id	sid	tid	token	lemma	pos
ajst-14333	1	1	academic	academic	ADJ
ajst-14333	1	2	journal	journal	NOUN
ajst-14333	1	3	of	of	ADP
ajst-14333	1	4	science	science	NOUN
ajst-14333	1	5	and	and	CCONJ
ajst-14333	1	6	technology	technology	NOUN
ajst-14333	1	7	issn	issn	NOUN
ajst-14333	1	8	:	:	PUNCT
ajst-14333	1	9	2771	2771	NUM
ajst-14333	1	10	-	-	SYM
ajst-14333	1	11	3032	3032	NUM
ajst-14333	1	12	|	|	NOUN
ajst-14333	1	13	vol	vol	NOUN
ajst-14333	1	14	.	.	PROPN
ajst-14333	1	15	8	8	NUM
ajst-14333	1	16	,	,	PUNCT
ajst-14333	1	17	no	no	INTJ
ajst-14333	1	18	.	.	NOUN
ajst-14333	1	19	1	1	NUM
ajst-14333	1	20	,	,	PUNCT
ajst-14333	1	21	2023	2023	NUM
ajst-14333	1	22	278	278	NUM
ajst-14333	1	23	advancing	advance	VERB
ajst-14333	1	24	cancer	cancer	NOUN
ajst-14333	1	25	document	document	NOUN
ajst-14333	1	26	classification	classification	NOUN
ajst-14333	1	27	with	with	ADP
ajst-14333	1	28	r	r	NOUN
ajst-14333	1	29	andom	andom	PROPN
ajst-14333	1	30	forest	forest	PROPN
ajst-14333	1	31	chang	chang	PROPN
ajst-14333	1	32	che1	che1	PROPN
ajst-14333	1	33	,	,	PUNCT
ajst-14333	1	34	*	*	PROPN
ajst-14333	1	35	,	,	PUNCT
ajst-14333	1	36	hao	hao	PROPN
ajst-14333	1	37	hu2	hu2	PROPN
ajst-14333	1	38	,	,	PUNCT
ajst-14333	1	39	xinyu	xinyu	PROPN
ajst-14333	1	40	zhao3	zhao3	PROPN
ajst-14333	1	41	,	,	PUNCT
ajst-14333	1	42	shulin	shulin	PROPN
ajst-14333	1	43	li3	li3	PROPN
ajst-14333	1	44	,	,	PUNCT
ajst-14333	1	45	qunwei	qunwei	PROPN
ajst-14333	1	46	lin3	lin3	PROPN
ajst-14333	1	47	1	1	NUM
ajst-14333	1	48	mechanical	mechanical	ADJ
ajst-14333	1	49	engineering	engineering	NOUN
ajst-14333	1	50	,	,	PUNCT
ajst-14333	1	51	the	the	DET
ajst-14333	1	52	george	george	PROPN
ajst-14333	1	53	washington	washington	PROPN
ajst-14333	1	54	university	university	PROPN
ajst-14333	1	55	,	,	PUNCT
ajst-14333	1	56	atlanta	atlanta	PROPN
ajst-14333	1	57	,	,	PUNCT
ajst-14333	1	58	georgia	georgia	PROPN
ajst-14333	1	59	,	,	PUNCT
ajst-14333	1	60	usa	usa	PROPN
ajst-14333	1	61	2	2	NUM
ajst-14333	1	62	software	software	NOUN
ajst-14333	1	63	engineering	engineering	NOUN
ajst-14333	1	64	,	,	PUNCT
ajst-14333	1	65	zhejiang	zhejiang	PROPN
ajst-14333	1	66	university	university	PROPN
ajst-14333	1	67	,	,	PUNCT
ajst-14333	1	68	hangzhou	hangzhou	PROPN
ajst-14333	1	69	,	,	PUNCT
ajst-14333	1	70	zhejiang	zhejiang	PROPN
ajst-14333	1	71	,	,	PUNCT
ajst-14333	1	72	china	china	PROPN
ajst-14333	1	73	3	3	NUM
ajst-14333	1	74	information	information	NOUN
ajst-14333	1	75	studies	study	NOUN
ajst-14333	1	76	,	,	PUNCT
ajst-14333	1	77	trine	trine	PROPN
ajst-14333	1	78	university	university	PROPN
ajst-14333	1	79	,	,	PUNCT
ajst-14333	1	80	phoenix	phoenix	PROPN
ajst-14333	1	81	,	,	PUNCT
ajst-14333	1	82	arizona	arizona	PROPN
ajst-14333	1	83	,	,	PUNCT
ajst-14333	1	84	usa	usa	PROPN
ajst-14333	1	85	*	*	PUNCT
ajst-14333	1	86	corresponding	correspond	VERB
ajst-14333	1	87	author	author	NOUN
ajst-14333	1	88	:	:	PUNCT
ajst-14333	1	89	chang	chang	PROPN
ajst-14333	1	90	che	che	PROPN
ajst-14333	1	91	(	(	PUNCT
ajst-14333	1	92	email	email	NOUN
ajst-14333	1	93	:	:	PUNCT
ajst-14333	1	94	liamche1123@outlook.com	liamche1123@outlook.com	X
ajst-14333	1	95	)	)	PUNCT
ajst-14333	1	96	abstract	abstract	NOUN
ajst-14333	1	97	:	:	PUNCT
ajst-14333	1	98	in	in	ADP
ajst-14333	1	99	this	this	DET
ajst-14333	1	100	study	study	NOUN
ajst-14333	1	101	,	,	PUNCT
ajst-14333	1	102	we	we	PRON
ajst-14333	1	103	address	address	VERB
ajst-14333	1	104	the	the	DET
ajst-14333	1	105	challenging	challenging	ADJ
ajst-14333	1	106	task	task	NOUN
ajst-14333	1	107	of	of	ADP
ajst-14333	1	108	biomedical	biomedical	ADJ
ajst-14333	1	109	text	text	NOUN
ajst-14333	1	110	document	document	NOUN
ajst-14333	1	111	classification	classification	NOUN
ajst-14333	1	112	of	of	ADP
ajst-14333	1	113	cancer	cancer	NOUN
ajst-14333	1	114	doc	doc	PROPN
ajst-14333	1	115	classification	classification	NOUN
ajst-14333	1	116	,	,	PUNCT
ajst-14333	1	117	specifically	specifically	ADV
ajst-14333	1	118	focusing	focus	VERB
ajst-14333	1	119	on	on	ADP
ajst-14333	1	120	lengthy	lengthy	ADJ
ajst-14333	1	121	research	research	NOUN
ajst-14333	1	122	papers	paper	NOUN
ajst-14333	1	123	related	relate	VERB
ajst-14333	1	124	to	to	ADP
ajst-14333	1	125	cancer	cancer	NOUN
ajst-14333	1	126	.	.	PUNCT
ajst-14333	2	1	unlike	unlike	ADP
ajst-14333	2	2	previous	previous	ADJ
ajst-14333	2	3	research	research	NOUN
ajst-14333	2	4	that	that	PRON
ajst-14333	2	5	often	often	ADV
ajst-14333	2	6	deals	deal	VERB
ajst-14333	2	7	with	with	ADP
ajst-14333	2	8	shorter	short	ADJ
ajst-14333	2	9	abstracts	abstract	NOUN
ajst-14333	2	10	and	and	CCONJ
ajst-14333	2	11	concise	concise	ADJ
ajst-14333	2	12	summaries	summary	NOUN
ajst-14333	2	13	,	,	PUNCT
ajst-14333	2	14	we	we	PRON
ajst-14333	2	15	curated	curate	VERB
ajst-14333	2	16	a	a	DET
ajst-14333	2	17	unique	unique	ADJ
ajst-14333	2	18	dataset	dataset	NOUN
ajst-14333	2	19	comprising	comprising	NOUN
ajst-14333	2	20	documents	document	NOUN
ajst-14333	2	21	with	with	ADP
ajst-14333	2	22	more	more	ADV
ajst-14333	2	23	extensive	extensive	ADJ
ajst-14333	2	24	content	content	NOUN
ajst-14333	2	25	,	,	PUNCT
ajst-14333	2	26	each	each	PRON
ajst-14333	2	27	exceeding	exceed	VERB
ajst-14333	2	28	6	6	NUM
ajst-14333	2	29	pages	page	NOUN
ajst-14333	2	30	in	in	ADP
ajst-14333	2	31	length	length	NOUN
ajst-14333	2	32	.	.	PUNCT
ajst-14333	3	1	to	to	PART
ajst-14333	3	2	tackle	tackle	VERB
ajst-14333	3	3	this	this	DET
ajst-14333	3	4	classification	classification	NOUN
ajst-14333	3	5	challenge	challenge	NOUN
ajst-14333	3	6	,	,	PUNCT
ajst-14333	3	7	we	we	PRON
ajst-14333	3	8	employed	employ	VERB
ajst-14333	3	9	the	the	DET
ajst-14333	3	10	random	random	ADJ
ajst-14333	3	11	forest	forest	NOUN
ajst-14333	3	12	tree	tree	NOUN
ajst-14333	3	13	method	method	NOUN
ajst-14333	3	14	.	.	PUNCT
ajst-14333	4	1	random	random	ADJ
ajst-14333	4	2	forest	forest	NOUN
ajst-14333	4	3	is	be	AUX
ajst-14333	4	4	a	a	DET
ajst-14333	4	5	powerful	powerful	ADJ
ajst-14333	4	6	ensemble	ensemble	ADJ
ajst-14333	4	7	learning	learning	NOUN
ajst-14333	4	8	technique	technique	NOUN
ajst-14333	4	9	that	that	PRON
ajst-14333	4	10	combines	combine	VERB
ajst-14333	4	11	multiple	multiple	ADJ
ajst-14333	4	12	decision	decision	NOUN
ajst-14333	4	13	trees	tree	NOUN
ajst-14333	4	14	to	to	PART
ajst-14333	4	15	enhance	enhance	VERB
ajst-14333	4	16	classification	classification	NOUN
ajst-14333	4	17	accuracy	accuracy	NOUN
ajst-14333	4	18	and	and	CCONJ
ajst-14333	4	19	robustness	robustness	NOUN
ajst-14333	4	20	.	.	PUNCT
ajst-14333	5	1	it	it	PRON
ajst-14333	5	2	has	have	AUX
ajst-14333	5	3	been	be	AUX
ajst-14333	5	4	widely	widely	ADV
ajst-14333	5	5	adopted	adopt	VERB
ajst-14333	5	6	in	in	ADP
ajst-14333	5	7	the	the	DET
ajst-14333	5	8	field	field	NOUN
ajst-14333	5	9	of	of	ADP
ajst-14333	5	10	machine	machine	NOUN
ajst-14333	5	11	learning	learning	NOUN
ajst-14333	5	12	and	and	CCONJ
ajst-14333	5	13	data	datum	NOUN
ajst-14333	5	14	science	science	NOUN
ajst-14333	5	15	for	for	ADP
ajst-14333	5	16	its	its	PRON
ajst-14333	5	17	effectiveness	effectiveness	NOUN
ajst-14333	5	18	in	in	ADP
ajst-14333	5	19	handling	handle	VERB
ajst-14333	5	20	complex	complex	ADJ
ajst-14333	5	21	classification	classification	NOUN
ajst-14333	5	22	tasks	task	NOUN
ajst-14333	5	23	.	.	PUNCT
ajst-14333	6	1	keywords	keyword	NOUN
ajst-14333	6	2	:	:	PUNCT
ajst-14333	6	3	cancer	cancer	NOUN
ajst-14333	6	4	doc	doc	PROPN
ajst-14333	6	5	classification	classification	NOUN
ajst-14333	6	6	;	;	PUNCT
ajst-14333	6	7	tree	tree	NOUN
ajst-14333	6	8	model	model	NOUN
ajst-14333	6	9	;	;	PUNCT
ajst-14333	6	10	random	random	ADJ
ajst-14333	6	11	forest	forest	NOUN
ajst-14333	6	12	.	.	PUNCT
ajst-14333	7	1	1	1	X
ajst-14333	7	2	.	.	X
ajst-14333	7	3	introduction	introduction	NOUN
ajst-14333	7	4	biomedical	biomedical	ADJ
ajst-14333	7	5	text	text	NOUN
ajst-14333	7	6	document	document	NOUN
ajst-14333	7	7	classification	classification	NOUN
ajst-14333	7	8	,	,	PUNCT
ajst-14333	7	9	particularly	particularly	ADV
ajst-14333	7	10	in	in	ADP
ajst-14333	7	11	the	the	DET
ajst-14333	7	12	context	context	NOUN
ajst-14333	7	13	of	of	ADP
ajst-14333	7	14	cancer	cancer	NOUN
ajst-14333	7	15	document	document	NOUN
ajst-14333	7	16	classification	classification	NOUN
ajst-14333	7	17	,	,	PUNCT
ajst-14333	7	18	has	have	AUX
ajst-14333	7	19	seen	see	VERB
ajst-14333	7	20	significant	significant	ADJ
ajst-14333	7	21	developments	development	NOUN
ajst-14333	7	22	over	over	ADP
ajst-14333	7	23	the	the	DET
ajst-14333	7	24	years	year	NOUN
ajst-14333	7	25	.	.	PUNCT
ajst-14333	8	1	several	several	ADJ
ajst-14333	8	2	seminal	seminal	ADJ
ajst-14333	8	3	publications	publication	NOUN
ajst-14333	8	4	have	have	AUX
ajst-14333	8	5	paved	pave	VERB
ajst-14333	8	6	the	the	DET
ajst-14333	8	7	way	way	NOUN
ajst-14333	8	8	for	for	ADP
ajst-14333	8	9	this	this	DET
ajst-14333	8	10	field	field	NOUN
ajst-14333	8	11	,	,	PUNCT
ajst-14333	8	12	addressing	address	VERB
ajst-14333	8	13	the	the	DET
ajst-14333	8	14	complex	complex	ADJ
ajst-14333	8	15	challenges	challenge	NOUN
ajst-14333	8	16	inherent	inherent	ADJ
ajst-14333	8	17	in	in	ADP
ajst-14333	8	18	the	the	DET
ajst-14333	8	19	analysis	analysis	NOUN
ajst-14333	8	20	of	of	ADP
ajst-14333	8	21	clinical	clinical	ADJ
ajst-14333	8	22	and	and	CCONJ
ajst-14333	8	23	medical	medical	ADJ
ajst-14333	8	24	texts	text	NOUN
ajst-14333	8	25	.	.	PUNCT
ajst-14333	9	1	in	in	ADP
ajst-14333	9	2	this	this	DET
ajst-14333	9	3	section	section	NOUN
ajst-14333	9	4	,	,	PUNCT
ajst-14333	9	5	we	we	PRON
ajst-14333	9	6	delve	delve	VERB
ajst-14333	9	7	into	into	ADP
ajst-14333	9	8	the	the	DET
ajst-14333	9	9	foundational	foundational	ADJ
ajst-14333	9	10	research	research	NOUN
ajst-14333	9	11	that	that	PRON
ajst-14333	9	12	has	have	AUX
ajst-14333	9	13	contributed	contribute	VERB
ajst-14333	9	14	to	to	ADP
ajst-14333	9	15	our	our	PRON
ajst-14333	9	16	understanding	understanding	NOUN
ajst-14333	9	17	of	of	ADP
ajst-14333	9	18	the	the	DET
ajst-14333	9	19	field	field	NOUN
ajst-14333	9	20	and	and	CCONJ
ajst-14333	9	21	the	the	DET
ajst-14333	9	22	issues	issue	NOUN
ajst-14333	9	23	associated	associate	VERB
ajst-14333	9	24	with	with	ADP
ajst-14333	9	25	existing	exist	VERB
ajst-14333	9	26	methods	method	NOUN
ajst-14333	9	27	.	.	PUNCT
ajst-14333	10	1	we	we	PRON
ajst-14333	10	2	then	then	ADV
ajst-14333	10	3	introduce	introduce	VERB
ajst-14333	10	4	our	our	PRON
ajst-14333	10	5	novel	novel	ADJ
ajst-14333	10	6	approach	approach	NOUN
ajst-14333	10	7	utilizing	utilize	VERB
ajst-14333	10	8	random	random	ADJ
ajst-14333	10	9	forest	forest	NOUN
ajst-14333	10	10	and	and	CCONJ
ajst-14333	10	11	emphasize	emphasize	VERB
ajst-14333	10	12	the	the	DET
ajst-14333	10	13	distinct	distinct	ADJ
ajst-14333	10	14	advantages	advantage	NOUN
ajst-14333	10	15	it	it	PRON
ajst-14333	10	16	offers	offer	VERB
ajst-14333	10	17	in	in	ADP
ajst-14333	10	18	addressing	address	VERB
ajst-14333	10	19	these	these	DET
ajst-14333	10	20	challenges	challenge	NOUN
ajst-14333	10	21	.	.	PUNCT
ajst-14333	11	1	the	the	DET
ajst-14333	11	2	work	work	NOUN
ajst-14333	11	3	by	by	ADP
ajst-14333	11	4	pestian	pestian	PROPN
ajst-14333	11	5	et	et	PROPN
ajst-14333	11	6	al	al	PROPN
ajst-14333	11	7	.	.	PUNCT
ajst-14333	12	1	[	[	X
ajst-14333	12	2	1	1	X
ajst-14333	12	3	]	]	PUNCT
ajst-14333	12	4	introduced	introduce	VERB
ajst-14333	12	5	a	a	DET
ajst-14333	12	6	shared	share	VERB
ajst-14333	12	7	task	task	NOUN
ajst-14333	12	8	focused	focus	VERB
ajst-14333	12	9	on	on	ADP
ajst-14333	12	10	the	the	DET
ajst-14333	12	11	multi	multi	ADJ
ajst-14333	12	12	-	-	ADJ
ajst-14333	12	13	label	label	ADJ
ajst-14333	12	14	classification	classification	NOUN
ajst-14333	12	15	of	of	ADP
ajst-14333	12	16	clinical	clinical	ADJ
ajst-14333	12	17	free	free	ADJ
ajst-14333	12	18	text	text	NOUN
ajst-14333	12	19	.	.	PUNCT
ajst-14333	13	1	their	their	PRON
ajst-14333	13	2	research	research	NOUN
ajst-14333	13	3	underscored	underscore	VERB
ajst-14333	13	4	the	the	DET
ajst-14333	13	5	complexities	complexity	NOUN
ajst-14333	13	6	of	of	ADP
ajst-14333	13	7	multi	multi	ADJ
ajst-14333	13	8	-	-	ADJ
ajst-14333	13	9	label	label	ADJ
ajst-14333	13	10	classification	classification	NOUN
ajst-14333	13	11	within	within	ADP
ajst-14333	13	12	free	free	ADJ
ajst-14333	13	13	-	-	PUNCT
ajst-14333	13	14	text	text	NOUN
ajst-14333	13	15	data	datum	NOUN
ajst-14333	13	16	,	,	PUNCT
ajst-14333	13	17	a	a	DET
ajst-14333	13	18	challenge	challenge	NOUN
ajst-14333	13	19	that	that	PRON
ajst-14333	13	20	resonates	resonate	VERB
ajst-14333	13	21	with	with	ADP
ajst-14333	13	22	our	our	PRON
ajst-14333	13	23	own	own	ADJ
ajst-14333	13	24	research	research	NOUN
ajst-14333	13	25	.	.	PUNCT
ajst-14333	14	1	sun	sun	PROPN
ajst-14333	14	2	,	,	PUNCT
ajst-14333	14	3	lim	lim	PROPN
ajst-14333	14	4	,	,	PUNCT
ajst-14333	14	5	and	and	CCONJ
ajst-14333	14	6	liu	liu	PROPN
ajst-14333	15	1	[	[	X
ajst-14333	15	2	2	2	NUM
ajst-14333	15	3	]	]	PUNCT
ajst-14333	15	4	conducted	conduct	VERB
ajst-14333	15	5	a	a	DET
ajst-14333	15	6	comparative	comparative	ADJ
ajst-14333	15	7	study	study	NOUN
ajst-14333	15	8	,	,	PUNCT
ajst-14333	15	9	investigating	investigate	VERB
ajst-14333	15	10	strategies	strategy	NOUN
ajst-14333	15	11	to	to	PART
ajst-14333	15	12	handle	handle	VERB
ajst-14333	15	13	imbalanced	imbalanced	ADJ
ajst-14333	15	14	text	text	NOUN
ajst-14333	15	15	classification	classification	NOUN
ajst-14333	15	16	using	use	VERB
ajst-14333	15	17	support	support	NOUN
ajst-14333	15	18	vector	vector	NOUN
ajst-14333	15	19	machines	machine	NOUN
ajst-14333	15	20	(	(	PUNCT
ajst-14333	15	21	svm	svm	PROPN
ajst-14333	15	22	)	)	PUNCT
ajst-14333	15	23	.	.	PUNCT
ajst-14333	16	1	while	while	SCONJ
ajst-14333	16	2	their	their	PRON
ajst-14333	16	3	research	research	NOUN
ajst-14333	16	4	provided	provide	VERB
ajst-14333	16	5	valuable	valuable	ADJ
ajst-14333	16	6	insights	insight	NOUN
ajst-14333	16	7	,	,	PUNCT
ajst-14333	16	8	it	it	PRON
ajst-14333	16	9	is	be	AUX
ajst-14333	16	10	evident	evident	ADJ
ajst-14333	16	11	that	that	SCONJ
ajst-14333	16	12	handling	handle	VERB
ajst-14333	16	13	imbalanced	imbalanced	ADJ
ajst-14333	16	14	datasets	dataset	NOUN
ajst-14333	16	15	remains	remain	VERB
ajst-14333	16	16	a	a	DET
ajst-14333	16	17	common	common	ADJ
ajst-14333	16	18	hurdle	hurdle	NOUN
ajst-14333	16	19	in	in	ADP
ajst-14333	16	20	medical	medical	ADJ
ajst-14333	16	21	text	text	NOUN
ajst-14333	16	22	classification	classification	NOUN
ajst-14333	16	23	.	.	PUNCT
ajst-14333	17	1	yi	yi	NOUN
ajst-14333	18	1	and	and	CCONJ
ajst-14333	18	2	beheshti	beheshti	VERB
ajst-14333	18	3	[	[	X
ajst-14333	18	4	3	3	NUM
ajst-14333	18	5	]	]	PUNCT
ajst-14333	18	6	proposed	propose	VERB
ajst-14333	18	7	a	a	DET
ajst-14333	18	8	hidden	hide	VERB
ajst-14333	18	9	markov	markov	NOUN
ajst-14333	18	10	modelbased	modelbase	VERB
ajst-14333	18	11	approach	approach	NOUN
ajst-14333	18	12	for	for	ADP
ajst-14333	18	13	medical	medical	ADJ
ajst-14333	18	14	document	document	NOUN
ajst-14333	18	15	text	text	NOUN
ajst-14333	18	16	classification	classification	NOUN
ajst-14333	18	17	,	,	PUNCT
ajst-14333	18	18	shedding	shed	VERB
ajst-14333	18	19	light	light	NOUN
ajst-14333	18	20	on	on	ADP
ajst-14333	18	21	latent	latent	NOUN
ajst-14333	18	22	models	model	NOUN
ajst-14333	18	23	'	'	PART
ajst-14333	18	24	applications	application	NOUN
ajst-14333	18	25	.	.	PUNCT
ajst-14333	19	1	their	their	PRON
ajst-14333	19	2	contribution	contribution	NOUN
ajst-14333	19	3	is	be	AUX
ajst-14333	19	4	vital	vital	ADJ
ajst-14333	19	5	in	in	ADP
ajst-14333	19	6	comprehending	comprehend	VERB
ajst-14333	19	7	the	the	DET
ajst-14333	19	8	intricate	intricate	ADJ
ajst-14333	19	9	structures	structure	NOUN
ajst-14333	19	10	and	and	CCONJ
ajst-14333	19	11	language	language	NOUN
ajst-14333	19	12	patterns	pattern	NOUN
ajst-14333	19	13	within	within	ADP
ajst-14333	19	14	medical	medical	ADJ
ajst-14333	19	15	text	text	NOUN
ajst-14333	19	16	.	.	PUNCT
ajst-14333	20	1	alicante	alicante	PROPN
ajst-14333	20	2	et	et	PROPN
ajst-14333	20	3	al	al	PROPN
ajst-14333	20	4	.	.	PUNCT
ajst-14333	21	1	[	[	X
ajst-14333	21	2	4	4	X
ajst-14333	21	3	]	]	PUNCT
ajst-14333	21	4	conducted	conduct	VERB
ajst-14333	21	5	a	a	DET
ajst-14333	21	6	study	study	NOUN
ajst-14333	21	7	on	on	ADP
ajst-14333	21	8	textual	textual	ADJ
ajst-14333	21	9	features	feature	NOUN
ajst-14333	21	10	for	for	ADP
ajst-14333	21	11	medical	medical	ADJ
ajst-14333	21	12	records	record	NOUN
ajst-14333	21	13	classification	classification	NOUN
ajst-14333	21	14	,	,	PUNCT
ajst-14333	21	15	highlighting	highlight	VERB
ajst-14333	21	16	the	the	DET
ajst-14333	21	17	significance	significance	NOUN
ajst-14333	21	18	of	of	ADP
ajst-14333	21	19	choosing	choose	VERB
ajst-14333	21	20	appropriate	appropriate	ADJ
ajst-14333	21	21	textual	textual	ADJ
ajst-14333	21	22	features	feature	NOUN
ajst-14333	21	23	in	in	ADP
ajst-14333	21	24	research	research	NOUN
ajst-14333	21	25	.	.	PUNCT
ajst-14333	22	1	jindal	jindal	PROPN
ajst-14333	22	2	and	and	CCONJ
ajst-14333	22	3	taneja	taneja	NOUN
ajst-14333	23	1	[	[	X
ajst-14333	23	2	5	5	X
ajst-14333	23	3	]	]	PUNCT
ajst-14333	23	4	adopted	adopt	VERB
ajst-14333	23	5	a	a	DET
ajst-14333	23	6	lexical	lexical	ADJ
ajst-14333	23	7	approach	approach	NOUN
ajst-14333	23	8	for	for	ADP
ajst-14333	23	9	text	text	NOUN
ajst-14333	23	10	categorization	categorization	NOUN
ajst-14333	23	11	of	of	ADP
ajst-14333	23	12	medical	medical	ADJ
ajst-14333	23	13	documents	document	NOUN
ajst-14333	23	14	,	,	PUNCT
ajst-14333	23	15	offering	offer	VERB
ajst-14333	23	16	a	a	DET
ajst-14333	23	17	straightforward	straightforward	ADJ
ajst-14333	23	18	yet	yet	CCONJ
ajst-14333	23	19	effective	effective	ADJ
ajst-14333	23	20	classification	classification	NOUN
ajst-14333	23	21	method	method	NOUN
ajst-14333	23	22	.	.	PUNCT
ajst-14333	24	1	while	while	SCONJ
ajst-14333	24	2	these	these	DET
ajst-14333	24	3	foundational	foundational	ADJ
ajst-14333	24	4	works	work	NOUN
ajst-14333	24	5	have	have	AUX
ajst-14333	24	6	paved	pave	VERB
ajst-14333	24	7	the	the	DET
ajst-14333	24	8	way	way	NOUN
ajst-14333	24	9	for	for	ADP
ajst-14333	24	10	biomedical	biomedical	ADJ
ajst-14333	24	11	text	text	NOUN
ajst-14333	24	12	classification	classification	NOUN
ajst-14333	24	13	,	,	PUNCT
ajst-14333	24	14	they	they	PRON
ajst-14333	24	15	come	come	VERB
ajst-14333	24	16	with	with	ADP
ajst-14333	24	17	their	their	PRON
ajst-14333	24	18	set	set	NOUN
ajst-14333	24	19	of	of	ADP
ajst-14333	24	20	challenges	challenge	NOUN
ajst-14333	24	21	,	,	PUNCT
ajst-14333	24	22	including	include	VERB
ajst-14333	24	23	the	the	DET
ajst-14333	24	24	complexities	complexity	NOUN
ajst-14333	24	25	of	of	ADP
ajst-14333	24	26	multi	multi	ADJ
ajst-14333	24	27	-	-	ADJ
ajst-14333	24	28	label	label	ADJ
ajst-14333	24	29	classification	classification	NOUN
ajst-14333	24	30	,	,	PUNCT
ajst-14333	24	31	imbalanced	imbalanced	ADJ
ajst-14333	24	32	datasets	dataset	NOUN
ajst-14333	24	33	,	,	PUNCT
ajst-14333	24	34	and	and	CCONJ
ajst-14333	24	35	feature	feature	NOUN
ajst-14333	24	36	selection	selection	NOUN
ajst-14333	24	37	.	.	PUNCT
ajst-14333	25	1	in	in	ADP
ajst-14333	25	2	our	our	PRON
ajst-14333	25	3	study	study	NOUN
ajst-14333	25	4	,	,	PUNCT
ajst-14333	25	5	we	we	PRON
ajst-14333	25	6	propose	propose	VERB
ajst-14333	25	7	the	the	DET
ajst-14333	25	8	use	use	NOUN
ajst-14333	25	9	of	of	ADP
ajst-14333	25	10	random	random	ADJ
ajst-14333	25	11	forest	forest	NOUN
ajst-14333	25	12	,	,	PUNCT
ajst-14333	25	13	an	an	DET
ajst-14333	25	14	ensemble	ensemble	ADJ
ajst-14333	25	15	learning	learning	NOUN
ajst-14333	25	16	method	method	NOUN
ajst-14333	25	17	,	,	PUNCT
ajst-14333	25	18	to	to	PART
ajst-14333	25	19	address	address	VERB
ajst-14333	25	20	these	these	DET
ajst-14333	25	21	challenges	challenge	NOUN
ajst-14333	25	22	effectively	effectively	ADV
ajst-14333	25	23	.	.	PUNCT
ajst-14333	26	1	our	our	PRON
ajst-14333	26	2	approach	approach	NOUN
ajst-14333	26	3	offers	offer	VERB
ajst-14333	26	4	several	several	ADJ
ajst-14333	26	5	key	key	ADJ
ajst-14333	26	6	advantages	advantage	NOUN
ajst-14333	26	7	,	,	PUNCT
ajst-14333	26	8	including	include	VERB
ajst-14333	26	9	robustness	robustness	NOUN
ajst-14333	26	10	to	to	ADP
ajst-14333	26	11	imbalanced	imbalanced	ADJ
ajst-14333	26	12	data	datum	NOUN
ajst-14333	26	13	,	,	PUNCT
ajst-14333	26	14	the	the	DET
ajst-14333	26	15	ability	ability	NOUN
ajst-14333	26	16	to	to	PART
ajst-14333	26	17	handle	handle	VERB
ajst-14333	26	18	multi	multi	ADJ
ajst-14333	26	19	-	-	ADJ
ajst-14333	26	20	label	label	ADJ
ajst-14333	26	21	classification	classification	NOUN
ajst-14333	26	22	,	,	PUNCT
ajst-14333	26	23	and	and	CCONJ
ajst-14333	26	24	an	an	DET
ajst-14333	26	25	innate	innate	ADJ
ajst-14333	26	26	feature	feature	NOUN
ajst-14333	26	27	selection	selection	NOUN
ajst-14333	26	28	mechanism	mechanism	NOUN
ajst-14333	26	29	that	that	PRON
ajst-14333	26	30	enhances	enhance	VERB
ajst-14333	26	31	classification	classification	NOUN
ajst-14333	26	32	accuracy	accuracy	NOUN
ajst-14333	26	33	.	.	PUNCT
ajst-14333	27	1	by	by	ADP
ajst-14333	27	2	examining	examine	VERB
ajst-14333	27	3	these	these	DET
ajst-14333	27	4	foundational	foundational	ADJ
ajst-14333	27	5	works	work	NOUN
ajst-14333	27	6	,	,	PUNCT
ajst-14333	27	7	we	we	PRON
ajst-14333	27	8	gain	gain	VERB
ajst-14333	27	9	valuable	valuable	ADJ
ajst-14333	27	10	insights	insight	NOUN
ajst-14333	27	11	into	into	ADP
ajst-14333	27	12	the	the	DET
ajst-14333	27	13	latest	late	ADJ
ajst-14333	27	14	developments	development	NOUN
ajst-14333	27	15	and	and	CCONJ
ajst-14333	27	16	ongoing	ongoing	ADJ
ajst-14333	27	17	challenges	challenge	NOUN
ajst-14333	27	18	in	in	ADP
ajst-14333	27	19	the	the	DET
ajst-14333	27	20	medical	medical	ADJ
ajst-14333	27	21	text	text	NOUN
ajst-14333	27	22	classification	classification	NOUN
ajst-14333	27	23	domain	domain	NOUN
ajst-14333	27	24	.	.	PUNCT
ajst-14333	28	1	our	our	PRON
ajst-14333	28	2	novel	novel	ADJ
ajst-14333	28	3	approach	approach	NOUN
ajst-14333	28	4	leverages	leverage	VERB
ajst-14333	28	5	the	the	DET
ajst-14333	28	6	strengths	strength	NOUN
ajst-14333	28	7	of	of	ADP
ajst-14333	28	8	random	random	ADJ
ajst-14333	28	9	forest	forest	NOUN
ajst-14333	29	1	[	[	X
ajst-14333	29	2	9	9	NUM
ajst-14333	29	3	]	]	PUNCT
ajst-14333	29	4	to	to	PART
ajst-14333	29	5	contribute	contribute	VERB
ajst-14333	29	6	to	to	ADP
ajst-14333	29	7	this	this	DET
ajst-14333	29	8	field	field	NOUN
ajst-14333	29	9	effectively	effectively	ADV
ajst-14333	29	10	and	and	CCONJ
ajst-14333	29	11	offers	offer	VERB
ajst-14333	29	12	a	a	DET
ajst-14333	29	13	promising	promising	ADJ
ajst-14333	29	14	avenue	avenue	NOUN
ajst-14333	29	15	for	for	ADP
ajst-14333	29	16	further	further	ADJ
ajst-14333	29	17	advancements	advancement	NOUN
ajst-14333	29	18	.	.	PUNCT
ajst-14333	30	1	in	in	ADP
ajst-14333	30	2	the	the	DET
ajst-14333	30	3	subsequent	subsequent	ADJ
ajst-14333	30	4	sections	section	NOUN
ajst-14333	30	5	,	,	PUNCT
ajst-14333	30	6	we	we	PRON
ajst-14333	30	7	will	will	AUX
ajst-14333	30	8	delve	delve	VERB
ajst-14333	30	9	into	into	ADP
ajst-14333	30	10	the	the	DET
ajst-14333	30	11	details	detail	NOUN
ajst-14333	30	12	of	of	ADP
ajst-14333	30	13	our	our	PRON
ajst-14333	30	14	methodology	methodology	NOUN
ajst-14333	30	15	and	and	CCONJ
ajst-14333	30	16	present	present	ADJ
ajst-14333	30	17	experimental	experimental	ADJ
ajst-14333	30	18	results	result	NOUN
ajst-14333	30	19	to	to	PART
ajst-14333	30	20	demonstrate	demonstrate	VERB
ajst-14333	30	21	its	its	PRON
ajst-14333	30	22	effectiveness	effectiveness	NOUN
ajst-14333	30	23	in	in	ADP
ajst-14333	30	24	the	the	DET
ajst-14333	30	25	context	context	NOUN
ajst-14333	30	26	of	of	ADP
ajst-14333	30	27	cancer	cancer	NOUN
ajst-14333	30	28	document	document	NOUN
ajst-14333	30	29	classification	classification	NOUN
ajst-14333	30	30	.	.	PUNCT
ajst-14333	31	1	2	2	X
ajst-14333	31	2	.	.	X
ajst-14333	31	3	related	relate	VERB
ajst-14333	31	4	work	work	NOUN
ajst-14333	31	5	several	several	ADJ
ajst-14333	31	6	initial	initial	ADJ
ajst-14333	31	7	publications	publication	NOUN
ajst-14333	31	8	established	establish	VERB
ajst-14333	31	9	the	the	DET
ajst-14333	31	10	groundwork	groundwork	NOUN
ajst-14333	31	11	for	for	ADP
ajst-14333	31	12	the	the	DET
ajst-14333	31	13	biomedical	biomedical	ADJ
ajst-14333	31	14	text	text	NOUN
ajst-14333	31	15	document	document	NOUN
ajst-14333	31	16	classification	classification	NOUN
ajst-14333	31	17	of	of	ADP
ajst-14333	31	18	cancer	cancer	NOUN
ajst-14333	31	19	doc	doc	PROPN
ajst-14333	31	20	classification	classification	NOUN
ajst-14333	31	21	.	.	PUNCT
ajst-14333	32	1	pestian	pestian	PROPN
ajst-14333	32	2	et	et	PROPN
ajst-14333	32	3	al	al	PROPN
ajst-14333	32	4	.	.	PUNCT
ajst-14333	33	1	[	[	X
ajst-14333	33	2	1	1	X
ajst-14333	33	3	]	]	PUNCT
ajst-14333	33	4	introduced	introduce	VERB
ajst-14333	33	5	a	a	DET
ajst-14333	33	6	shared	share	VERB
ajst-14333	33	7	task	task	NOUN
ajst-14333	33	8	involving	involve	VERB
ajst-14333	33	9	multi	multi	ADJ
ajst-14333	33	10	-	-	ADJ
ajst-14333	33	11	label	label	ADJ
ajst-14333	33	12	classification	classification	NOUN
ajst-14333	33	13	of	of	ADP
ajst-14333	33	14	clinical	clinical	ADJ
ajst-14333	33	15	free	free	ADJ
ajst-14333	33	16	text	text	NOUN
ajst-14333	33	17	.	.	PUNCT
ajst-14333	34	1	their	their	PRON
ajst-14333	34	2	work	work	NOUN
ajst-14333	34	3	emphasized	emphasize	VERB
ajst-14333	34	4	the	the	DET
ajst-14333	34	5	challenges	challenge	NOUN
ajst-14333	34	6	of	of	ADP
ajst-14333	34	7	multi	multi	ADJ
ajst-14333	34	8	-	-	ADJ
ajst-14333	34	9	label	label	ADJ
ajst-14333	34	10	classification	classification	NOUN
ajst-14333	34	11	on	on	ADP
ajst-14333	34	12	free	free	ADJ
ajst-14333	34	13	-	-	PUNCT
ajst-14333	34	14	text	text	NOUN
ajst-14333	34	15	data	datum	NOUN
ajst-14333	34	16	,	,	PUNCT
ajst-14333	34	17	which	which	PRON
ajst-14333	34	18	is	be	AUX
ajst-14333	34	19	also	also	ADV
ajst-14333	34	20	of	of	ADP
ajst-14333	34	21	significance	significance	NOUN
ajst-14333	34	22	to	to	ADP
ajst-14333	34	23	our	our	PRON
ajst-14333	34	24	research	research	NOUN
ajst-14333	34	25	.	.	PUNCT
ajst-14333	35	1	sun	sun	PROPN
ajst-14333	35	2	,	,	PUNCT
ajst-14333	35	3	lim	lim	PROPN
ajst-14333	35	4	,	,	PUNCT
ajst-14333	35	5	and	and	CCONJ
ajst-14333	35	6	liu	liu	PROPN
ajst-14333	36	1	[	[	X
ajst-14333	36	2	2	2	NUM
ajst-14333	36	3	]	]	PUNCT
ajst-14333	36	4	conducted	conduct	VERB
ajst-14333	36	5	a	a	DET
ajst-14333	36	6	comparative	comparative	ADJ
ajst-14333	36	7	study	study	NOUN
ajst-14333	36	8	on	on	ADP
ajst-14333	36	9	strategies	strategy	NOUN
ajst-14333	36	10	for	for	ADP
ajst-14333	36	11	handling	handle	VERB
ajst-14333	36	12	imbalanced	imbalanced	ADJ
ajst-14333	36	13	text	text	NOUN
ajst-14333	36	14	classification	classification	NOUN
ajst-14333	36	15	using	use	VERB
ajst-14333	36	16	support	support	NOUN
ajst-14333	36	17	vector	vector	NOUN
ajst-14333	36	18	machines	machine	NOUN
ajst-14333	36	19	(	(	PUNCT
ajst-14333	36	20	svm	svm	PROPN
ajst-14333	36	21	)	)	PUNCT
ajst-14333	36	22	.	.	PUNCT
ajst-14333	37	1	their	their	PRON
ajst-14333	37	2	research	research	NOUN
ajst-14333	37	3	offers	offer	VERB
ajst-14333	37	4	methods	method	NOUN
ajst-14333	37	5	for	for	ADP
ajst-14333	37	6	dealing	deal	VERB
ajst-14333	37	7	with	with	ADP
ajst-14333	37	8	imbalanced	imbalanced	ADJ
ajst-14333	37	9	datasets	dataset	NOUN
ajst-14333	37	10	,	,	PUNCT
ajst-14333	37	11	a	a	DET
ajst-14333	37	12	common	common	ADJ
ajst-14333	37	13	issue	issue	NOUN
ajst-14333	37	14	in	in	ADP
ajst-14333	37	15	medical	medical	ADJ
ajst-14333	37	16	text	text	NOUN
ajst-14333	37	17	classification	classification	NOUN
ajst-14333	37	18	.	.	PUNCT
ajst-14333	38	1	yi	yi	NOUN
ajst-14333	39	1	and	and	CCONJ
ajst-14333	39	2	beheshti	beheshti	VERB
ajst-14333	39	3	[	[	X
ajst-14333	39	4	3	3	NUM
ajst-14333	39	5	]	]	PUNCT
ajst-14333	39	6	proposed	propose	VERB
ajst-14333	40	1	a	a	DET
ajst-14333	40	2	hidden	hide	VERB
ajst-14333	40	3	markov	markov	NOUN
ajst-14333	40	4	modelbased	modelbase	VERB
ajst-14333	40	5	text	text	NOUN
ajst-14333	40	6	classification	classification	NOUN
ajst-14333	40	7	approach	approach	NOUN
ajst-14333	40	8	for	for	ADP
ajst-14333	40	9	medical	medical	ADJ
ajst-14333	40	10	documents	document	NOUN
ajst-14333	40	11	.	.	PUNCT
ajst-14333	41	1	their	their	PRON
ajst-14333	41	2	study	study	NOUN
ajst-14333	41	3	explores	explore	VERB
ajst-14333	41	4	the	the	DET
ajst-14333	41	5	application	application	NOUN
ajst-14333	41	6	of	of	ADP
ajst-14333	41	7	latent	latent	NOUN
ajst-14333	41	8	models	model	NOUN
ajst-14333	41	9	,	,	PUNCT
ajst-14333	41	10	which	which	PRON
ajst-14333	41	11	helps	help	VERB
ajst-14333	41	12	us	we	PRON
ajst-14333	41	13	better	well	ADV
ajst-14333	41	14	understand	understand	VERB
ajst-14333	41	15	the	the	DET
ajst-14333	41	16	structure	structure	NOUN
ajst-14333	41	17	and	and	CCONJ
ajst-14333	41	18	language	language	NOUN
ajst-14333	41	19	patterns	pattern	NOUN
ajst-14333	41	20	in	in	ADP
ajst-14333	41	21	medical	medical	ADJ
ajst-14333	41	22	text	text	NOUN
ajst-14333	41	23	.	.	PUNCT
ajst-14333	42	1	alicante	alicante	PROPN
ajst-14333	42	2	et	et	PROPN
ajst-14333	42	3	al	al	PROPN
ajst-14333	42	4	.	.	PUNCT
ajst-14333	43	1	[	[	X
ajst-14333	43	2	4	4	X
ajst-14333	43	3	]	]	PUNCT
ajst-14333	43	4	conducted	conduct	VERB
ajst-14333	43	5	a	a	DET
ajst-14333	43	6	study	study	NOUN
ajst-14333	43	7	on	on	ADP
ajst-14333	43	8	textual	textual	ADJ
ajst-14333	43	9	features	feature	NOUN
ajst-14333	43	10	for	for	ADP
ajst-14333	43	11	medical	medical	ADJ
ajst-14333	43	12	records	record	NOUN
ajst-14333	43	13	classification	classification	NOUN
ajst-14333	43	14	.	.	PUNCT
ajst-14333	44	1	their	their	PRON
ajst-14333	44	2	work	work	NOUN
ajst-14333	44	3	emphasizes	emphasize	VERB
ajst-14333	44	4	the	the	DET
ajst-14333	44	5	importance	importance	NOUN
ajst-14333	44	6	of	of	ADP
ajst-14333	44	7	textual	textual	ADJ
ajst-14333	44	8	features	feature	NOUN
ajst-14333	44	9	,	,	PUNCT
ajst-14333	44	10	which	which	PRON
ajst-14333	44	11	can	can	AUX
ajst-14333	44	12	guide	guide	VERB
ajst-14333	44	13	us	we	PRON
ajst-14333	44	14	in	in	ADP
ajst-14333	44	15	selecting	select	VERB
ajst-14333	44	16	appropriate	appropriate	ADJ
ajst-14333	44	17	features	feature	NOUN
ajst-14333	44	18	for	for	ADP
ajst-14333	44	19	our	our	PRON
ajst-14333	44	20	research	research	NOUN
ajst-14333	44	21	.	.	PUNCT
ajst-14333	45	1	jindal	jindal	PROPN
ajst-14333	45	2	and	and	CCONJ
ajst-14333	45	3	taneja	taneja	NOUN
ajst-14333	46	1	[	[	X
ajst-14333	46	2	5	5	X
ajst-14333	46	3	]	]	PUNCT
ajst-14333	46	4	adopted	adopt	VERB
ajst-14333	46	5	a	a	DET
ajst-14333	46	6	lexical	lexical	ADJ
ajst-14333	46	7	approach	approach	NOUN
ajst-14333	46	8	for	for	ADP
ajst-14333	46	9	text	text	NOUN
ajst-14333	46	10	categorization	categorization	NOUN
ajst-14333	46	11	of	of	ADP
ajst-14333	46	12	medical	medical	ADJ
ajst-14333	46	13	documents	document	NOUN
ajst-14333	46	14	.	.	PUNCT
ajst-14333	47	1	their	their	PRON
ajst-14333	47	2	research	research	NOUN
ajst-14333	47	3	provides	provide	VERB
ajst-14333	47	4	a	a	DET
ajst-14333	47	5	simple	simple	ADJ
ajst-14333	47	6	yet	yet	CCONJ
ajst-14333	47	7	effective	effective	ADJ
ajst-14333	47	8	method	method	NOUN
ajst-14333	47	9	for	for	ADP
ajst-14333	47	10	279	279	NUM
ajst-14333	47	11	classifying	classify	VERB
ajst-14333	47	12	medical	medical	ADJ
ajst-14333	47	13	text	text	NOUN
ajst-14333	47	14	.	.	PUNCT
ajst-14333	48	1	these	these	DET
ajst-14333	48	2	related	relate	VERB
ajst-14333	48	3	works	work	NOUN
ajst-14333	48	4	provide	provide	VERB
ajst-14333	48	5	valuable	valuable	ADJ
ajst-14333	48	6	background	background	NOUN
ajst-14333	48	7	information	information	NOUN
ajst-14333	48	8	for	for	ADP
ajst-14333	48	9	our	our	PRON
ajst-14333	48	10	research	research	NOUN
ajst-14333	48	11	and	and	CCONJ
ajst-14333	48	12	highlight	highlight	VERB
ajst-14333	48	13	the	the	DET
ajst-14333	48	14	uniqueness	uniqueness	NOUN
ajst-14333	48	15	and	and	CCONJ
ajst-14333	48	16	innovation	innovation	NOUN
ajst-14333	48	17	of	of	ADP
ajst-14333	48	18	our	our	PRON
ajst-14333	48	19	study	study	NOUN
ajst-14333	48	20	.	.	PUNCT
ajst-14333	49	1	by	by	ADP
ajst-14333	49	2	reviewing	review	VERB
ajst-14333	49	3	this	this	DET
ajst-14333	49	4	literature	literature	NOUN
ajst-14333	49	5	,	,	PUNCT
ajst-14333	49	6	we	we	PRON
ajst-14333	49	7	gain	gain	VERB
ajst-14333	49	8	a	a	DET
ajst-14333	49	9	better	well	ADJ
ajst-14333	49	10	understanding	understanding	NOUN
ajst-14333	49	11	of	of	ADP
ajst-14333	49	12	the	the	DET
ajst-14333	49	13	latest	late	ADJ
ajst-14333	49	14	developments	development	NOUN
ajst-14333	49	15	and	and	CCONJ
ajst-14333	49	16	challenges	challenge	NOUN
ajst-14333	49	17	in	in	ADP
ajst-14333	49	18	the	the	DET
ajst-14333	49	19	field	field	NOUN
ajst-14333	49	20	of	of	ADP
ajst-14333	49	21	medical	medical	ADJ
ajst-14333	49	22	text	text	NOUN
ajst-14333	49	23	classification	classification	NOUN
ajst-14333	49	24	,	,	PUNCT
ajst-14333	49	25	which	which	PRON
ajst-14333	49	26	helps	help	VERB
ajst-14333	49	27	us	we	PRON
ajst-14333	49	28	position	position	NOUN
ajst-14333	49	29	and	and	CCONJ
ajst-14333	49	30	contribute	contribute	VERB
ajst-14333	49	31	to	to	ADP
ajst-14333	49	32	this	this	DET
ajst-14333	49	33	field	field	NOUN
ajst-14333	49	34	more	more	ADV
ajst-14333	49	35	effectively	effectively	ADV
ajst-14333	49	36	.	.	PUNCT
ajst-14333	50	1	3	3	X
ajst-14333	50	2	.	.	X
ajst-14333	50	3	methodology	methodology	NOUN
ajst-14333	50	4	random	random	ADJ
ajst-14333	50	5	forest	forest	NOUN
ajst-14333	51	1	[	[	X
ajst-14333	51	2	8	8	NUM
ajst-14333	51	3	]	]	PUNCT
ajst-14333	51	4	is	be	AUX
ajst-14333	51	5	an	an	DET
ajst-14333	51	6	ensemble	ensemble	ADJ
ajst-14333	51	7	learning	learning	NOUN
ajst-14333	51	8	method	method	NOUN
ajst-14333	51	9	that	that	PRON
ajst-14333	51	10	combines	combine	VERB
ajst-14333	51	11	multiple	multiple	ADJ
ajst-14333	51	12	decision	decision	NOUN
ajst-14333	51	13	trees	tree	NOUN
ajst-14333	51	14	to	to	PART
ajst-14333	51	15	improve	improve	VERB
ajst-14333	51	16	predictive	predictive	ADJ
ajst-14333	51	17	accuracy	accuracy	NOUN
ajst-14333	51	18	and	and	CCONJ
ajst-14333	51	19	reduce	reduce	VERB
ajst-14333	51	20	overfitting	overfitting	NOUN
ajst-14333	51	21	.	.	PUNCT
ajst-14333	52	1	as	as	SCONJ
ajst-14333	52	2	shown	show	VERB
ajst-14333	52	3	in	in	ADP
ajst-14333	52	4	figure	figure	NOUN
ajst-14333	52	5	1	1	NUM
ajst-14333	52	6	,	,	PUNCT
ajst-14333	52	7	the	the	DET
ajst-14333	52	8	random	random	ADJ
ajst-14333	52	9	forest	forest	NOUN
ajst-14333	52	10	model	model	NOUN
ajst-14333	52	11	consists	consist	VERB
ajst-14333	52	12	of	of	ADP
ajst-14333	52	13	a	a	DET
ajst-14333	52	14	collection	collection	NOUN
ajst-14333	52	15	of	of	ADP
ajst-14333	52	16	decision	decision	NOUN
ajst-14333	52	17	trees	tree	NOUN
ajst-14333	52	18	,	,	PUNCT
ajst-14333	52	19	each	each	PRON
ajst-14333	52	20	trained	train	VERB
ajst-14333	52	21	on	on	ADP
ajst-14333	52	22	a	a	DET
ajst-14333	52	23	different	different	ADJ
ajst-14333	52	24	subset	subset	NOUN
ajst-14333	52	25	of	of	ADP
ajst-14333	52	26	the	the	DET
ajst-14333	52	27	training	training	NOUN
ajst-14333	52	28	data	datum	NOUN
ajst-14333	52	29	.	.	PUNCT
ajst-14333	53	1	these	these	DET
ajst-14333	53	2	subsets	subset	NOUN
ajst-14333	53	3	are	be	AUX
ajst-14333	53	4	created	create	VERB
ajst-14333	53	5	through	through	ADP
ajst-14333	53	6	bootstrapping	bootstrappe	VERB
ajst-14333	53	7	,	,	PUNCT
ajst-14333	53	8	which	which	PRON
ajst-14333	53	9	involves	involve	VERB
ajst-14333	53	10	randomly	randomly	ADV
ajst-14333	53	11	selecting	select	VERB
ajst-14333	53	12	samples	sample	NOUN
ajst-14333	53	13	with	with	ADP
ajst-14333	53	14	replacement	replacement	NOUN
ajst-14333	53	15	.	.	PUNCT
ajst-14333	54	1	in	in	ADP
ajst-14333	54	2	the	the	DET
ajst-14333	54	3	construction	construction	NOUN
ajst-14333	54	4	of	of	ADP
ajst-14333	54	5	each	each	DET
ajst-14333	54	6	tree	tree	NOUN
ajst-14333	54	7	,	,	PUNCT
ajst-14333	54	8	a	a	DET
ajst-14333	54	9	random	random	ADJ
ajst-14333	54	10	subset	subset	NOUN
ajst-14333	54	11	of	of	ADP
ajst-14333	54	12	features	feature	NOUN
ajst-14333	54	13	is	be	AUX
ajst-14333	54	14	considered	consider	VERB
ajst-14333	54	15	at	at	ADP
ajst-14333	54	16	each	each	DET
ajst-14333	54	17	split	split	NOUN
ajst-14333	54	18	,	,	PUNCT
ajst-14333	54	19	which	which	PRON
ajst-14333	54	20	helps	help	VERB
ajst-14333	54	21	promote	promote	VERB
ajst-14333	54	22	diversity	diversity	NOUN
ajst-14333	54	23	among	among	ADP
ajst-14333	54	24	the	the	DET
ajst-14333	54	25	trees	tree	NOUN
ajst-14333	54	26	.	.	PUNCT
ajst-14333	55	1	during	during	ADP
ajst-14333	55	2	prediction	prediction	NOUN
ajst-14333	55	3	,	,	PUNCT
ajst-14333	55	4	the	the	DET
ajst-14333	55	5	results	result	NOUN
ajst-14333	55	6	of	of	ADP
ajst-14333	55	7	all	all	DET
ajst-14333	55	8	individual	individual	ADJ
ajst-14333	55	9	trees	tree	NOUN
ajst-14333	55	10	are	be	AUX
ajst-14333	55	11	aggregated	aggregate	VERB
ajst-14333	55	12	through	through	ADP
ajst-14333	55	13	voting	voting	NOUN
ajst-14333	55	14	(	(	PUNCT
ajst-14333	55	15	for	for	ADP
ajst-14333	55	16	classification	classification	NOUN
ajst-14333	55	17	)	)	PUNCT
ajst-14333	55	18	or	or	CCONJ
ajst-14333	55	19	averaging	average	VERB
ajst-14333	55	20	(	(	PUNCT
ajst-14333	55	21	for	for	ADP
ajst-14333	55	22	regression	regression	NOUN
ajst-14333	55	23	)	)	PUNCT
ajst-14333	55	24	to	to	PART
ajst-14333	55	25	produce	produce	VERB
ajst-14333	55	26	a	a	DET
ajst-14333	55	27	final	final	ADJ
ajst-14333	55	28	prediction	prediction	NOUN
ajst-14333	55	29	.	.	PUNCT
ajst-14333	56	1	this	this	DET
ajst-14333	56	2	ensemble	ensemble	ADJ
ajst-14333	56	3	approach	approach	NOUN
ajst-14333	56	4	improves	improve	VERB
ajst-14333	56	5	the	the	DET
ajst-14333	56	6	model	model	NOUN
ajst-14333	56	7	's	's	PART
ajst-14333	56	8	robustness	robustness	NOUN
ajst-14333	56	9	and	and	CCONJ
ajst-14333	56	10	generalization	generalization	NOUN
ajst-14333	56	11	,	,	PUNCT
ajst-14333	56	12	making	make	VERB
ajst-14333	56	13	it	it	PRON
ajst-14333	56	14	less	less	ADV
ajst-14333	56	15	prone	prone	ADJ
ajst-14333	56	16	to	to	ADP
ajst-14333	56	17	overfitting	overfitte	VERB
ajst-14333	56	18	.	.	PUNCT
ajst-14333	57	1	figure	figure	NOUN
ajst-14333	57	2	1	1	NUM
ajst-14333	57	3	.	.	PUNCT
ajst-14333	58	1	random	random	ADJ
ajst-14333	58	2	forest	forest	NOUN
ajst-14333	58	3	for	for	ADP
ajst-14333	58	4	a	a	DET
ajst-14333	58	5	new	new	ADJ
ajst-14333	58	6	input	input	NOUN
ajst-14333	58	7	sample	sample	NOUN
ajst-14333	59	1	,	,	PUNCT
ajst-14333	59	2	the	the	DET
ajst-14333	59	3	classification	classification	NOUN
ajst-14333	59	4	result	result	NOUN
ajst-14333	59	5	in	in	ADP
ajst-14333	59	6	random	random	ADJ
ajst-14333	59	7	forest	forest	NOUN
ajst-14333	59	8	is	be	AUX
ajst-14333	59	9	:	:	PUNCT
ajst-14333	59	10	𝑅𝐹	𝑅𝐹	PROPN
ajst-14333	59	11	𝑥	𝑥	PROPN
ajst-14333	59	12	𝑀𝑜𝑑𝑒	𝑀𝑜𝑑𝑒	PROPN
ajst-14333	59	13	𝑇1	𝑇1	PROPN
ajst-14333	59	14	𝑥	𝑥	NOUN
ajst-14333	59	15	,	,	PUNCT
ajst-14333	59	16	𝑇2	𝑇2	PROPN
ajst-14333	59	17	𝑥	𝑥	PROPN
ajst-14333	59	18	,	,	PUNCT
ajst-14333	59	19	…	…	PUNCT
ajst-14333	59	20	,	,	PUNCT
ajst-14333	59	21	𝑇	𝑇	PROPN
ajst-14333	59	22	𝑥	𝑥	PROPN
ajst-14333	59	23	1	1	NUM
ajst-14333	59	24	here	here	ADV
ajst-14333	59	25	,	,	PUNCT
ajst-14333	59	26	𝑇	𝑇	PROPN
ajst-14333	59	27	𝑥	𝑥	PROPN
ajst-14333	59	28	represents	represent	VERB
ajst-14333	59	29	the	the	DET
ajst-14333	59	30	prediction	prediction	NOUN
ajst-14333	59	31	of	of	ADP
ajst-14333	59	32	the	the	DET
ajst-14333	59	33	-th	-th	ADJ
ajst-14333	59	34	decision	decision	NOUN
ajst-14333	59	35	tree	tree	NOUN
ajst-14333	59	36	,	,	PUNCT
ajst-14333	59	37	and	and	CCONJ
ajst-14333	59	38	selects	select	VERB
ajst-14333	59	39	the	the	DET
ajst-14333	59	40	class	class	NOUN
ajst-14333	59	41	with	with	ADP
ajst-14333	59	42	the	the	DET
ajst-14333	59	43	highest	high	ADJ
ajst-14333	59	44	frequency	frequency	NOUN
ajst-14333	59	45	.	.	PUNCT
ajst-14333	60	1	random	random	ADJ
ajst-14333	60	2	forest	forest	NOUN
ajst-14333	60	3	excels	excel	NOUN
ajst-14333	60	4	at	at	ADP
ajst-14333	60	5	pattern	pattern	NOUN
ajst-14333	60	6	generalization	generalization	NOUN
ajst-14333	60	7	,	,	PUNCT
ajst-14333	60	8	especially	especially	ADV
ajst-14333	60	9	when	when	SCONJ
ajst-14333	60	10	coupled	couple	VERB
ajst-14333	60	11	with	with	ADP
ajst-14333	60	12	data	datum	NOUN
ajst-14333	60	13	augmentation	augmentation	NOUN
ajst-14333	60	14	.	.	PUNCT
ajst-14333	61	1	for	for	ADP
ajst-14333	61	2	binary	binary	ADJ
ajst-14333	61	3	classification	classification	NOUN
ajst-14333	61	4	,	,	PUNCT
ajst-14333	61	5	we	we	PRON
ajst-14333	61	6	use	use	VERB
ajst-14333	61	7	binary	binary	PROPN
ajst-14333	61	8	cross	cross	NOUN
ajst-14333	61	9	-	-	NOUN
ajst-14333	61	10	entropy	entropy	ADJ
ajst-14333	61	11	[	[	X
ajst-14333	61	12	9	9	NUM
ajst-14333	61	13	]	]	PUNCT
ajst-14333	61	14	as	as	ADP
ajst-14333	61	15	the	the	DET
ajst-14333	61	16	loss	loss	NOUN
ajst-14333	61	17	function	function	NOUN
ajst-14333	61	18	:	:	PUNCT
ajst-14333	61	19	𝐿	𝐿	PROPN
ajst-14333	61	20	𝑦	𝑦	PROPN
ajst-14333	61	21	,	,	PUNCT
ajst-14333	61	22	𝑝	𝑝	PROPN
ajst-14333	61	23	1	1	NUM
ajst-14333	61	24	∑	∑	PART
ajst-14333	61	25	𝑦	𝑦	NOUN
ajst-14333	61	26	∙	∙	PROPN
ajst-14333	61	27	log	log	VERB
ajst-14333	61	28	𝑝	𝑝	NOUN
ajst-14333	61	29	1	1	NUM
ajst-14333	61	30	𝑦	𝑦	NOUN
ajst-14333	61	31	∙	∙	PROPN
ajst-14333	61	32	log	log	NOUN
ajst-14333	61	33	1	1	NUM
ajst-14333	61	34	𝑝1	𝑝1	NOUN
ajst-14333	61	35	2	2	NUM
ajst-14333	61	36	å	å	PROPN
ajst-14333	61	37	here	here	ADV
ajst-14333	61	38	,	,	PUNCT
ajst-14333	61	39	𝐿	𝐿	PROPN
ajst-14333	61	40	𝑦	𝑦	PROPN
ajst-14333	61	41	,	,	PUNCT
ajst-14333	61	42	𝑝	𝑝	PROPN
ajst-14333	61	43	is	be	AUX
ajst-14333	61	44	the	the	DET
ajst-14333	61	45	binary	binary	PROPN
ajst-14333	61	46	cross	cross	PROPN
ajst-14333	61	47	-	-	ADJ
ajst-14333	61	48	entropy	entropy	ADJ
ajst-14333	61	49	loss	loss	NOUN
ajst-14333	61	50	[	[	X
ajst-14333	61	51	9	9	NUM
ajst-14333	61	52	]	]	PUNCT
ajst-14333	61	53	,	,	PUNCT
ajst-14333	61	54	𝑁	𝑁	PROPN
ajst-14333	61	55	is	be	AUX
ajst-14333	61	56	the	the	DET
ajst-14333	61	57	number	number	NOUN
ajst-14333	61	58	of	of	ADP
ajst-14333	61	59	samples	sample	NOUN
ajst-14333	61	60	,	,	PUNCT
ajst-14333	61	61	𝑦	𝑦	NOUN
ajst-14333	61	62	is	be	AUX
ajst-14333	61	63	the	the	DET
ajst-14333	61	64	true	true	ADJ
ajst-14333	61	65	binary	binary	ADJ
ajst-14333	61	66	label	label	NOUN
ajst-14333	61	67	(	(	PUNCT
ajst-14333	61	68	0	0	NUM
ajst-14333	61	69	for	for	ADP
ajst-14333	61	70	"	"	PUNCT
ajst-14333	61	71	ok	ok	INTJ
ajst-14333	61	72	"	"	PUNCT
ajst-14333	61	73	and	and	CCONJ
ajst-14333	61	74	1	1	NUM
ajst-14333	61	75	for	for	ADP
ajst-14333	61	76	"	"	PUNCT
ajst-14333	61	77	defective	defective	ADJ
ajst-14333	61	78	"	"	PUNCT
ajst-14333	61	79	)	)	PUNCT
ajst-14333	61	80	for	for	ADP
ajst-14333	61	81	the	the	DET
ajst-14333	61	82	𝑖-th	𝑖-th	PROPN
ajst-14333	61	83	sample	sample	NOUN
ajst-14333	61	84	,	,	PUNCT
ajst-14333	61	85	and	and	CCONJ
ajst-14333	61	86	𝑝	𝑝	NOUN
ajst-14333	61	87	is	be	AUX
ajst-14333	61	88	the	the	DET
ajst-14333	61	89	predicted	predict	VERB
ajst-14333	61	90	probability	probability	NOUN
ajst-14333	61	91	that	that	SCONJ
ajst-14333	61	92	the	the	DET
ajst-14333	61	93	𝑖	𝑖	PROPN
ajst-14333	61	94	-th	-th	NOUN
ajst-14333	61	95	sample	sample	NOUN
ajst-14333	61	96	belongs	belong	VERB
ajst-14333	61	97	to	to	ADP
ajst-14333	61	98	the	the	DET
ajst-14333	61	99	"	"	PUNCT
ajst-14333	61	100	defective	defective	ADJ
ajst-14333	61	101	"	"	PUNCT
ajst-14333	61	102	class	class	NOUN
ajst-14333	61	103	.	.	PUNCT
ajst-14333	62	1	in	in	ADP
ajst-14333	62	2	our	our	PRON
ajst-14333	62	3	research	research	NOUN
ajst-14333	62	4	,	,	PUNCT
ajst-14333	62	5	we	we	PRON
ajst-14333	62	6	utilize	utilize	VERB
ajst-14333	62	7	the	the	DET
ajst-14333	62	8	random	random	ADJ
ajst-14333	62	9	forest	forest	NOUN
ajst-14333	62	10	model	model	NOUN
ajst-14333	62	11	the	the	DET
ajst-14333	62	12	adam	adam	PROPN
ajst-14333	62	13	optimization	optimization	NOUN
ajst-14333	62	14	algorithm	algorithm	NOUN
ajst-14333	62	15	for	for	ADP
ajst-14333	62	16	training	training	NOUN
ajst-14333	62	17	.	.	PUNCT
ajst-14333	63	1	the	the	DET
ajst-14333	63	2	adam	adam	PROPN
ajst-14333	63	3	optimizer	optimizer	NOUN
ajst-14333	63	4	adapts	adapt	VERB
ajst-14333	63	5	learning	learn	VERB
ajst-14333	63	6	rates	rate	NOUN
ajst-14333	63	7	for	for	ADP
ajst-14333	63	8	each	each	DET
ajst-14333	63	9	parameter	parameter	NOUN
ajst-14333	63	10	during	during	ADP
ajst-14333	63	11	training	training	NOUN
ajst-14333	63	12	,	,	PUNCT
ajst-14333	63	13	enhancing	enhance	VERB
ajst-14333	63	14	the	the	DET
ajst-14333	63	15	convergence	convergence	NOUN
ajst-14333	63	16	and	and	CCONJ
ajst-14333	63	17	training	training	NOUN
ajst-14333	63	18	speed	speed	NOUN
ajst-14333	63	19	[	[	X
ajst-14333	63	20	10][11	10][11	NUM
ajst-14333	63	21	]	]	PUNCT
ajst-14333	63	22	.	.	PUNCT
ajst-14333	64	1	this	this	DET
ajst-14333	64	2	combination	combination	NOUN
ajst-14333	64	3	promises	promise	VERB
ajst-14333	64	4	to	to	PART
ajst-14333	64	5	improve	improve	VERB
ajst-14333	64	6	defect	defect	NOUN
ajst-14333	64	7	detection	detection	NOUN
ajst-14333	64	8	accuracy	accuracy	NOUN
ajst-14333	64	9	and	and	CCONJ
ajst-14333	64	10	overall	overall	ADJ
ajst-14333	64	11	efficiency	efficiency	NOUN
ajst-14333	64	12	in	in	ADP
ajst-14333	64	13	the	the	DET
ajst-14333	64	14	quality	quality	NOUN
ajst-14333	64	15	control	control	NOUN
ajst-14333	64	16	process	process	NOUN
ajst-14333	64	17	.	.	PUNCT
ajst-14333	65	1	4	4	X
ajst-14333	65	2	.	.	X
ajst-14333	65	3	experiments	experiment	NOUN
ajst-14333	65	4	4.1	4.1	NUM
ajst-14333	65	5	.	.	PUNCT
ajst-14333	66	1	datasets	dataset	VERB
ajst-14333	66	2	this	this	DET
ajst-14333	66	3	dataset	dataset	NOUN
ajst-14333	66	4	,	,	PUNCT
ajst-14333	66	5	consisting	consist	VERB
ajst-14333	66	6	of	of	ADP
ajst-14333	66	7	7569	7569	NUM
ajst-14333	66	8	publications	publication	NOUN
ajst-14333	66	9	focusing	focus	VERB
ajst-14333	66	10	on	on	ADP
ajst-14333	66	11	biomedical	biomedical	ADJ
ajst-14333	66	12	text	text	NOUN
ajst-14333	66	13	document	document	NOUN
ajst-14333	66	14	classification	classification	NOUN
ajst-14333	66	15	,	,	PUNCT
ajst-14333	66	16	provides	provide	VERB
ajst-14333	66	17	an	an	DET
ajst-14333	66	18	invaluable	invaluable	ADJ
ajst-14333	66	19	resource	resource	NOUN
ajst-14333	66	20	for	for	ADP
ajst-14333	66	21	researchers	researcher	NOUN
ajst-14333	66	22	and	and	CCONJ
ajst-14333	66	23	professionals	professional	NOUN
ajst-14333	66	24	,	,	PUNCT
ajst-14333	66	25	offering	offer	VERB
ajst-14333	66	26	a	a	DET
ajst-14333	66	27	diverse	diverse	ADJ
ajst-14333	66	28	range	range	NOUN
ajst-14333	66	29	of	of	ADP
ajst-14333	66	30	health	health	NOUN
ajst-14333	66	31	-	-	PUNCT
ajst-14333	66	32	related	relate	VERB
ajst-14333	66	33	topics	topic	NOUN
ajst-14333	66	34	,	,	PUNCT
ajst-14333	66	35	particularly	particularly	ADV
ajst-14333	66	36	in	in	ADP
ajst-14333	66	37	the	the	DET
ajst-14333	66	38	context	context	NOUN
ajst-14333	66	39	of	of	ADP
ajst-14333	66	40	cancer	cancer	NOUN
ajst-14333	66	41	,	,	PUNCT
ajst-14333	66	42	including	include	VERB
ajst-14333	66	43	'	'	PUNCT
ajst-14333	66	44	thyroid	thyroid	NOUN
ajst-14333	66	45	cancer	cancer	NOUN
ajst-14333	66	46	,	,	PUNCT
ajst-14333	66	47	'	'	PUNCT
ajst-14333	66	48	'	'	PUNCT
ajst-14333	66	49	colon	colon	NOUN
ajst-14333	66	50	cancer	cancer	NOUN
ajst-14333	66	51	,	,	PUNCT
ajst-14333	66	52	'	'	PUNCT
ajst-14333	66	53	and	and	CCONJ
ajst-14333	66	54	'	'	PUNCT
ajst-14333	66	55	lung	lung	NOUN
ajst-14333	66	56	cancer	cancer	NOUN
ajst-14333	66	57	.	.	PUNCT
ajst-14333	66	58	'	'	PUNCT
ajst-14333	67	1	with	with	ADP
ajst-14333	67	2	an	an	DET
ajst-14333	67	3	impressive	impressive	ADJ
ajst-14333	67	4	usability	usability	NOUN
ajst-14333	67	5	score	score	NOUN
ajst-14333	67	6	of	of	ADP
ajst-14333	67	7	9.41	9.41	NUM
ajst-14333	67	8	,	,	PUNCT
ajst-14333	67	9	it	it	PRON
ajst-14333	67	10	caters	cater	VERB
ajst-14333	67	11	to	to	ADP
ajst-14333	67	12	the	the	DET
ajst-14333	67	13	needs	need	NOUN
ajst-14333	67	14	of	of	ADP
ajst-14333	67	15	scholars	scholar	NOUN
ajst-14333	67	16	and	and	CCONJ
ajst-14333	67	17	practitioners	practitioner	NOUN
ajst-14333	67	18	engaged	engage	VERB
ajst-14333	67	19	in	in	ADP
ajst-14333	67	20	text	text	NOUN
ajst-14333	67	21	classification	classification	NOUN
ajst-14333	67	22	within	within	ADP
ajst-14333	67	23	the	the	DET
ajst-14333	67	24	medical	medical	ADJ
ajst-14333	67	25	field	field	NOUN
ajst-14333	67	26	.	.	PUNCT
ajst-14333	68	1	this	this	PRON
ajst-14333	68	2	dataset	dataset	VERB
ajst-14333	68	3	not	not	PART
ajst-14333	68	4	only	only	ADV
ajst-14333	68	5	embodies	embody	VERB
ajst-14333	68	6	a	a	DET
ajst-14333	68	7	comprehensive	comprehensive	ADJ
ajst-14333	68	8	collection	collection	NOUN
ajst-14333	68	9	of	of	ADP
ajst-14333	68	10	medical	medical	ADJ
ajst-14333	68	11	literature	literature	NOUN
ajst-14333	68	12	but	but	CCONJ
ajst-14333	68	13	also	also	ADV
ajst-14333	68	14	accentuates	accentuate	VERB
ajst-14333	68	15	the	the	DET
ajst-14333	68	16	relevance	relevance	NOUN
ajst-14333	68	17	of	of	ADP
ajst-14333	68	18	health	health	NOUN
ajst-14333	68	19	topics	topic	NOUN
ajst-14333	68	20	,	,	PUNCT
ajst-14333	68	21	especially	especially	ADV
ajst-14333	68	22	in	in	ADP
ajst-14333	68	23	the	the	DET
ajst-14333	68	24	context	context	NOUN
ajst-14333	68	25	of	of	ADP
ajst-14333	68	26	cancer	cancer	NOUN
ajst-14333	68	27	.	.	PUNCT
ajst-14333	69	1	its	its	PRON
ajst-14333	69	2	binary	binary	ADJ
ajst-14333	69	3	classification	classification	NOUN
ajst-14333	69	4	feature	feature	NOUN
ajst-14333	69	5	enables	enable	VERB
ajst-14333	69	6	scholars	scholar	NOUN
ajst-14333	69	7	to	to	PART
ajst-14333	69	8	explore	explore	VERB
ajst-14333	69	9	various	various	ADJ
ajst-14333	69	10	dimensions	dimension	NOUN
ajst-14333	69	11	of	of	ADP
ajst-14333	69	12	medical	medical	ADJ
ajst-14333	69	13	research	research	NOUN
ajst-14333	69	14	,	,	PUNCT
ajst-14333	69	15	providing	provide	VERB
ajst-14333	69	16	a	a	DET
ajst-14333	69	17	foundation	foundation	NOUN
ajst-14333	69	18	for	for	ADP
ajst-14333	69	19	impactful	impactful	ADJ
ajst-14333	69	20	academic	academic	ADJ
ajst-14333	69	21	endeavors	endeavor	NOUN
ajst-14333	69	22	and	and	CCONJ
ajst-14333	69	23	practical	practical	ADJ
ajst-14333	69	24	applications	application	NOUN
ajst-14333	69	25	within	within	ADP
ajst-14333	69	26	the	the	DET
ajst-14333	69	27	healthcare	healthcare	NOUN
ajst-14333	69	28	sector	sector	NOUN
ajst-14333	69	29	.	.	PUNCT
ajst-14333	70	1	4.2	4.2	NUM
ajst-14333	70	2	.	.	PUNCT
ajst-14333	70	3	evalution	evalution	NOUN
ajst-14333	70	4	metrics	metric	NOUN
ajst-14333	70	5	precision	precision	NOUN
ajst-14333	70	6	,	,	PUNCT
ajst-14333	70	7	recall	recall	NOUN
ajst-14333	70	8	,	,	PUNCT
ajst-14333	70	9	and	and	CCONJ
ajst-14333	70	10	f1	f1	NOUN
ajst-14333	70	11	-	-	PUNCT
ajst-14333	70	12	score	score	NOUN
ajst-14333	70	13	are	be	AUX
ajst-14333	70	14	the	the	DET
ajst-14333	70	15	measures	measure	NOUN
ajst-14333	70	16	used	use	VERB
ajst-14333	70	17	in	in	ADP
ajst-14333	70	18	the	the	DET
ajst-14333	70	19	named	name	VERB
ajst-14333	70	20	entity	entity	NOUN
ajst-14333	70	21	recognition	recognition	NOUN
ajst-14333	70	22	.	.	PUNCT
ajst-14333	71	1	p	p	X
ajst-14333	71	2	(	(	PUNCT
ajst-14333	71	3	positive	positive	ADJ
ajst-14333	71	4	)	)	PUNCT
ajst-14333	71	5	represents	represent	VERB
ajst-14333	71	6	positive	positive	ADJ
ajst-14333	71	7	samples	sample	NOUN
ajst-14333	71	8	in	in	ADP
ajst-14333	71	9	all	all	DET
ajst-14333	71	10	the	the	DET
ajst-14333	71	11	samples	sample	NOUN
ajst-14333	71	12	.	.	PUNCT
ajst-14333	72	1	n	n	CCONJ
ajst-14333	72	2	(	(	PUNCT
ajst-14333	72	3	negative	negative	ADJ
ajst-14333	72	4	)	)	PUNCT
ajst-14333	72	5	represents	represent	VERB
ajst-14333	72	6	negative	negative	ADJ
ajst-14333	72	7	samples	sample	NOUN
ajst-14333	72	8	in	in	ADP
ajst-14333	72	9	all	all	DET
ajst-14333	72	10	the	the	DET
ajst-14333	72	11	samples	sample	NOUN
ajst-14333	72	12	.	.	PUNCT
ajst-14333	73	1	tp	tp	NOUN
ajst-14333	73	2	(	(	PUNCT
ajst-14333	73	3	true	true	ADJ
ajst-14333	73	4	positives	positive	NOUN
ajst-14333	73	5	)	)	PUNCT
ajst-14333	73	6	is	be	AUX
ajst-14333	73	7	the	the	DET
ajst-14333	73	8	number	number	NOUN
ajst-14333	73	9	of	of	ADP
ajst-14333	73	10	positive	positive	ADJ
ajst-14333	73	11	samples	sample	NOUN
ajst-14333	73	12	predicted	predict	VERB
ajst-14333	73	13	as	as	ADP
ajst-14333	73	14	positive	positive	ADJ
ajst-14333	73	15	.	.	PUNCT
ajst-14333	74	1	fn	fn	INTJ
ajst-14333	74	2	(	(	PUNCT
ajst-14333	74	3	false	false	ADJ
ajst-14333	74	4	negatives	negative	NOUN
ajst-14333	74	5	)	)	PUNCT
ajst-14333	74	6	is	be	AUX
ajst-14333	74	7	the	the	DET
ajst-14333	74	8	number	number	NOUN
ajst-14333	74	9	of	of	ADP
ajst-14333	74	10	positive	positive	ADJ
ajst-14333	74	11	samples	sample	NOUN
ajst-14333	74	12	predicted	predict	VERB
ajst-14333	74	13	as	as	ADP
ajst-14333	74	14	negative	negative	ADJ
ajst-14333	74	15	.	.	PUNCT
ajst-14333	75	1	fp	fp	X
ajst-14333	75	2	(	(	PUNCT
ajst-14333	75	3	false	false	ADJ
ajst-14333	75	4	positives	positive	NOUN
ajst-14333	75	5	)	)	PUNCT
ajst-14333	75	6	is	be	AUX
ajst-14333	75	7	the	the	DET
ajst-14333	75	8	number	number	NOUN
ajst-14333	75	9	of	of	ADP
ajst-14333	75	10	negative	negative	ADJ
ajst-14333	75	11	samples	sample	NOUN
ajst-14333	75	12	predicted	predict	VERB
ajst-14333	75	13	as	as	ADP
ajst-14333	75	14	positive	positive	ADJ
ajst-14333	75	15	.	.	PUNCT
ajst-14333	76	1	tn	tn	PROPN
ajst-14333	76	2	(	(	PUNCT
ajst-14333	76	3	true	true	ADJ
ajst-14333	76	4	negatives	negative	NOUN
ajst-14333	76	5	)	)	PUNCT
ajst-14333	76	6	is	be	AUX
ajst-14333	76	7	the	the	DET
ajst-14333	76	8	number	number	NOUN
ajst-14333	76	9	of	of	ADP
ajst-14333	76	10	negative	negative	ADJ
ajst-14333	76	11	samples	sample	NOUN
ajst-14333	76	12	predicted	predict	VERB
ajst-14333	76	13	as	as	ADP
ajst-14333	76	14	negative	negative	ADJ
ajst-14333	76	15	.	.	PUNCT
ajst-14333	77	1	precision	precision	NOUN
ajst-14333	77	2	is	be	AUX
ajst-14333	77	3	the	the	DET
ajst-14333	77	4	proportion	proportion	NOUN
ajst-14333	77	5	of	of	ADP
ajst-14333	77	6	true	true	ADJ
ajst-14333	77	7	positive	positive	ADJ
ajst-14333	77	8	samples	sample	NOUN
ajst-14333	77	9	in	in	ADP
ajst-14333	77	10	all	all	DET
ajst-14333	77	11	the	the	DET
ajst-14333	77	12	samples	sample	NOUN
ajst-14333	77	13	that	that	PRON
ajst-14333	77	14	are	be	AUX
ajst-14333	77	15	predicted	predict	VERB
ajst-14333	77	16	to	to	PART
ajst-14333	77	17	be	be	AUX
ajst-14333	77	18	positive	positive	ADJ
ajst-14333	77	19	,	,	PUNCT
ajst-14333	77	20	which	which	PRON
ajst-14333	77	21	is	be	AUX
ajst-14333	77	22	defined	define	VERB
ajst-14333	77	23	as	as	ADP
ajst-14333	77	24	:	:	PUNCT
ajst-14333	77	25	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
ajst-14333	77	26	𝑇𝑃	𝑇𝑃	PROPN
ajst-14333	77	27	𝑇𝑃	𝑇𝑃	NOUN
ajst-14333	77	28	𝐹𝑃	𝐹𝑃	PROPN
ajst-14333	77	29	3	3	NUM
ajst-14333	77	30	recall	recall	NOUN
ajst-14333	77	31	is	be	AUX
ajst-14333	77	32	the	the	DET
ajst-14333	77	33	proportion	proportion	NOUN
ajst-14333	77	34	of	of	ADP
ajst-14333	77	35	true	true	ADJ
ajst-14333	77	36	positive	positive	ADJ
ajst-14333	77	37	sample	sample	NOUN
ajst-14333	77	38	in	in	ADP
ajst-14333	77	39	all	all	DET
ajst-14333	77	40	the	the	DET
ajst-14333	77	41	positive	positive	ADJ
ajst-14333	77	42	samples	sample	NOUN
ajst-14333	77	43	,	,	PUNCT
ajst-14333	77	44	which	which	PRON
ajst-14333	77	45	is	be	AUX
ajst-14333	77	46	given	give	VERB
ajst-14333	77	47	by	by	ADP
ajst-14333	77	48	:	:	PUNCT
ajst-14333	77	49	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
ajst-14333	77	50	𝑇𝑃	𝑇𝑃	PROPN
ajst-14333	77	51	𝑇𝑃	𝑇𝑃	NOUN
ajst-14333	77	52	𝐹𝑁	𝐹𝑁	PROPN
ajst-14333	77	53	4	4	NUM
ajst-14333	77	54	the	the	DET
ajst-14333	77	55	f1	f1	NOUN
ajst-14333	77	56	-	-	PUNCT
ajst-14333	77	57	score	score	NOUN
ajst-14333	77	58	is	be	AUX
ajst-14333	77	59	the	the	DET
ajst-14333	77	60	harmonic	harmonic	ADJ
ajst-14333	77	61	average	average	NOUN
ajst-14333	77	62	of	of	ADP
ajst-14333	77	63	the	the	DET
ajst-14333	77	64	precision	precision	NOUN
ajst-14333	77	65	and	and	CCONJ
ajst-14333	77	66	recall	recall	NOUN
ajst-14333	77	67	,	,	PUNCT
ajst-14333	77	68	the	the	DET
ajst-14333	77	69	definition	definition	NOUN
ajst-14333	77	70	of	of	ADP
ajst-14333	77	71	f1	f1	NOUN
ajst-14333	77	72	-	-	PUNCT
ajst-14333	77	73	score	score	NOUN
ajst-14333	77	74	is	be	AUX
ajst-14333	77	75	:	:	PUNCT
ajst-14333	77	76	𝐹1	𝐹1	PROPN
ajst-14333	77	77	2	2	NUM
ajst-14333	77	78	∗	∗	NOUN
ajst-14333	77	79	𝑃𝑟𝑒𝑐𝑖𝑠𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑜𝑛	PROPN
ajst-14333	77	80	∗	∗	NOUN
ajst-14333	77	81	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
ajst-14333	77	82	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
ajst-14333	77	83	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
ajst-14333	77	84	5	5	NUM
ajst-14333	77	85	4.3	4.3	NUM
ajst-14333	77	86	.	.	PUNCT
ajst-14333	78	1	results	result	VERB
ajst-14333	78	2	the	the	DET
ajst-14333	78	3	evaluation	evaluation	NOUN
ajst-14333	78	4	of	of	ADP
ajst-14333	78	5	various	various	ADJ
ajst-14333	78	6	machine	machine	NOUN
ajst-14333	78	7	learning	learning	NOUN
ajst-14333	78	8	models	model	NOUN
ajst-14333	78	9	for	for	ADP
ajst-14333	78	10	biomedical	biomedical	ADJ
ajst-14333	78	11	text	text	NOUN
ajst-14333	78	12	document	document	NOUN
ajst-14333	78	13	classification	classification	NOUN
ajst-14333	78	14	of	of	ADP
ajst-14333	78	15	cancer	cancer	NOUN
ajst-14333	78	16	doc	doc	PROPN
ajst-14333	78	17	classification	classification	NOUN
ajst-14333	78	18	.	.	PUNCT
ajst-14333	79	1	the	the	DET
ajst-14333	79	2	table	table	NOUN
ajst-14333	79	3	below	below	ADP
ajst-14333	79	4	presents	present	VERB
ajst-14333	79	5	the	the	DET
ajst-14333	79	6	precision	precision	NOUN
ajst-14333	79	7	,	,	PUNCT
ajst-14333	79	8	recall	recall	NOUN
ajst-14333	79	9	,	,	PUNCT
ajst-14333	79	10	and	and	CCONJ
ajst-14333	79	11	f1	f1	ADJ
ajst-14333	79	12	-	-	PUNCT
ajst-14333	79	13	score	score	NOUN
ajst-14333	79	14	metrics	metric	NOUN
ajst-14333	79	15	for	for	ADP
ajst-14333	79	16	different	different	ADJ
ajst-14333	79	17	models	model	NOUN
ajst-14333	79	18	,	,	PUNCT
ajst-14333	79	19	each	each	PRON
ajst-14333	79	20	catering	cater	VERB
ajst-14333	79	21	to	to	ADP
ajst-14333	79	22	specific	specific	ADJ
ajst-14333	79	23	requirements	requirement	NOUN
ajst-14333	79	24	.	.	PUNCT
ajst-14333	80	1	table	table	NOUN
ajst-14333	80	2	1	1	NUM
ajst-14333	80	3	.	.	PUNCT
ajst-14333	80	4	model	model	PROPN
ajst-14333	80	5	results	result	NOUN
ajst-14333	80	6	model	model	PROPN
ajst-14333	80	7	precision	precision	PROPN
ajst-14333	80	8	recall	recall	NOUN
ajst-14333	80	9	f1	f1	NOUN
ajst-14333	80	10	-	-	PUNCT
ajst-14333	80	11	score	score	NOUN
ajst-14333	80	12	lr	lr	NOUN
ajst-14333	80	13	0.75	0.75	NUM
ajst-14333	80	14	0.76	0.76	NUM
ajst-14333	80	15	0.75	0.75	NUM
ajst-14333	80	16	svm	svm	NOUN
ajst-14333	80	17	0.84	0.84	NUM
ajst-14333	80	18	0.84	0.84	NUM
ajst-14333	80	19	0.84	0.84	NUM
ajst-14333	80	20	rf	rf	NOUN
ajst-14333	80	21	0.99	0.99	NUM
ajst-14333	80	22	0.99	0.99	NUM
ajst-14333	80	23	0.99	0.99	NUM
ajst-14333	80	24	280	280	NUM
ajst-14333	80	25	in	in	ADP
ajst-14333	80	26	our	our	PRON
ajst-14333	80	27	study	study	NOUN
ajst-14333	80	28	of	of	ADP
ajst-14333	80	29	biomedical	biomedical	ADJ
ajst-14333	80	30	text	text	NOUN
ajst-14333	80	31	document	document	NOUN
ajst-14333	80	32	classification	classification	NOUN
ajst-14333	80	33	for	for	ADP
ajst-14333	80	34	cancer	cancer	NOUN
ajst-14333	80	35	document	document	NOUN
ajst-14333	80	36	classification	classification	NOUN
ajst-14333	80	37	,	,	PUNCT
ajst-14333	80	38	we	we	PRON
ajst-14333	80	39	evaluated	evaluate	VERB
ajst-14333	80	40	the	the	DET
ajst-14333	80	41	performance	performance	NOUN
ajst-14333	80	42	of	of	ADP
ajst-14333	80	43	various	various	ADJ
ajst-14333	80	44	classification	classification	NOUN
ajst-14333	80	45	models	model	NOUN
ajst-14333	80	46	.	.	PUNCT
ajst-14333	81	1	the	the	DET
ajst-14333	81	2	results	result	NOUN
ajst-14333	81	3	indicate	indicate	VERB
ajst-14333	81	4	that	that	SCONJ
ajst-14333	81	5	logistic	logistic	ADJ
ajst-14333	81	6	regression	regression	NOUN
ajst-14333	81	7	[	[	X
ajst-14333	81	8	6	6	NUM
ajst-14333	81	9	]	]	PUNCT
ajst-14333	81	10	achieved	achieve	VERB
ajst-14333	81	11	a	a	DET
ajst-14333	81	12	precision	precision	NOUN
ajst-14333	81	13	of	of	ADP
ajst-14333	81	14	0.75	0.75	NUM
ajst-14333	81	15	,	,	PUNCT
ajst-14333	81	16	recall	recall	NOUN
ajst-14333	81	17	of	of	ADP
ajst-14333	81	18	0.76	0.76	NUM
ajst-14333	81	19	,	,	PUNCT
ajst-14333	81	20	and	and	CCONJ
ajst-14333	81	21	an	an	DET
ajst-14333	81	22	f1	f1	NOUN
ajst-14333	81	23	-	-	PUNCT
ajst-14333	81	24	score	score	NOUN
ajst-14333	81	25	of	of	ADP
ajst-14333	81	26	0.75	0.75	NUM
ajst-14333	81	27	.	.	PUNCT
ajst-14333	82	1	support	support	NOUN
ajst-14333	82	2	vector	vector	NOUN
ajst-14333	82	3	machine	machine	NOUN
ajst-14333	82	4	[	[	X
ajst-14333	82	5	7	7	X
ajst-14333	82	6	]	]	PUNCT
ajst-14333	82	7	demonstrated	demonstrate	VERB
ajst-14333	82	8	strong	strong	ADJ
ajst-14333	82	9	performance	performance	NOUN
ajst-14333	82	10	with	with	ADP
ajst-14333	82	11	a	a	DET
ajst-14333	82	12	precision	precision	NOUN
ajst-14333	82	13	of	of	ADP
ajst-14333	82	14	0.84	0.84	NUM
ajst-14333	82	15	,	,	PUNCT
ajst-14333	82	16	recall	recall	NOUN
ajst-14333	82	17	of	of	ADP
ajst-14333	82	18	0.84	0.84	NUM
ajst-14333	82	19	,	,	PUNCT
ajst-14333	82	20	and	and	CCONJ
ajst-14333	82	21	an	an	DET
ajst-14333	82	22	f1	f1	NOUN
ajst-14333	82	23	-	-	PUNCT
ajst-14333	82	24	score	score	NOUN
ajst-14333	82	25	of	of	ADP
ajst-14333	82	26	0.84	0.84	NUM
ajst-14333	82	27	.	.	PUNCT
ajst-14333	83	1	however	however	ADV
ajst-14333	83	2	,	,	PUNCT
ajst-14333	83	3	the	the	DET
ajst-14333	83	4	random	random	ADJ
ajst-14333	83	5	forest	forest	NOUN
ajst-14333	83	6	[	[	X
ajst-14333	83	7	8	8	NUM
ajst-14333	83	8	]	]	PUNCT
ajst-14333	83	9	notably	notably	ADV
ajst-14333	83	10	outperformed	outperform	VERB
ajst-14333	83	11	all	all	DET
ajst-14333	83	12	other	other	ADJ
ajst-14333	83	13	models	model	NOUN
ajst-14333	83	14	,	,	PUNCT
ajst-14333	83	15	achieving	achieve	VERB
ajst-14333	83	16	a	a	DET
ajst-14333	83	17	precision	precision	NOUN
ajst-14333	83	18	,	,	PUNCT
ajst-14333	83	19	recall	recall	NOUN
ajst-14333	83	20	,	,	PUNCT
ajst-14333	83	21	and	and	CCONJ
ajst-14333	83	22	f1	f1	NOUN
ajst-14333	83	23	-	-	PUNCT
ajst-14333	83	24	score	score	NOUN
ajst-14333	83	25	of	of	ADP
ajst-14333	83	26	0.99	0.99	NUM
ajst-14333	83	27	,	,	PUNCT
ajst-14333	83	28	showcasing	showcase	VERB
ajst-14333	83	29	its	its	PRON
ajst-14333	83	30	exceptional	exceptional	ADJ
ajst-14333	83	31	accuracy	accuracy	NOUN
ajst-14333	83	32	in	in	ADP
ajst-14333	83	33	classifying	classify	VERB
ajst-14333	83	34	lengthy	lengthy	ADJ
ajst-14333	83	35	research	research	NOUN
ajst-14333	83	36	papers	paper	NOUN
ajst-14333	83	37	related	relate	VERB
ajst-14333	83	38	to	to	ADP
ajst-14333	83	39	cancer	cancer	NOUN
ajst-14333	83	40	.	.	PUNCT
ajst-14333	84	1	our	our	PRON
ajst-14333	84	2	evaluation	evaluation	NOUN
ajst-14333	84	3	revealed	reveal	VERB
ajst-14333	84	4	that	that	SCONJ
ajst-14333	84	5	random	random	ADJ
ajst-14333	84	6	forest	forest	NOUN
ajst-14333	84	7	surpassed	surpass	VERB
ajst-14333	84	8	the	the	DET
ajst-14333	84	9	other	other	ADJ
ajst-14333	84	10	models	model	NOUN
ajst-14333	84	11	with	with	ADP
ajst-14333	84	12	a	a	DET
ajst-14333	84	13	remarkable	remarkable	ADJ
ajst-14333	84	14	precision	precision	NOUN
ajst-14333	84	15	,	,	PUNCT
ajst-14333	84	16	recall	recall	NOUN
ajst-14333	84	17	,	,	PUNCT
ajst-14333	84	18	and	and	CCONJ
ajst-14333	84	19	f1score	f1score	NOUN
ajst-14333	84	20	of	of	ADP
ajst-14333	84	21	0.99	0.99	NUM
ajst-14333	84	22	,	,	PUNCT
ajst-14333	84	23	underscoring	underscore	VERB
ajst-14333	84	24	its	its	PRON
ajst-14333	84	25	outstanding	outstanding	ADJ
ajst-14333	84	26	efficiency	efficiency	NOUN
ajst-14333	84	27	in	in	ADP
ajst-14333	84	28	handling	handle	VERB
ajst-14333	84	29	the	the	DET
ajst-14333	84	30	complexities	complexity	NOUN
ajst-14333	84	31	associated	associate	VERB
ajst-14333	84	32	with	with	ADP
ajst-14333	84	33	classifying	classify	VERB
ajst-14333	84	34	these	these	DET
ajst-14333	84	35	lengthy	lengthy	ADJ
ajst-14333	84	36	research	research	NOUN
ajst-14333	84	37	documents	document	NOUN
ajst-14333	84	38	.	.	PUNCT
ajst-14333	85	1	this	this	DET
ajst-14333	85	2	exceptional	exceptional	ADJ
ajst-14333	85	3	f1	f1	NOUN
ajst-14333	85	4	-	-	PUNCT
ajst-14333	85	5	score	score	NOUN
ajst-14333	85	6	emphasizes	emphasize	VERB
ajst-14333	85	7	its	its	PRON
ajst-14333	85	8	ability	ability	NOUN
ajst-14333	85	9	to	to	PART
ajst-14333	85	10	balance	balance	VERB
ajst-14333	85	11	precision	precision	NOUN
ajst-14333	85	12	and	and	CCONJ
ajst-14333	85	13	recall	recall	VERB
ajst-14333	85	14	effectively	effectively	ADV
ajst-14333	85	15	,	,	PUNCT
ajst-14333	85	16	making	make	VERB
ajst-14333	85	17	it	it	PRON
ajst-14333	85	18	the	the	DET
ajst-14333	85	19	preferred	preferred	ADJ
ajst-14333	85	20	choice	choice	NOUN
ajst-14333	85	21	for	for	ADP
ajst-14333	85	22	accurate	accurate	ADJ
ajst-14333	85	23	biomedical	biomedical	ADJ
ajst-14333	85	24	text	text	NOUN
ajst-14333	85	25	document	document	NOUN
ajst-14333	85	26	classification	classification	NOUN
ajst-14333	85	27	in	in	ADP
ajst-14333	85	28	the	the	DET
ajst-14333	85	29	context	context	NOUN
ajst-14333	85	30	of	of	ADP
ajst-14333	85	31	cancer	cancer	NOUN
ajst-14333	85	32	research	research	NOUN
ajst-14333	85	33	.	.	PUNCT
ajst-14333	86	1	5	5	X
ajst-14333	86	2	.	.	X
ajst-14333	86	3	conclusion	conclusion	NOUN
ajst-14333	86	4	in	in	ADP
ajst-14333	86	5	the	the	DET
ajst-14333	86	6	realm	realm	NOUN
ajst-14333	86	7	of	of	ADP
ajst-14333	86	8	healthcare	healthcare	NOUN
ajst-14333	86	9	and	and	CCONJ
ajst-14333	86	10	medicine	medicine	NOUN
ajst-14333	86	11	,	,	PUNCT
ajst-14333	86	12	there	there	PRON
ajst-14333	86	13	is	be	VERB
ajst-14333	86	14	a	a	DET
ajst-14333	86	15	notable	notable	ADJ
ajst-14333	86	16	upswing	upswing	NOUN
ajst-14333	86	17	in	in	ADP
ajst-14333	86	18	the	the	DET
ajst-14333	86	19	embrace	embrace	NOUN
ajst-14333	86	20	of	of	ADP
ajst-14333	86	21	ai	ai	PROPN
ajst-14333	86	22	technologies	technology	NOUN
ajst-14333	86	23	[	[	X
ajst-14333	86	24	12][13].these	12][13].these	DET
ajst-14333	86	25	progressions	progression	NOUN
ajst-14333	86	26	are	be	AUX
ajst-14333	86	27	transforming	transform	VERB
ajst-14333	86	28	how	how	SCONJ
ajst-14333	86	29	medical	medical	ADJ
ajst-14333	86	30	practitioners	practitioner	NOUN
ajst-14333	86	31	diagnose	diagnose	VERB
ajst-14333	86	32	,	,	PUNCT
ajst-14333	86	33	treat	treat	NOUN
ajst-14333	86	34	,	,	PUNCT
ajst-14333	86	35	and	and	CCONJ
ajst-14333	86	36	handle	handle	VERB
ajst-14333	86	37	diverse	diverse	ADJ
ajst-14333	86	38	health	health	NOUN
ajst-14333	86	39	conditions	condition	NOUN
ajst-14333	86	40	[	[	X
ajst-14333	86	41	14][15][16	14][15][16	X
ajst-14333	86	42	]	]	PUNCT
ajst-14333	86	43	.	.	PUNCT
ajst-14333	87	1	the	the	DET
ajst-14333	87	2	domain	domain	NOUN
ajst-14333	87	3	of	of	ADP
ajst-14333	87	4	biomedical	biomedical	ADJ
ajst-14333	87	5	text	text	NOUN
ajst-14333	87	6	document	document	NOUN
ajst-14333	87	7	classification	classification	NOUN
ajst-14333	87	8	,	,	PUNCT
ajst-14333	87	9	particularly	particularly	ADV
ajst-14333	87	10	in	in	ADP
ajst-14333	87	11	the	the	DET
ajst-14333	87	12	context	context	NOUN
ajst-14333	87	13	of	of	ADP
ajst-14333	87	14	cancer	cancer	NOUN
ajst-14333	87	15	document	document	NOUN
ajst-14333	87	16	classification	classification	NOUN
ajst-14333	87	17	,	,	PUNCT
ajst-14333	87	18	has	have	AUX
ajst-14333	87	19	undergone	undergo	VERB
ajst-14333	87	20	substantial	substantial	ADJ
ajst-14333	87	21	evolution	evolution	NOUN
ajst-14333	87	22	throughout	throughout	ADP
ajst-14333	87	23	the	the	DET
ajst-14333	87	24	years	year	NOUN
ajst-14333	87	25	.	.	PUNCT
ajst-14333	88	1	seminal	seminal	ADJ
ajst-14333	88	2	publications	publication	NOUN
ajst-14333	88	3	have	have	AUX
ajst-14333	88	4	laid	lay	VERB
ajst-14333	88	5	the	the	DET
ajst-14333	88	6	foundation	foundation	NOUN
ajst-14333	88	7	for	for	ADP
ajst-14333	88	8	this	this	DET
ajst-14333	88	9	area	area	NOUN
ajst-14333	88	10	,	,	PUNCT
ajst-14333	88	11	addressing	address	VERB
ajst-14333	88	12	the	the	DET
ajst-14333	88	13	intricate	intricate	ADJ
ajst-14333	88	14	challenges	challenge	NOUN
ajst-14333	88	15	associated	associate	VERB
ajst-14333	88	16	with	with	ADP
ajst-14333	88	17	the	the	DET
ajst-14333	88	18	analysis	analysis	NOUN
ajst-14333	88	19	of	of	ADP
ajst-14333	88	20	clinical	clinical	ADJ
ajst-14333	88	21	and	and	CCONJ
ajst-14333	88	22	medical	medical	ADJ
ajst-14333	88	23	texts	text	NOUN
ajst-14333	88	24	.	.	PUNCT
ajst-14333	89	1	the	the	DET
ajst-14333	89	2	complexities	complexity	NOUN
ajst-14333	89	3	of	of	ADP
ajst-14333	89	4	imbalanced	imbalanced	ADJ
ajst-14333	89	5	datasets	dataset	NOUN
ajst-14333	89	6	,	,	PUNCT
ajst-14333	89	7	and	and	CCONJ
ajst-14333	89	8	feature	feature	NOUN
ajst-14333	89	9	selection	selection	NOUN
ajst-14333	89	10	have	have	AUX
ajst-14333	89	11	been	be	AUX
ajst-14333	89	12	highlighted	highlight	VERB
ajst-14333	89	13	as	as	ADP
ajst-14333	89	14	persistent	persistent	ADJ
ajst-14333	89	15	issues	issue	NOUN
ajst-14333	89	16	in	in	ADP
ajst-14333	89	17	this	this	DET
ajst-14333	89	18	domain	domain	NOUN
ajst-14333	89	19	.	.	PUNCT
ajst-14333	90	1	n	n	PRON
ajst-14333	90	2	response	response	NOUN
ajst-14333	90	3	to	to	ADP
ajst-14333	90	4	these	these	DET
ajst-14333	90	5	challenges	challenge	NOUN
ajst-14333	90	6	,	,	PUNCT
ajst-14333	90	7	we	we	PRON
ajst-14333	90	8	have	have	AUX
ajst-14333	90	9	introduced	introduce	VERB
ajst-14333	90	10	a	a	DET
ajst-14333	90	11	novel	novel	ADJ
ajst-14333	90	12	approach	approach	NOUN
ajst-14333	90	13	that	that	PRON
ajst-14333	90	14	leverages	leverage	VERB
ajst-14333	90	15	the	the	DET
ajst-14333	90	16	power	power	NOUN
ajst-14333	90	17	of	of	ADP
ajst-14333	90	18	random	random	ADJ
ajst-14333	90	19	forest	forest	NOUN
ajst-14333	90	20	,	,	PUNCT
ajst-14333	90	21	an	an	DET
ajst-14333	90	22	ensemble	ensemble	ADJ
ajst-14333	90	23	learning	learning	NOUN
ajst-14333	90	24	method	method	NOUN
ajst-14333	90	25	.	.	PUNCT
ajst-14333	91	1	notably	notably	ADV
ajst-14333	91	2	,	,	PUNCT
ajst-14333	91	3	our	our	PRON
ajst-14333	91	4	approach	approach	NOUN
ajst-14333	91	5	offers	offer	VERB
ajst-14333	91	6	several	several	ADJ
ajst-14333	91	7	distinct	distinct	ADJ
ajst-14333	91	8	advantages	advantage	NOUN
ajst-14333	91	9	,	,	PUNCT
ajst-14333	91	10	including	include	VERB
ajst-14333	91	11	robustness	robustness	NOUN
ajst-14333	91	12	in	in	ADP
ajst-14333	91	13	the	the	DET
ajst-14333	91	14	face	face	NOUN
ajst-14333	91	15	of	of	ADP
ajst-14333	91	16	imbalanced	imbalanced	ADJ
ajst-14333	91	17	data	datum	NOUN
ajst-14333	91	18	distributions	distribution	NOUN
ajst-14333	91	19	,	,	PUNCT
ajst-14333	91	20	the	the	DET
ajst-14333	91	21	capability	capability	NOUN
ajst-14333	91	22	to	to	PART
ajst-14333	91	23	handle	handle	VERB
ajst-14333	91	24	multi	multi	ADJ
ajst-14333	91	25	-	-	ADJ
ajst-14333	91	26	label	label	ADJ
ajst-14333	91	27	classification	classification	NOUN
ajst-14333	91	28	tasks	task	NOUN
ajst-14333	91	29	,	,	PUNCT
ajst-14333	91	30	and	and	CCONJ
ajst-14333	91	31	an	an	DET
ajst-14333	91	32	inherent	inherent	ADJ
ajst-14333	91	33	feature	feature	NOUN
ajst-14333	91	34	selection	selection	NOUN
ajst-14333	91	35	mechanism	mechanism	NOUN
ajst-14333	91	36	that	that	PRON
ajst-14333	91	37	elevates	elevate	VERB
ajst-14333	91	38	classification	classification	NOUN
ajst-14333	91	39	accuracy	accuracy	NOUN
ajst-14333	91	40	.	.	PUNCT
ajst-14333	92	1	references	reference	NOUN
ajst-14333	92	2	[	[	X
ajst-14333	92	3	1	1	NUM
ajst-14333	92	4	]	]	X
ajst-14333	92	5	pestian	pestian	PROPN
ajst-14333	92	6	,	,	PUNCT
ajst-14333	92	7	j.	j.	PROPN
ajst-14333	92	8	,	,	PUNCT
ajst-14333	92	9	brew	brew	VERB
ajst-14333	92	10	,	,	PUNCT
ajst-14333	92	11	c.	c.	NOUN
ajst-14333	92	12	,	,	PUNCT
ajst-14333	92	13	matykiewicz	matykiewicz	NOUN
ajst-14333	92	14	,	,	PUNCT
ajst-14333	92	15	p.	p.	NOUN
ajst-14333	92	16	,	,	PUNCT
ajst-14333	92	17	hovermale	hovermale	PROPN
ajst-14333	92	18	,	,	PUNCT
ajst-14333	92	19	d.	d.	PROPN
ajst-14333	92	20	j.	j.	PROPN
ajst-14333	92	21	,	,	PUNCT
ajst-14333	92	22	johnson	johnson	PROPN
ajst-14333	92	23	,	,	PUNCT
ajst-14333	92	24	n.	n.	PROPN
ajst-14333	92	25	,	,	PUNCT
ajst-14333	92	26	cohen	cohen	PROPN
ajst-14333	92	27	,	,	PUNCT
ajst-14333	92	28	k.	k.	PROPN
ajst-14333	92	29	b.	b.	PROPN
ajst-14333	92	30	,	,	PUNCT
ajst-14333	92	31	&	&	CCONJ
ajst-14333	92	32	duch	duch	PROPN
ajst-14333	92	33	,	,	PUNCT
ajst-14333	92	34	w.	w.	PROPN
ajst-14333	92	35	(	(	PUNCT
ajst-14333	92	36	2007	2007	NUM
ajst-14333	92	37	,	,	PUNCT
ajst-14333	92	38	june	june	PROPN
ajst-14333	92	39	)	)	PUNCT
ajst-14333	92	40	.	.	PUNCT
ajst-14333	93	1	a	a	DET
ajst-14333	93	2	shared	share	VERB
ajst-14333	93	3	task	task	NOUN
ajst-14333	93	4	involving	involve	VERB
ajst-14333	93	5	multi	multi	ADJ
ajst-14333	93	6	-	-	ADJ
ajst-14333	93	7	label	label	ADJ
ajst-14333	93	8	classification	classification	NOUN
ajst-14333	93	9	of	of	ADP
ajst-14333	93	10	clinical	clinical	ADJ
ajst-14333	93	11	free	free	ADJ
ajst-14333	93	12	text	text	NOUN
ajst-14333	93	13	.	.	PUNCT
ajst-14333	94	1	in	in	ADP
ajst-14333	94	2	biological	biological	ADJ
ajst-14333	94	3	,	,	PUNCT
ajst-14333	94	4	translational	translational	ADJ
ajst-14333	94	5	,	,	PUNCT
ajst-14333	94	6	and	and	CCONJ
ajst-14333	94	7	clinical	clinical	ADJ
ajst-14333	94	8	language	language	NOUN
ajst-14333	94	9	processing	processing	NOUN
ajst-14333	94	10	(	(	PUNCT
ajst-14333	94	11	pp	pp	ADJ
ajst-14333	94	12	.	.	PUNCT
ajst-14333	94	13	97	97	NUM
ajst-14333	94	14	-	-	SYM
ajst-14333	94	15	104	104	NUM
ajst-14333	94	16	)	)	PUNCT
ajst-14333	94	17	.	.	PUNCT
ajst-14333	95	1	[	[	X
ajst-14333	95	2	2	2	NUM
ajst-14333	95	3	]	]	X
ajst-14333	95	4	sun	sun	NOUN
ajst-14333	95	5	,	,	PUNCT
ajst-14333	95	6	a.	a.	PROPN
ajst-14333	95	7	,	,	PUNCT
ajst-14333	95	8	lim	lim	PROPN
ajst-14333	95	9	,	,	PUNCT
ajst-14333	95	10	e.	e.	PROPN
ajst-14333	95	11	p.	p.	PROPN
ajst-14333	95	12	,	,	PUNCT
ajst-14333	95	13	&	&	CCONJ
ajst-14333	95	14	liu	liu	PROPN
ajst-14333	95	15	,	,	PUNCT
ajst-14333	95	16	y.	y.	PROPN
ajst-14333	95	17	(	(	PUNCT
ajst-14333	95	18	2009	2009	NUM
ajst-14333	95	19	)	)	PUNCT
ajst-14333	95	20	.	.	PUNCT
ajst-14333	96	1	on	on	ADP
ajst-14333	96	2	strategies	strategy	NOUN
ajst-14333	96	3	for	for	ADP
ajst-14333	96	4	imbalanced	imbalanced	ADJ
ajst-14333	96	5	text	text	NOUN
ajst-14333	96	6	classification	classification	NOUN
ajst-14333	96	7	using	use	VERB
ajst-14333	96	8	svm	svm	PROPN
ajst-14333	96	9	:	:	PUNCT
ajst-14333	96	10	a	a	DET
ajst-14333	96	11	comparative	comparative	ADJ
ajst-14333	96	12	study	study	NOUN
ajst-14333	96	13	.	.	PUNCT
ajst-14333	97	1	decision	decision	NOUN
ajst-14333	97	2	support	support	NOUN
ajst-14333	97	3	systems	system	NOUN
ajst-14333	97	4	,	,	PUNCT
ajst-14333	97	5	48(1	48(1	NOUN
ajst-14333	97	6	)	)	PUNCT
ajst-14333	97	7	,	,	PUNCT
ajst-14333	97	8	191	191	NUM
ajst-14333	97	9	-	-	SYM
ajst-14333	97	10	201	201	NUM
ajst-14333	97	11	.	.	PUNCT
ajst-14333	98	1	[	[	X
ajst-14333	98	2	3	3	NUM
ajst-14333	98	3	]	]	X
ajst-14333	98	4	yi	yi	PROPN
ajst-14333	98	5	,	,	PUNCT
ajst-14333	98	6	k.	k.	PROPN
ajst-14333	98	7	,	,	PUNCT
ajst-14333	98	8	&	&	CCONJ
ajst-14333	98	9	beheshti	beheshti	PROPN
ajst-14333	98	10	,	,	PUNCT
ajst-14333	98	11	j.	j.	PROPN
ajst-14333	98	12	(	(	PUNCT
ajst-14333	98	13	2009	2009	NUM
ajst-14333	98	14	)	)	PUNCT
ajst-14333	98	15	.	.	PUNCT
ajst-14333	99	1	a	a	DET
ajst-14333	99	2	hidden	hide	VERB
ajst-14333	99	3	markov	markov	NOUN
ajst-14333	99	4	model	model	NOUN
ajst-14333	99	5	-	-	PUNCT
ajst-14333	99	6	based	base	VERB
ajst-14333	99	7	text	text	NOUN
ajst-14333	99	8	classification	classification	NOUN
ajst-14333	99	9	of	of	ADP
ajst-14333	99	10	medical	medical	ADJ
ajst-14333	99	11	documents	document	NOUN
ajst-14333	99	12	.	.	PUNCT
ajst-14333	100	1	journal	journal	NOUN
ajst-14333	100	2	of	of	ADP
ajst-14333	100	3	information	information	NOUN
ajst-14333	100	4	science	science	NOUN
ajst-14333	100	5	,	,	PUNCT
ajst-14333	100	6	35(1	35(1	NUM
ajst-14333	100	7	)	)	PUNCT
ajst-14333	100	8	,	,	PUNCT
ajst-14333	100	9	67	67	NUM
ajst-14333	100	10	-	-	SYM
ajst-14333	100	11	81	81	NUM
ajst-14333	100	12	.	.	PUNCT
ajst-14333	101	1	[	[	X
ajst-14333	101	2	4	4	NUM
ajst-14333	101	3	]	]	X
ajst-14333	101	4	alicante	alicante	PROPN
ajst-14333	101	5	,	,	PUNCT
ajst-14333	101	6	a.	a.	PROPN
ajst-14333	101	7	,	,	PUNCT
ajst-14333	101	8	amato	amato	PROPN
ajst-14333	101	9	,	,	PUNCT
ajst-14333	101	10	f.	f.	PROPN
ajst-14333	101	11	,	,	PUNCT
ajst-14333	101	12	cozzolino	cozzolino	PROPN
ajst-14333	101	13	,	,	PUNCT
ajst-14333	101	14	g.	g.	PROPN
ajst-14333	101	15	,	,	PUNCT
ajst-14333	101	16	gargiulo	gargiulo	NOUN
ajst-14333	101	17	,	,	PUNCT
ajst-14333	101	18	f.	f.	PROPN
ajst-14333	101	19	,	,	PUNCT
ajst-14333	101	20	improda	improda	PROPN
ajst-14333	101	21	,	,	PUNCT
ajst-14333	101	22	n.	n.	NOUN
ajst-14333	101	23	,	,	PUNCT
ajst-14333	101	24	&	&	CCONJ
ajst-14333	101	25	mazzeo	mazzeo	NOUN
ajst-14333	101	26	,	,	PUNCT
ajst-14333	101	27	a.	a.	NOUN
ajst-14333	101	28	(	(	PUNCT
ajst-14333	101	29	2015	2015	NUM
ajst-14333	101	30	)	)	PUNCT
ajst-14333	101	31	.	.	PUNCT
ajst-14333	102	1	a	a	DET
ajst-14333	102	2	study	study	NOUN
ajst-14333	102	3	on	on	ADP
ajst-14333	102	4	textual	textual	ADJ
ajst-14333	102	5	features	feature	NOUN
ajst-14333	102	6	for	for	ADP
ajst-14333	102	7	medical	medical	ADJ
ajst-14333	102	8	records	record	NOUN
ajst-14333	102	9	classification	classification	NOUN
ajst-14333	102	10	.	.	PUNCT
ajst-14333	103	1	innovation	innovation	NOUN
ajst-14333	103	2	in	in	ADP
ajst-14333	103	3	medicine	medicine	NOUN
ajst-14333	103	4	and	and	CCONJ
ajst-14333	103	5	healthcare	healthcare	PROPN
ajst-14333	103	6	,	,	PUNCT
ajst-14333	103	7	207	207	NUM
ajst-14333	103	8	,	,	PUNCT
ajst-14333	103	9	370	370	NUM
ajst-14333	103	10	.	.	PUNCT
ajst-14333	104	1	[	[	X
ajst-14333	104	2	5	5	NUM
ajst-14333	104	3	]	]	X
ajst-14333	104	4	jindal	jindal	PROPN
ajst-14333	104	5	,	,	PUNCT
ajst-14333	104	6	r.	r.	PROPN
ajst-14333	104	7	,	,	PUNCT
ajst-14333	104	8	&	&	CCONJ
ajst-14333	104	9	taneja	taneja	PROPN
ajst-14333	104	10	,	,	PUNCT
ajst-14333	104	11	s.	s.	PROPN
ajst-14333	104	12	(	(	PUNCT
ajst-14333	104	13	2015	2015	NUM
ajst-14333	104	14	)	)	PUNCT
ajst-14333	104	15	.	.	PUNCT
ajst-14333	105	1	a	a	DET
ajst-14333	105	2	lexical	lexical	ADJ
ajst-14333	105	3	approach	approach	NOUN
ajst-14333	105	4	for	for	ADP
ajst-14333	105	5	text	text	NOUN
ajst-14333	105	6	categorization	categorization	NOUN
ajst-14333	105	7	of	of	ADP
ajst-14333	105	8	medical	medical	ADJ
ajst-14333	105	9	documents	document	NOUN
ajst-14333	105	10	.	.	PUNCT
ajst-14333	106	1	procedia	procedia	PROPN
ajst-14333	106	2	computer	computer	NOUN
ajst-14333	106	3	science	science	NOUN
ajst-14333	106	4	,	,	PUNCT
ajst-14333	106	5	46	46	NUM
ajst-14333	106	6	,	,	PUNCT
ajst-14333	106	7	314	314	NUM
ajst-14333	106	8	-	-	SYM
ajst-14333	106	9	320	320	NUM
ajst-14333	106	10	.	.	PUNCT
ajst-14333	107	1	[	[	X
ajst-14333	107	2	6	6	NUM
ajst-14333	107	3	]	]	X
ajst-14333	107	4	wright	wright	PROPN
ajst-14333	107	5	,	,	PUNCT
ajst-14333	107	6	r.	r.	PROPN
ajst-14333	107	7	e.	e.	PROPN
ajst-14333	107	8	(	(	PUNCT
ajst-14333	107	9	1995	1995	NUM
ajst-14333	107	10	)	)	PUNCT
ajst-14333	107	11	.	.	PUNCT
ajst-14333	108	1	logistic	logistic	ADJ
ajst-14333	108	2	regression	regression	NOUN
ajst-14333	108	3	.	.	PUNCT
ajst-14333	109	1	[	[	X
ajst-14333	109	2	7	7	NUM
ajst-14333	109	3	]	]	X
ajst-14333	109	4	jakkula	jakkula	NOUN
ajst-14333	109	5	,	,	PUNCT
ajst-14333	109	6	v.	v.	PROPN
ajst-14333	109	7	(	(	PUNCT
ajst-14333	109	8	2006	2006	NUM
ajst-14333	109	9	)	)	PUNCT
ajst-14333	109	10	.	.	PUNCT
ajst-14333	110	1	tutorial	tutorial	NOUN
ajst-14333	110	2	on	on	ADP
ajst-14333	110	3	support	support	NOUN
ajst-14333	110	4	vector	vector	NOUN
ajst-14333	110	5	machine	machine	NOUN
ajst-14333	110	6	(	(	PUNCT
ajst-14333	110	7	svm	svm	PROPN
ajst-14333	110	8	)	)	PUNCT
ajst-14333	110	9	.	.	PUNCT
ajst-14333	111	1	school	school	NOUN
ajst-14333	111	2	of	of	ADP
ajst-14333	111	3	eecs	eec	NOUN
ajst-14333	111	4	,	,	PUNCT
ajst-14333	111	5	washington	washington	PROPN
ajst-14333	111	6	state	state	PROPN
ajst-14333	111	7	university	university	PROPN
ajst-14333	111	8	,	,	PUNCT
ajst-14333	111	9	37(2.5	37(2.5	NUM
ajst-14333	111	10	)	)	PUNCT
ajst-14333	111	11	,	,	PUNCT
ajst-14333	111	12	3	3	X
ajst-14333	111	13	.	.	PUNCT
ajst-14333	112	1	[	[	X
ajst-14333	112	2	8	8	NUM
ajst-14333	112	3	]	]	X
ajst-14333	112	4	rigatti	rigatti	NOUN
ajst-14333	112	5	,	,	PUNCT
ajst-14333	112	6	s.	s.	PROPN
ajst-14333	112	7	j.	j.	PROPN
ajst-14333	112	8	(	(	PUNCT
ajst-14333	112	9	2017	2017	NUM
ajst-14333	112	10	)	)	PUNCT
ajst-14333	112	11	.	.	PUNCT
ajst-14333	113	1	random	random	ADJ
ajst-14333	113	2	forest	forest	NOUN
ajst-14333	113	3	.	.	PUNCT
ajst-14333	114	1	journal	journal	PROPN
ajst-14333	114	2	of	of	ADP
ajst-14333	114	3	insurance	insurance	NOUN
ajst-14333	114	4	medicine	medicine	NOUN
ajst-14333	114	5	,	,	PUNCT
ajst-14333	114	6	47(1	47(1	NUM
ajst-14333	114	7	)	)	PUNCT
ajst-14333	114	8	,	,	PUNCT
ajst-14333	114	9	31	31	NUM
ajst-14333	114	10	-	-	SYM
ajst-14333	114	11	39	39	NUM
ajst-14333	114	12	.	.	PUNCT
ajst-14333	115	1	[	[	X
ajst-14333	115	2	9	9	NUM
ajst-14333	115	3	]	]	X
ajst-14333	115	4	reid	reid	PROPN
ajst-14333	115	5	,	,	PUNCT
ajst-14333	115	6	m.	m.	NOUN
ajst-14333	115	7	d.	d.	PROPN
ajst-14333	115	8	,	,	PUNCT
ajst-14333	115	9	&	&	CCONJ
ajst-14333	115	10	williamson	williamson	PROPN
ajst-14333	115	11	,	,	PUNCT
ajst-14333	115	12	r.	r.	PROPN
ajst-14333	115	13	c.	c.	PROPN
ajst-14333	115	14	(	(	PUNCT
ajst-14333	115	15	2010	2010	NUM
ajst-14333	115	16	)	)	PUNCT
ajst-14333	115	17	.	.	PUNCT
ajst-14333	116	1	composite	composite	ADJ
ajst-14333	116	2	binary	binary	ADJ
ajst-14333	116	3	losses	loss	NOUN
ajst-14333	116	4	.	.	PUNCT
ajst-14333	117	1	the	the	DET
ajst-14333	117	2	journal	journal	NOUN
ajst-14333	117	3	of	of	ADP
ajst-14333	117	4	machine	machine	NOUN
ajst-14333	117	5	learning	learn	VERB
ajst-14333	117	6	research	research	NOUN
ajst-14333	117	7	,	,	PUNCT
ajst-14333	117	8	11	11	NUM
ajst-14333	117	9	,	,	PUNCT
ajst-14333	117	10	23872422	23872422	NUM
ajst-14333	117	11	.	.	PUNCT
ajst-14333	118	1	[	[	X
ajst-14333	118	2	10	10	NUM
ajst-14333	118	3	]	]	SYM
ajst-14333	118	4	tianbo	tianbo	NOUN
ajst-14333	118	5	,	,	PUNCT
ajst-14333	118	6	s.	s.	PROPN
ajst-14333	118	7	,	,	PUNCT
ajst-14333	118	8	weijun	weijun	PROPN
ajst-14333	118	9	,	,	PUNCT
ajst-14333	118	10	h.	h.	PROPN
ajst-14333	118	11	,	,	PUNCT
ajst-14333	118	12	jiangfeng	jiangfeng	PROPN
ajst-14333	118	13	,	,	PUNCT
ajst-14333	118	14	c.	c.	PROPN
ajst-14333	118	15	,	,	PUNCT
ajst-14333	118	16	weijia	weijia	PROPN
ajst-14333	118	17	,	,	PUNCT
ajst-14333	118	18	l.	l.	PROPN
ajst-14333	118	19	,	,	PUNCT
ajst-14333	118	20	quan	quan	PROPN
ajst-14333	118	21	,	,	PUNCT
ajst-14333	118	22	y.	y.	PROPN
ajst-14333	118	23	,	,	PUNCT
ajst-14333	118	24	&	&	CCONJ
ajst-14333	118	25	kun	kun	PROPN
ajst-14333	118	26	,	,	PUNCT
ajst-14333	118	27	h.	h.	PROPN
ajst-14333	118	28	(	(	PUNCT
ajst-14333	118	29	2023	2023	NUM
ajst-14333	118	30	,	,	PUNCT
ajst-14333	118	31	january	january	PROPN
ajst-14333	118	32	)	)	PUNCT
ajst-14333	118	33	.	.	PUNCT
ajst-14333	119	1	bio	bio	PROPN
ajst-14333	119	2	inspired	inspire	VERB
ajst-14333	119	3	swarm	swarm	NOUN
ajst-14333	119	4	intelligence	intelligence	NOUN
ajst-14333	119	5	:	:	PUNCT
ajst-14333	119	6	a	a	DET
ajst-14333	119	7	flocking	flock	VERB
ajst-14333	119	8	project	project	NOUN
ajst-14333	119	9	with	with	ADP
ajst-14333	119	10	group	group	NOUN
ajst-14333	119	11	object	object	NOUN
ajst-14333	119	12	recognition	recognition	NOUN
ajst-14333	119	13	.	.	PUNCT
ajst-14333	120	1	in	in	ADP
ajst-14333	120	2	2023	2023	NUM
ajst-14333	120	3	3rd	3rd	ADJ
ajst-14333	120	4	international	international	ADJ
ajst-14333	120	5	conference	conference	NOUN
ajst-14333	120	6	on	on	ADP
ajst-14333	120	7	consumer	consumer	NOUN
ajst-14333	120	8	electronics	electronic	NOUN
ajst-14333	120	9	and	and	CCONJ
ajst-14333	120	10	computer	computer	NOUN
ajst-14333	120	11	engineering	engineering	NOUN
ajst-14333	120	12	(	(	PUNCT
ajst-14333	120	13	iccece	iccece	PROPN
ajst-14333	120	14	)	)	PUNCT
ajst-14333	120	15	(	(	PUNCT
ajst-14333	120	16	pp	pp	X
ajst-14333	120	17	.	.	PUNCT
ajst-14333	121	1	834	834	NUM
ajst-14333	121	2	837	837	NUM
ajst-14333	121	3	)	)	PUNCT
ajst-14333	121	4	.	.	PUNCT
ajst-14333	122	1	ieee	ieee	PROPN
ajst-14333	122	2	.	.	PUNCT
ajst-14333	123	1	[	[	X
ajst-14333	123	2	11	11	NUM
ajst-14333	123	3	]	]	X
ajst-14333	123	4	kingma	kingma	PROPN
ajst-14333	123	5	,	,	PUNCT
ajst-14333	123	6	d.	d.	PROPN
ajst-14333	123	7	p.	p.	PROPN
ajst-14333	123	8	,	,	PUNCT
ajst-14333	123	9	&	&	CCONJ
ajst-14333	123	10	ba	ba	PROPN
ajst-14333	123	11	,	,	PUNCT
ajst-14333	123	12	j.	j.	PROPN
ajst-14333	123	13	(	(	PUNCT
ajst-14333	123	14	2014	2014	NUM
ajst-14333	123	15	)	)	PUNCT
ajst-14333	123	16	.	.	PUNCT
ajst-14333	124	1	adam	adam	PROPN
ajst-14333	124	2	:	:	PUNCT
ajst-14333	124	3	a	a	DET
ajst-14333	124	4	method	method	NOUN
ajst-14333	124	5	for	for	ADP
ajst-14333	124	6	stochastic	stochastic	ADJ
ajst-14333	124	7	optimization	optimization	NOUN
ajst-14333	124	8	.	.	PUNCT
ajst-14333	125	1	arxiv	arxiv	PROPN
ajst-14333	125	2	preprint	preprint	VERB
ajst-14333	125	3	arxiv:1412.6980	arxiv:1412.6980	NOUN
ajst-14333	125	4	.	.	PUNCT
ajst-14333	126	1	[	[	X
ajst-14333	126	2	12	12	NUM
ajst-14333	126	3	]	]	SYM
ajst-14333	126	4	hu	hu	PROPN
ajst-14333	126	5	,	,	PUNCT
ajst-14333	126	6	h.	h.	PROPN
ajst-14333	126	7	,	,	PUNCT
ajst-14333	126	8	li	li	PROPN
ajst-14333	126	9	,	,	PUNCT
ajst-14333	126	10	s.	s.	PROPN
ajst-14333	126	11	,	,	PUNCT
ajst-14333	126	12	huang	huang	PROPN
ajst-14333	126	13	,	,	PUNCT
ajst-14333	126	14	j.	j.	PROPN
ajst-14333	126	15	,	,	PUNCT
ajst-14333	126	16	liu	liu	PROPN
ajst-14333	126	17	,	,	PUNCT
ajst-14333	126	18	b.	b.	PROPN
ajst-14333	126	19	,	,	PUNCT
ajst-14333	126	20	&	&	CCONJ
ajst-14333	126	21	che	che	PROPN
ajst-14333	126	22	,	,	PUNCT
ajst-14333	126	23	c.	c.	PROPN
ajst-14333	126	24	(	(	PUNCT
ajst-14333	126	25	2023	2023	NUM
ajst-14333	126	26	)	)	PUNCT
ajst-14333	126	27	.	.	PUNCT
ajst-14333	127	1	casting	cast	VERB
ajst-14333	127	2	product	product	NOUN
ajst-14333	127	3	image	image	NOUN
ajst-14333	127	4	data	datum	NOUN
ajst-14333	127	5	for	for	ADP
ajst-14333	127	6	quality	quality	NOUN
ajst-14333	127	7	inspection	inspection	NOUN
ajst-14333	127	8	with	with	ADP
ajst-14333	127	9	xception	xception	NOUN
ajst-14333	127	10	and	and	CCONJ
ajst-14333	127	11	data	datum	NOUN
ajst-14333	127	12	augmentation	augmentation	NOUN
ajst-14333	127	13	.	.	PUNCT
ajst-14333	128	1	journal	journal	PROPN
ajst-14333	128	2	of	of	ADP
ajst-14333	128	3	theory	theory	NOUN
ajst-14333	128	4	and	and	CCONJ
ajst-14333	128	5	practice	practice	NOUN
ajst-14333	128	6	of	of	ADP
ajst-14333	128	7	engineering	engineering	NOUN
ajst-14333	128	8	science	science	NOUN
ajst-14333	128	9	,	,	PUNCT
ajst-14333	128	10	3(10	3(10	NUM
ajst-14333	128	11	)	)	PUNCT
ajst-14333	128	12	,	,	PUNCT
ajst-14333	128	13	42	42	NUM
ajst-14333	128	14	-	-	SYM
ajst-14333	128	15	46	46	NUM
ajst-14333	128	16	.	.	PUNCT
ajst-14333	129	1	[	[	X
ajst-14333	129	2	13	13	NUM
ajst-14333	129	3	]	]	SYM
ajst-14333	129	4	che	che	X
ajst-14333	129	5	,	,	PUNCT
ajst-14333	129	6	c.	c.	PROPN
ajst-14333	129	7	,	,	PUNCT
ajst-14333	129	8	liu	liu	PROPN
ajst-14333	129	9	,	,	PUNCT
ajst-14333	129	10	b.	b.	PROPN
ajst-14333	129	11	,	,	PUNCT
ajst-14333	129	12	li	li	PROPN
ajst-14333	129	13	,	,	PUNCT
ajst-14333	129	14	s.	s.	PROPN
ajst-14333	129	15	,	,	PUNCT
ajst-14333	129	16	huang	huang	PROPN
ajst-14333	129	17	,	,	PUNCT
ajst-14333	129	18	j.	j.	PROPN
ajst-14333	129	19	,	,	PUNCT
ajst-14333	129	20	&	&	CCONJ
ajst-14333	129	21	hu	hu	PROPN
ajst-14333	129	22	,	,	PUNCT
ajst-14333	129	23	h.	h.	PROPN
ajst-14333	129	24	(	(	PUNCT
ajst-14333	129	25	2023	2023	NUM
ajst-14333	129	26	)	)	PUNCT
ajst-14333	129	27	.	.	PUNCT
ajst-14333	130	1	deep	deep	ADJ
ajst-14333	130	2	learning	learning	NOUN
ajst-14333	130	3	for	for	ADP
ajst-14333	130	4	precise	precise	ADJ
ajst-14333	130	5	robot	robot	NOUN
ajst-14333	130	6	position	position	NOUN
ajst-14333	130	7	prediction	prediction	NOUN
ajst-14333	130	8	in	in	ADP
ajst-14333	130	9	logistics	logistic	NOUN
ajst-14333	130	10	.	.	PUNCT
ajst-14333	131	1	journal	journal	PROPN
ajst-14333	131	2	of	of	ADP
ajst-14333	131	3	theory	theory	NOUN
ajst-14333	131	4	and	and	CCONJ
ajst-14333	131	5	practice	practice	NOUN
ajst-14333	131	6	of	of	ADP
ajst-14333	131	7	engineering	engineering	NOUN
ajst-14333	131	8	science	science	NOUN
ajst-14333	131	9	,	,	PUNCT
ajst-14333	131	10	3(10	3(10	NUM
ajst-14333	131	11	)	)	PUNCT
ajst-14333	131	12	,	,	PUNCT
ajst-14333	131	13	36	36	NUM
ajst-14333	131	14	-	-	SYM
ajst-14333	131	15	41	41	NUM
ajst-14333	131	16	.	.	PUNCT
ajst-14333	132	1	[	[	X
ajst-14333	132	2	14	14	NUM
ajst-14333	132	3	]	]	X
ajst-14333	132	4	chen	chen	PROPN
ajst-14333	132	5	,	,	PUNCT
ajst-14333	132	6	s.	s.	PROPN
ajst-14333	132	7	,	,	PUNCT
ajst-14333	132	8	kong	kong	PROPN
ajst-14333	132	9	,	,	PUNCT
ajst-14333	132	10	n.	n.	NOUN
ajst-14333	132	11	,	,	PUNCT
ajst-14333	132	12	sun	sun	NOUN
ajst-14333	132	13	,	,	PUNCT
ajst-14333	132	14	x.	x.	PROPN
ajst-14333	132	15	,	,	PUNCT
ajst-14333	132	16	meng	meng	PROPN
ajst-14333	132	17	,	,	PUNCT
ajst-14333	132	18	h.	h.	PROPN
ajst-14333	132	19	,	,	PUNCT
ajst-14333	132	20	&	&	CCONJ
ajst-14333	132	21	li	li	PROPN
ajst-14333	132	22	,	,	PUNCT
ajst-14333	132	23	m.	m.	NOUN
ajst-14333	132	24	(	(	PUNCT
ajst-14333	132	25	2019	2019	NUM
ajst-14333	132	26	)	)	PUNCT
ajst-14333	132	27	.	.	PUNCT
ajst-14333	133	1	claims	claim	VERB
ajst-14333	133	2	data	data	NOUN
ajst-14333	133	3	-	-	PUNCT
ajst-14333	133	4	driven	drive	VERB
ajst-14333	133	5	modeling	modeling	NOUN
ajst-14333	133	6	of	of	ADP
ajst-14333	133	7	hospital	hospital	NOUN
ajst-14333	133	8	time	time	NOUN
ajst-14333	133	9	-	-	PUNCT
ajst-14333	133	10	to	to	ADP
ajst-14333	133	11	-	-	PUNCT
ajst-14333	133	12	readmission	readmission	NOUN
ajst-14333	133	13	risk	risk	NOUN
ajst-14333	133	14	with	with	ADP
ajst-14333	133	15	latent	latent	NOUN
ajst-14333	133	16	heterogeneity	heterogeneity	NOUN
ajst-14333	133	17	.	.	PUNCT
ajst-14333	134	1	health	health	NOUN
ajst-14333	134	2	care	care	PROPN
ajst-14333	134	3	management	management	PROPN
ajst-14333	134	4	science	science	NOUN
ajst-14333	134	5	,	,	PUNCT
ajst-14333	134	6	22	22	NUM
ajst-14333	134	7	,	,	PUNCT
ajst-14333	134	8	156179	156179	NUM
ajst-14333	134	9	.	.	PUNCT
ajst-14333	135	1	[	[	X
ajst-14333	135	2	15	15	NUM
ajst-14333	135	3	]	]	X
ajst-14333	135	4	wu	wu	PROPN
ajst-14333	135	5	,	,	PUNCT
ajst-14333	135	6	j.	j.	PROPN
ajst-14333	135	7	,	,	PUNCT
ajst-14333	135	8	tao	tao	PROPN
ajst-14333	135	9	,	,	PUNCT
ajst-14333	135	10	r.	r.	PROPN
ajst-14333	135	11	,	,	PUNCT
ajst-14333	135	12	zhao	zhao	PROPN
ajst-14333	135	13	,	,	PUNCT
ajst-14333	135	14	p.	p.	PROPN
ajst-14333	135	15	,	,	PUNCT
ajst-14333	135	16	martin	martin	PROPN
ajst-14333	135	17	,	,	PUNCT
ajst-14333	135	18	n.	n.	PROPN
ajst-14333	135	19	f.	f.	PROPN
ajst-14333	135	20	,	,	PUNCT
ajst-14333	135	21	&	&	CCONJ
ajst-14333	135	22	hovakimyan	hovakimyan	PROPN
ajst-14333	135	23	,	,	PUNCT
ajst-14333	135	24	n.	n.	PROPN
ajst-14333	135	25	(	(	PUNCT
ajst-14333	135	26	2022	2022	NUM
ajst-14333	135	27	)	)	PUNCT
ajst-14333	135	28	.	.	PUNCT
ajst-14333	136	1	optimizing	optimize	VERB
ajst-14333	136	2	nitrogen	nitrogen	NOUN
ajst-14333	136	3	management	management	NOUN
ajst-14333	136	4	with	with	ADP
ajst-14333	136	5	deep	deep	ADJ
ajst-14333	136	6	reinforcement	reinforcement	NOUN
ajst-14333	136	7	learning	learning	NOUN
ajst-14333	136	8	and	and	CCONJ
ajst-14333	136	9	crop	crop	NOUN
ajst-14333	136	10	simulations	simulation	NOUN
ajst-14333	136	11	.	.	PUNCT
ajst-14333	137	1	in	in	ADP
ajst-14333	137	2	proceedings	proceeding	NOUN
ajst-14333	137	3	of	of	ADP
ajst-14333	137	4	the	the	DET
ajst-14333	137	5	ieee	ieee	NOUN
ajst-14333	137	6	/	/	SYM
ajst-14333	137	7	cvf	cvf	NOUN
ajst-14333	137	8	conference	conference	NOUN
ajst-14333	137	9	on	on	ADP
ajst-14333	137	10	computer	computer	NOUN
ajst-14333	137	11	vision	vision	NOUN
ajst-14333	137	12	and	and	CCONJ
ajst-14333	137	13	pattern	pattern	NOUN
ajst-14333	137	14	recognition	recognition	NOUN
ajst-14333	137	15	(	(	PUNCT
ajst-14333	137	16	pp	pp	ADJ
ajst-14333	137	17	.	.	PUNCT
ajst-14333	138	1	1712	1712	NUM
ajst-14333	138	2	-	-	SYM
ajst-14333	138	3	1720	1720	NUM
ajst-14333	138	4	)	)	PUNCT
ajst-14333	138	5	.	.	PUNCT
ajst-14333	139	1	[	[	X
ajst-14333	139	2	16	16	NUM
ajst-14333	139	3	]	]	X
ajst-14333	139	4	shen	shen	NOUN
ajst-14333	139	5	,	,	PUNCT
ajst-14333	139	6	y.	y.	PROPN
ajst-14333	139	7	,	,	PUNCT
ajst-14333	139	8	wang	wang	PROPN
ajst-14333	139	9	,	,	PUNCT
ajst-14333	139	10	b.	b.	PROPN
ajst-14333	139	11	,	,	PUNCT
ajst-14333	139	12	deng	deng	PROPN
ajst-14333	139	13	,	,	PUNCT
ajst-14333	139	14	s.	s.	PROPN
ajst-14333	139	15	,	,	PUNCT
ajst-14333	139	16	zhai	zhai	PROPN
ajst-14333	139	17	,	,	PUNCT
ajst-14333	139	18	l.	l.	PROPN
ajst-14333	139	19	,	,	PUNCT
ajst-14333	139	20	gu	gu	PROPN
ajst-14333	139	21	,	,	PUNCT
ajst-14333	139	22	h.	h.	PROPN
ajst-14333	139	23	m.	m.	PROPN
ajst-14333	139	24	,	,	PUNCT
ajst-14333	139	25	alabi	alabi	NOUN
ajst-14333	139	26	,	,	PUNCT
ajst-14333	139	27	a.	a.	NOUN
ajst-14333	139	28	,	,	PUNCT
ajst-14333	139	29	...	...	PUNCT
ajst-14333	139	30	&	&	CCONJ
ajst-14333	139	31	zhang	zhang	PROPN
ajst-14333	139	32	,	,	PUNCT
ajst-14333	139	33	d.	d.	PROPN
ajst-14333	139	34	w.	w.	PROPN
ajst-14333	139	35	(	(	PUNCT
ajst-14333	139	36	2020	2020	NUM
ajst-14333	139	37	)	)	PUNCT
ajst-14333	139	38	.	.	PUNCT
ajst-14333	139	39	surf4	surf4	NOUN
ajst-14333	139	40	regulates	regulate	VERB
ajst-14333	139	41	expression	expression	NOUN
ajst-14333	139	42	of	of	ADP
ajst-14333	139	43	proprotein	proprotein	PROPN
ajst-14333	139	44	convertase	convertase	PROPN
ajst-14333	139	45	subtilisin	subtilisin	PROPN
ajst-14333	139	46	/	/	SYM
ajst-14333	139	47	kexin	kexin	NOUN
ajst-14333	139	48	type	type	NOUN
ajst-14333	139	49	9	9	NUM
ajst-14333	139	50	(	(	PUNCT
ajst-14333	139	51	pcsk9	pcsk9	NOUN
ajst-14333	139	52	)	)	PUNCT
ajst-14333	139	53	but	but	CCONJ
ajst-14333	139	54	is	be	AUX
ajst-14333	139	55	not	not	PART
ajst-14333	139	56	required	require	VERB
ajst-14333	139	57	for	for	ADP
ajst-14333	139	58	pcsk9	pcsk9	PROPN
ajst-14333	139	59	secretion	secretion	NOUN
ajst-14333	139	60	in	in	ADP
ajst-14333	139	61	cultured	cultured	ADJ
ajst-14333	139	62	human	human	ADJ
ajst-14333	139	63	hepatocytes	hepatocyte	NOUN
ajst-14333	139	64	.	.	PUNCT
ajst-14333	140	1	biochimica	biochimica	PROPN
ajst-14333	140	2	et	et	PROPN
ajst-14333	140	3	biophysica	biophysica	PROPN
ajst-14333	140	4	acta	acta	PROPN
ajst-14333	140	5	(	(	PUNCT
ajst-14333	140	6	bba)-molecular	bba)-molecular	ADJ
ajst-14333	140	7	and	and	CCONJ
ajst-14333	140	8	cell	cell	NOUN
ajst-14333	140	9	biology	biology	NOUN
ajst-14333	140	10	of	of	ADP
ajst-14333	140	11	lipids	lipid	NOUN
ajst-14333	140	12	,	,	PUNCT
ajst-14333	140	13	1865(2	1865(2	NUM
ajst-14333	140	14	)	)	PUNCT
ajst-14333	140	15	,	,	PUNCT
ajst-14333	140	16	158555	158555	NUM
ajst-14333	140	17	.	.	PUNCT