nlp	NOUN
easat-1579	264	10	in	in	ADP
easat-1579	264	11	non	non	ADJ
easat-1579	264	12	-	-	ADJ
easat-1579	264	13	clinical	clinical	ADJ
easat-1579	264	14	contexts	contexts	NOUN
easat-1579	264	15	by	by	ADP
easat-1579	264	16	implementing	implement	VERB
easat-1579	264	17	an	an	DET
easat-1579	264	18	aspect	aspect	NOUN
easat-1579	264	19	-	-	PUNCT
easat-1579	264	20	based	base	VERB
easat-1579	264	21	sentiment	sentiment	NOUN
easat-1579	264	22	analysis	analysis	NOUN
easat-1579	264	23	.	.	PUNCT
easat-1579	265	1	this	this	DET
easat-1579	265	2	application	application	NOUN
easat-1579	265	3	may	may	AUX
easat-1579	265	4	be	be	AUX
easat-1579	265	5	used	use	VERB
easat-1579	265	6	to	to	PART
easat-1579	265	7	gather	gather	VERB
easat-1579	265	8	patient	patient	ADJ
easat-1579	265	9	feedback	feedback	NOUN
easat-1579	265	10	to	to	PART
easat-1579	265	11	improve	improve	VERB
easat-1579	265	12	the	the	DET
easat-1579	265	13	quality	quality	NOUN
easat-1579	265	14	of	of	ADP
easat-1579	265	15	healthcare	healthcare	NOUN
easat-1579	265	16	and	and	CCONJ
easat-1579	265	17	increase	increase	VERB
easat-1579	265	18	the	the	DET
easat-1579	265	19	overall	overall	ADJ
easat-1579	265	20	patient	patient	ADJ
easat-1579	265	21	experience	experience	NOUN
easat-1579	265	22	.	.	PUNCT
easat-1579	266	1	habib	habib	PROPN
easat-1579	266	2	et	et	PROPN
easat-1579	266	3	al	al	PROPN
easat-1579	266	4	.	.	PUNCT
easat-1579	267	1	[	[	X
easat-1579	267	2	23	23	NUM
easat-1579	267	3	]	]	PUNCT
easat-1579	267	4	developed	develop	VERB
easat-1579	267	5	altibbivec	altibbivec	PROPN
easat-1579	267	6	,	,	PUNCT
easat-1579	267	7	a	a	DET
easat-1579	267	8	word	word	NOUN
easat-1579	267	9	embedding	embed	VERB
easat-1579	267	10	model	model	NOUN
easat-1579	267	11	specifically	specifically	ADV
easat-1579	267	12	designed	design	VERB
easat-1579	267	13	for	for	ADP
easat-1579	267	14	health	health	NOUN
easat-1579	267	15	and	and	CCONJ
easat-1579	267	16	medical	medical	ADJ
easat-1579	267	17	applications	application	NOUN
easat-1579	267	18	in	in	ADP
easat-1579	267	19	arabic	arabic	ADJ
easat-1579	267	20	.	.	PUNCT
easat-1579	268	1	it	it	PRON
easat-1579	268	2	highlights	highlight	VERB
easat-1579	268	3	the	the	DET
easat-1579	268	4	need	need	NOUN
easat-1579	268	5	to	to	PART
easat-1579	268	6	localize	localize	VERB
easat-1579	268	7	nlp	nlp	ADJ
easat-1579	268	8	solutions	solution	NOUN
easat-1579	268	9	to	to	ADP
easat-1579	268	10	certain	certain	ADJ
easat-1579	268	11	languages	language	NOUN
easat-1579	268	12	and	and	CCONJ
easat-1579	268	13	regions	region	NOUN
easat-1579	268	14	to	to	PART
easat-1579	268	15	provide	provide	VERB
easat-1579	268	16	accessibility	accessibility	NOUN
easat-1579	268	17	for	for	ADP
easat-1579	268	18	individuals	individual	NOUN
easat-1579	268	19	from	from	ADP
easat-1579	268	20	diverse	diverse	ADJ
easat-1579	268	21	backgrounds	background	NOUN
easat-1579	268	22	.	.	PUNCT
easat-1579	269	1	jain	jain	PROPN
easat-1579	269	2	and	and	CCONJ
easat-1579	269	3	prajapati	prajapati	PROPN
easat-1579	270	1	[	[	X
easat-1579	270	2	24	24	NUM
easat-1579	270	3	]	]	PUNCT
easat-1579	270	4	underscore	underscore	VERB
easat-1579	270	5	the	the	DET
easat-1579	270	6	significance	significance	NOUN
easat-1579	270	7	of	of	ADP
easat-1579	270	8	using	use	VERB
easat-1579	270	9	natural	natural	ADJ
easat-1579	270	10	language	language	NOUN
easat-1579	270	11	processing	processing	NOUN
easat-1579	270	12	and	and	CCONJ
easat-1579	270	13	deep	deep	ADJ
easat-1579	270	14	learning	learning	NOUN
easat-1579	270	15	techniques	technique	NOUN
easat-1579	270	16	in	in	ADP
easat-1579	270	17	medical	medical	ADJ
easat-1579	270	18	decision	decision	NOUN
easat-1579	270	19	-	-	PUNCT
easat-1579	270	20	making	making	NOUN
easat-1579	270	21	.	.	PUNCT
easat-1579	271	1	the	the	DET
easat-1579	271	2	use	use	NOUN
easat-1579	271	3	of	of	ADP
easat-1579	271	4	these	these	DET
easat-1579	271	5	technologies	technology	NOUN
easat-1579	271	6	enables	enable	VERB
easat-1579	271	7	clinicians	clinician	NOUN
easat-1579	271	8	to	to	PART
easat-1579	271	9	provide	provide	VERB
easat-1579	271	10	optimal	optimal	ADJ
easat-1579	271	11	care	care	NOUN
easat-1579	271	12	to	to	ADP
easat-1579	271	13	each	each	DET
easat-1579	271	14	patient	patient	NOUN
easat-1579	271	15	by	by	ADP
easat-1579	271	16	using	use	VERB
easat-1579	271	17	data	data	NOUN
easat-1579	271	18	-	-	PUNCT
easat-1579	271	19	driven	drive	VERB
easat-1579	271	20	insights	insight	NOUN
easat-1579	271	21	.	.	PUNCT
easat-1579	272	1	the	the	DET
easat-1579	272	2	study	study	NOUN
easat-1579	272	3	conducted	conduct	VERB
easat-1579	272	4	by	by	ADP
easat-1579	272	5	mayampurath	mayampurath	NOUN
easat-1579	272	6	et	et	PROPN
easat-1579	272	7	al	al	PROPN
easat-1579	272	8	.	.	PUNCT
easat-1579	273	1	[	[	X
easat-1579	273	2	25	25	NUM
easat-1579	273	3	]	]	AUX
easat-1579	273	4	examines	examine	VERB
easat-1579	273	5	paramedic	paramedic	ADJ
easat-1579	273	6	reports	report	NOUN
easat-1579	273	7	to	to	PART
easat-1579	273	8	showcase	showcase	VERB
easat-1579	273	9	the	the	DET
easat-1579	273	10	potential	potential	NOUN
easat-1579	273	11	of	of	ADP
easat-1579	273	12	natural	natural	ADJ
easat-1579	273	13	language	language	NOUN
easat-1579	273	14	processing	processing	NOUN
easat-1579	273	15	techniques	technique	NOUN
easat-1579	273	16	in	in	ADP
easat-1579	273	17	prehospital	prehospital	NOUN
easat-1579	273	18	stroke	stroke	NOUN
easat-1579	273	19	diagnosis	diagnosis	NOUN
easat-1579	273	20	.	.	PUNCT
easat-1579	274	1	the	the	DET
easat-1579	274	2	use	use	NOUN
easat-1579	274	3	of	of	ADP
easat-1579	274	4	this	this	DET
easat-1579	274	5	program	program	NOUN
easat-1579	274	6	has	have	VERB
easat-1579	274	7	the	the	DET
easat-1579	274	8	potential	potential	NOUN
easat-1579	274	9	to	to	PART
easat-1579	274	10	significantly	significantly	ADV
easat-1579	274	11	reduce	reduce	VERB
easat-1579	274	12	the	the	DET
easat-1579	274	13	time	time	NOUN
easat-1579	274	14	required	require	VERB
easat-1579	274	15	to	to	PART
easat-1579	274	16	initiate	initiate	VERB
easat-1579	274	17	life	life	NOUN
easat-1579	274	18	-	-	PUNCT
easat-1579	274	19	saving	save	VERB
easat-1579	274	20	stroke	stroke	NOUN
easat-1579	274	21	therapy	therapy	NOUN
easat-1579	274	22	,	,	PUNCT
easat-1579	274	23	yielding	yield	VERB
easat-1579	274	24	substantial	substantial	ADJ
easat-1579	274	25	benefits	benefit	NOUN
easat-1579	274	26	for	for	ADP
easat-1579	274	27	patients	patient	NOUN
easat-1579	274	28	.	.	PUNCT
easat-1579	275	1	the	the	DET
easat-1579	275	2	study	study	NOUN
easat-1579	275	3	by	by	ADP
easat-1579	275	4	goodman	goodman	PROPN
easat-1579	275	5	-	-	PUNCT
easat-1579	275	6	meza	meza	PROPN
easat-1579	275	7	et	et	PROPN
easat-1579	275	8	al	al	PROPN
easat-1579	275	9	.	.	PUNCT
easat-1579	276	1	[	[	X
easat-1579	276	2	26]demonstrates	26]demonstrates	NUM
easat-1579	276	3	the	the	DET
easat-1579	276	4	use	use	NOUN
easat-1579	276	5	of	of	ADP
easat-1579	276	6	natural	natural	ADJ
easat-1579	276	7	language	language	NOUN
easat-1579	276	8	processing	processing	NOUN
easat-1579	276	9	in	in	ADP
easat-1579	276	10	classifying	classify	VERB
easat-1579	276	11	compounds	compound	NOUN
easat-1579	276	12	linked	link	VERB
easat-1579	276	13	to	to	ADP
easat-1579	276	14	overdose	overdose	ADJ
easat-1579	276	15	deaths	death	NOUN
easat-1579	276	16	within	within	ADP
easat-1579	276	17	the	the	DET
easat-1579	276	18	drug	drug	NOUN
easat-1579	276	19	research	research	NOUN
easat-1579	276	20	domain	domain	NOUN
easat-1579	276	21	.	.	PUNCT
easat-1579	277	1	this	this	DET
easat-1579	277	2	research	research	NOUN
easat-1579	277	3	has	have	VERB
easat-1579	277	4	implications	implication	NOUN
easat-1579	277	5	for	for	ADP
easat-1579	277	6	public	public	ADJ
easat-1579	277	7	health	health	NOUN
easat-1579	277	8	and	and	CCONJ
easat-1579	277	9	drug	drug	NOUN
easat-1579	277	10	addiction	addiction	NOUN
easat-1579	277	11	prevention	prevention	NOUN
easat-1579	277	12	.	.	PUNCT
easat-1579	278	1	villena	villena	PROPN
easat-1579	278	2	et	et	PROPN
easat-1579	278	3	al	al	PROPN
easat-1579	278	4	.	.	PUNCT
easat-1579	279	1	[	[	X
easat-1579	279	2	27	27	NUM
easat-1579	279	3	]	]	PUNCT
easat-1579	279	4	conducted	conduct	VERB
easat-1579	279	5	a	a	DET
easat-1579	279	6	study	study	NOUN
easat-1579	279	7	demonstrating	demonstrate	VERB
easat-1579	279	8	the	the	DET
easat-1579	279	9	practical	practical	ADJ
easat-1579	279	10	use	use	NOUN
easat-1579	279	11	of	of	ADP
easat-1579	279	12	nlp	nlp	NOUN
easat-1579	279	13	systems	system	NOUN
easat-1579	279	14	in	in	ADP
easat-1579	279	15	classifying	classify	VERB
easat-1579	279	16	patients	patient	NOUN
easat-1579	279	17	inside	inside	ADP
easat-1579	279	18	public	public	ADJ
easat-1579	279	19	hospitals	hospital	NOUN
easat-1579	279	20	in	in	ADP
easat-1579	279	21	chile	chile	NOUN
easat-1579	279	22	.	.	PUNCT
easat-1579	280	1	implementing	implement	VERB
easat-1579	280	2	such	such	ADJ
easat-1579	280	3	systems	system	NOUN
easat-1579	280	4	can	can	AUX
easat-1579	280	5	assist	assist	VERB
easat-1579	280	6	in	in	ADP
easat-1579	280	7	patient	patient	ADJ
easat-1579	280	8	triage	triage	NOUN
easat-1579	280	9	,	,	PUNCT
easat-1579	280	10	resource	resource	NOUN
easat-1579	280	11	allocation	allocation	NOUN
easat-1579	280	12	,	,	PUNCT
easat-1579	280	13	and	and	CCONJ
easat-1579	280	14	service	service	NOUN
easat-1579	280	15	quality	quality	NOUN
easat-1579	280	16	enhancement	enhancement	NOUN
easat-1579	280	17	in	in	ADP
easat-1579	280	18	resource	resource	NOUN
easat-1579	280	19	-	-	PUNCT
easat-1579	280	20	constrained	constrain	VERB
easat-1579	280	21	settings	setting	NOUN
easat-1579	280	22	.	.	PUNCT
easat-1579	281	1	in	in	ADP
easat-1579	281	2	their	their	PRON
easat-1579	281	3	concluding	concluding	NOUN
easat-1579	281	4	remarks	remark	NOUN
easat-1579	281	5	,	,	PUNCT
easat-1579	281	6	lee	lee	PROPN
easat-1579	281	7	and	and	CCONJ
easat-1579	281	8	yoon	yoon	PROPN
easat-1579	281	9	[	[	X
easat-1579	281	10	28	28	NUM
easat-1579	281	11	]	]	PUNCT
easat-1579	281	12	comprehensively	comprehensively	ADV
easat-1579	281	13	examine	examine	VERB
easat-1579	281	14	the	the	DET
easat-1579	281	15	advantages	advantage	NOUN
easat-1579	281	16	and	and	CCONJ
easat-1579	281	17	disadvantages	disadvantage	NOUN
easat-1579	281	18	associated	associate	VERB
easat-1579	281	19	with	with	ADP
easat-1579	281	20	nlp	nlp	NOUN
easat-1579	281	21	and	and	CCONJ
easat-1579	281	22	other	other	ADJ
easat-1579	281	23	ai	ai	PROPN
easat-1579	281	24	technologies	technology	NOUN
easat-1579	281	25	within	within	ADP
easat-1579	281	26	the	the	DET
easat-1579	281	27	healthcare	healthcare	NOUN
easat-1579	281	28	domain	domain	NOUN
easat-1579	281	29	.	.	PUNCT
easat-1579	282	1	the	the	DET
easat-1579	282	2	study	study	NOUN
easat-1579	282	3	2039	2039	NUM
easat-1579	282	4	edelweiss	edelweiss	PROPN
easat-1579	282	5	applied	apply	VERB
easat-1579	282	6	science	science	NOUN
easat-1579	282	7	and	and	CCONJ
easat-1579	282	8	technology	technology	NOUN
easat-1579	282	9	issn	issn	PROPN
easat-1579	282	10	:	:	PUNCT
easat-1579	282	11	2576	2576	NUM
easat-1579	282	12	-	-	SYM
easat-1579	282	13	8484	8484	NUM
easat-1579	282	14	vol	vol	NOUN
easat-1579	282	15	.	.	PROPN
easat-1579	282	16	8	8	NUM
easat-1579	282	17	,	,	PUNCT
easat-1579	282	18	no	no	INTJ
easat-1579	282	19	.	.	NOUN
easat-1579	282	20	4	4	NUM
easat-1579	282	21	:	:	SYM
easat-1579	282	22	2027	2027	NUM
easat-1579	282	23	-	-	SYM
easat-1579	282	24	2041	2041	NUM
easat-1579	282	25	,	,	PUNCT
easat-1579	282	26	2024	2024	NUM
easat-1579	282	27	doi	doi	NOUN
easat-1579	282	28	:	:	PUNCT
easat-1579	282	29	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	282	30	©	©	PROPN
easat-1579	282	31	2024	2024	NUM
easat-1579	282	32	by	by	ADP
easat-1579	282	33	the	the	DET
easat-1579	282	34	author	author	NOUN
easat-1579	282	35	;	;	PUNCT
easat-1579	282	36	licensee	licensee	NOUN
easat-1579	282	37	learning	learning	NOUN
easat-1579	282	38	gate	gate	NOUN
easat-1579	282	39	emphasizes	emphasize	VERB
easat-1579	282	40	the	the	DET
easat-1579	282	41	transformative	transformative	ADJ
easat-1579	282	42	potential	potential	NOUN
easat-1579	282	43	of	of	ADP
easat-1579	282	44	natural	natural	ADJ
easat-1579	282	45	language	language	NOUN
easat-1579	282	46	processing	processing	NOUN
easat-1579	282	47	while	while	SCONJ
easat-1579	282	48	concurrently	concurrently	ADV
easat-1579	282	49	underscoring	underscore	VERB
easat-1579	282	50	the	the	DET
easat-1579	282	51	need	need	NOUN
easat-1579	282	52	for	for	ADP
easat-1579	282	53	robust	robust	ADJ
easat-1579	282	54	data	datum	NOUN
easat-1579	282	55	governance	governance	NOUN
easat-1579	282	56	and	and	CCONJ
easat-1579	282	57	ethical	ethical	ADJ
easat-1579	282	58	considerations	consideration	NOUN
easat-1579	282	59	.	.	PUNCT
easat-1579	283	1	the	the	DET
easat-1579	283	2	studies	study	NOUN
easat-1579	283	3	above	above	ADV
easat-1579	283	4	and	and	CCONJ
easat-1579	283	5	the	the	DET
easat-1579	283	6	articles	article	NOUN
easat-1579	283	7	demonstrate	demonstrate	VERB
easat-1579	283	8	the	the	DET
easat-1579	283	9	extensive	extensive	ADJ
easat-1579	283	10	impact	impact	NOUN
easat-1579	283	11	of	of	ADP
easat-1579	283	12	nlp	nlp	NOUN
easat-1579	283	13	within	within	ADP
easat-1579	283	14	medicine	medicine	NOUN
easat-1579	283	15	.	.	PUNCT
easat-1579	284	1	natural	natural	ADJ
easat-1579	284	2	language	language	NOUN
easat-1579	284	3	processing	processing	NOUN
easat-1579	284	4	is	be	AUX
easat-1579	284	5	an	an	DET
easat-1579	284	6	area	area	NOUN
easat-1579	284	7	of	of	ADP
easat-1579	284	8	study	study	NOUN
easat-1579	284	9	undergoing	undergo	VERB
easat-1579	284	10	continuous	continuous	ADJ
easat-1579	284	11	advancements	advancement	NOUN
easat-1579	284	12	and	and	CCONJ
easat-1579	284	13	transformations	transformation	NOUN
easat-1579	284	14	within	within	ADP
easat-1579	284	15	the	the	DET
easat-1579	284	16	healthcare	healthcare	NOUN
easat-1579	284	17	sector	sector	NOUN
easat-1579	284	18	.	.	PUNCT
easat-1579	285	1	these	these	DET
easat-1579	285	2	advancements	advancement	NOUN
easat-1579	285	3	range	range	VERB
easat-1579	285	4	from	from	ADP
easat-1579	285	5	automating	automate	VERB
easat-1579	285	6	data	datum	NOUN
easat-1579	285	7	extraction	extraction	NOUN
easat-1579	285	8	in	in	ADP
easat-1579	285	9	radiology	radiology	NOUN
easat-1579	285	10	reports	report	NOUN
easat-1579	285	11	to	to	ADP
easat-1579	285	12	enhancing	enhance	VERB
easat-1579	285	13	patient	patient	ADJ
easat-1579	285	14	experiences	experience	NOUN
easat-1579	285	15	via	via	ADP
easat-1579	285	16	sentiment	sentiment	NOUN
easat-1579	285	17	analysis	analysis	NOUN
easat-1579	285	18	techniques	technique	NOUN
easat-1579	285	19	.	.	PUNCT
easat-1579	286	1	the	the	DET
easat-1579	286	2	capacity	capacity	NOUN
easat-1579	286	3	to	to	PART
easat-1579	286	4	enhance	enhance	VERB
easat-1579	286	5	communication	communication	NOUN
easat-1579	286	6	diagnostic	diagnostic	ADJ
easat-1579	286	7	accuracy	accuracy	NOUN
easat-1579	286	8	and	and	CCONJ
easat-1579	286	9	provide	provide	VERB
easat-1579	286	10	valuable	valuable	ADJ
easat-1579	286	11	insights	insight	NOUN
easat-1579	286	12	for	for	ADP
easat-1579	286	13	treatment	treatment	NOUN
easat-1579	286	14	decisions	decision	NOUN
easat-1579	286	15	makes	make	VERB
easat-1579	286	16	it	it	PRON
easat-1579	286	17	a	a	DET
easat-1579	286	18	formidable	formidable	ADJ
easat-1579	286	19	instrument	instrument	NOUN
easat-1579	286	20	in	in	ADP
easat-1579	286	21	pursuing	pursue	VERB
easat-1579	286	22	enhanced	enhanced	ADJ
easat-1579	286	23	healthcare	healthcare	NOUN
easat-1579	286	24	.	.	PUNCT
easat-1579	287	1	in	in	ADP
easat-1579	287	2	order	order	NOUN
easat-1579	287	3	to	to	PART
easat-1579	287	4	fully	fully	ADV
easat-1579	287	5	realize	realize	VERB
easat-1579	287	6	the	the	DET
easat-1579	287	7	potential	potential	NOUN
easat-1579	287	8	of	of	ADP
easat-1579	287	9	natural	natural	ADJ
easat-1579	287	10	language	language	NOUN
easat-1579	287	11	processing	processing	NOUN
easat-1579	287	12	in	in	ADP
easat-1579	287	13	the	the	DET
easat-1579	287	14	healthcare	healthcare	NOUN
easat-1579	287	15	domain	domain	NOUN
easat-1579	287	16	,	,	PUNCT
easat-1579	287	17	it	it	PRON
easat-1579	287	18	is	be	AUX
easat-1579	287	19	essential	essential	ADJ
easat-1579	287	20	to	to	PART
easat-1579	287	21	address	address	VERB
easat-1579	287	22	challenges	challenge	NOUN
easat-1579	287	23	about	about	ADP
easat-1579	287	24	data	datum	NOUN
easat-1579	287	25	privacy	privacy	NOUN
easat-1579	287	26	,	,	PUNCT
easat-1579	287	27	model	model	NOUN
easat-1579	287	28	interpretability	interpretability	NOUN
easat-1579	287	29	,	,	PUNCT
easat-1579	287	30	and	and	CCONJ
easat-1579	287	31	regulatory	regulatory	ADJ
easat-1579	287	32	compliance	compliance	NOUN
easat-1579	287	33	.	.	PUNCT
easat-1579	288	1	6	6	X
easat-1579	288	2	.	.	X
easat-1579	288	3	conclusions	conclusion	NOUN
easat-1579	288	4	the	the	DET
easat-1579	288	5	inquiry	inquiry	NOUN
easat-1579	288	6	of	of	ADP
easat-1579	288	7	natural	natural	ADJ
easat-1579	288	8	language	language	NOUN
easat-1579	288	9	processing	processing	NOUN
easat-1579	288	10	in	in	ADP
easat-1579	288	11	the	the	DET
easat-1579	288	12	medical	medical	ADJ
easat-1579	288	13	domain	domain	NOUN
easat-1579	288	14	is	be	AUX
easat-1579	288	15	a	a	DET
easat-1579	288	16	compelling	compelling	ADJ
easat-1579	288	17	illustration	illustration	NOUN
easat-1579	288	18	of	of	ADP
easat-1579	288	19	the	the	DET
easat-1579	288	20	many	many	ADJ
easat-1579	288	21	applications	application	NOUN
easat-1579	288	22	of	of	ADP
easat-1579	288	23	artificial	artificial	ADJ
easat-1579	288	24	intelligence	intelligence	NOUN
easat-1579	288	25	(	(	PUNCT
easat-1579	288	26	ai	ai	NOUN
easat-1579	288	27	)	)	PUNCT
easat-1579	288	28	in	in	ADP
easat-1579	288	29	various	various	ADJ
easat-1579	288	30	fields	field	NOUN
easat-1579	288	31	of	of	ADP
easat-1579	288	32	study	study	NOUN
easat-1579	288	33	.	.	PUNCT
easat-1579	289	1	the	the	DET
easat-1579	289	2	objective	objective	NOUN
easat-1579	289	3	of	of	ADP
easat-1579	289	4	this	this	DET
easat-1579	289	5	study	study	NOUN
easat-1579	289	6	,	,	PUNCT
easat-1579	289	7	entitled	entitle	VERB
easat-1579	289	8	"	"	PUNCT
easat-1579	289	9	natural	natural	ADJ
easat-1579	289	10	language	language	NOUN
easat-1579	289	11	processing	processing	NOUN
easat-1579	289	12	for	for	ADP
easat-1579	289	13	healthcare	healthcare	NOUN
easat-1579	289	14	:	:	PUNCT
easat-1579	289	15	applications	application	NOUN
easat-1579	289	16	,	,	PUNCT
easat-1579	289	17	progress	progress	NOUN
easat-1579	289	18	,	,	PUNCT
easat-1579	289	19	and	and	CCONJ
easat-1579	289	20	future	future	ADJ
easat-1579	289	21	directions	direction	NOUN
easat-1579	289	22	,	,	PUNCT
easat-1579	289	23	"	"	PUNCT
easat-1579	289	24	is	be	AUX
easat-1579	289	25	to	to	PART
easat-1579	289	26	elucidate	elucidate	VERB
easat-1579	289	27	the	the	DET
easat-1579	289	28	significance	significance	NOUN
easat-1579	289	29	of	of	ADP
easat-1579	289	30	nlp	nlp	ADJ
easat-1579	289	31	technology	technology	NOUN
easat-1579	289	32	in	in	ADP
easat-1579	289	33	enhancing	enhance	VERB
easat-1579	289	34	healthcare	healthcare	NOUN
easat-1579	289	35	outcomes	outcome	NOUN
easat-1579	289	36	.	.	PUNCT
easat-1579	290	1	the	the	DET
easat-1579	290	2	primary	primary	ADJ
easat-1579	290	3	hypothesis	hypothesis	NOUN
easat-1579	290	4	of	of	ADP
easat-1579	290	5	our	our	PRON
easat-1579	290	6	study	study	NOUN
easat-1579	290	7	posited	posit	VERB
easat-1579	290	8	that	that	SCONJ
easat-1579	290	9	integrating	integrate	VERB
easat-1579	290	10	natural	natural	ADJ
easat-1579	290	11	language	language	NOUN
easat-1579	290	12	processing	processing	NOUN
easat-1579	290	13	technologies	technology	NOUN
easat-1579	290	14	would	would	AUX
easat-1579	290	15	result	result	VERB
easat-1579	290	16	in	in	ADP
easat-1579	290	17	statistically	statistically	ADV
easat-1579	290	18	significant	significant	ADJ
easat-1579	290	19	improvements	improvement	NOUN
easat-1579	290	20	in	in	ADP
easat-1579	290	21	healthcare	healthcare	NOUN
easat-1579	290	22	metrics	metric	NOUN
easat-1579	290	23	,	,	PUNCT
easat-1579	290	24	specifically	specifically	ADV
easat-1579	290	25	in	in	ADP
easat-1579	290	26	terms	term	NOUN
easat-1579	290	27	of	of	ADP
easat-1579	290	28	diagnosis	diagnosis	NOUN
easat-1579	290	29	accuracy	accuracy	NOUN
easat-1579	290	30	,	,	PUNCT
easat-1579	290	31	treatment	treatment	NOUN
easat-1579	290	32	efficiency	efficiency	NOUN
easat-1579	290	33	,	,	PUNCT
easat-1579	290	34	and	and	CCONJ
easat-1579	290	35	patient	patient	ADJ
easat-1579	290	36	satisfaction	satisfaction	NOUN
easat-1579	290	37	.	.	PUNCT
easat-1579	291	1	to	to	PART
easat-1579	291	2	investigate	investigate	VERB
easat-1579	291	3	this	this	DET
easat-1579	291	4	hypothesis	hypothesis	NOUN
easat-1579	291	5	,	,	PUNCT
easat-1579	291	6	we	we	PRON
easat-1579	291	7	employed	employ	VERB
easat-1579	291	8	a	a	DET
easat-1579	291	9	multi	multi	ADJ
easat-1579	291	10	-	-	ADJ
easat-1579	291	11	modal	modal	ADJ
easat-1579	291	12	approach	approach	NOUN
easat-1579	291	13	encompassing	encompass	VERB
easat-1579	291	14	machine	machine	NOUN
easat-1579	291	15	learning	learn	VERB
easat-1579	291	16	algorithms	algorithm	NOUN
easat-1579	291	17	,	,	PUNCT
easat-1579	291	18	statistical	statistical	ADJ
easat-1579	291	19	inference	inference	NOUN
easat-1579	291	20	techniques	technique	NOUN
easat-1579	291	21	,	,	PUNCT
easat-1579	291	22	and	and	CCONJ
easat-1579	291	23	complex	complex	ADJ
easat-1579	291	24	feature	feature	NOUN
easat-1579	291	25	engineering	engineering	NOUN
easat-1579	291	26	methods	method	NOUN
easat-1579	291	27	.	.	PUNCT
easat-1579	292	1	the	the	DET
easat-1579	292	2	findings	finding	NOUN
easat-1579	292	3	of	of	ADP
easat-1579	292	4	our	our	PRON
easat-1579	292	5	study	study	NOUN
easat-1579	292	6	provided	provide	VERB
easat-1579	292	7	support	support	NOUN
easat-1579	292	8	for	for	ADP
easat-1579	292	9	our	our	PRON
easat-1579	292	10	hypothesis	hypothesis	NOUN
easat-1579	292	11	.	.	PUNCT
easat-1579	293	1	in	in	ADP
easat-1579	293	2	healthcare	healthcare	PROPN
easat-1579	293	3	natural	natural	ADJ
easat-1579	293	4	language	language	NOUN
easat-1579	293	5	processing	processing	NOUN
easat-1579	293	6	(	(	PUNCT
easat-1579	293	7	nlp	nlp	NOUN
easat-1579	293	8	)	)	PUNCT
easat-1579	293	9	,	,	PUNCT
easat-1579	293	10	our	our	PRON
easat-1579	293	11	study	study	NOUN
easat-1579	293	12	unequivocally	unequivocally	ADV
easat-1579	293	13	establishes	establish	VERB
easat-1579	293	14	the	the	DET
easat-1579	293	15	superiority	superiority	NOUN
easat-1579	293	16	of	of	ADP
easat-1579	293	17	long	long	ADJ
easat-1579	293	18	short	short	ADJ
easat-1579	293	19	-	-	PUNCT
easat-1579	293	20	term	term	NOUN
easat-1579	293	21	memory	memory	NOUN
easat-1579	293	22	(	(	PUNCT
easat-1579	293	23	lstm	lstm	NOUN
easat-1579	293	24	)	)	PUNCT
easat-1579	293	25	models	model	NOUN
easat-1579	293	26	over	over	ADP
easat-1579	293	27	standard	standard	ADJ
easat-1579	293	28	techniques	technique	NOUN
easat-1579	293	29	such	such	ADJ
easat-1579	293	30	as	as	ADP
easat-1579	293	31	naive	naive	ADJ
easat-1579	293	32	bayes	bayes	NOUN
easat-1579	293	33	and	and	CCONJ
easat-1579	293	34	support	support	VERB
easat-1579	293	35	vector	vector	NOUN
easat-1579	293	36	machines	machine	NOUN
easat-1579	293	37	.	.	PUNCT
easat-1579	294	1	the	the	DET
easat-1579	294	2	f1	f1	NOUN
easat-1579	294	3	-	-	PUNCT
easat-1579	294	4	score	score	NOUN
easat-1579	294	5	and	and	CCONJ
easat-1579	294	6	the	the	DET
easat-1579	294	7	area	area	NOUN
easat-1579	294	8	under	under	ADP
easat-1579	294	9	the	the	DET
easat-1579	294	10	receiver	receiver	NOUN
easat-1579	294	11	operating	operate	VERB
easat-1579	294	12	characteristic	characteristic	ADJ
easat-1579	294	13	curve	curve	NOUN
easat-1579	294	14	(	(	PUNCT
easat-1579	294	15	auc	auc	NOUN
easat-1579	294	16	-	-	PUNCT
easat-1579	294	17	roc	roc	NOUN
easat-1579	294	18	)	)	PUNCT
easat-1579	294	19	indicated	indicate	VERB
easat-1579	294	20	that	that	SCONJ
easat-1579	294	21	the	the	DET
easat-1579	294	22	lstm	lstm	PROPN
easat-1579	294	23	model	model	NOUN
easat-1579	294	24	outperformed	outperform	VERB
easat-1579	294	25	other	other	ADJ
easat-1579	294	26	models	model	NOUN
easat-1579	294	27	in	in	ADP
easat-1579	294	28	all	all	DET
easat-1579	294	29	three	three	NUM
easat-1579	294	30	medical	medical	ADJ
easat-1579	294	31	disciplines	discipline	NOUN
easat-1579	294	32	.	.	PUNCT
easat-1579	295	1	the	the	DET
easat-1579	295	2	robustness	robustness	NOUN
easat-1579	295	3	and	and	CCONJ
easat-1579	295	4	generalizability	generalizability	NOUN
easat-1579	295	5	of	of	ADP
easat-1579	295	6	our	our	PRON
easat-1579	295	7	models	model	NOUN
easat-1579	295	8	were	be	AUX
easat-1579	295	9	further	far	ADV
easat-1579	295	10	assessed	assess	VERB
easat-1579	295	11	by	by	ADP
easat-1579	295	12	a	a	DET
easat-1579	295	13	rigorous	rigorous	ADJ
easat-1579	295	14	stratified	stratified	ADJ
easat-1579	295	15	k	k	ADJ
easat-1579	295	16	-	-	ADJ
easat-1579	295	17	fold	fold	ADJ
easat-1579	295	18	cross	cross	NOUN
easat-1579	295	19	-	-	NOUN
easat-1579	295	20	validation	validation	NOUN
easat-1579	295	21	,	,	PUNCT
easat-1579	295	22	which	which	PRON
easat-1579	295	23	further	far	ADV
easat-1579	295	24	supports	support	VERB
easat-1579	295	25	the	the	DET
easat-1579	295	26	results	result	NOUN
easat-1579	295	27	.	.	PUNCT
easat-1579	296	1	the	the	DET
easat-1579	296	2	findings	finding	NOUN
easat-1579	296	3	of	of	ADP
easat-1579	296	4	our	our	PRON
easat-1579	296	5	study	study	NOUN
easat-1579	296	6	indicate	indicate	VERB
easat-1579	296	7	that	that	SCONJ
easat-1579	296	8	natural	natural	ADJ
easat-1579	296	9	language	language	NOUN
easat-1579	296	10	processing	processing	NOUN
easat-1579	296	11	(	(	PUNCT
easat-1579	296	12	nlp	nlp	NOUN
easat-1579	296	13	)	)	PUNCT
easat-1579	296	14	has	have	VERB
easat-1579	296	15	potential	potential	ADJ
easat-1579	296	16	use	use	NOUN
easat-1579	296	17	in	in	ADP
easat-1579	296	18	healthcare	healthcare	NOUN
easat-1579	296	19	settings	setting	NOUN
easat-1579	296	20	.	.	PUNCT
easat-1579	297	1	the	the	DET
easat-1579	297	2	statistical	statistical	ADJ
easat-1579	297	3	significance	significance	NOUN
easat-1579	297	4	of	of	ADP
easat-1579	297	5	these	these	DET
easat-1579	297	6	findings	finding	NOUN
easat-1579	297	7	was	be	AUX
easat-1579	297	8	established	establish	VERB
easat-1579	297	9	by	by	ADP
easat-1579	297	10	the	the	DET
easat-1579	297	11	use	use	NOUN
easat-1579	297	12	of	of	ADP
easat-1579	297	13	chi	chi	ADJ
easat-1579	297	14	-	-	PUNCT
easat-1579	297	15	square	square	ADJ
easat-1579	297	16	testing	testing	NOUN
easat-1579	297	17	.	.	PUNCT
easat-1579	298	1	this	this	DET
easat-1579	298	2	study	study	NOUN
easat-1579	298	3	has	have	AUX
easat-1579	298	4	opened	open	VERB
easat-1579	298	5	up	up	ADP
easat-1579	298	6	many	many	ADJ
easat-1579	298	7	possible	possible	ADJ
easat-1579	298	8	new	new	ADJ
easat-1579	298	9	avenues	avenue	NOUN
easat-1579	298	10	of	of	ADP
easat-1579	298	11	investigation	investigation	NOUN
easat-1579	298	12	.	.	PUNCT
easat-1579	299	1	although	although	SCONJ
easat-1579	299	2	pre	pre	ADJ
easat-1579	299	3	-	-	ADJ
easat-1579	299	4	trained	train	VERB
easat-1579	299	5	word	word	NOUN
easat-1579	299	6	embeddings	embedding	NOUN
easat-1579	299	7	were	be	AUX
easat-1579	299	8	used	use	VERB
easat-1579	299	9	in	in	ADP
easat-1579	299	10	this	this	DET
easat-1579	299	11	study	study	NOUN
easat-1579	299	12	,	,	PUNCT
easat-1579	299	13	further	further	ADJ
easat-1579	299	14	improvement	improvement	NOUN
easat-1579	299	15	in	in	ADP
easat-1579	299	16	the	the	DET
easat-1579	299	17	models	model	NOUN
easat-1579	299	18	'	'	PART
easat-1579	299	19	accuracy	accuracy	NOUN
easat-1579	299	20	might	might	AUX
easat-1579	299	21	be	be	AUX
easat-1579	299	22	achieved	achieve	VERB
easat-1579	299	23	by	by	ADP
easat-1579	299	24	exploring	explore	VERB
easat-1579	299	25	domain	domain	NOUN
easat-1579	299	26	-	-	PUNCT
easat-1579	299	27	specific	specific	ADJ
easat-1579	299	28	embeddings	embedding	NOUN
easat-1579	299	29	.	.	PUNCT
easat-1579	300	1	the	the	DET
easat-1579	300	2	authors	author	NOUN
easat-1579	300	3	explore	explore	VERB
easat-1579	300	4	the	the	DET
easat-1579	300	5	potential	potential	ADJ
easat-1579	300	6	advantages	advantage	NOUN
easat-1579	300	7	of	of	ADP
easat-1579	300	8	augmenting	augment	VERB
easat-1579	300	9	current	current	ADJ
easat-1579	300	10	nlp	nlp	NOUN
easat-1579	300	11	models	model	NOUN
easat-1579	300	12	with	with	ADP
easat-1579	300	13	other	other	ADJ
easat-1579	300	14	forms	form	NOUN
easat-1579	300	15	of	of	ADP
easat-1579	300	16	data	datum	NOUN
easat-1579	300	17	,	,	PUNCT
easat-1579	300	18	such	such	ADJ
easat-1579	300	19	as	as	ADP
easat-1579	300	20	visual	visual	ADJ
easat-1579	300	21	imagery	imagery	NOUN
easat-1579	300	22	or	or	CCONJ
easat-1579	300	23	temporal	temporal	ADJ
easat-1579	300	24	data	datum	NOUN
easat-1579	300	25	derived	derive	VERB
easat-1579	300	26	from	from	ADP
easat-1579	300	27	medical	medical	ADJ
easat-1579	300	28	apparatus	apparatus	NOUN
easat-1579	300	29	.	.	PUNCT
easat-1579	301	1	in	in	ADP
easat-1579	301	2	order	order	NOUN
easat-1579	301	3	to	to	PART
easat-1579	301	4	enhance	enhance	VERB
easat-1579	301	5	the	the	DET
easat-1579	301	6	comprehensiveness	comprehensiveness	NOUN
easat-1579	301	7	of	of	ADP
easat-1579	301	8	the	the	DET
easat-1579	301	9	investigation	investigation	NOUN
easat-1579	301	10	into	into	ADP
easat-1579	301	11	the	the	DET
easat-1579	301	12	potential	potential	ADJ
easat-1579	301	13	applications	application	NOUN
easat-1579	301	14	of	of	ADP
easat-1579	301	15	natural	natural	ADJ
easat-1579	301	16	language	language	NOUN
easat-1579	301	17	processing	processing	NOUN
easat-1579	301	18	within	within	ADP
easat-1579	301	19	the	the	DET
easat-1579	301	20	healthcare	healthcare	NOUN
easat-1579	301	21	sector	sector	NOUN
easat-1579	301	22	,	,	PUNCT
easat-1579	301	23	it	it	PRON
easat-1579	301	24	would	would	AUX
easat-1579	301	25	be	be	AUX
easat-1579	301	26	advantageous	advantageous	ADJ
easat-1579	301	27	to	to	PART
easat-1579	301	28	expand	expand	VERB
easat-1579	301	29	the	the	DET
easat-1579	301	30	purview	purview	NOUN
easat-1579	301	31	of	of	ADP
easat-1579	301	32	this	this	DET
easat-1579	301	33	study	study	NOUN
easat-1579	301	34	to	to	PART
easat-1579	301	35	include	include	VERB
easat-1579	301	36	more	more	ADJ
easat-1579	301	37	medical	medical	ADJ
easat-1579	301	38	specialties	specialty	NOUN
easat-1579	301	39	,	,	PUNCT
easat-1579	301	40	including	include	VERB
easat-1579	301	41	but	but	CCONJ
easat-1579	301	42	not	not	PART
easat-1579	301	43	limited	limit	VERB
easat-1579	301	44	to	to	ADP
easat-1579	301	45	pediatrics	pediatric	NOUN
easat-1579	301	46	,	,	PUNCT
easat-1579	301	47	geriatrics	geriatric	NOUN
easat-1579	301	48	,	,	PUNCT
easat-1579	301	49	and	and	CCONJ
easat-1579	301	50	mental	mental	ADJ
easat-1579	301	51	health	health	NOUN
easat-1579	301	52	.	.	PUNCT
easat-1579	302	1	it	it	PRON
easat-1579	302	2	is	be	AUX
easat-1579	302	3	important	important	ADJ
easat-1579	302	4	to	to	PART
easat-1579	302	5	ensure	ensure	VERB
easat-1579	302	6	that	that	SCONJ
easat-1579	302	7	ethical	ethical	ADJ
easat-1579	302	8	considerations	consideration	NOUN
easat-1579	302	9	are	be	AUX
easat-1579	302	10	not	not	PART
easat-1579	302	11	disregarded	disregard	VERB
easat-1579	302	12	throughout	throughout	ADP
easat-1579	302	13	the	the	DET
easat-1579	302	14	advancement	advancement	NOUN
easat-1579	302	15	of	of	ADP
easat-1579	302	16	this	this	DET
easat-1579	302	17	field	field	NOUN
easat-1579	302	18	.	.	PUNCT
easat-1579	303	1	the	the	DET
easat-1579	303	2	use	use	NOUN
easat-1579	303	3	of	of	ADP
easat-1579	303	4	natural	natural	ADJ
easat-1579	303	5	language	language	NOUN
easat-1579	303	6	processing	processing	NOUN
easat-1579	303	7	necessitates	necessitate	VERB
easat-1579	303	8	strict	strict	ADJ
easat-1579	303	9	adherence	adherence	NOUN
easat-1579	303	10	to	to	ADP
easat-1579	303	11	regulations	regulation	NOUN
easat-1579	303	12	such	such	ADJ
easat-1579	303	13	as	as	ADP
easat-1579	303	14	the	the	DET
easat-1579	303	15	health	health	NOUN
easat-1579	303	16	insurance	insurance	NOUN
easat-1579	303	17	portability	portability	NOUN
easat-1579	303	18	and	and	CCONJ
easat-1579	303	19	accountability	accountability	NOUN
easat-1579	303	20	act	act	NOUN
easat-1579	303	21	(	(	PUNCT
easat-1579	303	22	hipaa	hipaa	PROPN
easat-1579	303	23	)	)	PUNCT
easat-1579	303	24	in	in	ADP
easat-1579	303	25	the	the	DET
easat-1579	303	26	united	united	PROPN
easat-1579	303	27	states	states	PROPN
easat-1579	303	28	or	or	CCONJ
easat-1579	303	29	the	the	DET
easat-1579	303	30	general	general	ADJ
easat-1579	303	31	data	data	PROPN
easat-1579	303	32	protection	protection	NOUN
easat-1579	303	33	regulation	regulation	NOUN
easat-1579	303	34	(	(	PUNCT
easat-1579	303	35	gdpr	gdpr	NOUN
easat-1579	303	36	)	)	PUNCT
easat-1579	303	37	in	in	ADP
easat-1579	303	38	europe	europe	PROPN
easat-1579	303	39	to	to	PART
easat-1579	303	40	safeguard	safeguard	VERB
easat-1579	303	41	patient	patient	ADJ
easat-1579	303	42	information	information	NOUN
easat-1579	303	43	's	's	PART
easat-1579	303	44	confidentiality	confidentiality	NOUN
easat-1579	303	45	and	and	CCONJ
easat-1579	303	46	privacy	privacy	NOUN
easat-1579	303	47	.	.	PUNCT
easat-1579	304	1	furthermore	furthermore	ADV
easat-1579	304	2	,	,	PUNCT
easat-1579	304	3	it	it	PRON
easat-1579	304	4	is	be	AUX
easat-1579	304	5	worth	worth	ADJ
easat-1579	304	6	noting	note	VERB
easat-1579	304	7	that	that	SCONJ
easat-1579	304	8	algorithms	algorithm	NOUN
easat-1579	304	9	have	have	VERB
easat-1579	304	10	the	the	DET
easat-1579	304	11	potential	potential	NOUN
easat-1579	304	12	to	to	PART
easat-1579	304	13	assist	assist	VERB
easat-1579	304	14	healthcare	healthcare	NOUN
easat-1579	304	15	practitioners	practitioner	NOUN
easat-1579	304	16	;	;	PUNCT
easat-1579	304	17	however	however	ADV
easat-1579	304	18	,	,	PUNCT
easat-1579	304	19	it	it	PRON
easat-1579	304	20	is	be	AUX
easat-1579	304	21	imperative	imperative	ADJ
easat-1579	304	22	to	to	PART
easat-1579	304	23	acknowledge	acknowledge	VERB
easat-1579	304	24	that	that	SCONJ
easat-1579	304	25	they	they	PRON
easat-1579	304	26	should	should	AUX
easat-1579	304	27	be	be	AUX
easat-1579	304	28	seen	see	VERB
easat-1579	304	29	as	as	ADP
easat-1579	304	30	something	something	PRON
easat-1579	304	31	other	other	ADJ
easat-1579	304	32	than	than	ADP
easat-1579	304	33	a	a	DET
easat-1579	304	34	substitute	substitute	NOUN
easat-1579	304	35	for	for	ADP
easat-1579	304	36	human	human	ADJ
easat-1579	304	37	expertise	expertise	NOUN
easat-1579	304	38	.	.	PUNCT
easat-1579	305	1	instead	instead	ADV
easat-1579	305	2	,	,	PUNCT
easat-1579	305	3	their	their	PRON
easat-1579	305	4	role	role	NOUN
easat-1579	305	5	should	should	AUX
easat-1579	305	6	be	be	AUX
easat-1579	305	7	viewed	view	VERB
easat-1579	305	8	as	as	ADP
easat-1579	305	9	a	a	DET
easat-1579	305	10	supplementary	supplementary	ADJ
easat-1579	305	11	tool	tool	NOUN
easat-1579	305	12	to	to	PART
easat-1579	305	13	aid	aid	VERB
easat-1579	305	14	in	in	ADP
easat-1579	305	15	the	the	DET
easat-1579	305	16	process	process	NOUN
easat-1579	305	17	of	of	ADP
easat-1579	305	18	decision	decision	NOUN
easat-1579	305	19	-	-	PUNCT
easat-1579	305	20	making	making	NOUN
easat-1579	305	21	.	.	PUNCT
easat-1579	306	1	in	in	ADP
easat-1579	306	2	conclusion	conclusion	NOUN
easat-1579	306	3	,	,	PUNCT
easat-1579	306	4	using	use	VERB
easat-1579	306	5	nlp	nlp	NOUN
easat-1579	306	6	techniques	technique	NOUN
easat-1579	306	7	in	in	ADP
easat-1579	306	8	the	the	DET
easat-1579	306	9	healthcare	healthcare	NOUN
easat-1579	306	10	sector	sector	NOUN
easat-1579	306	11	has	have	VERB
easat-1579	306	12	significant	significant	ADJ
easat-1579	306	13	opportunities	opportunity	NOUN
easat-1579	306	14	for	for	ADP
easat-1579	306	15	advancement	advancement	NOUN
easat-1579	306	16	.	.	PUNCT
easat-1579	307	1	the	the	DET
easat-1579	307	2	technology	technology	NOUN
easat-1579	307	3	can	can	AUX
easat-1579	307	4	revolutionize	revolutionize	VERB
easat-1579	307	5	healthcare	healthcare	NOUN
easat-1579	307	6	provision	provision	NOUN
easat-1579	307	7	to	to	ADP
easat-1579	307	8	patients	patient	NOUN
easat-1579	307	9	and	and	CCONJ
easat-1579	307	10	the	the	DET
easat-1579	307	11	techniques	technique	NOUN
easat-1579	307	12	used	use	VERB
easat-1579	307	13	for	for	ADP
easat-1579	307	14	their	their	PRON
easat-1579	307	15	treatment	treatment	NOUN
easat-1579	307	16	while	while	SCONJ
easat-1579	307	17	presenting	present	VERB
easat-1579	307	18	the	the	DET
easat-1579	307	19	potential	potential	NOUN
easat-1579	307	20	to	to	PART
easat-1579	307	21	streamline	streamline	VERB
easat-1579	307	22	administrative	administrative	ADJ
easat-1579	307	23	processes	process	NOUN
easat-1579	307	24	.	.	PUNCT
easat-1579	308	1	the	the	DET
easat-1579	308	2	authors	author	NOUN
easat-1579	308	3	anticipate	anticipate	VERB
easat-1579	308	4	that	that	SCONJ
easat-1579	308	5	the	the	DET
easat-1579	308	6	results	result	NOUN
easat-1579	308	7	obtained	obtain	VERB
easat-1579	308	8	from	from	ADP
easat-1579	308	9	this	this	DET
easat-1579	308	10	investigation	investigation	NOUN
easat-1579	308	11	will	will	AUX
easat-1579	308	12	provide	provide	VERB
easat-1579	308	13	a	a	DET
easat-1579	308	14	fundamental	fundamental	ADJ
easat-1579	308	15	basis	basis	NOUN
easat-1579	308	16	for	for	ADP
easat-1579	308	17	2040	2040	NUM
easat-1579	308	18	edelweiss	edelweiss	PROPN
easat-1579	308	19	applied	apply	VERB
easat-1579	308	20	science	science	NOUN
easat-1579	308	21	and	and	CCONJ
easat-1579	308	22	technology	technology	NOUN
easat-1579	308	23	issn	issn	PROPN
easat-1579	308	24	:	:	PUNCT
easat-1579	308	25	2576	2576	NUM
easat-1579	308	26	-	-	SYM
easat-1579	308	27	8484	8484	NUM
easat-1579	308	28	vol	vol	NOUN
easat-1579	308	29	.	.	PROPN
easat-1579	308	30	8	8	NUM
easat-1579	308	31	,	,	PUNCT
easat-1579	308	32	no	no	INTJ
easat-1579	308	33	.	.	NOUN
easat-1579	308	34	4	4	NUM
easat-1579	308	35	:	:	SYM
easat-1579	308	36	2027	2027	NUM
easat-1579	308	37	-	-	SYM
easat-1579	308	38	2041	2041	NUM
easat-1579	308	39	,	,	PUNCT
easat-1579	308	40	2024	2024	NUM
easat-1579	308	41	doi	doi	NOUN
easat-1579	308	42	:	:	PUNCT
easat-1579	308	43	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	308	44	©	©	PROPN
easat-1579	308	45	2024	2024	NUM
easat-1579	308	46	by	by	ADP
easat-1579	308	47	the	the	DET
easat-1579	308	48	author	author	NOUN
easat-1579	308	49	;	;	PUNCT
easat-1579	308	50	licensee	licensee	PROPN
easat-1579	308	51	learning	learning	NOUN
easat-1579	308	52	gate	gate	VERB
easat-1579	308	53	further	further	ADJ
easat-1579	308	54	scholarly	scholarly	ADJ
easat-1579	308	55	inquiries	inquiry	NOUN
easat-1579	308	56	and	and	CCONJ
easat-1579	308	57	real	real	ADJ
easat-1579	308	58	-	-	PUNCT
easat-1579	308	59	world	world	NOUN
easat-1579	308	60	implementations	implementation	NOUN
easat-1579	308	61	within	within	ADP
easat-1579	308	62	this	this	DET
easat-1579	308	63	emerging	emerge	VERB
easat-1579	308	64	field	field	NOUN
easat-1579	308	65	.	.	PUNCT
easat-1579	309	1	it	it	PRON
easat-1579	309	2	is	be	AUX
easat-1579	309	3	because	because	SCONJ
easat-1579	309	4	the	the	DET
easat-1579	309	5	data	datum	NOUN
easat-1579	309	6	showcase	showcase	VERB
easat-1579	309	7	the	the	DET
easat-1579	309	8	practicality	practicality	NOUN
easat-1579	309	9	and	and	CCONJ
easat-1579	309	10	effectiveness	effectiveness	NOUN
easat-1579	309	11	of	of	ADP
easat-1579	309	12	this	this	DET
easat-1579	309	13	integration	integration	NOUN
easat-1579	309	14	.	.	PUNCT
easat-1579	310	1	with	with	ADP
easat-1579	310	2	the	the	DET
easat-1579	310	3	expectation	expectation	NOUN
easat-1579	310	4	of	of	ADP
easat-1579	310	5	forthcoming	forthcoming	ADJ
easat-1579	310	6	advancements	advancement	NOUN
easat-1579	310	7	,	,	PUNCT
easat-1579	310	8	it	it	PRON
easat-1579	310	9	is	be	AUX
easat-1579	310	10	clear	clear	ADJ
easat-1579	310	11	that	that	SCONJ
easat-1579	310	12	the	the	DET
easat-1579	310	13	integration	integration	NOUN
easat-1579	310	14	of	of	ADP
easat-1579	310	15	natural	natural	ADJ
easat-1579	310	16	language	language	NOUN
easat-1579	310	17	processing	processing	NOUN
easat-1579	310	18	and	and	CCONJ
easat-1579	310	19	healthcare	healthcare	NOUN
easat-1579	310	20	is	be	AUX
easat-1579	310	21	positioned	position	VERB
easat-1579	310	22	to	to	PART
easat-1579	310	23	play	play	VERB
easat-1579	310	24	a	a	DET
easat-1579	310	25	crucial	crucial	ADJ
easat-1579	310	26	role	role	NOUN
easat-1579	310	27	in	in	ADP
easat-1579	310	28	shaping	shape	VERB
easat-1579	310	29	the	the	DET
easat-1579	310	30	field	field	NOUN
easat-1579	310	31	's	's	PART
easat-1579	310	32	future	future	ADJ
easat-1579	310	33	direction	direction	NOUN
easat-1579	310	34	in	in	ADP
easat-1579	310	35	the	the	DET
easat-1579	310	36	coming	come	VERB
easat-1579	310	37	years	year	NOUN
easat-1579	310	38	.	.	PUNCT
easat-1579	311	1	copyright	copyright	NOUN
easat-1579	311	2	:	:	PUNCT
easat-1579	311	3	©	©	PROPN
easat-1579	311	4	2024	2024	NUM
easat-1579	311	5	by	by	ADP
easat-1579	311	6	the	the	DET
easat-1579	311	7	authors	author	NOUN
easat-1579	311	8	.	.	PUNCT
easat-1579	312	1	this	this	DET
easat-1579	312	2	article	article	NOUN
easat-1579	312	3	is	be	AUX
easat-1579	312	4	an	an	DET
easat-1579	312	5	open	open	ADJ
easat-1579	312	6	access	access	NOUN
easat-1579	312	7	article	article	NOUN
easat-1579	312	8	distributed	distribute	VERB
easat-1579	312	9	under	under	ADP
easat-1579	312	10	the	the	DET
easat-1579	312	11	terms	term	NOUN
easat-1579	312	12	and	and	CCONJ
easat-1579	312	13	conditions	condition	NOUN
easat-1579	312	14	of	of	ADP
easat-1579	312	15	the	the	DET
easat-1579	312	16	creative	creative	ADJ
easat-1579	312	17	commons	common	NOUN
easat-1579	312	18	attribution	attribution	NOUN
easat-1579	312	19	(	(	PUNCT
easat-1579	312	20	cc	cc	NOUN
easat-1579	312	21	by	by	ADP
easat-1579	312	22	)	)	PUNCT
easat-1579	312	23	license	license	NOUN
easat-1579	312	24	(	(	PUNCT
easat-1579	312	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1579	312	26	)	)	PUNCT
easat-1579	312	27	.	.	PUNCT
easat-1579	313	1	references	reference	NOUN
easat-1579	313	2	[	[	X
easat-1579	313	3	1	1	NUM
easat-1579	313	4	]	]	PUNCT
easat-1579	313	5	l.	l.	PROPN
easat-1579	313	6	m.	m.	PROPN
easat-1579	313	7	alnuaemy	alnuaemy	PROPN
easat-1579	313	8	:	:	PUNCT
easat-1579	313	9	‘	'	PUNCT
easat-1579	313	10	'	'	PUNCT
easat-1579	313	11	peculiarities	peculiarity	NOUN
easat-1579	313	12	of	of	ADP
easat-1579	313	13	using	use	VERB
easat-1579	313	14	neuro	neuro	NOUN
easat-1579	313	15	-	-	PUNCT
easat-1579	313	16	linguistic	linguistic	ADJ
easat-1579	313	17	programming	programming	NOUN
easat-1579	313	18	for	for	ADP
easat-1579	313	19	the	the	DET
easat-1579	313	20	rehabilitation	rehabilitation	NOUN
easat-1579	313	21	of	of	ADP
easat-1579	313	22	servicemen	serviceman	NOUN
easat-1579	313	23	who	who	PRON
easat-1579	313	24	were	be	AUX
easat-1579	313	25	in	in	ADP
easat-1579	313	26	armed	armed	ADJ
easat-1579	313	27	conflicts	conflict	NOUN
easat-1579	313	28	’	'	PUNCT
easat-1579	313	29	'	'	PUNCT
easat-1579	313	30	,	,	PUNCT
easat-1579	313	31	development	development	NOUN
easat-1579	313	32	of	of	ADP
easat-1579	313	33	transport	transport	NOUN
easat-1579	313	34	management	management	NOUN
easat-1579	313	35	and	and	CCONJ
easat-1579	313	36	management	management	NOUN
easat-1579	313	37	methods	method	NOUN
easat-1579	313	38	,	,	PUNCT
easat-1579	313	39	3	3	NUM
easat-1579	313	40	,	,	PUNCT
easat-1579	313	41	(	(	PUNCT
easat-1579	313	42	84	84	NUM
easat-1579	313	43	)	)	PUNCT
easat-1579	313	44	,	,	PUNCT
easat-1579	313	45	2023	2023	NUM
easat-1579	313	46	,	,	PUNCT
easat-1579	313	47	pp	pp	ADJ
easat-1579	313	48	.	.	PUNCT
easat-1579	314	1	40	40	NUM
easat-1579	314	2	-	-	SYM
easat-1579	314	3	55	55	NUM
easat-1579	314	4	[	[	X
easat-1579	314	5	2	2	NUM
easat-1579	314	6	]	]	PUNCT
easat-1579	314	7	l.	l.	PROPN
easat-1579	314	8	w.	w.	PROPN
easat-1579	314	9	y.	y.	PROPN
easat-1579	314	10	yang	yang	PROPN
easat-1579	314	11	,	,	PUNCT
easat-1579	314	12	w.	w.	PROPN
easat-1579	314	13	y.	y.	PROPN
easat-1579	314	14	ng	ng	PROPN
easat-1579	314	15	,	,	PUNCT
easat-1579	314	16	l.	l.	PROPN
easat-1579	314	17	l.	l.	PROPN
easat-1579	314	18	foo	foo	PROPN
easat-1579	314	19	,	,	PUNCT
easat-1579	314	20	y.	y.	PROPN
easat-1579	314	21	liu	liu	PROPN
easat-1579	314	22	,	,	PUNCT
easat-1579	314	23	m.	m.	PROPN
easat-1579	314	24	yan	yan	PROPN
easat-1579	314	25	,	,	PUNCT
easat-1579	314	26	x.	x.	PROPN
easat-1579	314	27	lei	lei	PROPN
easat-1579	314	28	,	,	PUNCT
easat-1579	314	29	x.	x.	PROPN
easat-1579	314	30	zhang	zhang	PROPN
easat-1579	314	31	,	,	PUNCT
easat-1579	314	32	and	and	CCONJ
easat-1579	314	33	d.	d.	PROPN
easat-1579	314	34	s.	s.	PROPN
easat-1579	314	35	w.	w.	PROPN
easat-1579	314	36	ting	ting	PROPN
easat-1579	314	37	:	:	PUNCT
easat-1579	314	38	‘	'	PUNCT
easat-1579	314	39	'	'	PUNCT
easat-1579	314	40	deep	deep	ADJ
easat-1579	314	41	learning	learn	VERB
easat-1579	314	42	-based	-based	ADJ
easat-1579	314	43	natural	natural	ADJ
easat-1579	314	44	language	language	NOUN
easat-1579	314	45	processing	processing	NOUN
easat-1579	314	46	in	in	ADP
easat-1579	314	47	ophthalmology	ophthalmology	NOUN
easat-1579	314	48	:	:	PUNCT
easat-1579	314	49	applications	application	NOUN
easat-1579	314	50	,	,	PUNCT
easat-1579	314	51	challenges	challenge	NOUN
easat-1579	314	52	and	and	CCONJ
easat-1579	314	53	future	future	ADJ
easat-1579	314	54	directions	direction	NOUN
easat-1579	314	55	’	'	PUNCT
easat-1579	314	56	'	'	PUNCT
easat-1579	314	57	,	,	PUNCT
easat-1579	314	58	current	current	ADJ
easat-1579	314	59	opinion	opinion	NOUN
easat-1579	314	60	in	in	ADP
easat-1579	314	61	ophthalmology	ophthalmology	NOUN
easat-1579	314	62	,	,	PUNCT
easat-1579	314	63	32	32	NUM
easat-1579	314	64	,	,	PUNCT
easat-1579	314	65	(	(	PUNCT
easat-1579	314	66	5	5	NUM
easat-1579	314	67	)	)	PUNCT
easat-1579	314	68	,	,	PUNCT
easat-1579	314	69	2021	2021	NUM
easat-1579	314	70	[	[	X
easat-1579	314	71	3	3	X
easat-1579	314	72	]	]	X
easat-1579	314	73	c.	c.	PROPN
easat-1579	314	74	lindvall	lindvall	PROPN
easat-1579	314	75	,	,	PUNCT
easat-1579	314	76	c.	c.	PROPN
easat-1579	314	77	y.	y.	PROPN
easat-1579	314	78	deng	deng	PROPN
easat-1579	314	79	,	,	PUNCT
easat-1579	314	80	e.	e.	PROPN
easat-1579	314	81	moseley	moseley	PROPN
easat-1579	314	82	,	,	PUNCT
easat-1579	314	83	n.	n.	PROPN
easat-1579	314	84	agaronnik	agaronnik	PROPN
easat-1579	314	85	,	,	PUNCT
easat-1579	314	86	a.	a.	PROPN
easat-1579	314	87	el	el	PROPN
easat-1579	314	88	-	-	PROPN
easat-1579	314	89	jawahri	jawahri	PROPN
easat-1579	314	90	,	,	PUNCT
easat-1579	314	91	m.	m.	PROPN
easat-1579	314	92	k.	k.	PROPN
easat-1579	314	93	paasche	paasche	PROPN
easat-1579	314	94	-	-	PUNCT
easat-1579	314	95	orlow	orlow	PROPN
easat-1579	314	96	,	,	PUNCT
easat-1579	314	97	j.	j.	PROPN
easat-1579	314	98	r.	r.	PROPN
easat-1579	314	99	lakin	lakin	PROPN
easat-1579	314	100	,	,	PUNCT
easat-1579	314	101	a.	a.	NOUN
easat-1579	314	102	volandes	volande	NOUN
easat-1579	314	103	,	,	PUNCT
easat-1579	314	104	and	and	CCONJ
easat-1579	314	105	t.	t.	PROPN
easat-1579	314	106	tulsky	tulsky	NOUN
easat-1579	314	107	:	:	PUNCT
easat-1579	314	108	‘	'	PUNCT
easat-1579	314	109	'	'	PUNCT
easat-1579	314	110	natural	natural	ADJ
easat-1579	314	111	language	language	NOUN
easat-1579	314	112	processing	processing	NOUN
easat-1579	314	113	to	to	PART
easat-1579	314	114	identify	identify	VERB
easat-1579	314	115	advance	advance	NOUN
easat-1579	314	116	care	care	NOUN
easat-1579	314	117	planning	planning	NOUN
easat-1579	314	118	documentation	documentation	NOUN
easat-1579	314	119	in	in	ADP
easat-1579	314	120	a	a	DET
easat-1579	314	121	multisite	multisite	ADJ
easat-1579	314	122	pragmatic	pragmatic	ADJ
easat-1579	314	123	clinical	clinical	ADJ
easat-1579	314	124	trial	trial	NOUN
easat-1579	314	125	’	'	PUNCT
easat-1579	314	126	'	'	PUNCT
easat-1579	314	127	,	,	PUNCT
easat-1579	314	128	j	j	PROPN
easat-1579	314	129	pain	pain	NOUN
easat-1579	314	130	symptom	symptom	NOUN
easat-1579	314	131	manage	manage	NOUN
easat-1579	314	132	,	,	PUNCT
easat-1579	314	133	63	63	NUM
easat-1579	314	134	,	,	PUNCT
easat-1579	314	135	(	(	PUNCT
easat-1579	314	136	1	1	NUM
easat-1579	314	137	)	)	PUNCT
easat-1579	314	138	,	,	PUNCT
easat-1579	314	139	2022	2022	NUM
easat-1579	314	140	,	,	PUNCT
easat-1579	314	141	pp	pp	PROPN
easat-1579	314	142	.	.	PUNCT
easat-1579	315	1	e29	e29	PROPN
easat-1579	315	2	-	-	PUNCT
easat-1579	315	3	e36	e36	NOUN
easat-1579	316	1	[	[	X
easat-1579	316	2	4	4	NUM
easat-1579	316	3	]	]	X
easat-1579	316	4	y.	y.	PROPN
easat-1579	316	5	h.	h.	PROPN
easat-1579	316	6	karimi	karimi	PROPN
easat-1579	316	7	,	,	PUNCT
easat-1579	316	8	d.	d.	PROPN
easat-1579	316	9	w.	w.	PROPN
easat-1579	316	10	blayney	blayney	PROPN
easat-1579	316	11	,	,	PUNCT
easat-1579	316	12	a.	a.	PROPN
easat-1579	316	13	w.	w.	PROPN
easat-1579	316	14	kurian	kurian	PROPN
easat-1579	316	15	,	,	PUNCT
easat-1579	316	16	j.	j.	PROPN
easat-1579	316	17	shen	shen	PROPN
easat-1579	316	18	,	,	PUNCT
easat-1579	316	19	r.	r.	PROPN
easat-1579	316	20	yamashita	yamashita	PROPN
easat-1579	316	21	,	,	PUNCT
easat-1579	316	22	d.	d.	PROPN
easat-1579	316	23	rubin	rubin	PROPN
easat-1579	316	24	,	,	PUNCT
easat-1579	316	25	and	and	CCONJ
easat-1579	316	26	i.	i.	PROPN
easat-1579	316	27	banerjee	banerjee	PROPN
easat-1579	316	28	:	:	PUNCT
easat-1579	316	29	‘	'	PUNCT
easat-1579	316	30	'	'	PUNCT
easat-1579	316	31	development	development	NOUN
easat-1579	316	32	and	and	CCONJ
easat-1579	316	33	use	use	NOUN
easat-1579	316	34	of	of	ADP
easat-1579	316	35	natural	natural	ADJ
easat-1579	316	36	language	language	NOUN
easat-1579	316	37	processing	processing	NOUN
easat-1579	316	38	for	for	ADP
easat-1579	316	39	identification	identification	NOUN
easat-1579	316	40	of	of	ADP
easat-1579	316	41	distant	distant	ADJ
easat-1579	316	42	cancer	cancer	NOUN
easat-1579	316	43	recurrence	recurrence	NOUN
easat-1579	316	44	and	and	CCONJ
easat-1579	316	45	sites	site	NOUN
easat-1579	316	46	of	of	ADP
easat-1579	316	47	distant	distant	ADJ
easat-1579	316	48	recurrence	recurrence	NOUN
easat-1579	316	49	using	use	VERB
easat-1579	316	50	unstructured	unstructured	ADJ
easat-1579	316	51	electronic	electronic	ADJ
easat-1579	316	52	health	health	NOUN
easat-1579	316	53	record	record	NOUN
easat-1579	316	54	data	datum	NOUN
easat-1579	316	55	’	'	PUNCT
easat-1579	316	56	'	'	PUNCT
easat-1579	316	57	,	,	PUNCT
easat-1579	316	58	jco	jco	PROPN
easat-1579	316	59	clinical	clinical	ADJ
easat-1579	316	60	cancer	cancer	NOUN
easat-1579	316	61	informatics	informatic	NOUN
easat-1579	316	62	,	,	PUNCT
easat-1579	316	63	(	(	PUNCT
easat-1579	316	64	5	5	NUM
easat-1579	316	65	)	)	PUNCT
easat-1579	316	66	,	,	PUNCT
easat-1579	316	67	2021	2021	NUM
easat-1579	316	68	,	,	PUNCT
easat-1579	316	69	pp	pp	ADV
easat-1579	316	70	.	.	PUNCT
easat-1579	317	1	469	469	NUM
easat-1579	317	2	-	-	SYM
easat-1579	317	3	78	78	NUM
easat-1579	317	4	[	[	X
easat-1579	317	5	5	5	NUM
easat-1579	317	6	]	]	PUNCT
easat-1579	317	7	z.	z.	PROPN
easat-1579	317	8	yu	yu	PROPN
easat-1579	317	9	,	,	PUNCT
easat-1579	317	10	x.	x.	PROPN
easat-1579	317	11	yang	yang	PROPN
easat-1579	317	12	,	,	PUNCT
easat-1579	317	13	y.	y.	PROPN
easat-1579	317	14	guo	guo	PROPN
easat-1579	317	15	,	,	PUNCT
easat-1579	317	16	j.	j.	PROPN
easat-1579	317	17	bian	bian	PROPN
easat-1579	317	18	,	,	PUNCT
easat-1579	317	19	and	and	CCONJ
easat-1579	317	20	y.	y.	PROPN
easat-1579	317	21	wu	wu	PROPN
easat-1579	317	22	:	:	PUNCT
easat-1579	317	23	‘	'	PUNCT
easat-1579	317	24	'	'	PUNCT
easat-1579	317	25	assessing	assess	VERB
easat-1579	317	26	the	the	DET
easat-1579	317	27	documentation	documentation	NOUN
easat-1579	317	28	of	of	ADP
easat-1579	317	29	social	social	ADJ
easat-1579	317	30	determinants	determinant	NOUN
easat-1579	317	31	of	of	ADP
easat-1579	317	32	health	health	NOUN
easat-1579	317	33	for	for	ADP
easat-1579	317	34	lung	lung	NOUN
easat-1579	317	35	cancer	cancer	NOUN
easat-1579	317	36	patients	patient	NOUN
easat-1579	317	37	in	in	ADP
easat-1579	317	38	clinical	clinical	ADJ
easat-1579	317	39	narratives	narrative	NOUN
easat-1579	317	40	’	'	PUNCT
easat-1579	317	41	'	'	NUM
easat-1579	317	42	,	,	PUNCT
easat-1579	317	43	frontiers	frontier	NOUN
easat-1579	317	44	in	in	ADP
easat-1579	317	45	public	public	ADJ
easat-1579	317	46	health	health	NOUN
easat-1579	317	47	,	,	PUNCT
easat-1579	317	48	10	10	NUM
easat-1579	317	49	,	,	PUNCT
easat-1579	317	50	2022	2022	NUM
easat-1579	317	51	[	[	X
easat-1579	317	52	6	6	NUM
easat-1579	317	53	]	]	PUNCT
easat-1579	317	54	c.	c.	PROPN
easat-1579	317	55	zheng	zheng	PROPN
easat-1579	317	56	,	,	PUNCT
easat-1579	317	57	b.	b.	PROPN
easat-1579	317	58	z.	z.	PROPN
easat-1579	317	59	huang	huang	PROPN
easat-1579	317	60	,	,	PUNCT
easat-1579	317	61	a.	a.	PROPN
easat-1579	317	62	a.	a.	PROPN
easat-1579	317	63	agazaryan	agazaryan	PROPN
easat-1579	317	64	,	,	PUNCT
easat-1579	317	65	b.	b.	PROPN
easat-1579	317	66	creekmur	creekmur	PROPN
easat-1579	317	67	,	,	PUNCT
easat-1579	317	68	t.	t.	PROPN
easat-1579	317	69	a.	a.	PROPN
easat-1579	317	70	osuj	osuj	PROPN
easat-1579	317	71	,	,	PUNCT
easat-1579	317	72	and	and	CCONJ
easat-1579	317	73	m.	m.	PROPN
easat-1579	317	74	k.	k.	PROPN
easat-1579	317	75	gould	gould	PROPN
easat-1579	317	76	:	:	PUNCT
easat-1579	317	77	‘	'	PUNCT
easat-1579	317	78	'	'	PUNCT
easat-1579	317	79	natural	natural	ADJ
easat-1579	317	80	language	language	NOUN
easat-1579	317	81	processing	processing	NOUN
easat-1579	317	82	to	to	PART
easat-1579	317	83	identify	identify	VERB
easat-1579	317	84	pulmonary	pulmonary	ADJ
easat-1579	317	85	nodules	nodule	NOUN
easat-1579	317	86	and	and	CCONJ
easat-1579	317	87	extract	extract	VERB
easat-1579	317	88	nodule	nodule	NOUN
easat-1579	317	89	characteristics	characteristic	NOUN
easat-1579	317	90	from	from	ADP
easat-1579	317	91	radiology	radiology	NOUN
easat-1579	317	92	reports	report	NOUN
easat-1579	317	93	’	'	PUNCT
easat-1579	317	94	'	'	PUNCT
easat-1579	317	95	,	,	PUNCT
easat-1579	317	96	chest	chest	NOUN
easat-1579	317	97	,	,	PUNCT
easat-1579	317	98	160	160	NUM
easat-1579	317	99	,	,	PUNCT
easat-1579	317	100	(	(	PUNCT
easat-1579	317	101	5	5	NUM
easat-1579	317	102	)	)	PUNCT
easat-1579	317	103	,	,	PUNCT
easat-1579	317	104	2021	2021	NUM
easat-1579	317	105	,	,	PUNCT
easat-1579	317	106	pp	pp	ADJ
easat-1579	317	107	.	.	PUNCT
easat-1579	318	1	1902	1902	NUM
easat-1579	318	2	-	-	SYM
easat-1579	318	3	14	14	NUM
easat-1579	319	1	[	[	X
easat-1579	319	2	7	7	X
easat-1579	319	3	]	]	PUNCT
easat-1579	319	4	j.	j.	PROPN
easat-1579	319	5	zeng	zeng	PROPN
easat-1579	319	6	,	,	PUNCT
easat-1579	319	7	i.	i.	PROPN
easat-1579	319	8	banerjee	banerjee	PROPN
easat-1579	319	9	,	,	PUNCT
easat-1579	319	10	a.	a.	PROPN
easat-1579	319	11	s.	s.	PROPN
easat-1579	319	12	henry	henry	PROPN
easat-1579	319	13	,	,	PUNCT
easat-1579	319	14	d.	d.	PROPN
easat-1579	319	15	j.	j.	PROPN
easat-1579	319	16	wood	wood	PROPN
easat-1579	319	17	,	,	PUNCT
easat-1579	319	18	r.	r.	PROPN
easat-1579	319	19	d.	d.	PROPN
easat-1579	319	20	shachter	shachter	PROPN
easat-1579	319	21	,	,	PUNCT
easat-1579	319	22	m.	m.	PROPN
easat-1579	319	23	f.	f.	PROPN
easat-1579	319	24	gensheimer	gensheimer	PROPN
easat-1579	319	25	,	,	PUNCT
easat-1579	319	26	and	and	CCONJ
easat-1579	319	27	d.	d.	PROPN
easat-1579	319	28	l.	l.	PROPN
easat-1579	319	29	rubin	rubin	PROPN
easat-1579	319	30	:	:	PUNCT
easat-1579	319	31	‘	'	PUNCT
easat-1579	319	32	'	'	PUNCT
easat-1579	319	33	natural	natural	ADJ
easat-1579	319	34	language	language	NOUN
easat-1579	319	35	processing	processing	NOUN
easat-1579	319	36	to	to	PART
easat-1579	319	37	identify	identify	VERB
easat-1579	319	38	cancer	cancer	NOUN
easat-1579	319	39	treatments	treatment	NOUN
easat-1579	319	40	with	with	ADP
easat-1579	319	41	electronic	electronic	ADJ
easat-1579	319	42	medical	medical	ADJ
easat-1579	319	43	records	record	NOUN
easat-1579	319	44	’	'	PUNCT
easat-1579	319	45	'	'	PUNCT
easat-1579	319	46	,	,	PUNCT
easat-1579	319	47	jco	jco	PROPN
easat-1579	319	48	clinical	clinical	ADJ
easat-1579	319	49	cancer	cancer	NOUN
easat-1579	319	50	informatics	informatic	NOUN
easat-1579	319	51	,	,	PUNCT
easat-1579	319	52	(	(	PUNCT
easat-1579	319	53	5	5	NUM
easat-1579	319	54	)	)	PUNCT
easat-1579	319	55	,	,	PUNCT
easat-1579	319	56	2021	2021	NUM
easat-1579	319	57	,	,	PUNCT
easat-1579	319	58	pp	pp	ADV
easat-1579	319	59	.	.	PUNCT
easat-1579	320	1	379	379	NUM
easat-1579	320	2	-	-	SYM
easat-1579	320	3	93	93	NUM
easat-1579	321	1	[	[	SYM
easat-1579	321	2	8	8	NUM
easat-1579	321	3	]	]	X
easat-1579	321	4	c.	c.	PROPN
easat-1579	321	5	gonzález	gonzález	PROPN
easat-1579	321	6	-	-	PUNCT
easat-1579	321	7	juanatey	juanatey	PROPN
easat-1579	321	8	,	,	PUNCT
easat-1579	321	9	m.	m.	NOUN
easat-1579	321	10	anguita	anguita	PROPN
easat-1579	321	11	-	-	PUNCT
easat-1579	321	12	sá́nchez	sá́nchez	PROPN
easat-1579	321	13	,	,	PUNCT
easat-1579	321	14	v.	v.	CCONJ
easat-1579	321	15	barrios	barrio	NOUN
easat-1579	321	16	,	,	PUNCT
easat-1579	321	17	i.	i.	PROPN
easat-1579	321	18	núñez	núñez	PROPN
easat-1579	321	19	-	-	PUNCT
easat-1579	321	20	gil	gil	PROPN
easat-1579	321	21	,	,	PUNCT
easat-1579	321	22	j.	j.	PROPN
easat-1579	321	23	j.	j.	PROPN
easat-1579	321	24	gómez	gómez	PROPN
easat-1579	321	25	-	-	PUNCT
easat-1579	321	26	doblas	doblas	PROPN
easat-1579	321	27	,	,	PUNCT
easat-1579	321	28	x.	x.	NOUN
easat-1579	321	29	garcía	garcía	NOUN
easat-1579	321	30	-	-	PUNCT
easat-1579	321	31	moll	moll	NOUN
easat-1579	321	32	,	,	PUNCT
easat-1579	321	33	c.	c.	PROPN
easat-1579	321	34	lafuentegormaz	lafuentegormaz	PROPN
easat-1579	321	35	,	,	PUNCT
easat-1579	321	36	m.	m.	PROPN
easat-1579	321	37	j.	j.	PROPN
easat-1579	321	38	rollán	rollán	PROPN
easat-1579	321	39	-	-	PUNCT
easat-1579	321	40	gómez	gómez	NOUN
easat-1579	321	41	,	,	PUNCT
easat-1579	321	42	v.	v.	ADP
easat-1579	321	43	peral	peral	NOUN
easat-1579	321	44	-	-	PUNCT
easat-1579	321	45	disdie	disdie	NOUN
easat-1579	321	46	,	,	PUNCT
easat-1579	321	47	l.	l.	PROPN
easat-1579	321	48	martínez	martínez	PROPN
easat-1579	321	49	-	-	PUNCT
easat-1579	321	50	dolz	dolz	PROPN
easat-1579	321	51	,	,	PUNCT
easat-1579	321	52	m.	m.	NOUN
easat-1579	321	53	rodríguez	rodríguez	PROPN
easat-1579	321	54	-	-	PUNCT
easat-1579	321	55	santamarta	santamarta	PROPN
easat-1579	321	56	,	,	PUNCT
easat-1579	321	57	x.	x.	NOUN
easat-1579	321	58	viñolas	viñola	NOUN
easat-1579	321	59	-	-	PUNCT
easat-1579	321	60	prat	prat	NOUN
easat-1579	321	61	,	,	PUNCT
easat-1579	321	62	t.	t.	PROPN
easat-1579	321	63	soriano	soriano	PROPN
easat-1579	321	64	-	-	PUNCT
easat-1579	321	65	colomé	colomé	PROPN
easat-1579	321	66	,	,	PUNCT
easat-1579	321	67	r.	r.	PROPN
easat-1579	321	68	muñoz	muñoz	PROPN
easat-1579	321	69	-	-	PROPN
easat-1579	321	70	aguilera	aguilera	PROPN
easat-1579	321	71	,	,	PUNCT
easat-1579	321	72	i.	i.	PROPN
easat-1579	321	73	plaza	plaza	PROPN
easat-1579	321	74	,	,	PUNCT
easat-1579	321	75	a.	a.	NOUN
easat-1579	321	76	curcio	curcio	NOUN
easat-1579	321	77	-	-	PUNCT
easat-1579	321	78	ruigómez	ruigómez	NOUN
easat-1579	321	79	,	,	PUNCT
easat-1579	321	80	e.	e.	PROPN
easat-1579	321	81	orts	orts	PROPN
easat-1579	321	82	-	-	PUNCT
easat-1579	321	83	soler	soler	PROPN
easat-1579	321	84	,	,	PUNCT
easat-1579	321	85	j.	j.	PROPN
easat-1579	321	86	segovia	segovia	PROPN
easat-1579	321	87	,	,	PUNCT
easat-1579	321	88	c.	c.	PROPN
easat-1579	321	89	maté	maté	PROPN
easat-1579	321	90	,	,	PUNCT
easat-1579	321	91	s.	s.	PROPN
easat-1579	321	92	r.	r.	PROPN
easat-1579	321	93	group	group	PROPN
easat-1579	321	94	,	,	PUNCT
easat-1579	321	95	and	and	CCONJ
easat-1579	321	96	á	á	X
easat-1579	321	97	.	.	PUNCT
easat-1579	322	1	cequier	cequier	NOUN
easat-1579	322	2	:	:	PUNCT
easat-1579	322	3	‘	'	PUNCT
easat-1579	322	4	'	'	X
easat-1579	322	5	assessment	assessment	NOUN
easat-1579	322	6	of	of	ADP
easat-1579	322	7	medical	medical	ADJ
easat-1579	322	8	management	management	NOUN
easat-1579	322	9	in	in	ADP
easat-1579	322	10	coronary	coronary	ADJ
easat-1579	322	11	type	type	NOUN
easat-1579	322	12	2	2	NUM
easat-1579	322	13	diabetic	diabetic	ADJ
easat-1579	322	14	patients	patient	NOUN
easat-1579	322	15	with	with	ADP
easat-1579	322	16	previous	previous	ADJ
easat-1579	322	17	percutaneous	percutaneous	ADJ
easat-1579	322	18	coronary	coronary	ADJ
easat-1579	322	19	intervention	intervention	NOUN
easat-1579	322	20	in	in	ADP
easat-1579	322	21	spain	spain	PROPN
easat-1579	322	22	:	:	PUNCT
easat-1579	322	23	a	a	DET
easat-1579	322	24	retrospective	retrospective	ADJ
easat-1579	322	25	analysis	analysis	NOUN
easat-1579	322	26	of	of	ADP
easat-1579	322	27	electronic	electronic	ADJ
easat-1579	322	28	health	health	NOUN
easat-1579	322	29	records	record	NOUN
easat-1579	322	30	using	use	VERB
easat-1579	322	31	natural	natural	ADJ
easat-1579	322	32	language	language	NOUN
easat-1579	322	33	processing	processing	NOUN
easat-1579	322	34	’	'	PUNCT
easat-1579	322	35	'	'	PUNCT
easat-1579	322	36	,	,	PUNCT
easat-1579	322	37	plos	plos	PROPN
easat-1579	322	38	one	one	NUM
easat-1579	322	39	,	,	PUNCT
easat-1579	322	40	17	17	NUM
easat-1579	322	41	,	,	PUNCT
easat-1579	322	42	(	(	PUNCT
easat-1579	322	43	2	2	NUM
easat-1579	322	44	)	)	PUNCT
easat-1579	322	45	,	,	PUNCT
easat-1579	322	46	2022	2022	NUM
easat-1579	322	47	,	,	PUNCT
easat-1579	322	48	pp	pp	ADV
easat-1579	322	49	.	.	PUNCT
easat-1579	323	1	e0263277	e0263277	PRON
easat-1579	324	1	[	[	X
easat-1579	324	2	9	9	NUM
easat-1579	324	3	]	]	PUNCT
easat-1579	324	4	k.	k.	PROPN
easat-1579	324	5	ayre	ayre	PROPN
easat-1579	324	6	,	,	PUNCT
easat-1579	324	7	a.	a.	NOUN
easat-1579	324	8	bittar	bittar	PROPN
easat-1579	324	9	,	,	PUNCT
easat-1579	324	10	j.	j.	PROPN
easat-1579	324	11	kam	kam	PROPN
easat-1579	324	12	,	,	PUNCT
easat-1579	324	13	s.	s.	PROPN
easat-1579	324	14	verma	verma	PROPN
easat-1579	324	15	,	,	PUNCT
easat-1579	324	16	l.	l.	PROPN
easat-1579	324	17	m.	m.	PROPN
easat-1579	324	18	howard	howard	PROPN
easat-1579	324	19	,	,	PUNCT
easat-1579	324	20	and	and	CCONJ
easat-1579	324	21	r.	r.	PROPN
easat-1579	324	22	dutta	dutta	PROPN
easat-1579	324	23	:	:	PUNCT
easat-1579	324	24	‘	'	PUNCT
easat-1579	324	25	'	'	PUNCT
easat-1579	324	26	developing	develop	VERB
easat-1579	324	27	a	a	DET
easat-1579	324	28	natural	natural	ADJ
easat-1579	324	29	language	language	NOUN
easat-1579	324	30	processing	processing	NOUN
easat-1579	324	31	tool	tool	NOUN
easat-1579	324	32	to	to	PART
easat-1579	324	33	identify	identify	VERB
easat-1579	324	34	perinatal	perinatal	ADJ
easat-1579	324	35	self	self	NOUN
easat-1579	324	36	-	-	PUNCT
easat-1579	324	37	harm	harm	NOUN
easat-1579	324	38	in	in	ADP
easat-1579	324	39	electronic	electronic	ADJ
easat-1579	324	40	healthcare	healthcare	NOUN
easat-1579	324	41	records	record	NOUN
easat-1579	324	42	’	'	PUNCT
easat-1579	324	43	'	'	PUNCT
easat-1579	324	44	,	,	PUNCT
easat-1579	324	45	plos	plos	PROPN
easat-1579	324	46	one	one	NUM
easat-1579	324	47	,	,	PUNCT
easat-1579	324	48	16	16	NUM
easat-1579	324	49	,	,	PUNCT
easat-1579	324	50	(	(	PUNCT
easat-1579	324	51	8)	8)	NUM
easat-1579	324	52	,	,	PUNCT
easat-1579	324	53	2021	2021	NUM
easat-1579	324	54	,	,	PUNCT
easat-1579	324	55	pp	pp	ADV
easat-1579	324	56	.	.	PUNCT
easat-1579	325	1	e0253809	e0253809	PROPN
easat-1579	326	1	[	[	X
easat-1579	326	2	10	10	NUM
easat-1579	326	3	]	]	X
easat-1579	326	4	f.	f.	PROPN
easat-1579	326	5	chang	chang	PROPN
easat-1579	326	6	,	,	PUNCT
easat-1579	326	7	j.	j.	PROPN
easat-1579	326	8	krishnan	krishnan	PROPN
easat-1579	326	9	,	,	PUNCT
easat-1579	326	10	j.	j.	PROPN
easat-1579	326	11	h.	h.	PROPN
easat-1579	326	12	hurst	hurst	PROPN
easat-1579	326	13	,	,	PUNCT
easat-1579	326	14	m.	m.	PROPN
easat-1579	326	15	e.	e.	PROPN
easat-1579	326	16	yarrington	yarrington	PROPN
easat-1579	326	17	,	,	PUNCT
easat-1579	326	18	d.	d.	PROPN
easat-1579	326	19	j.	j.	PROPN
easat-1579	326	20	anderson	anderson	PROPN
easat-1579	326	21	,	,	PUNCT
easat-1579	326	22	e.	e.	PROPN
easat-1579	326	23	c.	c.	PROPN
easat-1579	326	24	o'brien	o'brien	PROPN
easat-1579	326	25	,	,	PUNCT
easat-1579	326	26	and	and	CCONJ
easat-1579	326	27	b.	b.	PROPN
easat-1579	326	28	a.	a.	PROPN
easat-1579	326	29	goldstein	goldstein	PROPN
easat-1579	326	30	:	:	PUNCT
easat-1579	326	31	‘	'	PUNCT
easat-1579	326	32	'	'	PUNCT
easat-1579	326	33	using	use	VERB
easat-1579	326	34	natural	natural	ADJ
easat-1579	326	35	language	language	NOUN
easat-1579	326	36	processing	processing	NOUN
easat-1579	326	37	and	and	CCONJ
easat-1579	326	38	structured	structured	ADJ
easat-1579	326	39	medical	medical	ADJ
easat-1579	326	40	data	datum	NOUN
easat-1579	326	41	to	to	ADP
easat-1579	326	42	phenotype	phenotype	NOUN
easat-1579	326	43	patients	patient	NOUN
easat-1579	326	44	hospitalized	hospitalize	VERB
easat-1579	326	45	due	due	ADP
easat-1579	326	46	to	to	ADP
easat-1579	326	47	covid-19	covid-19	PROPN
easat-1579	326	48	’	'	PUNCT
easat-1579	326	49	'	'	NUM
easat-1579	326	50	,	,	PUNCT
easat-1579	326	51	arxiv	arxiv	PROPN
easat-1579	326	52	preprint	preprint	VERB
easat-1579	326	53	arxiv:2302.01536	arxiv:2302.01536	NUM
easat-1579	326	54	,	,	PUNCT
easat-1579	326	55	2023	2023	NUM
easat-1579	327	1	[	[	X
easat-1579	327	2	11	11	NUM
easat-1579	327	3	]	]	X
easat-1579	327	4	c.	c.	PROPN
easat-1579	327	5	j.	j.	PROPN
easat-1579	327	6	rouillard	rouillard	PROPN
easat-1579	327	7	,	,	PUNCT
easat-1579	327	8	m.	m.	NOUN
easat-1579	327	9	a.	a.	PROPN
easat-1579	327	10	nasser	nasser	PROPN
easat-1579	327	11	,	,	PUNCT
easat-1579	327	12	h.	h.	PROPN
easat-1579	327	13	hu	hu	PROPN
easat-1579	327	14	,	,	PUNCT
easat-1579	327	15	and	and	CCONJ
easat-1579	327	16	d.	d.	PROPN
easat-1579	327	17	w.	w.	PROPN
easat-1579	327	18	roblin	roblin	PROPN
easat-1579	327	19	:	:	PUNCT
easat-1579	327	20	‘	'	PUNCT
easat-1579	327	21	'	'	PUNCT
easat-1579	327	22	evaluation	evaluation	NOUN
easat-1579	327	23	of	of	ADP
easat-1579	327	24	a	a	DET
easat-1579	327	25	natural	natural	ADJ
easat-1579	327	26	language	language	NOUN
easat-1579	327	27	processing	processing	NOUN
easat-1579	327	28	approach	approach	NOUN
easat-1579	327	29	to	to	PART
easat-1579	327	30	identify	identify	VERB
easat-1579	327	31	social	social	ADJ
easat-1579	327	32	determinants	determinant	NOUN
easat-1579	327	33	of	of	ADP
easat-1579	327	34	health	health	NOUN
easat-1579	327	35	in	in	ADP
easat-1579	327	36	electronic	electronic	ADJ
easat-1579	327	37	health	health	NOUN
easat-1579	327	38	records	record	NOUN
easat-1579	327	39	in	in	ADP
easat-1579	327	40	a	a	DET
easat-1579	327	41	diverse	diverse	ADJ
easat-1579	327	42	community	community	NOUN
easat-1579	327	43	cohort	cohort	NOUN
easat-1579	327	44	’	'	PUNCT
easat-1579	327	45	'	'	PUNCT
easat-1579	327	46	,	,	PUNCT
easat-1579	327	47	medical	medical	ADJ
easat-1579	327	48	care	care	NOUN
easat-1579	327	49	,	,	PUNCT
easat-1579	327	50	60	60	NUM
easat-1579	327	51	,	,	PUNCT
easat-1579	327	52	(	(	PUNCT
easat-1579	327	53	3	3	NUM
easat-1579	327	54	)	)	PUNCT
easat-1579	327	55	,	,	PUNCT
easat-1579	327	56	2022	2022	NUM
easat-1579	328	1	[	[	X
easat-1579	328	2	12	12	NUM
easat-1579	328	3	]	]	PUNCT
easat-1579	328	4	k.	k.	PROPN
easat-1579	328	5	woo	woo	PROPN
easat-1579	328	6	,	,	PUNCT
easat-1579	328	7	j.	j.	PROPN
easat-1579	328	8	song	song	PROPN
easat-1579	328	9	,	,	PUNCT
easat-1579	328	10	v.	v.	PROPN
easat-1579	328	11	adams	adams	PROPN
easat-1579	328	12	,	,	PUNCT
easat-1579	328	13	l.	l.	PROPN
easat-1579	328	14	j.	j.	PROPN
easat-1579	328	15	block	block	PROPN
easat-1579	328	16	,	,	PUNCT
easat-1579	328	17	l.	l.	PROPN
easat-1579	328	18	m.	m.	PROPN
easat-1579	328	19	currie	currie	PROPN
easat-1579	328	20	,	,	PUNCT
easat-1579	328	21	j.	j.	PROPN
easat-1579	328	22	shang	shang	PROPN
easat-1579	328	23	,	,	PUNCT
easat-1579	328	24	and	and	CCONJ
easat-1579	328	25	m.	m.	NOUN
easat-1579	328	26	topaz	topaz	PROPN
easat-1579	328	27	:	:	PUNCT
easat-1579	328	28	‘	'	PUNCT
easat-1579	328	29	'	'	PUNCT
easat-1579	328	30	exploring	explore	VERB
easat-1579	328	31	prevalence	prevalence	NOUN
easat-1579	328	32	of	of	ADP
easat-1579	328	33	wound	wound	NOUN
easat-1579	328	34	infections	infection	NOUN
easat-1579	328	35	and	and	CCONJ
easat-1579	328	36	related	relate	VERB
easat-1579	328	37	patient	patient	ADJ
easat-1579	328	38	characteristics	characteristic	NOUN
easat-1579	328	39	in	in	ADP
easat-1579	328	40	homecare	homecare	NOUN
easat-1579	328	41	using	use	VERB
easat-1579	328	42	natural	natural	ADJ
easat-1579	328	43	language	language	NOUN
easat-1579	328	44	processing	processing	NOUN
easat-1579	328	45	’	'	PUNCT
easat-1579	328	46	'	'	PUNCT
easat-1579	328	47	,	,	PUNCT
easat-1579	328	48	international	international	ADJ
easat-1579	328	49	wound	wound	NOUN
easat-1579	328	50	journal	journal	NOUN
easat-1579	328	51	,	,	PUNCT
easat-1579	328	52	19	19	NUM
easat-1579	328	53	,	,	PUNCT
easat-1579	328	54	(	(	PUNCT
easat-1579	328	55	1	1	NUM
easat-1579	328	56	)	)	PUNCT
easat-1579	328	57	,	,	PUNCT
easat-1579	328	58	2022	2022	NUM
easat-1579	328	59	,	,	PUNCT
easat-1579	328	60	pp	pp	ADJ
easat-1579	328	61	.	.	PUNCT
easat-1579	329	1	211	211	NUM
easat-1579	329	2	-	-	SYM
easat-1579	329	3	21	21	NUM
easat-1579	329	4	[	[	X
easat-1579	329	5	13	13	NUM
easat-1579	329	6	]	]	PUNCT
easat-1579	329	7	r.	r.	PROPN
easat-1579	329	8	k.	k.	PROPN
easat-1579	330	1	g.	g.	PROPN
easat-1579	330	2	do	do	VERB
easat-1579	330	3	,	,	PUNCT
easat-1579	330	4	k.	k.	PROPN
easat-1579	330	5	lupton	lupton	PROPN
easat-1579	330	6	,	,	PUNCT
easat-1579	330	7	p.	p.	PROPN
easat-1579	330	8	i.	i.	PROPN
easat-1579	330	9	causa	causa	PROPN
easat-1579	330	10	andrieu	andrieu	PROPN
easat-1579	330	11	,	,	PUNCT
easat-1579	330	12	a.	a.	NOUN
easat-1579	330	13	luthra	luthra	PROPN
easat-1579	330	14	,	,	PUNCT
easat-1579	330	15	m.	m.	NOUN
easat-1579	330	16	taya	taya	PROPN
easat-1579	330	17	,	,	PUNCT
easat-1579	330	18	k.	k.	PROPN
easat-1579	330	19	batch	batch	PROPN
easat-1579	330	20	,	,	PUNCT
easat-1579	330	21	h.	h.	PROPN
easat-1579	330	22	nguyen	nguyen	PROPN
easat-1579	330	23	,	,	PUNCT
easat-1579	330	24	p.	p.	PROPN
easat-1579	330	25	rahurkar	rahurkar	PROPN
easat-1579	330	26	,	,	PUNCT
easat-1579	330	27	l.	l.	PROPN
easat-1579	330	28	gazit	gazit	PROPN
easat-1579	330	29	,	,	PUNCT
easat-1579	330	30	k.	k.	PROPN
easat-1579	330	31	nicholas	nicholas	PROPN
easat-1579	330	32	,	,	PUNCT
easat-1579	330	33	c.	c.	PROPN
easat-1579	330	34	j.	j.	PROPN
easat-1579	330	35	fong	fong	PROPN
easat-1579	330	36	,	,	PUNCT
easat-1579	330	37	n.	n.	NOUN
easat-1579	330	38	gangai	gangai	NOUN
easat-1579	330	39	,	,	PUNCT
easat-1579	330	40	n.	n.	PROPN
easat-1579	330	41	schultz	schultz	PROPN
easat-1579	330	42	,	,	PUNCT
easat-1579	330	43	f.	f.	PROPN
easat-1579	330	44	zulkernine	zulkernine	PROPN
easat-1579	330	45	,	,	PUNCT
easat-1579	330	46	v.	v.	PROPN
easat-1579	330	47	sevilimedu	sevilimedu	PROPN
easat-1579	330	48	,	,	PUNCT
easat-1579	330	49	k.	k.	PROPN
easat-1579	330	50	juluru	juluru	PROPN
easat-1579	330	51	,	,	PUNCT
easat-1579	330	52	a.	a.	PROPN
easat-1579	330	53	simpson	simpson	PROPN
easat-1579	330	54	,	,	PUNCT
easat-1579	330	55	and	and	CCONJ
easat-1579	330	56	h.	h.	PROPN
easat-1579	330	57	hricak	hricak	PROPN
easat-1579	330	58	:	:	PUNCT
easat-1579	330	59	‘	'	PUNCT
easat-1579	330	60	'	'	PUNCT
easat-1579	330	61	patterns	pattern	NOUN
easat-1579	330	62	of	of	ADP
easat-1579	330	63	metastatic	metastatic	ADJ
easat-1579	330	64	disease	disease	NOUN
easat-1579	330	65	in	in	ADP
easat-1579	330	66	patients	patient	NOUN
easat-1579	330	67	with	with	ADP
easat-1579	330	68	cancer	cancer	NOUN
easat-1579	330	69	derived	derive	VERB
easat-1579	330	70	from	from	ADP
easat-1579	330	71	natural	natural	ADJ
easat-1579	330	72	language	language	NOUN
easat-1579	330	73	processing	processing	NOUN
easat-1579	330	74	of	of	ADP
easat-1579	330	75	structured	structured	ADJ
easat-1579	330	76	ct	ct	PROPN
easat-1579	330	77	radiology	radiology	NOUN
easat-1579	330	78	reports	report	NOUN
easat-1579	330	79	over	over	ADP
easat-1579	330	80	a	a	DET
easat-1579	330	81	10	10	NUM
easat-1579	330	82	-	-	PUNCT
easat-1579	330	83	year	year	NOUN
easat-1579	330	84	period	period	NOUN
easat-1579	330	85	’	'	PUNCT
easat-1579	330	86	'	'	PUNCT
easat-1579	330	87	,	,	PUNCT
easat-1579	330	88	radiology	radiology	NOUN
easat-1579	330	89	,	,	PUNCT
easat-1579	330	90	301	301	NUM
easat-1579	330	91	,	,	PUNCT
easat-1579	330	92	(	(	PUNCT
easat-1579	330	93	1	1	NUM
easat-1579	330	94	)	)	PUNCT
easat-1579	330	95	,	,	PUNCT
easat-1579	330	96	2021	2021	NUM
easat-1579	330	97	,	,	PUNCT
easat-1579	330	98	pp	pp	ADJ
easat-1579	330	99	.	.	PUNCT
easat-1579	331	1	115	115	NUM
easat-1579	331	2	-	-	SYM
easat-1579	331	3	22	22	NUM
easat-1579	331	4	[	[	X
easat-1579	331	5	14	14	NUM
easat-1579	331	6	]	]	PUNCT
easat-1579	331	7	a.	a.	NOUN
easat-1579	331	8	gilson	gilson	PROPN
easat-1579	331	9	,	,	PUNCT
easat-1579	331	10	c.	c.	PROPN
easat-1579	331	11	w.	w.	PROPN
easat-1579	331	12	safranek	safranek	PROPN
easat-1579	331	13	,	,	PUNCT
easat-1579	331	14	t.	t.	PROPN
easat-1579	331	15	huang	huang	PROPN
easat-1579	331	16	,	,	PUNCT
easat-1579	331	17	v.	v.	CCONJ
easat-1579	331	18	socrates	socrates	PROPN
easat-1579	331	19	,	,	PUNCT
easat-1579	331	20	l.	l.	PROPN
easat-1579	331	21	chi	chi	PROPN
easat-1579	331	22	,	,	PUNCT
easat-1579	331	23	r.	r.	PROPN
easat-1579	331	24	a.	a.	PROPN
easat-1579	331	25	taylor	taylor	PROPN
easat-1579	331	26	,	,	PUNCT
easat-1579	331	27	and	and	CCONJ
easat-1579	331	28	d.	d.	PROPN
easat-1579	331	29	chartash	chartash	NOUN
easat-1579	331	30	:	:	PUNCT
easat-1579	331	31	‘	'	PUNCT
easat-1579	331	32	'	'	PUNCT
easat-1579	331	33	how	how	SCONJ
easat-1579	331	34	does	do	AUX
easat-1579	331	35	chatgpt	chatgpt	NOUN
easat-1579	331	36	perform	perform	VERB
easat-1579	331	37	on	on	ADP
easat-1579	331	38	the	the	DET
easat-1579	331	39	united	united	PROPN
easat-1579	331	40	states	states	PROPN
easat-1579	331	41	medical	medical	ADJ
easat-1579	331	42	licensing	licensing	NOUN
easat-1579	331	43	examination	examination	NOUN
easat-1579	331	44	?	?	PUNCT
easat-1579	332	1	the	the	DET
easat-1579	332	2	implications	implication	NOUN
easat-1579	332	3	of	of	ADP
easat-1579	332	4	large	large	ADJ
easat-1579	332	5	language	language	NOUN
easat-1579	332	6	models	model	NOUN
easat-1579	332	7	for	for	ADP
easat-1579	332	8	medical	medical	ADJ
easat-1579	332	9	education	education	NOUN
easat-1579	332	10	and	and	CCONJ
easat-1579	332	11	knowledge	knowledge	NOUN
easat-1579	332	12	assessment	assessment	NOUN
easat-1579	332	13	’	'	PUNCT
easat-1579	332	14	'	'	PUNCT
easat-1579	332	15	,	,	PUNCT
easat-1579	332	16	jmir	jmir	PROPN
easat-1579	332	17	med	med	PROPN
easat-1579	332	18	educ	educ	PROPN
easat-1579	332	19	,	,	PUNCT
easat-1579	332	20	9	9	NUM
easat-1579	332	21	,	,	PUNCT
easat-1579	332	22	2023	2023	NUM
easat-1579	332	23	,	,	PUNCT
easat-1579	332	24	pp	pp	ADV
easat-1579	332	25	.	.	PUNCT
easat-1579	333	1	e45312	e45312	NUM
easat-1579	334	1	[	[	X
easat-1579	334	2	15	15	NUM
easat-1579	334	3	]	]	PUNCT
easat-1579	334	4	a.	a.	NOUN
easat-1579	334	5	casey	casey	PROPN
easat-1579	334	6	,	,	PUNCT
easat-1579	334	7	e.	e.	PROPN
easat-1579	334	8	davidson	davidson	PROPN
easat-1579	334	9	,	,	PUNCT
easat-1579	334	10	m.	m.	NOUN
easat-1579	334	11	poon	poon	NOUN
easat-1579	334	12	,	,	PUNCT
easat-1579	334	13	h.	h.	PROPN
easat-1579	334	14	dong	dong	PROPN
easat-1579	334	15	,	,	PUNCT
easat-1579	334	16	d.	d.	PROPN
easat-1579	334	17	duma	duma	PROPN
easat-1579	334	18	,	,	PUNCT
easat-1579	334	19	a.	a.	PROPN
easat-1579	334	20	grivas	grivas	PROPN
easat-1579	334	21	,	,	PUNCT
easat-1579	334	22	c.	c.	PROPN
easat-1579	334	23	grover	grover	PROPN
easat-1579	334	24	,	,	PUNCT
easat-1579	334	25	v.	v.	PROPN
easat-1579	334	26	suárez	suárez	NOUN
easat-1579	334	27	-	-	PUNCT
easat-1579	334	28	paniagua	paniagua	PROPN
easat-1579	334	29	,	,	PUNCT
easat-1579	334	30	r.	r.	PROPN
easat-1579	334	31	tobin	tobin	PROPN
easat-1579	334	32	,	,	PUNCT
easat-1579	334	33	w.	w.	PROPN
easat-1579	334	34	whiteley	whiteley	PROPN
easat-1579	334	35	,	,	PUNCT
easat-1579	334	36	h.	h.	PROPN
easat-1579	334	37	wu	wu	PROPN
easat-1579	334	38	,	,	PUNCT
easat-1579	334	39	and	and	CCONJ
easat-1579	334	40	b.	b.	PROPN
easat-1579	334	41	alex	alex	PROPN
easat-1579	334	42	:	:	PUNCT
easat-1579	334	43	‘	'	PUNCT
easat-1579	334	44	'	'	PUNCT
easat-1579	334	45	a	a	DET
easat-1579	334	46	systematic	systematic	ADJ
easat-1579	334	47	review	review	NOUN
easat-1579	334	48	of	of	ADP
easat-1579	334	49	natural	natural	ADJ
easat-1579	334	50	language	language	NOUN
easat-1579	334	51	processing	processing	NOUN
easat-1579	334	52	applied	apply	VERB
easat-1579	334	53	to	to	ADP
easat-1579	334	54	radiology	radiology	NOUN
easat-1579	334	55	reports	report	NOUN
easat-1579	334	56	’	'	PUNCT
easat-1579	334	57	'	'	NUM
easat-1579	334	58	,	,	PUNCT
easat-1579	334	59	bmc	bmc	ADJ
easat-1579	334	60	medical	medical	ADJ
easat-1579	334	61	informatics	informatic	NOUN
easat-1579	334	62	and	and	CCONJ
easat-1579	334	63	decision	decision	NOUN
easat-1579	334	64	making	making	NOUN
easat-1579	334	65	,	,	PUNCT
easat-1579	334	66	21	21	NUM
easat-1579	334	67	,	,	PUNCT
easat-1579	334	68	(	(	PUNCT
easat-1579	334	69	1	1	NUM
easat-1579	334	70	)	)	PUNCT
easat-1579	334	71	,	,	PUNCT
easat-1579	334	72	2021	2021	NUM
easat-1579	334	73	,	,	PUNCT
easat-1579	334	74	pp	pp	ADV
easat-1579	334	75	.	.	PUNCT
easat-1579	334	76	179	179	NUM
easat-1579	334	77	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1579	334	78	2041	2041	NUM
easat-1579	334	79	edelweiss	edelweiss	PROPN
easat-1579	334	80	applied	apply	VERB
easat-1579	334	81	science	science	NOUN
easat-1579	334	82	and	and	CCONJ
easat-1579	334	83	technology	technology	NOUN
easat-1579	334	84	issn	issn	PROPN
easat-1579	334	85	:	:	PUNCT
easat-1579	334	86	2576	2576	NUM
easat-1579	334	87	-	-	SYM
easat-1579	334	88	8484	8484	NUM
easat-1579	334	89	vol	vol	NOUN
easat-1579	334	90	.	.	PROPN
easat-1579	334	91	8	8	NUM
easat-1579	334	92	,	,	PUNCT
easat-1579	334	93	no	no	INTJ
easat-1579	334	94	.	.	NOUN
easat-1579	334	95	4	4	NUM
easat-1579	334	96	:	:	SYM
easat-1579	334	97	2027	2027	NUM
easat-1579	334	98	-	-	SYM
easat-1579	334	99	2041	2041	NUM
easat-1579	334	100	,	,	PUNCT
easat-1579	334	101	2024	2024	NUM
easat-1579	334	102	doi	doi	NOUN
easat-1579	334	103	:	:	PUNCT
easat-1579	334	104	10.55214/25768484.v8i4.1579	10.55214/25768484.v8i4.1579	PROPN
easat-1579	334	105	©	©	PROPN
easat-1579	334	106	2024	2024	NUM
easat-1579	334	107	by	by	ADP
easat-1579	334	108	the	the	DET
easat-1579	334	109	author	author	NOUN
easat-1579	334	110	;	;	PUNCT
easat-1579	334	111	licensee	licensee	PROPN
easat-1579	334	112	learning	learning	NOUN
easat-1579	334	113	gate	gate	NOUN
easat-1579	335	1	[	[	X
easat-1579	335	2	16	16	NUM
easat-1579	335	3	]	]	X
easat-1579	335	4	d.	d.	PROPN
easat-1579	335	5	newman	newman	PROPN
easat-1579	335	6	-	-	PUNCT
easat-1579	335	7	griffis	griffis	PROPN
easat-1579	335	8	,	,	PUNCT
easat-1579	335	9	j.	j.	PROPN
easat-1579	335	10	camacho	camacho	PROPN
easat-1579	335	11	maldonado	maldonado	PROPN
easat-1579	335	12	,	,	PUNCT
easat-1579	335	13	p.-s	p.-s	PROPN
easat-1579	335	14	.	.	PUNCT
easat-1579	336	1	ho	ho	PROPN
easat-1579	336	2	,	,	PUNCT
easat-1579	336	3	m.	m.	NOUN
easat-1579	336	4	sacco	sacco	PROPN
easat-1579	336	5	,	,	PUNCT
easat-1579	336	6	r.	r.	PROPN
easat-1579	336	7	jimenez	jimenez	PROPN
easat-1579	336	8	silva	silva	PROPN
easat-1579	336	9	,	,	PUNCT
easat-1579	336	10	j.	j.	PROPN
easat-1579	336	11	porcino	porcino	PROPN
easat-1579	336	12	,	,	PUNCT
easat-1579	336	13	and	and	CCONJ
easat-1579	336	14	l.	l.	PROPN
easat-1579	336	15	chan	chan	PROPN
easat-1579	336	16	:	:	PUNCT
easat-1579	336	17	‘	'	PUNCT
easat-1579	336	18	'	'	PUNCT
easat-1579	336	19	linking	link	VERB
easat-1579	336	20	free	free	ADJ
easat-1579	336	21	text	text	NOUN
easat-1579	336	22	documentation	documentation	NOUN
easat-1579	336	23	of	of	ADP
easat-1579	336	24	functioning	functioning	NOUN
easat-1579	336	25	and	and	CCONJ
easat-1579	336	26	disability	disability	NOUN
easat-1579	336	27	to	to	ADP
easat-1579	336	28	the	the	DET
easat-1579	336	29	icf	icf	PROPN
easat-1579	336	30	with	with	ADP
easat-1579	336	31	natural	natural	ADJ
easat-1579	336	32	language	language	NOUN
easat-1579	336	33	processing	processing	NOUN
easat-1579	336	34	’	'	PUNCT
easat-1579	336	35	'	'	PUNCT
easat-1579	336	36	,	,	PUNCT
easat-1579	336	37	frontiers	frontier	NOUN
easat-1579	336	38	in	in	ADP
easat-1579	336	39	rehabilitation	rehabilitation	NOUN
easat-1579	336	40	sciences	science	NOUN
easat-1579	336	41	,	,	PUNCT
easat-1579	336	42	2	2	NUM
easat-1579	336	43	,	,	PUNCT
easat-1579	336	44	2021	2021	NUM
easat-1579	336	45	[	[	X
easat-1579	336	46	17	17	NUM
easat-1579	336	47	]	]	PUNCT
easat-1579	336	48	s.	s.	PROPN
easat-1579	336	49	moon	moon	PROPN
easat-1579	336	50	,	,	PUNCT
easat-1579	336	51	l.	l.	PROPN
easat-1579	336	52	a.	a.	PROPN
easat-1579	336	53	carlson	carlson	PROPN
easat-1579	336	54	,	,	PUNCT
easat-1579	336	55	e.	e.	PROPN
easat-1579	336	56	d.	d.	PROPN
easat-1579	336	57	moser	moser	PROPN
easat-1579	336	58	,	,	PUNCT
easat-1579	336	59	b.	b.	PROPN
easat-1579	336	60	s.	s.	PROPN
easat-1579	336	61	agnikula	agnikula	PROPN
easat-1579	336	62	kshatriya	kshatriya	PROPN
easat-1579	336	63	,	,	PUNCT
easat-1579	336	64	c.	c.	PROPN
easat-1579	336	65	y.	y.	PROPN
easat-1579	336	66	smith	smith	PROPN
easat-1579	336	67	,	,	PUNCT
easat-1579	336	68	w.	w.	PROPN
easat-1579	336	69	a.	a.	PROPN
easat-1579	336	70	rocca	rocca	PROPN
easat-1579	336	71	,	,	PUNCT
easat-1579	336	72	l.	l.	PROPN
easat-1579	336	73	gazzuola	gazzuola	PROPN
easat-1579	336	74	rocca	rocca	PROPN
easat-1579	336	75	,	,	PUNCT
easat-1579	336	76	s.	s.	PROPN
easat-1579	336	77	j.	j.	PROPN
easat-1579	336	78	bielinski	bielinski	PROPN
easat-1579	336	79	,	,	PUNCT
easat-1579	336	80	h.	h.	PROPN
easat-1579	336	81	liu	liu	PROPN
easat-1579	336	82	,	,	PUNCT
easat-1579	336	83	and	and	CCONJ
easat-1579	336	84	n.	n.	PROPN
easat-1579	336	85	b.	b.	PROPN
easat-1579	336	86	larson	larson	PROPN
easat-1579	336	87	:	:	PUNCT
easat-1579	336	88	‘	'	PUNCT
easat-1579	336	89	'	'	PUNCT
easat-1579	336	90	identifying	identify	VERB
easat-1579	336	91	information	information	NOUN
easat-1579	336	92	gaps	gap	NOUN
easat-1579	336	93	in	in	ADP
easat-1579	336	94	electronic	electronic	ADJ
easat-1579	336	95	health	health	NOUN
easat-1579	336	96	records	record	NOUN
easat-1579	336	97	by	by	ADP
easat-1579	336	98	using	use	VERB
easat-1579	336	99	natural	natural	ADJ
easat-1579	336	100	language	language	NOUN
easat-1579	336	101	processing	processing	NOUN
easat-1579	336	102	:	:	PUNCT
easat-1579	336	103	gynecologic	gynecologic	ADJ
easat-1579	336	104	surgery	surgery	NOUN
easat-1579	336	105	history	history	NOUN
easat-1579	336	106	identification	identification	NOUN
easat-1579	336	107	’	'	PUNCT
easat-1579	336	108	'	'	PUNCT
easat-1579	336	109	,	,	PUNCT
easat-1579	336	110	j	j	PROPN
easat-1579	336	111	med	med	PROPN
easat-1579	336	112	internet	internet	NOUN
easat-1579	336	113	res	re	NOUN
easat-1579	336	114	,	,	PUNCT
easat-1579	336	115	24	24	NUM
easat-1579	336	116	,	,	PUNCT
easat-1579	336	117	(	(	PUNCT
easat-1579	336	118	1	1	NUM
easat-1579	336	119	)	)	PUNCT
easat-1579	336	120	,	,	PUNCT
easat-1579	336	121	2022	2022	NUM
easat-1579	336	122	,	,	PUNCT
easat-1579	336	123	pp	pp	ADV
easat-1579	336	124	.	.	PUNCT
easat-1579	337	1	e29015	e29015	NOUN
easat-1579	337	2	[	[	X
easat-1579	337	3	18	18	NUM
easat-1579	337	4	]	]	X
easat-1579	337	5	n.	n.	PROPN
easat-1579	337	6	hashim	hashim	PROPN
easat-1579	337	7	,	,	PUNCT
easat-1579	337	8	a.	a.	NOUN
easat-1579	337	9	mohsim	mohsim	PROPN
easat-1579	337	10	,	,	PUNCT
easat-1579	337	11	r.	r.	PROPN
easat-1579	337	12	rafeeq	rafeeq	NOUN
easat-1579	337	13	,	,	PUNCT
easat-1579	337	14	and	and	CCONJ
easat-1579	337	15	v.	v.	ADP
easat-1579	337	16	pyliavskyi	pyliavskyi	NOUN
easat-1579	337	17	:	:	PUNCT
easat-1579	337	18	‘	'	PUNCT
easat-1579	337	19	'	'	PUNCT
easat-1579	337	20	new	new	ADJ
easat-1579	337	21	approach	approach	NOUN
easat-1579	337	22	to	to	ADP
easat-1579	337	23	the	the	DET
easat-1579	337	24	construction	construction	NOUN
easat-1579	337	25	of	of	ADP
easat-1579	337	26	multimedia	multimedia	NOUN
easat-1579	337	27	test	test	NOUN
easat-1579	337	28	signals	signal	NOUN
easat-1579	337	29	’	'	PUNCT
easat-1579	337	30	'	'	PUNCT
easat-1579	337	31	,	,	PUNCT
easat-1579	337	32	international	international	ADJ
easat-1579	337	33	journal	journal	NOUN
easat-1579	337	34	of	of	ADP
easat-1579	337	35	advanced	advanced	ADJ
easat-1579	337	36	trends	trend	NOUN
easat-1579	337	37	in	in	ADP
easat-1579	337	38	computer	computer	NOUN
easat-1579	337	39	science	science	NOUN
easat-1579	337	40	and	and	CCONJ
easat-1579	337	41	engineering	engineering	NOUN
easat-1579	337	42	,	,	PUNCT
easat-1579	337	43	8	8	NUM
easat-1579	337	44	,	,	PUNCT
easat-1579	337	45	(	(	PUNCT
easat-1579	337	46	6	6	NUM
easat-1579	337	47	)	)	PUNCT
easat-1579	337	48	,	,	PUNCT
easat-1579	337	49	2019	2019	NUM
easat-1579	337	50	,	,	PUNCT
easat-1579	337	51	pp	pp	ADJ
easat-1579	337	52	.	.	PUNCT
easat-1579	337	53	3423	3423	NUM
easat-1579	337	54	-	-	SYM
easat-1579	337	55	29	29	NUM
easat-1579	337	56	[	[	X
easat-1579	337	57	19	19	NUM
easat-1579	337	58	]	]	PUNCT
easat-1579	337	59	a.	a.	NOUN
easat-1579	337	60	w.	w.	PROPN
easat-1579	337	61	olthof	olthof	ADV
easat-1579	337	62	,	,	PUNCT
easat-1579	337	63	p.	p.	NOUN
easat-1579	337	64	shouche	shouche	NOUN
easat-1579	337	65	,	,	PUNCT
easat-1579	337	66	e.	e.	PROPN
easat-1579	337	67	m.	m.	PROPN
easat-1579	337	68	fennema	fennema	PROPN
easat-1579	337	69	,	,	PUNCT
easat-1579	337	70	f.	f.	PROPN
easat-1579	337	71	f.	f.	PROPN
easat-1579	337	72	a.	a.	PROPN
easat-1579	337	73	ijpma	ijpma	PROPN
easat-1579	337	74	,	,	PUNCT
easat-1579	337	75	r.	r.	PROPN
easat-1579	337	76	h.	h.	PROPN
easat-1579	337	77	c.	c.	PROPN
easat-1579	337	78	koolstra	koolstra	PROPN
easat-1579	337	79	,	,	PUNCT
easat-1579	337	80	v.	v.	ADP
easat-1579	337	81	m.	m.	NOUN
easat-1579	337	82	a.	a.	NOUN
easat-1579	337	83	stirler	stirler	PROPN
easat-1579	337	84	,	,	PUNCT
easat-1579	337	85	p.	p.	PROPN
easat-1579	337	86	m.	m.	NOUN
easat-1579	337	87	a.	a.	PROPN
easat-1579	337	88	van	van	PROPN
easat-1579	337	89	ooijen	ooijen	PROPN
easat-1579	337	90	,	,	PUNCT
easat-1579	337	91	and	and	CCONJ
easat-1579	337	92	l.	l.	PROPN
easat-1579	337	93	j.	j.	PROPN
easat-1579	337	94	cornelissen	cornelissen	PROPN
easat-1579	337	95	:	:	PUNCT
easat-1579	337	96	‘	'	PUNCT
easat-1579	337	97	'	'	PUNCT
easat-1579	337	98	machine	machine	NOUN
easat-1579	337	99	learning	learning	NOUN
easat-1579	337	100	based	base	VERB
easat-1579	337	101	natural	natural	ADJ
easat-1579	337	102	language	language	NOUN
easat-1579	337	103	processing	processing	NOUN
easat-1579	337	104	of	of	ADP
easat-1579	337	105	radiology	radiology	NOUN
easat-1579	337	106	reports	report	NOUN
easat-1579	337	107	in	in	ADP
easat-1579	337	108	orthopaedic	orthopaedic	ADJ
easat-1579	337	109	trauma	trauma	NOUN
easat-1579	337	110	’	'	PUNCT
easat-1579	337	111	'	'	PUNCT
easat-1579	337	112	,	,	PUNCT
easat-1579	337	113	computer	computer	NOUN
easat-1579	337	114	methods	method	NOUN
easat-1579	337	115	and	and	CCONJ
easat-1579	337	116	programs	program	NOUN
easat-1579	337	117	in	in	ADP
easat-1579	337	118	biomedicine	biomedicine	NOUN
easat-1579	337	119	,	,	PUNCT
easat-1579	337	120	208	208	NUM
easat-1579	337	121	,	,	PUNCT
easat-1579	337	122	2021	2021	NUM
easat-1579	337	123	,	,	PUNCT
easat-1579	337	124	pp	pp	ADV
easat-1579	337	125	.	.	PUNCT
easat-1579	338	1	106304	106304	NUM
easat-1579	339	1	[	[	X
easat-1579	339	2	20	20	NUM
easat-1579	339	3	]	]	PUNCT
easat-1579	339	4	b.	b.	PROPN
easat-1579	339	5	pandey	pandey	PROPN
easat-1579	339	6	,	,	PUNCT
easat-1579	339	7	d.	d.	PROPN
easat-1579	339	8	kumar	kumar	PROPN
easat-1579	339	9	pandey	pandey	PROPN
easat-1579	339	10	,	,	PUNCT
easat-1579	339	11	b.	b.	PROPN
easat-1579	339	12	pratap	pratap	PROPN
easat-1579	339	13	mishra	mishra	PROPN
easat-1579	339	14	,	,	PUNCT
easat-1579	339	15	and	and	CCONJ
easat-1579	339	16	w.	w.	PROPN
easat-1579	339	17	rhmann	rhmann	PROPN
easat-1579	339	18	:	:	PUNCT
easat-1579	339	19	‘	'	PUNCT
easat-1579	339	20	'	'	PUNCT
easat-1579	339	21	a	a	DET
easat-1579	339	22	comprehensive	comprehensive	ADJ
easat-1579	339	23	survey	survey	NOUN
easat-1579	339	24	of	of	ADP
easat-1579	339	25	deep	deep	ADJ
easat-1579	339	26	learning	learning	NOUN
easat-1579	339	27	in	in	ADP
easat-1579	339	28	the	the	DET
easat-1579	339	29	field	field	NOUN
easat-1579	339	30	of	of	ADP
easat-1579	339	31	medical	medical	ADJ
easat-1579	339	32	imaging	imaging	NOUN
easat-1579	339	33	and	and	CCONJ
easat-1579	339	34	medical	medical	ADJ
easat-1579	339	35	natural	natural	ADJ
easat-1579	339	36	language	language	NOUN
easat-1579	339	37	processing	processing	NOUN
easat-1579	339	38	:	:	PUNCT
easat-1579	339	39	challenges	challenge	NOUN
easat-1579	339	40	and	and	CCONJ
easat-1579	339	41	research	research	NOUN
easat-1579	339	42	directions	direction	NOUN
easat-1579	339	43	’	'	PUNCT
easat-1579	339	44	'	'	NUM
easat-1579	339	45	,	,	PUNCT
easat-1579	339	46	journal	journal	NOUN
easat-1579	339	47	of	of	ADP
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easat-1579	339	49	saud	saud	PROPN
easat-1579	339	50	university	university	PROPN
easat-1579	339	51	computer	computer	NOUN
easat-1579	339	52	and	and	CCONJ
easat-1579	339	53	information	information	NOUN
easat-1579	339	54	sciences	science	NOUN
easat-1579	339	55	,	,	PUNCT
easat-1579	339	56	34	34	NUM
easat-1579	339	57	,	,	PUNCT
easat-1579	339	58	(	(	PUNCT
easat-1579	339	59	8	8	NUM
easat-1579	339	60	,	,	PUNCT
easat-1579	339	61	part	part	NOUN
easat-1579	339	62	a	a	NOUN
easat-1579	339	63	)	)	PUNCT
easat-1579	339	64	,	,	PUNCT
easat-1579	339	65	2022	2022	NUM
easat-1579	339	66	,	,	PUNCT
easat-1579	339	67	pp	pp	ADJ
easat-1579	339	68	.	.	PUNCT
easat-1579	340	1	5083	5083	NUM
easat-1579	340	2	-	-	SYM
easat-1579	340	3	99	99	NUM
easat-1579	341	1	[	[	X
easat-1579	341	2	21	21	NUM
easat-1579	341	3	]	]	X
easat-1579	341	4	r.	r.	PROPN
easat-1579	341	5	schiappa	schiappa	PROPN
easat-1579	341	6	,	,	PUNCT
easat-1579	341	7	s.	s.	PROPN
easat-1579	341	8	contu	contu	PROPN
easat-1579	341	9	,	,	PUNCT
easat-1579	341	10	d.	d.	PROPN
easat-1579	341	11	culie	culie	PROPN
easat-1579	341	12	,	,	PUNCT
easat-1579	341	13	b.	b.	PROPN
easat-1579	341	14	thamphya	thamphya	PROPN
easat-1579	341	15	,	,	PUNCT
easat-1579	341	16	y.	y.	PROPN
easat-1579	341	17	chateau	chateau	PROPN
easat-1579	341	18	,	,	PUNCT
easat-1579	341	19	j.	j.	PROPN
easat-1579	341	20	gal	gal	PROPN
easat-1579	341	21	,	,	PUNCT
easat-1579	341	22	c.	c.	PROPN
easat-1579	341	23	bailleux	bailleux	PROPN
easat-1579	341	24	,	,	PUNCT
easat-1579	341	25	j.	j.	PROPN
easat-1579	341	26	haudebourg	haudebourg	PROPN
easat-1579	341	27	,	,	PUNCT
easat-1579	341	28	j.	j.	PROPN
easat-1579	341	29	-m	-m	PROPN
easat-1579	341	30	.	.	PROPN
easat-1579	341	31	ferrero	ferrero	PROPN
easat-1579	341	32	,	,	PUNCT
easat-1579	341	33	e.	e.	PROPN
easat-1579	341	34	barranger	barranger	PROPN
easat-1579	341	35	,	,	PUNCT
easat-1579	341	36	and	and	CCONJ
easat-1579	341	37	e.	e.	PROPN
easat-1579	341	38	chamorey	chamorey	PROPN
easat-1579	341	39	:	:	PUNCT
easat-1579	341	40	‘	'	PUNCT
easat-1579	341	41	'	'	PUNCT
easat-1579	341	42	ruby	ruby	NOUN
easat-1579	341	43	:	:	PUNCT
easat-1579	341	44	natural	natural	ADJ
easat-1579	341	45	language	language	NOUN
easat-1579	341	46	processing	processing	NOUN
easat-1579	341	47	of	of	ADP
easat-1579	341	48	french	french	ADJ
easat-1579	341	49	electronic	electronic	ADJ
easat-1579	341	50	medical	medical	ADJ
easat-1579	341	51	records	record	NOUN
easat-1579	341	52	for	for	ADP
easat-1579	341	53	breast	breast	NOUN
easat-1579	341	54	cancer	cancer	NOUN
easat-1579	341	55	research	research	NOUN
easat-1579	341	56	’	'	PUNCT
easat-1579	341	57	'	'	PUNCT
easat-1579	341	58	,	,	PUNCT
easat-1579	341	59	jco	jco	PROPN
easat-1579	341	60	clinical	clinical	ADJ
easat-1579	341	61	cancer	cancer	NOUN
easat-1579	341	62	informatics	informatic	NOUN
easat-1579	341	63	,	,	PUNCT
easat-1579	341	64	(	(	PUNCT
easat-1579	341	65	6	6	NUM
easat-1579	341	66	)	)	PUNCT
easat-1579	341	67	,	,	PUNCT
easat-1579	341	68	2022	2022	NUM
easat-1579	341	69	,	,	PUNCT
easat-1579	341	70	pp	pp	ADV
easat-1579	341	71	.	.	PUNCT
easat-1579	342	1	e2100199	e2100199	VERB
easat-1579	343	1	[	[	X
easat-1579	343	2	22	22	NUM
easat-1579	343	3	]	]	X
easat-1579	343	4	h.	h.	NOUN
easat-1579	343	5	shim	shim	PROPN
easat-1579	343	6	,	,	PUNCT
easat-1579	343	7	d.	d.	PROPN
easat-1579	343	8	lowet	lowet	PROPN
easat-1579	343	9	,	,	PUNCT
easat-1579	343	10	s.	s.	PROPN
easat-1579	343	11	luca	luca	PROPN
easat-1579	343	12	,	,	PUNCT
easat-1579	343	13	and	and	CCONJ
easat-1579	343	14	b.	b.	PROPN
easat-1579	343	15	vanrumste	vanrumste	PROPN
easat-1579	343	16	:	:	PUNCT
easat-1579	343	17	‘	'	PUNCT
easat-1579	343	18	'	'	PUNCT
easat-1579	343	19	lets	let	VERB
easat-1579	343	20	:	:	PUNCT
easat-1579	343	21	a	a	DET
easat-1579	343	22	label	label	NOUN
easat-1579	343	23	-	-	PUNCT
easat-1579	343	24	efficient	efficient	ADJ
easat-1579	343	25	training	training	NOUN
easat-1579	343	26	scheme	scheme	NOUN
easat-1579	343	27	for	for	ADP
easat-1579	343	28	aspect	aspect	NOUN
easat-1579	343	29	-	-	PUNCT
easat-1579	343	30	based	base	VERB
easat-1579	343	31	sentiment	sentiment	NOUN
easat-1579	343	32	analysis	analysis	NOUN
easat-1579	343	33	by	by	ADP
easat-1579	343	34	using	use	VERB
easat-1579	343	35	a	a	DET
easat-1579	343	36	pre	pre	ADJ
easat-1579	343	37	-	-	ADJ
easat-1579	343	38	trained	train	VERB
easat-1579	343	39	language	language	NOUN
easat-1579	343	40	model	model	NOUN
easat-1579	343	41	’	'	PUNCT
easat-1579	343	42	'	'	PUNCT
easat-1579	343	43	,	,	PUNCT
easat-1579	343	44	ieee	ieee	NOUN
easat-1579	343	45	access	access	NOUN
easat-1579	343	46	,	,	PUNCT
easat-1579	343	47	9	9	NUM
easat-1579	343	48	,	,	PUNCT
easat-1579	343	49	2021	2021	NUM
easat-1579	343	50	,	,	PUNCT
easat-1579	343	51	pp	pp	ADJ
easat-1579	343	52	.	.	PUNCT
easat-1579	343	53	115563	115563	NUM
easat-1579	343	54	-	-	SYM
easat-1579	343	55	78	78	NUM
easat-1579	343	56	[	[	X
easat-1579	343	57	23	23	NUM
easat-1579	343	58	]	]	PUNCT
easat-1579	343	59	m.	m.	NOUN
easat-1579	343	60	habib	habib	PROPN
easat-1579	343	61	,	,	PUNCT
easat-1579	343	62	m.	m.	NOUN
easat-1579	343	63	faris	faris	PROPN
easat-1579	343	64	,	,	PUNCT
easat-1579	343	65	a.	a.	NOUN
easat-1579	343	66	alomari	alomari	PROPN
easat-1579	343	67	,	,	PUNCT
easat-1579	343	68	and	and	CCONJ
easat-1579	343	69	h.	h.	PROPN
easat-1579	343	70	faris	faris	PROPN
easat-1579	343	71	:	:	PUNCT
easat-1579	343	72	‘	'	PUNCT
easat-1579	343	73	'	'	PUNCT
easat-1579	343	74	altibbivec	altibbivec	ADV
easat-1579	343	75	:	:	PUNCT
easat-1579	343	76	a	a	DET
easat-1579	343	77	word	word	NOUN
easat-1579	343	78	embedding	embed	VERB
easat-1579	343	79	model	model	NOUN
easat-1579	343	80	for	for	ADP
easat-1579	343	81	medical	medical	ADJ
easat-1579	343	82	and	and	CCONJ
easat-1579	343	83	health	health	NOUN
easat-1579	343	84	applications	application	NOUN
easat-1579	343	85	in	in	ADP
easat-1579	343	86	the	the	DET
easat-1579	343	87	arabic	arabic	ADJ
easat-1579	343	88	language	language	NOUN
easat-1579	343	89	’	'	PUNCT
easat-1579	343	90	'	'	PUNCT
easat-1579	343	91	,	,	PUNCT
easat-1579	343	92	ieee	ieee	NOUN
easat-1579	343	93	access	access	NOUN
easat-1579	343	94	,	,	PUNCT
easat-1579	343	95	9	9	NUM
easat-1579	343	96	,	,	PUNCT
easat-1579	343	97	2021	2021	NUM
easat-1579	343	98	,	,	PUNCT
easat-1579	343	99	pp	pp	ADJ
easat-1579	343	100	.	.	PUNCT
easat-1579	344	1	133875	133875	NUM
easat-1579	344	2	-	-	SYM
easat-1579	344	3	88	88	NUM
easat-1579	344	4	[	[	SYM
easat-1579	344	5	24	24	NUM
easat-1579	344	6	]	]	PUNCT
easat-1579	344	7	k.	k.	PROPN
easat-1579	344	8	jain	jain	PROPN
easat-1579	344	9	,	,	PUNCT
easat-1579	344	10	&	&	CCONJ
easat-1579	344	11	prajapati	prajapati	PROPN
easat-1579	344	12	,	,	PUNCT
easat-1579	344	13	v.	v.	ADP
easat-1579	344	14	:	:	PUNCT
easat-1579	344	15	‘	'	PUNCT
easat-1579	344	16	'	'	PUNCT
easat-1579	344	17	nlp	nlp	ADJ
easat-1579	344	18	/	/	SYM
easat-1579	344	19	deep	deep	ADJ
easat-1579	344	20	learning	learning	NOUN
easat-1579	344	21	techniques	technique	NOUN
easat-1579	344	22	in	in	ADP
easat-1579	344	23	healthcare	healthcare	NOUN
easat-1579	344	24	for	for	ADP
easat-1579	344	25	decision	decision	NOUN
easat-1579	344	26	making	make	VERB
easat-1579	344	27	’	'	PUNCT
easat-1579	344	28	'	'	PUNCT
easat-1579	344	29	,	,	PUNCT
easat-1579	344	30	11	11	NUM
easat-1579	344	31	,	,	PUNCT
easat-1579	344	32	2021	2021	NUM
easat-1579	344	33	,	,	PUNCT
easat-1579	344	34	pp	pp	ADJ
easat-1579	344	35	.	.	PUNCT
easat-1579	345	1	1	1	NUM
easat-1579	345	2	-	-	SYM
easat-1579	345	3	4	4	NUM
easat-1579	345	4	[	[	X
easat-1579	345	5	25	25	NUM
easat-1579	345	6	]	]	PUNCT
easat-1579	345	7	a.	a.	NOUN
easat-1579	345	8	mayampurath	mayampurath	NOUN
easat-1579	345	9	,	,	PUNCT
easat-1579	345	10	z.	z.	PROPN
easat-1579	345	11	parnianpour	parnianpour	PROPN
easat-1579	345	12	,	,	PUNCT
easat-1579	345	13	c.	c.	PROPN
easat-1579	345	14	t.	t.	PROPN
easat-1579	345	15	richards	richards	PROPN
easat-1579	345	16	,	,	PUNCT
easat-1579	345	17	w.	w.	PROPN
easat-1579	345	18	j.	j.	PROPN
easat-1579	345	19	meurer	meurer	PROPN
easat-1579	345	20	,	,	PUNCT
easat-1579	345	21	j.	j.	PROPN
easat-1579	345	22	lee	lee	PROPN
easat-1579	345	23	,	,	PUNCT
easat-1579	345	24	b.	b.	PROPN
easat-1579	345	25	ankenman	ankenman	PROPN
easat-1579	345	26	,	,	PUNCT
easat-1579	345	27	o.	o.	PROPN
easat-1579	345	28	perry	perry	PROPN
easat-1579	345	29	,	,	PUNCT
easat-1579	345	30	s.	s.	PROPN
easat-1579	345	31	j.	j.	PROPN
easat-1579	345	32	mendelson	mendelson	PROPN
easat-1579	345	33	,	,	PUNCT
easat-1579	345	34	j.	j.	PROPN
easat-1579	345	35	l.	l.	PROPN
easat-1579	345	36	holl	holl	PROPN
easat-1579	345	37	,	,	PUNCT
easat-1579	345	38	and	and	CCONJ
easat-1579	345	39	s.	s.	PROPN
easat-1579	345	40	prabhakaran	prabhakaran	PROPN
easat-1579	345	41	:	:	PUNCT
easat-1579	345	42	‘	'	PUNCT
easat-1579	345	43	'	'	PUNCT
easat-1579	345	44	improving	improve	VERB
easat-1579	345	45	prehospital	prehospital	ADJ
easat-1579	345	46	stroke	stroke	NOUN
easat-1579	345	47	diagnosis	diagnosis	NOUN
easat-1579	345	48	using	use	VERB
easat-1579	345	49	natural	natural	ADJ
easat-1579	345	50	language	language	NOUN
easat-1579	345	51	processing	processing	NOUN
easat-1579	345	52	of	of	ADP
easat-1579	345	53	paramedic	paramedic	ADJ
easat-1579	345	54	reports	report	NOUN
easat-1579	345	55	’	'	PUNCT
easat-1579	345	56	'	'	NUM
easat-1579	345	57	,	,	PUNCT
easat-1579	345	58	stroke	stroke	NOUN
easat-1579	345	59	,	,	PUNCT
easat-1579	345	60	52	52	NUM
easat-1579	345	61	,	,	PUNCT
easat-1579	345	62	(	(	PUNCT
easat-1579	345	63	8)	8)	NUM
easat-1579	345	64	,	,	PUNCT
easat-1579	345	65	2021	2021	NUM
easat-1579	345	66	,	,	PUNCT
easat-1579	345	67	pp	pp	ADJ
easat-1579	345	68	.	.	PUNCT
easat-1579	346	1	2676	2676	NUM
easat-1579	346	2	-	-	SYM
easat-1579	346	3	79	79	NUM
easat-1579	347	1	[	[	X
easat-1579	347	2	26	26	NUM
easat-1579	347	3	]	]	X
easat-1579	347	4	d.	d.	PROPN
easat-1579	347	5	goodman	goodman	PROPN
easat-1579	347	6	-	-	PUNCT
easat-1579	347	7	meza	meza	PROPN
easat-1579	347	8	,	,	PUNCT
easat-1579	347	9	c.	c.	PROPN
easat-1579	347	10	l.	l.	PROPN
easat-1579	347	11	shover	shover	PROPN
easat-1579	347	12	,	,	PUNCT
easat-1579	347	13	j.	j.	PROPN
easat-1579	347	14	a.	a.	PROPN
easat-1579	347	15	medina	medina	PROPN
easat-1579	347	16	,	,	PUNCT
easat-1579	347	17	a.	a.	PROPN
easat-1579	347	18	b.	b.	PROPN
easat-1579	347	19	tang	tang	PROPN
easat-1579	347	20	,	,	PUNCT
easat-1579	347	21	s.	s.	PROPN
easat-1579	347	22	shoptaw	shoptaw	PROPN
easat-1579	347	23	,	,	PUNCT
easat-1579	347	24	and	and	CCONJ
easat-1579	347	25	a.	a.	NOUN
easat-1579	347	26	a.	a.	NOUN
easat-1579	347	27	t.	t.	PROPN
easat-1579	347	28	bui	bui	PROPN
easat-1579	347	29	:	:	PUNCT
easat-1579	347	30	‘	'	PUNCT
easat-1579	347	31	'	'	PUNCT
easat-1579	347	32	development	development	NOUN
easat-1579	347	33	and	and	CCONJ
easat-1579	347	34	validation	validation	NOUN
easat-1579	347	35	of	of	ADP
easat-1579	347	36	machine	machine	NOUN
easat-1579	347	37	models	model	NOUN
easat-1579	347	38	using	use	VERB
easat-1579	347	39	natural	natural	ADJ
easat-1579	347	40	language	language	NOUN
easat-1579	347	41	processing	processing	NOUN
easat-1579	347	42	to	to	PART
easat-1579	347	43	classify	classify	VERB
easat-1579	347	44	substances	substance	NOUN
easat-1579	347	45	involved	involve	VERB
easat-1579	347	46	in	in	ADP
easat-1579	347	47	overdose	overdose	ADJ
easat-1579	347	48	deaths	death	NOUN
easat-1579	347	49	’	'	PUNCT
easat-1579	347	50	'	'	PUNCT
easat-1579	347	51	,	,	PUNCT
easat-1579	347	52	jama	jama	PROPN
easat-1579	347	53	network	network	NOUN
easat-1579	347	54	open	open	VERB
easat-1579	347	55	,	,	PUNCT
easat-1579	347	56	5	5	NUM
easat-1579	347	57	,	,	PUNCT
easat-1579	347	58	(	(	PUNCT
easat-1579	347	59	8)	8)	NUM
easat-1579	347	60	,	,	PUNCT
easat-1579	347	61	2022	2022	NUM
easat-1579	347	62	,	,	PUNCT
easat-1579	347	63	pp	pp	ADV
easat-1579	347	64	.	.	PUNCT
easat-1579	348	1	e2225593	e2225593	NOUN
easat-1579	348	2	-	-	PUNCT
easat-1579	348	3	e93	e93	PROPN
easat-1579	348	4	[	[	X
easat-1579	348	5	27	27	NUM
easat-1579	348	6	]	]	X
easat-1579	348	7	f.	f.	PROPN
easat-1579	348	8	villena	villena	PROPN
easat-1579	348	9	,	,	PUNCT
easat-1579	348	10	j.	j.	PROPN
easat-1579	348	11	pérez	pérez	PROPN
easat-1579	348	12	,	,	PUNCT
easat-1579	348	13	r.	r.	PROPN
easat-1579	348	14	lagos	lagos	PROPN
easat-1579	348	15	,	,	PUNCT
easat-1579	348	16	and	and	CCONJ
easat-1579	348	17	j.	j.	PROPN
easat-1579	348	18	dunstan	dunstan	PROPN
easat-1579	348	19	:	:	PUNCT
easat-1579	348	20	‘	'	PUNCT
easat-1579	348	21	'	'	PUNCT
easat-1579	348	22	supporting	support	VERB
easat-1579	348	23	the	the	DET
easat-1579	348	24	classification	classification	NOUN
easat-1579	348	25	of	of	ADP
easat-1579	348	26	patients	patient	NOUN
easat-1579	348	27	in	in	ADP
easat-1579	348	28	public	public	ADJ
easat-1579	348	29	hospitals	hospital	NOUN
easat-1579	348	30	in	in	ADP
easat-1579	348	31	chi	chi	PROPN
easat-1579	348	32	le	le	X
easat-1579	348	33	by	by	ADP
easat-1579	348	34	designing	design	VERB
easat-1579	348	35	,	,	PUNCT
easat-1579	348	36	deploying	deploy	VERB
easat-1579	348	37	and	and	CCONJ
easat-1579	348	38	validating	validate	VERB
easat-1579	348	39	a	a	DET
easat-1579	348	40	system	system	NOUN
easat-1579	348	41	based	base	VERB
easat-1579	348	42	on	on	ADP
easat-1579	348	43	natural	natural	ADJ
easat-1579	348	44	language	language	NOUN
easat-1579	348	45	processing	processing	NOUN
easat-1579	348	46	’	'	PUNCT
easat-1579	348	47	'	'	PUNCT
easat-1579	348	48	,	,	PUNCT
easat-1579	348	49	bmc	bmc	ADJ
easat-1579	348	50	medical	medical	ADJ
easat-1579	348	51	informatics	informatic	NOUN
easat-1579	348	52	and	and	CCONJ
easat-1579	348	53	decision	decision	NOUN
easat-1579	348	54	making	making	NOUN
easat-1579	348	55	,	,	PUNCT
easat-1579	348	56	21	21	NUM
easat-1579	348	57	,	,	PUNCT
easat-1579	348	58	(	(	PUNCT
easat-1579	348	59	1	1	NUM
easat-1579	348	60	)	)	PUNCT
easat-1579	348	61	,	,	PUNCT
easat-1579	348	62	2021	2021	NUM
easat-1579	348	63	,	,	PUNCT
easat-1579	348	64	pp	pp	ADV
easat-1579	348	65	.	.	PUNCT
easat-1579	348	66	208	208	NUM
easat-1579	349	1	[	[	SYM
easat-1579	349	2	28	28	NUM
easat-1579	349	3	]	]	X
easat-1579	349	4	d.	d.	PROPN
easat-1579	349	5	lee	lee	PROPN
easat-1579	349	6	,	,	PUNCT
easat-1579	349	7	and	and	CCONJ
easat-1579	349	8	s.	s.	PROPN
easat-1579	349	9	n.	n.	PROPN
easat-1579	349	10	yoon	yoon	PROPN
easat-1579	349	11	:	:	PUNCT
easat-1579	349	12	‘	'	PUNCT
easat-1579	349	13	'	'	PUNCT
easat-1579	349	14	application	application	NOUN
easat-1579	349	15	of	of	ADP
easat-1579	349	16	artificial	artificial	ADJ
easat-1579	349	17	intelligence	intelligence	NOUN
easat-1579	349	18	-	-	PUNCT
easat-1579	349	19	based	base	VERB
easat-1579	349	20	technologies	technology	NOUN
easat-1579	349	21	in	in	ADP
easat-1579	349	22	the	the	DET
easat-1579	349	23	healthcare	healthcare	NOUN
easat-1579	349	24	industry	industry	NOUN
easat-1579	349	25	:	:	PUNCT
easat-1579	349	26	opportunities	opportunity	NOUN
easat-1579	349	27	and	and	CCONJ
easat-1579	349	28	challenges	challenge	NOUN
easat-1579	349	29	’	'	PUNCT
easat-1579	349	30	'	'	PUNCT
easat-1579	349	31	,	,	PUNCT
easat-1579	349	32	international	international	ADJ
easat-1579	349	33	journal	journal	NOUN
easat-1579	349	34	of	of	ADP
easat-1579	349	35	environmental	environmental	ADJ
easat-1579	349	36	research	research	NOUN
easat-1579	349	37	and	and	CCONJ
easat-1579	349	38	public	public	ADJ
easat-1579	349	39	health	health	NOUN
easat-1579	349	40	,	,	PUNCT
easat-1579	349	41	18	18	NUM
easat-1579	349	42	,	,	PUNCT
easat-1579	349	43	(	(	PUNCT
easat-1579	349	44	1	1	NUM
easat-1579	349	45	)	)	PUNCT
easat-1579	349	46	,	,	PUNCT
easat-1579	349	47	2021	2021	NUM