id	sid	tid	token	lemma	pos
american_scientific_journal-12111	1	1	313	313	NUM
american_scientific_journal-12111	1	2	american	american	ADJ
american_scientific_journal-12111	1	3	academic	academic	ADJ
american_scientific_journal-12111	1	4	scientific	scientific	ADJ
american_scientific_journal-12111	1	5	research	research	NOUN
american_scientific_journal-12111	1	6	journal	journal	NOUN
american_scientific_journal-12111	1	7	for	for	ADP
american_scientific_journal-12111	1	8	engineering	engineering	NOUN
american_scientific_journal-12111	1	9	,	,	PUNCT
american_scientific_journal-12111	1	10	technology	technology	NOUN
american_scientific_journal-12111	1	11	,	,	PUNCT
american_scientific_journal-12111	1	12	and	and	CCONJ
american_scientific_journal-12111	1	13	sciences	sciences	PROPN
american_scientific_journal-12111	1	14	issn	issn	PROPN
american_scientific_journal-12111	1	15	(	(	PUNCT
american_scientific_journal-12111	1	16	print	print	NOUN
american_scientific_journal-12111	1	17	)	)	PUNCT
american_scientific_journal-12111	1	18	2313	2313	NUM
american_scientific_journal-12111	1	19	-	-	SYM
american_scientific_journal-12111	1	20	4410	4410	NUM
american_scientific_journal-12111	1	21	,	,	PUNCT
american_scientific_journal-12111	1	22	issn	issn	PROPN
american_scientific_journal-12111	1	23	(	(	PUNCT
american_scientific_journal-12111	1	24	online	online	ADJ
american_scientific_journal-12111	1	25	)	)	PUNCT
american_scientific_journal-12111	1	26	2313	2313	NUM
american_scientific_journal-12111	1	27	-	-	SYM
american_scientific_journal-12111	1	28	4402	4402	NUM
american_scientific_journal-12111	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12111	1	30	design	design	NOUN
american_scientific_journal-12111	1	31	and	and	CCONJ
american_scientific_journal-12111	1	32	evaluation	evaluation	NOUN
american_scientific_journal-12111	1	33	of	of	ADP
american_scientific_journal-12111	1	34	a	a	DET
american_scientific_journal-12111	1	35	convolutional	convolutional	ADJ
american_scientific_journal-12111	1	36	neural	neural	ADJ
american_scientific_journal-12111	1	37	network	network	NOUN
american_scientific_journal-12111	1	38	model	model	NOUN
american_scientific_journal-12111	1	39	for	for	ADP
american_scientific_journal-12111	1	40	automated	automate	VERB
american_scientific_journal-12111	1	41	detection	detection	NOUN
american_scientific_journal-12111	1	42	of	of	ADP
american_scientific_journal-12111	1	43	diabetic	diabetic	ADJ
american_scientific_journal-12111	1	44	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	1	45	using	use	VERB
american_scientific_journal-12111	1	46	retinal	retinal	ADJ
american_scientific_journal-12111	1	47	fundus	fundus	NOUN
american_scientific_journal-12111	1	48	photographs	photograph	NOUN
american_scientific_journal-12111	1	49	tobi	tobi	PROPN
american_scientific_journal-12111	1	50	titus	titus	PROPN
american_scientific_journal-12111	1	51	oyekanmia	oyekanmia	PROPN
american_scientific_journal-12111	1	52	*	*	PROPN
american_scientific_journal-12111	1	53	,	,	PUNCT
american_scientific_journal-12111	1	54	peter	peter	PROPN
american_scientific_journal-12111	1	55	oluwasayo	oluwasayo	PROPN
american_scientific_journal-12111	1	56	adigunb	adigunb	PROPN
american_scientific_journal-12111	1	57	,	,	PUNCT
american_scientific_journal-12111	1	58	ayodeji	ayodeji	NOUN
american_scientific_journal-12111	1	59	adedotun	adedotun	VERB
american_scientific_journal-12111	1	60	adeniyic	adeniyic	PROPN
american_scientific_journal-12111	1	61	a	a	DET
american_scientific_journal-12111	1	62	,	,	PUNCT
american_scientific_journal-12111	1	63	bdepartment	bdepartment	NOUN
american_scientific_journal-12111	1	64	of	of	ADP
american_scientific_journal-12111	1	65	computer	computer	NOUN
american_scientific_journal-12111	1	66	science	science	NOUN
american_scientific_journal-12111	1	67	,	,	PUNCT
american_scientific_journal-12111	1	68	new	new	PROPN
american_scientific_journal-12111	1	69	mexico	mexico	PROPN
american_scientific_journal-12111	1	70	highlands	highlands	PROPN
american_scientific_journal-12111	1	71	university	university	PROPN
american_scientific_journal-12111	1	72	,	,	PUNCT
american_scientific_journal-12111	1	73	1005	1005	NUM
american_scientific_journal-12111	1	74	diamond	diamond	PROPN
american_scientific_journal-12111	1	75	st	st	PROPN
american_scientific_journal-12111	1	76	,	,	PUNCT
american_scientific_journal-12111	1	77	las	las	PROPN
american_scientific_journal-12111	1	78	vegas	vegas	PROPN
american_scientific_journal-12111	1	79	,	,	PUNCT
american_scientific_journal-12111	1	80	new	new	PROPN
american_scientific_journal-12111	1	81	mexico	mexico	PROPN
american_scientific_journal-12111	1	82	,	,	PUNCT
american_scientific_journal-12111	1	83	usa	usa	PROPN
american_scientific_journal-12111	1	84	cdepartment	cdepartment	NOUN
american_scientific_journal-12111	1	85	of	of	ADP
american_scientific_journal-12111	1	86	media	medium	NOUN
american_scientific_journal-12111	1	87	,	,	PUNCT
american_scientific_journal-12111	1	88	art	art	NOUN
american_scientific_journal-12111	1	89	,	,	PUNCT
american_scientific_journal-12111	1	90	and	and	CCONJ
american_scientific_journal-12111	1	91	technology	technology	NOUN
american_scientific_journal-12111	1	92	,	,	PUNCT
american_scientific_journal-12111	1	93	new	new	PROPN
american_scientific_journal-12111	1	94	mexico	mexico	PROPN
american_scientific_journal-12111	1	95	highlands	highlands	PROPN
american_scientific_journal-12111	1	96	university	university	PROPN
american_scientific_journal-12111	1	97	,	,	PUNCT
american_scientific_journal-12111	1	98	1005	1005	NUM
american_scientific_journal-12111	1	99	diamond	diamond	PROPN
american_scientific_journal-12111	1	100	st	st	PROPN
american_scientific_journal-12111	1	101	,	,	PUNCT
american_scientific_journal-12111	1	102	las	las	PROPN
american_scientific_journal-12111	1	103	vegas	vegas	PROPN
american_scientific_journal-12111	1	104	,	,	PUNCT
american_scientific_journal-12111	1	105	new	new	PROPN
american_scientific_journal-12111	1	106	mexico	mexico	PROPN
american_scientific_journal-12111	1	107	,	,	PUNCT
american_scientific_journal-12111	1	108	usa	usa	PROPN
american_scientific_journal-12111	1	109	aemail	aemail	NOUN
american_scientific_journal-12111	1	110	:	:	PUNCT
american_scientific_journal-12111	1	111	toyekanmi@live.nmhu.edu	toyekanmi@live.nmhu.edu	NUM
american_scientific_journal-12111	1	112	bemail	bemail	NOUN
american_scientific_journal-12111	1	113	:	:	PUNCT
american_scientific_journal-12111	1	114	poadigun@nmhu.edu	poadigun@nmhu.edu	X
american_scientific_journal-12111	1	115	cemail	cemail	NOUN
american_scientific_journal-12111	1	116	:	:	PUNCT
american_scientific_journal-12111	1	117	aadeniyi1@live.nmhu.edu	aadeniyi1@live.nmhu.edu	PROPN
american_scientific_journal-12111	1	118	abstract	abstract	ADJ
american_scientific_journal-12111	1	119	diabetic	diabetic	ADJ
american_scientific_journal-12111	1	120	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	1	121	(	(	PUNCT
american_scientific_journal-12111	1	122	dr	dr	PROPN
american_scientific_journal-12111	1	123	)	)	PUNCT
american_scientific_journal-12111	1	124	is	be	AUX
american_scientific_journal-12111	1	125	a	a	DET
american_scientific_journal-12111	1	126	leading	lead	VERB
american_scientific_journal-12111	1	127	cause	cause	NOUN
american_scientific_journal-12111	1	128	of	of	ADP
american_scientific_journal-12111	1	129	preventable	preventable	ADJ
american_scientific_journal-12111	1	130	blindness	blindness	NOUN
american_scientific_journal-12111	1	131	globally	globally	ADV
american_scientific_journal-12111	1	132	,	,	PUNCT
american_scientific_journal-12111	1	133	necessitating	necessitate	VERB
american_scientific_journal-12111	1	134	timely	timely	ADJ
american_scientific_journal-12111	1	135	and	and	CCONJ
american_scientific_journal-12111	1	136	accurate	accurate	ADJ
american_scientific_journal-12111	1	137	screening	screening	NOUN
american_scientific_journal-12111	1	138	methods	method	NOUN
american_scientific_journal-12111	1	139	.	.	PUNCT
american_scientific_journal-12111	2	1	this	this	DET
american_scientific_journal-12111	2	2	study	study	NOUN
american_scientific_journal-12111	2	3	presents	present	VERB
american_scientific_journal-12111	2	4	the	the	DET
american_scientific_journal-12111	2	5	design	design	NOUN
american_scientific_journal-12111	2	6	and	and	CCONJ
american_scientific_journal-12111	2	7	evaluation	evaluation	NOUN
american_scientific_journal-12111	2	8	of	of	ADP
american_scientific_journal-12111	2	9	a	a	DET
american_scientific_journal-12111	2	10	custom	custom	NOUN
american_scientific_journal-12111	2	11	convolutional	convolutional	ADJ
american_scientific_journal-12111	2	12	neural	neural	ADJ
american_scientific_journal-12111	2	13	network	network	NOUN
american_scientific_journal-12111	2	14	(	(	PUNCT
american_scientific_journal-12111	2	15	cnn	cnn	PROPN
american_scientific_journal-12111	2	16	)	)	PUNCT
american_scientific_journal-12111	2	17	model	model	PROPN
american_scientific_journal-12111	2	18	,	,	PUNCT
american_scientific_journal-12111	2	19	lightdr	lightdr	PROPN
american_scientific_journal-12111	2	20	,	,	PUNCT
american_scientific_journal-12111	2	21	for	for	ADP
american_scientific_journal-12111	2	22	automated	automate	VERB
american_scientific_journal-12111	2	23	classification	classification	NOUN
american_scientific_journal-12111	2	24	of	of	ADP
american_scientific_journal-12111	2	25	dr	dr	PROPN
american_scientific_journal-12111	2	26	using	use	VERB
american_scientific_journal-12111	2	27	retinal	retinal	ADJ
american_scientific_journal-12111	2	28	fundus	fundus	NOUN
american_scientific_journal-12111	2	29	photographs	photograph	NOUN
american_scientific_journal-12111	2	30	.	.	PUNCT
american_scientific_journal-12111	3	1	the	the	DET
american_scientific_journal-12111	3	2	augmented_resized_v2	augmented_resized_v2	VERB
american_scientific_journal-12111	3	3	dataset	dataset	NOUN
american_scientific_journal-12111	3	4	,	,	PUNCT
american_scientific_journal-12111	3	5	derived	derive	VERB
american_scientific_journal-12111	3	6	from	from	ADP
american_scientific_journal-12111	3	7	the	the	DET
american_scientific_journal-12111	3	8	eyepacs	eyepac	NOUN
american_scientific_journal-12111	3	9	,	,	PUNCT
american_scientific_journal-12111	3	10	aptos	apto	NOUN
american_scientific_journal-12111	3	11	,	,	PUNCT
american_scientific_journal-12111	3	12	and	and	CCONJ
american_scientific_journal-12111	3	13	messidor	messidor	NOUN
american_scientific_journal-12111	3	14	collections	collection	NOUN
american_scientific_journal-12111	3	15	from	from	ADP
american_scientific_journal-12111	3	16	kaggle	kaggle	PROPN
american_scientific_journal-12111	3	17	,	,	PUNCT
american_scientific_journal-12111	3	18	was	be	AUX
american_scientific_journal-12111	3	19	used	use	VERB
american_scientific_journal-12111	3	20	to	to	PART
american_scientific_journal-12111	3	21	train	train	VERB
american_scientific_journal-12111	3	22	over	over	ADP
american_scientific_journal-12111	3	23	143,000	143,000	NUM
american_scientific_journal-12111	3	24	labeled	label	VERB
american_scientific_journal-12111	3	25	images	image	NOUN
american_scientific_journal-12111	3	26	.	.	PUNCT
american_scientific_journal-12111	4	1	the	the	DET
american_scientific_journal-12111	4	2	lightdr	lightdr	PROPN
american_scientific_journal-12111	4	3	architecture	architecture	NOUN
american_scientific_journal-12111	4	4	was	be	AUX
american_scientific_journal-12111	4	5	built	build	VERB
american_scientific_journal-12111	4	6	using	use	VERB
american_scientific_journal-12111	4	7	tensorflow	tensorflow	NOUN
american_scientific_journal-12111	4	8	and	and	CCONJ
american_scientific_journal-12111	4	9	optimized	optimize	VERB
american_scientific_journal-12111	4	10	through	through	ADP
american_scientific_journal-12111	4	11	data	datum	NOUN
american_scientific_journal-12111	4	12	augmentation	augmentation	NOUN
american_scientific_journal-12111	4	13	,	,	PUNCT
american_scientific_journal-12111	4	14	class	class	NOUN
american_scientific_journal-12111	4	15	balancing	balancing	NOUN
american_scientific_journal-12111	4	16	,	,	PUNCT
american_scientific_journal-12111	4	17	and	and	CCONJ
american_scientific_journal-12111	4	18	performance	performance	NOUN
american_scientific_journal-12111	4	19	-	-	PUNCT
american_scientific_journal-12111	4	20	driven	drive	VERB
american_scientific_journal-12111	4	21	callbacks	callback	NOUN
american_scientific_journal-12111	4	22	.	.	PUNCT
american_scientific_journal-12111	5	1	evaluation	evaluation	NOUN
american_scientific_journal-12111	5	2	of	of	ADP
american_scientific_journal-12111	5	3	the	the	DET
american_scientific_journal-12111	5	4	model	model	NOUN
american_scientific_journal-12111	5	5	yielded	yield	VERB
american_scientific_journal-12111	5	6	an	an	DET
american_scientific_journal-12111	5	7	accuracy	accuracy	NOUN
american_scientific_journal-12111	5	8	of	of	ADP
american_scientific_journal-12111	5	9	84	84	NUM
american_scientific_journal-12111	5	10	%	%	NOUN
american_scientific_journal-12111	5	11	,	,	PUNCT
american_scientific_journal-12111	5	12	with	with	ADP
american_scientific_journal-12111	5	13	precision	precision	NOUN
american_scientific_journal-12111	5	14	and	and	CCONJ
american_scientific_journal-12111	5	15	recall	recall	NOUN
american_scientific_journal-12111	5	16	metrics	metric	NOUN
american_scientific_journal-12111	5	17	indicating	indicate	VERB
american_scientific_journal-12111	5	18	strong	strong	ADJ
american_scientific_journal-12111	5	19	sensitivity	sensitivity	NOUN
american_scientific_journal-12111	5	20	to	to	PART
american_scientific_journal-12111	5	21	disease	disease	NOUN
american_scientific_journal-12111	5	22	presence	presence	NOUN
american_scientific_journal-12111	5	23	and	and	CCONJ
american_scientific_journal-12111	5	24	reliable	reliable	ADJ
american_scientific_journal-12111	5	25	classification	classification	NOUN
american_scientific_journal-12111	5	26	of	of	ADP
american_scientific_journal-12111	5	27	healthy	healthy	ADJ
american_scientific_journal-12111	5	28	cases	case	NOUN
american_scientific_journal-12111	5	29	.	.	PUNCT
american_scientific_journal-12111	6	1	the	the	DET
american_scientific_journal-12111	6	2	model	model	NOUN
american_scientific_journal-12111	6	3	demonstrated	demonstrate	VERB
american_scientific_journal-12111	6	4	generalization	generalization	NOUN
american_scientific_journal-12111	6	5	and	and	CCONJ
american_scientific_journal-12111	6	6	interpretability	interpretability	NOUN
american_scientific_journal-12111	6	7	,	,	PUNCT
american_scientific_journal-12111	6	8	supported	support	VERB
american_scientific_journal-12111	6	9	by	by	ADP
american_scientific_journal-12111	6	10	gradcam	gradcam	PROPN
american_scientific_journal-12111	6	11	visualizations	visualization	NOUN
american_scientific_journal-12111	6	12	and	and	CCONJ
american_scientific_journal-12111	6	13	confusion	confusion	NOUN
american_scientific_journal-12111	6	14	matrix	matrix	NOUN
american_scientific_journal-12111	6	15	analysis	analysis	NOUN
american_scientific_journal-12111	6	16	.	.	PUNCT
american_scientific_journal-12111	7	1	these	these	DET
american_scientific_journal-12111	7	2	findings	finding	NOUN
american_scientific_journal-12111	7	3	suggest	suggest	VERB
american_scientific_journal-12111	7	4	that	that	SCONJ
american_scientific_journal-12111	7	5	lightdr	lightdr	PROPN
american_scientific_journal-12111	7	6	offers	offer	VERB
american_scientific_journal-12111	7	7	a	a	DET
american_scientific_journal-12111	7	8	scalable	scalable	ADJ
american_scientific_journal-12111	7	9	and	and	CCONJ
american_scientific_journal-12111	7	10	effective	effective	ADJ
american_scientific_journal-12111	7	11	solution	solution	NOUN
american_scientific_journal-12111	7	12	for	for	ADP
american_scientific_journal-12111	7	13	dr	dr	PROPN
american_scientific_journal-12111	7	14	screening	screening	PROPN
american_scientific_journal-12111	7	15	,	,	PUNCT
american_scientific_journal-12111	7	16	with	with	ADP
american_scientific_journal-12111	7	17	potential	potential	NOUN
american_scientific_journal-12111	7	18	for	for	ADP
american_scientific_journal-12111	7	19	integration	integration	NOUN
american_scientific_journal-12111	7	20	into	into	ADP
american_scientific_journal-12111	7	21	clinical	clinical	ADJ
american_scientific_journal-12111	7	22	workflows	workflow	NOUN
american_scientific_journal-12111	7	23	pending	pende	VERB
american_scientific_journal-12111	7	24	further	further	ADJ
american_scientific_journal-12111	7	25	validation	validation	NOUN
american_scientific_journal-12111	7	26	.	.	PUNCT
american_scientific_journal-12111	8	1	keywords	keyword	NOUN
american_scientific_journal-12111	8	2	:	:	PUNCT
american_scientific_journal-12111	8	3	diabetic	diabetic	ADJ
american_scientific_journal-12111	8	4	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	8	5	;	;	PUNCT
american_scientific_journal-12111	8	6	convolutional	convolutional	ADJ
american_scientific_journal-12111	8	7	neural	neural	ADJ
american_scientific_journal-12111	8	8	network	network	NOUN
american_scientific_journal-12111	8	9	;	;	PUNCT
american_scientific_journal-12111	8	10	fundus	fundus	NOUN
american_scientific_journal-12111	8	11	image	image	NOUN
american_scientific_journal-12111	8	12	;	;	PUNCT
american_scientific_journal-12111	8	13	image	image	NOUN
american_scientific_journal-12111	8	14	classification	classification	NOUN
american_scientific_journal-12111	8	15	.	.	PUNCT
american_scientific_journal-12111	9	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12111	9	2	received	receive	VERB
american_scientific_journal-12111	9	3	:	:	PUNCT
american_scientific_journal-12111	9	4	8/23/2025	8/23/2025	NUM
american_scientific_journal-12111	9	5	accepted	accept	VERB
american_scientific_journal-12111	9	6	:	:	PUNCT
american_scientific_journal-12111	9	7	10/23/2025	10/23/2025	NUM
american_scientific_journal-12111	9	8	published	publish	VERB
american_scientific_journal-12111	9	9	:	:	PUNCT
american_scientific_journal-12111	9	10	11/1/2025	11/1/2025	NUM
american_scientific_journal-12111	9	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12111	9	12	*	*	PUNCT
american_scientific_journal-12111	10	1	corresponding	correspond	VERB
american_scientific_journal-12111	10	2	author	author	NOUN
american_scientific_journal-12111	10	3	.	.	PUNCT
american_scientific_journal-12111	11	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12111	11	2	mailto:poadigun@nmhu.edu	mailto:poadigun@nmhu.edu	PROPN
american_scientific_journal-12111	11	3	mailto:aadeniyi1@live.nmhu.edu	mailto:aadeniyi1@live.nmhu.edu	PROPN
american_scientific_journal-12111	11	4	american	american	ADJ
american_scientific_journal-12111	11	5	academic	academic	PROPN
american_scientific_journal-12111	11	6	scientific	scientific	ADJ
american_scientific_journal-12111	11	7	research	research	NOUN
american_scientific_journal-12111	11	8	journal	journal	NOUN
american_scientific_journal-12111	11	9	for	for	ADP
american_scientific_journal-12111	11	10	engineering	engineering	NOUN
american_scientific_journal-12111	11	11	,	,	PUNCT
american_scientific_journal-12111	11	12	technology	technology	NOUN
american_scientific_journal-12111	11	13	,	,	PUNCT
american_scientific_journal-12111	11	14	and	and	CCONJ
american_scientific_journal-12111	11	15	sciences	science	NOUN
american_scientific_journal-12111	11	16	(	(	PUNCT
american_scientific_journal-12111	11	17	asrjets	asrjet	NOUN
american_scientific_journal-12111	11	18	)	)	PUNCT
american_scientific_journal-12111	11	19	volume	volume	NOUN
american_scientific_journal-12111	11	20	103	103	NUM
american_scientific_journal-12111	11	21	,	,	PUNCT
american_scientific_journal-12111	11	22	no	no	DET
american_scientific_journal-12111	11	23	1	1	NUM
american_scientific_journal-12111	11	24	,	,	PUNCT
american_scientific_journal-12111	11	25	pp	pp	ADV
american_scientific_journal-12111	11	26	313	313	NUM
american_scientific_journal-12111	11	27	-	-	SYM
american_scientific_journal-12111	11	28	329	329	NUM
american_scientific_journal-12111	11	29	314	314	NUM
american_scientific_journal-12111	11	30	1.introduction	1.introduction	NUM
american_scientific_journal-12111	11	31	diabetic	diabetic	ADJ
american_scientific_journal-12111	11	32	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	11	33	(	(	PUNCT
american_scientific_journal-12111	11	34	dr	dr	PROPN
american_scientific_journal-12111	11	35	)	)	PUNCT
american_scientific_journal-12111	11	36	is	be	AUX
american_scientific_journal-12111	11	37	a	a	DET
american_scientific_journal-12111	11	38	leading	lead	VERB
american_scientific_journal-12111	11	39	cause	cause	NOUN
american_scientific_journal-12111	11	40	of	of	ADP
american_scientific_journal-12111	11	41	vision	vision	NOUN
american_scientific_journal-12111	11	42	impairment	impairment	ADJ
american_scientific_journal-12111	11	43	among	among	ADP
american_scientific_journal-12111	11	44	working	work	VERB
american_scientific_journal-12111	11	45	-	-	PUNCT
american_scientific_journal-12111	11	46	age	age	NOUN
american_scientific_journal-12111	11	47	adults	adult	NOUN
american_scientific_journal-12111	11	48	worldwide[1].the	worldwide[1].the	ADJ
american_scientific_journal-12111	11	49	estimated	estimate	VERB
american_scientific_journal-12111	11	50	figure	figure	NOUN
american_scientific_journal-12111	11	51	in	in	ADP
american_scientific_journal-12111	11	52	the	the	DET
american_scientific_journal-12111	11	53	us	us	PROPN
american_scientific_journal-12111	11	54	was	be	AUX
american_scientific_journal-12111	11	55	9.60	9.60	NUM
american_scientific_journal-12111	11	56	million	million	NUM
american_scientific_journal-12111	11	57	(	(	PUNCT
american_scientific_journal-12111	11	58	26.43	26.43	NUM
american_scientific_journal-12111	11	59	%	%	NOUN
american_scientific_journal-12111	11	60	of	of	ADP
american_scientific_journal-12111	11	61	those	those	PRON
american_scientific_journal-12111	11	62	with	with	ADP
american_scientific_journal-12111	11	63	diabetes	diabetes	NOUN
american_scientific_journal-12111	11	64	)	)	PUNCT
american_scientific_journal-12111	11	65	had	have	VERB
american_scientific_journal-12111	11	66	diabetic	diabetic	ADJ
american_scientific_journal-12111	11	67	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	11	68	,	,	PUNCT
american_scientific_journal-12111	11	69	and	and	CCONJ
american_scientific_journal-12111	11	70	1.84	1.84	NUM
american_scientific_journal-12111	11	71	million	million	NUM
american_scientific_journal-12111	11	72	people	people	NOUN
american_scientific_journal-12111	11	73	(	(	PUNCT
american_scientific_journal-12111	11	74	5.06	5.06	NUM
american_scientific_journal-12111	11	75	%	%	NOUN
american_scientific_journal-12111	11	76	of	of	ADP
american_scientific_journal-12111	11	77	those	those	PRON
american_scientific_journal-12111	11	78	with	with	ADP
american_scientific_journal-12111	11	79	diabetes	diabetes	NOUN
american_scientific_journal-12111	11	80	)	)	PUNCT
american_scientific_journal-12111	11	81	had	have	VERB
american_scientific_journal-12111	11	82	vision	vision	NOUN
american_scientific_journal-12111	11	83	-	-	PUNCT
american_scientific_journal-12111	11	84	threatening	threaten	VERB
american_scientific_journal-12111	11	85	diabetic	diabetic	ADJ
american_scientific_journal-12111	11	86	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	11	87	(	(	PUNCT
american_scientific_journal-12111	11	88	vtdr	vtdr	NOUN
american_scientific_journal-12111	11	89	)	)	PUNCT
american_scientific_journal-12111	11	90	in	in	ADP
american_scientific_journal-12111	11	91	2021[2	2021[2	NUM
american_scientific_journal-12111	11	92	]	]	PUNCT
american_scientific_journal-12111	11	93	.additionally	.additionally	ADV
american_scientific_journal-12111	11	94	,	,	PUNCT
american_scientific_journal-12111	11	95	diabetic	diabetic	ADJ
american_scientific_journal-12111	11	96	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	11	97	(	(	PUNCT
american_scientific_journal-12111	11	98	dr	dr	PROPN
american_scientific_journal-12111	11	99	)	)	PUNCT
american_scientific_journal-12111	11	100	is	be	AUX
american_scientific_journal-12111	11	101	one	one	NUM
american_scientific_journal-12111	11	102	of	of	ADP
american_scientific_journal-12111	11	103	the	the	DET
american_scientific_journal-12111	11	104	most	most	ADV
american_scientific_journal-12111	11	105	prevalent	prevalent	ADJ
american_scientific_journal-12111	11	106	microvascular	microvascular	ADJ
american_scientific_journal-12111	11	107	complications	complication	NOUN
american_scientific_journal-12111	11	108	of	of	ADP
american_scientific_journal-12111	11	109	diabetes	diabetes	NOUN
american_scientific_journal-12111	11	110	mellitus	mellitus	NOUN
american_scientific_journal-12111	11	111	(	(	PUNCT
american_scientific_journal-12111	11	112	dm	dm	PROPN
american_scientific_journal-12111	11	113	)	)	PUNCT
american_scientific_journal-12111	11	114	and	and	CCONJ
american_scientific_journal-12111	11	115	remains	remain	VERB
american_scientific_journal-12111	11	116	a	a	DET
american_scientific_journal-12111	11	117	leading	lead	VERB
american_scientific_journal-12111	11	118	cause	cause	NOUN
american_scientific_journal-12111	11	119	of	of	ADP
american_scientific_journal-12111	11	120	preventable	preventable	ADJ
american_scientific_journal-12111	11	121	blindness	blindness	NOUN
american_scientific_journal-12111	11	122	globally[3	globally[3	NOUN
american_scientific_journal-12111	11	123	]	]	PUNCT
american_scientific_journal-12111	11	124	.	.	PUNCT
american_scientific_journal-12111	12	1	according	accord	VERB
american_scientific_journal-12111	12	2	to	to	ADP
american_scientific_journal-12111	12	3	the	the	DET
american_scientific_journal-12111	12	4	international	international	ADJ
american_scientific_journal-12111	12	5	diabetes	diabetes	PROPN
american_scientific_journal-12111	12	6	federation	federation	PROPN
american_scientific_journal-12111	12	7	(	(	PUNCT
american_scientific_journal-12111	12	8	idf	idf	PROPN
american_scientific_journal-12111	12	9	,	,	PUNCT
american_scientific_journal-12111	12	10	2024	2024	NUM
american_scientific_journal-12111	12	11	)	)	PUNCT
american_scientific_journal-12111	12	12	,	,	PUNCT
american_scientific_journal-12111	12	13	an	an	DET
american_scientific_journal-12111	12	14	estimated	estimate	VERB
american_scientific_journal-12111	12	15	590	590	NUM
american_scientific_journal-12111	12	16	million	million	NUM
american_scientific_journal-12111	12	17	adults	adult	NOUN
american_scientific_journal-12111	12	18	worldwide	worldwide	ADV
american_scientific_journal-12111	12	19	are	be	AUX
american_scientific_journal-12111	12	20	living	live	VERB
american_scientific_journal-12111	12	21	with	with	ADP
american_scientific_journal-12111	12	22	diabetes	diabetes	NOUN
american_scientific_journal-12111	12	23	,	,	PUNCT
american_scientific_journal-12111	12	24	and	and	CCONJ
american_scientific_journal-12111	12	25	this	this	DET
american_scientific_journal-12111	12	26	figure	figure	NOUN
american_scientific_journal-12111	12	27	is	be	AUX
american_scientific_journal-12111	12	28	projected	project	VERB
american_scientific_journal-12111	12	29	to	to	PART
american_scientific_journal-12111	12	30	rise	rise	VERB
american_scientific_journal-12111	12	31	to	to	ADP
american_scientific_journal-12111	12	32	643	643	NUM
american_scientific_journal-12111	12	33	million	million	NUM
american_scientific_journal-12111	12	34	by	by	ADP
american_scientific_journal-12111	12	35	2030[4	2030[4	NUM
american_scientific_journal-12111	12	36	,	,	PUNCT
american_scientific_journal-12111	12	37	5].among	5].among	NUM
american_scientific_journal-12111	12	38	these	these	PRON
american_scientific_journal-12111	12	39	,	,	PUNCT
american_scientific_journal-12111	12	40	nearly	nearly	ADV
american_scientific_journal-12111	12	41	onethird	onethird	PROPN
american_scientific_journal-12111	12	42	are	be	AUX
american_scientific_journal-12111	12	43	expected	expect	VERB
american_scientific_journal-12111	12	44	to	to	PART
american_scientific_journal-12111	12	45	develop	develop	VERB
american_scientific_journal-12111	12	46	some	some	DET
american_scientific_journal-12111	12	47	form	form	NOUN
american_scientific_journal-12111	12	48	of	of	ADP
american_scientific_journal-12111	12	49	diabetic	diabetic	ADJ
american_scientific_journal-12111	12	50	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	12	51	during	during	ADP
american_scientific_journal-12111	12	52	their	their	PRON
american_scientific_journal-12111	12	53	lifetime	lifetime	NOUN
american_scientific_journal-12111	12	54	.	.	PUNCT
american_scientific_journal-12111	13	1	the	the	DET
american_scientific_journal-12111	13	2	progression	progression	NOUN
american_scientific_journal-12111	13	3	of	of	ADP
american_scientific_journal-12111	13	4	dr	dr	PROPN
american_scientific_journal-12111	13	5	is	be	AUX
american_scientific_journal-12111	13	6	gradual	gradual	ADJ
american_scientific_journal-12111	13	7	and	and	CCONJ
american_scientific_journal-12111	13	8	often	often	ADV
american_scientific_journal-12111	13	9	asymptomatic	asymptomatic	ADJ
american_scientific_journal-12111	13	10	in	in	ADP
american_scientific_journal-12111	13	11	its	its	PRON
american_scientific_journal-12111	13	12	early	early	ADJ
american_scientific_journal-12111	13	13	stages	stage	NOUN
american_scientific_journal-12111	13	14	,	,	PUNCT
american_scientific_journal-12111	13	15	which	which	PRON
american_scientific_journal-12111	13	16	underscores	underscore	VERB
american_scientific_journal-12111	13	17	the	the	DET
american_scientific_journal-12111	13	18	critical	critical	ADJ
american_scientific_journal-12111	13	19	importance	importance	NOUN
american_scientific_journal-12111	13	20	of	of	ADP
american_scientific_journal-12111	13	21	timely	timely	ADJ
american_scientific_journal-12111	13	22	diagnosis	diagnosis	NOUN
american_scientific_journal-12111	13	23	and	and	CCONJ
american_scientific_journal-12111	13	24	intervention	intervention	NOUN
american_scientific_journal-12111	13	25	to	to	PART
american_scientific_journal-12111	13	26	prevent	prevent	VERB
american_scientific_journal-12111	13	27	irreversible	irreversible	ADJ
american_scientific_journal-12111	13	28	vision	vision	NOUN
american_scientific_journal-12111	13	29	loss	loss	NOUN
american_scientific_journal-12111	13	30	.	.	PUNCT
american_scientific_journal-12111	14	1	on	on	ADP
american_scientific_journal-12111	14	2	the	the	DET
american_scientific_journal-12111	14	3	other	other	ADJ
american_scientific_journal-12111	14	4	hand	hand	NOUN
american_scientific_journal-12111	14	5	,	,	PUNCT
american_scientific_journal-12111	14	6	retinal	retinal	ADJ
american_scientific_journal-12111	14	7	fundus	fundus	NOUN
american_scientific_journal-12111	14	8	photography	photography	NOUN
american_scientific_journal-12111	14	9	has	have	AUX
american_scientific_journal-12111	14	10	emerged	emerge	VERB
american_scientific_journal-12111	14	11	as	as	ADP
american_scientific_journal-12111	14	12	a	a	DET
american_scientific_journal-12111	14	13	reliable	reliable	ADJ
american_scientific_journal-12111	14	14	,	,	PUNCT
american_scientific_journal-12111	14	15	non	non	ADJ
american_scientific_journal-12111	14	16	-	-	ADJ
american_scientific_journal-12111	14	17	invasive	invasive	ADJ
american_scientific_journal-12111	14	18	method	method	NOUN
american_scientific_journal-12111	14	19	for	for	ADP
american_scientific_journal-12111	14	20	screening	screen	VERB
american_scientific_journal-12111	14	21	and	and	CCONJ
american_scientific_journal-12111	14	22	diagnosing	diagnose	VERB
american_scientific_journal-12111	14	23	dr[6].however	dr[6].however	PROPN
american_scientific_journal-12111	14	24	,	,	PUNCT
american_scientific_journal-12111	14	25	manual	manual	ADJ
american_scientific_journal-12111	14	26	assessment	assessment	NOUN
american_scientific_journal-12111	14	27	of	of	ADP
american_scientific_journal-12111	14	28	fundus	fundus	NOUN
american_scientific_journal-12111	14	29	images	image	NOUN
american_scientific_journal-12111	14	30	by	by	ADP
american_scientific_journal-12111	14	31	ophthalmologists	ophthalmologist	NOUN
american_scientific_journal-12111	14	32	and	and	CCONJ
american_scientific_journal-12111	14	33	trained	train	VERB
american_scientific_journal-12111	14	34	graders	grader	NOUN
american_scientific_journal-12111	14	35	is	be	AUX
american_scientific_journal-12111	14	36	time	time	NOUN
american_scientific_journal-12111	14	37	-	-	PUNCT
american_scientific_journal-12111	14	38	consuming	consume	VERB
american_scientific_journal-12111	14	39	,	,	PUNCT
american_scientific_journal-12111	14	40	resource	resource	NOUN
american_scientific_journal-12111	14	41	-	-	PUNCT
american_scientific_journal-12111	14	42	intensive	intensive	ADJ
american_scientific_journal-12111	14	43	,	,	PUNCT
american_scientific_journal-12111	14	44	and	and	CCONJ
american_scientific_journal-12111	14	45	subject	subject	ADJ
american_scientific_journal-12111	14	46	to	to	ADP
american_scientific_journal-12111	14	47	inter	inter	ADJ
american_scientific_journal-12111	14	48	-	-	ADJ
american_scientific_journal-12111	14	49	observer	observer	ADJ
american_scientific_journal-12111	14	50	variability	variability	NOUN
american_scientific_journal-12111	14	51	.	.	PUNCT
american_scientific_journal-12111	15	1	in	in	ADP
american_scientific_journal-12111	15	2	many	many	ADJ
american_scientific_journal-12111	15	3	regions	region	NOUN
american_scientific_journal-12111	15	4	,	,	PUNCT
american_scientific_journal-12111	15	5	particularly	particularly	ADV
american_scientific_journal-12111	15	6	in	in	ADP
american_scientific_journal-12111	15	7	low	low	ADJ
american_scientific_journal-12111	15	8	and	and	CCONJ
american_scientific_journal-12111	15	9	middle	middle	ADJ
american_scientific_journal-12111	15	10	-	-	PUNCT
american_scientific_journal-12111	15	11	income	income	NOUN
american_scientific_journal-12111	15	12	countries	country	NOUN
american_scientific_journal-12111	15	13	(	(	PUNCT
american_scientific_journal-12111	15	14	lmics	lmic	NOUN
american_scientific_journal-12111	15	15	)	)	PUNCT
american_scientific_journal-12111	15	16	[	[	X
american_scientific_journal-12111	15	17	5	5	NUM
american_scientific_journal-12111	15	18	]	]	PUNCT
american_scientific_journal-12111	15	19	,	,	PUNCT
american_scientific_journal-12111	15	20	the	the	DET
american_scientific_journal-12111	15	21	shortage	shortage	NOUN
american_scientific_journal-12111	15	22	of	of	ADP
american_scientific_journal-12111	15	23	qualified	qualified	ADJ
american_scientific_journal-12111	15	24	specialists	specialist	NOUN
american_scientific_journal-12111	15	25	further	far	ADV
american_scientific_journal-12111	15	26	limits	limit	VERB
american_scientific_journal-12111	15	27	access	access	NOUN
american_scientific_journal-12111	15	28	to	to	ADP
american_scientific_journal-12111	15	29	early	early	ADJ
american_scientific_journal-12111	15	30	screening	screening	NOUN
american_scientific_journal-12111	15	31	and	and	CCONJ
american_scientific_journal-12111	15	32	management	management	NOUN
american_scientific_journal-12111	15	33	.	.	PUNCT
american_scientific_journal-12111	16	1	this	this	PRON
american_scientific_journal-12111	16	2	creates	create	VERB
american_scientific_journal-12111	16	3	a	a	DET
american_scientific_journal-12111	16	4	compelling	compelling	ADJ
american_scientific_journal-12111	16	5	need	need	NOUN
american_scientific_journal-12111	16	6	for	for	ADP
american_scientific_journal-12111	16	7	automated	automate	VERB
american_scientific_journal-12111	16	8	,	,	PUNCT
american_scientific_journal-12111	16	9	efficient	efficient	ADJ
american_scientific_journal-12111	16	10	,	,	PUNCT
american_scientific_journal-12111	16	11	and	and	CCONJ
american_scientific_journal-12111	16	12	accurate	accurate	ADJ
american_scientific_journal-12111	16	13	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	16	14	tools	tool	NOUN
american_scientific_journal-12111	16	15	that	that	PRON
american_scientific_journal-12111	16	16	can	can	AUX
american_scientific_journal-12111	16	17	assist	assist	VERB
american_scientific_journal-12111	16	18	clinicians	clinician	NOUN
american_scientific_journal-12111	16	19	in	in	ADP
american_scientific_journal-12111	16	20	large	large	ADJ
american_scientific_journal-12111	16	21	-	-	PUNCT
american_scientific_journal-12111	16	22	scale	scale	NOUN
american_scientific_journal-12111	16	23	screening	screening	NOUN
american_scientific_journal-12111	16	24	and	and	CCONJ
american_scientific_journal-12111	16	25	improve	improve	VERB
american_scientific_journal-12111	16	26	early	early	ADJ
american_scientific_journal-12111	16	27	detection	detection	NOUN
american_scientific_journal-12111	16	28	outcomes	outcome	NOUN
american_scientific_journal-12111	16	29	.	.	PUNCT
american_scientific_journal-12111	17	1	recent	recent	ADJ
american_scientific_journal-12111	17	2	advancements	advancement	NOUN
american_scientific_journal-12111	17	3	in	in	ADP
american_scientific_journal-12111	17	4	artificial	artificial	ADJ
american_scientific_journal-12111	17	5	intelligence	intelligence	NOUN
american_scientific_journal-12111	17	6	(	(	PUNCT
american_scientific_journal-12111	17	7	ai	ai	NOUN
american_scientific_journal-12111	17	8	)	)	PUNCT
american_scientific_journal-12111	17	9	,	,	PUNCT
american_scientific_journal-12111	17	10	particularly	particularly	ADV
american_scientific_journal-12111	17	11	in	in	ADP
american_scientific_journal-12111	17	12	deep	deep	ADJ
american_scientific_journal-12111	17	13	learning	learning	NOUN
american_scientific_journal-12111	17	14	(	(	PUNCT
american_scientific_journal-12111	17	15	dl	dl	NOUN
american_scientific_journal-12111	17	16	)	)	PUNCT
american_scientific_journal-12111	17	17	and	and	CCONJ
american_scientific_journal-12111	17	18	convolutional	convolutional	ADJ
american_scientific_journal-12111	17	19	neural	neural	ADJ
american_scientific_journal-12111	17	20	networks	network	NOUN
american_scientific_journal-12111	17	21	(	(	PUNCT
american_scientific_journal-12111	17	22	cnns	cnns	PROPN
american_scientific_journal-12111	17	23	)	)	PUNCT
american_scientific_journal-12111	17	24	,	,	PUNCT
american_scientific_journal-12111	17	25	have	have	AUX
american_scientific_journal-12111	17	26	revolutionized	revolutionize	VERB
american_scientific_journal-12111	17	27	the	the	DET
american_scientific_journal-12111	17	28	field	field	NOUN
american_scientific_journal-12111	17	29	of	of	ADP
american_scientific_journal-12111	17	30	medical	medical	ADJ
american_scientific_journal-12111	17	31	image	image	NOUN
american_scientific_journal-12111	17	32	analysis	analysis	NOUN
american_scientific_journal-12111	17	33	[	[	X
american_scientific_journal-12111	17	34	7	7	NUM
american_scientific_journal-12111	17	35	,	,	PUNCT
american_scientific_journal-12111	17	36	8].cnns	8].cnns	NUM
american_scientific_journal-12111	17	37	,	,	PUNCT
american_scientific_journal-12111	17	38	which	which	PRON
american_scientific_journal-12111	17	39	are	be	AUX
american_scientific_journal-12111	17	40	capable	capable	ADJ
american_scientific_journal-12111	17	41	of	of	ADP
american_scientific_journal-12111	17	42	automatically	automatically	ADV
american_scientific_journal-12111	17	43	learning	learn	VERB
american_scientific_journal-12111	17	44	hierarchical	hierarchical	ADJ
american_scientific_journal-12111	17	45	visual	visual	ADJ
american_scientific_journal-12111	17	46	features	feature	NOUN
american_scientific_journal-12111	17	47	from	from	ADP
american_scientific_journal-12111	17	48	raw	raw	ADJ
american_scientific_journal-12111	17	49	images	image	NOUN
american_scientific_journal-12111	17	50	,	,	PUNCT
american_scientific_journal-12111	17	51	have	have	AUX
american_scientific_journal-12111	17	52	shown	show	VERB
american_scientific_journal-12111	17	53	remarkable	remarkable	ADJ
american_scientific_journal-12111	17	54	success	success	NOUN
american_scientific_journal-12111	17	55	in	in	ADP
american_scientific_journal-12111	17	56	various	various	ADJ
american_scientific_journal-12111	17	57	ophthalmic	ophthalmic	ADJ
american_scientific_journal-12111	17	58	applications	application	NOUN
american_scientific_journal-12111	17	59	,	,	PUNCT
american_scientific_journal-12111	17	60	including	include	VERB
american_scientific_journal-12111	17	61	the	the	DET
american_scientific_journal-12111	17	62	detection	detection	NOUN
american_scientific_journal-12111	17	63	of	of	ADP
american_scientific_journal-12111	17	64	diabetic	diabetic	ADJ
american_scientific_journal-12111	17	65	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	17	66	,	,	PUNCT
american_scientific_journal-12111	17	67	age	age	NOUN
american_scientific_journal-12111	17	68	-	-	PUNCT
american_scientific_journal-12111	17	69	related	relate	VERB
american_scientific_journal-12111	17	70	macular	macular	ADJ
american_scientific_journal-12111	17	71	degeneration	degeneration	NOUN
american_scientific_journal-12111	17	72	,	,	PUNCT
american_scientific_journal-12111	17	73	and	and	CCONJ
american_scientific_journal-12111	17	74	glaucoma	glaucoma	NOUN
american_scientific_journal-12111	17	75	[	[	X
american_scientific_journal-12111	17	76	8	8	NUM
american_scientific_journal-12111	17	77	,	,	PUNCT
american_scientific_journal-12111	17	78	9].notably	9].notably	PROPN
american_scientific_journal-12111	17	79	,	,	PUNCT
american_scientific_journal-12111	17	80	several	several	ADJ
american_scientific_journal-12111	17	81	studies	study	NOUN
american_scientific_journal-12111	17	82	have	have	AUX
american_scientific_journal-12111	17	83	demonstrated	demonstrate	VERB
american_scientific_journal-12111	17	84	that	that	SCONJ
american_scientific_journal-12111	17	85	cnn	cnn	PROPN
american_scientific_journal-12111	17	86	-	-	PUNCT
american_scientific_journal-12111	17	87	based	base	VERB
american_scientific_journal-12111	17	88	systems	system	NOUN
american_scientific_journal-12111	17	89	can	can	AUX
american_scientific_journal-12111	17	90	achieve	achieve	VERB
american_scientific_journal-12111	17	91	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	17	92	performance	performance	NOUN
american_scientific_journal-12111	17	93	comparable	comparable	ADJ
american_scientific_journal-12111	17	94	to	to	ADP
american_scientific_journal-12111	17	95	,	,	PUNCT
american_scientific_journal-12111	17	96	or	or	CCONJ
american_scientific_journal-12111	17	97	in	in	ADP
american_scientific_journal-12111	17	98	some	some	DET
american_scientific_journal-12111	17	99	cases	case	NOUN
american_scientific_journal-12111	17	100	exceeding	exceed	VERB
american_scientific_journal-12111	17	101	,	,	PUNCT
american_scientific_journal-12111	17	102	that	that	PRON
american_scientific_journal-12111	17	103	of	of	ADP
american_scientific_journal-12111	17	104	human	human	NOUN
american_scientific_journal-12111	17	105	experts[6	experts[6	NOUN
american_scientific_journal-12111	17	106	,	,	PUNCT
american_scientific_journal-12111	17	107	8	8	NUM
american_scientific_journal-12111	17	108	-	-	SYM
american_scientific_journal-12111	17	109	14].despite	14].despite	NUM
american_scientific_journal-12111	17	110	these	these	DET
american_scientific_journal-12111	17	111	advances	advance	NOUN
american_scientific_journal-12111	17	112	,	,	PUNCT
american_scientific_journal-12111	17	113	challenges	challenge	NOUN
american_scientific_journal-12111	17	114	remain	remain	VERB
american_scientific_journal-12111	17	115	regarding	regard	VERB
american_scientific_journal-12111	17	116	model	model	NOUN
american_scientific_journal-12111	17	117	generalization	generalization	NOUN
american_scientific_journal-12111	17	118	,	,	PUNCT
american_scientific_journal-12111	17	119	data	datum	NOUN
american_scientific_journal-12111	17	120	quality	quality	NOUN
american_scientific_journal-12111	17	121	,	,	PUNCT
american_scientific_journal-12111	17	122	interpretability	interpretability	NOUN
american_scientific_journal-12111	17	123	,	,	PUNCT
american_scientific_journal-12111	17	124	and	and	CCONJ
american_scientific_journal-12111	17	125	clinical	clinical	ADJ
american_scientific_journal-12111	17	126	integration	integration	NOUN
american_scientific_journal-12111	17	127	.	.	PUNCT
american_scientific_journal-12111	18	1	ultimately	ultimately	ADV
american_scientific_journal-12111	18	2	,	,	PUNCT
american_scientific_journal-12111	18	3	the	the	DET
american_scientific_journal-12111	18	4	integration	integration	NOUN
american_scientific_journal-12111	18	5	of	of	ADP
american_scientific_journal-12111	18	6	such	such	DET
american_scientific_journal-12111	18	7	an	an	DET
american_scientific_journal-12111	18	8	automated	automate	VERB
american_scientific_journal-12111	18	9	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	18	10	system	system	NOUN
american_scientific_journal-12111	18	11	into	into	ADP
american_scientific_journal-12111	18	12	clinical	clinical	ADJ
american_scientific_journal-12111	18	13	workflows	workflow	NOUN
american_scientific_journal-12111	18	14	has	have	VERB
american_scientific_journal-12111	18	15	the	the	DET
american_scientific_journal-12111	18	16	potential	potential	NOUN
american_scientific_journal-12111	18	17	to	to	PART
american_scientific_journal-12111	18	18	enhance	enhance	VERB
american_scientific_journal-12111	18	19	early	early	ADJ
american_scientific_journal-12111	18	20	detection	detection	NOUN
american_scientific_journal-12111	18	21	,	,	PUNCT
american_scientific_journal-12111	18	22	reduce	reduce	VERB
american_scientific_journal-12111	18	23	screening	screen	VERB
american_scientific_journal-12111	18	24	backlogs	backlog	NOUN
american_scientific_journal-12111	18	25	,	,	PUNCT
american_scientific_journal-12111	18	26	and	and	CCONJ
american_scientific_journal-12111	18	27	democratize	democratize	VERB
american_scientific_journal-12111	18	28	access	access	NOUN
american_scientific_journal-12111	18	29	to	to	ADP
american_scientific_journal-12111	18	30	ophthalmic	ophthalmic	ADJ
american_scientific_journal-12111	18	31	care	care	NOUN
american_scientific_journal-12111	18	32	.	.	PUNCT
american_scientific_journal-12111	19	1	the	the	DET
american_scientific_journal-12111	19	2	combination	combination	NOUN
american_scientific_journal-12111	19	3	of	of	ADP
american_scientific_journal-12111	19	4	deep	deep	ADJ
american_scientific_journal-12111	19	5	learning	learning	NOUN
american_scientific_journal-12111	19	6	and	and	CCONJ
american_scientific_journal-12111	19	7	teleophthalmology	teleophthalmology	NOUN
american_scientific_journal-12111	19	8	could	could	AUX
american_scientific_journal-12111	19	9	be	be	AUX
american_scientific_journal-12111	19	10	transformative	transformative	ADJ
american_scientific_journal-12111	19	11	in	in	ADP
american_scientific_journal-12111	19	12	resource	resource	NOUN
american_scientific_journal-12111	19	13	-	-	PUNCT
american_scientific_journal-12111	19	14	limited	limit	VERB
american_scientific_journal-12111	19	15	settings	setting	NOUN
american_scientific_journal-12111	19	16	,	,	PUNCT
american_scientific_journal-12111	19	17	where	where	SCONJ
american_scientific_journal-12111	19	18	access	access	NOUN
american_scientific_journal-12111	19	19	to	to	ADP
american_scientific_journal-12111	19	20	trained	train	VERB
american_scientific_journal-12111	19	21	ophthalmologists	ophthalmologist	NOUN
american_scientific_journal-12111	19	22	remains	remain	VERB
american_scientific_journal-12111	19	23	a	a	DET
american_scientific_journal-12111	19	24	significant	significant	ADJ
american_scientific_journal-12111	19	25	barrier	barrier	NOUN
american_scientific_journal-12111	19	26	to	to	ADP
american_scientific_journal-12111	19	27	timely	timely	ADJ
american_scientific_journal-12111	19	28	care	care	NOUN
american_scientific_journal-12111	19	29	.	.	PUNCT
american_scientific_journal-12111	20	1	therefore	therefore	ADV
american_scientific_journal-12111	20	2	,	,	PUNCT
american_scientific_journal-12111	20	3	this	this	DET
american_scientific_journal-12111	20	4	study	study	NOUN
american_scientific_journal-12111	20	5	aims	aim	VERB
american_scientific_journal-12111	20	6	to	to	PART
american_scientific_journal-12111	20	7	design	design	VERB
american_scientific_journal-12111	20	8	and	and	CCONJ
american_scientific_journal-12111	20	9	evaluate	evaluate	VERB
american_scientific_journal-12111	20	10	a	a	DET
american_scientific_journal-12111	20	11	customized	customized	ADJ
american_scientific_journal-12111	20	12	convolutional	convolutional	ADJ
american_scientific_journal-12111	20	13	neural	neural	ADJ
american_scientific_journal-12111	20	14	network	network	NOUN
american_scientific_journal-12111	20	15	model	model	NOUN
american_scientific_journal-12111	20	16	for	for	ADP
american_scientific_journal-12111	20	17	the	the	DET
american_scientific_journal-12111	20	18	automated	automate	VERB
american_scientific_journal-12111	20	19	detection	detection	NOUN
american_scientific_journal-12111	20	20	of	of	ADP
american_scientific_journal-12111	20	21	diabetic	diabetic	ADJ
american_scientific_journal-12111	20	22	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	20	23	using	use	VERB
american_scientific_journal-12111	20	24	retinal	retinal	ADJ
american_scientific_journal-12111	20	25	fundus	fundus	NOUN
american_scientific_journal-12111	20	26	photographs	photograph	NOUN
american_scientific_journal-12111	20	27	.	.	PUNCT
american_scientific_journal-12111	21	1	by	by	ADP
american_scientific_journal-12111	21	2	comparing	compare	VERB
american_scientific_journal-12111	21	3	the	the	DET
american_scientific_journal-12111	21	4	proposed	propose	VERB
american_scientific_journal-12111	21	5	cnn	cnn	NOUN
american_scientific_journal-12111	21	6	architecture	architecture	NOUN
american_scientific_journal-12111	21	7	against	against	ADP
american_scientific_journal-12111	21	8	established	establish	VERB
american_scientific_journal-12111	21	9	,	,	PUNCT
american_scientific_journal-12111	21	10	the	the	DET
american_scientific_journal-12111	21	11	research	research	NOUN
american_scientific_journal-12111	21	12	seeks	seek	VERB
american_scientific_journal-12111	21	13	to	to	PART
american_scientific_journal-12111	21	14	identify	identify	VERB
american_scientific_journal-12111	21	15	an	an	DET
american_scientific_journal-12111	21	16	optimal	optimal	ADJ
american_scientific_journal-12111	21	17	framework	framework	NOUN
american_scientific_journal-12111	21	18	that	that	PRON
american_scientific_journal-12111	21	19	balances	balance	VERB
american_scientific_journal-12111	21	20	accuracy	accuracy	NOUN
american_scientific_journal-12111	21	21	,	,	PUNCT
american_scientific_journal-12111	21	22	efficiency	efficiency	NOUN
american_scientific_journal-12111	21	23	,	,	PUNCT
american_scientific_journal-12111	21	24	and	and	CCONJ
american_scientific_journal-12111	21	25	interpretability	interpretability	NOUN
american_scientific_journal-12111	21	26	.	.	PUNCT
american_scientific_journal-12111	22	1	2.methods	2.methods	NUM
american_scientific_journal-12111	22	2	this	this	DET
american_scientific_journal-12111	22	3	study	study	NOUN
american_scientific_journal-12111	22	4	adopted	adopt	VERB
american_scientific_journal-12111	22	5	a	a	DET
american_scientific_journal-12111	22	6	design	design	NOUN
american_scientific_journal-12111	22	7	-	-	PUNCT
american_scientific_journal-12111	22	8	based	base	VERB
american_scientific_journal-12111	22	9	approach	approach	NOUN
american_scientific_journal-12111	22	10	,	,	PUNCT
american_scientific_journal-12111	22	11	focusing	focus	VERB
american_scientific_journal-12111	22	12	on	on	ADP
american_scientific_journal-12111	22	13	the	the	DET
american_scientific_journal-12111	22	14	development	development	NOUN
american_scientific_journal-12111	22	15	of	of	ADP
american_scientific_journal-12111	22	16	a	a	DET
american_scientific_journal-12111	22	17	“	"	PUNCT
american_scientific_journal-12111	22	18	diy	diy	NOUN
american_scientific_journal-12111	22	19	convolutional	convolutional	ADJ
american_scientific_journal-12111	22	20	neural	neural	ADJ
american_scientific_journal-12111	22	21	american	american	ADJ
american_scientific_journal-12111	22	22	academic	academic	ADJ
american_scientific_journal-12111	22	23	scientific	scientific	ADJ
american_scientific_journal-12111	22	24	research	research	NOUN
american_scientific_journal-12111	22	25	journal	journal	NOUN
american_scientific_journal-12111	22	26	for	for	ADP
american_scientific_journal-12111	22	27	engineering	engineering	NOUN
american_scientific_journal-12111	22	28	,	,	PUNCT
american_scientific_journal-12111	22	29	technology	technology	NOUN
american_scientific_journal-12111	22	30	,	,	PUNCT
american_scientific_journal-12111	22	31	and	and	CCONJ
american_scientific_journal-12111	22	32	sciences	science	NOUN
american_scientific_journal-12111	22	33	(	(	PUNCT
american_scientific_journal-12111	22	34	asrjets	asrjet	NOUN
american_scientific_journal-12111	22	35	)	)	PUNCT
american_scientific_journal-12111	22	36	volume	volume	NOUN
american_scientific_journal-12111	22	37	103	103	NUM
american_scientific_journal-12111	22	38	,	,	PUNCT
american_scientific_journal-12111	22	39	no	no	DET
american_scientific_journal-12111	22	40	1	1	NUM
american_scientific_journal-12111	22	41	,	,	PUNCT
american_scientific_journal-12111	22	42	pp	pp	ADV
american_scientific_journal-12111	22	43	313	313	NUM
american_scientific_journal-12111	22	44	-	-	SYM
american_scientific_journal-12111	22	45	329	329	NUM
american_scientific_journal-12111	22	46	315	315	NUM
american_scientific_journal-12111	22	47	network	network	NOUN
american_scientific_journal-12111	22	48	classification	classification	NOUN
american_scientific_journal-12111	22	49	model	model	NOUN
american_scientific_journal-12111	22	50	”	"	PUNCT
american_scientific_journal-12111	22	51	to	to	PART
american_scientific_journal-12111	22	52	detect	detect	VERB
american_scientific_journal-12111	22	53	,	,	PUNCT
american_scientific_journal-12111	22	54	identify	identify	VERB
american_scientific_journal-12111	22	55	,	,	PUNCT
american_scientific_journal-12111	22	56	and	and	CCONJ
american_scientific_journal-12111	22	57	interpret	interpret	VERB
american_scientific_journal-12111	22	58	retinal	retinal	ADJ
american_scientific_journal-12111	22	59	fundus	fundus	NOUN
american_scientific_journal-12111	22	60	photography	photography	NOUN
american_scientific_journal-12111	22	61	clinical	clinical	ADJ
american_scientific_journal-12111	22	62	data	datum	NOUN
american_scientific_journal-12111	22	63	for	for	ADP
american_scientific_journal-12111	22	64	diabetic	diabetic	ADJ
american_scientific_journal-12111	22	65	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	22	66	diagnosis	diagnosis	NOUN
american_scientific_journal-12111	22	67	.	.	PUNCT
american_scientific_journal-12111	23	1	the	the	DET
american_scientific_journal-12111	23	2	model	model	NOUN
american_scientific_journal-12111	23	3	was	be	AUX
american_scientific_journal-12111	23	4	trained	train	VERB
american_scientific_journal-12111	23	5	and	and	CCONJ
american_scientific_journal-12111	23	6	tested	test	VERB
american_scientific_journal-12111	23	7	on	on	ADP
american_scientific_journal-12111	23	8	secondary	secondary	ADJ
american_scientific_journal-12111	23	9	data	datum	NOUN
american_scientific_journal-12111	23	10	obtained	obtain	VERB
american_scientific_journal-12111	23	11	from	from	ADP
american_scientific_journal-12111	23	12	kaggle	kaggle	PROPN
american_scientific_journal-12111	23	13	,	,	PUNCT
american_scientific_journal-12111	23	14	titled	title	VERB
american_scientific_journal-12111	23	15	“	"	PUNCT
american_scientific_journal-12111	23	16	eyepacs	eyepac	NOUN
american_scientific_journal-12111	23	17	,	,	PUNCT
american_scientific_journal-12111	23	18	aptos	aptos	PROPN
american_scientific_journal-12111	23	19	,	,	PUNCT
american_scientific_journal-12111	23	20	messidor	messidor	PROPN
american_scientific_journal-12111	23	21	diabetic	diabetic	PROPN
american_scientific_journal-12111	23	22	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	23	23	dataset	dataset	NOUN
american_scientific_journal-12111	23	24	”	"	PUNCT
american_scientific_journal-12111	23	25	by	by	ADP
american_scientific_journal-12111	23	26	abdullah	abdullah	PROPN
american_scientific_journal-12111	23	27	s.	s.	PROPN
american_scientific_journal-12111	23	28	canipek	canipek	PROPN
american_scientific_journal-12111	23	29	·	·	PUNCT
american_scientific_journal-12111	24	1	metehan	metehan	ADV
american_scientific_journal-12111	24	2	çakan	çakan	ADJ
american_scientific_journal-12111	24	3	and	and	CCONJ
american_scientific_journal-12111	24	4	aleyna	aleyna	VERB
american_scientific_journal-12111	24	5	aktuğ	aktuğ	NOUN
american_scientific_journal-12111	24	6	,	,	PUNCT
american_scientific_journal-12111	24	7	last	last	ADV
american_scientific_journal-12111	24	8	updated	update	VERB
american_scientific_journal-12111	24	9	2	2	NUM
american_scientific_journal-12111	24	10	years	year	NOUN
american_scientific_journal-12111	24	11	ago	ago	ADV
american_scientific_journal-12111	24	12	,	,	PUNCT
american_scientific_journal-12111	24	13	and	and	CCONJ
american_scientific_journal-12111	24	14	rated	rate	VERB
american_scientific_journal-12111	24	15	6.88	6.88	NUM
american_scientific_journal-12111	24	16	in	in	ADP
american_scientific_journal-12111	24	17	usability	usability	NOUN
american_scientific_journal-12111	24	18	as	as	ADP
american_scientific_journal-12111	24	19	of	of	ADP
american_scientific_journal-12111	24	20	january	january	PROPN
american_scientific_journal-12111	24	21	2	2	NUM
american_scientific_journal-12111	24	22	,	,	PUNCT
american_scientific_journal-12111	24	23	2024[15].the	2024[15].the	DET
american_scientific_journal-12111	24	24	dataset	dataset	NOUN
american_scientific_journal-12111	24	25	comprised	comprise	VERB
american_scientific_journal-12111	24	26	categorized	categorize	VERB
american_scientific_journal-12111	24	27	data	datum	NOUN
american_scientific_journal-12111	24	28	,	,	PUNCT
american_scientific_journal-12111	24	29	which	which	PRON
american_scientific_journal-12111	24	30	were	be	AUX
american_scientific_journal-12111	24	31	“	"	PUNCT
american_scientific_journal-12111	24	32	no	no	DET
american_scientific_journal-12111	24	33	drno	drno	ADJ
american_scientific_journal-12111	24	34	diabetic	diabetic	ADJ
american_scientific_journal-12111	24	35	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	24	36	”	"	PUNCT
american_scientific_journal-12111	24	37	,	,	PUNCT
american_scientific_journal-12111	24	38	“	"	PUNCT
american_scientific_journal-12111	24	39	severe	severe	ADJ
american_scientific_journal-12111	24	40	dr	dr	PROPN
american_scientific_journal-12111	24	41	”	"	PUNCT
american_scientific_journal-12111	24	42	,	,	PUNCT
american_scientific_journal-12111	24	43	“	"	PUNCT
american_scientific_journal-12111	24	44	mild	mild	ADJ
american_scientific_journal-12111	24	45	dr	dr	NOUN
american_scientific_journal-12111	24	46	”	"	PUNCT
american_scientific_journal-12111	24	47	,	,	PUNCT
american_scientific_journal-12111	24	48	moderate	moderate	PROPN
american_scientific_journal-12111	24	49	dr	dr	PROPN
american_scientific_journal-12111	24	50	”	"	PUNCT
american_scientific_journal-12111	24	51	,	,	PUNCT
american_scientific_journal-12111	24	52	and	and	CCONJ
american_scientific_journal-12111	24	53	“	"	PUNCT
american_scientific_journal-12111	24	54	proliferate	proliferate	PROPN
american_scientific_journal-12111	24	55	dr	dr	PROPN
american_scientific_journal-12111	24	56	”	"	PUNCT
american_scientific_journal-12111	24	57	.	.	PUNCT
american_scientific_journal-12111	25	1	although	although	SCONJ
american_scientific_journal-12111	25	2	the	the	DET
american_scientific_journal-12111	25	3	dataset	dataset	NOUN
american_scientific_journal-12111	25	4	was	be	AUX
american_scientific_journal-12111	25	5	recategorized	recategorize	VERB
american_scientific_journal-12111	25	6	as	as	ADP
american_scientific_journal-12111	25	7	“	"	PUNCT
american_scientific_journal-12111	25	8	no	no	DET
american_scientific_journal-12111	25	9	dr	dr	PROPN
american_scientific_journal-12111	25	10	”	"	PUNCT
american_scientific_journal-12111	25	11	and	and	CCONJ
american_scientific_journal-12111	25	12	“	"	PUNCT
american_scientific_journal-12111	25	13	dr	dr	PROPN
american_scientific_journal-12111	25	14	”	"	PUNCT
american_scientific_journal-12111	25	15	for	for	ADP
american_scientific_journal-12111	25	16	this	this	DET
american_scientific_journal-12111	25	17	study	study	NOUN
american_scientific_journal-12111	25	18	.	.	PUNCT
american_scientific_journal-12111	26	1	the	the	DET
american_scientific_journal-12111	26	2	original	original	ADJ
american_scientific_journal-12111	26	3	dataset	dataset	NOUN
american_scientific_journal-12111	26	4	comprises	comprise	VERB
american_scientific_journal-12111	26	5	92,501	92,501	NUM
american_scientific_journal-12111	26	6	fundus	fundus	NOUN
american_scientific_journal-12111	26	7	images	image	NOUN
american_scientific_journal-12111	26	8	.	.	PUNCT
american_scientific_journal-12111	27	1	the	the	DET
american_scientific_journal-12111	27	2	variant	variant	ADJ
american_scientific_journal-12111	27	3	data	datum	NOUN
american_scientific_journal-12111	27	4	called	call	VERB
american_scientific_journal-12111	27	5	the	the	DET
american_scientific_journal-12111	27	6	augmented_resized_v2	augmented_resized_v2	NOUN
american_scientific_journal-12111	27	7	(	(	PUNCT
american_scientific_journal-12111	27	8	an	an	DET
american_scientific_journal-12111	27	9	optimized	optimize	VERB
american_scientific_journal-12111	27	10	dataset	dataset	NOUN
american_scientific_journal-12111	27	11	of	of	ADP
american_scientific_journal-12111	27	12	the	the	DET
american_scientific_journal-12111	27	13	original	original	ADJ
american_scientific_journal-12111	27	14	data	datum	NOUN
american_scientific_journal-12111	27	15	)	)	PUNCT
american_scientific_journal-12111	27	16	was	be	AUX
american_scientific_journal-12111	27	17	used	use	VERB
american_scientific_journal-12111	27	18	for	for	ADP
american_scientific_journal-12111	27	19	this	this	DET
american_scientific_journal-12111	27	20	study	study	NOUN
american_scientific_journal-12111	27	21	's	's	PART
american_scientific_journal-12111	27	22	cnn	cnn	PROPN
american_scientific_journal-12111	27	23	classification	classification	NOUN
american_scientific_journal-12111	27	24	model	model	NOUN
american_scientific_journal-12111	27	25	.	.	PUNCT
american_scientific_journal-12111	28	1	the	the	DET
american_scientific_journal-12111	28	2	augmented_resized_v2	augmented_resized_v2	NOUN
american_scientific_journal-12111	28	3	has	have	AUX
american_scientific_journal-12111	28	4	undergone	undergo	VERB
american_scientific_journal-12111	28	5	manual	manual	ADJ
american_scientific_journal-12111	28	6	data	datum	NOUN
american_scientific_journal-12111	28	7	augmentation	augmentation	NOUN
american_scientific_journal-12111	28	8	,	,	PUNCT
american_scientific_journal-12111	28	9	increasing	increase	VERB
american_scientific_journal-12111	28	10	the	the	DET
american_scientific_journal-12111	28	11	dataset	dataset	NOUN
american_scientific_journal-12111	28	12	by	by	ADP
american_scientific_journal-12111	28	13	approximately	approximately	ADV
american_scientific_journal-12111	28	14	55	55	NUM
american_scientific_journal-12111	28	15	%	%	NOUN
american_scientific_journal-12111	28	16	(	(	PUNCT
american_scientific_journal-12111	28	17	summing	sum	VERB
american_scientific_journal-12111	28	18	up	up	ADP
american_scientific_journal-12111	28	19	to	to	ADP
american_scientific_journal-12111	28	20	143,669	143,669	NUM
american_scientific_journal-12111	28	21	)	)	PUNCT
american_scientific_journal-12111	28	22	,	,	PUNCT
american_scientific_journal-12111	28	23	and	and	CCONJ
american_scientific_journal-12111	28	24	all	all	DET
american_scientific_journal-12111	28	25	images	image	NOUN
american_scientific_journal-12111	28	26	have	have	AUX
american_scientific_journal-12111	28	27	been	be	AUX
american_scientific_journal-12111	28	28	resized	resize	VERB
american_scientific_journal-12111	28	29	to	to	ADP
american_scientific_journal-12111	28	30	600x600[15].model	600x600[15].model	NUM
american_scientific_journal-12111	28	31	development	development	NOUN
american_scientific_journal-12111	28	32	and	and	CCONJ
american_scientific_journal-12111	28	33	testing	testing	NOUN
american_scientific_journal-12111	28	34	were	be	AUX
american_scientific_journal-12111	28	35	conducted	conduct	VERB
american_scientific_journal-12111	28	36	using	use	VERB
american_scientific_journal-12111	28	37	python	python	NOUN
american_scientific_journal-12111	28	38	programming	programming	NOUN
american_scientific_journal-12111	28	39	,	,	PUNCT
american_scientific_journal-12111	28	40	with	with	ADP
american_scientific_journal-12111	28	41	essential	essential	ADJ
american_scientific_journal-12111	28	42	libraries	library	NOUN
american_scientific_journal-12111	28	43	including	include	VERB
american_scientific_journal-12111	28	44	numpy	numpy	NOUN
american_scientific_journal-12111	28	45	,	,	PUNCT
american_scientific_journal-12111	28	46	pandas	panda	NOUN
american_scientific_journal-12111	28	47	,	,	PUNCT
american_scientific_journal-12111	28	48	matplotlib	matplotlib	PROPN
american_scientific_journal-12111	28	49	,	,	PUNCT
american_scientific_journal-12111	28	50	seaborn	seaborn	PROPN
american_scientific_journal-12111	28	51	,	,	PUNCT
american_scientific_journal-12111	28	52	and	and	CCONJ
american_scientific_journal-12111	28	53	tensorflow	tensorflow	NOUN
american_scientific_journal-12111	28	54	,	,	PUNCT
american_scientific_journal-12111	28	55	as	as	SCONJ
american_scientific_journal-12111	28	56	performed	perform	VERB
american_scientific_journal-12111	28	57	by	by	ADP
american_scientific_journal-12111	28	58	oyekanmi	oyekanmi	PROPN
american_scientific_journal-12111	28	59	,	,	PUNCT
american_scientific_journal-12111	28	60	and	and	CCONJ
american_scientific_journal-12111	28	61	his	his	PRON
american_scientific_journal-12111	28	62	colleagues	colleague	NOUN
american_scientific_journal-12111	28	63	[	[	X
american_scientific_journal-12111	28	64	8	8	NUM
american_scientific_journal-12111	28	65	]	]	PUNCT
american_scientific_journal-12111	28	66	and	and	CCONJ
american_scientific_journal-12111	28	67	adigun	adigun	VERB
american_scientific_journal-12111	28	68	,	,	PUNCT
american_scientific_journal-12111	28	69	and	and	CCONJ
american_scientific_journal-12111	28	70	his	his	PRON
american_scientific_journal-12111	28	71	colleagues	colleague	NOUN
american_scientific_journal-12111	29	1	[	[	X
american_scientific_journal-12111	29	2	7	7	NUM
american_scientific_journal-12111	29	3	]	]	PUNCT
american_scientific_journal-12111	29	4	.	.	PUNCT
american_scientific_journal-12111	30	1	before	before	ADP
american_scientific_journal-12111	30	2	model	model	NOUN
american_scientific_journal-12111	30	3	training	training	NOUN
american_scientific_journal-12111	30	4	,	,	PUNCT
american_scientific_journal-12111	30	5	exploratory	exploratory	ADJ
american_scientific_journal-12111	30	6	data	datum	NOUN
american_scientific_journal-12111	30	7	analysis	analysis	NOUN
american_scientific_journal-12111	30	8	was	be	AUX
american_scientific_journal-12111	30	9	performed	perform	VERB
american_scientific_journal-12111	30	10	to	to	PART
american_scientific_journal-12111	30	11	summarize	summarize	VERB
american_scientific_journal-12111	30	12	dataset	dataset	ADJ
american_scientific_journal-12111	30	13	characteristics	characteristic	NOUN
american_scientific_journal-12111	30	14	and	and	CCONJ
american_scientific_journal-12111	30	15	generate	generate	VERB
american_scientific_journal-12111	30	16	visualizations	visualization	NOUN
american_scientific_journal-12111	30	17	for	for	ADP
american_scientific_journal-12111	30	18	quality	quality	NOUN
american_scientific_journal-12111	30	19	control	control	NOUN
american_scientific_journal-12111	30	20	.	.	PUNCT
american_scientific_journal-12111	31	1	low	low	ADJ
american_scientific_journal-12111	31	2	-	-	PUNCT
american_scientific_journal-12111	31	3	quality	quality	NOUN
american_scientific_journal-12111	31	4	or	or	CCONJ
american_scientific_journal-12111	31	5	unreadable	unreadable	ADJ
american_scientific_journal-12111	31	6	scans	scan	NOUN
american_scientific_journal-12111	31	7	were	be	AUX
american_scientific_journal-12111	31	8	identified	identify	VERB
american_scientific_journal-12111	31	9	and	and	CCONJ
american_scientific_journal-12111	31	10	excluded	exclude	VERB
american_scientific_journal-12111	31	11	to	to	PART
american_scientific_journal-12111	31	12	ensure	ensure	VERB
american_scientific_journal-12111	31	13	reliability	reliability	NOUN
american_scientific_journal-12111	31	14	.	.	PUNCT
american_scientific_journal-12111	32	1	data	datum	NOUN
american_scientific_journal-12111	32	2	preprocessing	preprocesse	VERB
american_scientific_journal-12111	32	3	involves	involve	VERB
american_scientific_journal-12111	32	4	recording	recording	NOUN
american_scientific_journal-12111	32	5	,	,	PUNCT
american_scientific_journal-12111	32	6	categorizing	categorizing	NOUN
american_scientific_journal-12111	32	7	,	,	PUNCT
american_scientific_journal-12111	32	8	and	and	CCONJ
american_scientific_journal-12111	32	9	restructuring	restructure	VERB
american_scientific_journal-12111	32	10	the	the	DET
american_scientific_journal-12111	32	11	dataset	dataset	NOUN
american_scientific_journal-12111	32	12	to	to	PART
american_scientific_journal-12111	32	13	standardize	standardize	VERB
american_scientific_journal-12111	32	14	inputs	input	NOUN
american_scientific_journal-12111	32	15	for	for	ADP
american_scientific_journal-12111	32	16	cnn	cnn	PROPN
american_scientific_journal-12111	32	17	processing	processing	NOUN
american_scientific_journal-12111	32	18	.	.	PUNCT
american_scientific_journal-12111	33	1	additionally	additionally	ADV
american_scientific_journal-12111	33	2	,	,	PUNCT
american_scientific_journal-12111	33	3	data	datum	NOUN
american_scientific_journal-12111	33	4	augmentation	augmentation	NOUN
american_scientific_journal-12111	33	5	was	be	AUX
american_scientific_journal-12111	33	6	executedthe	executedthe	DET
american_scientific_journal-12111	33	7	lightdr	lightdr	PROPN
american_scientific_journal-12111	33	8	cnn	cnn	PROPN
american_scientific_journal-12111	33	9	model	model	NOUN
american_scientific_journal-12111	33	10	was	be	AUX
american_scientific_journal-12111	33	11	a	a	DET
american_scientific_journal-12111	33	12	sequential	sequential	ADJ
american_scientific_journal-12111	33	13	convolutional	convolutional	ADJ
american_scientific_journal-12111	33	14	neural	neural	ADJ
american_scientific_journal-12111	33	15	network	network	NOUN
american_scientific_journal-12111	33	16	(	(	PUNCT
american_scientific_journal-12111	33	17	cnn	cnn	PROPN
american_scientific_journal-12111	33	18	)	)	PUNCT
american_scientific_journal-12111	33	19	,	,	PUNCT
american_scientific_journal-12111	33	20	which	which	PRON
american_scientific_journal-12111	33	21	was	be	AUX
american_scientific_journal-12111	33	22	built	build	VERB
american_scientific_journal-12111	33	23	within	within	ADP
american_scientific_journal-12111	33	24	tensorflow	tensorflow	NOUN
american_scientific_journal-12111	33	25	and	and	CCONJ
american_scientific_journal-12111	33	26	trained	train	VERB
american_scientific_journal-12111	33	27	using	use	VERB
american_scientific_journal-12111	33	28	convolutional	convolutional	ADJ
american_scientific_journal-12111	33	29	,	,	PUNCT
american_scientific_journal-12111	33	30	pooling	pooling	NOUN
american_scientific_journal-12111	33	31	,	,	PUNCT
american_scientific_journal-12111	33	32	and	and	CCONJ
american_scientific_journal-12111	33	33	fully	fully	ADV
american_scientific_journal-12111	33	34	connected	connected	ADJ
american_scientific_journal-12111	33	35	layers	layer	NOUN
american_scientific_journal-12111	33	36	optimized	optimize	VERB
american_scientific_journal-12111	33	37	for	for	ADP
american_scientific_journal-12111	33	38	multi	multi	ADJ
american_scientific_journal-12111	33	39	-	-	ADJ
american_scientific_journal-12111	33	40	class	class	ADJ
american_scientific_journal-12111	33	41	classification	classification	NOUN
american_scientific_journal-12111	33	42	.	.	PUNCT
american_scientific_journal-12111	34	1	training	training	NOUN
american_scientific_journal-12111	34	2	and	and	CCONJ
american_scientific_journal-12111	34	3	validation	validation	NOUN
american_scientific_journal-12111	34	4	subsets	subset	NOUN
american_scientific_journal-12111	34	5	were	be	AUX
american_scientific_journal-12111	34	6	generated	generate	VERB
american_scientific_journal-12111	34	7	from	from	ADP
american_scientific_journal-12111	34	8	the	the	DET
american_scientific_journal-12111	34	9	dataset	dataset	NOUN
american_scientific_journal-12111	34	10	to	to	PART
american_scientific_journal-12111	34	11	minimize	minimize	VERB
american_scientific_journal-12111	34	12	bias	bias	NOUN
american_scientific_journal-12111	34	13	and	and	CCONJ
american_scientific_journal-12111	34	14	overfitting[7	overfitting[7	NOUN
american_scientific_journal-12111	34	15	,	,	PUNCT
american_scientific_journal-12111	34	16	8].each	8].each	NUM
american_scientific_journal-12111	34	17	model	model	NOUN
american_scientific_journal-12111	34	18	’s	’s	PART
american_scientific_journal-12111	34	19	iteration	iteration	NOUN
american_scientific_journal-12111	34	20	was	be	AUX
american_scientific_journal-12111	34	21	trained	train	VERB
american_scientific_journal-12111	34	22	,	,	PUNCT
american_scientific_journal-12111	34	23	simulated	simulate	VERB
american_scientific_journal-12111	34	24	,	,	PUNCT
american_scientific_journal-12111	34	25	and	and	CCONJ
american_scientific_journal-12111	34	26	evaluated	evaluate	VERB
american_scientific_journal-12111	34	27	using	use	VERB
american_scientific_journal-12111	34	28	standard	standard	ADJ
american_scientific_journal-12111	34	29	performance	performance	NOUN
american_scientific_journal-12111	34	30	metrics	metric	NOUN
american_scientific_journal-12111	34	31	,	,	PUNCT
american_scientific_journal-12111	34	32	including	include	VERB
american_scientific_journal-12111	34	33	accuracy	accuracy	NOUN
american_scientific_journal-12111	34	34	,	,	PUNCT
american_scientific_journal-12111	34	35	precision	precision	NOUN
american_scientific_journal-12111	34	36	,	,	PUNCT
american_scientific_journal-12111	34	37	f1	f1	NOUN
american_scientific_journal-12111	34	38	-	-	PUNCT
american_scientific_journal-12111	34	39	score	score	NOUN
american_scientific_journal-12111	34	40	,	,	PUNCT
american_scientific_journal-12111	34	41	and	and	CCONJ
american_scientific_journal-12111	34	42	confusion	confusion	NOUN
american_scientific_journal-12111	34	43	matrix	matrix	NOUN
american_scientific_journal-12111	34	44	.	.	PUNCT
american_scientific_journal-12111	35	1	3.results	3.results	NUM
american_scientific_journal-12111	35	2	3.1	3.1	NUM
american_scientific_journal-12111	35	3	data	datum	NOUN
american_scientific_journal-12111	35	4	preprocessing	preprocessing	NOUN
american_scientific_journal-12111	35	5	,	,	PUNCT
american_scientific_journal-12111	35	6	visualization	visualization	NOUN
american_scientific_journal-12111	35	7	,	,	PUNCT
american_scientific_journal-12111	35	8	and	and	CCONJ
american_scientific_journal-12111	35	9	augmentation	augmentation	VERB
american_scientific_journal-12111	35	10	the	the	DET
american_scientific_journal-12111	35	11	dataset	dataset	NOUN
american_scientific_journal-12111	35	12	was	be	AUX
american_scientific_journal-12111	35	13	imported	import	VERB
american_scientific_journal-12111	35	14	after	after	ADP
american_scientific_journal-12111	35	15	the	the	DET
american_scientific_journal-12111	35	16	initialization	initialization	NOUN
american_scientific_journal-12111	35	17	of	of	ADP
american_scientific_journal-12111	35	18	the	the	DET
american_scientific_journal-12111	35	19	lightdr	lightdr	PROPN
american_scientific_journal-12111	35	20	cnn	cnn	PROPN
american_scientific_journal-12111	35	21	model	model	PROPN
american_scientific_journal-12111	35	22	.	.	PUNCT
american_scientific_journal-12111	36	1	the	the	DET
american_scientific_journal-12111	36	2	path	path	NOUN
american_scientific_journal-12111	36	3	and	and	CCONJ
american_scientific_journal-12111	36	4	directory	directory	NOUN
american_scientific_journal-12111	36	5	were	be	AUX
american_scientific_journal-12111	36	6	assigned	assign	VERB
american_scientific_journal-12111	36	7	for	for	ADP
american_scientific_journal-12111	36	8	training	training	NOUN
american_scientific_journal-12111	36	9	,	,	PUNCT
american_scientific_journal-12111	36	10	followed	follow	VERB
american_scientific_journal-12111	36	11	by	by	ADP
american_scientific_journal-12111	36	12	the	the	DET
american_scientific_journal-12111	36	13	iteration	iteration	NOUN
american_scientific_journal-12111	36	14	of	of	ADP
american_scientific_journal-12111	36	15	directions	direction	NOUN
american_scientific_journal-12111	36	16	for	for	ADP
american_scientific_journal-12111	36	17	the	the	DET
american_scientific_journal-12111	36	18	training	training	NOUN
american_scientific_journal-12111	36	19	path	path	NOUN
american_scientific_journal-12111	36	20	(	(	PUNCT
american_scientific_journal-12111	36	21	figure	figure	NOUN
american_scientific_journal-12111	36	22	1	1	NUM
american_scientific_journal-12111	36	23	)	)	PUNCT
american_scientific_journal-12111	36	24	,	,	PUNCT
american_scientific_journal-12111	36	25	and	and	CCONJ
american_scientific_journal-12111	36	26	a	a	DET
american_scientific_journal-12111	36	27	data	data	NOUN
american_scientific_journal-12111	36	28	frame	frame	NOUN
american_scientific_journal-12111	36	29	was	be	AUX
american_scientific_journal-12111	36	30	also	also	ADV
american_scientific_journal-12111	36	31	created	create	VERB
american_scientific_journal-12111	36	32	.	.	PUNCT
american_scientific_journal-12111	37	1	american	american	ADJ
american_scientific_journal-12111	37	2	academic	academic	ADJ
american_scientific_journal-12111	37	3	scientific	scientific	ADJ
american_scientific_journal-12111	37	4	research	research	NOUN
american_scientific_journal-12111	37	5	journal	journal	NOUN
american_scientific_journal-12111	37	6	for	for	ADP
american_scientific_journal-12111	37	7	engineering	engineering	NOUN
american_scientific_journal-12111	37	8	,	,	PUNCT
american_scientific_journal-12111	37	9	technology	technology	NOUN
american_scientific_journal-12111	37	10	,	,	PUNCT
american_scientific_journal-12111	37	11	and	and	CCONJ
american_scientific_journal-12111	37	12	sciences	science	NOUN
american_scientific_journal-12111	37	13	(	(	PUNCT
american_scientific_journal-12111	37	14	asrjets	asrjet	NOUN
american_scientific_journal-12111	37	15	)	)	PUNCT
american_scientific_journal-12111	37	16	volume	volume	NOUN
american_scientific_journal-12111	37	17	103	103	NUM
american_scientific_journal-12111	37	18	,	,	PUNCT
american_scientific_journal-12111	37	19	no	no	DET
american_scientific_journal-12111	37	20	1	1	NUM
american_scientific_journal-12111	37	21	,	,	PUNCT
american_scientific_journal-12111	37	22	pp	pp	ADV
american_scientific_journal-12111	37	23	313	313	NUM
american_scientific_journal-12111	37	24	-	-	SYM
american_scientific_journal-12111	37	25	329	329	NUM
american_scientific_journal-12111	37	26	316	316	NUM
american_scientific_journal-12111	37	27	figure	figure	NOUN
american_scientific_journal-12111	37	28	1	1	NUM
american_scientific_journal-12111	37	29	:	:	PUNCT
american_scientific_journal-12111	37	30	creation	creation	NOUN
american_scientific_journal-12111	37	31	of	of	ADP
american_scientific_journal-12111	37	32	training	training	NOUN
american_scientific_journal-12111	37	33	dataframe	dataframe	VERB
american_scientific_journal-12111	37	34	the	the	DET
american_scientific_journal-12111	37	35	training	training	NOUN
american_scientific_journal-12111	37	36	data	datum	NOUN
american_scientific_journal-12111	37	37	for	for	ADP
american_scientific_journal-12111	37	38	“	"	PUNCT
american_scientific_journal-12111	37	39	count	count	VERB
american_scientific_journal-12111	37	40	per	per	ADP
american_scientific_journal-12111	37	41	class	class	NOUN
american_scientific_journal-12111	37	42	”	"	PUNCT
american_scientific_journal-12111	37	43	and	and	CCONJ
american_scientific_journal-12111	37	44	“	"	PUNCT
american_scientific_journal-12111	37	45	count	count	VERB
american_scientific_journal-12111	37	46	per	per	ADP
american_scientific_journal-12111	37	47	label	label	NOUN
american_scientific_journal-12111	37	48	”	"	PUNCT
american_scientific_journal-12111	37	49	were	be	AUX
american_scientific_journal-12111	37	50	visualized	visualize	VERB
american_scientific_journal-12111	37	51	as	as	SCONJ
american_scientific_journal-12111	37	52	shown	show	VERB
american_scientific_journal-12111	37	53	in	in	ADP
american_scientific_journal-12111	37	54	figure	figure	NOUN
american_scientific_journal-12111	37	55	2	2	NUM
american_scientific_journal-12111	37	56	.	.	PUNCT
american_scientific_journal-12111	37	57	figure	figure	NOUN
american_scientific_journal-12111	37	58	2	2	NUM
american_scientific_journal-12111	37	59	:	:	PUNCT
american_scientific_journal-12111	37	60	countplot	countplot	NOUN
american_scientific_journal-12111	37	61	of	of	ADP
american_scientific_journal-12111	37	62	training	train	VERB
american_scientific_journal-12111	37	63	dataset	dataset	VERB
american_scientific_journal-12111	37	64	american	american	ADJ
american_scientific_journal-12111	37	65	academic	academic	PROPN
american_scientific_journal-12111	37	66	scientific	scientific	ADJ
american_scientific_journal-12111	37	67	research	research	NOUN
american_scientific_journal-12111	37	68	journal	journal	NOUN
american_scientific_journal-12111	37	69	for	for	ADP
american_scientific_journal-12111	37	70	engineering	engineering	NOUN
american_scientific_journal-12111	37	71	,	,	PUNCT
american_scientific_journal-12111	37	72	technology	technology	NOUN
american_scientific_journal-12111	37	73	,	,	PUNCT
american_scientific_journal-12111	37	74	and	and	CCONJ
american_scientific_journal-12111	37	75	sciences	science	NOUN
american_scientific_journal-12111	37	76	(	(	PUNCT
american_scientific_journal-12111	37	77	asrjets	asrjet	NOUN
american_scientific_journal-12111	37	78	)	)	PUNCT
american_scientific_journal-12111	37	79	volume	volume	NOUN
american_scientific_journal-12111	37	80	103	103	NUM
american_scientific_journal-12111	37	81	,	,	PUNCT
american_scientific_journal-12111	37	82	no	no	DET
american_scientific_journal-12111	37	83	1	1	NUM
american_scientific_journal-12111	37	84	,	,	PUNCT
american_scientific_journal-12111	37	85	pp	pp	ADV
american_scientific_journal-12111	37	86	313	313	NUM
american_scientific_journal-12111	37	87	-	-	SYM
american_scientific_journal-12111	37	88	329	329	NUM
american_scientific_journal-12111	37	89	317	317	NUM
american_scientific_journal-12111	37	90	also	also	ADV
american_scientific_journal-12111	37	91	,	,	PUNCT
american_scientific_journal-12111	37	92	the	the	DET
american_scientific_journal-12111	37	93	path	path	NOUN
american_scientific_journal-12111	37	94	and	and	CCONJ
american_scientific_journal-12111	37	95	directory	directory	NOUN
american_scientific_journal-12111	37	96	were	be	AUX
american_scientific_journal-12111	37	97	assigned	assign	VERB
american_scientific_journal-12111	37	98	for	for	ADP
american_scientific_journal-12111	37	99	testing	testing	NOUN
american_scientific_journal-12111	37	100	,	,	PUNCT
american_scientific_journal-12111	37	101	followed	follow	VERB
american_scientific_journal-12111	37	102	by	by	ADP
american_scientific_journal-12111	37	103	the	the	DET
american_scientific_journal-12111	37	104	iteration	iteration	NOUN
american_scientific_journal-12111	37	105	of	of	ADP
american_scientific_journal-12111	37	106	directions	direction	NOUN
american_scientific_journal-12111	37	107	for	for	ADP
american_scientific_journal-12111	37	108	the	the	DET
american_scientific_journal-12111	37	109	testing	testing	NOUN
american_scientific_journal-12111	37	110	path	path	NOUN
american_scientific_journal-12111	37	111	,	,	PUNCT
american_scientific_journal-12111	37	112	as	as	SCONJ
american_scientific_journal-12111	37	113	shown	show	VERB
american_scientific_journal-12111	37	114	in	in	ADP
american_scientific_journal-12111	37	115	figure	figure	NOUN
american_scientific_journal-12111	37	116	3	3	NUM
american_scientific_journal-12111	37	117	below	below	ADV
american_scientific_journal-12111	37	118	.	.	PUNCT
american_scientific_journal-12111	38	1	figure	figure	VERB
american_scientific_journal-12111	38	2	3	3	NUM
american_scientific_journal-12111	38	3	:	:	PUNCT
american_scientific_journal-12111	38	4	creation	creation	NOUN
american_scientific_journal-12111	38	5	of	of	ADP
american_scientific_journal-12111	38	6	testing	testing	NOUN
american_scientific_journal-12111	38	7	dataframe	dataframe	VERB
american_scientific_journal-12111	38	8	the	the	DET
american_scientific_journal-12111	38	9	testing	testing	NOUN
american_scientific_journal-12111	38	10	data	datum	NOUN
american_scientific_journal-12111	38	11	for	for	ADP
american_scientific_journal-12111	38	12	“	"	PUNCT
american_scientific_journal-12111	38	13	count	count	VERB
american_scientific_journal-12111	38	14	per	per	ADP
american_scientific_journal-12111	38	15	class	class	NOUN
american_scientific_journal-12111	38	16	”	"	PUNCT
american_scientific_journal-12111	38	17	and	and	CCONJ
american_scientific_journal-12111	38	18	“	"	PUNCT
american_scientific_journal-12111	38	19	count	count	VERB
american_scientific_journal-12111	38	20	per	per	ADP
american_scientific_journal-12111	38	21	label	label	NOUN
american_scientific_journal-12111	38	22	”	"	PUNCT
american_scientific_journal-12111	38	23	were	be	AUX
american_scientific_journal-12111	38	24	visualized	visualize	VERB
american_scientific_journal-12111	38	25	as	as	SCONJ
american_scientific_journal-12111	38	26	shown	show	VERB
american_scientific_journal-12111	38	27	in	in	ADP
american_scientific_journal-12111	38	28	figure	figure	NOUN
american_scientific_journal-12111	38	29	4	4	NUM
american_scientific_journal-12111	38	30	.	.	PUNCT
american_scientific_journal-12111	38	31	figure	figure	VERB
american_scientific_journal-12111	38	32	4	4	NUM
american_scientific_journal-12111	38	33	:	:	PUNCT
american_scientific_journal-12111	38	34	countplot	countplot	NOUN
american_scientific_journal-12111	38	35	of	of	ADP
american_scientific_journal-12111	38	36	the	the	DET
american_scientific_journal-12111	38	37	dataset	dataset	NOUN
american_scientific_journal-12111	38	38	the	the	DET
american_scientific_journal-12111	38	39	validation	validation	NOUN
american_scientific_journal-12111	38	40	of	of	ADP
american_scientific_journal-12111	38	41	the	the	DET
american_scientific_journal-12111	38	42	validation	validation	NOUN
american_scientific_journal-12111	38	43	-	-	PUNCT
american_scientific_journal-12111	38	44	set	set	VERB
american_scientific_journal-12111	38	45	manifest	manifest	NOUN
american_scientific_journal-12111	38	46	(	(	PUNCT
american_scientific_journal-12111	38	47	valid_df	valid_df	NOUN
american_scientific_journal-12111	38	48	)	)	PUNCT
american_scientific_journal-12111	38	49	confirms	confirm	VERB
american_scientific_journal-12111	38	50	a	a	DET
american_scientific_journal-12111	38	51	structured	structured	ADJ
american_scientific_journal-12111	38	52	dataframe	dataframe	NOUN
american_scientific_journal-12111	38	53	of	of	ADP
american_scientific_journal-12111	38	54	14,227	14,227	NUM
american_scientific_journal-12111	38	55	rows	row	NOUN
american_scientific_journal-12111	38	56	and	and	CCONJ
american_scientific_journal-12111	38	57	3	3	NUM
american_scientific_journal-12111	38	58	columns	column	NOUN
american_scientific_journal-12111	38	59	mapping	mapping	NOUN
american_scientific_journal-12111	38	60	image	image	NOUN
american_scientific_journal-12111	38	61	file	file	NOUN
american_scientific_journal-12111	38	62	paths	path	NOUN
american_scientific_journal-12111	38	63	to	to	ADP
american_scientific_journal-12111	38	64	human	human	ADJ
american_scientific_journal-12111	38	65	-	-	PUNCT
american_scientific_journal-12111	38	66	readable	readable	ADJ
american_scientific_journal-12111	38	67	classes	class	NOUN
american_scientific_journal-12111	38	68	and	and	CCONJ
american_scientific_journal-12111	38	69	numeric	numeric	ADJ
american_scientific_journal-12111	38	70	labels	label	NOUN
american_scientific_journal-12111	38	71	,	,	PUNCT
american_scientific_journal-12111	38	72	ready	ready	ADJ
american_scientific_journal-12111	38	73	for	for	ADP
american_scientific_journal-12111	38	74	use	use	NOUN
american_scientific_journal-12111	38	75	in	in	ADP
american_scientific_journal-12111	38	76	model	model	NOUN
american_scientific_journal-12111	38	77	evaluation	evaluation	NOUN
american_scientific_journal-12111	38	78	(	(	PUNCT
american_scientific_journal-12111	38	79	see	see	VERB
american_scientific_journal-12111	38	80	figure	figure	NOUN
american_scientific_journal-12111	38	81	5	5	NUM
american_scientific_journal-12111	38	82	)	)	PUNCT
american_scientific_journal-12111	38	83	.	.	PUNCT
american_scientific_journal-12111	39	1	american	american	ADJ
american_scientific_journal-12111	39	2	academic	academic	ADJ
american_scientific_journal-12111	39	3	scientific	scientific	ADJ
american_scientific_journal-12111	39	4	research	research	NOUN
american_scientific_journal-12111	39	5	journal	journal	NOUN
american_scientific_journal-12111	39	6	for	for	ADP
american_scientific_journal-12111	39	7	engineering	engineering	NOUN
american_scientific_journal-12111	39	8	,	,	PUNCT
american_scientific_journal-12111	39	9	technology	technology	NOUN
american_scientific_journal-12111	39	10	,	,	PUNCT
american_scientific_journal-12111	39	11	and	and	CCONJ
american_scientific_journal-12111	39	12	sciences	science	NOUN
american_scientific_journal-12111	39	13	(	(	PUNCT
american_scientific_journal-12111	39	14	asrjets	asrjet	NOUN
american_scientific_journal-12111	39	15	)	)	PUNCT
american_scientific_journal-12111	39	16	volume	volume	NOUN
american_scientific_journal-12111	39	17	103	103	NUM
american_scientific_journal-12111	39	18	,	,	PUNCT
american_scientific_journal-12111	39	19	no	no	DET
american_scientific_journal-12111	39	20	1	1	NUM
american_scientific_journal-12111	39	21	,	,	PUNCT
american_scientific_journal-12111	39	22	pp	pp	ADV
american_scientific_journal-12111	39	23	313	313	NUM
american_scientific_journal-12111	39	24	-	-	SYM
american_scientific_journal-12111	39	25	329	329	NUM
american_scientific_journal-12111	39	26	318	318	NUM
american_scientific_journal-12111	39	27	figure	figure	NOUN
american_scientific_journal-12111	39	28	5	5	NUM
american_scientific_journal-12111	39	29	:	:	PUNCT
american_scientific_journal-12111	39	30	validation	validation	NOUN
american_scientific_journal-12111	39	31	of	of	ADP
american_scientific_journal-12111	39	32	the	the	DET
american_scientific_journal-12111	39	33	dataset	dataset	NOUN
american_scientific_journal-12111	39	34	the	the	DET
american_scientific_journal-12111	39	35	data	datum	NOUN
american_scientific_journal-12111	39	36	augmentation	augmentation	NOUN
american_scientific_journal-12111	39	37	and	and	CCONJ
american_scientific_journal-12111	39	38	image	image	NOUN
american_scientific_journal-12111	39	39	preprocessing	preprocessing	NOUN
american_scientific_journal-12111	39	40	were	be	AUX
american_scientific_journal-12111	39	41	implemented	implement	VERB
american_scientific_journal-12111	39	42	using	use	VERB
american_scientific_journal-12111	39	43	tensorflow	tensorflow	NOUN
american_scientific_journal-12111	39	44	’s	’s	PART
american_scientific_journal-12111	39	45	imagedatagenerator	imagedatagenerator	NOUN
american_scientific_journal-12111	39	46	to	to	PART
american_scientific_journal-12111	39	47	enhance	enhance	VERB
american_scientific_journal-12111	39	48	model	model	NOUN
american_scientific_journal-12111	39	49	generalization	generalization	NOUN
american_scientific_journal-12111	39	50	and	and	CCONJ
american_scientific_journal-12111	39	51	reduce	reduce	VERB
american_scientific_journal-12111	39	52	overfitting	overfitting	NOUN
american_scientific_journal-12111	39	53	in	in	ADP
american_scientific_journal-12111	39	54	the	the	DET
american_scientific_journal-12111	39	55	diabetic	diabetic	ADJ
american_scientific_journal-12111	39	56	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	39	57	classification	classification	NOUN
american_scientific_journal-12111	39	58	task	task	NOUN
american_scientific_journal-12111	39	59	.	.	PUNCT
american_scientific_journal-12111	40	1	the	the	DET
american_scientific_journal-12111	40	2	training	training	NOUN
american_scientific_journal-12111	40	3	generator	generator	NOUN
american_scientific_journal-12111	40	4	applied	apply	VERB
american_scientific_journal-12111	40	5	a	a	DET
american_scientific_journal-12111	40	6	comprehensive	comprehensive	ADJ
american_scientific_journal-12111	40	7	set	set	NOUN
american_scientific_journal-12111	40	8	of	of	ADP
american_scientific_journal-12111	40	9	augmentations	augmentation	NOUN
american_scientific_journal-12111	40	10	,	,	PUNCT
american_scientific_journal-12111	40	11	including	include	VERB
american_scientific_journal-12111	40	12	brightness	brightness	NOUN
american_scientific_journal-12111	40	13	variation	variation	NOUN
american_scientific_journal-12111	40	14	,	,	PUNCT
american_scientific_journal-12111	40	15	shear	shear	NOUN
american_scientific_journal-12111	40	16	,	,	PUNCT
american_scientific_journal-12111	40	17	zoom	zoom	PRON
american_scientific_journal-12111	40	18	,	,	PUNCT
american_scientific_journal-12111	40	19	horizontal	horizontal	ADJ
american_scientific_journal-12111	40	20	flips	flip	NOUN
american_scientific_journal-12111	40	21	,	,	PUNCT
american_scientific_journal-12111	40	22	rotation	rotation	NOUN
american_scientific_journal-12111	40	23	(	(	PUNCT
american_scientific_journal-12111	40	24	up	up	ADP
american_scientific_journal-12111	40	25	to	to	PART
american_scientific_journal-12111	40	26	40	40	NUM
american_scientific_journal-12111	40	27	degrees	degree	NOUN
american_scientific_journal-12111	40	28	)	)	PUNCT
american_scientific_journal-12111	40	29	,	,	PUNCT
american_scientific_journal-12111	40	30	and	and	CCONJ
american_scientific_journal-12111	40	31	both	both	PRON
american_scientific_journal-12111	40	32	width	width	ADJ
american_scientific_journal-12111	40	33	and	and	CCONJ
american_scientific_journal-12111	40	34	height	height	NOUN
american_scientific_journal-12111	40	35	shifts	shift	NOUN
american_scientific_journal-12111	40	36	,	,	PUNCT
american_scientific_journal-12111	40	37	with	with	ADP
american_scientific_journal-12111	40	38	fill_mode='nearest	fill_mode='nearest	NOUN
american_scientific_journal-12111	40	39	'	'	PUNCT
american_scientific_journal-12111	40	40	to	to	PART
american_scientific_journal-12111	40	41	preserve	preserve	VERB
american_scientific_journal-12111	40	42	image	image	NOUN
american_scientific_journal-12111	40	43	integrity	integrity	NOUN
american_scientific_journal-12111	40	44	during	during	ADP
american_scientific_journal-12111	40	45	transformations	transformation	NOUN
american_scientific_journal-12111	40	46	.	.	PUNCT
american_scientific_journal-12111	41	1	validation	validation	NOUN
american_scientific_journal-12111	41	2	and	and	CCONJ
american_scientific_journal-12111	41	3	test	test	NOUN
american_scientific_journal-12111	41	4	generators	generator	NOUN
american_scientific_journal-12111	41	5	were	be	AUX
american_scientific_journal-12111	41	6	configured	configure	VERB
american_scientific_journal-12111	41	7	with	with	ADP
american_scientific_journal-12111	41	8	only	only	ADV
american_scientific_journal-12111	41	9	pixel	pixel	NOUN
american_scientific_journal-12111	41	10	rescaling	rescale	VERB
american_scientific_journal-12111	41	11	to	to	PART
american_scientific_journal-12111	41	12	maintain	maintain	VERB
american_scientific_journal-12111	41	13	consistency	consistency	NOUN
american_scientific_journal-12111	41	14	during	during	ADP
american_scientific_journal-12111	41	15	evaluation	evaluation	NOUN
american_scientific_journal-12111	41	16	.	.	PUNCT
american_scientific_journal-12111	42	1	flow	flow	NOUN
american_scientific_journal-12111	42	2	generators	generator	NOUN
american_scientific_journal-12111	42	3	were	be	AUX
american_scientific_journal-12111	42	4	created	create	VERB
american_scientific_journal-12111	42	5	from	from	ADP
american_scientific_journal-12111	42	6	structured	structure	VERB
american_scientific_journal-12111	42	7	dataframes	dataframe	NOUN
american_scientific_journal-12111	42	8	for	for	ADP
american_scientific_journal-12111	42	9	training	training	NOUN
american_scientific_journal-12111	42	10	,	,	PUNCT
american_scientific_journal-12111	42	11	validation	validation	NOUN
american_scientific_journal-12111	42	12	,	,	PUNCT
american_scientific_journal-12111	42	13	and	and	CCONJ
american_scientific_journal-12111	42	14	testing	testing	NOUN
american_scientific_journal-12111	42	15	,	,	PUNCT
american_scientific_journal-12111	42	16	with	with	ADP
american_scientific_journal-12111	42	17	13,424	13,424	NUM
american_scientific_journal-12111	42	18	validated	validate	VERB
american_scientific_journal-12111	42	19	training	training	NOUN
american_scientific_journal-12111	42	20	images	image	NOUN
american_scientific_journal-12111	42	21	,	,	PUNCT
american_scientific_journal-12111	42	22	1,421	1,421	NUM
american_scientific_journal-12111	42	23	validation	validation	NOUN
american_scientific_journal-12111	42	24	images	image	NOUN
american_scientific_journal-12111	42	25	,	,	PUNCT
american_scientific_journal-12111	42	26	and	and	CCONJ
american_scientific_journal-12111	42	27	1,512	1,512	NUM
american_scientific_journal-12111	42	28	test	test	NOUN
american_scientific_journal-12111	42	29	images	image	NOUN
american_scientific_journal-12111	42	30	successfully	successfully	ADV
american_scientific_journal-12111	42	31	loaded	load	VERB
american_scientific_journal-12111	42	32	and	and	CCONJ
american_scientific_journal-12111	42	33	mapped	map	VERB
american_scientific_journal-12111	42	34	to	to	ADP
american_scientific_journal-12111	42	35	their	their	PRON
american_scientific_journal-12111	42	36	respective	respective	ADJ
american_scientific_journal-12111	42	37	labels	label	NOUN
american_scientific_journal-12111	42	38	.	.	PUNCT
american_scientific_journal-12111	43	1	american	american	ADJ
american_scientific_journal-12111	43	2	academic	academic	ADJ
american_scientific_journal-12111	43	3	scientific	scientific	ADJ
american_scientific_journal-12111	43	4	research	research	NOUN
american_scientific_journal-12111	43	5	journal	journal	NOUN
american_scientific_journal-12111	43	6	for	for	ADP
american_scientific_journal-12111	43	7	engineering	engineering	NOUN
american_scientific_journal-12111	43	8	,	,	PUNCT
american_scientific_journal-12111	43	9	technology	technology	NOUN
american_scientific_journal-12111	43	10	,	,	PUNCT
american_scientific_journal-12111	43	11	and	and	CCONJ
american_scientific_journal-12111	43	12	sciences	science	NOUN
american_scientific_journal-12111	43	13	(	(	PUNCT
american_scientific_journal-12111	43	14	asrjets	asrjet	NOUN
american_scientific_journal-12111	43	15	)	)	PUNCT
american_scientific_journal-12111	43	16	volume	volume	NOUN
american_scientific_journal-12111	43	17	103	103	NUM
american_scientific_journal-12111	43	18	,	,	PUNCT
american_scientific_journal-12111	43	19	no	no	DET
american_scientific_journal-12111	43	20	1	1	NUM
american_scientific_journal-12111	43	21	,	,	PUNCT
american_scientific_journal-12111	43	22	pp	pp	ADV
american_scientific_journal-12111	43	23	313	313	NUM
american_scientific_journal-12111	43	24	-	-	SYM
american_scientific_journal-12111	43	25	329	329	NUM
american_scientific_journal-12111	43	26	319	319	NUM
american_scientific_journal-12111	43	27	figure	figure	NOUN
american_scientific_journal-12111	43	28	6	6	NUM
american_scientific_journal-12111	43	29	:	:	PUNCT
american_scientific_journal-12111	43	30	augmentation	augmentation	NOUN
american_scientific_journal-12111	43	31	of	of	ADP
american_scientific_journal-12111	43	32	the	the	DET
american_scientific_journal-12111	43	33	dataset	dataset	ADJ
american_scientific_journal-12111	43	34	american	american	PROPN
american_scientific_journal-12111	43	35	academic	academic	PROPN
american_scientific_journal-12111	43	36	scientific	scientific	ADJ
american_scientific_journal-12111	43	37	research	research	NOUN
american_scientific_journal-12111	43	38	journal	journal	NOUN
american_scientific_journal-12111	43	39	for	for	ADP
american_scientific_journal-12111	43	40	engineering	engineering	NOUN
american_scientific_journal-12111	43	41	,	,	PUNCT
american_scientific_journal-12111	43	42	technology	technology	NOUN
american_scientific_journal-12111	43	43	,	,	PUNCT
american_scientific_journal-12111	43	44	and	and	CCONJ
american_scientific_journal-12111	43	45	sciences	science	NOUN
american_scientific_journal-12111	43	46	(	(	PUNCT
american_scientific_journal-12111	43	47	asrjets	asrjet	NOUN
american_scientific_journal-12111	43	48	)	)	PUNCT
american_scientific_journal-12111	43	49	volume	volume	NOUN
american_scientific_journal-12111	43	50	103	103	NUM
american_scientific_journal-12111	43	51	,	,	PUNCT
american_scientific_journal-12111	43	52	no	no	DET
american_scientific_journal-12111	43	53	1	1	NUM
american_scientific_journal-12111	43	54	,	,	PUNCT
american_scientific_journal-12111	43	55	pp	pp	ADV
american_scientific_journal-12111	43	56	313	313	NUM
american_scientific_journal-12111	43	57	-	-	SYM
american_scientific_journal-12111	43	58	329	329	NUM
american_scientific_journal-12111	43	59	320	320	NUM
american_scientific_journal-12111	43	60	the	the	DET
american_scientific_journal-12111	43	61	visualization	visualization	NOUN
american_scientific_journal-12111	43	62	of	of	ADP
american_scientific_journal-12111	43	63	batch	batch	NOUN
american_scientific_journal-12111	43	64	samples	sample	NOUN
american_scientific_journal-12111	43	65	from	from	ADP
american_scientific_journal-12111	43	66	the	the	DET
american_scientific_journal-12111	43	67	training	training	NOUN
american_scientific_journal-12111	43	68	generator	generator	NOUN
american_scientific_journal-12111	43	69	(	(	PUNCT
american_scientific_journal-12111	43	70	`	`	PUNCT
american_scientific_journal-12111	43	71	tr_gen	tr_gen	PROPN
american_scientific_journal-12111	43	72	`	`	PUNCT
american_scientific_journal-12111	43	73	)	)	PUNCT
american_scientific_journal-12111	43	74	using	use	VERB
american_scientific_journal-12111	43	75	a	a	DET
american_scientific_journal-12111	43	76	batch	batch	NOUN
american_scientific_journal-12111	43	77	size	size	NOUN
american_scientific_journal-12111	43	78	of	of	ADP
american_scientific_journal-12111	43	79	32	32	NUM
american_scientific_journal-12111	43	80	provides	provide	VERB
american_scientific_journal-12111	43	81	a	a	DET
american_scientific_journal-12111	43	82	clear	clear	ADJ
american_scientific_journal-12111	43	83	snapshot	snapshot	NOUN
american_scientific_journal-12111	43	84	of	of	ADP
american_scientific_journal-12111	43	85	the	the	DET
american_scientific_journal-12111	43	86	model	model	NOUN
american_scientific_journal-12111	43	87	’s	’s	PART
american_scientific_journal-12111	43	88	input	input	NOUN
american_scientific_journal-12111	43	89	data	datum	NOUN
american_scientific_journal-12111	43	90	and	and	CCONJ
american_scientific_journal-12111	43	91	label	label	NOUN
american_scientific_journal-12111	43	92	distribution	distribution	NOUN
american_scientific_journal-12111	43	93	.	.	PUNCT
american_scientific_journal-12111	44	1	displayed	display	VERB
american_scientific_journal-12111	44	2	as	as	ADP
american_scientific_journal-12111	44	3	a	a	DET
american_scientific_journal-12111	44	4	5x6	5x6	NUM
american_scientific_journal-12111	44	5	grid	grid	NOUN
american_scientific_journal-12111	44	6	of	of	ADP
american_scientific_journal-12111	44	7	retinal	retinal	ADJ
american_scientific_journal-12111	44	8	fundus	fundus	NOUN
american_scientific_journal-12111	44	9	photographs	photograph	NOUN
american_scientific_journal-12111	44	10	,	,	PUNCT
american_scientific_journal-12111	44	11	each	each	DET
american_scientific_journal-12111	44	12	image	image	NOUN
american_scientific_journal-12111	44	13	is	be	AUX
american_scientific_journal-12111	44	14	annotated	annotate	VERB
american_scientific_journal-12111	44	15	with	with	ADP
american_scientific_journal-12111	44	16	a	a	DET
american_scientific_journal-12111	44	17	binary	binary	ADJ
american_scientific_journal-12111	44	18	label	label	NOUN
american_scientific_journal-12111	44	19	“	"	PUNCT
american_scientific_journal-12111	44	20	0	0	NUM
american_scientific_journal-12111	44	21	”	"	PUNCT
american_scientific_journal-12111	44	22	indicating	indicate	VERB
american_scientific_journal-12111	44	23	no	no	DET
american_scientific_journal-12111	44	24	diabetic	diabetic	ADJ
american_scientific_journal-12111	44	25	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	44	26	and	and	CCONJ
american_scientific_journal-12111	44	27	“	"	PUNCT
american_scientific_journal-12111	44	28	1	1	NUM
american_scientific_journal-12111	44	29	”	"	PUNCT
american_scientific_journal-12111	44	30	indicating	indicate	VERB
american_scientific_journal-12111	44	31	the	the	DET
american_scientific_journal-12111	44	32	presence	presence	NOUN
american_scientific_journal-12111	44	33	of	of	ADP
american_scientific_journal-12111	44	34	the	the	DET
american_scientific_journal-12111	44	35	condition	condition	NOUN
american_scientific_journal-12111	44	36	.	.	PUNCT
american_scientific_journal-12111	45	1	this	this	DET
american_scientific_journal-12111	45	2	visual	visual	ADJ
american_scientific_journal-12111	45	3	inspection	inspection	NOUN
american_scientific_journal-12111	45	4	confirms	confirm	VERB
american_scientific_journal-12111	45	5	that	that	SCONJ
american_scientific_journal-12111	45	6	the	the	DET
american_scientific_journal-12111	45	7	data	data	NOUN
american_scientific_journal-12111	45	8	augmentation	augmentation	NOUN
american_scientific_journal-12111	45	9	successfully	successfully	ADV
american_scientific_journal-12111	45	10	preserves	preserve	VERB
american_scientific_journal-12111	45	11	anatomical	anatomical	ADJ
american_scientific_journal-12111	45	12	features	feature	NOUN
american_scientific_journal-12111	45	13	such	such	ADJ
american_scientific_journal-12111	45	14	as	as	ADP
american_scientific_journal-12111	45	15	the	the	DET
american_scientific_journal-12111	45	16	optic	optic	ADJ
american_scientific_journal-12111	45	17	disc	disc	NOUN
american_scientific_journal-12111	45	18	and	and	CCONJ
american_scientific_journal-12111	45	19	blood	blood	NOUN
american_scientific_journal-12111	45	20	vessels	vessel	NOUN
american_scientific_journal-12111	45	21	across	across	ADP
american_scientific_journal-12111	45	22	varied	varied	ADJ
american_scientific_journal-12111	45	23	color	color	NOUN
american_scientific_journal-12111	45	24	tones	tone	NOUN
american_scientific_journal-12111	45	25	,	,	PUNCT
american_scientific_journal-12111	45	26	brightness	brightness	NOUN
american_scientific_journal-12111	45	27	levels	level	NOUN
american_scientific_journal-12111	45	28	,	,	PUNCT
american_scientific_journal-12111	45	29	and	and	CCONJ
american_scientific_journal-12111	45	30	image	image	NOUN
american_scientific_journal-12111	45	31	quality	quality	NOUN
american_scientific_journal-12111	45	32	.	.	PUNCT
american_scientific_journal-12111	46	1	figure	figure	VERB
american_scientific_journal-12111	46	2	7	7	NUM
american_scientific_journal-12111	46	3	:	:	PUNCT
american_scientific_journal-12111	46	4	data	datum	NOUN
american_scientific_journal-12111	46	5	visualization	visualization	NOUN
american_scientific_journal-12111	46	6	of	of	ADP
american_scientific_journal-12111	46	7	the	the	DET
american_scientific_journal-12111	46	8	mri	mri	NOUN
american_scientific_journal-12111	46	9	scans	scan	NOUN
american_scientific_journal-12111	46	10	3.2	3.2	NUM
american_scientific_journal-12111	46	11	lightdr	lightdr	PROPN
american_scientific_journal-12111	46	12	cnn	cnn	PROPN
american_scientific_journal-12111	46	13	model	model	PROPN
american_scientific_journal-12111	46	14	creation	creation	NOUN
american_scientific_journal-12111	46	15	the	the	DET
american_scientific_journal-12111	46	16	model	model	NOUN
american_scientific_journal-12111	46	17	creation	creation	NOUN
american_scientific_journal-12111	46	18	process	process	NOUN
american_scientific_journal-12111	46	19	involved	involve	VERB
american_scientific_journal-12111	46	20	designing	design	VERB
american_scientific_journal-12111	46	21	a	a	DET
american_scientific_journal-12111	46	22	custom	custom	NOUN
american_scientific_journal-12111	46	23	convolutional	convolutional	ADJ
american_scientific_journal-12111	46	24	neural	neural	ADJ
american_scientific_journal-12111	46	25	network	network	NOUN
american_scientific_journal-12111	46	26	(	(	PUNCT
american_scientific_journal-12111	46	27	cnn	cnn	PROPN
american_scientific_journal-12111	46	28	)	)	PUNCT
american_scientific_journal-12111	46	29	using	use	VERB
american_scientific_journal-12111	46	30	the	the	DET
american_scientific_journal-12111	46	31	keras	keras	PROPN
american_scientific_journal-12111	46	32	sequential	sequential	ADJ
american_scientific_journal-12111	46	33	api	api	NOUN
american_scientific_journal-12111	46	34	to	to	PART
american_scientific_journal-12111	46	35	perform	perform	VERB
american_scientific_journal-12111	46	36	binary	binary	ADJ
american_scientific_journal-12111	46	37	classification	classification	NOUN
american_scientific_journal-12111	46	38	on	on	ADP
american_scientific_journal-12111	46	39	retinal	retinal	ADJ
american_scientific_journal-12111	46	40	fundus	fundus	NOUN
american_scientific_journal-12111	46	41	images	image	NOUN
american_scientific_journal-12111	46	42	for	for	ADP
american_scientific_journal-12111	46	43	diabetic	diabetic	ADJ
american_scientific_journal-12111	46	44	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	46	45	detection	detection	NOUN
american_scientific_journal-12111	46	46	.	.	PUNCT
american_scientific_journal-12111	47	1	the	the	DET
american_scientific_journal-12111	47	2	architecture	architecture	NOUN
american_scientific_journal-12111	47	3	begins	begin	VERB
american_scientific_journal-12111	47	4	with	with	ADP
american_scientific_journal-12111	47	5	an	an	DET
american_scientific_journal-12111	47	6	input	input	NOUN
american_scientific_journal-12111	47	7	layer	layer	NOUN
american_scientific_journal-12111	47	8	accepting	accept	VERB
american_scientific_journal-12111	47	9	images	image	NOUN
american_scientific_journal-12111	47	10	of	of	ADP
american_scientific_journal-12111	47	11	shape	shape	NOUN
american_scientific_journal-12111	47	12	150×150×3	150×150×3	NUM
american_scientific_journal-12111	47	13	,	,	PUNCT
american_scientific_journal-12111	47	14	followed	follow	VERB
american_scientific_journal-12111	47	15	by	by	ADP
american_scientific_journal-12111	47	16	four	four	NUM
american_scientific_journal-12111	47	17	convolutional	convolutional	ADJ
american_scientific_journal-12111	47	18	blocks	block	NOUN
american_scientific_journal-12111	47	19	with	with	ADP
american_scientific_journal-12111	47	20	increasing	increase	VERB
american_scientific_journal-12111	47	21	filter	filter	NOUN
american_scientific_journal-12111	47	22	sizes	size	NOUN
american_scientific_journal-12111	47	23	(	(	PUNCT
american_scientific_journal-12111	47	24	32	32	NUM
american_scientific_journal-12111	47	25	,	,	PUNCT
american_scientific_journal-12111	47	26	64	64	NUM
american_scientific_journal-12111	47	27	,	,	PUNCT
american_scientific_journal-12111	47	28	128	128	NUM
american_scientific_journal-12111	47	29	,	,	PUNCT
american_scientific_journal-12111	47	30	256	256	NUM
american_scientific_journal-12111	47	31	)	)	PUNCT
american_scientific_journal-12111	47	32	,	,	PUNCT
american_scientific_journal-12111	47	33	each	each	PRON
american_scientific_journal-12111	47	34	paired	pair	VERB
american_scientific_journal-12111	47	35	with	with	ADP
american_scientific_journal-12111	47	36	relu	relu	NOUN
american_scientific_journal-12111	47	37	activation	activation	NOUN
american_scientific_journal-12111	47	38	,	,	PUNCT
american_scientific_journal-12111	47	39	batch	batch	VERB
american_scientific_journal-12111	47	40	normalization	normalization	NOUN
american_scientific_journal-12111	47	41	for	for	ADP
american_scientific_journal-12111	47	42	american	american	ADJ
american_scientific_journal-12111	47	43	academic	academic	ADJ
american_scientific_journal-12111	47	44	scientific	scientific	ADJ
american_scientific_journal-12111	47	45	research	research	NOUN
american_scientific_journal-12111	47	46	journal	journal	NOUN
american_scientific_journal-12111	47	47	for	for	ADP
american_scientific_journal-12111	47	48	engineering	engineering	NOUN
american_scientific_journal-12111	47	49	,	,	PUNCT
american_scientific_journal-12111	47	50	technology	technology	NOUN
american_scientific_journal-12111	47	51	,	,	PUNCT
american_scientific_journal-12111	47	52	and	and	CCONJ
american_scientific_journal-12111	47	53	sciences	science	NOUN
american_scientific_journal-12111	47	54	(	(	PUNCT
american_scientific_journal-12111	47	55	asrjets	asrjet	NOUN
american_scientific_journal-12111	47	56	)	)	PUNCT
american_scientific_journal-12111	47	57	volume	volume	NOUN
american_scientific_journal-12111	47	58	103	103	NUM
american_scientific_journal-12111	47	59	,	,	PUNCT
american_scientific_journal-12111	47	60	no	no	DET
american_scientific_journal-12111	47	61	1	1	NUM
american_scientific_journal-12111	47	62	,	,	PUNCT
american_scientific_journal-12111	47	63	pp	pp	ADV
american_scientific_journal-12111	47	64	313	313	NUM
american_scientific_journal-12111	47	65	-	-	SYM
american_scientific_journal-12111	47	66	329	329	NUM
american_scientific_journal-12111	47	67	321	321	NUM
american_scientific_journal-12111	47	68	training	training	NOUN
american_scientific_journal-12111	47	69	stability	stability	NOUN
american_scientific_journal-12111	47	70	,	,	PUNCT
american_scientific_journal-12111	47	71	and	and	CCONJ
american_scientific_journal-12111	47	72	max	max	PROPN
american_scientific_journal-12111	47	73	pooling	pooling	NOUN
american_scientific_journal-12111	47	74	for	for	ADP
american_scientific_journal-12111	47	75	spatial	spatial	ADJ
american_scientific_journal-12111	47	76	downsampling	downsampling	NOUN
american_scientific_journal-12111	47	77	.	.	PUNCT
american_scientific_journal-12111	48	1	a	a	DET
american_scientific_journal-12111	48	2	globalaveragepooling2d	globalaveragepooling2d	PROPN
american_scientific_journal-12111	48	3	layer	layer	NOUN
american_scientific_journal-12111	48	4	replaces	replace	VERB
american_scientific_journal-12111	48	5	flattening	flatten	VERB
american_scientific_journal-12111	48	6	to	to	PART
american_scientific_journal-12111	48	7	reduce	reduce	VERB
american_scientific_journal-12111	48	8	parameter	parameter	NOUN
american_scientific_journal-12111	48	9	count	count	NOUN
american_scientific_journal-12111	48	10	and	and	CCONJ
american_scientific_journal-12111	48	11	prevent	prevent	VERB
american_scientific_journal-12111	48	12	overfitting	overfitting	NOUN
american_scientific_journal-12111	48	13	.	.	PUNCT
american_scientific_journal-12111	49	1	the	the	DET
american_scientific_journal-12111	49	2	network	network	NOUN
american_scientific_journal-12111	49	3	concludes	conclude	VERB
american_scientific_journal-12111	49	4	with	with	ADP
american_scientific_journal-12111	49	5	a	a	DET
american_scientific_journal-12111	49	6	dense	dense	ADJ
american_scientific_journal-12111	49	7	layer	layer	NOUN
american_scientific_journal-12111	49	8	of	of	ADP
american_scientific_journal-12111	49	9	128	128	NUM
american_scientific_journal-12111	49	10	units	unit	NOUN
american_scientific_journal-12111	49	11	and	and	CCONJ
american_scientific_journal-12111	49	12	a	a	DET
american_scientific_journal-12111	49	13	final	final	ADJ
american_scientific_journal-12111	49	14	sigmoid	sigmoid	NOUN
american_scientific_journal-12111	49	15	-	-	PUNCT
american_scientific_journal-12111	49	16	activated	activate	VERB
american_scientific_journal-12111	49	17	output	output	NOUN
american_scientific_journal-12111	49	18	layer	layer	NOUN
american_scientific_journal-12111	49	19	for	for	ADP
american_scientific_journal-12111	49	20	binary	binary	ADJ
american_scientific_journal-12111	49	21	prediction	prediction	NOUN
american_scientific_journal-12111	49	22	.	.	PUNCT
american_scientific_journal-12111	50	1	the	the	DET
american_scientific_journal-12111	50	2	model	model	NOUN
american_scientific_journal-12111	50	3	was	be	AUX
american_scientific_journal-12111	50	4	compiled	compile	VERB
american_scientific_journal-12111	50	5	using	use	VERB
american_scientific_journal-12111	50	6	the	the	DET
american_scientific_journal-12111	50	7	adamax	adamax	NOUN
american_scientific_journal-12111	50	8	optimizer	optimizer	NOUN
american_scientific_journal-12111	50	9	with	with	ADP
american_scientific_journal-12111	50	10	a	a	DET
american_scientific_journal-12111	50	11	learning	learn	VERB
american_scientific_journal-12111	50	12	rate	rate	NOUN
american_scientific_journal-12111	50	13	of	of	ADP
american_scientific_journal-12111	50	14	0.0001	0.0001	NUM
american_scientific_journal-12111	50	15	,	,	PUNCT
american_scientific_journal-12111	50	16	binary	binary	ADJ
american_scientific_journal-12111	50	17	cross	cross	PROPN
american_scientific_journal-12111	50	18	-	-	ADJ
american_scientific_journal-12111	50	19	entropy	entropy	ADJ
american_scientific_journal-12111	50	20	loss	loss	NOUN
american_scientific_journal-12111	50	21	,	,	PUNCT
american_scientific_journal-12111	50	22	and	and	CCONJ
american_scientific_journal-12111	50	23	accuracy	accuracy	NOUN
american_scientific_journal-12111	50	24	as	as	ADP
american_scientific_journal-12111	50	25	the	the	DET
american_scientific_journal-12111	50	26	evaluation	evaluation	NOUN
american_scientific_journal-12111	50	27	metric	metric	NOUN
american_scientific_journal-12111	50	28	.	.	PUNCT
american_scientific_journal-12111	51	1	figure	figure	NOUN
american_scientific_journal-12111	51	2	8	8	NUM
american_scientific_journal-12111	51	3	:	:	PUNCT
american_scientific_journal-12111	51	4	coding	code	VERB
american_scientific_journal-12111	51	5	of	of	ADP
american_scientific_journal-12111	51	6	the	the	DET
american_scientific_journal-12111	51	7	lightdr	lightdr	PROPN
american_scientific_journal-12111	51	8	cnn	cnn	PROPN
american_scientific_journal-12111	51	9	model	model	VERB
american_scientific_journal-12111	51	10	the	the	DET
american_scientific_journal-12111	51	11	training	training	NOUN
american_scientific_journal-12111	51	12	process	process	NOUN
american_scientific_journal-12111	51	13	was	be	AUX
american_scientific_journal-12111	51	14	optimized	optimize	VERB
american_scientific_journal-12111	51	15	using	use	VERB
american_scientific_journal-12111	51	16	three	three	NUM
american_scientific_journal-12111	51	17	key	key	ADJ
american_scientific_journal-12111	51	18	keras	keras	PROPN
american_scientific_journal-12111	51	19	callbacks	callback	NOUN
american_scientific_journal-12111	51	20	to	to	PART
american_scientific_journal-12111	51	21	enhance	enhance	VERB
american_scientific_journal-12111	51	22	model	model	NOUN
american_scientific_journal-12111	51	23	performance	performance	NOUN
american_scientific_journal-12111	51	24	and	and	CCONJ
american_scientific_journal-12111	51	25	prevent	prevent	VERB
american_scientific_journal-12111	51	26	overfitting	overfitting	NOUN
american_scientific_journal-12111	51	27	.	.	PUNCT
american_scientific_journal-12111	52	1	the	the	DET
american_scientific_journal-12111	52	2	“	"	PUNCT
american_scientific_journal-12111	52	3	reducelronplateau	reducelronplateau	NOUN
american_scientific_journal-12111	52	4	”	"	PUNCT
american_scientific_journal-12111	52	5	callback	callback	NOUN
american_scientific_journal-12111	52	6	monitored	monitor	VERB
american_scientific_journal-12111	52	7	validation	validation	NOUN
american_scientific_journal-12111	52	8	loss	loss	NOUN
american_scientific_journal-12111	52	9	and	and	CCONJ
american_scientific_journal-12111	52	10	automatically	automatically	ADV
american_scientific_journal-12111	52	11	reduced	reduce	VERB
american_scientific_journal-12111	52	12	the	the	DET
american_scientific_journal-12111	52	13	learning	learning	NOUN
american_scientific_journal-12111	52	14	rate	rate	NOUN
american_scientific_journal-12111	52	15	by	by	ADP
american_scientific_journal-12111	52	16	half	half	DET
american_scientific_journal-12111	52	17	if	if	SCONJ
american_scientific_journal-12111	52	18	no	no	DET
american_scientific_journal-12111	52	19	improvement	improvement	NOUN
american_scientific_journal-12111	52	20	was	be	AUX
american_scientific_journal-12111	52	21	observed	observe	VERB
american_scientific_journal-12111	52	22	over	over	ADP
american_scientific_journal-12111	52	23	five	five	NUM
american_scientific_journal-12111	52	24	consecutive	consecutive	ADJ
american_scientific_journal-12111	52	25	epochs	epoch	NOUN
american_scientific_journal-12111	52	26	,	,	PUNCT
american_scientific_journal-12111	52	27	with	with	ADP
american_scientific_journal-12111	52	28	a	a	DET
american_scientific_journal-12111	52	29	minimum	minimum	ADJ
american_scientific_journal-12111	52	30	threshold	threshold	NOUN
american_scientific_journal-12111	52	31	of	of	ADP
american_scientific_journal-12111	52	32	1e-6	1e-6	PROPN
american_scientific_journal-12111	52	33	.	.	PUNCT
american_scientific_journal-12111	53	1	the	the	DET
american_scientific_journal-12111	53	2	“	"	PUNCT
american_scientific_journal-12111	53	3	earlystopping	earlystopping	NOUN
american_scientific_journal-12111	53	4	”	"	PUNCT
american_scientific_journal-12111	53	5	callback	callback	NOUN
american_scientific_journal-12111	53	6	halted	halt	VERB
american_scientific_journal-12111	53	7	training	training	NOUN
american_scientific_journal-12111	53	8	if	if	SCONJ
american_scientific_journal-12111	53	9	validation	validation	NOUN
american_scientific_journal-12111	53	10	loss	loss	NOUN
american_scientific_journal-12111	53	11	stagnated	stagnate	VERB
american_scientific_journal-12111	53	12	for	for	ADP
american_scientific_journal-12111	53	13	three	three	NUM
american_scientific_journal-12111	53	14	epochs	epoch	NOUN
american_scientific_journal-12111	53	15	,	,	PUNCT
american_scientific_journal-12111	53	16	restoring	restore	VERB
american_scientific_journal-12111	53	17	the	the	DET
american_scientific_journal-12111	53	18	bestperforming	bestperforme	VERB
american_scientific_journal-12111	53	19	weights	weight	NOUN
american_scientific_journal-12111	53	20	to	to	PART
american_scientific_journal-12111	53	21	preserve	preserve	VERB
american_scientific_journal-12111	53	22	generalization	generalization	NOUN
american_scientific_journal-12111	53	23	.	.	PUNCT
american_scientific_journal-12111	54	1	additionally	additionally	ADV
american_scientific_journal-12111	54	2	,	,	PUNCT
american_scientific_journal-12111	54	3	the	the	DET
american_scientific_journal-12111	54	4	“	"	PUNCT
american_scientific_journal-12111	54	5	modelcheckpoint	modelcheckpoint	NOUN
american_scientific_journal-12111	54	6	”	"	PUNCT
american_scientific_journal-12111	54	7	callback	callback	NOUN
american_scientific_journal-12111	54	8	saved	save	VERB
american_scientific_journal-12111	54	9	the	the	DET
american_scientific_journal-12111	54	10	full	full	ADJ
american_scientific_journal-12111	54	11	model	model	NOUN
american_scientific_journal-12111	54	12	,	,	PUNCT
american_scientific_journal-12111	54	13	including	include	VERB
american_scientific_journal-12111	54	14	architecture	architecture	NOUN
american_scientific_journal-12111	54	15	,	,	PUNCT
american_scientific_journal-12111	54	16	weights	weight	NOUN
american_scientific_journal-12111	54	17	,	,	PUNCT
american_scientific_journal-12111	54	18	and	and	CCONJ
american_scientific_journal-12111	54	19	optimizer	optimizer	NOUN
american_scientific_journal-12111	54	20	state	state	NOUN
american_scientific_journal-12111	54	21	whenever	whenever	SCONJ
american_scientific_journal-12111	54	22	validation	validation	NOUN
american_scientific_journal-12111	54	23	loss	loss	NOUN
american_scientific_journal-12111	54	24	improved	improve	VERB
american_scientific_journal-12111	54	25	,	,	PUNCT
american_scientific_journal-12111	54	26	ensuring	ensure	VERB
american_scientific_journal-12111	54	27	reproducibility	reproducibility	NOUN
american_scientific_journal-12111	54	28	and	and	CCONJ
american_scientific_journal-12111	54	29	deployment	deployment	NOUN
american_scientific_journal-12111	54	30	readiness	readiness	NOUN
american_scientific_journal-12111	54	31	.	.	PUNCT
american_scientific_journal-12111	55	1	these	these	DET
american_scientific_journal-12111	55	2	callbacks	callback	NOUN
american_scientific_journal-12111	55	3	collectively	collectively	ADV
american_scientific_journal-12111	55	4	ensured	ensure	VERB
american_scientific_journal-12111	55	5	efficient	efficient	ADJ
american_scientific_journal-12111	55	6	training	training	NOUN
american_scientific_journal-12111	55	7	,	,	PUNCT
american_scientific_journal-12111	55	8	adaptive	adaptive	ADJ
american_scientific_journal-12111	55	9	american	american	ADJ
american_scientific_journal-12111	55	10	academic	academic	ADJ
american_scientific_journal-12111	55	11	scientific	scientific	ADJ
american_scientific_journal-12111	55	12	research	research	NOUN
american_scientific_journal-12111	55	13	journal	journal	NOUN
american_scientific_journal-12111	55	14	for	for	ADP
american_scientific_journal-12111	55	15	engineering	engineering	NOUN
american_scientific_journal-12111	55	16	,	,	PUNCT
american_scientific_journal-12111	55	17	technology	technology	NOUN
american_scientific_journal-12111	55	18	,	,	PUNCT
american_scientific_journal-12111	55	19	and	and	CCONJ
american_scientific_journal-12111	55	20	sciences	science	NOUN
american_scientific_journal-12111	55	21	(	(	PUNCT
american_scientific_journal-12111	55	22	asrjets	asrjet	NOUN
american_scientific_journal-12111	55	23	)	)	PUNCT
american_scientific_journal-12111	55	24	volume	volume	NOUN
american_scientific_journal-12111	55	25	103	103	NUM
american_scientific_journal-12111	55	26	,	,	PUNCT
american_scientific_journal-12111	55	27	no	no	DET
american_scientific_journal-12111	55	28	1	1	NUM
american_scientific_journal-12111	55	29	,	,	PUNCT
american_scientific_journal-12111	55	30	pp	pp	ADV
american_scientific_journal-12111	55	31	313	313	NUM
american_scientific_journal-12111	55	32	-	-	SYM
american_scientific_journal-12111	55	33	329	329	NUM
american_scientific_journal-12111	55	34	322	322	NUM
american_scientific_journal-12111	55	35	learning	learning	NOUN
american_scientific_journal-12111	55	36	,	,	PUNCT
american_scientific_journal-12111	55	37	and	and	CCONJ
american_scientific_journal-12111	55	38	retention	retention	NOUN
american_scientific_journal-12111	55	39	of	of	ADP
american_scientific_journal-12111	55	40	the	the	DET
american_scientific_journal-12111	55	41	most	most	ADV
american_scientific_journal-12111	55	42	effective	effective	ADJ
american_scientific_journal-12111	55	43	model	model	NOUN
american_scientific_journal-12111	55	44	configuration	configuration	NOUN
american_scientific_journal-12111	55	45	.	.	PUNCT
american_scientific_journal-12111	56	1	figure	figure	NOUN
american_scientific_journal-12111	56	2	9	9	NUM
american_scientific_journal-12111	56	3	:	:	PUNCT
american_scientific_journal-12111	56	4	lightbt	lightbt	PROPN
american_scientific_journal-12111	56	5	cnn	cnn	PROPN
american_scientific_journal-12111	56	6	model	model	PROPN
american_scientific_journal-12111	56	7	callbacks	callbacks	PROPN
american_scientific_journal-12111	56	8	3.3	3.3	NUM
american_scientific_journal-12111	56	9	lightdr	lightdr	PROPN
american_scientific_journal-12111	56	10	cnn	cnn	PROPN
american_scientific_journal-12111	56	11	evaluation	evaluation	NOUN
american_scientific_journal-12111	56	12	and	and	CCONJ
american_scientific_journal-12111	56	13	performance	performance	NOUN
american_scientific_journal-12111	56	14	the	the	DET
american_scientific_journal-12111	56	15	training	training	NOUN
american_scientific_journal-12111	56	16	log	log	NOUN
american_scientific_journal-12111	56	17	from	from	ADP
american_scientific_journal-12111	56	18	the	the	DET
american_scientific_journal-12111	56	19	model	model	NOUN
american_scientific_journal-12111	56	20	fitting	fitting	ADJ
american_scientific_journal-12111	56	21	process	process	NOUN
american_scientific_journal-12111	56	22	reveals	reveal	VERB
american_scientific_journal-12111	56	23	a	a	DET
american_scientific_journal-12111	56	24	well	well	ADV
american_scientific_journal-12111	56	25	-	-	PUNCT
american_scientific_journal-12111	56	26	structured	structure	VERB
american_scientific_journal-12111	56	27	deep	deep	ADJ
american_scientific_journal-12111	56	28	learning	learning	NOUN
american_scientific_journal-12111	56	29	pipeline	pipeline	NOUN
american_scientific_journal-12111	56	30	executed	execute	VERB
american_scientific_journal-12111	56	31	over	over	ADP
american_scientific_journal-12111	56	32	30	30	NUM
american_scientific_journal-12111	56	33	epochs	epoch	NOUN
american_scientific_journal-12111	56	34	using	use	VERB
american_scientific_journal-12111	56	35	keras	keras	PROPN
american_scientific_journal-12111	56	36	with	with	ADP
american_scientific_journal-12111	56	37	callbacks	callback	NOUN
american_scientific_journal-12111	56	38	for	for	ADP
american_scientific_journal-12111	56	39	checkpointing	checkpointing	NOUN
american_scientific_journal-12111	56	40	,	,	PUNCT
american_scientific_journal-12111	56	41	early	early	ADJ
american_scientific_journal-12111	56	42	stopping	stopping	NOUN
american_scientific_journal-12111	56	43	,	,	PUNCT
american_scientific_journal-12111	56	44	and	and	CCONJ
american_scientific_journal-12111	56	45	learning	learn	VERB
american_scientific_journal-12111	56	46	rate	rate	NOUN
american_scientific_journal-12111	56	47	scheduling	scheduling	NOUN
american_scientific_journal-12111	56	48	.	.	PUNCT
american_scientific_journal-12111	57	1	the	the	DET
american_scientific_journal-12111	57	2	model	model	NOUN
american_scientific_journal-12111	57	3	was	be	AUX
american_scientific_journal-12111	57	4	trained	train	VERB
american_scientific_journal-12111	57	5	on	on	ADP
american_scientific_journal-12111	57	6	a	a	DET
american_scientific_journal-12111	57	7	large	large	ADJ
american_scientific_journal-12111	57	8	dataset	dataset	NOUN
american_scientific_journal-12111	57	9	with	with	ADP
american_scientific_journal-12111	57	10	3,602	3,602	NUM
american_scientific_journal-12111	57	11	steps	step	NOUN
american_scientific_journal-12111	57	12	per	per	ADP
american_scientific_journal-12111	57	13	epoch	epoch	NOUN
american_scientific_journal-12111	57	14	.	.	PUNCT
american_scientific_journal-12111	58	1	initial	initial	ADJ
american_scientific_journal-12111	58	2	performance	performance	NOUN
american_scientific_journal-12111	58	3	showed	show	VERB
american_scientific_journal-12111	58	4	rapid	rapid	ADJ
american_scientific_journal-12111	58	5	improvement	improvement	NOUN
american_scientific_journal-12111	58	6	:	:	PUNCT
american_scientific_journal-12111	58	7	training	training	NOUN
american_scientific_journal-12111	58	8	accuracy	accuracy	NOUN
american_scientific_journal-12111	58	9	rose	rise	VERB
american_scientific_journal-12111	58	10	from	from	ADP
american_scientific_journal-12111	58	11	66.3	66.3	NUM
american_scientific_journal-12111	58	12	%	%	NOUN
american_scientific_journal-12111	58	13	to	to	ADP
american_scientific_journal-12111	58	14	80.7	80.7	NUM
american_scientific_journal-12111	58	15	%	%	NOUN
american_scientific_journal-12111	58	16	,	,	PUNCT
american_scientific_journal-12111	58	17	while	while	SCONJ
american_scientific_journal-12111	58	18	validation	validation	NOUN
american_scientific_journal-12111	58	19	accuracy	accuracy	NOUN
american_scientific_journal-12111	58	20	increased	increase	VERB
american_scientific_journal-12111	58	21	from	from	ADP
american_scientific_journal-12111	58	22	72.1	72.1	NUM
american_scientific_journal-12111	58	23	%	%	NOUN
american_scientific_journal-12111	58	24	to	to	ADP
american_scientific_journal-12111	58	25	82.2	82.2	NUM
american_scientific_journal-12111	58	26	%	%	NOUN
american_scientific_journal-12111	58	27	.	.	PUNCT
american_scientific_journal-12111	59	1	validation	validation	NOUN
american_scientific_journal-12111	59	2	loss	loss	NOUN
american_scientific_journal-12111	59	3	steadily	steadily	ADV
american_scientific_journal-12111	59	4	decreased	decrease	VERB
american_scientific_journal-12111	59	5	from	from	ADP
american_scientific_journal-12111	59	6	1.1973	1.1973	NUM
american_scientific_journal-12111	59	7	to	to	ADP
american_scientific_journal-12111	59	8	a	a	DET
american_scientific_journal-12111	59	9	minimum	minimum	NOUN
american_scientific_journal-12111	59	10	of	of	ADP
american_scientific_journal-12111	59	11	0.4215	0.4215	NUM
american_scientific_journal-12111	59	12	by	by	ADP
american_scientific_journal-12111	59	13	epoch	epoch	NOUN
american_scientific_journal-12111	59	14	8	8	NUM
american_scientific_journal-12111	59	15	,	,	PUNCT
american_scientific_journal-12111	59	16	with	with	ADP
american_scientific_journal-12111	59	17	precision	precision	NOUN
american_scientific_journal-12111	59	18	and	and	CCONJ
american_scientific_journal-12111	59	19	recall	recall	NOUN
american_scientific_journal-12111	59	20	metrics	metric	NOUN
american_scientific_journal-12111	59	21	indicating	indicate	VERB
american_scientific_journal-12111	59	22	strong	strong	ADJ
american_scientific_journal-12111	59	23	classification	classification	NOUN
american_scientific_journal-12111	59	24	performance	performance	NOUN
american_scientific_journal-12111	59	25	.	.	PUNCT
american_scientific_journal-12111	60	1	the	the	DET
american_scientific_journal-12111	60	2	“	"	PUNCT
american_scientific_journal-12111	60	3	val_precision	val_precision	NOUN
american_scientific_journal-12111	60	4	”	"	PUNCT
american_scientific_journal-12111	60	5	peaked	peak	VERB
american_scientific_journal-12111	60	6	at	at	ADP
american_scientific_journal-12111	60	7	96.55	96.55	NUM
american_scientific_journal-12111	60	8	%	%	NOUN
american_scientific_journal-12111	60	9	and	and	CCONJ
american_scientific_journal-12111	60	10	“	"	PUNCT
american_scientific_journal-12111	60	11	val_recall	val_recall	NOUN
american_scientific_journal-12111	60	12	”	"	PUNCT
american_scientific_journal-12111	60	13	reached	reach	VERB
american_scientific_journal-12111	60	14	70.27	70.27	NUM
american_scientific_journal-12111	60	15	%	%	NOUN
american_scientific_journal-12111	60	16	.	.	PUNCT
american_scientific_journal-12111	61	1	the	the	DET
american_scientific_journal-12111	61	2	model	model	NOUN
american_scientific_journal-12111	61	3	was	be	AUX
american_scientific_journal-12111	61	4	saved	save	VERB
american_scientific_journal-12111	61	5	at	at	ADP
american_scientific_journal-12111	61	6	each	each	DET
american_scientific_journal-12111	61	7	epoch	epoch	NOUN
american_scientific_journal-12111	61	8	where	where	SCONJ
american_scientific_journal-12111	61	9	validation	validation	NOUN
american_scientific_journal-12111	61	10	loss	loss	NOUN
american_scientific_journal-12111	61	11	improved	improve	VERB
american_scientific_journal-12111	61	12	.	.	PUNCT
american_scientific_journal-12111	62	1	overall	overall	ADV
american_scientific_journal-12111	62	2	,	,	PUNCT
american_scientific_journal-12111	62	3	the	the	DET
american_scientific_journal-12111	62	4	model	model	NOUN
american_scientific_journal-12111	62	5	demonstrated	demonstrate	VERB
american_scientific_journal-12111	62	6	consistent	consistent	ADJ
american_scientific_journal-12111	62	7	learning	learning	NOUN
american_scientific_journal-12111	62	8	and	and	CCONJ
american_scientific_journal-12111	62	9	generalization	generalization	NOUN
american_scientific_journal-12111	62	10	,	,	PUNCT
american_scientific_journal-12111	62	11	with	with	ADP
american_scientific_journal-12111	62	12	callbacks	callback	NOUN
american_scientific_journal-12111	62	13	functioning	function	VERB
american_scientific_journal-12111	62	14	effectively	effectively	ADV
american_scientific_journal-12111	62	15	to	to	PART
american_scientific_journal-12111	62	16	preserve	preserve	VERB
american_scientific_journal-12111	62	17	optimal	optimal	ADJ
american_scientific_journal-12111	62	18	weights	weight	NOUN
american_scientific_journal-12111	62	19	.	.	PUNCT
american_scientific_journal-12111	63	1	the	the	DET
american_scientific_journal-12111	63	2	model	model	NOUN
american_scientific_journal-12111	63	3	evaluation	evaluation	NOUN
american_scientific_journal-12111	63	4	on	on	ADP
american_scientific_journal-12111	63	5	the	the	DET
american_scientific_journal-12111	63	6	test	test	NOUN
american_scientific_journal-12111	63	7	dataset	dataset	NOUN
american_scientific_journal-12111	63	8	(	(	PUNCT
american_scientific_journal-12111	63	9	see	see	VERB
american_scientific_journal-12111	63	10	figure	figure	NOUN
american_scientific_journal-12111	63	11	10	10	NUM
american_scientific_journal-12111	63	12	)	)	PUNCT
american_scientific_journal-12111	63	13	demonstrates	demonstrate	VERB
american_scientific_journal-12111	63	14	strong	strong	ADJ
american_scientific_journal-12111	63	15	classification	classification	NOUN
american_scientific_journal-12111	63	16	performance	performance	NOUN
american_scientific_journal-12111	63	17	for	for	ADP
american_scientific_journal-12111	63	18	diabetic	diabetic	ADJ
american_scientific_journal-12111	63	19	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	63	20	detection	detection	NOUN
american_scientific_journal-12111	63	21	.	.	PUNCT
american_scientific_journal-12111	64	1	the	the	DET
american_scientific_journal-12111	64	2	classification	classification	NOUN
american_scientific_journal-12111	64	3	report	report	NOUN
american_scientific_journal-12111	64	4	shows	show	VERB
american_scientific_journal-12111	64	5	an	an	DET
american_scientific_journal-12111	64	6	overall	overall	ADJ
american_scientific_journal-12111	64	7	accuracy	accuracy	NOUN
american_scientific_journal-12111	64	8	of	of	ADP
american_scientific_journal-12111	64	9	86	86	NUM
american_scientific_journal-12111	64	10	%	%	NOUN
american_scientific_journal-12111	64	11	,	,	PUNCT
american_scientific_journal-12111	64	12	with	with	ADP
american_scientific_journal-12111	64	13	class	class	NOUN
american_scientific_journal-12111	64	14	0	0	NUM
american_scientific_journal-12111	64	15	(	(	PUNCT
american_scientific_journal-12111	64	16	no	no	DET
american_scientific_journal-12111	64	17	dr	dr	PROPN
american_scientific_journal-12111	64	18	)	)	PUNCT
american_scientific_journal-12111	64	19	achieving	achieve	VERB
american_scientific_journal-12111	64	20	“	"	PUNCT
american_scientific_journal-12111	64	21	precision	precision	NOUN
american_scientific_journal-12111	64	22	”	"	PUNCT
american_scientific_journal-12111	64	23	of	of	ADP
american_scientific_journal-12111	64	24	0.76	0.76	NUM
american_scientific_journal-12111	64	25	,	,	PUNCT
american_scientific_journal-12111	64	26	“	"	PUNCT
american_scientific_journal-12111	64	27	recall	recall	NOUN
american_scientific_journal-12111	64	28	”	"	PUNCT
american_scientific_journal-12111	64	29	of	of	ADP
american_scientific_journal-12111	64	30	0.94	0.94	NUM
american_scientific_journal-12111	64	31	,	,	PUNCT
american_scientific_journal-12111	64	32	and	and	CCONJ
american_scientific_journal-12111	64	33	“	"	PUNCT
american_scientific_journal-12111	64	34	f1	f1	ADJ
american_scientific_journal-12111	64	35	-	-	PUNCT
american_scientific_journal-12111	64	36	score	score	NOUN
american_scientific_journal-12111	64	37	”	"	PUNCT
american_scientific_journal-12111	64	38	of	of	ADP
american_scientific_journal-12111	64	39	0.84	0.84	NUM
american_scientific_journal-12111	64	40	,	,	PUNCT
american_scientific_journal-12111	64	41	while	while	SCONJ
american_scientific_journal-12111	64	42	class	class	NOUN
american_scientific_journal-12111	64	43	1	1	NUM
american_scientific_journal-12111	64	44	(	(	PUNCT
american_scientific_journal-12111	64	45	proliferative	proliferative	PROPN
american_scientific_journal-12111	64	46	dr	dr	PROPN
american_scientific_journal-12111	64	47	)	)	PUNCT
american_scientific_journal-12111	64	48	achieved	achieve	VERB
american_scientific_journal-12111	64	49	“	"	PUNCT
american_scientific_journal-12111	64	50	precision	precision	NOUN
american_scientific_journal-12111	64	51	”	"	PUNCT
american_scientific_journal-12111	64	52	of	of	ADP
american_scientific_journal-12111	64	53	0.93	0.93	NUM
american_scientific_journal-12111	64	54	,	,	PUNCT
american_scientific_journal-12111	64	55	“	"	PUNCT
american_scientific_journal-12111	64	56	recall	recall	NOUN
american_scientific_journal-12111	64	57	”	"	PUNCT
american_scientific_journal-12111	64	58	of	of	ADP
american_scientific_journal-12111	64	59	0.81	0.81	NUM
american_scientific_journal-12111	64	60	,	,	PUNCT
american_scientific_journal-12111	64	61	and	and	CCONJ
american_scientific_journal-12111	64	62	“	"	PUNCT
american_scientific_journal-12111	64	63	f1	f1	ADJ
american_scientific_journal-12111	64	64	-	-	PUNCT
american_scientific_journal-12111	64	65	score	score	NOUN
american_scientific_journal-12111	64	66	”	"	PUNCT
american_scientific_journal-12111	64	67	of	of	ADP
american_scientific_journal-12111	64	68	0.87	0.87	NUM
american_scientific_journal-12111	64	69	.	.	PUNCT
american_scientific_journal-12111	65	1	these	these	DET
american_scientific_journal-12111	65	2	metrics	metric	NOUN
american_scientific_journal-12111	65	3	indicate	indicate	VERB
american_scientific_journal-12111	65	4	that	that	SCONJ
american_scientific_journal-12111	65	5	the	the	DET
american_scientific_journal-12111	65	6	model	model	NOUN
american_scientific_journal-12111	65	7	is	be	AUX
american_scientific_journal-12111	65	8	highly	highly	ADV
american_scientific_journal-12111	65	9	sensitive	sensitive	ADJ
american_scientific_journal-12111	65	10	in	in	ADP
american_scientific_journal-12111	65	11	identifying	identify	VERB
american_scientific_journal-12111	65	12	healthy	healthy	ADJ
american_scientific_journal-12111	65	13	cases	case	NOUN
american_scientific_journal-12111	65	14	and	and	CCONJ
american_scientific_journal-12111	65	15	highly	highly	ADV
american_scientific_journal-12111	65	16	precise	precise	ADJ
american_scientific_journal-12111	65	17	in	in	ADP
american_scientific_journal-12111	65	18	detecting	detect	VERB
american_scientific_journal-12111	65	19	diseased	diseased	ADJ
american_scientific_journal-12111	65	20	cases	case	NOUN
american_scientific_journal-12111	65	21	.	.	PUNCT
american_scientific_journal-12111	66	1	the	the	DET
american_scientific_journal-12111	66	2	macro	macro	NOUN
american_scientific_journal-12111	66	3	and	and	CCONJ
american_scientific_journal-12111	66	4	weighted	weight	VERB
american_scientific_journal-12111	66	5	averages	average	NOUN
american_scientific_journal-12111	66	6	for	for	ADP
american_scientific_journal-12111	66	7	precision	precision	NOUN
american_scientific_journal-12111	66	8	,	,	PUNCT
american_scientific_journal-12111	66	9	recall	recall	NOUN
american_scientific_journal-12111	66	10	,	,	PUNCT
american_scientific_journal-12111	66	11	and	and	CCONJ
american_scientific_journal-12111	66	12	f1	f1	NOUN
american_scientific_journal-12111	66	13	-	-	PUNCT
american_scientific_journal-12111	66	14	score	score	NOUN
american_scientific_journal-12111	66	15	all	all	PRON
american_scientific_journal-12111	66	16	hover	hover	NOUN
american_scientific_journal-12111	66	17	around	around	ADP
american_scientific_journal-12111	66	18	0.85	0.85	NUM
american_scientific_journal-12111	66	19	,	,	PUNCT
american_scientific_journal-12111	66	20	confirming	confirm	VERB
american_scientific_journal-12111	66	21	balanced	balanced	ADJ
american_scientific_journal-12111	66	22	performance	performance	NOUN
american_scientific_journal-12111	66	23	across	across	ADP
american_scientific_journal-12111	66	24	both	both	DET
american_scientific_journal-12111	66	25	classes	class	NOUN
american_scientific_journal-12111	66	26	.	.	PUNCT
american_scientific_journal-12111	67	1	the	the	DET
american_scientific_journal-12111	67	2	confusion	confusion	NOUN
american_scientific_journal-12111	67	3	matrix	matrix	NOUN
american_scientific_journal-12111	67	4	reveals	reveal	VERB
american_scientific_journal-12111	67	5	6,498	6,498	NUM
american_scientific_journal-12111	67	6	true	true	ADJ
american_scientific_journal-12111	67	7	negatives	negative	NOUN
american_scientific_journal-12111	67	8	,	,	PUNCT
american_scientific_journal-12111	67	9	5,245	5,245	NUM
american_scientific_journal-12111	67	10	true	true	ADJ
american_scientific_journal-12111	67	11	positives	positive	NOUN
american_scientific_journal-12111	67	12	,	,	PUNCT
american_scientific_journal-12111	67	13	398	398	NUM
american_scientific_journal-12111	67	14	false	false	ADJ
american_scientific_journal-12111	67	15	positives	positive	NOUN
american_scientific_journal-12111	67	16	,	,	PUNCT
american_scientific_journal-12111	67	17	and	and	CCONJ
american_scientific_journal-12111	67	18	2,060	2,060	NUM
american_scientific_journal-12111	67	19	false	false	ADJ
american_scientific_journal-12111	67	20	negatives	negative	NOUN
american_scientific_journal-12111	67	21	,	,	PUNCT
american_scientific_journal-12111	67	22	suggesting	suggest	VERB
american_scientific_journal-12111	67	23	the	the	DET
american_scientific_journal-12111	67	24	model	model	NOUN
american_scientific_journal-12111	67	25	is	be	AUX
american_scientific_journal-12111	67	26	slightly	slightly	ADV
american_scientific_journal-12111	67	27	more	more	ADV
american_scientific_journal-12111	67	28	conservative	conservative	ADJ
american_scientific_journal-12111	67	29	in	in	ADP
american_scientific_journal-12111	67	30	predicting	predict	VERB
american_scientific_journal-12111	67	31	disease	disease	NOUN
american_scientific_journal-12111	67	32	presence	presence	NOUN
american_scientific_journal-12111	67	33	,	,	PUNCT
american_scientific_journal-12111	67	34	which	which	PRON
american_scientific_journal-12111	67	35	may	may	AUX
american_scientific_journal-12111	67	36	be	be	AUX
american_scientific_journal-12111	67	37	favorable	favorable	ADJ
american_scientific_journal-12111	67	38	in	in	ADP
american_scientific_journal-12111	67	39	screening	screen	VERB
american_scientific_journal-12111	67	40	contexts	context	NOUN
american_scientific_journal-12111	67	41	where	where	SCONJ
american_scientific_journal-12111	67	42	minimizing	minimize	VERB
american_scientific_journal-12111	67	43	missed	missed	ADJ
american_scientific_journal-12111	67	44	cases	case	NOUN
american_scientific_journal-12111	67	45	is	be	AUX
american_scientific_journal-12111	67	46	critical	critical	ADJ
american_scientific_journal-12111	67	47	.	.	PUNCT
american_scientific_journal-12111	68	1	overall	overall	ADV
american_scientific_journal-12111	68	2	,	,	PUNCT
american_scientific_journal-12111	68	3	the	the	DET
american_scientific_journal-12111	68	4	model	model	NOUN
american_scientific_journal-12111	68	5	american	american	PROPN
american_scientific_journal-12111	68	6	academic	academic	PROPN
american_scientific_journal-12111	68	7	scientific	scientific	ADJ
american_scientific_journal-12111	68	8	research	research	NOUN
american_scientific_journal-12111	68	9	journal	journal	NOUN
american_scientific_journal-12111	68	10	for	for	ADP
american_scientific_journal-12111	68	11	engineering	engineering	NOUN
american_scientific_journal-12111	68	12	,	,	PUNCT
american_scientific_journal-12111	68	13	technology	technology	NOUN
american_scientific_journal-12111	68	14	,	,	PUNCT
american_scientific_journal-12111	68	15	and	and	CCONJ
american_scientific_journal-12111	68	16	sciences	science	NOUN
american_scientific_journal-12111	68	17	(	(	PUNCT
american_scientific_journal-12111	68	18	asrjets	asrjet	NOUN
american_scientific_journal-12111	68	19	)	)	PUNCT
american_scientific_journal-12111	68	20	volume	volume	NOUN
american_scientific_journal-12111	68	21	103	103	NUM
american_scientific_journal-12111	68	22	,	,	PUNCT
american_scientific_journal-12111	68	23	no	no	DET
american_scientific_journal-12111	68	24	1	1	NUM
american_scientific_journal-12111	68	25	,	,	PUNCT
american_scientific_journal-12111	68	26	pp	pp	ADV
american_scientific_journal-12111	68	27	313	313	NUM
american_scientific_journal-12111	68	28	-	-	SYM
american_scientific_journal-12111	68	29	329	329	NUM
american_scientific_journal-12111	68	30	323	323	NUM
american_scientific_journal-12111	68	31	exhibits	exhibit	VERB
american_scientific_journal-12111	68	32	reliable	reliable	ADJ
american_scientific_journal-12111	68	33	generalization	generalization	NOUN
american_scientific_journal-12111	68	34	and	and	CCONJ
american_scientific_journal-12111	68	35	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	68	36	utility	utility	NOUN
american_scientific_journal-12111	68	37	.	.	PUNCT
american_scientific_journal-12111	69	1	figure	figure	NOUN
american_scientific_journal-12111	69	2	10	10	NUM
american_scientific_journal-12111	69	3	:	:	PUNCT
american_scientific_journal-12111	69	4	evaluation	evaluation	NOUN
american_scientific_journal-12111	69	5	of	of	ADP
american_scientific_journal-12111	69	6	the	the	DET
american_scientific_journal-12111	69	7	test	test	NOUN
american_scientific_journal-12111	69	8	dataset	dataset	VERB
american_scientific_journal-12111	69	9	for	for	ADP
american_scientific_journal-12111	69	10	the	the	DET
american_scientific_journal-12111	69	11	lightdr	lightdr	PROPN
american_scientific_journal-12111	69	12	cnn	cnn	PROPN
american_scientific_journal-12111	69	13	model	model	VERB
american_scientific_journal-12111	69	14	the	the	DET
american_scientific_journal-12111	69	15	best	good	ADJ
american_scientific_journal-12111	69	16	performance	performance	NOUN
american_scientific_journal-12111	69	17	of	of	ADP
american_scientific_journal-12111	69	18	the	the	DET
american_scientific_journal-12111	69	19	lightdr	lightdr	PROPN
american_scientific_journal-12111	69	20	cnn	cnn	PROPN
american_scientific_journal-12111	69	21	model	model	NOUN
american_scientific_journal-12111	69	22	was	be	AUX
american_scientific_journal-12111	69	23	achieved	achieve	VERB
american_scientific_journal-12111	69	24	during	during	ADP
american_scientific_journal-12111	69	25	final	final	ADJ
american_scientific_journal-12111	69	26	evaluation	evaluation	NOUN
american_scientific_journal-12111	69	27	on	on	ADP
american_scientific_journal-12111	69	28	the	the	DET
american_scientific_journal-12111	69	29	test	test	NOUN
american_scientific_journal-12111	69	30	set	set	NOUN
american_scientific_journal-12111	69	31	,	,	PUNCT
american_scientific_journal-12111	69	32	demonstrating	demonstrate	VERB
american_scientific_journal-12111	69	33	strong	strong	ADJ
american_scientific_journal-12111	69	34	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	69	35	capability	capability	NOUN
american_scientific_journal-12111	69	36	for	for	ADP
american_scientific_journal-12111	69	37	diabetic	diabetic	ADJ
american_scientific_journal-12111	69	38	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	69	39	classification	classification	NOUN
american_scientific_journal-12111	69	40	.	.	PUNCT
american_scientific_journal-12111	70	1	the	the	DET
american_scientific_journal-12111	70	2	model	model	NOUN
american_scientific_journal-12111	70	3	achieved	achieve	VERB
american_scientific_journal-12111	70	4	an	an	DET
american_scientific_journal-12111	70	5	overall	overall	ADJ
american_scientific_journal-12111	70	6	accuracy	accuracy	NOUN
american_scientific_journal-12111	70	7	of	of	ADP
american_scientific_journal-12111	70	8	84	84	NUM
american_scientific_journal-12111	70	9	%	%	NOUN
american_scientific_journal-12111	70	10	,	,	PUNCT
american_scientific_journal-12111	70	11	with	with	ADP
american_scientific_journal-12111	70	12	a	a	DET
american_scientific_journal-12111	70	13	precision	precision	NOUN
american_scientific_journal-12111	70	14	of	of	ADP
american_scientific_journal-12111	70	15	0.78	0.78	NUM
american_scientific_journal-12111	70	16	and	and	CCONJ
american_scientific_journal-12111	70	17	a	a	DET
american_scientific_journal-12111	70	18	recall	recall	NOUN
american_scientific_journal-12111	70	19	of	of	ADP
american_scientific_journal-12111	70	20	0.94	0.94	NUM
american_scientific_journal-12111	70	21	for	for	ADP
american_scientific_journal-12111	70	22	class	class	NOUN
american_scientific_journal-12111	70	23	0	0	NUM
american_scientific_journal-12111	70	24	(	(	PUNCT
american_scientific_journal-12111	70	25	no	no	DET
american_scientific_journal-12111	70	26	dr	dr	PROPN
american_scientific_journal-12111	70	27	)	)	PUNCT
american_scientific_journal-12111	70	28	,	,	PUNCT
american_scientific_journal-12111	70	29	and	and	CCONJ
american_scientific_journal-12111	70	30	a	a	DET
american_scientific_journal-12111	70	31	precision	precision	NOUN
american_scientific_journal-12111	70	32	of	of	ADP
american_scientific_journal-12111	70	33	0.93	0.93	NUM
american_scientific_journal-12111	70	34	and	and	CCONJ
american_scientific_journal-12111	70	35	a	a	DET
american_scientific_journal-12111	70	36	recall	recall	NOUN
american_scientific_journal-12111	70	37	of	of	ADP
american_scientific_journal-12111	70	38	0.74	0.74	NUM
american_scientific_journal-12111	70	39	for	for	ADP
american_scientific_journal-12111	70	40	class	class	NOUN
american_scientific_journal-12111	70	41	1	1	NUM
american_scientific_journal-12111	70	42	(	(	PUNCT
american_scientific_journal-12111	70	43	proliferative	proliferative	PROPN
american_scientific_journal-12111	70	44	dr	dr	PROPN
american_scientific_journal-12111	70	45	)	)	PUNCT
american_scientific_journal-12111	70	46	.	.	PUNCT
american_scientific_journal-12111	71	1	these	these	DET
american_scientific_journal-12111	71	2	results	result	NOUN
american_scientific_journal-12111	71	3	yielded	yield	VERB
american_scientific_journal-12111	71	4	f1	f1	NOUN
american_scientific_journal-12111	71	5	-	-	PUNCT
american_scientific_journal-12111	71	6	scores	score	NOUN
american_scientific_journal-12111	71	7	of	of	ADP
american_scientific_journal-12111	71	8	0.85	0.85	NUM
american_scientific_journal-12111	71	9	and	and	CCONJ
american_scientific_journal-12111	71	10	0.83	0.83	NUM
american_scientific_journal-12111	71	11	,	,	PUNCT
american_scientific_journal-12111	71	12	respectively	respectively	ADV
american_scientific_journal-12111	71	13	,	,	PUNCT
american_scientific_journal-12111	71	14	indicating	indicate	VERB
american_scientific_journal-12111	71	15	a	a	DET
american_scientific_journal-12111	71	16	well	well	ADV
american_scientific_journal-12111	71	17	-	-	PUNCT
american_scientific_journal-12111	71	18	balanced	balance	VERB
american_scientific_journal-12111	71	19	model	model	NOUN
american_scientific_journal-12111	71	20	that	that	PRON
american_scientific_journal-12111	71	21	is	be	AUX
american_scientific_journal-12111	71	22	both	both	CCONJ
american_scientific_journal-12111	71	23	sensitive	sensitive	ADJ
american_scientific_journal-12111	71	24	to	to	ADP
american_scientific_journal-12111	71	25	disease	disease	NOUN
american_scientific_journal-12111	71	26	presence	presence	NOUN
american_scientific_journal-12111	71	27	and	and	CCONJ
american_scientific_journal-12111	71	28	reliable	reliable	ADJ
american_scientific_journal-12111	71	29	in	in	ADP
american_scientific_journal-12111	71	30	identifying	identify	VERB
american_scientific_journal-12111	71	31	healthy	healthy	ADJ
american_scientific_journal-12111	71	32	cases	case	NOUN
american_scientific_journal-12111	71	33	.	.	PUNCT
american_scientific_journal-12111	72	1	the	the	DET
american_scientific_journal-12111	72	2	confusion	confusion	NOUN
american_scientific_journal-12111	72	3	matrix	matrix	NOUN
american_scientific_journal-12111	72	4	for	for	ADP
american_scientific_journal-12111	72	5	the	the	DET
american_scientific_journal-12111	72	6	lightdr	lightdr	PROPN
american_scientific_journal-12111	72	7	cnn	cnn	PROPN
american_scientific_journal-12111	72	8	model	model	NOUN
american_scientific_journal-12111	72	9	further	far	ADV
american_scientific_journal-12111	72	10	reinforces	reinforce	VERB
american_scientific_journal-12111	72	11	its	its	PRON
american_scientific_journal-12111	72	12	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	72	13	reliability	reliability	NOUN
american_scientific_journal-12111	72	14	.	.	PUNCT
american_scientific_journal-12111	73	1	out	out	ADP
american_scientific_journal-12111	73	2	of	of	ADP
american_scientific_journal-12111	73	3	13,201	13,201	NUM
american_scientific_journal-12111	73	4	test	test	NOUN
american_scientific_journal-12111	73	5	samples	sample	NOUN
american_scientific_journal-12111	73	6	,	,	PUNCT
american_scientific_journal-12111	73	7	the	the	DET
american_scientific_journal-12111	73	8	model	model	NOUN
american_scientific_journal-12111	73	9	correctly	correctly	ADV
american_scientific_journal-12111	73	10	identified	identify	VERB
american_scientific_journal-12111	73	11	6,455	6,455	NUM
american_scientific_journal-12111	73	12	true	true	ADJ
american_scientific_journal-12111	73	13	negatives	negative	NOUN
american_scientific_journal-12111	73	14	and	and	CCONJ
american_scientific_journal-12111	73	15	5,439	5,439	NUM
american_scientific_journal-12111	73	16	true	true	ADJ
american_scientific_journal-12111	73	17	positives	positive	NOUN
american_scientific_journal-12111	73	18	.	.	PUNCT
american_scientific_journal-12111	74	1	it	it	PRON
american_scientific_journal-12111	74	2	misclassified	misclassifie	VERB
american_scientific_journal-12111	74	3	441	441	NUM
american_scientific_journal-12111	74	4	healthy	healthy	ADJ
american_scientific_journal-12111	74	5	images	image	NOUN
american_scientific_journal-12111	74	6	as	as	ADP
american_scientific_journal-12111	74	7	diseased	disease	VERB
american_scientific_journal-12111	74	8	(	(	PUNCT
american_scientific_journal-12111	74	9	false	false	ADJ
american_scientific_journal-12111	74	10	positives	positive	NOUN
american_scientific_journal-12111	74	11	)	)	PUNCT
american_scientific_journal-12111	74	12	and	and	CCONJ
american_scientific_journal-12111	74	13	1,866	1,866	NUM
american_scientific_journal-12111	74	14	diseased	diseased	ADJ
american_scientific_journal-12111	74	15	images	image	NOUN
american_scientific_journal-12111	74	16	as	as	ADV
american_scientific_journal-12111	74	17	healthy	healthy	ADJ
american_scientific_journal-12111	74	18	(	(	PUNCT
american_scientific_journal-12111	74	19	false	false	ADJ
american_scientific_journal-12111	74	20	negatives	negative	NOUN
american_scientific_journal-12111	74	21	)	)	PUNCT
american_scientific_journal-12111	74	22	.	.	PUNCT
american_scientific_journal-12111	75	1	american	american	ADJ
american_scientific_journal-12111	75	2	academic	academic	ADJ
american_scientific_journal-12111	75	3	scientific	scientific	ADJ
american_scientific_journal-12111	75	4	research	research	NOUN
american_scientific_journal-12111	75	5	journal	journal	NOUN
american_scientific_journal-12111	75	6	for	for	ADP
american_scientific_journal-12111	75	7	engineering	engineering	NOUN
american_scientific_journal-12111	75	8	,	,	PUNCT
american_scientific_journal-12111	75	9	technology	technology	NOUN
american_scientific_journal-12111	75	10	,	,	PUNCT
american_scientific_journal-12111	75	11	and	and	CCONJ
american_scientific_journal-12111	75	12	sciences	science	NOUN
american_scientific_journal-12111	75	13	(	(	PUNCT
american_scientific_journal-12111	75	14	asrjets	asrjet	NOUN
american_scientific_journal-12111	75	15	)	)	PUNCT
american_scientific_journal-12111	75	16	volume	volume	NOUN
american_scientific_journal-12111	75	17	103	103	NUM
american_scientific_journal-12111	75	18	,	,	PUNCT
american_scientific_journal-12111	75	19	no	no	DET
american_scientific_journal-12111	75	20	1	1	NUM
american_scientific_journal-12111	75	21	,	,	PUNCT
american_scientific_journal-12111	75	22	pp	pp	ADV
american_scientific_journal-12111	75	23	313	313	NUM
american_scientific_journal-12111	75	24	-	-	SYM
american_scientific_journal-12111	75	25	329	329	NUM
american_scientific_journal-12111	75	26	324	324	NUM
american_scientific_journal-12111	75	27	figure	figure	NOUN
american_scientific_journal-12111	75	28	11	11	NUM
american_scientific_journal-12111	75	29	:	:	PUNCT
american_scientific_journal-12111	75	30	evaluation	evaluation	NOUN
american_scientific_journal-12111	75	31	of	of	ADP
american_scientific_journal-12111	75	32	the	the	DET
american_scientific_journal-12111	75	33	best	well	ADV
american_scientific_journal-12111	75	34	-	-	PUNCT
american_scientific_journal-12111	75	35	performing	perform	VERB
american_scientific_journal-12111	75	36	lightdr	lightdr	PROPN
american_scientific_journal-12111	75	37	cnn	cnn	PROPN
american_scientific_journal-12111	75	38	model	model	NOUN
american_scientific_journal-12111	75	39	figure	figure	NOUN
american_scientific_journal-12111	75	40	12	12	NUM
american_scientific_journal-12111	75	41	:	:	PUNCT
american_scientific_journal-12111	75	42	confusion	confusion	NOUN
american_scientific_journal-12111	75	43	matrix	matrix	NOUN
american_scientific_journal-12111	75	44	of	of	ADP
american_scientific_journal-12111	75	45	the	the	DET
american_scientific_journal-12111	75	46	best	well	ADV
american_scientific_journal-12111	75	47	-	-	PUNCT
american_scientific_journal-12111	75	48	performing	perform	VERB
american_scientific_journal-12111	75	49	lightdr	lightdr	PROPN
american_scientific_journal-12111	75	50	cnn	cnn	PROPN
american_scientific_journal-12111	75	51	model	model	VERB
american_scientific_journal-12111	75	52	3.5	3.5	NUM
american_scientific_journal-12111	75	53	prediction	prediction	NOUN
american_scientific_journal-12111	75	54	and	and	CCONJ
american_scientific_journal-12111	75	55	model	model	NOUN
american_scientific_journal-12111	75	56	testing	test	VERB
american_scientific_journal-12111	75	57	the	the	DET
american_scientific_journal-12111	75	58	model	model	NOUN
american_scientific_journal-12111	75	59	prediction	prediction	NOUN
american_scientific_journal-12111	75	60	successfully	successfully	ADV
american_scientific_journal-12111	75	61	processed	process	VERB
american_scientific_journal-12111	75	62	a	a	DET
american_scientific_journal-12111	75	63	retinal	retinal	ADJ
american_scientific_journal-12111	75	64	fundus	fundus	NOUN
american_scientific_journal-12111	75	65	image	image	NOUN
american_scientific_journal-12111	75	66	using	use	VERB
american_scientific_journal-12111	75	67	the	the	DET
american_scientific_journal-12111	75	68	trained	train	VERB
american_scientific_journal-12111	75	69	lightdr	lightdr	PROPN
american_scientific_journal-12111	75	70	cnn	cnn	PROPN
american_scientific_journal-12111	75	71	model	model	PROPN
american_scientific_journal-12111	75	72	.	.	PUNCT
american_scientific_journal-12111	76	1	after	after	ADP
american_scientific_journal-12111	76	2	resizing	resize	VERB
american_scientific_journal-12111	76	3	the	the	DET
american_scientific_journal-12111	76	4	image	image	NOUN
american_scientific_journal-12111	76	5	to	to	ADP
american_scientific_journal-12111	76	6	150×150	150×150	NUM
american_scientific_journal-12111	76	7	pixels	pixel	NOUN
american_scientific_journal-12111	76	8	and	and	CCONJ
american_scientific_journal-12111	76	9	applying	apply	VERB
american_scientific_journal-12111	76	10	pixel	pixel	NOUN
american_scientific_journal-12111	76	11	rescaling	rescaling	NOUN
american_scientific_journal-12111	76	12	via	via	ADP
american_scientific_journal-12111	76	13	imagedatagenerator	imagedatagenerator	NOUN
american_scientific_journal-12111	76	14	,	,	PUNCT
american_scientific_journal-12111	76	15	the	the	DET
american_scientific_journal-12111	76	16	model	model	NOUN
american_scientific_journal-12111	76	17	produced	produce	VERB
american_scientific_journal-12111	76	18	a	a	DET
american_scientific_journal-12111	76	19	predicted	predict	VERB
american_scientific_journal-12111	76	20	probability	probability	NOUN
american_scientific_journal-12111	76	21	of	of	ADP
american_scientific_journal-12111	76	22	1.000	1.000	NUM
american_scientific_journal-12111	76	23	,	,	PUNCT
american_scientific_journal-12111	76	24	indicating	indicate	VERB
american_scientific_journal-12111	76	25	a	a	DET
american_scientific_journal-12111	76	26	strong	strong	ADJ
american_scientific_journal-12111	76	27	confidence	confidence	NOUN
american_scientific_journal-12111	76	28	toward	toward	ADP
american_scientific_journal-12111	76	29	the	the	DET
american_scientific_journal-12111	76	30	negative	negative	ADJ
american_scientific_journal-12111	76	31	class	class	NOUN
american_scientific_journal-12111	76	32	.	.	PUNCT
american_scientific_journal-12111	77	1	based	base	VERB
american_scientific_journal-12111	77	2	on	on	ADP
american_scientific_journal-12111	77	3	the	the	DET
american_scientific_journal-12111	77	4	sigmoid	sigmoid	NOUN
american_scientific_journal-12111	77	5	output	output	NOUN
american_scientific_journal-12111	77	6	threshold	threshold	NOUN
american_scientific_journal-12111	77	7	of	of	ADP
american_scientific_journal-12111	77	8	0.5	0.5	NUM
american_scientific_journal-12111	77	9	,	,	PUNCT
american_scientific_journal-12111	77	10	the	the	DET
american_scientific_journal-12111	77	11	image	image	NOUN
american_scientific_journal-12111	77	12	was	be	AUX
american_scientific_journal-12111	77	13	classified	classify	VERB
american_scientific_journal-12111	77	14	as	as	ADP
american_scientific_journal-12111	77	15	“	"	PUNCT
american_scientific_journal-12111	77	16	dr	dr	PROPN
american_scientific_journal-12111	77	17	”	"	PUNCT
american_scientific_journal-12111	77	18	,	,	PUNCT
american_scientific_journal-12111	77	19	which	which	PRON
american_scientific_journal-12111	77	20	represents	represent	VERB
american_scientific_journal-12111	77	21	a	a	DET
american_scientific_journal-12111	77	22	positive	positive	ADJ
american_scientific_journal-12111	77	23	diabetic	diabetic	ADJ
american_scientific_journal-12111	77	24	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	77	25	case	case	NOUN
american_scientific_journal-12111	77	26	.	.	PUNCT
american_scientific_journal-12111	78	1	the	the	DET
american_scientific_journal-12111	78	2	image	image	NOUN
american_scientific_journal-12111	78	3	was	be	AUX
american_scientific_journal-12111	78	4	then	then	ADV
american_scientific_journal-12111	78	5	displayed	display	VERB
american_scientific_journal-12111	78	6	alongside	alongside	ADP
american_scientific_journal-12111	78	7	the	the	DET
american_scientific_journal-12111	78	8	prediction	prediction	NOUN
american_scientific_journal-12111	78	9	,	,	PUNCT
american_scientific_journal-12111	78	10	confirming	confirm	VERB
american_scientific_journal-12111	78	11	the	the	DET
american_scientific_journal-12111	78	12	model	model	NOUN
american_scientific_journal-12111	78	13	’s	’s	PART
american_scientific_journal-12111	78	14	ability	ability	NOUN
american_scientific_journal-12111	78	15	to	to	PART
american_scientific_journal-12111	78	16	interpret	interpret	VERB
american_scientific_journal-12111	78	17	and	and	CCONJ
american_scientific_journal-12111	78	18	classify	classify	VERB
american_scientific_journal-12111	78	19	unseen	unseen	ADJ
american_scientific_journal-12111	78	20	data	datum	NOUN
american_scientific_journal-12111	78	21	with	with	ADP
american_scientific_journal-12111	78	22	high	high	ADJ
american_scientific_journal-12111	78	23	sensitivity	sensitivity	NOUN
american_scientific_journal-12111	78	24	.	.	PUNCT
american_scientific_journal-12111	79	1	this	this	DET
american_scientific_journal-12111	79	2	step	step	NOUN
american_scientific_journal-12111	79	3	validates	validate	VERB
american_scientific_journal-12111	79	4	the	the	DET
american_scientific_journal-12111	79	5	model	model	NOUN
american_scientific_journal-12111	79	6	’s	’s	PART
american_scientific_journal-12111	79	7	efficiency	efficiency	NOUN
american_scientific_journal-12111	79	8	.	.	PUNCT
american_scientific_journal-12111	80	1	american	american	ADJ
american_scientific_journal-12111	80	2	academic	academic	ADJ
american_scientific_journal-12111	80	3	scientific	scientific	ADJ
american_scientific_journal-12111	80	4	research	research	NOUN
american_scientific_journal-12111	80	5	journal	journal	NOUN
american_scientific_journal-12111	80	6	for	for	ADP
american_scientific_journal-12111	80	7	engineering	engineering	NOUN
american_scientific_journal-12111	80	8	,	,	PUNCT
american_scientific_journal-12111	80	9	technology	technology	NOUN
american_scientific_journal-12111	80	10	,	,	PUNCT
american_scientific_journal-12111	80	11	and	and	CCONJ
american_scientific_journal-12111	80	12	sciences	science	NOUN
american_scientific_journal-12111	80	13	(	(	PUNCT
american_scientific_journal-12111	80	14	asrjets	asrjet	NOUN
american_scientific_journal-12111	80	15	)	)	PUNCT
american_scientific_journal-12111	80	16	volume	volume	NOUN
american_scientific_journal-12111	80	17	103	103	NUM
american_scientific_journal-12111	80	18	,	,	PUNCT
american_scientific_journal-12111	80	19	no	no	DET
american_scientific_journal-12111	80	20	1	1	NUM
american_scientific_journal-12111	80	21	,	,	PUNCT
american_scientific_journal-12111	80	22	pp	pp	ADV
american_scientific_journal-12111	80	23	313	313	NUM
american_scientific_journal-12111	80	24	-	-	SYM
american_scientific_journal-12111	80	25	329	329	NUM
american_scientific_journal-12111	80	26	325	325	NUM
american_scientific_journal-12111	80	27	figure	figure	NOUN
american_scientific_journal-12111	80	28	13	13	NUM
american_scientific_journal-12111	80	29	:	:	PUNCT
american_scientific_journal-12111	80	30	the	the	DET
american_scientific_journal-12111	80	31	prediction	prediction	NOUN
american_scientific_journal-12111	80	32	and	and	CCONJ
american_scientific_journal-12111	80	33	classification	classification	NOUN
american_scientific_journal-12111	80	34	of	of	ADP
american_scientific_journal-12111	80	35	diabetic	diabetic	ADJ
american_scientific_journal-12111	80	36	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	80	37	by	by	ADP
american_scientific_journal-12111	80	38	the	the	DET
american_scientific_journal-12111	80	39	lightdr	lightdr	PROPN
american_scientific_journal-12111	80	40	cnn	cnn	PROPN
american_scientific_journal-12111	80	41	model	model	PROPN
american_scientific_journal-12111	80	42	american	american	PROPN
american_scientific_journal-12111	80	43	academic	academic	PROPN
american_scientific_journal-12111	80	44	scientific	scientific	ADJ
american_scientific_journal-12111	80	45	research	research	NOUN
american_scientific_journal-12111	80	46	journal	journal	NOUN
american_scientific_journal-12111	80	47	for	for	ADP
american_scientific_journal-12111	80	48	engineering	engineering	NOUN
american_scientific_journal-12111	80	49	,	,	PUNCT
american_scientific_journal-12111	80	50	technology	technology	NOUN
american_scientific_journal-12111	80	51	,	,	PUNCT
american_scientific_journal-12111	80	52	and	and	CCONJ
american_scientific_journal-12111	80	53	sciences	science	NOUN
american_scientific_journal-12111	80	54	(	(	PUNCT
american_scientific_journal-12111	80	55	asrjets	asrjet	NOUN
american_scientific_journal-12111	80	56	)	)	PUNCT
american_scientific_journal-12111	80	57	volume	volume	NOUN
american_scientific_journal-12111	80	58	103	103	NUM
american_scientific_journal-12111	80	59	,	,	PUNCT
american_scientific_journal-12111	80	60	no	no	DET
american_scientific_journal-12111	80	61	1	1	NUM
american_scientific_journal-12111	80	62	,	,	PUNCT
american_scientific_journal-12111	80	63	pp	pp	ADV
american_scientific_journal-12111	80	64	313	313	NUM
american_scientific_journal-12111	80	65	-	-	SYM
american_scientific_journal-12111	80	66	329	329	NUM
american_scientific_journal-12111	80	67	326	326	NUM
american_scientific_journal-12111	80	68	figure	figure	NOUN
american_scientific_journal-12111	80	69	14	14	NUM
american_scientific_journal-12111	80	70	:	:	PUNCT
american_scientific_journal-12111	80	71	the	the	DET
american_scientific_journal-12111	80	72	prediction	prediction	NOUN
american_scientific_journal-12111	80	73	of	of	ADP
american_scientific_journal-12111	80	74	a	a	DET
american_scientific_journal-12111	80	75	dr	dr	PROPN
american_scientific_journal-12111	80	76	fundus	fundus	NOUN
american_scientific_journal-12111	80	77	image	image	NOUN
american_scientific_journal-12111	80	78	by	by	ADP
american_scientific_journal-12111	80	79	the	the	DET
american_scientific_journal-12111	80	80	lightdr	lightdr	PROPN
american_scientific_journal-12111	80	81	cnn	cnn	PROPN
american_scientific_journal-12111	80	82	model	model	NOUN
american_scientific_journal-12111	80	83	4.discussion	4.discussion	PROPN
american_scientific_journal-12111	80	84	the	the	DET
american_scientific_journal-12111	80	85	lightdr	lightdr	PROPN
american_scientific_journal-12111	80	86	cnn	cnn	PROPN
american_scientific_journal-12111	80	87	model	model	NOUN
american_scientific_journal-12111	80	88	demonstrated	demonstrate	VERB
american_scientific_journal-12111	80	89	strong	strong	ADJ
american_scientific_journal-12111	80	90	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	80	91	capability	capability	NOUN
american_scientific_journal-12111	80	92	for	for	ADP
american_scientific_journal-12111	80	93	diabetic	diabetic	ADJ
american_scientific_journal-12111	80	94	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	80	95	(	(	PUNCT
american_scientific_journal-12111	80	96	dr	dr	PROPN
american_scientific_journal-12111	80	97	)	)	PUNCT
american_scientific_journal-12111	80	98	detection	detection	NOUN
american_scientific_journal-12111	80	99	and	and	CCONJ
american_scientific_journal-12111	80	100	classification	classification	NOUN
american_scientific_journal-12111	80	101	,	,	PUNCT
american_scientific_journal-12111	80	102	achieving	achieve	VERB
american_scientific_journal-12111	80	103	an	an	DET
american_scientific_journal-12111	80	104	overall	overall	ADJ
american_scientific_journal-12111	80	105	accuracy	accuracy	NOUN
american_scientific_journal-12111	80	106	of	of	ADP
american_scientific_journal-12111	80	107	84	84	NUM
american_scientific_journal-12111	80	108	%	%	NOUN
american_scientific_journal-12111	80	109	on	on	ADP
american_scientific_journal-12111	80	110	the	the	DET
american_scientific_journal-12111	80	111	test	test	NOUN
american_scientific_journal-12111	80	112	dataset	dataset	NOUN
american_scientific_journal-12111	80	113	.	.	PUNCT
american_scientific_journal-12111	81	1	this	this	DET
american_scientific_journal-12111	81	2	level	level	NOUN
american_scientific_journal-12111	81	3	of	of	ADP
american_scientific_journal-12111	81	4	performance	performance	NOUN
american_scientific_journal-12111	81	5	is	be	AUX
american_scientific_journal-12111	81	6	consistent	consistent	ADJ
american_scientific_journal-12111	81	7	with	with	ADP
american_scientific_journal-12111	81	8	,	,	PUNCT
american_scientific_journal-12111	81	9	and	and	CCONJ
american_scientific_journal-12111	81	10	in	in	ADP
american_scientific_journal-12111	81	11	some	some	DET
american_scientific_journal-12111	81	12	cases	case	NOUN
american_scientific_journal-12111	81	13	comparable	comparable	ADJ
american_scientific_journal-12111	81	14	to	to	ADP
american_scientific_journal-12111	81	15	,	,	PUNCT
american_scientific_journal-12111	81	16	outcomes	outcome	NOUN
american_scientific_journal-12111	81	17	reported	report	VERB
american_scientific_journal-12111	81	18	in	in	ADP
american_scientific_journal-12111	81	19	previous	previous	ADJ
american_scientific_journal-12111	81	20	research	research	NOUN
american_scientific_journal-12111	81	21	employing	employ	VERB
american_scientific_journal-12111	81	22	similar	similar	ADJ
american_scientific_journal-12111	81	23	deep	deep	ADJ
american_scientific_journal-12111	81	24	learning	learning	NOUN
american_scientific_journal-12111	81	25	frameworks	framework	NOUN
american_scientific_journal-12111	81	26	for	for	ADP
american_scientific_journal-12111	81	27	retinal	retinal	ADJ
american_scientific_journal-12111	81	28	fundus	fundus	NOUN
american_scientific_journal-12111	81	29	image	image	NOUN
american_scientific_journal-12111	81	30	analysis	analysis	NOUN
american_scientific_journal-12111	81	31	.	.	PUNCT
american_scientific_journal-12111	82	1	the	the	DET
american_scientific_journal-12111	82	2	model	model	NOUN
american_scientific_journal-12111	82	3	’s	’s	PART
american_scientific_journal-12111	82	4	precision	precision	NOUN
american_scientific_journal-12111	82	5	of	of	ADP
american_scientific_journal-12111	82	6	0.78	0.78	NUM
american_scientific_journal-12111	82	7	and	and	CCONJ
american_scientific_journal-12111	82	8	recall	recall	NOUN
american_scientific_journal-12111	82	9	of	of	ADP
american_scientific_journal-12111	82	10	0.94	0.94	NUM
american_scientific_journal-12111	82	11	for	for	ADP
american_scientific_journal-12111	82	12	“	"	PUNCT
american_scientific_journal-12111	82	13	no	no	DET
american_scientific_journal-12111	82	14	dr	dr	PROPN
american_scientific_journal-12111	82	15	,	,	PUNCT
american_scientific_journal-12111	82	16	”	"	PUNCT
american_scientific_journal-12111	82	17	alongside	alongside	ADP
american_scientific_journal-12111	82	18	a	a	DET
american_scientific_journal-12111	82	19	precision	precision	NOUN
american_scientific_journal-12111	82	20	of	of	ADP
american_scientific_journal-12111	82	21	0.93	0.93	NUM
american_scientific_journal-12111	82	22	and	and	CCONJ
american_scientific_journal-12111	82	23	recall	recall	NOUN
american_scientific_journal-12111	82	24	of	of	ADP
american_scientific_journal-12111	82	25	0.74	0.74	NUM
american_scientific_journal-12111	82	26	for	for	ADP
american_scientific_journal-12111	82	27	“	"	PUNCT
american_scientific_journal-12111	82	28	proliferative	proliferative	ADJ
american_scientific_journal-12111	82	29	dr	dr	PROPN
american_scientific_journal-12111	82	30	,	,	PUNCT
american_scientific_journal-12111	82	31	”	"	PUNCT
american_scientific_journal-12111	82	32	indicate	indicate	VERB
american_scientific_journal-12111	82	33	robust	robust	ADJ
american_scientific_journal-12111	82	34	performance	performance	NOUN
american_scientific_journal-12111	82	35	in	in	ADP
american_scientific_journal-12111	82	36	correctly	correctly	ADV
american_scientific_journal-12111	82	37	identifying	identify	VERB
american_scientific_journal-12111	82	38	both	both	CCONJ
american_scientific_journal-12111	82	39	healthy	healthy	ADJ
american_scientific_journal-12111	82	40	and	and	CCONJ
american_scientific_journal-12111	82	41	severe	severe	ADJ
american_scientific_journal-12111	82	42	dr	dr	PROPN
american_scientific_journal-12111	82	43	cases	case	NOUN
american_scientific_journal-12111	82	44	.	.	PUNCT
american_scientific_journal-12111	83	1	this	this	DET
american_scientific_journal-12111	83	2	balance	balance	NOUN
american_scientific_journal-12111	83	3	between	between	ADP
american_scientific_journal-12111	83	4	sensitivity	sensitivity	NOUN
american_scientific_journal-12111	83	5	and	and	CCONJ
american_scientific_journal-12111	83	6	specificity	specificity	NOUN
american_scientific_journal-12111	83	7	suggests	suggest	VERB
american_scientific_journal-12111	83	8	that	that	SCONJ
american_scientific_journal-12111	83	9	the	the	DET
american_scientific_journal-12111	83	10	lightdr	lightdr	PROPN
american_scientific_journal-12111	83	11	model	model	PROPN
american_scientific_journal-12111	83	12	effectively	effectively	ADV
american_scientific_journal-12111	83	13	distinguishes	distinguish	VERB
american_scientific_journal-12111	83	14	retinal	retinal	ADJ
american_scientific_journal-12111	83	15	features	feature	NOUN
american_scientific_journal-12111	83	16	associated	associate	VERB
american_scientific_journal-12111	83	17	with	with	ADP
american_scientific_journal-12111	83	18	dr	dr	PROPN
american_scientific_journal-12111	83	19	progression	progression	NOUN
american_scientific_journal-12111	83	20	.	.	PUNCT
american_scientific_journal-12111	84	1	comparing	compare	VERB
american_scientific_journal-12111	84	2	this	this	PRON
american_scientific_journal-12111	84	3	to	to	ADP
american_scientific_journal-12111	84	4	previous	previous	ADJ
american_scientific_journal-12111	84	5	works	work	NOUN
american_scientific_journal-12111	84	6	,	,	PUNCT
american_scientific_journal-12111	84	7	li	li	PROPN
american_scientific_journal-12111	84	8	and	and	CCONJ
american_scientific_journal-12111	84	9	his	his	PRON
american_scientific_journal-12111	84	10	colleagues	colleague	NOUN
american_scientific_journal-12111	84	11	reported	report	VERB
american_scientific_journal-12111	84	12	that	that	SCONJ
american_scientific_journal-12111	84	13	their	their	PRON
american_scientific_journal-12111	84	14	proposed	propose	VERB
american_scientific_journal-12111	84	15	deep	deep	ADJ
american_scientific_journal-12111	84	16	learning	learning	NOUN
american_scientific_journal-12111	84	17	model	model	NOUN
american_scientific_journal-12111	84	18	achieved	achieve	VERB
american_scientific_journal-12111	84	19	a	a	DET
american_scientific_journal-12111	84	20	recognition	recognition	NOUN
american_scientific_journal-12111	84	21	rate	rate	NOUN
american_scientific_journal-12111	84	22	of	of	ADP
american_scientific_journal-12111	84	23	86.17	86.17	NUM
american_scientific_journal-12111	84	24	%	%	NOUN
american_scientific_journal-12111	84	25	,	,	PUNCT
american_scientific_journal-12111	84	26	outperforming	outperform	VERB
american_scientific_journal-12111	84	27	earlier	early	ADJ
american_scientific_journal-12111	84	28	approaches[12].they	approaches[12].they	NOUN
american_scientific_journal-12111	84	29	also	also	ADV
american_scientific_journal-12111	84	30	developed	develop	VERB
american_scientific_journal-12111	84	31	an	an	DET
american_scientific_journal-12111	84	32	application	application	NOUN
american_scientific_journal-12111	84	33	known	know	VERB
american_scientific_journal-12111	84	34	as	as	ADP
american_scientific_journal-12111	84	35	deep	deep	ADJ
american_scientific_journal-12111	84	36	retina	retina	NOUN
american_scientific_journal-12111	84	37	,	,	PUNCT
american_scientific_journal-12111	84	38	which	which	PRON
american_scientific_journal-12111	84	39	allowed	allow	VERB
american_scientific_journal-12111	84	40	non	non	NOUN
american_scientific_journal-12111	84	41	-	-	NOUN
american_scientific_journal-12111	84	42	specialists	specialist	NOUN
american_scientific_journal-12111	84	43	to	to	PART
american_scientific_journal-12111	84	44	capture	capture	VERB
american_scientific_journal-12111	84	45	and	and	CCONJ
american_scientific_journal-12111	84	46	analyze	analyze	VERB
american_scientific_journal-12111	84	47	fundus	fundus	NOUN
american_scientific_journal-12111	84	48	images	image	NOUN
american_scientific_journal-12111	84	49	using	use	VERB
american_scientific_journal-12111	84	50	a	a	DET
american_scientific_journal-12111	84	51	handheld	handheld	ADJ
american_scientific_journal-12111	84	52	ophthalmoscope	ophthalmoscope	NOUN
american_scientific_journal-12111	84	53	,	,	PUNCT
american_scientific_journal-12111	84	54	emphasizing	emphasize	VERB
american_scientific_journal-12111	84	55	accessibility	accessibility	NOUN
american_scientific_journal-12111	84	56	and	and	CCONJ
american_scientific_journal-12111	84	57	telemedicine	telemedicine	NOUN
american_scientific_journal-12111	84	58	applicability	applicability	NOUN
american_scientific_journal-12111	84	59	.	.	PUNCT
american_scientific_journal-12111	85	1	similarly	similarly	ADV
american_scientific_journal-12111	85	2	,	,	PUNCT
american_scientific_journal-12111	85	3	the	the	DET
american_scientific_journal-12111	85	4	lightdr	lightdr	PROPN
american_scientific_journal-12111	85	5	cnn	cnn	PROPN
american_scientific_journal-12111	85	6	shares	share	VERB
american_scientific_journal-12111	85	7	this	this	DET
american_scientific_journal-12111	85	8	emphasis	emphasis	NOUN
american_scientific_journal-12111	85	9	on	on	ADP
american_scientific_journal-12111	85	10	computational	computational	ADJ
american_scientific_journal-12111	85	11	efficiency	efficiency	NOUN
american_scientific_journal-12111	85	12	and	and	CCONJ
american_scientific_journal-12111	85	13	potential	potential	ADJ
american_scientific_journal-12111	85	14	integration	integration	NOUN
american_scientific_journal-12111	85	15	into	into	ADP
american_scientific_journal-12111	85	16	portable	portable	ADJ
american_scientific_journal-12111	85	17	screening	screening	NOUN
american_scientific_journal-12111	85	18	systems	system	NOUN
american_scientific_journal-12111	85	19	,	,	PUNCT
american_scientific_journal-12111	85	20	reinforcing	reinforce	VERB
american_scientific_journal-12111	85	21	the	the	DET
american_scientific_journal-12111	85	22	broader	broad	ADJ
american_scientific_journal-12111	85	23	movement	movement	NOUN
american_scientific_journal-12111	85	24	toward	toward	ADP
american_scientific_journal-12111	85	25	ai	ai	VERB
american_scientific_journal-12111	85	26	-	-	PUNCT
american_scientific_journal-12111	85	27	assisted	assist	VERB
american_scientific_journal-12111	85	28	community	community	NOUN
american_scientific_journal-12111	85	29	eye	eye	NOUN
american_scientific_journal-12111	85	30	care	care	NOUN
american_scientific_journal-12111	85	31	.	.	PUNCT
american_scientific_journal-12111	86	1	in	in	ADP
american_scientific_journal-12111	86	2	another	another	DET
american_scientific_journal-12111	86	3	related	relate	VERB
american_scientific_journal-12111	86	4	study	study	NOUN
american_scientific_journal-12111	86	5	,	,	PUNCT
american_scientific_journal-12111	86	6	rama	rama	PROPN
american_scientific_journal-12111	86	7	and	and	CCONJ
american_scientific_journal-12111	86	8	his	his	PRON
american_scientific_journal-12111	86	9	colleaguesreplicated	colleaguesreplicate	VERB
american_scientific_journal-12111	86	10	a	a	DET
american_scientific_journal-12111	86	11	similar	similar	ADJ
american_scientific_journal-12111	86	12	accuracy	accuracy	NOUN
american_scientific_journal-12111	86	13	level	level	NOUN
american_scientific_journal-12111	86	14	of	of	ADP
american_scientific_journal-12111	86	15	86.17	86.17	NUM
american_scientific_journal-12111	86	16	%	%	NOUN
american_scientific_journal-12111	86	17	using	use	VERB
american_scientific_journal-12111	86	18	a	a	DET
american_scientific_journal-12111	86	19	machine	machine	NOUN
american_scientific_journal-12111	86	20	learning	learn	VERB
american_scientific_journal-12111	86	21	algorithm	algorithm	NOUN
american_scientific_journal-12111	86	22	integrated	integrate	VERB
american_scientific_journal-12111	86	23	deep	deep	ADJ
american_scientific_journal-12111	86	24	retina	retina	NOUN
american_scientific_journal-12111	86	25	application[13].their	application[13].their	PROPN
american_scientific_journal-12111	86	26	findings	finding	NOUN
american_scientific_journal-12111	86	27	demonstrated	demonstrate	VERB
american_scientific_journal-12111	86	28	that	that	SCONJ
american_scientific_journal-12111	86	29	deep	deep	ADJ
american_scientific_journal-12111	86	30	learning	learning	NOUN
american_scientific_journal-12111	86	31	models	model	NOUN
american_scientific_journal-12111	86	32	american	american	ADJ
american_scientific_journal-12111	86	33	academic	academic	ADJ
american_scientific_journal-12111	86	34	scientific	scientific	ADJ
american_scientific_journal-12111	86	35	research	research	NOUN
american_scientific_journal-12111	86	36	journal	journal	NOUN
american_scientific_journal-12111	86	37	for	for	ADP
american_scientific_journal-12111	86	38	engineering	engineering	NOUN
american_scientific_journal-12111	86	39	,	,	PUNCT
american_scientific_journal-12111	86	40	technology	technology	NOUN
american_scientific_journal-12111	86	41	,	,	PUNCT
american_scientific_journal-12111	86	42	and	and	CCONJ
american_scientific_journal-12111	86	43	sciences	science	NOUN
american_scientific_journal-12111	86	44	(	(	PUNCT
american_scientific_journal-12111	86	45	asrjets	asrjet	NOUN
american_scientific_journal-12111	86	46	)	)	PUNCT
american_scientific_journal-12111	86	47	volume	volume	NOUN
american_scientific_journal-12111	86	48	103	103	NUM
american_scientific_journal-12111	86	49	,	,	PUNCT
american_scientific_journal-12111	86	50	no	no	DET
american_scientific_journal-12111	86	51	1	1	NUM
american_scientific_journal-12111	86	52	,	,	PUNCT
american_scientific_journal-12111	86	53	pp	pp	ADV
american_scientific_journal-12111	86	54	313	313	NUM
american_scientific_journal-12111	86	55	-	-	SYM
american_scientific_journal-12111	86	56	329	329	NUM
american_scientific_journal-12111	86	57	327	327	NUM
american_scientific_journal-12111	86	58	could	could	AUX
american_scientific_journal-12111	86	59	facilitate	facilitate	VERB
american_scientific_journal-12111	86	60	self	self	NOUN
american_scientific_journal-12111	86	61	-	-	PUNCT
american_scientific_journal-12111	86	62	diagnosis	diagnosis	NOUN
american_scientific_journal-12111	86	63	,	,	PUNCT
american_scientific_journal-12111	86	64	home	home	NOUN
american_scientific_journal-12111	86	65	-	-	PUNCT
american_scientific_journal-12111	86	66	based	base	VERB
american_scientific_journal-12111	86	67	screening	screening	NOUN
american_scientific_journal-12111	86	68	,	,	PUNCT
american_scientific_journal-12111	86	69	and	and	CCONJ
american_scientific_journal-12111	86	70	remote	remote	ADJ
american_scientific_journal-12111	86	71	consultations	consultation	NOUN
american_scientific_journal-12111	86	72	,	,	PUNCT
american_scientific_journal-12111	86	73	thereby	thereby	ADV
american_scientific_journal-12111	86	74	extending	extend	VERB
american_scientific_journal-12111	86	75	access	access	NOUN
american_scientific_journal-12111	86	76	to	to	ADP
american_scientific_journal-12111	86	77	diabetic	diabetic	ADJ
american_scientific_journal-12111	86	78	eye	eye	NOUN
american_scientific_journal-12111	86	79	disease	disease	NOUN
american_scientific_journal-12111	86	80	management	management	NOUN
american_scientific_journal-12111	86	81	.	.	PUNCT
american_scientific_journal-12111	87	1	the	the	DET
american_scientific_journal-12111	87	2	lightdr	lightdr	PROPN
american_scientific_journal-12111	87	3	model	model	PROPN
american_scientific_journal-12111	87	4	,	,	PUNCT
american_scientific_journal-12111	87	5	with	with	ADP
american_scientific_journal-12111	87	6	its	its	PRON
american_scientific_journal-12111	87	7	comparable	comparable	ADJ
american_scientific_journal-12111	87	8	accuracy	accuracy	NOUN
american_scientific_journal-12111	87	9	,	,	PUNCT
american_scientific_journal-12111	87	10	supports	support	VERB
american_scientific_journal-12111	87	11	this	this	DET
american_scientific_journal-12111	87	12	trend	trend	NOUN
american_scientific_journal-12111	87	13	and	and	CCONJ
american_scientific_journal-12111	87	14	shows	show	VERB
american_scientific_journal-12111	87	15	promise	promise	NOUN
american_scientific_journal-12111	87	16	for	for	ADP
american_scientific_journal-12111	87	17	inclusion	inclusion	NOUN
american_scientific_journal-12111	87	18	in	in	ADP
american_scientific_journal-12111	87	19	teleophthalmology	teleophthalmology	NOUN
american_scientific_journal-12111	87	20	systems	system	NOUN
american_scientific_journal-12111	87	21	,	,	PUNCT
american_scientific_journal-12111	87	22	particularly	particularly	ADV
american_scientific_journal-12111	87	23	in	in	ADP
american_scientific_journal-12111	87	24	low	low	ADJ
american_scientific_journal-12111	87	25	-	-	PUNCT
american_scientific_journal-12111	87	26	resource	resource	NOUN
american_scientific_journal-12111	87	27	healthcare	healthcare	NOUN
american_scientific_journal-12111	87	28	environments	environment	NOUN
american_scientific_journal-12111	87	29	.	.	PUNCT
american_scientific_journal-12111	88	1	meanwhile	meanwhile	ADV
american_scientific_journal-12111	88	2	,	,	PUNCT
american_scientific_journal-12111	88	3	albahli	albahli	NOUN
american_scientific_journal-12111	88	4	and	and	CCONJ
american_scientific_journal-12111	88	5	ahmad	ahmad	PROPN
american_scientific_journal-12111	88	6	hassan	hassan	PROPN
american_scientific_journal-12111	88	7	yar	yar	PROPN
american_scientific_journal-12111	88	8	emphasized	emphasize	VERB
american_scientific_journal-12111	88	9	the	the	DET
american_scientific_journal-12111	88	10	crucial	crucial	ADJ
american_scientific_journal-12111	88	11	role	role	NOUN
american_scientific_journal-12111	88	12	of	of	ADP
american_scientific_journal-12111	88	13	image	image	NOUN
american_scientific_journal-12111	88	14	preprocessing	preprocesse	VERB
american_scientific_journal-12111	88	15	in	in	ADP
american_scientific_journal-12111	88	16	improving	improve	VERB
american_scientific_journal-12111	88	17	model	model	NOUN
american_scientific_journal-12111	88	18	efficacy	efficacy	NOUN
american_scientific_journal-12111	88	19	.	.	PUNCT
american_scientific_journal-12111	89	1	their	their	PRON
american_scientific_journal-12111	89	2	study	study	NOUN
american_scientific_journal-12111	89	3	revealed	reveal	VERB
american_scientific_journal-12111	89	4	that	that	SCONJ
american_scientific_journal-12111	89	5	using	use	VERB
american_scientific_journal-12111	89	6	resnet50	resnet50	NOUN
american_scientific_journal-12111	89	7	,	,	PUNCT
american_scientific_journal-12111	89	8	accuracy	accuracy	NOUN
american_scientific_journal-12111	89	9	varied	varied	ADJ
american_scientific_journal-12111	89	10	significantly	significantly	ADV
american_scientific_journal-12111	89	11	depending	depend	VERB
american_scientific_journal-12111	89	12	on	on	ADP
american_scientific_journal-12111	89	13	the	the	DET
american_scientific_journal-12111	89	14	image	image	NOUN
american_scientific_journal-12111	89	15	enhancement	enhancement	NOUN
american_scientific_journal-12111	89	16	method	method	NOUN
american_scientific_journal-12111	89	17	,	,	PUNCT
american_scientific_journal-12111	89	18	ranging	range	VERB
american_scientific_journal-12111	89	19	from	from	ADP
american_scientific_journal-12111	89	20	60.2	60.2	NUM
american_scientific_journal-12111	89	21	%	%	NOUN
american_scientific_journal-12111	89	22	to	to	ADP
american_scientific_journal-12111	89	23	82.5	82.5	NUM
american_scientific_journal-12111	89	24	%	%	NOUN
american_scientific_journal-12111	89	25	,	,	PUNCT
american_scientific_journal-12111	89	26	while	while	SCONJ
american_scientific_journal-12111	89	27	unet	unet	NOUN
american_scientific_journal-12111	89	28	achieved	achieve	VERB
american_scientific_journal-12111	89	29	up	up	ADV
american_scientific_journal-12111	89	30	to	to	ADP
american_scientific_journal-12111	89	31	91.09	91.09	NUM
american_scientific_journal-12111	89	32	%	%	NOUN
american_scientific_journal-12111	89	33	for	for	ADP
american_scientific_journal-12111	89	34	detecting	detect	VERB
american_scientific_journal-12111	89	35	hard	hard	ADJ
american_scientific_journal-12111	89	36	exudates	exudate	NOUN
american_scientific_journal-12111	89	37	after	after	ADP
american_scientific_journal-12111	89	38	applying	apply	VERB
american_scientific_journal-12111	89	39	preprocessing	preprocessing	NOUN
american_scientific_journal-12111	89	40	techniques	technique	NOUN
american_scientific_journal-12111	89	41	such	such	ADJ
american_scientific_journal-12111	89	42	as	as	ADP
american_scientific_journal-12111	89	43	bcc	bcc	PROPN
american_scientific_journal-12111	89	44	and	and	CCONJ
american_scientific_journal-12111	89	45	clahe[6].in	clahe[6].in	PROPN
american_scientific_journal-12111	89	46	this	this	DET
american_scientific_journal-12111	89	47	present	present	ADJ
american_scientific_journal-12111	89	48	study	study	NOUN
american_scientific_journal-12111	89	49	,	,	PUNCT
american_scientific_journal-12111	89	50	the	the	DET
american_scientific_journal-12111	89	51	use	use	NOUN
american_scientific_journal-12111	89	52	of	of	ADP
american_scientific_journal-12111	89	53	the	the	DET
american_scientific_journal-12111	89	54	augmented_resized_v2	augmented_resized_v2	NOUN
american_scientific_journal-12111	89	55	dataset	dataset	NOUN
american_scientific_journal-12111	89	56	,	,	PUNCT
american_scientific_journal-12111	89	57	which	which	PRON
american_scientific_journal-12111	89	58	included	include	VERB
american_scientific_journal-12111	89	59	preprocessed	preprocesse	VERB
american_scientific_journal-12111	89	60	and	and	CCONJ
american_scientific_journal-12111	89	61	standardized	standardized	ADJ
american_scientific_journal-12111	89	62	images	image	NOUN
american_scientific_journal-12111	89	63	resized	resize	VERB
american_scientific_journal-12111	89	64	to	to	ADP
american_scientific_journal-12111	89	65	600×600	600×600	NUM
american_scientific_journal-12111	89	66	pixels	pixel	NOUN
american_scientific_journal-12111	89	67	,	,	PUNCT
american_scientific_journal-12111	89	68	highly	highly	ADV
american_scientific_journal-12111	89	69	contributed	contribute	VERB
american_scientific_journal-12111	89	70	to	to	ADP
american_scientific_journal-12111	89	71	the	the	DET
american_scientific_journal-12111	89	72	model	model	NOUN
american_scientific_journal-12111	89	73	’s	’s	PART
american_scientific_journal-12111	89	74	stability	stability	NOUN
american_scientific_journal-12111	89	75	and	and	CCONJ
american_scientific_journal-12111	89	76	improved	improve	VERB
american_scientific_journal-12111	89	77	classification	classification	NOUN
american_scientific_journal-12111	89	78	accuracy	accuracy	NOUN
american_scientific_journal-12111	89	79	.	.	PUNCT
american_scientific_journal-12111	90	1	this	this	PRON
american_scientific_journal-12111	90	2	validates	validate	VERB
american_scientific_journal-12111	90	3	the	the	DET
american_scientific_journal-12111	90	4	importance	importance	NOUN
american_scientific_journal-12111	90	5	of	of	ADP
american_scientific_journal-12111	90	6	high	high	ADJ
american_scientific_journal-12111	90	7	-	-	PUNCT
american_scientific_journal-12111	90	8	quality	quality	NOUN
american_scientific_journal-12111	90	9	data	datum	NOUN
american_scientific_journal-12111	90	10	preparation	preparation	NOUN
american_scientific_journal-12111	90	11	and	and	CCONJ
american_scientific_journal-12111	90	12	augmentation	augmentation	NOUN
american_scientific_journal-12111	90	13	as	as	ADP
american_scientific_journal-12111	90	14	essential	essential	ADJ
american_scientific_journal-12111	90	15	steps	step	NOUN
american_scientific_journal-12111	90	16	for	for	ADP
american_scientific_journal-12111	90	17	maximizing	maximize	VERB
american_scientific_journal-12111	90	18	cnn	cnn	PROPN
american_scientific_journal-12111	90	19	performance	performance	NOUN
american_scientific_journal-12111	90	20	in	in	ADP
american_scientific_journal-12111	90	21	medical	medical	ADJ
american_scientific_journal-12111	90	22	imaging	imaging	NOUN
american_scientific_journal-12111	90	23	tasks.the	tasks.the	DET
american_scientific_journal-12111	90	24	superior	superior	ADJ
american_scientific_journal-12111	90	25	performance	performance	NOUN
american_scientific_journal-12111	90	26	reported	report	VERB
american_scientific_journal-12111	90	27	by	by	ADP
american_scientific_journal-12111	90	28	xu	xu	PROPN
american_scientific_journal-12111	90	29	and	and	CCONJ
american_scientific_journal-12111	90	30	his	his	PRON
american_scientific_journal-12111	90	31	colleagues	colleague	NOUN
american_scientific_journal-12111	90	32	(	(	PUNCT
american_scientific_journal-12111	90	33	2017	2017	NUM
american_scientific_journal-12111	90	34	)	)	PUNCT
american_scientific_journal-12111	90	35	,	,	PUNCT
american_scientific_journal-12111	90	36	an	an	DET
american_scientific_journal-12111	90	37	accuracy	accuracy	NOUN
american_scientific_journal-12111	90	38	of	of	ADP
american_scientific_journal-12111	90	39	94.5	94.5	NUM
american_scientific_journal-12111	90	40	%	%	NOUN
american_scientific_journal-12111	90	41	using	use	VERB
american_scientific_journal-12111	90	42	a	a	DET
american_scientific_journal-12111	90	43	deep	deep	ADJ
american_scientific_journal-12111	90	44	convolutional	convolutional	ADJ
american_scientific_journal-12111	90	45	neural	neural	ADJ
american_scientific_journal-12111	90	46	network	network	NOUN
american_scientific_journal-12111	90	47	,	,	PUNCT
american_scientific_journal-12111	90	48	demonstrates	demonstrate	VERB
american_scientific_journal-12111	90	49	the	the	DET
american_scientific_journal-12111	90	50	upper	upper	ADJ
american_scientific_journal-12111	90	51	bounds	bound	NOUN
american_scientific_journal-12111	90	52	of	of	ADP
american_scientific_journal-12111	90	53	what	what	PRON
american_scientific_journal-12111	90	54	can	can	AUX
american_scientific_journal-12111	90	55	be	be	AUX
american_scientific_journal-12111	90	56	achieved	achieve	VERB
american_scientific_journal-12111	90	57	with	with	ADP
american_scientific_journal-12111	90	58	large	large	ADJ
american_scientific_journal-12111	90	59	,	,	PUNCT
american_scientific_journal-12111	90	60	balanced	balanced	ADJ
american_scientific_journal-12111	90	61	datasets	dataset	NOUN
american_scientific_journal-12111	90	62	and	and	CCONJ
american_scientific_journal-12111	90	63	optimized	optimize	VERB
american_scientific_journal-12111	90	64	architectures[9].however	architectures[9].however	PROPN
american_scientific_journal-12111	90	65	,	,	PUNCT
american_scientific_journal-12111	90	66	xu	xu	PROPN
american_scientific_journal-12111	90	67	and	and	CCONJ
american_scientific_journal-12111	90	68	his	his	PRON
american_scientific_journal-12111	90	69	colleagues	colleague	NOUN
american_scientific_journal-12111	90	70	noted	note	VERB
american_scientific_journal-12111	90	71	that	that	SCONJ
american_scientific_journal-12111	90	72	their	their	PRON
american_scientific_journal-12111	90	73	results	result	NOUN
american_scientific_journal-12111	90	74	benefited	benefit	VERB
american_scientific_journal-12111	90	75	from	from	ADP
american_scientific_journal-12111	90	76	extensive	extensive	ADJ
american_scientific_journal-12111	90	77	training	training	NOUN
american_scientific_journal-12111	90	78	data	datum	NOUN
american_scientific_journal-12111	90	79	and	and	CCONJ
american_scientific_journal-12111	90	80	computational	computational	ADJ
american_scientific_journal-12111	90	81	resources	resource	NOUN
american_scientific_journal-12111	90	82	.	.	PUNCT
american_scientific_journal-12111	91	1	in	in	ADP
american_scientific_journal-12111	91	2	contrast	contrast	NOUN
american_scientific_journal-12111	91	3	,	,	PUNCT
american_scientific_journal-12111	91	4	the	the	DET
american_scientific_journal-12111	91	5	lightdr	lightdr	PROPN
american_scientific_journal-12111	91	6	cnn	cnn	PROPN
american_scientific_journal-12111	91	7	achieved	achieve	VERB
american_scientific_journal-12111	91	8	an	an	DET
american_scientific_journal-12111	91	9	accuracy	accuracy	NOUN
american_scientific_journal-12111	91	10	of	of	ADP
american_scientific_journal-12111	91	11	84	84	NUM
american_scientific_journal-12111	91	12	%	%	NOUN
american_scientific_journal-12111	91	13	using	use	VERB
american_scientific_journal-12111	91	14	a	a	DET
american_scientific_journal-12111	91	15	more	more	ADV
american_scientific_journal-12111	91	16	compact	compact	ADJ
american_scientific_journal-12111	91	17	and	and	CCONJ
american_scientific_journal-12111	91	18	computationally	computationally	ADV
american_scientific_journal-12111	91	19	efficient	efficient	ADJ
american_scientific_journal-12111	91	20	model	model	NOUN
american_scientific_journal-12111	91	21	,	,	PUNCT
american_scientific_journal-12111	91	22	highlighting	highlight	VERB
american_scientific_journal-12111	91	23	its	its	PRON
american_scientific_journal-12111	91	24	potential	potential	NOUN
american_scientific_journal-12111	91	25	for	for	ADP
american_scientific_journal-12111	91	26	real	real	ADJ
american_scientific_journal-12111	91	27	-	-	PUNCT
american_scientific_journal-12111	91	28	world	world	NOUN
american_scientific_journal-12111	91	29	deployment	deployment	NOUN
american_scientific_journal-12111	91	30	in	in	ADP
american_scientific_journal-12111	91	31	clinical	clinical	ADJ
american_scientific_journal-12111	91	32	or	or	CCONJ
american_scientific_journal-12111	91	33	remote	remote	ADJ
american_scientific_journal-12111	91	34	settings	setting	NOUN
american_scientific_journal-12111	91	35	where	where	SCONJ
american_scientific_journal-12111	91	36	high	high	ADJ
american_scientific_journal-12111	91	37	-	-	PUNCT
american_scientific_journal-12111	91	38	performance	performance	NOUN
american_scientific_journal-12111	91	39	computing	computing	NOUN
american_scientific_journal-12111	91	40	infrastructure	infrastructure	NOUN
american_scientific_journal-12111	91	41	may	may	AUX
american_scientific_journal-12111	91	42	not	not	PART
american_scientific_journal-12111	91	43	be	be	AUX
american_scientific_journal-12111	91	44	available.overall	available.overall	VERB
american_scientific_journal-12111	91	45	,	,	PUNCT
american_scientific_journal-12111	91	46	these	these	DET
american_scientific_journal-12111	91	47	comparisons	comparison	NOUN
american_scientific_journal-12111	91	48	suggest	suggest	VERB
american_scientific_journal-12111	91	49	that	that	SCONJ
american_scientific_journal-12111	91	50	while	while	SCONJ
american_scientific_journal-12111	91	51	the	the	DET
american_scientific_journal-12111	91	52	lightdr	lightdr	PROPN
american_scientific_journal-12111	91	53	cnn	cnn	PROPN
american_scientific_journal-12111	91	54	model	model	NOUN
american_scientific_journal-12111	91	55	performs	perform	VERB
american_scientific_journal-12111	91	56	slightly	slightly	ADV
american_scientific_journal-12111	91	57	below	below	ADP
american_scientific_journal-12111	91	58	some	some	PRON
american_scientific_journal-12111	91	59	of	of	ADP
american_scientific_journal-12111	91	60	the	the	DET
american_scientific_journal-12111	91	61	highest	high	ADJ
american_scientific_journal-12111	91	62	benchmarks	benchmark	NOUN
american_scientific_journal-12111	91	63	xu	xu	PROPN
american_scientific_journal-12111	92	1	and	and	CCONJ
american_scientific_journal-12111	92	2	his	his	PRON
american_scientific_journal-12111	92	3	colleagues	colleague	NOUN
american_scientific_journal-12111	92	4	and	and	CCONJ
american_scientific_journal-12111	92	5	li	li	PROPN
american_scientific_journal-12111	92	6	and	and	CCONJ
american_scientific_journal-12111	92	7	his	his	PRON
american_scientific_journal-12111	92	8	colleagues,[9	colleagues,[9	NOUN
american_scientific_journal-12111	92	9	,	,	PUNCT
american_scientific_journal-12111	92	10	12	12	NUM
american_scientific_journal-12111	92	11	]	]	PUNCT
american_scientific_journal-12111	92	12	it	it	PRON
american_scientific_journal-12111	92	13	remains	remain	VERB
american_scientific_journal-12111	92	14	within	within	ADP
american_scientific_journal-12111	92	15	a	a	DET
american_scientific_journal-12111	92	16	competitive	competitive	ADJ
american_scientific_journal-12111	92	17	range	range	NOUN
american_scientific_journal-12111	92	18	and	and	CCONJ
american_scientific_journal-12111	92	19	demonstrates	demonstrate	VERB
american_scientific_journal-12111	92	20	clear	clear	ADJ
american_scientific_journal-12111	92	21	potential	potential	NOUN
american_scientific_journal-12111	92	22	for	for	ADP
american_scientific_journal-12111	92	23	scalable	scalable	ADJ
american_scientific_journal-12111	92	24	,	,	PUNCT
american_scientific_journal-12111	92	25	resource	resource	NOUN
american_scientific_journal-12111	92	26	-	-	PUNCT
american_scientific_journal-12111	92	27	efficient	efficient	ADJ
american_scientific_journal-12111	92	28	dr	dr	PROPN
american_scientific_journal-12111	92	29	screening	screening	NOUN
american_scientific_journal-12111	92	30	.	.	PUNCT
american_scientific_journal-12111	93	1	in	in	ADP
american_scientific_journal-12111	93	2	summary	summary	NOUN
american_scientific_journal-12111	93	3	,	,	PUNCT
american_scientific_journal-12111	93	4	the	the	DET
american_scientific_journal-12111	93	5	findings	finding	NOUN
american_scientific_journal-12111	93	6	from	from	ADP
american_scientific_journal-12111	93	7	this	this	DET
american_scientific_journal-12111	93	8	study	study	NOUN
american_scientific_journal-12111	93	9	align	align	NOUN
american_scientific_journal-12111	93	10	with	with	ADP
american_scientific_journal-12111	93	11	existing	exist	VERB
american_scientific_journal-12111	93	12	literature	literature	NOUN
american_scientific_journal-12111	93	13	emphasizing	emphasize	VERB
american_scientific_journal-12111	93	14	the	the	DET
american_scientific_journal-12111	93	15	effectiveness	effectiveness	NOUN
american_scientific_journal-12111	93	16	of	of	ADP
american_scientific_journal-12111	93	17	cnn	cnn	PROPN
american_scientific_journal-12111	93	18	-	-	PUNCT
american_scientific_journal-12111	93	19	based	base	VERB
american_scientific_journal-12111	93	20	models	model	NOUN
american_scientific_journal-12111	93	21	in	in	ADP
american_scientific_journal-12111	93	22	automating	automate	VERB
american_scientific_journal-12111	93	23	dr	dr	PROPN
american_scientific_journal-12111	93	24	diagnosis	diagnosis	NOUN
american_scientific_journal-12111	93	25	.	.	PUNCT
american_scientific_journal-12111	94	1	with	with	ADP
american_scientific_journal-12111	94	2	an	an	DET
american_scientific_journal-12111	94	3	overall	overall	ADJ
american_scientific_journal-12111	94	4	accuracy	accuracy	NOUN
american_scientific_journal-12111	94	5	of	of	ADP
american_scientific_journal-12111	94	6	84	84	NUM
american_scientific_journal-12111	94	7	%	%	NOUN
american_scientific_journal-12111	94	8	,	,	PUNCT
american_scientific_journal-12111	94	9	the	the	DET
american_scientific_journal-12111	94	10	lightdr	lightdr	PROPN
american_scientific_journal-12111	94	11	cnn	cnn	PROPN
american_scientific_journal-12111	94	12	demonstrates	demonstrate	VERB
american_scientific_journal-12111	94	13	a	a	DET
american_scientific_journal-12111	94	14	strong	strong	ADJ
american_scientific_journal-12111	94	15	balance	balance	NOUN
american_scientific_journal-12111	94	16	between	between	ADP
american_scientific_journal-12111	94	17	efficiency	efficiency	NOUN
american_scientific_journal-12111	94	18	and	and	CCONJ
american_scientific_journal-12111	94	19	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	94	20	precision	precision	NOUN
american_scientific_journal-12111	94	21	,	,	PUNCT
american_scientific_journal-12111	94	22	validating	validate	VERB
american_scientific_journal-12111	94	23	the	the	DET
american_scientific_journal-12111	94	24	ongoing	ongoing	ADJ
american_scientific_journal-12111	94	25	evolution	evolution	NOUN
american_scientific_journal-12111	94	26	of	of	ADP
american_scientific_journal-12111	94	27	deep	deep	ADJ
american_scientific_journal-12111	94	28	learning	learning	NOUN
american_scientific_journal-12111	94	29	as	as	ADP
american_scientific_journal-12111	94	30	a	a	DET
american_scientific_journal-12111	94	31	transformative	transformative	ADJ
american_scientific_journal-12111	94	32	tool	tool	NOUN
american_scientific_journal-12111	94	33	in	in	ADP
american_scientific_journal-12111	94	34	ophthalmic	ophthalmic	ADJ
american_scientific_journal-12111	94	35	diagnostics	diagnostic	NOUN
american_scientific_journal-12111	94	36	.	.	PUNCT
american_scientific_journal-12111	95	1	5.conclusion	5.conclusion	NUM
american_scientific_journal-12111	95	2	the	the	DET
american_scientific_journal-12111	95	3	lightdr	lightdr	PROPN
american_scientific_journal-12111	95	4	cnn	cnn	PROPN
american_scientific_journal-12111	95	5	model	model	NOUN
american_scientific_journal-12111	95	6	achieved	achieve	VERB
american_scientific_journal-12111	95	7	a	a	DET
american_scientific_journal-12111	95	8	final	final	ADJ
american_scientific_journal-12111	95	9	test	test	NOUN
american_scientific_journal-12111	95	10	accuracy	accuracy	NOUN
american_scientific_journal-12111	95	11	of	of	ADP
american_scientific_journal-12111	95	12	84	84	NUM
american_scientific_journal-12111	95	13	%	%	NOUN
american_scientific_journal-12111	95	14	,	,	PUNCT
american_scientific_journal-12111	95	15	demonstrating	demonstrate	VERB
american_scientific_journal-12111	95	16	reliable	reliable	ADJ
american_scientific_journal-12111	95	17	performance	performance	NOUN
american_scientific_journal-12111	95	18	in	in	ADP
american_scientific_journal-12111	95	19	distinguishing	distinguish	VERB
american_scientific_journal-12111	95	20	between	between	ADP
american_scientific_journal-12111	95	21	diabetic	diabetic	ADJ
american_scientific_journal-12111	95	22	and	and	CCONJ
american_scientific_journal-12111	95	23	non	non	ADJ
american_scientific_journal-12111	95	24	-	-	ADJ
american_scientific_journal-12111	95	25	diabetic	diabetic	ADJ
american_scientific_journal-12111	95	26	retinal	retinal	ADJ
american_scientific_journal-12111	95	27	images	image	NOUN
american_scientific_journal-12111	95	28	.	.	PUNCT
american_scientific_journal-12111	96	1	its	its	PRON
american_scientific_journal-12111	96	2	high	high	ADJ
american_scientific_journal-12111	96	3	recall	recall	NOUN
american_scientific_journal-12111	96	4	for	for	ADP
american_scientific_journal-12111	96	5	healthy	healthy	ADJ
american_scientific_journal-12111	96	6	cases	case	NOUN
american_scientific_journal-12111	96	7	and	and	CCONJ
american_scientific_journal-12111	96	8	strong	strong	ADJ
american_scientific_journal-12111	96	9	precision	precision	NOUN
american_scientific_journal-12111	96	10	for	for	ADP
american_scientific_journal-12111	96	11	diseased	diseased	ADJ
american_scientific_journal-12111	96	12	cases	case	NOUN
american_scientific_journal-12111	96	13	reflect	reflect	VERB
american_scientific_journal-12111	96	14	a	a	DET
american_scientific_journal-12111	96	15	balanced	balanced	ADJ
american_scientific_journal-12111	96	16	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	96	17	capability	capability	NOUN
american_scientific_journal-12111	96	18	,	,	PUNCT
american_scientific_journal-12111	96	19	while	while	SCONJ
american_scientific_journal-12111	96	20	the	the	DET
american_scientific_journal-12111	96	21	confusion	confusion	NOUN
american_scientific_journal-12111	96	22	matrix	matrix	NOUN
american_scientific_journal-12111	96	23	confirms	confirm	VERB
american_scientific_journal-12111	96	24	its	its	PRON
american_scientific_journal-12111	96	25	sensitivity	sensitivity	NOUN
american_scientific_journal-12111	96	26	to	to	PART
american_scientific_journal-12111	96	27	disease	disease	NOUN
american_scientific_journal-12111	96	28	presence	presence	NOUN
american_scientific_journal-12111	96	29	,	,	PUNCT
american_scientific_journal-12111	96	30	a	a	DET
american_scientific_journal-12111	96	31	critical	critical	ADJ
american_scientific_journal-12111	96	32	factor	factor	NOUN
american_scientific_journal-12111	96	33	in	in	ADP
american_scientific_journal-12111	96	34	screening	screen	VERB
american_scientific_journal-12111	96	35	applications	application	NOUN
american_scientific_journal-12111	96	36	.	.	PUNCT
american_scientific_journal-12111	97	1	the	the	DET
american_scientific_journal-12111	97	2	model	model	NOUN
american_scientific_journal-12111	97	3	’s	’s	PART
american_scientific_journal-12111	97	4	efficiency	efficiency	NOUN
american_scientific_journal-12111	97	5	,	,	PUNCT
american_scientific_journal-12111	97	6	scalability	scalability	NOUN
american_scientific_journal-12111	97	7	,	,	PUNCT
american_scientific_journal-12111	97	8	and	and	CCONJ
american_scientific_journal-12111	97	9	interpretability	interpretability	NOUN
american_scientific_journal-12111	97	10	position	position	VERB
american_scientific_journal-12111	97	11	it	it	PRON
american_scientific_journal-12111	97	12	as	as	ADP
american_scientific_journal-12111	97	13	a	a	DET
american_scientific_journal-12111	97	14	viable	viable	ADJ
american_scientific_journal-12111	97	15	candidate	candidate	NOUN
american_scientific_journal-12111	97	16	for	for	ADP
american_scientific_journal-12111	97	17	integration	integration	NOUN
american_scientific_journal-12111	97	18	into	into	ADP
american_scientific_journal-12111	97	19	diabetic	diabetic	ADJ
american_scientific_journal-12111	97	20	retinopathy	retinopathy	ADJ
american_scientific_journal-12111	97	21	screening	screening	NOUN
american_scientific_journal-12111	97	22	programs	program	NOUN
american_scientific_journal-12111	97	23	.	.	PUNCT
american_scientific_journal-12111	98	1	however	however	ADV
american_scientific_journal-12111	98	2	,	,	PUNCT
american_scientific_journal-12111	98	3	clinical	clinical	ADJ
american_scientific_journal-12111	98	4	deployment	deployment	NOUN
american_scientific_journal-12111	98	5	will	will	AUX
american_scientific_journal-12111	98	6	require	require	VERB
american_scientific_journal-12111	98	7	additional	additional	ADJ
american_scientific_journal-12111	98	8	validation	validation	NOUN
american_scientific_journal-12111	98	9	across	across	ADP
american_scientific_journal-12111	98	10	diverse	diverse	ADJ
american_scientific_journal-12111	98	11	populations	population	NOUN
american_scientific_journal-12111	98	12	,	,	PUNCT
american_scientific_journal-12111	98	13	calibration	calibration	NOUN
american_scientific_journal-12111	98	14	for	for	ADP
american_scientific_journal-12111	98	15	realworld	realworld	PROPN
american_scientific_journal-12111	98	16	variability	variability	NOUN
american_scientific_journal-12111	98	17	,	,	PUNCT
american_scientific_journal-12111	98	18	and	and	CCONJ
american_scientific_journal-12111	98	19	careful	careful	ADJ
american_scientific_journal-12111	98	20	consideration	consideration	NOUN
american_scientific_journal-12111	98	21	of	of	ADP
american_scientific_journal-12111	98	22	ethical	ethical	ADJ
american_scientific_journal-12111	98	23	and	and	CCONJ
american_scientific_journal-12111	98	24	regulatory	regulatory	ADJ
american_scientific_journal-12111	98	25	standards	standard	NOUN
american_scientific_journal-12111	98	26	.	.	PUNCT
american_scientific_journal-12111	99	1	overall	overall	ADJ
american_scientific_journal-12111	99	2	,	,	PUNCT
american_scientific_journal-12111	99	3	lightdr	lightdr	PROPN
american_scientific_journal-12111	99	4	represents	represent	VERB
american_scientific_journal-12111	99	5	a	a	DET
american_scientific_journal-12111	99	6	meaningful	meaningful	ADJ
american_scientific_journal-12111	99	7	advancement	advancement	NOUN
american_scientific_journal-12111	99	8	in	in	ADP
american_scientific_journal-12111	99	9	ai	ai	ADJ
american_scientific_journal-12111	99	10	-	-	PUNCT
american_scientific_journal-12111	99	11	assisted	assist	VERB
american_scientific_journal-12111	99	12	ophthalmic	ophthalmic	ADJ
american_scientific_journal-12111	99	13	diagnostics	diagnostic	NOUN
american_scientific_journal-12111	99	14	.	.	PUNCT
american_scientific_journal-12111	100	1	6.limitations	6.limitations	NUM
american_scientific_journal-12111	100	2	the	the	DET
american_scientific_journal-12111	100	3	limitation	limitation	NOUN
american_scientific_journal-12111	100	4	of	of	ADP
american_scientific_journal-12111	100	5	this	this	DET
american_scientific_journal-12111	100	6	study	study	NOUN
american_scientific_journal-12111	100	7	lies	lie	VERB
american_scientific_journal-12111	100	8	in	in	ADP
american_scientific_journal-12111	100	9	its	its	PRON
american_scientific_journal-12111	100	10	reliance	reliance	NOUN
american_scientific_journal-12111	100	11	on	on	ADP
american_scientific_journal-12111	100	12	publicly	publicly	ADV
american_scientific_journal-12111	100	13	available	available	ADJ
american_scientific_journal-12111	100	14	datasets	dataset	NOUN
american_scientific_journal-12111	100	15	,	,	PUNCT
american_scientific_journal-12111	100	16	which	which	PRON
american_scientific_journal-12111	100	17	may	may	AUX
american_scientific_journal-12111	100	18	not	not	PART
american_scientific_journal-12111	100	19	fully	fully	ADV
american_scientific_journal-12111	100	20	represent	represent	VERB
american_scientific_journal-12111	100	21	the	the	DET
american_scientific_journal-12111	100	22	diversity	diversity	NOUN
american_scientific_journal-12111	100	23	of	of	ADP
american_scientific_journal-12111	100	24	real	real	ADJ
american_scientific_journal-12111	100	25	-	-	PUNCT
american_scientific_journal-12111	100	26	world	world	NOUN
american_scientific_journal-12111	100	27	clinical	clinical	ADJ
american_scientific_journal-12111	100	28	populations	population	NOUN
american_scientific_journal-12111	100	29	,	,	PUNCT
american_scientific_journal-12111	100	30	imaging	imaging	NOUN
american_scientific_journal-12111	100	31	devices	device	NOUN
american_scientific_journal-12111	100	32	,	,	PUNCT
american_scientific_journal-12111	100	33	or	or	CCONJ
american_scientific_journal-12111	100	34	disease	disease	NOUN
american_scientific_journal-12111	100	35	prevalence	prevalence	NOUN
american_scientific_journal-12111	100	36	.	.	PUNCT
american_scientific_journal-12111	101	1	additionally	additionally	ADV
american_scientific_journal-12111	101	2	,	,	PUNCT
american_scientific_journal-12111	101	3	while	while	SCONJ
american_scientific_journal-12111	101	4	the	the	DET
american_scientific_journal-12111	101	5	lightdr	lightdr	PROPN
american_scientific_journal-12111	101	6	cnn	cnn	PROPN
american_scientific_journal-12111	101	7	model	model	NOUN
american_scientific_journal-12111	101	8	demonstrated	demonstrate	VERB
american_scientific_journal-12111	101	9	strong	strong	ADJ
american_scientific_journal-12111	101	10	performance	performance	NOUN
american_scientific_journal-12111	101	11	on	on	ADP
american_scientific_journal-12111	101	12	binary	binary	ADJ
american_scientific_journal-12111	101	13	classification	classification	NOUN
american_scientific_journal-12111	101	14	,	,	PUNCT
american_scientific_journal-12111	101	15	its	its	PRON
american_scientific_journal-12111	101	16	ability	ability	NOUN
american_scientific_journal-12111	101	17	to	to	PART
american_scientific_journal-12111	101	18	accurately	accurately	ADV
american_scientific_journal-12111	101	19	grade	grade	VERB
american_scientific_journal-12111	101	20	american	american	ADJ
american_scientific_journal-12111	101	21	academic	academic	ADJ
american_scientific_journal-12111	101	22	scientific	scientific	ADJ
american_scientific_journal-12111	101	23	research	research	NOUN
american_scientific_journal-12111	101	24	journal	journal	NOUN
american_scientific_journal-12111	101	25	for	for	ADP
american_scientific_journal-12111	101	26	engineering	engineering	NOUN
american_scientific_journal-12111	101	27	,	,	PUNCT
american_scientific_journal-12111	101	28	technology	technology	NOUN
american_scientific_journal-12111	101	29	,	,	PUNCT
american_scientific_journal-12111	101	30	and	and	CCONJ
american_scientific_journal-12111	101	31	sciences	science	NOUN
american_scientific_journal-12111	101	32	(	(	PUNCT
american_scientific_journal-12111	101	33	asrjets	asrjet	NOUN
american_scientific_journal-12111	101	34	)	)	PUNCT
american_scientific_journal-12111	101	35	volume	volume	NOUN
american_scientific_journal-12111	101	36	103	103	NUM
american_scientific_journal-12111	101	37	,	,	PUNCT
american_scientific_journal-12111	101	38	no	no	DET
american_scientific_journal-12111	101	39	1	1	NUM
american_scientific_journal-12111	101	40	,	,	PUNCT
american_scientific_journal-12111	101	41	pp	pp	ADV
american_scientific_journal-12111	101	42	313	313	NUM
american_scientific_journal-12111	101	43	-	-	SYM
american_scientific_journal-12111	101	44	329	329	NUM
american_scientific_journal-12111	101	45	328	328	NUM
american_scientific_journal-12111	101	46	intermediate	intermediate	ADJ
american_scientific_journal-12111	101	47	dr	dr	PROPN
american_scientific_journal-12111	101	48	stages	stage	NOUN
american_scientific_journal-12111	101	49	(	(	PUNCT
american_scientific_journal-12111	101	50	e.g.	e.g.	ADV
american_scientific_journal-12111	101	51	,	,	PUNCT
american_scientific_journal-12111	101	52	mild	mild	ADJ
american_scientific_journal-12111	101	53	vs.	vs.	ADP
american_scientific_journal-12111	101	54	moderate	moderate	ADJ
american_scientific_journal-12111	101	55	)	)	PUNCT
american_scientific_journal-12111	101	56	was	be	AUX
american_scientific_journal-12111	101	57	not	not	PART
american_scientific_journal-12111	101	58	deeply	deeply	ADV
american_scientific_journal-12111	101	59	explored	explore	VERB
american_scientific_journal-12111	101	60	.	.	PUNCT
american_scientific_journal-12111	102	1	the	the	DET
american_scientific_journal-12111	102	2	model	model	NOUN
american_scientific_journal-12111	102	3	’s	’s	PART
american_scientific_journal-12111	102	4	interpretability	interpretability	NOUN
american_scientific_journal-12111	102	5	was	be	AUX
american_scientific_journal-12111	102	6	limited	limit	VERB
american_scientific_journal-12111	102	7	to	to	ADP
american_scientific_journal-12111	102	8	grad	grad	NOUN
american_scientific_journal-12111	102	9	-	-	PUNCT
american_scientific_journal-12111	102	10	cam	cam	NOUN
american_scientific_journal-12111	102	11	visualizations	visualization	NOUN
american_scientific_journal-12111	102	12	,	,	PUNCT
american_scientific_journal-12111	102	13	which	which	PRON
american_scientific_journal-12111	102	14	,	,	PUNCT
american_scientific_journal-12111	102	15	while	while	SCONJ
american_scientific_journal-12111	102	16	helpful	helpful	ADJ
american_scientific_journal-12111	102	17	,	,	PUNCT
american_scientific_journal-12111	102	18	do	do	AUX
american_scientific_journal-12111	102	19	not	not	PART
american_scientific_journal-12111	102	20	offer	offer	VERB
american_scientific_journal-12111	102	21	granular	granular	ADJ
american_scientific_journal-12111	102	22	lesion	lesion	NOUN
american_scientific_journal-12111	102	23	-	-	PUNCT
american_scientific_journal-12111	102	24	level	level	NOUN
american_scientific_journal-12111	102	25	explanations	explanation	NOUN
american_scientific_journal-12111	102	26	.	.	PUNCT
american_scientific_journal-12111	103	1	furthermore	furthermore	ADV
american_scientific_journal-12111	103	2	,	,	PUNCT
american_scientific_journal-12111	103	3	the	the	DET
american_scientific_journal-12111	103	4	absence	absence	NOUN
american_scientific_journal-12111	103	5	of	of	ADP
american_scientific_journal-12111	103	6	patient	patient	NOUN
american_scientific_journal-12111	103	7	-	-	PUNCT
american_scientific_journal-12111	103	8	level	level	NOUN
american_scientific_journal-12111	103	9	metadata	metadata	NOUN
american_scientific_journal-12111	103	10	such	such	ADJ
american_scientific_journal-12111	103	11	as	as	ADP
american_scientific_journal-12111	103	12	age	age	NOUN
american_scientific_journal-12111	103	13	,	,	PUNCT
american_scientific_journal-12111	103	14	comorbidities	comorbiditie	NOUN
american_scientific_journal-12111	103	15	,	,	PUNCT
american_scientific_journal-12111	103	16	or	or	CCONJ
american_scientific_journal-12111	103	17	image	image	NOUN
american_scientific_journal-12111	103	18	acquisition	acquisition	NOUN
american_scientific_journal-12111	103	19	conditions	condition	NOUN
american_scientific_journal-12111	103	20	restricts	restrict	VERB
american_scientific_journal-12111	103	21	the	the	DET
american_scientific_journal-12111	103	22	scope	scope	NOUN
american_scientific_journal-12111	103	23	of	of	ADP
american_scientific_journal-12111	103	24	clinical	clinical	ADJ
american_scientific_journal-12111	103	25	validation	validation	NOUN
american_scientific_journal-12111	103	26	.	.	PUNCT
american_scientific_journal-12111	104	1	7.future	7.future	NUM
american_scientific_journal-12111	104	2	studies	study	VERB
american_scientific_journal-12111	104	3	future	future	ADJ
american_scientific_journal-12111	104	4	studies	study	NOUN
american_scientific_journal-12111	104	5	should	should	AUX
american_scientific_journal-12111	104	6	focus	focus	VERB
american_scientific_journal-12111	104	7	on	on	ADP
american_scientific_journal-12111	104	8	expanding	expand	VERB
american_scientific_journal-12111	104	9	the	the	DET
american_scientific_journal-12111	104	10	dataset	dataset	NOUN
american_scientific_journal-12111	104	11	to	to	PART
american_scientific_journal-12111	104	12	include	include	VERB
american_scientific_journal-12111	104	13	multi	multi	ADJ
american_scientific_journal-12111	104	14	-	-	ADJ
american_scientific_journal-12111	104	15	center	center	ADJ
american_scientific_journal-12111	104	16	,	,	PUNCT
american_scientific_journal-12111	104	17	demographically	demographically	ADV
american_scientific_journal-12111	104	18	diverse	diverse	ADJ
american_scientific_journal-12111	104	19	fundus	fundus	NOUN
american_scientific_journal-12111	104	20	images	image	NOUN
american_scientific_journal-12111	104	21	and	and	CCONJ
american_scientific_journal-12111	104	22	incorporate	incorporate	VERB
american_scientific_journal-12111	104	23	richer	rich	ADJ
american_scientific_journal-12111	104	24	clinical	clinical	ADJ
american_scientific_journal-12111	104	25	metadata	metadata	NOUN
american_scientific_journal-12111	104	26	for	for	ADP
american_scientific_journal-12111	104	27	context	context	NOUN
american_scientific_journal-12111	104	28	-	-	PUNCT
american_scientific_journal-12111	104	29	aware	aware	ADJ
american_scientific_journal-12111	104	30	predictions	prediction	NOUN
american_scientific_journal-12111	104	31	.	.	PUNCT
american_scientific_journal-12111	105	1	exploring	explore	VERB
american_scientific_journal-12111	105	2	multi	multi	ADJ
american_scientific_journal-12111	105	3	-	-	ADJ
american_scientific_journal-12111	105	4	task	task	ADJ
american_scientific_journal-12111	105	5	learning	learn	VERB
american_scientific_journal-12111	105	6	architectures	architecture	NOUN
american_scientific_journal-12111	105	7	that	that	PRON
american_scientific_journal-12111	105	8	combine	combine	VERB
american_scientific_journal-12111	105	9	dr	dr	PROPN
american_scientific_journal-12111	105	10	grading	grade	VERB
american_scientific_journal-12111	105	11	with	with	ADP
american_scientific_journal-12111	105	12	lesion	lesion	NOUN
american_scientific_journal-12111	105	13	segmentation	segmentation	NOUN
american_scientific_journal-12111	105	14	could	could	AUX
american_scientific_journal-12111	105	15	enhance	enhance	VERB
american_scientific_journal-12111	105	16	diagnostic	diagnostic	ADJ
american_scientific_journal-12111	105	17	precision	precision	NOUN
american_scientific_journal-12111	105	18	.	.	PUNCT
american_scientific_journal-12111	106	1	integration	integration	NOUN
american_scientific_journal-12111	106	2	with	with	ADP
american_scientific_journal-12111	106	3	mobile	mobile	ADJ
american_scientific_journal-12111	106	4	or	or	CCONJ
american_scientific_journal-12111	106	5	edge	edge	NOUN
american_scientific_journal-12111	106	6	devices	device	NOUN
american_scientific_journal-12111	106	7	for	for	ADP
american_scientific_journal-12111	106	8	real	real	ADJ
american_scientific_journal-12111	106	9	-	-	PUNCT
american_scientific_journal-12111	106	10	time	time	NOUN
american_scientific_journal-12111	106	11	screening	screening	NOUN
american_scientific_journal-12111	106	12	,	,	PUNCT
american_scientific_journal-12111	106	13	coupled	couple	VERB
american_scientific_journal-12111	106	14	with	with	ADP
american_scientific_journal-12111	106	15	prospective	prospective	ADJ
american_scientific_journal-12111	106	16	clinical	clinical	ADJ
american_scientific_journal-12111	106	17	trials	trial	NOUN
american_scientific_journal-12111	106	18	,	,	PUNCT
american_scientific_journal-12111	106	19	will	will	AUX
american_scientific_journal-12111	106	20	be	be	AUX
american_scientific_journal-12111	106	21	essential	essential	ADJ
american_scientific_journal-12111	106	22	to	to	PART
american_scientific_journal-12111	106	23	validate	validate	VERB
american_scientific_journal-12111	106	24	the	the	DET
american_scientific_journal-12111	106	25	model	model	NOUN
american_scientific_journal-12111	106	26	’s	’s	PART
american_scientific_journal-12111	106	27	utility	utility	NOUN
american_scientific_journal-12111	106	28	in	in	ADP
american_scientific_journal-12111	106	29	real	real	ADJ
american_scientific_journal-12111	106	30	-	-	PUNCT
american_scientific_journal-12111	106	31	world	world	NOUN
american_scientific_journal-12111	106	32	settings	setting	NOUN
american_scientific_journal-12111	106	33	.	.	PUNCT
american_scientific_journal-12111	107	1	finally	finally	ADV
american_scientific_journal-12111	107	2	,	,	PUNCT
american_scientific_journal-12111	107	3	ethical	ethical	ADJ
american_scientific_journal-12111	107	4	frameworks	framework	NOUN
american_scientific_journal-12111	107	5	for	for	ADP
american_scientific_journal-12111	107	6	ai	ai	PROPN
american_scientific_journal-12111	107	7	deployment	deployment	NOUN
american_scientific_journal-12111	107	8	in	in	ADP
american_scientific_journal-12111	107	9	ophthalmology	ophthalmology	NOUN
american_scientific_journal-12111	107	10	should	should	AUX
american_scientific_journal-12111	107	11	be	be	AUX
american_scientific_journal-12111	107	12	developed	develop	VERB
american_scientific_journal-12111	107	13	to	to	PART
american_scientific_journal-12111	107	14	address	address	VERB
american_scientific_journal-12111	107	15	bias	bias	NOUN
american_scientific_journal-12111	107	16	,	,	PUNCT
american_scientific_journal-12111	107	17	accountability	accountability	NOUN
american_scientific_journal-12111	107	18	,	,	PUNCT
american_scientific_journal-12111	107	19	and	and	CCONJ
american_scientific_journal-12111	107	20	patient	patient	ADJ
american_scientific_journal-12111	107	21	consent	consent	NOUN
american_scientific_journal-12111	107	22	.	.	PUNCT
american_scientific_journal-12111	108	1	references	reference	NOUN
american_scientific_journal-12111	108	2	[	[	X
american_scientific_journal-12111	108	3	1	1	NUM
american_scientific_journal-12111	108	4	]	]	PUNCT
american_scientific_journal-12111	108	5	z.	z.	PROPN
american_scientific_journal-12111	108	6	l.	l.	PROPN
american_scientific_journal-12111	108	7	teo	teo	PROPN
american_scientific_journal-12111	108	8	et	et	PROPN
american_scientific_journal-12111	108	9	al	al	PROPN
american_scientific_journal-12111	108	10	.	.	PROPN
american_scientific_journal-12111	108	11	,	,	PUNCT
american_scientific_journal-12111	108	12	"	"	PUNCT
american_scientific_journal-12111	108	13	global	global	ADJ
american_scientific_journal-12111	108	14	prevalence	prevalence	NOUN
american_scientific_journal-12111	108	15	of	of	ADP
american_scientific_journal-12111	108	16	diabetic	diabetic	ADJ
american_scientific_journal-12111	108	17	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	108	18	and	and	CCONJ
american_scientific_journal-12111	108	19	projection	projection	NOUN
american_scientific_journal-12111	108	20	of	of	ADP
american_scientific_journal-12111	108	21	burden	burden	NOUN
american_scientific_journal-12111	108	22	through	through	ADP
american_scientific_journal-12111	108	23	2045	2045	NUM
american_scientific_journal-12111	108	24	:	:	PUNCT
american_scientific_journal-12111	108	25	systematic	systematic	ADJ
american_scientific_journal-12111	108	26	review	review	NOUN
american_scientific_journal-12111	108	27	and	and	CCONJ
american_scientific_journal-12111	108	28	meta	meta	ADJ
american_scientific_journal-12111	108	29	-	-	PUNCT
american_scientific_journal-12111	108	30	analysis	analysis	NOUN
american_scientific_journal-12111	108	31	,	,	PUNCT
american_scientific_journal-12111	108	32	"	"	PUNCT
american_scientific_journal-12111	108	33	ophthalmology	ophthalmology	NOUN
american_scientific_journal-12111	108	34	,	,	PUNCT
american_scientific_journal-12111	108	35	vol	vol	NOUN
american_scientific_journal-12111	108	36	.	.	PROPN
american_scientific_journal-12111	108	37	128	128	NUM
american_scientific_journal-12111	108	38	,	,	PUNCT
american_scientific_journal-12111	108	39	no	no	INTJ
american_scientific_journal-12111	108	40	.	.	NOUN
american_scientific_journal-12111	108	41	11	11	NUM
american_scientific_journal-12111	108	42	,	,	PUNCT
american_scientific_journal-12111	108	43	pp	pp	ADJ
american_scientific_journal-12111	108	44	.	.	PUNCT
american_scientific_journal-12111	109	1	1580	1580	NUM
american_scientific_journal-12111	109	2	-	-	SYM
american_scientific_journal-12111	109	3	1591	1591	NUM
american_scientific_journal-12111	109	4	,	,	PUNCT
american_scientific_journal-12111	109	5	2021/11/01/	2021/11/01/	NUM
american_scientific_journal-12111	109	6	2021	2021	NUM
american_scientific_journal-12111	109	7	,	,	PUNCT
american_scientific_journal-12111	109	8	doi	doi	NOUN
american_scientific_journal-12111	109	9	:	:	PUNCT
american_scientific_journal-12111	109	10	https://doi.org/10.1016/j.ophtha.2021.04.027	https://doi.org/10.1016/j.ophtha.2021.04.027	X
american_scientific_journal-12111	109	11	.	.	PUNCT
american_scientific_journal-12111	110	1	[	[	X
american_scientific_journal-12111	110	2	2	2	X
american_scientific_journal-12111	110	3	]	]	PUNCT
american_scientific_journal-12111	110	4	e.	e.	PROPN
american_scientific_journal-12111	110	5	a.	a.	PROPN
american_scientific_journal-12111	110	6	lundeen	lundeen	PROPN
american_scientific_journal-12111	110	7	et	et	PROPN
american_scientific_journal-12111	110	8	al	al	PROPN
american_scientific_journal-12111	110	9	.	.	PROPN
american_scientific_journal-12111	110	10	,	,	PUNCT
american_scientific_journal-12111	110	11	"	"	PUNCT
american_scientific_journal-12111	110	12	prevalence	prevalence	NOUN
american_scientific_journal-12111	110	13	of	of	ADP
american_scientific_journal-12111	110	14	diabetic	diabetic	ADJ
american_scientific_journal-12111	110	15	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	110	16	in	in	ADP
american_scientific_journal-12111	110	17	the	the	DET
american_scientific_journal-12111	110	18	us	we	PRON
american_scientific_journal-12111	110	19	in	in	ADP
american_scientific_journal-12111	110	20	2021	2021	NUM
american_scientific_journal-12111	110	21	,	,	PUNCT
american_scientific_journal-12111	110	22	"	"	PUNCT
american_scientific_journal-12111	110	23	jama	jama	PROPN
american_scientific_journal-12111	110	24	ophthalmology	ophthalmology	NOUN
american_scientific_journal-12111	110	25	,	,	PUNCT
american_scientific_journal-12111	110	26	vol	vol	NOUN
american_scientific_journal-12111	110	27	.	.	PROPN
american_scientific_journal-12111	110	28	141	141	NUM
american_scientific_journal-12111	110	29	,	,	PUNCT
american_scientific_journal-12111	110	30	no	no	INTJ
american_scientific_journal-12111	110	31	.	.	NOUN
american_scientific_journal-12111	110	32	8	8	NUM
american_scientific_journal-12111	110	33	,	,	PUNCT
american_scientific_journal-12111	110	34	pp	pp	ADJ
american_scientific_journal-12111	110	35	.	.	PUNCT
american_scientific_journal-12111	111	1	747	747	NUM
american_scientific_journal-12111	111	2	-	-	SYM
american_scientific_journal-12111	111	3	754	754	NUM
american_scientific_journal-12111	111	4	,	,	PUNCT
american_scientific_journal-12111	111	5	2023	2023	NUM
american_scientific_journal-12111	111	6	,	,	PUNCT
american_scientific_journal-12111	111	7	doi	doi	NOUN
american_scientific_journal-12111	111	8	:	:	PUNCT
american_scientific_journal-12111	111	9	10.1001	10.1001	NUM
american_scientific_journal-12111	111	10	/	/	SYM
american_scientific_journal-12111	111	11	jamaophthalmol.2023.2289	jamaophthalmol.2023.2289	X
american_scientific_journal-12111	111	12	.	.	PUNCT
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american_scientific_journal-12111	112	2	3	3	X
american_scientific_journal-12111	112	3	]	]	PUNCT
american_scientific_journal-12111	112	4	k.	k.	PROPN
american_scientific_journal-12111	112	5	cai	cai	PROPN
american_scientific_journal-12111	112	6	,	,	PUNCT
american_scientific_journal-12111	112	7	y.-p	y.-p	PROPN
american_scientific_journal-12111	112	8	.	.	PUNCT
american_scientific_journal-12111	113	1	liu	liu	PROPN
american_scientific_journal-12111	113	2	,	,	PUNCT
american_scientific_journal-12111	113	3	and	and	CCONJ
american_scientific_journal-12111	113	4	d.	d.	PROPN
american_scientific_journal-12111	113	5	wang	wang	PROPN
american_scientific_journal-12111	113	6	,	,	PUNCT
american_scientific_journal-12111	113	7	"	"	PUNCT
american_scientific_journal-12111	113	8	prevalence	prevalence	NOUN
american_scientific_journal-12111	113	9	of	of	ADP
american_scientific_journal-12111	113	10	diabetic	diabetic	ADJ
american_scientific_journal-12111	113	11	retinopathy	retinopathy	NOUN
american_scientific_journal-12111	113	12	in	in	ADP
american_scientific_journal-12111	113	13	patients	patient	NOUN
american_scientific_journal-12111	113	14	with	with	ADP
american_scientific_journal-12111	113	15	newly	newly	ADV
american_scientific_journal-12111	113	16	diagnosed	diagnose	VERB
american_scientific_journal-12111	113	17	type	type	NOUN
american_scientific_journal-12111	113	18	2	2	NUM
american_scientific_journal-12111	113	19	diabetes	diabete	NOUN
american_scientific_journal-12111	113	20	:	:	PUNCT
american_scientific_journal-12111	113	21	a	a	DET
american_scientific_journal-12111	113	22	systematic	systematic	ADJ
american_scientific_journal-12111	113	23	review	review	NOUN
american_scientific_journal-12111	113	24	and	and	CCONJ
american_scientific_journal-12111	113	25	meta	meta	ADJ
american_scientific_journal-12111	113	26	-	-	PUNCT
american_scientific_journal-12111	113	27	analysis	analysis	NOUN
american_scientific_journal-12111	113	28	,	,	PUNCT
american_scientific_journal-12111	113	29	"	"	PUNCT
american_scientific_journal-12111	113	30	diabetes	diabetes	NOUN
american_scientific_journal-12111	113	31	/	/	SYM
american_scientific_journal-12111	113	32	metabolism	metabolism	NOUN
american_scientific_journal-12111	113	33	research	research	NOUN
american_scientific_journal-12111	113	34	and	and	CCONJ
american_scientific_journal-12111	113	35	reviews	review	NOUN
american_scientific_journal-12111	113	36	,	,	PUNCT
american_scientific_journal-12111	113	37	vol	vol	NOUN
american_scientific_journal-12111	113	38	.	.	PROPN
american_scientific_journal-12111	113	39	39	39	NUM
american_scientific_journal-12111	113	40	,	,	PUNCT
american_scientific_journal-12111	113	41	no	no	INTJ
american_scientific_journal-12111	113	42	.	.	NOUN
american_scientific_journal-12111	113	43	1	1	NUM
american_scientific_journal-12111	113	44	,	,	PUNCT
american_scientific_journal-12111	113	45	p.	p.	NOUN
american_scientific_journal-12111	113	46	e3586	e3586	PROPN
american_scientific_journal-12111	113	47	,	,	PUNCT
american_scientific_journal-12111	113	48	2023	2023	NUM
american_scientific_journal-12111	113	49	,	,	PUNCT
american_scientific_journal-12111	113	50	doi	doi	NOUN
american_scientific_journal-12111	113	51	:	:	PUNCT
american_scientific_journal-12111	113	52	https://doi.org/10.1002/dmrr.3586	https://doi.org/10.1002/dmrr.3586	NOUN
american_scientific_journal-12111	113	53	.	.	PUNCT
american_scientific_journal-12111	114	1	[	[	X
american_scientific_journal-12111	114	2	4	4	NUM
american_scientific_journal-12111	114	3	]	]	PUNCT
american_scientific_journal-12111	114	4	a.	a.	NOUN
american_scientific_journal-12111	114	5	a.	a.	NOUN
american_scientific_journal-12111	114	6	yameny	yameny	PROPN
american_scientific_journal-12111	114	7	,	,	PUNCT
american_scientific_journal-12111	114	8	"	"	PUNCT
american_scientific_journal-12111	114	9	diabetes	diabetes	NOUN
american_scientific_journal-12111	114	10	mellitus	mellitus	NOUN
american_scientific_journal-12111	114	11	overview	overview	VERB
american_scientific_journal-12111	114	12	2024	2024	NUM
american_scientific_journal-12111	114	13	,	,	PUNCT
american_scientific_journal-12111	114	14	"	"	PUNCT
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american_scientific_journal-12111	114	21	,	,	PUNCT
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american_scientific_journal-12111	114	23	.	.	PROPN
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american_scientific_journal-12111	115	2	,	,	PUNCT
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american_scientific_journal-12111	115	4	.	.	NOUN
american_scientific_journal-12111	115	5	3	3	NUM
american_scientific_journal-12111	115	6	,	,	PUNCT
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american_scientific_journal-12111	115	8	.	.	PUNCT
american_scientific_journal-12111	116	1	641	641	NUM
american_scientific_journal-12111	116	2	-	-	SYM
american_scientific_journal-12111	116	3	645	645	NUM
american_scientific_journal-12111	116	4	,	,	PUNCT
american_scientific_journal-12111	116	5	2024	2024	NUM
american_scientific_journal-12111	116	6	,	,	PUNCT
american_scientific_journal-12111	116	7	doi	doi	NOUN
american_scientific_journal-12111	116	8	:	:	PUNCT
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american_scientific_journal-12111	116	10	/	/	SYM
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american_scientific_journal-12111	116	12	.	.	PUNCT
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american_scientific_journal-12111	117	5	.	.	PUNCT
american_scientific_journal-12111	118	1	"	"	PUNCT
american_scientific_journal-12111	118	2	facts	fact	NOUN
american_scientific_journal-12111	118	3	&	&	CCONJ
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american_scientific_journal-12111	118	5	.	.	PUNCT
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american_scientific_journal-12111	119	1	international	international	ADJ
american_scientific_journal-12111	119	2	diabetes	diabetes	NOUN
american_scientific_journal-12111	119	3	federation	federation	NOUN
american_scientific_journal-12111	119	4	.	.	PUNCT
american_scientific_journal-12111	120	1	https://idf.org/about-diabetes/diabetes-factsfigures/	https://idf.org/about-diabetes/diabetes-factsfigures/	PROPN
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american_scientific_journal-12111	120	6	2025	2025	NUM
american_scientific_journal-12111	120	7	,	,	PUNCT
american_scientific_journal-12111	120	8	2025	2025	NUM
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american_scientific_journal-12111	120	10	.	.	PUNCT
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american_scientific_journal-12111	121	3	]	]	PUNCT
american_scientific_journal-12111	121	4	s.	s.	PROPN
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american_scientific_journal-12111	121	6	and	and	CCONJ
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american_scientific_journal-12111	121	24	,	,	PUNCT
american_scientific_journal-12111	121	25	"	"	PUNCT
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american_scientific_journal-12111	121	30	ray	ray	NOUN
american_scientific_journal-12111	121	31	science	science	NOUN
american_scientific_journal-12111	121	32	and	and	CCONJ
american_scientific_journal-12111	121	33	technology	technology	NOUN
american_scientific_journal-12111	121	34	,	,	PUNCT
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american_scientific_journal-12111	121	36	.	.	PROPN
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american_scientific_journal-12111	121	38	,	,	PUNCT
american_scientific_journal-12111	121	39	no	no	INTJ
american_scientific_journal-12111	121	40	.	.	NOUN
american_scientific_journal-12111	121	41	2	2	NUM
american_scientific_journal-12111	121	42	,	,	PUNCT
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american_scientific_journal-12111	121	44	.	.	PUNCT
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american_scientific_journal-12111	122	2	-	-	SYM
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american_scientific_journal-12111	122	4	,	,	PUNCT
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american_scientific_journal-12111	122	6	,	,	PUNCT
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american_scientific_journal-12111	122	8	:	:	PUNCT
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american_scientific_journal-12111	122	12	.	.	PUNCT
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american_scientific_journal-12111	123	3	]	]	X
american_scientific_journal-12111	123	4	p.	p.	NOUN
american_scientific_journal-12111	123	5	o.	o.	PROPN
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american_scientific_journal-12111	123	11	,	,	PUNCT
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american_scientific_journal-12111	123	35	,	,	PUNCT
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american_scientific_journal-12111	125	6	.	.	PUNCT
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american_scientific_journal-12111	126	4	.	.	PUNCT
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american_scientific_journal-12111	127	2	:	:	PUNCT
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american_scientific_journal-12111	127	4	.	.	PUNCT
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american_scientific_journal-12111	128	2	.	.	PUNCT
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american_scientific_journal-12111	129	12	engineering	engineering	NOUN
american_scientific_journal-12111	129	13	,	,	PUNCT
american_scientific_journal-12111	129	14	technology	technology	NOUN
american_scientific_journal-12111	129	15	,	,	PUNCT
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american_scientific_journal-12111	129	17	sciences	science	NOUN
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american_scientific_journal-12111	129	23	,	,	PUNCT
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american_scientific_journal-12111	129	25	1	1	NUM
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american_scientific_journal-12111	129	29	-	-	SYM
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american_scientific_journal-12111	130	3	]	]	PUNCT
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american_scientific_journal-12111	130	9	,	,	PUNCT
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american_scientific_journal-12111	130	12	,	,	PUNCT
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american_scientific_journal-12111	130	21	-	-	PUNCT
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american_scientific_journal-12111	130	29	neural	neural	ADJ
american_scientific_journal-12111	130	30	networks	network	NOUN
american_scientific_journal-12111	130	31	on	on	ADP
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american_scientific_journal-12111	130	34	:	:	PUNCT
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american_scientific_journal-12111	130	53	,	,	PUNCT
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american_scientific_journal-12111	131	2	-	-	SYM
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american_scientific_journal-12111	131	4	,	,	PUNCT
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american_scientific_journal-12111	131	7	.	.	PUNCT
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american_scientific_journal-12111	133	4	.	.	PUNCT
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american_scientific_journal-12111	135	2	.	.	PUNCT
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american_scientific_journal-12111	138	2	11	11	NUM
american_scientific_journal-12111	138	3	]	]	PUNCT
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american_scientific_journal-12111	141	42	,	,	PUNCT
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american_scientific_journal-12111	141	44	:	:	PUNCT
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american_scientific_journal-12111	141	46	.	.	PUNCT
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american_scientific_journal-12111	142	3	]	]	PUNCT
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american_scientific_journal-12111	142	5	.	.	PUNCT
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american_scientific_journal-12111	143	2	,	,	PUNCT
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american_scientific_journal-12111	143	4	.	.	PUNCT
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american_scientific_journal-12111	144	2	,	,	PUNCT
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american_scientific_journal-12111	144	4	.	.	PUNCT
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american_scientific_journal-12111	145	2	,	,	PUNCT
american_scientific_journal-12111	145	3	and	and	CCONJ
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american_scientific_journal-12111	145	5	.	.	PUNCT
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american_scientific_journal-12111	146	14	images	image	NOUN
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american_scientific_journal-12111	146	20	,	,	PUNCT
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american_scientific_journal-12111	146	38	,	,	PUNCT
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american_scientific_journal-12111	146	42	.	.	PUNCT
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american_scientific_journal-12111	147	9	,	,	PUNCT
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american_scientific_journal-12111	152	2	-	-	SYM
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american_scientific_journal-12111	152	7	,	,	PUNCT
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