id	sid	tid	token	lemma	pos
american_scientific_journal-12059	1	1	147	147	NUM
american_scientific_journal-12059	1	2	american	american	ADJ
american_scientific_journal-12059	1	3	academic	academic	ADJ
american_scientific_journal-12059	1	4	scientific	scientific	ADJ
american_scientific_journal-12059	1	5	research	research	NOUN
american_scientific_journal-12059	1	6	journal	journal	NOUN
american_scientific_journal-12059	1	7	for	for	ADP
american_scientific_journal-12059	1	8	engineering	engineering	NOUN
american_scientific_journal-12059	1	9	,	,	PUNCT
american_scientific_journal-12059	1	10	technology	technology	NOUN
american_scientific_journal-12059	1	11	,	,	PUNCT
american_scientific_journal-12059	1	12	and	and	CCONJ
american_scientific_journal-12059	1	13	sciences	sciences	PROPN
american_scientific_journal-12059	1	14	issn	issn	PROPN
american_scientific_journal-12059	1	15	(	(	PUNCT
american_scientific_journal-12059	1	16	print	print	NOUN
american_scientific_journal-12059	1	17	)	)	PUNCT
american_scientific_journal-12059	1	18	2313	2313	NUM
american_scientific_journal-12059	1	19	-	-	SYM
american_scientific_journal-12059	1	20	4410	4410	NUM
american_scientific_journal-12059	1	21	,	,	PUNCT
american_scientific_journal-12059	1	22	issn	issn	PROPN
american_scientific_journal-12059	1	23	(	(	PUNCT
american_scientific_journal-12059	1	24	online	online	ADJ
american_scientific_journal-12059	1	25	)	)	PUNCT
american_scientific_journal-12059	1	26	2313	2313	NUM
american_scientific_journal-12059	1	27	-	-	SYM
american_scientific_journal-12059	1	28	4402	4402	NUM
american_scientific_journal-12059	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12059	1	30	deep	deep	ADJ
american_scientific_journal-12059	1	31	learning	learning	NOUN
american_scientific_journal-12059	1	32	-	-	PUNCT
american_scientific_journal-12059	1	33	based	base	VERB
american_scientific_journal-12059	1	34	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	1	35	of	of	ADP
american_scientific_journal-12059	1	36	brain	brain	NOUN
american_scientific_journal-12059	1	37	cancer	cancer	NOUN
american_scientific_journal-12059	1	38	using	use	VERB
american_scientific_journal-12059	1	39	convolutional	convolutional	ADJ
american_scientific_journal-12059	1	40	neural	neural	ADJ
american_scientific_journal-12059	1	41	networks	network	NOUN
american_scientific_journal-12059	1	42	on	on	ADP
american_scientific_journal-12059	1	43	mri	mri	NOUN
american_scientific_journal-12059	1	44	scans	scan	NOUN
american_scientific_journal-12059	1	45	:	:	PUNCT
american_scientific_journal-12059	1	46	a	a	DET
american_scientific_journal-12059	1	47	comparative	comparative	ADJ
american_scientific_journal-12059	1	48	study	study	NOUN
american_scientific_journal-12059	1	49	of	of	ADP
american_scientific_journal-12059	1	50	model	model	NOUN
american_scientific_journal-12059	1	51	architectures	architecture	NOUN
american_scientific_journal-12059	1	52	and	and	CCONJ
american_scientific_journal-12059	1	53	tumor	tumor	NOUN
american_scientific_journal-12059	1	54	classification	classification	NOUN
american_scientific_journal-12059	1	55	accuracy	accuracy	NOUN
american_scientific_journal-12059	1	56	tobi	tobi	PROPN
american_scientific_journal-12059	1	57	titus	titus	PROPN
american_scientific_journal-12059	1	58	,	,	PUNCT
american_scientific_journal-12059	1	59	oyekanmia	oyekanmia	NOUN
american_scientific_journal-12059	1	60	*	*	PROPN
american_scientific_journal-12059	1	61	,	,	PUNCT
american_scientific_journal-12059	1	62	peter	peter	PROPN
american_scientific_journal-12059	1	63	oluwasayo	oluwasayo	PROPN
american_scientific_journal-12059	1	64	,	,	PUNCT
american_scientific_journal-12059	1	65	adigunb	adigunb	ADV
american_scientific_journal-12059	1	66	,	,	PUNCT
american_scientific_journal-12059	1	67	nelson	nelson	PROPN
american_scientific_journal-12059	1	68	abimbola	abimbola	PROPN
american_scientific_journal-12059	1	69	ayuba	ayuba	PROPN
american_scientific_journal-12059	1	70	azeezc	azeezc	PROPN
american_scientific_journal-12059	1	71	,	,	PUNCT
american_scientific_journal-12059	1	72	ayodeji	ayodeji	NOUN
american_scientific_journal-12059	1	73	adedotun	adedotun	VERB
american_scientific_journal-12059	1	74	adeniyid	adeniyid	ADJ
american_scientific_journal-12059	1	75	a.bdepartment	a.bdepartment	NOUN
american_scientific_journal-12059	1	76	of	of	ADP
american_scientific_journal-12059	1	77	computer	computer	NOUN
american_scientific_journal-12059	1	78	science	science	NOUN
american_scientific_journal-12059	1	79	,	,	PUNCT
american_scientific_journal-12059	1	80	new	new	PROPN
american_scientific_journal-12059	1	81	mexico	mexico	PROPN
american_scientific_journal-12059	1	82	highlands	highlands	PROPN
american_scientific_journal-12059	1	83	university	university	PROPN
american_scientific_journal-12059	1	84	,	,	PUNCT
american_scientific_journal-12059	1	85	1005	1005	NUM
american_scientific_journal-12059	1	86	diamond	diamond	PROPN
american_scientific_journal-12059	1	87	st	st	PROPN
american_scientific_journal-12059	1	88	,	,	PUNCT
american_scientific_journal-12059	1	89	las	las	PROPN
american_scientific_journal-12059	1	90	vegas	vegas	PROPN
american_scientific_journal-12059	1	91	,	,	PUNCT
american_scientific_journal-12059	1	92	new	new	PROPN
american_scientific_journal-12059	1	93	mexico	mexico	PROPN
american_scientific_journal-12059	1	94	,	,	PUNCT
american_scientific_journal-12059	1	95	usa	usa	PROPN
american_scientific_journal-12059	1	96	cdepartment	cdepartment	PROPN
american_scientific_journal-12059	1	97	of	of	ADP
american_scientific_journal-12059	1	98	physics	physics	PROPN
american_scientific_journal-12059	1	99	,	,	PUNCT
american_scientific_journal-12059	1	100	university	university	PROPN
american_scientific_journal-12059	1	101	of	of	ADP
american_scientific_journal-12059	1	102	abuja	abuja	PROPN
american_scientific_journal-12059	1	103	,	,	PUNCT
american_scientific_journal-12059	1	104	abuja	abuja	PROPN
american_scientific_journal-12059	1	105	,	,	PUNCT
american_scientific_journal-12059	1	106	federal	federal	ADJ
american_scientific_journal-12059	1	107	capital	capital	NOUN
american_scientific_journal-12059	1	108	territory	territory	NOUN
american_scientific_journal-12059	1	109	,	,	PUNCT
american_scientific_journal-12059	1	110	nigeria	nigeria	PROPN
american_scientific_journal-12059	1	111	ddepartment	ddepartment	NOUN
american_scientific_journal-12059	1	112	of	of	ADP
american_scientific_journal-12059	1	113	media	medium	NOUN
american_scientific_journal-12059	1	114	,	,	PUNCT
american_scientific_journal-12059	1	115	art	art	NOUN
american_scientific_journal-12059	1	116	,	,	PUNCT
american_scientific_journal-12059	1	117	and	and	CCONJ
american_scientific_journal-12059	1	118	technology	technology	NOUN
american_scientific_journal-12059	1	119	,	,	PUNCT
american_scientific_journal-12059	1	120	new	new	PROPN
american_scientific_journal-12059	1	121	mexico	mexico	PROPN
american_scientific_journal-12059	1	122	highlands	highlands	PROPN
american_scientific_journal-12059	1	123	university	university	PROPN
american_scientific_journal-12059	1	124	,	,	PUNCT
american_scientific_journal-12059	1	125	1005	1005	NUM
american_scientific_journal-12059	1	126	diamond	diamond	PROPN
american_scientific_journal-12059	1	127	st	st	PROPN
american_scientific_journal-12059	1	128	,	,	PUNCT
american_scientific_journal-12059	1	129	las	las	PROPN
american_scientific_journal-12059	1	130	vegas	vegas	PROPN
american_scientific_journal-12059	1	131	,	,	PUNCT
american_scientific_journal-12059	1	132	new	new	PROPN
american_scientific_journal-12059	1	133	mexico	mexico	PROPN
american_scientific_journal-12059	1	134	,	,	PUNCT
american_scientific_journal-12059	1	135	usa	usa	PROPN
american_scientific_journal-12059	1	136	aemail	aemail	NOUN
american_scientific_journal-12059	1	137	:	:	PUNCT
american_scientific_journal-12059	1	138	toyekanmi@live.nmhu.edu	toyekanmi@live.nmhu.edu	NUM
american_scientific_journal-12059	1	139	bemail	bemail	NOUN
american_scientific_journal-12059	1	140	:	:	PUNCT
american_scientific_journal-12059	1	141	poadigun@nmhu.edu	poadigun@nmhu.edu	X
american_scientific_journal-12059	2	1	cemail	cemail	NOUN
american_scientific_journal-12059	2	2	:	:	PUNCT
american_scientific_journal-12059	2	3	azeez.abimbola2019@uniabuja.edu.ng	azeez.abimbola2019@uniabuja.edu.ng	NOUN
american_scientific_journal-12059	2	4	demail	demail	NOUN
american_scientific_journal-12059	2	5	:	:	PUNCT
american_scientific_journal-12059	2	6	aadeniyi1@live.nmhu.edu	aadeniyi1@live.nmhu.edu	PROPN
american_scientific_journal-12059	2	7	abstract	abstract	ADJ
american_scientific_journal-12059	2	8	brain	brain	NOUN
american_scientific_journal-12059	2	9	tumor	tumor	NOUN
american_scientific_journal-12059	2	10	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	2	11	using	use	VERB
american_scientific_journal-12059	2	12	magnetic	magnetic	ADJ
american_scientific_journal-12059	2	13	resonance	resonance	NOUN
american_scientific_journal-12059	2	14	imaging	imaging	NOUN
american_scientific_journal-12059	2	15	(	(	PUNCT
american_scientific_journal-12059	2	16	mri	mri	NOUN
american_scientific_journal-12059	2	17	)	)	PUNCT
american_scientific_journal-12059	2	18	is	be	AUX
american_scientific_journal-12059	2	19	essential	essential	ADJ
american_scientific_journal-12059	2	20	for	for	ADP
american_scientific_journal-12059	2	21	timely	timely	ADJ
american_scientific_journal-12059	2	22	intervention	intervention	NOUN
american_scientific_journal-12059	2	23	and	and	CCONJ
american_scientific_journal-12059	2	24	treatment	treatment	NOUN
american_scientific_journal-12059	2	25	planning	planning	NOUN
american_scientific_journal-12059	2	26	,	,	PUNCT
american_scientific_journal-12059	2	27	yet	yet	CCONJ
american_scientific_journal-12059	2	28	manual	manual	ADJ
american_scientific_journal-12059	2	29	interpretation	interpretation	NOUN
american_scientific_journal-12059	2	30	is	be	AUX
american_scientific_journal-12059	2	31	often	often	ADV
american_scientific_journal-12059	2	32	time	time	NOUN
american_scientific_journal-12059	2	33	-	-	PUNCT
american_scientific_journal-12059	2	34	consuming	consume	VERB
american_scientific_journal-12059	2	35	and	and	CCONJ
american_scientific_journal-12059	2	36	subject	subject	NOUN
american_scientific_journal-12059	2	37	to	to	ADP
american_scientific_journal-12059	2	38	observer	observer	NOUN
american_scientific_journal-12059	2	39	variability	variability	NOUN
american_scientific_journal-12059	2	40	.	.	PUNCT
american_scientific_journal-12059	3	1	deep	deep	ADJ
american_scientific_journal-12059	3	2	learning	learning	NOUN
american_scientific_journal-12059	3	3	,	,	PUNCT
american_scientific_journal-12059	3	4	particularly	particularly	ADV
american_scientific_journal-12059	3	5	convolutional	convolutional	ADJ
american_scientific_journal-12059	3	6	neural	neural	ADJ
american_scientific_journal-12059	3	7	networks	network	NOUN
american_scientific_journal-12059	3	8	(	(	PUNCT
american_scientific_journal-12059	3	9	cnns	cnns	PROPN
american_scientific_journal-12059	3	10	)	)	PUNCT
american_scientific_journal-12059	3	11	,	,	PUNCT
american_scientific_journal-12059	3	12	has	have	AUX
american_scientific_journal-12059	3	13	shown	show	VERB
american_scientific_journal-12059	3	14	considerable	considerable	ADJ
american_scientific_journal-12059	3	15	promise	promise	NOUN
american_scientific_journal-12059	3	16	in	in	ADP
american_scientific_journal-12059	3	17	automating	automate	VERB
american_scientific_journal-12059	3	18	tumor	tumor	NOUN
american_scientific_journal-12059	3	19	classification	classification	NOUN
american_scientific_journal-12059	3	20	with	with	ADP
american_scientific_journal-12059	3	21	high	high	ADJ
american_scientific_journal-12059	3	22	accuracy	accuracy	NOUN
american_scientific_journal-12059	3	23	.	.	PUNCT
american_scientific_journal-12059	4	1	this	this	DET
american_scientific_journal-12059	4	2	study	study	NOUN
american_scientific_journal-12059	4	3	developed	develop	VERB
american_scientific_journal-12059	4	4	and	and	CCONJ
american_scientific_journal-12059	4	5	evaluated	evaluate	VERB
american_scientific_journal-12059	4	6	a	a	DET
american_scientific_journal-12059	4	7	lightbt	lightbt	NOUN
american_scientific_journal-12059	4	8	-	-	PUNCT
american_scientific_journal-12059	4	9	cnn	cnn	NOUN
american_scientific_journal-12059	4	10	model	model	NOUN
american_scientific_journal-12059	4	11	using	use	VERB
american_scientific_journal-12059	4	12	the	the	DET
american_scientific_journal-12059	4	13	brain	brain	NOUN
american_scientific_journal-12059	4	14	tumor	tumor	NOUN
american_scientific_journal-12059	4	15	mri	mri	NOUN
american_scientific_journal-12059	4	16	dataset	dataset	NOUN
american_scientific_journal-12059	4	17	,	,	PUNCT
american_scientific_journal-12059	4	18	consisting	consist	VERB
american_scientific_journal-12059	4	19	of	of	ADP
american_scientific_journal-12059	4	20	7,023	7,023	NUM
american_scientific_journal-12059	4	21	images	image	NOUN
american_scientific_journal-12059	4	22	categorized	categorize	VERB
american_scientific_journal-12059	4	23	into	into	ADP
american_scientific_journal-12059	4	24	glioma	glioma	NOUN
american_scientific_journal-12059	4	25	,	,	PUNCT
american_scientific_journal-12059	4	26	meningioma	meningioma	NOUN
american_scientific_journal-12059	4	27	,	,	PUNCT
american_scientific_journal-12059	4	28	pituitary	pituitary	ADJ
american_scientific_journal-12059	4	29	tumor	tumor	NOUN
american_scientific_journal-12059	4	30	,	,	PUNCT
american_scientific_journal-12059	4	31	and	and	CCONJ
american_scientific_journal-12059	4	32	no	no	DET
american_scientific_journal-12059	4	33	tumor	tumor	NOUN
american_scientific_journal-12059	4	34	classes	class	NOUN
american_scientific_journal-12059	4	35	.	.	PUNCT
american_scientific_journal-12059	5	1	the	the	DET
american_scientific_journal-12059	5	2	model	model	NOUN
american_scientific_journal-12059	5	3	was	be	AUX
american_scientific_journal-12059	5	4	trained	train	VERB
american_scientific_journal-12059	5	5	,	,	PUNCT
american_scientific_journal-12059	5	6	validated	validate	VERB
american_scientific_journal-12059	5	7	,	,	PUNCT
american_scientific_journal-12059	5	8	and	and	CCONJ
american_scientific_journal-12059	5	9	tested	test	VERB
american_scientific_journal-12059	5	10	using	use	VERB
american_scientific_journal-12059	5	11	python	python	NOUN
american_scientific_journal-12059	5	12	and	and	CCONJ
american_scientific_journal-12059	5	13	tensorflow	tensorflow	NOUN
american_scientific_journal-12059	5	14	,	,	PUNCT
american_scientific_journal-12059	5	15	with	with	ADP
american_scientific_journal-12059	5	16	performance	performance	NOUN
american_scientific_journal-12059	5	17	evaluated	evaluate	VERB
american_scientific_journal-12059	5	18	through	through	ADP
american_scientific_journal-12059	5	19	classification	classification	NOUN
american_scientific_journal-12059	5	20	metrics	metric	NOUN
american_scientific_journal-12059	5	21	and	and	CCONJ
american_scientific_journal-12059	5	22	gradient	gradient	NOUN
american_scientific_journal-12059	5	23	-	-	PUNCT
american_scientific_journal-12059	5	24	weighted	weight	VERB
american_scientific_journal-12059	5	25	class	class	NOUN
american_scientific_journal-12059	5	26	activation	activation	NOUN
american_scientific_journal-12059	5	27	mapping	mapping	NOUN
american_scientific_journal-12059	5	28	(	(	PUNCT
american_scientific_journal-12059	5	29	grad	grad	NOUN
american_scientific_journal-12059	5	30	-	-	PUNCT
american_scientific_journal-12059	5	31	cam	cam	NOUN
american_scientific_journal-12059	5	32	)	)	PUNCT
american_scientific_journal-12059	5	33	for	for	ADP
american_scientific_journal-12059	5	34	interpretability	interpretability	NOUN
american_scientific_journal-12059	5	35	.	.	PUNCT
american_scientific_journal-12059	6	1	the	the	DET
american_scientific_journal-12059	6	2	lightbt	lightbt	PROPN
american_scientific_journal-12059	6	3	-	-	PUNCT
american_scientific_journal-12059	6	4	cnn	cnn	PROPN
american_scientific_journal-12059	6	5	model	model	NOUN
american_scientific_journal-12059	6	6	achieved	achieve	VERB
american_scientific_journal-12059	6	7	an	an	DET
american_scientific_journal-12059	6	8	overall	overall	ADJ
american_scientific_journal-12059	6	9	classification	classification	NOUN
american_scientific_journal-12059	6	10	accuracy	accuracy	NOUN
american_scientific_journal-12059	6	11	of	of	ADP
american_scientific_journal-12059	6	12	98	98	NUM
american_scientific_journal-12059	6	13	%	%	NOUN
american_scientific_journal-12059	6	14	accuracy	accuracy	NOUN
american_scientific_journal-12059	6	15	,	,	PUNCT
american_scientific_journal-12059	6	16	with	with	ADP
american_scientific_journal-12059	6	17	strong	strong	ADJ
american_scientific_journal-12059	6	18	precision	precision	NOUN
american_scientific_journal-12059	6	19	,	,	PUNCT
american_scientific_journal-12059	6	20	recall	recall	NOUN
american_scientific_journal-12059	6	21	,	,	PUNCT
american_scientific_journal-12059	6	22	and	and	CCONJ
american_scientific_journal-12059	6	23	f1	f1	NOUN
american_scientific_journal-12059	6	24	-	-	PUNCT
american_scientific_journal-12059	6	25	scores	score	NOUN
american_scientific_journal-12059	6	26	across	across	ADP
american_scientific_journal-12059	6	27	tumor	tumor	NOUN
american_scientific_journal-12059	6	28	types	type	NOUN
american_scientific_journal-12059	6	29	.	.	PUNCT
american_scientific_journal-12059	7	1	grad	grad	NOUN
american_scientific_journal-12059	7	2	-	-	PUNCT
american_scientific_journal-12059	7	3	cam	cam	NOUN
american_scientific_journal-12059	7	4	visualizations	visualization	NOUN
american_scientific_journal-12059	7	5	confirmed	confirm	VERB
american_scientific_journal-12059	7	6	that	that	SCONJ
american_scientific_journal-12059	7	7	the	the	DET
american_scientific_journal-12059	7	8	model	model	NOUN
american_scientific_journal-12059	7	9	focused	focus	VERB
american_scientific_journal-12059	7	10	on	on	ADP
american_scientific_journal-12059	7	11	tumor	tumor	NOUN
american_scientific_journal-12059	7	12	-	-	PUNCT
american_scientific_journal-12059	7	13	specific	specific	ADJ
american_scientific_journal-12059	7	14	regions	region	NOUN
american_scientific_journal-12059	7	15	,	,	PUNCT
american_scientific_journal-12059	7	16	strengthened	strengthen	VERB
american_scientific_journal-12059	7	17	the	the	DET
american_scientific_journal-12059	7	18	reliability	reliability	NOUN
american_scientific_journal-12059	7	19	of	of	ADP
american_scientific_journal-12059	7	20	predictions	prediction	NOUN
american_scientific_journal-12059	7	21	,	,	PUNCT
american_scientific_journal-12059	7	22	and	and	CCONJ
american_scientific_journal-12059	7	23	enhanced	enhance	VERB
american_scientific_journal-12059	7	24	clinical	clinical	ADJ
american_scientific_journal-12059	7	25	interpretability	interpretability	NOUN
american_scientific_journal-12059	7	26	.	.	PUNCT
american_scientific_journal-12059	8	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12059	8	2	received	receive	VERB
american_scientific_journal-12059	8	3	:	:	PUNCT
american_scientific_journal-12059	8	4	7/24/2025	7/24/2025	NUM
american_scientific_journal-12059	8	5	accepted	accept	VERB
american_scientific_journal-12059	8	6	:	:	PUNCT
american_scientific_journal-12059	8	7	9/24/2025	9/24/2025	NUM
american_scientific_journal-12059	8	8	published	publish	VERB
american_scientific_journal-12059	8	9	:	:	PUNCT
american_scientific_journal-12059	8	10	10/4/2025	10/4/2025	NUM
american_scientific_journal-12059	8	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12059	8	12	*	*	PUNCT
american_scientific_journal-12059	8	13	corresponding	correspond	VERB
american_scientific_journal-12059	8	14	author	author	NOUN
american_scientific_journal-12059	8	15	.	.	PUNCT
american_scientific_journal-12059	9	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12059	9	2	mailto:toyekanmi@live.nmhu.edu	mailto:toyekanmi@live.nmhu.edu	PROPN
american_scientific_journal-12059	9	3	mailto:poadigun@nmhu.edu	mailto:poadigun@nmhu.edu	PROPN
american_scientific_journal-12059	9	4	mailto:azeez.abimbola2019@uniabuja.edu.ng	mailto:azeez.abimbola2019@uniabuja.edu.ng	NOUN
american_scientific_journal-12059	9	5	mailto:aadeniyi1@live.nmhu.edu	mailto:aadeniyi1@live.nmhu.edu	PROPN
american_scientific_journal-12059	9	6	american	american	ADJ
american_scientific_journal-12059	9	7	academic	academic	ADJ
american_scientific_journal-12059	9	8	scientific	scientific	ADJ
american_scientific_journal-12059	9	9	research	research	NOUN
american_scientific_journal-12059	9	10	journal	journal	NOUN
american_scientific_journal-12059	9	11	for	for	ADP
american_scientific_journal-12059	9	12	engineering	engineering	NOUN
american_scientific_journal-12059	9	13	,	,	PUNCT
american_scientific_journal-12059	9	14	technology	technology	NOUN
american_scientific_journal-12059	9	15	,	,	PUNCT
american_scientific_journal-12059	9	16	and	and	CCONJ
american_scientific_journal-12059	9	17	sciences	science	NOUN
american_scientific_journal-12059	9	18	(	(	PUNCT
american_scientific_journal-12059	9	19	asrjets	asrjet	NOUN
american_scientific_journal-12059	9	20	)	)	PUNCT
american_scientific_journal-12059	9	21	volume	volume	NOUN
american_scientific_journal-12059	9	22	103	103	NUM
american_scientific_journal-12059	9	23	,	,	PUNCT
american_scientific_journal-12059	9	24	no	no	DET
american_scientific_journal-12059	9	25	1	1	NUM
american_scientific_journal-12059	9	26	,	,	PUNCT
american_scientific_journal-12059	9	27	pp	pp	ADV
american_scientific_journal-12059	9	28	147	147	NUM
american_scientific_journal-12059	9	29	-	-	SYM
american_scientific_journal-12059	9	30	163	163	NUM
american_scientific_journal-12059	9	31	148	148	NUM
american_scientific_journal-12059	9	32	these	these	DET
american_scientific_journal-12059	9	33	findings	finding	NOUN
american_scientific_journal-12059	9	34	align	align	VERB
american_scientific_journal-12059	9	35	with	with	ADP
american_scientific_journal-12059	9	36	existing	exist	VERB
american_scientific_journal-12059	9	37	research	research	NOUN
american_scientific_journal-12059	9	38	,	,	PUNCT
american_scientific_journal-12059	9	39	such	such	ADJ
american_scientific_journal-12059	9	40	as	as	ADP
american_scientific_journal-12059	9	41	ait	ait	VERB
american_scientific_journal-12059	9	42	amou	amou	ADJ
american_scientific_journal-12059	9	43	and	and	CCONJ
american_scientific_journal-12059	9	44	his	his	PRON
american_scientific_journal-12059	9	45	colleagues	colleague	NOUN
american_scientific_journal-12059	9	46	(	(	PUNCT
american_scientific_journal-12059	9	47	2022	2022	NUM
american_scientific_journal-12059	9	48	)	)	PUNCT
american_scientific_journal-12059	9	49	,	,	PUNCT
american_scientific_journal-12059	9	50	who	who	PRON
american_scientific_journal-12059	9	51	reported	report	VERB
american_scientific_journal-12059	9	52	98.70	98.70	NUM
american_scientific_journal-12059	9	53	%	%	NOUN
american_scientific_journal-12059	9	54	accuracy	accuracy	NOUN
american_scientific_journal-12059	9	55	with	with	ADP
american_scientific_journal-12059	9	56	cnn	cnn	PROPN
american_scientific_journal-12059	9	57	and	and	CCONJ
american_scientific_journal-12059	9	58	bayesian	bayesian	NOUN
american_scientific_journal-12059	9	59	optimization	optimization	NOUN
american_scientific_journal-12059	9	60	,	,	PUNCT
american_scientific_journal-12059	9	61	haq	haq	PROPN
american_scientific_journal-12059	9	62	and	and	CCONJ
american_scientific_journal-12059	9	63	his	his	PRON
american_scientific_journal-12059	9	64	colleagues	colleague	NOUN
american_scientific_journal-12059	9	65	(	(	PUNCT
american_scientific_journal-12059	9	66	2023	2023	NUM
american_scientific_journal-12059	9	67	)	)	PUNCT
american_scientific_journal-12059	9	68	,	,	PUNCT
american_scientific_journal-12059	9	69	who	who	PRON
american_scientific_journal-12059	9	70	achieved	achieve	VERB
american_scientific_journal-12059	9	71	99.89	99.89	NUM
american_scientific_journal-12059	9	72	%	%	NOUN
american_scientific_journal-12059	9	73	with	with	ADP
american_scientific_journal-12059	9	74	a	a	DET
american_scientific_journal-12059	9	75	multi	multi	ADJ
american_scientific_journal-12059	9	76	-	-	ADJ
american_scientific_journal-12059	9	77	level	level	ADJ
american_scientific_journal-12059	9	78	cnn	cnn	NOUN
american_scientific_journal-12059	9	79	,	,	PUNCT
american_scientific_journal-12059	9	80	and	and	CCONJ
american_scientific_journal-12059	9	81	sun	sun	NOUN
american_scientific_journal-12059	9	82	(	(	PUNCT
american_scientific_journal-12059	9	83	2021	2021	NUM
american_scientific_journal-12059	9	84	)	)	PUNCT
american_scientific_journal-12059	9	85	,	,	PUNCT
american_scientific_journal-12059	9	86	whose	whose	DET
american_scientific_journal-12059	9	87	customized	customized	ADJ
american_scientific_journal-12059	9	88	cnn	cnn	PROPN
american_scientific_journal-12059	9	89	attained	attain	VERB
american_scientific_journal-12059	9	90	96	96	NUM
american_scientific_journal-12059	9	91	%	%	NOUN
american_scientific_journal-12059	9	92	accuracy	accuracy	NOUN
american_scientific_journal-12059	9	93	with	with	ADP
american_scientific_journal-12059	9	94	an	an	DET
american_scientific_journal-12059	9	95	auc	auc	NOUN
american_scientific_journal-12059	9	96	of	of	ADP
american_scientific_journal-12059	9	97	0.99	0.99	NUM
american_scientific_journal-12059	9	98	.	.	PUNCT
american_scientific_journal-12059	10	1	the	the	DET
american_scientific_journal-12059	10	2	results	result	NOUN
american_scientific_journal-12059	10	3	demonstrate	demonstrate	VERB
american_scientific_journal-12059	10	4	the	the	DET
american_scientific_journal-12059	10	5	feasibility	feasibility	NOUN
american_scientific_journal-12059	10	6	of	of	ADP
american_scientific_journal-12059	10	7	integrating	integrate	VERB
american_scientific_journal-12059	10	8	cnn	cnn	PROPN
american_scientific_journal-12059	10	9	-	-	PUNCT
american_scientific_journal-12059	10	10	based	base	VERB
american_scientific_journal-12059	10	11	approaches	approach	NOUN
american_scientific_journal-12059	10	12	into	into	ADP
american_scientific_journal-12059	10	13	brain	brain	NOUN
american_scientific_journal-12059	10	14	tumor	tumor	NOUN
american_scientific_journal-12059	10	15	diagnostics	diagnostic	NOUN
american_scientific_journal-12059	10	16	,	,	PUNCT
american_scientific_journal-12059	10	17	with	with	ADP
american_scientific_journal-12059	10	18	explainable	explainable	ADJ
american_scientific_journal-12059	10	19	ai	ai	NOUN
american_scientific_journal-12059	10	20	tools	tool	NOUN
american_scientific_journal-12059	10	21	like	like	ADP
american_scientific_journal-12059	10	22	grad	grad	NOUN
american_scientific_journal-12059	10	23	-	-	PUNCT
american_scientific_journal-12059	10	24	cam	cam	NOUN
american_scientific_journal-12059	10	25	further	far	ADV
american_scientific_journal-12059	10	26	supporting	support	VERB
american_scientific_journal-12059	10	27	clinical	clinical	ADJ
american_scientific_journal-12059	10	28	accuracy	accuracy	NOUN
american_scientific_journal-12059	10	29	and	and	CCONJ
american_scientific_journal-12059	10	30	adoption	adoption	NOUN
american_scientific_journal-12059	10	31	.	.	PUNCT
american_scientific_journal-12059	11	1	keywords	keyword	NOUN
american_scientific_journal-12059	11	2	:	:	PUNCT
american_scientific_journal-12059	11	3	brain	brain	NOUN
american_scientific_journal-12059	11	4	tumor	tumor	NOUN
american_scientific_journal-12059	11	5	;	;	PUNCT
american_scientific_journal-12059	11	6	convolutional	convolutional	ADJ
american_scientific_journal-12059	11	7	neural	neural	ADJ
american_scientific_journal-12059	11	8	network	network	NOUN
american_scientific_journal-12059	11	9	(	(	PUNCT
american_scientific_journal-12059	11	10	cnn	cnn	PROPN
american_scientific_journal-12059	11	11	)	)	PUNCT
american_scientific_journal-12059	11	12	;	;	PUNCT
american_scientific_journal-12059	11	13	lightbt	lightbt	PROPN
american_scientific_journal-12059	11	14	-	-	PUNCT
american_scientific_journal-12059	11	15	cnn	cnn	PROPN
american_scientific_journal-12059	11	16	model	model	NOUN
american_scientific_journal-12059	11	17	;	;	PUNCT
american_scientific_journal-12059	11	18	mri	mri	NOUN
american_scientific_journal-12059	11	19	;	;	PUNCT
american_scientific_journal-12059	11	20	grad	grad	NOUN
american_scientific_journal-12059	11	21	-	-	PUNCT
american_scientific_journal-12059	11	22	cam	cam	NOUN
american_scientific_journal-12059	11	23	.	.	PUNCT
american_scientific_journal-12059	12	1	1.introduction	1.introduction	NUM
american_scientific_journal-12059	12	2	brain	brain	NOUN
american_scientific_journal-12059	12	3	cancer	cancer	NOUN
american_scientific_journal-12059	12	4	is	be	AUX
american_scientific_journal-12059	12	5	one	one	NUM
american_scientific_journal-12059	12	6	of	of	ADP
american_scientific_journal-12059	12	7	the	the	DET
american_scientific_journal-12059	12	8	rare	rare	ADJ
american_scientific_journal-12059	12	9	types	type	NOUN
american_scientific_journal-12059	12	10	of	of	ADP
american_scientific_journal-12059	12	11	cancer	cancer	NOUN
american_scientific_journal-12059	12	12	and	and	CCONJ
american_scientific_journal-12059	12	13	one	one	NUM
american_scientific_journal-12059	12	14	of	of	ADP
american_scientific_journal-12059	12	15	the	the	DET
american_scientific_journal-12059	12	16	most	most	ADV
american_scientific_journal-12059	12	17	aggressive	aggressive	ADJ
american_scientific_journal-12059	12	18	,	,	PUNCT
american_scientific_journal-12059	12	19	which	which	PRON
american_scientific_journal-12059	12	20	are	be	AUX
american_scientific_journal-12059	12	21	primary	primary	ADJ
american_scientific_journal-12059	12	22	malignant	malignant	ADJ
american_scientific_journal-12059	12	23	brain	brain	NOUN
american_scientific_journal-12059	12	24	tumors	tumor	NOUN
american_scientific_journal-12059	12	25	and	and	CCONJ
american_scientific_journal-12059	12	26	other	other	ADJ
american_scientific_journal-12059	12	27	central	central	ADJ
american_scientific_journal-12059	12	28	nervous	nervous	ADJ
american_scientific_journal-12059	12	29	system	system	NOUN
american_scientific_journal-12059	12	30	(	(	PUNCT
american_scientific_journal-12059	12	31	cns	cns	NOUN
american_scientific_journal-12059	12	32	)	)	PUNCT
american_scientific_journal-12059	12	33	tumors[1	tumors[1	NOUN
american_scientific_journal-12059	12	34	,	,	PUNCT
american_scientific_journal-12059	12	35	2].according	2].according	NOUN
american_scientific_journal-12059	12	36	to	to	ADP
american_scientific_journal-12059	12	37	globocan	globocan	PROPN
american_scientific_journal-12059	12	38	,	,	PUNCT
american_scientific_journal-12059	12	39	brain	brain	NOUN
american_scientific_journal-12059	12	40	cancer	cancer	NOUN
american_scientific_journal-12059	12	41	accounted	account	VERB
american_scientific_journal-12059	12	42	for	for	ADP
american_scientific_journal-12059	12	43	about	about	ADV
american_scientific_journal-12059	12	44	1.6	1.6	NUM
american_scientific_journal-12059	12	45	%	%	NOUN
american_scientific_journal-12059	12	46	of	of	ADP
american_scientific_journal-12059	12	47	all	all	DET
american_scientific_journal-12059	12	48	cancers	cancer	NOUN
american_scientific_journal-12059	12	49	worldwide	worldwide	ADV
american_scientific_journal-12059	12	50	,	,	PUNCT
american_scientific_journal-12059	12	51	with	with	ADP
american_scientific_journal-12059	12	52	an	an	DET
american_scientific_journal-12059	12	53	estimated	estimate	VERB
american_scientific_journal-12059	12	54	308,102	308,102	NUM
american_scientific_journal-12059	12	55	new	new	ADJ
american_scientific_journal-12059	12	56	cases	case	NOUN
american_scientific_journal-12059	12	57	and	and	CCONJ
american_scientific_journal-12059	12	58	251,329	251,329	NUM
american_scientific_journal-12059	12	59	deaths	death	NOUN
american_scientific_journal-12059	12	60	annually[3].in	annually[3].in	VERB
american_scientific_journal-12059	12	61	the	the	DET
american_scientific_journal-12059	12	62	united	united	PROPN
american_scientific_journal-12059	12	63	states	states	PROPN
american_scientific_journal-12059	12	64	,	,	PUNCT
american_scientific_journal-12059	12	65	the	the	DET
american_scientific_journal-12059	12	66	american	american	ADJ
american_scientific_journal-12059	12	67	cancer	cancer	PROPN
american_scientific_journal-12059	12	68	society	society	NOUN
american_scientific_journal-12059	12	69	(	(	PUNCT
american_scientific_journal-12059	12	70	2024	2024	NUM
american_scientific_journal-12059	12	71	)	)	PUNCT
american_scientific_journal-12059	12	72	reported	report	VERB
american_scientific_journal-12059	12	73	that	that	SCONJ
american_scientific_journal-12059	12	74	brain	brain	NOUN
american_scientific_journal-12059	12	75	and	and	CCONJ
american_scientific_journal-12059	12	76	spinal	spinal	NOUN
american_scientific_journal-12059	12	77	cord	cord	NOUN
american_scientific_journal-12059	12	78	tumors	tumor	NOUN
american_scientific_journal-12059	12	79	represent	represent	VERB
american_scientific_journal-12059	12	80	about	about	ADV
american_scientific_journal-12059	12	81	1.3	1.3	NUM
american_scientific_journal-12059	12	82	%	%	NOUN
american_scientific_journal-12059	12	83	of	of	ADP
american_scientific_journal-12059	12	84	all	all	DET
american_scientific_journal-12059	12	85	new	new	ADJ
american_scientific_journal-12059	12	86	cancer	cancer	NOUN
american_scientific_journal-12059	12	87	diagnoses	diagnosis	NOUN
american_scientific_journal-12059	12	88	,	,	PUNCT
american_scientific_journal-12059	12	89	with	with	ADP
american_scientific_journal-12059	12	90	glioblastoma	glioblastoma	NOUN
american_scientific_journal-12059	12	91	being	be	AUX
american_scientific_journal-12059	12	92	the	the	DET
american_scientific_journal-12059	12	93	most	most	ADV
american_scientific_journal-12059	12	94	common	common	ADJ
american_scientific_journal-12059	12	95	and	and	CCONJ
american_scientific_journal-12059	12	96	aggressive	aggressive	ADJ
american_scientific_journal-12059	12	97	subtype	subtype	NOUN
american_scientific_journal-12059	12	98	,	,	PUNCT
american_scientific_journal-12059	12	99	comprising	comprise	VERB
american_scientific_journal-12059	12	100	nearly	nearly	ADV
american_scientific_journal-12059	12	101	47	47	NUM
american_scientific_journal-12059	12	102	%	%	NOUN
american_scientific_journal-12059	12	103	of	of	ADP
american_scientific_journal-12059	12	104	malignant	malignant	ADJ
american_scientific_journal-12059	12	105	brain	brain	NOUN
american_scientific_journal-12059	12	106	tumors	tumor	NOUN
american_scientific_journal-12059	12	107	,	,	PUNCT
american_scientific_journal-12059	12	108	characterized	characterize	VERB
american_scientific_journal-12059	12	109	by	by	ADP
american_scientific_journal-12059	12	110	rapid	rapid	ADJ
american_scientific_journal-12059	12	111	progression	progression	NOUN
american_scientific_journal-12059	12	112	and	and	CCONJ
american_scientific_journal-12059	12	113	poor	poor	ADJ
american_scientific_journal-12059	12	114	prognosis[4	prognosis[4	NOUN
american_scientific_journal-12059	12	115	]	]	PUNCT
american_scientific_journal-12059	12	116	.	.	PUNCT
american_scientific_journal-12059	13	1	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	13	2	relies	rely	VERB
american_scientific_journal-12059	13	3	heavily	heavily	ADV
american_scientific_journal-12059	13	4	on	on	ADP
american_scientific_journal-12059	13	5	neuroimaging	neuroimage	VERB
american_scientific_journal-12059	13	6	techniques	technique	NOUN
american_scientific_journal-12059	13	7	,	,	PUNCT
american_scientific_journal-12059	13	8	such	such	ADJ
american_scientific_journal-12059	13	9	as	as	ADP
american_scientific_journal-12059	13	10	magnetic	magnetic	ADJ
american_scientific_journal-12059	13	11	resonance	resonance	NOUN
american_scientific_journal-12059	13	12	imaging	imaging	NOUN
american_scientific_journal-12059	13	13	(	(	PUNCT
american_scientific_journal-12059	13	14	mri	mri	NOUN
american_scientific_journal-12059	13	15	)	)	PUNCT
american_scientific_journal-12059	13	16	and	and	CCONJ
american_scientific_journal-12059	13	17	computed	compute	VERB
american_scientific_journal-12059	13	18	tomography	tomography	NOUN
american_scientific_journal-12059	13	19	(	(	PUNCT
american_scientific_journal-12059	13	20	ct	ct	NOUN
american_scientific_journal-12059	13	21	)	)	PUNCT
american_scientific_journal-12059	13	22	scans	scan	NOUN
american_scientific_journal-12059	13	23	,	,	PUNCT
american_scientific_journal-12059	13	24	often	often	ADV
american_scientific_journal-12059	13	25	supplemented	supplement	VERB
american_scientific_journal-12059	13	26	by	by	ADP
american_scientific_journal-12059	13	27	biopsy	biopsy	NOUN
american_scientific_journal-12059	13	28	for	for	ADP
american_scientific_journal-12059	13	29	histopathological	histopathological	ADJ
american_scientific_journal-12059	13	30	confirmation[5].the	confirmation[5].the	DET
american_scientific_journal-12059	13	31	safest	safe	ADJ
american_scientific_journal-12059	13	32	approach	approach	NOUN
american_scientific_journal-12059	13	33	in	in	ADP
american_scientific_journal-12059	13	34	magnetic	magnetic	ADJ
american_scientific_journal-12059	13	35	resonance	resonance	NOUN
american_scientific_journal-12059	13	36	imaging	imaging	NOUN
american_scientific_journal-12059	13	37	(	(	PUNCT
american_scientific_journal-12059	13	38	mri	mri	NOUN
american_scientific_journal-12059	13	39	)	)	PUNCT
american_scientific_journal-12059	13	40	which	which	PRON
american_scientific_journal-12059	13	41	is	be	AUX
american_scientific_journal-12059	13	42	the	the	DET
american_scientific_journal-12059	13	43	clinical	clinical	ADJ
american_scientific_journal-12059	13	44	standard	standard	NOUN
american_scientific_journal-12059	13	45	for	for	ADP
american_scientific_journal-12059	13	46	detecting	detect	VERB
american_scientific_journal-12059	13	47	and	and	CCONJ
american_scientific_journal-12059	13	48	characterizing	characterize	VERB
american_scientific_journal-12059	13	49	brain	brain	NOUN
american_scientific_journal-12059	13	50	tumors	tumor	NOUN
american_scientific_journal-12059	13	51	.	.	PUNCT
american_scientific_journal-12059	14	1	despite	despite	SCONJ
american_scientific_journal-12059	14	2	advances	advance	NOUN
american_scientific_journal-12059	14	3	in	in	ADP
american_scientific_journal-12059	14	4	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	14	5	,	,	PUNCT
american_scientific_journal-12059	14	6	surgery	surgery	NOUN
american_scientific_journal-12059	14	7	,	,	PUNCT
american_scientific_journal-12059	14	8	radiotherapy	radiotherapy	NOUN
american_scientific_journal-12059	14	9	,	,	PUNCT
american_scientific_journal-12059	14	10	and	and	CCONJ
american_scientific_journal-12059	14	11	chemotherapy	chemotherapy	NOUN
american_scientific_journal-12059	14	12	,	,	PUNCT
american_scientific_journal-12059	14	13	brain	brain	NOUN
american_scientific_journal-12059	14	14	cancer	cancer	NOUN
american_scientific_journal-12059	14	15	remains	remain	VERB
american_scientific_journal-12059	14	16	difficult	difficult	ADJ
american_scientific_journal-12059	14	17	to	to	PART
american_scientific_journal-12059	14	18	treat	treat	VERB
american_scientific_journal-12059	14	19	due	due	ADP
american_scientific_journal-12059	14	20	to	to	ADP
american_scientific_journal-12059	14	21	the	the	DET
american_scientific_journal-12059	14	22	complexity	complexity	NOUN
american_scientific_journal-12059	14	23	of	of	ADP
american_scientific_journal-12059	14	24	the	the	DET
american_scientific_journal-12059	14	25	brain	brain	NOUN
american_scientific_journal-12059	14	26	,	,	PUNCT
american_scientific_journal-12059	14	27	the	the	DET
american_scientific_journal-12059	14	28	invasive	invasive	ADJ
american_scientific_journal-12059	14	29	nature	nature	NOUN
american_scientific_journal-12059	14	30	of	of	ADP
american_scientific_journal-12059	14	31	many	many	ADJ
american_scientific_journal-12059	14	32	tumors	tumor	NOUN
american_scientific_journal-12059	14	33	,	,	PUNCT
american_scientific_journal-12059	14	34	and	and	CCONJ
american_scientific_journal-12059	14	35	the	the	DET
american_scientific_journal-12059	14	36	protective	protective	ADJ
american_scientific_journal-12059	14	37	blood	blood	NOUN
american_scientific_journal-12059	14	38	–	–	PUNCT
american_scientific_journal-12059	14	39	brain	brain	NOUN
american_scientific_journal-12059	14	40	barrier	barrier	NOUN
american_scientific_journal-12059	14	41	that	that	PRON
american_scientific_journal-12059	14	42	limits	limit	VERB
american_scientific_journal-12059	14	43	drug	drug	NOUN
american_scientific_journal-12059	14	44	delivery[6	delivery[6	NOUN
american_scientific_journal-12059	14	45	,	,	PUNCT
american_scientific_journal-12059	14	46	7	7	NUM
american_scientific_journal-12059	14	47	]	]	PUNCT
american_scientific_journal-12059	14	48	.	.	PUNCT
american_scientific_journal-12059	15	1	as	as	ADP
american_scientific_journal-12059	15	2	a	a	DET
american_scientific_journal-12059	15	3	result	result	NOUN
american_scientific_journal-12059	15	4	,	,	PUNCT
american_scientific_journal-12059	15	5	survival	survival	NOUN
american_scientific_journal-12059	15	6	rates	rate	NOUN
american_scientific_journal-12059	15	7	are	be	AUX
american_scientific_journal-12059	15	8	often	often	ADV
american_scientific_journal-12059	15	9	low	low	ADJ
american_scientific_journal-12059	15	10	for	for	ADP
american_scientific_journal-12059	15	11	aggressive	aggressive	ADJ
american_scientific_journal-12059	15	12	types	type	NOUN
american_scientific_journal-12059	15	13	,	,	PUNCT
american_scientific_journal-12059	15	14	highlighting	highlight	VERB
american_scientific_journal-12059	15	15	the	the	DET
american_scientific_journal-12059	15	16	urgent	urgent	ADJ
american_scientific_journal-12059	15	17	need	need	NOUN
american_scientific_journal-12059	15	18	for	for	ADP
american_scientific_journal-12059	15	19	improved	improved	ADJ
american_scientific_journal-12059	15	20	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	15	21	and	and	CCONJ
american_scientific_journal-12059	15	22	therapeutic	therapeutic	ADJ
american_scientific_journal-12059	15	23	strategies	strategy	NOUN
american_scientific_journal-12059	15	24	,	,	PUNCT
american_scientific_journal-12059	15	25	including	include	VERB
american_scientific_journal-12059	15	26	molecular	molecular	ADJ
american_scientific_journal-12059	15	27	profiling	profiling	NOUN
american_scientific_journal-12059	15	28	,	,	PUNCT
american_scientific_journal-12059	15	29	immunotherapy	immunotherapy	NOUN
american_scientific_journal-12059	15	30	,	,	PUNCT
american_scientific_journal-12059	15	31	and	and	CCONJ
american_scientific_journal-12059	15	32	artificial	artificial	ADJ
american_scientific_journal-12059	15	33	intelligence	intelligence	NOUN
american_scientific_journal-12059	15	34	–	–	PUNCT
american_scientific_journal-12059	15	35	assisted	assist	VERB
american_scientific_journal-12059	15	36	imaging	imaging	NOUN
american_scientific_journal-12059	15	37	analysis[2].convolutional	analysis[2].convolutional	PROPN
american_scientific_journal-12059	15	38	neural	neural	ADJ
american_scientific_journal-12059	15	39	networks	network	NOUN
american_scientific_journal-12059	15	40	(	(	PUNCT
american_scientific_journal-12059	15	41	cnns	cnns	PROPN
american_scientific_journal-12059	15	42	)	)	PUNCT
american_scientific_journal-12059	15	43	are	be	AUX
american_scientific_journal-12059	15	44	an	an	DET
american_scientific_journal-12059	15	45	impactful	impactful	ADJ
american_scientific_journal-12059	15	46	technology	technology	NOUN
american_scientific_journal-12059	15	47	for	for	ADP
american_scientific_journal-12059	15	48	providing	provide	VERB
american_scientific_journal-12059	15	49	solutions	solution	NOUN
american_scientific_journal-12059	15	50	in	in	ADP
american_scientific_journal-12059	15	51	medical	medical	ADJ
american_scientific_journal-12059	15	52	diagnostics	diagnostic	NOUN
american_scientific_journal-12059	15	53	and	and	CCONJ
american_scientific_journal-12059	15	54	have	have	AUX
american_scientific_journal-12059	15	55	achieved	achieve	VERB
american_scientific_journal-12059	15	56	state	state	NOUN
american_scientific_journal-12059	15	57	-	-	PUNCT
american_scientific_journal-12059	15	58	of	of	ADP
american_scientific_journal-12059	15	59	-	-	PUNCT
american_scientific_journal-12059	15	60	the	the	DET
american_scientific_journal-12059	15	61	-	-	PUNCT
american_scientific_journal-12059	15	62	art	art	NOUN
american_scientific_journal-12059	15	63	performance	performance	NOUN
american_scientific_journal-12059	15	64	in	in	ADP
american_scientific_journal-12059	15	65	medical	medical	ADJ
american_scientific_journal-12059	15	66	image	image	NOUN
american_scientific_journal-12059	15	67	classification[8].cnns	classification[8].cnns	PROPN
american_scientific_journal-12059	16	1	have	have	AUX
american_scientific_journal-12059	16	2	revolutionized	revolutionize	VERB
american_scientific_journal-12059	16	3	brain	brain	NOUN
american_scientific_journal-12059	16	4	cancer	cancer	NOUN
american_scientific_journal-12059	16	5	diagnostics	diagnostic	NOUN
american_scientific_journal-12059	16	6	by	by	ADP
american_scientific_journal-12059	16	7	enabling	enable	VERB
american_scientific_journal-12059	16	8	highly	highly	ADV
american_scientific_journal-12059	16	9	accurate	accurate	ADJ
american_scientific_journal-12059	16	10	,	,	PUNCT
american_scientific_journal-12059	16	11	automated	automate	VERB
american_scientific_journal-12059	16	12	analysis	analysis	NOUN
american_scientific_journal-12059	16	13	of	of	ADP
american_scientific_journal-12059	16	14	medical	medical	ADJ
american_scientific_journal-12059	16	15	imaging	imaging	NOUN
american_scientific_journal-12059	16	16	,	,	PUNCT
american_scientific_journal-12059	16	17	particularly	particularly	ADV
american_scientific_journal-12059	16	18	mri	mri	NOUN
american_scientific_journal-12059	16	19	scans[2	scans[2	PROPN
american_scientific_journal-12059	16	20	,	,	PUNCT
american_scientific_journal-12059	16	21	9].these	9].these	NUM
american_scientific_journal-12059	16	22	deep	deep	ADJ
american_scientific_journal-12059	16	23	learning	learning	NOUN
american_scientific_journal-12059	16	24	models	model	NOUN
american_scientific_journal-12059	16	25	excel	excel	VERB
american_scientific_journal-12059	16	26	at	at	ADP
american_scientific_journal-12059	16	27	detecting	detect	VERB
american_scientific_journal-12059	16	28	tumors	tumor	NOUN
american_scientific_journal-12059	16	29	,	,	PUNCT
american_scientific_journal-12059	16	30	classifying	classify	VERB
american_scientific_journal-12059	16	31	their	their	PRON
american_scientific_journal-12059	16	32	types	type	NOUN
american_scientific_journal-12059	16	33	,	,	PUNCT
american_scientific_journal-12059	16	34	such	such	ADJ
american_scientific_journal-12059	16	35	as	as	ADP
american_scientific_journal-12059	16	36	gliomas	glioma	NOUN
american_scientific_journal-12059	16	37	,	,	PUNCT
american_scientific_journal-12059	16	38	meningiomas	meningioma	NOUN
american_scientific_journal-12059	16	39	,	,	PUNCT
american_scientific_journal-12059	16	40	and	and	CCONJ
american_scientific_journal-12059	16	41	pituitary	pituitary	ADJ
american_scientific_journal-12059	16	42	tumors	tumor	NOUN
american_scientific_journal-12059	16	43	,	,	PUNCT
american_scientific_journal-12059	16	44	and	and	CCONJ
american_scientific_journal-12059	16	45	segmenting	segment	VERB
american_scientific_journal-12059	16	46	tumor	tumor	NOUN
american_scientific_journal-12059	16	47	regions	region	NOUN
american_scientific_journal-12059	16	48	to	to	PART
american_scientific_journal-12059	16	49	assist	assist	VERB
american_scientific_journal-12059	16	50	in	in	ADP
american_scientific_journal-12059	16	51	surgical	surgical	ADJ
american_scientific_journal-12059	16	52	planning[2	planning[2	PROPN
american_scientific_journal-12059	16	53	,	,	PUNCT
american_scientific_journal-12059	16	54	10].recent	10].recent	PROPN
american_scientific_journal-12059	16	55	advancements	advancement	NOUN
american_scientific_journal-12059	16	56	in	in	ADP
american_scientific_journal-12059	16	57	cnn	cnn	PROPN
american_scientific_journal-12059	16	58	architecture	architecture	NOUN
american_scientific_journal-12059	16	59	and	and	CCONJ
american_scientific_journal-12059	16	60	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12059	16	61	optimization	optimization	NOUN
american_scientific_journal-12059	16	62	have	have	AUX
american_scientific_journal-12059	16	63	led	lead	VERB
american_scientific_journal-12059	16	64	to	to	ADP
american_scientific_journal-12059	16	65	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	16	66	accuracies	accuracy	NOUN
american_scientific_journal-12059	16	67	exceeding	exceed	VERB
american_scientific_journal-12059	16	68	95	95	NUM
american_scientific_journal-12059	16	69	%	%	NOUN
american_scientific_journal-12059	16	70	,	,	PUNCT
american_scientific_journal-12059	16	71	with	with	ADP
american_scientific_journal-12059	16	72	models	model	NOUN
american_scientific_journal-12059	16	73	like	like	ADP
american_scientific_journal-12059	16	74	resnet-18	resnet-18	ADP
american_scientific_journal-12059	16	75	outperforming	outperform	VERB
american_scientific_journal-12059	16	76	deeper	deep	ADJ
american_scientific_journal-12059	16	77	networks	network	NOUN
american_scientific_journal-12059	16	78	while	while	SCONJ
american_scientific_journal-12059	16	79	maintaining	maintain	VERB
american_scientific_journal-12059	16	80	computational	computational	ADJ
american_scientific_journal-12059	16	81	efficiency[2	efficiency[2	PROPN
american_scientific_journal-12059	16	82	,	,	PUNCT
american_scientific_journal-12059	16	83	11].moreover	11].moreover	PROPN
american_scientific_journal-12059	16	84	,	,	PUNCT
american_scientific_journal-12059	16	85	the	the	DET
american_scientific_journal-12059	16	86	integration	integration	NOUN
american_scientific_journal-12059	16	87	of	of	ADP
american_scientific_journal-12059	16	88	explainable	explainable	ADJ
american_scientific_journal-12059	16	89	ai	ai	NOUN
american_scientific_journal-12059	16	90	techniques	technique	NOUN
american_scientific_journal-12059	16	91	,	,	PUNCT
american_scientific_journal-12059	16	92	such	such	ADJ
american_scientific_journal-12059	16	93	as	as	ADP
american_scientific_journal-12059	16	94	lime	lime	NOUN
american_scientific_journal-12059	16	95	,	,	PUNCT
american_scientific_journal-12059	16	96	into	into	ADP
american_scientific_journal-12059	16	97	cnn	cnn	PROPN
american_scientific_journal-12059	16	98	-	-	PUNCT
american_scientific_journal-12059	16	99	based	base	VERB
american_scientific_journal-12059	16	100	systems	system	NOUN
american_scientific_journal-12059	16	101	like	like	ADP
american_scientific_journal-12059	16	102	cnn	cnn	PROPN
american_scientific_journal-12059	16	103	-	-	PUNCT
american_scientific_journal-12059	16	104	tumornet	tumornet	PROPN
american_scientific_journal-12059	16	105	has	have	AUX
american_scientific_journal-12059	16	106	enhanced	enhance	VERB
american_scientific_journal-12059	16	107	transparency	transparency	NOUN
american_scientific_journal-12059	16	108	,	,	PUNCT
american_scientific_journal-12059	16	109	allowing	allow	VERB
american_scientific_journal-12059	16	110	clinicians	clinician	NOUN
american_scientific_journal-12059	16	111	to	to	PART
american_scientific_journal-12059	16	112	better	well	ADV
american_scientific_journal-12059	16	113	understand	understand	VERB
american_scientific_journal-12059	16	114	and	and	CCONJ
american_scientific_journal-12059	16	115	trust	trust	VERB
american_scientific_journal-12059	16	116	the	the	DET
american_scientific_journal-12059	16	117	model	model	NOUN
american_scientific_journal-12059	16	118	’s	’s	PART
american_scientific_journal-12059	16	119	decisions[12	decisions[12	NOUN
american_scientific_journal-12059	16	120	]	]	PUNCT
american_scientific_journal-12059	16	121	.	.	PUNCT
american_scientific_journal-12059	17	1	despite	despite	SCONJ
american_scientific_journal-12059	17	2	these	these	DET
american_scientific_journal-12059	17	3	breakthroughs	breakthrough	NOUN
american_scientific_journal-12059	17	4	,	,	PUNCT
american_scientific_journal-12059	17	5	challenges	challenge	NOUN
american_scientific_journal-12059	17	6	persist	persist	VERB
american_scientific_journal-12059	17	7	,	,	PUNCT
american_scientific_journal-12059	17	8	including	include	VERB
american_scientific_journal-12059	17	9	limited	limited	ADJ
american_scientific_journal-12059	17	10	data	datum	NOUN
american_scientific_journal-12059	17	11	diversity	diversity	NOUN
american_scientific_journal-12059	17	12	,	,	PUNCT
american_scientific_journal-12059	17	13	concerns	concern	NOUN
american_scientific_journal-12059	17	14	over	over	ADP
american_scientific_journal-12059	17	15	interpretability	interpretability	NOUN
american_scientific_journal-12059	17	16	,	,	PUNCT
american_scientific_journal-12059	17	17	and	and	CCONJ
american_scientific_journal-12059	17	18	the	the	DET
american_scientific_journal-12059	17	19	need	need	NOUN
american_scientific_journal-12059	17	20	for	for	ADP
american_scientific_journal-12059	17	21	seamless	seamless	ADJ
american_scientific_journal-12059	17	22	integration	integration	NOUN
american_scientific_journal-12059	17	23	into	into	ADP
american_scientific_journal-12059	17	24	clinical	clinical	ADJ
american_scientific_journal-12059	17	25	workflows	workflow	NOUN
american_scientific_journal-12059	17	26	.	.	PUNCT
american_scientific_journal-12059	18	1	hence	hence	ADV
american_scientific_journal-12059	18	2	,	,	PUNCT
american_scientific_journal-12059	18	3	this	this	DET
american_scientific_journal-12059	18	4	research	research	NOUN
american_scientific_journal-12059	18	5	aims	aim	VERB
american_scientific_journal-12059	18	6	to	to	PART
american_scientific_journal-12059	18	7	design	design	VERB
american_scientific_journal-12059	18	8	a	a	DET
american_scientific_journal-12059	18	9	“	"	PUNCT
american_scientific_journal-12059	18	10	lightbt	lightbt	NOUN
american_scientific_journal-12059	18	11	-	-	PUNCT
american_scientific_journal-12059	18	12	cnn	cnn	PROPN
american_scientific_journal-12059	18	13	model	model	NOUN
american_scientific_journal-12059	18	14	”	"	PUNCT
american_scientific_journal-12059	18	15	brain	brain	NOUN
american_scientific_journal-12059	18	16	classification	classification	NOUN
american_scientific_journal-12059	18	17	model	model	NOUN
american_scientific_journal-12059	18	18	using	use	VERB
american_scientific_journal-12059	18	19	standardized	standardized	ADJ
american_scientific_journal-12059	18	20	mri	mri	NOUN
american_scientific_journal-12059	18	21	datasets	dataset	NOUN
american_scientific_journal-12059	18	22	and	and	CCONJ
american_scientific_journal-12059	18	23	compare	compare	VERB
american_scientific_journal-12059	18	24	the	the	DET
american_scientific_journal-12059	18	25	findings	finding	NOUN
american_scientific_journal-12059	18	26	with	with	ADP
american_scientific_journal-12059	18	27	other	other	ADJ
american_scientific_journal-12059	18	28	cnn	cnn	PROPN
american_scientific_journal-12059	18	29	architectures	architecture	NOUN
american_scientific_journal-12059	18	30	.	.	PUNCT
american_scientific_journal-12059	19	1	2	2	X
american_scientific_journal-12059	19	2	.	.	X
american_scientific_journal-12059	19	3	methods	method	NOUN
american_scientific_journal-12059	19	4	this	this	DET
american_scientific_journal-12059	19	5	study	study	NOUN
american_scientific_journal-12059	19	6	adopted	adopt	VERB
american_scientific_journal-12059	19	7	a	a	DET
american_scientific_journal-12059	19	8	practical	practical	ADJ
american_scientific_journal-12059	19	9	,	,	PUNCT
american_scientific_journal-12059	19	10	design	design	NOUN
american_scientific_journal-12059	19	11	-	-	PUNCT
american_scientific_journal-12059	19	12	based	base	VERB
american_scientific_journal-12059	19	13	approach	approach	NOUN
american_scientific_journal-12059	19	14	through	through	ADP
american_scientific_journal-12059	19	15	the	the	DET
american_scientific_journal-12059	19	16	development	development	NOUN
american_scientific_journal-12059	19	17	of	of	ADP
american_scientific_journal-12059	19	18	a	a	DET
american_scientific_journal-12059	19	19	“	"	PUNCT
american_scientific_journal-12059	19	20	diy	diy	NOUN
american_scientific_journal-12059	19	21	convolutional	convolutional	ADJ
american_scientific_journal-12059	19	22	neural	neural	ADJ
american_scientific_journal-12059	19	23	network	network	NOUN
american_scientific_journal-12059	19	24	(	(	PUNCT
american_scientific_journal-12059	19	25	lightbt	lightbt	PROPN
american_scientific_journal-12059	19	26	-	-	PUNCT
american_scientific_journal-12059	19	27	cnn	cnn	PROPN
american_scientific_journal-12059	19	28	)	)	PUNCT
american_scientific_journal-12059	19	29	model	model	NOUN
american_scientific_journal-12059	19	30	”	"	PUNCT
american_scientific_journal-12059	19	31	aimed	aim	VERB
american_scientific_journal-12059	19	32	at	at	ADP
american_scientific_journal-12059	19	33	detecting	detect	VERB
american_scientific_journal-12059	19	34	,	,	PUNCT
american_scientific_journal-12059	19	35	identifying	identifying	NOUN
american_scientific_journal-12059	19	36	,	,	PUNCT
american_scientific_journal-12059	19	37	and	and	CCONJ
american_scientific_journal-12059	19	38	interpreting	interpret	VERB
american_scientific_journal-12059	19	39	mri	mri	NOUN
american_scientific_journal-12059	19	40	clinical	clinical	ADJ
american_scientific_journal-12059	19	41	data	datum	NOUN
american_scientific_journal-12059	19	42	for	for	ADP
american_scientific_journal-12059	19	43	brain	brain	NOUN
american_scientific_journal-12059	19	44	american	american	ADJ
american_scientific_journal-12059	19	45	academic	academic	ADJ
american_scientific_journal-12059	19	46	scientific	scientific	ADJ
american_scientific_journal-12059	19	47	research	research	NOUN
american_scientific_journal-12059	19	48	journal	journal	NOUN
american_scientific_journal-12059	19	49	for	for	ADP
american_scientific_journal-12059	19	50	engineering	engineering	NOUN
american_scientific_journal-12059	19	51	,	,	PUNCT
american_scientific_journal-12059	19	52	technology	technology	NOUN
american_scientific_journal-12059	19	53	,	,	PUNCT
american_scientific_journal-12059	19	54	and	and	CCONJ
american_scientific_journal-12059	19	55	sciences	science	NOUN
american_scientific_journal-12059	19	56	(	(	PUNCT
american_scientific_journal-12059	19	57	asrjets	asrjet	NOUN
american_scientific_journal-12059	19	58	)	)	PUNCT
american_scientific_journal-12059	19	59	volume	volume	NOUN
american_scientific_journal-12059	19	60	103	103	NUM
american_scientific_journal-12059	19	61	,	,	PUNCT
american_scientific_journal-12059	19	62	no	no	DET
american_scientific_journal-12059	19	63	1	1	NUM
american_scientific_journal-12059	19	64	,	,	PUNCT
american_scientific_journal-12059	19	65	pp	pp	ADV
american_scientific_journal-12059	19	66	147	147	NUM
american_scientific_journal-12059	19	67	-	-	SYM
american_scientific_journal-12059	19	68	163	163	NUM
american_scientific_journal-12059	19	69	149	149	NUM
american_scientific_journal-12059	19	70	cancer	cancer	NOUN
american_scientific_journal-12059	19	71	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	19	72	.	.	PUNCT
american_scientific_journal-12059	20	1	the	the	DET
american_scientific_journal-12059	20	2	model	model	NOUN
american_scientific_journal-12059	20	3	was	be	AUX
american_scientific_journal-12059	20	4	trained	train	VERB
american_scientific_journal-12059	20	5	and	and	CCONJ
american_scientific_journal-12059	20	6	tested	test	VERB
american_scientific_journal-12059	20	7	on	on	ADP
american_scientific_journal-12059	20	8	secondary	secondary	ADJ
american_scientific_journal-12059	20	9	data	datum	NOUN
american_scientific_journal-12059	20	10	obtained	obtain	VERB
american_scientific_journal-12059	20	11	from	from	ADP
american_scientific_journal-12059	20	12	kaggle	kaggle	PROPN
american_scientific_journal-12059	20	13	,	,	PUNCT
american_scientific_journal-12059	20	14	titled	title	VERB
american_scientific_journal-12059	20	15	brain	brain	NOUN
american_scientific_journal-12059	20	16	tumor	tumor	NOUN
american_scientific_journal-12059	20	17	mri	mri	NOUN
american_scientific_journal-12059	20	18	dataset	dataset	VERB
american_scientific_journal-12059	20	19	by	by	ADP
american_scientific_journal-12059	20	20	masoud	masoud	PROPN
american_scientific_journal-12059	20	21	nickparvar	nickparvar	PROPN
american_scientific_journal-12059	20	22	,	,	PUNCT
american_scientific_journal-12059	20	23	last	last	ADV
american_scientific_journal-12059	20	24	updated	update	VERB
american_scientific_journal-12059	20	25	four	four	NUM
american_scientific_journal-12059	20	26	years	year	NOUN
american_scientific_journal-12059	20	27	ago	ago	ADV
american_scientific_journal-12059	20	28	,	,	PUNCT
american_scientific_journal-12059	20	29	and	and	CCONJ
american_scientific_journal-12059	20	30	rated	rate	VERB
american_scientific_journal-12059	20	31	8.75	8.75	NUM
american_scientific_journal-12059	20	32	in	in	ADP
american_scientific_journal-12059	20	33	usability	usability	NOUN
american_scientific_journal-12059	20	34	as	as	ADP
american_scientific_journal-12059	20	35	of	of	ADP
american_scientific_journal-12059	20	36	august	august	PROPN
american_scientific_journal-12059	20	37	15	15	NUM
american_scientific_journal-12059	20	38	,	,	PUNCT
american_scientific_journal-12059	20	39	2025[13].the	2025[13].the	DET
american_scientific_journal-12059	20	40	dataset	dataset	NOUN
american_scientific_journal-12059	20	41	comprises	comprise	VERB
american_scientific_journal-12059	20	42	7,023	7,023	NUM
american_scientific_journal-12059	20	43	mri	mri	NOUN
american_scientific_journal-12059	20	44	images	image	NOUN
american_scientific_journal-12059	20	45	categorized	categorize	VERB
american_scientific_journal-12059	20	46	into	into	ADP
american_scientific_journal-12059	20	47	four	four	NUM
american_scientific_journal-12059	20	48	classes	class	NOUN
american_scientific_journal-12059	20	49	:	:	PUNCT
american_scientific_journal-12059	20	50	glioma	glioma	NOUN
american_scientific_journal-12059	20	51	,	,	PUNCT
american_scientific_journal-12059	20	52	meningioma	meningioma	NOUN
american_scientific_journal-12059	20	53	,	,	PUNCT
american_scientific_journal-12059	20	54	pituitary	pituitary	ADJ
american_scientific_journal-12059	20	55	tumor	tumor	NOUN
american_scientific_journal-12059	20	56	,	,	PUNCT
american_scientific_journal-12059	20	57	and	and	CCONJ
american_scientific_journal-12059	20	58	no	no	DET
american_scientific_journal-12059	20	59	tumor[13	tumor[13	NOUN
american_scientific_journal-12059	20	60	]	]	PUNCT
american_scientific_journal-12059	20	61	.	.	PUNCT
american_scientific_journal-12059	21	1	model	model	PROPN
american_scientific_journal-12059	21	2	development	development	NOUN
american_scientific_journal-12059	21	3	and	and	CCONJ
american_scientific_journal-12059	21	4	testing	testing	NOUN
american_scientific_journal-12059	21	5	were	be	AUX
american_scientific_journal-12059	21	6	conducted	conduct	VERB
american_scientific_journal-12059	21	7	using	use	VERB
american_scientific_journal-12059	21	8	python	python	NOUN
american_scientific_journal-12059	21	9	programming	programming	NOUN
american_scientific_journal-12059	21	10	,	,	PUNCT
american_scientific_journal-12059	21	11	with	with	ADP
american_scientific_journal-12059	21	12	essential	essential	ADJ
american_scientific_journal-12059	21	13	libraries	library	NOUN
american_scientific_journal-12059	21	14	including	include	VERB
american_scientific_journal-12059	21	15	numpy	numpy	NOUN
american_scientific_journal-12059	21	16	,	,	PUNCT
american_scientific_journal-12059	21	17	pandas	panda	NOUN
american_scientific_journal-12059	21	18	,	,	PUNCT
american_scientific_journal-12059	21	19	matplotlib	matplotlib	PROPN
american_scientific_journal-12059	21	20	,	,	PUNCT
american_scientific_journal-12059	21	21	seaborn	seaborn	PROPN
american_scientific_journal-12059	21	22	,	,	PUNCT
american_scientific_journal-12059	21	23	and	and	CCONJ
american_scientific_journal-12059	21	24	tensorflow	tensorflow	NOUN
american_scientific_journal-12059	21	25	.	.	PUNCT
american_scientific_journal-12059	22	1	before	before	ADP
american_scientific_journal-12059	22	2	model	model	NOUN
american_scientific_journal-12059	22	3	training	training	NOUN
american_scientific_journal-12059	22	4	,	,	PUNCT
american_scientific_journal-12059	22	5	exploratory	exploratory	ADJ
american_scientific_journal-12059	22	6	data	datum	NOUN
american_scientific_journal-12059	22	7	analysis	analysis	NOUN
american_scientific_journal-12059	22	8	was	be	AUX
american_scientific_journal-12059	22	9	performed	perform	VERB
american_scientific_journal-12059	22	10	to	to	PART
american_scientific_journal-12059	22	11	summarize	summarize	VERB
american_scientific_journal-12059	22	12	dataset	dataset	ADJ
american_scientific_journal-12059	22	13	characteristics	characteristic	NOUN
american_scientific_journal-12059	22	14	and	and	CCONJ
american_scientific_journal-12059	22	15	generate	generate	VERB
american_scientific_journal-12059	22	16	visualizations	visualization	NOUN
american_scientific_journal-12059	22	17	for	for	ADP
american_scientific_journal-12059	22	18	quality	quality	NOUN
american_scientific_journal-12059	22	19	control	control	NOUN
american_scientific_journal-12059	22	20	.	.	PUNCT
american_scientific_journal-12059	23	1	low	low	ADJ
american_scientific_journal-12059	23	2	-	-	PUNCT
american_scientific_journal-12059	23	3	quality	quality	NOUN
american_scientific_journal-12059	23	4	or	or	CCONJ
american_scientific_journal-12059	23	5	unreadable	unreadable	ADJ
american_scientific_journal-12059	23	6	scans	scan	NOUN
american_scientific_journal-12059	23	7	were	be	AUX
american_scientific_journal-12059	23	8	identified	identify	VERB
american_scientific_journal-12059	23	9	and	and	CCONJ
american_scientific_journal-12059	23	10	excluded	exclude	VERB
american_scientific_journal-12059	23	11	to	to	PART
american_scientific_journal-12059	23	12	ensure	ensure	VERB
american_scientific_journal-12059	23	13	reliability	reliability	NOUN
american_scientific_journal-12059	23	14	.	.	PUNCT
american_scientific_journal-12059	24	1	data	datum	NOUN
american_scientific_journal-12059	24	2	preprocessing	preprocessing	NOUN
american_scientific_journal-12059	24	3	involved	involve	VERB
american_scientific_journal-12059	24	4	recoding	recode	VERB
american_scientific_journal-12059	24	5	,	,	PUNCT
american_scientific_journal-12059	24	6	categorizing	categorize	VERB
american_scientific_journal-12059	24	7	,	,	PUNCT
american_scientific_journal-12059	24	8	and	and	CCONJ
american_scientific_journal-12059	24	9	restructuring	restructure	VERB
american_scientific_journal-12059	24	10	the	the	DET
american_scientific_journal-12059	24	11	dataset	dataset	NOUN
american_scientific_journal-12059	24	12	to	to	PART
american_scientific_journal-12059	24	13	standardize	standardize	VERB
american_scientific_journal-12059	24	14	inputs	input	NOUN
american_scientific_journal-12059	24	15	for	for	ADP
american_scientific_journal-12059	24	16	cnn	cnn	NOUN
american_scientific_journal-12059	24	17	processing	processing	NOUN
american_scientific_journal-12059	24	18	.	.	PUNCT
american_scientific_journal-12059	25	1	the	the	DET
american_scientific_journal-12059	25	2	lightbt	lightbt	PROPN
american_scientific_journal-12059	25	3	cnn	cnn	PROPN
american_scientific_journal-12059	25	4	model	model	NOUN
american_scientific_journal-12059	25	5	was	be	AUX
american_scientific_journal-12059	25	6	a	a	DET
american_scientific_journal-12059	25	7	sequential	sequential	ADJ
american_scientific_journal-12059	25	8	convolutional	convolutional	ADJ
american_scientific_journal-12059	25	9	neural	neural	ADJ
american_scientific_journal-12059	25	10	network	network	NOUN
american_scientific_journal-12059	25	11	(	(	PUNCT
american_scientific_journal-12059	25	12	cnn	cnn	PROPN
american_scientific_journal-12059	25	13	)	)	PUNCT
american_scientific_journal-12059	25	14	,	,	PUNCT
american_scientific_journal-12059	25	15	which	which	PRON
american_scientific_journal-12059	25	16	was	be	AUX
american_scientific_journal-12059	25	17	built	build	VERB
american_scientific_journal-12059	25	18	within	within	ADP
american_scientific_journal-12059	25	19	tensorflow	tensorflow	NOUN
american_scientific_journal-12059	25	20	and	and	CCONJ
american_scientific_journal-12059	25	21	trained	train	VERB
american_scientific_journal-12059	25	22	using	use	VERB
american_scientific_journal-12059	25	23	convolutional	convolutional	ADJ
american_scientific_journal-12059	25	24	,	,	PUNCT
american_scientific_journal-12059	25	25	pooling	pooling	NOUN
american_scientific_journal-12059	25	26	,	,	PUNCT
american_scientific_journal-12059	25	27	and	and	CCONJ
american_scientific_journal-12059	25	28	fully	fully	ADV
american_scientific_journal-12059	25	29	connected	connected	ADJ
american_scientific_journal-12059	25	30	layers	layer	NOUN
american_scientific_journal-12059	25	31	optimized	optimize	VERB
american_scientific_journal-12059	25	32	for	for	ADP
american_scientific_journal-12059	25	33	multi	multi	ADJ
american_scientific_journal-12059	25	34	-	-	ADJ
american_scientific_journal-12059	25	35	class	class	ADJ
american_scientific_journal-12059	25	36	classification	classification	NOUN
american_scientific_journal-12059	25	37	.	.	PUNCT
american_scientific_journal-12059	26	1	training	training	NOUN
american_scientific_journal-12059	26	2	and	and	CCONJ
american_scientific_journal-12059	26	3	validation	validation	NOUN
american_scientific_journal-12059	26	4	subsets	subset	NOUN
american_scientific_journal-12059	26	5	were	be	AUX
american_scientific_journal-12059	26	6	generated	generate	VERB
american_scientific_journal-12059	26	7	from	from	ADP
american_scientific_journal-12059	26	8	the	the	DET
american_scientific_journal-12059	26	9	dataset	dataset	NOUN
american_scientific_journal-12059	26	10	to	to	PART
american_scientific_journal-12059	26	11	minimize	minimize	VERB
american_scientific_journal-12059	26	12	bias	bias	NOUN
american_scientific_journal-12059	26	13	and	and	CCONJ
american_scientific_journal-12059	26	14	overfitting[8	overfitting[8	NOUN
american_scientific_journal-12059	26	15	]	]	PUNCT
american_scientific_journal-12059	26	16	.	.	PUNCT
american_scientific_journal-12059	27	1	each	each	DET
american_scientific_journal-12059	27	2	model	model	NOUN
american_scientific_journal-12059	27	3	iteration	iteration	NOUN
american_scientific_journal-12059	27	4	was	be	AUX
american_scientific_journal-12059	27	5	trained	train	VERB
american_scientific_journal-12059	27	6	,	,	PUNCT
american_scientific_journal-12059	27	7	simulated	simulate	VERB
american_scientific_journal-12059	27	8	,	,	PUNCT
american_scientific_journal-12059	27	9	and	and	CCONJ
american_scientific_journal-12059	27	10	evaluated	evaluate	VERB
american_scientific_journal-12059	27	11	using	use	VERB
american_scientific_journal-12059	27	12	standard	standard	ADJ
american_scientific_journal-12059	27	13	performance	performance	NOUN
american_scientific_journal-12059	27	14	metrics	metric	NOUN
american_scientific_journal-12059	27	15	,	,	PUNCT
american_scientific_journal-12059	27	16	including	include	VERB
american_scientific_journal-12059	27	17	accuracy	accuracy	NOUN
american_scientific_journal-12059	27	18	,	,	PUNCT
american_scientific_journal-12059	27	19	sensitivity	sensitivity	NOUN
american_scientific_journal-12059	27	20	,	,	PUNCT
american_scientific_journal-12059	27	21	specificity	specificity	NOUN
american_scientific_journal-12059	27	22	,	,	PUNCT
american_scientific_journal-12059	27	23	precision	precision	NOUN
american_scientific_journal-12059	27	24	,	,	PUNCT
american_scientific_journal-12059	27	25	f1	f1	NOUN
american_scientific_journal-12059	27	26	-	-	PUNCT
american_scientific_journal-12059	27	27	score	score	NOUN
american_scientific_journal-12059	27	28	,	,	PUNCT
american_scientific_journal-12059	27	29	and	and	CCONJ
american_scientific_journal-12059	27	30	area	area	NOUN
american_scientific_journal-12059	27	31	under	under	ADP
american_scientific_journal-12059	27	32	the	the	DET
american_scientific_journal-12059	27	33	receiver	receiver	NOUN
american_scientific_journal-12059	27	34	operating	operate	VERB
american_scientific_journal-12059	27	35	characteristic	characteristic	ADJ
american_scientific_journal-12059	27	36	curve	curve	NOUN
american_scientific_journal-12059	27	37	(	(	PUNCT
american_scientific_journal-12059	27	38	auc	auc	NOUN
american_scientific_journal-12059	27	39	-	-	PUNCT
american_scientific_journal-12059	27	40	roc	roc	NOUN
american_scientific_journal-12059	27	41	)	)	PUNCT
american_scientific_journal-12059	27	42	.	.	PUNCT
american_scientific_journal-12059	28	1	comparative	comparative	ADJ
american_scientific_journal-12059	28	2	analysis	analysis	NOUN
american_scientific_journal-12059	28	3	was	be	AUX
american_scientific_journal-12059	28	4	conducted	conduct	VERB
american_scientific_journal-12059	28	5	against	against	ADP
american_scientific_journal-12059	28	6	established	establish	VERB
american_scientific_journal-12059	28	7	cnn	cnn	PROPN
american_scientific_journal-12059	28	8	architectures	architecture	NOUN
american_scientific_journal-12059	28	9	to	to	PART
american_scientific_journal-12059	28	10	benchmark	benchmark	VERB
american_scientific_journal-12059	28	11	the	the	DET
american_scientific_journal-12059	28	12	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	28	13	performance	performance	NOUN
american_scientific_journal-12059	28	14	of	of	ADP
american_scientific_journal-12059	28	15	the	the	DET
american_scientific_journal-12059	28	16	diy	diy	NOUN
american_scientific_journal-12059	28	17	model	model	NOUN
american_scientific_journal-12059	28	18	.	.	PUNCT
american_scientific_journal-12059	29	1	3	3	X
american_scientific_journal-12059	29	2	.	.	NOUN
american_scientific_journal-12059	29	3	results	result	VERB
american_scientific_journal-12059	29	4	3.1	3.1	NUM
american_scientific_journal-12059	29	5	data	datum	NOUN
american_scientific_journal-12059	29	6	preprocessing	preprocessing	NOUN
american_scientific_journal-12059	29	7	and	and	CCONJ
american_scientific_journal-12059	29	8	visualization	visualization	NOUN
american_scientific_journal-12059	29	9	the	the	DET
american_scientific_journal-12059	29	10	cnn	cnn	PROPN
american_scientific_journal-12059	29	11	model	model	NOUN
american_scientific_journal-12059	29	12	was	be	AUX
american_scientific_journal-12059	29	13	initiated	initiate	VERB
american_scientific_journal-12059	29	14	by	by	ADP
american_scientific_journal-12059	29	15	preprocessing	preprocesse	VERB
american_scientific_journal-12059	29	16	the	the	DET
american_scientific_journal-12059	29	17	data	datum	NOUN
american_scientific_journal-12059	29	18	.	.	PUNCT
american_scientific_journal-12059	30	1	the	the	DET
american_scientific_journal-12059	30	2	path	path	NOUN
american_scientific_journal-12059	30	3	and	and	CCONJ
american_scientific_journal-12059	30	4	directory	directory	NOUN
american_scientific_journal-12059	30	5	were	be	AUX
american_scientific_journal-12059	30	6	assigned	assign	VERB
american_scientific_journal-12059	30	7	for	for	ADP
american_scientific_journal-12059	30	8	testing	testing	NOUN
american_scientific_journal-12059	30	9	and	and	CCONJ
american_scientific_journal-12059	30	10	training	training	NOUN
american_scientific_journal-12059	30	11	,	,	PUNCT
american_scientific_journal-12059	30	12	followed	follow	VERB
american_scientific_journal-12059	30	13	by	by	ADP
american_scientific_journal-12059	30	14	the	the	DET
american_scientific_journal-12059	30	15	iteration	iteration	NOUN
american_scientific_journal-12059	30	16	of	of	ADP
american_scientific_journal-12059	30	17	directions	direction	NOUN
american_scientific_journal-12059	30	18	for	for	ADP
american_scientific_journal-12059	30	19	the	the	DET
american_scientific_journal-12059	30	20	training	training	NOUN
american_scientific_journal-12059	30	21	path	path	NOUN
american_scientific_journal-12059	30	22	(	(	PUNCT
american_scientific_journal-12059	30	23	figures	figure	NOUN
american_scientific_journal-12059	30	24	1	1	NUM
american_scientific_journal-12059	30	25	&	&	CCONJ
american_scientific_journal-12059	30	26	2	2	NUM
american_scientific_journal-12059	30	27	)	)	PUNCT
american_scientific_journal-12059	30	28	,	,	PUNCT
american_scientific_journal-12059	30	29	and	and	CCONJ
american_scientific_journal-12059	30	30	a	a	DET
american_scientific_journal-12059	30	31	data	data	NOUN
american_scientific_journal-12059	30	32	frame	frame	NOUN
american_scientific_journal-12059	30	33	was	be	AUX
american_scientific_journal-12059	30	34	also	also	ADV
american_scientific_journal-12059	30	35	created	create	VERB
american_scientific_journal-12059	30	36	.	.	PUNCT
american_scientific_journal-12059	31	1	figure	figure	NOUN
american_scientific_journal-12059	31	2	1	1	NUM
american_scientific_journal-12059	31	3	:	:	PUNCT
american_scientific_journal-12059	31	4	creation	creation	NOUN
american_scientific_journal-12059	31	5	of	of	ADP
american_scientific_journal-12059	31	6	training	training	NOUN
american_scientific_journal-12059	31	7	dataframe	dataframe	ADJ
american_scientific_journal-12059	31	8	american	american	PROPN
american_scientific_journal-12059	31	9	academic	academic	PROPN
american_scientific_journal-12059	31	10	scientific	scientific	ADJ
american_scientific_journal-12059	31	11	research	research	NOUN
american_scientific_journal-12059	31	12	journal	journal	NOUN
american_scientific_journal-12059	31	13	for	for	ADP
american_scientific_journal-12059	31	14	engineering	engineering	NOUN
american_scientific_journal-12059	31	15	,	,	PUNCT
american_scientific_journal-12059	31	16	technology	technology	NOUN
american_scientific_journal-12059	31	17	,	,	PUNCT
american_scientific_journal-12059	31	18	and	and	CCONJ
american_scientific_journal-12059	31	19	sciences	science	NOUN
american_scientific_journal-12059	31	20	(	(	PUNCT
american_scientific_journal-12059	31	21	asrjets	asrjet	NOUN
american_scientific_journal-12059	31	22	)	)	PUNCT
american_scientific_journal-12059	31	23	volume	volume	NOUN
american_scientific_journal-12059	31	24	103	103	NUM
american_scientific_journal-12059	31	25	,	,	PUNCT
american_scientific_journal-12059	31	26	no	no	DET
american_scientific_journal-12059	31	27	1	1	NUM
american_scientific_journal-12059	31	28	,	,	PUNCT
american_scientific_journal-12059	31	29	pp	pp	ADV
american_scientific_journal-12059	31	30	147	147	NUM
american_scientific_journal-12059	31	31	-	-	SYM
american_scientific_journal-12059	31	32	163	163	NUM
american_scientific_journal-12059	31	33	150	150	NUM
american_scientific_journal-12059	31	34	figure	figure	NOUN
american_scientific_journal-12059	31	35	2	2	NUM
american_scientific_journal-12059	31	36	:	:	PUNCT
american_scientific_journal-12059	31	37	creation	creation	NOUN
american_scientific_journal-12059	31	38	of	of	ADP
american_scientific_journal-12059	31	39	testing	testing	NOUN
american_scientific_journal-12059	31	40	dataframe	dataframe	VERB
american_scientific_journal-12059	31	41	the	the	DET
american_scientific_journal-12059	31	42	data	data	NOUN
american_scientific_journal-12059	31	43	,	,	PUNCT
american_scientific_journal-12059	31	44	training	training	NOUN
american_scientific_journal-12059	31	45	and	and	CCONJ
american_scientific_journal-12059	31	46	testing	testing	NOUN
american_scientific_journal-12059	31	47	data	datum	NOUN
american_scientific_journal-12059	31	48	was	be	AUX
american_scientific_journal-12059	31	49	visualized	visualize	VERB
american_scientific_journal-12059	31	50	as	as	SCONJ
american_scientific_journal-12059	31	51	shown	show	VERB
american_scientific_journal-12059	31	52	in	in	ADP
american_scientific_journal-12059	31	53	figure	figure	NOUN
american_scientific_journal-12059	31	54	3	3	NUM
american_scientific_journal-12059	31	55	.	.	PUNCT
american_scientific_journal-12059	31	56	figure	figure	VERB
american_scientific_journal-12059	31	57	3	3	NUM
american_scientific_journal-12059	31	58	:	:	PUNCT
american_scientific_journal-12059	31	59	countplot	countplot	NOUN
american_scientific_journal-12059	31	60	of	of	ADP
american_scientific_journal-12059	31	61	the	the	DET
american_scientific_journal-12059	31	62	dataset	dataset	NOUN
american_scientific_journal-12059	31	63	the	the	DET
american_scientific_journal-12059	31	64	mri	mri	NOUN
american_scientific_journal-12059	31	65	dataset	dataset	NOUN
american_scientific_journal-12059	31	66	was	be	AUX
american_scientific_journal-12059	31	67	preprocessed	preprocesse	VERB
american_scientific_journal-12059	31	68	and	and	CCONJ
american_scientific_journal-12059	31	69	organized	organize	VERB
american_scientific_journal-12059	31	70	into	into	ADP
american_scientific_journal-12059	31	71	training	training	NOUN
american_scientific_journal-12059	31	72	,	,	PUNCT
american_scientific_journal-12059	31	73	validation	validation	NOUN
american_scientific_journal-12059	31	74	,	,	PUNCT
american_scientific_journal-12059	31	75	and	and	CCONJ
american_scientific_journal-12059	31	76	testing	testing	NOUN
american_scientific_journal-12059	31	77	sets	set	NOUN
american_scientific_journal-12059	31	78	using	use	VERB
american_scientific_journal-12059	31	79	the	the	DET
american_scientific_journal-12059	31	80	“	"	PUNCT
american_scientific_journal-12059	31	81	imagedatagenerator	imagedatagenerator	NOUN
american_scientific_journal-12059	31	82	”	"	PUNCT
american_scientific_journal-12059	31	83	function	function	NOUN
american_scientific_journal-12059	31	84	in	in	ADP
american_scientific_journal-12059	31	85	“	"	PUNCT
american_scientific_journal-12059	31	86	tensorflow	tensorflow	NOUN
american_scientific_journal-12059	31	87	/	/	SYM
american_scientific_journal-12059	31	88	keras	keras	PROPN
american_scientific_journal-12059	31	89	”	"	PUNCT
american_scientific_journal-12059	31	90	(	(	PUNCT
american_scientific_journal-12059	31	91	see	see	VERB
american_scientific_journal-12059	31	92	figure	figure	NOUN
american_scientific_journal-12059	31	93	4	4	NUM
american_scientific_journal-12059	31	94	and	and	CCONJ
american_scientific_journal-12059	31	95	5	5	NUM
american_scientific_journal-12059	31	96	)	)	PUNCT
american_scientific_journal-12059	31	97	.	.	PUNCT
american_scientific_journal-12059	32	1	the	the	DET
american_scientific_journal-12059	32	2	images	image	NOUN
american_scientific_journal-12059	32	3	were	be	AUX
american_scientific_journal-12059	32	4	resized	resize	VERB
american_scientific_journal-12059	32	5	to	to	ADP
american_scientific_journal-12059	32	6	150	150	NUM
american_scientific_journal-12059	32	7	×	×	NOUN
american_scientific_journal-12059	32	8	150	150	NUM
american_scientific_journal-12059	32	9	pixels	pixel	NOUN
american_scientific_journal-12059	32	10	,	,	PUNCT
american_scientific_journal-12059	32	11	normalized	normalize	VERB
american_scientific_journal-12059	32	12	by	by	ADP
american_scientific_journal-12059	32	13	rescaling	rescale	VERB
american_scientific_journal-12059	32	14	pixel	pixel	ADJ
american_scientific_journal-12059	32	15	values	value	NOUN
american_scientific_journal-12059	32	16	to	to	ADP
american_scientific_journal-12059	32	17	the	the	DET
american_scientific_journal-12059	32	18	range	range	NOUN
american_scientific_journal-12059	32	19	[	[	X
american_scientific_journal-12059	32	20	0	0	NUM
american_scientific_journal-12059	32	21	,	,	PUNCT
american_scientific_journal-12059	32	22	1	1	NUM
american_scientific_journal-12059	32	23	]	]	PUNCT
american_scientific_journal-12059	32	24	,	,	PUNCT
american_scientific_journal-12059	32	25	and	and	CCONJ
american_scientific_journal-12059	32	26	augmented	augment	VERB
american_scientific_journal-12059	32	27	with	with	ADP
american_scientific_journal-12059	32	28	brightness	brightness	NOUN
american_scientific_journal-12059	32	29	variation	variation	NOUN
american_scientific_journal-12059	32	30	between	between	ADP
american_scientific_journal-12059	32	31	0.8	0.8	NUM
american_scientific_journal-12059	32	32	and	and	CCONJ
american_scientific_journal-12059	32	33	1.2	1.2	NUM
american_scientific_journal-12059	32	34	to	to	PART
american_scientific_journal-12059	32	35	improve	improve	VERB
american_scientific_journal-12059	32	36	generalization	generalization	NOUN
american_scientific_journal-12059	32	37	and	and	CCONJ
american_scientific_journal-12059	32	38	prevent	prevent	VERB
american_scientific_journal-12059	32	39	overfitting	overfitting	NOUN
american_scientific_journal-12059	32	40	.	.	PUNCT
american_scientific_journal-12059	33	1			X
american_scientific_journal-12059	33	2	training	training	NOUN
american_scientific_journal-12059	33	3	set	set	NOUN
american_scientific_journal-12059	33	4	:	:	PUNCT
american_scientific_journal-12059	33	5	5,712	5,712	NUM
american_scientific_journal-12059	33	6	mri	mri	NOUN
american_scientific_journal-12059	33	7	images	image	NOUN
american_scientific_journal-12059	33	8	across	across	ADP
american_scientific_journal-12059	33	9	4	4	NUM
american_scientific_journal-12059	33	10	classes	class	NOUN
american_scientific_journal-12059	33	11	(	(	PUNCT
american_scientific_journal-12059	33	12	glioma	glioma	NOUN
american_scientific_journal-12059	33	13	,	,	PUNCT
american_scientific_journal-12059	33	14	meningioma	meningioma	NOUN
american_scientific_journal-12059	33	15	,	,	PUNCT
american_scientific_journal-12059	33	16	pituitary	pituitary	ADJ
american_scientific_journal-12059	33	17	tumor	tumor	NOUN
american_scientific_journal-12059	33	18	,	,	PUNCT
american_scientific_journal-12059	33	19	and	and	CCONJ
american_scientific_journal-12059	33	20	no	no	DET
american_scientific_journal-12059	33	21	tumor	tumor	NOUN
american_scientific_journal-12059	33	22	)	)	PUNCT
american_scientific_journal-12059	33	23	.	.	PUNCT
american_scientific_journal-12059	34	1			PROPN
american_scientific_journal-12059	35	1	validation	validation	NOUN
american_scientific_journal-12059	35	2	set	set	NOUN
american_scientific_journal-12059	35	3	:	:	PUNCT
american_scientific_journal-12059	35	4	655	655	NUM
american_scientific_journal-12059	35	5	mri	mri	NOUN
american_scientific_journal-12059	35	6	images	image	NOUN
american_scientific_journal-12059	35	7	across	across	ADP
american_scientific_journal-12059	35	8	the	the	DET
american_scientific_journal-12059	35	9	same	same	ADJ
american_scientific_journal-12059	35	10	4	4	NUM
american_scientific_journal-12059	35	11	classes	class	NOUN
american_scientific_journal-12059	35	12	,	,	PUNCT
american_scientific_journal-12059	35	13	used	use	VERB
american_scientific_journal-12059	35	14	to	to	PART
american_scientific_journal-12059	35	15	monitor	monitor	VERB
american_scientific_journal-12059	35	16	performance	performance	NOUN
american_scientific_journal-12059	35	17	during	during	ADP
american_scientific_journal-12059	35	18	training	training	NOUN
american_scientific_journal-12059	35	19	.	.	PUNCT
american_scientific_journal-12059	36	1			PROPN
american_scientific_journal-12059	36	2	test	test	NOUN
american_scientific_journal-12059	36	3	set	set	NOUN
american_scientific_journal-12059	36	4	:	:	PUNCT
american_scientific_journal-12059	36	5	656	656	NUM
american_scientific_journal-12059	36	6	mri	mri	NOUN
american_scientific_journal-12059	36	7	images	image	NOUN
american_scientific_journal-12059	36	8	across	across	ADP
american_scientific_journal-12059	36	9	the	the	DET
american_scientific_journal-12059	36	10	4	4	NUM
american_scientific_journal-12059	36	11	classes	class	NOUN
american_scientific_journal-12059	36	12	,	,	PUNCT
american_scientific_journal-12059	36	13	reserved	reserve	VERB
american_scientific_journal-12059	36	14	for	for	ADP
american_scientific_journal-12059	36	15	evaluating	evaluate	VERB
american_scientific_journal-12059	36	16	final	final	ADJ
american_scientific_journal-12059	36	17	model	model	NOUN
american_scientific_journal-12059	36	18	performance	performance	NOUN
american_scientific_journal-12059	36	19	.	.	PUNCT
american_scientific_journal-12059	37	1	american	american	ADJ
american_scientific_journal-12059	37	2	academic	academic	ADJ
american_scientific_journal-12059	37	3	scientific	scientific	ADJ
american_scientific_journal-12059	37	4	research	research	NOUN
american_scientific_journal-12059	37	5	journal	journal	NOUN
american_scientific_journal-12059	37	6	for	for	ADP
american_scientific_journal-12059	37	7	engineering	engineering	NOUN
american_scientific_journal-12059	37	8	,	,	PUNCT
american_scientific_journal-12059	37	9	technology	technology	NOUN
american_scientific_journal-12059	37	10	,	,	PUNCT
american_scientific_journal-12059	37	11	and	and	CCONJ
american_scientific_journal-12059	37	12	sciences	science	NOUN
american_scientific_journal-12059	37	13	(	(	PUNCT
american_scientific_journal-12059	37	14	asrjets	asrjet	NOUN
american_scientific_journal-12059	37	15	)	)	PUNCT
american_scientific_journal-12059	37	16	volume	volume	NOUN
american_scientific_journal-12059	37	17	103	103	NUM
american_scientific_journal-12059	37	18	,	,	PUNCT
american_scientific_journal-12059	37	19	no	no	DET
american_scientific_journal-12059	37	20	1	1	NUM
american_scientific_journal-12059	37	21	,	,	PUNCT
american_scientific_journal-12059	37	22	pp	pp	ADV
american_scientific_journal-12059	37	23	147	147	NUM
american_scientific_journal-12059	37	24	-	-	SYM
american_scientific_journal-12059	37	25	163	163	NUM
american_scientific_journal-12059	37	26	151	151	NUM
american_scientific_journal-12059	37	27	figure	figure	NOUN
american_scientific_journal-12059	37	28	4	4	NUM
american_scientific_journal-12059	37	29	:	:	PUNCT
american_scientific_journal-12059	37	30	preprocessing	preprocessing	NOUN
american_scientific_journal-12059	37	31	of	of	ADP
american_scientific_journal-12059	37	32	the	the	DET
american_scientific_journal-12059	37	33	dataset	dataset	NOUN
american_scientific_journal-12059	37	34	the	the	DET
american_scientific_journal-12059	37	35	dataset	dataset	NOUN
american_scientific_journal-12059	37	36	distribution	distribution	NOUN
american_scientific_journal-12059	37	37	shows	show	VERB
american_scientific_journal-12059	37	38	that	that	SCONJ
american_scientific_journal-12059	37	39	each	each	DET
american_scientific_journal-12059	37	40	subset	subset	NOUN
american_scientific_journal-12059	37	41	-	-	PUNCT
american_scientific_journal-12059	37	42	maintained	maintain	VERB
american_scientific_journal-12059	37	43	class	class	NOUN
american_scientific_journal-12059	37	44	balance	balance	NOUN
american_scientific_journal-12059	37	45	,	,	PUNCT
american_scientific_journal-12059	37	46	ensuring	ensure	VERB
american_scientific_journal-12059	37	47	unbiased	unbiased	ADJ
american_scientific_journal-12059	37	48	evaluation	evaluation	NOUN
american_scientific_journal-12059	37	49	across	across	ADP
american_scientific_journal-12059	37	50	categories	category	NOUN
american_scientific_journal-12059	37	51	.	.	PUNCT
american_scientific_journal-12059	38	1	this	this	DET
american_scientific_journal-12059	38	2	setup	setup	NOUN
american_scientific_journal-12059	38	3	provided	provide	VERB
american_scientific_journal-12059	38	4	a	a	DET
american_scientific_journal-12059	38	5	robust	robust	ADJ
american_scientific_journal-12059	38	6	foundation	foundation	NOUN
american_scientific_journal-12059	38	7	for	for	ADP
american_scientific_journal-12059	38	8	training	train	VERB
american_scientific_journal-12059	38	9	the	the	DET
american_scientific_journal-12059	38	10	cnn	cnn	PROPN
american_scientific_journal-12059	38	11	model	model	NOUN
american_scientific_journal-12059	38	12	,	,	PUNCT
american_scientific_journal-12059	38	13	optimizing	optimize	VERB
american_scientific_journal-12059	38	14	hyperparameters	hyperparameter	NOUN
american_scientific_journal-12059	38	15	,	,	PUNCT
american_scientific_journal-12059	38	16	and	and	CCONJ
american_scientific_journal-12059	38	17	later	later	ADV
american_scientific_journal-12059	38	18	validating	validate	VERB
american_scientific_journal-12059	38	19	predictive	predictive	ADJ
american_scientific_journal-12059	38	20	performance	performance	NOUN
american_scientific_journal-12059	38	21	with	with	ADP
american_scientific_journal-12059	38	22	unseen	unseen	ADJ
american_scientific_journal-12059	38	23	mri	mri	NOUN
american_scientific_journal-12059	38	24	images	image	NOUN
american_scientific_journal-12059	38	25	.	.	PUNCT
american_scientific_journal-12059	39	1	american	american	ADJ
american_scientific_journal-12059	39	2	academic	academic	ADJ
american_scientific_journal-12059	39	3	scientific	scientific	ADJ
american_scientific_journal-12059	39	4	research	research	NOUN
american_scientific_journal-12059	39	5	journal	journal	NOUN
american_scientific_journal-12059	39	6	for	for	ADP
american_scientific_journal-12059	39	7	engineering	engineering	NOUN
american_scientific_journal-12059	39	8	,	,	PUNCT
american_scientific_journal-12059	39	9	technology	technology	NOUN
american_scientific_journal-12059	39	10	,	,	PUNCT
american_scientific_journal-12059	39	11	and	and	CCONJ
american_scientific_journal-12059	39	12	sciences	science	NOUN
american_scientific_journal-12059	39	13	(	(	PUNCT
american_scientific_journal-12059	39	14	asrjets	asrjet	NOUN
american_scientific_journal-12059	39	15	)	)	PUNCT
american_scientific_journal-12059	39	16	volume	volume	NOUN
american_scientific_journal-12059	39	17	103	103	NUM
american_scientific_journal-12059	39	18	,	,	PUNCT
american_scientific_journal-12059	39	19	no	no	DET
american_scientific_journal-12059	39	20	1	1	NUM
american_scientific_journal-12059	39	21	,	,	PUNCT
american_scientific_journal-12059	39	22	pp	pp	ADV
american_scientific_journal-12059	39	23	147	147	NUM
american_scientific_journal-12059	39	24	-	-	SYM
american_scientific_journal-12059	39	25	163	163	NUM
american_scientific_journal-12059	39	26	152	152	NUM
american_scientific_journal-12059	39	27	figure	figure	NOUN
american_scientific_journal-12059	39	28	5	5	NUM
american_scientific_journal-12059	39	29	:	:	PUNCT
american_scientific_journal-12059	39	30	validation	validation	NOUN
american_scientific_journal-12059	39	31	and	and	CCONJ
american_scientific_journal-12059	39	32	final	final	ADJ
american_scientific_journal-12059	39	33	testing	testing	NOUN
american_scientific_journal-12059	39	34	dataset	dataset	VERB
american_scientific_journal-12059	39	35	american	american	ADJ
american_scientific_journal-12059	39	36	academic	academic	PROPN
american_scientific_journal-12059	39	37	scientific	scientific	ADJ
american_scientific_journal-12059	39	38	research	research	NOUN
american_scientific_journal-12059	39	39	journal	journal	NOUN
american_scientific_journal-12059	39	40	for	for	ADP
american_scientific_journal-12059	39	41	engineering	engineering	NOUN
american_scientific_journal-12059	39	42	,	,	PUNCT
american_scientific_journal-12059	39	43	technology	technology	NOUN
american_scientific_journal-12059	39	44	,	,	PUNCT
american_scientific_journal-12059	39	45	and	and	CCONJ
american_scientific_journal-12059	39	46	sciences	science	NOUN
american_scientific_journal-12059	39	47	(	(	PUNCT
american_scientific_journal-12059	39	48	asrjets	asrjet	NOUN
american_scientific_journal-12059	39	49	)	)	PUNCT
american_scientific_journal-12059	39	50	volume	volume	NOUN
american_scientific_journal-12059	39	51	103	103	NUM
american_scientific_journal-12059	39	52	,	,	PUNCT
american_scientific_journal-12059	39	53	no	no	DET
american_scientific_journal-12059	39	54	1	1	NUM
american_scientific_journal-12059	39	55	,	,	PUNCT
american_scientific_journal-12059	39	56	pp	pp	ADV
american_scientific_journal-12059	39	57	147	147	NUM
american_scientific_journal-12059	39	58	-	-	SYM
american_scientific_journal-12059	39	59	163	163	NUM
american_scientific_journal-12059	39	60	153	153	NUM
american_scientific_journal-12059	39	61	the	the	DET
american_scientific_journal-12059	39	62	data	datum	NOUN
american_scientific_journal-12059	39	63	was	be	AUX
american_scientific_journal-12059	39	64	validated	validate	VERB
american_scientific_journal-12059	39	65	and	and	CCONJ
american_scientific_journal-12059	39	66	split	split	VERB
american_scientific_journal-12059	39	67	for	for	ADP
american_scientific_journal-12059	39	68	training	training	NOUN
american_scientific_journal-12059	39	69	and	and	CCONJ
american_scientific_journal-12059	39	70	testing	testing	NOUN
american_scientific_journal-12059	39	71	.	.	PUNCT
american_scientific_journal-12059	40	1	as	as	ADP
american_scientific_journal-12059	40	2	part	part	NOUN
american_scientific_journal-12059	40	3	of	of	ADP
american_scientific_journal-12059	40	4	dataset	dataset	ADJ
american_scientific_journal-12059	40	5	quality	quality	NOUN
american_scientific_journal-12059	40	6	control	control	NOUN
american_scientific_journal-12059	40	7	,	,	PUNCT
american_scientific_journal-12059	40	8	sample	sample	NOUN
american_scientific_journal-12059	40	9	images	image	NOUN
american_scientific_journal-12059	40	10	were	be	AUX
american_scientific_journal-12059	40	11	visualized	visualize	VERB
american_scientific_journal-12059	40	12	from	from	ADP
american_scientific_journal-12059	40	13	a	a	DET
american_scientific_journal-12059	40	14	keras	keras	PROPN
american_scientific_journal-12059	40	15	data	data	PROPN
american_scientific_journal-12059	40	16	generator	generator	NOUN
american_scientific_journal-12059	40	17	along	along	ADP
american_scientific_journal-12059	40	18	with	with	ADP
american_scientific_journal-12059	40	19	their	their	PRON
american_scientific_journal-12059	40	20	corresponding	correspond	VERB
american_scientific_journal-12059	40	21	class	class	NOUN
american_scientific_journal-12059	40	22	labels	label	NOUN
american_scientific_journal-12059	40	23	to	to	PART
american_scientific_journal-12059	40	24	confirm	confirm	VERB
american_scientific_journal-12059	40	25	proper	proper	ADJ
american_scientific_journal-12059	40	26	categorization	categorization	NOUN
american_scientific_journal-12059	40	27	and	and	CCONJ
american_scientific_journal-12059	40	28	suitability	suitability	NOUN
american_scientific_journal-12059	40	29	for	for	ADP
american_scientific_journal-12059	40	30	training	training	NOUN
american_scientific_journal-12059	40	31	.	.	PUNCT
american_scientific_journal-12059	41	1	images	image	NOUN
american_scientific_journal-12059	41	2	were	be	AUX
american_scientific_journal-12059	41	3	retrieved	retrieve	VERB
american_scientific_journal-12059	41	4	using	use	VERB
american_scientific_journal-12059	41	5	the	the	DET
american_scientific_journal-12059	41	6	`	`	PUNCT
american_scientific_journal-12059	41	7	next(generator	next(generator	PROPN
american_scientific_journal-12059	41	8	)	)	PUNCT
american_scientific_journal-12059	41	9	`	`	PUNCT
american_scientific_journal-12059	41	10	function	function	NOUN
american_scientific_journal-12059	41	11	,	,	PUNCT
american_scientific_journal-12059	41	12	meaning	mean	VERB
american_scientific_journal-12059	41	13	they	they	PRON
american_scientific_journal-12059	41	14	were	be	AUX
american_scientific_journal-12059	41	15	sampled	sample	VERB
american_scientific_journal-12059	41	16	randomly	randomly	ADV
american_scientific_journal-12059	41	17	and	and	CCONJ
american_scientific_journal-12059	41	18	not	not	PART
american_scientific_journal-12059	41	19	necessarily	necessarily	ADV
american_scientific_journal-12059	41	20	from	from	ADP
american_scientific_journal-12059	41	21	the	the	DET
american_scientific_journal-12059	41	22	same	same	ADJ
american_scientific_journal-12059	41	23	batch	batch	NOUN
american_scientific_journal-12059	41	24	(	(	PUNCT
american_scientific_journal-12059	41	25	see	see	VERB
american_scientific_journal-12059	41	26	figure	figure	NOUN
american_scientific_journal-12059	41	27	6	6	NUM
american_scientific_journal-12059	41	28	)	)	PUNCT
american_scientific_journal-12059	41	29	.	.	PUNCT
american_scientific_journal-12059	42	1	the	the	DET
american_scientific_journal-12059	42	2	number	number	NOUN
american_scientific_journal-12059	42	3	of	of	ADP
american_scientific_journal-12059	42	4	pictures	picture	NOUN
american_scientific_journal-12059	42	5	displayed	display	VERB
american_scientific_journal-12059	42	6	was	be	AUX
american_scientific_journal-12059	42	7	restricted	restrict	VERB
american_scientific_journal-12059	42	8	to	to	PART
american_scientific_journal-12059	42	9	perfect	perfect	ADJ
american_scientific_journal-12059	42	10	squares	square	NOUN
american_scientific_journal-12059	42	11	(	(	PUNCT
american_scientific_journal-12059	42	12	e.g.	e.g.	ADV
american_scientific_journal-12059	42	13	,	,	PUNCT
american_scientific_journal-12059	42	14	4	4	NUM
american_scientific_journal-12059	42	15	,	,	PUNCT
american_scientific_journal-12059	42	16	9	9	NUM
american_scientific_journal-12059	42	17	,	,	PUNCT
american_scientific_journal-12059	42	18	16	16	NUM
american_scientific_journal-12059	42	19	)	)	PUNCT
american_scientific_journal-12059	42	20	for	for	ADP
american_scientific_journal-12059	42	21	grid	grid	NOUN
american_scientific_journal-12059	42	22	-	-	PUNCT
american_scientific_journal-12059	42	23	based	base	VERB
american_scientific_journal-12059	42	24	visualization	visualization	NOUN
american_scientific_journal-12059	42	25	.	.	PUNCT
american_scientific_journal-12059	43	1	this	this	DET
american_scientific_journal-12059	43	2	process	process	NOUN
american_scientific_journal-12059	43	3	enabled	enable	VERB
american_scientific_journal-12059	43	4	verification	verification	NOUN
american_scientific_journal-12059	43	5	of	of	ADP
american_scientific_journal-12059	43	6	dataset	dataset	NOUN
american_scientific_journal-12059	43	7	integrity	integrity	NOUN
american_scientific_journal-12059	43	8	,	,	PUNCT
american_scientific_journal-12059	43	9	class	class	NOUN
american_scientific_journal-12059	43	10	balance	balance	NOUN
american_scientific_journal-12059	43	11	,	,	PUNCT
american_scientific_journal-12059	43	12	and	and	CCONJ
american_scientific_journal-12059	43	13	sample	sample	NOUN
american_scientific_journal-12059	43	14	quality	quality	NOUN
american_scientific_journal-12059	43	15	across	across	ADP
american_scientific_journal-12059	43	16	the	the	DET
american_scientific_journal-12059	43	17	four	four	NUM
american_scientific_journal-12059	43	18	categories	category	NOUN
american_scientific_journal-12059	43	19	:	:	PUNCT
american_scientific_journal-12059	43	20	glioma	glioma	NOUN
american_scientific_journal-12059	43	21	,	,	PUNCT
american_scientific_journal-12059	43	22	meningioma	meningioma	NOUN
american_scientific_journal-12059	43	23	,	,	PUNCT
american_scientific_journal-12059	43	24	pituitary	pituitary	ADJ
american_scientific_journal-12059	43	25	tumor	tumor	NOUN
american_scientific_journal-12059	43	26	,	,	PUNCT
american_scientific_journal-12059	43	27	and	and	CCONJ
american_scientific_journal-12059	43	28	no	no	DET
american_scientific_journal-12059	43	29	tumor	tumor	NOUN
american_scientific_journal-12059	43	30	,	,	PUNCT
american_scientific_journal-12059	43	31	helping	help	VERB
american_scientific_journal-12059	43	32	to	to	PART
american_scientific_journal-12059	43	33	detect	detect	VERB
american_scientific_journal-12059	43	34	potential	potential	ADJ
american_scientific_journal-12059	43	35	labeling	labeling	NOUN
american_scientific_journal-12059	43	36	or	or	CCONJ
american_scientific_journal-12059	43	37	preprocessing	preprocesse	VERB
american_scientific_journal-12059	43	38	errors	error	NOUN
american_scientific_journal-12059	43	39	before	before	ADP
american_scientific_journal-12059	43	40	model	model	NOUN
american_scientific_journal-12059	43	41	training	training	NOUN
american_scientific_journal-12059	43	42	.	.	PUNCT
american_scientific_journal-12059	44	1	figure	figure	VERB
american_scientific_journal-12059	44	2	6	6	NUM
american_scientific_journal-12059	44	3	:	:	PUNCT
american_scientific_journal-12059	44	4	data	datum	NOUN
american_scientific_journal-12059	44	5	visualization	visualization	NOUN
american_scientific_journal-12059	44	6	of	of	ADP
american_scientific_journal-12059	44	7	the	the	DET
american_scientific_journal-12059	44	8	mri	mri	NOUN
american_scientific_journal-12059	44	9	scans	scan	NOUN
american_scientific_journal-12059	44	10	3.2	3.2	NUM
american_scientific_journal-12059	44	11	lightbt	lightbt	NOUN
american_scientific_journal-12059	44	12	cnn	cnn	PROPN
american_scientific_journal-12059	44	13	model	model	NOUN
american_scientific_journal-12059	44	14	creation	creation	NOUN
american_scientific_journal-12059	44	15	the	the	DET
american_scientific_journal-12059	44	16	model	model	NOUN
american_scientific_journal-12059	44	17	was	be	AUX
american_scientific_journal-12059	44	18	created	create	VERB
american_scientific_journal-12059	44	19	using	use	VERB
american_scientific_journal-12059	44	20	a	a	DET
american_scientific_journal-12059	44	21	sequential	sequential	ADJ
american_scientific_journal-12059	44	22	convolutional	convolutional	ADJ
american_scientific_journal-12059	44	23	neural	neural	ADJ
american_scientific_journal-12059	44	24	network	network	NOUN
american_scientific_journal-12059	44	25	(	(	PUNCT
american_scientific_journal-12059	44	26	cnn	cnn	PROPN
american_scientific_journal-12059	44	27	)	)	PUNCT
american_scientific_journal-12059	44	28	architecture	architecture	NOUN
american_scientific_journal-12059	44	29	.	.	PUNCT
american_scientific_journal-12059	45	1	the	the	DET
american_scientific_journal-12059	45	2	model	model	NOUN
american_scientific_journal-12059	45	3	summary	summary	NOUN
american_scientific_journal-12059	45	4	(	(	PUNCT
american_scientific_journal-12059	45	5	see	see	VERB
american_scientific_journal-12059	45	6	figure	figure	NOUN
american_scientific_journal-12059	45	7	7	7	NUM
american_scientific_journal-12059	45	8	)	)	PUNCT
american_scientific_journal-12059	45	9	in	in	ADP
american_scientific_journal-12059	45	10	the	the	DET
american_scientific_journal-12059	45	11	image	image	NOUN
american_scientific_journal-12059	45	12	was	be	AUX
american_scientific_journal-12059	45	13	designed	design	VERB
american_scientific_journal-12059	45	14	for	for	ADP
american_scientific_journal-12059	45	15	brain	brain	NOUN
american_scientific_journal-12059	45	16	tumor	tumor	NOUN
american_scientific_journal-12059	45	17	classification	classification	NOUN
american_scientific_journal-12059	45	18	from	from	ADP
american_scientific_journal-12059	45	19	mri	mri	NOUN
american_scientific_journal-12059	45	20	images	image	NOUN
american_scientific_journal-12059	45	21	.	.	PUNCT
american_scientific_journal-12059	46	1	the	the	DET
american_scientific_journal-12059	46	2	network	network	NOUN
american_scientific_journal-12059	46	3	american	american	PROPN
american_scientific_journal-12059	46	4	academic	academic	PROPN
american_scientific_journal-12059	46	5	scientific	scientific	ADJ
american_scientific_journal-12059	46	6	research	research	NOUN
american_scientific_journal-12059	46	7	journal	journal	NOUN
american_scientific_journal-12059	46	8	for	for	ADP
american_scientific_journal-12059	46	9	engineering	engineering	NOUN
american_scientific_journal-12059	46	10	,	,	PUNCT
american_scientific_journal-12059	46	11	technology	technology	NOUN
american_scientific_journal-12059	46	12	,	,	PUNCT
american_scientific_journal-12059	46	13	and	and	CCONJ
american_scientific_journal-12059	46	14	sciences	science	NOUN
american_scientific_journal-12059	46	15	(	(	PUNCT
american_scientific_journal-12059	46	16	asrjets	asrjet	NOUN
american_scientific_journal-12059	46	17	)	)	PUNCT
american_scientific_journal-12059	46	18	volume	volume	NOUN
american_scientific_journal-12059	46	19	103	103	NUM
american_scientific_journal-12059	46	20	,	,	PUNCT
american_scientific_journal-12059	46	21	no	no	DET
american_scientific_journal-12059	46	22	1	1	NUM
american_scientific_journal-12059	46	23	,	,	PUNCT
american_scientific_journal-12059	46	24	pp	pp	ADV
american_scientific_journal-12059	46	25	147	147	NUM
american_scientific_journal-12059	46	26	-	-	SYM
american_scientific_journal-12059	46	27	163	163	NUM
american_scientific_journal-12059	46	28	154	154	NUM
american_scientific_journal-12059	46	29	began	begin	VERB
american_scientific_journal-12059	46	30	with	with	ADP
american_scientific_journal-12059	46	31	a	a	DET
american_scientific_journal-12059	46	32	series	series	NOUN
american_scientific_journal-12059	46	33	of	of	ADP
american_scientific_journal-12059	46	34	convolutional	convolutional	ADJ
american_scientific_journal-12059	46	35	layers	layer	NOUN
american_scientific_journal-12059	46	36	(	(	PUNCT
american_scientific_journal-12059	46	37	conv2d	conv2d	X
american_scientific_journal-12059	46	38	)	)	PUNCT
american_scientific_journal-12059	46	39	that	that	PRON
american_scientific_journal-12059	46	40	progressively	progressively	ADV
american_scientific_journal-12059	46	41	increased	increase	VERB
american_scientific_journal-12059	46	42	the	the	DET
american_scientific_journal-12059	46	43	number	number	NOUN
american_scientific_journal-12059	46	44	of	of	ADP
american_scientific_journal-12059	46	45	filters	filter	NOUN
american_scientific_journal-12059	46	46	from	from	ADP
american_scientific_journal-12059	46	47	32	32	NUM
american_scientific_journal-12059	46	48	to	to	ADP
american_scientific_journal-12059	46	49	256	256	NUM
american_scientific_journal-12059	46	50	,	,	PUNCT
american_scientific_journal-12059	46	51	allowing	allow	VERB
american_scientific_journal-12059	46	52	the	the	DET
american_scientific_journal-12059	46	53	extraction	extraction	NOUN
american_scientific_journal-12059	46	54	of	of	ADP
american_scientific_journal-12059	46	55	increasingly	increasingly	ADV
american_scientific_journal-12059	46	56	complex	complex	ADJ
american_scientific_journal-12059	46	57	features	feature	NOUN
american_scientific_journal-12059	46	58	.	.	PUNCT
american_scientific_journal-12059	47	1	each	each	DET
american_scientific_journal-12059	47	2	convolutional	convolutional	ADJ
american_scientific_journal-12059	47	3	layer	layer	NOUN
american_scientific_journal-12059	47	4	was	be	AUX
american_scientific_journal-12059	47	5	followed	follow	VERB
american_scientific_journal-12059	47	6	by	by	ADP
american_scientific_journal-12059	47	7	“	"	PUNCT
american_scientific_journal-12059	47	8	batch	batch	NOUN
american_scientific_journal-12059	47	9	normalization	normalization	NOUN
american_scientific_journal-12059	47	10	”	"	PUNCT
american_scientific_journal-12059	47	11	,	,	PUNCT
american_scientific_journal-12059	47	12	which	which	PRON
american_scientific_journal-12059	47	13	stabilized	stabilize	VERB
american_scientific_journal-12059	47	14	and	and	CCONJ
american_scientific_journal-12059	47	15	accelerated	accelerate	VERB
american_scientific_journal-12059	47	16	training	training	NOUN
american_scientific_journal-12059	47	17	,	,	PUNCT
american_scientific_journal-12059	47	18	and	and	CCONJ
american_scientific_journal-12059	47	19	“	"	PUNCT
american_scientific_journal-12059	47	20	max	max	PROPN
american_scientific_journal-12059	47	21	pooling	pooling	PROPN
american_scientific_journal-12059	47	22	”	"	PUNCT
american_scientific_journal-12059	47	23	,	,	PUNCT
american_scientific_journal-12059	47	24	which	which	PRON
american_scientific_journal-12059	47	25	reduced	reduce	VERB
american_scientific_journal-12059	47	26	spatial	spatial	ADJ
american_scientific_journal-12059	47	27	dimensions	dimension	NOUN
american_scientific_journal-12059	47	28	to	to	PART
american_scientific_journal-12059	47	29	improve	improve	VERB
american_scientific_journal-12059	47	30	computational	computational	ADJ
american_scientific_journal-12059	47	31	efficiency	efficiency	NOUN
american_scientific_journal-12059	47	32	and	and	CCONJ
american_scientific_journal-12059	47	33	mitigate	mitigate	VERB
american_scientific_journal-12059	47	34	overfitting	overfitting	NOUN
american_scientific_journal-12059	47	35	.	.	PUNCT
american_scientific_journal-12059	48	1	the	the	DET
american_scientific_journal-12059	48	2	final	final	ADJ
american_scientific_journal-12059	48	3	convolutional	convolutional	ADJ
american_scientific_journal-12059	48	4	block	block	NOUN
american_scientific_journal-12059	48	5	outputs	output	NOUN
american_scientific_journal-12059	48	6	featured	feature	VERB
american_scientific_journal-12059	48	7	maps	map	NOUN
american_scientific_journal-12059	48	8	of	of	ADP
american_scientific_journal-12059	48	9	size	size	NOUN
american_scientific_journal-12059	48	10	(	(	PUNCT
american_scientific_journal-12059	48	11	7	7	NUM
american_scientific_journal-12059	48	12	,	,	PUNCT
american_scientific_journal-12059	48	13	7	7	NUM
american_scientific_journal-12059	48	14	,	,	PUNCT
american_scientific_journal-12059	48	15	256	256	NUM
american_scientific_journal-12059	48	16	)	)	PUNCT
american_scientific_journal-12059	48	17	,	,	PUNCT
american_scientific_journal-12059	48	18	which	which	PRON
american_scientific_journal-12059	48	19	were	be	AUX
american_scientific_journal-12059	48	20	flattened	flatten	VERB
american_scientific_journal-12059	48	21	into	into	ADP
american_scientific_journal-12059	48	22	a	a	DET
american_scientific_journal-12059	48	23	onedimensional	onedimensional	ADJ
american_scientific_journal-12059	48	24	vector	vector	NOUN
american_scientific_journal-12059	48	25	of	of	ADP
american_scientific_journal-12059	48	26	12,544	12,544	NUM
american_scientific_journal-12059	48	27	units	unit	NOUN
american_scientific_journal-12059	48	28	.	.	PUNCT
american_scientific_journal-12059	49	1	this	this	DET
american_scientific_journal-12059	49	2	vector	vector	NOUN
american_scientific_journal-12059	49	3	was	be	AUX
american_scientific_journal-12059	49	4	then	then	ADV
american_scientific_journal-12059	49	5	passed	pass	VERB
american_scientific_journal-12059	49	6	into	into	ADP
american_scientific_journal-12059	49	7	a	a	DET
american_scientific_journal-12059	49	8	fully	fully	ADV
american_scientific_journal-12059	49	9	“	"	PUNCT
american_scientific_journal-12059	49	10	connected	connect	VERB
american_scientific_journal-12059	49	11	dense	dense	ADJ
american_scientific_journal-12059	49	12	layer	layer	NOUN
american_scientific_journal-12059	49	13	”	"	PUNCT
american_scientific_journal-12059	49	14	with	with	ADP
american_scientific_journal-12059	49	15	256	256	NUM
american_scientific_journal-12059	49	16	neurons	neuron	NOUN
american_scientific_journal-12059	49	17	,	,	PUNCT
american_scientific_journal-12059	49	18	containing	contain	VERB
american_scientific_journal-12059	49	19	the	the	DET
american_scientific_journal-12059	49	20	largest	large	ADJ
american_scientific_journal-12059	49	21	share	share	NOUN
american_scientific_journal-12059	49	22	of	of	ADP
american_scientific_journal-12059	49	23	parameters	parameter	NOUN
american_scientific_journal-12059	49	24	(	(	PUNCT
american_scientific_journal-12059	49	25	over	over	ADP
american_scientific_journal-12059	49	26	3.2	3.2	NUM
american_scientific_journal-12059	49	27	million	million	NUM
american_scientific_journal-12059	49	28	)	)	PUNCT
american_scientific_journal-12059	49	29	.	.	PUNCT
american_scientific_journal-12059	50	1	a	a	DET
american_scientific_journal-12059	50	2	“	"	PUNCT
american_scientific_journal-12059	50	3	dropout	dropout	NOUN
american_scientific_journal-12059	50	4	layer	layer	NOUN
american_scientific_journal-12059	50	5	”	"	PUNCT
american_scientific_journal-12059	50	6	was	be	AUX
american_scientific_journal-12059	50	7	introduced	introduce	VERB
american_scientific_journal-12059	50	8	afterward	afterward	ADV
american_scientific_journal-12059	50	9	to	to	PART
american_scientific_journal-12059	50	10	reduce	reduce	VERB
american_scientific_journal-12059	50	11	overfitting	overfitting	NOUN
american_scientific_journal-12059	50	12	by	by	ADP
american_scientific_journal-12059	50	13	randomly	randomly	ADV
american_scientific_journal-12059	50	14	disabling	disable	VERB
american_scientific_journal-12059	50	15	neurons	neuron	NOUN
american_scientific_journal-12059	50	16	during	during	ADP
american_scientific_journal-12059	50	17	training	training	NOUN
american_scientific_journal-12059	50	18	.	.	PUNCT
american_scientific_journal-12059	51	1	the	the	DET
american_scientific_journal-12059	51	2	output	output	NOUN
american_scientific_journal-12059	51	3	layer	layer	NOUN
american_scientific_journal-12059	51	4	“	"	PUNCT
american_scientific_journal-12059	51	5	(	(	PUNCT
american_scientific_journal-12059	51	6	dense_1	dense_1	NOUN
american_scientific_journal-12059	51	7	)	)	PUNCT
american_scientific_journal-12059	51	8	”	"	PUNCT
american_scientific_journal-12059	51	9	consisted	consist	VERB
american_scientific_journal-12059	51	10	of	of	ADP
american_scientific_journal-12059	51	11	4	4	NUM
american_scientific_journal-12059	51	12	units	unit	NOUN
american_scientific_journal-12059	51	13	,	,	PUNCT
american_scientific_journal-12059	51	14	corresponding	correspond	VERB
american_scientific_journal-12059	51	15	to	to	ADP
american_scientific_journal-12059	51	16	the	the	DET
american_scientific_journal-12059	51	17	four	four	NUM
american_scientific_journal-12059	51	18	target	target	NOUN
american_scientific_journal-12059	51	19	classes	class	NOUN
american_scientific_journal-12059	51	20	:	:	PUNCT
american_scientific_journal-12059	51	21	glioma	glioma	NOUN
american_scientific_journal-12059	51	22	,	,	PUNCT
american_scientific_journal-12059	51	23	meningioma	meningioma	NOUN
american_scientific_journal-12059	51	24	,	,	PUNCT
american_scientific_journal-12059	51	25	pituitary	pituitary	ADJ
american_scientific_journal-12059	51	26	tumor	tumor	NOUN
american_scientific_journal-12059	51	27	,	,	PUNCT
american_scientific_journal-12059	51	28	and	and	CCONJ
american_scientific_journal-12059	51	29	no	no	DET
american_scientific_journal-12059	51	30	tumor	tumor	NOUN
american_scientific_journal-12059	51	31	,	,	PUNCT
american_scientific_journal-12059	51	32	likely	likely	ADV
american_scientific_journal-12059	51	33	activated	activate	VERB
american_scientific_journal-12059	51	34	with	with	ADP
american_scientific_journal-12059	51	35	a	a	DET
american_scientific_journal-12059	51	36	“	"	PUNCT
american_scientific_journal-12059	51	37	softmax	softmax	NOUN
american_scientific_journal-12059	51	38	function	function	NOUN
american_scientific_journal-12059	51	39	”	"	PUNCT
american_scientific_journal-12059	51	40	for	for	ADP
american_scientific_journal-12059	51	41	multiclass	multiclass	ADJ
american_scientific_journal-12059	51	42	classification	classification	NOUN
american_scientific_journal-12059	51	43	.	.	PUNCT
american_scientific_journal-12059	52	1	overall	overall	ADV
american_scientific_journal-12059	52	2	,	,	PUNCT
american_scientific_journal-12059	52	3	the	the	DET
american_scientific_journal-12059	52	4	network	network	NOUN
american_scientific_journal-12059	52	5	has	have	VERB
american_scientific_journal-12059	52	6	3,602,884	3,602,884	NUM
american_scientific_journal-12059	52	7	total	total	ADJ
american_scientific_journal-12059	52	8	parameters	parameter	NOUN
american_scientific_journal-12059	52	9	,	,	PUNCT
american_scientific_journal-12059	52	10	of	of	ADP
american_scientific_journal-12059	52	11	which	which	PRON
american_scientific_journal-12059	52	12	3,601,924	3,601,924	NUM
american_scientific_journal-12059	52	13	are	be	AUX
american_scientific_journal-12059	52	14	trainable	trainable	ADJ
american_scientific_journal-12059	52	15	,	,	PUNCT
american_scientific_journal-12059	52	16	while	while	SCONJ
american_scientific_journal-12059	52	17	only	only	ADV
american_scientific_journal-12059	52	18	960	960	NUM
american_scientific_journal-12059	52	19	are	be	AUX
american_scientific_journal-12059	52	20	nontrainable	nontrainable	ADJ
american_scientific_journal-12059	52	21	,	,	PUNCT
american_scientific_journal-12059	52	22	showing	show	VERB
american_scientific_journal-12059	52	23	the	the	DET
american_scientific_journal-12059	52	24	model	model	NOUN
american_scientific_journal-12059	52	25	is	be	AUX
american_scientific_journal-12059	52	26	highly	highly	ADV
american_scientific_journal-12059	52	27	adaptable	adaptable	ADJ
american_scientific_journal-12059	52	28	to	to	ADP
american_scientific_journal-12059	52	29	learning	learn	VERB
american_scientific_journal-12059	52	30	from	from	ADP
american_scientific_journal-12059	52	31	data	datum	NOUN
american_scientific_journal-12059	52	32	.	.	PUNCT
american_scientific_journal-12059	53	1	the	the	DET
american_scientific_journal-12059	53	2	design	design	NOUN
american_scientific_journal-12059	53	3	combined	combine	VERB
american_scientific_journal-12059	53	4	depth	depth	NOUN
american_scientific_journal-12059	53	5	,	,	PUNCT
american_scientific_journal-12059	53	6	normalization	normalization	NOUN
american_scientific_journal-12059	53	7	,	,	PUNCT
american_scientific_journal-12059	53	8	and	and	CCONJ
american_scientific_journal-12059	53	9	dropout	dropout	NOUN
american_scientific_journal-12059	53	10	regularization	regularization	NOUN
american_scientific_journal-12059	53	11	to	to	PART
american_scientific_journal-12059	53	12	balance	balance	NOUN
american_scientific_journal-12059	53	13	accuracy	accuracy	NOUN
american_scientific_journal-12059	53	14	and	and	CCONJ
american_scientific_journal-12059	53	15	generalization	generalization	NOUN
american_scientific_journal-12059	53	16	,	,	PUNCT
american_scientific_journal-12059	53	17	making	make	VERB
american_scientific_journal-12059	53	18	it	it	PRON
american_scientific_journal-12059	53	19	suitable	suitable	ADJ
american_scientific_journal-12059	53	20	for	for	ADP
american_scientific_journal-12059	53	21	medical	medical	ADJ
american_scientific_journal-12059	53	22	diagnostics	diagnostic	NOUN
american_scientific_journal-12059	53	23	such	such	ADJ
american_scientific_journal-12059	53	24	as	as	ADP
american_scientific_journal-12059	53	25	brain	brain	NOUN
american_scientific_journal-12059	53	26	tumor	tumor	NOUN
american_scientific_journal-12059	53	27	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	53	28	.	.	PUNCT
american_scientific_journal-12059	54	1	figure	figure	VERB
american_scientific_journal-12059	54	2	7	7	NUM
american_scientific_journal-12059	54	3	:	:	PUNCT
american_scientific_journal-12059	54	4	coding	code	VERB
american_scientific_journal-12059	54	5	of	of	ADP
american_scientific_journal-12059	54	6	the	the	DET
american_scientific_journal-12059	54	7	lightbt	lightbt	NOUN
american_scientific_journal-12059	54	8	-	-	PUNCT
american_scientific_journal-12059	54	9	cnn	cnn	PROPN
american_scientific_journal-12059	54	10	model	model	NOUN
american_scientific_journal-12059	54	11	american	american	PROPN
american_scientific_journal-12059	54	12	academic	academic	PROPN
american_scientific_journal-12059	54	13	scientific	scientific	ADJ
american_scientific_journal-12059	54	14	research	research	NOUN
american_scientific_journal-12059	54	15	journal	journal	NOUN
american_scientific_journal-12059	54	16	for	for	ADP
american_scientific_journal-12059	54	17	engineering	engineering	NOUN
american_scientific_journal-12059	54	18	,	,	PUNCT
american_scientific_journal-12059	54	19	technology	technology	NOUN
american_scientific_journal-12059	54	20	,	,	PUNCT
american_scientific_journal-12059	54	21	and	and	CCONJ
american_scientific_journal-12059	54	22	sciences	science	NOUN
american_scientific_journal-12059	54	23	(	(	PUNCT
american_scientific_journal-12059	54	24	asrjets	asrjet	NOUN
american_scientific_journal-12059	54	25	)	)	PUNCT
american_scientific_journal-12059	54	26	volume	volume	NOUN
american_scientific_journal-12059	54	27	103	103	NUM
american_scientific_journal-12059	54	28	,	,	PUNCT
american_scientific_journal-12059	54	29	no	no	DET
american_scientific_journal-12059	54	30	1	1	NUM
american_scientific_journal-12059	54	31	,	,	PUNCT
american_scientific_journal-12059	54	32	pp	pp	ADV
american_scientific_journal-12059	54	33	147	147	NUM
american_scientific_journal-12059	54	34	-	-	SYM
american_scientific_journal-12059	54	35	163	163	NUM
american_scientific_journal-12059	54	36	155	155	NUM
american_scientific_journal-12059	54	37	figure	figure	NOUN
american_scientific_journal-12059	54	38	8	8	NUM
american_scientific_journal-12059	54	39	:	:	PUNCT
american_scientific_journal-12059	54	40	summary	summary	NOUN
american_scientific_journal-12059	54	41	of	of	ADP
american_scientific_journal-12059	54	42	the	the	DET
american_scientific_journal-12059	54	43	lightbt	lightbt	PROPN
american_scientific_journal-12059	54	44	cnn	cnn	PROPN
american_scientific_journal-12059	54	45	model	model	PROPN
american_scientific_journal-12059	54	46	3.3	3.3	NUM
american_scientific_journal-12059	54	47	lightbt	lightbt	NOUN
american_scientific_journal-12059	54	48	cnn	cnn	PROPN
american_scientific_journal-12059	54	49	model	model	NOUN
american_scientific_journal-12059	54	50	training	training	NOUN
american_scientific_journal-12059	54	51	and	and	CCONJ
american_scientific_journal-12059	54	52	analysis	analysis	NOUN
american_scientific_journal-12059	54	53	the	the	DET
american_scientific_journal-12059	54	54	model	model	NOUN
american_scientific_journal-12059	54	55	training	training	NOUN
american_scientific_journal-12059	54	56	process	process	NOUN
american_scientific_journal-12059	54	57	was	be	AUX
american_scientific_journal-12059	54	58	evaluated	evaluate	VERB
american_scientific_journal-12059	54	59	by	by	ADP
american_scientific_journal-12059	54	60	plotting	plot	VERB
american_scientific_journal-12059	54	61	training	training	NOUN
american_scientific_journal-12059	54	62	and	and	CCONJ
american_scientific_journal-12059	54	63	validation	validation	NOUN
american_scientific_journal-12059	54	64	curves	curve	NOUN
american_scientific_journal-12059	54	65	for	for	ADP
american_scientific_journal-12059	54	66	key	key	ADJ
american_scientific_journal-12059	54	67	performance	performance	NOUN
american_scientific_journal-12059	54	68	metrics	metric	NOUN
american_scientific_journal-12059	54	69	,	,	PUNCT
american_scientific_journal-12059	54	70	providing	provide	VERB
american_scientific_journal-12059	54	71	insight	insight	NOUN
american_scientific_journal-12059	54	72	into	into	ADP
american_scientific_journal-12059	54	73	the	the	DET
american_scientific_journal-12059	54	74	model	model	NOUN
american_scientific_journal-12059	54	75	’s	’s	PART
american_scientific_journal-12059	54	76	learning	learn	VERB
american_scientific_journal-12059	54	77	dynamics	dynamic	NOUN
american_scientific_journal-12059	54	78	and	and	CCONJ
american_scientific_journal-12059	54	79	generalization	generalization	NOUN
american_scientific_journal-12059	54	80	capability	capability	NOUN
american_scientific_journal-12059	54	81	(	(	PUNCT
american_scientific_journal-12059	54	82	see	see	VERB
american_scientific_journal-12059	54	83	figure	figure	NOUN
american_scientific_journal-12059	54	84	9	9	NUM
american_scientific_journal-12059	54	85	)	)	PUNCT
american_scientific_journal-12059	54	86	.	.	PUNCT
american_scientific_journal-12059	55	1	the	the	DET
american_scientific_journal-12059	55	2	metrics	metric	NOUN
american_scientific_journal-12059	55	3	assessed	assess	VERB
american_scientific_journal-12059	55	4	included	include	VERB
american_scientific_journal-12059	55	5	accuracy	accuracy	NOUN
american_scientific_journal-12059	55	6	,	,	PUNCT
american_scientific_journal-12059	55	7	loss	loss	NOUN
american_scientific_journal-12059	55	8	,	,	PUNCT
american_scientific_journal-12059	55	9	precision	precision	NOUN
american_scientific_journal-12059	55	10	,	,	PUNCT
american_scientific_journal-12059	55	11	and	and	CCONJ
american_scientific_journal-12059	55	12	recall	recall	NOUN
american_scientific_journal-12059	55	13	,	,	PUNCT
american_scientific_journal-12059	55	14	as	as	SCONJ
american_scientific_journal-12059	55	15	recorded	record	VERB
american_scientific_journal-12059	55	16	during	during	ADP
american_scientific_journal-12059	55	17	training	training	NOUN
american_scientific_journal-12059	55	18	using	use	VERB
american_scientific_journal-12059	55	19	the	the	DET
american_scientific_journal-12059	55	20	“	"	PUNCT
american_scientific_journal-12059	55	21	keras	keras	PROPN
american_scientific_journal-12059	55	22	history	history	NOUN
american_scientific_journal-12059	55	23	object	object	NOUN
american_scientific_journal-12059	55	24	”	"	PUNCT
american_scientific_journal-12059	55	25	generated	generate	VERB
american_scientific_journal-12059	55	26	by	by	ADP
american_scientific_journal-12059	55	27	the	the	DET
american_scientific_journal-12059	55	28	model.fit	model.fit	PROPN
american_scientific_journal-12059	55	29	(	(	PUNCT
american_scientific_journal-12059	55	30	)	)	PUNCT
american_scientific_journal-12059	55	31	function	function	NOUN
american_scientific_journal-12059	55	32	.	.	PUNCT
american_scientific_journal-12059	56	1	training	training	NOUN
american_scientific_journal-12059	56	2	and	and	CCONJ
american_scientific_journal-12059	56	3	validation	validation	NOUN
american_scientific_journal-12059	56	4	performance	performance	NOUN
american_scientific_journal-12059	56	5	trends	trend	NOUN
american_scientific_journal-12059	56	6	were	be	AUX
american_scientific_journal-12059	56	7	visualized	visualize	VERB
american_scientific_journal-12059	56	8	across	across	ADP
american_scientific_journal-12059	56	9	epochs	epoch	NOUN
american_scientific_journal-12059	56	10	,	,	PUNCT
american_scientific_journal-12059	56	11	with	with	ADP
american_scientific_journal-12059	56	12	the	the	DET
american_scientific_journal-12059	56	13	plots	plot	NOUN
american_scientific_journal-12059	56	14	highlighting	highlight	VERB
american_scientific_journal-12059	56	15	the	the	DET
american_scientific_journal-12059	56	16	optimal	optimal	ADJ
american_scientific_journal-12059	56	17	epoch	epoch	NOUN
american_scientific_journal-12059	56	18	for	for	ADP
american_scientific_journal-12059	56	19	each	each	DET
american_scientific_journal-12059	56	20	metric	metric	NOUN
american_scientific_journal-12059	56	21	.	.	PUNCT
american_scientific_journal-12059	57	1	american	american	ADJ
american_scientific_journal-12059	57	2	academic	academic	ADJ
american_scientific_journal-12059	57	3	scientific	scientific	ADJ
american_scientific_journal-12059	57	4	research	research	NOUN
american_scientific_journal-12059	57	5	journal	journal	NOUN
american_scientific_journal-12059	57	6	for	for	ADP
american_scientific_journal-12059	57	7	engineering	engineering	NOUN
american_scientific_journal-12059	57	8	,	,	PUNCT
american_scientific_journal-12059	57	9	technology	technology	NOUN
american_scientific_journal-12059	57	10	,	,	PUNCT
american_scientific_journal-12059	57	11	and	and	CCONJ
american_scientific_journal-12059	57	12	sciences	science	NOUN
american_scientific_journal-12059	57	13	(	(	PUNCT
american_scientific_journal-12059	57	14	asrjets	asrjet	NOUN
american_scientific_journal-12059	57	15	)	)	PUNCT
american_scientific_journal-12059	57	16	volume	volume	NOUN
american_scientific_journal-12059	57	17	103	103	NUM
american_scientific_journal-12059	57	18	,	,	PUNCT
american_scientific_journal-12059	57	19	no	no	DET
american_scientific_journal-12059	57	20	1	1	NUM
american_scientific_journal-12059	57	21	,	,	PUNCT
american_scientific_journal-12059	57	22	pp	pp	ADV
american_scientific_journal-12059	57	23	147	147	NUM
american_scientific_journal-12059	57	24	-	-	SYM
american_scientific_journal-12059	57	25	163	163	NUM
american_scientific_journal-12059	57	26	156	156	NUM
american_scientific_journal-12059	57	27	figure	figure	NOUN
american_scientific_journal-12059	57	28	9	9	NUM
american_scientific_journal-12059	57	29	:	:	PUNCT
american_scientific_journal-12059	57	30	metric	metric	ADJ
american_scientific_journal-12059	57	31	analysis	analysis	NOUN
american_scientific_journal-12059	57	32	of	of	ADP
american_scientific_journal-12059	57	33	the	the	DET
american_scientific_journal-12059	57	34	lightbt	lightbt	PROPN
american_scientific_journal-12059	57	35	cnn	cnn	PROPN
american_scientific_journal-12059	57	36	model	model	NOUN
american_scientific_journal-12059	57	37	3.4	3.4	NUM
american_scientific_journal-12059	57	38	model	model	NOUN
american_scientific_journal-12059	57	39	evaluation	evaluation	NOUN
american_scientific_journal-12059	57	40	and	and	CCONJ
american_scientific_journal-12059	57	41	performance	performance	NOUN
american_scientific_journal-12059	57	42	the	the	DET
american_scientific_journal-12059	57	43	performance	performance	NOUN
american_scientific_journal-12059	57	44	of	of	ADP
american_scientific_journal-12059	57	45	the	the	DET
american_scientific_journal-12059	57	46	lightbt	lightbt	PROPN
american_scientific_journal-12059	57	47	cnn	cnn	PROPN
american_scientific_journal-12059	57	48	model	model	NOUN
american_scientific_journal-12059	57	49	was	be	AUX
american_scientific_journal-12059	57	50	assessed	assess	VERB
american_scientific_journal-12059	57	51	using	use	VERB
american_scientific_journal-12059	57	52	a	a	DET
american_scientific_journal-12059	57	53	classification	classification	NOUN
american_scientific_journal-12059	57	54	report	report	NOUN
american_scientific_journal-12059	57	55	and	and	CCONJ
american_scientific_journal-12059	57	56	a	a	DET
american_scientific_journal-12059	57	57	confusion	confusion	NOUN
american_scientific_journal-12059	57	58	matrix	matrix	NOUN
american_scientific_journal-12059	57	59	(	(	PUNCT
american_scientific_journal-12059	57	60	see	see	VERB
american_scientific_journal-12059	57	61	figures	figure	NOUN
american_scientific_journal-12059	57	62	10	10	NUM
american_scientific_journal-12059	57	63	and	and	CCONJ
american_scientific_journal-12059	57	64	11	11	NUM
american_scientific_journal-12059	57	65	)	)	PUNCT
american_scientific_journal-12059	57	66	.	.	PUNCT
american_scientific_journal-12059	58	1	the	the	DET
american_scientific_journal-12059	58	2	classification	classification	NOUN
american_scientific_journal-12059	58	3	report	report	NOUN
american_scientific_journal-12059	58	4	demonstrated	demonstrate	VERB
american_scientific_journal-12059	58	5	excellent	excellent	ADJ
american_scientific_journal-12059	58	6	predictive	predictive	ADJ
american_scientific_journal-12059	58	7	accuracy	accuracy	NOUN
american_scientific_journal-12059	58	8	across	across	ADP
american_scientific_journal-12059	58	9	all	all	DET
american_scientific_journal-12059	58	10	four	four	NUM
american_scientific_journal-12059	58	11	brain	brain	NOUN
american_scientific_journal-12059	58	12	tumor	tumor	NOUN
american_scientific_journal-12059	58	13	classes	class	NOUN
american_scientific_journal-12059	58	14	(	(	PUNCT
american_scientific_journal-12059	58	15	glioma	glioma	NOUN
american_scientific_journal-12059	58	16	,	,	PUNCT
american_scientific_journal-12059	58	17	meningioma	meningioma	NOUN
american_scientific_journal-12059	58	18	,	,	PUNCT
american_scientific_journal-12059	58	19	no	no	DET
american_scientific_journal-12059	58	20	tumor	tumor	NOUN
american_scientific_journal-12059	58	21	,	,	PUNCT
american_scientific_journal-12059	58	22	and	and	CCONJ
american_scientific_journal-12059	58	23	pituitary	pituitary	NOUN
american_scientific_journal-12059	58	24	)	)	PUNCT
american_scientific_journal-12059	58	25	.	.	PUNCT
american_scientific_journal-12059	59	1	precision	precision	NOUN
american_scientific_journal-12059	59	2	values	value	NOUN
american_scientific_journal-12059	59	3	ranged	range	VERB
american_scientific_journal-12059	59	4	from	from	ADP
american_scientific_journal-12059	59	5	0.95	0.95	NUM
american_scientific_journal-12059	59	6	to	to	ADP
american_scientific_journal-12059	59	7	1.00	1.00	NUM
american_scientific_journal-12059	59	8	,	,	PUNCT
american_scientific_journal-12059	59	9	while	while	SCONJ
american_scientific_journal-12059	59	10	recall	recall	NOUN
american_scientific_journal-12059	59	11	values	value	NOUN
american_scientific_journal-12059	59	12	spanned	span	VERB
american_scientific_journal-12059	59	13	0.95	0.95	NUM
american_scientific_journal-12059	59	14	to	to	ADP
american_scientific_journal-12059	59	15	1.00	1.00	NUM
american_scientific_journal-12059	59	16	,	,	PUNCT
american_scientific_journal-12059	59	17	indicating	indicate	VERB
american_scientific_journal-12059	59	18	a	a	DET
american_scientific_journal-12059	59	19	balanced	balanced	ADJ
american_scientific_journal-12059	59	20	ability	ability	NOUN
american_scientific_journal-12059	59	21	to	to	PART
american_scientific_journal-12059	59	22	correctly	correctly	ADV
american_scientific_journal-12059	59	23	identify	identify	VERB
american_scientific_journal-12059	59	24	positive	positive	ADJ
american_scientific_journal-12059	59	25	cases	case	NOUN
american_scientific_journal-12059	59	26	without	without	ADP
american_scientific_journal-12059	59	27	overpredicting	overpredicte	VERB
american_scientific_journal-12059	59	28	.	.	PUNCT
american_scientific_journal-12059	60	1	the	the	DET
american_scientific_journal-12059	60	2	f1	f1	NOUN
american_scientific_journal-12059	60	3	-	-	PUNCT
american_scientific_journal-12059	60	4	scores	score	NOUN
american_scientific_journal-12059	60	5	,	,	PUNCT
american_scientific_journal-12059	60	6	which	which	PRON
american_scientific_journal-12059	60	7	combine	combine	VERB
american_scientific_journal-12059	60	8	precision	precision	NOUN
american_scientific_journal-12059	60	9	and	and	CCONJ
american_scientific_journal-12059	60	10	recall	recall	NOUN
american_scientific_journal-12059	60	11	,	,	PUNCT
american_scientific_journal-12059	60	12	were	be	AUX
american_scientific_journal-12059	60	13	consistently	consistently	ADV
american_scientific_journal-12059	60	14	high	high	ADJ
american_scientific_journal-12059	60	15	(	(	PUNCT
american_scientific_journal-12059	60	16	0.95–1.00	0.95–1.00	NUM
american_scientific_journal-12059	60	17	)	)	PUNCT
american_scientific_journal-12059	60	18	,	,	PUNCT
american_scientific_journal-12059	60	19	indicating	indicate	VERB
american_scientific_journal-12059	60	20	an	an	DET
american_scientific_journal-12059	60	21	outstanding	outstanding	ADJ
american_scientific_journal-12059	60	22	model	model	NOUN
american_scientific_journal-12059	60	23	performance	performance	NOUN
american_scientific_journal-12059	60	24	.	.	PUNCT
american_scientific_journal-12059	61	1	overall	overall	ADJ
american_scientific_journal-12059	61	2	classification	classification	NOUN
american_scientific_journal-12059	61	3	accuracy	accuracy	NOUN
american_scientific_journal-12059	61	4	was	be	AUX
american_scientific_journal-12059	61	5	98	98	NUM
american_scientific_journal-12059	61	6	%	%	NOUN
american_scientific_journal-12059	61	7	,	,	PUNCT
american_scientific_journal-12059	61	8	with	with	ADP
american_scientific_journal-12059	61	9	both	both	CCONJ
american_scientific_journal-12059	61	10	macro	macro	VERB
american_scientific_journal-12059	61	11	and	and	CCONJ
american_scientific_journal-12059	61	12	weighted	weight	VERB
american_scientific_journal-12059	61	13	american	american	ADJ
american_scientific_journal-12059	61	14	academic	academic	PROPN
american_scientific_journal-12059	61	15	scientific	scientific	ADJ
american_scientific_journal-12059	61	16	research	research	NOUN
american_scientific_journal-12059	61	17	journal	journal	NOUN
american_scientific_journal-12059	61	18	for	for	ADP
american_scientific_journal-12059	61	19	engineering	engineering	NOUN
american_scientific_journal-12059	61	20	,	,	PUNCT
american_scientific_journal-12059	61	21	technology	technology	NOUN
american_scientific_journal-12059	61	22	,	,	PUNCT
american_scientific_journal-12059	61	23	and	and	CCONJ
american_scientific_journal-12059	61	24	sciences	science	NOUN
american_scientific_journal-12059	61	25	(	(	PUNCT
american_scientific_journal-12059	61	26	asrjets	asrjet	NOUN
american_scientific_journal-12059	61	27	)	)	PUNCT
american_scientific_journal-12059	61	28	volume	volume	NOUN
american_scientific_journal-12059	61	29	103	103	NUM
american_scientific_journal-12059	61	30	,	,	PUNCT
american_scientific_journal-12059	61	31	no	no	DET
american_scientific_journal-12059	61	32	1	1	NUM
american_scientific_journal-12059	61	33	,	,	PUNCT
american_scientific_journal-12059	61	34	pp	pp	ADV
american_scientific_journal-12059	61	35	147	147	NUM
american_scientific_journal-12059	61	36	-	-	SYM
american_scientific_journal-12059	61	37	163	163	NUM
american_scientific_journal-12059	61	38	157	157	NUM
american_scientific_journal-12059	61	39	averages	average	NOUN
american_scientific_journal-12059	61	40	yielding	yield	VERB
american_scientific_journal-12059	61	41	a	a	DET
american_scientific_journal-12059	61	42	precision	precision	NOUN
american_scientific_journal-12059	61	43	,	,	PUNCT
american_scientific_journal-12059	61	44	recall	recall	NOUN
american_scientific_journal-12059	61	45	,	,	PUNCT
american_scientific_journal-12059	61	46	and	and	CCONJ
american_scientific_journal-12059	61	47	f1	f1	NOUN
american_scientific_journal-12059	61	48	-	-	PUNCT
american_scientific_journal-12059	61	49	score	score	NOUN
american_scientific_journal-12059	61	50	of	of	ADP
american_scientific_journal-12059	61	51	0.98	0.98	NUM
american_scientific_journal-12059	61	52	,	,	PUNCT
american_scientific_journal-12059	61	53	underscoring	underscore	VERB
american_scientific_journal-12059	61	54	the	the	DET
american_scientific_journal-12059	61	55	model	model	NOUN
american_scientific_journal-12059	61	56	’s	’s	PART
american_scientific_journal-12059	61	57	reliability	reliability	NOUN
american_scientific_journal-12059	61	58	across	across	ADP
american_scientific_journal-12059	61	59	imbalanced	imbalanced	ADJ
american_scientific_journal-12059	61	60	class	class	NOUN
american_scientific_journal-12059	61	61	distributions	distribution	NOUN
american_scientific_journal-12059	61	62	.	.	PUNCT
american_scientific_journal-12059	62	1	the	the	DET
american_scientific_journal-12059	62	2	confusion	confusion	NOUN
american_scientific_journal-12059	62	3	matrix	matrix	NOUN
american_scientific_journal-12059	62	4	provided	provide	VERB
american_scientific_journal-12059	62	5	a	a	DET
american_scientific_journal-12059	62	6	deeper	deep	ADJ
american_scientific_journal-12059	62	7	depiction	depiction	NOUN
american_scientific_journal-12059	62	8	of	of	ADP
american_scientific_journal-12059	62	9	the	the	DET
american_scientific_journal-12059	62	10	prediction	prediction	NOUN
american_scientific_journal-12059	62	11	distribution	distribution	NOUN
american_scientific_journal-12059	62	12	.	.	PUNCT
american_scientific_journal-12059	63	1	the	the	DET
american_scientific_journal-12059	63	2	model	model	NOUN
american_scientific_journal-12059	63	3	correctly	correctly	ADV
american_scientific_journal-12059	63	4	classified	classify	VERB
american_scientific_journal-12059	63	5	the	the	DET
american_scientific_journal-12059	63	6	majority	majority	NOUN
american_scientific_journal-12059	63	7	of	of	ADP
american_scientific_journal-12059	63	8	samples	sample	NOUN
american_scientific_journal-12059	63	9	in	in	ADP
american_scientific_journal-12059	63	10	all	all	DET
american_scientific_journal-12059	63	11	categories	category	NOUN
american_scientific_journal-12059	63	12	,	,	PUNCT
american_scientific_journal-12059	63	13	with	with	ADP
american_scientific_journal-12059	63	14	minimal	minimal	ADJ
american_scientific_journal-12059	63	15	misclassifications	misclassification	NOUN
american_scientific_journal-12059	63	16	.	.	PUNCT
american_scientific_journal-12059	64	1	for	for	ADP
american_scientific_journal-12059	64	2	instance	instance	NOUN
american_scientific_journal-12059	64	3	,	,	PUNCT
american_scientific_journal-12059	64	4	142	142	NUM
american_scientific_journal-12059	64	5	out	out	ADP
american_scientific_journal-12059	64	6	of	of	ADP
american_scientific_journal-12059	64	7	150	150	NUM
american_scientific_journal-12059	64	8	glioma	glioma	NOUN
american_scientific_journal-12059	64	9	cases	case	NOUN
american_scientific_journal-12059	64	10	and	and	CCONJ
american_scientific_journal-12059	64	11	146	146	NUM
american_scientific_journal-12059	64	12	out	out	ADP
american_scientific_journal-12059	64	13	of	of	ADP
american_scientific_journal-12059	64	14	153	153	NUM
american_scientific_journal-12059	64	15	meningioma	meningioma	NOUN
american_scientific_journal-12059	64	16	cases	case	NOUN
american_scientific_journal-12059	64	17	were	be	AUX
american_scientific_journal-12059	64	18	accurately	accurately	ADV
american_scientific_journal-12059	64	19	predicted	predict	VERB
american_scientific_journal-12059	64	20	,	,	PUNCT
american_scientific_journal-12059	64	21	while	while	SCONJ
american_scientific_journal-12059	64	22	all	all	PRON
american_scientific_journal-12059	64	23	203	203	NUM
american_scientific_journal-12059	64	24	no	no	DET
american_scientific_journal-12059	64	25	tumor	tumor	NOUN
american_scientific_journal-12059	64	26	cases	case	NOUN
american_scientific_journal-12059	64	27	and	and	CCONJ
american_scientific_journal-12059	64	28	all	all	DET
american_scientific_journal-12059	64	29	150	150	NUM
american_scientific_journal-12059	64	30	pituitary	pituitary	ADJ
american_scientific_journal-12059	64	31	tumor	tumor	NOUN
american_scientific_journal-12059	64	32	cases	case	NOUN
american_scientific_journal-12059	64	33	were	be	AUX
american_scientific_journal-12059	64	34	classified	classify	VERB
american_scientific_journal-12059	64	35	correctly	correctly	ADV
american_scientific_journal-12059	64	36	.	.	PUNCT
american_scientific_journal-12059	65	1	misclassifications	misclassification	NOUN
american_scientific_journal-12059	65	2	were	be	AUX
american_scientific_journal-12059	65	3	minor	minor	ADJ
american_scientific_journal-12059	65	4	,	,	PUNCT
american_scientific_journal-12059	65	5	with	with	ADP
american_scientific_journal-12059	65	6	glioma	glioma	NOUN
american_scientific_journal-12059	65	7	occasionally	occasionally	ADV
american_scientific_journal-12059	65	8	confused	confuse	VERB
american_scientific_journal-12059	65	9	with	with	ADP
american_scientific_journal-12059	65	10	meningioma	meningioma	NOUN
american_scientific_journal-12059	65	11	and	and	CCONJ
american_scientific_journal-12059	65	12	vice	vice	NOUN
american_scientific_journal-12059	65	13	versa	versa	ADV
american_scientific_journal-12059	65	14	,	,	PUNCT
american_scientific_journal-12059	65	15	reflecting	reflect	VERB
american_scientific_journal-12059	65	16	the	the	DET
american_scientific_journal-12059	65	17	morphological	morphological	ADJ
american_scientific_journal-12059	65	18	similarities	similarity	NOUN
american_scientific_journal-12059	65	19	between	between	ADP
american_scientific_journal-12059	65	20	these	these	DET
american_scientific_journal-12059	65	21	tumor	tumor	NOUN
american_scientific_journal-12059	65	22	types	type	NOUN
american_scientific_journal-12059	65	23	in	in	ADP
american_scientific_journal-12059	65	24	mri	mri	NOUN
american_scientific_journal-12059	65	25	imaging	imaging	NOUN
american_scientific_journal-12059	65	26	.	.	PUNCT
american_scientific_journal-12059	66	1	figure	figure	NOUN
american_scientific_journal-12059	66	2	10	10	NUM
american_scientific_journal-12059	66	3	:	:	PUNCT
american_scientific_journal-12059	66	4	evaluation	evaluation	NOUN
american_scientific_journal-12059	66	5	of	of	ADP
american_scientific_journal-12059	66	6	lightbt	lightbt	PROPN
american_scientific_journal-12059	66	7	cnn	cnn	PROPN
american_scientific_journal-12059	66	8	model	model	PROPN
american_scientific_journal-12059	66	9	american	american	PROPN
american_scientific_journal-12059	66	10	academic	academic	PROPN
american_scientific_journal-12059	66	11	scientific	scientific	ADJ
american_scientific_journal-12059	66	12	research	research	NOUN
american_scientific_journal-12059	66	13	journal	journal	NOUN
american_scientific_journal-12059	66	14	for	for	ADP
american_scientific_journal-12059	66	15	engineering	engineering	NOUN
american_scientific_journal-12059	66	16	,	,	PUNCT
american_scientific_journal-12059	66	17	technology	technology	NOUN
american_scientific_journal-12059	66	18	,	,	PUNCT
american_scientific_journal-12059	66	19	and	and	CCONJ
american_scientific_journal-12059	66	20	sciences	science	NOUN
american_scientific_journal-12059	66	21	(	(	PUNCT
american_scientific_journal-12059	66	22	asrjets	asrjet	NOUN
american_scientific_journal-12059	66	23	)	)	PUNCT
american_scientific_journal-12059	66	24	volume	volume	NOUN
american_scientific_journal-12059	66	25	103	103	NUM
american_scientific_journal-12059	66	26	,	,	PUNCT
american_scientific_journal-12059	66	27	no	no	DET
american_scientific_journal-12059	66	28	1	1	NUM
american_scientific_journal-12059	66	29	,	,	PUNCT
american_scientific_journal-12059	66	30	pp	pp	ADV
american_scientific_journal-12059	66	31	147	147	NUM
american_scientific_journal-12059	66	32	-	-	SYM
american_scientific_journal-12059	66	33	163	163	NUM
american_scientific_journal-12059	66	34	158	158	NUM
american_scientific_journal-12059	66	35	figure	figure	NOUN
american_scientific_journal-12059	66	36	11	11	NUM
american_scientific_journal-12059	66	37	:	:	PUNCT
american_scientific_journal-12059	66	38	evaluation	evaluation	NOUN
american_scientific_journal-12059	66	39	of	of	ADP
american_scientific_journal-12059	66	40	lightbt	lightbt	PROPN
american_scientific_journal-12059	66	41	cnn	cnn	PROPN
american_scientific_journal-12059	66	42	model	model	NOUN
american_scientific_journal-12059	66	43	performance	performance	NOUN
american_scientific_journal-12059	66	44	3.5	3.5	NUM
american_scientific_journal-12059	66	45	prediction	prediction	NOUN
american_scientific_journal-12059	66	46	and	and	CCONJ
american_scientific_journal-12059	66	47	model	model	NOUN
american_scientific_journal-12059	66	48	testing	test	VERB
american_scientific_journal-12059	66	49	the	the	DET
american_scientific_journal-12059	66	50	trained	train	VERB
american_scientific_journal-12059	66	51	lightbt	lightbt	PROPN
american_scientific_journal-12059	66	52	cnn	cnn	PROPN
american_scientific_journal-12059	66	53	model	model	NOUN
american_scientific_journal-12059	66	54	was	be	AUX
american_scientific_journal-12059	66	55	evaluated	evaluate	VERB
american_scientific_journal-12059	66	56	on	on	ADP
american_scientific_journal-12059	66	57	unseen	unseen	ADJ
american_scientific_journal-12059	66	58	mri	mri	NOUN
american_scientific_journal-12059	66	59	images	image	NOUN
american_scientific_journal-12059	66	60	to	to	PART
american_scientific_journal-12059	66	61	assess	assess	VERB
american_scientific_journal-12059	66	62	its	its	PRON
american_scientific_journal-12059	66	63	predictive	predictive	ADJ
american_scientific_journal-12059	66	64	performance	performance	NOUN
american_scientific_journal-12059	66	65	in	in	ADP
american_scientific_journal-12059	66	66	real	real	ADJ
american_scientific_journal-12059	66	67	-	-	PUNCT
american_scientific_journal-12059	66	68	world	world	NOUN
american_scientific_journal-12059	66	69	applications	application	NOUN
american_scientific_journal-12059	66	70	.	.	PUNCT
american_scientific_journal-12059	67	1	the	the	DET
american_scientific_journal-12059	67	2	model	model	NOUN
american_scientific_journal-12059	67	3	output	output	NOUN
american_scientific_journal-12059	67	4	provided	provide	VERB
american_scientific_journal-12059	67	5	raw	raw	ADJ
american_scientific_journal-12059	67	6	probability	probability	NOUN
american_scientific_journal-12059	67	7	distributions	distribution	NOUN
american_scientific_journal-12059	67	8	across	across	ADP
american_scientific_journal-12059	67	9	the	the	DET
american_scientific_journal-12059	67	10	four	four	NUM
american_scientific_journal-12059	67	11	tumor	tumor	NOUN
american_scientific_journal-12059	67	12	classes	class	NOUN
american_scientific_journal-12059	67	13	(	(	PUNCT
american_scientific_journal-12059	67	14	glioma	glioma	NOUN
american_scientific_journal-12059	67	15	,	,	PUNCT
american_scientific_journal-12059	67	16	meningioma	meningioma	NOUN
american_scientific_journal-12059	67	17	,	,	PUNCT
american_scientific_journal-12059	67	18	pituitary	pituitary	ADJ
american_scientific_journal-12059	67	19	tumor	tumor	NOUN
american_scientific_journal-12059	67	20	,	,	PUNCT
american_scientific_journal-12059	67	21	and	and	CCONJ
american_scientific_journal-12059	67	22	no	no	DET
american_scientific_journal-12059	67	23	tumor	tumor	NOUN
american_scientific_journal-12059	67	24	)	)	PUNCT
american_scientific_journal-12059	67	25	.	.	PUNCT
american_scientific_journal-12059	68	1	to	to	PART
american_scientific_journal-12059	68	2	enhance	enhance	VERB
american_scientific_journal-12059	68	3	transparency	transparency	NOUN
american_scientific_journal-12059	68	4	and	and	CCONJ
american_scientific_journal-12059	68	5	interpretability	interpretability	NOUN
american_scientific_journal-12059	68	6	,	,	PUNCT
american_scientific_journal-12059	68	7	gradientweighted	gradientweighte	VERB
american_scientific_journal-12059	68	8	class	class	NOUN
american_scientific_journal-12059	68	9	activation	activation	NOUN
american_scientific_journal-12059	68	10	mapping	mapping	NOUN
american_scientific_journal-12059	68	11	(	(	PUNCT
american_scientific_journal-12059	68	12	grad	grad	NOUN
american_scientific_journal-12059	68	13	-	-	PUNCT
american_scientific_journal-12059	68	14	cam	cam	NOUN
american_scientific_journal-12059	68	15	)	)	PUNCT
american_scientific_journal-12059	68	16	was	be	AUX
american_scientific_journal-12059	68	17	implemented	implement	VERB
american_scientific_journal-12059	68	18	.	.	PUNCT
american_scientific_journal-12059	69	1	grad	grad	NOUN
american_scientific_journal-12059	69	2	-	-	PUNCT
american_scientific_journal-12059	69	3	cam	cam	NOUN
american_scientific_journal-12059	69	4	produces	produce	VERB
american_scientific_journal-12059	69	5	class	class	NOUN
american_scientific_journal-12059	69	6	-	-	PUNCT
american_scientific_journal-12059	69	7	specific	specific	ADJ
american_scientific_journal-12059	69	8	heatmaps	heatmap	NOUN
american_scientific_journal-12059	69	9	that	that	PRON
american_scientific_journal-12059	69	10	highlight	highlight	VERB
american_scientific_journal-12059	69	11	the	the	DET
american_scientific_journal-12059	69	12	regions	region	NOUN
american_scientific_journal-12059	69	13	of	of	ADP
american_scientific_journal-12059	69	14	the	the	DET
american_scientific_journal-12059	69	15	mri	mri	NOUN
american_scientific_journal-12059	69	16	scans	scan	NOUN
american_scientific_journal-12059	69	17	most	most	ADV
american_scientific_journal-12059	69	18	influential	influential	ADJ
american_scientific_journal-12059	69	19	to	to	ADP
american_scientific_journal-12059	69	20	the	the	DET
american_scientific_journal-12059	69	21	model	model	NOUN
american_scientific_journal-12059	69	22	’s	’s	PART
american_scientific_journal-12059	69	23	decision	decision	NOUN
american_scientific_journal-12059	69	24	(	(	PUNCT
american_scientific_journal-12059	69	25	see	see	VERB
american_scientific_journal-12059	69	26	figure	figure	NOUN
american_scientific_journal-12059	69	27	13	13	NUM
american_scientific_journal-12059	69	28	)	)	PUNCT
american_scientific_journal-12059	69	29	.	.	PUNCT
american_scientific_journal-12059	70	1	by	by	ADP
american_scientific_journal-12059	70	2	american	american	ADJ
american_scientific_journal-12059	70	3	academic	academic	PROPN
american_scientific_journal-12059	70	4	scientific	scientific	ADJ
american_scientific_journal-12059	70	5	research	research	NOUN
american_scientific_journal-12059	70	6	journal	journal	NOUN
american_scientific_journal-12059	70	7	for	for	ADP
american_scientific_journal-12059	70	8	engineering	engineering	NOUN
american_scientific_journal-12059	70	9	,	,	PUNCT
american_scientific_journal-12059	70	10	technology	technology	NOUN
american_scientific_journal-12059	70	11	,	,	PUNCT
american_scientific_journal-12059	70	12	and	and	CCONJ
american_scientific_journal-12059	70	13	sciences	science	NOUN
american_scientific_journal-12059	70	14	(	(	PUNCT
american_scientific_journal-12059	70	15	asrjets	asrjet	NOUN
american_scientific_journal-12059	70	16	)	)	PUNCT
american_scientific_journal-12059	70	17	volume	volume	NOUN
american_scientific_journal-12059	70	18	103	103	NUM
american_scientific_journal-12059	70	19	,	,	PUNCT
american_scientific_journal-12059	70	20	no	no	DET
american_scientific_journal-12059	70	21	1	1	NUM
american_scientific_journal-12059	70	22	,	,	PUNCT
american_scientific_journal-12059	70	23	pp	pp	ADV
american_scientific_journal-12059	70	24	147	147	NUM
american_scientific_journal-12059	70	25	-	-	SYM
american_scientific_journal-12059	70	26	163	163	NUM
american_scientific_journal-12059	70	27	159	159	NUM
american_scientific_journal-12059	70	28	applying	apply	VERB
american_scientific_journal-12059	70	29	grad	grad	NOUN
american_scientific_journal-12059	70	30	-	-	PUNCT
american_scientific_journal-12059	70	31	cam	cam	NOUN
american_scientific_journal-12059	70	32	to	to	ADP
american_scientific_journal-12059	70	33	the	the	DET
american_scientific_journal-12059	70	34	last	last	ADJ
american_scientific_journal-12059	70	35	convolutional	convolutional	ADJ
american_scientific_journal-12059	70	36	layer	layer	NOUN
american_scientific_journal-12059	70	37	of	of	ADP
american_scientific_journal-12059	70	38	the	the	DET
american_scientific_journal-12059	70	39	cnn	cnn	PROPN
american_scientific_journal-12059	70	40	,	,	PUNCT
american_scientific_journal-12059	70	41	the	the	DET
american_scientific_journal-12059	70	42	spatial	spatial	ADJ
american_scientific_journal-12059	70	43	areas	area	NOUN
american_scientific_journal-12059	70	44	associated	associate	VERB
american_scientific_journal-12059	70	45	with	with	ADP
american_scientific_journal-12059	70	46	tumor	tumor	NOUN
american_scientific_journal-12059	70	47	detection	detection	NOUN
american_scientific_journal-12059	70	48	were	be	AUX
american_scientific_journal-12059	70	49	identified	identify	VERB
american_scientific_journal-12059	70	50	.	.	PUNCT
american_scientific_journal-12059	71	1	these	these	DET
american_scientific_journal-12059	71	2	heatmaps	heatmap	NOUN
american_scientific_journal-12059	71	3	were	be	AUX
american_scientific_journal-12059	71	4	normalized	normalize	VERB
american_scientific_journal-12059	71	5	between	between	ADP
american_scientific_journal-12059	71	6	0	0	NUM
american_scientific_journal-12059	71	7	and	and	CCONJ
american_scientific_journal-12059	71	8	1	1	NUM
american_scientific_journal-12059	71	9	and	and	CCONJ
american_scientific_journal-12059	71	10	overlaid	overlay	VERB
american_scientific_journal-12059	71	11	on	on	ADP
american_scientific_journal-12059	71	12	the	the	DET
american_scientific_journal-12059	71	13	original	original	ADJ
american_scientific_journal-12059	71	14	mri	mri	NOUN
american_scientific_journal-12059	71	15	images	image	NOUN
american_scientific_journal-12059	71	16	to	to	PART
american_scientific_journal-12059	71	17	create	create	VERB
american_scientific_journal-12059	71	18	visual	visual	ADJ
american_scientific_journal-12059	71	19	explanations	explanation	NOUN
american_scientific_journal-12059	71	20	.	.	PUNCT
american_scientific_journal-12059	72	1	figure	figure	VERB
american_scientific_journal-12059	72	2	12	12	NUM
american_scientific_journal-12059	72	3	depicts	depict	NOUN
american_scientific_journal-12059	72	4	a	a	DET
american_scientific_journal-12059	72	5	predicted	predict	VERB
american_scientific_journal-12059	72	6	output	output	NOUN
american_scientific_journal-12059	72	7	(	(	PUNCT
american_scientific_journal-12059	72	8	identified	identify	VERB
american_scientific_journal-12059	72	9	and	and	CCONJ
american_scientific_journal-12059	72	10	classified	classify	VERB
american_scientific_journal-12059	72	11	)	)	PUNCT
american_scientific_journal-12059	72	12	of	of	ADP
american_scientific_journal-12059	72	13	the	the	DET
american_scientific_journal-12059	72	14	lightbt	lightbt	PROPN
american_scientific_journal-12059	72	15	cnn	cnn	PROPN
american_scientific_journal-12059	72	16	model	model	PROPN
american_scientific_journal-12059	72	17	’s	’s	PART
american_scientific_journal-12059	72	18	prediction	prediction	NOUN
american_scientific_journal-12059	72	19	on	on	ADP
american_scientific_journal-12059	72	20	an	an	DET
american_scientific_journal-12059	72	21	mri	mri	NOUN
american_scientific_journal-12059	72	22	image	image	NOUN
american_scientific_journal-12059	72	23	.	.	PUNCT
american_scientific_journal-12059	73	1	the	the	DET
american_scientific_journal-12059	73	2	input	input	NOUN
american_scientific_journal-12059	73	3	mri	mri	NOUN
american_scientific_journal-12059	73	4	scan	scan	AUX
american_scientific_journal-12059	73	5	clearly	clearly	ADV
american_scientific_journal-12059	73	6	shows	show	VERB
american_scientific_journal-12059	73	7	a	a	DET
american_scientific_journal-12059	73	8	tumor	tumor	NOUN
american_scientific_journal-12059	73	9	mass	mass	NOUN
american_scientific_journal-12059	73	10	,	,	PUNCT
american_scientific_journal-12059	73	11	and	and	CCONJ
american_scientific_journal-12059	73	12	the	the	DET
american_scientific_journal-12059	73	13	model	model	NOUN
american_scientific_journal-12059	73	14	predicted	predict	VERB
american_scientific_journal-12059	73	15	the	the	DET
american_scientific_journal-12059	73	16	case	case	NOUN
american_scientific_journal-12059	73	17	as	as	ADP
american_scientific_journal-12059	73	18	meningioma	meningioma	NOUN
american_scientific_journal-12059	73	19	with	with	ADP
american_scientific_journal-12059	73	20	a	a	DET
american_scientific_journal-12059	73	21	probability	probability	NOUN
american_scientific_journal-12059	73	22	score	score	NOUN
american_scientific_journal-12059	73	23	of	of	ADP
american_scientific_journal-12059	73	24	1.0	1.0	NUM
american_scientific_journal-12059	73	25	(	(	PUNCT
american_scientific_journal-12059	73	26	100	100	NUM
american_scientific_journal-12059	73	27	%	%	NOUN
american_scientific_journal-12059	73	28	)	)	PUNCT
american_scientific_journal-12059	73	29	,	,	PUNCT
american_scientific_journal-12059	73	30	while	while	SCONJ
american_scientific_journal-12059	73	31	assigning	assign	VERB
american_scientific_journal-12059	73	32	zero	zero	NUM
american_scientific_journal-12059	73	33	probability	probability	NOUN
american_scientific_journal-12059	73	34	to	to	ADP
american_scientific_journal-12059	73	35	the	the	DET
american_scientific_journal-12059	73	36	other	other	ADJ
american_scientific_journal-12059	73	37	classes	class	NOUN
american_scientific_journal-12059	73	38	(	(	PUNCT
american_scientific_journal-12059	73	39	pituitary	pituitary	ADJ
american_scientific_journal-12059	73	40	,	,	PUNCT
american_scientific_journal-12059	73	41	glioma	glioma	NOUN
american_scientific_journal-12059	73	42	,	,	PUNCT
american_scientific_journal-12059	73	43	and	and	CCONJ
american_scientific_journal-12059	73	44	no	no	DET
american_scientific_journal-12059	73	45	tumor	tumor	NOUN
american_scientific_journal-12059	73	46	)	)	PUNCT
american_scientific_journal-12059	73	47	.	.	PUNCT
american_scientific_journal-12059	74	1	the	the	DET
american_scientific_journal-12059	74	2	bar	bar	NOUN
american_scientific_journal-12059	74	3	chart	chart	NOUN
american_scientific_journal-12059	74	4	displaying	display	VERB
american_scientific_journal-12059	74	5	class	class	NOUN
american_scientific_journal-12059	74	6	probabilities	probability	NOUN
american_scientific_journal-12059	74	7	highlights	highlight	VERB
american_scientific_journal-12059	74	8	the	the	DET
american_scientific_journal-12059	74	9	model	model	NOUN
american_scientific_journal-12059	74	10	’s	’s	PART
american_scientific_journal-12059	74	11	high	high	ADJ
american_scientific_journal-12059	74	12	level	level	NOUN
american_scientific_journal-12059	74	13	of	of	ADP
american_scientific_journal-12059	74	14	confidence	confidence	NOUN
american_scientific_journal-12059	74	15	in	in	ADP
american_scientific_journal-12059	74	16	its	its	PRON
american_scientific_journal-12059	74	17	classification	classification	NOUN
american_scientific_journal-12059	74	18	.	.	PUNCT
american_scientific_journal-12059	75	1	this	this	DET
american_scientific_journal-12059	75	2	result	result	NOUN
american_scientific_journal-12059	75	3	illustrates	illustrate	VERB
american_scientific_journal-12059	75	4	the	the	DET
american_scientific_journal-12059	75	5	practical	practical	ADJ
american_scientific_journal-12059	75	6	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	75	7	capability	capability	NOUN
american_scientific_journal-12059	75	8	of	of	ADP
american_scientific_journal-12059	75	9	the	the	DET
american_scientific_journal-12059	75	10	cnn	cnn	PROPN
american_scientific_journal-12059	75	11	model	model	NOUN
american_scientific_journal-12059	75	12	in	in	ADP
american_scientific_journal-12059	75	13	real	real	ADJ
american_scientific_journal-12059	75	14	-	-	PUNCT
american_scientific_journal-12059	75	15	time	time	NOUN
american_scientific_journal-12059	75	16	prediction	prediction	NOUN
american_scientific_journal-12059	75	17	,	,	PUNCT
american_scientific_journal-12059	75	18	supporting	support	VERB
american_scientific_journal-12059	75	19	its	its	PRON
american_scientific_journal-12059	75	20	robustness	robustness	NOUN
american_scientific_journal-12059	75	21	for	for	ADP
american_scientific_journal-12059	75	22	clinical	clinical	ADJ
american_scientific_journal-12059	75	23	decision	decision	NOUN
american_scientific_journal-12059	75	24	support	support	NOUN
american_scientific_journal-12059	75	25	in	in	ADP
american_scientific_journal-12059	75	26	brain	brain	NOUN
american_scientific_journal-12059	75	27	cancer	cancer	NOUN
american_scientific_journal-12059	75	28	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	75	29	.	.	PUNCT
american_scientific_journal-12059	76	1	figure	figure	NOUN
american_scientific_journal-12059	76	2	12	12	NUM
american_scientific_journal-12059	76	3	:	:	PUNCT
american_scientific_journal-12059	76	4	the	the	DET
american_scientific_journal-12059	76	5	prediction	prediction	NOUN
american_scientific_journal-12059	76	6	and	and	CCONJ
american_scientific_journal-12059	76	7	classification	classification	NOUN
american_scientific_journal-12059	76	8	of	of	ADP
american_scientific_journal-12059	76	9	brain	brain	NOUN
american_scientific_journal-12059	76	10	tumors	tumor	NOUN
american_scientific_journal-12059	76	11	by	by	ADP
american_scientific_journal-12059	76	12	the	the	DET
american_scientific_journal-12059	76	13	lightbt	lightbt	PROPN
american_scientific_journal-12059	76	14	-	-	PUNCT
american_scientific_journal-12059	76	15	cnn	cnn	PROPN
american_scientific_journal-12059	76	16	model	model	NOUN
american_scientific_journal-12059	76	17	figure	figure	NOUN
american_scientific_journal-12059	76	18	13	13	NUM
american_scientific_journal-12059	76	19	depicts	depict	VERB
american_scientific_journal-12059	76	20	the	the	DET
american_scientific_journal-12059	76	21	left	left	ADJ
american_scientific_journal-12059	76	22	image	image	NOUN
american_scientific_journal-12059	76	23	(	(	PUNCT
american_scientific_journal-12059	76	24	original	original	ADJ
american_scientific_journal-12059	76	25	mri	mri	NOUN
american_scientific_journal-12059	76	26	)	)	PUNCT
american_scientific_journal-12059	76	27	and	and	CCONJ
american_scientific_journal-12059	76	28	the	the	DET
american_scientific_journal-12059	76	29	right	right	ADJ
american_scientific_journal-12059	76	30	image	image	NOUN
american_scientific_journal-12059	76	31	(	(	PUNCT
american_scientific_journal-12059	76	32	grad	grad	NOUN
american_scientific_journal-12059	76	33	-	-	PUNCT
american_scientific_journal-12059	76	34	cam	cam	NOUN
american_scientific_journal-12059	76	35	heatmap	heatmap	NOUN
american_scientific_journal-12059	76	36	)	)	PUNCT
american_scientific_journal-12059	76	37	.	.	PUNCT
american_scientific_journal-12059	77	1	the	the	DET
american_scientific_journal-12059	77	2	original	original	ADJ
american_scientific_journal-12059	77	3	mri	mri	NOUN
american_scientific_journal-12059	77	4	is	be	AUX
american_scientific_journal-12059	77	5	a	a	DET
american_scientific_journal-12059	77	6	standard	standard	ADJ
american_scientific_journal-12059	77	7	grayscale	grayscale	NOUN
american_scientific_journal-12059	77	8	mri	mri	NOUN
american_scientific_journal-12059	77	9	scan	scan	NOUN
american_scientific_journal-12059	77	10	showing	show	VERB
american_scientific_journal-12059	77	11	the	the	DET
american_scientific_journal-12059	77	12	brain	brain	NOUN
american_scientific_journal-12059	77	13	's	's	PART
american_scientific_journal-12059	77	14	internal	internal	ADJ
american_scientific_journal-12059	77	15	structures	structure	NOUN
american_scientific_journal-12059	77	16	.	.	PUNCT
american_scientific_journal-12059	78	1	a	a	DET
american_scientific_journal-12059	78	2	bright	bright	ADJ
american_scientific_journal-12059	78	3	,	,	PUNCT
american_scientific_journal-12059	78	4	circular	circular	ADJ
american_scientific_journal-12059	78	5	mass	mass	NOUN
american_scientific_journal-12059	78	6	in	in	ADP
american_scientific_journal-12059	78	7	the	the	DET
american_scientific_journal-12059	78	8	upper	upper	ADJ
american_scientific_journal-12059	78	9	right	right	ADJ
american_scientific_journal-12059	78	10	american	american	ADJ
american_scientific_journal-12059	78	11	academic	academic	ADJ
american_scientific_journal-12059	78	12	scientific	scientific	ADJ
american_scientific_journal-12059	78	13	research	research	NOUN
american_scientific_journal-12059	78	14	journal	journal	NOUN
american_scientific_journal-12059	78	15	for	for	ADP
american_scientific_journal-12059	78	16	engineering	engineering	NOUN
american_scientific_journal-12059	78	17	,	,	PUNCT
american_scientific_journal-12059	78	18	technology	technology	NOUN
american_scientific_journal-12059	78	19	,	,	PUNCT
american_scientific_journal-12059	78	20	and	and	CCONJ
american_scientific_journal-12059	78	21	sciences	science	NOUN
american_scientific_journal-12059	78	22	(	(	PUNCT
american_scientific_journal-12059	78	23	asrjets	asrjet	NOUN
american_scientific_journal-12059	78	24	)	)	PUNCT
american_scientific_journal-12059	78	25	volume	volume	NOUN
american_scientific_journal-12059	78	26	103	103	NUM
american_scientific_journal-12059	78	27	,	,	PUNCT
american_scientific_journal-12059	78	28	no	no	DET
american_scientific_journal-12059	78	29	1	1	NUM
american_scientific_journal-12059	78	30	,	,	PUNCT
american_scientific_journal-12059	78	31	pp	pp	ADV
american_scientific_journal-12059	78	32	147	147	NUM
american_scientific_journal-12059	78	33	-	-	SYM
american_scientific_journal-12059	78	34	163	163	NUM
american_scientific_journal-12059	78	35	160	160	NUM
american_scientific_journal-12059	78	36	quadrant	quadrant	NOUN
american_scientific_journal-12059	78	37	suggests	suggest	VERB
american_scientific_journal-12059	78	38	the	the	DET
american_scientific_journal-12059	78	39	presence	presence	NOUN
american_scientific_journal-12059	78	40	of	of	ADP
american_scientific_journal-12059	78	41	a	a	DET
american_scientific_journal-12059	78	42	tumor	tumor	NOUN
american_scientific_journal-12059	78	43	,	,	PUNCT
american_scientific_journal-12059	78	44	likely	likely	ADJ
american_scientific_journal-12059	78	45	a	a	DET
american_scientific_journal-12059	78	46	meningioma	meningioma	NOUN
american_scientific_journal-12059	78	47	,	,	PUNCT
american_scientific_journal-12059	78	48	based	base	VERB
american_scientific_journal-12059	78	49	on	on	ADP
american_scientific_journal-12059	78	50	its	its	PRON
american_scientific_journal-12059	78	51	location	location	NOUN
american_scientific_journal-12059	78	52	and	and	CCONJ
american_scientific_journal-12059	78	53	appearance	appearance	NOUN
american_scientific_journal-12059	78	54	.	.	PUNCT
american_scientific_journal-12059	79	1	the	the	DET
american_scientific_journal-12059	79	2	gradcam	gradcam	PROPN
american_scientific_journal-12059	79	3	heatmap	heatmap	NOUN
american_scientific_journal-12059	79	4	has	have	VERB
american_scientific_journal-12059	79	5	an	an	DET
american_scientific_journal-12059	79	6	overlay	overlay	NOUN
american_scientific_journal-12059	79	7	of	of	ADP
american_scientific_journal-12059	79	8	color	color	NOUN
american_scientific_journal-12059	79	9	,	,	PUNCT
american_scientific_journal-12059	79	10	which	which	PRON
american_scientific_journal-12059	79	11	uses	use	VERB
american_scientific_journal-12059	79	12	color	color	NOUN
american_scientific_journal-12059	79	13	gradients	gradient	NOUN
american_scientific_journal-12059	79	14	(	(	PUNCT
american_scientific_journal-12059	79	15	blue	blue	NOUN
american_scientific_journal-12059	79	16	to	to	ADP
american_scientific_journal-12059	79	17	red	red	ADJ
american_scientific_journal-12059	79	18	)	)	PUNCT
american_scientific_journal-12059	79	19	to	to	PART
american_scientific_journal-12059	79	20	highlight	highlight	VERB
american_scientific_journal-12059	79	21	the	the	DET
american_scientific_journal-12059	79	22	regions	region	NOUN
american_scientific_journal-12059	79	23	the	the	DET
american_scientific_journal-12059	79	24	cnn	cnn	PROPN
american_scientific_journal-12059	79	25	focused	focus	VERB
american_scientific_journal-12059	79	26	on	on	ADP
american_scientific_journal-12059	79	27	when	when	SCONJ
american_scientific_journal-12059	79	28	making	make	VERB
american_scientific_journal-12059	79	29	its	its	PRON
american_scientific_journal-12059	79	30	prediction	prediction	NOUN
american_scientific_journal-12059	79	31	.	.	PUNCT
american_scientific_journal-12059	80	1			PROPN
american_scientific_journal-12059	80	2	red	red	PROPN
american_scientific_journal-12059	80	3	&	&	CCONJ
american_scientific_journal-12059	80	4	yellow	yellow	ADJ
american_scientific_journal-12059	80	5	zones	zone	NOUN
american_scientific_journal-12059	80	6	:	:	PUNCT
american_scientific_journal-12059	80	7	these	these	PRON
american_scientific_journal-12059	80	8	are	be	AUX
american_scientific_journal-12059	80	9	the	the	DET
american_scientific_journal-12059	80	10	most	most	ADV
american_scientific_journal-12059	80	11	influential	influential	ADJ
american_scientific_journal-12059	80	12	areas	area	NOUN
american_scientific_journal-12059	80	13	in	in	ADP
american_scientific_journal-12059	80	14	the	the	DET
american_scientific_journal-12059	80	15	model	model	NOUN
american_scientific_journal-12059	80	16	’s	’s	PART
american_scientific_journal-12059	80	17	decision	decision	NOUN
american_scientific_journal-12059	80	18	—	—	PUNCT
american_scientific_journal-12059	80	19	clearly	clearly	ADV
american_scientific_journal-12059	80	20	centered	center	VERB
american_scientific_journal-12059	80	21	around	around	ADP
american_scientific_journal-12059	80	22	the	the	DET
american_scientific_journal-12059	80	23	tumor	tumor	NOUN
american_scientific_journal-12059	80	24	.	.	PUNCT
american_scientific_journal-12059	81	1			PROPN
american_scientific_journal-12059	81	2	blue	blue	PROPN
american_scientific_journal-12059	81	3	&	&	CCONJ
american_scientific_journal-12059	81	4	green	green	ADJ
american_scientific_journal-12059	81	5	zones	zone	NOUN
american_scientific_journal-12059	81	6	:	:	PUNCT
american_scientific_journal-12059	81	7	these	these	DET
american_scientific_journal-12059	81	8	areas	area	NOUN
american_scientific_journal-12059	81	9	had	have	VERB
american_scientific_journal-12059	81	10	minimal	minimal	ADJ
american_scientific_journal-12059	81	11	impact	impact	NOUN
american_scientific_journal-12059	81	12	on	on	ADP
american_scientific_journal-12059	81	13	the	the	DET
american_scientific_journal-12059	81	14	classification	classification	NOUN
american_scientific_journal-12059	81	15	,	,	PUNCT
american_scientific_journal-12059	81	16	indicating	indicate	VERB
american_scientific_journal-12059	81	17	the	the	DET
american_scientific_journal-12059	81	18	model	model	NOUN
american_scientific_journal-12059	81	19	correctly	correctly	ADV
american_scientific_journal-12059	81	20	ignored	ignore	VERB
american_scientific_journal-12059	81	21	irrelevant	irrelevant	ADJ
american_scientific_journal-12059	81	22	regions	region	NOUN
american_scientific_journal-12059	81	23	.	.	PUNCT
american_scientific_journal-12059	82	1	figure	figure	VERB
american_scientific_journal-12059	82	2	13	13	NUM
american_scientific_journal-12059	82	3	:	:	PUNCT
american_scientific_journal-12059	82	4	grad	grad	NOUN
american_scientific_journal-12059	82	5	-	-	PUNCT
american_scientific_journal-12059	82	6	cam	cam	NOUN
american_scientific_journal-12059	82	7	heatmap	heatmap	NOUN
american_scientific_journal-12059	82	8	of	of	ADP
american_scientific_journal-12059	82	9	a	a	DET
american_scientific_journal-12059	82	10	classified	classified	ADJ
american_scientific_journal-12059	82	11	mri	mri	NOUN
american_scientific_journal-12059	82	12	scan	scan	NOUN
american_scientific_journal-12059	82	13	by	by	ADP
american_scientific_journal-12059	82	14	the	the	DET
american_scientific_journal-12059	82	15	lightbt	lightbt	PROPN
american_scientific_journal-12059	82	16	-	-	PUNCT
american_scientific_journal-12059	82	17	cnn	cnn	PROPN
american_scientific_journal-12059	82	18	model	model	NOUN
american_scientific_journal-12059	82	19	4	4	NUM
american_scientific_journal-12059	82	20	.	.	PUNCT
american_scientific_journal-12059	82	21	discussioncomparative	discussioncomparative	ADJ
american_scientific_journal-12059	82	22	performance	performance	NOUN
american_scientific_journal-12059	82	23	discussion	discussion	NOUN
american_scientific_journal-12059	82	24	the	the	DET
american_scientific_journal-12059	82	25	lightbt	lightbt	PROPN
american_scientific_journal-12059	82	26	cnn	cnn	PROPN
american_scientific_journal-12059	82	27	model	model	NOUN
american_scientific_journal-12059	82	28	demonstrated	demonstrate	VERB
american_scientific_journal-12059	82	29	an	an	DET
american_scientific_journal-12059	82	30	impressive	impressive	ADJ
american_scientific_journal-12059	82	31	98	98	NUM
american_scientific_journal-12059	82	32	%	%	NOUN
american_scientific_journal-12059	82	33	overall	overall	ADJ
american_scientific_journal-12059	82	34	accuracy	accuracy	NOUN
american_scientific_journal-12059	82	35	,	,	PUNCT
american_scientific_journal-12059	82	36	positioning	position	VERB
american_scientific_journal-12059	82	37	it	it	PRON
american_scientific_journal-12059	82	38	competitively	competitively	ADV
american_scientific_journal-12059	82	39	against	against	ADP
american_scientific_journal-12059	82	40	established	establish	VERB
american_scientific_journal-12059	82	41	cnn	cnn	PROPN
american_scientific_journal-12059	82	42	architectures	architecture	NOUN
american_scientific_journal-12059	82	43	such	such	ADJ
american_scientific_journal-12059	82	44	as	as	ADP
american_scientific_journal-12059	82	45	vgg16	vgg16	PROPN
american_scientific_journal-12059	82	46	,	,	PUNCT
american_scientific_journal-12059	82	47	resnet50	resnet50	NOUN
american_scientific_journal-12059	82	48	,	,	PUNCT
american_scientific_journal-12059	82	49	and	and	CCONJ
american_scientific_journal-12059	82	50	efficientnet	efficientnet	NOUN
american_scientific_journal-12059	82	51	,	,	PUNCT
american_scientific_journal-12059	82	52	which	which	PRON
american_scientific_journal-12059	82	53	have	have	AUX
american_scientific_journal-12059	82	54	been	be	AUX
american_scientific_journal-12059	82	55	widely	widely	ADV
american_scientific_journal-12059	82	56	applied	apply	VERB
american_scientific_journal-12059	82	57	in	in	ADP
american_scientific_journal-12059	82	58	brain	brain	NOUN
american_scientific_journal-12059	82	59	tumor	tumor	NOUN
american_scientific_journal-12059	82	60	classification	classification	NOUN
american_scientific_journal-12059	82	61	tasks	task	NOUN
american_scientific_journal-12059	82	62	.	.	PUNCT
american_scientific_journal-12059	83	1	previous	previous	ADJ
american_scientific_journal-12059	83	2	studies	study	NOUN
american_scientific_journal-12059	83	3	using	use	VERB
american_scientific_journal-12059	83	4	vgg16	vgg16	NOUN
american_scientific_journal-12059	83	5	have	have	AUX
american_scientific_journal-12059	83	6	reported	report	VERB
american_scientific_journal-12059	83	7	accuracies	accuracy	NOUN
american_scientific_journal-12059	83	8	in	in	ADP
american_scientific_journal-12059	83	9	the	the	DET
american_scientific_journal-12059	83	10	range	range	NOUN
american_scientific_journal-12059	83	11	of	of	ADP
american_scientific_journal-12059	83	12	90–95	90–95	NUM
american_scientific_journal-12059	83	13	%	%	NOUN
american_scientific_journal-12059	83	14	,	,	PUNCT
american_scientific_journal-12059	83	15	often	often	ADV
american_scientific_journal-12059	83	16	requiring	require	VERB
american_scientific_journal-12059	83	17	transfer	transfer	NOUN
american_scientific_journal-12059	83	18	learning	learning	NOUN
american_scientific_journal-12059	83	19	and	and	CCONJ
american_scientific_journal-12059	83	20	extensive	extensive	ADJ
american_scientific_journal-12059	83	21	fine	fine	ADJ
american_scientific_journal-12059	83	22	-	-	PUNCT
american_scientific_journal-12059	83	23	tuning	tuning	NOUN
american_scientific_journal-12059	83	24	due	due	ADJ
american_scientific_journal-12059	83	25	to	to	ADP
american_scientific_journal-12059	83	26	its	its	PRON
american_scientific_journal-12059	83	27	deeper	deep	ADJ
american_scientific_journal-12059	83	28	architecture	architecture	NOUN
american_scientific_journal-12059	83	29	and	and	CCONJ
american_scientific_journal-12059	83	30	high	high	ADJ
american_scientific_journal-12059	83	31	parameter	parameter	NOUN
american_scientific_journal-12059	83	32	count[2	count[2	PROPN
american_scientific_journal-12059	83	33	,	,	PUNCT
american_scientific_journal-12059	83	34	7	7	NUM
american_scientific_journal-12059	83	35	]	]	PUNCT
american_scientific_journal-12059	83	36	.similarly	.similarly	ADV
american_scientific_journal-12059	83	37	,	,	PUNCT
american_scientific_journal-12059	83	38	resnet50	resnet50	NOUN
american_scientific_journal-12059	83	39	,	,	PUNCT
american_scientific_journal-12059	83	40	known	know	VERB
american_scientific_journal-12059	83	41	for	for	ADP
american_scientific_journal-12059	83	42	its	its	PRON
american_scientific_journal-12059	83	43	residual	residual	ADJ
american_scientific_journal-12059	83	44	connections	connection	NOUN
american_scientific_journal-12059	83	45	that	that	PRON
american_scientific_journal-12059	83	46	alleviate	alleviate	VERB
american_scientific_journal-12059	83	47	vanishing	vanish	VERB
american_scientific_journal-12059	83	48	gradients	gradient	NOUN
american_scientific_journal-12059	83	49	,	,	PUNCT
american_scientific_journal-12059	83	50	typically	typically	ADV
american_scientific_journal-12059	83	51	achieves	achieve	VERB
american_scientific_journal-12059	83	52	93–96	93–96	NUM
american_scientific_journal-12059	83	53	%	%	NOUN
american_scientific_journal-12059	83	54	accuracy	accuracy	NOUN
american_scientific_journal-12059	83	55	in	in	ADP
american_scientific_journal-12059	83	56	mri	mri	NOUN
american_scientific_journal-12059	83	57	-	-	PUNCT
american_scientific_journal-12059	83	58	based	base	VERB
american_scientific_journal-12059	83	59	tumor	tumor	NOUN
american_scientific_journal-12059	83	60	classification	classification	NOUN
american_scientific_journal-12059	83	61	but	but	CCONJ
american_scientific_journal-12059	83	62	comes	come	VERB
american_scientific_journal-12059	83	63	with	with	ADP
american_scientific_journal-12059	83	64	a	a	DET
american_scientific_journal-12059	83	65	much	much	ADV
american_scientific_journal-12059	83	66	higher	high	ADJ
american_scientific_journal-12059	83	67	computational	computational	ADJ
american_scientific_journal-12059	83	68	cost[9	cost[9	PROPN
american_scientific_journal-12059	83	69	,	,	PUNCT
american_scientific_journal-12059	83	70	11	11	NUM
american_scientific_journal-12059	83	71	]	]	PUNCT
american_scientific_journal-12059	83	72	.	.	PUNCT
american_scientific_journal-12059	84	1	in	in	ADP
american_scientific_journal-12059	84	2	contrast	contrast	NOUN
american_scientific_journal-12059	84	3	,	,	PUNCT
american_scientific_journal-12059	84	4	the	the	DET
american_scientific_journal-12059	84	5	lightbt	lightbt	PROPN
american_scientific_journal-12059	84	6	cnn	cnn	PROPN
american_scientific_journal-12059	84	7	model	model	NOUN
american_scientific_journal-12059	84	8	achieved	achieve	VERB
american_scientific_journal-12059	84	9	comparable	comparable	ADJ
american_scientific_journal-12059	84	10	or	or	CCONJ
american_scientific_journal-12059	84	11	superior	superior	ADJ
american_scientific_journal-12059	84	12	accuracy	accuracy	NOUN
american_scientific_journal-12059	84	13	with	with	ADP
american_scientific_journal-12059	84	14	a	a	DET
american_scientific_journal-12059	84	15	relatively	relatively	ADV
american_scientific_journal-12059	84	16	lightweight	lightweight	ADJ
american_scientific_journal-12059	84	17	architecture	architecture	NOUN
american_scientific_journal-12059	84	18	,	,	PUNCT
american_scientific_journal-12059	84	19	containing	contain	VERB
american_scientific_journal-12059	84	20	approximately	approximately	ADV
american_scientific_journal-12059	84	21	3.6	3.6	NUM
american_scientific_journal-12059	84	22	million	million	NUM
american_scientific_journal-12059	84	23	parameters	parameter	NOUN
american_scientific_journal-12059	84	24	,	,	PUNCT
american_scientific_journal-12059	84	25	which	which	PRON
american_scientific_journal-12059	84	26	is	be	AUX
american_scientific_journal-12059	84	27	significantly	significantly	ADV
american_scientific_journal-12059	84	28	fewer	few	ADJ
american_scientific_journal-12059	84	29	than	than	SCONJ
american_scientific_journal-12059	84	30	vgg16	vgg16	PROPN
american_scientific_journal-12059	84	31	’s	’s	PART
american_scientific_journal-12059	84	32	138	138	NUM
american_scientific_journal-12059	84	33	million	million	NUM
american_scientific_journal-12059	84	34	parameters	parameter	NOUN
american_scientific_journal-12059	84	35	or	or	CCONJ
american_scientific_journal-12059	84	36	resnet50	resnet50	NOUN
american_scientific_journal-12059	84	37	’s	’s	PART
american_scientific_journal-12059	84	38	23	23	NUM
american_scientific_journal-12059	84	39	million	million	NUM
american_scientific_journal-12059	84	40	parameters[2	parameters[2	PROPN
american_scientific_journal-12059	84	41	,	,	PUNCT
american_scientific_journal-12059	84	42	11].this	11].this	PROPN
american_scientific_journal-12059	84	43	indicates	indicate	VERB
american_scientific_journal-12059	84	44	that	that	SCONJ
american_scientific_journal-12059	84	45	the	the	DET
american_scientific_journal-12059	84	46	diy	diy	NOUN
american_scientific_journal-12059	84	47	model	model	NOUN
american_scientific_journal-12059	84	48	not	not	PART
american_scientific_journal-12059	84	49	only	only	ADV
american_scientific_journal-12059	84	50	delivers	deliver	VERB
american_scientific_journal-12059	84	51	state	state	NOUN
american_scientific_journal-12059	84	52	-	-	PUNCT
american_scientific_journal-12059	84	53	of	of	ADP
american_scientific_journal-12059	84	54	-	-	PUNCT
american_scientific_journal-12059	84	55	the	the	DET
american_scientific_journal-12059	84	56	-	-	PUNCT
american_scientific_journal-12059	84	57	art	art	NOUN
american_scientific_journal-12059	84	58	accuracy	accuracy	NOUN
american_scientific_journal-12059	84	59	but	but	CCONJ
american_scientific_journal-12059	84	60	also	also	ADV
american_scientific_journal-12059	84	61	provides	provide	VERB
american_scientific_journal-12059	84	62	computational	computational	ADJ
american_scientific_journal-12059	84	63	efficiency	efficiency	NOUN
american_scientific_journal-12059	84	64	,	,	PUNCT
american_scientific_journal-12059	84	65	making	make	VERB
american_scientific_journal-12059	84	66	it	it	PRON
american_scientific_journal-12059	84	67	more	more	ADV
american_scientific_journal-12059	84	68	feasible	feasible	ADJ
american_scientific_journal-12059	84	69	for	for	ADP
american_scientific_journal-12059	84	70	clinical	clinical	ADJ
american_scientific_journal-12059	84	71	settings	setting	NOUN
american_scientific_journal-12059	84	72	with	with	ADP
american_scientific_journal-12059	84	73	limited	limited	ADJ
american_scientific_journal-12059	84	74	hardware	hardware	NOUN
american_scientific_journal-12059	84	75	resources	resource	NOUN
american_scientific_journal-12059	84	76	.	.	PUNCT
american_scientific_journal-12059	85	1	these	these	DET
american_scientific_journal-12059	85	2	findings	finding	NOUN
american_scientific_journal-12059	85	3	are	be	AUX
american_scientific_journal-12059	85	4	consistent	consistent	ADJ
american_scientific_journal-12059	85	5	with	with	ADP
american_scientific_journal-12059	85	6	ait	ait	ADJ
american_scientific_journal-12059	85	7	amou	amou	ADJ
american_scientific_journal-12059	85	8	and	and	CCONJ
american_scientific_journal-12059	85	9	his	his	PRON
american_scientific_journal-12059	85	10	colleagues	colleague	NOUN
american_scientific_journal-12059	85	11	(	(	PUNCT
american_scientific_journal-12059	85	12	2022	2022	NUM
american_scientific_journal-12059	85	13	)	)	PUNCT
american_scientific_journal-12059	85	14	,	,	PUNCT
american_scientific_journal-12059	85	15	who	who	PRON
american_scientific_journal-12059	85	16	reported	report	VERB
american_scientific_journal-12059	85	17	that	that	SCONJ
american_scientific_journal-12059	85	18	their	their	PRON
american_scientific_journal-12059	85	19	cnn	cnn	PROPN
american_scientific_journal-12059	85	20	with	with	ADP
american_scientific_journal-12059	85	21	american	american	ADJ
american_scientific_journal-12059	85	22	academic	academic	ADJ
american_scientific_journal-12059	85	23	scientific	scientific	ADJ
american_scientific_journal-12059	85	24	research	research	NOUN
american_scientific_journal-12059	85	25	journal	journal	NOUN
american_scientific_journal-12059	85	26	for	for	ADP
american_scientific_journal-12059	85	27	engineering	engineering	NOUN
american_scientific_journal-12059	85	28	,	,	PUNCT
american_scientific_journal-12059	85	29	technology	technology	NOUN
american_scientific_journal-12059	85	30	,	,	PUNCT
american_scientific_journal-12059	85	31	and	and	CCONJ
american_scientific_journal-12059	85	32	sciences	science	NOUN
american_scientific_journal-12059	85	33	(	(	PUNCT
american_scientific_journal-12059	85	34	asrjets	asrjet	NOUN
american_scientific_journal-12059	85	35	)	)	PUNCT
american_scientific_journal-12059	85	36	volume	volume	NOUN
american_scientific_journal-12059	85	37	103	103	NUM
american_scientific_journal-12059	85	38	,	,	PUNCT
american_scientific_journal-12059	85	39	no	no	DET
american_scientific_journal-12059	85	40	1	1	NUM
american_scientific_journal-12059	85	41	,	,	PUNCT
american_scientific_journal-12059	85	42	pp	pp	ADV
american_scientific_journal-12059	85	43	147	147	NUM
american_scientific_journal-12059	85	44	-	-	SYM
american_scientific_journal-12059	85	45	163	163	NUM
american_scientific_journal-12059	85	46	161	161	NUM
american_scientific_journal-12059	85	47	bayesian	bayesian	NOUN
american_scientific_journal-12059	85	48	optimization	optimization	NOUN
american_scientific_journal-12059	85	49	achieved	achieve	VERB
american_scientific_journal-12059	85	50	98.70	98.70	NUM
american_scientific_journal-12059	85	51	%	%	NOUN
american_scientific_journal-12059	85	52	validation	validation	NOUN
american_scientific_journal-12059	85	53	accuracy	accuracy	NOUN
american_scientific_journal-12059	85	54	,	,	PUNCT
american_scientific_journal-12059	85	55	outperforming	outperform	VERB
american_scientific_journal-12059	85	56	standard	standard	ADJ
american_scientific_journal-12059	85	57	architectures	architecture	NOUN
american_scientific_journal-12059	85	58	such	such	ADJ
american_scientific_journal-12059	85	59	as	as	ADP
american_scientific_journal-12059	85	60	vgg16	vgg16	PROPN
american_scientific_journal-12059	85	61	,	,	PUNCT
american_scientific_journal-12059	85	62	vgg19	vgg19	PROPN
american_scientific_journal-12059	85	63	,	,	PUNCT
american_scientific_journal-12059	85	64	resnet50	resnet50	NOUN
american_scientific_journal-12059	85	65	,	,	PUNCT
american_scientific_journal-12059	85	66	inceptionv3	inceptionv3	NOUN
american_scientific_journal-12059	85	67	,	,	PUNCT
american_scientific_journal-12059	85	68	and	and	CCONJ
american_scientific_journal-12059	85	69	densenet201[2].this	densenet201[2].this	PROPN
american_scientific_journal-12059	85	70	highlights	highlight	NOUN
american_scientific_journal-12059	85	71	the	the	DET
american_scientific_journal-12059	85	72	potential	potential	NOUN
american_scientific_journal-12059	85	73	of	of	ADP
american_scientific_journal-12059	85	74	model	model	NOUN
american_scientific_journal-12059	85	75	optimization	optimization	NOUN
american_scientific_journal-12059	85	76	strategies	strategy	NOUN
american_scientific_journal-12059	85	77	in	in	ADP
american_scientific_journal-12059	85	78	enhancing	enhance	VERB
american_scientific_journal-12059	85	79	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	85	80	accuracy	accuracy	NOUN
american_scientific_journal-12059	85	81	.	.	PUNCT
american_scientific_journal-12059	86	1	similarly	similarly	ADV
american_scientific_journal-12059	86	2	,	,	PUNCT
american_scientific_journal-12059	86	3	haq	haq	PROPN
american_scientific_journal-12059	86	4	and	and	CCONJ
american_scientific_journal-12059	86	5	his	his	PRON
american_scientific_journal-12059	86	6	colleagues	colleague	NOUN
american_scientific_journal-12059	86	7	(	(	PUNCT
american_scientific_journal-12059	86	8	2023	2023	NUM
american_scientific_journal-12059	86	9	)	)	PUNCT
american_scientific_journal-12059	86	10	proposed	propose	VERB
american_scientific_journal-12059	86	11	a	a	DET
american_scientific_journal-12059	86	12	multi	multi	ADJ
american_scientific_journal-12059	86	13	-	-	ADJ
american_scientific_journal-12059	86	14	level	level	ADJ
american_scientific_journal-12059	86	15	cnn	cnn	NOUN
american_scientific_journal-12059	86	16	(	(	PUNCT
american_scientific_journal-12059	86	17	mcnn	mcnn	NOUN
american_scientific_journal-12059	86	18	)	)	PUNCT
american_scientific_journal-12059	86	19	for	for	ADP
american_scientific_journal-12059	86	20	iot	iot	NOUN
american_scientific_journal-12059	86	21	-	-	PUNCT
american_scientific_journal-12059	86	22	based	base	VERB
american_scientific_journal-12059	86	23	healthcare	healthcare	NOUN
american_scientific_journal-12059	86	24	systems	system	NOUN
american_scientific_journal-12059	86	25	,	,	PUNCT
american_scientific_journal-12059	86	26	achieving	achieve	VERB
american_scientific_journal-12059	86	27	an	an	DET
american_scientific_journal-12059	86	28	outstanding	outstanding	ADJ
american_scientific_journal-12059	86	29	99.89	99.89	NUM
american_scientific_journal-12059	86	30	%	%	NOUN
american_scientific_journal-12059	86	31	classification	classification	NOUN
american_scientific_journal-12059	86	32	accuracy	accuracy	NOUN
american_scientific_journal-12059	86	33	.	.	PUNCT
american_scientific_journal-12059	87	1	this	this	PRON
american_scientific_journal-12059	87	2	demonstrates	demonstrate	VERB
american_scientific_journal-12059	87	3	not	not	PART
american_scientific_journal-12059	87	4	only	only	ADV
american_scientific_journal-12059	87	5	the	the	DET
american_scientific_journal-12059	87	6	feasibility	feasibility	NOUN
american_scientific_journal-12059	87	7	of	of	ADP
american_scientific_journal-12059	87	8	cnns	cnn	NOUN
american_scientific_journal-12059	87	9	for	for	ADP
american_scientific_journal-12059	87	10	clinical	clinical	ADJ
american_scientific_journal-12059	87	11	applications	application	NOUN
american_scientific_journal-12059	87	12	but	but	CCONJ
american_scientific_journal-12059	87	13	also	also	ADV
american_scientific_journal-12059	87	14	their	their	PRON
american_scientific_journal-12059	87	15	adaptability	adaptability	NOUN
american_scientific_journal-12059	87	16	for	for	ADP
american_scientific_journal-12059	87	17	remote	remote	ADJ
american_scientific_journal-12059	87	18	and	and	CCONJ
american_scientific_journal-12059	87	19	connected	connected	ADJ
american_scientific_journal-12059	87	20	healthcare	healthcare	NOUN
american_scientific_journal-12059	87	21	infrastructures[10].furthermore	infrastructures[10].furthermore	PROPN
american_scientific_journal-12059	87	22	,	,	PUNCT
american_scientific_journal-12059	87	23	sun	sun	NOUN
american_scientific_journal-12059	87	24	(	(	PUNCT
american_scientific_journal-12059	87	25	2021	2021	NUM
american_scientific_journal-12059	87	26	)	)	PUNCT
american_scientific_journal-12059	87	27	found	find	VERB
american_scientific_journal-12059	87	28	that	that	SCONJ
american_scientific_journal-12059	87	29	a	a	DET
american_scientific_journal-12059	87	30	customized	customize	VERB
american_scientific_journal-12059	87	31	cnn	cnn	PROPN
american_scientific_journal-12059	87	32	model	model	NOUN
american_scientific_journal-12059	87	33	outperformed	outperform	VERB
american_scientific_journal-12059	87	34	standard	standard	ADJ
american_scientific_journal-12059	87	35	architectures	architecture	NOUN
american_scientific_journal-12059	87	36	with	with	ADP
american_scientific_journal-12059	87	37	a	a	DET
american_scientific_journal-12059	87	38	test	test	NOUN
american_scientific_journal-12059	87	39	accuracy	accuracy	NOUN
american_scientific_journal-12059	87	40	of	of	ADP
american_scientific_journal-12059	87	41	96	96	NUM
american_scientific_journal-12059	87	42	%	%	NOUN
american_scientific_journal-12059	87	43	and	and	CCONJ
american_scientific_journal-12059	87	44	an	an	DET
american_scientific_journal-12059	87	45	auc	auc	ADJ
american_scientific_journal-12059	87	46	score	score	NOUN
american_scientific_journal-12059	87	47	of	of	ADP
american_scientific_journal-12059	87	48	0.99	0.99	NUM
american_scientific_journal-12059	87	49	,	,	PUNCT
american_scientific_journal-12059	87	50	underlining	underline	VERB
american_scientific_journal-12059	87	51	the	the	DET
american_scientific_journal-12059	87	52	superiority	superiority	NOUN
american_scientific_journal-12059	87	53	of	of	ADP
american_scientific_journal-12059	87	54	integrated	integrate	VERB
american_scientific_journal-12059	87	55	cnn	cnn	PROPN
american_scientific_journal-12059	87	56	models	model	NOUN
american_scientific_journal-12059	87	57	in	in	ADP
american_scientific_journal-12059	87	58	improving	improve	VERB
american_scientific_journal-12059	87	59	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	87	60	efficiency[11	efficiency[11	NOUN
american_scientific_journal-12059	87	61	]	]	PUNCT
american_scientific_journal-12059	87	62	.	.	PUNCT
american_scientific_journal-12059	88	1	when	when	SCONJ
american_scientific_journal-12059	88	2	comparing	compare	VERB
american_scientific_journal-12059	88	3	these	these	DET
american_scientific_journal-12059	88	4	findings	finding	NOUN
american_scientific_journal-12059	88	5	with	with	ADP
american_scientific_journal-12059	88	6	this	this	DET
american_scientific_journal-12059	88	7	study	study	NOUN
american_scientific_journal-12059	88	8	,	,	PUNCT
american_scientific_journal-12059	88	9	it	it	PRON
american_scientific_journal-12059	88	10	is	be	AUX
american_scientific_journal-12059	88	11	evident	evident	ADJ
american_scientific_journal-12059	88	12	that	that	SCONJ
american_scientific_journal-12059	88	13	cnn	cnn	PROPN
american_scientific_journal-12059	88	14	-	-	PUNCT
american_scientific_journal-12059	88	15	based	base	VERB
american_scientific_journal-12059	88	16	models	model	NOUN
american_scientific_journal-12059	88	17	consistently	consistently	ADV
american_scientific_journal-12059	88	18	achieve	achieve	VERB
american_scientific_journal-12059	88	19	above	above	ADP
american_scientific_journal-12059	88	20	90	90	NUM
american_scientific_journal-12059	88	21	%	%	NOUN
american_scientific_journal-12059	88	22	accuracy	accuracy	NOUN
american_scientific_journal-12059	88	23	across	across	ADP
american_scientific_journal-12059	88	24	different	different	ADJ
american_scientific_journal-12059	88	25	architectures	architecture	NOUN
american_scientific_journal-12059	88	26	and	and	CCONJ
american_scientific_journal-12059	88	27	datasets	dataset	NOUN
american_scientific_journal-12059	88	28	.	.	PUNCT
american_scientific_journal-12059	89	1	however	however	ADV
american_scientific_journal-12059	89	2	,	,	PUNCT
american_scientific_journal-12059	89	3	beyond	beyond	ADP
american_scientific_journal-12059	89	4	raw	raw	ADJ
american_scientific_journal-12059	89	5	performance	performance	NOUN
american_scientific_journal-12059	89	6	metrics	metric	NOUN
american_scientific_journal-12059	89	7	,	,	PUNCT
american_scientific_journal-12059	89	8	the	the	DET
american_scientific_journal-12059	89	9	inclusion	inclusion	NOUN
american_scientific_journal-12059	89	10	of	of	ADP
american_scientific_journal-12059	89	11	grad	grad	NOUN
american_scientific_journal-12059	89	12	-	-	PUNCT
american_scientific_journal-12059	89	13	cam	cam	NOUN
american_scientific_journal-12059	89	14	in	in	ADP
american_scientific_journal-12059	89	15	this	this	DET
american_scientific_journal-12059	89	16	analysis	analysis	NOUN
american_scientific_journal-12059	89	17	demonstrates	demonstrate	VERB
american_scientific_journal-12059	89	18	the	the	DET
american_scientific_journal-12059	89	19	added	add	VERB
american_scientific_journal-12059	89	20	value	value	NOUN
american_scientific_journal-12059	89	21	of	of	ADP
american_scientific_journal-12059	89	22	interpretability	interpretability	NOUN
american_scientific_journal-12059	89	23	.	.	PUNCT
american_scientific_journal-12059	90	1	while	while	SCONJ
american_scientific_journal-12059	90	2	accuracy	accuracy	NOUN
american_scientific_journal-12059	90	3	confirms	confirm	VERB
american_scientific_journal-12059	90	4	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	90	5	strength	strength	NOUN
american_scientific_journal-12059	90	6	,	,	PUNCT
american_scientific_journal-12059	90	7	interpretability	interpretability	NOUN
american_scientific_journal-12059	90	8	ensures	ensure	VERB
american_scientific_journal-12059	90	9	clinical	clinical	ADJ
american_scientific_journal-12059	90	10	reliability	reliability	NOUN
american_scientific_journal-12059	90	11	.	.	PUNCT
american_scientific_journal-12059	91	1	the	the	DET
american_scientific_journal-12059	91	2	grad	grad	NOUN
american_scientific_journal-12059	91	3	-	-	PUNCT
american_scientific_journal-12059	91	4	cam	cam	NOUN
american_scientific_journal-12059	91	5	results	result	NOUN
american_scientific_journal-12059	91	6	revealed	reveal	VERB
american_scientific_journal-12059	91	7	that	that	SCONJ
american_scientific_journal-12059	91	8	correctly	correctly	ADV
american_scientific_journal-12059	91	9	classified	classified	ADJ
american_scientific_journal-12059	91	10	tumors	tumor	NOUN
american_scientific_journal-12059	91	11	were	be	AUX
american_scientific_journal-12059	91	12	highlighted	highlight	VERB
american_scientific_journal-12059	91	13	within	within	ADP
american_scientific_journal-12059	91	14	their	their	PRON
american_scientific_journal-12059	91	15	lesion	lesion	NOUN
american_scientific_journal-12059	91	16	boundaries	boundary	NOUN
american_scientific_journal-12059	91	17	,	,	PUNCT
american_scientific_journal-12059	91	18	while	while	SCONJ
american_scientific_journal-12059	91	19	misclassifications	misclassification	NOUN
american_scientific_journal-12059	91	20	occasionally	occasionally	ADV
american_scientific_journal-12059	91	21	arose	arise	VERB
american_scientific_journal-12059	91	22	from	from	ADP
american_scientific_journal-12059	91	23	activations	activation	NOUN
american_scientific_journal-12059	91	24	outside	outside	ADP
american_scientific_journal-12059	91	25	tumor	tumor	NOUN
american_scientific_journal-12059	91	26	regions	region	NOUN
american_scientific_journal-12059	91	27	,	,	PUNCT
american_scientific_journal-12059	91	28	suggesting	suggest	VERB
american_scientific_journal-12059	91	29	areas	area	NOUN
american_scientific_journal-12059	91	30	for	for	ADP
american_scientific_journal-12059	91	31	model	model	NOUN
american_scientific_journal-12059	91	32	refinement	refinement	NOUN
american_scientific_journal-12059	91	33	.	.	PUNCT
american_scientific_journal-12059	92	1	this	this	PRON
american_scientific_journal-12059	92	2	aligns	align	VERB
american_scientific_journal-12059	92	3	with	with	ADP
american_scientific_journal-12059	92	4	the	the	DET
american_scientific_journal-12059	92	5	call	call	NOUN
american_scientific_journal-12059	92	6	in	in	ADP
american_scientific_journal-12059	92	7	recent	recent	ADJ
american_scientific_journal-12059	92	8	literature	literature	NOUN
american_scientific_journal-12059	92	9	for	for	ADP
american_scientific_journal-12059	92	10	models	model	NOUN
american_scientific_journal-12059	92	11	that	that	PRON
american_scientific_journal-12059	92	12	balance	balance	NOUN
american_scientific_journal-12059	92	13	performance	performance	NOUN
american_scientific_journal-12059	92	14	with	with	ADP
american_scientific_journal-12059	92	15	explainability	explainability	NOUN
american_scientific_journal-12059	92	16	,	,	PUNCT
american_scientific_journal-12059	92	17	thereby	thereby	ADV
american_scientific_journal-12059	92	18	enhancing	enhance	VERB
american_scientific_journal-12059	92	19	clinical	clinical	ADJ
american_scientific_journal-12059	92	20	adoption	adoption	NOUN
american_scientific_journal-12059	92	21	.	.	PUNCT
american_scientific_journal-12059	93	1	in	in	ADP
american_scientific_journal-12059	93	2	summary	summary	NOUN
american_scientific_journal-12059	93	3	,	,	PUNCT
american_scientific_journal-12059	93	4	this	this	DET
american_scientific_journal-12059	93	5	study	study	NOUN
american_scientific_journal-12059	93	6	supports	support	VERB
american_scientific_journal-12059	93	7	existing	exist	VERB
american_scientific_journal-12059	93	8	evidence	evidence	NOUN
american_scientific_journal-12059	93	9	that	that	SCONJ
american_scientific_journal-12059	93	10	cnns	cnn	NOUN
american_scientific_journal-12059	93	11	are	be	AUX
american_scientific_journal-12059	93	12	highly	highly	ADV
american_scientific_journal-12059	93	13	effective	effective	ADJ
american_scientific_journal-12059	93	14	in	in	ADP
american_scientific_journal-12059	93	15	brain	brain	NOUN
american_scientific_journal-12059	93	16	tumor	tumor	NOUN
american_scientific_journal-12059	93	17	classification	classification	NOUN
american_scientific_journal-12059	93	18	and	and	CCONJ
american_scientific_journal-12059	93	19	extends	extend	VERB
american_scientific_journal-12059	93	20	the	the	DET
american_scientific_journal-12059	93	21	conversation	conversation	NOUN
american_scientific_journal-12059	93	22	by	by	ADP
american_scientific_journal-12059	93	23	emphasizing	emphasize	VERB
american_scientific_journal-12059	93	24	the	the	DET
american_scientific_journal-12059	93	25	role	role	NOUN
american_scientific_journal-12059	93	26	of	of	ADP
american_scientific_journal-12059	93	27	grad	grad	NOUN
american_scientific_journal-12059	93	28	-	-	PUNCT
american_scientific_journal-12059	93	29	cam	cam	NOUN
american_scientific_journal-12059	93	30	in	in	ADP
american_scientific_journal-12059	93	31	enhancing	enhance	VERB
american_scientific_journal-12059	93	32	transparency	transparency	NOUN
american_scientific_journal-12059	93	33	.	.	PUNCT
american_scientific_journal-12059	94	1	together	together	ADV
american_scientific_journal-12059	94	2	with	with	ADP
american_scientific_journal-12059	94	3	previous	previous	ADJ
american_scientific_journal-12059	94	4	works	work	NOUN
american_scientific_journal-12059	94	5	(	(	PUNCT
american_scientific_journal-12059	94	6	ait	ait	VERB
american_scientific_journal-12059	94	7	amou	amou	ADJ
american_scientific_journal-12059	94	8	and	and	CCONJ
american_scientific_journal-12059	94	9	his	his	PRON
american_scientific_journal-12059	94	10	colleagues	colleague	NOUN
american_scientific_journal-12059	94	11	,	,	PUNCT
american_scientific_journal-12059	94	12	2022	2022	NUM
american_scientific_journal-12059	94	13	;	;	PUNCT
american_scientific_journal-12059	94	14	haq	haq	PROPN
american_scientific_journal-12059	94	15	and	and	CCONJ
american_scientific_journal-12059	94	16	his	his	PRON
american_scientific_journal-12059	94	17	colleagues	colleague	NOUN
american_scientific_journal-12059	94	18	,	,	PUNCT
american_scientific_journal-12059	94	19	2023	2023	NUM
american_scientific_journal-12059	94	20	;	;	PUNCT
american_scientific_journal-12059	94	21	sun	sun	NOUN
american_scientific_journal-12059	94	22	,	,	PUNCT
american_scientific_journal-12059	94	23	2021)[2	2021)[2	NUM
american_scientific_journal-12059	94	24	,	,	PUNCT
american_scientific_journal-12059	94	25	10	10	NUM
american_scientific_journal-12059	94	26	,	,	PUNCT
american_scientific_journal-12059	94	27	11	11	NUM
american_scientific_journal-12059	94	28	]	]	PUNCT
american_scientific_journal-12059	94	29	,	,	PUNCT
american_scientific_journal-12059	94	30	our	our	PRON
american_scientific_journal-12059	94	31	results	result	NOUN
american_scientific_journal-12059	94	32	suggest	suggest	VERB
american_scientific_journal-12059	94	33	that	that	SCONJ
american_scientific_journal-12059	94	34	future	future	ADJ
american_scientific_journal-12059	94	35	research	research	NOUN
american_scientific_journal-12059	94	36	should	should	AUX
american_scientific_journal-12059	94	37	focus	focus	VERB
american_scientific_journal-12059	94	38	not	not	PART
american_scientific_journal-12059	94	39	only	only	ADV
american_scientific_journal-12059	94	40	on	on	ADP
american_scientific_journal-12059	94	41	improving	improve	VERB
american_scientific_journal-12059	94	42	accuracy	accuracy	NOUN
american_scientific_journal-12059	94	43	but	but	CCONJ
american_scientific_journal-12059	94	44	also	also	ADV
american_scientific_journal-12059	94	45	on	on	ADP
american_scientific_journal-12059	94	46	optimizing	optimize	VERB
american_scientific_journal-12059	94	47	interpretability	interpretability	NOUN
american_scientific_journal-12059	94	48	to	to	PART
american_scientific_journal-12059	94	49	ensure	ensure	VERB
american_scientific_journal-12059	94	50	safe	safe	ADJ
american_scientific_journal-12059	94	51	and	and	CCONJ
american_scientific_journal-12059	94	52	reliable	reliable	ADJ
american_scientific_journal-12059	94	53	clinical	clinical	ADJ
american_scientific_journal-12059	94	54	deployment	deployment	NOUN
american_scientific_journal-12059	94	55	.	.	PUNCT
american_scientific_journal-12059	95	1	5	5	X
american_scientific_journal-12059	95	2	.	.	X
american_scientific_journal-12059	95	3	conclusion	conclusion	NOUN
american_scientific_journal-12059	95	4	the	the	DET
american_scientific_journal-12059	95	5	lightbt	lightbt	PROPN
american_scientific_journal-12059	95	6	cnn	cnn	PROPN
american_scientific_journal-12059	95	7	model	model	NOUN
american_scientific_journal-12059	95	8	achieved	achieve	VERB
american_scientific_journal-12059	95	9	a	a	DET
american_scientific_journal-12059	95	10	high	high	ADJ
american_scientific_journal-12059	95	11	degree	degree	NOUN
american_scientific_journal-12059	95	12	of	of	ADP
american_scientific_journal-12059	95	13	accuracy	accuracy	NOUN
american_scientific_journal-12059	95	14	,	,	PUNCT
american_scientific_journal-12059	95	15	precision	precision	NOUN
american_scientific_journal-12059	95	16	,	,	PUNCT
american_scientific_journal-12059	95	17	and	and	CCONJ
american_scientific_journal-12059	95	18	generalization	generalization	NOUN
american_scientific_journal-12059	95	19	in	in	ADP
american_scientific_journal-12059	95	20	brain	brain	NOUN
american_scientific_journal-12059	95	21	tumor	tumor	NOUN
american_scientific_journal-12059	95	22	classification	classification	NOUN
american_scientific_journal-12059	95	23	,	,	PUNCT
american_scientific_journal-12059	95	24	confirming	confirm	VERB
american_scientific_journal-12059	95	25	its	its	PRON
american_scientific_journal-12059	95	26	effectiveness	effectiveness	NOUN
american_scientific_journal-12059	95	27	in	in	ADP
american_scientific_journal-12059	95	28	distinguishing	distinguish	VERB
american_scientific_journal-12059	95	29	between	between	ADP
american_scientific_journal-12059	95	30	glioma	glioma	NOUN
american_scientific_journal-12059	95	31	,	,	PUNCT
american_scientific_journal-12059	95	32	meningioma	meningioma	NOUN
american_scientific_journal-12059	95	33	,	,	PUNCT
american_scientific_journal-12059	95	34	pituitary	pituitary	ADJ
american_scientific_journal-12059	95	35	tumors	tumor	NOUN
american_scientific_journal-12059	95	36	,	,	PUNCT
american_scientific_journal-12059	95	37	and	and	CCONJ
american_scientific_journal-12059	95	38	healthy	healthy	ADJ
american_scientific_journal-12059	95	39	brain	brain	NOUN
american_scientific_journal-12059	95	40	scans	scan	NOUN
american_scientific_journal-12059	95	41	.	.	PUNCT
american_scientific_journal-12059	96	1	this	this	DET
american_scientific_journal-12059	96	2	study	study	NOUN
american_scientific_journal-12059	96	3	demonstrates	demonstrate	VERB
american_scientific_journal-12059	96	4	the	the	DET
american_scientific_journal-12059	96	5	effectiveness	effectiveness	NOUN
american_scientific_journal-12059	96	6	of	of	ADP
american_scientific_journal-12059	96	7	cnn	cnn	PROPN
american_scientific_journal-12059	96	8	in	in	ADP
american_scientific_journal-12059	96	9	classifying	classify	VERB
american_scientific_journal-12059	96	10	brain	brain	NOUN
american_scientific_journal-12059	96	11	tumors	tumor	NOUN
american_scientific_journal-12059	96	12	from	from	ADP
american_scientific_journal-12059	96	13	mri	mri	NOUN
american_scientific_journal-12059	96	14	scans	scan	NOUN
american_scientific_journal-12059	96	15	with	with	ADP
american_scientific_journal-12059	96	16	high	high	ADJ
american_scientific_journal-12059	96	17	accuracy	accuracy	NOUN
american_scientific_journal-12059	96	18	.	.	PUNCT
american_scientific_journal-12059	97	1	this	this	DET
american_scientific_journal-12059	97	2	interpretability	interpretability	NOUN
american_scientific_journal-12059	97	3	enhances	enhance	VERB
american_scientific_journal-12059	97	4	the	the	DET
american_scientific_journal-12059	97	5	clinical	clinical	ADJ
american_scientific_journal-12059	97	6	applicability	applicability	NOUN
american_scientific_journal-12059	97	7	of	of	ADP
american_scientific_journal-12059	97	8	deep	deep	ADJ
american_scientific_journal-12059	97	9	learning	learning	NOUN
american_scientific_journal-12059	97	10	models	model	NOUN
american_scientific_journal-12059	97	11	.	.	PUNCT
american_scientific_journal-12059	98	1	however	however	ADV
american_scientific_journal-12059	98	2	,	,	PUNCT
american_scientific_journal-12059	98	3	further	further	ADJ
american_scientific_journal-12059	98	4	optimization	optimization	NOUN
american_scientific_journal-12059	98	5	of	of	ADP
american_scientific_journal-12059	98	6	architectures	architecture	NOUN
american_scientific_journal-12059	98	7	and	and	CCONJ
american_scientific_journal-12059	98	8	validation	validation	NOUN
american_scientific_journal-12059	98	9	with	with	ADP
american_scientific_journal-12059	98	10	larger	large	ADJ
american_scientific_journal-12059	98	11	datasets	dataset	NOUN
american_scientific_journal-12059	98	12	are	be	AUX
american_scientific_journal-12059	98	13	recommended	recommend	VERB
american_scientific_journal-12059	98	14	to	to	PART
american_scientific_journal-12059	98	15	enhance	enhance	VERB
american_scientific_journal-12059	98	16	efficiency	efficiency	NOUN
american_scientific_journal-12059	98	17	and	and	CCONJ
american_scientific_journal-12059	98	18	reduce	reduce	VERB
american_scientific_journal-12059	98	19	misclassification	misclassification	NOUN
american_scientific_journal-12059	98	20	.	.	PUNCT
american_scientific_journal-12059	99	1	additionally	additionally	ADV
american_scientific_journal-12059	99	2	,	,	PUNCT
american_scientific_journal-12059	99	3	the	the	DET
american_scientific_journal-12059	99	4	integration	integration	NOUN
american_scientific_journal-12059	99	5	of	of	ADP
american_scientific_journal-12059	99	6	explainable	explainable	ADJ
american_scientific_journal-12059	99	7	ai	ai	NOUN
american_scientific_journal-12059	99	8	tools	tool	NOUN
american_scientific_journal-12059	99	9	such	such	ADJ
american_scientific_journal-12059	99	10	as	as	ADP
american_scientific_journal-12059	99	11	grad	grad	NOUN
american_scientific_journal-12059	99	12	-	-	PUNCT
american_scientific_journal-12059	99	13	cam	cam	NOUN
american_scientific_journal-12059	99	14	into	into	ADP
american_scientific_journal-12059	99	15	medical	medical	ADJ
american_scientific_journal-12059	99	16	diagnostics	diagnostic	NOUN
american_scientific_journal-12059	99	17	will	will	AUX
american_scientific_journal-12059	99	18	be	be	AUX
american_scientific_journal-12059	99	19	essential	essential	ADJ
american_scientific_journal-12059	99	20	for	for	ADP
american_scientific_journal-12059	99	21	building	build	VERB
american_scientific_journal-12059	99	22	clinician	clinician	ADJ
american_scientific_journal-12059	99	23	accuracy	accuracy	NOUN
american_scientific_journal-12059	99	24	and	and	CCONJ
american_scientific_journal-12059	99	25	ensuring	ensure	VERB
american_scientific_journal-12059	99	26	safe	safe	ADJ
american_scientific_journal-12059	99	27	adoption	adoption	NOUN
american_scientific_journal-12059	99	28	of	of	ADP
american_scientific_journal-12059	99	29	ai	ai	NOUN
american_scientific_journal-12059	99	30	-	-	PUNCT
american_scientific_journal-12059	99	31	driven	drive	VERB
american_scientific_journal-12059	99	32	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	99	33	support	support	NOUN
american_scientific_journal-12059	99	34	systems	system	NOUN
american_scientific_journal-12059	99	35	in	in	ADP
american_scientific_journal-12059	99	36	healthcare	healthcare	PROPN
american_scientific_journal-12059	99	37	.	.	PUNCT
american_scientific_journal-12059	100	1	6	6	NUM
american_scientific_journal-12059	100	2	.	.	X
american_scientific_journal-12059	100	3	limitations	limitation	NOUN
american_scientific_journal-12059	100	4	of	of	ADP
american_scientific_journal-12059	100	5	the	the	DET
american_scientific_journal-12059	100	6	study	study	NOUN
american_scientific_journal-12059	100	7	this	this	DET
american_scientific_journal-12059	100	8	study	study	NOUN
american_scientific_journal-12059	100	9	had	have	VERB
american_scientific_journal-12059	100	10	several	several	ADJ
american_scientific_journal-12059	100	11	limitations	limitation	NOUN
american_scientific_journal-12059	100	12	that	that	PRON
american_scientific_journal-12059	100	13	should	should	AUX
american_scientific_journal-12059	100	14	be	be	AUX
american_scientific_journal-12059	100	15	acknowledged	acknowledge	VERB
american_scientific_journal-12059	100	16	.	.	PUNCT
american_scientific_journal-12059	101	1	first	first	ADV
american_scientific_journal-12059	101	2	,	,	PUNCT
american_scientific_journal-12059	101	3	the	the	DET
american_scientific_journal-12059	101	4	dataset	dataset	NOUN
american_scientific_journal-12059	101	5	size	size	NOUN
american_scientific_journal-12059	101	6	was	be	AUX
american_scientific_journal-12059	101	7	relatively	relatively	ADV
american_scientific_journal-12059	101	8	limited	limited	ADJ
american_scientific_journal-12059	101	9	compared	compare	VERB
american_scientific_journal-12059	101	10	to	to	ADP
american_scientific_journal-12059	101	11	the	the	DET
american_scientific_journal-12059	101	12	vast	vast	ADJ
american_scientific_journal-12059	101	13	heterogeneity	heterogeneity	NOUN
american_scientific_journal-12059	101	14	of	of	ADP
american_scientific_journal-12059	101	15	brain	brain	NOUN
american_scientific_journal-12059	101	16	tumor	tumor	NOUN
american_scientific_journal-12059	101	17	types	type	NOUN
american_scientific_journal-12059	101	18	,	,	PUNCT
american_scientific_journal-12059	101	19	which	which	PRON
american_scientific_journal-12059	101	20	may	may	AUX
american_scientific_journal-12059	101	21	restrict	restrict	VERB
american_scientific_journal-12059	101	22	the	the	DET
american_scientific_journal-12059	101	23	generalizability	generalizability	NOUN
american_scientific_journal-12059	101	24	of	of	ADP
american_scientific_journal-12059	101	25	the	the	DET
american_scientific_journal-12059	101	26	findings	finding	NOUN
american_scientific_journal-12059	101	27	.	.	PUNCT
american_scientific_journal-12059	102	1	second	second	ADJ
american_scientific_journal-12059	102	2	,	,	PUNCT
american_scientific_journal-12059	102	3	while	while	SCONJ
american_scientific_journal-12059	102	4	mri	mri	NOUN
american_scientific_journal-12059	102	5	scans	scan	NOUN
american_scientific_journal-12059	102	6	were	be	AUX
american_scientific_journal-12059	102	7	used	use	VERB
american_scientific_journal-12059	102	8	as	as	ADP
american_scientific_journal-12059	102	9	the	the	DET
american_scientific_journal-12059	102	10	primary	primary	ADJ
american_scientific_journal-12059	102	11	imaging	imaging	NOUN
american_scientific_journal-12059	102	12	modality	modality	NOUN
american_scientific_journal-12059	102	13	,	,	PUNCT
american_scientific_journal-12059	102	14	differences	difference	NOUN
american_scientific_journal-12059	102	15	in	in	ADP
american_scientific_journal-12059	102	16	image	image	NOUN
american_scientific_journal-12059	102	17	quality	quality	NOUN
american_scientific_journal-12059	102	18	,	,	PUNCT
american_scientific_journal-12059	102	19	scanner	scanner	NOUN
american_scientific_journal-12059	102	20	specifications	specification	NOUN
american_scientific_journal-12059	102	21	,	,	PUNCT
american_scientific_journal-12059	102	22	and	and	CCONJ
american_scientific_journal-12059	102	23	acquisition	acquisition	NOUN
american_scientific_journal-12059	102	24	protocols	protocol	NOUN
american_scientific_journal-12059	102	25	across	across	ADP
american_scientific_journal-12059	102	26	institutions	institution	NOUN
american_scientific_journal-12059	102	27	may	may	AUX
american_scientific_journal-12059	102	28	have	have	AUX
american_scientific_journal-12059	102	29	influenced	influence	VERB
american_scientific_journal-12059	102	30	model	model	NOUN
american_scientific_journal-12059	102	31	performance	performance	NOUN
american_scientific_journal-12059	102	32	.	.	PUNCT
american_scientific_journal-12059	103	1	third	third	ADJ
american_scientific_journal-12059	103	2	,	,	PUNCT
american_scientific_journal-12059	103	3	the	the	DET
american_scientific_journal-12059	103	4	study	study	NOUN
american_scientific_journal-12059	103	5	focused	focus	VERB
american_scientific_journal-12059	103	6	only	only	ADV
american_scientific_journal-12059	103	7	on	on	ADP
american_scientific_journal-12059	103	8	commonly	commonly	ADV
american_scientific_journal-12059	103	9	available	available	ADJ
american_scientific_journal-12059	103	10	cnn	cnn	PROPN
american_scientific_journal-12059	103	11	architectures	architecture	NOUN
american_scientific_journal-12059	103	12	without	without	ADP
american_scientific_journal-12059	103	13	incorporating	incorporate	VERB
american_scientific_journal-12059	103	14	hybrid	hybrid	ADJ
american_scientific_journal-12059	103	15	or	or	CCONJ
american_scientific_journal-12059	103	16	ensemble	ensemble	ADJ
american_scientific_journal-12059	103	17	models	model	NOUN
american_scientific_journal-12059	103	18	,	,	PUNCT
american_scientific_journal-12059	103	19	american	american	ADJ
american_scientific_journal-12059	103	20	academic	academic	ADJ
american_scientific_journal-12059	103	21	scientific	scientific	ADJ
american_scientific_journal-12059	103	22	research	research	NOUN
american_scientific_journal-12059	103	23	journal	journal	NOUN
american_scientific_journal-12059	103	24	for	for	ADP
american_scientific_journal-12059	103	25	engineering	engineering	NOUN
american_scientific_journal-12059	103	26	,	,	PUNCT
american_scientific_journal-12059	103	27	technology	technology	NOUN
american_scientific_journal-12059	103	28	,	,	PUNCT
american_scientific_journal-12059	103	29	and	and	CCONJ
american_scientific_journal-12059	103	30	sciences	science	NOUN
american_scientific_journal-12059	103	31	(	(	PUNCT
american_scientific_journal-12059	103	32	asrjets	asrjet	NOUN
american_scientific_journal-12059	103	33	)	)	PUNCT
american_scientific_journal-12059	103	34	volume	volume	NOUN
american_scientific_journal-12059	103	35	103	103	NUM
american_scientific_journal-12059	103	36	,	,	PUNCT
american_scientific_journal-12059	103	37	no	no	DET
american_scientific_journal-12059	103	38	1	1	NUM
american_scientific_journal-12059	103	39	,	,	PUNCT
american_scientific_journal-12059	103	40	pp	pp	ADV
american_scientific_journal-12059	103	41	147	147	NUM
american_scientific_journal-12059	103	42	-	-	SYM
american_scientific_journal-12059	103	43	163	163	NUM
american_scientific_journal-12059	103	44	162	162	NUM
american_scientific_journal-12059	103	45	which	which	PRON
american_scientific_journal-12059	103	46	could	could	AUX
american_scientific_journal-12059	103	47	potentially	potentially	ADV
american_scientific_journal-12059	103	48	yield	yield	VERB
american_scientific_journal-12059	103	49	higher	high	ADJ
american_scientific_journal-12059	103	50	accuracy	accuracy	NOUN
american_scientific_journal-12059	103	51	.	.	PUNCT
american_scientific_journal-12059	104	1	additionally	additionally	ADV
american_scientific_journal-12059	104	2	,	,	PUNCT
american_scientific_journal-12059	104	3	the	the	DET
american_scientific_journal-12059	104	4	research	research	NOUN
american_scientific_journal-12059	104	5	was	be	AUX
american_scientific_journal-12059	104	6	primarily	primarily	ADV
american_scientific_journal-12059	104	7	computational	computational	ADJ
american_scientific_journal-12059	104	8	and	and	CCONJ
american_scientific_journal-12059	104	9	did	do	AUX
american_scientific_journal-12059	104	10	not	not	PART
american_scientific_journal-12059	104	11	include	include	VERB
american_scientific_journal-12059	104	12	real	real	ADJ
american_scientific_journal-12059	104	13	-	-	PUNCT
american_scientific_journal-12059	104	14	time	time	NOUN
american_scientific_journal-12059	104	15	clinical	clinical	ADJ
american_scientific_journal-12059	104	16	validation	validation	NOUN
american_scientific_journal-12059	104	17	with	with	ADP
american_scientific_journal-12059	104	18	radiologists	radiologist	NOUN
american_scientific_journal-12059	104	19	,	,	PUNCT
american_scientific_journal-12059	104	20	limiting	limit	VERB
american_scientific_journal-12059	104	21	its	its	PRON
american_scientific_journal-12059	104	22	immediate	immediate	ADJ
american_scientific_journal-12059	104	23	clinical	clinical	ADJ
american_scientific_journal-12059	104	24	applicability	applicability	NOUN
american_scientific_journal-12059	104	25	.	.	PUNCT
american_scientific_journal-12059	105	1	finally	finally	ADV
american_scientific_journal-12059	105	2	,	,	PUNCT
american_scientific_journal-12059	105	3	the	the	DET
american_scientific_journal-12059	105	4	models	model	NOUN
american_scientific_journal-12059	105	5	were	be	AUX
american_scientific_journal-12059	105	6	trained	train	VERB
american_scientific_journal-12059	105	7	on	on	ADP
american_scientific_journal-12059	105	8	pre	pre	ADJ
american_scientific_journal-12059	105	9	-	-	ADJ
american_scientific_journal-12059	105	10	processed	processed	ADJ
american_scientific_journal-12059	105	11	datasets	dataset	NOUN
american_scientific_journal-12059	105	12	,	,	PUNCT
american_scientific_journal-12059	105	13	which	which	PRON
american_scientific_journal-12059	105	14	may	may	AUX
american_scientific_journal-12059	105	15	not	not	PART
american_scientific_journal-12059	105	16	fully	fully	ADV
american_scientific_journal-12059	105	17	replicate	replicate	VERB
american_scientific_journal-12059	105	18	the	the	DET
american_scientific_journal-12059	105	19	complexity	complexity	NOUN
american_scientific_journal-12059	105	20	and	and	CCONJ
american_scientific_journal-12059	105	21	noise	noise	NOUN
american_scientific_journal-12059	105	22	of	of	ADP
american_scientific_journal-12059	105	23	realworld	realworld	PROPN
american_scientific_journal-12059	105	24	clinical	clinical	ADJ
american_scientific_journal-12059	105	25	mri	mri	NOUN
american_scientific_journal-12059	105	26	images	image	NOUN
american_scientific_journal-12059	105	27	.	.	PUNCT
american_scientific_journal-12059	106	1	7	7	X
american_scientific_journal-12059	106	2	.	.	X
american_scientific_journal-12059	106	3	future	future	ADJ
american_scientific_journal-12059	106	4	studies	study	NOUN
american_scientific_journal-12059	106	5	future	future	ADJ
american_scientific_journal-12059	106	6	research	research	NOUN
american_scientific_journal-12059	106	7	should	should	AUX
american_scientific_journal-12059	106	8	aim	aim	VERB
american_scientific_journal-12059	106	9	to	to	PART
american_scientific_journal-12059	106	10	address	address	VERB
american_scientific_journal-12059	106	11	these	these	DET
american_scientific_journal-12059	106	12	limitations	limitation	NOUN
american_scientific_journal-12059	106	13	.	.	PUNCT
american_scientific_journal-12059	107	1	larger	large	ADJ
american_scientific_journal-12059	107	2	,	,	PUNCT
american_scientific_journal-12059	107	3	multi	multi	ADJ
american_scientific_journal-12059	107	4	-	-	ADJ
american_scientific_journal-12059	107	5	institutional	institutional	ADJ
american_scientific_journal-12059	107	6	datasets	dataset	NOUN
american_scientific_journal-12059	107	7	should	should	AUX
american_scientific_journal-12059	107	8	be	be	AUX
american_scientific_journal-12059	107	9	used	use	VERB
american_scientific_journal-12059	107	10	to	to	PART
american_scientific_journal-12059	107	11	enhance	enhance	VERB
american_scientific_journal-12059	107	12	the	the	DET
american_scientific_journal-12059	107	13	robustness	robustness	NOUN
american_scientific_journal-12059	107	14	and	and	CCONJ
american_scientific_journal-12059	107	15	external	external	ADJ
american_scientific_journal-12059	107	16	validity	validity	NOUN
american_scientific_journal-12059	107	17	of	of	ADP
american_scientific_journal-12059	107	18	cnn	cnn	PROPN
american_scientific_journal-12059	107	19	-	-	PUNCT
american_scientific_journal-12059	107	20	based	base	VERB
american_scientific_journal-12059	107	21	brain	brain	NOUN
american_scientific_journal-12059	107	22	tumor	tumor	NOUN
american_scientific_journal-12059	107	23	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	107	24	systems	system	NOUN
american_scientific_journal-12059	107	25	.	.	PUNCT
american_scientific_journal-12059	108	1	the	the	DET
american_scientific_journal-12059	108	2	integration	integration	NOUN
american_scientific_journal-12059	108	3	of	of	ADP
american_scientific_journal-12059	108	4	multimodal	multimodal	ADJ
american_scientific_journal-12059	108	5	imaging	imaging	NOUN
american_scientific_journal-12059	108	6	data	datum	NOUN
american_scientific_journal-12059	108	7	,	,	PUNCT
american_scientific_journal-12059	108	8	such	such	ADJ
american_scientific_journal-12059	108	9	as	as	ADP
american_scientific_journal-12059	108	10	pet	pet	ADJ
american_scientific_journal-12059	108	11	,	,	PUNCT
american_scientific_journal-12059	108	12	ct	ct	PROPN
american_scientific_journal-12059	108	13	,	,	PUNCT
american_scientific_journal-12059	108	14	or	or	CCONJ
american_scientific_journal-12059	108	15	advanced	advanced	ADJ
american_scientific_journal-12059	108	16	mri	mri	NOUN
american_scientific_journal-12059	108	17	sequences	sequence	NOUN
american_scientific_journal-12059	108	18	,	,	PUNCT
american_scientific_journal-12059	108	19	could	could	AUX
american_scientific_journal-12059	108	20	provide	provide	VERB
american_scientific_journal-12059	108	21	richer	rich	ADJ
american_scientific_journal-12059	108	22	diagnostic	diagnostic	ADJ
american_scientific_journal-12059	108	23	information	information	NOUN
american_scientific_journal-12059	108	24	and	and	CCONJ
american_scientific_journal-12059	108	25	improve	improve	VERB
american_scientific_journal-12059	108	26	classification	classification	NOUN
american_scientific_journal-12059	108	27	accuracy	accuracy	NOUN
american_scientific_journal-12059	108	28	.	.	PUNCT
american_scientific_journal-12059	109	1	future	future	ADJ
american_scientific_journal-12059	109	2	studies	study	NOUN
american_scientific_journal-12059	109	3	could	could	AUX
american_scientific_journal-12059	109	4	also	also	ADV
american_scientific_journal-12059	109	5	explore	explore	VERB
american_scientific_journal-12059	109	6	the	the	DET
american_scientific_journal-12059	109	7	use	use	NOUN
american_scientific_journal-12059	109	8	of	of	ADP
american_scientific_journal-12059	109	9	ensemble	ensemble	ADJ
american_scientific_journal-12059	109	10	learning	learning	NOUN
american_scientific_journal-12059	109	11	,	,	PUNCT
american_scientific_journal-12059	109	12	transfer	transfer	NOUN
american_scientific_journal-12059	109	13	learning	learning	NOUN
american_scientific_journal-12059	109	14	with	with	ADP
american_scientific_journal-12059	109	15	novel	novel	ADJ
american_scientific_journal-12059	109	16	architectures	architecture	NOUN
american_scientific_journal-12059	109	17	,	,	PUNCT
american_scientific_journal-12059	109	18	and	and	CCONJ
american_scientific_journal-12059	109	19	explainable	explainable	ADJ
american_scientific_journal-12059	109	20	ai	ai	VERB
american_scientific_journal-12059	109	21	techniques	technique	NOUN
american_scientific_journal-12059	109	22	to	to	PART
american_scientific_journal-12059	109	23	improve	improve	VERB
american_scientific_journal-12059	109	24	both	both	DET
american_scientific_journal-12059	109	25	performance	performance	NOUN
american_scientific_journal-12059	109	26	and	and	CCONJ
american_scientific_journal-12059	109	27	interpretability	interpretability	NOUN
american_scientific_journal-12059	109	28	.	.	PUNCT
american_scientific_journal-12059	110	1	moreover	moreover	ADV
american_scientific_journal-12059	110	2	,	,	PUNCT
american_scientific_journal-12059	110	3	clinical	clinical	ADJ
american_scientific_journal-12059	110	4	validation	validation	NOUN
american_scientific_journal-12059	110	5	with	with	ADP
american_scientific_journal-12059	110	6	radiologists	radiologist	NOUN
american_scientific_journal-12059	110	7	in	in	ADP
american_scientific_journal-12059	110	8	real	real	ADJ
american_scientific_journal-12059	110	9	-	-	PUNCT
american_scientific_journal-12059	110	10	world	world	NOUN
american_scientific_journal-12059	110	11	settings	setting	NOUN
american_scientific_journal-12059	110	12	is	be	AUX
american_scientific_journal-12059	110	13	crucial	crucial	ADJ
american_scientific_journal-12059	110	14	for	for	ADP
american_scientific_journal-12059	110	15	translating	translate	VERB
american_scientific_journal-12059	110	16	these	these	DET
american_scientific_journal-12059	110	17	models	model	NOUN
american_scientific_journal-12059	110	18	into	into	ADP
american_scientific_journal-12059	110	19	practice	practice	NOUN
american_scientific_journal-12059	110	20	.	.	PUNCT
american_scientific_journal-12059	111	1	finally	finally	ADV
american_scientific_journal-12059	111	2	,	,	PUNCT
american_scientific_journal-12059	111	3	the	the	DET
american_scientific_journal-12059	111	4	development	development	NOUN
american_scientific_journal-12059	111	5	of	of	ADP
american_scientific_journal-12059	111	6	lightweight	lightweight	PROPN
american_scientific_journal-12059	111	7	cnn	cnn	PROPN
american_scientific_journal-12059	111	8	models	model	NOUN
american_scientific_journal-12059	111	9	optimized	optimize	VERB
american_scientific_journal-12059	111	10	for	for	ADP
american_scientific_journal-12059	111	11	deployment	deployment	NOUN
american_scientific_journal-12059	111	12	on	on	ADP
american_scientific_journal-12059	111	13	lowresource	lowresource	PROPN
american_scientific_journal-12059	111	14	devices	device	NOUN
american_scientific_journal-12059	111	15	could	could	AUX
american_scientific_journal-12059	111	16	extend	extend	VERB
american_scientific_journal-12059	111	17	the	the	DET
american_scientific_journal-12059	111	18	application	application	NOUN
american_scientific_journal-12059	111	19	of	of	ADP
american_scientific_journal-12059	111	20	ai	ai	ADJ
american_scientific_journal-12059	111	21	-	-	PUNCT
american_scientific_journal-12059	111	22	driven	drive	VERB
american_scientific_journal-12059	111	23	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	111	24	to	to	ADP
american_scientific_journal-12059	111	25	regions	region	NOUN
american_scientific_journal-12059	111	26	with	with	ADP
american_scientific_journal-12059	111	27	limited	limited	ADJ
american_scientific_journal-12059	111	28	healthcare	healthcare	PROPN
american_scientific_journal-12059	111	29	infrastructure	infrastructure	NOUN
american_scientific_journal-12059	111	30	.	.	PUNCT
american_scientific_journal-12059	112	1	references	reference	NOUN
american_scientific_journal-12059	112	2	[	[	X
american_scientific_journal-12059	112	3	1	1	X
american_scientific_journal-12059	112	4	]	]	PUNCT
american_scientific_journal-12059	112	5	s.	s.	PROPN
american_scientific_journal-12059	112	6	kim	kim	PROPN
american_scientific_journal-12059	112	7	et	et	PROPN
american_scientific_journal-12059	112	8	al	al	PROPN
american_scientific_journal-12059	112	9	.	.	PROPN
american_scientific_journal-12059	112	10	,	,	PUNCT
american_scientific_journal-12059	112	11	"	"	PUNCT
american_scientific_journal-12059	112	12	global	global	ADJ
american_scientific_journal-12059	112	13	burden	burden	NOUN
american_scientific_journal-12059	112	14	of	of	ADP
american_scientific_journal-12059	112	15	brain	brain	NOUN
american_scientific_journal-12059	112	16	and	and	CCONJ
american_scientific_journal-12059	112	17	central	central	ADJ
american_scientific_journal-12059	112	18	nervous	nervous	ADJ
american_scientific_journal-12059	112	19	system	system	NOUN
american_scientific_journal-12059	112	20	cancer	cancer	NOUN
american_scientific_journal-12059	112	21	in	in	ADP
american_scientific_journal-12059	112	22	185	185	NUM
american_scientific_journal-12059	112	23	countries	country	NOUN
american_scientific_journal-12059	112	24	,	,	PUNCT
american_scientific_journal-12059	112	25	and	and	CCONJ
american_scientific_journal-12059	112	26	projections	projection	NOUN
american_scientific_journal-12059	112	27	up	up	ADP
american_scientific_journal-12059	112	28	to	to	ADP
american_scientific_journal-12059	112	29	2050	2050	NUM
american_scientific_journal-12059	112	30	:	:	PUNCT
american_scientific_journal-12059	112	31	a	a	DET
american_scientific_journal-12059	112	32	population	population	NOUN
american_scientific_journal-12059	112	33	-	-	PUNCT
american_scientific_journal-12059	112	34	based	base	VERB
american_scientific_journal-12059	112	35	systematic	systematic	ADJ
american_scientific_journal-12059	112	36	analysis	analysis	NOUN
american_scientific_journal-12059	112	37	of	of	ADP
american_scientific_journal-12059	112	38	globocan	globocan	PROPN
american_scientific_journal-12059	112	39	2022	2022	NUM
american_scientific_journal-12059	112	40	,	,	PUNCT
american_scientific_journal-12059	112	41	"	"	PUNCT
american_scientific_journal-12059	112	42	journal	journal	NOUN
american_scientific_journal-12059	112	43	of	of	ADP
american_scientific_journal-12059	112	44	neuro	neuro	NOUN
american_scientific_journal-12059	112	45	-	-	PUNCT
american_scientific_journal-12059	112	46	oncology	oncology	NOUN
american_scientific_journal-12059	112	47	,	,	PUNCT
american_scientific_journal-12059	112	48	vol	vol	NOUN
american_scientific_journal-12059	112	49	.	.	PROPN
american_scientific_journal-12059	112	50	175	175	NUM
american_scientific_journal-12059	112	51	,	,	PUNCT
american_scientific_journal-12059	112	52	no	no	INTJ
american_scientific_journal-12059	112	53	.	.	NOUN
american_scientific_journal-12059	112	54	2	2	NUM
american_scientific_journal-12059	112	55	,	,	PUNCT
american_scientific_journal-12059	112	56	pp	pp	ADJ
american_scientific_journal-12059	112	57	.	.	PUNCT
american_scientific_journal-12059	113	1	673	673	NUM
american_scientific_journal-12059	113	2	-	-	SYM
american_scientific_journal-12059	113	3	685	685	NUM
american_scientific_journal-12059	113	4	,	,	PUNCT
american_scientific_journal-12059	113	5	2025/11/01	2025/11/01	NUM
american_scientific_journal-12059	113	6	2025	2025	NUM
american_scientific_journal-12059	113	7	,	,	PUNCT
american_scientific_journal-12059	113	8	doi	doi	NOUN
american_scientific_journal-12059	113	9	:	:	PUNCT
american_scientific_journal-12059	113	10	10.1007	10.1007	NUM
american_scientific_journal-12059	113	11	/	/	SYM
american_scientific_journal-12059	113	12	s11060	s11060	NOUN
american_scientific_journal-12059	113	13	-	-	PUNCT
american_scientific_journal-12059	113	14	025	025	NUM
american_scientific_journal-12059	113	15	-	-	PUNCT
american_scientific_journal-12059	113	16	05164	05164	NUM
american_scientific_journal-12059	113	17	-	-	SYM
american_scientific_journal-12059	113	18	0	0	NUM
american_scientific_journal-12059	113	19	.	.	PUNCT
american_scientific_journal-12059	114	1	[	[	X
american_scientific_journal-12059	114	2	2	2	NUM
american_scientific_journal-12059	114	3	]	]	PUNCT
american_scientific_journal-12059	114	4	m.	m.	NOUN
american_scientific_journal-12059	114	5	ait	ait	NOUN
american_scientific_journal-12059	114	6	amou	amou	ADJ
american_scientific_journal-12059	114	7	,	,	PUNCT
american_scientific_journal-12059	114	8	k.	k.	PROPN
american_scientific_journal-12059	114	9	xia	xia	PROPN
american_scientific_journal-12059	114	10	,	,	PUNCT
american_scientific_journal-12059	114	11	s.	s.	PROPN
american_scientific_journal-12059	114	12	kamhi	kamhi	PROPN
american_scientific_journal-12059	114	13	,	,	PUNCT
american_scientific_journal-12059	114	14	and	and	CCONJ
american_scientific_journal-12059	114	15	m.	m.	NOUN
american_scientific_journal-12059	114	16	mouhafid	mouhafid	NOUN
american_scientific_journal-12059	114	17	,	,	PUNCT
american_scientific_journal-12059	114	18	"	"	PUNCT
american_scientific_journal-12059	114	19	a	a	DET
american_scientific_journal-12059	114	20	novel	novel	ADJ
american_scientific_journal-12059	114	21	mri	mri	NOUN
american_scientific_journal-12059	114	22	diagnosis	diagnosis	NOUN
american_scientific_journal-12059	114	23	method	method	NOUN
american_scientific_journal-12059	114	24	for	for	ADP
american_scientific_journal-12059	114	25	brain	brain	NOUN
american_scientific_journal-12059	114	26	tumor	tumor	NOUN
american_scientific_journal-12059	114	27	classification	classification	NOUN
american_scientific_journal-12059	114	28	based	base	VERB
american_scientific_journal-12059	114	29	on	on	ADP
american_scientific_journal-12059	114	30	cnn	cnn	PROPN
american_scientific_journal-12059	114	31	and	and	CCONJ
american_scientific_journal-12059	114	32	bayesian	bayesian	NOUN
american_scientific_journal-12059	114	33	optimization	optimization	NOUN
american_scientific_journal-12059	114	34	,	,	PUNCT
american_scientific_journal-12059	114	35	"	"	PUNCT
american_scientific_journal-12059	114	36	healthcare	healthcare	NOUN
american_scientific_journal-12059	114	37	,	,	PUNCT
american_scientific_journal-12059	114	38	vol	vol	NOUN
american_scientific_journal-12059	114	39	.	.	PROPN
american_scientific_journal-12059	114	40	10	10	NUM
american_scientific_journal-12059	114	41	,	,	PUNCT
american_scientific_journal-12059	114	42	no	no	INTJ
american_scientific_journal-12059	114	43	.	.	NOUN
american_scientific_journal-12059	114	44	3	3	NUM
american_scientific_journal-12059	114	45	,	,	PUNCT
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american_scientific_journal-12059	114	47	494	494	NUM
american_scientific_journal-12059	114	48	,	,	PUNCT
american_scientific_journal-12059	114	49	2022	2022	NUM
american_scientific_journal-12059	114	50	.	.	PUNCT
american_scientific_journal-12059	115	1	[	[	X
american_scientific_journal-12059	115	2	online	online	X
american_scientific_journal-12059	115	3	]	]	X
american_scientific_journal-12059	115	4	.	.	PUNCT
american_scientific_journal-12059	116	1	available	available	ADJ
american_scientific_journal-12059	116	2	:	:	PUNCT
american_scientific_journal-12059	116	3	https://www.mdpi.com/2227-9032/10/3/494	https://www.mdpi.com/2227-9032/10/3/494	NOUN
american_scientific_journal-12059	116	4	.	.	PUNCT
american_scientific_journal-12059	117	1	[	[	X
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american_scientific_journal-12059	117	4	h.	h.	PROPN
american_scientific_journal-12059	117	5	sung	sing	VERB
american_scientific_journal-12059	117	6	et	et	PROPN
american_scientific_journal-12059	117	7	al	al	PROPN
american_scientific_journal-12059	117	8	.	.	PROPN
american_scientific_journal-12059	117	9	,	,	PUNCT
american_scientific_journal-12059	117	10	"	"	PUNCT
american_scientific_journal-12059	117	11	global	global	ADJ
american_scientific_journal-12059	117	12	cancer	cancer	NOUN
american_scientific_journal-12059	117	13	statistics	statistic	NOUN
american_scientific_journal-12059	117	14	2020	2020	NUM
american_scientific_journal-12059	117	15	:	:	PUNCT
american_scientific_journal-12059	117	16	globocan	globocan	PROPN
american_scientific_journal-12059	117	17	estimates	estimate	NOUN
american_scientific_journal-12059	117	18	of	of	ADP
american_scientific_journal-12059	117	19	incidence	incidence	NOUN
american_scientific_journal-12059	117	20	and	and	CCONJ
american_scientific_journal-12059	117	21	mortality	mortality	NOUN
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american_scientific_journal-12059	117	23	for	for	ADP
american_scientific_journal-12059	117	24	36	36	NUM
american_scientific_journal-12059	117	25	cancers	cancer	NOUN
american_scientific_journal-12059	117	26	in	in	ADP
american_scientific_journal-12059	117	27	185	185	NUM
american_scientific_journal-12059	117	28	countries	country	NOUN
american_scientific_journal-12059	117	29	,	,	PUNCT
american_scientific_journal-12059	117	30	"	"	PUNCT
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american_scientific_journal-12059	117	32	:	:	PUNCT
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american_scientific_journal-12059	117	35	journal	journal	NOUN
american_scientific_journal-12059	117	36	for	for	ADP
american_scientific_journal-12059	117	37	clinicians	clinician	NOUN
american_scientific_journal-12059	117	38	,	,	PUNCT
american_scientific_journal-12059	117	39	vol	vol	NOUN
american_scientific_journal-12059	117	40	.	.	PROPN
american_scientific_journal-12059	117	41	71	71	NUM
american_scientific_journal-12059	117	42	,	,	PUNCT
american_scientific_journal-12059	117	43	no	no	INTJ
american_scientific_journal-12059	117	44	.	.	NOUN
american_scientific_journal-12059	117	45	3	3	NUM
american_scientific_journal-12059	117	46	,	,	PUNCT
american_scientific_journal-12059	117	47	pp	pp	ADJ
american_scientific_journal-12059	117	48	.	.	PUNCT
american_scientific_journal-12059	118	1	209	209	NUM
american_scientific_journal-12059	118	2	-	-	SYM
american_scientific_journal-12059	118	3	249	249	NUM
american_scientific_journal-12059	118	4	,	,	PUNCT
american_scientific_journal-12059	118	5	2021	2021	NUM
american_scientific_journal-12059	118	6	,	,	PUNCT
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american_scientific_journal-12059	118	8	:	:	PUNCT
american_scientific_journal-12059	118	9	https://doi.org/10.3322/caac.21660	https://doi.org/10.3322/caac.21660	X
american_scientific_journal-12059	118	10	.	.	PUNCT
american_scientific_journal-12059	119	1	[	[	X
american_scientific_journal-12059	119	2	4	4	X
american_scientific_journal-12059	119	3	]	]	X
american_scientific_journal-12059	119	4	d.	d.	PROPN
american_scientific_journal-12059	119	5	s.	s.	PROPN
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american_scientific_journal-12059	119	15	2024	2024	NUM
american_scientific_journal-12059	119	16	:	:	PUNCT
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american_scientific_journal-12059	119	34	1	1	NUM
american_scientific_journal-12059	119	35	,	,	PUNCT
american_scientific_journal-12059	119	36	2024	2024	NUM
american_scientific_journal-12059	119	37	.	.	PUNCT
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american_scientific_journal-12059	120	2	online	online	X
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american_scientific_journal-12059	120	4	.	.	PUNCT
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american_scientific_journal-12059	121	2	:	:	PUNCT
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american_scientific_journal-12059	122	3	]	]	PUNCT
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american_scientific_journal-12059	122	16	,	,	PUNCT
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american_scientific_journal-12059	122	21	:	:	PUNCT
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american_scientific_journal-12059	122	27	(	(	PUNCT
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american_scientific_journal-12059	122	60	,	,	PUNCT
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american_scientific_journal-12059	122	62	.	.	NOUN
american_scientific_journal-12059	122	63	1	1	NUM
american_scientific_journal-12059	122	64	,	,	PUNCT
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american_scientific_journal-12059	123	1	45	45	NUM
american_scientific_journal-12059	123	2	-	-	SYM
american_scientific_journal-12059	123	3	65	65	NUM
american_scientific_journal-12059	123	4	,	,	PUNCT
american_scientific_journal-12059	123	5	2023	2023	NUM
american_scientific_journal-12059	123	6	,	,	PUNCT
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american_scientific_journal-12059	123	8	:	:	PUNCT
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american_scientific_journal-12059	123	10	/	/	SYM
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american_scientific_journal-12059	123	12	.	.	PUNCT
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american_scientific_journal-12059	124	2	6	6	NUM
american_scientific_journal-12059	124	3	]	]	PUNCT
american_scientific_journal-12059	124	4	h.	h.	PROPN
american_scientific_journal-12059	124	5	hu	hu	PROPN
american_scientific_journal-12059	124	6	,	,	PUNCT
american_scientific_journal-12059	124	7	x.	x.	PROPN
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american_scientific_journal-12059	124	9	,	,	PUNCT
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american_scientific_journal-12059	124	14	z.	z.	PROPN
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american_scientific_journal-12059	124	16	,	,	PUNCT
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american_scientific_journal-12059	124	25	,	,	PUNCT
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american_scientific_journal-12059	124	30	international	international	ADJ
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american_scientific_journal-12059	125	22	,	,	PUNCT
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american_scientific_journal-12059	125	30	,	,	PUNCT
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american_scientific_journal-12059	125	32	1	1	NUM
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