id	sid	tid	token	lemma	pos
bracis-33575	1	1	ensemble	ensemble	ADJ
bracis-33575	1	2	of	of	ADP
bracis-33575	1	3	 	 	SPACE
bracis-33575	1	4	cnns	cnn	NOUN
bracis-33575	1	5	for	for	ADP
bracis-33575	1	6	 	 	SPACE
bracis-33575	1	7	enhanced	enhance	VERB
bracis-33575	1	8	leukocyte	leukocyte	NOUN
bracis-33575	1	9	classification	classification	NOUN
bracis-33575	1	10	in	in	ADP
bracis-33575	1	11	 	 	SPACE
bracis-33575	1	12	acute	acute	ADJ
bracis-33575	1	13	myeloid	myeloid	NOUN
bracis-33575	1	14	leukemia	leukemia	NOUN
bracis-33575	1	15	diagnosis	diagnosis	NOUN
bracis-33575	1	16	|	|	ADP
bracis-33575	1	17	springer	springer	NOUN
bracis-33575	1	18	nature	nature	NOUN
bracis-33575	1	19	link	link	PROPN
bracis-33575	1	20	(	(	PUNCT
bracis-33575	1	21	formerly	formerly	ADV
bracis-33575	1	22	springerlink	springerlink	NOUN
bracis-33575	1	23	)	)	PUNCT
bracis-33575	1	24	skip	skip	VERB
bracis-33575	1	25	to	to	ADP
bracis-33575	1	26	main	main	ADJ
bracis-33575	1	27	content	content	NOUN
bracis-33575	1	28	advertisement	advertisement	NOUN
bracis-33575	1	29	log	log	NOUN
bracis-33575	1	30	in	in	ADP
bracis-33575	1	31	menu	menu	NOUN
bracis-33575	1	32	find	find	VERB
bracis-33575	1	33	a	a	DET
bracis-33575	1	34	journal	journal	NOUN
bracis-33575	1	35	publish	publish	VERB
bracis-33575	1	36	with	with	ADP
bracis-33575	1	37	us	we	PRON
bracis-33575	1	38	track	track	VERB
bracis-33575	1	39	your	your	PRON
bracis-33575	1	40	research	research	NOUN
bracis-33575	1	41	search	search	NOUN
bracis-33575	1	42	cart	cart	NOUN
bracis-33575	1	43	home	home	NOUN
bracis-33575	1	44	intelligent	intelligent	ADJ
bracis-33575	1	45	systems	system	NOUN
bracis-33575	1	46	conference	conference	NOUN
bracis-33575	1	47	paper	paper	NOUN
bracis-33575	1	48	ensemble	ensemble	ADJ
bracis-33575	1	49	of	of	ADP
bracis-33575	1	50	 	 	SPACE
bracis-33575	1	51	cnns	cnn	NOUN
bracis-33575	1	52	for	for	ADP
bracis-33575	1	53	 	 	SPACE
bracis-33575	1	54	enhanced	enhance	VERB
bracis-33575	1	55	leukocyte	leukocyte	NOUN
bracis-33575	1	56	classification	classification	NOUN
bracis-33575	1	57	in	in	ADP
bracis-33575	1	58	 	 	SPACE
bracis-33575	1	59	acute	acute	ADJ
bracis-33575	1	60	myeloid	myeloid	NOUN
bracis-33575	1	61	leukemia	leukemia	NOUN
bracis-33575	1	62	diagnosis	diagnosis	NOUN
bracis-33575	1	63	conference	conference	NOUN
bracis-33575	1	64	paper	paper	NOUN
bracis-33575	1	65	first	first	ADV
bracis-33575	1	66	online	online	ADV
bracis-33575	1	67	:	:	PUNCT
bracis-33575	1	68	30	30	NUM
bracis-33575	1	69	january	january	NOUN
bracis-33575	1	70	2025	2025	NUM
bracis-33575	1	71	pp	pp	ADP
bracis-33575	1	72	399–413	399–413	NUM
bracis-33575	1	73	cite	cite	VERB
bracis-33575	1	74	this	this	DET
bracis-33575	1	75	conference	conference	NOUN
bracis-33575	1	76	paper	paper	NOUN
bracis-33575	1	77	access	access	NOUN
bracis-33575	1	78	provided	provide	VERB
bracis-33575	1	79	by	by	ADP
bracis-33575	1	80	university	university	PROPN
bracis-33575	1	81	of	of	ADP
bracis-33575	1	82	notre	notre	PROPN
bracis-33575	1	83	dame	dame	PROPN
bracis-33575	1	84	hesburgh	hesburgh	PROPN
bracis-33575	1	85	library	library	PROPN
bracis-33575	1	86	download	download	PROPN
bracis-33575	1	87	book	book	NOUN
bracis-33575	1	88	pdf	pdf	PROPN
bracis-33575	1	89	download	download	NOUN
bracis-33575	1	90	book	book	NOUN
bracis-33575	1	91	epub	epub	PROPN
bracis-33575	1	92	intelligent	intelligent	ADJ
bracis-33575	1	93	systems	system	NOUN
bracis-33575	1	94	(	(	PUNCT
bracis-33575	1	95	bracis	bracis	NOUN
bracis-33575	1	96	2024	2024	NUM
bracis-33575	1	97	)	)	PUNCT
bracis-33575	1	98	ensemble	ensemble	ADJ
bracis-33575	1	99	of	of	ADP
bracis-33575	1	100	 	 	SPACE
bracis-33575	1	101	cnns	cnn	NOUN
bracis-33575	1	102	for	for	ADP
bracis-33575	1	103	 	 	SPACE
bracis-33575	1	104	enhanced	enhance	VERB
bracis-33575	1	105	leukocyte	leukocyte	NOUN
bracis-33575	1	106	classification	classification	NOUN
bracis-33575	1	107	in	in	ADP
bracis-33575	1	108	 	 	SPACE
bracis-33575	1	109	acute	acute	ADJ
bracis-33575	1	110	myeloid	myeloid	NOUN
bracis-33575	1	111	leukemia	leukemia	NOUN
bracis-33575	1	112	diagnosis	diagnosis	NOUN
bracis-33575	1	113	download	download	NOUN
bracis-33575	1	114	book	book	NOUN
bracis-33575	1	115	pdf	pdf	PROPN
bracis-33575	1	116	download	download	NOUN
bracis-33575	1	117	book	book	PROPN
bracis-33575	1	118	epub	epub	PROPN
bracis-33575	1	119	leonardo	leonardo	PROPN
bracis-33575	2	1	p.	p.	PROPN
bracis-33575	2	2	sousa9	sousa9	PROPN
bracis-33575	2	3	,	,	PUNCT
bracis-33575	2	4	romuere	romuere	PROPN
bracis-33575	2	5	r.	r.	PROPN
bracis-33575	2	6	v.	v.	PROPN
bracis-33575	2	7	silva9	silva9	PROPN
bracis-33575	2	8	,	,	PUNCT
bracis-33575	2	9	maíla	maíla	PROPN
bracis-33575	2	10	l.	l.	PROPN
bracis-33575	2	11	claro10	claro10	PROPN
bracis-33575	2	12	,	,	PUNCT
bracis-33575	2	13	flávio	flávio	NOUN
bracis-33575	2	14	h.	h.	PROPN
bracis-33575	2	15	d.	d.	PROPN
bracis-33575	2	16	araújo9	araújo9	PROPN
bracis-33575	2	17	,	,	PUNCT
bracis-33575	2	18	rodrigo	rodrigo	PROPN
bracis-33575	2	19	n.	n.	PROPN
bracis-33575	2	20	borges9	borges9	PROPN
bracis-33575	2	21	,	,	PUNCT
bracis-33575	2	22	vinicius	vinicius	PROPN
bracis-33575	2	23	p.	p.	PROPN
bracis-33575	2	24	machado9	machado9	PROPN
bracis-33575	2	25	&	&	CCONJ
bracis-33575	2	26	…	…	PUNCT
bracis-33575	2	27	rodrigo	rodrigo	PROPN
bracis-33575	2	28	m.	m.	PROPN
bracis-33575	2	29	s.	s.	PROPN
bracis-33575	2	30	veras9	veras9	PROPN
bracis-33575	2	31	  	  	SPACE
bracis-33575	2	32	show	show	VERB
bracis-33575	2	33	authors	author	NOUN
bracis-33575	2	34	part	part	NOUN
bracis-33575	2	35	of	of	ADP
bracis-33575	2	36	the	the	DET
bracis-33575	2	37	book	book	NOUN
bracis-33575	2	38	series	series	NOUN
bracis-33575	2	39	:	:	PUNCT
bracis-33575	2	40	lecture	lecture	NOUN
bracis-33575	2	41	notes	note	NOUN
bracis-33575	2	42	in	in	ADP
bracis-33575	2	43	computer	computer	NOUN
bracis-33575	2	44	science	science	NOUN
bracis-33575	2	45	(	(	PUNCT
bracis-33575	2	46	(	(	PUNCT
bracis-33575	2	47	lnai	lnai	ADJ
bracis-33575	2	48	,	,	PUNCT
bracis-33575	2	49	volume	volume	NOUN
bracis-33575	2	50	15412	15412	NUM
bracis-33575	2	51	)	)	PUNCT
bracis-33575	2	52	)	)	PUNCT
bracis-33575	2	53	included	include	VERB
bracis-33575	2	54	in	in	ADP
bracis-33575	2	55	the	the	DET
bracis-33575	2	56	following	follow	VERB
bracis-33575	2	57	conference	conference	NOUN
bracis-33575	2	58	series	series	NOUN
bracis-33575	2	59	:	:	PUNCT
bracis-33575	2	60	brazilian	brazilian	ADJ
bracis-33575	2	61	conference	conference	NOUN
bracis-33575	2	62	on	on	ADP
bracis-33575	2	63	intelligent	intelligent	ADJ
bracis-33575	2	64	systems	system	NOUN
bracis-33575	2	65	475	475	NUM
bracis-33575	2	66	accesses	access	NOUN
bracis-33575	2	67	3	3	NUM
bracis-33575	2	68	citations	citation	NOUN
bracis-33575	2	69	abstract	abstract	ADJ
bracis-33575	2	70	acute	acute	NOUN
bracis-33575	2	71	myeloid	myeloid	NOUN
bracis-33575	2	72	leukemia	leukemia	NOUN
bracis-33575	2	73	(	(	PUNCT
bracis-33575	2	74	aml	aml	PROPN
bracis-33575	2	75	)	)	PUNCT
bracis-33575	2	76	is	be	AUX
bracis-33575	2	77	one	one	NUM
bracis-33575	2	78	of	of	ADP
bracis-33575	2	79	the	the	DET
bracis-33575	2	80	most	most	ADV
bracis-33575	2	81	lethal	lethal	ADJ
bracis-33575	2	82	and	and	CCONJ
bracis-33575	2	83	aggressive	aggressive	ADJ
bracis-33575	2	84	forms	form	NOUN
bracis-33575	2	85	of	of	ADP
bracis-33575	2	86	hematological	hematological	ADJ
bracis-33575	2	87	cancer	cancer	NOUN
bracis-33575	2	88	,	,	PUNCT
bracis-33575	2	89	characterized	characterize	VERB
bracis-33575	2	90	by	by	ADP
bracis-33575	2	91	the	the	DET
bracis-33575	2	92	rapid	rapid	ADJ
bracis-33575	2	93	proliferation	proliferation	NOUN
bracis-33575	2	94	of	of	ADP
bracis-33575	2	95	immature	immature	ADJ
bracis-33575	2	96	leukocytes	leukocyte	NOUN
bracis-33575	2	97	.	.	PUNCT
bracis-33575	3	1	this	this	DET
bracis-33575	3	2	disease	disease	NOUN
bracis-33575	3	3	is	be	AUX
bracis-33575	3	4	diagnosed	diagnose	VERB
bracis-33575	3	5	by	by	ADP
bracis-33575	3	6	highly	highly	ADV
bracis-33575	3	7	trained	train	VERB
bracis-33575	3	8	specialists	specialist	NOUN
bracis-33575	3	9	who	who	PRON
bracis-33575	3	10	meticulously	meticulously	ADV
bracis-33575	3	11	analyze	analyze	VERB
bracis-33575	3	12	microscopic	microscopic	ADJ
bracis-33575	3	13	images	image	NOUN
bracis-33575	3	14	of	of	ADP
bracis-33575	3	15	blood	blood	NOUN
bracis-33575	3	16	smears	smear	NOUN
bracis-33575	3	17	.	.	PUNCT
bracis-33575	4	1	this	this	DET
bracis-33575	4	2	work	work	NOUN
bracis-33575	4	3	explores	explore	VERB
bracis-33575	4	4	the	the	DET
bracis-33575	4	5	feasibility	feasibility	NOUN
bracis-33575	4	6	and	and	CCONJ
bracis-33575	4	7	effectiveness	effectiveness	NOUN
bracis-33575	4	8	of	of	ADP
bracis-33575	4	9	using	use	VERB
bracis-33575	4	10	eight	eight	NUM
bracis-33575	4	11	convolutional	convolutional	ADJ
bracis-33575	4	12	neural	neural	ADJ
bracis-33575	4	13	network	network	NOUN
bracis-33575	4	14	(	(	PUNCT
bracis-33575	4	15	cnn	cnn	PROPN
bracis-33575	4	16	)	)	PUNCT
bracis-33575	4	17	architectures	architecture	NOUN
bracis-33575	4	18	to	to	PART
bracis-33575	4	19	form	form	VERB
bracis-33575	4	20	specialized	specialized	ADJ
bracis-33575	4	21	ensembles	ensemble	NOUN
bracis-33575	4	22	capable	capable	ADJ
bracis-33575	4	23	of	of	ADP
bracis-33575	4	24	accurately	accurately	ADV
bracis-33575	4	25	differentiating	differentiate	VERB
bracis-33575	4	26	between	between	ADP
bracis-33575	4	27	mature	mature	ADJ
bracis-33575	4	28	and	and	CCONJ
bracis-33575	4	29	immature	immature	ADJ
bracis-33575	4	30	leukocytes	leukocyte	NOUN
bracis-33575	4	31	.	.	PUNCT
bracis-33575	5	1	we	we	PRON
bracis-33575	5	2	used	use	VERB
bracis-33575	5	3	voting	vote	VERB
bracis-33575	5	4	ensemble	ensemble	ADJ
bracis-33575	5	5	techniques	technique	NOUN
bracis-33575	5	6	and	and	CCONJ
bracis-33575	5	7	the	the	DET
bracis-33575	5	8	bagging	bagging	NOUN
bracis-33575	5	9	method	method	NOUN
bracis-33575	5	10	to	to	PART
bracis-33575	5	11	integrate	integrate	VERB
bracis-33575	5	12	cnns	cnn	NOUN
bracis-33575	5	13	that	that	PRON
bracis-33575	5	14	achieved	achieve	VERB
bracis-33575	5	15	the	the	DET
bracis-33575	5	16	best	good	ADJ
bracis-33575	5	17	individual	individual	ADJ
bracis-33575	5	18	performances	performance	NOUN
bracis-33575	5	19	.	.	PUNCT
bracis-33575	6	1	the	the	DET
bracis-33575	6	2	bagging	bagging	NOUN
bracis-33575	6	3	strategy	strategy	NOUN
bracis-33575	6	4	,	,	PUNCT
bracis-33575	6	5	explicitly	explicitly	ADV
bracis-33575	6	6	using	use	VERB
bracis-33575	6	7	the	the	DET
bracis-33575	6	8	efficientnet	efficientnet	PROPN
bracis-33575	6	9	b3	b3	PROPN
bracis-33575	6	10	cnn	cnn	PROPN
bracis-33575	6	11	,	,	PUNCT
bracis-33575	6	12	stood	stand	VERB
bracis-33575	6	13	out	out	ADP
bracis-33575	6	14	by	by	ADP
bracis-33575	6	15	achieving	achieve	VERB
bracis-33575	6	16	an	an	DET
bracis-33575	6	17	accuracy	accuracy	NOUN
bracis-33575	6	18	of	of	ADP
bracis-33575	6	19	96.62	96.62	NUM
bracis-33575	6	20	%	%	NOUN
bracis-33575	6	21	,	,	PUNCT
bracis-33575	6	22	a	a	DET
bracis-33575	6	23	precision	precision	NOUN
bracis-33575	6	24	of	of	ADP
bracis-33575	6	25	98.11	98.11	NUM
bracis-33575	6	26	%	%	NOUN
bracis-33575	6	27	,	,	PUNCT
bracis-33575	6	28	and	and	CCONJ
bracis-33575	6	29	a	a	DET
bracis-33575	6	30	kappa	kappa	ADJ
bracis-33575	6	31	index	index	NOUN
bracis-33575	6	32	of	of	ADP
bracis-33575	6	33	92.27	92.27	NUM
bracis-33575	6	34	%	%	NOUN
bracis-33575	6	35	on	on	ADP
bracis-33575	6	36	a	a	DET
bracis-33575	6	37	dataset	dataset	NOUN
bracis-33575	6	38	of	of	ADP
bracis-33575	6	39	48,100	48,100	NUM
bracis-33575	6	40	blood	blood	NOUN
bracis-33575	6	41	cell	cell	NOUN
bracis-33575	6	42	images	image	NOUN
bracis-33575	6	43	.	.	PUNCT
bracis-33575	7	1	this	this	DET
bracis-33575	7	2	performance	performance	NOUN
bracis-33575	7	3	enhancement	enhancement	NOUN
bracis-33575	7	4	highlights	highlight	VERB
bracis-33575	7	5	the	the	DET
bracis-33575	7	6	superior	superior	ADJ
bracis-33575	7	7	diagnostic	diagnostic	ADJ
bracis-33575	7	8	capabilities	capability	NOUN
bracis-33575	7	9	of	of	ADP
bracis-33575	7	10	this	this	DET
bracis-33575	7	11	approach	approach	NOUN
bracis-33575	7	12	compared	compare	VERB
bracis-33575	7	13	to	to	ADP
bracis-33575	7	14	the	the	DET
bracis-33575	7	15	individual	individual	ADJ
bracis-33575	7	16	architectures	architecture	NOUN
bracis-33575	7	17	of	of	ADP
bracis-33575	7	18	cnns	cnn	NOUN
bracis-33575	7	19	in	in	ADP
bracis-33575	7	20	identifying	identify	VERB
bracis-33575	7	21	cell	cell	NOUN
bracis-33575	7	22	types	type	NOUN
bracis-33575	7	23	in	in	ADP
bracis-33575	7	24	the	the	DET
bracis-33575	7	25	context	context	NOUN
bracis-33575	7	26	of	of	ADP
bracis-33575	7	27	aml	aml	NOUN
bracis-33575	7	28	diagnosis	diagnosis	NOUN
bracis-33575	7	29	.	.	PUNCT
bracis-33575	8	1	access	access	NOUN
bracis-33575	8	2	provided	provide	VERB
bracis-33575	8	3	by	by	ADP
bracis-33575	8	4	university	university	PROPN
bracis-33575	8	5	of	of	ADP
bracis-33575	8	6	notre	notre	PROPN
bracis-33575	8	7	dame	dame	PROPN
bracis-33575	8	8	hesburgh	hesburgh	PROPN
bracis-33575	8	9	library	library	PROPN
bracis-33575	8	10	.	.	PUNCT
bracis-33575	9	1	download	download	PROPN
bracis-33575	9	2	conference	conference	NOUN
bracis-33575	9	3	paper	paper	NOUN
bracis-33575	9	4	pdf	pdf	NOUN
bracis-33575	9	5	similar	similar	ADJ
bracis-33575	9	6	content	content	NOUN
bracis-33575	9	7	being	be	AUX
bracis-33575	9	8	viewed	view	VERB
bracis-33575	9	9	by	by	ADP
bracis-33575	9	10	others	other	NOUN
bracis-33575	9	11	detection	detection	NOUN
bracis-33575	9	12	of	of	ADP
bracis-33575	9	13	acute	acute	ADJ
bracis-33575	9	14	myeloid	myeloid	NOUN
bracis-33575	9	15	leukemia	leukemia	NOUN
bracis-33575	9	16	from	from	ADP
bracis-33575	9	17	peripheral	peripheral	ADJ
bracis-33575	9	18	blood	blood	NOUN
bracis-33575	9	19	smear	smear	NOUN
bracis-33575	9	20	images	image	NOUN
bracis-33575	9	21	using	use	VERB
bracis-33575	9	22	transfer	transfer	NOUN
bracis-33575	9	23	learning	learning	NOUN
bracis-33575	9	24	in	in	ADP
bracis-33575	9	25	modified	modify	VERB
bracis-33575	9	26	cnn	cnn	PROPN
bracis-33575	9	27	architectures	architecture	NOUN
bracis-33575	9	28	chapter	chapter	NOUN
bracis-33575	9	29	©	©	PROPN
bracis-33575	9	30	2023	2023	NUM
bracis-33575	9	31	acute	acute	NOUN
bracis-33575	9	32	myeloid	myeloid	NOUN
bracis-33575	9	33	leukemia	leukemia	NOUN
bracis-33575	9	34	subtype	subtype	NOUN
bracis-33575	9	35	classification	classification	NOUN
bracis-33575	9	36	using	use	VERB
bracis-33575	9	37	single	single	ADJ
bracis-33575	9	38	blood	blood	NOUN
bracis-33575	9	39	cell	cell	NOUN
bracis-33575	9	40	images	image	NOUN
bracis-33575	9	41	article	article	NOUN
bracis-33575	9	42	open	open	ADJ
bracis-33575	9	43	access	access	NOUN
bracis-33575	9	44	09	09	NUM
bracis-33575	9	45	december	december	PROPN
bracis-33575	9	46	2025	2025	NUM
bracis-33575	9	47	a	a	DET
bracis-33575	9	48	convolutional	convolutional	ADJ
bracis-33575	9	49	neural	neural	ADJ
bracis-33575	9	50	network	network	NOUN
bracis-33575	9	51	–	–	PUNCT
bracis-33575	9	52	based	base	VERB
bracis-33575	9	53	learning	learning	NOUN
bracis-33575	9	54	approach	approach	NOUN
bracis-33575	9	55	to	to	ADP
bracis-33575	9	56	acute	acute	ADJ
bracis-33575	9	57	lymphoblastic	lymphoblastic	ADJ
bracis-33575	9	58	leukaemia	leukaemia	NOUN
bracis-33575	9	59	detection	detection	NOUN
bracis-33575	9	60	with	with	ADP
bracis-33575	9	61	automated	automate	VERB
bracis-33575	9	62	feature	feature	NOUN
bracis-33575	9	63	extraction	extraction	NOUN
bracis-33575	9	64	article	article	NOUN
bracis-33575	9	65	06	06	NUM
bracis-33575	9	66	november	november	PROPN
bracis-33575	9	67	2020	2020	NUM
bracis-33575	9	68	1	1	NUM
bracis-33575	9	69	introduction	introduction	NOUN
bracis-33575	9	70	blood	blood	NOUN
bracis-33575	9	71	plays	play	VERB
bracis-33575	9	72	a	a	DET
bracis-33575	9	73	crucial	crucial	ADJ
bracis-33575	9	74	role	role	NOUN
bracis-33575	9	75	in	in	ADP
bracis-33575	9	76	transporting	transport	VERB
bracis-33575	9	77	oxygen	oxygen	NOUN
bracis-33575	9	78	and	and	CCONJ
bracis-33575	9	79	nutrients	nutrient	NOUN
bracis-33575	9	80	to	to	ADP
bracis-33575	9	81	all	all	DET
bracis-33575	9	82	organs	organ	NOUN
bracis-33575	9	83	and	and	CCONJ
bracis-33575	9	84	comprises	comprise	VERB
bracis-33575	9	85	three	three	NUM
bracis-33575	9	86	main	main	ADJ
bracis-33575	9	87	types	type	NOUN
bracis-33575	9	88	of	of	ADP
bracis-33575	9	89	cells	cell	NOUN
bracis-33575	9	90	:	:	PUNCT
bracis-33575	9	91	erythrocytes	erythrocyte	NOUN
bracis-33575	9	92	,	,	PUNCT
bracis-33575	9	93	platelets	platelet	NOUN
bracis-33575	9	94	,	,	PUNCT
bracis-33575	9	95	and	and	CCONJ
bracis-33575	9	96	leukocytes	leukocyte	NOUN
bracis-33575	9	97	.	.	PUNCT
bracis-33575	10	1	erythrocytes	erythrocyte	NOUN
bracis-33575	10	2	are	be	AUX
bracis-33575	10	3	responsible	responsible	ADJ
bracis-33575	10	4	for	for	ADP
bracis-33575	10	5	the	the	DET
bracis-33575	10	6	transport	transport	NOUN
bracis-33575	10	7	of	of	ADP
bracis-33575	10	8	gases	gas	NOUN
bracis-33575	10	9	such	such	ADJ
bracis-33575	10	10	as	as	ADP
bracis-33575	10	11	oxygen	oxygen	NOUN
bracis-33575	10	12	and	and	CCONJ
bracis-33575	10	13	carbon	carbon	NOUN
bracis-33575	10	14	dioxide	dioxide	NOUN
bracis-33575	10	15	;	;	PUNCT
bracis-33575	10	16	platelets	platelet	NOUN
bracis-33575	10	17	are	be	AUX
bracis-33575	10	18	essential	essential	ADJ
bracis-33575	10	19	in	in	ADP
bracis-33575	10	20	the	the	DET
bracis-33575	10	21	blood	blood	NOUN
bracis-33575	10	22	clotting	clotting	NOUN
bracis-33575	10	23	process	process	NOUN
bracis-33575	10	24	[	[	X
bracis-33575	10	25	16	16	NUM
bracis-33575	10	26	]	]	X
bracis-33575	10	27	;	;	PUNCT
bracis-33575	10	28	and	and	CCONJ
bracis-33575	10	29	leukocytes	leukocyte	NOUN
bracis-33575	10	30	,	,	PUNCT
bracis-33575	10	31	or	or	CCONJ
bracis-33575	10	32	white	white	ADJ
bracis-33575	10	33	cells	cell	NOUN
bracis-33575	10	34	,	,	PUNCT
bracis-33575	10	35	are	be	AUX
bracis-33575	10	36	tasked	task	VERB
bracis-33575	10	37	with	with	ADP
bracis-33575	10	38	defending	defend	VERB
bracis-33575	10	39	the	the	DET
bracis-33575	10	40	organism	organism	NOUN
bracis-33575	10	41	.	.	PUNCT
bracis-33575	11	1	additionally	additionally	ADV
bracis-33575	11	2	,	,	PUNCT
bracis-33575	11	3	leukocytes	leukocyte	NOUN
bracis-33575	11	4	can	can	AUX
bracis-33575	11	5	be	be	AUX
bracis-33575	11	6	classified	classify	VERB
bracis-33575	11	7	as	as	ADP
bracis-33575	11	8	mature	mature	ADJ
bracis-33575	11	9	(	(	PUNCT
bracis-33575	11	10	fully	fully	ADV
bracis-33575	11	11	developed	develop	VERB
bracis-33575	11	12	cells	cell	NOUN
bracis-33575	11	13	)	)	PUNCT
bracis-33575	11	14	or	or	CCONJ
bracis-33575	11	15	immature	immature	ADJ
bracis-33575	11	16	(	(	PUNCT
bracis-33575	11	17	cells	cell	NOUN
bracis-33575	11	18	in	in	ADP
bracis-33575	11	19	the	the	DET
bracis-33575	11	20	development	development	NOUN
bracis-33575	11	21	process	process	NOUN
bracis-33575	11	22	)	)	PUNCT
bracis-33575	11	23	.	.	PUNCT
bracis-33575	12	1	all	all	DET
bracis-33575	12	2	these	these	DET
bracis-33575	12	3	cells	cell	NOUN
bracis-33575	12	4	originate	originate	VERB
bracis-33575	12	5	in	in	ADP
bracis-33575	12	6	the	the	DET
bracis-33575	12	7	bone	bone	NOUN
bracis-33575	12	8	marrow	marrow	NOUN
bracis-33575	12	9	and	and	CCONJ
bracis-33575	12	10	are	be	AUX
bracis-33575	12	11	regularly	regularly	ADV
bracis-33575	12	12	released	release	VERB
bracis-33575	12	13	into	into	ADP
bracis-33575	12	14	the	the	DET
bracis-33575	12	15	bloodstream	bloodstream	NOUN
bracis-33575	12	16	.	.	PUNCT
bracis-33575	13	1	the	the	DET
bracis-33575	13	2	healthy	healthy	ADJ
bracis-33575	13	3	development	development	NOUN
bracis-33575	13	4	of	of	ADP
bracis-33575	13	5	blood	blood	NOUN
bracis-33575	13	6	cells	cell	NOUN
bracis-33575	13	7	can	can	AUX
bracis-33575	13	8	be	be	AUX
bracis-33575	13	9	compromised	compromise	VERB
bracis-33575	13	10	by	by	ADP
bracis-33575	13	11	the	the	DET
bracis-33575	13	12	disproportionate	disproportionate	ADJ
bracis-33575	13	13	increase	increase	NOUN
bracis-33575	13	14	in	in	ADP
bracis-33575	13	15	abnormal	abnormal	ADJ
bracis-33575	13	16	blood	blood	NOUN
bracis-33575	13	17	cells	cell	NOUN
bracis-33575	13	18	,	,	PUNCT
bracis-33575	13	19	becoming	become	VERB
bracis-33575	13	20	the	the	DET
bracis-33575	13	21	primary	primary	ADJ
bracis-33575	13	22	cause	cause	NOUN
bracis-33575	13	23	of	of	ADP
bracis-33575	13	24	blood	blood	NOUN
bracis-33575	13	25	cancer	cancer	NOUN
bracis-33575	13	26	.	.	PUNCT
bracis-33575	14	1	leukemia	leukemia	NOUN
bracis-33575	14	2	originates	originate	NOUN
bracis-33575	14	3	when	when	SCONJ
bracis-33575	14	4	the	the	DET
bracis-33575	14	5	malignancy	malignancy	NOUN
bracis-33575	14	6	of	of	ADP
bracis-33575	14	7	blood	blood	NOUN
bracis-33575	14	8	precursor	precursor	NOUN
bracis-33575	14	9	cells	cell	NOUN
bracis-33575	14	10	manifests	manifest	VERB
bracis-33575	14	11	through	through	ADP
bracis-33575	14	12	their	their	PRON
bracis-33575	14	13	uncontrolled	uncontrolled	ADJ
bracis-33575	14	14	proliferation	proliferation	NOUN
bracis-33575	14	15	,	,	PUNCT
bracis-33575	14	16	primarily	primarily	ADV
bracis-33575	14	17	affecting	affect	VERB
bracis-33575	14	18	leukocytes	leukocyte	NOUN
bracis-33575	14	19	[	[	X
bracis-33575	14	20	27	27	NUM
bracis-33575	14	21	]	]	PUNCT
bracis-33575	14	22	.	.	PUNCT
bracis-33575	15	1	leukemias	leukemias	PROPN
bracis-33575	15	2	can	can	AUX
bracis-33575	15	3	be	be	AUX
bracis-33575	15	4	categorized	categorize	VERB
bracis-33575	15	5	as	as	ADP
bracis-33575	15	6	either	either	CCONJ
bracis-33575	15	7	acute	acute	ADJ
bracis-33575	15	8	or	or	CCONJ
bracis-33575	15	9	chronic	chronic	NOUN
bracis-33575	15	10	.	.	PUNCT
bracis-33575	16	1	the	the	DET
bracis-33575	16	2	acute	acute	ADJ
bracis-33575	16	3	form	form	NOUN
bracis-33575	16	4	manifests	manifest	VERB
bracis-33575	16	5	rapidly	rapidly	ADV
bracis-33575	16	6	,	,	PUNCT
bracis-33575	16	7	requiring	require	VERB
bracis-33575	16	8	immediate	immediate	ADJ
bracis-33575	16	9	therapeutic	therapeutic	ADJ
bracis-33575	16	10	intervention	intervention	NOUN
bracis-33575	16	11	,	,	PUNCT
bracis-33575	16	12	while	while	SCONJ
bracis-33575	16	13	chronic	chronic	ADJ
bracis-33575	16	14	leukemias	leukemia	NOUN
bracis-33575	16	15	progress	progress	VERB
bracis-33575	16	16	more	more	ADV
bracis-33575	16	17	slowly	slowly	ADV
bracis-33575	16	18	,	,	PUNCT
bracis-33575	16	19	often	often	ADV
bracis-33575	16	20	not	not	PART
bracis-33575	16	21	requiring	require	VERB
bracis-33575	16	22	immediate	immediate	ADJ
bracis-33575	16	23	treatment	treatment	NOUN
bracis-33575	16	24	after	after	ADP
bracis-33575	16	25	diagnosis	diagnosis	NOUN
bracis-33575	16	26	.	.	PUNCT
bracis-33575	17	1	they	they	PRON
bracis-33575	17	2	can	can	AUX
bracis-33575	17	3	also	also	ADV
bracis-33575	17	4	be	be	AUX
bracis-33575	17	5	grouped	group	VERB
bracis-33575	17	6	based	base	VERB
bracis-33575	17	7	on	on	ADP
bracis-33575	17	8	the	the	DET
bracis-33575	17	9	types	type	NOUN
bracis-33575	17	10	of	of	ADP
bracis-33575	17	11	white	white	ADJ
bracis-33575	17	12	blood	blood	NOUN
bracis-33575	17	13	cells	cell	NOUN
bracis-33575	17	14	they	they	PRON
bracis-33575	17	15	affect	affect	VERB
bracis-33575	17	16	:	:	PUNCT
bracis-33575	17	17	lymphoid	lymphoid	NOUN
bracis-33575	17	18	or	or	CCONJ
bracis-33575	17	19	myeloid	myeloid	NOUN
bracis-33575	18	1	[	[	X
bracis-33575	18	2	15	15	NUM
bracis-33575	18	3	]	]	PUNCT
bracis-33575	18	4	.	.	PUNCT
bracis-33575	19	1	thus	thus	ADV
bracis-33575	19	2	,	,	PUNCT
bracis-33575	19	3	the	the	DET
bracis-33575	19	4	main	main	ADJ
bracis-33575	19	5	types	type	NOUN
bracis-33575	19	6	of	of	ADP
bracis-33575	19	7	leukemia	leukemia	NOUN
bracis-33575	19	8	are	be	AUX
bracis-33575	19	9	acute	acute	ADJ
bracis-33575	19	10	lymphoblastic	lymphoblastic	ADJ
bracis-33575	19	11	leukemia	leukemia	NOUN
bracis-33575	19	12	(	(	PUNCT
bracis-33575	19	13	all	all	ADV
bracis-33575	19	14	)	)	PUNCT
bracis-33575	19	15	,	,	PUNCT
bracis-33575	19	16	acute	acute	ADJ
bracis-33575	19	17	myeloid	myeloid	NOUN
bracis-33575	19	18	leukemia	leukemia	NOUN
bracis-33575	19	19	(	(	PUNCT
bracis-33575	19	20	aml	aml	PROPN
bracis-33575	19	21	)	)	PUNCT
bracis-33575	19	22	,	,	PUNCT
bracis-33575	19	23	chronic	chronic	ADJ
bracis-33575	19	24	myeloid	myeloid	NOUN
bracis-33575	19	25	leukemia	leukemia	NOUN
bracis-33575	19	26	(	(	PUNCT
bracis-33575	19	27	cml	cml	PROPN
bracis-33575	19	28	)	)	PUNCT
bracis-33575	19	29	,	,	PUNCT
bracis-33575	19	30	and	and	CCONJ
bracis-33575	19	31	chronic	chronic	ADJ
bracis-33575	19	32	lymphocytic	lymphocytic	ADJ
bracis-33575	19	33	leukemia	leukemia	NOUN
bracis-33575	19	34	(	(	PUNCT
bracis-33575	19	35	cll	cll	PROPN
bracis-33575	19	36	)	)	PUNCT
bracis-33575	19	37	.	.	PUNCT
bracis-33575	20	1	aml	aml	PROPN
bracis-33575	20	2	stands	stand	VERB
bracis-33575	20	3	out	out	ADP
bracis-33575	20	4	as	as	ADP
bracis-33575	20	5	the	the	DET
bracis-33575	20	6	most	most	ADV
bracis-33575	20	7	lethal	lethal	ADJ
bracis-33575	20	8	variant	variant	NOUN
bracis-33575	20	9	among	among	ADP
bracis-33575	20	10	the	the	DET
bracis-33575	20	11	four	four	NUM
bracis-33575	20	12	leukemia	leukemia	NOUN
bracis-33575	20	13	subtypes	subtype	NOUN
bracis-33575	20	14	,	,	PUNCT
bracis-33575	20	15	with	with	ADP
bracis-33575	20	16	approximately	approximately	ADV
bracis-33575	20	17	20,380	20,380	NUM
bracis-33575	20	18	new	new	ADJ
bracis-33575	20	19	cases	case	NOUN
bracis-33575	20	20	and	and	CCONJ
bracis-33575	20	21	about	about	ADV
bracis-33575	20	22	11,300	11,300	NUM
bracis-33575	20	23	deaths	death	NOUN
bracis-33575	20	24	in	in	ADP
bracis-33575	20	25	the	the	DET
bracis-33575	20	26	united	united	PROPN
bracis-33575	20	27	states	states	PROPN
bracis-33575	20	28	in	in	ADP
bracis-33575	20	29	2023	2023	NUM
bracis-33575	20	30	,	,	PUNCT
bracis-33575	20	31	according	accord	VERB
bracis-33575	20	32	to	to	ADP
bracis-33575	20	33	data	datum	NOUN
bracis-33575	20	34	from	from	ADP
bracis-33575	20	35	the	the	DET
bracis-33575	20	36	national	national	PROPN
bracis-33575	20	37	cancer	cancer	PROPN
bracis-33575	20	38	institute	institute	PROPN
bracis-33575	20	39	.	.	PUNCT
bracis-33575	21	1	the	the	DET
bracis-33575	21	2	five	five	NUM
bracis-33575	21	3	-	-	PUNCT
bracis-33575	21	4	year	year	NOUN
bracis-33575	21	5	average	average	ADJ
bracis-33575	21	6	survival	survival	NOUN
bracis-33575	21	7	rate	rate	NOUN
bracis-33575	21	8	is	be	AUX
bracis-33575	21	9	31.7%footnote	31.7%footnote	NUM
bracis-33575	21	10	1	1	NUM
bracis-33575	21	11	.	.	PUNCT
bracis-33575	21	12	from	from	ADP
bracis-33575	21	13	2009	2009	NUM
bracis-33575	21	14	to	to	ADP
bracis-33575	21	15	2019	2019	NUM
bracis-33575	21	16	,	,	PUNCT
bracis-33575	21	17	it	it	PRON
bracis-33575	21	18	was	be	AUX
bracis-33575	21	19	the	the	DET
bracis-33575	21	20	most	most	ADV
bracis-33575	21	21	prevalent	prevalent	ADJ
bracis-33575	21	22	leukemia	leukemia	NOUN
bracis-33575	21	23	in	in	ADP
bracis-33575	21	24	brazil	brazil	PROPN
bracis-33575	21	25	,	,	PUNCT
bracis-33575	21	26	with	with	ADP
bracis-33575	21	27	10,554	10,554	NUM
bracis-33575	21	28	casesfootnote	casesfootnote	ADJ
bracis-33575	21	29	2	2	NUM
bracis-33575	21	30	.	.	PUNCT
bracis-33575	22	1	the	the	DET
bracis-33575	22	2	disease	disease	NOUN
bracis-33575	22	3	carries	carry	VERB
bracis-33575	22	4	an	an	DET
bracis-33575	22	5	unfavorable	unfavorable	ADJ
bracis-33575	22	6	prognosis	prognosis	NOUN
bracis-33575	22	7	,	,	PUNCT
bracis-33575	22	8	and	and	CCONJ
bracis-33575	22	9	any	any	DET
bracis-33575	22	10	delay	delay	NOUN
bracis-33575	22	11	in	in	ADP
bracis-33575	22	12	accurate	accurate	ADJ
bracis-33575	22	13	diagnosis	diagnosis	NOUN
bracis-33575	22	14	has	have	VERB
bracis-33575	22	15	a	a	DET
bracis-33575	22	16	severe	severe	ADJ
bracis-33575	22	17	and	and	CCONJ
bracis-33575	22	18	negative	negative	ADJ
bracis-33575	22	19	impact	impact	NOUN
bracis-33575	22	20	on	on	ADP
bracis-33575	22	21	the	the	DET
bracis-33575	22	22	patient	patient	NOUN
bracis-33575	22	23	’s	’s	PART
bracis-33575	22	24	survival	survival	NOUN
bracis-33575	22	25	capacity	capacity	NOUN
bracis-33575	22	26	.	.	PUNCT
bracis-33575	23	1	currently	currently	ADV
bracis-33575	23	2	,	,	PUNCT
bracis-33575	23	3	no	no	DET
bracis-33575	23	4	specific	specific	ADJ
bracis-33575	23	5	screening	screening	NOUN
bracis-33575	23	6	methods	method	NOUN
bracis-33575	23	7	are	be	AUX
bracis-33575	23	8	available	available	ADJ
bracis-33575	23	9	for	for	ADP
bracis-33575	23	10	early	early	ADJ
bracis-33575	23	11	detection	detection	NOUN
bracis-33575	23	12	of	of	ADP
bracis-33575	23	13	leukemia	leukemia	NOUN
bracis-33575	23	14	before	before	ADP
bracis-33575	23	15	the	the	DET
bracis-33575	23	16	onset	onset	NOUN
bracis-33575	23	17	of	of	ADP
bracis-33575	23	18	symptoms	symptom	NOUN
bracis-33575	23	19	.	.	PUNCT
bracis-33575	24	1	physicians	physician	NOUN
bracis-33575	24	2	advise	advise	VERB
bracis-33575	24	3	that	that	SCONJ
bracis-33575	24	4	vulnerable	vulnerable	ADJ
bracis-33575	24	5	individuals	individual	NOUN
bracis-33575	24	6	undergo	undergo	VERB
bracis-33575	24	7	regular	regular	ADJ
bracis-33575	24	8	medical	medical	ADJ
bracis-33575	24	9	examinations	examination	NOUN
bracis-33575	24	10	,	,	PUNCT
bracis-33575	24	11	including	include	VERB
bracis-33575	24	12	physical	physical	ADJ
bracis-33575	24	13	assessments	assessment	NOUN
bracis-33575	24	14	and	and	CCONJ
bracis-33575	24	15	routine	routine	ADJ
bracis-33575	24	16	blood	blood	NOUN
bracis-33575	24	17	tests	test	NOUN
bracis-33575	24	18	.	.	PUNCT
bracis-33575	25	1	the	the	DET
bracis-33575	25	2	detection	detection	NOUN
bracis-33575	25	3	of	of	ADP
bracis-33575	25	4	an	an	DET
bracis-33575	25	5	increase	increase	NOUN
bracis-33575	25	6	in	in	ADP
bracis-33575	25	7	leukocyte	leukocyte	ADJ
bracis-33575	25	8	count	count	NOUN
bracis-33575	25	9	during	during	ADP
bracis-33575	25	10	these	these	DET
bracis-33575	25	11	tests	test	NOUN
bracis-33575	25	12	may	may	AUX
bracis-33575	25	13	indicate	indicate	VERB
bracis-33575	25	14	the	the	DET
bracis-33575	25	15	presence	presence	NOUN
bracis-33575	25	16	of	of	ADP
bracis-33575	25	17	various	various	ADJ
bracis-33575	25	18	factors	factor	NOUN
bracis-33575	25	19	,	,	PUNCT
bracis-33575	25	20	such	such	ADJ
bracis-33575	25	21	as	as	ADP
bracis-33575	25	22	infection	infection	NOUN
bracis-33575	25	23	,	,	PUNCT
bracis-33575	25	24	stress	stress	NOUN
bracis-33575	25	25	,	,	PUNCT
bracis-33575	25	26	inflammation	inflammation	NOUN
bracis-33575	25	27	,	,	PUNCT
bracis-33575	25	28	or	or	CCONJ
bracis-33575	25	29	,	,	PUNCT
bracis-33575	25	30	in	in	ADP
bracis-33575	25	31	some	some	DET
bracis-33575	25	32	cases	case	NOUN
bracis-33575	25	33	,	,	PUNCT
bracis-33575	25	34	bone	bone	NOUN
bracis-33575	25	35	marrow	marrow	NOUN
bracis-33575	25	36	disorders	disorder	NOUN
bracis-33575	25	37	,	,	PUNCT
bracis-33575	25	38	including	include	VERB
bracis-33575	25	39	the	the	DET
bracis-33575	25	40	possibility	possibility	NOUN
bracis-33575	25	41	of	of	ADP
bracis-33575	25	42	leukemia	leukemia	NOUN
bracis-33575	25	43	.	.	PUNCT
bracis-33575	26	1	subsequently	subsequently	ADV
bracis-33575	26	2	,	,	PUNCT
bracis-33575	26	3	the	the	DET
bracis-33575	26	4	blood	blood	NOUN
bracis-33575	26	5	smear	smear	NOUN
bracis-33575	26	6	examination	examination	NOUN
bracis-33575	26	7	is	be	AUX
bracis-33575	26	8	conducted	conduct	VERB
bracis-33575	26	9	by	by	ADP
bracis-33575	26	10	trained	train	VERB
bracis-33575	26	11	technical	technical	ADJ
bracis-33575	26	12	personnel	personnel	NOUN
bracis-33575	26	13	to	to	PART
bracis-33575	26	14	carry	carry	VERB
bracis-33575	26	15	out	out	ADP
bracis-33575	26	16	morphological	morphological	ADJ
bracis-33575	26	17	analyses	analysis	NOUN
bracis-33575	26	18	,	,	PUNCT
bracis-33575	26	19	count	count	NOUN
bracis-33575	26	20	,	,	PUNCT
bracis-33575	26	21	and	and	CCONJ
bracis-33575	26	22	identify	identify	VERB
bracis-33575	26	23	anomalies	anomaly	NOUN
bracis-33575	26	24	in	in	ADP
bracis-33575	26	25	blood	blood	NOUN
bracis-33575	26	26	cells	cell	NOUN
bracis-33575	26	27	.	.	PUNCT
bracis-33575	27	1	this	this	DET
bracis-33575	27	2	process	process	NOUN
bracis-33575	27	3	prioritizes	prioritize	VERB
bracis-33575	27	4	the	the	DET
bracis-33575	27	5	detection	detection	NOUN
bracis-33575	27	6	of	of	ADP
bracis-33575	27	7	specific	specific	ADJ
bracis-33575	27	8	characteristics	characteristic	NOUN
bracis-33575	27	9	associated	associate	VERB
bracis-33575	27	10	with	with	ADP
bracis-33575	27	11	each	each	DET
bracis-33575	27	12	type	type	NOUN
bracis-33575	27	13	of	of	ADP
bracis-33575	27	14	leukemia	leukemia	NOUN
bracis-33575	27	15	.	.	PUNCT
bracis-33575	28	1	according	accord	VERB
bracis-33575	28	2	to	to	ADP
bracis-33575	28	3	sadek	sadek	PROPN
bracis-33575	28	4	et	et	PROPN
bracis-33575	28	5	al	al	PROPN
bracis-33575	28	6	.	.	PUNCT
bracis-33575	29	1	[	[	X
bracis-33575	29	2	19	19	NUM
bracis-33575	29	3	]	]	PUNCT
bracis-33575	29	4	,	,	PUNCT
bracis-33575	29	5	the	the	DET
bracis-33575	29	6	diagnostic	diagnostic	ADJ
bracis-33575	29	7	criterion	criterion	NOUN
bracis-33575	29	8	for	for	ADP
bracis-33575	29	9	aml	aml	PROPN
bracis-33575	29	10	is	be	AUX
bracis-33575	29	11	established	establish	VERB
bracis-33575	29	12	when	when	SCONJ
bracis-33575	29	13	the	the	DET
bracis-33575	29	14	count	count	NOUN
bracis-33575	29	15	of	of	ADP
bracis-33575	29	16	blasts	blast	NOUN
bracis-33575	29	17	(	(	PUNCT
bracis-33575	29	18	immature	immature	ADJ
bracis-33575	29	19	leukocytes	leukocyte	NOUN
bracis-33575	29	20	)	)	PUNCT
bracis-33575	29	21	reaches	reach	VERB
bracis-33575	29	22	or	or	CCONJ
bracis-33575	29	23	exceeds	exceed	VERB
bracis-33575	29	24	20	20	NUM
bracis-33575	29	25	%	%	NOUN
bracis-33575	29	26	.	.	PUNCT
bracis-33575	30	1	figure	figure	NOUN
bracis-33575	30	2	 	 	SPACE
bracis-33575	30	3	1	1	NUM
bracis-33575	30	4	displays	display	VERB
bracis-33575	30	5	examples	example	NOUN
bracis-33575	30	6	of	of	ADP
bracis-33575	30	7	mature	mature	ADJ
bracis-33575	30	8	and	and	CCONJ
bracis-33575	30	9	immature	immature	ADJ
bracis-33575	30	10	leukocytes	leukocyte	NOUN
bracis-33575	30	11	.	.	PUNCT
bracis-33575	31	1	biermann	biermann	PROPN
bracis-33575	31	2	et	et	PROPN
bracis-33575	31	3	al	al	PROPN
bracis-33575	31	4	.	.	PUNCT
bracis-33575	32	1	[	[	X
bracis-33575	32	2	3	3	X
bracis-33575	32	3	]	]	PUNCT
bracis-33575	32	4	described	describe	VERB
bracis-33575	32	5	that	that	SCONJ
bracis-33575	32	6	mature	mature	ADJ
bracis-33575	32	7	leukocytes	leukocyte	NOUN
bracis-33575	32	8	typically	typically	ADV
bracis-33575	32	9	exhibit	exhibit	VERB
bracis-33575	32	10	more	more	ADV
bracis-33575	32	11	segmented	segmented	ADJ
bracis-33575	32	12	and	and	CCONJ
bracis-33575	32	13	ring	ring	NOUN
bracis-33575	32	14	-	-	PUNCT
bracis-33575	32	15	shaped	shape	VERB
bracis-33575	32	16	nuclei	nucleus	NOUN
bracis-33575	32	17	,	,	PUNCT
bracis-33575	32	18	while	while	SCONJ
bracis-33575	32	19	immature	immature	ADJ
bracis-33575	32	20	ones	one	NOUN
bracis-33575	32	21	have	have	VERB
bracis-33575	32	22	larger	large	ADJ
bracis-33575	32	23	,	,	PUNCT
bracis-33575	32	24	more	more	ADV
bracis-33575	32	25	rounded	rounded	ADJ
bracis-33575	32	26	,	,	PUNCT
bracis-33575	32	27	and	and	CCONJ
bracis-33575	32	28	less	less	ADV
bracis-33575	32	29	segmented	segmented	ADJ
bracis-33575	32	30	nuclei	nucleus	NOUN
bracis-33575	32	31	.	.	PUNCT
bracis-33575	33	1	considering	consider	VERB
bracis-33575	33	2	the	the	DET
bracis-33575	33	3	low	low	ADJ
bracis-33575	33	4	survival	survival	NOUN
bracis-33575	33	5	rate	rate	NOUN
bracis-33575	33	6	,	,	PUNCT
bracis-33575	33	7	especially	especially	ADV
bracis-33575	33	8	among	among	ADP
bracis-33575	33	9	adults	adult	NOUN
bracis-33575	33	10	diagnosed	diagnose	VERB
bracis-33575	33	11	with	with	ADP
bracis-33575	33	12	aml	aml	PROPN
bracis-33575	33	13	,	,	PUNCT
bracis-33575	33	14	and	and	CCONJ
bracis-33575	33	15	the	the	DET
bracis-33575	33	16	inherent	inherent	ADJ
bracis-33575	33	17	challenges	challenge	NOUN
bracis-33575	33	18	of	of	ADP
bracis-33575	33	19	manual	manual	ADJ
bracis-33575	33	20	leukocyte	leukocyte	NOUN
bracis-33575	33	21	classification	classification	NOUN
bracis-33575	33	22	for	for	ADP
bracis-33575	33	23	diagnosing	diagnose	VERB
bracis-33575	33	24	aml	aml	NOUN
bracis-33575	33	25	,	,	PUNCT
bracis-33575	33	26	it	it	PRON
bracis-33575	33	27	becomes	become	VERB
bracis-33575	33	28	crucial	crucial	ADJ
bracis-33575	33	29	and	and	CCONJ
bracis-33575	33	30	indispensable	indispensable	ADJ
bracis-33575	33	31	to	to	PART
bracis-33575	33	32	develop	develop	VERB
bracis-33575	33	33	tools	tool	NOUN
bracis-33575	33	34	that	that	PRON
bracis-33575	33	35	utilize	utilize	VERB
bracis-33575	33	36	computational	computational	ADJ
bracis-33575	33	37	technology	technology	NOUN
bracis-33575	33	38	and	and	CCONJ
bracis-33575	33	39	advances	advance	NOUN
bracis-33575	33	40	in	in	ADP
bracis-33575	33	41	machine	machine	NOUN
bracis-33575	33	42	learning	learning	NOUN
bracis-33575	33	43	methods	method	NOUN
bracis-33575	33	44	.	.	PUNCT
bracis-33575	34	1	these	these	DET
bracis-33575	34	2	tools	tool	NOUN
bracis-33575	34	3	aim	aim	VERB
bracis-33575	34	4	to	to	PART
bracis-33575	34	5	assist	assist	VERB
bracis-33575	34	6	specialist	specialist	NOUN
bracis-33575	34	7	technicians	technician	NOUN
bracis-33575	34	8	in	in	ADP
bracis-33575	34	9	validating	validate	VERB
bracis-33575	34	10	and	and	CCONJ
bracis-33575	34	11	supporting	support	VERB
bracis-33575	34	12	the	the	DET
bracis-33575	34	13	diagnostic	diagnostic	ADJ
bracis-33575	34	14	process	process	NOUN
bracis-33575	34	15	.	.	PUNCT
bracis-33575	35	1	convolutional	convolutional	ADJ
bracis-33575	35	2	neural	neural	ADJ
bracis-33575	35	3	networks	network	NOUN
bracis-33575	35	4	(	(	PUNCT
bracis-33575	35	5	cnns	cnns	PROPN
bracis-33575	35	6	)	)	PUNCT
bracis-33575	35	7	have	have	AUX
bracis-33575	35	8	demonstrated	demonstrate	VERB
bracis-33575	35	9	exceptional	exceptional	ADJ
bracis-33575	35	10	performance	performance	NOUN
bracis-33575	35	11	in	in	ADP
bracis-33575	35	12	image	image	NOUN
bracis-33575	35	13	classification	classification	NOUN
bracis-33575	35	14	.	.	PUNCT
bracis-33575	36	1	in	in	ADP
bracis-33575	36	2	this	this	DET
bracis-33575	36	3	study	study	NOUN
bracis-33575	36	4	,	,	PUNCT
bracis-33575	36	5	in	in	ADP
bracis-33575	36	6	addition	addition	NOUN
bracis-33575	36	7	to	to	ADP
bracis-33575	36	8	analyzing	analyze	VERB
bracis-33575	36	9	individual	individual	ADJ
bracis-33575	36	10	networks	network	NOUN
bracis-33575	36	11	,	,	PUNCT
bracis-33575	36	12	we	we	PRON
bracis-33575	36	13	explored	explore	VERB
bracis-33575	36	14	various	various	ADJ
bracis-33575	36	15	ensemble	ensemble	ADJ
bracis-33575	36	16	techniques	technique	NOUN
bracis-33575	36	17	,	,	PUNCT
bracis-33575	36	18	including	include	VERB
bracis-33575	36	19	majority	majority	NOUN
bracis-33575	36	20	voting	voting	NOUN
bracis-33575	36	21	,	,	PUNCT
bracis-33575	36	22	weighted	weight	VERB
bracis-33575	36	23	voting	voting	NOUN
bracis-33575	36	24	and	and	CCONJ
bracis-33575	36	25	bagging	bagging	NOUN
bracis-33575	36	26	.	.	PUNCT
bracis-33575	37	1	we	we	PRON
bracis-33575	37	2	chose	choose	VERB
bracis-33575	37	3	to	to	PART
bracis-33575	37	4	use	use	VERB
bracis-33575	37	5	distinct	distinct	ADJ
bracis-33575	37	6	architectures	architecture	NOUN
bracis-33575	37	7	,	,	PUNCT
bracis-33575	37	8	selected	select	VERB
bracis-33575	37	9	for	for	ADP
bracis-33575	37	10	their	their	PRON
bracis-33575	37	11	topological	topological	ADJ
bracis-33575	37	12	innovations	innovation	NOUN
bracis-33575	37	13	and	and	CCONJ
bracis-33575	37	14	methods	method	NOUN
bracis-33575	37	15	,	,	PUNCT
bracis-33575	37	16	to	to	PART
bracis-33575	37	17	optimize	optimize	VERB
bracis-33575	37	18	image	image	NOUN
bracis-33575	37	19	classification	classification	NOUN
bracis-33575	37	20	.	.	PUNCT
bracis-33575	38	1	specifically	specifically	ADV
bracis-33575	38	2	,	,	PUNCT
bracis-33575	38	3	we	we	PRON
bracis-33575	38	4	propose	propose	VERB
bracis-33575	38	5	an	an	DET
bracis-33575	38	6	ensemble	ensemble	ADJ
bracis-33575	38	7	using	use	VERB
bracis-33575	38	8	the	the	DET
bracis-33575	38	9	bagging	bagging	NOUN
bracis-33575	38	10	technique	technique	NOUN
bracis-33575	38	11	with	with	ADP
bracis-33575	38	12	the	the	DET
bracis-33575	38	13	efficientnet	efficientnet	NOUN
bracis-33575	38	14	b3	b3	NOUN
bracis-33575	38	15	architecture	architecture	NOUN
bracis-33575	38	16	to	to	PART
bracis-33575	38	17	classify	classify	VERB
bracis-33575	38	18	mature	mature	ADJ
bracis-33575	38	19	and	and	CCONJ
bracis-33575	38	20	immature	immature	ADJ
bracis-33575	38	21	leukocytes	leukocyte	NOUN
bracis-33575	38	22	in	in	ADP
bracis-33575	38	23	blood	blood	NOUN
bracis-33575	38	24	smear	smear	NOUN
bracis-33575	38	25	images	image	NOUN
bracis-33575	38	26	aimed	aim	VERB
bracis-33575	38	27	at	at	ADP
bracis-33575	38	28	detecting	detect	VERB
bracis-33575	38	29	aml	aml	PROPN
bracis-33575	38	30	.	.	PUNCT
bracis-33575	39	1	for	for	ADP
bracis-33575	39	2	analysis	analysis	NOUN
bracis-33575	39	3	,	,	PUNCT
bracis-33575	39	4	we	we	PRON
bracis-33575	39	5	constructed	construct	VERB
bracis-33575	39	6	a	a	DET
bracis-33575	39	7	dataset	dataset	NOUN
bracis-33575	39	8	by	by	ADP
bracis-33575	39	9	combining	combine	VERB
bracis-33575	39	10	information	information	NOUN
bracis-33575	39	11	from	from	ADP
bracis-33575	39	12	three	three	NUM
bracis-33575	39	13	public	public	ADJ
bracis-33575	39	14	datasets	dataset	NOUN
bracis-33575	39	15	,	,	PUNCT
bracis-33575	39	16	totaling	total	VERB
bracis-33575	39	17	48,100	48,100	NUM
bracis-33575	39	18	images	image	NOUN
bracis-33575	39	19	,	,	PUNCT
bracis-33575	39	20	enhancing	enhance	VERB
bracis-33575	39	21	our	our	PRON
bracis-33575	39	22	model	model	NOUN
bracis-33575	39	23	’s	’s	PART
bracis-33575	39	24	diversity	diversity	NOUN
bracis-33575	39	25	and	and	CCONJ
bracis-33575	39	26	robustness	robustness	NOUN
bracis-33575	39	27	.	.	PUNCT
bracis-33575	40	1	fig	fig	NOUN
bracis-33575	40	2	.	.	PUNCT
bracis-33575	41	1	1	1	X
bracis-33575	41	2	.	.	X
bracis-33575	41	3	examples	example	NOUN
bracis-33575	41	4	of	of	ADP
bracis-33575	41	5	(	(	PUNCT
bracis-33575	41	6	a	a	X
bracis-33575	41	7	)	)	PUNCT
bracis-33575	41	8	mature	mature	ADJ
bracis-33575	41	9	and	and	CCONJ
bracis-33575	41	10	(	(	PUNCT
bracis-33575	41	11	b	b	X
bracis-33575	41	12	)	)	PUNCT
bracis-33575	41	13	imature	imature	NOUN
bracis-33575	41	14	leukocytes	leukocyte	NOUN
bracis-33575	41	15	.	.	PUNCT
bracis-33575	42	1	full	full	ADJ
bracis-33575	42	2	size	size	NOUN
bracis-33575	42	3	image	image	NOUN
bracis-33575	42	4	this	this	DET
bracis-33575	42	5	paper	paper	NOUN
bracis-33575	42	6	is	be	AUX
bracis-33575	42	7	organized	organize	VERB
bracis-33575	42	8	as	as	SCONJ
bracis-33575	42	9	follows	follow	VERB
bracis-33575	42	10	:	:	PUNCT
bracis-33575	42	11	sect	sect	NOUN
bracis-33575	42	12	.	.	PUNCT
bracis-33575	42	13	 	 	SPACE
bracis-33575	43	1	2	2	NUM
bracis-33575	43	2	presents	present	NOUN
bracis-33575	43	3	related	relate	VERB
bracis-33575	43	4	work	work	NOUN
bracis-33575	43	5	,	,	PUNCT
bracis-33575	43	6	citing	cite	VERB
bracis-33575	43	7	the	the	DET
bracis-33575	43	8	most	most	ADV
bracis-33575	43	9	relevant	relevant	ADJ
bracis-33575	43	10	studies	study	NOUN
bracis-33575	43	11	.	.	PUNCT
bracis-33575	44	1	section	section	NOUN
bracis-33575	44	2	 	 	SPACE
bracis-33575	44	3	3	3	NUM
bracis-33575	44	4	introduces	introduce	VERB
bracis-33575	44	5	the	the	DET
bracis-33575	44	6	image	image	NOUN
bracis-33575	44	7	dataset	dataset	NOUN
bracis-33575	44	8	,	,	PUNCT
bracis-33575	44	9	the	the	DET
bracis-33575	44	10	techniques	technique	NOUN
bracis-33575	44	11	applied	apply	VERB
bracis-33575	44	12	,	,	PUNCT
bracis-33575	44	13	and	and	CCONJ
bracis-33575	44	14	the	the	DET
bracis-33575	44	15	evaluation	evaluation	NOUN
bracis-33575	44	16	metrics	metric	NOUN
bracis-33575	44	17	adopted	adopt	VERB
bracis-33575	44	18	in	in	ADP
bracis-33575	44	19	the	the	DET
bracis-33575	44	20	study	study	NOUN
bracis-33575	44	21	.	.	PUNCT
bracis-33575	45	1	section	section	NOUN
bracis-33575	45	2	 	 	SPACE
bracis-33575	45	3	4	4	NUM
bracis-33575	45	4	presents	present	VERB
bracis-33575	45	5	the	the	DET
bracis-33575	45	6	results	result	NOUN
bracis-33575	45	7	and	and	CCONJ
bracis-33575	45	8	discussions	discussion	NOUN
bracis-33575	45	9	,	,	PUNCT
bracis-33575	45	10	and	and	CCONJ
bracis-33575	45	11	sect	sect	NOUN
bracis-33575	45	12	.	.	PUNCT
bracis-33575	45	13	 	 	SPACE
bracis-33575	46	1	5	5	NUM
bracis-33575	46	2	discusses	discuss	VERB
bracis-33575	46	3	the	the	DET
bracis-33575	46	4	conclusions	conclusion	NOUN
bracis-33575	46	5	and	and	CCONJ
bracis-33575	46	6	future	future	ADJ
bracis-33575	46	7	work	work	NOUN
bracis-33575	46	8	.	.	PUNCT
bracis-33575	47	1	2	2	NUM
bracis-33575	47	2	related	relate	VERB
bracis-33575	47	3	work	work	NOUN
bracis-33575	47	4	in	in	ADP
bracis-33575	47	5	recent	recent	ADJ
bracis-33575	47	6	years	year	NOUN
bracis-33575	47	7	,	,	PUNCT
bracis-33575	47	8	numerous	numerous	ADJ
bracis-33575	47	9	studies	study	NOUN
bracis-33575	47	10	in	in	ADP
bracis-33575	47	11	the	the	DET
bracis-33575	47	12	literature	literature	NOUN
bracis-33575	47	13	have	have	AUX
bracis-33575	47	14	explored	explore	VERB
bracis-33575	47	15	image	image	NOUN
bracis-33575	47	16	datasets	dataset	NOUN
bracis-33575	47	17	to	to	PART
bracis-33575	47	18	classify	classify	VERB
bracis-33575	47	19	various	various	ADJ
bracis-33575	47	20	types	type	NOUN
bracis-33575	47	21	of	of	ADP
bracis-33575	47	22	leukemia	leukemia	NOUN
bracis-33575	47	23	,	,	PUNCT
bracis-33575	47	24	employing	employ	VERB
bracis-33575	47	25	machine	machine	NOUN
bracis-33575	47	26	learning	learning	NOUN
bracis-33575	47	27	(	(	PUNCT
bracis-33575	47	28	ml	ml	NOUN
bracis-33575	47	29	)	)	PUNCT
bracis-33575	47	30	and	and	CCONJ
bracis-33575	47	31	deep	deep	ADJ
bracis-33575	47	32	learning	learning	NOUN
bracis-33575	47	33	(	(	PUNCT
bracis-33575	47	34	dl	dl	NOUN
bracis-33575	47	35	)	)	PUNCT
bracis-33575	47	36	techniques	technique	NOUN
bracis-33575	47	37	.	.	PUNCT
bracis-33575	48	1	the	the	DET
bracis-33575	48	2	principal	principal	ADJ
bracis-33575	48	3	methodologies	methodology	NOUN
bracis-33575	48	4	identified	identify	VERB
bracis-33575	48	5	are	be	AUX
bracis-33575	48	6	discussed	discuss	VERB
bracis-33575	48	7	below	below	ADV
bracis-33575	48	8	.	.	PUNCT
bracis-33575	49	1	an	an	DET
bracis-33575	49	2	example	example	NOUN
bracis-33575	49	3	of	of	ADP
bracis-33575	49	4	leukemia	leukemia	NOUN
bracis-33575	49	5	classification	classification	NOUN
bracis-33575	49	6	is	be	AUX
bracis-33575	49	7	found	find	VERB
bracis-33575	49	8	in	in	ADP
bracis-33575	49	9	works	work	NOUN
bracis-33575	49	10	such	such	ADJ
bracis-33575	49	11	as	as	ADP
bracis-33575	49	12	ahmed	ahmed	PROPN
bracis-33575	49	13	et	et	PROPN
bracis-33575	49	14	al	al	PROPN
bracis-33575	49	15	.	.	PUNCT
bracis-33575	50	1	[	[	X
bracis-33575	50	2	2	2	NUM
bracis-33575	50	3	]	]	PUNCT
bracis-33575	50	4	and	and	CCONJ
bracis-33575	50	5	aftab	aftab	PROPN
bracis-33575	50	6	et	et	PROPN
bracis-33575	50	7	al	al	PROPN
bracis-33575	50	8	.	.	PUNCT
bracis-33575	51	1	[	[	X
bracis-33575	51	2	1	1	NUM
bracis-33575	51	3	]	]	PUNCT
bracis-33575	51	4	,	,	PUNCT
bracis-33575	51	5	which	which	PRON
bracis-33575	51	6	address	address	VERB
bracis-33575	51	7	the	the	DET
bracis-33575	51	8	four	four	NUM
bracis-33575	51	9	basic	basic	ADJ
bracis-33575	51	10	types	type	NOUN
bracis-33575	51	11	of	of	ADP
bracis-33575	51	12	leukemia	leukemia	NOUN
bracis-33575	51	13	:	:	PUNCT
bracis-33575	51	14	aml	aml	PROPN
bracis-33575	51	15	,	,	PUNCT
bracis-33575	51	16	cml	cml	PROPN
bracis-33575	51	17	,	,	PUNCT
bracis-33575	51	18	cll	cll	PROPN
bracis-33575	51	19	,	,	PUNCT
bracis-33575	51	20	all	all	PRON
bracis-33575	51	21	,	,	PUNCT
bracis-33575	51	22	in	in	ADP
bracis-33575	51	23	addition	addition	NOUN
bracis-33575	51	24	to	to	ADP
bracis-33575	51	25	a	a	DET
bracis-33575	51	26	class	class	NOUN
bracis-33575	51	27	representing	represent	VERB
bracis-33575	51	28	images	image	NOUN
bracis-33575	51	29	without	without	ADP
bracis-33575	51	30	leukemia	leukemia	NOUN
bracis-33575	51	31	.	.	PUNCT
bracis-33575	52	1	on	on	ADP
bracis-33575	52	2	the	the	DET
bracis-33575	52	3	other	other	ADJ
bracis-33575	52	4	hand	hand	NOUN
bracis-33575	52	5	,	,	PUNCT
bracis-33575	52	6	there	there	PRON
bracis-33575	52	7	are	be	VERB
bracis-33575	52	8	papers	paper	NOUN
bracis-33575	52	9	like	like	ADP
bracis-33575	52	10	claro	claro	NOUN
bracis-33575	52	11	et	et	PROPN
bracis-33575	52	12	al	al	PROPN
bracis-33575	52	13	.	.	PUNCT
bracis-33575	53	1	[	[	X
bracis-33575	53	2	5	5	X
bracis-33575	53	3	]	]	PUNCT
bracis-33575	53	4	that	that	PRON
bracis-33575	53	5	focus	focus	VERB
bracis-33575	53	6	exclusively	exclusively	ADV
bracis-33575	53	7	on	on	ADP
bracis-33575	53	8	classifying	classify	VERB
bracis-33575	53	9	the	the	DET
bracis-33575	53	10	two	two	NUM
bracis-33575	53	11	types	type	NOUN
bracis-33575	53	12	of	of	ADP
bracis-33575	53	13	acute	acute	ADJ
bracis-33575	53	14	leukemias	leukemia	NOUN
bracis-33575	53	15	(	(	PUNCT
bracis-33575	53	16	aml	aml	NOUN
bracis-33575	53	17	and	and	CCONJ
bracis-33575	53	18	all	all	PRON
bracis-33575	53	19	)	)	PUNCT
bracis-33575	53	20	,	,	PUNCT
bracis-33575	53	21	along	along	ADP
bracis-33575	53	22	with	with	ADP
bracis-33575	53	23	a	a	DET
bracis-33575	53	24	class	class	NOUN
bracis-33575	53	25	representing	represent	VERB
bracis-33575	53	26	images	image	NOUN
bracis-33575	53	27	without	without	ADP
bracis-33575	53	28	leukemia	leukemia	NOUN
bracis-33575	53	29	.	.	PUNCT
bracis-33575	54	1	another	another	DET
bracis-33575	54	2	approach	approach	NOUN
bracis-33575	54	3	for	for	ADP
bracis-33575	54	4	diagnosing	diagnose	VERB
bracis-33575	54	5	aml	aml	NOUN
bracis-33575	54	6	involves	involve	VERB
bracis-33575	54	7	classifying	classify	VERB
bracis-33575	54	8	and	and	CCONJ
bracis-33575	54	9	counting	count	VERB
bracis-33575	54	10	different	different	ADJ
bracis-33575	54	11	types	type	NOUN
bracis-33575	54	12	of	of	ADP
bracis-33575	54	13	leukocytes	leukocyte	NOUN
bracis-33575	54	14	,	,	PUNCT
bracis-33575	54	15	focusing	focus	VERB
bracis-33575	54	16	on	on	ADP
bracis-33575	54	17	immature	immature	ADJ
bracis-33575	54	18	leukocytes	leukocyte	NOUN
bracis-33575	54	19	in	in	ADP
bracis-33575	54	20	blood	blood	NOUN
bracis-33575	54	21	samples	sample	NOUN
bracis-33575	54	22	.	.	PUNCT
bracis-33575	55	1	however	however	ADV
bracis-33575	55	2	,	,	PUNCT
bracis-33575	55	3	this	this	DET
bracis-33575	55	4	approach	approach	NOUN
bracis-33575	55	5	still	still	ADV
bracis-33575	55	6	needs	need	VERB
bracis-33575	55	7	to	to	PART
bracis-33575	55	8	be	be	AUX
bracis-33575	55	9	explored	explore	VERB
bracis-33575	55	10	,	,	PUNCT
bracis-33575	55	11	with	with	ADP
bracis-33575	55	12	few	few	ADJ
bracis-33575	55	13	publications	publication	NOUN
bracis-33575	55	14	addressing	address	VERB
bracis-33575	55	15	binary	binary	ADJ
bracis-33575	55	16	classification	classification	NOUN
bracis-33575	55	17	.	.	PUNCT
bracis-33575	56	1	some	some	PRON
bracis-33575	56	2	of	of	ADP
bracis-33575	56	3	the	the	DET
bracis-33575	56	4	works	work	NOUN
bracis-33575	56	5	using	use	VERB
bracis-33575	56	6	this	this	DET
bracis-33575	56	7	approach	approach	NOUN
bracis-33575	56	8	are	be	AUX
bracis-33575	56	9	discussed	discuss	VERB
bracis-33575	56	10	below	below	ADV
bracis-33575	56	11	.	.	PUNCT
bracis-33575	57	1	khanam	khanam	PROPN
bracis-33575	57	2	et	et	PROPN
bracis-33575	57	3	al	al	PROPN
bracis-33575	57	4	.	.	PUNCT
bracis-33575	58	1	[	[	X
bracis-33575	58	2	10	10	NUM
bracis-33575	58	3	]	]	PUNCT
bracis-33575	58	4	presents	present	VERB
bracis-33575	58	5	an	an	DET
bracis-33575	58	6	advanced	advanced	ADJ
bracis-33575	58	7	approach	approach	NOUN
bracis-33575	58	8	for	for	ADP
bracis-33575	58	9	the	the	DET
bracis-33575	58	10	diagnosis	diagnosis	NOUN
bracis-33575	58	11	of	of	ADP
bracis-33575	58	12	aml	aml	NOUN
bracis-33575	58	13	using	use	VERB
bracis-33575	58	14	the	the	DET
bracis-33575	58	15	ancom	ancom	PROPN
bracis-33575	58	16	convolutional	convolutional	ADJ
bracis-33575	58	17	neural	neural	ADJ
bracis-33575	58	18	network	network	NOUN
bracis-33575	58	19	,	,	PUNCT
bracis-33575	58	20	aiming	aim	VERB
bracis-33575	58	21	to	to	PART
bracis-33575	58	22	identify	identify	VERB
bracis-33575	58	23	all	all	DET
bracis-33575	58	24	aml	aml	NOUN
bracis-33575	58	25	subtypes	subtype	NOUN
bracis-33575	58	26	and	and	CCONJ
bracis-33575	58	27	healthy	healthy	ADJ
bracis-33575	58	28	leukocytes	leukocyte	NOUN
bracis-33575	58	29	automatically	automatically	ADV
bracis-33575	58	30	.	.	PUNCT
bracis-33575	59	1	the	the	DET
bracis-33575	59	2	study	study	NOUN
bracis-33575	59	3	utilized	utilize	VERB
bracis-33575	59	4	an	an	DET
bracis-33575	59	5	image	image	NOUN
bracis-33575	59	6	set	set	VERB
bracis-33575	59	7	from	from	ADP
bracis-33575	59	8	johns	johns	PROPN
bracis-33575	59	9	hopkins	hopkins	PROPN
bracis-33575	59	10	hospital	hospital	PROPN
bracis-33575	59	11	,	,	PUNCT
bracis-33575	59	12	totaling	total	VERB
bracis-33575	59	13	18,365	18,365	NUM
bracis-33575	59	14	images	image	NOUN
bracis-33575	59	15	.	.	PUNCT
bracis-33575	60	1	random	random	ADJ
bracis-33575	60	2	sampling	sampling	NOUN
bracis-33575	60	3	and	and	CCONJ
bracis-33575	60	4	data	datum	NOUN
bracis-33575	60	5	augmentation	augmentation	NOUN
bracis-33575	60	6	techniques	technique	NOUN
bracis-33575	60	7	were	be	AUX
bracis-33575	60	8	employed	employ	VERB
bracis-33575	60	9	to	to	PART
bracis-33575	60	10	balance	balance	VERB
bracis-33575	60	11	the	the	DET
bracis-33575	60	12	dataset	dataset	NOUN
bracis-33575	60	13	,	,	PUNCT
bracis-33575	60	14	achieving	achieve	VERB
bracis-33575	60	15	an	an	DET
bracis-33575	60	16	accuracy	accuracy	NOUN
bracis-33575	60	17	of	of	ADP
bracis-33575	60	18	95	95	NUM
bracis-33575	60	19	%	%	NOUN
bracis-33575	60	20	for	for	ADP
bracis-33575	60	21	binary	binary	ADJ
bracis-33575	60	22	classification	classification	NOUN
bracis-33575	60	23	.	.	PUNCT
bracis-33575	61	1	rahman	rahman	PROPN
bracis-33575	61	2	and	and	CCONJ
bracis-33575	61	3	ahmad	ahmad	PROPN
bracis-33575	61	4	[	[	X
bracis-33575	61	5	18	18	NUM
bracis-33575	61	6	]	]	X
bracis-33575	61	7	propose	propose	VERB
bracis-33575	61	8	a	a	DET
bracis-33575	61	9	methodology	methodology	NOUN
bracis-33575	61	10	to	to	PART
bracis-33575	61	11	precisely	precisely	ADV
bracis-33575	61	12	detect	detect	VERB
bracis-33575	61	13	immature	immature	ADJ
bracis-33575	61	14	leukocytes	leukocyte	NOUN
bracis-33575	61	15	using	use	VERB
bracis-33575	61	16	the	the	DET
bracis-33575	61	17	convolutional	convolutional	ADJ
bracis-33575	61	18	neural	neural	ADJ
bracis-33575	61	19	network	network	NOUN
bracis-33575	61	20	architectures	architecture	NOUN
bracis-33575	61	21	alexnet	alexnet	PROPN
bracis-33575	61	22	,	,	PUNCT
bracis-33575	61	23	resnet50	resnet50	NOUN
bracis-33575	61	24	,	,	PUNCT
bracis-33575	61	25	densenet161	densenet161	PROPN
bracis-33575	61	26	,	,	PUNCT
bracis-33575	61	27	and	and	CCONJ
bracis-33575	61	28	vgg-16	vgg-16	NOUN
bracis-33575	61	29	.	.	PUNCT
bracis-33575	62	1	after	after	ADP
bracis-33575	62	2	training	training	NOUN
bracis-33575	62	3	and	and	CCONJ
bracis-33575	62	4	validation	validation	NOUN
bracis-33575	62	5	with	with	ADP
bracis-33575	62	6	the	the	DET
bracis-33575	62	7	optimization	optimization	NOUN
bracis-33575	62	8	of	of	ADP
bracis-33575	62	9	various	various	ADJ
bracis-33575	62	10	parameters	parameter	NOUN
bracis-33575	62	11	,	,	PUNCT
bracis-33575	62	12	the	the	DET
bracis-33575	62	13	best	well	ADV
bracis-33575	62	14	-	-	PUNCT
bracis-33575	62	15	performing	perform	VERB
bracis-33575	62	16	model	model	NOUN
bracis-33575	62	17	was	be	AUX
bracis-33575	62	18	the	the	DET
bracis-33575	62	19	modified	modified	ADJ
bracis-33575	62	20	alexnet	alexnet	NOUN
bracis-33575	62	21	,	,	PUNCT
bracis-33575	62	22	achieving	achieve	VERB
bracis-33575	62	23	an	an	DET
bracis-33575	62	24	accuracy	accuracy	NOUN
bracis-33575	62	25	of	of	ADP
bracis-33575	62	26	96.52	96.52	NUM
bracis-33575	62	27	%	%	NOUN
bracis-33575	62	28	,	,	PUNCT
bracis-33575	62	29	an	an	DET
bracis-33575	62	30	area	area	NOUN
bracis-33575	62	31	under	under	ADP
bracis-33575	62	32	the	the	DET
bracis-33575	62	33	curve	curve	NOUN
bracis-33575	62	34	(	(	PUNCT
bracis-33575	62	35	auc	auc	NOUN
bracis-33575	62	36	)	)	PUNCT
bracis-33575	62	37	of	of	ADP
bracis-33575	62	38	94.94	94.94	NUM
bracis-33575	62	39	%	%	NOUN
bracis-33575	62	40	,	,	PUNCT
bracis-33575	62	41	and	and	CCONJ
bracis-33575	62	42	an	an	DET
bracis-33575	62	43	f1	f1	NOUN
bracis-33575	62	44	-	-	PUNCT
bracis-33575	62	45	score	score	NOUN
bracis-33575	62	46	of	of	ADP
bracis-33575	62	47	97.00	97.00	NUM
bracis-33575	62	48	%	%	NOUN
bracis-33575	62	49	.	.	PUNCT
bracis-33575	63	1	they	they	PRON
bracis-33575	63	2	utilized	utilize	VERB
bracis-33575	63	3	a	a	DET
bracis-33575	63	4	dataset	dataset	NOUN
bracis-33575	63	5	from	from	ADP
bracis-33575	63	6	johns	johns	PROPN
bracis-33575	63	7	hopkins	hopkins	PROPN
bracis-33575	63	8	hospital	hospital	PROPN
bracis-33575	63	9	with	with	ADP
bracis-33575	63	10	18,365	18,365	NUM
bracis-33575	63	11	images	image	NOUN
bracis-33575	63	12	,	,	PUNCT
bracis-33575	63	13	consisting	consist	VERB
bracis-33575	63	14	of	of	ADP
bracis-33575	63	15	3,532	3,532	NUM
bracis-33575	63	16	immature	immature	ADJ
bracis-33575	63	17	leukocytes	leukocyte	NOUN
bracis-33575	63	18	and	and	CCONJ
bracis-33575	63	19	14,833	14,833	NUM
bracis-33575	63	20	mature	mature	ADJ
bracis-33575	63	21	leukocytes	leukocyte	NOUN
bracis-33575	63	22	.	.	PUNCT
bracis-33575	64	1	dasariraju	dasariraju	NOUN
bracis-33575	64	2	et	et	PROPN
bracis-33575	64	3	al	al	PROPN
bracis-33575	64	4	.	.	PUNCT
bracis-33575	65	1	[	[	X
bracis-33575	65	2	7	7	NUM
bracis-33575	65	3	]	]	PUNCT
bracis-33575	65	4	began	begin	VERB
bracis-33575	65	5	their	their	PRON
bracis-33575	65	6	research	research	NOUN
bracis-33575	65	7	with	with	ADP
bracis-33575	65	8	binary	binary	ADJ
bracis-33575	65	9	classification	classification	NOUN
bracis-33575	65	10	distinguishing	distinguishing	NOUN
bracis-33575	65	11	between	between	ADP
bracis-33575	65	12	mature	mature	ADJ
bracis-33575	65	13	and	and	CCONJ
bracis-33575	65	14	immature	immature	ADJ
bracis-33575	65	15	leukocytes	leukocyte	NOUN
bracis-33575	65	16	.	.	PUNCT
bracis-33575	66	1	positive	positive	ADJ
bracis-33575	66	2	results	result	NOUN
bracis-33575	66	3	for	for	ADP
bracis-33575	66	4	immature	immature	ADJ
bracis-33575	66	5	leukocytes	leukocyte	NOUN
bracis-33575	66	6	were	be	AUX
bracis-33575	66	7	further	far	ADV
bracis-33575	66	8	subdivided	subdivide	VERB
bracis-33575	66	9	into	into	ADP
bracis-33575	66	10	four	four	NUM
bracis-33575	66	11	classes	class	NOUN
bracis-33575	66	12	:	:	PUNCT
bracis-33575	66	13	erythroblasts	erythroblast	NOUN
bracis-33575	66	14	,	,	PUNCT
bracis-33575	66	15	monoblasts	monoblast	NOUN
bracis-33575	66	16	,	,	PUNCT
bracis-33575	66	17	promyelocytes	promyelocyte	NOUN
bracis-33575	66	18	,	,	PUNCT
bracis-33575	66	19	and	and	CCONJ
bracis-33575	66	20	myeloblasts	myeloblast	NOUN
bracis-33575	66	21	.	.	PUNCT
bracis-33575	67	1	the	the	DET
bracis-33575	67	2	lmu	lmu	NOUN
bracis-33575	67	3	-	-	PUNCT
bracis-33575	67	4	db	db	NOUN
bracis-33575	67	5	dataset	dataset	NOUN
bracis-33575	67	6	(	(	PUNCT
bracis-33575	67	7	university	university	NOUN
bracis-33575	67	8	hospital	hospital	NOUN
bracis-33575	67	9	of	of	ADP
bracis-33575	67	10	munich	munich	PROPN
bracis-33575	67	11	)	)	PUNCT
bracis-33575	67	12	,	,	PUNCT
bracis-33575	67	13	consisting	consist	VERB
bracis-33575	67	14	of	of	ADP
bracis-33575	67	15	15,192	15,192	NUM
bracis-33575	67	16	images	image	NOUN
bracis-33575	67	17	,	,	PUNCT
bracis-33575	67	18	was	be	AUX
bracis-33575	67	19	used	use	VERB
bracis-33575	67	20	.	.	PUNCT
bracis-33575	68	1	the	the	DET
bracis-33575	68	2	procedure	procedure	NOUN
bracis-33575	68	3	started	start	VERB
bracis-33575	68	4	with	with	ADP
bracis-33575	68	5	the	the	DET
bracis-33575	68	6	segmentation	segmentation	NOUN
bracis-33575	68	7	of	of	ADP
bracis-33575	68	8	the	the	DET
bracis-33575	68	9	nucleus	nucleus	NOUN
bracis-33575	68	10	using	use	VERB
bracis-33575	68	11	multi	multi	ADJ
bracis-33575	68	12	-	-	ADJ
bracis-33575	68	13	otsu	otsu	ADJ
bracis-33575	68	14	thresholding	thresholding	NOUN
bracis-33575	68	15	.	.	PUNCT
bracis-33575	69	1	subsequently	subsequently	ADV
bracis-33575	69	2	,	,	PUNCT
bracis-33575	69	3	features	feature	NOUN
bracis-33575	69	4	were	be	AUX
bracis-33575	69	5	extracted	extract	VERB
bracis-33575	69	6	,	,	PUNCT
bracis-33575	69	7	and	and	CCONJ
bracis-33575	69	8	an	an	DET
bracis-33575	69	9	svm	svm	ADJ
bracis-33575	69	10	-	-	PUNCT
bracis-33575	69	11	based	base	VERB
bracis-33575	69	12	classifier	classifier	NOUN
bracis-33575	69	13	was	be	AUX
bracis-33575	69	14	applied	apply	VERB
bracis-33575	69	15	.	.	PUNCT
bracis-33575	70	1	the	the	DET
bracis-33575	70	2	achieved	achieve	VERB
bracis-33575	70	3	results	result	NOUN
bracis-33575	70	4	show	show	VERB
bracis-33575	70	5	an	an	DET
bracis-33575	70	6	accuracy	accuracy	NOUN
bracis-33575	70	7	of	of	ADP
bracis-33575	70	8	92.99	92.99	NUM
bracis-33575	70	9	%	%	NOUN
bracis-33575	70	10	for	for	ADP
bracis-33575	70	11	binary	binary	ADJ
bracis-33575	70	12	classification	classification	NOUN
bracis-33575	70	13	.	.	PUNCT
bracis-33575	71	1	the	the	DET
bracis-33575	71	2	three	three	NUM
bracis-33575	71	3	studies	study	NOUN
bracis-33575	71	4	,	,	PUNCT
bracis-33575	71	5	as	as	SCONJ
bracis-33575	71	6	presented	present	VERB
bracis-33575	71	7	in	in	ADP
bracis-33575	71	8	table	table	NOUN
bracis-33575	71	9	 	 	SPACE
bracis-33575	71	10	1	1	NUM
bracis-33575	71	11	,	,	PUNCT
bracis-33575	71	12	address	address	VERB
bracis-33575	71	13	the	the	DET
bracis-33575	71	14	binary	binary	ADJ
bracis-33575	71	15	classification	classification	NOUN
bracis-33575	71	16	of	of	ADP
bracis-33575	71	17	leukocytes	leukocyte	NOUN
bracis-33575	71	18	using	use	VERB
bracis-33575	71	19	different	different	ADJ
bracis-33575	71	20	deep	deep	ADJ
bracis-33575	71	21	-	-	PUNCT
bracis-33575	71	22	learning	learn	VERB
bracis-33575	71	23	techniques	technique	NOUN
bracis-33575	71	24	and	and	CCONJ
bracis-33575	71	25	methodologies	methodology	NOUN
bracis-33575	71	26	.	.	PUNCT
bracis-33575	72	1	khanam	khanam	PROPN
bracis-33575	72	2	et	et	PROPN
bracis-33575	72	3	al	al	PROPN
bracis-33575	72	4	.	.	PUNCT
bracis-33575	73	1	[	[	X
bracis-33575	73	2	10	10	NUM
bracis-33575	73	3	]	]	PUNCT
bracis-33575	73	4	utilize	utilize	VERB
bracis-33575	73	5	the	the	DET
bracis-33575	73	6	ancom	ancom	PROPN
bracis-33575	73	7	neural	neural	ADJ
bracis-33575	73	8	network	network	NOUN
bracis-33575	73	9	,	,	PUNCT
bracis-33575	73	10	achieving	achieve	VERB
bracis-33575	73	11	an	an	DET
bracis-33575	73	12	accuracy	accuracy	NOUN
bracis-33575	73	13	of	of	ADP
bracis-33575	73	14	95	95	NUM
bracis-33575	73	15	%	%	NOUN
bracis-33575	73	16	.	.	PUNCT
bracis-33575	74	1	rahman	rahman	PROPN
bracis-33575	74	2	and	and	CCONJ
bracis-33575	74	3	ahmad	ahmad	PROPN
bracis-33575	74	4	[	[	X
bracis-33575	74	5	18	18	NUM
bracis-33575	74	6	]	]	PUNCT
bracis-33575	74	7	implement	implement	VERB
bracis-33575	74	8	transfer	transfer	NOUN
bracis-33575	74	9	learning	learning	NOUN
bracis-33575	74	10	with	with	ADP
bracis-33575	74	11	a	a	DET
bracis-33575	74	12	modified	modified	ADJ
bracis-33575	74	13	alexnet	alexnet	NOUN
bracis-33575	74	14	,	,	PUNCT
bracis-33575	74	15	achieving	achieve	VERB
bracis-33575	74	16	an	an	DET
bracis-33575	74	17	accuracy	accuracy	NOUN
bracis-33575	74	18	of	of	ADP
bracis-33575	74	19	96.52	96.52	NUM
bracis-33575	74	20	%	%	NOUN
bracis-33575	74	21	.	.	PUNCT
bracis-33575	75	1	meanwhile	meanwhile	ADV
bracis-33575	75	2	,	,	PUNCT
bracis-33575	75	3	dasariraju	dasariraju	NOUN
bracis-33575	75	4	et	et	PROPN
bracis-33575	75	5	al	al	PROPN
bracis-33575	75	6	.	.	PUNCT
bracis-33575	76	1	[	[	X
bracis-33575	76	2	7	7	X
bracis-33575	76	3	]	]	PUNCT
bracis-33575	76	4	apply	apply	VERB
bracis-33575	76	5	an	an	DET
bracis-33575	76	6	svm	svm	PROPN
bracis-33575	76	7	-	-	PUNCT
bracis-33575	76	8	based	base	VERB
bracis-33575	76	9	classifier	classifier	NOUN
bracis-33575	76	10	,	,	PUNCT
bracis-33575	76	11	obtaining	obtain	VERB
bracis-33575	76	12	an	an	DET
bracis-33575	76	13	accuracy	accuracy	NOUN
bracis-33575	76	14	of	of	ADP
bracis-33575	76	15	92.99	92.99	NUM
bracis-33575	76	16	%	%	NOUN
bracis-33575	76	17	.	.	PUNCT
bracis-33575	77	1	the	the	DET
bracis-33575	77	2	main	main	ADJ
bracis-33575	77	3	deficiencies	deficiency	NOUN
bracis-33575	77	4	include	include	VERB
bracis-33575	77	5	data	datum	NOUN
bracis-33575	77	6	imbalance	imbalance	NOUN
bracis-33575	77	7	,	,	PUNCT
bracis-33575	77	8	model	model	NOUN
bracis-33575	77	9	complexity	complexity	NOUN
bracis-33575	77	10	,	,	PUNCT
bracis-33575	77	11	lack	lack	NOUN
bracis-33575	77	12	of	of	ADP
bracis-33575	77	13	comprehensive	comprehensive	ADJ
bracis-33575	77	14	comparisons	comparison	NOUN
bracis-33575	77	15	with	with	ADP
bracis-33575	77	16	other	other	ADJ
bracis-33575	77	17	methodologies	methodology	NOUN
bracis-33575	77	18	,	,	PUNCT
bracis-33575	77	19	and	and	CCONJ
bracis-33575	77	20	the	the	DET
bracis-33575	77	21	use	use	NOUN
bracis-33575	77	22	of	of	ADP
bracis-33575	77	23	only	only	ADV
bracis-33575	77	24	a	a	DET
bracis-33575	77	25	single	single	ADJ
bracis-33575	77	26	fold	fold	NOUN
bracis-33575	77	27	in	in	ADP
bracis-33575	77	28	testing	testing	NOUN
bracis-33575	77	29	,	,	PUNCT
bracis-33575	77	30	which	which	PRON
bracis-33575	77	31	may	may	AUX
bracis-33575	77	32	limit	limit	VERB
bracis-33575	77	33	the	the	DET
bracis-33575	77	34	robustness	robustness	NOUN
bracis-33575	77	35	and	and	CCONJ
bracis-33575	77	36	generalization	generalization	NOUN
bracis-33575	77	37	of	of	ADP
bracis-33575	77	38	the	the	DET
bracis-33575	77	39	results	result	NOUN
bracis-33575	77	40	.	.	PUNCT
bracis-33575	78	1	table	table	NOUN
bracis-33575	78	2	1	1	NUM
bracis-33575	78	3	.	.	PUNCT
bracis-33575	78	4	comparative	comparative	ADJ
bracis-33575	78	5	summary	summary	NOUN
bracis-33575	78	6	of	of	ADP
bracis-33575	78	7	related	related	ADJ
bracis-33575	78	8	works.full	works.full	NOUN
bracis-33575	78	9	size	size	NOUN
bracis-33575	78	10	table	table	NOUN
bracis-33575	78	11	3	3	NUM
bracis-33575	78	12	materials	material	NOUN
bracis-33575	78	13	and	and	CCONJ
bracis-33575	78	14	 	 	SPACE
bracis-33575	78	15	methods	method	NOUN
bracis-33575	78	16	to	to	PART
bracis-33575	78	17	conduct	conduct	VERB
bracis-33575	78	18	a	a	DET
bracis-33575	78	19	comparative	comparative	ADJ
bracis-33575	78	20	analysis	analysis	NOUN
bracis-33575	78	21	of	of	ADP
bracis-33575	78	22	acute	acute	ADJ
bracis-33575	78	23	myeloid	myeloid	NOUN
bracis-33575	78	24	leukemia	leukemia	NOUN
bracis-33575	78	25	(	(	PUNCT
bracis-33575	78	26	aml	aml	NOUN
bracis-33575	78	27	)	)	PUNCT
bracis-33575	78	28	image	image	NOUN
bracis-33575	78	29	classifications	classification	NOUN
bracis-33575	78	30	,	,	PUNCT
bracis-33575	78	31	we	we	PRON
bracis-33575	78	32	evaluated	evaluate	VERB
bracis-33575	78	33	pre	pre	ADJ
bracis-33575	78	34	-	-	ADJ
bracis-33575	78	35	trained	train	VERB
bracis-33575	78	36	convolutional	convolutional	ADJ
bracis-33575	78	37	neural	neural	ADJ
bracis-33575	78	38	networks	network	NOUN
bracis-33575	78	39	.	.	PUNCT
bracis-33575	79	1	we	we	PRON
bracis-33575	79	2	selected	select	VERB
bracis-33575	79	3	eight	eight	NUM
bracis-33575	79	4	distinct	distinct	ADJ
bracis-33575	79	5	architectures	architecture	NOUN
bracis-33575	79	6	:	:	PUNCT
bracis-33575	79	7	densenet201	densenet201	PROPN
bracis-33575	79	8	,	,	PUNCT
bracis-33575	79	9	efficientnet	efficientnet	NOUN
bracis-33575	79	10	b3	b3	PROPN
bracis-33575	79	11	,	,	PUNCT
bracis-33575	79	12	inceptionv3	inceptionv3	NOUN
bracis-33575	79	13	,	,	PUNCT
bracis-33575	79	14	resnet50	resnet50	NOUN
bracis-33575	79	15	,	,	PUNCT
bracis-33575	79	16	resnet101	resnet101	PROPN
bracis-33575	79	17	,	,	PUNCT
bracis-33575	79	18	vgg16	vgg16	PROPN
bracis-33575	79	19	,	,	PUNCT
bracis-33575	79	20	vgg19	vgg19	PROPN
bracis-33575	79	21	,	,	PUNCT
bracis-33575	79	22	and	and	CCONJ
bracis-33575	79	23	xception	xception	NOUN
bracis-33575	79	24	.	.	PUNCT
bracis-33575	80	1	this	this	DET
bracis-33575	80	2	choice	choice	NOUN
bracis-33575	80	3	was	be	AUX
bracis-33575	80	4	based	base	VERB
bracis-33575	80	5	on	on	ADP
bracis-33575	80	6	a	a	DET
bracis-33575	80	7	meticulous	meticulous	ADJ
bracis-33575	80	8	review	review	NOUN
bracis-33575	80	9	of	of	ADP
bracis-33575	80	10	the	the	DET
bracis-33575	80	11	literature	literature	NOUN
bracis-33575	80	12	,	,	PUNCT
bracis-33575	80	13	in	in	ADP
bracis-33575	80	14	which	which	PRON
bracis-33575	80	15	each	each	PRON
bracis-33575	80	16	of	of	ADP
bracis-33575	80	17	these	these	DET
bracis-33575	80	18	architectures	architecture	NOUN
bracis-33575	80	19	demonstrated	demonstrate	VERB
bracis-33575	80	20	remarkable	remarkable	ADJ
bracis-33575	80	21	capabilities	capability	NOUN
bracis-33575	80	22	in	in	ADP
bracis-33575	80	23	image	image	NOUN
bracis-33575	80	24	classification	classification	NOUN
bracis-33575	80	25	tasks	task	NOUN
bracis-33575	80	26	.	.	PUNCT
bracis-33575	81	1	the	the	DET
bracis-33575	81	2	diversity	diversity	NOUN
bracis-33575	81	3	of	of	ADP
bracis-33575	81	4	the	the	DET
bracis-33575	81	5	architectures	architecture	NOUN
bracis-33575	81	6	allows	allow	VERB
bracis-33575	81	7	for	for	ADP
bracis-33575	81	8	the	the	DET
bracis-33575	81	9	exploration	exploration	NOUN
bracis-33575	81	10	of	of	ADP
bracis-33575	81	11	a	a	DET
bracis-33575	81	12	wide	wide	ADJ
bracis-33575	81	13	range	range	NOUN
bracis-33575	81	14	of	of	ADP
bracis-33575	81	15	characteristics	characteristic	NOUN
bracis-33575	81	16	of	of	ADP
bracis-33575	81	17	leukocyte	leukocyte	NOUN
bracis-33575	81	18	images	image	NOUN
bracis-33575	81	19	,	,	PUNCT
bracis-33575	81	20	essential	essential	ADJ
bracis-33575	81	21	for	for	ADP
bracis-33575	81	22	enhancing	enhance	VERB
bracis-33575	81	23	the	the	DET
bracis-33575	81	24	precision	precision	NOUN
bracis-33575	81	25	of	of	ADP
bracis-33575	81	26	classification	classification	NOUN
bracis-33575	81	27	between	between	ADP
bracis-33575	81	28	mature	mature	ADJ
bracis-33575	81	29	and	and	CCONJ
bracis-33575	81	30	immature	immature	ADJ
bracis-33575	81	31	cells	cell	NOUN
bracis-33575	81	32	.	.	PUNCT
bracis-33575	82	1	3.1	3.1	NUM
bracis-33575	82	2	proposed	propose	VERB
bracis-33575	82	3	method	method	NOUN
bracis-33575	82	4	after	after	ADP
bracis-33575	82	5	analyzing	analyze	VERB
bracis-33575	82	6	the	the	DET
bracis-33575	82	7	results	result	NOUN
bracis-33575	82	8	obtained	obtain	VERB
bracis-33575	82	9	from	from	ADP
bracis-33575	82	10	both	both	DET
bracis-33575	82	11	individual	individual	ADJ
bracis-33575	82	12	cnns	cnn	NOUN
bracis-33575	82	13	and	and	CCONJ
bracis-33575	82	14	committees	committee	NOUN
bracis-33575	82	15	,	,	PUNCT
bracis-33575	82	16	the	the	DET
bracis-33575	82	17	proposed	propose	VERB
bracis-33575	82	18	approach	approach	NOUN
bracis-33575	82	19	was	be	AUX
bracis-33575	82	20	developed	develop	VERB
bracis-33575	82	21	as	as	SCONJ
bracis-33575	82	22	illustrated	illustrate	VERB
bracis-33575	82	23	in	in	ADP
bracis-33575	82	24	fig	fig	NOUN
bracis-33575	82	25	.	.	PUNCT
bracis-33575	82	26	 	 	SPACE
bracis-33575	83	1	2	2	NUM
bracis-33575	83	2	,	,	PUNCT
bracis-33575	83	3	where	where	SCONJ
bracis-33575	83	4	we	we	PRON
bracis-33575	83	5	adopted	adopt	VERB
bracis-33575	83	6	a	a	DET
bracis-33575	83	7	bagging	bagging	NOUN
bracis-33575	83	8	ensemble	ensemble	ADJ
bracis-33575	83	9	technique	technique	NOUN
bracis-33575	83	10	to	to	PART
bracis-33575	83	11	improve	improve	VERB
bracis-33575	83	12	image	image	NOUN
bracis-33575	83	13	classification	classification	NOUN
bracis-33575	83	14	using	use	VERB
bracis-33575	83	15	the	the	DET
bracis-33575	83	16	efficientnet	efficientnet	NOUN
bracis-33575	83	17	b3	b3	NOUN
bracis-33575	83	18	architecture	architecture	NOUN
bracis-33575	83	19	,	,	PUNCT
bracis-33575	83	20	which	which	PRON
bracis-33575	83	21	achieved	achieve	VERB
bracis-33575	83	22	the	the	DET
bracis-33575	83	23	best	good	ADJ
bracis-33575	83	24	results	result	NOUN
bracis-33575	83	25	in	in	ADP
bracis-33575	83	26	leukocyte	leukocyte	ADJ
bracis-33575	83	27	classification	classification	NOUN
bracis-33575	83	28	.	.	PUNCT
bracis-33575	84	1	initially	initially	ADV
bracis-33575	84	2	,	,	PUNCT
bracis-33575	84	3	all	all	DET
bracis-33575	84	4	images	image	NOUN
bracis-33575	84	5	are	be	AUX
bracis-33575	84	6	standardized	standardize	VERB
bracis-33575	84	7	to	to	ADP
bracis-33575	84	8	300\(\,\times	300\(\,\times	NUM
bracis-33575	84	9	\,\)300	\,\)300	ADJ
bracis-33575	84	10	pixels	pixel	NOUN
bracis-33575	84	11	,	,	PUNCT
bracis-33575	84	12	ensuring	ensure	VERB
bracis-33575	84	13	consistency	consistency	NOUN
bracis-33575	84	14	in	in	ADP
bracis-33575	84	15	the	the	DET
bracis-33575	84	16	input	input	NOUN
bracis-33575	84	17	data	datum	NOUN
bracis-33575	84	18	.	.	PUNCT
bracis-33575	85	1	we	we	PRON
bracis-33575	85	2	used	use	VERB
bracis-33575	85	3	the	the	DET
bracis-33575	85	4	bootstrap	bootstrap	NOUN
bracis-33575	85	5	method	method	NOUN
bracis-33575	85	6	to	to	PART
bracis-33575	85	7	train	train	VERB
bracis-33575	85	8	ten	ten	NUM
bracis-33575	85	9	distinct	distinct	ADJ
bracis-33575	85	10	models	model	NOUN
bracis-33575	85	11	(	(	PUNCT
bracis-33575	85	12	n	n	NOUN
bracis-33575	85	13	=	=	SYM
bracis-33575	85	14	10	10	NUM
bracis-33575	85	15	)	)	PUNCT
bracis-33575	85	16	,	,	PUNCT
bracis-33575	85	17	each	each	PRON
bracis-33575	85	18	on	on	ADP
bracis-33575	85	19	randomly	randomly	ADV
bracis-33575	85	20	selected	select	VERB
bracis-33575	85	21	data	data	NOUN
bracis-33575	85	22	subsets	subset	NOUN
bracis-33575	85	23	with	with	ADP
bracis-33575	85	24	replacement	replacement	NOUN
bracis-33575	85	25	,	,	PUNCT
bracis-33575	85	26	processed	process	VERB
bracis-33575	85	27	over	over	ADP
bracis-33575	85	28	100	100	NUM
bracis-33575	85	29	epochs	epoch	NOUN
bracis-33575	85	30	in	in	ADP
bracis-33575	85	31	batches	batch	NOUN
bracis-33575	85	32	of	of	ADP
bracis-33575	85	33	64	64	NUM
bracis-33575	85	34	images	image	NOUN
bracis-33575	85	35	.	.	PUNCT
bracis-33575	86	1	we	we	PRON
bracis-33575	86	2	also	also	ADV
bracis-33575	86	3	implemented	implement	VERB
bracis-33575	86	4	an	an	DET
bracis-33575	86	5	early	early	ADJ
bracis-33575	86	6	stopping	stopping	NOUN
bracis-33575	86	7	mechanism	mechanism	NOUN
bracis-33575	86	8	that	that	PRON
bracis-33575	86	9	monitors	monitor	VERB
bracis-33575	86	10	validation	validation	NOUN
bracis-33575	86	11	loss	loss	NOUN
bracis-33575	86	12	to	to	PART
bracis-33575	86	13	prevent	prevent	VERB
bracis-33575	86	14	overfitting	overfitting	NOUN
bracis-33575	86	15	.	.	PUNCT
bracis-33575	87	1	if	if	SCONJ
bracis-33575	87	2	loss	loss	NOUN
bracis-33575	87	3	does	do	AUX
bracis-33575	87	4	not	not	PART
bracis-33575	87	5	improve	improve	VERB
bracis-33575	87	6	after	after	ADP
bracis-33575	87	7	a	a	DET
bracis-33575	87	8	specific	specific	ADJ
bracis-33575	87	9	number	number	NOUN
bracis-33575	87	10	of	of	ADP
bracis-33575	87	11	epochs	epoch	NOUN
bracis-33575	87	12	,	,	PUNCT
bracis-33575	87	13	training	training	NOUN
bracis-33575	87	14	is	be	AUX
bracis-33575	87	15	stopped	stop	VERB
bracis-33575	87	16	,	,	PUNCT
bracis-33575	87	17	and	and	CCONJ
bracis-33575	87	18	the	the	DET
bracis-33575	87	19	weights	weight	NOUN
bracis-33575	87	20	of	of	ADP
bracis-33575	87	21	the	the	DET
bracis-33575	87	22	best	well	ADV
bracis-33575	87	23	-	-	PUNCT
bracis-33575	87	24	performing	perform	VERB
bracis-33575	87	25	model	model	NOUN
bracis-33575	87	26	are	be	AUX
bracis-33575	87	27	saved	save	VERB
bracis-33575	87	28	.	.	PUNCT
bracis-33575	88	1	this	this	DET
bracis-33575	88	2	strategy	strategy	NOUN
bracis-33575	88	3	saves	save	VERB
bracis-33575	88	4	training	training	NOUN
bracis-33575	88	5	time	time	NOUN
bracis-33575	88	6	and	and	CCONJ
bracis-33575	88	7	ensures	ensure	VERB
bracis-33575	88	8	that	that	SCONJ
bracis-33575	88	9	the	the	DET
bracis-33575	88	10	models	model	NOUN
bracis-33575	88	11	are	be	AUX
bracis-33575	88	12	optimally	optimally	ADV
bracis-33575	88	13	trained	train	VERB
bracis-33575	88	14	without	without	ADP
bracis-33575	88	15	overfitting	overfitte	VERB
bracis-33575	88	16	.	.	PUNCT
bracis-33575	89	1	during	during	ADP
bracis-33575	89	2	the	the	DET
bracis-33575	89	3	testing	testing	NOUN
bracis-33575	89	4	phase	phase	NOUN
bracis-33575	89	5	,	,	PUNCT
bracis-33575	89	6	each	each	DET
bracis-33575	89	7	model	model	NOUN
bracis-33575	89	8	in	in	ADP
bracis-33575	89	9	the	the	DET
bracis-33575	89	10	ensemble	ensemble	ADJ
bracis-33575	89	11	makes	make	VERB
bracis-33575	89	12	independent	independent	ADJ
bracis-33575	89	13	predictions	prediction	NOUN
bracis-33575	89	14	,	,	PUNCT
bracis-33575	89	15	and	and	CCONJ
bracis-33575	89	16	the	the	DET
bracis-33575	89	17	final	final	ADJ
bracis-33575	89	18	classification	classification	NOUN
bracis-33575	89	19	is	be	AUX
bracis-33575	89	20	determined	determine	VERB
bracis-33575	89	21	by	by	ADP
bracis-33575	89	22	averaging	average	VERB
bracis-33575	89	23	these	these	DET
bracis-33575	89	24	predictions	prediction	NOUN
bracis-33575	89	25	using	use	VERB
bracis-33575	89	26	a	a	DET
bracis-33575	89	27	decision	decision	NOUN
bracis-33575	89	28	threshold	threshold	NOUN
bracis-33575	89	29	of	of	ADP
bracis-33575	89	30	0.5	0.5	NUM
bracis-33575	89	31	.	.	PUNCT
bracis-33575	90	1	the	the	DET
bracis-33575	90	2	final	final	ADJ
bracis-33575	90	3	classification	classification	NOUN
bracis-33575	90	4	distinguishes	distinguish	VERB
bracis-33575	90	5	between	between	ADP
bracis-33575	90	6	mature	mature	ADJ
bracis-33575	90	7	and	and	CCONJ
bracis-33575	90	8	immature	immature	ADJ
bracis-33575	90	9	leukocytes	leukocyte	NOUN
bracis-33575	90	10	.	.	PUNCT
bracis-33575	91	1	this	this	DET
bracis-33575	91	2	approach	approach	NOUN
bracis-33575	91	3	leverages	leverage	VERB
bracis-33575	91	4	the	the	DET
bracis-33575	91	5	diversity	diversity	NOUN
bracis-33575	91	6	of	of	ADP
bracis-33575	91	7	the	the	DET
bracis-33575	91	8	models	model	NOUN
bracis-33575	91	9	in	in	ADP
bracis-33575	91	10	the	the	DET
bracis-33575	91	11	committee	committee	NOUN
bracis-33575	91	12	and	and	CCONJ
bracis-33575	91	13	enhances	enhance	VERB
bracis-33575	91	14	the	the	DET
bracis-33575	91	15	robustness	robustness	NOUN
bracis-33575	91	16	of	of	ADP
bracis-33575	91	17	the	the	DET
bracis-33575	91	18	classification	classification	NOUN
bracis-33575	91	19	system	system	NOUN
bracis-33575	91	20	,	,	PUNCT
bracis-33575	91	21	ensuring	ensure	VERB
bracis-33575	91	22	an	an	DET
bracis-33575	91	23	accurate	accurate	ADJ
bracis-33575	91	24	analysis	analysis	NOUN
bracis-33575	91	25	of	of	ADP
bracis-33575	91	26	leukocyte	leukocyte	ADJ
bracis-33575	91	27	maturation	maturation	NOUN
bracis-33575	91	28	.	.	PUNCT
bracis-33575	92	1	fig	fig	NOUN
bracis-33575	92	2	.	.	PUNCT
bracis-33575	93	1	2	2	X
bracis-33575	93	2	.	.	NUM
bracis-33575	93	3	proposed	propose	VERB
bracis-33575	93	4	method	method	NOUN
bracis-33575	93	5	using	use	VERB
bracis-33575	93	6	a	a	DET
bracis-33575	93	7	bagging	bagging	NOUN
bracis-33575	93	8	ensemble	ensemble	ADJ
bracis-33575	93	9	.	.	PUNCT
bracis-33575	94	1	full	full	ADJ
bracis-33575	94	2	size	size	NOUN
bracis-33575	94	3	image	image	NOUN
bracis-33575	94	4	3.2	3.2	NUM
bracis-33575	94	5	image	image	NOUN
bracis-33575	94	6	dataset	dataset	VERB
bracis-33575	94	7	this	this	DET
bracis-33575	94	8	study	study	NOUN
bracis-33575	94	9	combined	combine	VERB
bracis-33575	94	10	three	three	NUM
bracis-33575	94	11	datasets	dataset	NOUN
bracis-33575	94	12	,	,	PUNCT
bracis-33575	94	13	resulting	result	VERB
bracis-33575	94	14	in	in	ADP
bracis-33575	94	15	48,100	48,100	NUM
bracis-33575	94	16	images	image	NOUN
bracis-33575	94	17	categorized	categorize	VERB
bracis-33575	94	18	into	into	ADP
bracis-33575	94	19	mature	mature	ADJ
bracis-33575	94	20	and	and	CCONJ
bracis-33575	94	21	immature	immature	ADJ
bracis-33575	94	22	classes	class	NOUN
bracis-33575	94	23	.	.	PUNCT
bracis-33575	95	1	table	table	NOUN
bracis-33575	95	2	 	 	SPACE
bracis-33575	95	3	2	2	NUM
bracis-33575	95	4	illustrates	illustrate	VERB
bracis-33575	95	5	the	the	DET
bracis-33575	95	6	combination	combination	NOUN
bracis-33575	95	7	of	of	ADP
bracis-33575	95	8	images	image	NOUN
bracis-33575	95	9	used	use	VERB
bracis-33575	95	10	.	.	PUNCT
bracis-33575	96	1	the	the	DET
bracis-33575	96	2	johns	johns	PROPN
bracis-33575	96	3	hopkins	hopkins	PROPN
bracis-33575	96	4	hospital	hospital	PROPN
bracis-33575	96	5	dataset	dataset	NOUN
bracis-33575	96	6	,	,	PUNCT
bracis-33575	96	7	as	as	SCONJ
bracis-33575	96	8	described	describe	VERB
bracis-33575	96	9	in	in	ADP
bracis-33575	96	10	sidhom	sidhom	PROPN
bracis-33575	96	11	et	et	PROPN
bracis-33575	96	12	al	al	PROPN
bracis-33575	96	13	.	.	PUNCT
bracis-33575	97	1	[	[	X
bracis-33575	97	2	20	20	NUM
bracis-33575	97	3	]	]	PUNCT
bracis-33575	97	4	,	,	PUNCT
bracis-33575	97	5	contains	contain	VERB
bracis-33575	97	6	images	image	NOUN
bracis-33575	97	7	of	of	ADP
bracis-33575	97	8	blood	blood	NOUN
bracis-33575	97	9	smears	smear	NOUN
bracis-33575	97	10	featuring	feature	VERB
bracis-33575	97	11	different	different	ADJ
bracis-33575	97	12	types	type	NOUN
bracis-33575	97	13	of	of	ADP
bracis-33575	97	14	individual	individual	ADJ
bracis-33575	97	15	leukocytes	leukocyte	NOUN
bracis-33575	97	16	(	(	PUNCT
bracis-33575	97	17	.jpg	.jpg	NOUN
bracis-33575	97	18	format	format	NOUN
bracis-33575	97	19	,	,	PUNCT
bracis-33575	97	20	360\(\,\times	360\(\,\times	NUM
bracis-33575	97	21	\,\)360	\,\)360	NUM
bracis-33575	97	22	pixels	pixel	NOUN
bracis-33575	97	23	)	)	PUNCT
bracis-33575	97	24	from	from	ADP
bracis-33575	97	25	106	106	NUM
bracis-33575	97	26	patients	patient	NOUN
bracis-33575	97	27	diagnosed	diagnose	VERB
bracis-33575	97	28	with	with	ADP
bracis-33575	97	29	aml	aml	PROPN
bracis-33575	97	30	and	and	CCONJ
bracis-33575	97	31	acute	acute	ADJ
bracis-33575	97	32	lymphoblastic	lymphoblastic	ADJ
bracis-33575	97	33	leukemia	leukemia	NOUN
bracis-33575	97	34	(	(	PUNCT
bracis-33575	97	35	all	all	ADV
bracis-33575	97	36	)	)	PUNCT
bracis-33575	97	37	across	across	ADP
bracis-33575	97	38	various	various	ADJ
bracis-33575	97	39	age	age	NOUN
bracis-33575	97	40	groups	group	NOUN
bracis-33575	97	41	and	and	CCONJ
bracis-33575	97	42	genders	gender	NOUN
bracis-33575	97	43	.	.	PUNCT
bracis-33575	98	1	initially	initially	ADV
bracis-33575	98	2	,	,	PUNCT
bracis-33575	98	3	the	the	DET
bracis-33575	98	4	images	image	NOUN
bracis-33575	98	5	were	be	AUX
bracis-33575	98	6	organized	organize	VERB
bracis-33575	98	7	by	by	ADP
bracis-33575	98	8	the	the	DET
bracis-33575	98	9	patient	patient	NOUN
bracis-33575	98	10	,	,	PUNCT
bracis-33575	98	11	but	but	CCONJ
bracis-33575	98	12	they	they	PRON
bracis-33575	98	13	were	be	AUX
bracis-33575	98	14	reorganized	reorganize	VERB
bracis-33575	98	15	by	by	ADP
bracis-33575	98	16	type	type	NOUN
bracis-33575	98	17	of	of	ADP
bracis-33575	98	18	leukocyte	leukocyte	NOUN
bracis-33575	98	19	since	since	SCONJ
bracis-33575	98	20	the	the	DET
bracis-33575	98	21	leukocyte	leukocyte	NOUN
bracis-33575	98	22	identification	identification	NOUN
bracis-33575	98	23	is	be	AUX
bracis-33575	98	24	present	present	ADJ
bracis-33575	98	25	in	in	ADP
bracis-33575	98	26	each	each	DET
bracis-33575	98	27	patient	patient	NOUN
bracis-33575	98	28	’s	’s	PART
bracis-33575	98	29	folder	folder	NOUN
bracis-33575	98	30	.	.	PUNCT
bracis-33575	99	1	this	this	DET
bracis-33575	99	2	reorganization	reorganization	NOUN
bracis-33575	99	3	process	process	NOUN
bracis-33575	99	4	resulted	result	VERB
bracis-33575	99	5	in	in	ADP
bracis-33575	99	6	a	a	DET
bracis-33575	99	7	total	total	NOUN
bracis-33575	99	8	of	of	ADP
bracis-33575	99	9	18,365	18,365	NUM
bracis-33575	99	10	images	image	NOUN
bracis-33575	99	11	.	.	PUNCT
bracis-33575	100	1	in	in	ADP
bracis-33575	100	2	the	the	DET
bracis-33575	100	3	dataset	dataset	NOUN
bracis-33575	100	4	from	from	ADP
bracis-33575	100	5	the	the	DET
bracis-33575	100	6	university	university	NOUN
bracis-33575	100	7	hospital	hospital	NOUN
bracis-33575	100	8	of	of	ADP
bracis-33575	100	9	munich	munich	PROPN
bracis-33575	100	10	,	,	PUNCT
bracis-33575	100	11	as	as	SCONJ
bracis-33575	100	12	referenced	reference	VERB
bracis-33575	100	13	in	in	ADP
bracis-33575	100	14	matek	matek	PROPN
bracis-33575	100	15	et	et	PROPN
bracis-33575	100	16	al	al	PROPN
bracis-33575	100	17	.	.	PUNCT
bracis-33575	101	1	[	[	X
bracis-33575	101	2	14	14	NUM
bracis-33575	101	3	]	]	X
bracis-33575	101	4	,	,	PUNCT
bracis-33575	101	5	there	there	PRON
bracis-33575	101	6	are	be	VERB
bracis-33575	101	7	15,192	15,192	NUM
bracis-33575	101	8	images	image	NOUN
bracis-33575	101	9	of	of	ADP
bracis-33575	101	10	blood	blood	NOUN
bracis-33575	101	11	smears	smear	NOUN
bracis-33575	101	12	with	with	ADP
bracis-33575	101	13	individual	individual	ADJ
bracis-33575	101	14	leukocytes	leukocyte	NOUN
bracis-33575	101	15	(	(	PUNCT
bracis-33575	101	16	.tiff	.tiff	NOUN
bracis-33575	101	17	format	format	NOUN
bracis-33575	101	18	,	,	PUNCT
bracis-33575	101	19	400\(\,\times	400\(\,\times	NUM
bracis-33575	101	20	\,\)400	\,\)400	NOUN
bracis-33575	101	21	pixels	pixel	NOUN
bracis-33575	101	22	)	)	PUNCT
bracis-33575	101	23	from	from	ADP
bracis-33575	101	24	100	100	NUM
bracis-33575	101	25	patients	patient	NOUN
bracis-33575	101	26	diagnosed	diagnose	VERB
bracis-33575	101	27	with	with	ADP
bracis-33575	101	28	aml	aml	PROPN
bracis-33575	101	29	.	.	PUNCT
bracis-33575	102	1	these	these	DET
bracis-33575	102	2	data	datum	NOUN
bracis-33575	102	3	were	be	AUX
bracis-33575	102	4	collected	collect	VERB
bracis-33575	102	5	between	between	ADP
bracis-33575	102	6	2014	2014	NUM
bracis-33575	102	7	and	and	CCONJ
bracis-33575	102	8	2017	2017	NUM
bracis-33575	102	9	,	,	PUNCT
bracis-33575	102	10	covering	cover	VERB
bracis-33575	102	11	13	13	NUM
bracis-33575	102	12	classes	class	NOUN
bracis-33575	102	13	of	of	ADP
bracis-33575	102	14	images	image	NOUN
bracis-33575	102	15	.	.	PUNCT
bracis-33575	103	1	the	the	DET
bracis-33575	103	2	dataset	dataset	NOUN
bracis-33575	103	3	from	from	ADP
bracis-33575	103	4	the	the	DET
bracis-33575	103	5	central	central	ADJ
bracis-33575	103	6	laboratory	laboratory	NOUN
bracis-33575	103	7	of	of	ADP
bracis-33575	103	8	the	the	DET
bracis-33575	103	9	clinical	clinical	ADJ
bracis-33575	103	10	hospital	hospital	NOUN
bracis-33575	103	11	of	of	ADP
bracis-33575	103	12	barcelona	barcelona	PROPN
bracis-33575	103	13	,	,	PUNCT
bracis-33575	103	14	described	describe	VERB
bracis-33575	103	15	by	by	ADP
bracis-33575	103	16	boldu	boldu	NOUN
bracis-33575	103	17	et	et	PROPN
bracis-33575	103	18	al	al	PROPN
bracis-33575	103	19	.	.	PUNCT
bracis-33575	104	1	[	[	X
bracis-33575	104	2	4	4	NUM
bracis-33575	104	3	]	]	PUNCT
bracis-33575	104	4	,	,	PUNCT
bracis-33575	104	5	consists	consist	VERB
bracis-33575	104	6	of	of	ADP
bracis-33575	104	7	14,543	14,543	NUM
bracis-33575	104	8	images	image	NOUN
bracis-33575	104	9	of	of	ADP
bracis-33575	104	10	individual	individual	ADJ
bracis-33575	104	11	cells	cell	NOUN
bracis-33575	104	12	.	.	PUNCT
bracis-33575	105	1	the	the	DET
bracis-33575	105	2	dataset	dataset	NOUN
bracis-33575	105	3	is	be	AUX
bracis-33575	105	4	organized	organize	VERB
bracis-33575	105	5	into	into	ADP
bracis-33575	105	6	eight	eight	NUM
bracis-33575	105	7	distinct	distinct	ADJ
bracis-33575	105	8	groups	group	NOUN
bracis-33575	105	9	:	:	PUNCT
bracis-33575	105	10	neutrophils	neutrophil	NOUN
bracis-33575	105	11	,	,	PUNCT
bracis-33575	105	12	eosinophils	eosinophil	NOUN
bracis-33575	105	13	,	,	PUNCT
bracis-33575	105	14	basophils	basophil	NOUN
bracis-33575	105	15	,	,	PUNCT
bracis-33575	105	16	lymphocytes	lymphocyte	NOUN
bracis-33575	105	17	,	,	PUNCT
bracis-33575	105	18	monocytes	monocyte	NOUN
bracis-33575	105	19	,	,	PUNCT
bracis-33575	105	20	immature	immature	ADJ
bracis-33575	105	21	granulocytes	granulocyte	NOUN
bracis-33575	105	22	(	(	PUNCT
bracis-33575	105	23	promyelocytes	promyelocyte	NOUN
bracis-33575	105	24	,	,	PUNCT
bracis-33575	105	25	myelocytes	myelocyte	NOUN
bracis-33575	105	26	,	,	PUNCT
bracis-33575	105	27	and	and	CCONJ
bracis-33575	105	28	metamyelocytes	metamyelocyte	NOUN
bracis-33575	105	29	)	)	PUNCT
bracis-33575	105	30	,	,	PUNCT
bracis-33575	105	31	erythroblasts	erythroblast	NOUN
bracis-33575	105	32	,	,	PUNCT
bracis-33575	105	33	and	and	CCONJ
bracis-33575	105	34	platelets	platelet	NOUN
bracis-33575	105	35	or	or	CCONJ
bracis-33575	105	36	thrombocytes	thrombocyte	NOUN
bracis-33575	105	37	.	.	PUNCT
bracis-33575	106	1	the	the	DET
bracis-33575	106	2	images	image	NOUN
bracis-33575	106	3	are	be	AUX
bracis-33575	106	4	360\(\times	360\(\times	NUM
bracis-33575	106	5	\)363	\)363	NOUN
bracis-33575	106	6	pixels	pixel	NOUN
bracis-33575	106	7	in	in	ADP
bracis-33575	106	8	size	size	NOUN
bracis-33575	106	9	,	,	PUNCT
bracis-33575	106	10	in	in	ADP
bracis-33575	106	11	.jpg	.jpg	NOUN
bracis-33575	106	12	format	format	NOUN
bracis-33575	106	13	,	,	PUNCT
bracis-33575	106	14	and	and	CCONJ
bracis-33575	106	15	have	have	AUX
bracis-33575	106	16	been	be	AUX
bracis-33575	106	17	annotated	annotate	VERB
bracis-33575	106	18	by	by	ADP
bracis-33575	106	19	specialized	specialized	ADJ
bracis-33575	106	20	clinical	clinical	ADJ
bracis-33575	106	21	pathologists	pathologist	NOUN
bracis-33575	106	22	.	.	PUNCT
bracis-33575	106	23	table	table	NOUN
bracis-33575	106	24	2	2	NUM
bracis-33575	106	25	.	.	PUNCT
bracis-33575	107	1	summary	summary	NOUN
bracis-33575	107	2	of	of	ADP
bracis-33575	107	3	the	the	DET
bracis-33575	107	4	image	image	NOUN
bracis-33575	107	5	datasets	dataset	VERB
bracis-33575	107	6	used.full	used.full	ADJ
bracis-33575	107	7	size	size	NOUN
bracis-33575	107	8	table	table	NOUN
bracis-33575	107	9	3.3	3.3	NUM
bracis-33575	107	10	evaluated	evaluate	VERB
bracis-33575	107	11	cnn	cnn	PROPN
bracis-33575	107	12	architectures	architecture	NOUN
bracis-33575	107	13	cnns	cnn	NOUN
bracis-33575	107	14	have	have	AUX
bracis-33575	107	15	been	be	AUX
bracis-33575	107	16	widely	widely	ADV
bracis-33575	107	17	employed	employ	VERB
bracis-33575	107	18	in	in	ADP
bracis-33575	107	19	the	the	DET
bracis-33575	107	20	field	field	NOUN
bracis-33575	107	21	of	of	ADP
bracis-33575	107	22	machine	machine	NOUN
bracis-33575	107	23	learning	learning	NOUN
bracis-33575	107	24	.	.	PUNCT
bracis-33575	108	1	thanks	thank	NOUN
bracis-33575	108	2	to	to	ADP
bracis-33575	108	3	their	their	PRON
bracis-33575	108	4	deep	deep	ADJ
bracis-33575	108	5	architectures	architecture	NOUN
bracis-33575	108	6	,	,	PUNCT
bracis-33575	108	7	cnns	cnns	PROPN
bracis-33575	108	8	can	can	AUX
bracis-33575	108	9	map	map	VERB
bracis-33575	108	10	image	image	NOUN
bracis-33575	108	11	features	feature	NOUN
bracis-33575	108	12	at	at	ADP
bracis-33575	108	13	various	various	ADJ
bracis-33575	108	14	levels	level	NOUN
bracis-33575	108	15	of	of	ADP
bracis-33575	108	16	abstraction	abstraction	NOUN
bracis-33575	108	17	,	,	PUNCT
bracis-33575	108	18	which	which	PRON
bracis-33575	108	19	has	have	AUX
bracis-33575	108	20	significantly	significantly	ADV
bracis-33575	108	21	contributed	contribute	VERB
bracis-33575	108	22	to	to	ADP
bracis-33575	108	23	the	the	DET
bracis-33575	108	24	development	development	NOUN
bracis-33575	108	25	of	of	ADP
bracis-33575	108	26	more	more	ADV
bracis-33575	108	27	accurate	accurate	ADJ
bracis-33575	108	28	medical	medical	ADJ
bracis-33575	108	29	diagnostic	diagnostic	ADJ
bracis-33575	108	30	tools	tool	NOUN
bracis-33575	108	31	.	.	PUNCT
bracis-33575	109	1	in	in	ADP
bracis-33575	109	2	many	many	ADJ
bracis-33575	109	3	cases	case	NOUN
bracis-33575	109	4	,	,	PUNCT
bracis-33575	109	5	cnns	cnn	NOUN
bracis-33575	109	6	surpass	surpass	VERB
bracis-33575	109	7	the	the	DET
bracis-33575	109	8	accuracy	accuracy	NOUN
bracis-33575	109	9	of	of	ADP
bracis-33575	109	10	conventional	conventional	ADJ
bracis-33575	109	11	feature	feature	NOUN
bracis-33575	109	12	extraction	extraction	NOUN
bracis-33575	109	13	methods	method	NOUN
bracis-33575	109	14	[	[	X
bracis-33575	109	15	21	21	NUM
bracis-33575	109	16	]	]	PUNCT
bracis-33575	109	17	,	,	PUNCT
bracis-33575	109	18	thus	thus	ADV
bracis-33575	109	19	demonstrating	demonstrate	VERB
bracis-33575	109	20	their	their	PRON
bracis-33575	109	21	potential	potential	NOUN
bracis-33575	109	22	and	and	CCONJ
bracis-33575	109	23	effectiveness	effectiveness	NOUN
bracis-33575	109	24	in	in	ADP
bracis-33575	109	25	analyzing	analyze	VERB
bracis-33575	109	26	and	and	CCONJ
bracis-33575	109	27	interpreting	interpret	VERB
bracis-33575	109	28	medical	medical	ADJ
bracis-33575	109	29	images	image	NOUN
bracis-33575	109	30	.	.	PUNCT
bracis-33575	110	1	cnns	cnn	NOUN
bracis-33575	110	2	designed	design	VERB
bracis-33575	110	3	for	for	ADP
bracis-33575	110	4	the	the	DET
bracis-33575	110	5	imagenet	imagenet	ADJ
bracis-33575	110	6	large	large	ADJ
bracis-33575	110	7	scale	scale	NOUN
bracis-33575	110	8	visual	visual	ADJ
bracis-33575	110	9	recognition	recognition	NOUN
bracis-33575	110	10	challenge	challenge	NOUN
bracis-33575	110	11	(	(	PUNCT
bracis-33575	110	12	ilsvrc	ilsvrc	PROPN
bracis-33575	110	13	)	)	PUNCT
bracis-33575	110	14	were	be	AUX
bracis-33575	110	15	evaluated	evaluate	VERB
bracis-33575	110	16	.	.	PUNCT
bracis-33575	111	1	in	in	ADP
bracis-33575	111	2	kornblith	kornblith	NOUN
bracis-33575	111	3	et	et	PROPN
bracis-33575	111	4	al	al	PROPN
bracis-33575	111	5	.	.	PUNCT
bracis-33575	112	1	[	[	X
bracis-33575	112	2	11	11	NUM
bracis-33575	112	3	]	]	PUNCT
bracis-33575	112	4	,	,	PUNCT
bracis-33575	112	5	the	the	DET
bracis-33575	112	6	authors	author	NOUN
bracis-33575	112	7	concluded	conclude	VERB
bracis-33575	112	8	that	that	SCONJ
bracis-33575	112	9	the	the	DET
bracis-33575	112	10	better	well	ADJ
bracis-33575	112	11	a	a	DET
bracis-33575	112	12	cnn	cnn	NOUN
bracis-33575	112	13	architecture	architecture	NOUN
bracis-33575	112	14	adapts	adapt	VERB
bracis-33575	112	15	to	to	ADP
bracis-33575	112	16	the	the	DET
bracis-33575	112	17	imagenet	imagenet	NOUN
bracis-33575	112	18	dataset	dataset	NOUN
bracis-33575	112	19	,	,	PUNCT
bracis-33575	112	20	the	the	PRON
bracis-33575	112	21	better	well	ADJ
bracis-33575	112	22	it	it	PRON
bracis-33575	112	23	will	will	AUX
bracis-33575	112	24	transfer	transfer	VERB
bracis-33575	112	25	to	to	ADP
bracis-33575	112	26	other	other	ADJ
bracis-33575	112	27	datasets	dataset	NOUN
bracis-33575	112	28	.	.	PUNCT
bracis-33575	113	1	the	the	DET
bracis-33575	113	2	architectures	architecture	NOUN
bracis-33575	113	3	evaluated	evaluate	VERB
bracis-33575	113	4	for	for	ADP
bracis-33575	113	5	ensemble	ensemble	ADJ
bracis-33575	113	6	formation	formation	NOUN
bracis-33575	113	7	are	be	AUX
bracis-33575	113	8	indicated	indicate	VERB
bracis-33575	113	9	in	in	ADP
bracis-33575	113	10	table	table	NOUN
bracis-33575	113	11	 	 	SPACE
bracis-33575	113	12	7	7	NUM
bracis-33575	113	13	,	,	PUNCT
bracis-33575	113	14	which	which	PRON
bracis-33575	113	15	refers	refer	VERB
bracis-33575	113	16	to	to	ADP
bracis-33575	113	17	the	the	DET
bracis-33575	113	18	topological	topological	ADJ
bracis-33575	113	19	depth	depth	NOUN
bracis-33575	113	20	of	of	ADP
bracis-33575	113	21	the	the	DET
bracis-33575	113	22	network	network	NOUN
bracis-33575	113	23	,	,	PUNCT
bracis-33575	113	24	number	number	NOUN
bracis-33575	113	25	of	of	ADP
bracis-33575	113	26	parameters	parameter	NOUN
bracis-33575	113	27	,	,	PUNCT
bracis-33575	113	28	input	input	NOUN
bracis-33575	113	29	resolution	resolution	NOUN
bracis-33575	113	30	,	,	PUNCT
bracis-33575	113	31	and	and	CCONJ
bracis-33575	113	32	year	year	NOUN
bracis-33575	113	33	of	of	ADP
bracis-33575	113	34	publication	publication	NOUN
bracis-33575	113	35	for	for	ADP
bracis-33575	113	36	each	each	DET
bracis-33575	113	37	(	(	PUNCT
bracis-33575	113	38	table	table	NOUN
bracis-33575	113	39	 	 	SPACE
bracis-33575	113	40	3	3	NUM
bracis-33575	113	41	)	)	PUNCT
bracis-33575	113	42	.	.	PUNCT
bracis-33575	114	1	table	table	NOUN
bracis-33575	114	2	3	3	NUM
bracis-33575	114	3	.	.	PUNCT
bracis-33575	115	1	characteristics	characteristic	NOUN
bracis-33575	115	2	of	of	ADP
bracis-33575	115	3	the	the	DET
bracis-33575	115	4	evaluated	evaluated	ADJ
bracis-33575	115	5	architectures.full	architectures.full	NUM
bracis-33575	115	6	size	size	NOUN
bracis-33575	115	7	table	table	NOUN
bracis-33575	115	8	3.4	3.4	NUM
bracis-33575	115	9	transfer	transfer	NOUN
bracis-33575	115	10	learning	learning	NOUN
bracis-33575	115	11	transfer	transfer	NOUN
bracis-33575	115	12	learning	learning	NOUN
bracis-33575	115	13	is	be	AUX
bracis-33575	115	14	a	a	DET
bracis-33575	115	15	method	method	NOUN
bracis-33575	115	16	where	where	SCONJ
bracis-33575	115	17	knowledge	knowledge	NOUN
bracis-33575	115	18	gained	gain	VERB
bracis-33575	115	19	by	by	ADP
bracis-33575	115	20	a	a	DET
bracis-33575	115	21	neural	neural	ADJ
bracis-33575	115	22	network	network	NOUN
bracis-33575	115	23	on	on	ADP
bracis-33575	115	24	one	one	NUM
bracis-33575	115	25	task	task	NOUN
bracis-33575	115	26	is	be	AUX
bracis-33575	115	27	used	use	VERB
bracis-33575	115	28	to	to	PART
bracis-33575	115	29	improve	improve	VERB
bracis-33575	115	30	performance	performance	NOUN
bracis-33575	115	31	on	on	ADP
bracis-33575	115	32	another	another	DET
bracis-33575	115	33	related	relate	VERB
bracis-33575	115	34	task	task	NOUN
bracis-33575	115	35	.	.	PUNCT
bracis-33575	116	1	this	this	DET
bracis-33575	116	2	technique	technique	NOUN
bracis-33575	116	3	reduces	reduce	VERB
bracis-33575	116	4	the	the	DET
bracis-33575	116	5	need	need	NOUN
bracis-33575	116	6	to	to	PART
bracis-33575	116	7	re	re	VERB
bracis-33575	116	8	-	-	VERB
bracis-33575	116	9	adjust	adjust	VERB
bracis-33575	116	10	all	all	DET
bracis-33575	116	11	the	the	DET
bracis-33575	116	12	parameters	parameter	NOUN
bracis-33575	116	13	of	of	ADP
bracis-33575	116	14	the	the	DET
bracis-33575	116	15	cnn	cnn	PROPN
bracis-33575	116	16	from	from	ADP
bracis-33575	116	17	scratch	scratch	NOUN
bracis-33575	116	18	[	[	X
bracis-33575	116	19	22	22	NUM
bracis-33575	116	20	]	]	PUNCT
bracis-33575	116	21	.	.	PUNCT
bracis-33575	117	1	the	the	DET
bracis-33575	117	2	proposed	propose	VERB
bracis-33575	117	3	method	method	NOUN
bracis-33575	117	4	utilizes	utilize	VERB
bracis-33575	117	5	pre	pre	ADJ
bracis-33575	117	6	-	-	ADJ
bracis-33575	117	7	trained	train	VERB
bracis-33575	117	8	convolutional	convolutional	ADJ
bracis-33575	117	9	neural	neural	ADJ
bracis-33575	117	10	networks	network	NOUN
bracis-33575	117	11	to	to	PART
bracis-33575	117	12	identify	identify	VERB
bracis-33575	117	13	mature	mature	ADJ
bracis-33575	117	14	and	and	CCONJ
bracis-33575	117	15	immature	immature	ADJ
bracis-33575	117	16	leukocytes	leukocyte	NOUN
bracis-33575	117	17	.	.	PUNCT
bracis-33575	118	1	during	during	ADP
bracis-33575	118	2	development	development	NOUN
bracis-33575	118	3	,	,	PUNCT
bracis-33575	118	4	eight	eight	NUM
bracis-33575	118	5	neural	neural	ADJ
bracis-33575	118	6	networks	network	NOUN
bracis-33575	118	7	were	be	AUX
bracis-33575	118	8	evaluated	evaluate	VERB
bracis-33575	118	9	using	use	VERB
bracis-33575	118	10	shallow	shallow	ADJ
bracis-33575	118	11	fine	fine	ADJ
bracis-33575	118	12	-	-	PUNCT
bracis-33575	118	13	tuning	tuning	NOUN
bracis-33575	118	14	(	(	PUNCT
bracis-33575	118	15	sft	sft	NOUN
bracis-33575	118	16	)	)	PUNCT
bracis-33575	118	17	,	,	PUNCT
bracis-33575	118	18	which	which	PRON
bracis-33575	118	19	involves	involve	VERB
bracis-33575	118	20	freezing	freeze	VERB
bracis-33575	118	21	layers	layer	NOUN
bracis-33575	118	22	from	from	ADP
bracis-33575	118	23	the	the	DET
bracis-33575	118	24	beginning	beginning	NOUN
bracis-33575	118	25	of	of	ADP
bracis-33575	118	26	the	the	DET
bracis-33575	118	27	cnn	cnn	PROPN
bracis-33575	118	28	to	to	PART
bracis-33575	118	29	extract	extract	VERB
bracis-33575	118	30	features	feature	NOUN
bracis-33575	118	31	from	from	ADP
bracis-33575	118	32	the	the	DET
bracis-33575	118	33	input	input	NOUN
bracis-33575	118	34	images	image	NOUN
bracis-33575	118	35	and	and	CCONJ
bracis-33575	118	36	classify	classify	VERB
bracis-33575	118	37	them	they	PRON
bracis-33575	118	38	.	.	PUNCT
bracis-33575	119	1	the	the	DET
bracis-33575	119	2	network	network	NOUN
bracis-33575	119	3	architecture	architecture	NOUN
bracis-33575	119	4	was	be	AUX
bracis-33575	119	5	first	first	ADV
bracis-33575	119	6	loaded	load	VERB
bracis-33575	119	7	to	to	PART
bracis-33575	119	8	implement	implement	VERB
bracis-33575	119	9	this	this	PRON
bracis-33575	119	10	,	,	PUNCT
bracis-33575	119	11	excluding	exclude	VERB
bracis-33575	119	12	the	the	DET
bracis-33575	119	13	dense	dense	ADJ
bracis-33575	119	14	layers	layer	NOUN
bracis-33575	119	15	at	at	ADP
bracis-33575	119	16	the	the	DET
bracis-33575	119	17	top	top	NOUN
bracis-33575	119	18	.	.	PUNCT
bracis-33575	120	1	subsequently	subsequently	ADV
bracis-33575	120	2	,	,	PUNCT
bracis-33575	120	3	the	the	DET
bracis-33575	120	4	pre	pre	ADJ
bracis-33575	120	5	-	-	ADJ
bracis-33575	120	6	trained	train	VERB
bracis-33575	120	7	convolutional	convolutional	ADJ
bracis-33575	120	8	layers	layer	NOUN
bracis-33575	120	9	were	be	AUX
bracis-33575	120	10	frozen	freeze	VERB
bracis-33575	120	11	.	.	PUNCT
bracis-33575	121	1	custom	custom	NOUN
bracis-33575	121	2	dense	dense	ADJ
bracis-33575	121	3	layers	layer	NOUN
bracis-33575	121	4	were	be	AUX
bracis-33575	121	5	then	then	ADV
bracis-33575	121	6	added	add	VERB
bracis-33575	121	7	to	to	ADP
bracis-33575	121	8	the	the	DET
bracis-33575	121	9	convolutional	convolutional	ADJ
bracis-33575	121	10	layers	layer	NOUN
bracis-33575	121	11	to	to	PART
bracis-33575	121	12	tailor	tailor	VERB
bracis-33575	121	13	the	the	DET
bracis-33575	121	14	model	model	NOUN
bracis-33575	121	15	to	to	ADP
bracis-33575	121	16	the	the	DET
bracis-33575	121	17	specific	specific	ADJ
bracis-33575	121	18	needs	need	NOUN
bracis-33575	121	19	of	of	ADP
bracis-33575	121	20	binary	binary	ADJ
bracis-33575	121	21	leukocyte	leukocyte	NOUN
bracis-33575	121	22	classification	classification	NOUN
bracis-33575	121	23	.	.	PUNCT
bracis-33575	122	1	finally	finally	ADV
bracis-33575	122	2	,	,	PUNCT
bracis-33575	122	3	the	the	DET
bracis-33575	122	4	model	model	NOUN
bracis-33575	122	5	was	be	AUX
bracis-33575	122	6	compiled	compile	VERB
bracis-33575	122	7	using	use	VERB
bracis-33575	122	8	the	the	DET
bracis-33575	122	9	adam	adam	PROPN
bracis-33575	122	10	optimizer	optimizer	NOUN
bracis-33575	122	11	,	,	PUNCT
bracis-33575	122	12	the	the	DET
bracis-33575	122	13	binary	binary	PROPN
bracis-33575	122	14	cross	cross	PROPN
bracis-33575	122	15	entropy	entropy	PROPN
bracis-33575	122	16	loss	loss	NOUN
bracis-33575	122	17	function	function	NOUN
bracis-33575	122	18	,	,	PUNCT
bracis-33575	122	19	and	and	CCONJ
bracis-33575	122	20	the	the	DET
bracis-33575	122	21	accuracy	accuracy	NOUN
bracis-33575	122	22	metric	metric	NOUN
bracis-33575	122	23	,	,	PUNCT
bracis-33575	122	24	preparing	prepare	VERB
bracis-33575	122	25	it	it	PRON
bracis-33575	122	26	for	for	ADP
bracis-33575	122	27	training	training	NOUN
bracis-33575	122	28	.	.	PUNCT
bracis-33575	123	1	3.5	3.5	NUM
bracis-33575	123	2	ensembles	ensemble	NOUN
bracis-33575	123	3	of	of	ADP
bracis-33575	123	4	 	 	SPACE
bracis-33575	123	5	classifiers	classifier	NOUN
bracis-33575	123	6	the	the	DET
bracis-33575	123	7	ensemble	ensemble	ADJ
bracis-33575	123	8	approach	approach	NOUN
bracis-33575	123	9	,	,	PUNCT
bracis-33575	123	10	also	also	ADV
bracis-33575	123	11	known	know	VERB
bracis-33575	123	12	as	as	ADP
bracis-33575	123	13	the	the	DET
bracis-33575	123	14	ensemble	ensemble	ADJ
bracis-33575	123	15	technique	technique	NOUN
bracis-33575	123	16	,	,	PUNCT
bracis-33575	123	17	is	be	AUX
bracis-33575	123	18	a	a	DET
bracis-33575	123	19	method	method	NOUN
bracis-33575	123	20	that	that	PRON
bracis-33575	123	21	existed	exist	VERB
bracis-33575	123	22	long	long	ADV
bracis-33575	123	23	before	before	ADP
bracis-33575	123	24	the	the	DET
bracis-33575	123	25	advent	advent	NOUN
bracis-33575	123	26	of	of	ADP
bracis-33575	123	27	the	the	DET
bracis-33575	123	28	deep	deep	ADJ
bracis-33575	123	29	learning	learning	NOUN
bracis-33575	123	30	paradigm	paradigm	NOUN
bracis-33575	123	31	[	[	X
bracis-33575	123	32	6	6	NUM
bracis-33575	123	33	]	]	PUNCT
bracis-33575	123	34	.	.	PUNCT
bracis-33575	124	1	the	the	DET
bracis-33575	124	2	theory	theory	NOUN
bracis-33575	124	3	behind	behind	ADP
bracis-33575	124	4	it	it	PRON
bracis-33575	124	5	is	be	AUX
bracis-33575	124	6	pretty	pretty	ADV
bracis-33575	124	7	simple	simple	ADJ
bracis-33575	124	8	and	and	CCONJ
bracis-33575	124	9	is	be	AUX
bracis-33575	124	10	based	base	VERB
bracis-33575	124	11	on	on	ADP
bracis-33575	124	12	the	the	DET
bracis-33575	124	13	well	well	ADV
bracis-33575	124	14	-	-	PUNCT
bracis-33575	124	15	known	know	VERB
bracis-33575	124	16	notion	notion	NOUN
bracis-33575	124	17	of	of	ADP
bracis-33575	124	18	the	the	DET
bracis-33575	124	19	“	"	PUNCT
bracis-33575	124	20	wisdom	wisdom	NOUN
bracis-33575	124	21	of	of	ADP
bracis-33575	124	22	crowds	crowd	NOUN
bracis-33575	124	23	”	"	PUNCT
bracis-33575	124	24	:	:	PUNCT
bracis-33575	124	25	instead	instead	ADV
bracis-33575	124	26	of	of	ADP
bracis-33575	124	27	relying	rely	VERB
bracis-33575	124	28	on	on	ADP
bracis-33575	124	29	just	just	ADV
bracis-33575	124	30	one	one	NUM
bracis-33575	124	31	model	model	NOUN
bracis-33575	124	32	for	for	ADP
bracis-33575	124	33	prediction	prediction	NOUN
bracis-33575	124	34	,	,	PUNCT
bracis-33575	124	35	a	a	DET
bracis-33575	124	36	set	set	NOUN
bracis-33575	124	37	of	of	ADP
bracis-33575	124	38	multiple	multiple	ADJ
bracis-33575	124	39	(	(	PUNCT
bracis-33575	124	40	pre	pre	ADJ
bracis-33575	124	41	-	-	ADJ
bracis-33575	124	42	trained	trained	ADJ
bracis-33575	124	43	)	)	PUNCT
bracis-33575	124	44	models	model	NOUN
bracis-33575	124	45	is	be	AUX
bracis-33575	124	46	created	create	VERB
bracis-33575	124	47	.	.	PUNCT
bracis-33575	125	1	the	the	DET
bracis-33575	125	2	results	result	NOUN
bracis-33575	125	3	of	of	ADP
bracis-33575	125	4	these	these	DET
bracis-33575	125	5	models	model	NOUN
bracis-33575	125	6	are	be	AUX
bracis-33575	125	7	combined	combine	VERB
bracis-33575	125	8	into	into	ADP
bracis-33575	125	9	a	a	DET
bracis-33575	125	10	final	final	ADJ
bracis-33575	125	11	classification	classification	NOUN
bracis-33575	125	12	through	through	ADP
bracis-33575	125	13	a	a	DET
bracis-33575	125	14	voting	voting	NOUN
bracis-33575	125	15	mechanism	mechanism	NOUN
bracis-33575	125	16	.	.	PUNCT
bracis-33575	126	1	the	the	DET
bracis-33575	126	2	original	original	ADJ
bracis-33575	126	3	idea	idea	NOUN
bracis-33575	126	4	was	be	AUX
bracis-33575	126	5	developed	develop	VERB
bracis-33575	126	6	to	to	PART
bracis-33575	126	7	reduce	reduce	VERB
bracis-33575	126	8	the	the	DET
bracis-33575	126	9	variance	variance	NOUN
bracis-33575	126	10	of	of	ADP
bracis-33575	126	11	classifiers	classifier	NOUN
bracis-33575	126	12	,	,	PUNCT
bracis-33575	126	13	aiming	aim	VERB
bracis-33575	126	14	to	to	PART
bracis-33575	126	15	achieve	achieve	VERB
bracis-33575	126	16	better	well	ADJ
bracis-33575	126	17	overall	overall	ADJ
bracis-33575	126	18	performance	performance	NOUN
bracis-33575	126	19	[	[	X
bracis-33575	126	20	8	8	NUM
bracis-33575	126	21	]	]	PUNCT
bracis-33575	126	22	.	.	PUNCT
bracis-33575	127	1	constructing	construct	VERB
bracis-33575	127	2	an	an	DET
bracis-33575	127	3	ensemble	ensemble	NOUN
bracis-33575	127	4	of	of	ADP
bracis-33575	127	5	classifiers	classifier	NOUN
bracis-33575	127	6	involves	involve	VERB
bracis-33575	127	7	three	three	NUM
bracis-33575	127	8	main	main	ADJ
bracis-33575	127	9	phases	phase	NOUN
bracis-33575	127	10	:	:	PUNCT
bracis-33575	127	11	generating	generate	VERB
bracis-33575	127	12	base	base	NOUN
bracis-33575	127	13	classifiers	classifier	NOUN
bracis-33575	127	14	,	,	PUNCT
bracis-33575	127	15	selecting	select	VERB
bracis-33575	127	16	ensemble	ensemble	ADJ
bracis-33575	127	17	members	member	NOUN
bracis-33575	127	18	,	,	PUNCT
bracis-33575	127	19	and	and	CCONJ
bracis-33575	127	20	defining	define	VERB
bracis-33575	127	21	the	the	DET
bracis-33575	127	22	decision	decision	NOUN
bracis-33575	127	23	mechanism	mechanism	NOUN
bracis-33575	127	24	[	[	X
bracis-33575	127	25	26	26	NUM
bracis-33575	127	26	]	]	PUNCT
bracis-33575	127	27	.	.	PUNCT
bracis-33575	128	1	in	in	ADP
bracis-33575	128	2	addition	addition	NOUN
bracis-33575	128	3	to	to	ADP
bracis-33575	128	4	the	the	DET
bracis-33575	128	5	individual	individual	ADJ
bracis-33575	128	6	analysis	analysis	NOUN
bracis-33575	128	7	of	of	ADP
bracis-33575	128	8	convolutional	convolutional	ADJ
bracis-33575	128	9	neural	neural	ADJ
bracis-33575	128	10	networks	network	NOUN
bracis-33575	128	11	(	(	PUNCT
bracis-33575	128	12	cnns	cnns	PROPN
bracis-33575	128	13	)	)	PUNCT
bracis-33575	128	14	,	,	PUNCT
bracis-33575	128	15	this	this	DET
bracis-33575	128	16	study	study	NOUN
bracis-33575	128	17	created	create	VERB
bracis-33575	128	18	ensembles	ensemble	NOUN
bracis-33575	128	19	using	use	VERB
bracis-33575	128	20	the	the	DET
bracis-33575	128	21	voting	voting	NOUN
bracis-33575	128	22	method	method	NOUN
bracis-33575	128	23	,	,	PUNCT
bracis-33575	128	24	which	which	PRON
bracis-33575	128	25	incorporates	incorporate	VERB
bracis-33575	128	26	both	both	DET
bracis-33575	128	27	majority	majority	NOUN
bracis-33575	128	28	and	and	CCONJ
bracis-33575	128	29	weighted	weight	VERB
bracis-33575	128	30	voting	voting	NOUN
bracis-33575	128	31	.	.	PUNCT
bracis-33575	129	1	the	the	DET
bracis-33575	129	2	bagging	bagging	NOUN
bracis-33575	129	3	technique	technique	NOUN
bracis-33575	129	4	was	be	AUX
bracis-33575	129	5	also	also	ADV
bracis-33575	129	6	employed	employ	VERB
bracis-33575	129	7	to	to	PART
bracis-33575	129	8	enhance	enhance	VERB
bracis-33575	129	9	the	the	DET
bracis-33575	129	10	diversity	diversity	NOUN
bracis-33575	129	11	and	and	CCONJ
bracis-33575	129	12	robustness	robustness	NOUN
bracis-33575	129	13	of	of	ADP
bracis-33575	129	14	the	the	DET
bracis-33575	129	15	classifiers	classifier	NOUN
bracis-33575	129	16	in	in	ADP
bracis-33575	129	17	the	the	DET
bracis-33575	129	18	tests	test	NOUN
bracis-33575	129	19	.	.	PUNCT
bracis-33575	130	1	voting	voting	NOUN
bracis-33575	130	2	is	be	AUX
bracis-33575	130	3	a	a	DET
bracis-33575	130	4	fundamental	fundamental	ADJ
bracis-33575	130	5	ensemble	ensemble	ADJ
bracis-33575	130	6	technique	technique	NOUN
bracis-33575	130	7	that	that	PRON
bracis-33575	130	8	aggregates	aggregate	VERB
bracis-33575	130	9	the	the	DET
bracis-33575	130	10	predictions	prediction	NOUN
bracis-33575	130	11	of	of	ADP
bracis-33575	130	12	several	several	ADJ
bracis-33575	130	13	models	model	NOUN
bracis-33575	130	14	to	to	PART
bracis-33575	130	15	improve	improve	VERB
bracis-33575	130	16	classification	classification	NOUN
bracis-33575	130	17	performance	performance	NOUN
bracis-33575	130	18	.	.	PUNCT
bracis-33575	131	1	in	in	ADP
bracis-33575	131	2	this	this	DET
bracis-33575	131	3	approach	approach	NOUN
bracis-33575	131	4	,	,	PUNCT
bracis-33575	131	5	each	each	DET
bracis-33575	131	6	model	model	NOUN
bracis-33575	131	7	independently	independently	ADV
bracis-33575	131	8	predicts	predict	VERB
bracis-33575	131	9	the	the	DET
bracis-33575	131	10	output	output	NOUN
bracis-33575	131	11	,	,	PUNCT
bracis-33575	131	12	and	and	CCONJ
bracis-33575	131	13	the	the	DET
bracis-33575	131	14	final	final	ADJ
bracis-33575	131	15	decision	decision	NOUN
bracis-33575	131	16	is	be	AUX
bracis-33575	131	17	made	make	VERB
bracis-33575	131	18	based	base	VERB
bracis-33575	131	19	on	on	ADP
bracis-33575	131	20	either	either	CCONJ
bracis-33575	131	21	the	the	DET
bracis-33575	131	22	majority	majority	NOUN
bracis-33575	131	23	vote	vote	NOUN
bracis-33575	131	24	or	or	CCONJ
bracis-33575	131	25	the	the	DET
bracis-33575	131	26	weighted	weighted	ADJ
bracis-33575	131	27	vote	vote	NOUN
bracis-33575	131	28	of	of	ADP
bracis-33575	131	29	all	all	DET
bracis-33575	131	30	models	model	NOUN
bracis-33575	131	31	.	.	PUNCT
bracis-33575	132	1	in	in	ADP
bracis-33575	132	2	the	the	DET
bracis-33575	132	3	majority	majority	NOUN
bracis-33575	132	4	voting	voting	NOUN
bracis-33575	132	5	scheme	scheme	NOUN
bracis-33575	132	6	,	,	PUNCT
bracis-33575	132	7	each	each	DET
bracis-33575	132	8	classifier	classifier	NOUN
bracis-33575	132	9	votes	vote	VERB
bracis-33575	132	10	for	for	ADP
bracis-33575	132	11	a	a	DET
bracis-33575	132	12	specific	specific	ADJ
bracis-33575	132	13	class	class	NOUN
bracis-33575	132	14	,	,	PUNCT
bracis-33575	132	15	and	and	CCONJ
bracis-33575	132	16	the	the	DET
bracis-33575	132	17	class	class	NOUN
bracis-33575	132	18	receiving	receive	VERB
bracis-33575	132	19	the	the	DET
bracis-33575	132	20	most	most	ADJ
bracis-33575	132	21	votes	vote	NOUN
bracis-33575	132	22	is	be	AUX
bracis-33575	132	23	selected	select	VERB
bracis-33575	132	24	as	as	ADP
bracis-33575	132	25	the	the	DET
bracis-33575	132	26	final	final	ADJ
bracis-33575	132	27	output	output	NOUN
bracis-33575	132	28	.	.	PUNCT
bracis-33575	133	1	this	this	DET
bracis-33575	133	2	technique	technique	NOUN
bracis-33575	133	3	is	be	AUX
bracis-33575	133	4	particularly	particularly	ADV
bracis-33575	133	5	effective	effective	ADJ
bracis-33575	133	6	when	when	SCONJ
bracis-33575	133	7	the	the	DET
bracis-33575	133	8	individual	individual	ADJ
bracis-33575	133	9	classifiers	classifier	NOUN
bracis-33575	133	10	are	be	AUX
bracis-33575	133	11	diverse	diverse	ADJ
bracis-33575	133	12	,	,	PUNCT
bracis-33575	133	13	and	and	CCONJ
bracis-33575	133	14	their	their	PRON
bracis-33575	133	15	errors	error	NOUN
bracis-33575	133	16	are	be	AUX
bracis-33575	133	17	uncorrelated	uncorrelated	ADJ
bracis-33575	133	18	[	[	X
bracis-33575	133	19	8	8	NUM
bracis-33575	133	20	]	]	PUNCT
bracis-33575	133	21	.	.	PUNCT
bracis-33575	134	1	in	in	ADP
bracis-33575	134	2	the	the	DET
bracis-33575	134	3	weighted	weighted	ADJ
bracis-33575	134	4	voting	voting	NOUN
bracis-33575	134	5	scheme	scheme	NOUN
bracis-33575	134	6	,	,	PUNCT
bracis-33575	134	7	different	different	ADJ
bracis-33575	134	8	weights	weight	NOUN
bracis-33575	134	9	are	be	AUX
bracis-33575	134	10	assigned	assign	VERB
bracis-33575	134	11	to	to	ADP
bracis-33575	134	12	each	each	DET
bracis-33575	134	13	classifier	classifier	NOUN
bracis-33575	134	14	based	base	VERB
bracis-33575	134	15	on	on	ADP
bracis-33575	134	16	their	their	PRON
bracis-33575	134	17	performance	performance	NOUN
bracis-33575	134	18	.	.	PUNCT
bracis-33575	135	1	this	this	PRON
bracis-33575	135	2	ensures	ensure	VERB
bracis-33575	135	3	that	that	SCONJ
bracis-33575	135	4	more	more	ADV
bracis-33575	135	5	reliable	reliable	ADJ
bracis-33575	135	6	classifiers	classifier	NOUN
bracis-33575	135	7	have	have	VERB
bracis-33575	135	8	a	a	DET
bracis-33575	135	9	greater	great	ADJ
bracis-33575	135	10	influence	influence	NOUN
bracis-33575	135	11	on	on	ADP
bracis-33575	135	12	the	the	DET
bracis-33575	135	13	final	final	ADJ
bracis-33575	135	14	decision	decision	NOUN
bracis-33575	135	15	,	,	PUNCT
bracis-33575	135	16	potentially	potentially	ADV
bracis-33575	135	17	improving	improve	VERB
bracis-33575	135	18	overall	overall	ADJ
bracis-33575	135	19	accuracy	accuracy	NOUN
bracis-33575	136	1	[	[	X
bracis-33575	136	2	12	12	NUM
bracis-33575	136	3	]	]	PUNCT
bracis-33575	136	4	.	.	PUNCT
bracis-33575	137	1	bagging	bagging	NOUN
bracis-33575	137	2	is	be	AUX
bracis-33575	137	3	an	an	DET
bracis-33575	137	4	algorithm	algorithm	NOUN
bracis-33575	137	5	framework	framework	NOUN
bracis-33575	137	6	that	that	PRON
bracis-33575	137	7	trains	train	VERB
bracis-33575	137	8	several	several	ADJ
bracis-33575	137	9	different	different	ADJ
bracis-33575	137	10	models	model	NOUN
bracis-33575	137	11	respectively	respectively	ADV
bracis-33575	137	12	and	and	CCONJ
bracis-33575	137	13	then	then	ADV
bracis-33575	137	14	lets	let	VERB
bracis-33575	137	15	all	all	DET
bracis-33575	137	16	models	model	NOUN
bracis-33575	137	17	vote	vote	VERB
bracis-33575	137	18	to	to	PART
bracis-33575	137	19	test	test	VERB
bracis-33575	137	20	the	the	DET
bracis-33575	137	21	output	output	NOUN
bracis-33575	137	22	of	of	ADP
bracis-33575	137	23	samples	sample	NOUN
bracis-33575	137	24	[	[	X
bracis-33575	137	25	17	17	NUM
bracis-33575	137	26	]	]	PUNCT
bracis-33575	137	27	.	.	PUNCT
bracis-33575	138	1	as	as	SCONJ
bracis-33575	138	2	shown	show	VERB
bracis-33575	138	3	in	in	ADP
bracis-33575	138	4	fig	fig	NOUN
bracis-33575	138	5	.	.	PUNCT
bracis-33575	138	6	 	 	SPACE
bracis-33575	138	7	3	3	NUM
bracis-33575	138	8	of	of	ADP
bracis-33575	138	9	zhang	zhang	PROPN
bracis-33575	138	10	et	et	PROPN
bracis-33575	138	11	al	al	PROPN
bracis-33575	138	12	.	.	PUNCT
bracis-33575	139	1	[	[	X
bracis-33575	139	2	23	23	NUM
bracis-33575	139	3	]	]	PUNCT
bracis-33575	139	4	,	,	PUNCT
bracis-33575	139	5	bagging	bagging	NOUN
bracis-33575	139	6	adopts	adopt	VERB
bracis-33575	139	7	a	a	DET
bracis-33575	139	8	sampling	sampling	NOUN
bracis-33575	139	9	with	with	ADP
bracis-33575	139	10	replacement	replacement	NOUN
bracis-33575	139	11	to	to	PART
bracis-33575	139	12	generate	generate	VERB
bracis-33575	139	13	multiple	multiple	ADJ
bracis-33575	139	14	training	training	NOUN
bracis-33575	139	15	subsets	subset	NOUN
bracis-33575	139	16	,	,	PUNCT
bracis-33575	139	17	which	which	PRON
bracis-33575	139	18	are	be	AUX
bracis-33575	139	19	employed	employ	VERB
bracis-33575	139	20	to	to	PART
bracis-33575	139	21	train	train	VERB
bracis-33575	139	22	classifiers	classifier	NOUN
bracis-33575	139	23	[	[	X
bracis-33575	139	24	25	25	NUM
bracis-33575	139	25	]	]	PUNCT
bracis-33575	139	26	.	.	PUNCT
bracis-33575	140	1	each	each	DET
bracis-33575	140	2	training	training	NOUN
bracis-33575	140	3	process	process	NOUN
bracis-33575	140	4	is	be	AUX
bracis-33575	140	5	independent	independent	ADJ
bracis-33575	140	6	,	,	PUNCT
bracis-33575	140	7	so	so	ADV
bracis-33575	140	8	parallel	parallel	ADJ
bracis-33575	140	9	computing	computing	NOUN
bracis-33575	140	10	could	could	AUX
bracis-33575	140	11	accelerate	accelerate	VERB
bracis-33575	140	12	the	the	DET
bracis-33575	140	13	process	process	NOUN
bracis-33575	140	14	[	[	X
bracis-33575	140	15	9	9	NUM
bracis-33575	140	16	]	]	PUNCT
bracis-33575	140	17	.	.	PUNCT
bracis-33575	141	1	particularly	particularly	ADV
bracis-33575	141	2	,	,	PUNCT
bracis-33575	141	3	the	the	DET
bracis-33575	141	4	training	training	NOUN
bracis-33575	141	5	subset	subset	NOUN
bracis-33575	141	6	in	in	ADP
bracis-33575	141	7	bagging	bagging	NOUN
bracis-33575	141	8	is	be	AUX
bracis-33575	141	9	selected	select	VERB
bracis-33575	141	10	randomly	randomly	ADV
bracis-33575	141	11	,	,	PUNCT
bracis-33575	141	12	meaning	mean	VERB
bracis-33575	141	13	different	different	ADJ
bracis-33575	141	14	subsets	subset	NOUN
bracis-33575	141	15	can	can	AUX
bracis-33575	141	16	contain	contain	VERB
bracis-33575	141	17	the	the	DET
bracis-33575	141	18	same	same	ADJ
bracis-33575	141	19	data	datum	NOUN
bracis-33575	141	20	.	.	PUNCT
bracis-33575	142	1	additionally	additionally	ADV
bracis-33575	142	2	,	,	PUNCT
bracis-33575	142	3	bagging	bag	VERB
bracis-33575	142	4	introduces	introduce	NOUN
bracis-33575	142	5	randomization	randomization	NOUN
bracis-33575	142	6	in	in	ADP
bracis-33575	142	7	the	the	DET
bracis-33575	142	8	training	training	NOUN
bracis-33575	142	9	process	process	NOUN
bracis-33575	142	10	of	of	ADP
bracis-33575	142	11	each	each	DET
bracis-33575	142	12	classifier	classifier	NOUN
bracis-33575	142	13	.	.	PUNCT
bracis-33575	143	1	after	after	ADP
bracis-33575	143	2	training	training	NOUN
bracis-33575	143	3	,	,	PUNCT
bracis-33575	143	4	all	all	DET
bracis-33575	143	5	classifiers	classifier	NOUN
bracis-33575	143	6	are	be	AUX
bracis-33575	143	7	combined	combine	VERB
bracis-33575	143	8	to	to	PART
bracis-33575	143	9	reduce	reduce	VERB
bracis-33575	143	10	the	the	DET
bracis-33575	143	11	variance	variance	NOUN
bracis-33575	143	12	in	in	ADP
bracis-33575	143	13	prediction	prediction	NOUN
bracis-33575	143	14	results	result	NOUN
bracis-33575	143	15	.	.	PUNCT
bracis-33575	144	1	fig	fig	NOUN
bracis-33575	144	2	.	.	PUNCT
bracis-33575	145	1	3	3	X
bracis-33575	145	2	.	.	X
bracis-33575	145	3	structure	structure	NOUN
bracis-33575	145	4	of	of	ADP
bracis-33575	145	5	bagging	bagging	NOUN
bracis-33575	145	6	classifier	classifier	NOUN
bracis-33575	145	7	.	.	PUNCT
bracis-33575	146	1	adapted	adapt	VERB
bracis-33575	146	2	from	from	ADP
bracis-33575	146	3	zhang	zhang	PROPN
bracis-33575	146	4	et	et	PROPN
bracis-33575	146	5	al	al	PROPN
bracis-33575	146	6	.	.	PUNCT
bracis-33575	147	1	[	[	X
bracis-33575	147	2	23	23	NUM
bracis-33575	147	3	]	]	PUNCT
bracis-33575	147	4	.	.	PUNCT
bracis-33575	148	1	full	full	ADJ
bracis-33575	148	2	size	size	NOUN
bracis-33575	148	3	image	image	NOUN
bracis-33575	148	4	3.6	3.6	NUM
bracis-33575	148	5	evaluation	evaluation	NOUN
bracis-33575	148	6	metrics	metric	NOUN
bracis-33575	148	7	the	the	DET
bracis-33575	148	8	technique	technique	NOUN
bracis-33575	148	9	of	of	ADP
bracis-33575	148	10	stratified	stratified	ADJ
bracis-33575	148	11	k	k	ADJ
bracis-33575	148	12	-	-	ADJ
bracis-33575	148	13	fold	fold	ADJ
bracis-33575	148	14	cross	cross	NOUN
bracis-33575	148	15	-	-	ADJ
bracis-33575	148	16	validation	validation	NOUN
bracis-33575	148	17	was	be	AUX
bracis-33575	148	18	used	use	VERB
bracis-33575	148	19	.	.	PUNCT
bracis-33575	149	1	this	this	DET
bracis-33575	149	2	approach	approach	NOUN
bracis-33575	149	3	randomly	randomly	ADV
bracis-33575	149	4	distributes	distribute	VERB
bracis-33575	149	5	instances	instance	NOUN
bracis-33575	149	6	from	from	ADP
bracis-33575	149	7	the	the	DET
bracis-33575	149	8	dataset	dataset	NOUN
bracis-33575	149	9	into	into	ADP
bracis-33575	149	10	k	k	PROPN
bracis-33575	149	11	subsets	subset	NOUN
bracis-33575	149	12	(	(	PUNCT
bracis-33575	149	13	or	or	CCONJ
bracis-33575	149	14	folds	fold	NOUN
bracis-33575	149	15	)	)	PUNCT
bracis-33575	149	16	,	,	PUNCT
bracis-33575	149	17	which	which	PRON
bracis-33575	149	18	are	be	AUX
bracis-33575	149	19	mutually	mutually	ADV
bracis-33575	149	20	exclusive	exclusive	ADJ
bracis-33575	149	21	and	and	CCONJ
bracis-33575	149	22	of	of	ADP
bracis-33575	149	23	approximately	approximately	ADV
bracis-33575	149	24	equal	equal	ADJ
bracis-33575	149	25	size	size	NOUN
bracis-33575	149	26	while	while	SCONJ
bracis-33575	149	27	maintaining	maintain	VERB
bracis-33575	149	28	the	the	DET
bracis-33575	149	29	same	same	ADJ
bracis-33575	149	30	proportion	proportion	NOUN
bracis-33575	149	31	observed	observe	VERB
bracis-33575	149	32	in	in	ADP
bracis-33575	149	33	the	the	DET
bracis-33575	149	34	original	original	ADJ
bracis-33575	149	35	dataset	dataset	NOUN
bracis-33575	149	36	.	.	PUNCT
bracis-33575	150	1	thus	thus	ADV
bracis-33575	150	2	,	,	PUNCT
bracis-33575	150	3	the	the	DET
bracis-33575	150	4	cnn	cnn	PROPN
bracis-33575	150	5	model	model	NOUN
bracis-33575	150	6	is	be	AUX
bracis-33575	150	7	fitted	fit	VERB
bracis-33575	150	8	and	and	CCONJ
bracis-33575	150	9	tested	test	VERB
bracis-33575	150	10	k	k	PROPN
bracis-33575	150	11	times	time	NOUN
bracis-33575	150	12	,	,	PUNCT
bracis-33575	150	13	and	and	CCONJ
bracis-33575	150	14	in	in	ADP
bracis-33575	150	15	each	each	DET
bracis-33575	150	16	iteration	iteration	NOUN
bracis-33575	150	17	,	,	PUNCT
bracis-33575	150	18	a	a	DET
bracis-33575	150	19	different	different	ADJ
bracis-33575	150	20	subset	subset	NOUN
bracis-33575	150	21	is	be	AUX
bracis-33575	150	22	reserved	reserve	VERB
bracis-33575	150	23	for	for	ADP
bracis-33575	150	24	evaluation	evaluation	NOUN
bracis-33575	150	25	.	.	PUNCT
bracis-33575	151	1	in	in	ADP
bracis-33575	151	2	contrast	contrast	NOUN
bracis-33575	151	3	,	,	PUNCT
bracis-33575	151	4	the	the	DET
bracis-33575	151	5	remaining	remain	VERB
bracis-33575	151	6	k-1	k-1	PROPN
bracis-33575	151	7	subsets	subset	NOUN
bracis-33575	151	8	are	be	AUX
bracis-33575	151	9	used	use	VERB
bracis-33575	151	10	for	for	ADP
bracis-33575	151	11	fine	fine	ADV
bracis-33575	151	12	-	-	PUNCT
bracis-33575	151	13	tuning	tune	VERB
bracis-33575	151	14	the	the	DET
bracis-33575	151	15	network	network	NOUN
bracis-33575	151	16	parameters	parameter	NOUN
bracis-33575	151	17	.	.	PUNCT
bracis-33575	152	1	this	this	DET
bracis-33575	152	2	technique	technique	NOUN
bracis-33575	152	3	is	be	AUX
bracis-33575	152	4	valuable	valuable	ADJ
bracis-33575	152	5	for	for	ADP
bracis-33575	152	6	assessing	assess	VERB
bracis-33575	152	7	the	the	DET
bracis-33575	152	8	model	model	NOUN
bracis-33575	152	9	’s	’s	PART
bracis-33575	152	10	performance	performance	NOUN
bracis-33575	152	11	across	across	ADP
bracis-33575	152	12	different	different	ADJ
bracis-33575	152	13	datasets	dataset	NOUN
bracis-33575	152	14	and	and	CCONJ
bracis-33575	152	15	can	can	AUX
bracis-33575	152	16	provide	provide	VERB
bracis-33575	152	17	a	a	DET
bracis-33575	152	18	more	more	ADV
bracis-33575	152	19	reliable	reliable	ADJ
bracis-33575	152	20	estimate	estimate	NOUN
bracis-33575	152	21	of	of	ADP
bracis-33575	152	22	its	its	PRON
bracis-33575	152	23	generalization	generalization	NOUN
bracis-33575	152	24	ability	ability	NOUN
bracis-33575	152	25	.	.	PUNCT
bracis-33575	153	1	the	the	DET
bracis-33575	153	2	image	image	NOUN
bracis-33575	153	3	dataset	dataset	NOUN
bracis-33575	153	4	was	be	AUX
bracis-33575	153	5	divided	divide	VERB
bracis-33575	153	6	into	into	ADP
bracis-33575	153	7	five	five	NUM
bracis-33575	153	8	folds	fold	NOUN
bracis-33575	153	9	(	(	PUNCT
bracis-33575	153	10	k	k	NOUN
bracis-33575	153	11	=	=	SYM
bracis-33575	153	12	5	5	NUM
bracis-33575	153	13	)	)	PUNCT
bracis-33575	153	14	,	,	PUNCT
bracis-33575	153	15	resulting	result	VERB
bracis-33575	153	16	in	in	ADP
bracis-33575	153	17	20	20	NUM
bracis-33575	153	18	%	%	NOUN
bracis-33575	153	19	of	of	ADP
bracis-33575	153	20	the	the	DET
bracis-33575	153	21	instances	instance	NOUN
bracis-33575	153	22	comprising	comprise	VERB
bracis-33575	153	23	the	the	DET
bracis-33575	153	24	test	test	NOUN
bracis-33575	153	25	subset	subset	NOUN
bracis-33575	153	26	.	.	PUNCT
bracis-33575	154	1	this	this	DET
bracis-33575	154	2	subset	subset	NOUN
bracis-33575	154	3	is	be	AUX
bracis-33575	154	4	not	not	PART
bracis-33575	154	5	used	use	VERB
bracis-33575	154	6	during	during	ADP
bracis-33575	154	7	the	the	DET
bracis-33575	154	8	network	network	NOUN
bracis-33575	154	9	training	training	NOUN
bracis-33575	154	10	but	but	CCONJ
bracis-33575	154	11	is	be	AUX
bracis-33575	154	12	employed	employ	VERB
bracis-33575	154	13	in	in	ADP
bracis-33575	154	14	the	the	DET
bracis-33575	154	15	final	final	ADJ
bracis-33575	154	16	evaluation	evaluation	NOUN
bracis-33575	154	17	of	of	ADP
bracis-33575	154	18	the	the	DET
bracis-33575	154	19	classifiers	classifier	NOUN
bracis-33575	154	20	’	’	PART
bracis-33575	154	21	performance	performance	NOUN
bracis-33575	154	22	.	.	PUNCT
bracis-33575	155	1	the	the	DET
bracis-33575	155	2	images	image	NOUN
bracis-33575	155	3	in	in	ADP
bracis-33575	155	4	the	the	DET
bracis-33575	155	5	remaining	remain	VERB
bracis-33575	155	6	folds	fold	NOUN
bracis-33575	155	7	were	be	AUX
bracis-33575	155	8	divided	divide	VERB
bracis-33575	155	9	into	into	ADP
bracis-33575	155	10	two	two	NUM
bracis-33575	155	11	subsets	subset	NOUN
bracis-33575	155	12	:	:	PUNCT
bracis-33575	155	13	the	the	DET
bracis-33575	155	14	training	training	NOUN
bracis-33575	155	15	subset	subset	NOUN
bracis-33575	155	16	,	,	PUNCT
bracis-33575	155	17	used	use	VERB
bracis-33575	155	18	to	to	PART
bracis-33575	155	19	adjust	adjust	VERB
bracis-33575	155	20	the	the	DET
bracis-33575	155	21	network	network	NOUN
bracis-33575	155	22	weights	weight	NOUN
bracis-33575	155	23	based	base	VERB
bracis-33575	155	24	on	on	ADP
bracis-33575	155	25	the	the	DET
bracis-33575	155	26	loss	loss	NOUN
bracis-33575	155	27	observed	observe	VERB
bracis-33575	155	28	during	during	ADP
bracis-33575	155	29	training	training	NOUN
bracis-33575	155	30	,	,	PUNCT
bracis-33575	155	31	and	and	CCONJ
bracis-33575	155	32	the	the	DET
bracis-33575	155	33	validation	validation	NOUN
bracis-33575	155	34	subset	subset	NOUN
bracis-33575	155	35	,	,	PUNCT
bracis-33575	155	36	which	which	PRON
bracis-33575	155	37	comprises	comprise	VERB
bracis-33575	155	38	20	20	NUM
bracis-33575	155	39	%	%	NOUN
bracis-33575	155	40	of	of	ADP
bracis-33575	155	41	the	the	DET
bracis-33575	155	42	total	total	ADJ
bracis-33575	155	43	training	training	NOUN
bracis-33575	155	44	subset	subset	NOUN
bracis-33575	155	45	.	.	PUNCT
bracis-33575	156	1	the	the	DET
bracis-33575	156	2	latter	latter	ADJ
bracis-33575	156	3	monitors	monitor	VERB
bracis-33575	156	4	the	the	DET
bracis-33575	156	5	training	training	NOUN
bracis-33575	156	6	process	process	NOUN
bracis-33575	156	7	and	and	CCONJ
bracis-33575	156	8	identifies	identify	VERB
bracis-33575	156	9	potential	potential	ADJ
bracis-33575	156	10	overfitting	overfitte	VERB
bracis-33575	156	11	issues	issue	NOUN
bracis-33575	156	12	.	.	PUNCT
bracis-33575	157	1	values	value	NOUN
bracis-33575	157	2	from	from	ADP
bracis-33575	157	3	the	the	DET
bracis-33575	157	4	confusion	confusion	NOUN
bracis-33575	157	5	matrix	matrix	NOUN
bracis-33575	157	6	were	be	AUX
bracis-33575	157	7	used	use	VERB
bracis-33575	157	8	to	to	PART
bracis-33575	157	9	evaluate	evaluate	VERB
bracis-33575	157	10	the	the	DET
bracis-33575	157	11	methodology	methodology	NOUN
bracis-33575	157	12	’s	’s	PART
bracis-33575	157	13	performance	performance	NOUN
bracis-33575	157	14	.	.	PUNCT
bracis-33575	158	1	from	from	ADP
bracis-33575	158	2	these	these	DET
bracis-33575	158	3	values	value	NOUN
bracis-33575	158	4	,	,	PUNCT
bracis-33575	158	5	five	five	NUM
bracis-33575	158	6	metrics	metric	NOUN
bracis-33575	158	7	widely	widely	ADV
bracis-33575	158	8	recognized	recognize	VERB
bracis-33575	158	9	in	in	ADP
bracis-33575	158	10	the	the	DET
bracis-33575	158	11	literature	literature	NOUN
bracis-33575	158	12	were	be	AUX
bracis-33575	158	13	calculated	calculate	VERB
bracis-33575	158	14	:	:	PUNCT
bracis-33575	158	15	accuracy	accuracy	NOUN
bracis-33575	158	16	(	(	PUNCT
bracis-33575	158	17	a	a	NOUN
bracis-33575	158	18	)	)	PUNCT
bracis-33575	158	19	,	,	PUNCT
bracis-33575	158	20	precision	precision	NOUN
bracis-33575	158	21	(	(	PUNCT
bracis-33575	158	22	p	p	NOUN
bracis-33575	158	23	)	)	PUNCT
bracis-33575	158	24	,	,	PUNCT
bracis-33575	158	25	recall	recall	INTJ
bracis-33575	158	26	(	(	PUNCT
bracis-33575	158	27	r	r	NOUN
bracis-33575	158	28	)	)	PUNCT
bracis-33575	158	29	,	,	PUNCT
bracis-33575	158	30	f1	f1	NOUN
bracis-33575	158	31	-	-	PUNCT
bracis-33575	158	32	score	score	NOUN
bracis-33575	158	33	(	(	PUNCT
bracis-33575	158	34	f	f	NOUN
bracis-33575	158	35	)	)	PUNCT
bracis-33575	158	36	,	,	PUNCT
bracis-33575	158	37	and	and	CCONJ
bracis-33575	158	38	kappa	kappa	ADJ
bracis-33575	158	39	index	index	NOUN
bracis-33575	158	40	(	(	PUNCT
bracis-33575	158	41	k	k	NOUN
bracis-33575	158	42	)	)	PUNCT
bracis-33575	158	43	.	.	PUNCT
bracis-33575	159	1	the	the	DET
bracis-33575	159	2	selection	selection	NOUN
bracis-33575	159	3	of	of	ADP
bracis-33575	159	4	these	these	DET
bracis-33575	159	5	metrics	metric	NOUN
bracis-33575	159	6	is	be	AUX
bracis-33575	159	7	justified	justify	VERB
bracis-33575	159	8	by	by	ADP
bracis-33575	159	9	their	their	PRON
bracis-33575	159	10	importance	importance	NOUN
bracis-33575	159	11	in	in	ADP
bracis-33575	159	12	providing	provide	VERB
bracis-33575	159	13	a	a	DET
bracis-33575	159	14	holistic	holistic	ADJ
bracis-33575	159	15	view	view	NOUN
bracis-33575	159	16	of	of	ADP
bracis-33575	159	17	the	the	DET
bracis-33575	159	18	model	model	NOUN
bracis-33575	159	19	’s	’s	PART
bracis-33575	159	20	performance	performance	NOUN
bracis-33575	159	21	,	,	PUNCT
bracis-33575	159	22	as	as	SCONJ
bracis-33575	159	23	highlighted	highlight	VERB
bracis-33575	159	24	by	by	ADP
bracis-33575	159	25	zhang	zhang	PROPN
bracis-33575	159	26	et	et	PROPN
bracis-33575	159	27	al	al	PROPN
bracis-33575	159	28	.	.	PUNCT
bracis-33575	160	1	[	[	X
bracis-33575	160	2	24	24	NUM
bracis-33575	160	3	]	]	PUNCT
bracis-33575	160	4	.	.	PUNCT
bracis-33575	161	1	these	these	DET
bracis-33575	161	2	metrics	metric	NOUN
bracis-33575	161	3	are	be	AUX
bracis-33575	161	4	crucial	crucial	ADJ
bracis-33575	161	5	for	for	ADP
bracis-33575	161	6	comprehensively	comprehensively	ADV
bracis-33575	161	7	testing	test	VERB
bracis-33575	161	8	machine	machine	NOUN
bracis-33575	161	9	learning	learning	NOUN
bracis-33575	161	10	models	model	NOUN
bracis-33575	161	11	,	,	PUNCT
bracis-33575	161	12	enabling	enable	VERB
bracis-33575	161	13	not	not	PART
bracis-33575	161	14	only	only	ADV
bracis-33575	161	15	the	the	DET
bracis-33575	161	16	assessment	assessment	NOUN
bracis-33575	161	17	of	of	ADP
bracis-33575	161	18	overall	overall	ADJ
bracis-33575	161	19	effectiveness	effectiveness	NOUN
bracis-33575	161	20	(	(	PUNCT
bracis-33575	161	21	accuracy	accuracy	NOUN
bracis-33575	161	22	)	)	PUNCT
bracis-33575	161	23	but	but	CCONJ
bracis-33575	161	24	also	also	ADV
bracis-33575	161	25	the	the	DET
bracis-33575	161	26	precision	precision	NOUN
bracis-33575	161	27	and	and	CCONJ
bracis-33575	161	28	the	the	DET
bracis-33575	161	29	model	model	NOUN
bracis-33575	161	30	’s	’s	PART
bracis-33575	161	31	ability	ability	NOUN
bracis-33575	161	32	to	to	PART
bracis-33575	161	33	identify	identify	VERB
bracis-33575	161	34	all	all	DET
bracis-33575	161	35	relevant	relevant	ADJ
bracis-33575	161	36	positive	positive	ADJ
bracis-33575	161	37	instances	instance	NOUN
bracis-33575	161	38	(	(	PUNCT
bracis-33575	161	39	recall	recall	NOUN
bracis-33575	161	40	)	)	PUNCT
bracis-33575	161	41	,	,	PUNCT
bracis-33575	161	42	balance	balance	VERB
bracis-33575	161	43	these	these	DET
bracis-33575	161	44	measures	measure	NOUN
bracis-33575	161	45	(	(	PUNCT
bracis-33575	161	46	f1	f1	NOUN
bracis-33575	161	47	-	-	PUNCT
bracis-33575	161	48	score	score	NOUN
bracis-33575	161	49	)	)	PUNCT
bracis-33575	161	50	,	,	PUNCT
bracis-33575	161	51	and	and	CCONJ
bracis-33575	161	52	measure	measure	NOUN
bracis-33575	161	53	agreement	agreement	NOUN
bracis-33575	161	54	adjusted	adjust	VERB
bracis-33575	161	55	for	for	ADP
bracis-33575	161	56	chance	chance	NOUN
bracis-33575	161	57	(	(	PUNCT
bracis-33575	161	58	kappa	kappa	ADJ
bracis-33575	161	59	)	)	PUNCT
bracis-33575	161	60	.	.	PUNCT
bracis-33575	162	1	the	the	DET
bracis-33575	162	2	kappa	kappa	PROPN
bracis-33575	162	3	index	index	NOUN
bracis-33575	162	4	is	be	AUX
bracis-33575	162	5	recommended	recommend	VERB
bracis-33575	162	6	as	as	ADP
bracis-33575	162	7	an	an	DET
bracis-33575	162	8	appropriate	appropriate	ADJ
bracis-33575	162	9	measure	measure	NOUN
bracis-33575	162	10	of	of	ADP
bracis-33575	162	11	accuracy	accuracy	NOUN
bracis-33575	162	12	because	because	SCONJ
bracis-33575	162	13	it	it	PRON
bracis-33575	162	14	can	can	AUX
bracis-33575	162	15	adequately	adequately	ADV
bracis-33575	162	16	represent	represent	VERB
bracis-33575	162	17	the	the	DET
bracis-33575	162	18	confusion	confusion	NOUN
bracis-33575	162	19	matrix	matrix	NOUN
bracis-33575	162	20	.	.	PUNCT
bracis-33575	163	1	this	this	DET
bracis-33575	163	2	index	index	NOUN
bracis-33575	163	3	considers	consider	VERB
bracis-33575	163	4	all	all	DET
bracis-33575	163	5	elements	element	NOUN
bracis-33575	163	6	of	of	ADP
bracis-33575	163	7	the	the	DET
bracis-33575	163	8	confusion	confusion	NOUN
bracis-33575	163	9	matrix	matrix	NOUN
bracis-33575	163	10	,	,	PUNCT
bracis-33575	163	11	not	not	PART
bracis-33575	163	12	just	just	ADV
bracis-33575	163	13	those	those	PRON
bracis-33575	163	14	on	on	ADP
bracis-33575	163	15	the	the	DET
bracis-33575	163	16	main	main	ADJ
bracis-33575	163	17	diagonal	diagonal	NOUN
bracis-33575	163	18	,	,	PUNCT
bracis-33575	163	19	unlike	unlike	ADP
bracis-33575	163	20	overall	overall	ADJ
bracis-33575	163	21	classification	classification	NOUN
bracis-33575	163	22	accuracy	accuracy	NOUN
bracis-33575	163	23	,	,	PUNCT
bracis-33575	163	24	which	which	PRON
bracis-33575	163	25	considers	consider	VERB
bracis-33575	163	26	only	only	ADV
bracis-33575	163	27	the	the	DET
bracis-33575	163	28	main	main	ADJ
bracis-33575	163	29	diagonal	diagonal	ADJ
bracis-33575	163	30	elements	element	NOUN
bracis-33575	163	31	.	.	PUNCT
bracis-33575	164	1	the	the	DET
bracis-33575	164	2	kappa	kappa	PROPN
bracis-33575	164	3	coefficient	coefficient	NOUN
bracis-33575	164	4	is	be	AUX
bracis-33575	164	5	calculated	calculate	VERB
bracis-33575	164	6	using	use	VERB
bracis-33575	164	7	the	the	DET
bracis-33575	164	8	formula	formula	NOUN
bracis-33575	164	9	1	1	NUM
bracis-33575	164	10	:	:	PUNCT
bracis-33575	164	11	$	$	SYM
bracis-33575	164	12	$	$	SYM
bracis-33575	164	13	\begin{aligned	\begin{aligne	VERB
bracis-33575	164	14	}	}	PUNCT
bracis-33575	164	15	k	k	X
bracis-33575	164	16	=	=	SYM
bracis-33575	164	17	\frac{(observed	\frac{(observed	X
bracis-33575	164	18	expected)}{1	expected)}{1	NOUN
bracis-33575	164	19	-	-	PUNCT
bracis-33575	164	20	expected	expected	ADJ
bracis-33575	164	21	}	}	PUNCT
bracis-33575	164	22	\	\	PROPN
bracis-33575	164	23	,	,	PUNCT
bracis-33575	164	24	\times	\times	ADP
bracis-33575	164	25	\	\	NOUN
bracis-33575	164	26	,	,	PUNCT
bracis-33575	164	27	100	100	NUM
bracis-33575	164	28	\end{aligned}$$	\end{aligned}$$	NOUN
bracis-33575	164	29	(	(	PUNCT
bracis-33575	164	30	1	1	NUM
bracis-33575	164	31	)	)	PUNCT
bracis-33575	164	32	according	accord	VERB
bracis-33575	164	33	to	to	ADP
bracis-33575	164	34	[	[	X
bracis-33575	164	35	13	13	NUM
bracis-33575	164	36	]	]	PUNCT
bracis-33575	164	37	,	,	PUNCT
bracis-33575	164	38	the	the	DET
bracis-33575	164	39	value	value	NOUN
bracis-33575	164	40	of	of	ADP
bracis-33575	164	41	k	k	PROPN
bracis-33575	164	42	can	can	AUX
bracis-33575	164	43	be	be	AUX
bracis-33575	164	44	interpreted	interpret	VERB
bracis-33575	164	45	in	in	ADP
bracis-33575	164	46	the	the	DET
bracis-33575	164	47	following	following	ADJ
bracis-33575	164	48	way	way	NOUN
bracis-33575	164	49	:	:	PUNCT
bracis-33575	164	50	k	k	PROPN
bracis-33575	164	51	\(\le	\(\le	PROPN
bracis-33575	164	52	20\%\	20\%\	NUM
bracis-33575	164	53	):	):	PUNCT
bracis-33575	164	54	poor	poor	ADJ
bracis-33575	164	55	;	;	PUNCT
bracis-33575	164	56	\(20\%\	\(20\%\	NUM
bracis-33575	164	57	)	)	PUNCT
bracis-33575	164	58	<	<	X
bracis-33575	164	59	k	k	PROPN
bracis-33575	164	60	\(\le	\(\le	PROPN
bracis-33575	164	61	40\%\	40\%\	ADV
bracis-33575	164	62	):	):	PUNCT
bracis-33575	164	63	fair	fair	ADJ
bracis-33575	164	64	;	;	PUNCT
bracis-33575	164	65	\(40\%\	\(40\%\	X
bracis-33575	164	66	)	)	PUNCT
bracis-33575	164	67	<	<	X
bracis-33575	165	1	k	k	PROPN
bracis-33575	165	2	\(\le	\(\le	PROPN
bracis-33575	165	3	60\%\	60\%\	X
bracis-33575	165	4	):	):	PUNCT
bracis-33575	165	5	good	good	ADJ
bracis-33575	165	6	;	;	PUNCT
bracis-33575	165	7	\(60\%\	\(60\%\	X
bracis-33575	165	8	)	)	PUNCT
bracis-33575	165	9	<	<	X
bracis-33575	165	10	k	k	PROPN
bracis-33575	165	11	\(\le	\(\le	PROPN
bracis-33575	165	12	80\%\	80\%\	NUM
bracis-33575	165	13	):	):	PUNCT
bracis-33575	165	14	very	very	ADV
bracis-33575	165	15	good	good	ADJ
bracis-33575	165	16	;	;	PUNCT
bracis-33575	165	17	and	and	CCONJ
bracis-33575	165	18	k	k	X
bracis-33575	165	19	>	>	X
bracis-33575	165	20	\(80\%\	\(80\%\	PROPN
bracis-33575	165	21	):	):	PUNCT
bracis-33575	165	22	excellent	excellent	ADJ
bracis-33575	165	23	.	.	PUNCT
bracis-33575	166	1	4	4	NUM
bracis-33575	166	2	results	result	NOUN
bracis-33575	166	3	and	and	CCONJ
bracis-33575	166	4	 	 	SPACE
bracis-33575	166	5	discussions	discussion	NOUN
bracis-33575	166	6	from	from	ADP
bracis-33575	166	7	the	the	DET
bracis-33575	166	8	fine	fine	ADV
bracis-33575	166	9	-	-	PUNCT
bracis-33575	166	10	tuning	tune	VERB
bracis-33575	166	11	techniques	technique	NOUN
bracis-33575	166	12	presented	present	VERB
bracis-33575	166	13	,	,	PUNCT
bracis-33575	166	14	experiments	experiment	NOUN
bracis-33575	166	15	were	be	AUX
bracis-33575	166	16	conducted	conduct	VERB
bracis-33575	166	17	to	to	PART
bracis-33575	166	18	determine	determine	VERB
bracis-33575	166	19	the	the	DET
bracis-33575	166	20	most	most	ADV
bracis-33575	166	21	effective	effective	ADJ
bracis-33575	166	22	approach	approach	NOUN
bracis-33575	166	23	for	for	ADP
bracis-33575	166	24	the	the	DET
bracis-33575	166	25	problem	problem	NOUN
bracis-33575	166	26	at	at	ADP
bracis-33575	166	27	hand	hand	NOUN
bracis-33575	166	28	.	.	PUNCT
bracis-33575	167	1	during	during	ADP
bracis-33575	167	2	the	the	DET
bracis-33575	167	3	experiments	experiment	NOUN
bracis-33575	167	4	,	,	PUNCT
bracis-33575	167	5	the	the	DET
bracis-33575	167	6	selected	select	VERB
bracis-33575	167	7	evaluation	evaluation	NOUN
bracis-33575	167	8	metrics	metric	NOUN
bracis-33575	167	9	were	be	AUX
bracis-33575	167	10	considered	consider	VERB
bracis-33575	167	11	.	.	PUNCT
bracis-33575	168	1	the	the	DET
bracis-33575	168	2	k	k	ADJ
bracis-33575	168	3	-	-	ADJ
bracis-33575	168	4	fold	fold	ADJ
bracis-33575	168	5	cross	cross	ADJ
bracis-33575	168	6	-	-	ADJ
bracis-33575	168	7	validation	validation	ADJ
bracis-33575	168	8	method	method	NOUN
bracis-33575	168	9	was	be	AUX
bracis-33575	168	10	adopted	adopt	VERB
bracis-33575	168	11	with	with	ADP
bracis-33575	168	12	k	k	PROPN
bracis-33575	168	13	equal	equal	ADJ
bracis-33575	168	14	to	to	ADP
bracis-33575	168	15	5	5	NUM
bracis-33575	168	16	to	to	PART
bracis-33575	168	17	ensure	ensure	VERB
bracis-33575	168	18	a	a	DET
bracis-33575	168	19	robust	robust	ADJ
bracis-33575	168	20	evaluation	evaluation	NOUN
bracis-33575	168	21	of	of	ADP
bracis-33575	168	22	the	the	DET
bracis-33575	168	23	models	model	NOUN
bracis-33575	168	24	.	.	PUNCT
bracis-33575	169	1	through	through	ADP
bracis-33575	169	2	empirical	empirical	ADJ
bracis-33575	169	3	evaluation	evaluation	NOUN
bracis-33575	169	4	,	,	PUNCT
bracis-33575	169	5	different	different	ADJ
bracis-33575	169	6	architectures	architecture	NOUN
bracis-33575	169	7	were	be	AUX
bracis-33575	169	8	tested	test	VERB
bracis-33575	169	9	to	to	PART
bracis-33575	169	10	optimize	optimize	VERB
bracis-33575	169	11	the	the	DET
bracis-33575	169	12	obtained	obtain	VERB
bracis-33575	169	13	results	result	NOUN
bracis-33575	169	14	.	.	PUNCT
bracis-33575	170	1	all	all	DET
bracis-33575	170	2	experiments	experiment	NOUN
bracis-33575	170	3	were	be	AUX
bracis-33575	170	4	performed	perform	VERB
bracis-33575	170	5	on	on	ADP
bracis-33575	170	6	a	a	DET
bracis-33575	170	7	computer	computer	NOUN
bracis-33575	170	8	with	with	ADP
bracis-33575	170	9	an	an	DET
bracis-33575	170	10	intel(r	intel(r	NOUN
bracis-33575	170	11	)	)	PUNCT
bracis-33575	170	12	core(tm	core(tm	NOUN
bracis-33575	170	13	)	)	PUNCT
bracis-33575	170	14	i5	i5	ADJ
bracis-33575	170	15	processor	processor	NOUN
bracis-33575	170	16	at	at	ADP
bracis-33575	170	17	2.90	2.90	NUM
bracis-33575	170	18	 	 	SPACE
bracis-33575	170	19	ghz	ghz	NOUN
bracis-33575	170	20	,	,	PUNCT
bracis-33575	170	21	16	16	NUM
bracis-33575	170	22	gb	gb	NOUN
bracis-33575	170	23	of	of	ADP
bracis-33575	170	24	ram	ram	NOUN
bracis-33575	170	25	,	,	PUNCT
bracis-33575	170	26	and	and	CCONJ
bracis-33575	170	27	an	an	DET
bracis-33575	170	28	nvidia	nvidia	PROPN
bracis-33575	170	29	zotac	zotac	PROPN
bracis-33575	170	30	geforce	geforce	PROPN
bracis-33575	170	31	rtx	rtx	PROPN
bracis-33575	170	32	3060	3060	NUM
bracis-33575	170	33	12	12	NUM
bracis-33575	170	34	gb	gb	NOUN
bracis-33575	170	35	graphics	graphic	NOUN
bracis-33575	170	36	card	card	NOUN
bracis-33575	170	37	with	with	ADP
bracis-33575	170	38	3584	3584	NUM
bracis-33575	170	39	cores	core	NOUN
bracis-33575	170	40	.	.	PUNCT
bracis-33575	171	1	4.1	4.1	NUM
bracis-33575	171	2	individual	individual	ADJ
bracis-33575	171	3	classification	classification	NOUN
bracis-33575	171	4	this	this	DET
bracis-33575	171	5	section	section	NOUN
bracis-33575	171	6	presents	present	VERB
bracis-33575	171	7	the	the	DET
bracis-33575	171	8	individual	individual	ADJ
bracis-33575	171	9	results	result	NOUN
bracis-33575	171	10	obtained	obtain	VERB
bracis-33575	171	11	with	with	ADP
bracis-33575	171	12	the	the	DET
bracis-33575	171	13	eight	eight	NUM
bracis-33575	171	14	evaluated	evaluated	ADJ
bracis-33575	171	15	architectures	architecture	NOUN
bracis-33575	171	16	.	.	PUNCT
bracis-33575	172	1	the	the	DET
bracis-33575	172	2	networks	network	NOUN
bracis-33575	172	3	were	be	AUX
bracis-33575	172	4	trained	train	VERB
bracis-33575	172	5	for	for	ADP
bracis-33575	172	6	100	100	NUM
bracis-33575	172	7	epochs	epoch	NOUN
bracis-33575	172	8	using	use	VERB
bracis-33575	172	9	a	a	DET
bracis-33575	172	10	batch	batch	NOUN
bracis-33575	172	11	size	size	NOUN
bracis-33575	172	12	of	of	ADP
bracis-33575	172	13	128	128	NUM
bracis-33575	172	14	images	image	NOUN
bracis-33575	172	15	.	.	PUNCT
bracis-33575	173	1	a	a	DET
bracis-33575	173	2	parameter	parameter	NOUN
bracis-33575	173	3	was	be	AUX
bracis-33575	173	4	used	use	VERB
bracis-33575	173	5	to	to	PART
bracis-33575	173	6	monitor	monitor	VERB
bracis-33575	173	7	the	the	DET
bracis-33575	173	8	network	network	NOUN
bracis-33575	173	9	’s	’s	PART
bracis-33575	173	10	learning	learning	NOUN
bracis-33575	173	11	progress	progress	NOUN
bracis-33575	173	12	,	,	PUNCT
bracis-33575	173	13	setting	set	VERB
bracis-33575	173	14	a	a	DET
bracis-33575	173	15	patience	patience	NOUN
bracis-33575	173	16	value	value	NOUN
bracis-33575	173	17	of	of	ADP
bracis-33575	173	18	15	15	NUM
bracis-33575	173	19	epochs	epoch	NOUN
bracis-33575	173	20	.	.	PUNCT
bracis-33575	174	1	if	if	SCONJ
bracis-33575	174	2	accuracy	accuracy	NOUN
bracis-33575	174	3	did	do	AUX
bracis-33575	174	4	not	not	PART
bracis-33575	174	5	improve	improve	VERB
bracis-33575	174	6	after	after	ADP
bracis-33575	174	7	this	this	DET
bracis-33575	174	8	period	period	NOUN
bracis-33575	174	9	,	,	PUNCT
bracis-33575	174	10	the	the	DET
bracis-33575	174	11	training	training	NOUN
bracis-33575	174	12	was	be	AUX
bracis-33575	174	13	terminated	terminate	VERB
bracis-33575	174	14	.	.	PUNCT
bracis-33575	175	1	additionally	additionally	ADV
bracis-33575	175	2	,	,	PUNCT
bracis-33575	175	3	during	during	ADP
bracis-33575	175	4	the	the	DET
bracis-33575	175	5	cnns	cnn	NOUN
bracis-33575	175	6	’	'	PUNCT
bracis-33575	175	7	training	training	NOUN
bracis-33575	175	8	,	,	PUNCT
bracis-33575	175	9	the	the	DET
bracis-33575	175	10	binary	binary	PROPN
bracis-33575	175	11	cross	cross	PROPN
bracis-33575	175	12	-	-	ADJ
bracis-33575	175	13	entropy	entropy	ADJ
bracis-33575	175	14	cost	cost	NOUN
bracis-33575	175	15	function	function	NOUN
bracis-33575	175	16	and	and	CCONJ
bracis-33575	175	17	the	the	DET
bracis-33575	175	18	adam	adam	PROPN
bracis-33575	175	19	optimizer	optimizer	NOUN
bracis-33575	175	20	were	be	AUX
bracis-33575	175	21	employed	employ	VERB
bracis-33575	175	22	.	.	PUNCT
bracis-33575	176	1	the	the	DET
bracis-33575	176	2	dense	dense	ADJ
bracis-33575	176	3	layers	layer	NOUN
bracis-33575	176	4	at	at	ADP
bracis-33575	176	5	the	the	DET
bracis-33575	176	6	network	network	NOUN
bracis-33575	176	7	’s	’s	PART
bracis-33575	176	8	top	top	NOUN
bracis-33575	176	9	were	be	AUX
bracis-33575	176	10	not	not	PART
bracis-33575	176	11	included	include	VERB
bracis-33575	176	12	,	,	PUNCT
bracis-33575	176	13	and	and	CCONJ
bracis-33575	176	14	the	the	DET
bracis-33575	176	15	pre	pre	ADJ
bracis-33575	176	16	-	-	ADJ
bracis-33575	176	17	trained	train	VERB
bracis-33575	176	18	convolutional	convolutional	ADJ
bracis-33575	176	19	layers	layer	NOUN
bracis-33575	176	20	were	be	AUX
bracis-33575	176	21	frozen	freeze	VERB
bracis-33575	176	22	.	.	PUNCT
bracis-33575	177	1	two	two	NUM
bracis-33575	177	2	custom	custom	NOUN
bracis-33575	177	3	dense	dense	ADJ
bracis-33575	177	4	layers	layer	NOUN
bracis-33575	177	5	were	be	AUX
bracis-33575	177	6	added	add	VERB
bracis-33575	177	7	for	for	ADP
bracis-33575	177	8	the	the	DET
bracis-33575	177	9	binary	binary	ADJ
bracis-33575	177	10	classification	classification	NOUN
bracis-33575	177	11	step	step	NOUN
bracis-33575	177	12	:	:	PUNCT
bracis-33575	177	13	the	the	DET
bracis-33575	177	14	first	first	ADV
bracis-33575	177	15	composed	compose	VERB
bracis-33575	177	16	of	of	ADP
bracis-33575	177	17	256	256	NUM
bracis-33575	177	18	neurons	neuron	NOUN
bracis-33575	177	19	with	with	ADP
bracis-33575	177	20	relu	relu	NOUN
bracis-33575	177	21	activation	activation	NOUN
bracis-33575	177	22	,	,	PUNCT
bracis-33575	177	23	followed	follow	VERB
bracis-33575	177	24	by	by	ADP
bracis-33575	177	25	an	an	DET
bracis-33575	177	26	output	output	NOUN
bracis-33575	177	27	layer	layer	NOUN
bracis-33575	177	28	with	with	ADP
bracis-33575	177	29	one	one	NUM
bracis-33575	177	30	neuron	neuron	NOUN
bracis-33575	177	31	and	and	CCONJ
bracis-33575	177	32	sigmoid	sigmoid	NOUN
bracis-33575	177	33	activation	activation	NOUN
bracis-33575	177	34	.	.	PUNCT
bracis-33575	178	1	the	the	DET
bracis-33575	178	2	results	result	NOUN
bracis-33575	178	3	obtained	obtain	VERB
bracis-33575	178	4	are	be	AUX
bracis-33575	178	5	described	describe	VERB
bracis-33575	178	6	in	in	ADP
bracis-33575	178	7	table	table	NOUN
bracis-33575	178	8	 	 	SPACE
bracis-33575	178	9	4	4	NUM
bracis-33575	178	10	,	,	PUNCT
bracis-33575	178	11	highlighting	highlight	VERB
bracis-33575	178	12	efficientnet	efficientnet	NOUN
bracis-33575	178	13	b3	b3	PROPN
bracis-33575	178	14	as	as	ADP
bracis-33575	178	15	the	the	DET
bracis-33575	178	16	architecture	architecture	NOUN
bracis-33575	178	17	with	with	ADP
bracis-33575	178	18	the	the	DET
bracis-33575	178	19	best	good	ADJ
bracis-33575	178	20	performance	performance	NOUN
bracis-33575	178	21	,	,	PUNCT
bracis-33575	178	22	achieving	achieve	VERB
bracis-33575	178	23	an	an	DET
bracis-33575	178	24	accuracy	accuracy	NOUN
bracis-33575	178	25	of	of	ADP
bracis-33575	178	26	94.21	94.21	NUM
bracis-33575	178	27	%	%	NOUN
bracis-33575	178	28	,	,	PUNCT
bracis-33575	178	29	precision	precision	NOUN
bracis-33575	178	30	of	of	ADP
bracis-33575	178	31	95.74	95.74	NUM
bracis-33575	178	32	%	%	NOUN
bracis-33575	178	33	,	,	PUNCT
bracis-33575	178	34	recall	recall	NOUN
bracis-33575	178	35	of	of	ADP
bracis-33575	178	36	95.76	95.76	NUM
bracis-33575	178	37	%	%	NOUN
bracis-33575	178	38	,	,	PUNCT
bracis-33575	178	39	f1	f1	NOUN
bracis-33575	178	40	-	-	PUNCT
bracis-33575	178	41	score	score	NOUN
bracis-33575	178	42	of	of	ADP
bracis-33575	178	43	95.75	95.75	NUM
bracis-33575	178	44	%	%	NOUN
bracis-33575	178	45	,	,	PUNCT
bracis-33575	178	46	and	and	CCONJ
bracis-33575	178	47	a	a	DET
bracis-33575	178	48	kappa	kappa	ADJ
bracis-33575	178	49	index	index	NOUN
bracis-33575	178	50	of	of	ADP
bracis-33575	178	51	86.69	86.69	NUM
bracis-33575	178	52	%	%	NOUN
bracis-33575	178	53	,	,	PUNCT
bracis-33575	178	54	which	which	PRON
bracis-33575	178	55	is	be	AUX
bracis-33575	178	56	considered	consider	VERB
bracis-33575	178	57	excellent	excellent	ADJ
bracis-33575	178	58	.	.	PUNCT
bracis-33575	179	1	including	include	VERB
bracis-33575	179	2	the	the	DET
bracis-33575	179	3	squeeze	squeeze	NOUN
bracis-33575	179	4	-	-	PUNCT
bracis-33575	179	5	and	and	CCONJ
bracis-33575	179	6	-	-	PUNCT
bracis-33575	179	7	excitation	excitation	NOUN
bracis-33575	179	8	(	(	PUNCT
bracis-33575	179	9	se	se	ADJ
bracis-33575	179	10	)	)	PUNCT
bracis-33575	179	11	attention	attention	NOUN
bracis-33575	179	12	mechanism	mechanism	NOUN
bracis-33575	179	13	in	in	ADP
bracis-33575	179	14	efficientnet	efficientnet	NOUN
bracis-33575	179	15	b3	b3	PROPN
bracis-33575	179	16	likely	likely	ADV
bracis-33575	179	17	contributed	contribute	VERB
bracis-33575	179	18	significantly	significantly	ADV
bracis-33575	179	19	to	to	ADP
bracis-33575	179	20	its	its	PRON
bracis-33575	179	21	superior	superior	ADJ
bracis-33575	179	22	performance	performance	NOUN
bracis-33575	179	23	.	.	PUNCT
bracis-33575	180	1	this	this	DET
bracis-33575	180	2	mechanism	mechanism	NOUN
bracis-33575	180	3	enhances	enhance	VERB
bracis-33575	180	4	the	the	DET
bracis-33575	180	5	network	network	NOUN
bracis-33575	180	6	’s	’s	PART
bracis-33575	180	7	ability	ability	NOUN
bracis-33575	180	8	to	to	PART
bracis-33575	180	9	focus	focus	VERB
bracis-33575	180	10	on	on	ADP
bracis-33575	180	11	the	the	DET
bracis-33575	180	12	most	most	ADV
bracis-33575	180	13	relevant	relevant	ADJ
bracis-33575	180	14	features	feature	NOUN
bracis-33575	180	15	within	within	ADP
bracis-33575	180	16	an	an	DET
bracis-33575	180	17	image	image	NOUN
bracis-33575	180	18	by	by	ADP
bracis-33575	180	19	adaptively	adaptively	ADV
bracis-33575	180	20	recalibrating	recalibrate	VERB
bracis-33575	180	21	channel	channel	NOUN
bracis-33575	180	22	-	-	PUNCT
bracis-33575	180	23	wise	wise	ADJ
bracis-33575	180	24	feature	feature	NOUN
bracis-33575	180	25	responses	response	NOUN
bracis-33575	180	26	,	,	PUNCT
bracis-33575	180	27	leading	lead	VERB
bracis-33575	180	28	to	to	ADP
bracis-33575	180	29	more	more	ADV
bracis-33575	180	30	effective	effective	ADJ
bracis-33575	180	31	feature	feature	NOUN
bracis-33575	180	32	representation	representation	NOUN
bracis-33575	180	33	and	and	CCONJ
bracis-33575	180	34	extraction	extraction	NOUN
bracis-33575	180	35	.	.	PUNCT
bracis-33575	181	1	the	the	DET
bracis-33575	181	2	standard	standard	ADJ
bracis-33575	181	3	deviation	deviation	NOUN
bracis-33575	181	4	analysis	analysis	NOUN
bracis-33575	181	5	showed	show	VERB
bracis-33575	181	6	values	value	NOUN
bracis-33575	181	7	close	close	ADJ
bracis-33575	181	8	to	to	ADP
bracis-33575	181	9	0	0	NUM
bracis-33575	181	10	,	,	PUNCT
bracis-33575	181	11	indicating	indicate	VERB
bracis-33575	181	12	little	little	ADJ
bracis-33575	181	13	variation	variation	NOUN
bracis-33575	181	14	in	in	ADP
bracis-33575	181	15	results	result	NOUN
bracis-33575	181	16	across	across	ADP
bracis-33575	181	17	the	the	DET
bracis-33575	181	18	folds	fold	NOUN
bracis-33575	181	19	.	.	PUNCT
bracis-33575	182	1	these	these	DET
bracis-33575	182	2	results	result	NOUN
bracis-33575	182	3	surpassed	surpass	VERB
bracis-33575	182	4	those	those	PRON
bracis-33575	182	5	of	of	ADP
bracis-33575	182	6	the	the	DET
bracis-33575	182	7	other	other	ADJ
bracis-33575	182	8	individual	individual	ADJ
bracis-33575	182	9	architectures	architecture	NOUN
bracis-33575	182	10	,	,	PUNCT
bracis-33575	182	11	demonstrating	demonstrate	VERB
bracis-33575	182	12	the	the	DET
bracis-33575	182	13	effectiveness	effectiveness	NOUN
bracis-33575	182	14	of	of	ADP
bracis-33575	182	15	the	the	DET
bracis-33575	182	16	se	se	PROPN
bracis-33575	182	17	module	module	NOUN
bracis-33575	182	18	in	in	ADP
bracis-33575	182	19	improving	improve	VERB
bracis-33575	182	20	the	the	DET
bracis-33575	182	21	network	network	NOUN
bracis-33575	182	22	’s	’s	PART
bracis-33575	182	23	accuracy	accuracy	NOUN
bracis-33575	182	24	and	and	CCONJ
bracis-33575	182	25	robustness	robustness	NOUN
bracis-33575	182	26	.	.	PUNCT
bracis-33575	183	1	table	table	NOUN
bracis-33575	183	2	4	4	NUM
bracis-33575	183	3	.	.	PUNCT
bracis-33575	183	4	results	result	NOUN
bracis-33575	183	5	of	of	ADP
bracis-33575	183	6	the	the	DET
bracis-33575	183	7	evaluated	evaluated	ADJ
bracis-33575	183	8	architectures.full	architectures.full	NUM
bracis-33575	183	9	size	size	NOUN
bracis-33575	183	10	table	table	NOUN
bracis-33575	183	11	4.2	4.2	NUM
bracis-33575	183	12	ensemble	ensemble	ADJ
bracis-33575	183	13	of	of	ADP
bracis-33575	183	14	 	 	SPACE
bracis-33575	183	15	cnns	cnn	NOUN
bracis-33575	183	16	we	we	PRON
bracis-33575	183	17	conducted	conduct	VERB
bracis-33575	183	18	120	120	NUM
bracis-33575	183	19	experiments	experiment	NOUN
bracis-33575	183	20	to	to	PART
bracis-33575	183	21	evaluate	evaluate	VERB
bracis-33575	183	22	the	the	DET
bracis-33575	183	23	robustness	robustness	NOUN
bracis-33575	183	24	of	of	ADP
bracis-33575	183	25	various	various	ADJ
bracis-33575	183	26	convolutional	convolutional	ADJ
bracis-33575	183	27	neural	neural	ADJ
bracis-33575	183	28	network	network	NOUN
bracis-33575	183	29	(	(	PUNCT
bracis-33575	183	30	cnn	cnn	PROPN
bracis-33575	183	31	)	)	PUNCT
bracis-33575	183	32	architectures	architecture	NOUN
bracis-33575	183	33	in	in	ADP
bracis-33575	183	34	an	an	DET
bracis-33575	183	35	ensemble	ensemble	ADJ
bracis-33575	183	36	context	context	NOUN
bracis-33575	183	37	.	.	PUNCT
bracis-33575	184	1	we	we	PRON
bracis-33575	184	2	explored	explore	VERB
bracis-33575	184	3	combinations	combination	NOUN
bracis-33575	184	4	of	of	ADP
bracis-33575	184	5	three	three	NUM
bracis-33575	184	6	networks	network	NOUN
bracis-33575	184	7	,	,	PUNCT
bracis-33575	184	8	selected	select	VERB
bracis-33575	184	9	from	from	ADP
bracis-33575	184	10	eight	eight	NUM
bracis-33575	184	11	possibilities	possibility	NOUN
bracis-33575	184	12	,	,	PUNCT
bracis-33575	184	13	using	use	VERB
bracis-33575	184	14	majority	majority	NOUN
bracis-33575	184	15	and	and	CCONJ
bracis-33575	184	16	weighted	weight	VERB
bracis-33575	184	17	voting	voting	NOUN
bracis-33575	184	18	methods	method	NOUN
bracis-33575	184	19	.	.	PUNCT
bracis-33575	185	1	additionally	additionally	ADV
bracis-33575	185	2	,	,	PUNCT
bracis-33575	185	3	we	we	PRON
bracis-33575	185	4	implemented	implement	VERB
bracis-33575	185	5	the	the	DET
bracis-33575	185	6	bagging	bagging	NOUN
bracis-33575	185	7	method	method	NOUN
bracis-33575	185	8	on	on	ADP
bracis-33575	185	9	all	all	DET
bracis-33575	185	10	eight	eight	NUM
bracis-33575	185	11	networks	network	NOUN
bracis-33575	185	12	evaluated	evaluate	VERB
bracis-33575	185	13	to	to	PART
bracis-33575	185	14	enhance	enhance	VERB
bracis-33575	185	15	the	the	DET
bracis-33575	185	16	robustness	robustness	NOUN
bracis-33575	185	17	of	of	ADP
bracis-33575	185	18	the	the	DET
bracis-33575	185	19	classifications	classification	NOUN
bracis-33575	185	20	.	.	PUNCT
bracis-33575	186	1	the	the	DET
bracis-33575	186	2	consolidated	consolidated	ADJ
bracis-33575	186	3	results	result	NOUN
bracis-33575	186	4	indicated	indicate	VERB
bracis-33575	186	5	that	that	SCONJ
bracis-33575	186	6	the	the	DET
bracis-33575	186	7	ensemble	ensemble	ADJ
bracis-33575	186	8	approach	approach	NOUN
bracis-33575	186	9	significantly	significantly	ADV
bracis-33575	186	10	improved	improve	VERB
bracis-33575	186	11	performance	performance	NOUN
bracis-33575	186	12	metrics	metric	NOUN
bracis-33575	186	13	compared	compare	VERB
bracis-33575	186	14	to	to	ADP
bracis-33575	186	15	individual	individual	ADJ
bracis-33575	186	16	classifiers	classifier	NOUN
bracis-33575	186	17	.	.	PUNCT
bracis-33575	187	1	however	however	ADV
bracis-33575	187	2	,	,	PUNCT
bracis-33575	187	3	the	the	DET
bracis-33575	187	4	bagging	bagging	NOUN
bracis-33575	187	5	strategy	strategy	NOUN
bracis-33575	187	6	stood	stand	VERB
bracis-33575	187	7	out	out	ADP
bracis-33575	187	8	,	,	PUNCT
bracis-33575	187	9	surpassing	surpass	VERB
bracis-33575	187	10	the	the	DET
bracis-33575	187	11	ensembles	ensemble	NOUN
bracis-33575	187	12	that	that	PRON
bracis-33575	187	13	employed	employ	VERB
bracis-33575	187	14	voting	voting	NOUN
bracis-33575	187	15	methods	method	NOUN
bracis-33575	187	16	and	and	CCONJ
bracis-33575	187	17	achieving	achieve	VERB
bracis-33575	187	18	superior	superior	ADJ
bracis-33575	187	19	results	result	NOUN
bracis-33575	187	20	.	.	PUNCT
bracis-33575	188	1	the	the	DET
bracis-33575	188	2	analysis	analysis	NOUN
bracis-33575	188	3	of	of	ADP
bracis-33575	188	4	table	table	NOUN
bracis-33575	188	5	 	 	SPACE
bracis-33575	188	6	5	5	NUM
bracis-33575	188	7	reveals	reveal	VERB
bracis-33575	188	8	that	that	SCONJ
bracis-33575	188	9	forming	form	VERB
bracis-33575	188	10	ensembles	ensemble	NOUN
bracis-33575	188	11	by	by	ADP
bracis-33575	188	12	combining	combine	VERB
bracis-33575	188	13	different	different	ADJ
bracis-33575	188	14	convolutional	convolutional	ADJ
bracis-33575	188	15	neural	neural	ADJ
bracis-33575	188	16	network	network	NOUN
bracis-33575	188	17	(	(	PUNCT
bracis-33575	188	18	cnn	cnn	PROPN
bracis-33575	188	19	)	)	PUNCT
bracis-33575	188	20	architectures	architecture	VERB
bracis-33575	188	21	and	and	CCONJ
bracis-33575	188	22	using	use	VERB
bracis-33575	188	23	voting	voting	NOUN
bracis-33575	188	24	methods	method	NOUN
bracis-33575	188	25	significantly	significantly	ADV
bracis-33575	188	26	increased	increase	VERB
bracis-33575	188	27	classification	classification	NOUN
bracis-33575	188	28	metrics	metric	NOUN
bracis-33575	188	29	.	.	PUNCT
bracis-33575	189	1	notably	notably	ADV
bracis-33575	189	2	,	,	PUNCT
bracis-33575	189	3	the	the	DET
bracis-33575	189	4	ensemble	ensemble	ADJ
bracis-33575	189	5	composed	compose	VERB
bracis-33575	189	6	of	of	ADP
bracis-33575	189	7	densenet	densenet	NOUN
bracis-33575	189	8	201	201	NUM
bracis-33575	189	9	,	,	PUNCT
bracis-33575	189	10	efficientnet	efficientnet	NOUN
bracis-33575	189	11	b3	b3	PROPN
bracis-33575	189	12	,	,	PUNCT
bracis-33575	189	13	and	and	CCONJ
bracis-33575	189	14	resnet	resnet	VERB
bracis-33575	189	15	50	50	NUM
bracis-33575	189	16	,	,	PUNCT
bracis-33575	189	17	using	use	VERB
bracis-33575	189	18	majority	majority	NOUN
bracis-33575	189	19	voting	voting	NOUN
bracis-33575	189	20	,	,	PUNCT
bracis-33575	189	21	achieved	achieve	VERB
bracis-33575	189	22	the	the	DET
bracis-33575	189	23	best	good	ADJ
bracis-33575	189	24	results	result	NOUN
bracis-33575	189	25	:	:	PUNCT
bracis-33575	189	26	an	an	DET
bracis-33575	189	27	accuracy	accuracy	NOUN
bracis-33575	189	28	of	of	ADP
bracis-33575	189	29	94.93	94.93	NUM
bracis-33575	189	30	%	%	NOUN
bracis-33575	189	31	,	,	PUNCT
bracis-33575	189	32	a	a	DET
bracis-33575	189	33	precision	precision	NOUN
bracis-33575	189	34	rate	rate	NOUN
bracis-33575	189	35	of	of	ADP
bracis-33575	189	36	96.21	96.21	NUM
bracis-33575	189	37	%	%	NOUN
bracis-33575	189	38	,	,	PUNCT
bracis-33575	189	39	a	a	DET
bracis-33575	189	40	recall	recall	NOUN
bracis-33575	189	41	of	of	ADP
bracis-33575	189	42	96.30	96.30	NUM
bracis-33575	189	43	%	%	NOUN
bracis-33575	189	44	,	,	PUNCT
bracis-33575	189	45	an	an	DET
bracis-33575	189	46	f1	f1	NOUN
bracis-33575	189	47	-	-	PUNCT
bracis-33575	189	48	score	score	NOUN
bracis-33575	189	49	of	of	ADP
bracis-33575	189	50	96.27	96.27	NUM
bracis-33575	189	51	%	%	NOUN
bracis-33575	189	52	,	,	PUNCT
bracis-33575	189	53	and	and	CCONJ
bracis-33575	189	54	a	a	DET
bracis-33575	189	55	cohen	cohen	NOUN
bracis-33575	189	56	’s	’s	PART
bracis-33575	189	57	kappa	kappa	PROPN
bracis-33575	189	58	index	index	NOUN
bracis-33575	189	59	of	of	ADP
bracis-33575	189	60	88.35	88.35	NUM
bracis-33575	189	61	%	%	NOUN
bracis-33575	189	62	.	.	PUNCT
bracis-33575	190	1	these	these	DET
bracis-33575	190	2	results	result	NOUN
bracis-33575	190	3	substantially	substantially	ADV
bracis-33575	190	4	surpass	surpass	VERB
bracis-33575	190	5	the	the	DET
bracis-33575	190	6	metrics	metric	NOUN
bracis-33575	190	7	achieved	achieve	VERB
bracis-33575	190	8	by	by	ADP
bracis-33575	190	9	the	the	DET
bracis-33575	190	10	individual	individual	ADJ
bracis-33575	190	11	networks	network	NOUN
bracis-33575	190	12	,	,	PUNCT
bracis-33575	190	13	highlighting	highlight	VERB
bracis-33575	190	14	the	the	DET
bracis-33575	190	15	superior	superior	ADJ
bracis-33575	190	16	efficacy	efficacy	NOUN
bracis-33575	190	17	of	of	ADP
bracis-33575	190	18	the	the	DET
bracis-33575	190	19	ensemble	ensemble	ADJ
bracis-33575	190	20	approach	approach	NOUN
bracis-33575	190	21	.	.	PUNCT
bracis-33575	191	1	table	table	NOUN
bracis-33575	191	2	5	5	NUM
bracis-33575	191	3	.	.	PUNCT
bracis-33575	192	1	best	good	ADJ
bracis-33575	192	2	results	result	NOUN
bracis-33575	192	3	for	for	ADP
bracis-33575	192	4	the	the	DET
bracis-33575	192	5	evaluated	evaluate	VERB
bracis-33575	192	6	cnn	cnn	PROPN
bracis-33575	192	7	ensemble.full	ensemble.full	NOUN
bracis-33575	192	8	size	size	NOUN
bracis-33575	192	9	table	table	NOUN
bracis-33575	192	10	table	table	NOUN
bracis-33575	192	11	 	 	SPACE
bracis-33575	192	12	6	6	NUM
bracis-33575	192	13	illustrates	illustrate	VERB
bracis-33575	192	14	the	the	DET
bracis-33575	192	15	best	good	ADJ
bracis-33575	192	16	results	result	NOUN
bracis-33575	192	17	achieved	achieve	VERB
bracis-33575	192	18	with	with	ADP
bracis-33575	192	19	bagging	bagging	NOUN
bracis-33575	192	20	ensemble	ensemble	ADJ
bracis-33575	192	21	,	,	PUNCT
bracis-33575	192	22	applied	apply	VERB
bracis-33575	192	23	to	to	ADP
bracis-33575	192	24	various	various	ADJ
bracis-33575	192	25	individual	individual	ADJ
bracis-33575	192	26	neural	neural	ADJ
bracis-33575	192	27	networks	network	NOUN
bracis-33575	192	28	.	.	PUNCT
bracis-33575	193	1	among	among	ADP
bracis-33575	193	2	them	they	PRON
bracis-33575	193	3	,	,	PUNCT
bracis-33575	193	4	the	the	DET
bracis-33575	193	5	set	set	NOUN
bracis-33575	193	6	that	that	PRON
bracis-33575	193	7	used	use	VERB
bracis-33575	193	8	the	the	DET
bracis-33575	193	9	efficientnet	efficientnet	NOUN
bracis-33575	193	10	b3	b3	PROPN
bracis-33575	193	11	network	network	NOUN
bracis-33575	193	12	stood	stand	VERB
bracis-33575	193	13	out	out	ADP
bracis-33575	193	14	notably	notably	ADV
bracis-33575	193	15	,	,	PUNCT
bracis-33575	193	16	achieving	achieve	VERB
bracis-33575	193	17	an	an	DET
bracis-33575	193	18	accuracy	accuracy	NOUN
bracis-33575	193	19	of	of	ADP
bracis-33575	193	20	96.62	96.62	NUM
bracis-33575	193	21	%	%	NOUN
bracis-33575	193	22	,	,	PUNCT
bracis-33575	193	23	precision	precision	NOUN
bracis-33575	193	24	of	of	ADP
bracis-33575	193	25	98.11	98.11	NUM
bracis-33575	193	26	%	%	NOUN
bracis-33575	193	27	,	,	PUNCT
bracis-33575	193	28	recall	recall	NOUN
bracis-33575	193	29	of	of	ADP
bracis-33575	193	30	96.89	96.89	NUM
bracis-33575	193	31	%	%	NOUN
bracis-33575	193	32	,	,	PUNCT
bracis-33575	193	33	f1	f1	NOUN
bracis-33575	193	34	-	-	PUNCT
bracis-33575	193	35	score	score	NOUN
bracis-33575	193	36	of	of	ADP
bracis-33575	193	37	97.50	97.50	NUM
bracis-33575	193	38	%	%	NOUN
bracis-33575	193	39	,	,	PUNCT
bracis-33575	193	40	and	and	CCONJ
bracis-33575	193	41	a	a	DET
bracis-33575	193	42	kappa	kappa	ADJ
bracis-33575	193	43	coefficient	coefficient	NOUN
bracis-33575	193	44	of	of	ADP
bracis-33575	193	45	92.27	92.27	NUM
bracis-33575	193	46	%	%	NOUN
bracis-33575	193	47	.	.	PUNCT
bracis-33575	194	1	the	the	DET
bracis-33575	194	2	superiority	superiority	NOUN
bracis-33575	194	3	of	of	ADP
bracis-33575	194	4	efficientnet	efficientnet	NOUN
bracis-33575	194	5	b3	b3	PROPN
bracis-33575	194	6	can	can	AUX
bracis-33575	194	7	be	be	AUX
bracis-33575	194	8	largely	largely	ADV
bracis-33575	194	9	attributed	attribute	VERB
bracis-33575	194	10	to	to	ADP
bracis-33575	194	11	its	its	PRON
bracis-33575	194	12	attention	attention	NOUN
bracis-33575	194	13	layer	layer	NOUN
bracis-33575	194	14	,	,	PUNCT
bracis-33575	194	15	which	which	PRON
bracis-33575	194	16	allows	allow	VERB
bracis-33575	194	17	the	the	DET
bracis-33575	194	18	model	model	NOUN
bracis-33575	194	19	to	to	PART
bracis-33575	194	20	focus	focus	VERB
bracis-33575	194	21	on	on	ADP
bracis-33575	194	22	the	the	DET
bracis-33575	194	23	most	most	ADV
bracis-33575	194	24	relevant	relevant	ADJ
bracis-33575	194	25	features	feature	NOUN
bracis-33575	194	26	within	within	ADP
bracis-33575	194	27	complex	complex	ADJ
bracis-33575	194	28	images	image	NOUN
bracis-33575	194	29	,	,	PUNCT
bracis-33575	194	30	significantly	significantly	ADV
bracis-33575	194	31	enhancing	enhance	VERB
bracis-33575	194	32	classification	classification	NOUN
bracis-33575	194	33	precision	precision	NOUN
bracis-33575	194	34	.	.	PUNCT
bracis-33575	195	1	furthermore	furthermore	ADV
bracis-33575	195	2	,	,	PUNCT
bracis-33575	195	3	a	a	DET
bracis-33575	195	4	low	low	ADJ
bracis-33575	195	5	standard	standard	ADJ
bracis-33575	195	6	deviation	deviation	NOUN
bracis-33575	195	7	in	in	ADP
bracis-33575	195	8	the	the	DET
bracis-33575	195	9	results	result	NOUN
bracis-33575	195	10	obtained	obtain	VERB
bracis-33575	195	11	through	through	ADP
bracis-33575	195	12	bagging	bagging	NOUN
bracis-33575	195	13	must	must	AUX
bracis-33575	195	14	be	be	AUX
bracis-33575	195	15	considered	consider	VERB
bracis-33575	195	16	,	,	PUNCT
bracis-33575	195	17	as	as	SCONJ
bracis-33575	195	18	it	it	PRON
bracis-33575	195	19	indicates	indicate	VERB
bracis-33575	195	20	high	high	ADJ
bracis-33575	195	21	consistency	consistency	NOUN
bracis-33575	195	22	and	and	CCONJ
bracis-33575	195	23	reliability	reliability	NOUN
bracis-33575	195	24	of	of	ADP
bracis-33575	195	25	the	the	DET
bracis-33575	195	26	classification	classification	NOUN
bracis-33575	195	27	metrics	metric	NOUN
bracis-33575	195	28	.	.	PUNCT
bracis-33575	196	1	by	by	ADP
bracis-33575	196	2	combining	combine	VERB
bracis-33575	196	3	multiple	multiple	ADJ
bracis-33575	196	4	instances	instance	NOUN
bracis-33575	196	5	of	of	ADP
bracis-33575	196	6	the	the	DET
bracis-33575	196	7	same	same	ADJ
bracis-33575	196	8	network	network	NOUN
bracis-33575	196	9	,	,	PUNCT
bracis-33575	196	10	the	the	DET
bracis-33575	196	11	bagging	bagging	NOUN
bracis-33575	196	12	method	method	NOUN
bracis-33575	196	13	forms	form	VERB
bracis-33575	196	14	a	a	DET
bracis-33575	196	15	more	more	ADV
bracis-33575	196	16	stable	stable	ADJ
bracis-33575	196	17	model	model	NOUN
bracis-33575	196	18	that	that	PRON
bracis-33575	196	19	better	well	ADV
bracis-33575	196	20	resists	resist	VERB
bracis-33575	196	21	data	datum	NOUN
bracis-33575	196	22	variability	variability	NOUN
bracis-33575	196	23	and	and	CCONJ
bracis-33575	196	24	minimizes	minimize	VERB
bracis-33575	196	25	the	the	DET
bracis-33575	196	26	chances	chance	NOUN
bracis-33575	196	27	of	of	ADP
bracis-33575	196	28	overfitting	overfitte	VERB
bracis-33575	196	29	.	.	PUNCT
bracis-33575	197	1	this	this	DET
bracis-33575	197	2	stability	stability	NOUN
bracis-33575	197	3	is	be	AUX
bracis-33575	197	4	enhanced	enhance	VERB
bracis-33575	197	5	by	by	ADP
bracis-33575	197	6	the	the	DET
bracis-33575	197	7	attention	attention	NOUN
bracis-33575	197	8	layer	layer	NOUN
bracis-33575	197	9	of	of	ADP
bracis-33575	197	10	efficientnet	efficientnet	NOUN
bracis-33575	197	11	b3	b3	PROPN
bracis-33575	197	12	,	,	PUNCT
bracis-33575	197	13	which	which	PRON
bracis-33575	197	14	enables	enable	VERB
bracis-33575	197	15	each	each	DET
bracis-33575	197	16	model	model	NOUN
bracis-33575	197	17	in	in	ADP
bracis-33575	197	18	the	the	DET
bracis-33575	197	19	ensemble	ensemble	ADJ
bracis-33575	197	20	to	to	PART
bracis-33575	197	21	concentrate	concentrate	VERB
bracis-33575	197	22	on	on	ADP
bracis-33575	197	23	different	different	ADJ
bracis-33575	197	24	nuances	nuance	NOUN
bracis-33575	197	25	of	of	ADP
bracis-33575	197	26	the	the	DET
bracis-33575	197	27	data	datum	NOUN
bracis-33575	197	28	efficiently	efficiently	ADV
bracis-33575	197	29	.	.	PUNCT
bracis-33575	198	1	this	this	DET
bracis-33575	198	2	combination	combination	NOUN
bracis-33575	198	3	of	of	ADP
bracis-33575	198	4	bagging	bagging	NOUN
bracis-33575	198	5	and	and	CCONJ
bracis-33575	198	6	focused	focus	VERB
bracis-33575	198	7	attention	attention	NOUN
bracis-33575	198	8	contributes	contribute	VERB
bracis-33575	198	9	to	to	ADP
bracis-33575	198	10	stronger	strong	ADJ
bracis-33575	198	11	generalization	generalization	NOUN
bracis-33575	198	12	and	and	CCONJ
bracis-33575	198	13	more	more	ADV
bracis-33575	198	14	accurate	accurate	ADJ
bracis-33575	198	15	classification	classification	NOUN
bracis-33575	198	16	.	.	PUNCT
bracis-33575	199	1	table	table	NOUN
bracis-33575	199	2	6	6	NUM
bracis-33575	199	3	.	.	PUNCT
bracis-33575	200	1	best	good	ADJ
bracis-33575	200	2	results	result	NOUN
bracis-33575	200	3	for	for	ADP
bracis-33575	200	4	the	the	DET
bracis-33575	200	5	bagging	bagging	NOUN
bracis-33575	200	6	ensemble.full	ensemble.full	NOUN
bracis-33575	200	7	size	size	NOUN
bracis-33575	200	8	table	table	NOUN
bracis-33575	200	9	figure	figure	NOUN
bracis-33575	200	10	 	 	SPACE
bracis-33575	200	11	4	4	NUM
bracis-33575	200	12	illustrates	illustrate	VERB
bracis-33575	200	13	a	a	DET
bracis-33575	200	14	comparative	comparative	NOUN
bracis-33575	200	15	that	that	PRON
bracis-33575	200	16	synthesizes	synthesize	VERB
bracis-33575	200	17	the	the	DET
bracis-33575	200	18	top	top	ADJ
bracis-33575	200	19	performances	performance	NOUN
bracis-33575	200	20	from	from	ADP
bracis-33575	200	21	individual	individual	ADJ
bracis-33575	200	22	,	,	PUNCT
bracis-33575	200	23	ensemble	ensemble	ADJ
bracis-33575	200	24	,	,	PUNCT
bracis-33575	200	25	and	and	CCONJ
bracis-33575	200	26	bagging	bagging	NOUN
bracis-33575	200	27	approaches	approach	NOUN
bracis-33575	200	28	,	,	PUNCT
bracis-33575	200	29	providing	provide	VERB
bracis-33575	200	30	a	a	DET
bracis-33575	200	31	clear	clear	ADJ
bracis-33575	200	32	visual	visual	ADJ
bracis-33575	200	33	representation	representation	NOUN
bracis-33575	200	34	of	of	ADP
bracis-33575	200	35	how	how	SCONJ
bracis-33575	200	36	different	different	ADJ
bracis-33575	200	37	methodologies	methodology	NOUN
bracis-33575	200	38	enhance	enhance	VERB
bracis-33575	200	39	the	the	DET
bracis-33575	200	40	effectiveness	effectiveness	NOUN
bracis-33575	200	41	of	of	ADP
bracis-33575	200	42	convolutional	convolutional	ADJ
bracis-33575	200	43	neural	neural	ADJ
bracis-33575	200	44	network	network	NOUN
bracis-33575	200	45	(	(	PUNCT
bracis-33575	200	46	cnn	cnn	PROPN
bracis-33575	200	47	)	)	PUNCT
bracis-33575	200	48	architectures	architecture	NOUN
bracis-33575	200	49	.	.	PUNCT
bracis-33575	201	1	the	the	DET
bracis-33575	201	2	chart	chart	NOUN
bracis-33575	201	3	highlights	highlight	VERB
bracis-33575	201	4	that	that	SCONJ
bracis-33575	201	5	the	the	DET
bracis-33575	201	6	bagging	bagging	NOUN
bracis-33575	201	7	approach	approach	NOUN
bracis-33575	201	8	using	use	VERB
bracis-33575	201	9	efficientnet	efficientnet	NOUN
bracis-33575	201	10	b3	b3	PROPN
bracis-33575	201	11	stands	stand	VERB
bracis-33575	201	12	out	out	ADP
bracis-33575	201	13	across	across	ADP
bracis-33575	201	14	all	all	DET
bracis-33575	201	15	metrics	metric	NOUN
bracis-33575	201	16	,	,	PUNCT
bracis-33575	201	17	achieving	achieve	VERB
bracis-33575	201	18	superior	superior	ADJ
bracis-33575	201	19	accuracy	accuracy	NOUN
bracis-33575	201	20	,	,	PUNCT
bracis-33575	201	21	precision	precision	NOUN
bracis-33575	201	22	,	,	PUNCT
bracis-33575	201	23	recall	recall	NOUN
bracis-33575	201	24	,	,	PUNCT
bracis-33575	201	25	f1	f1	NOUN
bracis-33575	201	26	-	-	PUNCT
bracis-33575	201	27	score	score	NOUN
bracis-33575	201	28	,	,	PUNCT
bracis-33575	201	29	and	and	CCONJ
bracis-33575	201	30	kappa	kappa	PROPN
bracis-33575	201	31	coefficient	coefficient	PROPN
bracis-33575	201	32	.	.	PUNCT
bracis-33575	202	1	this	this	DET
bracis-33575	202	2	method	method	NOUN
bracis-33575	202	3	exhibits	exhibit	VERB
bracis-33575	202	4	exceptional	exceptional	ADJ
bracis-33575	202	5	stability	stability	NOUN
bracis-33575	202	6	and	and	CCONJ
bracis-33575	202	7	minimal	minimal	ADJ
bracis-33575	202	8	variability	variability	NOUN
bracis-33575	202	9	,	,	PUNCT
bracis-33575	202	10	underscoring	underscore	VERB
bracis-33575	202	11	its	its	PRON
bracis-33575	202	12	robustness	robustness	NOUN
bracis-33575	202	13	against	against	ADP
bracis-33575	202	14	data	datum	NOUN
bracis-33575	202	15	inconsistencies	inconsistency	NOUN
bracis-33575	202	16	and	and	CCONJ
bracis-33575	202	17	ability	ability	NOUN
bracis-33575	202	18	to	to	PART
bracis-33575	202	19	maintain	maintain	VERB
bracis-33575	202	20	high	high	ADJ
bracis-33575	202	21	performance	performance	NOUN
bracis-33575	202	22	.	.	PUNCT
bracis-33575	203	1	fig	fig	NOUN
bracis-33575	203	2	.	.	PUNCT
bracis-33575	204	1	4	4	X
bracis-33575	204	2	.	.	X
bracis-33575	204	3	performance	performance	NOUN
bracis-33575	204	4	comparison	comparison	NOUN
bracis-33575	204	5	of	of	ADP
bracis-33575	204	6	cnn	cnn	PROPN
bracis-33575	204	7	models	model	NOUN
bracis-33575	204	8	across	across	ADP
bracis-33575	204	9	different	different	ADJ
bracis-33575	204	10	methods	method	NOUN
bracis-33575	204	11	.	.	PUNCT
bracis-33575	205	1	full	full	ADJ
bracis-33575	205	2	size	size	NOUN
bracis-33575	205	3	image	image	NOUN
bracis-33575	205	4	the	the	DET
bracis-33575	205	5	data	datum	NOUN
bracis-33575	205	6	presented	present	VERB
bracis-33575	205	7	in	in	ADP
bracis-33575	205	8	table	table	NOUN
bracis-33575	205	9	 	 	SPACE
bracis-33575	205	10	7	7	NUM
bracis-33575	205	11	provide	provide	VERB
bracis-33575	205	12	a	a	DET
bracis-33575	205	13	clear	clear	ADJ
bracis-33575	205	14	comparative	comparative	ADJ
bracis-33575	205	15	view	view	NOUN
bracis-33575	205	16	of	of	ADP
bracis-33575	205	17	the	the	DET
bracis-33575	205	18	advancements	advancement	NOUN
bracis-33575	205	19	achieved	achieve	VERB
bracis-33575	205	20	in	in	ADP
bracis-33575	205	21	the	the	DET
bracis-33575	205	22	methodologies	methodology	NOUN
bracis-33575	205	23	for	for	ADP
bracis-33575	205	24	classifying	classify	VERB
bracis-33575	205	25	leukocyte	leukocyte	NOUN
bracis-33575	205	26	images	image	NOUN
bracis-33575	205	27	.	.	PUNCT
bracis-33575	206	1	our	our	PRON
bracis-33575	206	2	research	research	NOUN
bracis-33575	206	3	,	,	PUNCT
bracis-33575	206	4	which	which	PRON
bracis-33575	206	5	implemented	implement	VERB
bracis-33575	206	6	a	a	DET
bracis-33575	206	7	bagging	bagging	NOUN
bracis-33575	206	8	strategy	strategy	NOUN
bracis-33575	206	9	using	use	VERB
bracis-33575	206	10	a	a	DET
bracis-33575	206	11	combination	combination	NOUN
bracis-33575	206	12	of	of	ADP
bracis-33575	206	13	three	three	NUM
bracis-33575	206	14	public	public	ADJ
bracis-33575	206	15	datasets	dataset	NOUN
bracis-33575	206	16	,	,	PUNCT
bracis-33575	206	17	achieved	achieve	VERB
bracis-33575	206	18	an	an	DET
bracis-33575	206	19	impressive	impressive	ADJ
bracis-33575	206	20	accuracy	accuracy	NOUN
bracis-33575	206	21	of	of	ADP
bracis-33575	206	22	96.62	96.62	NUM
bracis-33575	206	23	%	%	NOUN
bracis-33575	206	24	.	.	PUNCT
bracis-33575	207	1	this	this	PRON
bracis-33575	207	2	not	not	PART
bracis-33575	207	3	only	only	ADV
bracis-33575	207	4	surpasses	surpass	VERB
bracis-33575	207	5	the	the	DET
bracis-33575	207	6	accuracy	accuracy	NOUN
bracis-33575	207	7	levels	level	NOUN
bracis-33575	207	8	reported	report	VERB
bracis-33575	207	9	in	in	ADP
bracis-33575	207	10	other	other	ADJ
bracis-33575	207	11	studies	study	NOUN
bracis-33575	207	12	but	but	CCONJ
bracis-33575	207	13	also	also	ADV
bracis-33575	207	14	marks	mark	VERB
bracis-33575	207	15	a	a	DET
bracis-33575	207	16	significant	significant	ADJ
bracis-33575	207	17	milestone	milestone	NOUN
bracis-33575	207	18	by	by	ADP
bracis-33575	207	19	utilizing	utilize	VERB
bracis-33575	207	20	a	a	DET
bracis-33575	207	21	considerably	considerably	ADV
bracis-33575	207	22	larger	large	ADJ
bracis-33575	207	23	dataset	dataset	NOUN
bracis-33575	207	24	of	of	ADP
bracis-33575	207	25	48,100	48,100	NUM
bracis-33575	207	26	images	image	NOUN
bracis-33575	207	27	.	.	PUNCT
bracis-33575	208	1	unlike	unlike	ADP
bracis-33575	208	2	previous	previous	ADJ
bracis-33575	208	3	studies	study	NOUN
bracis-33575	208	4	,	,	PUNCT
bracis-33575	208	5	such	such	ADJ
bracis-33575	208	6	as	as	ADP
bracis-33575	208	7	khanam	khanam	PROPN
bracis-33575	208	8	et	et	PROPN
bracis-33575	208	9	al	al	PROPN
bracis-33575	208	10	.	.	PUNCT
bracis-33575	209	1	[	[	X
bracis-33575	209	2	10	10	NUM
bracis-33575	209	3	]	]	PUNCT
bracis-33575	209	4	,	,	PUNCT
bracis-33575	209	5	who	who	PRON
bracis-33575	209	6	used	use	VERB
bracis-33575	209	7	the	the	DET
bracis-33575	209	8	ancom	ancom	NOUN
bracis-33575	209	9	architecture	architecture	NOUN
bracis-33575	209	10	on	on	ADP
bracis-33575	209	11	18,365	18,365	NUM
bracis-33575	209	12	images	image	NOUN
bracis-33575	209	13	to	to	PART
bracis-33575	209	14	achieve	achieve	VERB
bracis-33575	209	15	a	a	DET
bracis-33575	209	16	95	95	NUM
bracis-33575	209	17	%	%	NOUN
bracis-33575	209	18	accuracy	accuracy	NOUN
bracis-33575	209	19	,	,	PUNCT
bracis-33575	209	20	or	or	CCONJ
bracis-33575	209	21	rahman	rahman	PROPN
bracis-33575	209	22	and	and	CCONJ
bracis-33575	209	23	ahmad	ahmad	PROPN
bracis-33575	209	24	[	[	X
bracis-33575	209	25	18	18	NUM
bracis-33575	209	26	]	]	PUNCT
bracis-33575	209	27	who	who	PRON
bracis-33575	209	28	modified	modify	VERB
bracis-33575	209	29	alexnet	alexnet	NOUN
bracis-33575	209	30	to	to	PART
bracis-33575	209	31	achieve	achieve	VERB
bracis-33575	209	32	a	a	DET
bracis-33575	209	33	slightly	slightly	ADV
bracis-33575	209	34	higher	high	ADJ
bracis-33575	209	35	accuracy	accuracy	NOUN
bracis-33575	209	36	of	of	ADP
bracis-33575	209	37	96.52	96.52	NUM
bracis-33575	209	38	%	%	NOUN
bracis-33575	209	39	,	,	PUNCT
bracis-33575	209	40	our	our	PRON
bracis-33575	209	41	approach	approach	NOUN
bracis-33575	209	42	significantly	significantly	ADV
bracis-33575	209	43	expands	expand	VERB
bracis-33575	209	44	the	the	DET
bracis-33575	209	45	size	size	NOUN
bracis-33575	209	46	and	and	CCONJ
bracis-33575	209	47	diversity	diversity	NOUN
bracis-33575	209	48	of	of	ADP
bracis-33575	209	49	the	the	DET
bracis-33575	209	50	dataset	dataset	NOUN
bracis-33575	209	51	.	.	PUNCT
bracis-33575	210	1	the	the	DET
bracis-33575	210	2	use	use	NOUN
bracis-33575	210	3	of	of	ADP
bracis-33575	210	4	machine	machine	NOUN
bracis-33575	210	5	learning	learning	NOUN
bracis-33575	210	6	by	by	ADP
bracis-33575	210	7	dasariraju	dasariraju	PROPN
bracis-33575	210	8	et	et	PROPN
bracis-33575	210	9	al	al	PROPN
bracis-33575	210	10	.	.	PUNCT
bracis-33575	211	1	[	[	X
bracis-33575	211	2	7	7	X
bracis-33575	211	3	]	]	PUNCT
bracis-33575	211	4	with	with	ADP
bracis-33575	211	5	random	random	ADJ
bracis-33575	211	6	forest	forest	NOUN
bracis-33575	211	7	on	on	ADP
bracis-33575	211	8	the	the	DET
bracis-33575	211	9	same	same	ADJ
bracis-33575	211	10	number	number	NOUN
bracis-33575	211	11	of	of	ADP
bracis-33575	211	12	images	image	NOUN
bracis-33575	211	13	as	as	ADP
bracis-33575	211	14	the	the	DET
bracis-33575	211	15	first	first	ADJ
bracis-33575	211	16	two	two	NUM
bracis-33575	211	17	studies	study	NOUN
bracis-33575	211	18	,	,	PUNCT
bracis-33575	211	19	but	but	CCONJ
bracis-33575	211	20	achieving	achieve	VERB
bracis-33575	211	21	only	only	ADV
bracis-33575	211	22	92.99	92.99	NUM
bracis-33575	211	23	%	%	NOUN
bracis-33575	211	24	accuracy	accuracy	NOUN
bracis-33575	211	25	,	,	PUNCT
bracis-33575	211	26	further	far	ADV
bracis-33575	211	27	underscores	underscore	VERB
bracis-33575	211	28	the	the	DET
bracis-33575	211	29	effectiveness	effectiveness	NOUN
bracis-33575	211	30	of	of	ADP
bracis-33575	211	31	our	our	PRON
bracis-33575	211	32	method	method	NOUN
bracis-33575	211	33	.	.	PUNCT
bracis-33575	212	1	the	the	DET
bracis-33575	212	2	substantial	substantial	ADJ
bracis-33575	212	3	increase	increase	NOUN
bracis-33575	212	4	in	in	ADP
bracis-33575	212	5	the	the	DET
bracis-33575	212	6	number	number	NOUN
bracis-33575	212	7	of	of	ADP
bracis-33575	212	8	images	image	NOUN
bracis-33575	212	9	in	in	ADP
bracis-33575	212	10	our	our	PRON
bracis-33575	212	11	study	study	NOUN
bracis-33575	212	12	not	not	PART
bracis-33575	212	13	only	only	ADV
bracis-33575	212	14	contributes	contribute	VERB
bracis-33575	212	15	to	to	ADP
bracis-33575	212	16	the	the	DET
bracis-33575	212	17	robustness	robustness	NOUN
bracis-33575	212	18	and	and	CCONJ
bracis-33575	212	19	generalization	generalization	NOUN
bracis-33575	212	20	of	of	ADP
bracis-33575	212	21	the	the	DET
bracis-33575	212	22	classification	classification	NOUN
bracis-33575	212	23	model	model	NOUN
bracis-33575	212	24	but	but	CCONJ
bracis-33575	212	25	also	also	ADV
bracis-33575	212	26	enhances	enhance	VERB
bracis-33575	212	27	the	the	DET
bracis-33575	212	28	heterogeneity	heterogeneity	NOUN
bracis-33575	212	29	and	and	CCONJ
bracis-33575	212	30	diversity	diversity	NOUN
bracis-33575	212	31	of	of	ADP
bracis-33575	212	32	the	the	DET
bracis-33575	212	33	data	datum	NOUN
bracis-33575	212	34	.	.	PUNCT
bracis-33575	213	1	table	table	NOUN
bracis-33575	213	2	7	7	NUM
bracis-33575	213	3	.	.	PUNCT
bracis-33575	213	4	comparison	comparison	NOUN
bracis-33575	213	5	of	of	ADP
bracis-33575	213	6	state	state	NOUN
bracis-33575	213	7	-	-	PUNCT
bracis-33575	213	8	of	of	ADP
bracis-33575	213	9	-	-	PUNCT
bracis-33575	213	10	the	the	DET
bracis-33575	213	11	-	-	PUNCT
bracis-33575	213	12	art	art	NOUN
bracis-33575	213	13	and	and	CCONJ
bracis-33575	213	14	the	the	DET
bracis-33575	213	15	proposed	propose	VERB
bracis-33575	213	16	method	method	NOUN
bracis-33575	213	17	:	:	PUNCT
bracis-33575	214	1	architectures	architecture	NOUN
bracis-33575	214	2	used	use	VERB
bracis-33575	214	3	,	,	PUNCT
bracis-33575	214	4	number	number	NOUN
bracis-33575	214	5	of	of	ADP
bracis-33575	214	6	images	image	NOUN
bracis-33575	214	7	,	,	PUNCT
bracis-33575	214	8	and	and	CCONJ
bracis-33575	214	9	accuracy	accuracy	NOUN
bracis-33575	214	10	achieved.full	achieved.full	NOUN
bracis-33575	214	11	size	size	NOUN
bracis-33575	214	12	table	table	NOUN
bracis-33575	214	13	when	when	SCONJ
bracis-33575	214	14	considering	consider	VERB
bracis-33575	214	15	computational	computational	ADJ
bracis-33575	214	16	efficiency	efficiency	NOUN
bracis-33575	214	17	,	,	PUNCT
bracis-33575	214	18	it	it	PRON
bracis-33575	214	19	’s	’	VERB
bracis-33575	214	20	clear	clear	ADJ
bracis-33575	214	21	that	that	SCONJ
bracis-33575	214	22	despite	despite	SCONJ
bracis-33575	214	23	its	its	PRON
bracis-33575	214	24	higher	high	ADJ
bracis-33575	214	25	accuracy	accuracy	NOUN
bracis-33575	214	26	,	,	PUNCT
bracis-33575	214	27	the	the	DET
bracis-33575	214	28	cnn	cnn	PROPN
bracis-33575	214	29	ensemble	ensemble	ADJ
bracis-33575	214	30	naturally	naturally	ADV
bracis-33575	214	31	requires	require	VERB
bracis-33575	214	32	more	more	ADJ
bracis-33575	214	33	computational	computational	ADJ
bracis-33575	214	34	resources	resource	NOUN
bracis-33575	214	35	for	for	ADP
bracis-33575	214	36	training	training	NOUN
bracis-33575	214	37	and	and	CCONJ
bracis-33575	214	38	inference	inference	NOUN
bracis-33575	214	39	.	.	PUNCT
bracis-33575	215	1	in	in	ADP
bracis-33575	215	2	comparison	comparison	NOUN
bracis-33575	215	3	,	,	PUNCT
bracis-33575	215	4	efficientnet	efficientnet	NOUN
bracis-33575	215	5	b3	b3	PROPN
bracis-33575	215	6	,	,	PUNCT
bracis-33575	215	7	the	the	DET
bracis-33575	215	8	top	top	ADV
bracis-33575	215	9	-	-	PUNCT
bracis-33575	215	10	performing	perform	VERB
bracis-33575	215	11	individual	individual	ADJ
bracis-33575	215	12	network	network	NOUN
bracis-33575	215	13	,	,	PUNCT
bracis-33575	215	14	provides	provide	VERB
bracis-33575	215	15	a	a	DET
bracis-33575	215	16	more	more	ADV
bracis-33575	215	17	resource	resource	NOUN
bracis-33575	215	18	-	-	PUNCT
bracis-33575	215	19	efficient	efficient	ADJ
bracis-33575	215	20	and	and	CCONJ
bracis-33575	215	21	faster	fast	ADJ
bracis-33575	215	22	option	option	NOUN
bracis-33575	215	23	.	.	PUNCT
bracis-33575	216	1	the	the	DET
bracis-33575	216	2	decision	decision	NOUN
bracis-33575	216	3	between	between	ADP
bracis-33575	216	4	these	these	DET
bracis-33575	216	5	approaches	approach	NOUN
bracis-33575	216	6	should	should	AUX
bracis-33575	216	7	weigh	weigh	VERB
bracis-33575	216	8	the	the	DET
bracis-33575	216	9	need	need	NOUN
bracis-33575	216	10	for	for	ADP
bracis-33575	216	11	diagnostic	diagnostic	ADJ
bracis-33575	216	12	accuracy	accuracy	NOUN
bracis-33575	216	13	against	against	ADP
bracis-33575	216	14	the	the	DET
bracis-33575	216	15	available	available	ADJ
bracis-33575	216	16	resources	resource	NOUN
bracis-33575	216	17	,	,	PUNCT
bracis-33575	216	18	especially	especially	ADV
bracis-33575	216	19	in	in	ADP
bracis-33575	216	20	clinical	clinical	ADJ
bracis-33575	216	21	environments	environment	NOUN
bracis-33575	216	22	where	where	SCONJ
bracis-33575	216	23	speed	speed	NOUN
bracis-33575	216	24	and	and	CCONJ
bracis-33575	216	25	efficiency	efficiency	NOUN
bracis-33575	216	26	are	be	AUX
bracis-33575	216	27	critical	critical	ADJ
bracis-33575	216	28	.	.	PUNCT
bracis-33575	217	1	5	5	NUM
bracis-33575	217	2	conclusion	conclusion	NOUN
bracis-33575	217	3	the	the	DET
bracis-33575	217	4	implementation	implementation	NOUN
bracis-33575	217	5	of	of	ADP
bracis-33575	217	6	ensemble	ensemble	ADJ
bracis-33575	217	7	methods	method	NOUN
bracis-33575	217	8	using	use	VERB
bracis-33575	217	9	bagging	bagging	NOUN
bracis-33575	217	10	with	with	ADP
bracis-33575	217	11	the	the	DET
bracis-33575	217	12	efficientnet	efficientnet	NOUN
bracis-33575	217	13	b3	b3	NOUN
bracis-33575	217	14	architecture	architecture	NOUN
bracis-33575	217	15	has	have	AUX
bracis-33575	217	16	shown	show	VERB
bracis-33575	217	17	substantial	substantial	ADJ
bracis-33575	217	18	promise	promise	NOUN
bracis-33575	217	19	in	in	ADP
bracis-33575	217	20	improving	improve	VERB
bracis-33575	217	21	the	the	DET
bracis-33575	217	22	accuracy	accuracy	NOUN
bracis-33575	217	23	of	of	ADP
bracis-33575	217	24	leukocyte	leukocyte	NOUN
bracis-33575	217	25	classification	classification	NOUN
bracis-33575	217	26	for	for	ADP
bracis-33575	217	27	the	the	DET
bracis-33575	217	28	early	early	ADJ
bracis-33575	217	29	detection	detection	NOUN
bracis-33575	217	30	of	of	ADP
bracis-33575	217	31	aml	aml	PROPN
bracis-33575	217	32	.	.	PUNCT
bracis-33575	218	1	our	our	PRON
bracis-33575	218	2	study	study	NOUN
bracis-33575	218	3	demonstrated	demonstrate	VERB
bracis-33575	218	4	significant	significant	ADJ
bracis-33575	218	5	improvements	improvement	NOUN
bracis-33575	218	6	in	in	ADP
bracis-33575	218	7	performance	performance	NOUN
bracis-33575	218	8	metrics	metric	NOUN
bracis-33575	218	9	compared	compare	VERB
bracis-33575	218	10	to	to	ADP
bracis-33575	218	11	individual	individual	ADJ
bracis-33575	218	12	models	model	NOUN
bracis-33575	218	13	.	.	PUNCT
bracis-33575	219	1	using	use	VERB
bracis-33575	219	2	a	a	DET
bracis-33575	219	3	diverse	diverse	ADJ
bracis-33575	219	4	dataset	dataset	NOUN
bracis-33575	219	5	comprising	comprising	NOUN
bracis-33575	219	6	over	over	ADP
bracis-33575	219	7	48,100	48,100	NUM
bracis-33575	219	8	images	image	NOUN
bracis-33575	219	9	from	from	ADP
bracis-33575	219	10	three	three	NUM
bracis-33575	219	11	different	different	ADJ
bracis-33575	219	12	public	public	ADJ
bracis-33575	219	13	image	image	NOUN
bracis-33575	219	14	collections	collection	NOUN
bracis-33575	219	15	provided	provide	VERB
bracis-33575	219	16	robustness	robustness	NOUN
bracis-33575	219	17	in	in	ADP
bracis-33575	219	18	the	the	DET
bracis-33575	219	19	training	training	NOUN
bracis-33575	219	20	and	and	CCONJ
bracis-33575	219	21	validation	validation	NOUN
bracis-33575	219	22	of	of	ADP
bracis-33575	219	23	the	the	DET
bracis-33575	219	24	models	model	NOUN
bracis-33575	219	25	.	.	PUNCT
bracis-33575	220	1	this	this	DET
bracis-33575	220	2	extensive	extensive	ADJ
bracis-33575	220	3	dataset	dataset	NOUN
bracis-33575	220	4	allowed	allow	VERB
bracis-33575	220	5	a	a	DET
bracis-33575	220	6	thorough	thorough	ADJ
bracis-33575	220	7	evaluation	evaluation	NOUN
bracis-33575	220	8	of	of	ADP
bracis-33575	220	9	the	the	DET
bracis-33575	220	10	ensemble	ensemble	NOUN
bracis-33575	220	11	’s	’s	PART
bracis-33575	220	12	performance	performance	NOUN
bracis-33575	220	13	under	under	ADP
bracis-33575	220	14	various	various	ADJ
bracis-33575	220	15	image	image	NOUN
bracis-33575	220	16	conditions	condition	NOUN
bracis-33575	220	17	,	,	PUNCT
bracis-33575	220	18	ensuring	ensure	VERB
bracis-33575	220	19	the	the	DET
bracis-33575	220	20	generalization	generalization	NOUN
bracis-33575	220	21	and	and	CCONJ
bracis-33575	220	22	reliability	reliability	NOUN
bracis-33575	220	23	of	of	ADP
bracis-33575	220	24	our	our	PRON
bracis-33575	220	25	findings	finding	NOUN
bracis-33575	220	26	.	.	PUNCT
bracis-33575	221	1	the	the	DET
bracis-33575	221	2	promising	promising	ADJ
bracis-33575	221	3	results	result	NOUN
bracis-33575	221	4	obtained	obtain	VERB
bracis-33575	221	5	in	in	ADP
bracis-33575	221	6	this	this	DET
bracis-33575	221	7	study	study	NOUN
bracis-33575	221	8	suggest	suggest	VERB
bracis-33575	221	9	that	that	SCONJ
bracis-33575	221	10	ensemble	ensemble	ADJ
bracis-33575	221	11	methods	method	NOUN
bracis-33575	221	12	can	can	AUX
bracis-33575	221	13	be	be	AUX
bracis-33575	221	14	a	a	DET
bracis-33575	221	15	significant	significant	ADJ
bracis-33575	221	16	step	step	NOUN
bracis-33575	221	17	in	in	ADP
bracis-33575	221	18	developing	develop	VERB
bracis-33575	221	19	more	more	ADV
bracis-33575	221	20	accurate	accurate	ADJ
bracis-33575	221	21	diagnostic	diagnostic	ADJ
bracis-33575	221	22	tools	tool	NOUN
bracis-33575	221	23	in	in	ADP
bracis-33575	221	24	medical	medical	ADJ
bracis-33575	221	25	imaging	imaging	NOUN
bracis-33575	221	26	.	.	PUNCT
bracis-33575	222	1	integrating	integrate	VERB
bracis-33575	222	2	multiple	multiple	ADJ
bracis-33575	222	3	networks	network	NOUN
bracis-33575	222	4	into	into	ADP
bracis-33575	222	5	a	a	DET
bracis-33575	222	6	bagging	bagging	NOUN
bracis-33575	222	7	ensemble	ensemble	ADJ
bracis-33575	222	8	reduced	reduce	VERB
bracis-33575	222	9	variance	variance	NOUN
bracis-33575	222	10	and	and	CCONJ
bracis-33575	222	11	enhanced	enhance	VERB
bracis-33575	222	12	predictive	predictive	ADJ
bracis-33575	222	13	reliability	reliability	NOUN
bracis-33575	222	14	,	,	PUNCT
bracis-33575	222	15	which	which	PRON
bracis-33575	222	16	is	be	AUX
bracis-33575	222	17	crucial	crucial	ADJ
bracis-33575	222	18	for	for	ADP
bracis-33575	222	19	clinical	clinical	ADJ
bracis-33575	222	20	applications	application	NOUN
bracis-33575	222	21	.	.	PUNCT
bracis-33575	223	1	while	while	SCONJ
bracis-33575	223	2	our	our	PRON
bracis-33575	223	3	research	research	NOUN
bracis-33575	223	4	utilizing	utilize	VERB
bracis-33575	223	5	a	a	DET
bracis-33575	223	6	bagging	bagging	NOUN
bracis-33575	223	7	strategy	strategy	NOUN
bracis-33575	223	8	with	with	ADP
bracis-33575	223	9	the	the	DET
bracis-33575	223	10	efficientnet	efficientnet	NOUN
bracis-33575	223	11	b3	b3	NOUN
bracis-33575	223	12	architecture	architecture	NOUN
bracis-33575	223	13	achieved	achieve	VERB
bracis-33575	223	14	impressive	impressive	ADJ
bracis-33575	223	15	precision	precision	NOUN
bracis-33575	223	16	,	,	PUNCT
bracis-33575	223	17	there	there	PRON
bracis-33575	223	18	are	be	VERB
bracis-33575	223	19	several	several	ADJ
bracis-33575	223	20	opportunities	opportunity	NOUN
bracis-33575	223	21	for	for	ADP
bracis-33575	223	22	enhancement	enhancement	NOUN
bracis-33575	223	23	.	.	PUNCT
bracis-33575	224	1	despite	despite	SCONJ
bracis-33575	224	2	the	the	DET
bracis-33575	224	3	substantial	substantial	ADJ
bracis-33575	224	4	size	size	NOUN
bracis-33575	224	5	of	of	ADP
bracis-33575	224	6	our	our	PRON
bracis-33575	224	7	dataset	dataset	NOUN
bracis-33575	224	8	,	,	PUNCT
bracis-33575	224	9	which	which	PRON
bracis-33575	224	10	includes	include	VERB
bracis-33575	224	11	48,100	48,100	NUM
bracis-33575	224	12	images	image	NOUN
bracis-33575	224	13	,	,	PUNCT
bracis-33575	224	14	further	further	ADJ
bracis-33575	224	15	diversification	diversification	NOUN
bracis-33575	224	16	of	of	ADP
bracis-33575	224	17	data	datum	NOUN
bracis-33575	224	18	sources	source	NOUN
bracis-33575	224	19	is	be	AUX
bracis-33575	224	20	essential	essential	ADJ
bracis-33575	224	21	to	to	PART
bracis-33575	224	22	improve	improve	VERB
bracis-33575	224	23	the	the	DET
bracis-33575	224	24	model	model	NOUN
bracis-33575	224	25	’s	’s	PART
bracis-33575	224	26	robustness	robustness	NOUN
bracis-33575	224	27	and	and	CCONJ
bracis-33575	224	28	its	its	PRON
bracis-33575	224	29	ability	ability	NOUN
bracis-33575	224	30	to	to	PART
bracis-33575	224	31	generalize	generalize	VERB
bracis-33575	224	32	across	across	ADP
bracis-33575	224	33	different	different	ADJ
bracis-33575	224	34	clinical	clinical	ADJ
bracis-33575	224	35	scenarios	scenario	NOUN
bracis-33575	224	36	.	.	PUNCT
bracis-33575	225	1	integrating	integrate	VERB
bracis-33575	225	2	generative	generative	ADJ
bracis-33575	225	3	networks	network	NOUN
bracis-33575	225	4	or	or	CCONJ
bracis-33575	225	5	large	large	ADJ
bracis-33575	225	6	vision	vision	NOUN
bracis-33575	225	7	models	model	NOUN
bracis-33575	225	8	(	(	PUNCT
bracis-33575	225	9	lvms	lvms	ADV
bracis-33575	225	10	)	)	PUNCT
bracis-33575	225	11	during	during	ADP
bracis-33575	225	12	the	the	DET
bracis-33575	225	13	transfer	transfer	NOUN
bracis-33575	225	14	learning	learning	NOUN
bracis-33575	225	15	stage	stage	NOUN
bracis-33575	225	16	could	could	AUX
bracis-33575	225	17	significantly	significantly	ADV
bracis-33575	225	18	enhance	enhance	VERB
bracis-33575	225	19	feature	feature	NOUN
bracis-33575	225	20	robustness	robustness	NOUN
bracis-33575	225	21	.	.	PUNCT
bracis-33575	226	1	additionally	additionally	ADV
bracis-33575	226	2	,	,	PUNCT
bracis-33575	226	3	employing	employ	VERB
bracis-33575	226	4	advanced	advanced	ADJ
bracis-33575	226	5	ensemble	ensemble	ADJ
bracis-33575	226	6	techniques	technique	NOUN
bracis-33575	226	7	such	such	ADJ
bracis-33575	226	8	as	as	ADP
bracis-33575	226	9	boosting	boost	VERB
bracis-33575	226	10	and	and	CCONJ
bracis-33575	226	11	stacking	stacking	NOUN
bracis-33575	226	12	may	may	AUX
bracis-33575	226	13	further	far	ADV
bracis-33575	226	14	refine	refine	VERB
bracis-33575	226	15	model	model	NOUN
bracis-33575	226	16	accuracy	accuracy	NOUN
bracis-33575	226	17	and	and	CCONJ
bracis-33575	226	18	adaptability	adaptability	NOUN
bracis-33575	226	19	.	.	PUNCT
bracis-33575	227	1	these	these	DET
bracis-33575	227	2	techniques	technique	NOUN
bracis-33575	227	3	focus	focus	VERB
bracis-33575	227	4	on	on	ADP
bracis-33575	227	5	improving	improve	VERB
bracis-33575	227	6	training	training	NOUN
bracis-33575	227	7	on	on	ADP
bracis-33575	227	8	challenging	challenging	ADJ
bracis-33575	227	9	instances	instance	NOUN
bracis-33575	227	10	and	and	CCONJ
bracis-33575	227	11	synthesizing	synthesize	VERB
bracis-33575	227	12	predictions	prediction	NOUN
bracis-33575	227	13	from	from	ADP
bracis-33575	227	14	diverse	diverse	ADJ
bracis-33575	227	15	models	model	NOUN
bracis-33575	227	16	,	,	PUNCT
bracis-33575	227	17	which	which	PRON
bracis-33575	227	18	could	could	AUX
bracis-33575	227	19	lead	lead	VERB
bracis-33575	227	20	to	to	ADP
bracis-33575	227	21	more	more	ADV
bracis-33575	227	22	precise	precise	ADJ
bracis-33575	227	23	and	and	CCONJ
bracis-33575	227	24	reliable	reliable	ADJ
bracis-33575	227	25	diagnostic	diagnostic	ADJ
bracis-33575	227	26	tools	tool	NOUN
bracis-33575	227	27	in	in	ADP
bracis-33575	227	28	medical	medical	ADJ
bracis-33575	227	29	imaging	imaging	NOUN
bracis-33575	227	30	.	.	PUNCT
bracis-33575	228	1	notes	note	VERB
bracis-33575	228	2	1.https://seer.cancer.gov/statfacts/html/amyl.html	1.https://seer.cancer.gov/statfacts/html/amyl.html	PROPN
bracis-33575	228	3	.	.	PUNCT
bracis-33575	229	1	2.https://www.htct.com.br/pt-leucemia-mieloide-aguda-perfil-clinico-epidemiologico-articulo-resumen-s253113792101018x	2.https://www.htct.com.br/pt-leucemia-mieloide-aguda-perfil-clinico-epidemiologico-articulo-resumen-s253113792101018x	X
bracis-33575	229	2	.	.	PUNCT
bracis-33575	230	1	references	reference	NOUN
bracis-33575	230	2	aftab	aftab	PROPN
bracis-33575	230	3	,	,	PUNCT
bracis-33575	230	4	m.o	m.o	PROPN
bracis-33575	230	5	.	.	PROPN
bracis-33575	230	6	,	,	PUNCT
bracis-33575	230	7	awan	awan	PROPN
bracis-33575	230	8	,	,	PUNCT
bracis-33575	230	9	m.j	m.j	PROPN
bracis-33575	230	10	.	.	PROPN
bracis-33575	230	11	,	,	PUNCT
bracis-33575	230	12	khalid	khalid	PROPN
bracis-33575	230	13	,	,	PUNCT
bracis-33575	230	14	s.	s.	PROPN
bracis-33575	230	15	,	,	PUNCT
bracis-33575	230	16	javed	javed	PROPN
bracis-33575	230	17	,	,	PUNCT
bracis-33575	230	18	r.	r.	PROPN
bracis-33575	230	19	,	,	PUNCT
bracis-33575	230	20	shabir	shabir	PROPN
bracis-33575	230	21	,	,	PUNCT
bracis-33575	230	22	h.	h.	PROPN
bracis-33575	230	23	:	:	PUNCT
bracis-33575	230	24	executing	execute	VERB
bracis-33575	230	25	spark	spark	NOUN
bracis-33575	230	26	bigdl	bigdl	NOUN
bracis-33575	230	27	for	for	ADP
bracis-33575	230	28	leukemia	leukemia	NOUN
bracis-33575	230	29	detection	detection	NOUN
bracis-33575	230	30	from	from	ADP
bracis-33575	230	31	microscopic	microscopic	ADJ
bracis-33575	230	32	images	image	NOUN
bracis-33575	230	33	using	use	VERB
bracis-33575	230	34	transfer	transfer	NOUN
bracis-33575	230	35	learning	learning	NOUN
bracis-33575	230	36	.	.	PUNCT
bracis-33575	231	1	in	in	ADP
bracis-33575	231	2	:	:	PUNCT
bracis-33575	231	3	2021	2021	NUM
bracis-33575	231	4	1st	1st	ADJ
bracis-33575	231	5	international	international	ADJ
bracis-33575	231	6	conference	conference	NOUN
bracis-33575	231	7	on	on	ADP
bracis-33575	231	8	artificial	artificial	ADJ
bracis-33575	231	9	intelligence	intelligence	NOUN
bracis-33575	231	10	and	and	CCONJ
bracis-33575	231	11	data	datum	NOUN
bracis-33575	231	12	analytics	analytic	NOUN
bracis-33575	231	13	(	(	PUNCT
bracis-33575	231	14	caida	caida	PROPN
bracis-33575	231	15	)	)	PUNCT
bracis-33575	231	16	.	.	PUNCT
bracis-33575	232	1	pp	pp	ADV
bracis-33575	232	2	.	.	PUNCT
bracis-33575	233	1	216–220	216–220	NUM
bracis-33575	233	2	.	.	PUNCT
bracis-33575	233	3	ieee	ieee	NOUN
bracis-33575	233	4	(	(	PUNCT
bracis-33575	233	5	2021	2021	NUM
bracis-33575	233	6	)	)	PUNCT
bracis-33575	233	7	google	google	NOUN
bracis-33575	233	8	scholar	scholar	NOUN
bracis-33575	233	9	  	  	SPACE
bracis-33575	233	10	ahmed	ahmed	PROPN
bracis-33575	233	11	,	,	PUNCT
bracis-33575	233	12	n.	n.	NOUN
bracis-33575	233	13	,	,	PUNCT
bracis-33575	233	14	yigit	yigit	PROPN
bracis-33575	233	15	,	,	PUNCT
bracis-33575	233	16	a.	a.	NOUN
bracis-33575	233	17	,	,	PUNCT
bracis-33575	233	18	isik	isik	NOUN
bracis-33575	233	19	,	,	PUNCT
bracis-33575	233	20	z.	z.	PROPN
bracis-33575	233	21	,	,	PUNCT
bracis-33575	233	22	alpkocak	alpkocak	PROPN
bracis-33575	233	23	,	,	PUNCT
bracis-33575	233	24	a.	a.	NOUN
bracis-33575	233	25	:	:	PUNCT
bracis-33575	233	26	identification	identification	NOUN
bracis-33575	233	27	of	of	ADP
bracis-33575	233	28	leukemia	leukemia	NOUN
bracis-33575	233	29	subtypes	subtype	NOUN
bracis-33575	233	30	from	from	ADP
bracis-33575	233	31	microscopic	microscopic	ADJ
bracis-33575	233	32	images	image	NOUN
bracis-33575	233	33	using	use	VERB
bracis-33575	233	34	convolutional	convolutional	ADJ
bracis-33575	233	35	neural	neural	ADJ
bracis-33575	233	36	network	network	NOUN
bracis-33575	233	37	.	.	PUNCT
bracis-33575	234	1	diagnostics	diagnostic	NOUN
bracis-33575	234	2	9(3	9(3	NUM
bracis-33575	234	3	)	)	PUNCT
bracis-33575	234	4	,	,	PUNCT
bracis-33575	234	5	104	104	NUM
bracis-33575	234	6	(	(	PUNCT
bracis-33575	234	7	2019	2019	NUM
bracis-33575	234	8	)	)	PUNCT
bracis-33575	234	9	article	article	NOUN
bracis-33575	234	10	  	  	SPACE
bracis-33575	234	11	google	google	PROPN
bracis-33575	234	12	scholar	scholar	NOUN
bracis-33575	234	13	  	  	SPACE
bracis-33575	234	14	biermann	biermann	NOUN
bracis-33575	234	15	,	,	PUNCT
bracis-33575	234	16	h.	h.	PROPN
bracis-33575	234	17	,	,	PUNCT
bracis-33575	234	18	pietz	pietz	VERB
bracis-33575	234	19	,	,	PUNCT
bracis-33575	234	20	b.	b.	PROPN
bracis-33575	234	21	,	,	PUNCT
bracis-33575	234	22	dreier	dreier	PROPN
bracis-33575	234	23	,	,	PUNCT
bracis-33575	234	24	r.	r.	PROPN
bracis-33575	234	25	,	,	PUNCT
bracis-33575	234	26	schmid	schmid	PROPN
bracis-33575	234	27	,	,	PUNCT
bracis-33575	234	28	k.w	k.w	PROPN
bracis-33575	234	29	.	.	PROPN
bracis-33575	234	30	,	,	PUNCT
bracis-33575	234	31	sorg	sorg	PROPN
bracis-33575	234	32	,	,	PUNCT
bracis-33575	234	33	c.	c.	PROPN
bracis-33575	234	34	,	,	PUNCT
bracis-33575	234	35	sunderkötter	sunderkötter	PROPN
bracis-33575	234	36	,	,	PUNCT
bracis-33575	234	37	c.	c.	NOUN
bracis-33575	234	38	:	:	PUNCT
bracis-33575	234	39	murine	murine	NOUN
bracis-33575	234	40	leukocytes	leukocyte	VERB
bracis-33575	234	41	with	with	ADP
bracis-33575	234	42	ring	ring	NOUN
bracis-33575	234	43	-	-	PUNCT
bracis-33575	234	44	shaped	shape	VERB
bracis-33575	234	45	nuclei	nucleus	NOUN
bracis-33575	234	46	include	include	VERB
bracis-33575	234	47	granulocytes	granulocyte	NOUN
bracis-33575	234	48	,	,	PUNCT
bracis-33575	234	49	monocytes	monocyte	NOUN
bracis-33575	234	50	,	,	PUNCT
bracis-33575	234	51	and	and	CCONJ
bracis-33575	234	52	their	their	PRON
bracis-33575	234	53	precursors	precursor	NOUN
bracis-33575	234	54	.	.	PUNCT
bracis-33575	235	1	j.	j.	PROPN
bracis-33575	235	2	leukoc	leukoc	PROPN
bracis-33575	235	3	.	.	PUNCT
bracis-33575	236	1	biol	biol	PROPN
bracis-33575	236	2	.	.	PUNCT
bracis-33575	237	1	65(2	65(2	NOUN
bracis-33575	237	2	)	)	PUNCT
bracis-33575	237	3	,	,	PUNCT
bracis-33575	237	4	217–231	217–231	NUM
bracis-33575	237	5	(	(	PUNCT
bracis-33575	237	6	1999	1999	NUM
bracis-33575	237	7	)	)	PUNCT
bracis-33575	237	8	article	article	NOUN
bracis-33575	237	9	  	  	SPACE
bracis-33575	237	10	google	google	PROPN
bracis-33575	237	11	scholar	scholar	NOUN
bracis-33575	237	12	  	  	SPACE
bracis-33575	237	13	boldú	boldú	PROPN
bracis-33575	237	14	,	,	PUNCT
bracis-33575	237	15	l.	l.	PROPN
bracis-33575	237	16	,	,	PUNCT
bracis-33575	237	17	merino	merino	PROPN
bracis-33575	237	18	,	,	PUNCT
bracis-33575	237	19	a.	a.	NOUN
bracis-33575	237	20	,	,	PUNCT
bracis-33575	237	21	acevedo	acevedo	PROPN
bracis-33575	237	22	,	,	PUNCT
bracis-33575	237	23	a.	a.	PROPN
bracis-33575	237	24	,	,	PUNCT
bracis-33575	237	25	molina	molina	PROPN
bracis-33575	237	26	,	,	PUNCT
bracis-33575	237	27	a.	a.	NOUN
bracis-33575	237	28	,	,	PUNCT
bracis-33575	237	29	rodellar	rodellar	ADJ
bracis-33575	237	30	,	,	PUNCT
bracis-33575	237	31	j.	j.	PROPN
bracis-33575	237	32	:	:	PUNCT
bracis-33575	237	33	a	a	DET
bracis-33575	237	34	deep	deep	ADJ
bracis-33575	237	35	learning	learning	NOUN
bracis-33575	237	36	model	model	NOUN
bracis-33575	237	37	(	(	PUNCT
bracis-33575	237	38	alnet	alnet	NOUN
bracis-33575	237	39	)	)	PUNCT
bracis-33575	237	40	for	for	ADP
bracis-33575	237	41	the	the	DET
bracis-33575	237	42	diagnosis	diagnosis	NOUN
bracis-33575	237	43	of	of	ADP
bracis-33575	237	44	acute	acute	ADJ
bracis-33575	237	45	leukaemia	leukaemia	NOUN
bracis-33575	237	46	lineage	lineage	NOUN
bracis-33575	237	47	using	use	VERB
bracis-33575	237	48	peripheral	peripheral	ADJ
bracis-33575	237	49	blood	blood	NOUN
bracis-33575	237	50	cell	cell	NOUN
bracis-33575	237	51	images	image	NOUN
bracis-33575	237	52	.	.	PUNCT
bracis-33575	238	1	comput	comput	NOUN
bracis-33575	238	2	.	.	PUNCT
bracis-33575	239	1	methods	method	NOUN
bracis-33575	239	2	programs	program	NOUN
bracis-33575	239	3	biomed	biome	VERB
bracis-33575	239	4	.	.	PUNCT
bracis-33575	240	1	202	202	NUM
bracis-33575	240	2	,	,	PUNCT
bracis-33575	240	3	105999	105999	NUM
bracis-33575	240	4	(	(	PUNCT
bracis-33575	240	5	2021	2021	NUM
bracis-33575	240	6	)	)	PUNCT
bracis-33575	240	7	article	article	NOUN
bracis-33575	240	8	  	  	SPACE
bracis-33575	240	9	google	google	PROPN
bracis-33575	240	10	scholar	scholar	NOUN
bracis-33575	240	11	  	  	SPACE
bracis-33575	240	12	claro	claro	NOUN
bracis-33575	240	13	,	,	PUNCT
bracis-33575	240	14	m.	m.	NOUN
bracis-33575	240	15	,	,	PUNCT
bracis-33575	240	16	vogado	vogado	NOUN
bracis-33575	240	17	,	,	PUNCT
bracis-33575	240	18	l.	l.	PROPN
bracis-33575	240	19	,	,	PUNCT
bracis-33575	240	20	veras	veras	PROPN
bracis-33575	240	21	,	,	PUNCT
bracis-33575	240	22	r.	r.	PROPN
bracis-33575	240	23	,	,	PUNCT
bracis-33575	240	24	santana	santana	PROPN
bracis-33575	240	25	,	,	PUNCT
bracis-33575	240	26	a.	a.	PROPN
bracis-33575	240	27	,	,	PUNCT
bracis-33575	240	28	tavares	tavare	NOUN
bracis-33575	240	29	,	,	PUNCT
bracis-33575	240	30	j.	j.	PROPN
bracis-33575	240	31	,	,	PUNCT
bracis-33575	240	32	santos	santos	PROPN
bracis-33575	240	33	,	,	PUNCT
bracis-33575	240	34	j.	j.	PROPN
bracis-33575	240	35	,	,	PUNCT
bracis-33575	240	36	machado	machado	PROPN
bracis-33575	240	37	,	,	PUNCT
bracis-33575	240	38	v.	v.	ADJ
bracis-33575	240	39	:	:	PUNCT
bracis-33575	240	40	convolution	convolution	NOUN
bracis-33575	240	41	neural	neural	ADJ
bracis-33575	240	42	network	network	NOUN
bracis-33575	240	43	models	model	NOUN
bracis-33575	240	44	for	for	ADP
bracis-33575	240	45	acute	acute	ADJ
bracis-33575	240	46	leukemia	leukemia	NOUN
bracis-33575	240	47	diagnosis	diagnosis	NOUN
bracis-33575	240	48	.	.	PUNCT
bracis-33575	241	1	in	in	ADP
bracis-33575	241	2	:	:	PUNCT
bracis-33575	241	3	2020	2020	NUM
bracis-33575	241	4	international	international	ADJ
bracis-33575	241	5	conference	conference	NOUN
bracis-33575	241	6	on	on	ADP
bracis-33575	241	7	systems	system	NOUN
bracis-33575	241	8	,	,	PUNCT
bracis-33575	241	9	signals	signal	NOUN
bracis-33575	241	10	and	and	CCONJ
bracis-33575	241	11	image	image	NOUN
bracis-33575	241	12	processing	processing	NOUN
bracis-33575	241	13	(	(	PUNCT
bracis-33575	241	14	iwssip	iwssip	NOUN
bracis-33575	241	15	)	)	PUNCT
bracis-33575	241	16	.	.	PUNCT
bracis-33575	242	1	pp	pp	ADV
bracis-33575	242	2	.	.	PUNCT
bracis-33575	243	1	63–68	63–68	NUM
bracis-33575	243	2	.	.	PUNCT
bracis-33575	244	1	ieee	ieee	NOUN
bracis-33575	244	2	(	(	PUNCT
bracis-33575	244	3	2020	2020	NUM
bracis-33575	244	4	)	)	PUNCT
bracis-33575	244	5	google	google	PROPN
bracis-33575	244	6	scholar	scholar	NOUN
bracis-33575	244	7	  	  	SPACE
bracis-33575	244	8	dasarathy	dasarathy	PROPN
bracis-33575	244	9	,	,	PUNCT
bracis-33575	244	10	b.v	b.v	PROPN
bracis-33575	244	11	.	.	PROPN
bracis-33575	244	12	,	,	PUNCT
bracis-33575	244	13	sheela	sheela	PROPN
bracis-33575	244	14	,	,	PUNCT
bracis-33575	244	15	b.v	b.v	PROPN
bracis-33575	244	16	.	.	PROPN
bracis-33575	244	17	:	:	PUNCT
bracis-33575	244	18	a	a	DET
bracis-33575	244	19	composite	composite	ADJ
bracis-33575	244	20	classifier	classifier	NOUN
bracis-33575	244	21	system	system	NOUN
bracis-33575	244	22	design	design	NOUN
bracis-33575	244	23	:	:	PUNCT
bracis-33575	244	24	concepts	concept	NOUN
bracis-33575	244	25	and	and	CCONJ
bracis-33575	244	26	methodology	methodology	NOUN
bracis-33575	244	27	.	.	PUNCT
bracis-33575	245	1	proc	proc	NOUN
bracis-33575	245	2	.	.	PUNCT
bracis-33575	246	1	ieee	ieee	PROPN
bracis-33575	246	2	67(5	67(5	NOUN
bracis-33575	246	3	)	)	PUNCT
bracis-33575	246	4	,	,	PUNCT
bracis-33575	246	5	708–713	708–713	NUM
bracis-33575	246	6	(	(	PUNCT
bracis-33575	246	7	1979	1979	NUM
bracis-33575	246	8	)	)	PUNCT
bracis-33575	246	9	article	article	NOUN
bracis-33575	246	10	  	  	SPACE
bracis-33575	246	11	math	math	NOUN
bracis-33575	246	12	  	  	SPACE
bracis-33575	246	13	google	google	PROPN
bracis-33575	246	14	scholar	scholar	NOUN
bracis-33575	246	15	  	  	SPACE
bracis-33575	246	16	dasariraju	dasariraju	NOUN
bracis-33575	246	17	,	,	PUNCT
bracis-33575	246	18	s.	s.	PROPN
bracis-33575	246	19	,	,	PUNCT
bracis-33575	246	20	huo	huo	PROPN
bracis-33575	246	21	,	,	PUNCT
bracis-33575	246	22	m.	m.	NOUN
bracis-33575	246	23	,	,	PUNCT
bracis-33575	246	24	mccalla	mccalla	NOUN
bracis-33575	246	25	,	,	PUNCT
bracis-33575	246	26	s.	s.	PROPN
bracis-33575	246	27	:	:	PUNCT
bracis-33575	246	28	detection	detection	NOUN
bracis-33575	246	29	and	and	CCONJ
bracis-33575	246	30	classification	classification	NOUN
bracis-33575	246	31	of	of	ADP
bracis-33575	246	32	immature	immature	ADJ
bracis-33575	246	33	leukocytes	leukocyte	NOUN
bracis-33575	246	34	for	for	ADP
bracis-33575	246	35	diagnosis	diagnosis	NOUN
bracis-33575	246	36	of	of	ADP
bracis-33575	246	37	acute	acute	ADJ
bracis-33575	246	38	myeloid	myeloid	NOUN
bracis-33575	246	39	leukemia	leukemia	NOUN
bracis-33575	246	40	using	use	VERB
bracis-33575	246	41	random	random	ADJ
bracis-33575	246	42	forest	forest	NOUN
bracis-33575	246	43	algorithm	algorithm	NOUN
bracis-33575	246	44	.	.	PUNCT
bracis-33575	247	1	bioengineering	bioengineere	VERB
bracis-33575	247	2	7(4	7(4	NUM
bracis-33575	247	3	)	)	PUNCT
bracis-33575	247	4	,	,	PUNCT
bracis-33575	247	5	120	120	NUM
bracis-33575	247	6	(	(	PUNCT
bracis-33575	247	7	2020	2020	NUM
bracis-33575	247	8	)	)	PUNCT
bracis-33575	247	9	article	article	NOUN
bracis-33575	247	10	  	  	SPACE
bracis-33575	247	11	math	math	NOUN
bracis-33575	247	12	  	  	SPACE
bracis-33575	247	13	google	google	PROPN
bracis-33575	247	14	scholar	scholar	NOUN
bracis-33575	247	15	  	  	SPACE
bracis-33575	247	16	dietterich	dietterich	PROPN
bracis-33575	247	17	,	,	PUNCT
bracis-33575	247	18	t.g	t.g	PROPN
bracis-33575	247	19	.	.	PROPN
bracis-33575	247	20	:	:	PUNCT
bracis-33575	247	21	ensemble	ensemble	ADJ
bracis-33575	247	22	methods	method	NOUN
bracis-33575	247	23	in	in	ADP
bracis-33575	247	24	machine	machine	NOUN
bracis-33575	247	25	learning	learning	NOUN
bracis-33575	247	26	.	.	PUNCT
bracis-33575	248	1	in	in	ADP
bracis-33575	248	2	:	:	PUNCT
bracis-33575	248	3	international	international	ADJ
bracis-33575	248	4	workshop	workshop	NOUN
bracis-33575	248	5	on	on	ADP
bracis-33575	248	6	multiple	multiple	ADJ
bracis-33575	248	7	classifier	classifier	NOUN
bracis-33575	248	8	systems	system	NOUN
bracis-33575	248	9	.	.	PUNCT
bracis-33575	249	1	pp	pp	ADJ
bracis-33575	249	2	.	.	PUNCT
bracis-33575	250	1	1–15	1–15	NUM
bracis-33575	250	2	.	.	PUNCT
bracis-33575	251	1	springer	springer	NOUN
bracis-33575	251	2	(	(	PUNCT
bracis-33575	251	3	2000	2000	NUM
bracis-33575	251	4	)	)	PUNCT
bracis-33575	251	5	google	google	PROPN
bracis-33575	251	6	scholar	scholar	NOUN
bracis-33575	251	7	  	  	SPACE
bracis-33575	251	8	khan	khan	PROPN
bracis-33575	251	9	,	,	PUNCT
bracis-33575	251	10	f.h	f.h	PROPN
bracis-33575	251	11	.	.	PROPN
bracis-33575	251	12	,	,	PUNCT
bracis-33575	251	13	saadeh	saadeh	PROPN
bracis-33575	251	14	,	,	PUNCT
bracis-33575	251	15	w.	w.	PROPN
bracis-33575	251	16	:	:	PUNCT
bracis-33575	251	17	an	an	DET
bracis-33575	251	18	eeg	eeg	NOUN
bracis-33575	251	19	-	-	PUNCT
bracis-33575	251	20	based	base	VERB
bracis-33575	251	21	hypnotic	hypnotic	ADJ
bracis-33575	251	22	state	state	NOUN
bracis-33575	251	23	monitor	monitor	NOUN
bracis-33575	251	24	for	for	ADP
bracis-33575	251	25	patients	patient	NOUN
bracis-33575	251	26	during	during	ADP
bracis-33575	251	27	general	general	ADJ
bracis-33575	251	28	anesthesia	anesthesia	PROPN
bracis-33575	251	29	.	.	PUNCT
bracis-33575	252	1	ieee	ieee	NOUN
bracis-33575	252	2	transactions	transaction	NOUN
bracis-33575	252	3	on	on	ADP
bracis-33575	252	4	very	very	ADV
bracis-33575	252	5	large	large	ADJ
bracis-33575	252	6	scale	scale	NOUN
bracis-33575	252	7	integration	integration	NOUN
bracis-33575	252	8	(	(	PUNCT
bracis-33575	252	9	vlsi	vlsi	PROPN
bracis-33575	252	10	)	)	PUNCT
bracis-33575	252	11	systems	system	NOUN
bracis-33575	252	12	29(5	29(5	NUM
bracis-33575	252	13	)	)	PUNCT
bracis-33575	252	14	,	,	PUNCT
bracis-33575	252	15	950–961	950–961	PROPN
bracis-33575	252	16	(	(	PUNCT
bracis-33575	252	17	2021	2021	NUM
bracis-33575	252	18	)	)	PUNCT
bracis-33575	252	19	google	google	NOUN
bracis-33575	252	20	scholar	scholar	NOUN
bracis-33575	252	21	  	  	SPACE
bracis-33575	252	22	khanam	khanam	NOUN
bracis-33575	252	23	,	,	PUNCT
bracis-33575	252	24	a.s	a.s	PROPN
bracis-33575	252	25	.	.	PROPN
bracis-33575	252	26	,	,	PUNCT
bracis-33575	252	27	khan	khan	PROPN
bracis-33575	252	28	,	,	PUNCT
bracis-33575	252	29	m.h	m.h	PROPN
bracis-33575	252	30	.	.	PROPN
bracis-33575	252	31	,	,	PUNCT
bracis-33575	252	32	tabassum	tabassum	PROPN
bracis-33575	252	33	,	,	PUNCT
bracis-33575	252	34	f.	f.	PROPN
bracis-33575	252	35	,	,	PUNCT
bracis-33575	252	36	ripa	ripa	PROPN
bracis-33575	252	37	,	,	PUNCT
bracis-33575	252	38	t.a	t.a	PROPN
bracis-33575	252	39	.	.	PROPN
bracis-33575	252	40	,	,	PUNCT
bracis-33575	252	41	jabid	jabid	PROPN
bracis-33575	252	42	,	,	PUNCT
bracis-33575	252	43	t.	t.	PROPN
bracis-33575	252	44	,	,	PUNCT
bracis-33575	252	45	ali	ali	PROPN
bracis-33575	252	46	,	,	PUNCT
bracis-33575	252	47	m.s	m.s	PROPN
bracis-33575	252	48	.	.	PROPN
bracis-33575	252	49	,	,	PUNCT
bracis-33575	252	50	islam	islam	PROPN
bracis-33575	252	51	,	,	PUNCT
bracis-33575	252	52	m.	m.	NOUN
bracis-33575	252	53	,	,	PUNCT
bracis-33575	252	54	ovi	ovi	PROPN
bracis-33575	252	55	,	,	PUNCT
bracis-33575	252	56	j.a	j.a	PROPN
bracis-33575	252	57	.	.	PROPN
bracis-33575	252	58	,	,	PUNCT
bracis-33575	252	59	hasan	hasan	PROPN
bracis-33575	252	60	,	,	PUNCT
bracis-33575	252	61	m.	m.	NOUN
bracis-33575	252	62	:	:	PUNCT
bracis-33575	252	63	classification	classification	NOUN
bracis-33575	252	64	of	of	ADP
bracis-33575	252	65	acute	acute	ADJ
bracis-33575	252	66	myeloid	myeloid	NOUN
bracis-33575	252	67	leukemia	leukemia	NOUN
bracis-33575	252	68	using	use	VERB
bracis-33575	252	69	convolutional	convolutional	ADJ
bracis-33575	252	70	neural	neural	ADJ
bracis-33575	252	71	network	network	NOUN
bracis-33575	252	72	(	(	PUNCT
bracis-33575	252	73	2023	2023	NUM
bracis-33575	252	74	)	)	PUNCT
bracis-33575	252	75	google	google	NOUN
bracis-33575	252	76	scholar	scholar	NOUN
bracis-33575	252	77	  	  	SPACE
bracis-33575	252	78	kornblith	kornblith	NOUN
bracis-33575	252	79	,	,	PUNCT
bracis-33575	252	80	s.	s.	PROPN
bracis-33575	252	81	,	,	PUNCT
bracis-33575	252	82	shlens	shlens	PROPN
bracis-33575	252	83	,	,	PUNCT
bracis-33575	252	84	j.	j.	PROPN
bracis-33575	252	85	,	,	PUNCT
bracis-33575	252	86	le	le	PROPN
bracis-33575	252	87	,	,	PUNCT
bracis-33575	252	88	q.v	q.v	PROPN
bracis-33575	252	89	.	.	PROPN
bracis-33575	252	90	:	:	PUNCT
bracis-33575	253	1	do	do	AUX
bracis-33575	253	2	better	well	ADJ
bracis-33575	253	3	imagenet	imagenet	NOUN
bracis-33575	253	4	models	model	NOUN
bracis-33575	253	5	transfer	transfer	VERB
bracis-33575	253	6	better	well	ADV
bracis-33575	253	7	?	?	PUNCT
bracis-33575	254	1	in	in	ADP
bracis-33575	254	2	:	:	PUNCT
bracis-33575	254	3	proceedings	proceeding	NOUN
bracis-33575	254	4	of	of	ADP
bracis-33575	254	5	the	the	DET
bracis-33575	254	6	ieee	ieee	NOUN
bracis-33575	254	7	/	/	SYM
bracis-33575	254	8	cvf	cvf	NOUN
bracis-33575	254	9	conference	conference	NOUN
bracis-33575	254	10	on	on	ADP
bracis-33575	254	11	computer	computer	NOUN
bracis-33575	254	12	vision	vision	NOUN
bracis-33575	254	13	and	and	CCONJ
bracis-33575	254	14	pattern	pattern	NOUN
bracis-33575	254	15	recognition	recognition	NOUN
bracis-33575	254	16	.	.	PUNCT
bracis-33575	255	1	pp	pp	ADV
bracis-33575	255	2	.	.	PUNCT
bracis-33575	256	1	2661–2671	2661–2671	NUM
bracis-33575	256	2	(	(	PUNCT
bracis-33575	256	3	2019	2019	NUM
bracis-33575	256	4	)	)	PUNCT
bracis-33575	256	5	google	google	PROPN
bracis-33575	256	6	scholar	scholar	NOUN
bracis-33575	256	7	  	  	SPACE
bracis-33575	256	8	kuncheva	kuncheva	PROPN
bracis-33575	256	9	,	,	PUNCT
bracis-33575	256	10	l.i	l.i	PROPN
bracis-33575	256	11	.	.	PROPN
bracis-33575	256	12	:	:	PUNCT
bracis-33575	256	13	combining	combine	VERB
bracis-33575	256	14	pattern	pattern	NOUN
bracis-33575	256	15	classifiers	classifier	NOUN
bracis-33575	256	16	:	:	PUNCT
bracis-33575	256	17	methods	method	NOUN
bracis-33575	256	18	and	and	CCONJ
bracis-33575	256	19	algorithms	algorithm	NOUN
bracis-33575	256	20	.	.	PUNCT
bracis-33575	257	1	john	john	PROPN
bracis-33575	257	2	wiley	wiley	PROPN
bracis-33575	257	3	&	&	CCONJ
bracis-33575	257	4	sons	sons	PROPN
bracis-33575	257	5	(	(	PUNCT
bracis-33575	257	6	2014	2014	NUM
bracis-33575	257	7	)	)	PUNCT
bracis-33575	257	8	google	google	PROPN
bracis-33575	257	9	scholar	scholar	NOUN
bracis-33575	257	10	  	  	SPACE
bracis-33575	257	11	landis	landis	PROPN
bracis-33575	257	12	,	,	PUNCT
bracis-33575	257	13	j.r	j.r	PROPN
bracis-33575	257	14	.	.	PROPN
bracis-33575	257	15	,	,	PUNCT
bracis-33575	257	16	koch	koch	PROPN
bracis-33575	257	17	,	,	PUNCT
bracis-33575	257	18	g.g	g.g	PROPN
bracis-33575	257	19	.	.	PROPN
bracis-33575	257	20	:	:	PUNCT
bracis-33575	258	1	the	the	DET
bracis-33575	258	2	measurement	measurement	NOUN
bracis-33575	258	3	of	of	ADP
bracis-33575	258	4	observer	observer	NOUN
bracis-33575	258	5	agreement	agreement	NOUN
bracis-33575	258	6	for	for	ADP
bracis-33575	258	7	categorical	categorical	ADJ
bracis-33575	258	8	data	datum	NOUN
bracis-33575	258	9	.	.	PUNCT
bracis-33575	259	1	biometrics	biometrics	PROPN
bracis-33575	259	2	33(1	33(1	NUM
bracis-33575	259	3	)	)	PUNCT
bracis-33575	259	4	,	,	PUNCT
bracis-33575	259	5	159–174	159–174	NUM
bracis-33575	259	6	(	(	PUNCT
bracis-33575	259	7	1977	1977	NUM
bracis-33575	259	8	)	)	PUNCT
bracis-33575	259	9	article	article	NOUN
bracis-33575	259	10	  	  	SPACE
bracis-33575	259	11	math	math	NOUN
bracis-33575	259	12	  	  	SPACE
bracis-33575	259	13	google	google	PROPN
bracis-33575	259	14	scholar	scholar	NOUN
bracis-33575	259	15	  	  	SPACE
bracis-33575	259	16	matek	matek	PROPN
bracis-33575	259	17	,	,	PUNCT
bracis-33575	259	18	c.	c.	PROPN
bracis-33575	259	19	,	,	PUNCT
bracis-33575	259	20	schwarz	schwarz	PROPN
bracis-33575	259	21	,	,	PUNCT
bracis-33575	259	22	s.	s.	PROPN
bracis-33575	259	23	,	,	PUNCT
bracis-33575	259	24	spiekermann	spiekermann	PROPN
bracis-33575	259	25	,	,	PUNCT
bracis-33575	259	26	k.	k.	PROPN
bracis-33575	259	27	,	,	PUNCT
bracis-33575	259	28	marr	marr	PROPN
bracis-33575	259	29	,	,	PUNCT
bracis-33575	259	30	c.	c.	NOUN
bracis-33575	259	31	:	:	PUNCT
bracis-33575	259	32	human	human	ADJ
bracis-33575	259	33	-	-	PUNCT
bracis-33575	259	34	level	level	NOUN
bracis-33575	259	35	recognition	recognition	NOUN
bracis-33575	259	36	of	of	ADP
bracis-33575	259	37	blast	blast	NOUN
bracis-33575	259	38	cells	cell	NOUN
bracis-33575	259	39	in	in	ADP
bracis-33575	259	40	acute	acute	ADJ
bracis-33575	259	41	myeloid	myeloid	NOUN
bracis-33575	259	42	leukaemia	leukaemia	NOUN
bracis-33575	259	43	with	with	ADP
bracis-33575	259	44	convolutional	convolutional	ADJ
bracis-33575	259	45	neural	neural	ADJ
bracis-33575	259	46	networks	network	NOUN
bracis-33575	259	47	.	.	PUNCT
bracis-33575	260	1	nature	nature	NOUN
bracis-33575	260	2	machine	machine	NOUN
bracis-33575	260	3	intelligence	intelligence	PROPN
bracis-33575	260	4	1(11	1(11	NUM
bracis-33575	260	5	)	)	PUNCT
bracis-33575	260	6	,	,	PUNCT
bracis-33575	260	7	538–544	538–544	NUM
bracis-33575	260	8	(	(	PUNCT
bracis-33575	260	9	2019	2019	NUM
bracis-33575	260	10	)	)	PUNCT
bracis-33575	260	11	article	article	NOUN
bracis-33575	260	12	  	  	SPACE
bracis-33575	260	13	google	google	PROPN
bracis-33575	260	14	scholar	scholar	NOUN
bracis-33575	260	15	  	  	SPACE
bracis-33575	260	16	mrozek	mrozek	NOUN
bracis-33575	260	17	,	,	PUNCT
bracis-33575	260	18	k.	k.	PROPN
bracis-33575	260	19	,	,	PUNCT
bracis-33575	260	20	heerema	heerema	PROPN
bracis-33575	260	21	,	,	PUNCT
bracis-33575	260	22	n.a	n.a	PROPN
bracis-33575	260	23	.	.	PROPN
bracis-33575	260	24	,	,	PUNCT
bracis-33575	260	25	bloomfield	bloomfield	PROPN
bracis-33575	260	26	,	,	PUNCT
bracis-33575	260	27	c.d	c.d	PROPN
bracis-33575	260	28	.	.	PROPN
bracis-33575	260	29	:	:	PUNCT
bracis-33575	260	30	cytogenetics	cytogenetic	NOUN
bracis-33575	260	31	in	in	ADP
bracis-33575	260	32	acute	acute	ADJ
bracis-33575	260	33	leukemia	leukemia	NOUN
bracis-33575	260	34	.	.	PUNCT
bracis-33575	261	1	blood	blood	NOUN
bracis-33575	261	2	rev	rev	VERB
bracis-33575	261	3	.	.	PROPN
bracis-33575	261	4	18(2	18(2	NUM
bracis-33575	261	5	)	)	PUNCT
bracis-33575	261	6	,	,	PUNCT
bracis-33575	261	7	115–136	115–136	NUM
bracis-33575	261	8	(	(	PUNCT
bracis-33575	261	9	2004	2004	NUM
bracis-33575	261	10	)	)	PUNCT
bracis-33575	261	11	article	article	NOUN
bracis-33575	261	12	  	  	SPACE
bracis-33575	261	13	math	math	NOUN
bracis-33575	261	14	  	  	SPACE
bracis-33575	261	15	google	google	PROPN
bracis-33575	261	16	scholar	scholar	NOUN
bracis-33575	261	17	  	  	SPACE
bracis-33575	261	18	nascimento	nascimento	PROPN
bracis-33575	261	19	,	,	PUNCT
bracis-33575	261	20	m.d.l.p	m.d.l.p	PROPN
bracis-33575	261	21	.	.	PROPN
bracis-33575	261	22	:	:	PUNCT
bracis-33575	261	23	a	a	DET
bracis-33575	261	24	interação	interação	PROPN
bracis-33575	261	25	entre	entre	PROPN
bracis-33575	261	26	as	as	ADP
bracis-33575	261	27	células	células	PROPN
bracis-33575	261	28	hematológicas	hematológicas	PROPN
bracis-33575	261	29	durante	durante	PROPN
bracis-33575	261	30	as	as	ADP
bracis-33575	261	31	suas	suas	PROPN
bracis-33575	261	32	atividades	atividades	PROPN
bracis-33575	261	33	.	.	PUNCT
bracis-33575	262	1	concluído	concluído	PROPN
bracis-33575	262	2	em	em	PRON
bracis-33575	262	3	(	(	PUNCT
bracis-33575	262	4	2017	2017	NUM
bracis-33575	262	5	)	)	PUNCT
bracis-33575	262	6	google	google	NOUN
bracis-33575	262	7	scholar	scholar	NOUN
bracis-33575	262	8	  	  	SPACE
bracis-33575	262	9	nguyen	nguyen	NOUN
bracis-33575	262	10	,	,	PUNCT
bracis-33575	262	11	t.t	t.t	PROPN
bracis-33575	262	12	.	.	PROPN
bracis-33575	262	13	,	,	PUNCT
bracis-33575	262	14	pham	pham	PROPN
bracis-33575	262	15	,	,	PUNCT
bracis-33575	262	16	x.c	x.c	PROPN
bracis-33575	262	17	.	.	PROPN
bracis-33575	262	18	,	,	PUNCT
bracis-33575	262	19	liew	liew	PROPN
bracis-33575	262	20	,	,	PUNCT
bracis-33575	262	21	a.w.c	a.w.c	VERB
bracis-33575	262	22	.	.	PROPN
bracis-33575	262	23	,	,	PUNCT
bracis-33575	262	24	pedrycz	pedrycz	NOUN
bracis-33575	262	25	,	,	PUNCT
bracis-33575	262	26	w.	w.	NOUN
bracis-33575	262	27	:	:	PUNCT
bracis-33575	262	28	aggregation	aggregation	NOUN
bracis-33575	262	29	of	of	ADP
bracis-33575	262	30	classifiers	classifier	NOUN
bracis-33575	262	31	:	:	PUNCT
bracis-33575	262	32	a	a	DET
bracis-33575	262	33	justifiable	justifiable	ADJ
bracis-33575	262	34	information	information	NOUN
bracis-33575	262	35	granularity	granularity	NOUN
bracis-33575	262	36	approach	approach	NOUN
bracis-33575	262	37	.	.	PUNCT
bracis-33575	263	1	ieee	ieee	NOUN
bracis-33575	263	2	transactions	transaction	NOUN
bracis-33575	263	3	on	on	ADP
bracis-33575	263	4	cybernetics	cybernetic	NOUN
bracis-33575	263	5	49(6	49(6	NUM
bracis-33575	263	6	)	)	PUNCT
bracis-33575	263	7	,	,	PUNCT
bracis-33575	263	8	2168–2177	2168–2177	NUM
bracis-33575	263	9	(	(	PUNCT
bracis-33575	263	10	2019	2019	NUM
bracis-33575	263	11	)	)	PUNCT
bracis-33575	263	12	article	article	NOUN
bracis-33575	263	13	  	  	SPACE
bracis-33575	263	14	math	math	NOUN
bracis-33575	263	15	  	  	SPACE
bracis-33575	263	16	google	google	PROPN
bracis-33575	263	17	scholar	scholar	NOUN
bracis-33575	263	18	  	  	SPACE
bracis-33575	263	19	rahman	rahman	PROPN
bracis-33575	263	20	,	,	PUNCT
bracis-33575	263	21	j.f	j.f	PROPN
bracis-33575	263	22	.	.	PROPN
bracis-33575	263	23	,	,	PUNCT
bracis-33575	263	24	ahmad	ahmad	PROPN
bracis-33575	263	25	,	,	PUNCT
bracis-33575	263	26	m.	m.	NOUN
bracis-33575	263	27	:	:	PUNCT
bracis-33575	263	28	detection	detection	NOUN
bracis-33575	263	29	of	of	ADP
bracis-33575	263	30	acute	acute	ADJ
bracis-33575	263	31	myeloid	myeloid	NOUN
bracis-33575	263	32	leukemia	leukemia	NOUN
bracis-33575	263	33	from	from	ADP
bracis-33575	263	34	peripheral	peripheral	ADJ
bracis-33575	263	35	blood	blood	NOUN
bracis-33575	263	36	smear	smear	NOUN
bracis-33575	263	37	images	image	NOUN
bracis-33575	263	38	using	use	VERB
bracis-33575	263	39	transfer	transfer	NOUN
bracis-33575	263	40	learning	learning	NOUN
bracis-33575	263	41	in	in	ADP
bracis-33575	263	42	modified	modify	VERB
bracis-33575	263	43	cnn	cnn	PROPN
bracis-33575	263	44	architectures	architecture	NOUN
bracis-33575	263	45	.	.	PUNCT
bracis-33575	264	1	in	in	ADP
bracis-33575	264	2	:	:	PUNCT
bracis-33575	264	3	proceedings	proceeding	NOUN
bracis-33575	264	4	of	of	ADP
bracis-33575	264	5	international	international	ADJ
bracis-33575	264	6	conference	conference	NOUN
bracis-33575	264	7	on	on	ADP
bracis-33575	264	8	information	information	NOUN
bracis-33575	264	9	and	and	CCONJ
bracis-33575	264	10	communication	communication	NOUN
bracis-33575	264	11	technology	technology	NOUN
bracis-33575	264	12	for	for	ADP
bracis-33575	264	13	development	development	NOUN
bracis-33575	264	14	:	:	PUNCT
bracis-33575	264	15	icictd	icictd	VERB
bracis-33575	264	16	2022	2022	NUM
bracis-33575	264	17	.	.	PUNCT
bracis-33575	265	1	pp	pp	ADV
bracis-33575	265	2	.	.	PUNCT
bracis-33575	266	1	447–459	447–459	NUM
bracis-33575	266	2	.	.	PUNCT
bracis-33575	266	3	springer	springer	NOUN
bracis-33575	266	4	(	(	PUNCT
bracis-33575	266	5	2023	2023	NUM
bracis-33575	266	6	)	)	PUNCT
bracis-33575	266	7	google	google	PROPN
bracis-33575	266	8	scholar	scholar	NOUN
bracis-33575	266	9	  	  	SPACE
bracis-33575	266	10	sadek	sadek	PROPN
bracis-33575	266	11	,	,	PUNCT
bracis-33575	266	12	n.a	n.a	PROPN
bracis-33575	266	13	.	.	PROPN
bracis-33575	266	14	,	,	PUNCT
bracis-33575	266	15	abd	abd	PROPN
bracis-33575	266	16	-	-	PUNCT
bracis-33575	266	17	eltawab	eltawab	PROPN
bracis-33575	266	18	,	,	PUNCT
bracis-33575	266	19	s.m	s.m	PROPN
bracis-33575	266	20	.	.	PROPN
bracis-33575	266	21	,	,	PUNCT
bracis-33575	266	22	assem	assem	PROPN
bracis-33575	266	23	,	,	PUNCT
bracis-33575	266	24	n.m	n.m	PROPN
bracis-33575	266	25	.	.	PROPN
bracis-33575	266	26	,	,	PUNCT
bracis-33575	266	27	hamdy	hamdy	PROPN
bracis-33575	266	28	,	,	PUNCT
bracis-33575	266	29	h.a	h.a	PROPN
bracis-33575	266	30	.	.	PROPN
bracis-33575	266	31	,	,	PUNCT
bracis-33575	266	32	el	el	PROPN
bracis-33575	266	33	-	-	PUNCT
bracis-33575	266	34	sayed	say	VERB
bracis-33575	266	35	,	,	PUNCT
bracis-33575	266	36	f.m	f.m	PROPN
bracis-33575	266	37	.	.	PROPN
bracis-33575	266	38	,	,	PUNCT
bracis-33575	266	39	ahmad	ahmad	PROPN
bracis-33575	266	40	,	,	PUNCT
bracis-33575	266	41	m.a.r	m.a.r	NOUN
bracis-33575	266	42	.	.	PUNCT
bracis-33575	266	43	,	,	PUNCT
bracis-33575	266	44	elhamammy	elhamammy	VERB
bracis-33575	266	45	,	,	PUNCT
bracis-33575	266	46	r.h	r.h	PROPN
bracis-33575	266	47	.	.	PROPN
bracis-33575	266	48	:	:	PUNCT
bracis-33575	266	49	prognostic	prognostic	ADJ
bracis-33575	266	50	value	value	NOUN
bracis-33575	266	51	of	of	ADP
bracis-33575	266	52	absolute	absolute	ADJ
bracis-33575	266	53	lymphocyte	lymphocyte	ADJ
bracis-33575	266	54	count	count	NOUN
bracis-33575	266	55	,	,	PUNCT
bracis-33575	266	56	lymphocyte	lymphocyte	ADJ
bracis-33575	266	57	percentage	percentage	NOUN
bracis-33575	266	58	,	,	PUNCT
bracis-33575	266	59	serum	serum	NOUN
bracis-33575	266	60	albumin	albumin	NOUN
bracis-33575	266	61	,	,	PUNCT
bracis-33575	266	62	aberrant	aberrant	ADJ
bracis-33575	266	63	expression	expression	NOUN
bracis-33575	266	64	of	of	ADP
bracis-33575	266	65	cd7	cd7	PROPN
bracis-33575	266	66	,	,	PUNCT
bracis-33575	266	67	cd19	cd19	PROPN
bracis-33575	266	68	and	and	CCONJ
bracis-33575	266	69	the	the	DET
bracis-33575	266	70	tumor	tumor	NOUN
bracis-33575	266	71	suppressors	suppressor	NOUN
bracis-33575	266	72	(	(	PUNCT
bracis-33575	266	73	pten	pten	NOUN
bracis-33575	266	74	and	and	CCONJ
bracis-33575	266	75	p53	p53	NOUN
bracis-33575	266	76	)	)	PUNCT
bracis-33575	266	77	in	in	ADP
bracis-33575	266	78	patients	patient	NOUN
bracis-33575	266	79	with	with	ADP
bracis-33575	266	80	acute	acute	ADJ
bracis-33575	266	81	myeloid	myeloid	ADJ
bracis-33575	266	82	leukemia	leukemia	NOUN
bracis-33575	266	83	.	.	PUNCT
bracis-33575	267	1	asian	asian	PROPN
bracis-33575	267	2	pacific	pacific	PROPN
bracis-33575	267	3	journal	journal	PROPN
bracis-33575	267	4	of	of	ADP
bracis-33575	267	5	cancer	cancer	NOUN
bracis-33575	267	6	biology	biology	NOUN
bracis-33575	267	7	5(4	5(4	NOUN
bracis-33575	267	8	)	)	PUNCT
bracis-33575	267	9	,	,	PUNCT
bracis-33575	267	10	131–140	131–140	NUM
bracis-33575	267	11	(	(	PUNCT
bracis-33575	267	12	2020	2020	NUM
bracis-33575	267	13	)	)	PUNCT
bracis-33575	267	14	google	google	PROPN
bracis-33575	267	15	scholar	scholar	NOUN
bracis-33575	267	16	  	  	SPACE
bracis-33575	267	17	sidhom	sidhom	PROPN
bracis-33575	267	18	,	,	PUNCT
bracis-33575	267	19	j.w	j.w	PROPN
bracis-33575	267	20	.	.	PROPN
bracis-33575	267	21	,	,	PUNCT
bracis-33575	267	22	siddarthan	siddarthan	PROPN
bracis-33575	267	23	,	,	PUNCT
bracis-33575	267	24	i.j	i.j	PROPN
bracis-33575	267	25	.	.	PROPN
bracis-33575	267	26	,	,	PUNCT
bracis-33575	267	27	lai	lai	PROPN
bracis-33575	267	28	,	,	PUNCT
bracis-33575	267	29	b.s	b.s	PROPN
bracis-33575	267	30	.	.	PROPN
bracis-33575	267	31	,	,	PUNCT
bracis-33575	267	32	luo	luo	PROPN
bracis-33575	267	33	,	,	PUNCT
bracis-33575	267	34	a.	a.	NOUN
bracis-33575	267	35	,	,	PUNCT
bracis-33575	267	36	hambley	hambley	NOUN
bracis-33575	267	37	,	,	PUNCT
bracis-33575	267	38	b.c	b.c	PROPN
bracis-33575	267	39	.	.	PROPN
bracis-33575	267	40	,	,	PUNCT
bracis-33575	267	41	bynum	bynum	PROPN
bracis-33575	267	42	,	,	PUNCT
bracis-33575	267	43	j.	j.	PROPN
bracis-33575	267	44	,	,	PUNCT
bracis-33575	267	45	duffield	duffield	PROPN
bracis-33575	267	46	,	,	PUNCT
bracis-33575	267	47	a.s	a.s	PROPN
bracis-33575	267	48	.	.	PROPN
bracis-33575	267	49	,	,	PUNCT
bracis-33575	267	50	streiff	streiff	PROPN
bracis-33575	267	51	,	,	PUNCT
bracis-33575	267	52	m.b	m.b	PROPN
bracis-33575	267	53	.	.	PROPN
bracis-33575	267	54	,	,	PUNCT
bracis-33575	267	55	moliterno	moliterno	PROPN
bracis-33575	267	56	,	,	PUNCT
bracis-33575	267	57	a.r	a.r	PROPN
bracis-33575	267	58	.	.	PROPN
bracis-33575	267	59	,	,	PUNCT
bracis-33575	267	60	imus	imus	PROPN
bracis-33575	267	61	,	,	PUNCT
bracis-33575	267	62	p.	p.	PROPN
bracis-33575	267	63	,	,	PUNCT
bracis-33575	267	64	et	et	PROPN
bracis-33575	267	65	al	al	PROPN
bracis-33575	267	66	.	.	PUNCT
bracis-33575	267	67	:	:	PUNCT
bracis-33575	268	1	deep	deep	ADJ
bracis-33575	268	2	learning	learn	VERB
bracis-33575	268	3	for	for	ADP
bracis-33575	268	4	diagnosis	diagnosis	NOUN
bracis-33575	268	5	of	of	ADP
bracis-33575	268	6	acute	acute	ADJ
bracis-33575	268	7	promyelocytic	promyelocytic	ADJ
bracis-33575	268	8	leukemia	leukemia	NOUN
bracis-33575	268	9	via	via	ADP
bracis-33575	268	10	recognition	recognition	NOUN
bracis-33575	268	11	of	of	ADP
bracis-33575	268	12	genomically	genomically	ADV
bracis-33575	268	13	imprinted	imprint	VERB
bracis-33575	268	14	morphologic	morphologic	ADJ
bracis-33575	268	15	features	feature	NOUN
bracis-33575	268	16	.	.	PUNCT
bracis-33575	269	1	npj	npj	NOUN
bracis-33575	269	2	precision	precision	NOUN
bracis-33575	269	3	oncology	oncology	NOUN
bracis-33575	269	4	5(1	5(1	NUM
bracis-33575	269	5	)	)	PUNCT
bracis-33575	269	6	,	,	PUNCT
bracis-33575	269	7	38	38	NUM
bracis-33575	269	8	(	(	PUNCT
bracis-33575	269	9	2021	2021	NUM
bracis-33575	269	10	)	)	PUNCT
bracis-33575	269	11	article	article	NOUN
bracis-33575	269	12	  	  	SPACE
bracis-33575	269	13	google	google	PROPN
bracis-33575	269	14	scholar	scholar	NOUN
bracis-33575	269	15	  	  	SPACE
bracis-33575	269	16	tajbakhsh	tajbakhsh	NOUN
bracis-33575	269	17	,	,	PUNCT
bracis-33575	269	18	n.	n.	NOUN
bracis-33575	269	19	,	,	PUNCT
bracis-33575	269	20	shin	shin	PROPN
bracis-33575	269	21	,	,	PUNCT
bracis-33575	269	22	j.y	j.y	PROPN
bracis-33575	269	23	.	.	PROPN
bracis-33575	269	24	,	,	PUNCT
bracis-33575	269	25	gurudu	gurudu	NOUN
bracis-33575	269	26	,	,	PUNCT
bracis-33575	269	27	s.r	s.r	PROPN
bracis-33575	269	28	.	.	PROPN
bracis-33575	269	29	,	,	PUNCT
bracis-33575	269	30	hurst	hurst	PROPN
bracis-33575	269	31	,	,	PUNCT
bracis-33575	269	32	r.t	r.t	PROPN
bracis-33575	269	33	.	.	PROPN
bracis-33575	269	34	,	,	PUNCT
bracis-33575	269	35	kendall	kendall	PROPN
bracis-33575	269	36	,	,	PUNCT
bracis-33575	269	37	c.b	c.b	PROPN
bracis-33575	269	38	.	.	PROPN
bracis-33575	269	39	,	,	PUNCT
bracis-33575	269	40	gotway	gotway	PROPN
bracis-33575	269	41	,	,	PUNCT
bracis-33575	269	42	m.b	m.b	PROPN
bracis-33575	269	43	.	.	PROPN
bracis-33575	269	44	,	,	PUNCT
bracis-33575	269	45	liang	liang	PROPN
bracis-33575	269	46	,	,	PUNCT
bracis-33575	269	47	j.	j.	PROPN
bracis-33575	269	48	:	:	PUNCT
bracis-33575	269	49	convolutional	convolutional	ADJ
bracis-33575	269	50	neural	neural	ADJ
bracis-33575	269	51	networks	network	NOUN
bracis-33575	269	52	for	for	ADP
bracis-33575	269	53	medical	medical	ADJ
bracis-33575	269	54	image	image	NOUN
bracis-33575	269	55	analysis	analysis	NOUN
bracis-33575	269	56	:	:	PUNCT
bracis-33575	269	57	full	full	ADJ
bracis-33575	269	58	training	training	NOUN
bracis-33575	269	59	or	or	CCONJ
bracis-33575	269	60	fine	fine	ADJ
bracis-33575	269	61	tuning	tuning	NOUN
bracis-33575	269	62	?	?	PUNCT
bracis-33575	270	1	ieee	ieee	PROPN
bracis-33575	270	2	trans	trans	PROPN
bracis-33575	270	3	.	.	PROPN
bracis-33575	271	1	med	med	PROPN
bracis-33575	271	2	.	.	PUNCT
bracis-33575	272	1	imaging	imaging	PROPN
bracis-33575	272	2	35(5	35(5	NUM
bracis-33575	272	3	)	)	PUNCT
bracis-33575	272	4	,	,	PUNCT
bracis-33575	272	5	1299–1312	1299–1312	NUM
bracis-33575	272	6	(	(	PUNCT
bracis-33575	272	7	2016	2016	NUM
bracis-33575	272	8	)	)	PUNCT
bracis-33575	272	9	article	article	NOUN
bracis-33575	272	10	  	  	SPACE
bracis-33575	272	11	google	google	PROPN
bracis-33575	272	12	scholar	scholar	NOUN
bracis-33575	272	13	  	  	SPACE
bracis-33575	272	14	yosinski	yosinski	PROPN
bracis-33575	272	15	,	,	PUNCT
bracis-33575	273	1	j.	j.	PROPN
bracis-33575	273	2	,	,	PUNCT
bracis-33575	273	3	clune	clune	PROPN
bracis-33575	273	4	,	,	PUNCT
bracis-33575	273	5	j.	j.	PROPN
bracis-33575	273	6	,	,	PUNCT
bracis-33575	273	7	bengio	bengio	PROPN
bracis-33575	273	8	,	,	PUNCT
bracis-33575	273	9	y.	y.	PROPN
bracis-33575	273	10	,	,	PUNCT
bracis-33575	273	11	lipson	lipson	PROPN
bracis-33575	273	12	,	,	PUNCT
bracis-33575	273	13	h.	h.	PROPN
bracis-33575	273	14	:	:	PUNCT
bracis-33575	273	15	how	how	SCONJ
bracis-33575	273	16	transferable	transferable	ADJ
bracis-33575	273	17	are	be	AUX
bracis-33575	273	18	features	feature	NOUN
bracis-33575	273	19	in	in	ADP
bracis-33575	273	20	deep	deep	ADJ
bracis-33575	273	21	neural	neural	ADJ
bracis-33575	273	22	networks	network	NOUN
bracis-33575	273	23	?	?	PUNCT
bracis-33575	274	1	advances	advance	NOUN
bracis-33575	274	2	in	in	ADP
bracis-33575	274	3	neural	neural	ADJ
bracis-33575	274	4	information	information	NOUN
bracis-33575	274	5	processing	processing	NOUN
bracis-33575	274	6	systems	system	NOUN
bracis-33575	274	7	27	27	NUM
bracis-33575	274	8	(	(	PUNCT
bracis-33575	274	9	2014	2014	NUM
bracis-33575	274	10	)	)	PUNCT
bracis-33575	274	11	google	google	PROPN
bracis-33575	274	12	scholar	scholar	NOUN
bracis-33575	274	13	  	  	SPACE
bracis-33575	274	14	zhang	zhang	PROPN
bracis-33575	274	15	,	,	PUNCT
bracis-33575	274	16	h.	h.	PROPN
bracis-33575	274	17	,	,	PUNCT
bracis-33575	274	18	zhou	zhou	PROPN
bracis-33575	274	19	,	,	PUNCT
bracis-33575	274	20	t.	t.	PROPN
bracis-33575	274	21	,	,	PUNCT
bracis-33575	274	22	xu	xu	PROPN
bracis-33575	274	23	,	,	PUNCT
bracis-33575	274	24	t.	t.	PROPN
bracis-33575	274	25	,	,	PUNCT
bracis-33575	274	26	hu	hu	PROPN
bracis-33575	274	27	,	,	PUNCT
bracis-33575	274	28	h.	h.	PROPN
bracis-33575	274	29	:	:	PUNCT
bracis-33575	274	30	remote	remote	ADJ
bracis-33575	274	31	interference	interference	NOUN
bracis-33575	274	32	discrimination	discrimination	NOUN
bracis-33575	274	33	testbed	testbe	VERB
bracis-33575	274	34	employing	employ	VERB
bracis-33575	274	35	ai	ai	VERB
bracis-33575	274	36	ensemble	ensemble	ADJ
bracis-33575	274	37	algorithms	algorithm	NOUN
bracis-33575	274	38	for	for	ADP
bracis-33575	274	39	6	6	NUM
bracis-33575	274	40	g	g	NOUN
bracis-33575	274	41	tdd	tdd	NOUN
bracis-33575	274	42	networks	network	NOUN
bracis-33575	274	43	.	.	PUNCT
bracis-33575	275	1	sensors	sensor	NOUN
bracis-33575	275	2	23	23	NUM
bracis-33575	275	3	,	,	PUNCT
bracis-33575	275	4	2264	2264	NUM
bracis-33575	275	5	(	(	PUNCT
bracis-33575	275	6	02	02	NUM
bracis-33575	275	7	2023	2023	NUM
bracis-33575	275	8	)	)	PUNCT
bracis-33575	275	9	google	google	PROPN
bracis-33575	275	10	scholar	scholar	NOUN
bracis-33575	275	11	  	  	SPACE
bracis-33575	275	12	zhang	zhang	PROPN
bracis-33575	275	13	,	,	PUNCT
bracis-33575	275	14	j.m	j.m	PROPN
bracis-33575	275	15	.	.	PROPN
bracis-33575	275	16	,	,	PUNCT
bracis-33575	275	17	harman	harman	PROPN
bracis-33575	275	18	,	,	PUNCT
bracis-33575	275	19	m.	m.	NOUN
bracis-33575	275	20	,	,	PUNCT
bracis-33575	275	21	ma	ma	PROPN
bracis-33575	275	22	,	,	PUNCT
bracis-33575	275	23	l.	l.	PROPN
bracis-33575	275	24	,	,	PUNCT
bracis-33575	275	25	liu	liu	PROPN
bracis-33575	275	26	,	,	PUNCT
bracis-33575	275	27	y.	y.	NOUN
bracis-33575	275	28	:	:	PUNCT
bracis-33575	275	29	machine	machine	NOUN
bracis-33575	275	30	learning	learn	VERB
bracis-33575	275	31	testing	testing	NOUN
bracis-33575	275	32	:	:	PUNCT
bracis-33575	275	33	survey	survey	NOUN
bracis-33575	275	34	,	,	PUNCT
bracis-33575	275	35	landscapes	landscape	NOUN
bracis-33575	275	36	and	and	CCONJ
bracis-33575	275	37	horizons	horizon	NOUN
bracis-33575	275	38	.	.	PUNCT
bracis-33575	276	1	ieee	ieee	PROPN
bracis-33575	276	2	trans	trans	PROPN
bracis-33575	276	3	.	.	PUNCT
bracis-33575	277	1	software	software	PROPN
bracis-33575	277	2	eng	eng	PROPN
bracis-33575	277	3	.	.	PUNCT
bracis-33575	278	1	48(1	48(1	NOUN
bracis-33575	278	2	)	)	PUNCT
bracis-33575	278	3	,	,	PUNCT
bracis-33575	278	4	1–36	1–36	PROPN
bracis-33575	278	5	(	(	PUNCT
bracis-33575	278	6	2020	2020	NUM
bracis-33575	278	7	)	)	PUNCT
bracis-33575	278	8	article	article	NOUN
bracis-33575	278	9	  	  	SPACE
bracis-33575	278	10	math	math	NOUN
bracis-33575	278	11	  	  	SPACE
bracis-33575	278	12	google	google	PROPN
bracis-33575	278	13	scholar	scholar	NOUN
bracis-33575	278	14	  	  	SPACE
bracis-33575	278	15	zhang	zhang	PROPN
bracis-33575	278	16	,	,	PUNCT
bracis-33575	278	17	l.	l.	PROPN
bracis-33575	278	18	,	,	PUNCT
bracis-33575	278	19	suganthan	suganthan	PROPN
bracis-33575	278	20	,	,	PUNCT
bracis-33575	278	21	p.n	p.n	PROPN
bracis-33575	278	22	.	.	PROPN
bracis-33575	278	23	:	:	PUNCT
bracis-33575	278	24	benchmarking	benchmarke	VERB
bracis-33575	278	25	ensemble	ensemble	ADJ
bracis-33575	278	26	classifiers	classifier	NOUN
bracis-33575	278	27	with	with	ADP
bracis-33575	278	28	novel	novel	ADJ
bracis-33575	278	29	co	co	VERB
bracis-33575	278	30	-	-	ADJ
bracis-33575	278	31	trained	train	VERB
bracis-33575	278	32	kernel	kernel	PROPN
bracis-33575	278	33	ridge	ridge	PROPN
bracis-33575	278	34	regression	regression	PROPN
bracis-33575	278	35	and	and	CCONJ
bracis-33575	278	36	random	random	ADJ
bracis-33575	278	37	vector	vector	NOUN
bracis-33575	278	38	functional	functional	ADJ
bracis-33575	278	39	link	link	NOUN
bracis-33575	278	40	ensembles	ensemble	NOUN
bracis-33575	279	1	[	[	X
bracis-33575	279	2	research	research	NOUN
bracis-33575	279	3	frontier	frontier	NOUN
bracis-33575	279	4	]	]	PUNCT
bracis-33575	279	5	.	.	PUNCT
bracis-33575	280	1	ieee	ieee	NOUN
bracis-33575	280	2	comput	comput	PROPN
bracis-33575	280	3	.	.	PUNCT
bracis-33575	281	1	intell	intell	PROPN
bracis-33575	281	2	.	.	PUNCT
bracis-33575	282	1	mag	mag	INTJ
bracis-33575	282	2	.	.	PUNCT
bracis-33575	283	1	12(4	12(4	NUM
bracis-33575	283	2	)	)	PUNCT
bracis-33575	283	3	,	,	PUNCT
bracis-33575	283	4	61–72	61–72	NUM
bracis-33575	283	5	(	(	PUNCT
bracis-33575	283	6	2017	2017	NUM
bracis-33575	283	7	)	)	PUNCT
bracis-33575	283	8	article	article	NOUN
bracis-33575	283	9	  	  	SPACE
bracis-33575	283	10	google	google	PROPN
bracis-33575	283	11	scholar	scholar	NOUN
bracis-33575	283	12	  	  	SPACE
bracis-33575	283	13	zhou	zhou	PROPN
bracis-33575	283	14	,	,	PUNCT
bracis-33575	283	15	z.h	z.h	PROPN
bracis-33575	283	16	.	.	PROPN
bracis-33575	283	17	:	:	PUNCT
bracis-33575	283	18	ensemble	ensemble	ADJ
bracis-33575	283	19	methods	method	NOUN
bracis-33575	283	20	:	:	PUNCT
bracis-33575	283	21	foundations	foundation	NOUN
bracis-33575	283	22	and	and	CCONJ
bracis-33575	283	23	algorithms	algorithm	NOUN
bracis-33575	283	24	(	(	PUNCT
bracis-33575	283	25	2012	2012	NUM
bracis-33575	283	26	)	)	PUNCT
bracis-33575	283	27	google	google	PROPN
bracis-33575	283	28	scholar	scholar	NOUN
bracis-33575	283	29	  	  	SPACE
bracis-33575	283	30	zolfaghari	zolfaghari	NOUN
bracis-33575	283	31	,	,	PUNCT
bracis-33575	283	32	m.	m.	NOUN
bracis-33575	283	33	,	,	PUNCT
bracis-33575	283	34	sajedi	sajedi	NOUN
bracis-33575	283	35	,	,	PUNCT
bracis-33575	283	36	h.	h.	PROPN
bracis-33575	283	37	:	:	PUNCT
bracis-33575	283	38	a	a	DET
bracis-33575	283	39	survey	survey	NOUN
bracis-33575	283	40	on	on	ADP
bracis-33575	283	41	automated	automate	VERB
bracis-33575	283	42	detection	detection	NOUN
bracis-33575	283	43	and	and	CCONJ
bracis-33575	283	44	classification	classification	NOUN
bracis-33575	283	45	of	of	ADP
bracis-33575	283	46	acute	acute	ADJ
bracis-33575	283	47	leukemia	leukemia	NOUN
bracis-33575	283	48	and	and	CCONJ
bracis-33575	283	49	wbcs	wbc	NOUN
bracis-33575	283	50	in	in	ADP
bracis-33575	283	51	microscopic	microscopic	ADJ
bracis-33575	283	52	blood	blood	NOUN
bracis-33575	283	53	cells	cell	NOUN
bracis-33575	283	54	.	.	PUNCT
bracis-33575	284	1	multimedia	multimedia	NOUN
bracis-33575	284	2	tools	tool	NOUN
bracis-33575	284	3	and	and	CCONJ
bracis-33575	284	4	applications	application	NOUN
bracis-33575	284	5	81(5	81(5	NUM
bracis-33575	284	6	)	)	PUNCT
bracis-33575	284	7	,	,	PUNCT
bracis-33575	284	8	6723–6753	6723–6753	NUM
bracis-33575	284	9	(	(	PUNCT
bracis-33575	284	10	2022	2022	NUM
bracis-33575	284	11	)	)	PUNCT
bracis-33575	284	12	article	article	NOUN
bracis-33575	284	13	  	  	SPACE
bracis-33575	284	14	math	math	NOUN
bracis-33575	284	15	  	  	SPACE
bracis-33575	284	16	google	google	PROPN
bracis-33575	284	17	scholar	scholar	NOUN
bracis-33575	284	18	  	  	SPACE
bracis-33575	284	19	download	download	NOUN
bracis-33575	284	20	references	reference	NOUN
bracis-33575	284	21	author	author	NOUN
bracis-33575	284	22	information	information	NOUN
bracis-33575	284	23	authors	author	NOUN
bracis-33575	284	24	and	and	CCONJ
bracis-33575	284	25	affiliations	affiliation	NOUN
bracis-33575	284	26	federal	federal	PROPN
bracis-33575	284	27	university	university	PROPN
bracis-33575	284	28	of	of	ADP
bracis-33575	284	29	piauí	piauí	PROPN
bracis-33575	284	30	,	,	PUNCT
bracis-33575	284	31	teresina	teresina	PROPN
bracis-33575	284	32	,	,	PUNCT
bracis-33575	284	33	brazil	brazil	PROPN
bracis-33575	284	34	leonardo	leonardo	PROPN
bracis-33575	284	35	p.	p.	PROPN
bracis-33575	284	36	sousa	sousa	PROPN
bracis-33575	284	37	,	,	PUNCT
bracis-33575	284	38	 	 	SPACE
bracis-33575	284	39	romuere	romuere	PROPN
bracis-33575	284	40	r.	r.	PROPN
bracis-33575	284	41	v.	v.	PROPN
bracis-33575	284	42	silva	silva	PROPN
bracis-33575	284	43	,	,	PUNCT
bracis-33575	284	44	 	 	SPACE
bracis-33575	284	45	flávio	flávio	NOUN
bracis-33575	284	46	h.	h.	PROPN
bracis-33575	284	47	d.	d.	PROPN
bracis-33575	284	48	araújo	araújo	PROPN
bracis-33575	284	49	,	,	PUNCT
bracis-33575	284	50	 	 	SPACE
bracis-33575	284	51	rodrigo	rodrigo	PROPN
bracis-33575	284	52	n.	n.	PROPN
bracis-33575	284	53	borges	borges	PROPN
bracis-33575	284	54	,	,	PUNCT
bracis-33575	284	55	 	 	SPACE
bracis-33575	284	56	vinicius	vinicius	PROPN
bracis-33575	284	57	p.	p.	PROPN
bracis-33575	284	58	machado	machado	PROPN
bracis-33575	284	59	 	 	SPACE
bracis-33575	284	60	&	&	CCONJ
bracis-33575	284	61	 	 	SPACE
bracis-33575	284	62	rodrigo	rodrigo	PROPN
bracis-33575	284	63	m.	m.	PROPN
bracis-33575	284	64	s.	s.	PROPN
bracis-33575	284	65	veras	veras	PROPN
bracis-33575	284	66	federal	federal	PROPN
bracis-33575	284	67	institute	institute	PROPN
bracis-33575	284	68	of	of	ADP
bracis-33575	284	69	piauí	piauí	PROPN
bracis-33575	284	70	,	,	PUNCT
bracis-33575	284	71	paulistana	paulistana	PROPN
bracis-33575	284	72	,	,	PUNCT
bracis-33575	284	73	brazil	brazil	PROPN
bracis-33575	284	74	maíla	maíla	PROPN
bracis-33575	284	75	l.	l.	PROPN
bracis-33575	284	76	claro	claro	PROPN
bracis-33575	284	77	authors	author	NOUN
bracis-33575	284	78	leonardo	leonardo	PROPN
bracis-33575	284	79	p.	p.	PROPN
bracis-33575	284	80	sousaview	sousaview	PROPN
bracis-33575	284	81	author	author	NOUN
bracis-33575	284	82	publications	publication	NOUN
bracis-33575	284	83	search	search	NOUN
bracis-33575	284	84	author	author	NOUN
bracis-33575	284	85	on	on	ADP
bracis-33575	284	86	:	:	PUNCT
bracis-33575	284	87	pubmed	pubmed	PROPN
bracis-33575	284	88	 	 	SPACE
bracis-33575	284	89	google	google	PROPN
bracis-33575	284	90	scholar	scholar	PROPN
bracis-33575	284	91	romuere	romuere	PROPN
bracis-33575	284	92	r.	r.	PROPN
bracis-33575	284	93	v.	v.	ADP
bracis-33575	284	94	silvaview	silvaview	PROPN
bracis-33575	284	95	author	author	NOUN
bracis-33575	284	96	publications	publication	NOUN
bracis-33575	284	97	search	search	NOUN
bracis-33575	284	98	author	author	NOUN
bracis-33575	284	99	on	on	ADP
bracis-33575	284	100	:	:	PUNCT
bracis-33575	284	101	pubmed	pubmed	PROPN
bracis-33575	284	102	 	 	SPACE
bracis-33575	284	103	google	google	PROPN
bracis-33575	284	104	scholar	scholar	PROPN
bracis-33575	284	105	maíla	maíla	PROPN
bracis-33575	284	106	l.	l.	PROPN
bracis-33575	284	107	claroview	claroview	PROPN
bracis-33575	284	108	author	author	NOUN
bracis-33575	284	109	publications	publication	NOUN
bracis-33575	284	110	search	search	NOUN
bracis-33575	284	111	author	author	NOUN
bracis-33575	284	112	on	on	ADP
bracis-33575	284	113	:	:	PUNCT
bracis-33575	284	114	pubmed	pubmed	PROPN
bracis-33575	284	115	 	 	SPACE
bracis-33575	284	116	google	google	PROPN
bracis-33575	284	117	scholar	scholar	NOUN
bracis-33575	284	118	flávio	flávio	NOUN
bracis-33575	284	119	h.	h.	PROPN
bracis-33575	284	120	d.	d.	PROPN
bracis-33575	284	121	araújoview	araújoview	PROPN
bracis-33575	284	122	author	author	NOUN
bracis-33575	284	123	publications	publication	NOUN
bracis-33575	284	124	search	search	NOUN
bracis-33575	284	125	author	author	NOUN
bracis-33575	284	126	on	on	ADP
bracis-33575	284	127	:	:	PUNCT
bracis-33575	284	128	pubmed	pubmed	PROPN
bracis-33575	284	129	 	 	SPACE
bracis-33575	284	130	google	google	PROPN
bracis-33575	284	131	scholar	scholar	PROPN
bracis-33575	284	132	rodrigo	rodrigo	PROPN
bracis-33575	284	133	n.	n.	PROPN
bracis-33575	284	134	borgesview	borgesview	PROPN
bracis-33575	284	135	author	author	NOUN
bracis-33575	284	136	publications	publication	NOUN
bracis-33575	284	137	search	search	NOUN
bracis-33575	284	138	author	author	NOUN
bracis-33575	284	139	on	on	ADP
bracis-33575	284	140	:	:	PUNCT
bracis-33575	284	141	pubmed	pubmed	PROPN
bracis-33575	284	142	 	 	SPACE
bracis-33575	284	143	google	google	PROPN
bracis-33575	284	144	scholar	scholar	NOUN
bracis-33575	284	145	vinicius	vinicius	PROPN
bracis-33575	284	146	p.	p.	PROPN
bracis-33575	284	147	machadoview	machadoview	PROPN
bracis-33575	284	148	author	author	NOUN
bracis-33575	284	149	publications	publication	NOUN
bracis-33575	284	150	search	search	NOUN
bracis-33575	284	151	author	author	NOUN
bracis-33575	284	152	on	on	ADP
bracis-33575	284	153	:	:	PUNCT
bracis-33575	284	154	pubmed	pubmed	PROPN
bracis-33575	284	155	 	 	SPACE
bracis-33575	284	156	google	google	PROPN
bracis-33575	284	157	scholar	scholar	PROPN
bracis-33575	284	158	rodrigo	rodrigo	PROPN
bracis-33575	284	159	m.	m.	PROPN
bracis-33575	284	160	s.	s.	PROPN
bracis-33575	284	161	verasview	verasview	PROPN
bracis-33575	284	162	author	author	NOUN
bracis-33575	284	163	publications	publication	NOUN
bracis-33575	284	164	search	search	NOUN
bracis-33575	284	165	author	author	NOUN
bracis-33575	284	166	on	on	ADP
bracis-33575	284	167	:	:	PUNCT
bracis-33575	284	168	pubmed	pubmed	PROPN
bracis-33575	284	169	 	 	SPACE
bracis-33575	284	170	google	google	PROPN
bracis-33575	284	171	scholar	scholar	NOUN
bracis-33575	284	172	corresponding	correspond	VERB
bracis-33575	284	173	author	author	NOUN
bracis-33575	284	174	correspondence	correspondence	NOUN
bracis-33575	284	175	to	to	ADP
bracis-33575	284	176	leonardo	leonardo	PROPN
bracis-33575	284	177	p.	p.	PROPN
bracis-33575	284	178	sousa	sousa	PROPN
bracis-33575	284	179	.	.	PUNCT
bracis-33575	285	1	editor	editor	NOUN
bracis-33575	285	2	information	information	NOUN
bracis-33575	285	3	editors	editor	NOUN
bracis-33575	285	4	and	and	CCONJ
bracis-33575	285	5	affiliations	affiliation	NOUN
bracis-33575	285	6	universidade	universidade	VERB
bracis-33575	285	7	federal	federal	PROPN
bracis-33575	285	8	fluminense	fluminense	PROPN
bracis-33575	285	9	,	,	PUNCT
bracis-33575	285	10	niterói	niterói	PROPN
bracis-33575	285	11	,	,	PUNCT
bracis-33575	285	12	brazil	brazil	PROPN
bracis-33575	285	13	aline	aline	PROPN
bracis-33575	285	14	paes	paes	PROPN
bracis-33575	285	15	instituto	instituto	PROPN
bracis-33575	285	16	tecnológico	tecnológico	PROPN
bracis-33575	285	17	de	de	PROPN
bracis-33575	285	18	aeronáutica	aeronáutica	PROPN
bracis-33575	285	19	,	,	PUNCT
bracis-33575	285	20	são	são	PROPN
bracis-33575	285	21	josé	josé	PROPN
bracis-33575	285	22	dos	dos	PROPN
bracis-33575	285	23	campos	campos	PROPN
bracis-33575	285	24	,	,	PUNCT
bracis-33575	285	25	brazil	brazil	PROPN
bracis-33575	285	26	filipe	filipe	PROPN
bracis-33575	285	27	a.	a.	PROPN
bracis-33575	285	28	n.	n.	PROPN
bracis-33575	285	29	verri	verri	PROPN
bracis-33575	285	30	rights	right	NOUN
bracis-33575	285	31	and	and	CCONJ
bracis-33575	285	32	permissions	permission	NOUN
bracis-33575	285	33	reprints	reprint	NOUN
bracis-33575	285	34	and	and	CCONJ
bracis-33575	285	35	permissions	permission	VERB
bracis-33575	285	36	copyright	copyright	NOUN
bracis-33575	285	37	information	information	NOUN
bracis-33575	285	38	©	©	ADP
bracis-33575	285	39	2025	2025	NUM
bracis-33575	285	40	the	the	DET
bracis-33575	285	41	author(s	author(s	NOUN
bracis-33575	285	42	)	)	PUNCT
bracis-33575	285	43	,	,	PUNCT
bracis-33575	285	44	under	under	ADP
bracis-33575	285	45	exclusive	exclusive	ADJ
bracis-33575	285	46	license	license	NOUN
bracis-33575	285	47	to	to	ADP
bracis-33575	285	48	springer	springer	NOUN
bracis-33575	285	49	nature	nature	PROPN
bracis-33575	285	50	switzerland	switzerland	PROPN
bracis-33575	285	51	ag	ag	PROPN
bracis-33575	285	52	about	about	ADP
bracis-33575	285	53	this	this	DET
bracis-33575	285	54	paper	paper	NOUN
bracis-33575	285	55	cite	cite	VERB
bracis-33575	285	56	this	this	DET
bracis-33575	285	57	paper	paper	NOUN
bracis-33575	285	58	sousa	sousa	NOUN
bracis-33575	285	59	,	,	PUNCT
bracis-33575	285	60	l.p	l.p	PROPN
bracis-33575	285	61	.	.	PROPN
bracis-33575	285	62	et	et	PROPN
bracis-33575	285	63	al	al	PROPN
bracis-33575	285	64	.	.	PROPN
bracis-33575	286	1	(	(	PUNCT
bracis-33575	286	2	2025	2025	NUM
bracis-33575	286	3	)	)	PUNCT
bracis-33575	286	4	.	.	PUNCT
bracis-33575	287	1	ensemble	ensemble	ADJ
bracis-33575	287	2	of	of	ADP
bracis-33575	287	3	 	 	SPACE
bracis-33575	287	4	cnns	cnn	NOUN
bracis-33575	287	5	for	for	ADP
bracis-33575	287	6	 	 	SPACE
bracis-33575	287	7	enhanced	enhance	VERB
bracis-33575	287	8	leukocyte	leukocyte	NOUN
bracis-33575	287	9	classification	classification	NOUN
bracis-33575	287	10	in	in	ADP
bracis-33575	287	11	 	 	SPACE
bracis-33575	287	12	acute	acute	ADJ
bracis-33575	287	13	myeloid	myeloid	NOUN
bracis-33575	287	14	leukemia	leukemia	NOUN
bracis-33575	287	15	diagnosis	diagnosis	NOUN
bracis-33575	287	16	.	.	PUNCT
bracis-33575	288	1	in	in	ADP
bracis-33575	288	2	:	:	PUNCT
bracis-33575	288	3	paes	paes	PROPN
bracis-33575	288	4	,	,	PUNCT
bracis-33575	288	5	a.	a.	PROPN
bracis-33575	288	6	,	,	PUNCT
bracis-33575	288	7	verri	verri	NOUN
bracis-33575	288	8	,	,	PUNCT
bracis-33575	288	9	f.a.n	f.a.n	ADJ
bracis-33575	288	10	.	.	PUNCT
bracis-33575	288	11	(	(	PUNCT
bracis-33575	288	12	eds	ed	NOUN
bracis-33575	288	13	)	)	PUNCT
bracis-33575	288	14	intelligent	intelligent	ADJ
bracis-33575	288	15	systems	system	NOUN
bracis-33575	288	16	.	.	PUNCT
bracis-33575	288	17	bracis	bracis	PROPN
bracis-33575	288	18	2024	2024	NUM
bracis-33575	288	19	.	.	PUNCT
bracis-33575	289	1	lecture	lecture	NOUN
bracis-33575	289	2	notes	note	NOUN
bracis-33575	289	3	in	in	ADP
bracis-33575	289	4	computer	computer	NOUN
bracis-33575	289	5	science	science	NOUN
bracis-33575	289	6	(	(	PUNCT
bracis-33575	289	7	)	)	PUNCT
bracis-33575	289	8	,	,	PUNCT
bracis-33575	289	9	vol	vol	NOUN
bracis-33575	289	10	15412	15412	NUM
bracis-33575	289	11	.	.	PUNCT
bracis-33575	290	1	springer	springer	NOUN
bracis-33575	290	2	,	,	PUNCT
bracis-33575	290	3	cham	cham	PROPN
bracis-33575	290	4	.	.	PUNCT
bracis-33575	291	1	https://doi.org/10.1007/978-3-031-79029-4_28	https://doi.org/10.1007/978-3-031-79029-4_28	PROPN
bracis-33575	291	2	download	download	NOUN
bracis-33575	291	3	citation	citation	NOUN
bracis-33575	291	4	.ris	.ris	PUNCT
bracis-33575	291	5	.enw	.enw	PROPN
bracis-33575	291	6	.bib	.bib	PUNCT
bracis-33575	292	1	doi	doi	PROPN
bracis-33575	292	2	:	:	PUNCT
bracis-33575	292	3	https://doi.org/10.1007/978-3-031-79029-4_28	https://doi.org/10.1007/978-3-031-79029-4_28	PROPN
bracis-33575	292	4	published	publish	VERB
bracis-33575	292	5	:	:	PUNCT
bracis-33575	292	6	30	30	NUM
bracis-33575	292	7	january	january	PROPN
bracis-33575	292	8	2025	2025	NUM
bracis-33575	292	9	publisher	publisher	NOUN
bracis-33575	292	10	name	name	NOUN
bracis-33575	292	11	:	:	PUNCT
bracis-33575	292	12	springer	springer	NOUN
bracis-33575	292	13	,	,	PUNCT
bracis-33575	292	14	cham	cham	PROPN
bracis-33575	292	15	print	print	PROPN
bracis-33575	292	16	isbn	isbn	PROPN
bracis-33575	292	17	:	:	PUNCT
bracis-33575	292	18	978	978	NUM
bracis-33575	292	19	-	-	SYM
bracis-33575	292	20	3	3	NUM
bracis-33575	292	21	-	-	PUNCT
bracis-33575	292	22	031	031	NUM
bracis-33575	292	23	-	-	PUNCT
bracis-33575	292	24	79028	79028	NUM
bracis-33575	292	25	-	-	SYM
bracis-33575	292	26	7	7	NUM
bracis-33575	292	27	online	online	ADJ
bracis-33575	292	28	isbn	isbn	NOUN
bracis-33575	292	29	:	:	PUNCT
bracis-33575	292	30	978	978	NUM
bracis-33575	292	31	-	-	SYM
bracis-33575	292	32	3	3	NUM
bracis-33575	292	33	-	-	PUNCT
bracis-33575	292	34	031	031	NUM
bracis-33575	292	35	-	-	PUNCT
bracis-33575	292	36	79029	79029	NUM
bracis-33575	292	37	-	-	SYM
bracis-33575	292	38	4	4	NUM
bracis-33575	292	39	ebook	ebook	NOUN
bracis-33575	292	40	packages	package	NOUN
bracis-33575	292	41	:	:	PUNCT
bracis-33575	292	42	computer	computer	NOUN
bracis-33575	292	43	sciencecomputer	sciencecomputer	NOUN
bracis-33575	292	44	science	science	NOUN
bracis-33575	292	45	(	(	PUNCT
bracis-33575	292	46	r0	r0	NOUN
bracis-33575	292	47	)	)	PUNCT
bracis-33575	292	48	share	share	VERB
bracis-33575	292	49	this	this	DET
bracis-33575	292	50	paper	paper	NOUN
bracis-33575	292	51	anyone	anyone	PRON
bracis-33575	292	52	you	you	PRON
bracis-33575	292	53	share	share	VERB
bracis-33575	292	54	the	the	DET
bracis-33575	292	55	following	follow	VERB
bracis-33575	292	56	link	link	NOUN
bracis-33575	292	57	with	with	ADP
bracis-33575	292	58	will	will	AUX
bracis-33575	292	59	be	be	AUX
bracis-33575	292	60	able	able	ADJ
bracis-33575	292	61	to	to	PART
bracis-33575	292	62	read	read	VERB
bracis-33575	292	63	this	this	DET
bracis-33575	292	64	content	content	NOUN
bracis-33575	292	65	:	:	PUNCT
bracis-33575	292	66	get	get	VERB
bracis-33575	292	67	shareable	shareable	ADJ
bracis-33575	292	68	linksorry	linksorry	NOUN
bracis-33575	292	69	,	,	PUNCT
bracis-33575	292	70	a	a	DET
bracis-33575	292	71	shareable	shareable	ADJ
bracis-33575	292	72	link	link	NOUN
bracis-33575	292	73	is	be	AUX
bracis-33575	292	74	not	not	PART
bracis-33575	292	75	currently	currently	ADV
bracis-33575	292	76	available	available	ADJ
bracis-33575	292	77	for	for	ADP
bracis-33575	292	78	this	this	DET
bracis-33575	292	79	article	article	NOUN
bracis-33575	292	80	.	.	PUNCT
bracis-33575	293	1	copy	copy	VERB
bracis-33575	293	2	shareable	shareable	ADJ
bracis-33575	293	3	link	link	NOUN
bracis-33575	293	4	to	to	PART
bracis-33575	293	5	clipboard	clipboard	NOUN
bracis-33575	293	6	provided	provide	VERB
bracis-33575	293	7	by	by	ADP
bracis-33575	293	8	the	the	DET
bracis-33575	293	9	springer	springer	NOUN
bracis-33575	293	10	nature	nature	PROPN
bracis-33575	293	11	sharedit	sharedit	PROPN
bracis-33575	293	12	content	content	NOUN
bracis-33575	293	13	-	-	PUNCT
bracis-33575	293	14	sharing	share	VERB
bracis-33575	293	15	initiative	initiative	NOUN
bracis-33575	293	16	keywords	keyword	VERB
bracis-33575	293	17	convolutional	convolutional	ADJ
bracis-33575	293	18	neural	neural	ADJ
bracis-33575	293	19	networks	network	NOUN
bracis-33575	293	20	(	(	PUNCT
bracis-33575	293	21	cnns	cnns	ADJ
bracis-33575	293	22	)	)	PUNCT
bracis-33575	293	23	leukocyte	leukocyte	NOUN
bracis-33575	293	24	classification	classification	NOUN
bracis-33575	293	25	acute	acute	NOUN
bracis-33575	293	26	myeloid	myeloid	NOUN
bracis-33575	293	27	leukemia	leukemia	NOUN
bracis-33575	293	28	diagnosis	diagnosis	NOUN
bracis-33575	293	29	publish	publish	VERB
bracis-33575	293	30	with	with	ADP
bracis-33575	293	31	us	us	PROPN
bracis-33575	293	32	policies	policy	NOUN
bracis-33575	293	33	and	and	CCONJ
bracis-33575	293	34	ethics	ethic	NOUN
bracis-33575	293	35	profiles	profile	NOUN
bracis-33575	293	36	rodrigo	rodrigo	PROPN
bracis-33575	293	37	m.	m.	PROPN
bracis-33575	293	38	s.	s.	PROPN
bracis-33575	293	39	veras	veras	PROPN
bracis-33575	293	40	view	view	PROPN
bracis-33575	293	41	author	author	NOUN
bracis-33575	293	42	profile	profile	NOUN
bracis-33575	293	43	search	search	NOUN
bracis-33575	293	44	search	search	NOUN
bracis-33575	293	45	by	by	ADP
bracis-33575	293	46	keyword	keyword	NOUN
bracis-33575	293	47	or	or	CCONJ
bracis-33575	293	48	author	author	NOUN
bracis-33575	293	49	search	search	NOUN
bracis-33575	293	50	navigation	navigation	NOUN
bracis-33575	293	51	find	find	VERB
bracis-33575	293	52	a	a	DET
bracis-33575	293	53	journal	journal	NOUN
bracis-33575	293	54	publish	publish	VERB
bracis-33575	293	55	with	with	ADP
bracis-33575	293	56	us	we	PRON
bracis-33575	293	57	track	track	VERB
bracis-33575	293	58	your	your	PRON
bracis-33575	293	59	research	research	NOUN
bracis-33575	293	60	discover	discover	VERB
bracis-33575	293	61	content	content	NOUN
bracis-33575	293	62	journals	journal	NOUN
bracis-33575	293	63	a	a	DET
bracis-33575	293	64	-	-	PUNCT
bracis-33575	293	65	z	z	NOUN
bracis-33575	293	66	books	book	NOUN
bracis-33575	293	67	a	a	DET
bracis-33575	293	68	-	-	PUNCT
bracis-33575	293	69	z	z	NOUN
bracis-33575	293	70	publish	publish	NOUN
bracis-33575	293	71	with	with	ADP
bracis-33575	293	72	us	us	PROPN
bracis-33575	293	73	journal	journal	PROPN
bracis-33575	293	74	finder	finder	PROPN
bracis-33575	293	75	publish	publish	VERB
bracis-33575	293	76	your	your	PRON
bracis-33575	293	77	research	research	NOUN
bracis-33575	293	78	language	language	NOUN
bracis-33575	293	79	editing	edit	VERB
bracis-33575	293	80	open	open	ADJ
bracis-33575	293	81	access	access	NOUN
bracis-33575	293	82	publishing	publishing	NOUN
bracis-33575	293	83	products	product	NOUN
bracis-33575	293	84	and	and	CCONJ
bracis-33575	293	85	services	service	NOUN
bracis-33575	293	86	our	our	PRON
bracis-33575	293	87	products	product	NOUN
bracis-33575	293	88	librarians	librarian	VERB
bracis-33575	293	89	societies	society	NOUN
bracis-33575	293	90	partners	partner	NOUN
bracis-33575	293	91	and	and	CCONJ
bracis-33575	293	92	advertisers	advertiser	NOUN
bracis-33575	293	93	our	our	PRON
bracis-33575	293	94	brands	brand	NOUN
bracis-33575	293	95	springer	springer	NOUN
bracis-33575	293	96	nature	nature	PROPN
bracis-33575	293	97	portfolio	portfolio	PROPN
bracis-33575	293	98	bmc	bmc	PROPN
bracis-33575	293	99	palgrave	palgrave	PROPN
bracis-33575	293	100	macmillan	macmillan	PROPN
bracis-33575	293	101	apress	apress	PROPN
bracis-33575	293	102	discover	discover	VERB
bracis-33575	293	103	your	your	PRON
bracis-33575	293	104	privacy	privacy	NOUN
bracis-33575	293	105	choices	choice	NOUN
bracis-33575	293	106	/	/	SYM
bracis-33575	293	107	manage	manage	NOUN
bracis-33575	293	108	cookies	cookie	NOUN
bracis-33575	293	109	your	your	PRON
bracis-33575	293	110	us	us	PROPN
bracis-33575	294	1	state	state	NOUN
bracis-33575	294	2	privacy	privacy	NOUN
bracis-33575	294	3	rights	right	NOUN
bracis-33575	294	4	accessibility	accessibility	NOUN
bracis-33575	294	5	statement	statement	NOUN
bracis-33575	294	6	terms	term	NOUN
bracis-33575	294	7	and	and	CCONJ
bracis-33575	294	8	conditions	condition	NOUN
bracis-33575	294	9	privacy	privacy	NOUN
bracis-33575	294	10	policy	policy	NOUN
bracis-33575	294	11	help	help	NOUN
bracis-33575	294	12	and	and	CCONJ
bracis-33575	294	13	support	support	VERB
bracis-33575	294	14	legal	legal	ADJ
bracis-33575	294	15	notice	notice	NOUN
bracis-33575	294	16	cancel	cancel	VERB
bracis-33575	294	17	contracts	contract	NOUN
bracis-33575	294	18	here	here	ADV
bracis-33575	294	19	129.74.145.123	129.74.145.123	NUM
bracis-33575	294	20	hesburgh	hesburgh	PROPN
bracis-33575	294	21	library	library	PROPN
bracis-33575	294	22	er	er	INTJ
bracis-33575	294	23	unit	unit	NOUN
bracis-33575	294	24	(	(	PUNCT
bracis-33575	294	25	3005732405	3005732405	NUM
bracis-33575	294	26	)	)	PUNCT
bracis-33575	294	27	northeast	northeast	ADJ
bracis-33575	294	28	research	research	NOUN
bracis-33575	294	29	libraries	library	NOUN
bracis-33575	294	30	(	(	PUNCT
bracis-33575	294	31	nerl	nerl	PROPN
bracis-33575	294	32	)	)	PUNCT
bracis-33575	294	33	(	(	PUNCT
bracis-33575	294	34	8200828607	8200828607	NUM
bracis-33575	294	35	)	)	PUNCT
bracis-33575	294	36	nerl	nerl	VERB
bracis-33575	294	37	ta	ta	X
bracis-33575	294	38	account	account	NOUN
bracis-33575	294	39	(	(	PUNCT
bracis-33575	294	40	3006206169	3006206169	NUM
bracis-33575	294	41	)	)	PUNCT
bracis-33575	294	42	university	university	NOUN
bracis-33575	294	43	of	of	ADP
bracis-33575	294	44	notre	notre	PROPN
bracis-33575	294	45	dame	dame	PROPN
bracis-33575	294	46	hesburgh	hesburgh	PROPN
bracis-33575	294	47	library	library	NOUN
bracis-33575	294	48	(	(	PUNCT
bracis-33575	294	49	3000184373	3000184373	NUM
bracis-33575	294	50	)	)	PUNCT
bracis-33575	295	1	©	©	ADP
bracis-33575	295	2	2025	2025	NUM
bracis-33575	295	3	springer	springer	NOUN
bracis-33575	295	4	nature	nature	NOUN