id	sid	tid	token	lemma	pos
american_scientific_journal-11430	1	1	97	97	NUM
american_scientific_journal-11430	1	2	american	american	ADJ
american_scientific_journal-11430	1	3	academic	academic	ADJ
american_scientific_journal-11430	1	4	scientific	scientific	ADJ
american_scientific_journal-11430	1	5	research	research	NOUN
american_scientific_journal-11430	1	6	journal	journal	NOUN
american_scientific_journal-11430	1	7	for	for	ADP
american_scientific_journal-11430	1	8	engineering	engineering	NOUN
american_scientific_journal-11430	1	9	,	,	PUNCT
american_scientific_journal-11430	1	10	technology	technology	NOUN
american_scientific_journal-11430	1	11	,	,	PUNCT
american_scientific_journal-11430	1	12	and	and	CCONJ
american_scientific_journal-11430	1	13	sciences	sciences	PROPN
american_scientific_journal-11430	1	14	issn	issn	PROPN
american_scientific_journal-11430	1	15	(	(	PUNCT
american_scientific_journal-11430	1	16	print	print	NOUN
american_scientific_journal-11430	1	17	)	)	PUNCT
american_scientific_journal-11430	1	18	2313	2313	NUM
american_scientific_journal-11430	1	19	-	-	SYM
american_scientific_journal-11430	1	20	4410	4410	NUM
american_scientific_journal-11430	1	21	,	,	PUNCT
american_scientific_journal-11430	1	22	issn	issn	PROPN
american_scientific_journal-11430	1	23	(	(	PUNCT
american_scientific_journal-11430	1	24	online	online	ADJ
american_scientific_journal-11430	1	25	)	)	PUNCT
american_scientific_journal-11430	1	26	2313	2313	NUM
american_scientific_journal-11430	1	27	-	-	SYM
american_scientific_journal-11430	1	28	4402	4402	NUM
american_scientific_journal-11430	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11430	1	30	detection	detection	NOUN
american_scientific_journal-11430	1	31	and	and	CCONJ
american_scientific_journal-11430	1	32	interpretation	interpretation	NOUN
american_scientific_journal-11430	1	33	of	of	ADP
american_scientific_journal-11430	1	34	x	x	ADJ
american_scientific_journal-11430	1	35	-	-	NOUN
american_scientific_journal-11430	1	36	ray	ray	NOUN
american_scientific_journal-11430	1	37	scans	scan	NOUN
american_scientific_journal-11430	1	38	for	for	ADP
american_scientific_journal-11430	1	39	the	the	DET
american_scientific_journal-11430	1	40	presence	presence	NOUN
american_scientific_journal-11430	1	41	of	of	ADP
american_scientific_journal-11430	1	42	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	1	43	using	use	VERB
american_scientific_journal-11430	1	44	convolutional	convolutional	ADJ
american_scientific_journal-11430	1	45	neural	neural	ADJ
american_scientific_journal-11430	1	46	network	network	NOUN
american_scientific_journal-11430	1	47	peter	peter	PROPN
american_scientific_journal-11430	1	48	oluwasayo	oluwasayo	PROPN
american_scientific_journal-11430	1	49	adigun	adigun	VERB
american_scientific_journal-11430	1	50	a	a	DET
american_scientific_journal-11430	1	51	*	*	PROPN
american_scientific_journal-11430	1	52	,	,	PUNCT
american_scientific_journal-11430	1	53	ayodeji	ayodeji	NOUN
american_scientific_journal-11430	1	54	adedotun	adedotun	VERB
american_scientific_journal-11430	1	55	adeniyi	adeniyi	ADV
american_scientific_journal-11430	1	56	b	b	NOUN
american_scientific_journal-11430	1	57	,	,	PUNCT
american_scientific_journal-11430	1	58	tobi	tobi	PROPN
american_scientific_journal-11430	1	59	titus	titus	PROPN
american_scientific_journal-11430	1	60	oyekanmi	oyekanmi	PROPN
american_scientific_journal-11430	1	61	c	c	PROPN
american_scientific_journal-11430	1	62	a	a	DET
american_scientific_journal-11430	1	63	department	department	NOUN
american_scientific_journal-11430	1	64	of	of	ADP
american_scientific_journal-11430	1	65	computer	computer	NOUN
american_scientific_journal-11430	1	66	science	science	NOUN
american_scientific_journal-11430	1	67	,	,	PUNCT
american_scientific_journal-11430	1	68	new	new	PROPN
american_scientific_journal-11430	1	69	mexico	mexico	PROPN
american_scientific_journal-11430	1	70	highlands	highlands	PROPN
american_scientific_journal-11430	1	71	university	university	PROPN
american_scientific_journal-11430	1	72	,	,	PUNCT
american_scientific_journal-11430	1	73	1005	1005	NUM
american_scientific_journal-11430	1	74	diamond	diamond	PROPN
american_scientific_journal-11430	1	75	st	st	PROPN
american_scientific_journal-11430	1	76	,	,	PUNCT
american_scientific_journal-11430	1	77	las	las	PROPN
american_scientific_journal-11430	1	78	vegas	vegas	PROPN
american_scientific_journal-11430	1	79	,	,	PUNCT
american_scientific_journal-11430	1	80	new	new	PROPN
american_scientific_journal-11430	1	81	mexico	mexico	PROPN
american_scientific_journal-11430	1	82	,	,	PUNCT
american_scientific_journal-11430	1	83	usa	usa	PROPN
american_scientific_journal-11430	1	84	b	b	PROPN
american_scientific_journal-11430	1	85	,	,	PUNCT
american_scientific_journal-11430	1	86	c	c	PROPN
american_scientific_journal-11430	1	87	department	department	PROPN
american_scientific_journal-11430	1	88	of	of	ADP
american_scientific_journal-11430	1	89	media	medium	NOUN
american_scientific_journal-11430	1	90	,	,	PUNCT
american_scientific_journal-11430	1	91	art	art	NOUN
american_scientific_journal-11430	1	92	,	,	PUNCT
american_scientific_journal-11430	1	93	and	and	CCONJ
american_scientific_journal-11430	1	94	technology	technology	NOUN
american_scientific_journal-11430	1	95	,	,	PUNCT
american_scientific_journal-11430	1	96	new	new	PROPN
american_scientific_journal-11430	1	97	mexico	mexico	PROPN
american_scientific_journal-11430	1	98	highlands	highlands	PROPN
american_scientific_journal-11430	1	99	university	university	PROPN
american_scientific_journal-11430	1	100	,	,	PUNCT
american_scientific_journal-11430	1	101	1005	1005	NUM
american_scientific_journal-11430	1	102	diamond	diamond	PROPN
american_scientific_journal-11430	1	103	st	st	PROPN
american_scientific_journal-11430	1	104	,	,	PUNCT
american_scientific_journal-11430	1	105	las	las	PROPN
american_scientific_journal-11430	1	106	vegas	vegas	PROPN
american_scientific_journal-11430	1	107	,	,	PUNCT
american_scientific_journal-11430	1	108	new	new	PROPN
american_scientific_journal-11430	1	109	mexico	mexico	PROPN
american_scientific_journal-11430	1	110	,	,	PUNCT
american_scientific_journal-11430	1	111	usa	usa	PROPN
american_scientific_journal-11430	1	112	a	a	DET
american_scientific_journal-11430	1	113	email	email	NOUN
american_scientific_journal-11430	1	114	:	:	PUNCT
american_scientific_journal-11430	1	115	poadigun@nmhu.edu	poadigun@nmhu.edu	X
american_scientific_journal-11430	1	116	b	b	X
american_scientific_journal-11430	1	117	email	email	NOUN
american_scientific_journal-11430	1	118	:	:	PUNCT
american_scientific_journal-11430	1	119	aadeniyi1@live.nmhu.edu	aadeniyi1@live.nmhu.edu	PROPN
american_scientific_journal-11430	1	120	c	c	NOUN
american_scientific_journal-11430	1	121	email	email	NOUN
american_scientific_journal-11430	1	122	:	:	PUNCT
american_scientific_journal-11430	1	123	toyekanmi@live.nmhu.edu	toyekanmi@live.nmhu.edu	NUM
american_scientific_journal-11430	1	124	abstract	abstract	ADJ
american_scientific_journal-11430	1	125	convolutional	convolutional	ADJ
american_scientific_journal-11430	1	126	neural	neural	ADJ
american_scientific_journal-11430	1	127	network	network	NOUN
american_scientific_journal-11430	1	128	’s	’s	PART
american_scientific_journal-11430	1	129	application	application	NOUN
american_scientific_journal-11430	1	130	is	be	AUX
american_scientific_journal-11430	1	131	essentially	essentially	ADV
american_scientific_journal-11430	1	132	an	an	DET
american_scientific_journal-11430	1	133	impactful	impactful	ADJ
american_scientific_journal-11430	1	134	technology	technology	NOUN
american_scientific_journal-11430	1	135	to	to	ADP
american_scientific_journal-11430	1	136	proffering	proffer	VERB
american_scientific_journal-11430	1	137	solutions	solution	NOUN
american_scientific_journal-11430	1	138	in	in	ADP
american_scientific_journal-11430	1	139	medical	medical	ADJ
american_scientific_journal-11430	1	140	diagnostics	diagnostic	NOUN
american_scientific_journal-11430	1	141	.	.	PUNCT
american_scientific_journal-11430	2	1	this	this	DET
american_scientific_journal-11430	2	2	research	research	NOUN
american_scientific_journal-11430	2	3	carried	carry	VERB
american_scientific_journal-11430	2	4	out	out	ADP
american_scientific_journal-11430	2	5	a	a	DET
american_scientific_journal-11430	2	6	design	design	NOUN
american_scientific_journal-11430	2	7	and	and	CCONJ
american_scientific_journal-11430	2	8	implementation	implementation	NOUN
american_scientific_journal-11430	2	9	of	of	ADP
american_scientific_journal-11430	2	10	a	a	DET
american_scientific_journal-11430	2	11	medical	medical	ADJ
american_scientific_journal-11430	2	12	imaging	imaging	NOUN
american_scientific_journal-11430	2	13	analysis	analysis	NOUN
american_scientific_journal-11430	2	14	and	and	CCONJ
american_scientific_journal-11430	2	15	classification	classification	NOUN
american_scientific_journal-11430	2	16	of	of	ADP
american_scientific_journal-11430	2	17	x	x	NOUN
american_scientific_journal-11430	2	18	-	-	NOUN
american_scientific_journal-11430	2	19	ray	ray	NOUN
american_scientific_journal-11430	2	20	scans	scan	NOUN
american_scientific_journal-11430	2	21	of	of	ADP
american_scientific_journal-11430	2	22	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	2	23	images	image	NOUN
american_scientific_journal-11430	2	24	using	use	VERB
american_scientific_journal-11430	2	25	a	a	DET
american_scientific_journal-11430	2	26	convolutional	convolutional	ADJ
american_scientific_journal-11430	2	27	neural	neural	ADJ
american_scientific_journal-11430	2	28	network	network	NOUN
american_scientific_journal-11430	2	29	.	.	PUNCT
american_scientific_journal-11430	3	1	the	the	DET
american_scientific_journal-11430	3	2	cnn	cnn	PROPN
american_scientific_journal-11430	3	3	system	system	NOUN
american_scientific_journal-11430	3	4	was	be	AUX
american_scientific_journal-11430	3	5	designed	design	VERB
american_scientific_journal-11430	3	6	using	use	VERB
american_scientific_journal-11430	3	7	an	an	DET
american_scientific_journal-11430	3	8	algorithm	algorithm	NOUN
american_scientific_journal-11430	3	9	of	of	ADP
american_scientific_journal-11430	3	10	a	a	DET
american_scientific_journal-11430	3	11	convolutional	convolutional	ADJ
american_scientific_journal-11430	3	12	neural	neural	ADJ
american_scientific_journal-11430	3	13	network	network	NOUN
american_scientific_journal-11430	3	14	.	.	PUNCT
american_scientific_journal-11430	4	1	the	the	DET
american_scientific_journal-11430	4	2	designed	design	VERB
american_scientific_journal-11430	4	3	cnn	cnn	PROPN
american_scientific_journal-11430	4	4	system	system	NOUN
american_scientific_journal-11430	4	5	was	be	AUX
american_scientific_journal-11430	4	6	processed	process	VERB
american_scientific_journal-11430	4	7	by	by	ADP
american_scientific_journal-11430	4	8	uploading	upload	VERB
american_scientific_journal-11430	4	9	5,216	5,216	NUM
american_scientific_journal-11430	4	10	data	datum	NOUN
american_scientific_journal-11430	4	11	which	which	PRON
american_scientific_journal-11430	4	12	comprised	comprise	VERB
american_scientific_journal-11430	4	13	normal	normal	ADJ
american_scientific_journal-11430	4	14	and	and	CCONJ
american_scientific_journal-11430	4	15	pneumonic	pneumonic	ADJ
american_scientific_journal-11430	4	16	image	image	NOUN
american_scientific_journal-11430	4	17	scans	scan	NOUN
american_scientific_journal-11430	4	18	.	.	PUNCT
american_scientific_journal-11430	5	1	the	the	DET
american_scientific_journal-11430	5	2	cnn	cnn	PROPN
american_scientific_journal-11430	5	3	system	system	NOUN
american_scientific_journal-11430	5	4	was	be	AUX
american_scientific_journal-11430	5	5	trained	train	VERB
american_scientific_journal-11430	5	6	with	with	ADP
american_scientific_journal-11430	5	7	5,000	5,000	NUM
american_scientific_journal-11430	5	8	datasets	dataset	NOUN
american_scientific_journal-11430	5	9	and	and	CCONJ
american_scientific_journal-11430	5	10	tested	test	VERB
american_scientific_journal-11430	5	11	.	.	PUNCT
american_scientific_journal-11430	6	1	the	the	DET
american_scientific_journal-11430	6	2	findings	finding	NOUN
american_scientific_journal-11430	6	3	from	from	ADP
american_scientific_journal-11430	6	4	the	the	DET
american_scientific_journal-11430	6	5	study	study	NOUN
american_scientific_journal-11430	6	6	established	establish	VERB
american_scientific_journal-11430	6	7	that	that	SCONJ
american_scientific_journal-11430	6	8	the	the	DET
american_scientific_journal-11430	6	9	implemented	implement	VERB
american_scientific_journal-11430	6	10	system	system	NOUN
american_scientific_journal-11430	6	11	based	base	VERB
american_scientific_journal-11430	6	12	on	on	ADP
american_scientific_journal-11430	6	13	a	a	DET
american_scientific_journal-11430	6	14	convolutional	convolutional	ADJ
american_scientific_journal-11430	6	15	neural	neural	ADJ
american_scientific_journal-11430	6	16	network	network	NOUN
american_scientific_journal-11430	6	17	algorithm	algorithm	NOUN
american_scientific_journal-11430	6	18	is	be	AUX
american_scientific_journal-11430	6	19	76	76	NUM
american_scientific_journal-11430	6	20	%	%	NOUN
american_scientific_journal-11430	6	21	accurate	accurate	ADJ
american_scientific_journal-11430	6	22	.	.	PUNCT
american_scientific_journal-11430	7	1	this	this	DET
american_scientific_journal-11430	7	2	study	study	NOUN
american_scientific_journal-11430	7	3	is	be	AUX
american_scientific_journal-11430	7	4	subjected	subject	VERB
american_scientific_journal-11430	7	5	to	to	ADP
american_scientific_journal-11430	7	6	further	further	ADJ
american_scientific_journal-11430	7	7	studies	study	NOUN
american_scientific_journal-11430	7	8	.	.	PUNCT
american_scientific_journal-11430	8	1	keywords	keyword	NOUN
american_scientific_journal-11430	8	2	:	:	PUNCT
american_scientific_journal-11430	8	3	machine	machine	NOUN
american_scientific_journal-11430	8	4	learning	learning	NOUN
american_scientific_journal-11430	8	5	(	(	PUNCT
american_scientific_journal-11430	8	6	ml	ml	NOUN
american_scientific_journal-11430	8	7	)	)	PUNCT
american_scientific_journal-11430	8	8	;	;	PUNCT
american_scientific_journal-11430	8	9	convolutional	convolutional	ADJ
american_scientific_journal-11430	8	10	neural	neural	ADJ
american_scientific_journal-11430	8	11	network	network	NOUN
american_scientific_journal-11430	8	12	(	(	PUNCT
american_scientific_journal-11430	8	13	cnn	cnn	PROPN
american_scientific_journal-11430	8	14	)	)	PUNCT
american_scientific_journal-11430	8	15	;	;	PUNCT
american_scientific_journal-11430	8	16	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	8	17	disease	disease	NOUN
american_scientific_journal-11430	8	18	(	(	PUNCT
american_scientific_journal-11430	8	19	pd	pd	NOUN
american_scientific_journal-11430	8	20	)	)	PUNCT
american_scientific_journal-11430	8	21	.	.	PUNCT
american_scientific_journal-11430	9	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11430	9	2	received	receive	VERB
american_scientific_journal-11430	9	3	:	:	PUNCT
american_scientific_journal-11430	9	4	11/23/2024	11/23/2024	NUM
american_scientific_journal-11430	9	5	accepted	accept	VERB
american_scientific_journal-11430	9	6	:	:	PUNCT
american_scientific_journal-11430	9	7	1/23/2025	1/23/2025	NUM
american_scientific_journal-11430	9	8	published	publish	VERB
american_scientific_journal-11430	9	9	:	:	PUNCT
american_scientific_journal-11430	9	10	2/3/2025	2/3/2025	NUM
american_scientific_journal-11430	9	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11430	10	1	*	*	PUNCT
american_scientific_journal-11430	11	1	corresponding	correspond	VERB
american_scientific_journal-11430	11	2	author	author	NOUN
american_scientific_journal-11430	11	3	.	.	PUNCT
american_scientific_journal-11430	12	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11430	12	2	american	american	PROPN
american_scientific_journal-11430	12	3	academic	academic	PROPN
american_scientific_journal-11430	12	4	scientific	scientific	ADJ
american_scientific_journal-11430	12	5	research	research	NOUN
american_scientific_journal-11430	12	6	journal	journal	NOUN
american_scientific_journal-11430	12	7	for	for	ADP
american_scientific_journal-11430	12	8	engineering	engineering	NOUN
american_scientific_journal-11430	12	9	,	,	PUNCT
american_scientific_journal-11430	12	10	technology	technology	NOUN
american_scientific_journal-11430	12	11	,	,	PUNCT
american_scientific_journal-11430	12	12	and	and	CCONJ
american_scientific_journal-11430	12	13	sciences	science	NOUN
american_scientific_journal-11430	12	14	(	(	PUNCT
american_scientific_journal-11430	12	15	asrjets	asrjet	NOUN
american_scientific_journal-11430	12	16	)	)	PUNCT
american_scientific_journal-11430	12	17	volume	volume	NOUN
american_scientific_journal-11430	12	18	101	101	NUM
american_scientific_journal-11430	12	19	,	,	PUNCT
american_scientific_journal-11430	12	20	no	no	DET
american_scientific_journal-11430	12	21	1	1	NUM
american_scientific_journal-11430	12	22	,	,	PUNCT
american_scientific_journal-11430	12	23	pp	pp	ADV
american_scientific_journal-11430	12	24	97	97	NUM
american_scientific_journal-11430	12	25	-	-	SYM
american_scientific_journal-11430	12	26	108	108	NUM
american_scientific_journal-11430	12	27	98	98	NUM
american_scientific_journal-11430	12	28	1	1	NUM
american_scientific_journal-11430	12	29	.	.	PUNCT
american_scientific_journal-11430	13	1	introduction	introduction	NOUN
american_scientific_journal-11430	13	2	the	the	DET
american_scientific_journal-11430	13	3	world	world	NOUN
american_scientific_journal-11430	13	4	of	of	ADP
american_scientific_journal-11430	13	5	machine	machine	NOUN
american_scientific_journal-11430	13	6	learning	learning	NOUN
american_scientific_journal-11430	13	7	(	(	PUNCT
american_scientific_journal-11430	13	8	ml	ml	NOUN
american_scientific_journal-11430	13	9	)	)	PUNCT
american_scientific_journal-11430	13	10	has	have	VERB
american_scientific_journal-11430	13	11	unending	unending	ADJ
american_scientific_journal-11430	13	12	applications	application	NOUN
american_scientific_journal-11430	13	13	in	in	ADP
american_scientific_journal-11430	13	14	the	the	DET
american_scientific_journal-11430	13	15	universe	universe	NOUN
american_scientific_journal-11430	13	16	.	.	PUNCT
american_scientific_journal-11430	14	1	through	through	ADP
american_scientific_journal-11430	14	2	the	the	DET
american_scientific_journal-11430	14	3	design	design	NOUN
american_scientific_journal-11430	14	4	and	and	CCONJ
american_scientific_journal-11430	14	5	perception	perception	NOUN
american_scientific_journal-11430	14	6	of	of	ADP
american_scientific_journal-11430	14	7	machines	machine	NOUN
american_scientific_journal-11430	14	8	,	,	PUNCT
american_scientific_journal-11430	14	9	artificial	artificial	ADJ
american_scientific_journal-11430	14	10	intelligence	intelligence	NOUN
american_scientific_journal-11430	14	11	(	(	PUNCT
american_scientific_journal-11430	14	12	ai	ai	NOUN
american_scientific_journal-11430	14	13	)	)	PUNCT
american_scientific_journal-11430	14	14	,	,	PUNCT
american_scientific_journal-11430	14	15	and	and	CCONJ
american_scientific_journal-11430	14	16	robotics	robotic	NOUN
american_scientific_journal-11430	14	17	;	;	PUNCT
american_scientific_journal-11430	14	18	physical	physical	ADJ
american_scientific_journal-11430	14	19	problems	problem	NOUN
american_scientific_journal-11430	14	20	,	,	PUNCT
american_scientific_journal-11430	14	21	technical	technical	ADJ
american_scientific_journal-11430	14	22	challenges	challenge	NOUN
american_scientific_journal-11430	14	23	,	,	PUNCT
american_scientific_journal-11430	14	24	and	and	CCONJ
american_scientific_journal-11430	14	25	most	most	ADJ
american_scientific_journal-11430	14	26	especially	especially	ADV
american_scientific_journal-11430	14	27	medical	medical	ADJ
american_scientific_journal-11430	14	28	contingencies	contingency	NOUN
american_scientific_journal-11430	14	29	and	and	CCONJ
american_scientific_journal-11430	14	30	healthcare	healthcare	NOUN
american_scientific_journal-11430	14	31	complications	complication	NOUN
american_scientific_journal-11430	14	32	have	have	AUX
american_scientific_journal-11430	14	33	been	be	AUX
american_scientific_journal-11430	14	34	mitigated	mitigate	VERB
american_scientific_journal-11430	14	35	and	and	CCONJ
american_scientific_journal-11430	14	36	perused	peruse	VERB
american_scientific_journal-11430	14	37	.	.	PUNCT
american_scientific_journal-11430	15	1	this	this	DET
american_scientific_journal-11430	15	2	study	study	NOUN
american_scientific_journal-11430	15	3	has	have	AUX
american_scientific_journal-11430	15	4	found	find	VERB
american_scientific_journal-11430	15	5	the	the	DET
american_scientific_journal-11430	15	6	pertinence	pertinence	NOUN
american_scientific_journal-11430	15	7	of	of	ADP
american_scientific_journal-11430	15	8	artificial	artificial	ADJ
american_scientific_journal-11430	15	9	neural	neural	ADJ
american_scientific_journal-11430	15	10	networks	network	NOUN
american_scientific_journal-11430	15	11	by	by	ADP
american_scientific_journal-11430	15	12	employing	employ	VERB
american_scientific_journal-11430	15	13	the	the	DET
american_scientific_journal-11430	15	14	convolutional	convolutional	ADJ
american_scientific_journal-11430	15	15	neural	neural	ADJ
american_scientific_journal-11430	15	16	network	network	NOUN
american_scientific_journal-11430	15	17	(	(	PUNCT
american_scientific_journal-11430	15	18	cnn	cnn	PROPN
american_scientific_journal-11430	15	19	)	)	PUNCT
american_scientific_journal-11430	15	20	in	in	ADP
american_scientific_journal-11430	15	21	detecting	detect	VERB
american_scientific_journal-11430	15	22	and	and	CCONJ
american_scientific_journal-11430	15	23	interpreting	interpret	VERB
american_scientific_journal-11430	15	24	the	the	DET
american_scientific_journal-11430	15	25	x	x	ADJ
american_scientific_journal-11430	15	26	-	-	NOUN
american_scientific_journal-11430	15	27	ray	ray	NOUN
american_scientific_journal-11430	15	28	scans	scan	NOUN
american_scientific_journal-11430	15	29	for	for	ADP
american_scientific_journal-11430	15	30	the	the	DET
american_scientific_journal-11430	15	31	presence	presence	NOUN
american_scientific_journal-11430	15	32	of	of	ADP
american_scientific_journal-11430	15	33	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	15	34	.	.	PUNCT
american_scientific_journal-11430	16	1	artificial	artificial	ADJ
american_scientific_journal-11430	16	2	neural	neural	ADJ
american_scientific_journal-11430	16	3	networks	network	NOUN
american_scientific_journal-11430	16	4	(	(	PUNCT
american_scientific_journal-11430	16	5	anns	anns	PROPN
american_scientific_journal-11430	16	6	)	)	PUNCT
american_scientific_journal-11430	16	7	,	,	PUNCT
american_scientific_journal-11430	16	8	simply	simply	ADV
american_scientific_journal-11430	16	9	called	call	VERB
american_scientific_journal-11430	16	10	neural	neural	ADJ
american_scientific_journal-11430	16	11	networks	network	NOUN
american_scientific_journal-11430	16	12	(	(	PUNCT
american_scientific_journal-11430	16	13	nns	nn	NOUN
american_scientific_journal-11430	16	14	)	)	PUNCT
american_scientific_journal-11430	16	15	,	,	PUNCT
american_scientific_journal-11430	16	16	are	be	AUX
american_scientific_journal-11430	16	17	computing	compute	VERB
american_scientific_journal-11430	16	18	systems	system	NOUN
american_scientific_journal-11430	16	19	inspired	inspire	VERB
american_scientific_journal-11430	16	20	by	by	ADP
american_scientific_journal-11430	16	21	the	the	DET
american_scientific_journal-11430	16	22	biological	biological	ADJ
american_scientific_journal-11430	16	23	neural	neural	ADJ
american_scientific_journal-11430	16	24	networks	network	NOUN
american_scientific_journal-11430	16	25	that	that	PRON
american_scientific_journal-11430	16	26	constitute	constitute	VERB
american_scientific_journal-11430	16	27	animal	animal	NOUN
american_scientific_journal-11430	16	28	brains	brain	NOUN
american_scientific_journal-11430	16	29	[	[	X
american_scientific_journal-11430	16	30	1	1	NUM
american_scientific_journal-11430	16	31	]	]	PUNCT
american_scientific_journal-11430	16	32	.	.	PUNCT
american_scientific_journal-11430	17	1	an	an	DET
american_scientific_journal-11430	17	2	ann	ann	PROPN
american_scientific_journal-11430	17	3	is	be	AUX
american_scientific_journal-11430	17	4	based	base	VERB
american_scientific_journal-11430	17	5	on	on	ADP
american_scientific_journal-11430	17	6	a	a	DET
american_scientific_journal-11430	17	7	collection	collection	NOUN
american_scientific_journal-11430	17	8	of	of	ADP
american_scientific_journal-11430	17	9	connected	connected	ADJ
american_scientific_journal-11430	17	10	units	unit	NOUN
american_scientific_journal-11430	17	11	or	or	CCONJ
american_scientific_journal-11430	17	12	nodes	node	NOUN
american_scientific_journal-11430	17	13	called	call	VERB
american_scientific_journal-11430	17	14	artificial	artificial	ADJ
american_scientific_journal-11430	17	15	neurons	neuron	NOUN
american_scientific_journal-11430	17	16	,	,	PUNCT
american_scientific_journal-11430	17	17	which	which	PRON
american_scientific_journal-11430	17	18	loosely	loosely	ADV
american_scientific_journal-11430	17	19	model	model	VERB
american_scientific_journal-11430	17	20	the	the	DET
american_scientific_journal-11430	17	21	neurons	neuron	NOUN
american_scientific_journal-11430	17	22	in	in	ADP
american_scientific_journal-11430	17	23	a	a	DET
american_scientific_journal-11430	17	24	biological	biological	ADJ
american_scientific_journal-11430	17	25	brain	brain	NOUN
american_scientific_journal-11430	18	1	[	[	X
american_scientific_journal-11430	18	2	2	2	NUM
american_scientific_journal-11430	18	3	]	]	PUNCT
american_scientific_journal-11430	18	4	.	.	PUNCT
american_scientific_journal-11430	19	1	an	an	DET
american_scientific_journal-11430	19	2	artificial	artificial	ADJ
american_scientific_journal-11430	19	3	neural	neural	ADJ
american_scientific_journal-11430	19	4	network	network	NOUN
american_scientific_journal-11430	19	5	is	be	AUX
american_scientific_journal-11430	19	6	known	know	VERB
american_scientific_journal-11430	19	7	as	as	ADP
american_scientific_journal-11430	19	8	one	one	NUM
american_scientific_journal-11430	19	9	of	of	ADP
american_scientific_journal-11430	19	10	the	the	DET
american_scientific_journal-11430	19	11	common	common	ADJ
american_scientific_journal-11430	19	12	mathematical	mathematical	ADJ
american_scientific_journal-11430	19	13	-	-	PUNCT
american_scientific_journal-11430	19	14	computational	computational	ADJ
american_scientific_journal-11430	19	15	models	model	NOUN
american_scientific_journal-11430	19	16	that	that	PRON
american_scientific_journal-11430	19	17	are	be	AUX
american_scientific_journal-11430	19	18	employed	employ	VERB
american_scientific_journal-11430	19	19	to	to	PART
american_scientific_journal-11430	19	20	solve	solve	VERB
american_scientific_journal-11430	19	21	unanticipated	unanticipated	ADJ
american_scientific_journal-11430	19	22	dynamic	dynamic	ADJ
american_scientific_journal-11430	19	23	problems	problem	NOUN
american_scientific_journal-11430	19	24	in	in	ADP
american_scientific_journal-11430	19	25	developed	develop	VERB
american_scientific_journal-11430	19	26	behavioral	behavioral	ADJ
american_scientific_journal-11430	19	27	systems	system	NOUN
american_scientific_journal-11430	19	28	.	.	PUNCT
american_scientific_journal-11430	20	1	by	by	ADP
american_scientific_journal-11430	20	2	learning	learn	VERB
american_scientific_journal-11430	20	3	to	to	PART
american_scientific_journal-11430	20	4	recognize	recognize	VERB
american_scientific_journal-11430	20	5	patterns	pattern	NOUN
american_scientific_journal-11430	20	6	from	from	ADP
american_scientific_journal-11430	20	7	data	datum	NOUN
american_scientific_journal-11430	20	8	in	in	ADP
american_scientific_journal-11430	20	9	which	which	PRON
american_scientific_journal-11430	20	10	other	other	ADJ
american_scientific_journal-11430	20	11	computational	computational	ADJ
american_scientific_journal-11430	20	12	and	and	CCONJ
american_scientific_journal-11430	20	13	statistical	statistical	ADJ
american_scientific_journal-11430	20	14	methods	method	NOUN
american_scientific_journal-11430	20	15	failed	fail	VERB
american_scientific_journal-11430	20	16	to	to	PART
american_scientific_journal-11430	20	17	solve	solve	VERB
american_scientific_journal-11430	20	18	,	,	PUNCT
american_scientific_journal-11430	20	19	artificial	artificial	ADJ
american_scientific_journal-11430	20	20	neural	neural	ADJ
american_scientific_journal-11430	20	21	networks	network	NOUN
american_scientific_journal-11430	20	22	can	can	AUX
american_scientific_journal-11430	20	23	solve	solve	VERB
american_scientific_journal-11430	20	24	the	the	DET
american_scientific_journal-11430	20	25	problems	problem	NOUN
american_scientific_journal-11430	20	26	[	[	X
american_scientific_journal-11430	20	27	3	3	NUM
american_scientific_journal-11430	20	28	]	]	PUNCT
american_scientific_journal-11430	20	29	.	.	PUNCT
american_scientific_journal-11430	21	1	convolutional	convolutional	ADJ
american_scientific_journal-11430	21	2	neural	neural	ADJ
american_scientific_journal-11430	21	3	network	network	NOUN
american_scientific_journal-11430	21	4	(	(	PUNCT
american_scientific_journal-11430	21	5	cnn	cnn	PROPN
american_scientific_journal-11430	21	6	)	)	PUNCT
american_scientific_journal-11430	21	7	is	be	AUX
american_scientific_journal-11430	21	8	a	a	DET
american_scientific_journal-11430	21	9	type	type	NOUN
american_scientific_journal-11430	21	10	of	of	ADP
american_scientific_journal-11430	21	11	ann	ann	PROPN
american_scientific_journal-11430	21	12	in	in	ADP
american_scientific_journal-11430	21	13	deep	deep	ADJ
american_scientific_journal-11430	21	14	learning	learning	NOUN
american_scientific_journal-11430	21	15	(	(	PUNCT
american_scientific_journal-11430	21	16	dl	dl	INTJ
american_scientific_journal-11430	21	17	)	)	PUNCT
american_scientific_journal-11430	21	18	that	that	PRON
american_scientific_journal-11430	21	19	is	be	AUX
american_scientific_journal-11430	21	20	mostly	mostly	ADV
american_scientific_journal-11430	21	21	applied	apply	VERB
american_scientific_journal-11430	21	22	to	to	PART
american_scientific_journal-11430	21	23	analyze	analyze	VERB
american_scientific_journal-11430	21	24	visual	visual	ADJ
american_scientific_journal-11430	21	25	imagery	imagery	NOUN
american_scientific_journal-11430	21	26	[	[	X
american_scientific_journal-11430	21	27	4	4	NUM
american_scientific_journal-11430	21	28	]	]	PUNCT
american_scientific_journal-11430	21	29	.	.	PUNCT
american_scientific_journal-11430	22	1	cnn	cnn	PROPN
american_scientific_journal-11430	22	2	also	also	ADV
american_scientific_journal-11430	22	3	uses	use	VERB
american_scientific_journal-11430	22	4	a	a	DET
american_scientific_journal-11430	22	5	mathematical	mathematical	ADJ
american_scientific_journal-11430	22	6	operation	operation	NOUN
american_scientific_journal-11430	22	7	called	call	VERB
american_scientific_journal-11430	22	8	convolution	convolution	NOUN
american_scientific_journal-11430	22	9	in	in	ADP
american_scientific_journal-11430	22	10	place	place	NOUN
american_scientific_journal-11430	22	11	of	of	ADP
american_scientific_journal-11430	22	12	general	general	ADJ
american_scientific_journal-11430	22	13	matrix	matrix	NOUN
american_scientific_journal-11430	22	14	multiplication	multiplication	NOUN
american_scientific_journal-11430	22	15	in	in	ADP
american_scientific_journal-11430	22	16	at	at	ADV
american_scientific_journal-11430	22	17	least	least	ADJ
american_scientific_journal-11430	22	18	one	one	NUM
american_scientific_journal-11430	22	19	of	of	ADP
american_scientific_journal-11430	22	20	its	its	PRON
american_scientific_journal-11430	22	21	layers	layer	NOUN
american_scientific_journal-11430	22	22	[	[	X
american_scientific_journal-11430	22	23	5	5	NUM
american_scientific_journal-11430	22	24	]	]	PUNCT
american_scientific_journal-11430	22	25	.	.	PUNCT
american_scientific_journal-11430	23	1	cnns	cnns	PROPN
american_scientific_journal-11430	23	2	are	be	AUX
american_scientific_journal-11430	23	3	specifically	specifically	ADV
american_scientific_journal-11430	23	4	designed	design	VERB
american_scientific_journal-11430	23	5	to	to	PART
american_scientific_journal-11430	23	6	process	process	VERB
american_scientific_journal-11430	23	7	pixel	pixel	PROPN
american_scientific_journal-11430	23	8	data	data	PROPN
american_scientific_journal-11430	23	9	,	,	PUNCT
american_scientific_journal-11430	23	10	interpret	interpret	VERB
american_scientific_journal-11430	23	11	it	it	PRON
american_scientific_journal-11430	23	12	,	,	PUNCT
american_scientific_journal-11430	23	13	and	and	CCONJ
american_scientific_journal-11430	23	14	use	use	VERB
american_scientific_journal-11430	23	15	it	it	PRON
american_scientific_journal-11430	23	16	for	for	ADP
american_scientific_journal-11430	23	17	image	image	NOUN
american_scientific_journal-11430	23	18	recognition	recognition	NOUN
american_scientific_journal-11430	23	19	and	and	CCONJ
american_scientific_journal-11430	23	20	processing	processing	NOUN
american_scientific_journal-11430	23	21	.	.	PUNCT
american_scientific_journal-11430	24	1	cnn	cnn	PROPN
american_scientific_journal-11430	24	2	applications	application	NOUN
american_scientific_journal-11430	24	3	include	include	VERB
american_scientific_journal-11430	24	4	image	image	NOUN
american_scientific_journal-11430	24	5	and	and	CCONJ
american_scientific_journal-11430	24	6	video	video	NOUN
american_scientific_journal-11430	24	7	recognition	recognition	NOUN
american_scientific_journal-11430	24	8	,	,	PUNCT
american_scientific_journal-11430	24	9	recommender	recommender	NOUN
american_scientific_journal-11430	24	10	systems	system	NOUN
american_scientific_journal-11430	24	11	[	[	X
american_scientific_journal-11430	24	12	6	6	NUM
american_scientific_journal-11430	24	13	]	]	PUNCT
american_scientific_journal-11430	24	14	,	,	PUNCT
american_scientific_journal-11430	24	15	image	image	NOUN
american_scientific_journal-11430	24	16	classification	classification	NOUN
american_scientific_journal-11430	24	17	,	,	PUNCT
american_scientific_journal-11430	24	18	image	image	NOUN
american_scientific_journal-11430	24	19	segmentation	segmentation	NOUN
american_scientific_journal-11430	24	20	,	,	PUNCT
american_scientific_journal-11430	24	21	medical	medical	ADJ
american_scientific_journal-11430	24	22	image	image	NOUN
american_scientific_journal-11430	24	23	analysis	analysis	NOUN
american_scientific_journal-11430	24	24	,	,	PUNCT
american_scientific_journal-11430	24	25	and	and	CCONJ
american_scientific_journal-11430	24	26	many	many	ADJ
american_scientific_journal-11430	24	27	more	more	ADJ
american_scientific_journal-11430	24	28	as	as	SCONJ
american_scientific_journal-11430	24	29	indicated	indicate	VERB
american_scientific_journal-11430	24	30	by	by	ADP
american_scientific_journal-11430	24	31	scholars	scholar	NOUN
american_scientific_journal-11430	24	32	[	[	X
american_scientific_journal-11430	24	33	7	7	NUM
american_scientific_journal-11430	24	34	,	,	PUNCT
american_scientific_journal-11430	24	35	8	8	NUM
american_scientific_journal-11430	24	36	]	]	PUNCT
american_scientific_journal-11430	24	37	.	.	PUNCT
american_scientific_journal-11430	25	1	cnn	cnn	PROPN
american_scientific_journal-11430	25	2	has	have	AUX
american_scientific_journal-11430	25	3	gained	gain	VERB
american_scientific_journal-11430	25	4	prominence	prominence	NOUN
american_scientific_journal-11430	25	5	in	in	ADP
american_scientific_journal-11430	25	6	various	various	ADJ
american_scientific_journal-11430	25	7	applications	application	NOUN
american_scientific_journal-11430	25	8	like	like	ADP
american_scientific_journal-11430	25	9	pattern	pattern	NOUN
american_scientific_journal-11430	25	10	recognition	recognition	NOUN
american_scientific_journal-11430	25	11	,	,	PUNCT
american_scientific_journal-11430	25	12	which	which	PRON
american_scientific_journal-11430	25	13	this	this	DET
american_scientific_journal-11430	25	14	study	study	NOUN
american_scientific_journal-11430	25	15	will	will	AUX
american_scientific_journal-11430	25	16	employ	employ	VERB
american_scientific_journal-11430	25	17	in	in	ADP
american_scientific_journal-11430	25	18	designing	design	VERB
american_scientific_journal-11430	25	19	a	a	DET
american_scientific_journal-11430	25	20	system	system	NOUN
american_scientific_journal-11430	25	21	of	of	ADP
american_scientific_journal-11430	25	22	cnn	cnn	PROPN
american_scientific_journal-11430	25	23	that	that	PRON
american_scientific_journal-11430	25	24	detects	detect	VERB
american_scientific_journal-11430	25	25	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	25	26	from	from	ADP
american_scientific_journal-11430	25	27	x	x	NOUN
american_scientific_journal-11430	25	28	-	-	NOUN
american_scientific_journal-11430	25	29	ray	ray	ADJ
american_scientific_journal-11430	25	30	scan	scan	NOUN
american_scientific_journal-11430	25	31	images	image	NOUN
american_scientific_journal-11430	25	32	.	.	PUNCT
american_scientific_journal-11430	26	1	this	this	DET
american_scientific_journal-11430	26	2	study	study	NOUN
american_scientific_journal-11430	26	3	aims	aim	VERB
american_scientific_journal-11430	26	4	to	to	PART
american_scientific_journal-11430	26	5	model	model	VERB
american_scientific_journal-11430	26	6	and	and	CCONJ
american_scientific_journal-11430	26	7	design	design	VERB
american_scientific_journal-11430	26	8	a	a	DET
american_scientific_journal-11430	26	9	cnn	cnn	NOUN
american_scientific_journal-11430	26	10	system	system	NOUN
american_scientific_journal-11430	26	11	that	that	PRON
american_scientific_journal-11430	26	12	reads	read	VERB
american_scientific_journal-11430	26	13	x	x	ADJ
american_scientific_journal-11430	26	14	-	-	NOUN
american_scientific_journal-11430	26	15	ray	ray	NOUN
american_scientific_journal-11430	26	16	scans	scan	NOUN
american_scientific_journal-11430	26	17	and	and	CCONJ
american_scientific_journal-11430	26	18	interprets	interpret	VERB
american_scientific_journal-11430	26	19	the	the	DET
american_scientific_journal-11430	26	20	results	result	NOUN
american_scientific_journal-11430	26	21	.	.	PUNCT
american_scientific_journal-11430	27	1	the	the	DET
american_scientific_journal-11430	27	2	objectives	objective	NOUN
american_scientific_journal-11430	27	3	of	of	ADP
american_scientific_journal-11430	27	4	the	the	DET
american_scientific_journal-11430	27	5	research	research	NOUN
american_scientific_journal-11430	27	6	are	be	AUX
american_scientific_journal-11430	27	7	:	:	PUNCT
american_scientific_journal-11430	27	8			NOUN
american_scientific_journal-11430	27	9	to	to	PART
american_scientific_journal-11430	27	10	code	code	VERB
american_scientific_journal-11430	27	11	a	a	DET
american_scientific_journal-11430	27	12	cnn	cnn	PROPN
american_scientific_journal-11430	27	13	algorithm	algorithm	NOUN
american_scientific_journal-11430	27	14	that	that	PRON
american_scientific_journal-11430	27	15	will	will	AUX
american_scientific_journal-11430	27	16	read	read	VERB
american_scientific_journal-11430	27	17	and	and	CCONJ
american_scientific_journal-11430	27	18	interpret	interpret	VERB
american_scientific_journal-11430	27	19	the	the	DET
american_scientific_journal-11430	27	20	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	27	21	clinical	clinical	ADJ
american_scientific_journal-11430	27	22	data	datum	NOUN
american_scientific_journal-11430	27	23	.	.	PUNCT
american_scientific_journal-11430	28	1			X
american_scientific_journal-11430	28	2	to	to	PART
american_scientific_journal-11430	28	3	train	train	VERB
american_scientific_journal-11430	28	4	the	the	DET
american_scientific_journal-11430	28	5	system	system	NOUN
american_scientific_journal-11430	28	6	for	for	ADP
american_scientific_journal-11430	28	7	reading	read	VERB
american_scientific_journal-11430	28	8	and	and	CCONJ
american_scientific_journal-11430	28	9	detecting	detect	VERB
american_scientific_journal-11430	28	10	the	the	DET
american_scientific_journal-11430	28	11	dataset	dataset	NOUN
american_scientific_journal-11430	28	12	using	use	VERB
american_scientific_journal-11430	28	13	the	the	DET
american_scientific_journal-11430	28	14	cnn	cnn	PROPN
american_scientific_journal-11430	28	15	algorithm	algorithm	NOUN
american_scientific_journal-11430	28	16	.	.	PUNCT
american_scientific_journal-11430	29	1			PUNCT
american_scientific_journal-11430	29	2	to	to	PART
american_scientific_journal-11430	29	3	test	test	VERB
american_scientific_journal-11430	29	4	and	and	CCONJ
american_scientific_journal-11430	29	5	verify	verify	VERB
american_scientific_journal-11430	29	6	the	the	DET
american_scientific_journal-11430	29	7	system	system	NOUN
american_scientific_journal-11430	29	8	for	for	ADP
american_scientific_journal-11430	29	9	simulation	simulation	NOUN
american_scientific_journal-11430	29	10	of	of	ADP
american_scientific_journal-11430	29	11	different	different	ADJ
american_scientific_journal-11430	29	12	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	29	13	clinical	clinical	ADJ
american_scientific_journal-11430	29	14	data	datum	NOUN
american_scientific_journal-11430	29	15	.	.	PUNCT
american_scientific_journal-11430	30	1	2	2	X
american_scientific_journal-11430	30	2	.	.	X
american_scientific_journal-11430	30	3	methods	method	NOUN
american_scientific_journal-11430	30	4	the	the	DET
american_scientific_journal-11430	30	5	study	study	NOUN
american_scientific_journal-11430	30	6	involved	involve	VERB
american_scientific_journal-11430	30	7	designing	design	VERB
american_scientific_journal-11430	30	8	a	a	DET
american_scientific_journal-11430	30	9	convolutional	convolutional	ADJ
american_scientific_journal-11430	30	10	neural	neural	ADJ
american_scientific_journal-11430	30	11	network	network	NOUN
american_scientific_journal-11430	30	12	(	(	PUNCT
american_scientific_journal-11430	30	13	cnn	cnn	PROPN
american_scientific_journal-11430	30	14	)	)	PUNCT
american_scientific_journal-11430	30	15	system	system	NOUN
american_scientific_journal-11430	30	16	to	to	PART
american_scientific_journal-11430	30	17	detect	detect	VERB
american_scientific_journal-11430	30	18	,	,	PUNCT
american_scientific_journal-11430	30	19	identify	identify	VERB
american_scientific_journal-11430	30	20	,	,	PUNCT
american_scientific_journal-11430	30	21	and	and	CCONJ
american_scientific_journal-11430	30	22	interpret	interpret	VERB
american_scientific_journal-11430	30	23	xray	xray	PROPN
american_scientific_journal-11430	30	24	clinical	clinical	ADJ
american_scientific_journal-11430	30	25	data	datum	NOUN
american_scientific_journal-11430	30	26	of	of	ADP
american_scientific_journal-11430	30	27	patients	patient	NOUN
american_scientific_journal-11430	30	28	with	with	ADP
american_scientific_journal-11430	30	29	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	30	30	.	.	PUNCT
american_scientific_journal-11430	31	1	the	the	DET
american_scientific_journal-11430	31	2	cnn	cnn	PROPN
american_scientific_journal-11430	31	3	,	,	PUNCT
american_scientific_journal-11430	31	4	utilizing	utilize	VERB
american_scientific_journal-11430	31	5	deep	deep	ADJ
american_scientific_journal-11430	31	6	learning	learning	NOUN
american_scientific_journal-11430	31	7	,	,	PUNCT
american_scientific_journal-11430	31	8	was	be	AUX
american_scientific_journal-11430	31	9	trained	train	VERB
american_scientific_journal-11430	31	10	on	on	ADP
american_scientific_journal-11430	31	11	secondary	secondary	ADJ
american_scientific_journal-11430	31	12	data	datum	NOUN
american_scientific_journal-11430	31	13	sourced	source	VERB
american_scientific_journal-11430	31	14	from	from	ADP
american_scientific_journal-11430	31	15	kaggle	kaggle	PROPN
american_scientific_journal-11430	31	16	's	's	PART
american_scientific_journal-11430	31	17	"	"	PUNCT
american_scientific_journal-11430	31	18	chest	chest	NOUN
american_scientific_journal-11430	31	19	x	x	NOUN
american_scientific_journal-11430	31	20	-	-	NOUN
american_scientific_journal-11430	31	21	ray	ray	NOUN
american_scientific_journal-11430	31	22	images	image	NOUN
american_scientific_journal-11430	31	23	(	(	PUNCT
american_scientific_journal-11430	31	24	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	31	25	)	)	PUNCT
american_scientific_journal-11430	31	26	"	"	PUNCT
american_scientific_journal-11430	32	1	dataset	dataset	VERB
american_scientific_journal-11430	32	2	by	by	ADP
american_scientific_journal-11430	32	3	paul	paul	PROPN
american_scientific_journal-11430	32	4	mooney	mooney	PROPN
american_scientific_journal-11430	32	5	,	,	PUNCT
american_scientific_journal-11430	32	6	updated	update	VERB
american_scientific_journal-11430	32	7	five	five	NUM
american_scientific_journal-11430	32	8	years	year	NOUN
american_scientific_journal-11430	32	9	ago	ago	ADV
american_scientific_journal-11430	32	10	,	,	PUNCT
american_scientific_journal-11430	32	11	and	and	CCONJ
american_scientific_journal-11430	32	12	rated	rate	VERB
american_scientific_journal-11430	32	13	7.50	7.50	NUM
american_scientific_journal-11430	32	14	in	in	ADP
american_scientific_journal-11430	32	15	usability	usability	NOUN
american_scientific_journal-11430	32	16	as	as	ADP
american_scientific_journal-11430	32	17	of	of	ADP
american_scientific_journal-11430	32	18	june	june	PROPN
american_scientific_journal-11430	32	19	15	15	NUM
american_scientific_journal-11430	32	20	,	,	PUNCT
american_scientific_journal-11430	32	21	2023	2023	NUM
american_scientific_journal-11430	32	22	.	.	PUNCT
american_scientific_journal-11430	33	1	the	the	DET
american_scientific_journal-11430	33	2	dataset	dataset	NOUN
american_scientific_journal-11430	33	3	,	,	PUNCT
american_scientific_journal-11430	33	4	originally	originally	ADV
american_scientific_journal-11430	33	5	from	from	ADP
american_scientific_journal-11430	33	6	guangzhou	guangzhou	PROPN
american_scientific_journal-11430	33	7	women	woman	NOUN
american_scientific_journal-11430	33	8	and	and	CCONJ
american_scientific_journal-11430	33	9	children	child	NOUN
american_scientific_journal-11430	33	10	’s	’s	PART
american_scientific_journal-11430	33	11	medical	medical	ADJ
american_scientific_journal-11430	33	12	center	center	NOUN
american_scientific_journal-11430	33	13	,	,	PUNCT
american_scientific_journal-11430	33	14	includes	include	VERB
american_scientific_journal-11430	33	15	pediatric	pediatric	ADJ
american_scientific_journal-11430	33	16	patient	patient	NOUN
american_scientific_journal-11430	33	17	x	x	NOUN
american_scientific_journal-11430	33	18	-	-	NOUN
american_scientific_journal-11430	33	19	rays	ray	NOUN
american_scientific_journal-11430	33	20	,	,	PUNCT
american_scientific_journal-11430	33	21	screened	screen	VERB
american_scientific_journal-11430	33	22	for	for	ADP
american_scientific_journal-11430	33	23	quality	quality	NOUN
american_scientific_journal-11430	33	24	control	control	NOUN
american_scientific_journal-11430	33	25	,	,	PUNCT
american_scientific_journal-11430	33	26	depicting	depict	VERB
american_scientific_journal-11430	33	27	clear	clear	ADJ
american_scientific_journal-11430	33	28	lungs	lung	NOUN
american_scientific_journal-11430	33	29	,	,	PUNCT
american_scientific_journal-11430	33	30	bacterial	bacterial	ADJ
american_scientific_journal-11430	33	31	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	33	32	with	with	ADP
american_scientific_journal-11430	33	33	focal	focal	ADJ
american_scientific_journal-11430	33	34	lobar	lobar	ADJ
american_scientific_journal-11430	33	35	consolidation	consolidation	NOUN
american_scientific_journal-11430	33	36	,	,	PUNCT
american_scientific_journal-11430	33	37	and	and	CCONJ
american_scientific_journal-11430	33	38	viral	viral	ADJ
american_scientific_journal-11430	33	39	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	33	40	with	with	ADP
american_scientific_journal-11430	33	41	a	a	DET
american_scientific_journal-11430	33	42	diffuse	diffuse	ADJ
american_scientific_journal-11430	33	43	interstitial	interstitial	ADJ
american_scientific_journal-11430	33	44	pattern	pattern	NOUN
american_scientific_journal-11430	33	45	.	.	PUNCT
american_scientific_journal-11430	34	1	the	the	DET
american_scientific_journal-11430	34	2	classification	classification	NOUN
american_scientific_journal-11430	34	3	of	of	ADP
american_scientific_journal-11430	34	4	chest	chest	NOUN
american_scientific_journal-11430	34	5	x	x	NOUN
american_scientific_journal-11430	34	6	-	-	NOUN
american_scientific_journal-11430	34	7	ray	ray	NOUN
american_scientific_journal-11430	34	8	images	image	NOUN
american_scientific_journal-11430	34	9	(	(	PUNCT
american_scientific_journal-11430	34	10	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	34	11	)	)	PUNCT
american_scientific_journal-11430	34	12	was	be	AUX
american_scientific_journal-11430	34	13	performed	perform	VERB
american_scientific_journal-11430	34	14	on	on	ADP
american_scientific_journal-11430	34	15	python	python	PROPN
american_scientific_journal-11430	34	16	.	.	PUNCT
american_scientific_journal-11430	35	1	essential	essential	ADJ
american_scientific_journal-11430	35	2	python	python	PROPN
american_scientific_journal-11430	35	3	libraries	library	NOUN
american_scientific_journal-11430	35	4	such	such	ADJ
american_scientific_journal-11430	35	5	as	as	ADP
american_scientific_journal-11430	35	6	numpy	numpy	NOUN
american_scientific_journal-11430	35	7	,	,	PUNCT
american_scientific_journal-11430	35	8	pandas	panda	NOUN
american_scientific_journal-11430	35	9	,	,	PUNCT
american_scientific_journal-11430	35	10	matplotlib	matplotlib	PROPN
american_scientific_journal-11430	35	11	,	,	PUNCT
american_scientific_journal-11430	35	12	seaborn	seaborn	PROPN
american_scientific_journal-11430	35	13	,	,	PUNCT
american_scientific_journal-11430	35	14	and	and	CCONJ
american_scientific_journal-11430	35	15	tensorflow	tensorflow	NOUN
american_scientific_journal-11430	35	16	were	be	AUX
american_scientific_journal-11430	35	17	imported	import	VERB
american_scientific_journal-11430	35	18	and	and	CCONJ
american_scientific_journal-11430	35	19	initialized	initialize	VERB
american_scientific_journal-11430	35	20	.	.	PUNCT
american_scientific_journal-11430	36	1	detailed	detailed	ADJ
american_scientific_journal-11430	36	2	information	information	NOUN
american_scientific_journal-11430	36	3	and	and	CCONJ
american_scientific_journal-11430	36	4	descriptions	description	NOUN
american_scientific_journal-11430	36	5	of	of	ADP
american_scientific_journal-11430	36	6	the	the	DET
american_scientific_journal-11430	36	7	dataset	dataset	NOUN
american_scientific_journal-11430	36	8	were	be	AUX
american_scientific_journal-11430	36	9	computed	compute	VERB
american_scientific_journal-11430	36	10	,	,	PUNCT
american_scientific_journal-11430	36	11	followed	follow	VERB
american_scientific_journal-11430	36	12	by	by	ADP
american_scientific_journal-11430	36	13	visualizations	visualization	NOUN
american_scientific_journal-11430	36	14	to	to	PART
american_scientific_journal-11430	36	15	ensure	ensure	VERB
american_scientific_journal-11430	36	16	quality	quality	NOUN
american_scientific_journal-11430	36	17	control	control	NOUN
american_scientific_journal-11430	36	18	by	by	ADP
american_scientific_journal-11430	36	19	american	american	ADJ
american_scientific_journal-11430	36	20	academic	academic	PROPN
american_scientific_journal-11430	36	21	scientific	scientific	ADJ
american_scientific_journal-11430	36	22	research	research	NOUN
american_scientific_journal-11430	36	23	journal	journal	NOUN
american_scientific_journal-11430	36	24	for	for	ADP
american_scientific_journal-11430	36	25	engineering	engineering	NOUN
american_scientific_journal-11430	36	26	,	,	PUNCT
american_scientific_journal-11430	36	27	technology	technology	NOUN
american_scientific_journal-11430	36	28	,	,	PUNCT
american_scientific_journal-11430	36	29	and	and	CCONJ
american_scientific_journal-11430	36	30	sciences	science	NOUN
american_scientific_journal-11430	36	31	(	(	PUNCT
american_scientific_journal-11430	36	32	asrjets	asrjet	NOUN
american_scientific_journal-11430	36	33	)	)	PUNCT
american_scientific_journal-11430	36	34	volume	volume	NOUN
american_scientific_journal-11430	36	35	101	101	NUM
american_scientific_journal-11430	36	36	,	,	PUNCT
american_scientific_journal-11430	36	37	no	no	DET
american_scientific_journal-11430	36	38	1	1	NUM
american_scientific_journal-11430	36	39	,	,	PUNCT
american_scientific_journal-11430	36	40	pp	pp	ADV
american_scientific_journal-11430	36	41	97	97	NUM
american_scientific_journal-11430	36	42	-	-	SYM
american_scientific_journal-11430	36	43	108	108	NUM
american_scientific_journal-11430	36	44	99	99	NUM
american_scientific_journal-11430	36	45	identifying	identify	VERB
american_scientific_journal-11430	36	46	and	and	CCONJ
american_scientific_journal-11430	36	47	removing	remove	VERB
american_scientific_journal-11430	36	48	any	any	DET
american_scientific_journal-11430	36	49	low	low	ADJ
american_scientific_journal-11430	36	50	-	-	PUNCT
american_scientific_journal-11430	36	51	quality	quality	NOUN
american_scientific_journal-11430	36	52	or	or	CCONJ
american_scientific_journal-11430	36	53	unreadable	unreadable	ADJ
american_scientific_journal-11430	36	54	scans	scan	NOUN
american_scientific_journal-11430	36	55	.	.	PUNCT
american_scientific_journal-11430	37	1	data	datum	NOUN
american_scientific_journal-11430	37	2	preparation	preparation	NOUN
american_scientific_journal-11430	37	3	involved	involve	VERB
american_scientific_journal-11430	37	4	recoding	recode	VERB
american_scientific_journal-11430	37	5	,	,	PUNCT
american_scientific_journal-11430	37	6	categorizing	categorize	VERB
american_scientific_journal-11430	37	7	,	,	PUNCT
american_scientific_journal-11430	37	8	and	and	CCONJ
american_scientific_journal-11430	37	9	manipulating	manipulate	VERB
american_scientific_journal-11430	37	10	the	the	DET
american_scientific_journal-11430	37	11	dataset	dataset	NOUN
american_scientific_journal-11430	37	12	to	to	PART
american_scientific_journal-11430	37	13	make	make	VERB
american_scientific_journal-11430	37	14	it	it	PRON
american_scientific_journal-11430	37	15	suitable	suitable	ADJ
american_scientific_journal-11430	37	16	for	for	ADP
american_scientific_journal-11430	37	17	preprocessing	preprocessing	NOUN
american_scientific_journal-11430	37	18	and	and	CCONJ
american_scientific_journal-11430	37	19	training	training	NOUN
american_scientific_journal-11430	37	20	.	.	PUNCT
american_scientific_journal-11430	38	1	the	the	DET
american_scientific_journal-11430	38	2	tensorflow	tensorflow	NOUN
american_scientific_journal-11430	38	3	library	library	NOUN
american_scientific_journal-11430	38	4	was	be	AUX
american_scientific_journal-11430	38	5	employed	employ	VERB
american_scientific_journal-11430	38	6	to	to	PART
american_scientific_journal-11430	38	7	apply	apply	VERB
american_scientific_journal-11430	38	8	convolutional	convolutional	ADJ
american_scientific_journal-11430	38	9	neural	neural	ADJ
american_scientific_journal-11430	38	10	network	network	NOUN
american_scientific_journal-11430	38	11	(	(	PUNCT
american_scientific_journal-11430	38	12	cnn	cnn	PROPN
american_scientific_journal-11430	38	13	)	)	PUNCT
american_scientific_journal-11430	38	14	algorithms	algorithm	NOUN
american_scientific_journal-11430	38	15	.	.	PUNCT
american_scientific_journal-11430	39	1	the	the	DET
american_scientific_journal-11430	39	2	trained	train	VERB
american_scientific_journal-11430	39	3	models	model	NOUN
american_scientific_journal-11430	39	4	were	be	AUX
american_scientific_journal-11430	39	5	used	use	VERB
american_scientific_journal-11430	39	6	to	to	PART
american_scientific_journal-11430	39	7	simulate	simulate	VERB
american_scientific_journal-11430	39	8	the	the	DET
american_scientific_journal-11430	39	9	diagnosis	diagnosis	NOUN
american_scientific_journal-11430	39	10	of	of	ADP
american_scientific_journal-11430	39	11	pd	pd	PROPN
american_scientific_journal-11430	39	12	data	data	PROPN
american_scientific_journal-11430	39	13	,	,	PUNCT
american_scientific_journal-11430	39	14	with	with	ADP
american_scientific_journal-11430	39	15	each	each	DET
american_scientific_journal-11430	39	16	model	model	NOUN
american_scientific_journal-11430	39	17	tested	test	VERB
american_scientific_journal-11430	39	18	and	and	CCONJ
american_scientific_journal-11430	39	19	evaluated	evaluate	VERB
american_scientific_journal-11430	39	20	,	,	PUNCT
american_scientific_journal-11430	39	21	and	and	CCONJ
american_scientific_journal-11430	39	22	performance	performance	NOUN
american_scientific_journal-11430	39	23	metrics	metric	NOUN
american_scientific_journal-11430	39	24	computed	compute	VERB
american_scientific_journal-11430	39	25	to	to	PART
american_scientific_journal-11430	39	26	assess	assess	VERB
american_scientific_journal-11430	39	27	accuracy	accuracy	NOUN
american_scientific_journal-11430	39	28	and	and	CCONJ
american_scientific_journal-11430	39	29	efficacy	efficacy	NOUN
american_scientific_journal-11430	39	30	.	.	PUNCT
american_scientific_journal-11430	40	1	3	3	X
american_scientific_journal-11430	40	2	.	.	NOUN
american_scientific_journal-11430	40	3	results	result	VERB
american_scientific_journal-11430	40	4	3.1	3.1	NUM
american_scientific_journal-11430	40	5	data	datum	NOUN
american_scientific_journal-11430	40	6	training	train	VERB
american_scientific_journal-11430	40	7	the	the	DET
american_scientific_journal-11430	40	8	x	x	ADJ
american_scientific_journal-11430	40	9	-	-	NOUN
american_scientific_journal-11430	40	10	ray	ray	NOUN
american_scientific_journal-11430	40	11	image	image	NOUN
american_scientific_journal-11430	40	12	scanning	scanning	NOUN
american_scientific_journal-11430	40	13	model	model	NOUN
american_scientific_journal-11430	40	14	was	be	AUX
american_scientific_journal-11430	40	15	developed	develop	VERB
american_scientific_journal-11430	40	16	using	use	VERB
american_scientific_journal-11430	40	17	supervised	supervised	ADJ
american_scientific_journal-11430	40	18	learning	learning	NOUN
american_scientific_journal-11430	40	19	(	(	PUNCT
american_scientific_journal-11430	40	20	sl	sl	NOUN
american_scientific_journal-11430	40	21	)	)	PUNCT
american_scientific_journal-11430	40	22	and	and	CCONJ
american_scientific_journal-11430	40	23	cnn	cnn	PROPN
american_scientific_journal-11430	40	24	.	.	PUNCT
american_scientific_journal-11430	41	1	the	the	DET
american_scientific_journal-11430	41	2	output	output	NOUN
american_scientific_journal-11430	41	3	of	of	ADP
american_scientific_journal-11430	41	4	the	the	DET
american_scientific_journal-11430	41	5	data	datum	NOUN
american_scientific_journal-11430	41	6	modeling	modeling	NOUN
american_scientific_journal-11430	41	7	is	be	AUX
american_scientific_journal-11430	41	8	presented	present	VERB
american_scientific_journal-11430	41	9	below	below	ADV
american_scientific_journal-11430	41	10	.	.	PUNCT
american_scientific_journal-11430	42	1	the	the	DET
american_scientific_journal-11430	42	2	generators	generator	NOUN
american_scientific_journal-11430	42	3	yielded	yield	VERB
american_scientific_journal-11430	42	4	batches	batch	NOUN
american_scientific_journal-11430	42	5	of	of	ADP
american_scientific_journal-11430	42	6	image	image	NOUN
american_scientific_journal-11430	42	7	data	datum	NOUN
american_scientific_journal-11430	42	8	along	along	ADP
american_scientific_journal-11430	42	9	with	with	ADP
american_scientific_journal-11430	42	10	their	their	PRON
american_scientific_journal-11430	42	11	corresponding	correspond	VERB
american_scientific_journal-11430	42	12	labels	label	NOUN
american_scientific_journal-11430	42	13	(	(	PUNCT
american_scientific_journal-11430	42	14	binary	binary	ADJ
american_scientific_journal-11430	42	15	class	class	NOUN
american_scientific_journal-11430	42	16	labels	label	NOUN
american_scientific_journal-11430	42	17	in	in	ADP
american_scientific_journal-11430	42	18	this	this	DET
american_scientific_journal-11430	42	19	case	case	NOUN
american_scientific_journal-11430	42	20	)	)	PUNCT
american_scientific_journal-11430	42	21	during	during	ADP
american_scientific_journal-11430	42	22	the	the	DET
american_scientific_journal-11430	42	23	model	model	NOUN
american_scientific_journal-11430	42	24	training	training	NOUN
american_scientific_journal-11430	42	25	and	and	CCONJ
american_scientific_journal-11430	42	26	evaluation	evaluation	NOUN
american_scientific_journal-11430	42	27	process	process	NOUN
american_scientific_journal-11430	42	28	.	.	PUNCT
american_scientific_journal-11430	43	1	this	this	DET
american_scientific_journal-11430	43	2	function	function	NOUN
american_scientific_journal-11430	43	3	helped	help	VERB
american_scientific_journal-11430	43	4	in	in	ADP
american_scientific_journal-11430	43	5	visualizing	visualize	VERB
american_scientific_journal-11430	43	6	the	the	DET
american_scientific_journal-11430	43	7	x	x	NOUN
american_scientific_journal-11430	43	8	-	-	NOUN
american_scientific_journal-11430	43	9	ray	ray	NOUN
american_scientific_journal-11430	43	10	scan	scan	PROPN
american_scientific_journal-11430	43	11	associated	associate	VERB
american_scientific_journal-11430	43	12	with	with	ADP
american_scientific_journal-11430	43	13	a	a	DET
american_scientific_journal-11430	43	14	specific	specific	ADJ
american_scientific_journal-11430	43	15	index	index	NOUN
american_scientific_journal-11430	43	16	,	,	PUNCT
american_scientific_journal-11430	43	17	which	which	PRON
american_scientific_journal-11430	43	18	enabled	enable	VERB
american_scientific_journal-11430	43	19	the	the	DET
american_scientific_journal-11430	43	20	inspection	inspection	NOUN
american_scientific_journal-11430	43	21	of	of	ADP
american_scientific_journal-11430	43	22	the	the	DET
american_scientific_journal-11430	43	23	data	datum	NOUN
american_scientific_journal-11430	43	24	and	and	CCONJ
american_scientific_journal-11430	43	25	gain	gain	VERB
american_scientific_journal-11430	43	26	insights	insight	NOUN
american_scientific_journal-11430	43	27	into	into	ADP
american_scientific_journal-11430	43	28	the	the	DET
american_scientific_journal-11430	43	29	characteristics	characteristic	NOUN
american_scientific_journal-11430	43	30	of	of	ADP
american_scientific_journal-11430	43	31	the	the	DET
american_scientific_journal-11430	43	32	x	x	NOUN
american_scientific_journal-11430	43	33	-	-	NOUN
american_scientific_journal-11430	43	34	ray	ray	NOUN
american_scientific_journal-11430	43	35	images	image	NOUN
american_scientific_journal-11430	43	36	in	in	ADP
american_scientific_journal-11430	43	37	the	the	DET
american_scientific_journal-11430	43	38	dataset	dataset	NOUN
american_scientific_journal-11430	43	39	.	.	PUNCT
american_scientific_journal-11430	44	1	figure	figure	NOUN
american_scientific_journal-11430	44	2	1	1	NUM
american_scientific_journal-11430	44	3	:	:	PUNCT
american_scientific_journal-11430	44	4	x	x	ADJ
american_scientific_journal-11430	44	5	-	-	NOUN
american_scientific_journal-11430	44	6	ray	ray	NOUN
american_scientific_journal-11430	44	7	image	image	NOUN
american_scientific_journal-11430	44	8	from	from	ADP
american_scientific_journal-11430	44	9	training	training	NOUN
american_scientific_journal-11430	44	10	data	datum	NOUN
american_scientific_journal-11430	44	11	a	a	DET
american_scientific_journal-11430	44	12	grid	grid	NOUN
american_scientific_journal-11430	44	13	of	of	ADP
american_scientific_journal-11430	44	14	subplots	subplot	NOUN
american_scientific_journal-11430	44	15	to	to	PART
american_scientific_journal-11430	44	16	display	display	VERB
american_scientific_journal-11430	44	17	a	a	DET
american_scientific_journal-11430	44	18	random	random	ADJ
american_scientific_journal-11430	44	19	selection	selection	NOUN
american_scientific_journal-11430	44	20	of	of	ADP
american_scientific_journal-11430	44	21	x	x	NOUN
american_scientific_journal-11430	44	22	-	-	NOUN
american_scientific_journal-11430	44	23	ray	ray	NOUN
american_scientific_journal-11430	44	24	images	image	NOUN
american_scientific_journal-11430	44	25	from	from	ADP
american_scientific_journal-11430	44	26	the	the	DET
american_scientific_journal-11430	44	27	training	training	NOUN
american_scientific_journal-11430	44	28	data	datum	NOUN
american_scientific_journal-11430	44	29	was	be	AUX
american_scientific_journal-11430	44	30	created	create	VERB
american_scientific_journal-11430	44	31	.	.	PUNCT
american_scientific_journal-11430	45	1	the	the	DET
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american_scientific_journal-11430	45	3	of	of	ADP
american_scientific_journal-11430	45	4	this	this	DET
american_scientific_journal-11430	45	5	operation	operation	NOUN
american_scientific_journal-11430	45	6	allows	allow	VERB
american_scientific_journal-11430	45	7	for	for	ADP
american_scientific_journal-11430	45	8	a	a	DET
american_scientific_journal-11430	45	9	quick	quick	ADJ
american_scientific_journal-11430	45	10	visual	visual	ADJ
american_scientific_journal-11430	45	11	inspection	inspection	NOUN
american_scientific_journal-11430	45	12	of	of	ADP
american_scientific_journal-11430	45	13	multiple	multiple	ADJ
american_scientific_journal-11430	45	14	x	x	ADJ
american_scientific_journal-11430	45	15	-	-	NOUN
american_scientific_journal-11430	45	16	ray	ray	NOUN
american_scientific_journal-11430	45	17	scans	scan	NOUN
american_scientific_journal-11430	45	18	,	,	PUNCT
american_scientific_journal-11430	45	19	aiding	aid	VERB
american_scientific_journal-11430	45	20	in	in	ADP
american_scientific_journal-11430	45	21	the	the	DET
american_scientific_journal-11430	45	22	exploration	exploration	NOUN
american_scientific_journal-11430	45	23	and	and	CCONJ
american_scientific_journal-11430	45	24	analysis	analysis	NOUN
american_scientific_journal-11430	45	25	of	of	ADP
american_scientific_journal-11430	45	26	the	the	DET
american_scientific_journal-11430	45	27	dataset	dataset	NOUN
american_scientific_journal-11430	45	28	.	.	PUNCT
american_scientific_journal-11430	46	1	american	american	ADJ
american_scientific_journal-11430	46	2	academic	academic	ADJ
american_scientific_journal-11430	46	3	scientific	scientific	ADJ
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american_scientific_journal-11430	46	6	for	for	ADP
american_scientific_journal-11430	46	7	engineering	engineering	NOUN
american_scientific_journal-11430	46	8	,	,	PUNCT
american_scientific_journal-11430	46	9	technology	technology	NOUN
american_scientific_journal-11430	46	10	,	,	PUNCT
american_scientific_journal-11430	46	11	and	and	CCONJ
american_scientific_journal-11430	46	12	sciences	science	NOUN
american_scientific_journal-11430	46	13	(	(	PUNCT
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american_scientific_journal-11430	46	15	)	)	PUNCT
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american_scientific_journal-11430	46	17	101	101	NUM
american_scientific_journal-11430	46	18	,	,	PUNCT
american_scientific_journal-11430	46	19	no	no	DET
american_scientific_journal-11430	46	20	1	1	NUM
american_scientific_journal-11430	46	21	,	,	PUNCT
american_scientific_journal-11430	46	22	pp	pp	ADV
american_scientific_journal-11430	46	23	97	97	NUM
american_scientific_journal-11430	46	24	-	-	SYM
american_scientific_journal-11430	46	25	108	108	NUM
american_scientific_journal-11430	46	26	100	100	NUM
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american_scientific_journal-11430	46	28	2	2	NUM
american_scientific_journal-11430	46	29	:	:	PUNCT
american_scientific_journal-11430	46	30	random	random	ADJ
american_scientific_journal-11430	46	31	x	x	NOUN
american_scientific_journal-11430	46	32	-	-	NOUN
american_scientific_journal-11430	46	33	ray	ray	NOUN
american_scientific_journal-11430	46	34	images	image	NOUN
american_scientific_journal-11430	46	35	from	from	ADP
american_scientific_journal-11430	46	36	training	train	VERB
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american_scientific_journal-11430	46	39	,	,	PUNCT
american_scientific_journal-11430	46	40	a	a	DET
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american_scientific_journal-11430	46	43	subplots	subplot	NOUN
american_scientific_journal-11430	46	44	to	to	PART
american_scientific_journal-11430	46	45	display	display	VERB
american_scientific_journal-11430	46	46	a	a	DET
american_scientific_journal-11430	46	47	random	random	ADJ
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american_scientific_journal-11430	46	53	images	image	NOUN
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american_scientific_journal-11430	46	60	.	.	PUNCT
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american_scientific_journal-11430	47	6	x	x	NOUN
american_scientific_journal-11430	47	7	-	-	NOUN
american_scientific_journal-11430	47	8	ray	ray	NOUN
american_scientific_journal-11430	47	9	images	image	NOUN
american_scientific_journal-11430	47	10	at	at	ADP
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american_scientific_journal-11430	47	12	,	,	PUNCT
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american_scientific_journal-11430	47	21	.	.	PUNCT
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american_scientific_journal-11430	48	3	:	:	SYM
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american_scientific_journal-11430	48	7	ray	ray	NOUN
american_scientific_journal-11430	48	8	images	image	NOUN
american_scientific_journal-11430	48	9	from	from	ADP
american_scientific_journal-11430	48	10	testing	test	VERB
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american_scientific_journal-11430	48	13	,	,	PUNCT
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american_scientific_journal-11430	48	21	the	the	DET
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american_scientific_journal-11430	48	23	-	-	NOUN
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american_scientific_journal-11430	48	25	images	image	NOUN
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american_scientific_journal-11430	48	47	.	.	PUNCT
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american_scientific_journal-11430	49	8	,	,	PUNCT
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american_scientific_journal-11430	49	10	,	,	PUNCT
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american_scientific_journal-11430	49	15	)	)	PUNCT
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american_scientific_journal-11430	49	18	,	,	PUNCT
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american_scientific_journal-11430	49	21	,	,	PUNCT
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american_scientific_journal-11430	49	24	-	-	SYM
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american_scientific_journal-11430	49	47	.	.	PUNCT
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american_scientific_journal-11430	94	30	3	3	NUM
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american_scientific_journal-11430	94	33	,	,	PUNCT
american_scientific_journal-11430	94	34	layers.maxpooling2d((2	layers.maxpooling2d((2	PROPN
american_scientific_journal-11430	94	35	,	,	PUNCT
american_scientific_journal-11430	94	36	2	2	NUM
american_scientific_journal-11430	94	37	)	)	PUNCT
american_scientific_journal-11430	94	38	)	)	PUNCT
american_scientific_journal-11430	94	39	,	,	PUNCT
american_scientific_journal-11430	94	40	layers.conv2d(64	layers.conv2d(64	NOUN
american_scientific_journal-11430	94	41	,	,	PUNCT
american_scientific_journal-11430	94	42	(	(	PUNCT
american_scientific_journal-11430	94	43	3	3	NUM
american_scientific_journal-11430	94	44	,	,	PUNCT
american_scientific_journal-11430	94	45	3	3	NUM
american_scientific_journal-11430	94	46	)	)	PUNCT
american_scientific_journal-11430	94	47	,	,	PUNCT
american_scientific_journal-11430	94	48	activation='relu	activation='relu	PROPN
american_scientific_journal-11430	94	49	'	'	PUNCT
american_scientific_journal-11430	94	50	)	)	PUNCT
american_scientific_journal-11430	94	51	,	,	PUNCT
american_scientific_journal-11430	94	52	layers.maxpooling2d((2	layers.maxpooling2d((2	PROPN
american_scientific_journal-11430	94	53	,	,	PUNCT
american_scientific_journal-11430	94	54	2	2	NUM
american_scientific_journal-11430	94	55	)	)	PUNCT
american_scientific_journal-11430	94	56	)	)	PUNCT
american_scientific_journal-11430	94	57	,	,	PUNCT
american_scientific_journal-11430	94	58	layers.conv2d(128	layers.conv2d(128	PROPN
american_scientific_journal-11430	94	59	,	,	PUNCT
american_scientific_journal-11430	94	60	(	(	PUNCT
american_scientific_journal-11430	94	61	3	3	NUM
american_scientific_journal-11430	94	62	,	,	PUNCT
american_scientific_journal-11430	94	63	3	3	NUM
american_scientific_journal-11430	94	64	)	)	PUNCT
american_scientific_journal-11430	94	65	,	,	PUNCT
american_scientific_journal-11430	94	66	activation='relu	activation='relu	PROPN
american_scientific_journal-11430	94	67	'	'	PUNCT
american_scientific_journal-11430	94	68	)	)	PUNCT
american_scientific_journal-11430	94	69	,	,	PUNCT
american_scientific_journal-11430	94	70	layers.maxpooling2d((2	layers.maxpooling2d((2	PROPN
american_scientific_journal-11430	94	71	,	,	PUNCT
american_scientific_journal-11430	94	72	2	2	NUM
american_scientific_journal-11430	94	73	)	)	PUNCT
american_scientific_journal-11430	94	74	)	)	PUNCT
american_scientific_journal-11430	94	75	,	,	PUNCT
american_scientific_journal-11430	94	76	layers.flatten	layers.flatten	PROPN
american_scientific_journal-11430	94	77	(	(	PUNCT
american_scientific_journal-11430	94	78	)	)	PUNCT
american_scientific_journal-11430	94	79	,	,	PUNCT
american_scientific_journal-11430	94	80	layers.dense(128	layers.dense(128	PROPN
american_scientific_journal-11430	94	81	,	,	PUNCT
american_scientific_journal-11430	94	82	activation='relu	activation='relu	NOUN
american_scientific_journal-11430	94	83	'	'	PUNCT
american_scientific_journal-11430	94	84	)	)	PUNCT
american_scientific_journal-11430	94	85	,	,	PUNCT
american_scientific_journal-11430	94	86	layers.dense(1	layers.dense(1	PROPN
american_scientific_journal-11430	94	87	,	,	PUNCT
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american_scientific_journal-11430	94	93	figure	figure	VERB
american_scientific_journal-11430	94	94	11	11	NUM
american_scientific_journal-11430	94	95	input	input	NOUN
american_scientific_journal-11430	94	96	1	1	NUM
american_scientific_journal-11430	94	97	was	be	AUX
american_scientific_journal-11430	94	98	used	use	VERB
american_scientific_journal-11430	94	99	for	for	ADP
american_scientific_journal-11430	94	100	compiling	compile	VERB
american_scientific_journal-11430	94	101	the	the	DET
american_scientific_journal-11430	94	102	cnn	cnn	PROPN
american_scientific_journal-11430	94	103	model	model	NOUN
american_scientific_journal-11430	94	104	for	for	ADP
american_scientific_journal-11430	94	105	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	94	106	prediction	prediction	NOUN
american_scientific_journal-11430	94	107	through	through	ADP
american_scientific_journal-11430	94	108	x	x	ADJ
american_scientific_journal-11430	94	109	-	-	NOUN
american_scientific_journal-11430	94	110	ray	ray	NOUN
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american_scientific_journal-11430	94	112	.	.	PUNCT
american_scientific_journal-11430	95	1	it	it	PRON
american_scientific_journal-11430	95	2	specified	specify	VERB
american_scientific_journal-11430	95	3	the	the	DET
american_scientific_journal-11430	95	4	optimizer	optimizer	NOUN
american_scientific_journal-11430	95	5	,	,	PUNCT
american_scientific_journal-11430	95	6	loss	loss	NOUN
american_scientific_journal-11430	95	7	function	function	NOUN
american_scientific_journal-11430	95	8	,	,	PUNCT
american_scientific_journal-11430	95	9	and	and	CCONJ
american_scientific_journal-11430	95	10	evaluation	evaluation	NOUN
american_scientific_journal-11430	95	11	metrics	metric	NOUN
american_scientific_journal-11430	95	12	to	to	PART
american_scientific_journal-11430	95	13	be	be	AUX
american_scientific_journal-11430	95	14	used	use	VERB
american_scientific_journal-11430	95	15	during	during	ADP
american_scientific_journal-11430	95	16	the	the	DET
american_scientific_journal-11430	95	17	training	training	NOUN
american_scientific_journal-11430	95	18	process	process	NOUN
american_scientific_journal-11430	95	19	.	.	PUNCT
american_scientific_journal-11430	96	1	the	the	DET
american_scientific_journal-11430	96	2	training	training	NOUN
american_scientific_journal-11430	96	3	parameters	parameter	NOUN
american_scientific_journal-11430	96	4	is	be	AUX
american_scientific_journal-11430	96	5	depicted	depict	VERB
american_scientific_journal-11430	96	6	below	below	ADP
american_scientific_journal-11430	96	7	whch	whch	PROPN
american_scientific_journal-11430	96	8	consist	consist	VERB
american_scientific_journal-11430	96	9	of	of	ADP
american_scientific_journal-11430	96	10	the	the	DET
american_scientific_journal-11430	96	11	batch	batch	NOUN
american_scientific_journal-11430	96	12	size	size	NOUN
american_scientific_journal-11430	96	13	,	,	PUNCT
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american_scientific_journal-11430	96	15	of	of	ADP
american_scientific_journal-11430	96	16	epochs	epoch	NOUN
american_scientific_journal-11430	96	17	,	,	PUNCT
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american_scientific_journal-11430	96	19	shuffling	shuffle	VERB
american_scientific_journal-11430	96	20	of	of	ADP
american_scientific_journal-11430	96	21	data	datum	NOUN
american_scientific_journal-11430	96	22	during	during	ADP
american_scientific_journal-11430	96	23	training	training	NOUN
american_scientific_journal-11430	96	24	.	.	PUNCT
american_scientific_journal-11430	97	1	the	the	DET
american_scientific_journal-11430	97	2	‘	'	PUNCT
american_scientific_journal-11430	97	3	fit	fit	ADJ
american_scientific_journal-11430	97	4	’	'	PUNCT
american_scientific_journal-11430	97	5	function	function	NOUN
american_scientific_journal-11430	97	6	trained	train	VERB
american_scientific_journal-11430	97	7	the	the	DET
american_scientific_journal-11430	97	8	model	model	NOUN
american_scientific_journal-11430	97	9	using	use	VERB
american_scientific_journal-11430	97	10	the	the	DET
american_scientific_journal-11430	97	11	provided	provide	VERB
american_scientific_journal-11430	97	12	training	training	NOUN
american_scientific_journal-11430	97	13	data	datum	NOUN
american_scientific_journal-11430	97	14	,	,	PUNCT
american_scientific_journal-11430	97	15	batch	batch	NOUN
american_scientific_journal-11430	97	16	size	size	NOUN
american_scientific_journal-11430	97	17	,	,	PUNCT
american_scientific_journal-11430	97	18	and	and	CCONJ
american_scientific_journal-11430	97	19	number	number	NOUN
american_scientific_journal-11430	97	20	of	of	ADP
american_scientific_journal-11430	97	21	epochs	epoch	NOUN
american_scientific_journal-11430	97	22	.	.	PUNCT
american_scientific_journal-11430	98	1	during	during	ADP
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american_scientific_journal-11430	98	3	academic	academic	ADJ
american_scientific_journal-11430	98	4	scientific	scientific	ADJ
american_scientific_journal-11430	98	5	research	research	NOUN
american_scientific_journal-11430	98	6	journal	journal	NOUN
american_scientific_journal-11430	98	7	for	for	ADP
american_scientific_journal-11430	98	8	engineering	engineering	NOUN
american_scientific_journal-11430	98	9	,	,	PUNCT
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american_scientific_journal-11430	98	11	,	,	PUNCT
american_scientific_journal-11430	98	12	and	and	CCONJ
american_scientific_journal-11430	98	13	sciences	science	NOUN
american_scientific_journal-11430	98	14	(	(	PUNCT
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american_scientific_journal-11430	98	18	101	101	NUM
american_scientific_journal-11430	98	19	,	,	PUNCT
american_scientific_journal-11430	98	20	no	no	DET
american_scientific_journal-11430	98	21	1	1	NUM
american_scientific_journal-11430	98	22	,	,	PUNCT
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american_scientific_journal-11430	98	24	97	97	NUM
american_scientific_journal-11430	98	25	-	-	SYM
american_scientific_journal-11430	98	26	108	108	NUM
american_scientific_journal-11430	98	27	104	104	NUM
american_scientific_journal-11430	98	28	training	training	NOUN
american_scientific_journal-11430	98	29	,	,	PUNCT
american_scientific_journal-11430	98	30	the	the	DET
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american_scientific_journal-11430	98	41	and	and	CCONJ
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american_scientific_journal-11430	98	51	to	to	PART
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american_scientific_journal-11430	98	53	the	the	DET
american_scientific_journal-11430	98	54	specified	specified	ADJ
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american_scientific_journal-11430	98	56	function	function	NOUN
american_scientific_journal-11430	98	57	.	.	PUNCT
american_scientific_journal-11430	99	1	the	the	DET
american_scientific_journal-11430	99	2	training	training	NOUN
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american_scientific_journal-11430	99	4	and	and	CCONJ
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american_scientific_journal-11430	99	12	’	'	PUNCT
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american_scientific_journal-11430	99	14	,	,	PUNCT
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american_scientific_journal-11430	99	16	for	for	ADP
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american_scientific_journal-11430	99	25	.	.	PUNCT
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american_scientific_journal-11430	100	2	4	4	NUM
american_scientific_journal-11430	100	3	:	:	PUNCT
american_scientific_journal-11430	100	4	model	model	NOUN
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american_scientific_journal-11430	100	6	output	output	NOUN
american_scientific_journal-11430	100	7	epoch	epoch	PROPN
american_scientific_journal-11430	100	8	1/5	1/5	NUM
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american_scientific_journal-11430	104	34	step	step	NOUN
american_scientific_journal-11430	104	35	loss	loss	NOUN
american_scientific_journal-11430	104	36	:	:	PUNCT
american_scientific_journal-11430	104	37	0.0795	0.0795	NUM
american_scientific_journal-11430	104	38	accuracy	accuracy	NOUN
american_scientific_journal-11430	104	39	:	:	PUNCT
american_scientific_journal-11430	104	40	0.9	0.9	NUM
american_scientific_journal-11430	104	41	720	720	NUM
american_scientific_journal-11430	104	42	epoch	epoch	NOUN
american_scientific_journal-11430	104	43	4/5	4/5	NUM
american_scientific_journal-11430	104	44	157/157	157/157	NUM
american_scientific_journal-11430	105	1	[=	[=	X
american_scientific_journal-11430	105	2	=	=	SYM
american_scientific_journal-11430	105	3	=	=	SYM
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american_scientific_journal-11430	105	31	265s	265s	NUM
american_scientific_journal-11430	105	32	2s	2s	NUM
american_scientific_journal-11430	105	33	/	/	SYM
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american_scientific_journal-11430	105	36	:	:	PUNCT
american_scientific_journal-11430	105	37	0.0613	0.0613	NUM
american_scientific_journal-11430	105	38	accuracy	accuracy	NOUN
american_scientific_journal-11430	105	39	:	:	PUNCT
american_scientific_journal-11430	105	40	0.9	0.9	NUM
american_scientific_journal-11430	105	41	782	782	NUM
american_scientific_journal-11430	105	42	epoch	epoch	NOUN
american_scientific_journal-11430	106	1	5/5	5/5	NUM
american_scientific_journal-11430	106	2	157/157	157/157	NUM
american_scientific_journal-11430	106	3	[=	[=	X
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american_scientific_journal-11430	106	5	=	=	SYM
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american_scientific_journal-11430	106	8	=	=	SYM
american_scientific_journal-11430	106	9	=	=	SYM
american_scientific_journal-11430	106	10	=	=	SYM
american_scientific_journal-11430	106	11	=	=	SYM
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american_scientific_journal-11430	106	30	=	=	SYM
american_scientific_journal-11430	106	31	=	=	NOUN
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american_scientific_journal-11430	106	33	260s	260s	NUM
american_scientific_journal-11430	106	34	2s	2s	NUM
american_scientific_journal-11430	106	35	/	/	SYM
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american_scientific_journal-11430	106	38	:	:	PUNCT
american_scientific_journal-11430	106	39	0.0529	0.0529	NUM
american_scientific_journal-11430	106	40	accuracy	accuracy	NOUN
american_scientific_journal-11430	106	41	:	:	PUNCT
american_scientific_journal-11430	106	42	0.9	0.9	NUM
american_scientific_journal-11430	106	43	806	806	NUM
american_scientific_journal-11430	106	44	figure	figure	NOUN
american_scientific_journal-11430	106	45	12	12	NUM
american_scientific_journal-11430	106	46	the	the	DET
american_scientific_journal-11430	106	47	provided	provide	VERB
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american_scientific_journal-11430	106	49	snippet	snippet	NOUN
american_scientific_journal-11430	106	50	in	in	ADP
american_scientific_journal-11430	106	51	input	input	NOUN
american_scientific_journal-11430	106	52	2	2	NUM
american_scientific_journal-11430	106	53	is	be	AUX
american_scientific_journal-11430	106	54	responsible	responsible	ADJ
american_scientific_journal-11430	106	55	for	for	ADP
american_scientific_journal-11430	106	56	evaluating	evaluate	VERB
american_scientific_journal-11430	106	57	the	the	DET
american_scientific_journal-11430	106	58	trained	train	VERB
american_scientific_journal-11430	106	59	cnn	cnn	PROPN
american_scientific_journal-11430	106	60	model	model	NOUN
american_scientific_journal-11430	106	61	using	use	VERB
american_scientific_journal-11430	106	62	the	the	DET
american_scientific_journal-11430	106	63	test	test	NOUN
american_scientific_journal-11430	106	64	data	datum	NOUN
american_scientific_journal-11430	106	65	.	.	PUNCT
american_scientific_journal-11430	107	1	it	it	PRON
american_scientific_journal-11430	107	2	is	be	AUX
american_scientific_journal-11430	107	3	called	call	VERB
american_scientific_journal-11430	107	4	the	the	DET
american_scientific_journal-11430	107	5	‘	'	PUNCT
american_scientific_journal-11430	107	6	evaluate	evaluate	NOUN
american_scientific_journal-11430	107	7	’	'	PUNCT
american_scientific_journal-11430	107	8	function	function	NOUN
american_scientific_journal-11430	107	9	on	on	ADP
american_scientific_journal-11430	107	10	the	the	DET
american_scientific_journal-11430	107	11	‘	'	PUNCT
american_scientific_journal-11430	107	12	cnn_model	cnn_model	NOUN
american_scientific_journal-11430	107	13	’	'	PUNCT
american_scientific_journal-11430	107	14	with	with	ADP
american_scientific_journal-11430	107	15	the	the	DET
american_scientific_journal-11430	107	16	test	test	NOUN
american_scientific_journal-11430	107	17	data	datum	NOUN
american_scientific_journal-11430	107	18	and	and	CCONJ
american_scientific_journal-11430	107	19	assigns	assign	VERB
american_scientific_journal-11430	107	20	the	the	DET
american_scientific_journal-11430	107	21	resulting	result	VERB
american_scientific_journal-11430	107	22	loss	loss	NOUN
american_scientific_journal-11430	107	23	and	and	CCONJ
american_scientific_journal-11430	107	24	accuracy	accuracy	NOUN
american_scientific_journal-11430	107	25	values	value	NOUN
american_scientific_journal-11430	107	26	to	to	ADP
american_scientific_journal-11430	107	27	the	the	DET
american_scientific_journal-11430	107	28	variables	variable	NOUN
american_scientific_journal-11430	107	29	‘	'	PUNCT
american_scientific_journal-11430	107	30	loss	loss	NOUN
american_scientific_journal-11430	107	31	’	'	PUNCT
american_scientific_journal-11430	107	32	and	and	CCONJ
american_scientific_journal-11430	107	33	‘	'	PUNCT
american_scientific_journal-11430	107	34	accuracy	accuracy	NOUN
american_scientific_journal-11430	107	35	’	'	PUNCT
american_scientific_journal-11430	107	36	,	,	PUNCT
american_scientific_journal-11430	107	37	respectively	respectively	ADV
american_scientific_journal-11430	107	38	.	.	PUNCT
american_scientific_journal-11430	108	1	it	it	PRON
american_scientific_journal-11430	108	2	then	then	ADV
american_scientific_journal-11430	108	3	printed	print	VERB
american_scientific_journal-11430	108	4	the	the	DET
american_scientific_journal-11430	108	5	test	test	NOUN
american_scientific_journal-11430	108	6	accuracy	accuracy	NOUN
american_scientific_journal-11430	108	7	.	.	PUNCT
american_scientific_journal-11430	109	1	by	by	ADP
american_scientific_journal-11430	109	2	evaluating	evaluate	VERB
american_scientific_journal-11430	109	3	the	the	DET
american_scientific_journal-11430	109	4	model	model	NOUN
american_scientific_journal-11430	109	5	on	on	ADP
american_scientific_journal-11430	109	6	the	the	DET
american_scientific_journal-11430	109	7	test	test	NOUN
american_scientific_journal-11430	109	8	data	datum	NOUN
american_scientific_journal-11430	109	9	,	,	PUNCT
american_scientific_journal-11430	109	10	this	this	DET
american_scientific_journal-11430	109	11	code	code	NOUN
american_scientific_journal-11430	109	12	snippet	snippet	NOUN
american_scientific_journal-11430	109	13	provided	provide	VERB
american_scientific_journal-11430	109	14	an	an	DET
american_scientific_journal-11430	109	15	assessment	assessment	NOUN
american_scientific_journal-11430	109	16	of	of	ADP
american_scientific_journal-11430	109	17	the	the	DET
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american_scientific_journal-11430	109	21	on	on	ADP
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american_scientific_journal-11430	109	23	data	datum	NOUN
american_scientific_journal-11430	109	24	.	.	PUNCT
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american_scientific_journal-11430	110	3	accuracy	accuracy	NOUN
american_scientific_journal-11430	110	4	indicated	indicate	VERB
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american_scientific_journal-11430	110	6	well	well	ADV
american_scientific_journal-11430	110	7	the	the	DET
american_scientific_journal-11430	110	8	model	model	NOUN
american_scientific_journal-11430	110	9	generalizes	generalize	VERB
american_scientific_journal-11430	110	10	to	to	ADP
american_scientific_journal-11430	110	11	new	new	ADJ
american_scientific_journal-11430	110	12	x	x	NOUN
american_scientific_journal-11430	110	13	-	-	NOUN
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american_scientific_journal-11430	110	16	images	image	NOUN
american_scientific_journal-11430	110	17	that	that	PRON
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american_scientific_journal-11430	110	19	not	not	PART
american_scientific_journal-11430	110	20	used	use	VERB
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american_scientific_journal-11430	110	23	.	.	PUNCT
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american_scientific_journal-11430	111	2	2	2	NUM
american_scientific_journal-11430	111	3	:	:	PUNCT
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american_scientific_journal-11430	111	7	,	,	PUNCT
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american_scientific_journal-11430	111	9	=	=	SYM
american_scientific_journal-11430	111	10	cnn_model.evaluate(test_data	cnn_model.evaluate(test_data	PROPN
american_scientific_journal-11430	111	11	)	)	PUNCT
american_scientific_journal-11430	111	12	print(f'test	print(f't	ADJ
american_scientific_journal-11430	111	13	accuracy	accuracy	NOUN
american_scientific_journal-11430	111	14	:	:	PUNCT
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american_scientific_journal-11430	112	2	9	9	NUM
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american_scientific_journal-11430	112	4	'	'	PUNCT
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american_scientific_journal-11430	112	6	figure	figure	VERB
american_scientific_journal-11430	112	7	13	13	NUM
american_scientific_journal-11430	112	8	output	output	NOUN
american_scientific_journal-11430	112	9	5	5	NUM
american_scientific_journal-11430	112	10	:	:	PUNCT
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american_scientific_journal-11430	112	13	output	output	NOUN
american_scientific_journal-11430	112	14	2/2	2/2	NUM
american_scientific_journal-11430	113	1	[=	[=	X
american_scientific_journal-11430	113	2	=	=	SYM
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american_scientific_journal-11430	113	36	:	:	PUNCT
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american_scientific_journal-11430	113	39	:	:	PUNCT
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american_scientific_journal-11430	113	41	6	6	NUM
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american_scientific_journal-11430	113	44	:	:	PUNCT
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american_scientific_journal-11430	113	65	,	,	PUNCT
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american_scientific_journal-11430	113	67	1	1	NUM
american_scientific_journal-11430	113	68	,	,	PUNCT
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american_scientific_journal-11430	113	70	97	97	NUM
american_scientific_journal-11430	113	71	-	-	SYM
american_scientific_journal-11430	113	72	108	108	NUM
american_scientific_journal-11430	113	73	105	105	NUM
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american_scientific_journal-11430	113	75	2	2	NUM
american_scientific_journal-11430	113	76	generated	generate	VERB
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american_scientific_journal-11430	113	85	metrics	metric	NOUN
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american_scientific_journal-11430	113	92	the	the	DET
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american_scientific_journal-11430	113	95	.	.	PUNCT
american_scientific_journal-11430	114	1	the	the	DET
american_scientific_journal-11430	114	2	first	first	ADJ
american_scientific_journal-11430	114	3	plot	plot	NOUN
american_scientific_journal-11430	114	4	displays	display	VERB
american_scientific_journal-11430	114	5	the	the	DET
american_scientific_journal-11430	114	6	model	model	NOUN
american_scientific_journal-11430	114	7	accuracy	accuracy	NOUN
american_scientific_journal-11430	114	8	,	,	PUNCT
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american_scientific_journal-11430	114	10	the	the	DET
american_scientific_journal-11430	114	11	second	second	ADJ
american_scientific_journal-11430	114	12	plot	plot	NOUN
american_scientific_journal-11430	114	13	showed	show	VERB
american_scientific_journal-11430	114	14	the	the	DET
american_scientific_journal-11430	114	15	model	model	NOUN
american_scientific_journal-11430	114	16	loss	loss	NOUN
american_scientific_journal-11430	114	17	.	.	PUNCT
american_scientific_journal-11430	115	1	these	these	DET
american_scientific_journal-11430	115	2	plots	plot	NOUN
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american_scientific_journal-11430	115	4	insights	insight	NOUN
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american_scientific_journal-11430	115	6	the	the	DET
american_scientific_journal-11430	115	7	model	model	NOUN
american_scientific_journal-11430	115	8	's	's	PART
american_scientific_journal-11430	115	9	learning	learn	VERB
american_scientific_journal-11430	115	10	progress	progress	NOUN
american_scientific_journal-11430	115	11	and	and	CCONJ
american_scientific_journal-11430	115	12	performance	performance	NOUN
american_scientific_journal-11430	115	13	during	during	ADP
american_scientific_journal-11430	115	14	training	training	NOUN
american_scientific_journal-11430	115	15	.	.	PUNCT
american_scientific_journal-11430	116	1	the	the	DET
american_scientific_journal-11430	116	2	accuracy	accuracy	NOUN
american_scientific_journal-11430	116	3	plot	plot	NOUN
american_scientific_journal-11430	116	4	showed	show	VERB
american_scientific_journal-11430	116	5	how	how	SCONJ
american_scientific_journal-11430	116	6	the	the	DET
american_scientific_journal-11430	116	7	model	model	NOUN
american_scientific_journal-11430	116	8	's	's	PART
american_scientific_journal-11430	116	9	accuracy	accuracy	NOUN
american_scientific_journal-11430	116	10	improves	improve	VERB
american_scientific_journal-11430	116	11	or	or	CCONJ
american_scientific_journal-11430	116	12	stabilizes	stabilize	VERB
american_scientific_journal-11430	116	13	over	over	ADP
american_scientific_journal-11430	116	14	the	the	DET
american_scientific_journal-11430	116	15	training	training	NOUN
american_scientific_journal-11430	116	16	epochs	epoch	NOUN
american_scientific_journal-11430	116	17	,	,	PUNCT
american_scientific_journal-11430	116	18	while	while	SCONJ
american_scientific_journal-11430	116	19	the	the	DET
american_scientific_journal-11430	116	20	loss	loss	NOUN
american_scientific_journal-11430	116	21	plot	plot	NOUN
american_scientific_journal-11430	116	22	illustrated	illustrate	VERB
american_scientific_journal-11430	116	23	the	the	DET
american_scientific_journal-11430	116	24	decrease	decrease	NOUN
american_scientific_journal-11430	116	25	in	in	ADP
american_scientific_journal-11430	116	26	the	the	DET
american_scientific_journal-11430	116	27	model	model	NOUN
american_scientific_journal-11430	116	28	's	's	PART
american_scientific_journal-11430	116	29	loss	loss	NOUN
american_scientific_journal-11430	116	30	(	(	PUNCT
american_scientific_journal-11430	116	31	indicating	indicate	VERB
american_scientific_journal-11430	116	32	improved	improved	ADJ
american_scientific_journal-11430	116	33	predictions	prediction	NOUN
american_scientific_journal-11430	116	34	)	)	PUNCT
american_scientific_journal-11430	116	35	as	as	ADP
american_scientific_journal-11430	116	36	training	training	NOUN
american_scientific_journal-11430	116	37	progresses	progress	NOUN
american_scientific_journal-11430	116	38	.	.	PUNCT
american_scientific_journal-11430	117	1	the	the	DET
american_scientific_journal-11430	117	2	comparison	comparison	NOUN
american_scientific_journal-11430	117	3	between	between	ADP
american_scientific_journal-11430	117	4	the	the	DET
american_scientific_journal-11430	117	5	training	training	NOUN
american_scientific_journal-11430	117	6	and	and	CCONJ
american_scientific_journal-11430	117	7	test	test	NOUN
american_scientific_journal-11430	117	8	curves	curve	NOUN
american_scientific_journal-11430	117	9	helps	help	VERB
american_scientific_journal-11430	117	10	assess	assess	VERB
american_scientific_journal-11430	117	11	potential	potential	ADJ
american_scientific_journal-11430	117	12	overfitting	overfitting	NOUN
american_scientific_journal-11430	117	13	or	or	CCONJ
american_scientific_journal-11430	117	14	underfitting	underfitting	NOUN
american_scientific_journal-11430	117	15	of	of	ADP
american_scientific_journal-11430	117	16	the	the	DET
american_scientific_journal-11430	117	17	model	model	NOUN
american_scientific_journal-11430	117	18	.	.	PUNCT
american_scientific_journal-11430	118	1	output	output	NOUN
american_scientific_journal-11430	118	2	6	6	NUM
american_scientific_journal-11430	118	3	:	:	PUNCT
american_scientific_journal-11430	118	4	training	training	NOUN
american_scientific_journal-11430	118	5	and	and	CCONJ
american_scientific_journal-11430	118	6	validation	validation	NOUN
american_scientific_journal-11430	118	7	metrics	metric	NOUN
american_scientific_journal-11430	118	8	visualization	visualization	NOUN
american_scientific_journal-11430	118	9	output	output	NOUN
american_scientific_journal-11430	118	10	figure	figure	NOUN
american_scientific_journal-11430	118	11	5	5	NUM
american_scientific_journal-11430	118	12	:	:	PUNCT
american_scientific_journal-11430	118	13	training	training	NOUN
american_scientific_journal-11430	118	14	and	and	CCONJ
american_scientific_journal-11430	118	15	validation	validation	NOUN
american_scientific_journal-11430	118	16	metrics	metric	NOUN
american_scientific_journal-11430	118	17	1	1	NUM
american_scientific_journal-11430	118	18	figure	figure	NOUN
american_scientific_journal-11430	118	19	6	6	NUM
american_scientific_journal-11430	118	20	:	:	PUNCT
american_scientific_journal-11430	118	21	training	training	NOUN
american_scientific_journal-11430	118	22	and	and	CCONJ
american_scientific_journal-11430	118	23	validation	validation	NOUN
american_scientific_journal-11430	118	24	metrics	metric	NOUN
american_scientific_journal-11430	118	25	2	2	NUM
american_scientific_journal-11430	118	26	input	input	NOUN
american_scientific_journal-11430	118	27	3	3	NUM
american_scientific_journal-11430	118	28	is	be	AUX
american_scientific_journal-11430	118	29	responsible	responsible	ADJ
american_scientific_journal-11430	118	30	for	for	ADP
american_scientific_journal-11430	118	31	predicting	predict	VERB
american_scientific_journal-11430	118	32	the	the	DET
american_scientific_journal-11430	118	33	classes	class	NOUN
american_scientific_journal-11430	118	34	of	of	ADP
american_scientific_journal-11430	118	35	the	the	DET
american_scientific_journal-11430	118	36	test	test	NOUN
american_scientific_journal-11430	118	37	data	datum	NOUN
american_scientific_journal-11430	118	38	using	use	VERB
american_scientific_journal-11430	118	39	a	a	DET
american_scientific_journal-11430	118	40	trained	train	VERB
american_scientific_journal-11430	118	41	cnn	cnn	PROPN
american_scientific_journal-11430	118	42	model	model	NOUN
american_scientific_journal-11430	118	43	.	.	PUNCT
american_scientific_journal-11430	119	1	the	the	DET
american_scientific_journal-11430	119	2	class	class	NOUN
american_scientific_journal-11430	119	3	probabilities	probability	NOUN
american_scientific_journal-11430	119	4	are	be	AUX
american_scientific_journal-11430	119	5	calculated	calculate	VERB
american_scientific_journal-11430	119	6	using	use	VERB
american_scientific_journal-11430	119	7	the	the	DET
american_scientific_journal-11430	119	8	‘	'	PUNCT
american_scientific_journal-11430	119	9	predict	predict	VERB
american_scientific_journal-11430	119	10	’	'	PUNCT
american_scientific_journal-11430	119	11	function	function	NOUN
american_scientific_journal-11430	119	12	,	,	PUNCT
american_scientific_journal-11430	119	13	and	and	CCONJ
american_scientific_journal-11430	119	14	then	then	ADV
american_scientific_journal-11430	119	15	these	these	DET
american_scientific_journal-11430	119	16	probabilities	probability	NOUN
american_scientific_journal-11430	119	17	are	be	AUX
american_scientific_journal-11430	119	18	converted	convert	VERB
american_scientific_journal-11430	119	19	into	into	ADP
american_scientific_journal-11430	119	20	binary	binary	ADJ
american_scientific_journal-11430	119	21	american	american	PROPN
american_scientific_journal-11430	119	22	academic	academic	PROPN
american_scientific_journal-11430	119	23	scientific	scientific	ADJ
american_scientific_journal-11430	119	24	research	research	NOUN
american_scientific_journal-11430	119	25	journal	journal	NOUN
american_scientific_journal-11430	119	26	for	for	ADP
american_scientific_journal-11430	119	27	engineering	engineering	NOUN
american_scientific_journal-11430	119	28	,	,	PUNCT
american_scientific_journal-11430	119	29	technology	technology	NOUN
american_scientific_journal-11430	119	30	,	,	PUNCT
american_scientific_journal-11430	119	31	and	and	CCONJ
american_scientific_journal-11430	119	32	sciences	science	NOUN
american_scientific_journal-11430	119	33	(	(	PUNCT
american_scientific_journal-11430	119	34	asrjets	asrjet	NOUN
american_scientific_journal-11430	119	35	)	)	PUNCT
american_scientific_journal-11430	119	36	volume	volume	NOUN
american_scientific_journal-11430	119	37	101	101	NUM
american_scientific_journal-11430	119	38	,	,	PUNCT
american_scientific_journal-11430	119	39	no	no	DET
american_scientific_journal-11430	119	40	1	1	NUM
american_scientific_journal-11430	119	41	,	,	PUNCT
american_scientific_journal-11430	119	42	pp	pp	ADV
american_scientific_journal-11430	119	43	97	97	NUM
american_scientific_journal-11430	119	44	-	-	SYM
american_scientific_journal-11430	119	45	108	108	NUM
american_scientific_journal-11430	119	46	106	106	NUM
american_scientific_journal-11430	119	47	predictions	prediction	NOUN
american_scientific_journal-11430	119	48	using	use	VERB
american_scientific_journal-11430	119	49	a	a	DET
american_scientific_journal-11430	119	50	threshold	threshold	NOUN
american_scientific_journal-11430	119	51	of	of	ADP
american_scientific_journal-11430	119	52	0.5	0.5	NUM
american_scientific_journal-11430	119	53	.	.	PUNCT
american_scientific_journal-11430	120	1	by	by	ADP
american_scientific_journal-11430	120	2	applying	apply	VERB
american_scientific_journal-11430	120	3	the	the	DET
american_scientific_journal-11430	120	4	threshold	threshold	NOUN
american_scientific_journal-11430	120	5	of	of	ADP
american_scientific_journal-11430	120	6	0.5	0.5	NUM
american_scientific_journal-11430	120	7	,	,	PUNCT
american_scientific_journal-11430	120	8	the	the	DET
american_scientific_journal-11430	120	9	code	code	NOUN
american_scientific_journal-11430	120	10	snippet	snippet	NOUN
american_scientific_journal-11430	120	11	converted	convert	VERB
american_scientific_journal-11430	120	12	the	the	DET
american_scientific_journal-11430	120	13	predicted	predict	VERB
american_scientific_journal-11430	120	14	class	class	NOUN
american_scientific_journal-11430	120	15	probabilities	probability	NOUN
american_scientific_journal-11430	120	16	into	into	ADP
american_scientific_journal-11430	120	17	binary	binary	ADJ
american_scientific_journal-11430	120	18	predictions	prediction	NOUN
american_scientific_journal-11430	120	19	,	,	PUNCT
american_scientific_journal-11430	120	20	enabling	enable	VERB
american_scientific_journal-11430	120	21	the	the	DET
american_scientific_journal-11430	120	22	classification	classification	NOUN
american_scientific_journal-11430	120	23	of	of	ADP
american_scientific_journal-11430	120	24	the	the	DET
american_scientific_journal-11430	120	25	test	test	NOUN
american_scientific_journal-11430	120	26	data	datum	NOUN
american_scientific_journal-11430	120	27	into	into	ADP
american_scientific_journal-11430	120	28	the	the	DET
american_scientific_journal-11430	120	29	respective	respective	ADJ
american_scientific_journal-11430	120	30	classes	class	NOUN
american_scientific_journal-11430	120	31	(	(	PUNCT
american_scientific_journal-11430	120	32	in	in	ADP
american_scientific_journal-11430	120	33	this	this	DET
american_scientific_journal-11430	120	34	case	case	NOUN
american_scientific_journal-11430	120	35	,	,	PUNCT
american_scientific_journal-11430	120	36	for	for	ADP
american_scientific_journal-11430	120	37	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	120	38	prediction	prediction	NOUN
american_scientific_journal-11430	120	39	through	through	ADP
american_scientific_journal-11430	120	40	x	x	ADJ
american_scientific_journal-11430	120	41	-	-	NOUN
american_scientific_journal-11430	120	42	ray	ray	NOUN
american_scientific_journal-11430	120	43	scans	scan	NOUN
american_scientific_journal-11430	120	44	)	)	PUNCT
american_scientific_journal-11430	120	45	.	.	PUNCT
american_scientific_journal-11430	121	1	input	input	NOUN
american_scientific_journal-11430	121	2	3	3	NUM
american_scientific_journal-11430	121	3	:	:	PUNCT
american_scientific_journal-11430	121	4	class	class	NOUN
american_scientific_journal-11430	121	5	prediction	prediction	NOUN
american_scientific_journal-11430	121	6	using	use	VERB
american_scientific_journal-11430	121	7	thresholding	thresholde	VERB
american_scientific_journal-11430	121	8	#	#	NOUN
american_scientific_journal-11430	121	9	predict	predict	VERB
american_scientific_journal-11430	121	10	the	the	DET
american_scientific_journal-11430	121	11	class	class	NOUN
american_scientific_journal-11430	121	12	probabilities	probability	NOUN
american_scientific_journal-11430	121	13	of	of	ADP
american_scientific_journal-11430	121	14	the	the	DET
american_scientific_journal-11430	121	15	test	test	NOUN
american_scientific_journal-11430	121	16	data	datum	NOUN
american_scientific_journal-11430	121	17	predicted_classes_prob	predicted_classes_prob	NOUN
american_scientific_journal-11430	121	18	=	=	SYM
american_scientific_journal-11430	121	19	cnn_model.predict(x_test	cnn_model.predict(x_t	ADJ
american_scientific_journal-11430	121	20	)	)	PUNCT
american_scientific_journal-11430	121	21	#	#	NOUN
american_scientific_journal-11430	121	22	convert	convert	VERB
american_scientific_journal-11430	121	23	the	the	DET
american_scientific_journal-11430	121	24	class	class	NOUN
american_scientific_journal-11430	121	25	probabilities	probability	NOUN
american_scientific_journal-11430	121	26	to	to	ADP
american_scientific_journal-11430	121	27	binary	binary	ADJ
american_scientific_journal-11430	121	28	predictions	prediction	NOUN
american_scientific_journal-11430	121	29	using	use	VERB
american_scientific_journal-11430	121	30	a	a	DET
american_scientific_journal-11430	121	31	threshold	threshold	NOUN
american_scientific_journal-11430	121	32	of	of	ADP
american_scientific_journal-11430	121	33	0.5	0.5	NUM
american_scientific_journal-11430	121	34	predicted_classes	predicted_classe	NOUN
american_scientific_journal-11430	121	35	=	=	SYM
american_scientific_journal-11430	121	36	(	(	PUNCT
american_scientific_journal-11430	121	37	predicted_classes_prob	predicted_classes_prob	X
american_scientific_journal-11430	121	38	>	>	X
american_scientific_journal-11430	121	39	0.5).astype(int	0.5).astype(int	NOUN
american_scientific_journal-11430	121	40	)	)	PUNCT
american_scientific_journal-11430	121	41	figure	figure	NOUN
american_scientific_journal-11430	121	42	15	15	NUM
american_scientific_journal-11430	121	43	output	output	NOUN
american_scientific_journal-11430	121	44	7	7	NUM
american_scientific_journal-11430	121	45	:	:	PUNCT
american_scientific_journal-11430	121	46	class	class	NOUN
american_scientific_journal-11430	121	47	prediction	prediction	NOUN
american_scientific_journal-11430	121	48	using	use	VERB
american_scientific_journal-11430	121	49	thresholding	thresholde	VERB
american_scientific_journal-11430	121	50	output	output	NOUN
american_scientific_journal-11430	122	1	19/19	19/19	NUM
american_scientific_journal-11430	123	1	[=	[=	X
american_scientific_journal-11430	123	2	=	=	SYM
american_scientific_journal-11430	123	3	=	=	SYM
american_scientific_journal-11430	123	4	=	=	SYM
american_scientific_journal-11430	123	5	=	=	SYM
american_scientific_journal-11430	123	6	=	=	SYM
american_scientific_journal-11430	123	7	=	=	SYM
american_scientific_journal-11430	123	8	=	=	SYM
american_scientific_journal-11430	123	9	=	=	SYM
american_scientific_journal-11430	123	10	=	=	SYM
american_scientific_journal-11430	123	11	=	=	SYM
american_scientific_journal-11430	123	12	=	=	SYM
american_scientific_journal-11430	123	13	=	=	SYM
american_scientific_journal-11430	123	14	=	=	SYM
american_scientific_journal-11430	123	15	=	=	SYM
american_scientific_journal-11430	123	16	=	=	SYM
american_scientific_journal-11430	123	17	=	=	SYM
american_scientific_journal-11430	123	18	=	=	SYM
american_scientific_journal-11430	123	19	=	=	SYM
american_scientific_journal-11430	123	20	=	=	SYM
american_scientific_journal-11430	123	21	=	=	SYM
american_scientific_journal-11430	123	22	=	=	SYM
american_scientific_journal-11430	123	23	=	=	SYM
american_scientific_journal-11430	123	24	=	=	SYM
american_scientific_journal-11430	123	25	=	=	SYM
american_scientific_journal-11430	123	26	=	=	SYM
american_scientific_journal-11430	123	27	=	=	SYM
american_scientific_journal-11430	123	28	=	=	SYM
american_scientific_journal-11430	123	29	=	=	NOUN
american_scientific_journal-11430	123	30	=]	=]	NOUN
american_scientific_journal-11430	123	31	10s	10	NOUN
american_scientific_journal-11430	123	32	528ms	528m	NOUN
american_scientific_journal-11430	123	33	/	/	SYM
american_scientific_journal-11430	123	34	step	step	NOUN
american_scientific_journal-11430	123	35	figure	figure	NOUN
american_scientific_journal-11430	123	36	16	16	NUM
american_scientific_journal-11430	123	37	input	input	NOUN
american_scientific_journal-11430	123	38	4	4	NUM
american_scientific_journal-11430	123	39	presented	present	VERB
american_scientific_journal-11430	123	40	the	the	DET
american_scientific_journal-11430	123	41	binary	binary	ADJ
american_scientific_journal-11430	123	42	predictions	prediction	NOUN
american_scientific_journal-11430	123	43	obtained	obtain	VERB
american_scientific_journal-11430	123	44	from	from	ADP
american_scientific_journal-11430	123	45	the	the	DET
american_scientific_journal-11430	123	46	predicted	predict	VERB
american_scientific_journal-11430	123	47	class	class	NOUN
american_scientific_journal-11430	123	48	probabilities	probability	NOUN
american_scientific_journal-11430	123	49	.	.	PUNCT
american_scientific_journal-11430	124	1	it	it	PRON
american_scientific_journal-11430	124	2	is	be	AUX
american_scientific_journal-11430	124	3	an	an	DET
american_scientific_journal-11430	124	4	array	array	VERB
american_scientific_journal-11430	124	5	-	-	PUNCT
american_scientific_journal-11430	124	6	like	like	ADJ
american_scientific_journal-11430	124	7	object	object	NOUN
american_scientific_journal-11430	124	8	that	that	PRON
american_scientific_journal-11430	124	9	contains	contain	VERB
american_scientific_journal-11430	124	10	the	the	DET
american_scientific_journal-11430	124	11	predicted	predict	VERB
american_scientific_journal-11430	124	12	classes	class	NOUN
american_scientific_journal-11430	124	13	for	for	ADP
american_scientific_journal-11430	124	14	each	each	DET
american_scientific_journal-11430	124	15	sample	sample	NOUN
american_scientific_journal-11430	124	16	in	in	ADP
american_scientific_journal-11430	124	17	the	the	DET
american_scientific_journal-11430	124	18	test	test	NOUN
american_scientific_journal-11430	124	19	dataset	dataset	NOUN
american_scientific_journal-11430	124	20	.	.	PUNCT
american_scientific_journal-11430	125	1	each	each	DET
american_scientific_journal-11430	125	2	element	element	NOUN
american_scientific_journal-11430	125	3	in	in	ADP
american_scientific_journal-11430	125	4	the	the	DET
american_scientific_journal-11430	125	5	array	array	NOUN
american_scientific_journal-11430	125	6	is	be	AUX
american_scientific_journal-11430	125	7	either	either	CCONJ
american_scientific_journal-11430	125	8	a	a	DET
american_scientific_journal-11430	125	9	‘	'	PUNCT
american_scientific_journal-11430	125	10	0	0	NUM
american_scientific_journal-11430	125	11	’	'	PUNCT
american_scientific_journal-11430	125	12	or	or	CCONJ
american_scientific_journal-11430	125	13	‘	'	PUNCT
american_scientific_journal-11430	125	14	1	1	NUM
american_scientific_journal-11430	125	15	’	'	PUNCT
american_scientific_journal-11430	125	16	,	,	PUNCT
american_scientific_journal-11430	125	17	where	where	SCONJ
american_scientific_journal-11430	125	18	‘	'	PUNCT
american_scientific_journal-11430	125	19	0	0	NUM
american_scientific_journal-11430	125	20	’	'	PUNCT
american_scientific_journal-11430	125	21	indicates	indicate	VERB
american_scientific_journal-11430	125	22	a	a	DET
american_scientific_journal-11430	125	23	negative	negative	ADJ
american_scientific_journal-11430	125	24	prediction	prediction	NOUN
american_scientific_journal-11430	125	25	(	(	PUNCT
american_scientific_journal-11430	125	26	no	no	DET
american_scientific_journal-11430	125	27	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	125	28	)	)	PUNCT
american_scientific_journal-11430	125	29	and	and	CCONJ
american_scientific_journal-11430	125	30	‘	'	PUNCT
american_scientific_journal-11430	125	31	1	1	NUM
american_scientific_journal-11430	125	32	’	'	PUNCT
american_scientific_journal-11430	125	33	indicates	indicate	VERB
american_scientific_journal-11430	125	34	a	a	DET
american_scientific_journal-11430	125	35	positive	positive	ADJ
american_scientific_journal-11430	125	36	prediction	prediction	NOUN
american_scientific_journal-11430	125	37	(	(	PUNCT
american_scientific_journal-11430	125	38	pneumonia	pneumonia	NOUN
american_scientific_journal-11430	125	39	detected	detect	VERB
american_scientific_journal-11430	125	40	)	)	PUNCT
american_scientific_journal-11430	125	41	.	.	PUNCT
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american_scientific_journal-11430	126	2	4	4	NUM
american_scientific_journal-11430	126	3	:	:	PUNCT
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american_scientific_journal-11430	126	9	output	output	VERB
american_scientific_journal-11430	126	10	8	8	NUM
american_scientific_journal-11430	126	11	:	:	PUNCT
american_scientific_journal-11430	126	12	predicted	predict	VERB
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american_scientific_journal-11430	126	21	1	1	NUM
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american_scientific_journal-11430	126	25	1	1	NUM
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american_scientific_journal-11430	126	33	1	1	NUM
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american_scientific_journal-11430	126	39	,	,	PUNCT
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american_scientific_journal-11430	126	41	1	1	NUM
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american_scientific_journal-11430	126	43	,	,	PUNCT
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american_scientific_journal-11430	126	59	,	,	PUNCT
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american_scientific_journal-11430	127	4	,	,	PUNCT
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american_scientific_journal-11430	127	6	1	1	NUM
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american_scientific_journal-11430	127	14	1	1	NUM
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american_scientific_journal-11430	127	18	1	1	NUM
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american_scientific_journal-11430	127	21	)	)	PUNCT
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american_scientific_journal-11430	127	23	17	17	NUM
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american_scientific_journal-11430	127	26	scientific	scientific	ADJ
american_scientific_journal-11430	127	27	research	research	NOUN
american_scientific_journal-11430	127	28	journal	journal	NOUN
american_scientific_journal-11430	127	29	for	for	ADP
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american_scientific_journal-11430	127	31	,	,	PUNCT
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american_scientific_journal-11430	127	33	,	,	PUNCT
american_scientific_journal-11430	127	34	and	and	CCONJ
american_scientific_journal-11430	127	35	sciences	science	NOUN
american_scientific_journal-11430	127	36	(	(	PUNCT
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american_scientific_journal-11430	127	40	101	101	NUM
american_scientific_journal-11430	127	41	,	,	PUNCT
american_scientific_journal-11430	127	42	no	no	DET
american_scientific_journal-11430	127	43	1	1	NUM
american_scientific_journal-11430	127	44	,	,	PUNCT
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american_scientific_journal-11430	127	46	97	97	NUM
american_scientific_journal-11430	127	47	-	-	SYM
american_scientific_journal-11430	127	48	108	108	NUM
american_scientific_journal-11430	127	49	107	107	NUM
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american_scientific_journal-11430	127	51	provided	provide	VERB
american_scientific_journal-11430	127	52	code	code	NOUN
american_scientific_journal-11430	127	53	snippet	snippet	NOUN
american_scientific_journal-11430	127	54	in	in	ADP
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american_scientific_journal-11430	127	56	4	4	NUM
american_scientific_journal-11430	127	57	is	be	AUX
american_scientific_journal-11430	127	58	responsible	responsible	ADJ
american_scientific_journal-11430	127	59	for	for	ADP
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american_scientific_journal-11430	127	61	the	the	DET
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american_scientific_journal-11430	127	63	for	for	ADP
american_scientific_journal-11430	127	64	the	the	DET
american_scientific_journal-11430	127	65	test	test	NOUN
american_scientific_journal-11430	127	66	images	image	NOUN
american_scientific_journal-11430	127	67	in	in	ADP
american_scientific_journal-11430	127	68	a	a	DET
american_scientific_journal-11430	127	69	grid	grid	NOUN
american_scientific_journal-11430	127	70	format	format	NOUN
american_scientific_journal-11430	127	71	.	.	PUNCT
american_scientific_journal-11430	128	1	it	it	PRON
american_scientific_journal-11430	128	2	used	use	VERB
american_scientific_journal-11430	128	3	the	the	DET
american_scientific_journal-11430	128	4	matplotlib	matplotlib	PROPN
american_scientific_journal-11430	128	5	library	library	NOUN
american_scientific_journal-11430	128	6	to	to	PART
american_scientific_journal-11430	128	7	create	create	VERB
american_scientific_journal-11430	128	8	subplots	subplot	NOUN
american_scientific_journal-11430	128	9	and	and	CCONJ
american_scientific_journal-11430	128	10	visualize	visualize	VERB
american_scientific_journal-11430	128	11	the	the	DET
american_scientific_journal-11430	128	12	images	image	NOUN
american_scientific_journal-11430	128	13	along	along	ADP
american_scientific_journal-11430	128	14	with	with	ADP
american_scientific_journal-11430	128	15	their	their	PRON
american_scientific_journal-11430	128	16	corresponding	corresponding	ADJ
american_scientific_journal-11430	128	17	predicted	predict	VERB
american_scientific_journal-11430	128	18	classes	class	NOUN
american_scientific_journal-11430	128	19	and	and	CCONJ
american_scientific_journal-11430	128	20	true	true	ADJ
american_scientific_journal-11430	128	21	labels	label	NOUN
american_scientific_journal-11430	128	22	.	.	PUNCT
american_scientific_journal-11430	129	1	output	output	NOUN
american_scientific_journal-11430	129	2	27	27	NUM
american_scientific_journal-11430	129	3	displayed	display	VERB
american_scientific_journal-11430	129	4	the	the	DET
american_scientific_journal-11430	129	5	test	test	NOUN
american_scientific_journal-11430	129	6	images	image	NOUN
american_scientific_journal-11430	129	7	along	along	ADP
american_scientific_journal-11430	129	8	with	with	ADP
american_scientific_journal-11430	129	9	their	their	PRON
american_scientific_journal-11430	129	10	predicted	predict	VERB
american_scientific_journal-11430	129	11	classes	class	NOUN
american_scientific_journal-11430	129	12	and	and	CCONJ
american_scientific_journal-11430	129	13	true	true	ADJ
american_scientific_journal-11430	129	14	labels	label	NOUN
american_scientific_journal-11430	129	15	.	.	PUNCT
american_scientific_journal-11430	130	1	it	it	PRON
american_scientific_journal-11430	130	2	provided	provide	VERB
american_scientific_journal-11430	130	3	a	a	DET
american_scientific_journal-11430	130	4	visual	visual	ADJ
american_scientific_journal-11430	130	5	representation	representation	NOUN
american_scientific_journal-11430	130	6	of	of	ADP
american_scientific_journal-11430	130	7	the	the	DET
american_scientific_journal-11430	130	8	model	model	NOUN
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american_scientific_journal-11430	130	10	predictions	prediction	NOUN
american_scientific_journal-11430	130	11	and	and	CCONJ
american_scientific_journal-11430	130	12	allows	allow	VERB
american_scientific_journal-11430	130	13	for	for	ADP
american_scientific_journal-11430	130	14	comparison	comparison	NOUN
american_scientific_journal-11430	130	15	with	with	ADP
american_scientific_journal-11430	130	16	the	the	DET
american_scientific_journal-11430	130	17	ground	ground	NOUN
american_scientific_journal-11430	130	18	truth	truth	NOUN
american_scientific_journal-11430	130	19	labels	label	NOUN
american_scientific_journal-11430	130	20	.	.	PUNCT
american_scientific_journal-11430	131	1	output	output	NOUN
american_scientific_journal-11430	131	2	9	9	NUM
american_scientific_journal-11430	131	3	:	:	PUNCT
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american_scientific_journal-11430	131	5	predictions	prediction	NOUN
american_scientific_journal-11430	131	6	for	for	ADP
american_scientific_journal-11430	131	7	test	test	NOUN
american_scientific_journal-11430	131	8	images	image	NOUN
american_scientific_journal-11430	131	9	figure	figure	VERB
american_scientific_journal-11430	131	10	7	7	NUM
american_scientific_journal-11430	131	11	:	:	PUNCT
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american_scientific_journal-11430	131	13	for	for	ADP
american_scientific_journal-11430	131	14	test	test	NOUN
american_scientific_journal-11430	131	15	image	image	NOUN
american_scientific_journal-11430	131	16	output	output	NOUN
american_scientific_journal-11430	131	17	29	29	NUM
american_scientific_journal-11430	131	18	:	:	PUNCT
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american_scientific_journal-11430	131	22	-	-	NOUN
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american_scientific_journal-11430	132	1	1/1	1/1	NUM
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american_scientific_journal-11430	132	3	=	=	SYM
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american_scientific_journal-11430	132	8	=	=	SYM
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american_scientific_journal-11430	132	10	=	=	SYM
american_scientific_journal-11430	132	11	=	=	SYM
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american_scientific_journal-11430	132	27	=	=	SYM
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american_scientific_journal-11430	132	36	the	the	DET
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american_scientific_journal-11430	132	42	classified	classify	VERB
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american_scientific_journal-11430	132	44	:	:	PUNCT
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american_scientific_journal-11430	132	47	0.9999861	0.9999861	NUM
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american_scientific_journal-11430	132	50	figure	figure	NOUN
american_scientific_journal-11430	132	51	18	18	NUM
american_scientific_journal-11430	132	52	4	4	NUM
american_scientific_journal-11430	132	53	.	.	PUNCT
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american_scientific_journal-11430	133	11	has	have	VERB
american_scientific_journal-11430	133	12	the	the	DET
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american_scientific_journal-11430	133	19	-	-	NOUN
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american_scientific_journal-11430	133	25	has	have	AUX
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american_scientific_journal-11430	133	27	achieved	achieve	VERB
american_scientific_journal-11430	133	28	.	.	PUNCT
american_scientific_journal-11430	134	1	the	the	DET
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american_scientific_journal-11430	134	3	is	be	AUX
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american_scientific_journal-11430	134	6	using	use	VERB
american_scientific_journal-11430	134	7	a	a	DET
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american_scientific_journal-11430	134	16	essentiality	essentiality	NOUN
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american_scientific_journal-11430	134	20	in	in	ADP
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american_scientific_journal-11430	134	23	in	in	ADP
american_scientific_journal-11430	134	24	medical	medical	ADJ
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american_scientific_journal-11430	134	26	.	.	PUNCT
american_scientific_journal-11430	135	1	the	the	DET
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american_scientific_journal-11430	135	4	was	be	AUX
american_scientific_journal-11430	135	5	designed	design	VERB
american_scientific_journal-11430	135	6	using	use	VERB
american_scientific_journal-11430	135	7	an	an	DET
american_scientific_journal-11430	135	8	algorithm	algorithm	NOUN
american_scientific_journal-11430	135	9	of	of	ADP
american_scientific_journal-11430	135	10	convolutional	convolutional	ADJ
american_scientific_journal-11430	135	11	neural	neural	ADJ
american_scientific_journal-11430	135	12	network	network	NOUN
american_scientific_journal-11430	135	13	and	and	CCONJ
american_scientific_journal-11430	135	14	tensorflow	tensorflow	NOUN
american_scientific_journal-11430	135	15	framework	framework	NOUN
american_scientific_journal-11430	135	16	.	.	PUNCT
american_scientific_journal-11430	136	1	the	the	DET
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american_scientific_journal-11430	136	3	from	from	ADP
american_scientific_journal-11430	136	4	the	the	DET
american_scientific_journal-11430	136	5	study	study	NOUN
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american_scientific_journal-11430	136	7	that	that	SCONJ
american_scientific_journal-11430	136	8	the	the	DET
american_scientific_journal-11430	136	9	implemented	implement	VERB
american_scientific_journal-11430	136	10	system	system	NOUN
american_scientific_journal-11430	136	11	based	base	VERB
american_scientific_journal-11430	136	12	on	on	ADP
american_scientific_journal-11430	136	13	convolutional	convolutional	ADJ
american_scientific_journal-11430	136	14	neural	neural	ADJ
american_scientific_journal-11430	136	15	network	network	NOUN
american_scientific_journal-11430	136	16	algorithm	algorithm	NOUN
american_scientific_journal-11430	136	17	is	be	AUX
american_scientific_journal-11430	136	18	76	76	NUM
american_scientific_journal-11430	136	19	%	%	NOUN
american_scientific_journal-11430	136	20	accurate	accurate	ADJ
american_scientific_journal-11430	136	21	.	.	PUNCT
american_scientific_journal-11430	137	1	american	american	ADJ
american_scientific_journal-11430	137	2	academic	academic	ADJ
american_scientific_journal-11430	137	3	scientific	scientific	ADJ
american_scientific_journal-11430	137	4	research	research	NOUN
american_scientific_journal-11430	137	5	journal	journal	NOUN
american_scientific_journal-11430	137	6	for	for	ADP
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american_scientific_journal-11430	137	8	,	,	PUNCT
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american_scientific_journal-11430	137	10	,	,	PUNCT
american_scientific_journal-11430	137	11	and	and	CCONJ
american_scientific_journal-11430	137	12	sciences	science	NOUN
american_scientific_journal-11430	137	13	(	(	PUNCT
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american_scientific_journal-11430	137	15	)	)	PUNCT
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american_scientific_journal-11430	137	17	101	101	NUM
american_scientific_journal-11430	137	18	,	,	PUNCT
american_scientific_journal-11430	137	19	no	no	DET
american_scientific_journal-11430	137	20	1	1	NUM
american_scientific_journal-11430	137	21	,	,	PUNCT
american_scientific_journal-11430	137	22	pp	pp	ADV
american_scientific_journal-11430	137	23	97	97	NUM
american_scientific_journal-11430	137	24	-	-	SYM
american_scientific_journal-11430	137	25	108	108	NUM
american_scientific_journal-11430	137	26	108	108	NUM
american_scientific_journal-11430	137	27	references	reference	NOUN
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american_scientific_journal-11430	137	29	1	1	NUM
american_scientific_journal-11430	137	30	]	]	PUNCT
american_scientific_journal-11430	137	31	j.	j.	PROPN
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american_scientific_journal-11430	137	33	,	,	PUNCT
american_scientific_journal-11430	137	34	"	"	PUNCT
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american_scientific_journal-11430	137	37	:	:	PUNCT
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american_scientific_journal-11430	137	39	,	,	PUNCT
american_scientific_journal-11430	137	40	"	"	PUNCT
american_scientific_journal-11430	137	41	in	in	ADP
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american_scientific_journal-11430	137	43	biomedical	biomedical	ADJ
american_scientific_journal-11430	137	44	physics	physics	NOUN
american_scientific_journal-11430	137	45	:	:	PUNCT
american_scientific_journal-11430	137	46	elsevier	elsevier	PROPN
american_scientific_journal-11430	137	47	bv	bv	PROPN
american_scientific_journal-11430	137	48	,	,	PUNCT
american_scientific_journal-11430	137	49	2014	2014	NUM
american_scientific_journal-11430	137	50	,	,	PUNCT
american_scientific_journal-11430	137	51	pp	pp	ADJ
american_scientific_journal-11430	137	52	.	.	PUNCT
american_scientific_journal-11430	138	1	47	47	NUM
american_scientific_journal-11430	138	2	-	-	SYM
american_scientific_journal-11430	138	3	72	72	NUM
american_scientific_journal-11430	138	4	.	.	PUNCT
american_scientific_journal-11430	139	1	[	[	X
american_scientific_journal-11430	139	2	2	2	NUM
american_scientific_journal-11430	139	3	]	]	PUNCT
american_scientific_journal-11430	139	4	l.	l.	PROPN
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american_scientific_journal-11430	139	6	,	,	PUNCT
american_scientific_journal-11430	139	7	"	"	PUNCT
american_scientific_journal-11430	139	8	mit	mit	VERB
american_scientific_journal-11430	139	9	news	news	NOUN
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american_scientific_journal-11430	139	13	:	:	PUNCT
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american_scientific_journal-11430	139	16	,	,	PUNCT
american_scientific_journal-11430	139	17	"	"	PUNCT
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american_scientific_journal-11430	139	19	:	:	PUNCT
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american_scientific_journal-11430	139	22	.	.	PUNCT
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american_scientific_journal-11430	140	2	,	,	PUNCT
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american_scientific_journal-11430	140	4	.	.	PUNCT
american_scientific_journal-11430	141	1	[	[	X
american_scientific_journal-11430	141	2	3	3	X
american_scientific_journal-11430	141	3	]	]	X
american_scientific_journal-11430	141	4	s.	s.	PROPN
american_scientific_journal-11430	141	5	r.	r.	PROPN
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american_scientific_journal-11430	141	7	,	,	PUNCT
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american_scientific_journal-11430	141	10	,	,	PUNCT
american_scientific_journal-11430	141	11	and	and	CCONJ
american_scientific_journal-11430	141	12	s.	s.	PROPN
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american_scientific_journal-11430	141	14	,	,	PUNCT
american_scientific_journal-11430	141	15	"	"	PUNCT
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american_scientific_journal-11430	141	17	of	of	ADP
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american_scientific_journal-11430	141	20	networks	network	NOUN
american_scientific_journal-11430	141	21	in	in	ADP
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american_scientific_journal-11430	141	24	in	in	ADP
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american_scientific_journal-11430	141	26	,	,	PUNCT
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american_scientific_journal-11430	141	28	arxiv	arxiv	PROPN
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american_scientific_journal-11430	141	31	,	,	PUNCT
american_scientific_journal-11430	141	32	2013	2013	NUM
american_scientific_journal-11430	141	33	.	.	PUNCT
american_scientific_journal-11430	142	1	[	[	X
american_scientific_journal-11430	142	2	4	4	X
american_scientific_journal-11430	142	3	]	]	X
american_scientific_journal-11430	142	4	m.	m.	NOUN
american_scientific_journal-11430	142	5	v.	v.	PROPN
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american_scientific_journal-11430	142	7	,	,	PUNCT
american_scientific_journal-11430	142	8	n.	n.	PROPN
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american_scientific_journal-11430	142	11	,	,	PUNCT
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american_scientific_journal-11430	142	15	,	,	PUNCT
american_scientific_journal-11430	142	16	g.	g.	PROPN
american_scientific_journal-11430	142	17	v.	v.	PROPN
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american_scientific_journal-11430	142	19	,	,	PUNCT
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american_scientific_journal-11430	142	24	,	,	PUNCT
american_scientific_journal-11430	142	25	"	"	PUNCT
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american_scientific_journal-11430	142	36	of	of	ADP
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american_scientific_journal-11430	142	42	,	,	PUNCT
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american_scientific_journal-11430	142	47	in	in	ADP
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american_scientific_journal-11430	142	49	,	,	PUNCT
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american_scientific_journal-11430	142	55	.	.	PUNCT
american_scientific_journal-11430	143	1	232	232	NUM
american_scientific_journal-11430	143	2	-	-	SYM
american_scientific_journal-11430	143	3	243	243	NUM
american_scientific_journal-11430	143	4	,	,	PUNCT
american_scientific_journal-11430	143	5	2020/11/01/	2020/11/01/	NUM
american_scientific_journal-11430	143	6	2020	2020	NUM
american_scientific_journal-11430	143	7	,	,	PUNCT
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american_scientific_journal-11430	143	9	:	:	PUNCT
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american_scientific_journal-11430	143	11	.	.	PUNCT
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american_scientific_journal-11430	144	2	5	5	NUM
american_scientific_journal-11430	144	3	]	]	PUNCT
american_scientific_journal-11430	144	4	i.	i.	PROPN
american_scientific_journal-11430	144	5	goodfellow	goodfellow	PROPN
american_scientific_journal-11430	144	6	,	,	PUNCT
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american_scientific_journal-11430	144	9	,	,	PUNCT
american_scientific_journal-11430	144	10	and	and	CCONJ
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american_scientific_journal-11430	144	13	,	,	PUNCT
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american_scientific_journal-11430	144	16	.	.	PUNCT
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american_scientific_journal-11430	145	3	,	,	PUNCT
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american_scientific_journal-11430	145	5	.	.	PUNCT
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american_scientific_journal-11430	146	9	,	,	PUNCT
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american_scientific_journal-11430	146	18	:	:	PUNCT
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american_scientific_journal-11430	147	4	.	.	PUNCT
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american_scientific_journal-11430	148	2	:	:	PUNCT
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american_scientific_journal-11430	148	4	.	.	PUNCT
american_scientific_journal-11430	149	1	[	[	X
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american_scientific_journal-11430	149	4	o.	o.	PROPN
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american_scientific_journal-11430	149	6	,	,	PUNCT
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american_scientific_journal-11430	149	9	,	,	PUNCT
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american_scientific_journal-11430	149	55	2020	2020	NUM
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american_scientific_journal-11430	150	4	a.	a.	NOUN
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