id	sid	tid	token	lemma	pos
cana-4123	1	1	communications	communication	NOUN
cana-4123	1	2	on	on	ADP
cana-4123	1	3	applied	apply	VERB
cana-4123	1	4	nonlinear	nonlinear	ADJ
cana-4123	1	5	analysis	analysis	NOUN
cana-4123	1	6	issn	issn	NOUN
cana-4123	1	7	:	:	PUNCT
cana-4123	1	8	1074	1074	NUM
cana-4123	1	9	-	-	PUNCT
cana-4123	1	10	133x	133x	NUM
cana-4123	1	11	vol	vol	NOUN
cana-4123	1	12	32	32	NUM
cana-4123	1	13	no	no	NOUN
cana-4123	1	14	.	.	PUNCT
cana-4123	2	1	9s	9s	NUM
cana-4123	2	2	(	(	PUNCT
cana-4123	2	3	2025	2025	NUM
cana-4123	2	4	)	)	PUNCT
cana-4123	2	5	1171	1171	NUM
cana-4123	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	2	7	glaucoma	glaucoma	NOUN
cana-4123	2	8	detection	detection	NOUN
cana-4123	2	9	using	use	VERB
cana-4123	2	10	machine	machine	NOUN
cana-4123	2	11	learning	learn	VERB
cana-4123	2	12	with	with	ADP
cana-4123	2	13	fundus	fundus	NOUN
cana-4123	2	14	images	image	NOUN
cana-4123	2	15	tareek	tareek	NOUN
cana-4123	2	16	pattewar1	pattewar1	PROPN
cana-4123	2	17	*	*	PUNCT
cana-4123	2	18	,	,	PUNCT
cana-4123	2	19	trupti	trupti	PROPN
cana-4123	2	20	shinde1	shinde1	NOUN
cana-4123	2	21	,	,	PUNCT
cana-4123	2	22	swati	swati	PROPN
cana-4123	2	23	shriyal2	shriyal2	PROPN
cana-4123	2	24	,	,	PUNCT
cana-4123	2	25	ajab	ajab	PROPN
cana-4123	2	26	raja3	raja3	PROPN
cana-4123	2	27	,	,	PUNCT
cana-4123	3	1	ammar	ammar	PROPN
cana-4123	3	2	arsiwala3	arsiwala3	PROPN
cana-4123	3	3	,	,	PUNCT
cana-4123	3	4	ammar	ammar	PROPN
cana-4123	3	5	pathan3	pathan3	PROPN
cana-4123	3	6	,	,	PUNCT
cana-4123	3	7	fuzail	fuzail	NOUN
cana-4123	3	8	saiyed3	saiyed3	PROPN
cana-4123	3	9	,	,	PUNCT
cana-4123	3	10	hatim	hatim	PROPN
cana-4123	3	11	partapur3	partapur3	PROPN
cana-4123	3	12	1assistant	1assistant	NUM
cana-4123	3	13	professor	professor	NOUN
cana-4123	3	14	,	,	PUNCT
cana-4123	3	15	computer	computer	NOUN
cana-4123	3	16	engineering	engineering	NOUN
cana-4123	3	17	,	,	PUNCT
cana-4123	3	18	vishwakarma	vishwakarma	PROPN
cana-4123	3	19	university	university	NOUN
cana-4123	3	20	,	,	PUNCT
cana-4123	3	21	pune	pune	NOUN
cana-4123	3	22	,	,	PUNCT
cana-4123	3	23	maharashtra	maharashtra	PROPN
cana-4123	3	24	,	,	PUNCT
cana-4123	3	25	india	india	PROPN
cana-4123	3	26	2assistant	2assistant	PROPN
cana-4123	3	27	professor	professor	NOUN
cana-4123	3	28	,	,	PUNCT
cana-4123	3	29	artificial	artificial	ADJ
cana-4123	3	30	intelligence	intelligence	NOUN
cana-4123	3	31	,	,	PUNCT
cana-4123	3	32	vishwakarma	vishwakarma	PROPN
cana-4123	3	33	university	university	NOUN
cana-4123	3	34	,	,	PUNCT
cana-4123	3	35	pune	pune	NOUN
cana-4123	3	36	,	,	PUNCT
cana-4123	3	37	maharashtra	maharashtra	PROPN
cana-4123	3	38	,	,	PUNCT
cana-4123	3	39	india	india	PROPN
cana-4123	3	40	3student	3student	PROPN
cana-4123	3	41	,	,	PUNCT
cana-4123	3	42	computer	computer	NOUN
cana-4123	3	43	engineering	engineering	NOUN
cana-4123	3	44	,	,	PUNCT
cana-4123	3	45	vishwakarma	vishwakarma	PROPN
cana-4123	3	46	university	university	NOUN
cana-4123	3	47	,	,	PUNCT
cana-4123	3	48	pune	pune	NOUN
cana-4123	3	49	,	,	PUNCT
cana-4123	3	50	maharashtra	maharashtra	PROPN
cana-4123	3	51	,	,	PUNCT
cana-4123	3	52	india	india	PROPN
cana-4123	3	53	tareek.pattewar@vupune.ac.in	tareek.pattewar@vupune.ac.in	NUM
cana-4123	3	54	*	*	PUNCT
cana-4123	3	55	article	article	NOUN
cana-4123	3	56	history	history	NOUN
cana-4123	3	57	:	:	PUNCT
cana-4123	3	58	received	receive	VERB
cana-4123	3	59	:	:	PUNCT
cana-4123	3	60	12	12	NUM
cana-4123	3	61	-	-	SYM
cana-4123	3	62	01	01	NUM
cana-4123	3	63	-	-	PUNCT
cana-4123	3	64	2025	2025	NUM
cana-4123	3	65	revised	revise	VERB
cana-4123	3	66	:	:	PUNCT
cana-4123	3	67	15	15	NUM
cana-4123	3	68	-	-	NUM
cana-4123	3	69	02	02	NUM
cana-4123	3	70	-	-	PUNCT
cana-4123	3	71	2025	2025	NUM
cana-4123	3	72	accepted	accept	VERB
cana-4123	3	73	:	:	PUNCT
cana-4123	3	74	01	01	NUM
cana-4123	3	75	-	-	SYM
cana-4123	3	76	03	03	NUM
cana-4123	3	77	-	-	PUNCT
cana-4123	3	78	2025	2025	NUM
cana-4123	3	79	abstract	abstract	NOUN
cana-4123	3	80	:	:	PUNCT
cana-4123	3	81	glaucoma	glaucoma	NOUN
cana-4123	3	82	is	be	AUX
cana-4123	3	83	a	a	DET
cana-4123	3	84	leading	lead	VERB
cana-4123	3	85	global	global	ADJ
cana-4123	3	86	cause	cause	NOUN
cana-4123	3	87	of	of	ADP
cana-4123	3	88	the	the	DET
cana-4123	3	89	irreversible	irreversible	ADJ
cana-4123	3	90	blindness	blindness	NOUN
cana-4123	3	91	,	,	PUNCT
cana-4123	3	92	presents	present	VERB
cana-4123	3	93	significant	significant	ADJ
cana-4123	3	94	challenges	challenge	NOUN
cana-4123	3	95	due	due	ADP
cana-4123	3	96	to	to	ADP
cana-4123	3	97	its	its	PRON
cana-4123	3	98	asymptomatic	asymptomatic	ADJ
cana-4123	3	99	nature	nature	NOUN
cana-4123	3	100	in	in	ADP
cana-4123	3	101	the	the	DET
cana-4123	3	102	early	early	ADJ
cana-4123	3	103	stages	stage	NOUN
cana-4123	3	104	,	,	PUNCT
cana-4123	3	105	which	which	PRON
cana-4123	3	106	often	often	ADV
cana-4123	3	107	delays	delay	VERB
cana-4123	3	108	diagnosis	diagnosis	NOUN
cana-4123	3	109	until	until	SCONJ
cana-4123	3	110	substantial	substantial	ADJ
cana-4123	3	111	vision	vision	NOUN
cana-4123	3	112	loss	loss	NOUN
cana-4123	3	113	has	have	AUX
cana-4123	3	114	occurred	occur	VERB
cana-4123	3	115	.	.	PUNCT
cana-4123	4	1	addressing	address	VERB
cana-4123	4	2	this	this	DET
cana-4123	4	3	critical	critical	ADJ
cana-4123	4	4	health	health	NOUN
cana-4123	4	5	issue	issue	NOUN
cana-4123	4	6	,	,	PUNCT
cana-4123	4	7	the	the	DET
cana-4123	4	8	study	study	NOUN
cana-4123	4	9	develops	develop	VERB
cana-4123	4	10	and	and	CCONJ
cana-4123	4	11	evaluates	evaluate	VERB
cana-4123	4	12	an	an	DET
cana-4123	4	13	automated	automate	VERB
cana-4123	4	14	glaucoma	glaucoma	NOUN
cana-4123	4	15	detection	detection	NOUN
cana-4123	4	16	system	system	NOUN
cana-4123	4	17	leveraging	leverage	VERB
cana-4123	4	18	the	the	DET
cana-4123	4	19	efficientnetv2	efficientnetv2	NOUN
cana-4123	4	20	convolutional	convolutional	ADJ
cana-4123	4	21	neural	neural	ADJ
cana-4123	4	22	network	network	NOUN
cana-4123	4	23	(	(	PUNCT
cana-4123	4	24	cnn	cnn	PROPN
cana-4123	4	25	)	)	PUNCT
cana-4123	4	26	architecture	architecture	NOUN
cana-4123	4	27	.	.	PUNCT
cana-4123	5	1	by	by	ADP
cana-4123	5	2	utilizing	utilize	VERB
cana-4123	5	3	fundus	fundus	NOUN
cana-4123	5	4	images	image	NOUN
cana-4123	5	5	,	,	PUNCT
cana-4123	5	6	a	a	DET
cana-4123	5	7	non	non	ADJ
cana-4123	5	8	-	-	ADJ
cana-4123	5	9	invasive	invasive	ADJ
cana-4123	5	10	diagnostic	diagnostic	ADJ
cana-4123	5	11	tool	tool	NOUN
cana-4123	5	12	,	,	PUNCT
cana-4123	5	13	the	the	DET
cana-4123	5	14	system	system	NOUN
cana-4123	5	15	identifies	identify	VERB
cana-4123	5	16	essential	essential	ADJ
cana-4123	5	17	structural	structural	ADJ
cana-4123	5	18	indicators	indicator	NOUN
cana-4123	5	19	of	of	ADP
cana-4123	5	20	the	the	DET
cana-4123	5	21	glaucoma	glaucoma	NOUN
cana-4123	5	22	,	,	PUNCT
cana-4123	5	23	such	such	ADJ
cana-4123	5	24	as	as	ADP
cana-4123	5	25	optic	optic	ADJ
cana-4123	5	26	nerve	nerve	NOUN
cana-4123	5	27	cupping	cupping	NOUN
cana-4123	5	28	and	and	CCONJ
cana-4123	5	29	retinal	retinal	ADJ
cana-4123	5	30	nerve	nerve	NOUN
cana-4123	5	31	fiber	fiber	NOUN
cana-4123	5	32	layer	layer	NOUN
cana-4123	5	33	(	(	PUNCT
cana-4123	5	34	rnfl	rnfl	NOUN
cana-4123	5	35	)	)	PUNCT
cana-4123	5	36	thinning	thinning	NOUN
cana-4123	5	37	.	.	PUNCT
cana-4123	6	1	the	the	DET
cana-4123	6	2	methodology	methodology	NOUN
cana-4123	6	3	follows	follow	VERB
cana-4123	6	4	a	a	DET
cana-4123	6	5	three	three	NUM
cana-4123	6	6	-	-	PUNCT
cana-4123	6	7	phase	phase	NOUN
cana-4123	6	8	approach	approach	NOUN
cana-4123	6	9	:	:	PUNCT
cana-4123	6	10	image	image	NOUN
cana-4123	6	11	preprocessing	preprocessing	NOUN
cana-4123	6	12	for	for	ADP
cana-4123	6	13	normalization	normalization	NOUN
cana-4123	6	14	and	and	CCONJ
cana-4123	6	15	resizing	resize	VERB
cana-4123	6	16	to	to	PART
cana-4123	6	17	ensure	ensure	VERB
cana-4123	6	18	data	datum	NOUN
cana-4123	6	19	consistency	consistency	NOUN
cana-4123	6	20	,	,	PUNCT
cana-4123	6	21	feature	feature	NOUN
cana-4123	6	22	extraction	extraction	NOUN
cana-4123	6	23	using	use	VERB
cana-4123	6	24	a	a	DET
cana-4123	6	25	fine	fine	ADV
cana-4123	6	26	-	-	PUNCT
cana-4123	6	27	tuned	tune	VERB
cana-4123	6	28	efficientnetv2	efficientnetv2	NOUN
cana-4123	6	29	model	model	NOUN
cana-4123	6	30	to	to	PART
cana-4123	6	31	detect	detect	VERB
cana-4123	6	32	glaucomatous	glaucomatous	ADJ
cana-4123	6	33	changes	change	NOUN
cana-4123	6	34	,	,	PUNCT
cana-4123	6	35	and	and	CCONJ
cana-4123	6	36	classification	classification	NOUN
cana-4123	6	37	into	into	ADP
cana-4123	6	38	glaucomatous	glaucomatous	ADJ
cana-4123	6	39	and	and	CCONJ
cana-4123	6	40	non	non	ADJ
cana-4123	6	41	-	-	ADJ
cana-4123	6	42	glaucomatous	glaucomatous	ADJ
cana-4123	6	43	categories	category	NOUN
cana-4123	6	44	.	.	PUNCT
cana-4123	7	1	to	to	PART
cana-4123	7	2	further	far	ADV
cana-4123	7	3	enhance	enhance	VERB
cana-4123	7	4	detection	detection	NOUN
cana-4123	7	5	accuracy	accuracy	NOUN
cana-4123	7	6	,	,	PUNCT
cana-4123	7	7	feature	feature	NOUN
cana-4123	7	8	selection	selection	NOUN
cana-4123	7	9	techniques	technique	NOUN
cana-4123	7	10	such	such	ADJ
cana-4123	7	11	as	as	ADP
cana-4123	7	12	cup	cup	NOUN
cana-4123	7	13	-	-	PUNCT
cana-4123	7	14	to	to	ADP
cana-4123	7	15	-	-	PUNCT
cana-4123	7	16	disc	disc	NOUN
cana-4123	7	17	ratio	ratio	NOUN
cana-4123	7	18	(	(	PUNCT
cana-4123	7	19	cdr	cdr	NOUN
cana-4123	7	20	)	)	PUNCT
cana-4123	7	21	calculation	calculation	NOUN
cana-4123	7	22	and	and	CCONJ
cana-4123	7	23	rnfl	rnfl	NOUN
cana-4123	7	24	thickness	thickness	NOUN
cana-4123	7	25	measurement	measurement	NOUN
cana-4123	7	26	were	be	AUX
cana-4123	7	27	integrated	integrate	VERB
cana-4123	7	28	into	into	ADP
cana-4123	7	29	the	the	DET
cana-4123	7	30	process	process	NOUN
cana-4123	7	31	.	.	PUNCT
cana-4123	8	1	experimental	experimental	ADJ
cana-4123	8	2	results	result	NOUN
cana-4123	8	3	demonstrate	demonstrate	VERB
cana-4123	8	4	the	the	DET
cana-4123	8	5	model	model	NOUN
cana-4123	8	6	's	's	PART
cana-4123	8	7	exceptional	exceptional	ADJ
cana-4123	8	8	performance	performance	NOUN
cana-4123	8	9	,	,	PUNCT
cana-4123	8	10	achieving	achieve	VERB
cana-4123	8	11	a	a	DET
cana-4123	8	12	93.7	93.7	NUM
cana-4123	8	13	%	%	NOUN
cana-4123	8	14	overall	overall	ADJ
cana-4123	8	15	accuracy	accuracy	NOUN
cana-4123	8	16	,	,	PUNCT
cana-4123	8	17	with	with	ADP
cana-4123	8	18	a	a	DET
cana-4123	8	19	precision	precision	NOUN
cana-4123	8	20	of	of	ADP
cana-4123	8	21	93.5	93.5	NUM
cana-4123	8	22	%	%	NOUN
cana-4123	8	23	,	,	PUNCT
cana-4123	8	24	recall	recall	NOUN
cana-4123	8	25	of	of	ADP
cana-4123	8	26	92.5	92.5	NUM
cana-4123	8	27	%	%	NOUN
cana-4123	8	28	for	for	ADP
cana-4123	8	29	glaucomatous	glaucomatous	ADJ
cana-4123	8	30	cases	case	NOUN
cana-4123	8	31	,	,	PUNCT
cana-4123	8	32	reflecting	reflect	VERB
cana-4123	8	33	its	its	PRON
cana-4123	8	34	ability	ability	NOUN
cana-4123	8	35	to	to	PART
cana-4123	8	36	identify	identify	VERB
cana-4123	8	37	true	true	ADJ
cana-4123	8	38	positives	positive	NOUN
cana-4123	8	39	effectively	effectively	ADV
cana-4123	8	40	.	.	PUNCT
cana-4123	9	1	comparative	comparative	ADJ
cana-4123	9	2	analysis	analysis	NOUN
cana-4123	9	3	against	against	ADP
cana-4123	9	4	other	other	ADJ
cana-4123	9	5	architectures	architecture	NOUN
cana-4123	9	6	,	,	PUNCT
cana-4123	9	7	including	include	VERB
cana-4123	9	8	inceptionresnet	inceptionresnet	NOUN
cana-4123	9	9	-	-	PUNCT
cana-4123	9	10	v2	v2	NOUN
cana-4123	9	11	and	and	CCONJ
cana-4123	9	12	traditional	traditional	ADJ
cana-4123	9	13	cnns	cnn	NOUN
cana-4123	9	14	,	,	PUNCT
cana-4123	9	15	confirmed	confirm	VERB
cana-4123	9	16	efficientnetv2	efficientnetv2	PROPN
cana-4123	9	17	's	's	PART
cana-4123	9	18	superior	superior	ADJ
cana-4123	9	19	accuracy	accuracy	NOUN
cana-4123	9	20	,	,	PUNCT
cana-4123	9	21	precision	precision	NOUN
cana-4123	9	22	,	,	PUNCT
cana-4123	9	23	and	and	CCONJ
cana-4123	9	24	computational	computational	ADJ
cana-4123	9	25	efficiency	efficiency	NOUN
cana-4123	9	26	.	.	PUNCT
cana-4123	10	1	metrics	metric	NOUN
cana-4123	10	2	such	such	ADJ
cana-4123	10	3	as	as	ADP
cana-4123	10	4	precision	precision	NOUN
cana-4123	10	5	,	,	PUNCT
cana-4123	10	6	recall	recall	NOUN
cana-4123	10	7	,	,	PUNCT
cana-4123	10	8	and	and	CCONJ
cana-4123	10	9	the	the	DET
cana-4123	10	10	confusion	confusion	NOUN
cana-4123	10	11	matrix	matrix	NOUN
cana-4123	10	12	validated	validate	VERB
cana-4123	10	13	the	the	DET
cana-4123	10	14	model	model	NOUN
cana-4123	10	15	's	's	PART
cana-4123	10	16	reliability	reliability	NOUN
cana-4123	10	17	and	and	CCONJ
cana-4123	10	18	scalability	scalability	NOUN
cana-4123	10	19	in	in	ADP
cana-4123	10	20	real	real	ADJ
cana-4123	10	21	-	-	PUNCT
cana-4123	10	22	world	world	NOUN
cana-4123	10	23	diagnostic	diagnostic	ADJ
cana-4123	10	24	scenarios	scenario	NOUN
cana-4123	10	25	.	.	PUNCT
cana-4123	11	1	this	this	DET
cana-4123	11	2	study	study	NOUN
cana-4123	11	3	underscores	underscore	VERB
cana-4123	11	4	the	the	DET
cana-4123	11	5	potential	potential	NOUN
cana-4123	11	6	of	of	ADP
cana-4123	11	7	advanced	advanced	ADJ
cana-4123	11	8	machine	machine	NOUN
cana-4123	11	9	learning	learn	VERB
cana-4123	11	10	techniques	technique	NOUN
cana-4123	11	11	in	in	ADP
cana-4123	11	12	revolutionizing	revolutionize	VERB
cana-4123	11	13	glaucoma	glaucoma	NOUN
cana-4123	11	14	detection	detection	NOUN
cana-4123	11	15	,	,	PUNCT
cana-4123	11	16	enabling	enable	VERB
cana-4123	11	17	early	early	ADJ
cana-4123	11	18	intervention	intervention	NOUN
cana-4123	11	19	to	to	PART
cana-4123	11	20	prevent	prevent	VERB
cana-4123	11	21	irreversible	irreversible	ADJ
cana-4123	11	22	vision	vision	NOUN
cana-4123	11	23	loss	loss	NOUN
cana-4123	11	24	.	.	PUNCT
cana-4123	12	1	despite	despite	SCONJ
cana-4123	12	2	challenges	challenge	NOUN
cana-4123	12	3	such	such	ADJ
cana-4123	12	4	as	as	ADP
cana-4123	12	5	dependency	dependency	NOUN
cana-4123	12	6	on	on	ADP
cana-4123	12	7	highquality	highquality	NOUN
cana-4123	12	8	imaging	imaging	NOUN
cana-4123	12	9	,	,	PUNCT
cana-4123	12	10	false	false	ADJ
cana-4123	12	11	classifications	classification	NOUN
cana-4123	12	12	,	,	PUNCT
cana-4123	12	13	and	and	CCONJ
cana-4123	12	14	the	the	DET
cana-4123	12	15	need	need	NOUN
cana-4123	12	16	for	for	ADP
cana-4123	12	17	regular	regular	ADJ
cana-4123	12	18	updates	update	NOUN
cana-4123	12	19	to	to	PART
cana-4123	12	20	accommodate	accommodate	VERB
cana-4123	12	21	diverse	diverse	ADJ
cana-4123	12	22	populations	population	NOUN
cana-4123	12	23	and	and	CCONJ
cana-4123	12	24	advancements	advancement	NOUN
cana-4123	12	25	in	in	ADP
cana-4123	12	26	imaging	imaging	NOUN
cana-4123	12	27	technologies	technology	NOUN
cana-4123	12	28	,	,	PUNCT
cana-4123	12	29	the	the	DET
cana-4123	12	30	system	system	NOUN
cana-4123	12	31	offers	offer	VERB
cana-4123	12	32	a	a	DET
cana-4123	12	33	scalable	scalable	ADJ
cana-4123	12	34	,	,	PUNCT
cana-4123	12	35	cost	cost	NOUN
cana-4123	12	36	-	-	PUNCT
cana-4123	12	37	effective	effective	ADJ
cana-4123	12	38	solution	solution	NOUN
cana-4123	12	39	.	.	PUNCT
cana-4123	13	1	it	it	PRON
cana-4123	13	2	supports	support	VERB
cana-4123	13	3	the	the	DET
cana-4123	13	4	standardization	standardization	NOUN
cana-4123	13	5	of	of	ADP
cana-4123	13	6	diagnostic	diagnostic	ADJ
cana-4123	13	7	protocols	protocol	NOUN
cana-4123	13	8	,	,	PUNCT
cana-4123	13	9	facilitates	facilitate	VERB
cana-4123	13	10	interdisciplinary	interdisciplinary	ADJ
cana-4123	13	11	collaboration	collaboration	NOUN
cana-4123	13	12	,	,	PUNCT
cana-4123	13	13	and	and	CCONJ
cana-4123	13	14	emphasizes	emphasize	VERB
cana-4123	13	15	the	the	DET
cana-4123	13	16	importance	importance	NOUN
cana-4123	13	17	of	of	ADP
cana-4123	13	18	integrating	integrate	VERB
cana-4123	13	19	automated	automate	VERB
cana-4123	13	20	tools	tool	NOUN
cana-4123	13	21	in	in	ADP
cana-4123	13	22	clinical	clinical	ADJ
cana-4123	13	23	practices	practice	NOUN
cana-4123	13	24	.	.	PUNCT
cana-4123	14	1	this	this	DET
cana-4123	14	2	approach	approach	NOUN
cana-4123	14	3	represents	represent	VERB
cana-4123	14	4	a	a	DET
cana-4123	14	5	significant	significant	ADJ
cana-4123	14	6	step	step	NOUN
cana-4123	14	7	forward	forward	ADV
cana-4123	14	8	in	in	ADP
cana-4123	14	9	addressing	address	VERB
cana-4123	14	10	the	the	DET
cana-4123	14	11	global	global	ADJ
cana-4123	14	12	burden	burden	NOUN
cana-4123	14	13	of	of	ADP
cana-4123	14	14	glaucoma	glaucoma	NOUN
cana-4123	14	15	and	and	CCONJ
cana-4123	14	16	improving	improve	VERB
cana-4123	14	17	patient	patient	ADJ
cana-4123	14	18	outcomes	outcome	NOUN
cana-4123	14	19	.	.	PUNCT
cana-4123	15	1	keywords	keyword	NOUN
cana-4123	15	2	:	:	PUNCT
cana-4123	15	3	glaucoma	glaucoma	NOUN
cana-4123	15	4	detection	detection	NOUN
cana-4123	15	5	,	,	PUNCT
cana-4123	15	6	artificial	artificial	ADJ
cana-4123	15	7	intelligence	intelligence	NOUN
cana-4123	15	8	,	,	PUNCT
cana-4123	15	9	machine	machine	NOUN
cana-4123	15	10	learning	learning	NOUN
cana-4123	15	11	,	,	PUNCT
cana-4123	15	12	imaging	imaging	NOUN
cana-4123	15	13	modalities	modality	NOUN
cana-4123	15	14	,	,	PUNCT
cana-4123	15	15	optic	optic	ADJ
cana-4123	15	16	nerve	nerve	NOUN
cana-4123	15	17	imaging	imaging	NOUN
cana-4123	15	18	,	,	PUNCT
cana-4123	15	19	tonometry	tonometry	NOUN
cana-4123	15	20	.	.	PUNCT
cana-4123	16	1	communications	communication	NOUN
cana-4123	16	2	on	on	ADP
cana-4123	16	3	applied	apply	VERB
cana-4123	16	4	nonlinear	nonlinear	ADJ
cana-4123	16	5	analysis	analysis	NOUN
cana-4123	16	6	issn	issn	NOUN
cana-4123	16	7	:	:	PUNCT
cana-4123	16	8	1074	1074	NUM
cana-4123	16	9	-	-	PUNCT
cana-4123	16	10	133x	133x	NUM
cana-4123	16	11	vol	vol	NOUN
cana-4123	16	12	32	32	NUM
cana-4123	16	13	no	no	NOUN
cana-4123	16	14	.	.	PUNCT
cana-4123	17	1	9s	9s	NUM
cana-4123	17	2	(	(	PUNCT
cana-4123	17	3	2025	2025	NUM
cana-4123	17	4	)	)	PUNCT
cana-4123	17	5	1172	1172	NUM
cana-4123	17	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	17	7	1	1	X
cana-4123	17	8	.	.	PUNCT
cana-4123	18	1	introduction	introduction	NOUN
cana-4123	18	2	the	the	DET
cana-4123	18	3	glaucoma	glaucoma	NOUN
cana-4123	18	4	is	be	AUX
cana-4123	18	5	a	a	DET
cana-4123	18	6	series	series	NOUN
cana-4123	18	7	of	of	ADP
cana-4123	18	8	progressive	progressive	ADJ
cana-4123	18	9	optical	optical	ADJ
cana-4123	18	10	neuropathies	neuropathy	NOUN
cana-4123	18	11	,	,	PUNCT
cana-4123	18	12	constituting	constitute	VERB
cana-4123	18	13	an	an	DET
cana-4123	18	14	important	important	ADJ
cana-4123	18	15	global	global	ADJ
cana-4123	18	16	health	health	NOUN
cana-4123	18	17	burden	burden	NOUN
cana-4123	18	18	with	with	ADP
cana-4123	18	19	irreversible	irreversible	ADJ
cana-4123	18	20	vision	vision	NOUN
cana-4123	18	21	loss	loss	NOUN
cana-4123	18	22	if	if	SCONJ
cana-4123	18	23	untreated	untreated	ADJ
cana-4123	18	24	.	.	PUNCT
cana-4123	19	1	it	it	PRON
cana-4123	19	2	damages	damage	VERB
cana-4123	19	3	the	the	DET
cana-4123	19	4	optic	optic	ADJ
cana-4123	19	5	nerve	nerve	NOUN
cana-4123	19	6	over	over	ADP
cana-4123	19	7	time	time	NOUN
cana-4123	19	8	,	,	PUNCT
cana-4123	19	9	causing	cause	VERB
cana-4123	19	10	progressive	progressive	ADJ
cana-4123	19	11	damage	damage	NOUN
cana-4123	19	12	that	that	PRON
cana-4123	19	13	results	result	VERB
cana-4123	19	14	in	in	ADP
cana-4123	19	15	poor	poor	ADJ
cana-4123	19	16	vision	vision	NOUN
cana-4123	19	17	or	or	CCONJ
cana-4123	19	18	blindness	blindness	NOUN
cana-4123	19	19	.	.	PUNCT
cana-4123	20	1	indeed	indeed	ADV
cana-4123	20	2	,	,	PUNCT
cana-4123	20	3	glaucoma	glaucoma	NOUN
cana-4123	20	4	is	be	AUX
cana-4123	20	5	so	so	ADV
cana-4123	20	6	often	often	ADV
cana-4123	20	7	asymptomatic	asymptomatic	ADJ
cana-4123	20	8	in	in	ADP
cana-4123	20	9	its	its	PRON
cana-4123	20	10	early	early	ADJ
cana-4123	20	11	phases	phase	NOUN
cana-4123	20	12	that	that	PRON
cana-4123	20	13	it	it	PRON
cana-4123	20	14	has	have	AUX
cana-4123	20	15	been	be	AUX
cana-4123	20	16	dubbed	dub	VERB
cana-4123	20	17	the	the	DET
cana-4123	20	18	"	"	PUNCT
cana-4123	20	19	silent	silent	ADJ
cana-4123	20	20	thief	thief	NOUN
cana-4123	20	21	of	of	ADP
cana-4123	20	22	sight	sight	NOUN
cana-4123	20	23	,	,	PUNCT
cana-4123	20	24	"	"	PUNCT
cana-4123	20	25	because	because	SCONJ
cana-4123	20	26	a	a	DET
cana-4123	20	27	patient	patient	NOUN
cana-4123	20	28	can	can	AUX
cana-4123	20	29	lose	lose	VERB
cana-4123	20	30	a	a	DET
cana-4123	20	31	substantial	substantial	ADJ
cana-4123	20	32	proportion	proportion	NOUN
cana-4123	20	33	of	of	ADP
cana-4123	20	34	their	their	PRON
cana-4123	20	35	vision	vision	NOUN
cana-4123	20	36	before	before	SCONJ
cana-4123	20	37	they	they	PRON
cana-4123	20	38	suspect	suspect	VERB
cana-4123	20	39	that	that	SCONJ
cana-4123	20	40	they	they	PRON
cana-4123	20	41	have	have	VERB
cana-4123	20	42	it	it	PRON
cana-4123	20	43	.	.	PUNCT
cana-4123	21	1	given	give	VERB
cana-4123	21	2	that	that	SCONJ
cana-4123	21	3	about	about	ADV
cana-4123	21	4	80	80	NUM
cana-4123	21	5	million	million	NUM
cana-4123	21	6	persons	person	NOUN
cana-4123	21	7	are	be	AUX
cana-4123	21	8	expected	expect	VERB
cana-4123	21	9	to	to	PART
cana-4123	21	10	experience	experience	VERB
cana-4123	21	11	glaucoma	glaucoma	NOUN
cana-4123	21	12	by	by	ADP
cana-4123	21	13	the	the	DET
cana-4123	21	14	year	year	NOUN
cana-4123	21	15	2040	2040	NUM
cana-4123	21	16	,	,	PUNCT
cana-4123	21	17	early	early	ADJ
cana-4123	21	18	detection	detection	NOUN
cana-4123	21	19	and	and	CCONJ
cana-4123	21	20	treatment	treatment	NOUN
cana-4123	21	21	are	be	AUX
cana-4123	21	22	necessary	necessary	ADJ
cana-4123	21	23	for	for	SCONJ
cana-4123	21	24	most	most	ADJ
cana-4123	21	25	patients	patient	NOUN
cana-4123	21	26	to	to	PART
cana-4123	21	27	maintain	maintain	VERB
cana-4123	21	28	vision	vision	NOUN
cana-4123	21	29	and	and	CCONJ
cana-4123	21	30	to	to	PART
cana-4123	21	31	provide	provide	VERB
cana-4123	21	32	better	well	ADJ
cana-4123	21	33	patient	patient	ADJ
cana-4123	21	34	outcomes	outcome	NOUN
cana-4123	21	35	[	[	X
cana-4123	21	36	1	1	NUM
cana-4123	21	37	]	]	PUNCT
cana-4123	21	38	.	.	PUNCT
cana-4123	22	1	in	in	ADP
cana-4123	22	2	this	this	DET
cana-4123	22	3	study	study	NOUN
cana-4123	22	4	,	,	PUNCT
cana-4123	22	5	we	we	PRON
cana-4123	22	6	aim	aim	VERB
cana-4123	22	7	to	to	PART
cana-4123	22	8	create	create	VERB
cana-4123	22	9	and	and	CCONJ
cana-4123	22	10	evaluate	evaluate	VERB
cana-4123	22	11	a	a	DET
cana-4123	22	12	consistent	consistent	ADJ
cana-4123	22	13	computational	computational	ADJ
cana-4123	22	14	model	model	NOUN
cana-4123	22	15	for	for	ADP
cana-4123	22	16	automated	automate	VERB
cana-4123	22	17	classification	classification	NOUN
cana-4123	22	18	of	of	ADP
cana-4123	22	19	glaucoma	glaucoma	NOUN
cana-4123	22	20	with	with	ADP
cana-4123	22	21	fundus	fundus	NOUN
cana-4123	22	22	images	image	NOUN
cana-4123	22	23	,	,	PUNCT
cana-4123	22	24	which	which	PRON
cana-4123	22	25	are	be	AUX
cana-4123	22	26	captured	capture	VERB
cana-4123	22	27	by	by	ADP
cana-4123	22	28	non	non	ADJ
cana-4123	22	29	-	-	ADJ
cana-4123	22	30	invasive	invasive	ADJ
cana-4123	22	31	approaches	approach	NOUN
cana-4123	22	32	for	for	ADP
cana-4123	22	33	instance	instance	NOUN
cana-4123	22	34	fundus	fundus	NOUN
cana-4123	22	35	photography	photography	NOUN
cana-4123	22	36	,	,	PUNCT
cana-4123	22	37	deliver	deliver	VERB
cana-4123	22	38	valuable	valuable	ADJ
cana-4123	22	39	data	datum	NOUN
cana-4123	22	40	concerning	concern	VERB
cana-4123	22	41	the	the	DET
cana-4123	22	42	structure	structure	NOUN
cana-4123	22	43	of	of	ADP
cana-4123	22	44	retina	retina	NOUN
cana-4123	22	45	,	,	PUNCT
cana-4123	22	46	optic	optic	ADJ
cana-4123	22	47	nerve	nerve	NOUN
cana-4123	22	48	head	head	NOUN
cana-4123	22	49	,	,	PUNCT
cana-4123	22	50	and	and	CCONJ
cana-4123	22	51	nearby	nearby	ADJ
cana-4123	22	52	vasculature	vasculature	NOUN
cana-4123	22	53	.	.	PUNCT
cana-4123	23	1	powered	power	VERB
cana-4123	23	2	by	by	ADP
cana-4123	23	3	recent	recent	ADJ
cana-4123	23	4	developments	development	NOUN
cana-4123	23	5	in	in	ADP
cana-4123	23	6	machine	machine	NOUN
cana-4123	23	7	learning	learning	NOUN
cana-4123	23	8	,	,	PUNCT
cana-4123	23	9	image	image	NOUN
cana-4123	23	10	processing	processing	NOUN
cana-4123	23	11	and	and	CCONJ
cana-4123	23	12	other	other	ADJ
cana-4123	23	13	artificial	artificial	ADJ
cana-4123	23	14	intelligence	intelligence	NOUN
cana-4123	23	15	methods	method	NOUN
cana-4123	23	16	,	,	PUNCT
cana-4123	23	17	this	this	DET
cana-4123	23	18	analysis	analysis	NOUN
cana-4123	23	19	aims	aim	VERB
cana-4123	23	20	to	to	PART
cana-4123	23	21	investigate	investigate	VERB
cana-4123	23	22	how	how	SCONJ
cana-4123	23	23	fundus	fundus	NOUN
cana-4123	23	24	images	image	NOUN
cana-4123	23	25	can	can	AUX
cana-4123	23	26	help	help	VERB
cana-4123	23	27	in	in	ADP
cana-4123	23	28	early	early	ADJ
cana-4123	23	29	diagnosis	diagnosis	NOUN
cana-4123	23	30	[	[	X
cana-4123	23	31	3	3	NUM
cana-4123	23	32	]	]	PUNCT
cana-4123	23	33	of	of	ADP
cana-4123	23	34	glaucoma	glaucoma	NOUN
cana-4123	23	35	.	.	PUNCT
cana-4123	24	1	moreover	moreover	ADV
cana-4123	24	2	,	,	PUNCT
cana-4123	24	3	this	this	DET
cana-4123	24	4	work	work	NOUN
cana-4123	24	5	highlights	highlight	VERB
cana-4123	24	6	the	the	DET
cana-4123	24	7	existing	exist	VERB
cana-4123	24	8	knowledge	knowledge	NOUN
cana-4123	24	9	gaps	gap	NOUN
cana-4123	24	10	and	and	CCONJ
cana-4123	24	11	possible	possible	ADJ
cana-4123	24	12	future	future	ADJ
cana-4123	24	13	research	research	NOUN
cana-4123	24	14	directions	direction	NOUN
cana-4123	24	15	related	relate	VERB
cana-4123	24	16	to	to	ADP
cana-4123	24	17	glaucoma	glaucoma	NOUN
cana-4123	24	18	diagnosis	diagnosis	NOUN
cana-4123	24	19	.	.	PUNCT
cana-4123	25	1	this	this	DET
cana-4123	25	2	study	study	NOUN
cana-4123	25	3	aids	aid	NOUN
cana-4123	25	4	in	in	ADP
cana-4123	25	5	standardizing	standardize	VERB
cana-4123	25	6	protocols	protocol	NOUN
cana-4123	25	7	,	,	PUNCT
cana-4123	25	8	and	and	CCONJ
cana-4123	25	9	diagnostic	diagnostic	ADJ
cana-4123	25	10	algorithms	algorithm	NOUN
cana-4123	25	11	,	,	PUNCT
cana-4123	25	12	and	and	CCONJ
cana-4123	25	13	improves	improve	VERB
cana-4123	25	14	clinical	clinical	ADJ
cana-4123	25	15	practice	practice	NOUN
cana-4123	25	16	for	for	ADP
cana-4123	25	17	early	early	ADJ
cana-4123	25	18	detection	detection	NOUN
cana-4123	25	19	and	and	CCONJ
cana-4123	25	20	treatment	treatment	NOUN
cana-4123	25	21	of	of	ADP
cana-4123	25	22	glaucoma	glaucoma	NOUN
cana-4123	25	23	.	.	PUNCT
cana-4123	26	1	this	this	DET
cana-4123	26	2	research	research	NOUN
cana-4123	26	3	seeks	seek	VERB
cana-4123	26	4	to	to	PART
cana-4123	26	5	improve	improve	VERB
cana-4123	26	6	the	the	DET
cana-4123	26	7	future	future	NOUN
cana-4123	26	8	of	of	ADP
cana-4123	26	9	glaucoma	glaucoma	NOUN
cana-4123	26	10	detection	detection	NOUN
cana-4123	26	11	by	by	ADP
cana-4123	26	12	utilizing	utilize	VERB
cana-4123	26	13	existing	exist	VERB
cana-4123	26	14	knowledge	knowledge	NOUN
cana-4123	26	15	and	and	CCONJ
cana-4123	26	16	promoting	promote	VERB
cana-4123	26	17	interdisciplinary	interdisciplinary	ADJ
cana-4123	26	18	changes	change	NOUN
cana-4123	26	19	that	that	PRON
cana-4123	26	20	will	will	AUX
cana-4123	26	21	allow	allow	VERB
cana-4123	26	22	healthcare	healthcare	NOUN
cana-4123	26	23	practitioners	practitioner	NOUN
cana-4123	26	24	and	and	CCONJ
cana-4123	26	25	researchers	researcher	NOUN
cana-4123	26	26	to	to	PART
cana-4123	26	27	make	make	VERB
cana-4123	26	28	well	well	ADV
cana-4123	26	29	-	-	PUNCT
cana-4123	26	30	versed	verse	VERB
cana-4123	26	31	decisions	decision	NOUN
cana-4123	26	32	leading	lead	VERB
cana-4123	26	33	to	to	ADP
cana-4123	26	34	improved	improved	ADJ
cana-4123	26	35	glaucoma	glaucoma	NOUN
cana-4123	26	36	-	-	PUNCT
cana-4123	26	37	related	relate	VERB
cana-4123	26	38	vision	vision	NOUN
cana-4123	26	39	loss	loss	NOUN
cana-4123	26	40	outcomes	outcome	NOUN
cana-4123	26	41	.	.	PUNCT
cana-4123	27	1	2	2	X
cana-4123	27	2	.	.	NUM
cana-4123	27	3	related	relate	VERB
cana-4123	27	4	works	work	NOUN
cana-4123	27	5	since	since	SCONJ
cana-4123	27	6	the	the	DET
cana-4123	27	7	development	development	NOUN
cana-4123	27	8	of	of	ADP
cana-4123	27	9	today	today	NOUN
cana-4123	27	10	's	's	PART
cana-4123	27	11	eye	eye	NOUN
cana-4123	27	12	sector	sector	NOUN
cana-4123	27	13	,	,	PUNCT
cana-4123	27	14	many	many	ADJ
cana-4123	27	15	studies	study	NOUN
cana-4123	27	16	have	have	AUX
cana-4123	27	17	used	use	VERB
cana-4123	27	18	machine	machine	NOUN
cana-4123	27	19	learning	learning	NOUN
cana-4123	27	20	and	and	CCONJ
cana-4123	27	21	the	the	DET
cana-4123	27	22	deep	deep	ADJ
cana-4123	27	23	learning	learning	NOUN
cana-4123	27	24	methods	method	NOUN
cana-4123	27	25	to	to	PART
cana-4123	27	26	progress	progress	VERB
cana-4123	27	27	diagnostic	diagnostic	ADJ
cana-4123	27	28	precision	precision	NOUN
cana-4123	27	29	and	and	CCONJ
cana-4123	27	30	speed	speed	NOUN
cana-4123	27	31	of	of	ADP
cana-4123	27	32	glaucoma	glaucoma	NOUN
cana-4123	27	33	analysis	analysis	NOUN
cana-4123	27	34	built	build	VERB
cana-4123	27	35	on	on	ADP
cana-4123	27	36	fundus	fundus	NOUN
cana-4123	27	37	images	image	NOUN
cana-4123	27	38	.	.	PUNCT
cana-4123	28	1	li	li	PROPN
cana-4123	28	2	et	et	PROPN
cana-4123	28	3	al	al	PROPN
cana-4123	28	4	.	.	PROPN
cana-4123	29	1	and	and	CCONJ
cana-4123	29	2	we	we	PRON
cana-4123	29	3	all	all	PRON
cana-4123	29	4	know	know	VERB
cana-4123	29	5	also	also	ADV
cana-4123	29	6	that	that	SCONJ
cana-4123	29	7	all	all	PRON
cana-4123	29	8	et	et	VERB
cana-4123	29	9	al	al	PROPN
cana-4123	29	10	.	.	PUNCT
cana-4123	30	1	(	(	PUNCT
cana-4123	30	2	2019	2019	NUM
cana-4123	30	3	)	)	PUNCT
cana-4123	30	4	applied	apply	VERB
cana-4123	30	5	deep	deep	ADJ
cana-4123	30	6	learning	learning	NOUN
cana-4123	30	7	to	to	PART
cana-4123	30	8	train	train	VERB
cana-4123	30	9	three	three	NUM
cana-4123	30	10	different	different	ADJ
cana-4123	30	11	neural	neural	ADJ
cana-4123	30	12	networks	network	NOUN
cana-4123	30	13	classifiers	classifier	NOUN
cana-4123	30	14	on	on	ADP
cana-4123	30	15	a	a	DET
cana-4123	30	16	huge	huge	ADJ
cana-4123	30	17	fundus	fundus	NOUN
cana-4123	30	18	image	image	NOUN
cana-4123	30	19	dataset	dataset	NOUN
cana-4123	30	20	detecting	detect	VERB
cana-4123	30	21	signs	sign	NOUN
cana-4123	30	22	of	of	ADP
cana-4123	30	23	glaucoma	glaucoma	NOUN
cana-4123	30	24	(	(	PUNCT
cana-4123	30	25	i.e.	i.e.	X
cana-4123	30	26	,	,	PUNCT
cana-4123	30	27	optic	optic	ADJ
cana-4123	30	28	disc	disc	NOUN
cana-4123	30	29	cupping	cupping	NOUN
cana-4123	30	30	and	and	CCONJ
cana-4123	30	31	neuroretinas	neuroretinas	PROPN
cana-4123	30	32	rim	rim	PROPN
cana-4123	30	33	thinning	thinning	NOUN
cana-4123	30	34	)	)	PUNCT
cana-4123	30	35	.	.	PUNCT
cana-4123	31	1	this	this	DET
cana-4123	31	2	method	method	NOUN
cana-4123	31	3	facilitates	facilitate	VERB
cana-4123	31	4	automated	automate	VERB
cana-4123	31	5	glaucoma	glaucoma	NOUN
cana-4123	31	6	diagnosis	diagnosis	NOUN
cana-4123	31	7	which	which	PRON
cana-4123	31	8	is	be	AUX
cana-4123	31	9	significant	significant	ADJ
cana-4123	31	10	for	for	ADP
cana-4123	31	11	the	the	DET
cana-4123	31	12	early	early	ADJ
cana-4123	31	13	discovery	discovery	NOUN
cana-4123	31	14	of	of	ADP
cana-4123	31	15	the	the	DET
cana-4123	31	16	disease	disease	NOUN
cana-4123	31	17	[	[	X
cana-4123	31	18	19	19	NUM
cana-4123	31	19	]	]	PUNCT
cana-4123	31	20	.	.	PUNCT
cana-4123	32	1	in	in	ADP
cana-4123	32	2	another	another	DET
cana-4123	32	3	study	study	NOUN
cana-4123	32	4	,	,	PUNCT
cana-4123	32	5	kim	kim	PROPN
cana-4123	32	6	et	et	PROPN
cana-4123	32	7	al	al	PROPN
cana-4123	32	8	.	.	PUNCT
cana-4123	33	1	existing	exist	VERB
cana-4123	33	2	work	work	NOUN
cana-4123	33	3	(	(	PUNCT
cana-4123	33	4	2022	2022	NUM
cana-4123	33	5	)	)	PUNCT
cana-4123	33	6	performed	perform	VERB
cana-4123	33	7	classification	classification	NOUN
cana-4123	33	8	of	of	ADP
cana-4123	33	9	fundus	fundus	NOUN
cana-4123	33	10	images	image	NOUN
cana-4123	33	11	using	use	VERB
cana-4123	33	12	traditional	traditional	ADJ
cana-4123	33	13	machine	machine	NOUN
cana-4123	33	14	learning	learn	VERB
cana-4123	33	15	algorithms	algorithm	NOUN
cana-4123	33	16	(	(	PUNCT
cana-4123	33	17	xgboost	xgboost	ADV
cana-4123	33	18	,	,	PUNCT
cana-4123	33	19	random	random	ADJ
cana-4123	33	20	forest	forest	NOUN
cana-4123	33	21	and	and	CCONJ
cana-4123	33	22	gradient	gradient	ADJ
cana-4123	33	23	boosting	boosting	NOUN
cana-4123	33	24	)	)	PUNCT
cana-4123	33	25	based	base	VERB
cana-4123	33	26	on	on	ADP
cana-4123	33	27	features	feature	NOUN
cana-4123	33	28	for	for	ADP
cana-4123	33	29	instance	instance	NOUN
cana-4123	33	30	optic	optic	NOUN
cana-4123	33	31	disc	disc	NOUN
cana-4123	33	32	morphology	morphology	NOUN
cana-4123	33	33	and	and	CCONJ
cana-4123	33	34	cup	cup	NOUN
cana-4123	33	35	-	-	PUNCT
cana-4123	33	36	to	to	ADP
cana-4123	33	37	-	-	PUNCT
cana-4123	33	38	disc	disc	NOUN
cana-4123	33	39	relation	relation	NOUN
cana-4123	33	40	.	.	PUNCT
cana-4123	34	1	the	the	DET
cana-4123	34	2	objective	objective	NOUN
cana-4123	34	3	of	of	ADP
cana-4123	34	4	their	their	PRON
cana-4123	34	5	work	work	NOUN
cana-4123	34	6	is	be	AUX
cana-4123	34	7	to	to	PART
cana-4123	34	8	differentiate	differentiate	VERB
cana-4123	34	9	between	between	ADP
cana-4123	34	10	healthy	healthy	ADJ
cana-4123	34	11	eyes	eye	NOUN
cana-4123	34	12	and	and	CCONJ
cana-4123	34	13	glaucoma	glaucoma	NOUN
cana-4123	34	14	eyes	eye	NOUN
cana-4123	34	15	,	,	PUNCT
cana-4123	34	16	thereby	thereby	ADV
cana-4123	34	17	offering	offer	VERB
cana-4123	34	18	possibility	possibility	NOUN
cana-4123	34	19	for	for	ADP
cana-4123	34	20	better	well	ADJ
cana-4123	34	21	screening	screening	NOUN
cana-4123	34	22	[	[	X
cana-4123	34	23	20	20	NUM
cana-4123	34	24	]	]	PUNCT
cana-4123	34	25	.	.	PUNCT
cana-4123	35	1	zhang	zhang	PROPN
cana-4123	35	2	,	,	PUNCT
cana-4123	35	3	li	li	PROPN
cana-4123	35	4	&	&	CCONJ
cana-4123	35	5	tang	tang	PROPN
cana-4123	35	6	(	(	PUNCT
cana-4123	35	7	2021	2021	NUM
cana-4123	35	8	)	)	PUNCT
cana-4123	35	9	developed	develop	VERB
cana-4123	35	10	an	an	DET
cana-4123	35	11	ensemble	ensemble	ADJ
cana-4123	35	12	learning	learning	NOUN
cana-4123	35	13	approach	approach	NOUN
cana-4123	35	14	,	,	PUNCT
cana-4123	35	15	which	which	PRON
cana-4123	35	16	integrates	integrate	VERB
cana-4123	35	17	several	several	ADJ
cana-4123	35	18	classifiers	classifier	NOUN
cana-4123	35	19	,	,	PUNCT
cana-4123	35	20	e.g.	e.g.	ADV
cana-4123	35	21	,	,	PUNCT
cana-4123	35	22	random	random	ADJ
cana-4123	35	23	forest	forest	NOUN
cana-4123	35	24	,	,	PUNCT
cana-4123	35	25	gradient	gradient	ADJ
cana-4123	35	26	boosting	boosting	NOUN
cana-4123	35	27	,	,	PUNCT
cana-4123	35	28	to	to	PART
cana-4123	35	29	enhance	enhance	VERB
cana-4123	35	30	the	the	DET
cana-4123	35	31	robustness	robustness	NOUN
cana-4123	35	32	and	and	CCONJ
cana-4123	35	33	reproducibility	reproducibility	NOUN
cana-4123	35	34	of	of	ADP
cana-4123	35	35	automated	automate	VERB
cana-4123	35	36	glaucoma	glaucoma	NOUN
cana-4123	35	37	screening	screen	VERB
cana-4123	35	38	from	from	ADP
cana-4123	35	39	fundus	fundus	NOUN
cana-4123	35	40	photographs	photograph	NOUN
cana-4123	35	41	.	.	PUNCT
cana-4123	36	1	this	this	DET
cana-4123	36	2	approach	approach	NOUN
cana-4123	36	3	relies	rely	VERB
cana-4123	36	4	on	on	ADP
cana-4123	36	5	various	various	ADJ
cana-4123	36	6	learning	learning	NOUN
cana-4123	36	7	algorithms	algorithm	NOUN
cana-4123	36	8	and	and	CCONJ
cana-4123	36	9	produces	produce	VERB
cana-4123	36	10	a	a	DET
cana-4123	36	11	robust	robust	ADJ
cana-4123	36	12	classifier	classifier	NOUN
cana-4123	36	13	[	[	X
cana-4123	36	14	21	21	NUM
cana-4123	36	15	]	]	PUNCT
cana-4123	36	16	.	.	PUNCT
cana-4123	37	1	communications	communication	NOUN
cana-4123	37	2	on	on	ADP
cana-4123	37	3	applied	apply	VERB
cana-4123	37	4	nonlinear	nonlinear	ADJ
cana-4123	37	5	analysis	analysis	NOUN
cana-4123	37	6	issn	issn	NOUN
cana-4123	37	7	:	:	PUNCT
cana-4123	37	8	1074	1074	NUM
cana-4123	37	9	-	-	PUNCT
cana-4123	37	10	133x	133x	NUM
cana-4123	37	11	vol	vol	NOUN
cana-4123	37	12	32	32	NUM
cana-4123	37	13	no	no	NOUN
cana-4123	37	14	.	.	PUNCT
cana-4123	38	1	9s	9s	NUM
cana-4123	38	2	(	(	PUNCT
cana-4123	38	3	2025	2025	NUM
cana-4123	38	4	)	)	PUNCT
cana-4123	38	5	1173	1173	NUM
cana-4123	38	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	38	7	using	use	VERB
cana-4123	38	8	these	these	DET
cana-4123	38	9	strategies	strategy	NOUN
cana-4123	38	10	as	as	ADP
cana-4123	38	11	a	a	DET
cana-4123	38	12	foundation	foundation	NOUN
cana-4123	38	13	,	,	PUNCT
cana-4123	38	14	others	other	NOUN
cana-4123	38	15	have	have	AUX
cana-4123	38	16	developed	develop	VERB
cana-4123	38	17	similar	similar	ADJ
cana-4123	38	18	techniques	technique	NOUN
cana-4123	38	19	to	to	PART
cana-4123	38	20	examine	examine	VERB
cana-4123	38	21	machine	machine	NOUN
cana-4123	38	22	learning	learning	NOUN
cana-4123	38	23	applicability	applicability	NOUN
cana-4123	38	24	here	here	ADV
cana-4123	38	25	.	.	PUNCT
cana-4123	39	1	this	this	PRON
cana-4123	39	2	opens	open	VERB
cana-4123	39	3	the	the	DET
cana-4123	39	4	door	door	NOUN
cana-4123	39	5	for	for	ADP
cana-4123	39	6	more	more	ADV
cana-4123	39	7	complicated	complicated	ADJ
cana-4123	39	8	and	and	CCONJ
cana-4123	39	9	scalable	scalable	ADJ
cana-4123	39	10	diagnostics	diagnostic	NOUN
cana-4123	39	11	(	(	PUNCT
cana-4123	39	12	burlina	burlina	PROPN
cana-4123	39	13	et	et	PROPN
cana-4123	39	14	al	al	PROPN
cana-4123	39	15	.	.	PROPN
cana-4123	40	1	in	in	ADP
cana-4123	40	2	a	a	DET
cana-4123	40	3	paper	paper	NOUN
cana-4123	40	4	from	from	ADP
cana-4123	40	5	2017	2017	NUM
cana-4123	40	6	,	,	PUNCT
cana-4123	40	7	abdul	abdul	PROPN
cana-4123	40	8	salam	salam	PROPN
cana-4123	40	9	&	&	CCONJ
cana-4123	40	10	al	al	PROPN
cana-4123	40	11	-	-	PUNCT
cana-4123	40	12	hinai	hinai	PROPN
cana-4123	40	13	studied	study	VERB
cana-4123	40	14	the	the	DET
cana-4123	40	15	potential	potential	NOUN
cana-4123	40	16	of	of	ADP
cana-4123	40	17	convolutional	convolutional	ADJ
cana-4123	40	18	neural	neural	ADJ
cana-4123	40	19	networks	network	NOUN
cana-4123	40	20	(	(	PUNCT
cana-4123	40	21	cnns	cnns	PROPN
cana-4123	40	22	)	)	PUNCT
cana-4123	40	23	to	to	PART
cana-4123	40	24	learn	learn	VERB
cana-4123	40	25	hierarchical	hierarchical	ADJ
cana-4123	40	26	functions	function	NOUN
cana-4123	40	27	from	from	ADP
cana-4123	40	28	fundus	fundus	NOUN
cana-4123	40	29	images	image	NOUN
cana-4123	40	30	to	to	PART
cana-4123	40	31	perform	perform	VERB
cana-4123	40	32	automatic	automatic	ADJ
cana-4123	40	33	glaucoma	glaucoma	NOUN
cana-4123	40	34	identification	identification	NOUN
cana-4123	40	35	[	[	X
cana-4123	40	36	22	22	NUM
cana-4123	40	37	]	]	PUNCT
cana-4123	40	38	.	.	PUNCT
cana-4123	41	1	hammouche	hammouche	PROPN
cana-4123	41	2	et	et	PROPN
cana-4123	41	3	al	al	PROPN
cana-4123	41	4	.	.	PROPN
cana-4123	42	1	(	(	PUNCT
cana-4123	42	2	2020	2020	NUM
cana-4123	42	3	)	)	PUNCT
cana-4123	42	4	classified	classify	VERB
cana-4123	42	5	glaucoma	glaucoma	NOUN
cana-4123	42	6	stages	stage	NOUN
cana-4123	42	7	based	base	VERB
cana-4123	42	8	on	on	ADP
cana-4123	42	9	fundus	fundus	NOUN
cana-4123	42	10	images	image	NOUN
cana-4123	42	11	,	,	PUNCT
cana-4123	42	12	with	with	ADP
cana-4123	42	13	machine	machine	NOUN
cana-4123	42	14	learning	learning	NOUN
cana-4123	42	15	models	model	NOUN
cana-4123	42	16	being	be	AUX
cana-4123	42	17	used	use	VERB
cana-4123	42	18	to	to	PART
cana-4123	42	19	classify	classify	VERB
cana-4123	42	20	the	the	DET
cana-4123	42	21	severity	severity	NOUN
cana-4123	42	22	levels	level	NOUN
cana-4123	42	23	of	of	ADP
cana-4123	42	24	the	the	DET
cana-4123	42	25	disease	disease	NOUN
cana-4123	42	26	.	.	PUNCT
cana-4123	43	1	this	this	DET
cana-4123	43	2	study	study	NOUN
cana-4123	43	3	lays	lay	VERB
cana-4123	43	4	the	the	DET
cana-4123	43	5	groundwork	groundwork	NOUN
cana-4123	43	6	for	for	ADP
cana-4123	43	7	modifying	modify	VERB
cana-4123	43	8	treatment	treatment	NOUN
cana-4123	43	9	plans	plan	NOUN
cana-4123	43	10	grounded	ground	VERB
cana-4123	43	11	on	on	ADP
cana-4123	43	12	the	the	DET
cana-4123	43	13	harshness	harshness	NOUN
cana-4123	43	14	of	of	ADP
cana-4123	43	15	the	the	DET
cana-4123	43	16	disease	disease	NOUN
cana-4123	43	17	,	,	PUNCT
cana-4123	43	18	which	which	PRON
cana-4123	43	19	in	in	ADP
cana-4123	43	20	-	-	PUNCT
cana-4123	43	21	turn	turn	NOUN
cana-4123	43	22	can	can	AUX
cana-4123	43	23	translate	translate	VERB
cana-4123	43	24	into	into	ADP
cana-4123	43	25	management	management	NOUN
cana-4123	43	26	success	success	NOUN
cana-4123	43	27	for	for	ADP
cana-4123	43	28	the	the	DET
cana-4123	43	29	patient	patient	NOUN
cana-4123	43	30	[	[	X
cana-4123	43	31	23	23	NUM
cana-4123	43	32	]	]	PUNCT
cana-4123	43	33	.	.	PUNCT
cana-4123	44	1	mookiah	mookiah	PROPN
cana-4123	44	2	et	et	PROPN
cana-4123	44	3	al	al	PROPN
cana-4123	44	4	.	.	PROPN
cana-4123	44	5	teleophthalmology	teleophthalmology	NOUN
cana-4123	44	6	systems	system	NOUN
cana-4123	44	7	for	for	ADP
cana-4123	44	8	remote	remote	ADJ
cana-4123	44	9	fundus	fundus	NOUN
cana-4123	44	10	images	image	NOUN
cana-4123	44	11	teleophthalmology	teleophthalmology	NOUN
cana-4123	44	12	system	system	NOUN
cana-4123	44	13	integrated	integrate	VERB
cana-4123	44	14	with	with	ADP
cana-4123	44	15	machine	machine	NOUN
cana-4123	44	16	learning	learning	NOUN
cana-4123	44	17	for	for	ADP
cana-4123	44	18	preliminary	preliminary	ADJ
cana-4123	44	19	glaucoma	glaucoma	NOUN
cana-4123	44	20	valuation	valuation	NOUN
cana-4123	44	21	using	use	VERB
cana-4123	44	22	remote	remote	ADJ
cana-4123	44	23	fundus	fundus	NOUN
cana-4123	44	24	imaging	imaging	NOUN
cana-4123	44	25	have	have	AUX
cana-4123	44	26	been	be	AUX
cana-4123	44	27	developed	develop	VERB
cana-4123	44	28	by	by	ADP
cana-4123	44	29	xu	xu	PROPN
cana-4123	44	30	t	t	PROPN
cana-4123	44	31	et	et	PROPN
cana-4123	44	32	al	al	PROPN
cana-4123	44	33	.	.	PROPN
cana-4123	45	1	(	(	PUNCT
cana-4123	45	2	2017	2017	NUM
cana-4123	45	3	)	)	PUNCT
cana-4123	45	4	.	.	PUNCT
cana-4123	46	1	the	the	DET
cana-4123	46	2	eye	eye	NOUN
cana-4123	46	3	-	-	PUNCT
cana-4123	46	4	i	i	PRON
cana-4123	46	5	system	system	NOUN
cana-4123	46	6	is	be	AUX
cana-4123	46	7	made	make	VERB
cana-4123	46	8	for	for	ADP
cana-4123	46	9	high	high	ADJ
cana-4123	46	10	volume	volume	NOUN
cana-4123	46	11	population	population	NOUN
cana-4123	46	12	based	base	VERB
cana-4123	46	13	screening	screening	NOUN
cana-4123	46	14	,	,	PUNCT
cana-4123	46	15	which	which	PRON
cana-4123	46	16	is	be	AUX
cana-4123	46	17	an	an	DET
cana-4123	46	18	example	example	NOUN
cana-4123	46	19	of	of	ADP
cana-4123	46	20	the	the	DET
cana-4123	46	21	role	role	NOUN
cana-4123	46	22	of	of	ADP
cana-4123	46	23	technology	technology	NOUN
cana-4123	46	24	in	in	ADP
cana-4123	46	25	increasing	increase	VERB
cana-4123	46	26	access	access	NOUN
cana-4123	46	27	to	to	ADP
cana-4123	46	28	eye	eye	NOUN
cana-4123	46	29	health	health	NOUN
cana-4123	46	30	[	[	X
cana-4123	46	31	24	24	NUM
cana-4123	46	32	]	]	PUNCT
cana-4123	46	33	.	.	PUNCT
cana-4123	47	1	an	an	DET
cana-4123	47	2	important	important	ADJ
cana-4123	47	3	work	work	NOUN
cana-4123	47	4	led	lead	VERB
cana-4123	47	5	by	by	ADP
cana-4123	47	6	phan	phan	PROPN
cana-4123	47	7	et	et	PROPN
cana-4123	47	8	al	al	PROPN
cana-4123	47	9	.	.	PUNCT
cana-4123	48	1	in	in	ADP
cana-4123	48	2	(	(	PUNCT
cana-4123	48	3	2020	2020	NUM
cana-4123	48	4	)	)	PUNCT
cana-4123	48	5	an	an	DET
cana-4123	48	6	ensemble	ensemble	ADJ
cana-4123	48	7	learning	learning	NOUN
cana-4123	48	8	approach	approach	NOUN
cana-4123	48	9	remained	remained	AUX
cana-4123	48	10	explored	explore	VERB
cana-4123	48	11	by	by	ADP
cana-4123	48	12	combining	combine	VERB
cana-4123	48	13	multiple	multiple	ADJ
cana-4123	48	14	base	base	NOUN
cana-4123	48	15	classifiers	classifier	NOUN
cana-4123	48	16	(	(	PUNCT
cana-4123	48	17	decision	decision	NOUN
cana-4123	48	18	tree	tree	NOUN
cana-4123	48	19	,	,	PUNCT
cana-4123	48	20	support	support	VERB
cana-4123	48	21	vector	vector	NOUN
cana-4123	48	22	machine	machine	NOUN
cana-4123	48	23	,	,	PUNCT
cana-4123	48	24	neural	neural	ADJ
cana-4123	48	25	networks	network	NOUN
cana-4123	48	26	)	)	PUNCT
cana-4123	48	27	to	to	PART
cana-4123	48	28	enhance	enhance	VERB
cana-4123	48	29	the	the	DET
cana-4123	48	30	accuracy	accuracy	NOUN
cana-4123	48	31	and	and	CCONJ
cana-4123	48	32	robustness	robustness	NOUN
cana-4123	48	33	of	of	ADP
cana-4123	48	34	diagnosing	diagnose	VERB
cana-4123	48	35	glaucoma	glaucoma	NOUN
cana-4123	48	36	since	since	SCONJ
cana-4123	48	37	fundus	fundus	NOUN
cana-4123	48	38	images	image	NOUN
cana-4123	48	39	[	[	X
cana-4123	48	40	25	25	NUM
cana-4123	48	41	]	]	PUNCT
cana-4123	48	42	.	.	PUNCT
cana-4123	49	1	additionally	additionally	ADV
cana-4123	49	2	,	,	PUNCT
cana-4123	49	3	varghese	varghese	PROPN
cana-4123	49	4	et	et	PROPN
cana-4123	49	5	al	al	PROPN
cana-4123	49	6	.	.	PUNCT
cana-4123	50	1	the	the	DET
cana-4123	50	2	authors	author	NOUN
cana-4123	50	3	[	[	X
cana-4123	50	4	26	26	NUM
cana-4123	50	5	]	]	PUNCT
cana-4123	50	6	,	,	PUNCT
cana-4123	50	7	also	also	ADV
cana-4123	50	8	used	use	VERB
cana-4123	50	9	feature	feature	NOUN
cana-4123	50	10	fusion	fusion	NOUN
cana-4123	50	11	to	to	PART
cana-4123	50	12	aggregate	aggregate	VERB
cana-4123	50	13	(	(	PUNCT
cana-4123	50	14	merge	merge	NOUN
cana-4123	50	15	)	)	PUNCT
cana-4123	50	16	features	feature	NOUN
cana-4123	50	17	based	base	VERB
cana-4123	50	18	on	on	ADP
cana-4123	50	19	texture	texture	NOUN
cana-4123	50	20	,	,	PUNCT
cana-4123	50	21	shape	shape	NOUN
cana-4123	50	22	and	and	CCONJ
cana-4123	50	23	intensity	intensity	NOUN
cana-4123	50	24	-	-	PUNCT
cana-4123	50	25	based	base	VERB
cana-4123	50	26	from	from	ADP
cana-4123	50	27	fundus	fundus	NOUN
cana-4123	50	28	images	image	NOUN
cana-4123	50	29	using	use	VERB
cana-4123	50	30	machine	machine	NOUN
cana-4123	50	31	learning	learning	NOUN
cana-4123	50	32	procedures	procedure	NOUN
cana-4123	50	33	to	to	PART
cana-4123	50	34	help	help	VERB
cana-4123	50	35	in	in	ADP
cana-4123	50	36	early	early	ADJ
cana-4123	50	37	discovery	discovery	NOUN
cana-4123	50	38	of	of	ADP
cana-4123	50	39	glaucomatous	glaucomatous	ADJ
cana-4123	50	40	changes	change	NOUN
cana-4123	50	41	resulting	result	VERB
cana-4123	50	42	in	in	ADP
cana-4123	50	43	a	a	DET
cana-4123	50	44	better	well	ADJ
cana-4123	50	45	characterization	characterization	NOUN
cana-4123	50	46	of	of	ADP
cana-4123	50	47	the	the	DET
cana-4123	50	48	incipient	incipient	ADJ
cana-4123	50	49	stages	stage	NOUN
cana-4123	50	50	of	of	ADP
cana-4123	50	51	the	the	DET
cana-4123	50	52	disease	disease	NOUN
cana-4123	50	53	.	.	PUNCT
cana-4123	51	1	an	an	DET
cana-4123	51	2	alternative	alternative	ADJ
cana-4123	51	3	and	and	CCONJ
cana-4123	51	4	creative	creative	ADJ
cana-4123	51	5	strategy	strategy	NOUN
cana-4123	51	6	is	be	AUX
cana-4123	51	7	evidenced	evidence	VERB
cana-4123	51	8	by	by	ADP
cana-4123	51	9	the	the	DET
cana-4123	51	10	work	work	NOUN
cana-4123	51	11	of	of	ADP
cana-4123	51	12	cheung	cheung	PROPN
cana-4123	51	13	et	et	PROPN
cana-4123	51	14	al	al	PROPN
cana-4123	51	15	.	.	PUNCT
cana-4123	51	16	transfer	transfer	NOUN
cana-4123	51	17	learning	learning	NOUN
cana-4123	51	18	for	for	ADP
cana-4123	51	19	a	a	DET
cana-4123	51	20	pretrained	pretraine	VERB
cana-4123	51	21	deep	deep	ADJ
cana-4123	51	22	convolutional	convolutional	ADJ
cana-4123	51	23	neural	neural	ADJ
cana-4123	51	24	networks	network	NOUN
cana-4123	51	25	(	(	PUNCT
cana-4123	51	26	2020	2020	NUM
cana-4123	51	27	)	)	PUNCT
cana-4123	51	28	this	this	DET
cana-4123	51	29	approach	approach	NOUN
cana-4123	51	30	allowed	allow	VERB
cana-4123	51	31	the	the	DET
cana-4123	51	32	re	re	NOUN
cana-4123	51	33	-	-	NOUN
cana-4123	51	34	using	using	NOUN
cana-4123	51	35	of	of	ADP
cana-4123	51	36	models	model	NOUN
cana-4123	51	37	previously	previously	ADV
cana-4123	51	38	trained	train	VERB
cana-4123	51	39	with	with	ADP
cana-4123	51	40	huge	huge	ADJ
cana-4123	51	41	datasets	dataset	NOUN
cana-4123	51	42	to	to	PART
cana-4123	51	43	be	be	AUX
cana-4123	51	44	adapted	adapt	VERB
cana-4123	51	45	for	for	ADP
cana-4123	51	46	long	long	ADJ
cana-4123	51	47	-	-	PUNCT
cana-4123	51	48	range	range	NOUN
cana-4123	51	49	efficient	efficient	ADJ
cana-4123	51	50	glaucoma	glaucoma	NOUN
cana-4123	51	51	classification	classification	NOUN
cana-4123	51	52	tasks	task	NOUN
cana-4123	51	53	,	,	PUNCT
cana-4123	51	54	especially	especially	ADV
cana-4123	51	55	in	in	ADP
cana-4123	51	56	circumstances	circumstance	NOUN
cana-4123	51	57	where	where	SCONJ
cana-4123	51	58	few	few	ADJ
cana-4123	51	59	labelled	label	VERB
cana-4123	51	60	data	datum	NOUN
cana-4123	51	61	are	be	AUX
cana-4123	51	62	available	available	ADJ
cana-4123	51	63	[	[	X
cana-4123	51	64	27	27	NUM
cana-4123	51	65	]	]	PUNCT
cana-4123	51	66	.	.	PUNCT
cana-4123	52	1	extending	extend	VERB
cana-4123	52	2	the	the	DET
cana-4123	52	3	claim	claim	NOUN
cana-4123	52	4	of	of	ADP
cana-4123	52	5	machine	machine	NOUN
cana-4123	52	6	learning	learn	VERB
cana-4123	52	7	to	to	ADP
cana-4123	52	8	the	the	DET
cana-4123	52	9	discovery	discovery	NOUN
cana-4123	52	10	of	of	ADP
cana-4123	52	11	glaucoma	glaucoma	NOUN
cana-4123	52	12	,	,	PUNCT
cana-4123	52	13	rao	rao	PROPN
cana-4123	52	14	et	et	PROPN
cana-4123	52	15	al	al	PROPN
cana-4123	52	16	.	.	PUNCT
cana-4123	53	1	q	q	X
cana-4123	53	2	:	:	PUNCT
cana-4123	53	3	longitudinal	longitudinal	ADJ
cana-4123	53	4	fundus	fundus	NOUN
cana-4123	53	5	image	image	NOUN
cana-4123	53	6	to	to	PART
cana-4123	53	7	predict	predict	VERB
cana-4123	53	8	disease	disease	NOUN
cana-4123	53	9	progression	progression	NOUN
cana-4123	53	10	[	[	X
cana-4123	53	11	9	9	NUM
cana-4123	53	12	]	]	PUNCT
cana-4123	53	13	this	this	DET
cana-4123	53	14	method	method	NOUN
cana-4123	53	15	used	use	VERB
cana-4123	53	16	algorithms	algorithm	NOUN
cana-4123	53	17	to	to	PART
cana-4123	53	18	monitor	monitor	VERB
cana-4123	53	19	longitudinal	longitudinal	ADJ
cana-4123	53	20	changes	change	NOUN
cana-4123	53	21	in	in	ADP
cana-4123	53	22	optic	optic	ADJ
cana-4123	53	23	disc	disc	NOUN
cana-4123	53	24	characteristics	characteristic	NOUN
cana-4123	53	25	and	and	CCONJ
cana-4123	53	26	retinal	retinal	ADJ
cana-4123	53	27	nerve	nerve	NOUN
cana-4123	53	28	fibre	fibre	NOUN
cana-4123	53	29	layer	layer	NOUN
cana-4123	53	30	thickness	thickness	NOUN
cana-4123	53	31	to	to	PART
cana-4123	53	32	help	help	VERB
cana-4123	53	33	clinicians	clinician	NOUN
cana-4123	53	34	in	in	ADP
cana-4123	53	35	earlier	early	ADJ
cana-4123	53	36	detection	detection	NOUN
cana-4123	53	37	and	and	CCONJ
cana-4123	53	38	the	the	DET
cana-4123	53	39	initiation	initiation	NOUN
cana-4123	53	40	of	of	ADP
cana-4123	53	41	tailored	tailor	VERB
cana-4123	53	42	treatments	treatment	NOUN
cana-4123	54	1	[	[	X
cana-4123	54	2	28	28	NUM
cana-4123	54	3	]	]	PUNCT
cana-4123	54	4	.	.	PUNCT
cana-4123	55	1	ting	te	VERB
cana-4123	55	2	et	et	PROPN
cana-4123	55	3	al	al	PROPN
cana-4123	55	4	.	.	PROPN
cana-4123	56	1	(	(	PUNCT
cana-4123	56	2	2019	2019	NUM
cana-4123	56	3	)	)	PUNCT
cana-4123	56	4	provides	provide	VERB
cana-4123	56	5	a	a	DET
cana-4123	56	6	full	full	ADJ
cana-4123	56	7	overview	overview	NOUN
cana-4123	56	8	of	of	ADP
cana-4123	56	9	the	the	DET
cana-4123	56	10	disruptive	disruptive	ADJ
cana-4123	56	11	role	role	NOUN
cana-4123	56	12	of	of	ADP
cana-4123	56	13	artificial	artificial	ADJ
cana-4123	56	14	intelligence	intelligence	NOUN
cana-4123	56	15	(	(	PUNCT
cana-4123	56	16	ai	ai	NOUN
cana-4123	56	17	)	)	PUNCT
cana-4123	56	18	and	and	CCONJ
cana-4123	56	19	deep	deep	ADJ
cana-4123	56	20	learning	learning	NOUN
cana-4123	56	21	in	in	ADP
cana-4123	56	22	the	the	DET
cana-4123	56	23	delivery	delivery	NOUN
cana-4123	56	24	of	of	ADP
cana-4123	56	25	ophthalmic	ophthalmic	ADJ
cana-4123	56	26	care	care	NOUN
cana-4123	56	27	.	.	PUNCT
cana-4123	57	1	highlighting	highlight	VERB
cana-4123	57	2	the	the	DET
cana-4123	57	3	progress	progress	NOUN
cana-4123	57	4	seen	see	VERB
cana-4123	57	5	in	in	ADP
cana-4123	57	6	the	the	DET
cana-4123	57	7	field	field	NOUN
cana-4123	57	8	of	of	ADP
cana-4123	57	9	deep	deep	ADJ
cana-4123	57	10	learning	learning	NOUN
cana-4123	57	11	,	,	PUNCT
cana-4123	57	12	particularly	particularly	ADV
cana-4123	57	13	convolutional	convolutional	ADJ
cana-4123	57	14	neural	neural	ADJ
cana-4123	57	15	networks	network	NOUN
cana-4123	57	16	(	(	PUNCT
cana-4123	57	17	cnns	cnns	PROPN
cana-4123	57	18	)	)	PUNCT
cana-4123	57	19	,	,	PUNCT
cana-4123	57	20	classification	classification	NOUN
cana-4123	57	21	of	of	ADP
cana-4123	57	22	disease	disease	NOUN
cana-4123	57	23	with	with	ADP
cana-4123	57	24	an	an	DET
cana-4123	57	25	emphasis	emphasis	NOUN
cana-4123	57	26	on	on	ADP
cana-4123	57	27	ocular	ocular	ADJ
cana-4123	57	28	illnesses	illness	NOUN
cana-4123	57	29	such	such	ADJ
cana-4123	57	30	as	as	ADP
cana-4123	57	31	age	age	NOUN
cana-4123	57	32	-	-	PUNCT
cana-4123	57	33	related	relate	VERB
cana-4123	57	34	macular	macular	ADJ
cana-4123	57	35	degeneration	degeneration	NOUN
cana-4123	57	36	,	,	PUNCT
cana-4123	57	37	diabetic	diabetic	ADJ
cana-4123	57	38	retinopathy	retinopathy	NOUN
cana-4123	57	39	,	,	PUNCT
cana-4123	57	40	and	and	CCONJ
cana-4123	57	41	glaucoma	glaucoma	NOUN
cana-4123	57	42	using	use	VERB
cana-4123	57	43	medical	medical	ADJ
cana-4123	57	44	imaging	imaging	NOUN
cana-4123	57	45	data	datum	NOUN
cana-4123	57	46	[	[	X
cana-4123	57	47	29	29	NUM
cana-4123	57	48	]	]	PUNCT
cana-4123	57	49	.	.	PUNCT
cana-4123	58	1	christopher	christopher	PROPN
cana-4123	58	2	et	et	PROPN
cana-4123	58	3	al	al	PROPN
cana-4123	58	4	.	.	PROPN
cana-4123	59	1	(	(	PUNCT
cana-4123	59	2	2018	2018	NUM
cana-4123	59	3	)	)	PUNCT
cana-4123	59	4	reviews	review	VERB
cana-4123	59	5	deep	deep	ADJ
cana-4123	59	6	learning	learning	NOUN
cana-4123	59	7	approaches	approach	NOUN
cana-4123	59	8	for	for	ADP
cana-4123	59	9	noticing	notice	VERB
cana-4123	59	10	glaucomatous	glaucomatous	ADJ
cana-4123	59	11	optic	optic	ADJ
cana-4123	59	12	neuropathy	neuropathy	ADJ
cana-4123	59	13	(	(	PUNCT
cana-4123	59	14	gon	gon	PROPN
cana-4123	59	15	)	)	PUNCT
cana-4123	59	16	in	in	ADP
cana-4123	59	17	fundus	fundus	NOUN
cana-4123	59	18	images	image	NOUN
cana-4123	59	19	.	.	PUNCT
cana-4123	60	1	it	it	PRON
cana-4123	60	2	compares	compare	VERB
cana-4123	60	3	various	various	ADJ
cana-4123	60	4	cnn	cnn	PROPN
cana-4123	60	5	architectures	architecture	NOUN
cana-4123	60	6	and	and	CCONJ
cana-4123	60	7	the	the	DET
cana-4123	60	8	advantages	advantage	NOUN
cana-4123	60	9	of	of	ADP
cana-4123	60	10	using	use	VERB
cana-4123	60	11	transfer	transfer	NOUN
cana-4123	60	12	learning	learning	NOUN
cana-4123	60	13	in	in	ADP
cana-4123	60	14	nature	nature	NOUN
cana-4123	60	15	.	.	PUNCT
cana-4123	61	1	transfer	transfer	NOUN
cana-4123	61	2	learning	learning	NOUN
cana-4123	61	3	can	can	AUX
cana-4123	61	4	improve	improve	VERB
cana-4123	61	5	the	the	DET
cana-4123	61	6	performance	performance	NOUN
cana-4123	61	7	of	of	ADP
cana-4123	61	8	deep	deep	ADJ
cana-4123	61	9	learning	learning	NOUN
cana-4123	61	10	models	model	NOUN
cana-4123	61	11	used	use	VERB
cana-4123	61	12	for	for	ADP
cana-4123	61	13	gon	gon	NOUN
cana-4123	61	14	detection	detection	NOUN
cana-4123	61	15	by	by	ADP
cana-4123	61	16	utilizing	utilize	VERB
cana-4123	61	17	learned	learn	VERB
cana-4123	61	18	features	feature	NOUN
cana-4123	61	19	from	from	ADP
cana-4123	61	20	previously	previously	ADV
cana-4123	61	21	developed	develop	VERB
cana-4123	61	22	datasets	dataset	NOUN
cana-4123	61	23	.	.	PUNCT
cana-4123	62	1	it	it	PRON
cana-4123	62	2	stresses	stress	VERB
cana-4123	62	3	the	the	DET
cana-4123	62	4	need	need	NOUN
cana-4123	62	5	to	to	PART
cana-4123	62	6	choose	choose	VERB
cana-4123	62	7	suitable	suitable	ADJ
cana-4123	62	8	gon	gon	NOUN
cana-4123	62	9	detection	detection	NOUN
cana-4123	62	10	specific	specific	ADJ
cana-4123	62	11	deep	deep	ADJ
cana-4123	62	12	learning	learning	NOUN
cana-4123	62	13	approaches	approach	NOUN
cana-4123	62	14	for	for	ADP
cana-4123	62	15	precise	precise	ADJ
cana-4123	62	16	communications	communication	NOUN
cana-4123	62	17	on	on	ADP
cana-4123	62	18	applied	apply	VERB
cana-4123	62	19	nonlinear	nonlinear	ADJ
cana-4123	62	20	analysis	analysis	NOUN
cana-4123	62	21	issn	issn	NOUN
cana-4123	62	22	:	:	PUNCT
cana-4123	62	23	1074	1074	NUM
cana-4123	62	24	-	-	PUNCT
cana-4123	62	25	133x	133x	NUM
cana-4123	62	26	vol	vol	NOUN
cana-4123	62	27	32	32	NUM
cana-4123	62	28	no	no	NOUN
cana-4123	62	29	.	.	PUNCT
cana-4123	63	1	9s	9s	NUM
cana-4123	63	2	(	(	PUNCT
cana-4123	63	3	2025	2025	NUM
cana-4123	63	4	)	)	PUNCT
cana-4123	63	5	1174	1174	NUM
cana-4123	63	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	63	7	detection	detection	NOUN
cana-4123	63	8	which	which	PRON
cana-4123	63	9	would	would	AUX
cana-4123	63	10	contribute	contribute	VERB
cana-4123	63	11	towards	towards	ADP
cana-4123	63	12	improving	improve	VERB
cana-4123	63	13	the	the	DET
cana-4123	63	14	value	value	NOUN
cana-4123	63	15	of	of	ADP
cana-4123	63	16	patient	patient	ADJ
cana-4123	63	17	upkeep	upkeep	NOUN
cana-4123	63	18	and	and	CCONJ
cana-4123	63	19	outcome	outcome	NOUN
cana-4123	63	20	in	in	ADP
cana-4123	63	21	glaucoma	glaucoma	NOUN
cana-4123	63	22	detection	detection	NOUN
cana-4123	63	23	.	.	PUNCT
cana-4123	64	1	[	[	X
cana-4123	64	2	30	30	NUM
cana-4123	64	3	]	]	PUNCT
cana-4123	64	4	.	.	PUNCT
cana-4123	65	1	the	the	DET
cana-4123	65	2	study	study	NOUN
cana-4123	65	3	by	by	ADP
cana-4123	65	4	liu	liu	PROPN
cana-4123	65	5	et	et	PROPN
cana-4123	65	6	al	al	PROPN
cana-4123	65	7	.	.	PROPN
cana-4123	65	8	(	(	PUNCT
cana-4123	65	9	2019	2019	NUM
cana-4123	65	10	)	)	PUNCT
cana-4123	65	11	the	the	DET
cana-4123	65	12	researchers	researcher	NOUN
cana-4123	65	13	sought	seek	VERB
cana-4123	65	14	to	to	PART
cana-4123	65	15	fill	fill	VERB
cana-4123	65	16	the	the	DET
cana-4123	65	17	gap	gap	NOUN
cana-4123	65	18	of	of	ADP
cana-4123	65	19	needing	need	VERB
cana-4123	65	20	precise	precise	ADJ
cana-4123	65	21	and	and	CCONJ
cana-4123	65	22	accurate	accurate	ADJ
cana-4123	65	23	methods	method	NOUN
cana-4123	65	24	for	for	ADP
cana-4123	65	25	detecting	detect	VERB
cana-4123	65	26	glaucomatous	glaucomatous	ADJ
cana-4123	65	27	optic	optic	NOUN
cana-4123	65	28	neuropathy	neuropathy	ADJ
cana-4123	65	29	,	,	PUNCT
cana-4123	65	30	a	a	DET
cana-4123	65	31	vital	vital	ADJ
cana-4123	65	32	feature	feature	NOUN
cana-4123	65	33	of	of	ADP
cana-4123	65	34	glaucoma	glaucoma	NOUN
cana-4123	65	35	,	,	PUNCT
cana-4123	65	36	in	in	ADP
cana-4123	65	37	fundus	fundus	NOUN
cana-4123	65	38	photographs	photograph	NOUN
cana-4123	65	39	.	.	PUNCT
cana-4123	66	1	the	the	DET
cana-4123	66	2	deep	deep	ADJ
cana-4123	66	3	learning	learning	NOUN
cana-4123	66	4	algorithm	algorithm	NOUN
cana-4123	66	5	was	be	AUX
cana-4123	66	6	trained	train	VERB
cana-4123	66	7	on	on	ADP
cana-4123	66	8	this	this	DET
cana-4123	66	9	large	large	ADJ
cana-4123	66	10	dataset	dataset	NOUN
cana-4123	66	11	of	of	ADP
cana-4123	66	12	fundus	fundus	NOUN
cana-4123	66	13	photographs	photograph	NOUN
cana-4123	66	14	which	which	PRON
cana-4123	66	15	included	include	VERB
cana-4123	66	16	both	both	CCONJ
cana-4123	66	17	normal	normal	ADJ
cana-4123	66	18	and	and	CCONJ
cana-4123	66	19	glaucomatous	glaucomatous	ADJ
cana-4123	66	20	eyes	eye	NOUN
cana-4123	66	21	,	,	PUNCT
cana-4123	66	22	enabling	enable	VERB
cana-4123	66	23	the	the	DET
cana-4123	66	24	model	model	NOUN
cana-4123	66	25	to	to	PART
cana-4123	66	26	identify	identify	VERB
cana-4123	66	27	complex	complex	ADJ
cana-4123	66	28	shapes	shape	NOUN
cana-4123	66	29	and	and	CCONJ
cana-4123	66	30	features	feature	NOUN
cana-4123	66	31	related	relate	VERB
cana-4123	66	32	with	with	ADP
cana-4123	66	33	the	the	DET
cana-4123	66	34	disease	disease	NOUN
cana-4123	66	35	.	.	PUNCT
cana-4123	67	1	after	after	ADP
cana-4123	67	2	thorough	thorough	ADJ
cana-4123	67	3	validation	validation	NOUN
cana-4123	67	4	,	,	PUNCT
cana-4123	67	5	the	the	DET
cana-4123	67	6	researchers	researcher	NOUN
cana-4123	67	7	have	have	AUX
cana-4123	67	8	proven	prove	VERB
cana-4123	67	9	that	that	SCONJ
cana-4123	67	10	the	the	DET
cana-4123	67	11	deep	deep	ADJ
cana-4123	67	12	learning	learning	NOUN
cana-4123	67	13	system	system	NOUN
cana-4123	67	14	was	be	AUX
cana-4123	67	15	able	able	ADJ
cana-4123	67	16	to	to	PART
cana-4123	67	17	achieve	achieve	VERB
cana-4123	67	18	a	a	DET
cana-4123	67	19	promising	promising	ADJ
cana-4123	67	20	performance	performance	NOUN
cana-4123	67	21	in	in	ADP
cana-4123	67	22	detecting	detect	VERB
cana-4123	67	23	glaucomatous	glaucomatous	ADJ
cana-4123	67	24	optic	optic	NOUN
cana-4123	67	25	neuropathy	neuropathy	ADJ
cana-4123	67	26	with	with	ADP
cana-4123	67	27	an	an	DET
cana-4123	67	28	automated	automate	VERB
cana-4123	67	29	tool	tool	NOUN
cana-4123	67	30	that	that	PRON
cana-4123	67	31	showed	show	VERB
cana-4123	67	32	potential	potential	NOUN
cana-4123	67	33	for	for	ADP
cana-4123	67	34	glaucoma	glaucoma	NOUN
cana-4123	67	35	diagnosis	diagnosis	NOUN
cana-4123	67	36	[	[	X
cana-4123	67	37	31	31	NUM
cana-4123	67	38	]	]	PUNCT
cana-4123	67	39	.	.	PUNCT
cana-4123	68	1	gómez	gómez	PROPN
cana-4123	68	2	-	-	PUNCT
cana-4123	68	3	valverde	valverde	PROPN
cana-4123	68	4	et	et	PROPN
cana-4123	68	5	al	al	PROPN
cana-4123	68	6	offer	offer	VERB
cana-4123	68	7	an	an	DET
cana-4123	68	8	example	example	NOUN
cana-4123	68	9	of	of	ADP
cana-4123	68	10	this	this	PRON
cana-4123	68	11	in	in	ADP
cana-4123	68	12	their	their	PRON
cana-4123	68	13	study	study	NOUN
cana-4123	68	14	.	.	PUNCT
cana-4123	69	1	they	they	PRON
cana-4123	69	2	had	have	VERB
cana-4123	69	3	work	work	NOUN
cana-4123	69	4	(	(	PUNCT
cana-4123	69	5	2019	2019	NUM
cana-4123	69	6	)	)	PUNCT
cana-4123	69	7	to	to	PART
cana-4123	69	8	improve	improve	VERB
cana-4123	69	9	the	the	DET
cana-4123	69	10	diagnosis	diagnosis	NOUN
cana-4123	69	11	of	of	ADP
cana-4123	69	12	glaucoma	glaucoma	NOUN
cana-4123	69	13	by	by	ADP
cana-4123	69	14	targeted	target	VERB
cana-4123	69	15	convolutional	convolutional	ADJ
cana-4123	69	16	neural	neural	ADJ
cana-4123	69	17	networks	network	NOUN
cana-4123	69	18	(	(	PUNCT
cana-4123	69	19	cnns	cnns	PROPN
cana-4123	69	20	)	)	PUNCT
cana-4123	69	21	and	and	CCONJ
cana-4123	69	22	transfer	transfer	VERB
cana-4123	69	23	learning	learning	NOUN
cana-4123	69	24	on	on	ADP
cana-4123	69	25	color	color	ADJ
cana-4123	69	26	fundus	fundus	NOUN
cana-4123	69	27	images	image	NOUN
cana-4123	69	28	.	.	PUNCT
cana-4123	70	1	in	in	ADP
cana-4123	70	2	their	their	PRON
cana-4123	70	3	approach	approach	NOUN
cana-4123	70	4	,	,	PUNCT
cana-4123	70	5	the	the	DET
cana-4123	70	6	cnn	cnn	PROPN
cana-4123	70	7	was	be	AUX
cana-4123	70	8	trained	train	VERB
cana-4123	70	9	on	on	ADP
cana-4123	70	10	a	a	DET
cana-4123	70	11	hefty	hefty	ADJ
cana-4123	70	12	data	data	NOUN
cana-4123	70	13	-	-	PUNCT
cana-4123	70	14	set	set	NOUN
cana-4123	70	15	that	that	PRON
cana-4123	70	16	included	include	VERB
cana-4123	70	17	both	both	DET
cana-4123	70	18	ordinary	ordinary	ADJ
cana-4123	70	19	and	and	CCONJ
cana-4123	70	20	glaucomatous	glaucomatous	ADJ
cana-4123	70	21	cases	case	NOUN
cana-4123	70	22	,	,	PUNCT
cana-4123	70	23	letting	let	VERB
cana-4123	70	24	the	the	DET
cana-4123	70	25	model	model	NOUN
cana-4123	70	26	learn	learn	VERB
cana-4123	70	27	complex	complex	ADJ
cana-4123	70	28	patterns	pattern	NOUN
cana-4123	70	29	and	and	CCONJ
cana-4123	70	30	characteristics	characteristic	NOUN
cana-4123	70	31	indicative	indicative	ADJ
cana-4123	70	32	of	of	ADP
cana-4123	70	33	the	the	DET
cana-4123	70	34	illness	illness	NOUN
cana-4123	70	35	.	.	PUNCT
cana-4123	71	1	after	after	ADP
cana-4123	71	2	severe	severe	ADJ
cana-4123	71	3	authentication	authentication	NOUN
cana-4123	71	4	,	,	PUNCT
cana-4123	71	5	these	these	DET
cana-4123	71	6	authors	author	NOUN
cana-4123	71	7	demonstrated	demonstrate	VERB
cana-4123	71	8	ability	ability	NOUN
cana-4123	71	9	of	of	ADP
cana-4123	71	10	their	their	PRON
cana-4123	71	11	deep	deep	ADJ
cana-4123	71	12	learning	learning	NOUN
cana-4123	71	13	technique	technique	NOUN
cana-4123	71	14	to	to	PART
cana-4123	71	15	accurately	accurately	ADV
cana-4123	71	16	classify	classify	VERB
cana-4123	71	17	glaucoma	glaucoma	NOUN
cana-4123	71	18	,	,	PUNCT
cana-4123	71	19	representing	represent	VERB
cana-4123	71	20	a	a	DET
cana-4123	71	21	novel	novel	ADJ
cana-4123	71	22	application	application	NOUN
cana-4123	71	23	of	of	ADP
cana-4123	71	24	automated	automate	VERB
cana-4123	71	25	glaucoma	glaucoma	NOUN
cana-4123	71	26	diagnosis	diagnosis	NOUN
cana-4123	71	27	and	and	CCONJ
cana-4123	71	28	enabling	enable	VERB
cana-4123	71	29	timely	timely	ADJ
cana-4123	71	30	screening	screening	NOUN
cana-4123	71	31	and	and	CCONJ
cana-4123	71	32	intervention	intervention	NOUN
cana-4123	71	33	for	for	ADP
cana-4123	71	34	this	this	DET
cana-4123	71	35	important	important	ADJ
cana-4123	71	36	condition[39	condition[39	NOUN
cana-4123	71	37	]	]	PUNCT
cana-4123	71	38	.	.	PUNCT
cana-4123	72	1	sidhu	sidhu	NOUN
cana-4123	72	2	and	and	CCONJ
cana-4123	72	3	mansoori	mansoori	NOUN
cana-4123	72	4	(	(	PUNCT
cana-4123	72	5	2024	2024	NUM
cana-4123	72	6	)	)	PUNCT
cana-4123	72	7	explore	explore	VERB
cana-4123	72	8	the	the	DET
cana-4123	72	9	field	field	NOUN
cana-4123	72	10	of	of	ADP
cana-4123	72	11	glaucoma	glaucoma	NOUN
cana-4123	72	12	identification	identification	NOUN
cana-4123	72	13	,	,	PUNCT
cana-4123	72	14	utilizing	utilize	VERB
cana-4123	72	15	ai	ai	VERB
cana-4123	72	16	methods	method	NOUN
cana-4123	72	17	on	on	ADP
cana-4123	72	18	color	color	ADJ
cana-4123	72	19	fundus	fundus	NOUN
cana-4123	72	20	images	image	NOUN
cana-4123	72	21	.	.	PUNCT
cana-4123	73	1	his	his	PRON
cana-4123	73	2	team	team	NOUN
cana-4123	73	3	's	's	PART
cana-4123	73	4	study	study	NOUN
cana-4123	73	5	,	,	PUNCT
cana-4123	73	6	which	which	PRON
cana-4123	73	7	appeared	appear	VERB
cana-4123	73	8	in	in	ADP
cana-4123	73	9	the	the	DET
cana-4123	73	10	indian	indian	ADJ
cana-4123	73	11	journal	journal	PROPN
cana-4123	73	12	of	of	ADP
cana-4123	73	13	ophthalmology	ophthalmology	NOUN
cana-4123	73	14	,	,	PUNCT
cana-4123	73	15	aims	aim	VERB
cana-4123	73	16	to	to	PART
cana-4123	73	17	harness	harness	VERB
cana-4123	73	18	the	the	DET
cana-4123	73	19	power	power	NOUN
cana-4123	73	20	of	of	ADP
cana-4123	73	21	ai	ai	VERB
cana-4123	73	22	to	to	PART
cana-4123	73	23	improve	improve	VERB
cana-4123	73	24	glaucoma	glaucoma	NOUN
cana-4123	73	25	diagnosis	diagnosis	NOUN
cana-4123	73	26	.	.	PUNCT
cana-4123	74	1	the	the	DET
cana-4123	74	2	researchers	researcher	NOUN
cana-4123	74	3	are	be	AUX
cana-4123	74	4	using	use	VERB
cana-4123	74	5	color	color	NOUN
cana-4123	74	6	fundus	fundus	NOUN
cana-4123	74	7	images	image	NOUN
cana-4123	74	8	together	together	ADV
cana-4123	74	9	with	with	ADP
cana-4123	74	10	sophisticated	sophisticated	ADJ
cana-4123	74	11	algorithms	algorithm	NOUN
cana-4123	74	12	aiming	aim	VERB
cana-4123	74	13	to	to	PART
cana-4123	74	14	develop	develop	VERB
cana-4123	74	15	a	a	DET
cana-4123	74	16	reliable	reliable	ADJ
cana-4123	74	17	method	method	NOUN
cana-4123	74	18	for	for	ADP
cana-4123	74	19	detecting	detect	VERB
cana-4123	74	20	signs	sign	NOUN
cana-4123	74	21	of	of	ADP
cana-4123	74	22	glaucoma	glaucoma	NOUN
cana-4123	74	23	.	.	PUNCT
cana-4123	75	1	such	such	ADJ
cana-4123	75	2	innovative	innovative	ADJ
cana-4123	75	3	strategies	strategy	NOUN
cana-4123	75	4	may	may	AUX
cana-4123	75	5	aid	aid	VERB
cana-4123	75	6	in	in	ADP
cana-4123	75	7	earlier	early	ADJ
cana-4123	75	8	detection	detection	NOUN
cana-4123	75	9	and	and	CCONJ
cana-4123	75	10	prevention	prevention	NOUN
cana-4123	75	11	of	of	ADP
cana-4123	75	12	the	the	DET
cana-4123	75	13	disease	disease	NOUN
cana-4123	75	14	,	,	PUNCT
cana-4123	75	15	which	which	PRON
cana-4123	75	16	may	may	AUX
cana-4123	75	17	improve	improve	VERB
cana-4123	75	18	patient	patient	ADJ
cana-4123	75	19	outcomes	outcome	NOUN
cana-4123	75	20	[	[	X
cana-4123	75	21	40	40	NUM
cana-4123	75	22	]	]	PUNCT
cana-4123	75	23	.	.	PUNCT
cana-4123	76	1	co	co	PROPN
cana-4123	76	2	publication	publication	PROPN
cana-4123	76	3	review	review	PROPN
cana-4123	76	4	:	:	PUNCT
cana-4123	76	5	kanse	kanse	NOUN
cana-4123	76	6	and	and	CCONJ
cana-4123	76	7	yadav	yadav	PROPN
cana-4123	76	8	(	(	PUNCT
cana-4123	76	9	2019)–the	2019)–the	DET
cana-4123	76	10	use	use	NOUN
cana-4123	76	11	of	of	ADP
cana-4123	76	12	retinal	retinal	ADJ
cana-4123	76	13	fundus	fundus	NOUN
cana-4123	76	14	images	image	NOUN
cana-4123	76	15	for	for	ADP
cana-4123	76	16	recognition	recognition	NOUN
cana-4123	76	17	of	of	ADP
cana-4123	76	18	glaucoma	glaucoma	NOUN
cana-4123	76	19	–	–	PUNCT
cana-4123	76	20	a	a	DET
cana-4123	76	21	review	review	NOUN
cana-4123	76	22	and	and	CCONJ
cana-4123	76	23	study	study	VERB
cana-4123	76	24	satyam	satyam	NOUN
cana-4123	77	1	parashar2023	parashar2023	PROPN
cana-4123	77	2	-	-	PUNCT
cana-4123	77	3	10	10	NUM
cana-4123	77	4	-	-	SYM
cana-4123	77	5	12	12	NUM
cana-4123	77	6	it	it	PRON
cana-4123	77	7	represents	represent	VERB
cana-4123	77	8	a	a	DET
cana-4123	77	9	thorough	thorough	ADJ
cana-4123	77	10	review	review	NOUN
cana-4123	77	11	of	of	ADP
cana-4123	77	12	approaches	approach	NOUN
cana-4123	77	13	and	and	CCONJ
cana-4123	77	14	approaches	approach	NOUN
cana-4123	77	15	used	use	VERB
cana-4123	77	16	in	in	ADP
cana-4123	77	17	the	the	DET
cana-4123	77	18	area	area	NOUN
cana-4123	77	19	to	to	ADP
cana-4123	77	20	fine	fine	ADJ
cana-4123	77	21	-	-	PUNCT
cana-4123	77	22	tune	tune	NOUN
cana-4123	77	23	functionalities	functionality	NOUN
cana-4123	77	24	and	and	CCONJ
cana-4123	77	25	faces	face	VERB
cana-4123	77	26	various	various	ADJ
cana-4123	77	27	challenges	challenge	NOUN
cana-4123	77	28	to	to	ADP
cana-4123	77	29	harnessing	harness	VERB
cana-4123	77	30	retinal	retinal	ADJ
cana-4123	77	31	imaging	imaging	NOUN
cana-4123	77	32	for	for	ADP
cana-4123	77	33	glaucoma	glaucoma	NOUN
cana-4123	77	34	detection	detection	NOUN
cana-4123	77	35	.	.	PUNCT
cana-4123	78	1	the	the	DET
cana-4123	78	2	authors	author	NOUN
cana-4123	78	3	synthesise	synthesise	VERB
cana-4123	78	4	the	the	DET
cana-4123	78	5	current	current	ADJ
cana-4123	78	6	state	state	NOUN
cana-4123	78	7	of	of	ADP
cana-4123	78	8	research	research	NOUN
cana-4123	78	9	and	and	CCONJ
cana-4123	78	10	subsequently	subsequently	ADV
cana-4123	78	11	,	,	PUNCT
cana-4123	78	12	share	share	VERB
cana-4123	78	13	their	their	PRON
cana-4123	78	14	own	own	ADJ
cana-4123	78	15	findings	finding	NOUN
cana-4123	78	16	as	as	SCONJ
cana-4123	78	17	they	they	PRON
cana-4123	78	18	relate	relate	VERB
cana-4123	78	19	to	to	ADP
cana-4123	78	20	how	how	SCONJ
cana-4123	78	21	intelligent	intelligent	ADJ
cana-4123	78	22	systems	system	NOUN
cana-4123	78	23	may	may	AUX
cana-4123	78	24	assist	assist	VERB
cana-4123	78	25	with	with	ADP
cana-4123	78	26	the	the	DET
cana-4123	78	27	detection	detection	NOUN
cana-4123	78	28	and	and	CCONJ
cana-4123	78	29	management	management	NOUN
cana-4123	78	30	of	of	ADP
cana-4123	78	31	the	the	DET
cana-4123	78	32	disease	disease	NOUN
cana-4123	78	33	as	as	ADV
cana-4123	78	34	early	early	ADV
cana-4123	78	35	as	as	ADP
cana-4123	78	36	possible	possible	ADJ
cana-4123	78	37	to	to	PART
cana-4123	78	38	better	well	ADJ
cana-4123	78	39	the	the	DET
cana-4123	78	40	outcome	outcome	NOUN
cana-4123	78	41	of	of	ADP
cana-4123	78	42	the	the	DET
cana-4123	78	43	patient	patient	NOUN
cana-4123	78	44	[	[	X
cana-4123	78	45	42	42	NUM
cana-4123	78	46	]	]	PUNCT
cana-4123	78	47	.	.	PUNCT
cana-4123	79	1	on	on	ADP
cana-4123	79	2	the	the	DET
cana-4123	79	3	other	other	ADJ
cana-4123	79	4	hand	hand	NOUN
cana-4123	79	5	,	,	PUNCT
cana-4123	79	6	when	when	SCONJ
cana-4123	79	7	we	we	PRON
cana-4123	79	8	begin	begin	VERB
cana-4123	79	9	to	to	PART
cana-4123	79	10	search	search	VERB
cana-4123	79	11	about	about	ADP
cana-4123	79	12	the	the	DET
cana-4123	79	13	studies	study	NOUN
cana-4123	79	14	in	in	ADP
cana-4123	79	15	the	the	DET
cana-4123	79	16	discovery	discovery	NOUN
cana-4123	79	17	of	of	ADP
cana-4123	79	18	glaucoma	glaucoma	NOUN
cana-4123	79	19	after	after	ADP
cana-4123	79	20	retinal	retinal	ADJ
cana-4123	79	21	or	or	CCONJ
cana-4123	79	22	fundus	fundus	NOUN
cana-4123	79	23	images	image	NOUN
cana-4123	79	24	,	,	PUNCT
cana-4123	79	25	a	a	DET
cana-4123	79	26	highly	highly	ADV
cana-4123	79	27	diverse	diverse	ADJ
cana-4123	79	28	body	body	NOUN
cana-4123	79	29	of	of	ADP
cana-4123	79	30	literature	literature	NOUN
cana-4123	79	31	emerges	emerge	VERB
cana-4123	79	32	due	due	ADP
cana-4123	79	33	to	to	ADP
cana-4123	79	34	the	the	DET
cana-4123	79	35	number	number	NOUN
cana-4123	79	36	of	of	ADP
cana-4123	79	37	ongoing	ongoing	ADJ
cana-4123	79	38	work	work	NOUN
cana-4123	79	39	to	to	ADP
cana-4123	79	40	the	the	DET
cana-4123	79	41	automate	automate	NOUN
cana-4123	79	42	these	these	DET
cana-4123	79	43	diagnosis	diagnosis	NOUN
cana-4123	79	44	process	process	NOUN
cana-4123	79	45	.	.	PUNCT
cana-4123	80	1	the	the	DET
cana-4123	80	2	papers	paper	NOUN
cana-4123	80	3	executed	execute	VERB
cana-4123	80	4	vary	vary	VERB
cana-4123	80	5	from	from	ADP
cana-4123	80	6	exploratory	exploratory	ADJ
cana-4123	80	7	studies	study	NOUN
cana-4123	80	8	of	of	ADP
cana-4123	80	9	new	new	ADJ
cana-4123	80	10	image	image	NOUN
cana-4123	80	11	processing	processing	NOUN
cana-4123	80	12	approaches	approach	NOUN
cana-4123	80	13	,	,	PUNCT
cana-4123	80	14	the	the	DET
cana-4123	80	15	utilization	utilization	NOUN
cana-4123	80	16	of	of	ADP
cana-4123	80	17	new	new	ADJ
cana-4123	80	18	machine	machine	NOUN
cana-4123	80	19	learning	learning	NOUN
cana-4123	80	20	methods	method	NOUN
cana-4123	80	21	,	,	PUNCT
cana-4123	80	22	and	and	CCONJ
cana-4123	80	23	the	the	DET
cana-4123	80	24	use	use	NOUN
cana-4123	80	25	of	of	ADP
cana-4123	80	26	multi	multi	ADJ
cana-4123	80	27	-	-	ADJ
cana-4123	80	28	modal	modal	ADJ
cana-4123	80	29	imaging	imaging	NOUN
cana-4123	80	30	information	information	NOUN
cana-4123	80	31	.	.	PUNCT
cana-4123	81	1	each	each	DET
cana-4123	81	2	paper	paper	NOUN
cana-4123	81	3	although	although	SCONJ
cana-4123	81	4	bringing	bring	VERB
cana-4123	81	5	its	its	PRON
cana-4123	81	6	own	own	ADJ
cana-4123	81	7	advancements	advancement	NOUN
cana-4123	81	8	and	and	CCONJ
cana-4123	81	9	insights	insight	NOUN
cana-4123	81	10	to	to	ADP
cana-4123	81	11	the	the	DET
cana-4123	81	12	field	field	NOUN
cana-4123	81	13	emphasizes	emphasize	VERB
cana-4123	81	14	the	the	DET
cana-4123	81	15	collaborative	collaborative	ADJ
cana-4123	81	16	search	search	NOUN
cana-4123	81	17	for	for	ADP
cana-4123	81	18	improved	improved	ADJ
cana-4123	81	19	technologies	technology	NOUN
cana-4123	81	20	to	to	PART
cana-4123	81	21	detect	detect	VERB
cana-4123	81	22	glaucoma	glaucoma	NOUN
cana-4123	81	23	as	as	ADP
cana-4123	81	24	an	an	DET
cana-4123	81	25	inherently	inherently	ADV
cana-4123	81	26	interdisciplinary	interdisciplinary	ADJ
cana-4123	81	27	area	area	NOUN
cana-4123	81	28	of	of	ADP
cana-4123	81	29	research	research	NOUN
cana-4123	81	30	.	.	PUNCT
cana-4123	82	1	3	3	X
cana-4123	82	2	.	.	NUM
cana-4123	82	3	proposed	propose	VERB
cana-4123	82	4	methodology	methodology	NOUN
cana-4123	82	5	to	to	PART
cana-4123	82	6	achieve	achieve	VERB
cana-4123	82	7	the	the	DET
cana-4123	82	8	best	good	ADJ
cana-4123	82	9	performance	performance	NOUN
cana-4123	82	10	,	,	PUNCT
cana-4123	82	11	we	we	PRON
cana-4123	82	12	are	be	AUX
cana-4123	82	13	implementing	implement	VERB
cana-4123	82	14	a	a	DET
cana-4123	82	15	novel	novel	ADJ
cana-4123	82	16	cnn	cnn	NOUN
cana-4123	82	17	architecture	architecture	NOUN
cana-4123	82	18	efficientnetv2	efficientnetv2	NOUN
cana-4123	82	19	for	for	ADP
cana-4123	82	20	our	our	PRON
cana-4123	82	21	glaucoma	glaucoma	NOUN
cana-4123	82	22	detection	detection	NOUN
cana-4123	82	23	system	system	NOUN
cana-4123	82	24	.	.	PUNCT
cana-4123	83	1	efficientnetv2	efficientnetv2	PROPN
cana-4123	83	2	uses	use	VERB
cana-4123	83	3	compound	compound	NOUN
cana-4123	83	4	scaling	scaling	NOUN
cana-4123	83	5	that	that	PRON
cana-4123	83	6	stabilizes	stabilize	VERB
cana-4123	83	7	network	network	NOUN
cana-4123	83	8	depth	depth	NOUN
cana-4123	83	9	,	,	PUNCT
cana-4123	83	10	communications	communication	NOUN
cana-4123	83	11	on	on	ADP
cana-4123	83	12	applied	apply	VERB
cana-4123	83	13	nonlinear	nonlinear	ADJ
cana-4123	83	14	analysis	analysis	NOUN
cana-4123	83	15	issn	issn	NOUN
cana-4123	83	16	:	:	PUNCT
cana-4123	83	17	1074	1074	NUM
cana-4123	83	18	-	-	PUNCT
cana-4123	83	19	133x	133x	NUM
cana-4123	83	20	vol	vol	NOUN
cana-4123	83	21	32	32	NUM
cana-4123	83	22	no	no	NOUN
cana-4123	83	23	.	.	PUNCT
cana-4123	84	1	9s	9s	NUM
cana-4123	84	2	(	(	PUNCT
cana-4123	84	3	2025	2025	NUM
cana-4123	84	4	)	)	PUNCT
cana-4123	84	5	1175	1175	NUM
cana-4123	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	84	7	width	width	NOUN
cana-4123	84	8	,	,	PUNCT
cana-4123	84	9	and	and	CCONJ
cana-4123	84	10	resolution	resolution	NOUN
cana-4123	84	11	to	to	PART
cana-4123	84	12	attain	attain	VERB
cana-4123	84	13	the	the	DET
cana-4123	84	14	strongest	strong	ADJ
cana-4123	84	15	accuracy	accuracy	NOUN
cana-4123	84	16	while	while	SCONJ
cana-4123	84	17	minimizing	minimize	VERB
cana-4123	84	18	computational	computational	ADJ
cana-4123	84	19	cost	cost	NOUN
cana-4123	84	20	.	.	PUNCT
cana-4123	85	1	while	while	SCONJ
cana-4123	85	2	regular	regular	ADJ
cana-4123	85	3	deep	deep	ADJ
cana-4123	85	4	learning	learning	NOUN
cana-4123	85	5	models	model	NOUN
cana-4123	85	6	scale	scale	VERB
cana-4123	85	7	only	only	ADV
cana-4123	85	8	one	one	NUM
cana-4123	85	9	axis	axis	NOUN
cana-4123	85	10	,	,	PUNCT
cana-4123	85	11	efficientnetv2	efficientnetv2	NOUN
cana-4123	85	12	uniformly	uniformly	ADV
cana-4123	85	13	scales	scale	VERB
cana-4123	85	14	all	all	DET
cana-4123	85	15	three	three	NUM
cana-4123	85	16	axes	axis	NOUN
cana-4123	85	17	,	,	PUNCT
cana-4123	85	18	making	make	VERB
cana-4123	85	19	it	it	PRON
cana-4123	85	20	a	a	DET
cana-4123	85	21	much	much	ADV
cana-4123	85	22	more	more	ADJ
cana-4123	85	23	resource	resource	NOUN
cana-4123	85	24	-	-	PUNCT
cana-4123	85	25	efficient	efficient	ADJ
cana-4123	85	26	and	and	CCONJ
cana-4123	85	27	scalable	scalable	ADJ
cana-4123	85	28	model	model	NOUN
cana-4123	85	29	for	for	ADP
cana-4123	85	30	building	build	VERB
cana-4123	85	31	large	large	ADJ
cana-4123	85	32	medical	medical	ADJ
cana-4123	85	33	image	image	NOUN
cana-4123	85	34	datasets	dataset	NOUN
cana-4123	85	35	.	.	PUNCT
cana-4123	86	1	such	such	ADJ
cana-4123	86	2	keeps	keep	VERB
cana-4123	86	3	it	it	PRON
cana-4123	86	4	appropriate	appropriate	ADJ
cana-4123	86	5	for	for	ADP
cana-4123	86	6	subcellular	subcellular	ADJ
cana-4123	86	7	feature	feature	NOUN
cana-4123	86	8	extraction	extraction	NOUN
cana-4123	86	9	for	for	ADP
cana-4123	86	10	fine	fine	ADJ
cana-4123	86	11	level	level	NOUN
cana-4123	86	12	resolution	resolution	NOUN
cana-4123	86	13	mainly	mainly	ADV
cana-4123	86	14	in	in	ADP
cana-4123	86	15	detecting	detect	VERB
cana-4123	86	16	glaucoma	glaucoma	NOUN
cana-4123	86	17	by	by	ADP
cana-4123	86	18	analyzing	analyze	VERB
cana-4123	86	19	retinal	retinal	ADJ
cana-4123	86	20	images	image	NOUN
cana-4123	86	21	in	in	ADP
cana-4123	86	22	terms	term	NOUN
cana-4123	86	23	of	of	ADP
cana-4123	86	24	retinal	retinal	ADJ
cana-4123	86	25	nerve	nerve	NOUN
cana-4123	86	26	fibre	fibre	NOUN
cana-4123	86	27	layer	layer	NOUN
cana-4123	86	28	thinning	thinning	NOUN
cana-4123	86	29	,	,	PUNCT
cana-4123	86	30	and	and	CCONJ
cana-4123	86	31	optic	optic	ADJ
cana-4123	86	32	nerve	nerve	NOUN
cana-4123	86	33	cupping	cupping	NOUN
cana-4123	86	34	[	[	X
cana-4123	86	35	10	10	NUM
cana-4123	86	36	]	]	PUNCT
cana-4123	86	37	.	.	PUNCT
cana-4123	87	1	thanks	thank	NOUN
cana-4123	87	2	to	to	ADP
cana-4123	87	3	its	its	PRON
cana-4123	87	4	efficiency	efficiency	NOUN
cana-4123	87	5	and	and	CCONJ
cana-4123	87	6	low	low	ADJ
cana-4123	87	7	computation	computation	NOUN
cana-4123	87	8	,	,	PUNCT
cana-4123	87	9	efficientnetv2	efficientnetv2	PROPN
cana-4123	87	10	optimizes	optimize	VERB
cana-4123	87	11	early	early	ADJ
cana-4123	87	12	identification	identification	NOUN
cana-4123	87	13	and	and	CCONJ
cana-4123	87	14	supervision	supervision	NOUN
cana-4123	87	15	of	of	ADP
cana-4123	87	16	glaucoma	glaucoma	NOUN
cana-4123	87	17	,	,	PUNCT
cana-4123	87	18	and	and	CCONJ
cana-4123	87	19	given	give	VERB
cana-4123	87	20	the	the	DET
cana-4123	87	21	depth	depth	NOUN
cana-4123	87	22	and	and	CCONJ
cana-4123	87	23	demands	demand	NOUN
cana-4123	87	24	of	of	ADP
cana-4123	87	25	common	common	ADJ
cana-4123	87	26	deep	deep	ADJ
cana-4123	87	27	learning	learning	NOUN
cana-4123	87	28	models	model	NOUN
cana-4123	87	29	,	,	PUNCT
cana-4123	87	30	reduces	reduce	VERB
cana-4123	87	31	complexity	complexity	NOUN
cana-4123	87	32	and	and	CCONJ
cana-4123	87	33	resources	resource	NOUN
cana-4123	87	34	3.1	3.1	NUM
cana-4123	87	35	.	.	PUNCT
cana-4123	88	1	framework	framework	NOUN
cana-4123	88	2	of	of	ADP
cana-4123	88	3	the	the	DET
cana-4123	88	4	proposed	propose	VERB
cana-4123	88	5	glaucoma	glaucoma	NOUN
cana-4123	88	6	detection	detection	NOUN
cana-4123	88	7	system	system	NOUN
cana-4123	88	8	the	the	DET
cana-4123	88	9	approach	approach	NOUN
cana-4123	88	10	for	for	ADP
cana-4123	88	11	detecting	detect	VERB
cana-4123	88	12	glaucoma	glaucoma	NOUN
cana-4123	88	13	is	be	AUX
cana-4123	88	14	based	base	VERB
cana-4123	88	15	on	on	ADP
cana-4123	88	16	efficientnetv2	efficientnetv2	PROPN
cana-4123	88	17	storage	storage	NOUN
cana-4123	88	18	model	model	NOUN
cana-4123	88	19	.	.	PUNCT
cana-4123	89	1	it	it	PRON
cana-4123	89	2	is	be	AUX
cana-4123	89	3	a	a	DET
cana-4123	89	4	3	3	NUM
cana-4123	89	5	-	-	PUNCT
cana-4123	89	6	stage	stage	NOUN
cana-4123	89	7	procedure	procedure	NOUN
cana-4123	89	8	including	include	VERB
cana-4123	89	9	image	image	NOUN
cana-4123	89	10	preprocessing	preprocessing	NOUN
cana-4123	89	11	,	,	PUNCT
cana-4123	89	12	feature	feature	NOUN
cana-4123	89	13	extraction	extraction	NOUN
cana-4123	89	14	and	and	CCONJ
cana-4123	89	15	classification	classification	NOUN
cana-4123	89	16	.	.	PUNCT
cana-4123	90	1	efficientnetv2	efficientnetv2	PROPN
cana-4123	90	2	model	model	NOUN
cana-4123	90	3	used	use	VERB
cana-4123	90	4	in	in	ADP
cana-4123	90	5	this	this	DET
cana-4123	90	6	study	study	NOUN
cana-4123	90	7	detects	detect	VERB
cana-4123	90	8	structural	structural	ADJ
cana-4123	90	9	changes	change	NOUN
cana-4123	90	10	associated	associate	VERB
cana-4123	90	11	with	with	ADP
cana-4123	90	12	glaucoma	glaucoma	NOUN
cana-4123	90	13	using	use	VERB
cana-4123	90	14	retinal	retinal	ADJ
cana-4123	90	15	images	image	NOUN
cana-4123	90	16	from	from	ADP
cana-4123	90	17	modalities	modality	NOUN
cana-4123	90	18	such	such	ADJ
cana-4123	90	19	as	as	ADP
cana-4123	90	20	fundus	fundus	NOUN
cana-4123	90	21	photography	photography	NOUN
cana-4123	90	22	.	.	PUNCT
cana-4123	91	1	•	•	NUM
cana-4123	91	2	data	datum	NOUN
cana-4123	91	3	preprocessing	preprocessing	NOUN
cana-4123	91	4	:	:	PUNCT
cana-4123	91	5	the	the	DET
cana-4123	91	6	retinal	retinal	ADJ
cana-4123	91	7	images	image	NOUN
cana-4123	91	8	are	be	AUX
cana-4123	91	9	normalized	normalize	VERB
cana-4123	91	10	and	and	CCONJ
cana-4123	91	11	resized	resize	VERB
cana-4123	91	12	to	to	PART
cana-4123	91	13	avoid	avoid	VERB
cana-4123	91	14	any	any	DET
cana-4123	91	15	inconsistency	inconsistency	NOUN
cana-4123	91	16	in	in	ADP
cana-4123	91	17	the	the	DET
cana-4123	91	18	data	datum	NOUN
cana-4123	91	19	.	.	PUNCT
cana-4123	92	1	this	this	PRON
cana-4123	92	2	helps	help	VERB
cana-4123	92	3	the	the	DET
cana-4123	92	4	model	model	NOUN
cana-4123	92	5	generalize	generalize	VERB
cana-4123	92	6	better	well	ADV
cana-4123	92	7	the	the	DET
cana-4123	92	8	local	local	ADJ
cana-4123	92	9	variation	variation	NOUN
cana-4123	92	10	of	of	ADP
cana-4123	92	11	the	the	DET
cana-4123	92	12	image	image	NOUN
cana-4123	92	13	quality	quality	NOUN
cana-4123	92	14	•	•	NUM
cana-4123	92	15	feature	feature	NOUN
cana-4123	92	16	extraction	extraction	NOUN
cana-4123	92	17	:	:	PUNCT
cana-4123	92	18	the	the	DET
cana-4123	92	19	efficientnet	efficientnet	NOUN
cana-4123	92	20	is	be	AUX
cana-4123	92	21	first	first	ADV
cana-4123	92	22	pretrained	pretraine	VERB
cana-4123	92	23	on	on	ADP
cana-4123	92	24	largescale	largescale	NOUN
cana-4123	92	25	image	image	NOUN
cana-4123	92	26	datasets	dataset	NOUN
cana-4123	92	27	,	,	PUNCT
cana-4123	92	28	then	then	ADV
cana-4123	92	29	tweaked	tweak	VERB
cana-4123	92	30	to	to	PART
cana-4123	92	31	perform	perform	VERB
cana-4123	92	32	features	feature	NOUN
cana-4123	92	33	extraction	extraction	NOUN
cana-4123	92	34	from	from	ADP
cana-4123	92	35	retinal	retinal	ADJ
cana-4123	92	36	images	image	NOUN
cana-4123	92	37	such	such	ADJ
cana-4123	92	38	as	as	ADP
cana-4123	92	39	optic	optic	ADJ
cana-4123	92	40	nerve	nerve	NOUN
cana-4123	92	41	cupping	cupping	NOUN
cana-4123	92	42	,	,	PUNCT
cana-4123	92	43	rnfl	rnfl	NOUN
cana-4123	92	44	thickness	thickness	NOUN
cana-4123	92	45	and	and	CCONJ
cana-4123	92	46	other	other	ADJ
cana-4123	92	47	changes	change	NOUN
cana-4123	92	48	which	which	PRON
cana-4123	92	49	are	be	AUX
cana-4123	92	50	relevant	relevant	ADJ
cana-4123	92	51	.	.	PUNCT
cana-4123	93	1	•	•	NUM
cana-4123	93	2	classification	classification	NOUN
cana-4123	93	3	:	:	PUNCT
cana-4123	93	4	the	the	DET
cana-4123	93	5	model	model	NOUN
cana-4123	93	6	categorized	categorize	VERB
cana-4123	93	7	distinct	distinct	ADJ
cana-4123	93	8	images	image	NOUN
cana-4123	93	9	under	under	ADP
cana-4123	93	10	the	the	DET
cana-4123	93	11	glaucoma	glaucoma	NOUN
cana-4123	93	12	or	or	CCONJ
cana-4123	93	13	nonglaucoma	nonglaucoma	ADJ
cana-4123	93	14	labels	label	NOUN
cana-4123	93	15	,	,	PUNCT
cana-4123	93	16	based	base	VERB
cana-4123	93	17	upon	upon	SCONJ
cana-4123	93	18	the	the	DET
cana-4123	93	19	features	feature	NOUN
cana-4123	93	20	extracted	extract	VERB
cana-4123	93	21	.	.	PUNCT
cana-4123	94	1	3.2	3.2	NUM
cana-4123	94	2	.	.	PUNCT
cana-4123	95	1	feature	feature	NOUN
cana-4123	95	2	selection	selection	NOUN
cana-4123	95	3	methods	method	NOUN
cana-4123	95	4	•	•	ADP
cana-4123	95	5	to	to	PART
cana-4123	95	6	increase	increase	VERB
cana-4123	95	7	the	the	DET
cana-4123	95	8	precision	precision	NOUN
cana-4123	95	9	of	of	ADP
cana-4123	95	10	glaucoma	glaucoma	NOUN
cana-4123	95	11	recognition	recognition	NOUN
cana-4123	95	12	and	and	CCONJ
cana-4123	95	13	reduce	reduce	VERB
cana-4123	95	14	complexity	complexity	NOUN
cana-4123	95	15	of	of	ADP
cana-4123	95	16	the	the	DET
cana-4123	95	17	model	model	NOUN
cana-4123	95	18	,	,	PUNCT
cana-4123	95	19	feature	feature	NOUN
cana-4123	95	20	selection	selection	NOUN
cana-4123	95	21	techniques	technique	NOUN
cana-4123	95	22	are	be	AUX
cana-4123	95	23	employed	employ	VERB
cana-4123	95	24	:	:	PUNCT
cana-4123	95	25	•	•	NUM
cana-4123	95	26	cup	cup	NOUN
cana-4123	95	27	-	-	PUNCT
cana-4123	95	28	to	to	ADP
cana-4123	95	29	-	-	PUNCT
cana-4123	95	30	disc	disc	NOUN
cana-4123	95	31	ratio	ratio	NOUN
cana-4123	95	32	(	(	PUNCT
cana-4123	95	33	cdr	cdr	NOUN
cana-4123	95	34	)	)	PUNCT
cana-4123	95	35	calculation	calculation	NOUN
cana-4123	95	36	:	:	PUNCT
cana-4123	95	37	the	the	DET
cana-4123	95	38	cup	cup	NOUN
cana-4123	95	39	-	-	PUNCT
cana-4123	95	40	to	to	ADP
cana-4123	95	41	-	-	PUNCT
cana-4123	95	42	disc	disc	NOUN
cana-4123	95	43	relation	relation	NOUN
cana-4123	95	44	remains	remains	AUX
cana-4123	95	45	automatically	automatically	ADV
cana-4123	95	46	computed	compute	VERB
cana-4123	95	47	from	from	ADP
cana-4123	95	48	segmented	segment	VERB
cana-4123	95	49	optic	optic	ADJ
cana-4123	95	50	nerve	nerve	NOUN
cana-4123	95	51	images	image	NOUN
cana-4123	95	52	using	use	VERB
cana-4123	95	53	the	the	DET
cana-4123	95	54	formula	formula	NOUN
cana-4123	95	55	:	:	PUNCT
cana-4123	95	56	cdr	cdr	NOUN
cana-4123	95	57	=	=	PUNCT
cana-4123	95	58	diameter	diameter	NOUN
cana-4123	95	59	of	of	ADP
cana-4123	95	60	the	the	DET
cana-4123	95	61	disc	disc	NOUN
cana-4123	95	62	diameter	diameter	NOUN
cana-4123	95	63	of	of	ADP
cana-4123	95	64	the	the	DET
cana-4123	95	65	cup	cup	NOUN
cana-4123	95	66	`	`	PUNCT
cana-4123	95	67	(	(	PUNCT
cana-4123	95	68	1	1	NUM
cana-4123	95	69	)	)	PUNCT
cana-4123	95	70	•	•	NUM
cana-4123	95	71	count	count	NOUN
cana-4123	95	72	relation	relation	NOUN
cana-4123	95	73	:	:	PUNCT
cana-4123	95	74	this	this	PRON
cana-4123	95	75	is	be	AUX
cana-4123	95	76	a	a	DET
cana-4123	95	77	seminal	seminal	ADJ
cana-4123	95	78	parameter	parameter	NOUN
cana-4123	95	79	in	in	ADP
cana-4123	95	80	evaluating	evaluate	VERB
cana-4123	95	81	the	the	DET
cana-4123	95	82	development	development	NOUN
cana-4123	95	83	of	of	ADP
cana-4123	95	84	glaucoma	glaucoma	NOUN
cana-4123	95	85	as	as	ADP
cana-4123	95	86	an	an	DET
cana-4123	95	87	increasing	increase	VERB
cana-4123	95	88	ratio	ratio	NOUN
cana-4123	95	89	indicates	indicate	VERB
cana-4123	95	90	optic	optic	ADJ
cana-4123	95	91	nerve	nerve	NOUN
cana-4123	95	92	damage	damage	NOUN
cana-4123	95	93	•	•	NUM
cana-4123	95	94	peripapillary	peripapillary	ADJ
cana-4123	95	95	rnfl	rnfl	NOUN
cana-4123	95	96	thickness	thickness	NOUN
cana-4123	95	97	–	–	PUNCT
cana-4123	95	98	automatic	automatic	ADJ
cana-4123	95	99	segmentation	segmentation	NOUN
cana-4123	95	100	of	of	ADP
cana-4123	95	101	peripapillary	peripapillary	ADJ
cana-4123	95	102	rnfl	rnfl	PROPN
cana-4123	95	103	thickness	thickness	NOUN
cana-4123	95	104	,	,	PUNCT
cana-4123	95	105	which	which	PRON
cana-4123	95	106	aids	aid	VERB
cana-4123	95	107	detection	detection	NOUN
cana-4123	95	108	of	of	ADP
cana-4123	95	109	initial	initial	ADJ
cana-4123	95	110	glaucomatous	glaucomatous	ADJ
cana-4123	95	111	changes	change	NOUN
cana-4123	95	112	using	use	VERB
cana-4123	95	113	the	the	DET
cana-4123	95	114	state	state	NOUN
cana-4123	95	115	-	-	PUNCT
cana-4123	95	116	of	of	ADP
cana-4123	95	117	-	-	PUNCT
cana-4123	95	118	the	the	DET
cana-4123	95	119	-	-	PUNCT
cana-4123	95	120	art	art	NOUN
cana-4123	95	121	edge	edge	NOUN
cana-4123	95	122	detection	detection	NOUN
cana-4123	95	123	of	of	ADP
cana-4123	95	124	efficientnetv2	efficientnetv2	NOUN
cana-4123	95	125	to	to	PART
cana-4123	95	126	ensure	ensure	VERB
cana-4123	95	127	that	that	SCONJ
cana-4123	95	128	the	the	DET
cana-4123	95	129	thickness	thickness	NOUN
cana-4123	95	130	measurement	measurement	NOUN
cana-4123	95	131	is	be	AUX
cana-4123	95	132	accurate	accurate	ADJ
cana-4123	95	133	.	.	PUNCT
cana-4123	96	1	figure	figure	NOUN
cana-4123	96	2	1	1	NUM
cana-4123	96	3	.	.	PUNCT
cana-4123	96	4	proposed	propose	VERB
cana-4123	96	5	framework	framework	NOUN
cana-4123	96	6	communications	communication	NOUN
cana-4123	96	7	on	on	ADP
cana-4123	96	8	applied	apply	VERB
cana-4123	96	9	nonlinear	nonlinear	ADJ
cana-4123	96	10	analysis	analysis	NOUN
cana-4123	96	11	issn	issn	NOUN
cana-4123	96	12	:	:	PUNCT
cana-4123	96	13	1074	1074	NUM
cana-4123	96	14	-	-	PUNCT
cana-4123	96	15	133x	133x	NUM
cana-4123	96	16	vol	vol	NOUN
cana-4123	96	17	32	32	NUM
cana-4123	96	18	no	no	NOUN
cana-4123	96	19	.	.	PUNCT
cana-4123	97	1	9s	9s	NUM
cana-4123	97	2	(	(	PUNCT
cana-4123	97	3	2025	2025	NUM
cana-4123	97	4	)	)	PUNCT
cana-4123	97	5	1176	1176	NUM
cana-4123	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	97	7	figure	figure	NOUN
cana-4123	97	8	2	2	NUM
cana-4123	97	9	.	.	PUNCT
cana-4123	97	10	dataset	dataset	VERB
cana-4123	97	11	3.3	3.3	NUM
cana-4123	97	12	.	.	PUNCT
cana-4123	98	1	dataset	dataset	VERB
cana-4123	98	2	retinal	retinal	ADJ
cana-4123	98	3	images	image	NOUN
cana-4123	98	4	publicly	publicly	ADV
cana-4123	98	5	available	available	ADJ
cana-4123	98	6	were	be	AUX
cana-4123	98	7	used	use	VERB
cana-4123	98	8	.	.	PUNCT
cana-4123	99	1	the	the	DET
cana-4123	99	2	dataset	dataset	NOUN
cana-4123	99	3	includes	include	VERB
cana-4123	99	4	images	image	NOUN
cana-4123	99	5	of	of	ADP
cana-4123	99	6	both	both	DET
cana-4123	99	7	glaucoma	glaucoma	NOUN
cana-4123	99	8	and	and	CCONJ
cana-4123	99	9	nonglaucoma	nonglaucoma	ADJ
cana-4123	99	10	.	.	PUNCT
cana-4123	100	1	the	the	DET
cana-4123	100	2	database	database	NOUN
cana-4123	100	3	includes	include	VERB
cana-4123	100	4	images	image	NOUN
cana-4123	100	5	together	together	ADV
cana-4123	100	6	with	with	ADP
cana-4123	100	7	clinical	clinical	ADJ
cana-4123	100	8	data	datum	NOUN
cana-4123	100	9	such	such	ADJ
cana-4123	100	10	as	as	ADP
cana-4123	100	11	a	a	DET
cana-4123	100	12	retinal	retinal	ADJ
cana-4123	100	13	nerve	nerve	NOUN
cana-4123	100	14	fiber	fiber	NOUN
cana-4123	100	15	layer	layer	NOUN
cana-4123	100	16	(	(	PUNCT
cana-4123	100	17	rnfl	rnfl	NOUN
cana-4123	100	18	)	)	PUNCT
cana-4123	100	19	thickness	thickness	NOUN
cana-4123	100	20	.	.	PUNCT
cana-4123	101	1	dataset	dataset	ADJ
cana-4123	101	2	parameters	parameter	NOUN
cana-4123	101	3	and	and	CCONJ
cana-4123	101	4	features	feature	NOUN
cana-4123	101	5	:	:	PUNCT
cana-4123	101	6	•images	•image	NOUN
cana-4123	101	7	—	—	PUNCT
cana-4123	101	8	fundus	fundus	X
cana-4123	101	9	high	high	ADJ
cana-4123	101	10	-	-	PUNCT
cana-4123	101	11	definition	definition	NOUN
cana-4123	101	12	images	image	NOUN
cana-4123	101	13	where	where	SCONJ
cana-4123	101	14	the	the	DET
cana-4123	101	15	structural	structural	ADJ
cana-4123	101	16	variations	variation	NOUN
cana-4123	101	17	of	of	ADP
cana-4123	101	18	optic	optic	ADJ
cana-4123	101	19	nerve	nerve	NOUN
cana-4123	101	20	and	and	CCONJ
cana-4123	101	21	retina	retina	NOUN
cana-4123	101	22	can	can	AUX
cana-4123	101	23	be	be	AUX
cana-4123	101	24	observed	observe	VERB
cana-4123	101	25	.	.	PUNCT
cana-4123	102	1	•labels	•label	NOUN
cana-4123	102	2	:	:	PUNCT
cana-4123	102	3	each	each	DET
cana-4123	102	4	image	image	NOUN
cana-4123	102	5	is	be	AUX
cana-4123	102	6	annotated	annotate	VERB
cana-4123	102	7	to	to	PART
cana-4123	102	8	be	be	AUX
cana-4123	102	9	of	of	ADP
cana-4123	102	10	a	a	DET
cana-4123	102	11	glaucomatous	glaucomatous	ADJ
cana-4123	102	12	or	or	CCONJ
cana-4123	102	13	a	a	DET
cana-4123	102	14	non	non	ADJ
cana-4123	102	15	-	-	ADJ
cana-4123	102	16	glaucomatous	glaucomatous	ADJ
cana-4123	102	17	eye	eye	NOUN
cana-4123	102	18	.	.	PUNCT
cana-4123	103	1	•cup	•cup	PROPN
cana-4123	103	2	-	-	PUNCT
cana-4123	103	3	to	to	ADP
cana-4123	103	4	-	-	PUNCT
cana-4123	103	5	disc	disc	NOUN
cana-4123	103	6	ratio	ratio	NOUN
cana-4123	103	7	(	(	PUNCT
cana-4123	103	8	cdr	cdr	PROPN
cana-4123	103	9	):	):	PUNCT
cana-4123	103	10	an	an	DET
cana-4123	103	11	important	important	ADJ
cana-4123	103	12	measure	measure	NOUN
cana-4123	103	13	of	of	ADP
cana-4123	103	14	the	the	DET
cana-4123	103	15	optical	optical	ADJ
cana-4123	103	16	nerve	nerve	NOUN
cana-4123	103	17	damage	damage	NOUN
cana-4123	103	18	that	that	PRON
cana-4123	103	19	is	be	AUX
cana-4123	103	20	calculated	calculate	VERB
cana-4123	103	21	from	from	ADP
cana-4123	103	22	images	image	NOUN
cana-4123	103	23	of	of	ADP
cana-4123	103	24	the	the	DET
cana-4123	103	25	optic	optic	NOUN
cana-4123	103	26	nerve	nerve	NOUN
cana-4123	103	27	automatically	automatically	ADV
cana-4123	103	28	.	.	PUNCT
cana-4123	104	1	•rnfl	•rnfl	PROPN
cana-4123	104	2	thickness	thickness	NOUN
cana-4123	104	3	:	:	PUNCT
cana-4123	104	4	used	use	VERB
cana-4123	104	5	to	to	PART
cana-4123	104	6	evaluate	evaluate	VERB
cana-4123	104	7	early	early	ADJ
cana-4123	104	8	glaucomatous	glaucomatous	ADJ
cana-4123	104	9	changes	change	NOUN
cana-4123	104	10	.	.	PUNCT
cana-4123	105	1	•it	•it	X
cana-4123	105	2	steps	step	NOUN
cana-4123	105	3	involved	involve	VERB
cana-4123	105	4	data	datum	NOUN
cana-4123	105	5	preprocessing	preprocessing	NOUN
cana-4123	105	6	,	,	PUNCT
cana-4123	105	7	normalization	normalization	NOUN
cana-4123	105	8	and	and	CCONJ
cana-4123	105	9	splitting	splitting	NOUN
cana-4123	105	10	of	of	ADP
cana-4123	105	11	data	datum	NOUN
cana-4123	105	12	into	into	ADP
cana-4123	105	13	train	train	NOUN
cana-4123	105	14	,	,	PUNCT
cana-4123	105	15	validation	validation	NOUN
cana-4123	105	16	and	and	CCONJ
cana-4123	105	17	test	test	NOUN
cana-4123	105	18	set	set	VERB
cana-4123	105	19	to	to	PART
cana-4123	105	20	ensure	ensure	VERB
cana-4123	105	21	balanced	balanced	ADJ
cana-4123	105	22	representation	representation	NOUN
cana-4123	105	23	during	during	ADP
cana-4123	105	24	efficientnetv2	efficientnetv2	PROPN
cana-4123	105	25	model	model	NOUN
cana-4123	105	26	and	and	CCONJ
cana-4123	105	27	other	other	ADJ
cana-4123	105	28	classifier	classifier	NOUN
cana-4123	105	29	trained	train	VERB
cana-4123	105	30	.	.	PUNCT
cana-4123	106	1	3.3.1	3.3.1	NUM
cana-4123	106	2	distribution	distribution	NOUN
cana-4123	106	3	of	of	ADP
cana-4123	106	4	glaucoma	glaucoma	NOUN
cana-4123	106	5	presence	presence	NOUN
cana-4123	106	6	in	in	ADP
cana-4123	106	7	the	the	DET
cana-4123	106	8	dataset	dataset	NOUN
cana-4123	106	9	bar	bar	NOUN
cana-4123	106	10	plot	plot	NOUN
cana-4123	106	11	showing	show	VERB
cana-4123	106	12	the	the	DET
cana-4123	106	13	distribution	distribution	NOUN
cana-4123	106	14	of	of	ADP
cana-4123	106	15	glaucoma	glaucoma	NOUN
cana-4123	106	16	cases	case	NOUN
cana-4123	106	17	in	in	ADP
cana-4123	106	18	a	a	DET
cana-4123	106	19	dataset	dataset	NOUN
cana-4123	106	20	(	(	PUNCT
cana-4123	106	21	left	leave	VERB
cana-4123	106	22	:	:	PUNCT
cana-4123	106	23	normal	normal	ADJ
cana-4123	106	24	,	,	PUNCT
cana-4123	106	25	right	right	ADJ
cana-4123	106	26	:	:	PUNCT
cana-4123	106	27	glaucoma	glaucoma	NOUN
cana-4123	106	28	)	)	PUNCT
cana-4123	106	29	the	the	DET
cana-4123	106	30	x	x	ADJ
cana-4123	106	31	-	-	ADJ
cana-4123	106	32	axis	axis	ADJ
cana-4123	106	33	denotes	denote	NOUN
cana-4123	106	34	the	the	DET
cana-4123	106	35	two	two	NUM
cana-4123	106	36	classes	class	NOUN
cana-4123	106	37	that	that	PRON
cana-4123	106	38	our	our	PRON
cana-4123	106	39	target	target	NOUN
cana-4123	106	40	variable	variable	NOUN
cana-4123	106	41	can	can	AUX
cana-4123	106	42	take	take	VERB
cana-4123	106	43	:	:	PUNCT
cana-4123	106	44	"	"	PUNCT
cana-4123	106	45	glaucoma	glaucoma	NOUN
cana-4123	106	46	present	present	NOUN
cana-4123	106	47	"	"	PUNCT
cana-4123	106	48	or	or	CCONJ
cana-4123	106	49	"	"	PUNCT
cana-4123	106	50	glaucoma	glaucoma	NOUN
cana-4123	106	51	not	not	PART
cana-4123	106	52	present	present	ADJ
cana-4123	106	53	,	,	PUNCT
cana-4123	106	54	"	"	PUNCT
cana-4123	106	55	and	and	CCONJ
cana-4123	106	56	y	y	PROPN
cana-4123	106	57	,	,	PUNCT
cana-4123	106	58	counts	count	NOUN
cana-4123	106	59	of	of	ADP
cana-4123	106	60	observations	observation	NOUN
cana-4123	106	61	per	per	ADP
cana-4123	106	62	class	class	NOUN
cana-4123	106	63	.	.	PUNCT
cana-4123	107	1	this	this	DET
cana-4123	107	2	plot	plot	NOUN
cana-4123	107	3	shows	show	VERB
cana-4123	107	4	the	the	DET
cana-4123	107	5	relative	relative	ADJ
cana-4123	107	6	frequency	frequency	NOUN
cana-4123	107	7	of	of	ADP
cana-4123	107	8	occurrences	occurrence	NOUN
cana-4123	107	9	of	of	ADP
cana-4123	107	10	glaucoma	glaucoma	NOUN
cana-4123	107	11	against	against	ADP
cana-4123	107	12	all	all	DET
cana-4123	107	13	other	other	ADJ
cana-4123	107	14	diagnoses	diagnosis	NOUN
cana-4123	107	15	in	in	ADP
cana-4123	107	16	the	the	DET
cana-4123	107	17	dataset	dataset	NOUN
cana-4123	107	18	.	.	PUNCT
cana-4123	108	1	figure	figure	NOUN
cana-4123	108	2	3	3	NUM
cana-4123	108	3	.	.	PUNCT
cana-4123	109	1	dataset	dataset	VERB
cana-4123	109	2	distribution	distribution	NOUN
cana-4123	109	3	communications	communication	NOUN
cana-4123	109	4	on	on	ADP
cana-4123	109	5	applied	apply	VERB
cana-4123	109	6	nonlinear	nonlinear	ADJ
cana-4123	109	7	analysis	analysis	NOUN
cana-4123	109	8	issn	issn	NOUN
cana-4123	109	9	:	:	PUNCT
cana-4123	109	10	1074	1074	NUM
cana-4123	109	11	-	-	PUNCT
cana-4123	109	12	133x	133x	NUM
cana-4123	109	13	vol	vol	NOUN
cana-4123	109	14	32	32	NUM
cana-4123	109	15	no	no	NOUN
cana-4123	109	16	.	.	PUNCT
cana-4123	110	1	9s	9s	NUM
cana-4123	110	2	(	(	PUNCT
cana-4123	110	3	2025	2025	NUM
cana-4123	110	4	)	)	PUNCT
cana-4123	110	5	1177	1177	NUM
cana-4123	110	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	110	7	3.3.2	3.3.2	NUM
cana-4123	110	8	evaluation	evaluation	NOUN
cana-4123	110	9	measures	measure	NOUN
cana-4123	110	10	we	we	PRON
cana-4123	110	11	employ	employ	VERB
cana-4123	110	12	multiple	multiple	ADJ
cana-4123	110	13	standard	standard	ADJ
cana-4123	110	14	evaluation	evaluation	NOUN
cana-4123	110	15	metrics	metric	NOUN
cana-4123	110	16	commonly	commonly	ADV
cana-4123	110	17	used	use	VERB
cana-4123	110	18	for	for	ADP
cana-4123	110	19	evaluating	evaluate	VERB
cana-4123	110	20	the	the	DET
cana-4123	110	21	performance	performance	NOUN
cana-4123	110	22	of	of	ADP
cana-4123	110	23	medical	medical	ADJ
cana-4123	110	24	image	image	NOUN
cana-4123	110	25	analysis	analysis	NOUN
cana-4123	110	26	methods	method	NOUN
cana-4123	110	27	,	,	PUNCT
cana-4123	110	28	for	for	ADP
cana-4123	110	29	glaucoma	glaucoma	NOUN
cana-4123	110	30	detection	detection	NOUN
cana-4123	110	31	system	system	NOUN
cana-4123	110	32	performance	performance	NOUN
cana-4123	110	33	evaluation	evaluation	NOUN
cana-4123	110	34	.	.	PUNCT
cana-4123	111	1	such	such	ADJ
cana-4123	111	2	metrics	metric	NOUN
cana-4123	111	3	give	give	VERB
cana-4123	111	4	us	we	PRON
cana-4123	111	5	a	a	DET
cana-4123	111	6	complete	complete	ADJ
cana-4123	111	7	picture	picture	NOUN
cana-4123	111	8	of	of	ADP
cana-4123	111	9	how	how	SCONJ
cana-4123	111	10	well	well	ADV
cana-4123	111	11	the	the	DET
cana-4123	111	12	model	model	NOUN
cana-4123	111	13	remained	remain	VERB
cana-4123	111	14	able	able	ADJ
cana-4123	111	15	to	to	PART
cana-4123	111	16	distinguish	distinguish	VERB
cana-4123	111	17	between	between	ADP
cana-4123	111	18	glaucomatous	glaucomatous	ADJ
cana-4123	111	19	and	and	CCONJ
cana-4123	111	20	non	non	ADJ
cana-4123	111	21	-	-	ADJ
cana-4123	111	22	glaucomatous	glaucomatous	ADJ
cana-4123	111	23	cases	case	NOUN
cana-4123	111	24	.	.	PUNCT
cana-4123	112	1	•	•	NUM
cana-4123	112	2	accuracy	accuracy	NOUN
cana-4123	112	3	:	:	PUNCT
cana-4123	112	4	this	this	PRON
cana-4123	112	5	refers	refer	VERB
cana-4123	112	6	how	how	SCONJ
cana-4123	112	7	many	many	ADJ
cana-4123	112	8	cases	case	NOUN
cana-4123	112	9	were	be	AUX
cana-4123	112	10	correctly	correctly	ADV
cana-4123	112	11	classified	classified	ADJ
cana-4123	112	12	against	against	ADP
cana-4123	112	13	the	the	DET
cana-4123	112	14	total	total	ADJ
cana-4123	112	15	sum	sum	NOUN
cana-4123	112	16	of	of	ADP
cana-4123	112	17	case	case	NOUN
cana-4123	112	18	.	.	PUNCT
cana-4123	113	1	accuracy	accuracy	NOUN
cana-4123	114	1	=	=	NOUN
cana-4123	114	2	trueˑpositives	trueˑpositive	NOUN
cana-4123	114	3	+	+	CCONJ
cana-4123	114	4	trueˑnegatives	trueˑnegative	NOUN
cana-4123	114	5	totalˑpopulation	totalˑpopulation	NOUN
cana-4123	114	6	•	•	NOUN
cana-4123	114	7	recall	recall	NOUN
cana-4123	114	8	:	:	PUNCT
cana-4123	114	9	also	also	ADV
cana-4123	114	10	called	call	VERB
cana-4123	114	11	as	as	ADP
cana-4123	114	12	true	true	ADJ
cana-4123	114	13	positive	positive	ADJ
cana-4123	114	14	frequency	frequency	NOUN
cana-4123	114	15	,	,	PUNCT
cana-4123	114	16	recall	recall	NOUN
cana-4123	114	17	gives	give	VERB
cana-4123	114	18	us	we	PRON
cana-4123	114	19	an	an	DET
cana-4123	114	20	indication	indication	NOUN
cana-4123	114	21	of	of	ADP
cana-4123	114	22	how	how	SCONJ
cana-4123	114	23	well	well	ADV
cana-4123	114	24	the	the	DET
cana-4123	114	25	model	model	NOUN
cana-4123	114	26	is	be	AUX
cana-4123	114	27	able	able	ADJ
cana-4123	114	28	to	to	PART
cana-4123	114	29	build	build	VERB
cana-4123	114	30	all	all	DET
cana-4123	114	31	the	the	DET
cana-4123	114	32	appropriate	appropriate	ADJ
cana-4123	114	33	cases	case	NOUN
cana-4123	114	34	.	.	PUNCT
cana-4123	115	1	recall	recall	NOUN
cana-4123	115	2	=	=	NOUN
cana-4123	115	3	trueˑpositives	trueˑpositive	NOUN
cana-4123	115	4	trueˑpositives	trueˑpositive	NOUN
cana-4123	115	5	+	+	CCONJ
cana-4123	115	6	falseˑnegatives	falseˑnegative	NOUN
cana-4123	115	7	•	•	NOUN
cana-4123	115	8	precision	precision	NOUN
cana-4123	115	9	:	:	PUNCT
cana-4123	115	10	precision	precision	NOUN
cana-4123	115	11	is	be	AUX
cana-4123	115	12	a	a	DET
cana-4123	115	13	measure	measure	NOUN
cana-4123	115	14	of	of	ADP
cana-4123	115	15	the	the	DET
cana-4123	115	16	accurateness	accurateness	NOUN
cana-4123	115	17	of	of	ADP
cana-4123	115	18	positive	positive	ADJ
cana-4123	115	19	guesses	guess	NOUN
cana-4123	115	20	.	.	PUNCT
cana-4123	116	1	precision	precision	NOUN
cana-4123	116	2	=	=	PUNCT
cana-4123	116	3	trueˑpositives	trueˑpositive	NOUN
cana-4123	116	4	trueˑpositives	trueˑpositive	NOUN
cana-4123	116	5	+	+	CCONJ
cana-4123	116	6	falseˑpositives	falseˑpositive	VERB
cana-4123	116	7	•	•	NOUN
cana-4123	116	8	f1	f1	NOUN
cana-4123	116	9	score	score	NOUN
cana-4123	116	10	:	:	PUNCT
cana-4123	116	11	the	the	DET
cana-4123	116	12	f1	f1	NOUN
cana-4123	116	13	score	score	NOUN
cana-4123	116	14	is	be	AUX
cana-4123	116	15	the	the	DET
cana-4123	116	16	harmonic	harmonic	ADJ
cana-4123	116	17	mean	mean	NOUN
cana-4123	116	18	of	of	ADP
cana-4123	116	19	precision	precision	NOUN
cana-4123	116	20	and	and	CCONJ
cana-4123	116	21	recall	recall	NOUN
cana-4123	116	22	,	,	PUNCT
cana-4123	116	23	it	it	PRON
cana-4123	116	24	is	be	AUX
cana-4123	116	25	a	a	DET
cana-4123	116	26	well	well	ADV
cana-4123	116	27	-	-	PUNCT
cana-4123	116	28	adjusted	adjust	VERB
cana-4123	116	29	average	average	NOUN
cana-4123	116	30	of	of	ADP
cana-4123	116	31	both	both	PRON
cana-4123	116	32	.	.	PUNCT
cana-4123	117	1	this	this	PRON
cana-4123	117	2	is	be	AUX
cana-4123	117	3	especially	especially	ADV
cana-4123	117	4	helpful	helpful	ADJ
cana-4123	117	5	if	if	SCONJ
cana-4123	117	6	the	the	DET
cana-4123	117	7	classes	class	NOUN
cana-4123	117	8	are	be	AUX
cana-4123	117	9	skewed	skewed	ADJ
cana-4123	117	10	,	,	PUNCT
cana-4123	117	11	taking	take	VERB
cana-4123	117	12	false	false	ADJ
cana-4123	117	13	positives	positive	NOUN
cana-4123	117	14	and	and	CCONJ
cana-4123	117	15	false	false	ADJ
cana-4123	117	16	negatives	negative	NOUN
cana-4123	117	17	in	in	ADP
cana-4123	117	18	-	-	PUNCT
cana-4123	117	19	to	to	PART
cana-4123	117	20	deliberation	deliberation	NOUN
cana-4123	117	21	.	.	PUNCT
cana-4123	118	1	f1	f1	NOUN
cana-4123	118	2	score	score	NOUN
cana-4123	118	3	=	=	SYM
cana-4123	118	4	2	2	NUM
cana-4123	118	5	×	×	NOUN
cana-4123	118	6	precisionˑ	precisionˑ	NOUN
cana-4123	118	7	+	+	CCONJ
cana-4123	118	8	recallˑ	recallˑ	PROPN
cana-4123	118	9	precisionˑ	precisionˑ	PROPN
cana-4123	118	10	×	×	PROPN
cana-4123	118	11	recall	recall	VERB
cana-4123	118	12	•	•	PROPN
cana-4123	118	13	fnr	fnr	PROPN
cana-4123	118	14	:	:	PUNCT
cana-4123	118	15	fraction	fraction	NOUN
cana-4123	118	16	of	of	ADP
cana-4123	118	17	positive	positive	ADJ
cana-4123	118	18	cases	case	NOUN
cana-4123	118	19	where	where	SCONJ
cana-4123	118	20	the	the	DET
cana-4123	118	21	model	model	NOUN
cana-4123	118	22	incorrectly	incorrectly	ADV
cana-4123	118	23	predicted	predict	VERB
cana-4123	118	24	a	a	DET
cana-4123	118	25	negative	negative	ADJ
cana-4123	118	26	class	class	NOUN
cana-4123	118	27	.	.	PUNCT
cana-4123	119	1	it	it	PRON
cana-4123	119	2	measures	measure	VERB
cana-4123	119	3	how	how	SCONJ
cana-4123	119	4	frequently	frequently	ADV
cana-4123	119	5	the	the	DET
cana-4123	119	6	model	model	NOUN
cana-4123	119	7	fails	fail	VERB
cana-4123	119	8	to	to	PART
cana-4123	119	9	correctly	correctly	ADV
cana-4123	119	10	identify	identify	VERB
cana-4123	119	11	true	true	ADJ
cana-4123	119	12	positive	positive	ADJ
cana-4123	119	13	instances	instance	NOUN
cana-4123	119	14	.	.	PUNCT
cana-4123	119	15	•	•	NUM
cana-4123	119	16	fpr	fpr	NOUN
cana-4123	119	17	:	:	PUNCT
cana-4123	119	18	rate	rate	NOUN
cana-4123	119	19	of	of	ADP
cana-4123	119	20	actual	actual	ADJ
cana-4123	119	21	negatives	negative	NOUN
cana-4123	119	22	which	which	PRON
cana-4123	119	23	are	be	AUX
cana-4123	119	24	falsely	falsely	ADV
cana-4123	119	25	predicted	predict	VERB
cana-4123	119	26	by	by	ADP
cana-4123	119	27	the	the	DET
cana-4123	119	28	model	model	NOUN
cana-4123	119	29	as	as	ADP
cana-4123	119	30	positive	positive	ADJ
cana-4123	119	31	.	.	PUNCT
cana-4123	120	1	it	it	PRON
cana-4123	120	2	calculates	calculate	VERB
cana-4123	120	3	the	the	DET
cana-4123	120	4	false	false	ADJ
cana-4123	120	5	positives	positive	NOUN
cana-4123	120	6	rate	rate	NOUN
cana-4123	120	7	that	that	PRON
cana-4123	120	8	is	be	AUX
cana-4123	120	9	,	,	PUNCT
cana-4123	120	10	how	how	SCONJ
cana-4123	120	11	frequently	frequently	ADV
cana-4123	120	12	the	the	DET
cana-4123	120	13	model	model	NOUN
cana-4123	120	14	calculates	calculate	VERB
cana-4123	120	15	negatives	negative	NOUN
cana-4123	120	16	as	as	ADP
cana-4123	120	17	positives	positive	NOUN
cana-4123	120	18	3.3.3	3.3.3	NUM
cana-4123	120	19	confusion	confusion	NOUN
cana-4123	120	20	matrix	matrix	NOUN
cana-4123	120	21	the	the	DET
cana-4123	120	22	next	next	ADJ
cana-4123	120	23	image	image	NOUN
cana-4123	120	24	shows	show	VERB
cana-4123	120	25	a	a	DET
cana-4123	120	26	confusion	confusion	NOUN
cana-4123	120	27	matrix	matrix	NOUN
cana-4123	120	28	for	for	ADP
cana-4123	120	29	our	our	PRON
cana-4123	120	30	model	model	NOUN
cana-4123	120	31	predicting	predict	VERB
cana-4123	120	32	whether	whether	SCONJ
cana-4123	120	33	glaucoma	glaucoma	NOUN
cana-4123	120	34	is	be	AUX
cana-4123	120	35	present	present	ADJ
cana-4123	120	36	or	or	CCONJ
cana-4123	120	37	not	not	PART
cana-4123	120	38	.	.	PUNCT
cana-4123	121	1	the	the	DET
cana-4123	121	2	confusion	confusion	NOUN
cana-4123	121	3	matrix	matrix	NOUN
cana-4123	121	4	gives	give	VERB
cana-4123	121	5	a	a	DET
cana-4123	121	6	clear	clear	ADJ
cana-4123	121	7	view	view	NOUN
cana-4123	121	8	of	of	ADP
cana-4123	121	9	the	the	DET
cana-4123	121	10	true	true	ADJ
cana-4123	121	11	and	and	CCONJ
cana-4123	121	12	predicted	predict	VERB
cana-4123	121	13	classifications	classification	NOUN
cana-4123	121	14	:	:	PUNCT
cana-4123	121	15	•	•	NUM
cana-4123	121	16	top	top	ADV
cana-4123	121	17	-	-	PUNCT
cana-4123	121	18	left	left	ADJ
cana-4123	121	19	(	(	PUNCT
cana-4123	121	20	true	true	ADJ
cana-4123	121	21	positive	positive	ADJ
cana-4123	121	22	,	,	PUNCT
cana-4123	121	23	glaucoma	glaucoma	NOUN
cana-4123	121	24	present	present	NOUN
cana-4123	121	25	):	):	PUNCT
cana-4123	121	26	1687	1687	NUM
cana-4123	121	27	cases	case	NOUN
cana-4123	121	28	where	where	SCONJ
cana-4123	121	29	the	the	DET
cana-4123	121	30	model	model	NOUN
cana-4123	121	31	correctly	correctly	ADV
cana-4123	121	32	predicted	predict	VERB
cana-4123	121	33	glaucoma	glaucoma	NOUN
cana-4123	121	34	as	as	ADP
cana-4123	121	35	present	present	ADJ
cana-4123	121	36	•	•	NOUN
cana-4123	121	37	top	top	ADJ
cana-4123	121	38	-	-	PUNCT
cana-4123	121	39	right	right	NOUN
cana-4123	121	40	(	(	PUNCT
cana-4123	121	41	false	false	ADJ
cana-4123	121	42	positive	positive	ADJ
cana-4123	121	43	,	,	PUNCT
cana-4123	121	44	glaucoma	glaucoma	NOUN
cana-4123	121	45	present	present	NOUN
cana-4123	121	46	):	):	PUNCT
cana-4123	121	47	67	67	NUM
cana-4123	121	48	cases	case	NOUN
cana-4123	121	49	where	where	SCONJ
cana-4123	121	50	the	the	DET
cana-4123	121	51	model	model	NOUN
cana-4123	121	52	incorrectly	incorrectly	ADV
cana-4123	121	53	predicted	predict	VERB
cana-4123	121	54	glaucoma	glaucoma	NOUN
cana-4123	121	55	as	as	ADP
cana-4123	121	56	present	present	ADJ
cana-4123	121	57	when	when	SCONJ
cana-4123	121	58	it	it	PRON
cana-4123	121	59	was	be	AUX
cana-4123	121	60	not	not	PART
cana-4123	121	61	.	.	PUNCT
cana-4123	122	1	•	•	NOUN
cana-4123	122	2	bottom	bottom	ADV
cana-4123	122	3	-	-	PUNCT
cana-4123	122	4	left	left	ADJ
cana-4123	122	5	(	(	PUNCT
cana-4123	122	6	false	false	ADJ
cana-4123	122	7	negative	negative	ADJ
cana-4123	122	8	,	,	PUNCT
cana-4123	122	9	glaucoma	glaucoma	NOUN
cana-4123	122	10	not	not	PART
cana-4123	122	11	present	present	ADJ
cana-4123	122	12	):	):	PUNCT
cana-4123	122	13	121	121	NUM
cana-4123	122	14	cases	case	NOUN
cana-4123	122	15	where	where	SCONJ
cana-4123	122	16	the	the	DET
cana-4123	122	17	model	model	NOUN
cana-4123	122	18	incorrectly	incorrectly	ADV
cana-4123	122	19	predicted	predict	VERB
cana-4123	122	20	glaucoma	glaucoma	NOUN
cana-4123	122	21	as	as	ADP
cana-4123	122	22	not	not	PART
cana-4123	122	23	present	present	ADJ
cana-4123	122	24	when	when	SCONJ
cana-4123	122	25	it	it	PRON
cana-4123	122	26	actually	actually	ADV
cana-4123	122	27	was	be	AUX
cana-4123	122	28	.	.	PUNCT
cana-4123	123	1	communications	communication	NOUN
cana-4123	123	2	on	on	ADP
cana-4123	123	3	applied	apply	VERB
cana-4123	123	4	nonlinear	nonlinear	ADJ
cana-4123	123	5	analysis	analysis	NOUN
cana-4123	123	6	issn	issn	NOUN
cana-4123	123	7	:	:	PUNCT
cana-4123	123	8	1074	1074	NUM
cana-4123	123	9	-	-	PUNCT
cana-4123	123	10	133x	133x	NUM
cana-4123	123	11	vol	vol	NOUN
cana-4123	123	12	32	32	NUM
cana-4123	123	13	no	no	NOUN
cana-4123	123	14	.	.	PUNCT
cana-4123	124	1	9s	9s	NUM
cana-4123	124	2	(	(	PUNCT
cana-4123	124	3	2025	2025	NUM
cana-4123	124	4	)	)	PUNCT
cana-4123	124	5	1178	1178	NUM
cana-4123	124	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4123	124	7	•	•	NOUN
cana-4123	124	8	bottom	bottom	ADJ
cana-4123	124	9	-	-	PUNCT
cana-4123	124	10	right	right	NOUN
cana-4123	124	11	(	(	PUNCT
cana-4123	124	12	true	true	ADJ
cana-4123	124	13	negative	negative	ADJ
cana-4123	124	14	,	,	PUNCT
cana-4123	124	15	glaucoma	glaucoma	NOUN
cana-4123	124	16	not	not	PART
cana-4123	124	17	present	present	ADJ
cana-4123	124	18	):	):	PUNCT
cana-4123	124	19	999	999	NUM
cana-4123	124	20	cases	case	NOUN
cana-4123	124	21	where	where	SCONJ
cana-4123	124	22	the	the	DET
cana-4123	124	23	model	model	NOUN
cana-4123	124	24	correctly	correctly	ADV
cana-4123	124	25	predicted	predict	VERB
cana-4123	124	26	glaucoma	glaucoma	NOUN
cana-4123	124	27	as	as	ADP
cana-4123	124	28	not	not	PART
cana-4123	124	29	present	present	ADJ
cana-4123	124	30	.	.	PUNCT
cana-4123	125	1	figure	figure	VERB
cana-4123	125	2	4	4	NUM
cana-4123	125	3	.	.	PUNCT
cana-4123	125	4	confusion	confusion	NOUN
cana-4123	125	5	matrix	matrix	NOUN
cana-4123	125	6	this	this	DET
cana-4123	125	7	matrix	matrix	NOUN
cana-4123	125	8	shows	show	VERB
cana-4123	125	9	the	the	DET
cana-4123	125	10	model	model	NOUN
cana-4123	125	11	performs	perform	VERB
cana-4123	125	12	well	well	ADV
cana-4123	125	13	,	,	PUNCT
cana-4123	125	14	with	with	ADP
cana-4123	125	15	relatively	relatively	ADV
cana-4123	125	16	low	low	ADJ
cana-4123	125	17	false	false	ADJ
cana-4123	125	18	positives	positive	NOUN
cana-4123	125	19	and	and	CCONJ
cana-4123	125	20	false	false	ADJ
cana-4123	125	21	negatives	negative	NOUN
cana-4123	125	22	,	,	PUNCT
cana-4123	125	23	meaning	mean	VERB
cana-4123	125	24	it	it	PRON
cana-4123	125	25	is	be	AUX
cana-4123	125	26	accurate	accurate	ADJ
cana-4123	125	27	in	in	ADP
cana-4123	125	28	identifying	identify	VERB
cana-4123	125	29	glaucoma	glaucoma	NOUN
cana-4123	125	30	3.4	3.4	NUM
cana-4123	125	31	.	.	PUNCT
cana-4123	126	1	performance	performance	NOUN
cana-4123	126	2	evaluation	evaluation	NOUN
cana-4123	126	3	the	the	DET
cana-4123	126	4	classification	classification	NOUN
cana-4123	126	5	report	report	NOUN
cana-4123	126	6	attached	attach	VERB
cana-4123	126	7	below	below	ADV
cana-4123	126	8	shows	show	VERB
cana-4123	126	9	the	the	DET
cana-4123	126	10	performance	performance	NOUN
cana-4123	126	11	of	of	ADP
cana-4123	126	12	our	our	PRON
cana-4123	126	13	model	model	NOUN
cana-4123	126	14	predicting	predict	VERB
cana-4123	126	15	glaucoma	glaucoma	NOUN
cana-4123	126	16	.	.	PUNCT
cana-4123	127	1	key	key	ADJ
cana-4123	127	2	metrics	metric	NOUN
cana-4123	127	3	include	include	VERB
cana-4123	127	4	:	:	PUNCT
cana-4123	127	5	•	•	NUM
cana-4123	127	6	glaucoma	glaucoma	NOUN
cana-4123	127	7	present	present	NOUN
cana-4123	127	8	:	:	PUNCT
cana-4123	127	9	precision	precision	NOUN
cana-4123	127	10	(	(	PUNCT
cana-4123	127	11	0.93ˑ	0.93ˑ	NUM
cana-4123	127	12	)	)	PUNCT
cana-4123	127	13	,	,	PUNCT
cana-4123	127	14	recall	recall	INTJ
cana-4123	127	15	(	(	PUNCT
cana-4123	127	16	0.96ˑ	0.96ˑ	NOUN
cana-4123	127	17	)	)	PUNCT
cana-4123	127	18	,	,	PUNCT
cana-4123	127	19	f1	f1	NOUN
cana-4123	127	20	-	-	PUNCT
cana-4123	127	21	score	score	NOUN
cana-4123	127	22	(	(	PUNCT
cana-4123	127	23	0.95ˑ	0.95ˑ	NOUN
cana-4123	127	24	)	)	PUNCT
cana-4123	127	25	per	per	ADP
cana-4123	127	26	1754	1754	NUM
cana-4123	127	27	cases	case	NOUN
cana-4123	127	28	.	.	PUNCT
cana-4123	128	1	•	•	NUM
cana-4123	128	2	glaucoma	glaucoma	NOUN
cana-4123	128	3	not	not	PART
cana-4123	128	4	present	present	ADJ
cana-4123	128	5	:	:	PUNCT
cana-4123	128	6	precision	precision	NOUN
cana-4123	128	7	(	(	PUNCT
cana-4123	128	8	0.94ˑ	0.94ˑ	PROPN
cana-4123	128	9	)	)	PUNCT
cana-4123	128	10	,	,	PUNCT
cana-4123	128	11	recall	recall	INTJ
cana-4123	128	12	(	(	PUNCT
cana-4123	128	13	0.89ˑ	0.89ˑ	PROPN
cana-4123	128	14	)	)	PUNCT
cana-4123	128	15	,	,	PUNCT
cana-4123	128	16	f1	f1	NOUN
cana-4123	128	17	-	-	PUNCT
cana-4123	128	18	score	score	NOUN
cana-4123	128	19	(	(	PUNCT
cana-4123	128	20	0.91ˑ	0.91ˑ	PROPN
cana-4123	128	21	)	)	PUNCT
cana-4123	128	22	per	per	ADP
cana-4123	128	23	1120	1120	NUM
cana-4123	128	24	cases	case	NOUN
cana-4123	128	25	.	.	PUNCT
cana-4123	129	1	•	•	NUM
cana-4123	129	2	accuracy	accuracy	NOUN
cana-4123	129	3	:	:	PUNCT
cana-4123	129	4	93	93	NUM
cana-4123	129	5	%	%	NOUN
cana-4123	129	6	overall	overall	ADJ
cana-4123	129	7	.	.	PUNCT
cana-4123	130	1	•	•	NUM
cana-4123	130	2	macro	macro	ADJ
cana-4123	130	3	average	average	ADJ
cana-4123	130	4	:	:	PUNCT
cana-4123	130	5	0.94ˑ	0.94ˑ	NUM
cana-4123	130	6	precision	precision	NOUN
cana-4123	130	7	,	,	PUNCT
cana-4123	130	8	0.93ˑ	0.93ˑ	NUM
cana-4123	130	9	recall	recall	NOUN
cana-4123	130	10	,	,	PUNCT
cana-4123	130	11	0.93ˑ	0.93ˑ	NUM
cana-4123	130	12	f1	f1	NOUN
cana-4123	130	13	-	-	PUNCT
cana-4123	130	14	score	score	NOUN
cana-4123	130	15	.	.	PUNCT
cana-4123	131	1	•	•	NUM
cana-4123	131	2	weighted	weight	VERB
cana-4123	131	3	average	average	ADJ
cana-4123	131	4	:	:	PUNCT
cana-4123	131	5	0.93	0.93	NUM
cana-4123	131	6	for	for	ADP
cana-4123	131	7	all	all	DET
cana-4123	131	8	system	system	NOUN
cana-4123	131	9	of	of	ADP
cana-4123	131	10	measurement	measurement	NOUN
cana-4123	131	11	.	.	PUNCT
cana-4123	132	1	(	(	PUNCT
cana-4123	132	2	the	the	DET
cana-4123	132	3	above	above	ADJ
cana-4123	132	4	metrics	metric	NOUN
cana-4123	132	5	are	be	AUX
cana-4123	132	6	calculated	calculate	VERB
cana-4123	132	7	on	on	ADP
cana-4123	132	8	the	the	DET
cana-4123	132	9	basis	basis	NOUN
cana-4123	132	10	of	of	ADP
cana-4123	132	11	model	model	NOUN
cana-4123	132	12	testing	testing	NOUN
cana-4123	132	13	over	over	ADP
cana-4123	132	14	the	the	DET
cana-4123	132	15	test	test	NOUN
cana-4123	132	16	set	set	NOUN
cana-4123	132	17	.	.	PUNCT
cana-4123	132	18	)	)	PUNCT
cana-4123	133	1	the	the	DET
cana-4123	133	2	model	model	NOUN
cana-4123	133	3	performs	perform	VERB
cana-4123	133	4	well	well	ADV
cana-4123	133	5	,	,	PUNCT
cana-4123	133	6	especially	especially	ADV
cana-4123	133	7	at	at	ADP
cana-4123	133	8	detecting	detect	VERB
cana-4123	133	9	glaucoma	glaucoma	NOUN
cana-4123	133	10	,	,	PUNCT
cana-4123	133	11	with	with	ADP
cana-4123	133	12	balanced	balanced	ADJ
cana-4123	133	13	precision	precision	NOUN
cana-4123	133	14	and	and	CCONJ
cana-4123	133	15	recall	recall	NOUN
cana-4123	133	16	.	.	PUNCT
cana-4123	134	1	3.5	3.5	NUM
cana-4123	134	2	.	.	PUNCT
cana-4123	134	3	model	model	NOUN
cana-4123	134	4	comparisons	comparison	NOUN
cana-4123	134	5	the	the	DET
cana-4123	134	6	table	table	NOUN
cana-4123	134	7	summarizes	summarize	VERB
cana-4123	134	8	performance	performance	NOUN
cana-4123	134	9	metrics	metric	NOUN
cana-4123	134	10	for	for	ADP
cana-4123	134	11	various	various	ADJ
cana-4123	134	12	models	model	NOUN
cana-4123	134	13	in	in	ADP
cana-4123	134	14	glaucoma	glaucoma	NOUN
cana-4123	134	15	detection	detection	NOUN
cana-4123	134	16	,	,	PUNCT
cana-4123	134	17	including	include	VERB
cana-4123	134	18	precision	precision	NOUN
cana-4123	134	19	,	,	PUNCT
cana-4123	134	20	recall	recall	NOUN
cana-4123	134	21	,	,	PUNCT
cana-4123	134	22	average	average	ADJ
cana-4123	134	23	precision	precision	NOUN
cana-4123	134	24	,	,	PUNCT
cana-4123	134	25	and	and	CCONJ
cana-4123	134	26	accuracy	accuracy	NOUN
cana-4123	134	27	.	.	PUNCT
cana-4123	135	1	efficientnetv2	efficientnetv2	PROPN
cana-4123	135	2	achieved	achieve	VERB
cana-4123	135	3	the	the	DET
cana-4123	135	4	highest	high	ADJ
cana-4123	135	5	precision	precision	NOUN
cana-4123	135	6	(	(	PUNCT
cana-4123	135	7	93.5	93.5	NUM
cana-4123	135	8	)	)	PUNCT
cana-4123	135	9	and	and	CCONJ
cana-4123	135	10	recall	recall	NOUN
cana-4123	135	11	(	(	PUNCT
cana-4123	135	12	92.5	92.5	NUM
cana-4123	135	13	)	)	PUNCT
cana-4123	135	14	,	,	PUNCT
cana-4123	135	15	demonstrating	demonstrate	VERB
cana-4123	135	16	robust	robust	ADJ
cana-4123	135	17	performance	performance	NOUN
cana-4123	135	18	in	in	ADP
cana-4123	135	19	accurately	accurately	ADV
cana-4123	135	20	identifying	identify	VERB
cana-4123	135	21	glaucoma	glaucoma	NOUN
cana-4123	135	22	cases	case	NOUN
cana-4123	135	23	.	.	PUNCT
cana-4123	136	1	inception	inception	NOUN
cana-4123	136	2	-	-	PUNCT
cana-4123	136	3	resnet	resnet	NOUN
cana-4123	136	4	-	-	PUNCT
cana-4123	136	5	v2	v2	NOUN
cana-4123	136	6	followed	follow	VERB
cana-4123	136	7	closely	closely	ADV
cana-4123	136	8	,	,	PUNCT
cana-4123	136	9	with	with	ADP
cana-4123	136	10	a	a	DET
cana-4123	136	11	precision	precision	NOUN
cana-4123	136	12	of	of	ADP
cana-4123	136	13	87.74	87.74	NUM
cana-4123	136	14	and	and	CCONJ
cana-4123	136	15	recall	recall	NOUN
cana-4123	136	16	of	of	ADP
cana-4123	136	17	88.89	88.89	NUM
cana-4123	136	18	,	,	PUNCT
cana-4123	136	19	indicating	indicate	VERB
cana-4123	136	20	strong	strong	ADJ
cana-4123	136	21	effectiveness	effectiveness	NOUN
cana-4123	136	22	.	.	PUNCT
cana-4123	137	1	the	the	DET
cana-4123	137	2	dcnn	dcnn	PROPN
cana-4123	137	3	and	and	CCONJ
cana-4123	137	4	cnn	cnn	PROPN
cana-4123	137	5	showed	show	VERB
cana-4123	137	6	moderate	moderate	ADJ
cana-4123	137	7	results	result	NOUN
cana-4123	137	8	,	,	PUNCT
cana-4123	137	9	with	with	ADP
cana-4123	137	10	dcnn	dcnn	PROPN
cana-4123	137	11	attaining	attain	VERB
cana-4123	137	12	a	a	DET
cana-4123	137	13	precision	precision	NOUN
cana-4123	137	14	of	of	ADP
cana-4123	137	15	82.27	82.27	NUM
cana-4123	137	16	and	and	CCONJ
cana-4123	137	17	recall	recall	NOUN
cana-4123	137	18	of	of	ADP
cana-4123	137	19	80.34	80.34	NUM
cana-4123	137	20	,	,	PUNCT
cana-4123	137	21	while	while	SCONJ
cana-4123	137	22	cnn	cnn	PROPN
cana-4123	137	23	had	have	VERB
cana-4123	137	24	a	a	DET
cana-4123	137	25	precision	precision	NOUN
cana-4123	137	26	of	of	ADP
cana-4123	137	27	85.3	85.3	NUM
cana-4123	137	28	but	but	CCONJ
cana-4123	137	29	a	a	DET
cana-4123	137	30	inferior	inferior	ADJ
cana-4123	137	31	recall	recall	NOUN
cana-4123	137	32	of	of	ADP
cana-4123	137	33	69.23	69.23	NUM
cana-4123	137	34	.	.	PUNCT
cana-4123	138	1	inceptionv2	inceptionv2	PROPN
cana-4123	138	2	performed	perform	VERB
cana-4123	138	3	slightly	slightly	ADV
cana-4123	138	4	lower	low	ADJ
cana-4123	138	5	with	with	ADP
cana-4123	138	6	a	a	DET
cana-4123	138	7	precision	precision	NOUN
cana-4123	138	8	of	of	ADP
cana-4123	138	9	81.43	81.43	NUM
cana-4123	138	10	and	and	CCONJ
cana-4123	138	11	recall	recall	NOUN
cana-4123	138	12	of	of	ADP
cana-4123	138	13	80.71	80.71	NUM
cana-4123	138	14	.	.	PUNCT
cana-4123	139	1	these	these	DET
cana-4123	139	2	verdicts	verdict	NOUN
cana-4123	139	3	highlight	highlight	VERB
cana-4123	139	4	the	the	DET
cana-4123	139	5	varying	vary	VERB
cana-4123	139	6	effectiveness	effectiveness	NOUN
cana-4123	139	7	of	of	ADP
cana-4123	139	8	each	each	DET
cana-4123	139	9	model	model	NOUN
cana-4123	139	10	,	,	PUNCT
cana-4123	139	11	emphasizing	emphasize	VERB
cana-4123	139	12	the	the	DET
cana-4123	139	13	importance	importance	NOUN
cana-4123	139	14	of	of	ADP
cana-4123	139	15	choosing	choose	VERB
cana-4123	139	16	the	the	DET
cana-4123	139	17	right	right	ADJ
cana-4123	139	18	approach	approach	NOUN
cana-4123	139	19	for	for	ADP
cana-4123	139	20	glaucoma	glaucoma	NOUN
cana-4123	139	21	detection	detection	NOUN
cana-4123	139	22	.	.	PUNCT
cana-4123	140	1	table	table	NOUN
cana-4123	140	2	1	1	NUM
cana-4123	140	3	.	.	PUNCT
cana-4123	140	4	model	model	NOUN
cana-4123	140	5	comparison	comparison	NOUN
cana-4123	140	6	method	method	NOUN
cana-4123	140	7	accuracy	accuracy	NOUN
cana-4123	140	8	error	error	NOUN
cana-4123	140	9	rate	rate	NOUN
cana-4123	140	10	fpr	fpr	PROPN
cana-4123	140	11	fnr	fnr	PROPN
cana-4123	140	12	precision	precision	PROPN
cana-4123	140	13	recall	recall	PROPN
cana-4123	140	14	cnn	cnn	PROPN
cana-4123	140	15	85.2	85.2	NUM
cana-4123	140	16	0.148	0.148	NUM
cana-4123	140	17	0.0325	0.0325	NUM
cana-4123	140	18	0.0325	0.0325	NUM
cana-4123	140	19	85.3	85.3	NUM
cana-4123	140	20	69.23	69.23	NUM
cana-4123	140	21	communications	communication	NOUN
cana-4123	140	22	on	on	ADP
cana-4123	140	23	applied	apply	VERB
cana-4123	140	24	nonlinear	nonlinear	ADJ
cana-4123	140	25	analysis	analysis	NOUN
cana-4123	140	26	issn	issn	NOUN
cana-4123	140	27	:	:	PUNCT
cana-4123	140	28	1074	1074	NUM
cana-4123	140	29	-	-	PUNCT
cana-4123	140	30	133x	133x	NUM
cana-4123	140	31	vol	vol	NOUN
cana-4123	140	32	32	32	NUM
cana-4123	140	33	no	no	NOUN
cana-4123	140	34	.	.	PUNCT
cana-4123	141	1	9s	9s	NUM
cana-4123	141	2	(	(	PUNCT
cana-4123	141	3	2025	2025	NUM
cana-4123	141	4	)	)	PUNCT
cana-4123	141	5	1179	1179	NUM
cana-4123	141	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	142	1	inception	inception	NOUN
cana-4123	142	2	-	-	PUNCT
cana-4123	142	3	v2	v2	NOUN
cana-4123	142	4	81.59	81.59	NUM
cana-4123	142	5	0.184	0.184	NUM
cana-4123	142	6	0.1203	0.1203	NUM
cana-4123	142	7	0.2839	0.2839	NUM
cana-4123	142	8	81.43	81.43	NUM
cana-4123	142	9	80.71	80.71	NUM
cana-4123	142	10	dcnn	dcnn	PROPN
cana-4123	142	11	84.94	84.94	NUM
cana-4123	142	12	0.151	0.151	NUM
cana-4123	142	13	0.1203	0.1203	NUM
cana-4123	142	14	0.2984	0.2984	NUM
cana-4123	142	15	82.27	82.27	NUM
cana-4123	142	16	80.71	80.71	NUM
cana-4123	142	17	inceptionresnet	inceptionresnet	NOUN
cana-4123	142	18	-	-	PUNCT
cana-4123	142	19	v2	v2	NOUN
cana-4123	142	20	86.52	86.52	NUM
cana-4123	142	21	0.135	0.135	NUM
cana-4123	142	22	0.0764	0.0764	NUM
cana-4123	142	23	0.0764	0.0764	NUM
cana-4123	142	24	87.74	87.74	NUM
cana-4123	142	25	88.89	88.89	NUM
cana-4123	142	26	proposed	propose	VERB
cana-4123	142	27	efficientnet	efficientnet	PROPN
cana-4123	142	28	v2	v2	PROPN
cana-4123	142	29	-	-	PUNCT
cana-4123	142	30	s	s	NOUN
cana-4123	142	31	93.7	93.7	NUM
cana-4123	142	32	0.063	0.063	NUM
cana-4123	142	33	0.108	0.108	NUM
cana-4123	142	34	0.0382	0.0382	NUM
cana-4123	142	35	93.5	93.5	NUM
cana-4123	142	36	92.5	92.5	NUM
cana-4123	142	37	figure	figure	NOUN
cana-4123	142	38	5.1	5.1	NUM
cana-4123	142	39	model	model	NOUN
cana-4123	142	40	comparison	comparison	NOUN
cana-4123	142	41	measure	measure	NOUN
cana-4123	142	42	figure	figure	VERB
cana-4123	142	43	5.2	5.2	NUM
cana-4123	142	44	model	model	NOUN
cana-4123	142	45	comparison	comparison	NOUN
cana-4123	142	46	measures	measure	NOUN
cana-4123	142	47	3.6	3.6	NUM
cana-4123	142	48	.	.	PUNCT
cana-4123	143	1	learning	learn	VERB
cana-4123	143	2	curve	curve	NOUN
cana-4123	143	3	this	this	DET
cana-4123	143	4	image	image	NOUN
cana-4123	143	5	shows	show	VERB
cana-4123	143	6	two	two	NUM
cana-4123	143	7	graphs	graph	NOUN
cana-4123	143	8	:	:	PUNCT
cana-4123	143	9	one	one	NUM
cana-4123	143	10	for	for	ADP
cana-4123	143	11	train	train	NOUN
cana-4123	143	12	&	&	CCONJ
cana-4123	143	13	validation	validation	NOUN
cana-4123	143	14	loss	loss	NOUN
cana-4123	143	15	and	and	CCONJ
cana-4123	143	16	another	another	PRON
cana-4123	143	17	for	for	ADP
cana-4123	143	18	train	train	NOUN
cana-4123	143	19	&	&	CCONJ
cana-4123	143	20	validation	validation	NOUN
cana-4123	143	21	accuracy	accuracy	NOUN
cana-4123	143	22	over	over	ADP
cana-4123	143	23	25	25	NUM
cana-4123	143	24	epochs	epoch	NOUN
cana-4123	143	25	.	.	PUNCT
cana-4123	144	1	train	train	NOUN
cana-4123	144	2	loss	loss	NOUN
cana-4123	144	3	&	&	CCONJ
cana-4123	144	4	validation	validation	NOUN
cana-4123	144	5	loss	loss	NOUN
cana-4123	144	6	•	•	NOUN
cana-4123	144	7	trainˑloss	trainˑloss	NOUN
cana-4123	144	8	(	(	PUNCT
cana-4123	144	9	blue	blue	ADJ
cana-4123	144	10	):	):	PUNCT
cana-4123	144	11	loss	loss	NOUN
cana-4123	144	12	declines	decline	VERB
cana-4123	144	13	as	as	SCONJ
cana-4123	144	14	the	the	DET
cana-4123	144	15	number	number	NOUN
cana-4123	144	16	of	of	ADP
cana-4123	144	17	epochs	epoch	NOUN
cana-4123	144	18	rises	rise	VERB
cana-4123	144	19	,	,	PUNCT
cana-4123	144	20	meaning	mean	VERB
cana-4123	144	21	the	the	DET
cana-4123	144	22	model	model	NOUN
cana-4123	144	23	is	be	AUX
cana-4123	144	24	improving	improve	VERB
cana-4123	144	25	its	its	PRON
cana-4123	144	26	performance	performance	NOUN
cana-4123	144	27	on	on	ADP
cana-4123	144	28	the	the	DET
cana-4123	144	29	training	training	NOUN
cana-4123	144	30	figures	figure	NOUN
cana-4123	144	31	.	.	PUNCT
cana-4123	145	1	•	•	NUM
cana-4123	145	2	validationˑloss	validationˑloss	NOUN
cana-4123	145	3	(	(	PUNCT
cana-4123	145	4	orange	orange	ADJ
cana-4123	145	5	):	):	PUNCT
cana-4123	145	6	validation	validation	NOUN
cana-4123	145	7	loss	loss	NOUN
cana-4123	145	8	also	also	ADV
cana-4123	145	9	decreases	decrease	VERB
cana-4123	145	10	but	but	CCONJ
cana-4123	145	11	more	more	ADV
cana-4123	145	12	steadily	steadily	ADV
cana-4123	145	13	,	,	PUNCT
cana-4123	145	14	indicating	indicate	VERB
cana-4123	145	15	the	the	DET
cana-4123	145	16	model	model	NOUN
cana-4123	145	17	simplifies	simplifie	NOUN
cana-4123	145	18	fine	fine	ADJ
cana-4123	145	19	to	to	ADP
cana-4123	145	20	unnoticed	unnoticed	ADJ
cana-4123	145	21	data	datum	NOUN
cana-4123	145	22	without	without	ADP
cana-4123	145	23	overfitting	overfitte	VERB
cana-4123	145	24	.	.	PUNCT
cana-4123	146	1	•	•	NOUN
cana-4123	146	2	both	both	DET
cana-4123	146	3	losses	loss	NOUN
cana-4123	146	4	stabilize	stabilize	VERB
cana-4123	146	5	towards	towards	ADP
cana-4123	146	6	the	the	DET
cana-4123	146	7	end	end	NOUN
cana-4123	146	8	,	,	PUNCT
cana-4123	146	9	showing	show	VERB
cana-4123	146	10	that	that	SCONJ
cana-4123	146	11	further	further	ADJ
cana-4123	146	12	training	training	NOUN
cana-4123	146	13	is	be	AUX
cana-4123	146	14	unlikely	unlikely	ADJ
cana-4123	146	15	to	to	PART
cana-4123	146	16	improve	improve	VERB
cana-4123	146	17	performance	performance	NOUN
cana-4123	146	18	significantly	significantly	ADV
cana-4123	146	19	figure	figure	VERB
cana-4123	146	20	6.1	6.1	NUM
cana-4123	146	21	train	train	NOUN
cana-4123	146	22	loss	loss	NOUN
cana-4123	146	23	&	&	CCONJ
cana-4123	146	24	validation	validation	NOUN
cana-4123	146	25	loss	loss	NOUN
cana-4123	146	26	figure	figure	NOUN
cana-4123	146	27	6.2	6.2	NUM
cana-4123	146	28	train	train	NOUN
cana-4123	146	29	accuracy	accuracy	NOUN
cana-4123	146	30	&	&	CCONJ
cana-4123	146	31	validation	validation	NOUN
cana-4123	146	32	accuracy	accuracy	NOUN
cana-4123	146	33	.	.	PUNCT
cana-4123	147	1	communications	communication	NOUN
cana-4123	147	2	on	on	ADP
cana-4123	147	3	applied	apply	VERB
cana-4123	147	4	nonlinear	nonlinear	ADJ
cana-4123	147	5	analysis	analysis	NOUN
cana-4123	147	6	issn	issn	NOUN
cana-4123	147	7	:	:	PUNCT
cana-4123	147	8	1074	1074	NUM
cana-4123	147	9	-	-	PUNCT
cana-4123	147	10	133x	133x	NUM
cana-4123	147	11	vol	vol	NOUN
cana-4123	147	12	32	32	NUM
cana-4123	147	13	no	no	NOUN
cana-4123	147	14	.	.	PUNCT
cana-4123	148	1	9s	9s	NUM
cana-4123	148	2	(	(	PUNCT
cana-4123	148	3	2025	2025	NUM
cana-4123	148	4	)	)	PUNCT
cana-4123	148	5	1180	1180	NUM
cana-4123	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	148	7	train	train	NOUN
cana-4123	148	8	accuracy	accuracy	NOUN
cana-4123	148	9	&	&	CCONJ
cana-4123	148	10	validation	validation	PROPN
cana-4123	148	11	accuracy	accuracy	NOUN
cana-4123	148	12	•	•	X
cana-4123	148	13	trainˑaccuracy	trainˑaccuracy	NOUN
cana-4123	148	14	(	(	PUNCT
cana-4123	148	15	blue	blue	ADJ
cana-4123	148	16	):	):	PUNCT
cana-4123	148	17	accuracy	accuracy	NOUN
cana-4123	148	18	on	on	ADP
cana-4123	148	19	training	training	NOUN
cana-4123	148	20	data	datum	NOUN
cana-4123	148	21	increases	increase	VERB
cana-4123	148	22	sharply	sharply	ADV
cana-4123	148	23	in	in	ADP
cana-4123	148	24	the	the	DET
cana-4123	148	25	early	early	ADJ
cana-4123	148	26	epochs	epoch	NOUN
cana-4123	149	1	and	and	CCONJ
cana-4123	149	2	then	then	ADV
cana-4123	149	3	gradually	gradually	ADV
cana-4123	149	4	improves	improve	VERB
cana-4123	149	5	,	,	PUNCT
cana-4123	149	6	reaching	reach	VERB
cana-4123	149	7	around	around	ADP
cana-4123	149	8	92	92	NUM
cana-4123	149	9	%	%	NOUN
cana-4123	149	10	.	.	PUNCT
cana-4123	150	1	•	•	NUM
cana-4123	150	2	validationˑaccuracy	validationˑaccuracy	NOUN
cana-4123	150	3	(	(	PUNCT
cana-4123	150	4	orange	orange	ADJ
cana-4123	150	5	):	):	PUNCT
cana-4123	150	6	validation	validation	NOUN
cana-4123	150	7	accuracy	accuracy	NOUN
cana-4123	150	8	improves	improve	VERB
cana-4123	150	9	quickly	quickly	ADV
cana-4123	150	10	then	then	ADV
cana-4123	150	11	remains	remain	VERB
cana-4123	150	12	consistently	consistently	ADV
cana-4123	150	13	higher	high	ADJ
cana-4123	150	14	than	than	ADP
cana-4123	150	15	training	training	NOUN
cana-4123	150	16	accuracy	accuracy	NOUN
cana-4123	150	17	,	,	PUNCT
cana-4123	150	18	stabilizing	stabilize	VERB
cana-4123	150	19	at	at	ADP
cana-4123	150	20	approximately	approximately	ADV
cana-4123	150	21	93	93	NUM
cana-4123	150	22	%	%	NOUN
cana-4123	150	23	.	.	PUNCT
cana-4123	151	1	overall	overall	ADV
cana-4123	151	2	,	,	PUNCT
cana-4123	151	3	both	both	DET
cana-4123	151	4	graphs	graph	NOUN
cana-4123	151	5	suggest	suggest	VERB
cana-4123	151	6	the	the	DET
cana-4123	151	7	model	model	NOUN
cana-4123	151	8	is	be	AUX
cana-4123	151	9	learning	learn	VERB
cana-4123	151	10	well	well	ADV
cana-4123	151	11	,	,	PUNCT
cana-4123	151	12	showing	show	VERB
cana-4123	151	13	a	a	DET
cana-4123	151	14	good	good	ADJ
cana-4123	151	15	balance	balance	NOUN
cana-4123	151	16	between	between	ADP
cana-4123	151	17	training	training	NOUN
cana-4123	151	18	and	and	CCONJ
cana-4123	151	19	validation	validation	NOUN
cana-4123	151	20	performance	performance	NOUN
cana-4123	151	21	.	.	PUNCT
cana-4123	152	1	4	4	X
cana-4123	152	2	.	.	NOUN
cana-4123	152	3	results	result	VERB
cana-4123	152	4	the	the	DET
cana-4123	152	5	proposed	propose	VERB
cana-4123	152	6	glaucoma	glaucoma	NOUN
cana-4123	152	7	detection	detection	NOUN
cana-4123	152	8	system	system	NOUN
cana-4123	152	9	,	,	PUNCT
cana-4123	152	10	utilizing	utilize	VERB
cana-4123	152	11	the	the	DET
cana-4123	152	12	efficientnetv2	efficientnetv2	PROPN
cana-4123	152	13	cnn	cnn	PROPN
cana-4123	152	14	architecture	architecture	NOUN
cana-4123	152	15	,	,	PUNCT
cana-4123	152	16	demonstrated	demonstrate	VERB
cana-4123	152	17	outstanding	outstanding	ADJ
cana-4123	152	18	performance	performance	NOUN
cana-4123	152	19	in	in	ADP
cana-4123	152	20	distinguishing	distinguish	VERB
cana-4123	152	21	between	between	ADP
cana-4123	152	22	glaucomatous	glaucomatous	ADJ
cana-4123	152	23	and	and	CCONJ
cana-4123	152	24	nonglaucomatous	nonglaucomatous	ADJ
cana-4123	152	25	retinal	retinal	ADJ
cana-4123	152	26	images	image	NOUN
cana-4123	152	27	.	.	PUNCT
cana-4123	153	1	the	the	DET
cana-4123	153	2	system	system	NOUN
cana-4123	153	3	achieved	achieve	VERB
cana-4123	153	4	an	an	DET
cana-4123	153	5	overall	overall	ADJ
cana-4123	153	6	accuracy	accuracy	NOUN
cana-4123	153	7	of	of	ADP
cana-4123	153	8	93.7	93.7	NUM
cana-4123	153	9	%	%	NOUN
cana-4123	153	10	,	,	PUNCT
cana-4123	153	11	highlighting	highlight	VERB
cana-4123	153	12	its	its	PRON
cana-4123	153	13	ability	ability	NOUN
cana-4123	153	14	to	to	PART
cana-4123	153	15	correctly	correctly	ADV
cana-4123	153	16	classify	classify	VERB
cana-4123	153	17	the	the	DET
cana-4123	153	18	majority	majority	NOUN
cana-4123	153	19	of	of	ADP
cana-4123	153	20	cases	case	NOUN
cana-4123	153	21	.	.	PUNCT
cana-4123	154	1	for	for	ADP
cana-4123	154	2	glaucomatous	glaucomatous	ADJ
cana-4123	154	3	cases	case	NOUN
cana-4123	154	4	,	,	PUNCT
cana-4123	154	5	the	the	DET
cana-4123	154	6	model	model	NOUN
cana-4123	154	7	exhibited	exhibit	VERB
cana-4123	154	8	a	a	DET
cana-4123	154	9	precision	precision	NOUN
cana-4123	154	10	of	of	ADP
cana-4123	154	11	93.5	93.5	NUM
cana-4123	154	12	%	%	NOUN
cana-4123	154	13	,	,	PUNCT
cana-4123	154	14	indicating	indicate	VERB
cana-4123	154	15	a	a	DET
cana-4123	154	16	high	high	ADJ
cana-4123	154	17	level	level	NOUN
cana-4123	154	18	of	of	ADP
cana-4123	154	19	accuracy	accuracy	NOUN
cana-4123	154	20	in	in	ADP
cana-4123	154	21	predicting	predict	VERB
cana-4123	154	22	true	true	ADJ
cana-4123	154	23	positives	positive	NOUN
cana-4123	154	24	while	while	SCONJ
cana-4123	154	25	minimizing	minimize	VERB
cana-4123	154	26	false	false	ADJ
cana-4123	154	27	positives	positive	NOUN
cana-4123	154	28	.	.	PUNCT
cana-4123	155	1	the	the	DET
cana-4123	155	2	recall	recall	NOUN
cana-4123	155	3	rate	rate	NOUN
cana-4123	155	4	of	of	ADP
cana-4123	155	5	92.5	92.5	NUM
cana-4123	155	6	%	%	NOUN
cana-4123	155	7	underscores	underscore	VERB
cana-4123	155	8	the	the	DET
cana-4123	155	9	system	system	NOUN
cana-4123	155	10	’s	’s	PART
cana-4123	155	11	capability	capability	NOUN
cana-4123	155	12	to	to	PART
cana-4123	155	13	identify	identify	VERB
cana-4123	155	14	nearly	nearly	ADV
cana-4123	155	15	all	all	PRON
cana-4123	155	16	glaucomatous	glaucomatous	ADJ
cana-4123	155	17	cases	case	NOUN
cana-4123	155	18	,	,	PUNCT
cana-4123	155	19	ensuring	ensure	VERB
cana-4123	155	20	minimal	minimal	ADJ
cana-4123	155	21	false	false	ADJ
cana-4123	155	22	negatives	negative	NOUN
cana-4123	155	23	.	.	PUNCT
cana-4123	156	1	to	to	PART
cana-4123	156	2	assess	assess	VERB
cana-4123	156	3	the	the	DET
cana-4123	156	4	overall	overall	ADJ
cana-4123	156	5	model	model	NOUN
cana-4123	156	6	performance	performance	NOUN
cana-4123	156	7	,	,	PUNCT
cana-4123	156	8	a	a	DET
cana-4123	156	9	confusion	confusion	NOUN
cana-4123	156	10	matrix	matrix	NOUN
cana-4123	156	11	was	be	AUX
cana-4123	156	12	analysed	analyse	VERB
cana-4123	156	13	.	.	PUNCT
cana-4123	157	1	out	out	ADP
cana-4123	157	2	of	of	ADP
cana-4123	157	3	the	the	DET
cana-4123	157	4	test	test	NOUN
cana-4123	157	5	samples	sample	NOUN
cana-4123	157	6	,	,	PUNCT
cana-4123	157	7	1,687	1,687	NUM
cana-4123	157	8	true	true	ADJ
cana-4123	157	9	positives	positive	NOUN
cana-4123	157	10	were	be	AUX
cana-4123	157	11	correctly	correctly	ADV
cana-4123	157	12	classified	classify	VERB
cana-4123	157	13	as	as	ADP
cana-4123	157	14	glaucomatous	glaucomatous	ADJ
cana-4123	157	15	,	,	PUNCT
cana-4123	157	16	while	while	SCONJ
cana-4123	157	17	999	999	NUM
cana-4123	157	18	true	true	ADJ
cana-4123	157	19	negatives	negative	NOUN
cana-4123	157	20	were	be	AUX
cana-4123	157	21	accurately	accurately	ADV
cana-4123	157	22	labelled	label	VERB
cana-4123	157	23	as	as	ADP
cana-4123	157	24	non	non	ADJ
cana-4123	157	25	-	-	ADJ
cana-4123	157	26	glaucomatous	glaucomatous	ADJ
cana-4123	157	27	.	.	PUNCT
cana-4123	158	1	misclassifications	misclassification	NOUN
cana-4123	158	2	included	include	VERB
cana-4123	158	3	67	67	NUM
cana-4123	158	4	false	false	ADJ
cana-4123	158	5	positives	positive	NOUN
cana-4123	158	6	and	and	CCONJ
cana-4123	158	7	121	121	NUM
cana-4123	158	8	false	false	ADJ
cana-4123	158	9	negatives	negative	NOUN
cana-4123	158	10	,	,	PUNCT
cana-4123	158	11	indicating	indicate	VERB
cana-4123	158	12	relatively	relatively	ADV
cana-4123	158	13	low	low	ADJ
cana-4123	158	14	error	error	NOUN
cana-4123	158	15	rates	rate	NOUN
cana-4123	158	16	.	.	PUNCT
cana-4123	159	1	the	the	DET
cana-4123	159	2	model	model	NOUN
cana-4123	159	3	was	be	AUX
cana-4123	159	4	benchmarked	benchmarke	VERB
cana-4123	159	5	against	against	ADP
cana-4123	159	6	other	other	ADJ
cana-4123	159	7	architectures	architecture	NOUN
cana-4123	159	8	,	,	PUNCT
cana-4123	159	9	such	such	ADJ
cana-4123	159	10	as	as	ADP
cana-4123	159	11	inception	inception	NOUN
cana-4123	159	12	-	-	PUNCT
cana-4123	159	13	resnet	resnet	NOUN
cana-4123	159	14	-	-	PUNCT
cana-4123	159	15	v2	v2	NOUN
cana-4123	159	16	,	,	PUNCT
cana-4123	159	17	traditional	traditional	ADJ
cana-4123	159	18	cnns	cnn	NOUN
cana-4123	159	19	,	,	PUNCT
cana-4123	159	20	and	and	CCONJ
cana-4123	159	21	dcnns	dcnns	ADJ
cana-4123	159	22	.	.	PUNCT
cana-4123	160	1	among	among	ADP
cana-4123	160	2	these	these	PRON
cana-4123	160	3	,	,	PUNCT
cana-4123	160	4	efficientnetv2	efficientnetv2	PROPN
cana-4123	160	5	consistently	consistently	ADV
cana-4123	160	6	outperformed	outperform	VERB
cana-4123	160	7	others	other	NOUN
cana-4123	160	8	,	,	PUNCT
cana-4123	160	9	achieving	achieve	VERB
cana-4123	160	10	the	the	DET
cana-4123	160	11	highest	high	ADJ
cana-4123	160	12	precision	precision	NOUN
cana-4123	160	13	(	(	PUNCT
cana-4123	160	14	93.5	93.5	NUM
cana-4123	160	15	%	%	NOUN
cana-4123	160	16	)	)	PUNCT
cana-4123	160	17	and	and	CCONJ
cana-4123	160	18	recall	recall	NOUN
cana-4123	160	19	(	(	PUNCT
cana-4123	160	20	92.5	92.5	NUM
cana-4123	160	21	%	%	NOUN
cana-4123	160	22	)	)	PUNCT
cana-4123	160	23	scores	score	NOUN
cana-4123	160	24	.	.	PUNCT
cana-4123	161	1	in	in	ADP
cana-4123	161	2	contrast	contrast	NOUN
cana-4123	161	3	,	,	PUNCT
cana-4123	161	4	inception	inception	NOUN
cana-4123	161	5	-	-	PUNCT
cana-4123	161	6	resnet	resnet	NOUN
cana-4123	161	7	-	-	PUNCT
cana-4123	161	8	v2	v2	NOUN
cana-4123	161	9	followed	follow	VERB
cana-4123	161	10	with	with	ADP
cana-4123	161	11	a	a	DET
cana-4123	161	12	precision	precision	NOUN
cana-4123	161	13	of	of	ADP
cana-4123	161	14	87.74	87.74	NUM
cana-4123	161	15	%	%	NOUN
cana-4123	161	16	and	and	CCONJ
cana-4123	161	17	recall	recall	NOUN
cana-4123	161	18	of	of	ADP
cana-4123	161	19	88.89	88.89	NUM
cana-4123	161	20	%	%	NOUN
cana-4123	161	21	,	,	PUNCT
cana-4123	161	22	while	while	SCONJ
cana-4123	161	23	traditional	traditional	ADJ
cana-4123	161	24	cnns	cnn	NOUN
cana-4123	161	25	and	and	CCONJ
cana-4123	161	26	dcnns	dcnns	PROPN
cana-4123	161	27	lagged	lag	VERB
cana-4123	161	28	with	with	ADP
cana-4123	161	29	moderate	moderate	ADJ
cana-4123	161	30	performances	performance	NOUN
cana-4123	161	31	.	.	PUNCT
cana-4123	162	1	learning	learn	VERB
cana-4123	162	2	curves	curve	NOUN
cana-4123	162	3	showed	show	VERB
cana-4123	162	4	that	that	SCONJ
cana-4123	162	5	both	both	DET
cana-4123	162	6	training	training	NOUN
cana-4123	162	7	and	and	CCONJ
cana-4123	162	8	validation	validation	NOUN
cana-4123	162	9	losses	loss	NOUN
cana-4123	162	10	decreased	decrease	VERB
cana-4123	162	11	steadily	steadily	ADV
cana-4123	162	12	over	over	ADP
cana-4123	162	13	epochs	epoch	NOUN
cana-4123	162	14	,	,	PUNCT
cana-4123	162	15	stabilizing	stabilize	VERB
cana-4123	162	16	towards	towards	ADP
cana-4123	162	17	the	the	DET
cana-4123	162	18	end	end	NOUN
cana-4123	162	19	,	,	PUNCT
cana-4123	162	20	which	which	PRON
cana-4123	162	21	indicated	indicate	VERB
cana-4123	162	22	the	the	DET
cana-4123	162	23	model	model	NOUN
cana-4123	162	24	’s	’s	PART
cana-4123	162	25	effective	effective	ADJ
cana-4123	162	26	generalization	generalization	NOUN
cana-4123	162	27	to	to	ADP
cana-4123	162	28	unseen	unseen	ADJ
cana-4123	162	29	data	datum	NOUN
cana-4123	162	30	without	without	ADP
cana-4123	162	31	overfitting	overfitte	VERB
cana-4123	162	32	.	.	PUNCT
cana-4123	163	1	the	the	DET
cana-4123	163	2	validation	validation	NOUN
cana-4123	163	3	accuracy	accuracy	NOUN
cana-4123	163	4	stabilized	stabilize	VERB
cana-4123	163	5	at	at	ADP
cana-4123	163	6	around	around	ADP
cana-4123	163	7	93	93	NUM
cana-4123	163	8	%	%	NOUN
cana-4123	163	9	,	,	PUNCT
cana-4123	163	10	demonstrating	demonstrate	VERB
cana-4123	163	11	consistent	consistent	ADJ
cana-4123	163	12	performance	performance	NOUN
cana-4123	163	13	across	across	ADP
cana-4123	163	14	training	training	NOUN
cana-4123	163	15	and	and	CCONJ
cana-4123	163	16	validation	validation	NOUN
cana-4123	163	17	sets	set	NOUN
cana-4123	163	18	.	.	PUNCT
cana-4123	164	1	overall	overall	ADV
cana-4123	164	2	,	,	PUNCT
cana-4123	164	3	the	the	DET
cana-4123	164	4	results	result	NOUN
cana-4123	164	5	underscore	underscore	VERB
cana-4123	164	6	the	the	DET
cana-4123	164	7	effectiveness	effectiveness	NOUN
cana-4123	164	8	of	of	ADP
cana-4123	164	9	the	the	DET
cana-4123	164	10	efficientnetv2	efficientnetv2	ADV
cana-4123	164	11	-	-	PUNCT
cana-4123	164	12	based	base	VERB
cana-4123	164	13	system	system	NOUN
cana-4123	164	14	in	in	ADP
cana-4123	164	15	accurately	accurately	ADV
cana-4123	164	16	detecting	detect	VERB
cana-4123	164	17	glaucoma	glaucoma	NOUN
cana-4123	164	18	,	,	PUNCT
cana-4123	164	19	offering	offer	VERB
cana-4123	164	20	a	a	DET
cana-4123	164	21	reliable	reliable	ADJ
cana-4123	164	22	tool	tool	NOUN
cana-4123	164	23	for	for	ADP
cana-4123	164	24	early	early	ADJ
cana-4123	164	25	diagnosis	diagnosis	NOUN
cana-4123	164	26	.	.	PUNCT
cana-4123	165	1	its	its	PRON
cana-4123	165	2	superior	superior	ADJ
cana-4123	165	3	performance	performance	NOUN
cana-4123	165	4	metrics	metric	NOUN
cana-4123	165	5	and	and	CCONJ
cana-4123	165	6	computational	computational	ADJ
cana-4123	165	7	efficiency	efficiency	NOUN
cana-4123	165	8	make	make	VERB
cana-4123	165	9	it	it	PRON
cana-4123	165	10	a	a	DET
cana-4123	165	11	promising	promising	ADJ
cana-4123	165	12	candidate	candidate	NOUN
cana-4123	165	13	for	for	ADP
cana-4123	165	14	real	real	ADJ
cana-4123	165	15	-	-	PUNCT
cana-4123	165	16	world	world	NOUN
cana-4123	165	17	clinical	clinical	ADJ
cana-4123	165	18	deployment	deployment	NOUN
cana-4123	165	19	,	,	PUNCT
cana-4123	165	20	potentially	potentially	ADV
cana-4123	165	21	reducing	reduce	VERB
cana-4123	165	22	the	the	DET
cana-4123	165	23	burden	burden	NOUN
cana-4123	165	24	of	of	ADP
cana-4123	165	25	irreversible	irreversible	ADJ
cana-4123	165	26	vision	vision	NOUN
cana-4123	165	27	loss	loss	NOUN
cana-4123	165	28	caused	cause	VERB
cana-4123	165	29	by	by	ADP
cana-4123	165	30	delayed	delay	VERB
cana-4123	165	31	glaucoma	glaucoma	NOUN
cana-4123	165	32	detection	detection	NOUN
cana-4123	165	33	.	.	PUNCT
cana-4123	166	1	figure	figure	NOUN
cana-4123	166	2	7	7	NUM
cana-4123	166	3	.	.	PUNCT
cana-4123	166	4	performance	performance	NOUN
cana-4123	166	5	metrics	metric	NOUN
cana-4123	166	6	communications	communication	NOUN
cana-4123	166	7	on	on	ADP
cana-4123	166	8	applied	apply	VERB
cana-4123	166	9	nonlinear	nonlinear	ADJ
cana-4123	166	10	analysis	analysis	NOUN
cana-4123	166	11	issn	issn	NOUN
cana-4123	166	12	:	:	PUNCT
cana-4123	166	13	1074	1074	NUM
cana-4123	166	14	-	-	PUNCT
cana-4123	166	15	133x	133x	NUM
cana-4123	166	16	vol	vol	NOUN
cana-4123	166	17	32	32	NUM
cana-4123	167	1	no	no	NOUN
cana-4123	167	2	.	.	PUNCT
cana-4123	168	1	9s	9s	NUM
cana-4123	168	2	(	(	PUNCT
cana-4123	168	3	2025	2025	NUM
cana-4123	168	4	)	)	PUNCT
cana-4123	168	5	1181	1181	NUM
cana-4123	168	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	168	7	5	5	X
cana-4123	168	8	.	.	PUNCT
cana-4123	168	9	discussion	discussion	NOUN
cana-4123	168	10	the	the	DET
cana-4123	168	11	findings	finding	NOUN
cana-4123	168	12	of	of	ADP
cana-4123	168	13	this	this	DET
cana-4123	168	14	study	study	NOUN
cana-4123	168	15	demonstrate	demonstrate	VERB
cana-4123	168	16	the	the	DET
cana-4123	168	17	potential	potential	NOUN
cana-4123	168	18	of	of	ADP
cana-4123	168	19	leveraging	leverage	VERB
cana-4123	168	20	machine	machine	NOUN
cana-4123	168	21	learning	learning	NOUN
cana-4123	168	22	,	,	PUNCT
cana-4123	168	23	particularly	particularly	ADV
cana-4123	168	24	the	the	DET
cana-4123	168	25	efficientnetv2	efficientnetv2	NOUN
cana-4123	168	26	architecture	architecture	NOUN
cana-4123	168	27	,	,	PUNCT
cana-4123	168	28	for	for	ADP
cana-4123	168	29	automated	automate	VERB
cana-4123	168	30	glaucoma	glaucoma	NOUN
cana-4123	168	31	detection	detection	NOUN
cana-4123	168	32	using	use	VERB
cana-4123	168	33	fundus	fundus	NOUN
cana-4123	168	34	images	image	NOUN
cana-4123	168	35	.	.	PUNCT
cana-4123	169	1	the	the	DET
cana-4123	169	2	model	model	NOUN
cana-4123	169	3	's	's	PART
cana-4123	169	4	high	high	ADJ
cana-4123	169	5	accuracy	accuracy	NOUN
cana-4123	169	6	of	of	ADP
cana-4123	169	7	93.7	93.7	NUM
cana-4123	169	8	%	%	NOUN
cana-4123	169	9	,	,	PUNCT
cana-4123	169	10	coupled	couple	VERB
cana-4123	169	11	with	with	ADP
cana-4123	169	12	strong	strong	ADJ
cana-4123	169	13	precision	precision	NOUN
cana-4123	169	14	and	and	CCONJ
cana-4123	169	15	recall	recall	NOUN
cana-4123	169	16	metrics	metric	NOUN
cana-4123	169	17	,	,	PUNCT
cana-4123	169	18	validates	validate	VERB
cana-4123	169	19	its	its	PRON
cana-4123	169	20	efficacy	efficacy	NOUN
cana-4123	169	21	in	in	ADP
cana-4123	169	22	identifying	identify	VERB
cana-4123	169	23	both	both	CCONJ
cana-4123	169	24	glaucomatous	glaucomatous	ADJ
cana-4123	169	25	and	and	CCONJ
cana-4123	169	26	non	non	ADJ
cana-4123	169	27	-	-	ADJ
cana-4123	169	28	glaucomatous	glaucomatous	ADJ
cana-4123	169	29	cases	case	NOUN
cana-4123	169	30	.	.	PUNCT
cana-4123	170	1	these	these	DET
cana-4123	170	2	results	result	NOUN
cana-4123	170	3	are	be	AUX
cana-4123	170	4	consistent	consistent	ADJ
cana-4123	170	5	with	with	ADP
cana-4123	170	6	existing	exist	VERB
cana-4123	170	7	literature	literature	NOUN
cana-4123	170	8	emphasizing	emphasize	VERB
cana-4123	170	9	the	the	DET
cana-4123	170	10	role	role	NOUN
cana-4123	170	11	of	of	ADP
cana-4123	170	12	deep	deep	ADJ
cana-4123	170	13	learning	learning	NOUN
cana-4123	170	14	in	in	ADP
cana-4123	170	15	improving	improve	VERB
cana-4123	170	16	diagnostic	diagnostic	ADJ
cana-4123	170	17	precision	precision	NOUN
cana-4123	170	18	in	in	ADP
cana-4123	170	19	ophthalmology	ophthalmology	NOUN
cana-4123	170	20	.	.	PUNCT
cana-4123	171	1	by	by	ADP
cana-4123	171	2	effectively	effectively	ADV
cana-4123	171	3	analysing	analyse	VERB
cana-4123	171	4	structural	structural	ADJ
cana-4123	171	5	features	feature	NOUN
cana-4123	171	6	such	such	ADJ
cana-4123	171	7	as	as	ADP
cana-4123	171	8	optic	optic	ADJ
cana-4123	171	9	nerve	nerve	NOUN
cana-4123	171	10	cupping	cupping	NOUN
cana-4123	171	11	and	and	CCONJ
cana-4123	171	12	rnfl	rnfl	NOUN
cana-4123	171	13	thinning	thinning	NOUN
cana-4123	171	14	,	,	PUNCT
cana-4123	171	15	the	the	DET
cana-4123	171	16	system	system	NOUN
cana-4123	171	17	bridges	bridge	VERB
cana-4123	171	18	a	a	DET
cana-4123	171	19	significant	significant	ADJ
cana-4123	171	20	gap	gap	NOUN
cana-4123	171	21	in	in	ADP
cana-4123	171	22	early	early	ADJ
cana-4123	171	23	glaucoma	glaucoma	NOUN
cana-4123	171	24	detection	detection	NOUN
cana-4123	171	25	,	,	PUNCT
cana-4123	171	26	a	a	DET
cana-4123	171	27	critical	critical	ADJ
cana-4123	171	28	factor	factor	NOUN
cana-4123	171	29	in	in	ADP
cana-4123	171	30	preventing	prevent	VERB
cana-4123	171	31	irreversible	irreversible	ADJ
cana-4123	171	32	vision	vision	NOUN
cana-4123	171	33	loss	loss	NOUN
cana-4123	171	34	.	.	PUNCT
cana-4123	172	1	the	the	DET
cana-4123	172	2	superior	superior	ADJ
cana-4123	172	3	performance	performance	NOUN
cana-4123	172	4	of	of	ADP
cana-4123	172	5	efficientnetv2	efficientnetv2	NOUN
cana-4123	172	6	over	over	ADP
cana-4123	172	7	other	other	ADJ
cana-4123	172	8	architectures	architecture	NOUN
cana-4123	172	9	,	,	PUNCT
cana-4123	172	10	such	such	ADJ
cana-4123	172	11	as	as	ADP
cana-4123	172	12	inception	inception	NOUN
cana-4123	172	13	-	-	PUNCT
cana-4123	172	14	resnet	resnet	NOUN
cana-4123	172	15	-	-	PUNCT
cana-4123	172	16	v2	v2	NOUN
cana-4123	172	17	and	and	CCONJ
cana-4123	172	18	traditional	traditional	ADJ
cana-4123	172	19	cnns	cnn	NOUN
cana-4123	172	20	,	,	PUNCT
cana-4123	172	21	highlights	highlight	VERB
cana-4123	172	22	the	the	DET
cana-4123	172	23	advantages	advantage	NOUN
cana-4123	172	24	of	of	ADP
cana-4123	172	25	compound	compound	NOUN
cana-4123	172	26	scaling	scaling	NOUN
cana-4123	172	27	in	in	ADP
cana-4123	172	28	optimizing	optimize	VERB
cana-4123	172	29	model	model	NOUN
cana-4123	172	30	depth	depth	NOUN
cana-4123	172	31	,	,	PUNCT
cana-4123	172	32	width	width	ADJ
cana-4123	172	33	,	,	PUNCT
cana-4123	172	34	and	and	CCONJ
cana-4123	172	35	resolution	resolution	NOUN
cana-4123	172	36	.	.	PUNCT
cana-4123	173	1	this	this	PRON
cana-4123	173	2	ensures	ensure	VERB
cana-4123	173	3	a	a	DET
cana-4123	173	4	balance	balance	NOUN
cana-4123	173	5	between	between	ADP
cana-4123	173	6	accuracy	accuracy	NOUN
cana-4123	173	7	and	and	CCONJ
cana-4123	173	8	computational	computational	ADJ
cana-4123	173	9	efficiency	efficiency	NOUN
cana-4123	173	10	,	,	PUNCT
cana-4123	173	11	making	make	VERB
cana-4123	173	12	the	the	DET
cana-4123	173	13	system	system	NOUN
cana-4123	173	14	scalable	scalable	ADJ
cana-4123	173	15	and	and	CCONJ
cana-4123	173	16	suitable	suitable	ADJ
cana-4123	173	17	for	for	ADP
cana-4123	173	18	deployment	deployment	NOUN
cana-4123	173	19	in	in	ADP
cana-4123	173	20	clinical	clinical	ADJ
cana-4123	173	21	settings	setting	NOUN
cana-4123	173	22	.	.	PUNCT
cana-4123	174	1	furthermore	furthermore	ADV
cana-4123	174	2	,	,	PUNCT
cana-4123	174	3	feature	feature	NOUN
cana-4123	174	4	selection	selection	NOUN
cana-4123	174	5	techniques	technique	NOUN
cana-4123	174	6	like	like	ADP
cana-4123	174	7	cup	cup	NOUN
cana-4123	174	8	-	-	PUNCT
cana-4123	174	9	to	to	ADP
cana-4123	174	10	-	-	PUNCT
cana-4123	174	11	disc	disc	NOUN
cana-4123	174	12	ratio	ratio	NOUN
cana-4123	174	13	(	(	PUNCT
cana-4123	174	14	cdr	cdr	NOUN
cana-4123	174	15	)	)	PUNCT
cana-4123	174	16	calculation	calculation	NOUN
cana-4123	174	17	and	and	CCONJ
cana-4123	174	18	rnfl	rnfl	NOUN
cana-4123	174	19	thickness	thickness	PROPN
cana-4123	174	20	measurement	measurement	PROPN
cana-4123	174	21	enhance	enhance	VERB
cana-4123	174	22	the	the	DET
cana-4123	174	23	interpretability	interpretability	NOUN
cana-4123	174	24	of	of	ADP
cana-4123	174	25	the	the	DET
cana-4123	174	26	results	result	NOUN
cana-4123	174	27	,	,	PUNCT
cana-4123	174	28	offering	offer	VERB
cana-4123	174	29	clinicians	clinician	NOUN
cana-4123	174	30	actionable	actionable	ADJ
cana-4123	174	31	insights	insight	NOUN
cana-4123	174	32	.	.	PUNCT
cana-4123	175	1	despite	despite	SCONJ
cana-4123	175	2	its	its	PRON
cana-4123	175	3	promising	promising	ADJ
cana-4123	175	4	performance	performance	NOUN
cana-4123	175	5	,	,	PUNCT
cana-4123	175	6	the	the	DET
cana-4123	175	7	system	system	NOUN
cana-4123	175	8	faces	face	VERB
cana-4123	175	9	certain	certain	ADJ
cana-4123	175	10	limitations	limitation	NOUN
cana-4123	175	11	.	.	PUNCT
cana-4123	176	1	the	the	DET
cana-4123	176	2	dependency	dependency	NOUN
cana-4123	176	3	on	on	ADP
cana-4123	176	4	highquality	highquality	NOUN
cana-4123	176	5	retinal	retinal	ADJ
cana-4123	176	6	images	image	NOUN
cana-4123	176	7	poses	pose	VERB
cana-4123	176	8	a	a	DET
cana-4123	176	9	challenge	challenge	NOUN
cana-4123	176	10	,	,	PUNCT
cana-4123	176	11	as	as	SCONJ
cana-4123	176	12	poor	poor	ADJ
cana-4123	176	13	image	image	NOUN
cana-4123	176	14	quality	quality	NOUN
cana-4123	176	15	can	can	AUX
cana-4123	176	16	adversely	adversely	ADV
cana-4123	176	17	impact	impact	VERB
cana-4123	176	18	model	model	NOUN
cana-4123	176	19	predictions	prediction	NOUN
cana-4123	176	20	.	.	PUNCT
cana-4123	177	1	this	this	PRON
cana-4123	177	2	underscores	underscore	VERB
cana-4123	177	3	the	the	DET
cana-4123	177	4	need	need	NOUN
cana-4123	177	5	for	for	ADP
cana-4123	177	6	standardized	standardized	ADJ
cana-4123	177	7	imaging	imaging	NOUN
cana-4123	177	8	protocols	protocol	NOUN
cana-4123	177	9	to	to	PART
cana-4123	177	10	ensure	ensure	VERB
cana-4123	177	11	consistent	consistent	ADJ
cana-4123	177	12	inputs	input	NOUN
cana-4123	177	13	across	across	ADP
cana-4123	177	14	diverse	diverse	ADJ
cana-4123	177	15	clinical	clinical	ADJ
cana-4123	177	16	environments	environment	NOUN
cana-4123	177	17	.	.	PUNCT
cana-4123	178	1	additionally	additionally	ADV
cana-4123	178	2	,	,	PUNCT
cana-4123	178	3	the	the	DET
cana-4123	178	4	potential	potential	NOUN
cana-4123	178	5	for	for	ADP
cana-4123	178	6	false	false	ADJ
cana-4123	178	7	negatives	negative	NOUN
cana-4123	178	8	or	or	CCONJ
cana-4123	178	9	positives	positive	NOUN
cana-4123	178	10	,	,	PUNCT
cana-4123	178	11	while	while	SCONJ
cana-4123	178	12	low	low	ADJ
cana-4123	178	13	,	,	PUNCT
cana-4123	178	14	can	can	AUX
cana-4123	178	15	not	not	PART
cana-4123	178	16	be	be	AUX
cana-4123	178	17	eliminated	eliminate	VERB
cana-4123	178	18	,	,	PUNCT
cana-4123	178	19	necessitating	necessitate	VERB
cana-4123	178	20	the	the	DET
cana-4123	178	21	system	system	NOUN
cana-4123	178	22	's	's	PART
cana-4123	178	23	use	use	NOUN
cana-4123	178	24	as	as	ADP
cana-4123	178	25	an	an	DET
cana-4123	178	26	assistive	assistive	ADJ
cana-4123	178	27	tool	tool	NOUN
cana-4123	178	28	rather	rather	ADV
cana-4123	178	29	than	than	ADP
cana-4123	178	30	a	a	DET
cana-4123	178	31	standalone	standalone	ADJ
cana-4123	178	32	diagnostic	diagnostic	ADJ
cana-4123	178	33	solution	solution	NOUN
cana-4123	178	34	.	.	PUNCT
cana-4123	179	1	another	another	DET
cana-4123	179	2	concern	concern	NOUN
cana-4123	179	3	is	be	AUX
cana-4123	179	4	the	the	DET
cana-4123	179	5	system	system	NOUN
cana-4123	179	6	's	's	PART
cana-4123	179	7	generalizability	generalizability	NOUN
cana-4123	179	8	.	.	PUNCT
cana-4123	180	1	while	while	SCONJ
cana-4123	180	2	the	the	DET
cana-4123	180	3	dataset	dataset	NOUN
cana-4123	180	4	used	use	VERB
cana-4123	180	5	for	for	ADP
cana-4123	180	6	training	training	NOUN
cana-4123	180	7	and	and	CCONJ
cana-4123	180	8	testing	testing	NOUN
cana-4123	180	9	included	include	VERB
cana-4123	180	10	diverse	diverse	ADJ
cana-4123	180	11	cases	case	NOUN
cana-4123	180	12	,	,	PUNCT
cana-4123	180	13	it	it	PRON
cana-4123	180	14	may	may	AUX
cana-4123	180	15	not	not	PART
cana-4123	180	16	fully	fully	ADV
cana-4123	180	17	capture	capture	VERB
cana-4123	180	18	the	the	DET
cana-4123	180	19	variability	variability	NOUN
cana-4123	180	20	in	in	ADP
cana-4123	180	21	real	real	ADJ
cana-4123	180	22	-	-	PUNCT
cana-4123	180	23	world	world	NOUN
cana-4123	180	24	populations	population	NOUN
cana-4123	180	25	,	,	PUNCT
cana-4123	180	26	such	such	ADJ
cana-4123	180	27	as	as	ADP
cana-4123	180	28	differences	difference	NOUN
cana-4123	180	29	in	in	ADP
cana-4123	180	30	imaging	imaging	NOUN
cana-4123	180	31	equipment	equipment	NOUN
cana-4123	180	32	,	,	PUNCT
cana-4123	180	33	ethnic	ethnic	ADJ
cana-4123	180	34	backgrounds	background	NOUN
cana-4123	180	35	,	,	PUNCT
cana-4123	180	36	or	or	CCONJ
cana-4123	180	37	disease	disease	NOUN
cana-4123	180	38	progression	progression	NOUN
cana-4123	180	39	stages	stage	NOUN
cana-4123	180	40	.	.	PUNCT
cana-4123	181	1	expanding	expand	VERB
cana-4123	181	2	the	the	DET
cana-4123	181	3	dataset	dataset	NOUN
cana-4123	181	4	to	to	PART
cana-4123	181	5	include	include	VERB
cana-4123	181	6	such	such	ADJ
cana-4123	181	7	variations	variation	NOUN
cana-4123	181	8	can	can	AUX
cana-4123	181	9	further	far	ADV
cana-4123	181	10	enhance	enhance	VERB
cana-4123	181	11	the	the	DET
cana-4123	181	12	robustness	robustness	NOUN
cana-4123	181	13	of	of	ADP
cana-4123	181	14	the	the	DET
cana-4123	181	15	model	model	NOUN
cana-4123	181	16	.	.	PUNCT
cana-4123	182	1	the	the	DET
cana-4123	182	2	broader	broad	ADJ
cana-4123	182	3	implications	implication	NOUN
cana-4123	182	4	of	of	ADP
cana-4123	182	5	this	this	DET
cana-4123	182	6	research	research	NOUN
cana-4123	182	7	are	be	AUX
cana-4123	182	8	significant	significant	ADJ
cana-4123	182	9	for	for	ADP
cana-4123	182	10	both	both	CCONJ
cana-4123	182	11	clinical	clinical	ADJ
cana-4123	182	12	practice	practice	NOUN
cana-4123	182	13	and	and	CCONJ
cana-4123	182	14	public	public	ADJ
cana-4123	182	15	health	health	NOUN
cana-4123	182	16	.	.	PUNCT
cana-4123	183	1	automated	automate	VERB
cana-4123	183	2	glaucoma	glaucoma	NOUN
cana-4123	183	3	detection	detection	NOUN
cana-4123	183	4	systems	system	NOUN
cana-4123	183	5	like	like	ADP
cana-4123	183	6	the	the	DET
cana-4123	183	7	one	one	NOUN
cana-4123	183	8	proposed	propose	VERB
cana-4123	183	9	in	in	ADP
cana-4123	183	10	this	this	DET
cana-4123	183	11	study	study	NOUN
cana-4123	183	12	can	can	AUX
cana-4123	183	13	alleviate	alleviate	VERB
cana-4123	183	14	the	the	DET
cana-4123	183	15	burden	burden	NOUN
cana-4123	183	16	on	on	ADP
cana-4123	183	17	healthcare	healthcare	NOUN
cana-4123	183	18	professionals	professional	NOUN
cana-4123	183	19	by	by	ADP
cana-4123	183	20	enabling	enable	VERB
cana-4123	183	21	early	early	ADJ
cana-4123	183	22	and	and	CCONJ
cana-4123	183	23	efficient	efficient	ADJ
cana-4123	183	24	screening	screening	NOUN
cana-4123	183	25	in	in	ADP
cana-4123	183	26	resource	resource	NOUN
cana-4123	183	27	-	-	PUNCT
cana-4123	183	28	limited	limit	VERB
cana-4123	183	29	settings	setting	NOUN
cana-4123	183	30	.	.	PUNCT
cana-4123	184	1	moreover	moreover	ADV
cana-4123	184	2	,	,	PUNCT
cana-4123	184	3	they	they	PRON
cana-4123	184	4	hold	hold	VERB
cana-4123	184	5	promise	promise	NOUN
cana-4123	184	6	for	for	ADP
cana-4123	184	7	integration	integration	NOUN
cana-4123	184	8	into	into	ADP
cana-4123	184	9	teleophthalmology	teleophthalmology	NOUN
cana-4123	184	10	frameworks	framework	NOUN
cana-4123	184	11	,	,	PUNCT
cana-4123	184	12	facilitating	facilitate	VERB
cana-4123	184	13	remote	remote	ADJ
cana-4123	184	14	diagnostics	diagnostic	NOUN
cana-4123	184	15	and	and	CCONJ
cana-4123	184	16	improving	improve	VERB
cana-4123	184	17	access	access	NOUN
cana-4123	184	18	to	to	PART
cana-4123	184	19	care	care	VERB
cana-4123	184	20	for	for	ADP
cana-4123	184	21	underserved	underserved	ADJ
cana-4123	184	22	populations	population	NOUN
cana-4123	184	23	.	.	PUNCT
cana-4123	185	1	looking	look	VERB
cana-4123	185	2	forward	forward	ADV
cana-4123	185	3	,	,	PUNCT
cana-4123	185	4	this	this	DET
cana-4123	185	5	study	study	NOUN
cana-4123	185	6	opens	open	VERB
cana-4123	185	7	avenues	avenue	NOUN
cana-4123	185	8	for	for	ADP
cana-4123	185	9	further	further	ADJ
cana-4123	185	10	research	research	NOUN
cana-4123	185	11	.	.	PUNCT
cana-4123	186	1	combining	combine	VERB
cana-4123	186	2	fundus	fundus	NOUN
cana-4123	186	3	imaging	imaging	NOUN
cana-4123	186	4	with	with	ADP
cana-4123	186	5	other	other	ADJ
cana-4123	186	6	diagnostic	diagnostic	ADJ
cana-4123	186	7	modalities	modality	NOUN
cana-4123	186	8	,	,	PUNCT
cana-4123	186	9	such	such	ADJ
cana-4123	186	10	as	as	ADP
cana-4123	186	11	optical	optical	ADJ
cana-4123	186	12	coherence	coherence	NOUN
cana-4123	186	13	tomography	tomography	NOUN
cana-4123	186	14	(	(	PUNCT
cana-4123	186	15	oct	oct	NOUN
cana-4123	186	16	)	)	PUNCT
cana-4123	186	17	or	or	CCONJ
cana-4123	186	18	visual	visual	ADJ
cana-4123	186	19	field	field	NOUN
cana-4123	186	20	analysis	analysis	NOUN
cana-4123	186	21	,	,	PUNCT
cana-4123	186	22	could	could	AUX
cana-4123	186	23	enhance	enhance	VERB
cana-4123	186	24	diagnostic	diagnostic	ADJ
cana-4123	186	25	accuracy	accuracy	NOUN
cana-4123	186	26	.	.	PUNCT
cana-4123	187	1	additionally	additionally	ADV
cana-4123	187	2	,	,	PUNCT
cana-4123	187	3	incorporating	incorporate	VERB
cana-4123	187	4	longitudinal	longitudinal	ADJ
cana-4123	187	5	data	datum	NOUN
cana-4123	187	6	to	to	PART
cana-4123	187	7	monitor	monitor	VERB
cana-4123	187	8	disease	disease	NOUN
cana-4123	187	9	progression	progression	NOUN
cana-4123	187	10	may	may	AUX
cana-4123	187	11	offer	offer	VERB
cana-4123	187	12	predictive	predictive	ADJ
cana-4123	187	13	insights	insight	NOUN
cana-4123	187	14	,	,	PUNCT
cana-4123	187	15	enabling	enable	VERB
cana-4123	187	16	tailored	tailor	VERB
cana-4123	187	17	treatment	treatment	NOUN
cana-4123	187	18	plans	plan	NOUN
cana-4123	187	19	.	.	PUNCT
cana-4123	188	1	regular	regular	ADJ
cana-4123	188	2	updates	update	NOUN
cana-4123	188	3	to	to	ADP
cana-4123	188	4	the	the	DET
cana-4123	188	5	system	system	NOUN
cana-4123	188	6	,	,	PUNCT
cana-4123	188	7	reflecting	reflect	VERB
cana-4123	188	8	advancements	advancement	NOUN
cana-4123	188	9	in	in	ADP
cana-4123	188	10	medical	medical	ADJ
cana-4123	188	11	imaging	imaging	NOUN
cana-4123	188	12	and	and	CCONJ
cana-4123	188	13	machine	machine	NOUN
cana-4123	188	14	learning	learn	VERB
cana-4123	188	15	techniques	technique	NOUN
cana-4123	188	16	,	,	PUNCT
cana-4123	188	17	will	will	AUX
cana-4123	188	18	ensure	ensure	VERB
cana-4123	188	19	its	its	PRON
cana-4123	188	20	continued	continued	ADJ
cana-4123	188	21	relevance	relevance	NOUN
cana-4123	188	22	and	and	CCONJ
cana-4123	188	23	effectiveness	effectiveness	NOUN
cana-4123	188	24	.	.	PUNCT
cana-4123	189	1	6	6	X
cana-4123	189	2	.	.	X
cana-4123	189	3	conclusion	conclusion	VERB
cana-4123	189	4	the	the	DET
cana-4123	189	5	findings	finding	NOUN
cana-4123	189	6	of	of	ADP
cana-4123	189	7	this	this	DET
cana-4123	189	8	study	study	NOUN
cana-4123	189	9	underscore	underscore	VERB
cana-4123	189	10	the	the	DET
cana-4123	189	11	potential	potential	NOUN
cana-4123	189	12	of	of	ADP
cana-4123	189	13	automated	automate	VERB
cana-4123	189	14	approaches	approach	NOUN
cana-4123	189	15	to	to	PART
cana-4123	189	16	revolutionize	revolutionize	VERB
cana-4123	189	17	glaucoma	glaucoma	NOUN
cana-4123	189	18	detection	detection	NOUN
cana-4123	189	19	and	and	CCONJ
cana-4123	189	20	management	management	NOUN
cana-4123	189	21	.	.	PUNCT
cana-4123	190	1	automated	automate	VERB
cana-4123	190	2	systems	system	NOUN
cana-4123	190	3	,	,	PUNCT
cana-4123	190	4	particularly	particularly	ADV
cana-4123	190	5	those	those	PRON
cana-4123	190	6	leveraging	leverage	VERB
cana-4123	190	7	advanced	advanced	ADJ
cana-4123	190	8	communications	communication	NOUN
cana-4123	190	9	on	on	ADP
cana-4123	190	10	applied	apply	VERB
cana-4123	190	11	nonlinear	nonlinear	ADJ
cana-4123	190	12	analysis	analysis	NOUN
cana-4123	190	13	issn	issn	NOUN
cana-4123	190	14	:	:	PUNCT
cana-4123	190	15	1074	1074	NUM
cana-4123	190	16	-	-	PUNCT
cana-4123	190	17	133x	133x	NUM
cana-4123	190	18	vol	vol	NOUN
cana-4123	190	19	32	32	NUM
cana-4123	191	1	no	no	NOUN
cana-4123	191	2	.	.	PUNCT
cana-4123	192	1	9s	9s	NUM
cana-4123	192	2	(	(	PUNCT
cana-4123	192	3	2025	2025	NUM
cana-4123	192	4	)	)	PUNCT
cana-4123	192	5	1182	1182	NUM
cana-4123	192	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	192	7	machine	machine	NOUN
cana-4123	192	8	learning	learn	VERB
cana-4123	192	9	techniques	technique	NOUN
cana-4123	192	10	,	,	PUNCT
cana-4123	192	11	have	have	AUX
cana-4123	192	12	emerged	emerge	VERB
cana-4123	192	13	as	as	ADP
cana-4123	192	14	pivotal	pivotal	ADJ
cana-4123	192	15	tools	tool	NOUN
cana-4123	192	16	in	in	ADP
cana-4123	192	17	early	early	ADJ
cana-4123	192	18	recognition	recognition	NOUN
cana-4123	192	19	and	and	CCONJ
cana-4123	192	20	intervention	intervention	NOUN
cana-4123	192	21	,	,	PUNCT
cana-4123	192	22	significantly	significantly	ADV
cana-4123	192	23	reducing	reduce	VERB
cana-4123	192	24	the	the	DET
cana-4123	192	25	risk	risk	NOUN
cana-4123	192	26	of	of	ADP
cana-4123	192	27	irreversible	irreversible	ADJ
cana-4123	192	28	vision	vision	NOUN
cana-4123	192	29	loss	loss	NOUN
cana-4123	192	30	associated	associate	VERB
cana-4123	192	31	with	with	ADP
cana-4123	192	32	glaucoma	glaucoma	NOUN
cana-4123	192	33	.	.	PUNCT
cana-4123	193	1	this	this	DET
cana-4123	193	2	study	study	NOUN
cana-4123	193	3	focused	focus	VERB
cana-4123	193	4	on	on	ADP
cana-4123	193	5	utilizing	utilize	VERB
cana-4123	193	6	non	non	ADJ
cana-4123	193	7	-	-	ADJ
cana-4123	193	8	invasive	invasive	ADJ
cana-4123	193	9	fundus	fundus	NOUN
cana-4123	193	10	imaging	imaging	NOUN
cana-4123	193	11	as	as	ADP
cana-4123	193	12	the	the	DET
cana-4123	193	13	primary	primary	ADJ
cana-4123	193	14	diagnostic	diagnostic	ADJ
cana-4123	193	15	input	input	NOUN
cana-4123	193	16	,	,	PUNCT
cana-4123	193	17	emphasizing	emphasize	VERB
cana-4123	193	18	advancements	advancement	NOUN
cana-4123	193	19	in	in	ADP
cana-4123	193	20	optical	optical	ADJ
cana-4123	193	21	nerve	nerve	NOUN
cana-4123	193	22	head	head	NOUN
cana-4123	193	23	(	(	PUNCT
cana-4123	193	24	onh	onh	PROPN
cana-4123	193	25	)	)	PUNCT
cana-4123	193	26	processing	processing	NOUN
cana-4123	193	27	and	and	CCONJ
cana-4123	193	28	segmentation	segmentation	NOUN
cana-4123	193	29	of	of	ADP
cana-4123	193	30	optic	optic	ADJ
cana-4123	193	31	disc	disc	NOUN
cana-4123	193	32	and	and	CCONJ
cana-4123	193	33	optic	optic	ADJ
cana-4123	193	34	cup	cup	NOUN
cana-4123	193	35	.	.	PUNCT
cana-4123	194	1	these	these	DET
cana-4123	194	2	techniques	technique	NOUN
cana-4123	194	3	enable	enable	VERB
cana-4123	194	4	the	the	DET
cana-4123	194	5	precise	precise	ADJ
cana-4123	194	6	identification	identification	NOUN
cana-4123	194	7	of	of	ADP
cana-4123	194	8	structural	structural	ADJ
cana-4123	194	9	changes	change	NOUN
cana-4123	194	10	indicative	indicative	ADJ
cana-4123	194	11	of	of	ADP
cana-4123	194	12	glaucomatous	glaucomatous	ADJ
cana-4123	194	13	damage	damage	NOUN
cana-4123	194	14	,	,	PUNCT
cana-4123	194	15	such	such	ADJ
cana-4123	194	16	as	as	ADP
cana-4123	194	17	optic	optic	ADJ
cana-4123	194	18	nerve	nerve	NOUN
cana-4123	194	19	cupping	cupping	NOUN
cana-4123	194	20	and	and	CCONJ
cana-4123	194	21	retinal	retinal	ADJ
cana-4123	194	22	nerve	nerve	NOUN
cana-4123	194	23	fiber	fiber	NOUN
cana-4123	194	24	layer	layer	NOUN
cana-4123	194	25	(	(	PUNCT
cana-4123	194	26	rnfl	rnfl	NOUN
cana-4123	194	27	)	)	PUNCT
cana-4123	194	28	thinning	thinning	NOUN
cana-4123	194	29	.	.	PUNCT
cana-4123	195	1	efficientnetv2	efficientnetv2	PROPN
cana-4123	195	2	,	,	PUNCT
cana-4123	195	3	a	a	DET
cana-4123	195	4	state	state	NOUN
cana-4123	195	5	-	-	PUNCT
cana-4123	195	6	of	of	ADP
cana-4123	195	7	-	-	PUNCT
cana-4123	195	8	the	the	DET
cana-4123	195	9	-	-	PUNCT
cana-4123	195	10	art	art	NOUN
cana-4123	195	11	convolutional	convolutional	ADJ
cana-4123	195	12	neural	neural	ADJ
cana-4123	195	13	network	network	NOUN
cana-4123	195	14	(	(	PUNCT
cana-4123	195	15	cnn	cnn	NOUN
cana-4123	195	16	)	)	PUNCT
cana-4123	195	17	architecture	architecture	NOUN
cana-4123	195	18	,	,	PUNCT
cana-4123	195	19	was	be	AUX
cana-4123	195	20	employed	employ	VERB
cana-4123	195	21	as	as	ADP
cana-4123	195	22	the	the	DET
cana-4123	195	23	backbone	backbone	NOUN
cana-4123	195	24	of	of	ADP
cana-4123	195	25	the	the	DET
cana-4123	195	26	proposed	propose	VERB
cana-4123	195	27	glaucoma	glaucoma	NOUN
cana-4123	195	28	detection	detection	NOUN
cana-4123	195	29	system	system	NOUN
cana-4123	195	30	.	.	PUNCT
cana-4123	196	1	the	the	DET
cana-4123	196	2	model	model	NOUN
cana-4123	196	3	was	be	AUX
cana-4123	196	4	fine	fine	ADV
cana-4123	196	5	-	-	PUNCT
cana-4123	196	6	tuned	tune	VERB
cana-4123	196	7	and	and	CCONJ
cana-4123	196	8	trained	train	VERB
cana-4123	196	9	on	on	ADP
cana-4123	196	10	an	an	DET
cana-4123	196	11	augmented	augment	VERB
cana-4123	196	12	dataset	dataset	NOUN
cana-4123	196	13	to	to	PART
cana-4123	196	14	classify	classify	VERB
cana-4123	196	15	the	the	DET
cana-4123	196	16	presence	presence	NOUN
cana-4123	196	17	of	of	ADP
cana-4123	196	18	glaucoma	glaucoma	NOUN
cana-4123	196	19	effectively	effectively	ADV
cana-4123	196	20	.	.	PUNCT
cana-4123	197	1	training	training	NOUN
cana-4123	197	2	was	be	AUX
cana-4123	197	3	conducted	conduct	VERB
cana-4123	197	4	for	for	ADP
cana-4123	197	5	50	50	NUM
cana-4123	197	6	epochs	epoch	NOUN
cana-4123	197	7	with	with	ADP
cana-4123	197	8	the	the	DET
cana-4123	197	9	adam	adam	PROPN
cana-4123	197	10	optimizer	optimizer	NOUN
cana-4123	197	11	and	and	CCONJ
cana-4123	197	12	a	a	DET
cana-4123	197	13	learning	learning	NOUN
cana-4123	197	14	rate	rate	NOUN
cana-4123	197	15	scheduler	scheduler	NOUN
cana-4123	197	16	,	,	PUNCT
cana-4123	197	17	ensuring	ensure	VERB
cana-4123	197	18	efficient	efficient	ADJ
cana-4123	197	19	convergence	convergence	NOUN
cana-4123	197	20	and	and	CCONJ
cana-4123	197	21	reduced	reduced	ADJ
cana-4123	197	22	overfitting	overfitting	NOUN
cana-4123	197	23	.	.	PUNCT
cana-4123	198	1	early	early	ADJ
cana-4123	198	2	stopping	stopping	NOUN
cana-4123	198	3	was	be	AUX
cana-4123	198	4	implemented	implement	VERB
cana-4123	198	5	as	as	ADP
cana-4123	198	6	a	a	DET
cana-4123	198	7	precaution	precaution	NOUN
cana-4123	198	8	to	to	PART
cana-4123	198	9	prevent	prevent	VERB
cana-4123	198	10	overtraining	overtraining	NOUN
cana-4123	198	11	and	and	CCONJ
cana-4123	198	12	maintain	maintain	VERB
cana-4123	198	13	the	the	DET
cana-4123	198	14	model	model	NOUN
cana-4123	198	15	's	's	PART
cana-4123	198	16	generalizability	generalizability	NOUN
cana-4123	198	17	to	to	ADP
cana-4123	198	18	unseen	unseen	ADJ
cana-4123	198	19	data	datum	NOUN
cana-4123	198	20	.	.	PUNCT
cana-4123	199	1	the	the	DET
cana-4123	199	2	experimental	experimental	ADJ
cana-4123	199	3	results	result	NOUN
cana-4123	199	4	highlight	highlight	VERB
cana-4123	199	5	the	the	DET
cana-4123	199	6	model	model	NOUN
cana-4123	199	7	's	's	PART
cana-4123	199	8	robust	robust	ADJ
cana-4123	199	9	performance	performance	NOUN
cana-4123	199	10	.	.	PUNCT
cana-4123	200	1	for	for	ADP
cana-4123	200	2	glaucomatous	glaucomatous	ADJ
cana-4123	200	3	cases	case	NOUN
cana-4123	200	4	,	,	PUNCT
cana-4123	200	5	the	the	DET
cana-4123	200	6	system	system	NOUN
cana-4123	200	7	achieved	achieve	VERB
cana-4123	200	8	an	an	DET
cana-4123	200	9	impressive	impressive	ADJ
cana-4123	200	10	accuracy	accuracy	NOUN
cana-4123	200	11	of	of	ADP
cana-4123	200	12	93.7	93.7	NUM
cana-4123	200	13	%	%	NOUN
cana-4123	200	14	,	,	PUNCT
cana-4123	200	15	with	with	ADP
cana-4123	200	16	a	a	DET
cana-4123	200	17	precision	precision	NOUN
cana-4123	200	18	of	of	ADP
cana-4123	200	19	93.5	93.5	NUM
cana-4123	200	20	%	%	NOUN
cana-4123	200	21	,	,	PUNCT
cana-4123	200	22	indicating	indicate	VERB
cana-4123	200	23	a	a	DET
cana-4123	200	24	high	high	ADJ
cana-4123	200	25	likelihood	likelihood	NOUN
cana-4123	200	26	of	of	ADP
cana-4123	200	27	correctly	correctly	ADV
cana-4123	200	28	identifying	identify	VERB
cana-4123	200	29	true	true	ADJ
cana-4123	200	30	positive	positive	ADJ
cana-4123	200	31	cases	case	NOUN
cana-4123	200	32	while	while	SCONJ
cana-4123	200	33	minimizing	minimize	VERB
cana-4123	200	34	false	false	ADJ
cana-4123	200	35	positives	positive	NOUN
cana-4123	200	36	.	.	PUNCT
cana-4123	201	1	the	the	DET
cana-4123	201	2	recall	recall	NOUN
cana-4123	201	3	rate	rate	NOUN
cana-4123	201	4	of	of	ADP
cana-4123	201	5	92.5	92.5	NUM
cana-4123	201	6	%	%	NOUN
cana-4123	201	7	reflects	reflect	VERB
cana-4123	201	8	the	the	DET
cana-4123	201	9	model	model	NOUN
cana-4123	201	10	's	's	PART
cana-4123	201	11	ability	ability	NOUN
cana-4123	201	12	to	to	PART
cana-4123	201	13	capture	capture	VERB
cana-4123	201	14	nearly	nearly	ADV
cana-4123	201	15	all	all	PRON
cana-4123	201	16	true	true	ADJ
cana-4123	201	17	glaucomatous	glaucomatous	ADJ
cana-4123	201	18	cases	case	NOUN
cana-4123	201	19	,	,	PUNCT
cana-4123	201	20	ensuring	ensure	VERB
cana-4123	201	21	minimal	minimal	ADJ
cana-4123	201	22	false	false	ADJ
cana-4123	201	23	negatives	negative	NOUN
cana-4123	201	24	.	.	PUNCT
cana-4123	202	1	the	the	DET
cana-4123	202	2	study	study	NOUN
cana-4123	202	3	's	's	PART
cana-4123	202	4	findings	finding	NOUN
cana-4123	202	5	reinforce	reinforce	VERB
cana-4123	202	6	the	the	DET
cana-4123	202	7	practicality	practicality	NOUN
cana-4123	202	8	and	and	CCONJ
cana-4123	202	9	scalability	scalability	NOUN
cana-4123	202	10	of	of	ADP
cana-4123	202	11	integrating	integrate	VERB
cana-4123	202	12	automated	automate	VERB
cana-4123	202	13	systems	system	NOUN
cana-4123	202	14	in	in	ADP
cana-4123	202	15	clinical	clinical	ADJ
cana-4123	202	16	settings	setting	NOUN
cana-4123	202	17	.	.	PUNCT
cana-4123	203	1	the	the	DET
cana-4123	203	2	efficientnetv2	efficientnetv2	ADV
cana-4123	203	3	-	-	PUNCT
cana-4123	203	4	based	base	VERB
cana-4123	203	5	approach	approach	NOUN
cana-4123	203	6	offers	offer	VERB
cana-4123	203	7	a	a	DET
cana-4123	203	8	reliable	reliable	ADJ
cana-4123	203	9	,	,	PUNCT
cana-4123	203	10	efficient	efficient	ADJ
cana-4123	203	11	,	,	PUNCT
cana-4123	203	12	and	and	CCONJ
cana-4123	203	13	scalable	scalable	ADJ
cana-4123	203	14	solution	solution	NOUN
cana-4123	203	15	for	for	ADP
cana-4123	203	16	early	early	ADJ
cana-4123	203	17	glaucoma	glaucoma	NOUN
cana-4123	203	18	screening	screening	NOUN
cana-4123	203	19	,	,	PUNCT
cana-4123	203	20	capable	capable	ADJ
cana-4123	203	21	of	of	ADP
cana-4123	203	22	addressing	address	VERB
cana-4123	203	23	the	the	DET
cana-4123	203	24	limitations	limitation	NOUN
cana-4123	203	25	of	of	ADP
cana-4123	203	26	manual	manual	ADJ
cana-4123	203	27	diagnostics	diagnostic	NOUN
cana-4123	203	28	and	and	CCONJ
cana-4123	203	29	resource	resource	NOUN
cana-4123	203	30	constraints	constraint	NOUN
cana-4123	203	31	.	.	PUNCT
cana-4123	204	1	however	however	ADV
cana-4123	204	2	,	,	PUNCT
cana-4123	204	3	the	the	DET
cana-4123	204	4	results	result	NOUN
cana-4123	204	5	also	also	ADV
cana-4123	204	6	emphasize	emphasize	VERB
cana-4123	204	7	the	the	DET
cana-4123	204	8	importance	importance	NOUN
cana-4123	204	9	of	of	ADP
cana-4123	204	10	further	further	ADJ
cana-4123	204	11	refining	refine	VERB
cana-4123	204	12	the	the	DET
cana-4123	204	13	model	model	NOUN
cana-4123	204	14	to	to	PART
cana-4123	204	15	improve	improve	VERB
cana-4123	204	16	recall	recall	NOUN
cana-4123	204	17	for	for	ADP
cana-4123	204	18	non	non	ADJ
cana-4123	204	19	-	-	ADJ
cana-4123	204	20	glaucomatous	glaucomatous	ADJ
cana-4123	204	21	cases	case	NOUN
cana-4123	204	22	and	and	CCONJ
cana-4123	204	23	addressing	address	VERB
cana-4123	204	24	challenges	challenge	NOUN
cana-4123	204	25	such	such	ADJ
cana-4123	204	26	as	as	ADP
cana-4123	204	27	dependency	dependency	NOUN
cana-4123	204	28	on	on	ADP
cana-4123	204	29	image	image	NOUN
cana-4123	204	30	quality	quality	NOUN
cana-4123	204	31	and	and	CCONJ
cana-4123	204	32	dataset	dataset	NOUN
cana-4123	204	33	diversity	diversity	NOUN
cana-4123	204	34	.	.	PUNCT
cana-4123	205	1	overall	overall	ADV
cana-4123	205	2	,	,	PUNCT
cana-4123	205	3	this	this	DET
cana-4123	205	4	work	work	NOUN
cana-4123	205	5	provides	provide	VERB
cana-4123	205	6	a	a	DET
cana-4123	205	7	significant	significant	ADJ
cana-4123	205	8	step	step	NOUN
cana-4123	205	9	forward	forward	ADV
cana-4123	205	10	in	in	ADP
cana-4123	205	11	leveraging	leverage	VERB
cana-4123	205	12	artificial	artificial	ADJ
cana-4123	205	13	intelligence	intelligence	NOUN
cana-4123	205	14	to	to	PART
cana-4123	205	15	mitigate	mitigate	VERB
cana-4123	205	16	the	the	DET
cana-4123	205	17	global	global	ADJ
cana-4123	205	18	burden	burden	NOUN
cana-4123	205	19	of	of	ADP
cana-4123	205	20	glaucoma	glaucoma	NOUN
cana-4123	205	21	and	and	CCONJ
cana-4123	205	22	improve	improve	VERB
cana-4123	205	23	patient	patient	ADJ
cana-4123	205	24	outcomes	outcome	NOUN
cana-4123	205	25	through	through	ADP
cana-4123	205	26	early	early	ADJ
cana-4123	205	27	intervention	intervention	NOUN
cana-4123	205	28	.	.	PUNCT
cana-4123	206	1	references	reference	NOUN
cana-4123	206	2	[	[	X
cana-4123	206	3	1	1	NUM
cana-4123	206	4	]	]	PUNCT
cana-4123	206	5	ajitha	ajitha	PROPN
cana-4123	206	6	s	s	PROPN
cana-4123	206	7	,	,	PUNCT
cana-4123	206	8	akkara	akkara	PROPN
cana-4123	206	9	jd	jd	PROPN
cana-4123	206	10	,	,	PUNCT
cana-4123	206	11	judy	judy	PROPN
cana-4123	206	12	mv	mv	PROPN
cana-4123	206	13	.	.	PROPN
cana-4123	206	14	identification	identification	NOUN
cana-4123	206	15	of	of	ADP
cana-4123	206	16	glaucoma	glaucoma	NOUN
cana-4123	206	17	from	from	ADP
cana-4123	206	18	fundus	fundus	NOUN
cana-4123	206	19	images	image	NOUN
cana-4123	206	20	using	use	VERB
cana-4123	206	21	deep	deep	ADJ
cana-4123	206	22	learning	learning	NOUN
cana-4123	206	23	techniques	technique	NOUN
cana-4123	206	24	.	.	PUNCT
cana-4123	207	1	indian	indian	PROPN
cana-4123	207	2	j	j	PROPN
cana-4123	207	3	ophthalmol	ophthalmol	PROPN
cana-4123	207	4	.	.	PUNCT
cana-4123	207	5	2021	2021	NUM
cana-4123	207	6	.	.	PUNCT
cana-4123	208	1	[	[	X
cana-4123	208	2	2	2	NUM
cana-4123	208	3	]	]	PUNCT
cana-4123	208	4	mrad	mrad	PROPN
cana-4123	208	5	y	y	PROPN
cana-4123	208	6	,	,	PUNCT
cana-4123	208	7	elloumi	elloumi	PROPN
cana-4123	208	8	y	y	PROPN
cana-4123	208	9	,	,	PUNCT
cana-4123	208	10	akil	akil	PROPN
cana-4123	208	11	m	m	PROPN
cana-4123	208	12	,	,	PUNCT
cana-4123	208	13	bedoui	bedoui	PROPN
cana-4123	208	14	mh	mh	PROPN
cana-4123	208	15	.	.	PUNCT
cana-4123	209	1	a	a	DET
cana-4123	209	2	fast	fast	ADJ
cana-4123	209	3	and	and	CCONJ
cana-4123	209	4	accurate	accurate	ADJ
cana-4123	209	5	method	method	NOUN
cana-4123	209	6	for	for	ADP
cana-4123	209	7	glaucoma	glaucoma	NOUN
cana-4123	209	8	screening	screening	NOUN
cana-4123	209	9	from	from	ADP
cana-4123	209	10	smartphone	smartphone	NOUN
cana-4123	209	11	-	-	PUNCT
cana-4123	209	12	captured	capture	VERB
cana-4123	209	13	fundus	fundus	NOUN
cana-4123	209	14	images	image	NOUN
cana-4123	209	15	.	.	PUNCT
cana-4123	210	1	irbm	irbm	NOUN
cana-4123	210	2	.	.	PUNCT
cana-4123	211	1	2022	2022	NUM
cana-4123	211	2	.	.	PUNCT
cana-4123	212	1	[	[	X
cana-4123	212	2	3	3	X
cana-4123	212	3	]	]	X
cana-4123	212	4	coan	coan	PROPN
cana-4123	212	5	lj	lj	PROPN
cana-4123	212	6	,	,	PUNCT
cana-4123	212	7	williams	williams	PROPN
cana-4123	212	8	bm	bm	PROPN
cana-4123	212	9	,	,	PUNCT
cana-4123	212	10	adithya	adithya	ADJ
cana-4123	212	11	vk	vk	VERB
cana-4123	212	12	,	,	PUNCT
cana-4123	212	13	upadhyaya	upadhyaya	PROPN
cana-4123	212	14	s	s	PROPN
cana-4123	212	15	,	,	PUNCT
cana-4123	212	16	alkafri	alkafri	VERB
cana-4123	212	17	a	a	PRON
cana-4123	212	18	,	,	PUNCT
cana-4123	212	19	czanner	czanner	PROPN
cana-4123	212	20	s	s	PROPN
cana-4123	212	21	,	,	PUNCT
cana-4123	212	22	et	et	PROPN
cana-4123	212	23	al	al	PROPN
cana-4123	212	24	.	.	PROPN
cana-4123	212	25	automatic	automatic	ADJ
cana-4123	212	26	detection	detection	NOUN
cana-4123	212	27	of	of	ADP
cana-4123	212	28	glaucoma	glaucoma	NOUN
cana-4123	212	29	via	via	ADP
cana-4123	212	30	fundus	fundus	NOUN
cana-4123	212	31	imaging	imaging	NOUN
cana-4123	212	32	and	and	CCONJ
cana-4123	212	33	artificial	artificial	ADJ
cana-4123	212	34	intelligence	intelligence	NOUN
cana-4123	212	35	.	.	PUNCT
cana-4123	213	1	2023	2023	NUM
cana-4123	213	2	.	.	PUNCT
cana-4123	214	1	[	[	X
cana-4123	214	2	4	4	NUM
cana-4123	214	3	]	]	X
cana-4123	214	4	goldmann	goldmann	NOUN
cana-4123	214	5	h	h	PROPN
cana-4123	214	6	,	,	PUNCT
cana-4123	214	7	schmidt	schmidt	PROPN
cana-4123	214	8	t.	t.	PROPN
cana-4123	214	9	uber	uber	ADJ
cana-4123	214	10	applanationstonometrie	applanationstonometrie	NOUN
cana-4123	215	1	[	[	X
cana-4123	215	2	applanation	applanation	NOUN
cana-4123	215	3	tonometry	tonometry	NOUN
cana-4123	215	4	]	]	PUNCT
cana-4123	215	5	.	.	PUNCT
cana-4123	216	1	ophthalmologica	ophthalmologica	NOUN
cana-4123	216	2	.	.	PUNCT
cana-4123	217	1	1957	1957	NUM
cana-4123	217	2	oct	oct	NOUN
cana-4123	217	3	.	.	PUNCT
cana-4123	218	1	[	[	X
cana-4123	218	2	5	5	X
cana-4123	218	3	]	]	PUNCT
cana-4123	218	4	aziz	aziz	PROPN
cana-4123	218	5	k	k	PROPN
cana-4123	218	6	,	,	PUNCT
cana-4123	218	7	friedman	friedman	PROPN
cana-4123	218	8	ds	ds	PROPN
cana-4123	218	9	.	.	PROPN
cana-4123	218	10	tonometers	tonometer	NOUN
cana-4123	218	11	—	—	PUNCT
cana-4123	218	12	which	which	DET
cana-4123	218	13	one	one	PRON
cana-4123	218	14	should	should	AUX
cana-4123	218	15	i	i	PRON
cana-4123	218	16	use	use	VERB
cana-4123	218	17	?	?	PUNCT
cana-4123	219	1	eye	eye	NOUN
cana-4123	219	2	(	(	PUNCT
cana-4123	219	3	lond	lond	PROPN
cana-4123	219	4	)	)	PUNCT
cana-4123	219	5	.	.	PUNCT
cana-4123	220	1	2018	2018	NUM
cana-4123	220	2	may	may	AUX
cana-4123	220	3	.	.	PUNCT
cana-4123	221	1	[	[	X
cana-4123	221	2	6	6	NUM
cana-4123	221	3	]	]	PUNCT
cana-4123	221	4	bader	bader	PROPN
cana-4123	221	5	j	j	PROPN
cana-4123	221	6	,	,	PUNCT
cana-4123	221	7	zeppieri	zeppieri	PROPN
cana-4123	221	8	m	m	PROPN
cana-4123	221	9	,	,	PUNCT
cana-4123	221	10	havens	haven	NOUN
cana-4123	221	11	sj	sj	VERB
cana-4123	221	12	.	.	PROPN
cana-4123	221	13	tonometry	tonometry	NOUN
cana-4123	221	14	.	.	PUNCT
cana-4123	222	1	in	in	ADP
cana-4123	222	2	:	:	PUNCT
cana-4123	222	3	statpearls	statpearl	NOUN
cana-4123	223	1	[	[	X
cana-4123	223	2	internet	internet	NOUN
cana-4123	223	3	]	]	PUNCT
cana-4123	223	4	.	.	PUNCT
cana-4123	224	1	treasure	treasure	NOUN
cana-4123	224	2	island	island	NOUN
cana-4123	224	3	(	(	PUNCT
cana-4123	224	4	fl	fl	PROPN
cana-4123	224	5	):	):	PUNCT
cana-4123	224	6	statpearls	statpearl	NOUN
cana-4123	224	7	publishing	publishing	NOUN
cana-4123	224	8	;	;	PUNCT
cana-4123	224	9	2023	2023	NUM
cana-4123	224	10	jan	jan	PROPN
cana-4123	224	11	.	.	PROPN
cana-4123	224	12	available	available	ADJ
cana-4123	224	13	from	from	ADP
cana-4123	224	14	:	:	PUNCT
cana-4123	224	15	https://www.ncbi.nlm.nih.gov/books/nbk493225/.	https://www.ncbi.nlm.nih.gov/books/nbk493225/.	PROPN
cana-4123	225	1	[	[	X
cana-4123	225	2	7	7	X
cana-4123	225	3	]	]	ADJ
cana-4123	225	4	cervino	cervino	PROPN
cana-4123	225	5	a.	a.	PROPN
cana-4123	225	6	rebound	rebound	PROPN
cana-4123	225	7	tonometry	tonometry	PROPN
cana-4123	225	8	:	:	PUNCT
cana-4123	225	9	new	new	ADJ
cana-4123	225	10	opportunities	opportunity	NOUN
cana-4123	225	11	and	and	CCONJ
cana-4123	225	12	limitations	limitation	NOUN
cana-4123	225	13	of	of	ADP
cana-4123	225	14	non	non	ADJ
cana-4123	225	15	-	-	ADJ
cana-4123	225	16	invasive	invasive	ADJ
cana-4123	225	17	determination	determination	NOUN
cana-4123	225	18	of	of	ADP
cana-4123	225	19	intraocular	intraocular	ADJ
cana-4123	225	20	pressure	pressure	NOUN
cana-4123	225	21	.	.	PUNCT
cana-4123	226	1	br	br	PROPN
cana-4123	227	1	j	j	PROPN
cana-4123	227	2	ophthalmol	ophthalmol	PROPN
cana-4123	227	3	.	.	PUNCT
cana-4123	228	1	2006	2006	NUM
cana-4123	228	2	dec	dec	PROPN
cana-4123	228	3	.	.	PUNCT
cana-4123	229	1	communications	communication	NOUN
cana-4123	229	2	on	on	ADP
cana-4123	229	3	applied	apply	VERB
cana-4123	229	4	nonlinear	nonlinear	ADJ
cana-4123	229	5	analysis	analysis	NOUN
cana-4123	229	6	issn	issn	NOUN
cana-4123	229	7	:	:	PUNCT
cana-4123	229	8	1074	1074	NUM
cana-4123	229	9	-	-	PUNCT
cana-4123	229	10	133x	133x	NUM
cana-4123	229	11	vol	vol	NOUN
cana-4123	229	12	32	32	NUM
cana-4123	229	13	no	no	NOUN
cana-4123	229	14	.	.	PUNCT
cana-4123	230	1	9s	9s	NUM
cana-4123	230	2	(	(	PUNCT
cana-4123	230	3	2025	2025	NUM
cana-4123	230	4	)	)	PUNCT
cana-4123	230	5	1183	1183	NUM
cana-4123	230	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	231	1	[	[	X
cana-4123	231	2	8	8	NUM
cana-4123	231	3	]	]	PUNCT
cana-4123	231	4	alguire	alguire	NOUN
cana-4123	231	5	pc	pc	NOUN
cana-4123	231	6	.	.	PUNCT
cana-4123	231	7	tonometry	tonometry	NOUN
cana-4123	231	8	.	.	PUNCT
cana-4123	232	1	in	in	ADP
cana-4123	232	2	:	:	PUNCT
cana-4123	232	3	walker	walker	PROPN
cana-4123	232	4	hk	hk	PROPN
cana-4123	232	5	,	,	PUNCT
cana-4123	232	6	hall	hall	PROPN
cana-4123	232	7	wd	wd	PROPN
cana-4123	232	8	,	,	PUNCT
cana-4123	232	9	hurst	hurst	PROPN
cana-4123	232	10	jw	jw	PROPN
cana-4123	232	11	,	,	PUNCT
cana-4123	232	12	editors	editor	NOUN
cana-4123	232	13	.	.	PUNCT
cana-4123	233	1	clinical	clinical	ADJ
cana-4123	233	2	methods	method	NOUN
cana-4123	233	3	:	:	PUNCT
cana-4123	233	4	the	the	DET
cana-4123	233	5	history	history	NOUN
cana-4123	233	6	,	,	PUNCT
cana-4123	233	7	physical	physical	ADJ
cana-4123	233	8	,	,	PUNCT
cana-4123	233	9	and	and	CCONJ
cana-4123	233	10	laboratory	laboratory	NOUN
cana-4123	233	11	examinations	examination	NOUN
cana-4123	233	12	.	.	PUNCT
cana-4123	234	1	3rd	3rd	ADJ
cana-4123	234	2	edition	edition	NOUN
cana-4123	234	3	.	.	PUNCT
cana-4123	235	1	boston	boston	PROPN
cana-4123	235	2	:	:	PUNCT
cana-4123	235	3	butterworths	butterworth	NOUN
cana-4123	235	4	;	;	PUNCT
cana-4123	235	5	1990	1990	NUM
cana-4123	235	6	.	.	PUNCT
cana-4123	236	1	[	[	X
cana-4123	236	2	9	9	NUM
cana-4123	236	3	]	]	X
cana-4123	236	4	huang	huang	PROPN
cana-4123	236	5	x	x	PROPN
cana-4123	236	6	,	,	PUNCT
cana-4123	236	7	islam	islam	PROPN
cana-4123	236	8	mr	mr	PROPN
cana-4123	236	9	,	,	PUNCT
cana-4123	236	10	akter	akter	NOUN
cana-4123	236	11	s	s	PART
cana-4123	236	12	,	,	PUNCT
cana-4123	236	13	et	et	PROPN
cana-4123	236	14	al	al	PROPN
cana-4123	236	15	.	.	PUNCT
cana-4123	236	16	artificial	artificial	ADJ
cana-4123	236	17	intelligence	intelligence	NOUN
cana-4123	236	18	in	in	ADP
cana-4123	236	19	glaucoma	glaucoma	NOUN
cana-4123	236	20	:	:	PUNCT
cana-4123	236	21	opportunities	opportunity	NOUN
cana-4123	236	22	,	,	PUNCT
cana-4123	236	23	challenges	challenge	NOUN
cana-4123	236	24	,	,	PUNCT
cana-4123	236	25	and	and	CCONJ
cana-4123	236	26	future	future	ADJ
cana-4123	236	27	directions	direction	NOUN
cana-4123	236	28	.	.	PUNCT
cana-4123	236	29	biomed	biome	VERB
cana-4123	236	30	eng	eng	PROPN
cana-4123	236	31	online	online	NOUN
cana-4123	236	32	.	.	PUNCT
cana-4123	237	1	2022	2022	NUM
cana-4123	237	2	.	.	PUNCT
cana-4123	238	1	[	[	X
cana-4123	238	2	10	10	NUM
cana-4123	238	3	]	]	X
cana-4123	238	4	li	li	PROPN
cana-4123	238	5	h	h	PROPN
cana-4123	238	6	,	,	PUNCT
cana-4123	238	7	et	et	PROPN
cana-4123	238	8	al	al	PROPN
cana-4123	238	9	.	.	PROPN
cana-4123	238	10	automated	automate	VERB
cana-4123	238	11	detection	detection	NOUN
cana-4123	238	12	of	of	ADP
cana-4123	238	13	retinal	retinal	ADJ
cana-4123	238	14	nerve	nerve	NOUN
cana-4123	238	15	fiber	fiber	NOUN
cana-4123	238	16	layer	layer	NOUN
cana-4123	238	17	defects	defect	NOUN
cana-4123	238	18	on	on	ADP
cana-4123	238	19	fundus	fundus	NOUN
cana-4123	238	20	photographs	photograph	NOUN
cana-4123	238	21	.	.	PUNCT
cana-4123	239	1	diabetic	diabetic	ADJ
cana-4123	239	2	retinopathy	retinopathy	NOUN
cana-4123	239	3	.	.	PUNCT
cana-4123	240	1	2015	2015	NUM
cana-4123	240	2	.	.	PUNCT
cana-4123	241	1	[	[	X
cana-4123	241	2	11	11	NUM
cana-4123	241	3	]	]	PUNCT
cana-4123	241	4	na	na	ADP
cana-4123	241	5	jh	jh	PROPN
cana-4123	241	6	,	,	PUNCT
cana-4123	241	7	et	et	PROPN
cana-4123	241	8	al	al	PROPN
cana-4123	241	9	.	.	PROPN
cana-4123	241	10	automated	automate	VERB
cana-4123	241	11	recognition	recognition	NOUN
cana-4123	241	12	of	of	ADP
cana-4123	241	13	hemodynamic	hemodynamic	ADJ
cana-4123	241	14	changes	change	NOUN
cana-4123	241	15	in	in	ADP
cana-4123	241	16	glaucoma	glaucoma	NOUN
cana-4123	241	17	patients	patient	NOUN
cana-4123	241	18	on	on	ADP
cana-4123	241	19	serial	serial	ADJ
cana-4123	241	20	fundus	fundus	NOUN
cana-4123	241	21	photographs	photograph	NOUN
cana-4123	241	22	.	.	PUNCT
cana-4123	242	1	j	j	PROPN
cana-4123	242	2	glaucoma	glaucoma	NOUN
cana-4123	242	3	.	.	PUNCT
cana-4123	243	1	2018	2018	NUM
cana-4123	243	2	.	.	PUNCT
cana-4123	244	1	[	[	X
cana-4123	244	2	12	12	NUM
cana-4123	244	3	]	]	X
cana-4123	244	4	gandhi	gandhi	PROPN
cana-4123	244	5	m	m	PROPN
cana-4123	244	6	,	,	PUNCT
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cana-4123	244	8	s.	s.	PROPN
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cana-4123	244	12	optic	optic	ADJ
cana-4123	244	13	nerve	nerve	NOUN
cana-4123	244	14	head	head	NOUN
cana-4123	244	15	in	in	ADP
cana-4123	244	16	glaucoma	glaucoma	NOUN
cana-4123	244	17	.	.	PUNCT
cana-4123	245	1	j	j	PROPN
cana-4123	245	2	curr	curr	PROPN
cana-4123	245	3	glaucoma	glaucoma	PROPN
cana-4123	245	4	pract	pract	PROPN
cana-4123	245	5	.	.	PUNCT
cana-4123	246	1	2013	2013	NUM
cana-4123	246	2	.	.	PUNCT
cana-4123	247	1	[	[	X
cana-4123	247	2	13	13	NUM
cana-4123	247	3	]	]	PUNCT
cana-4123	247	4	yousefi	yousefi	PROPN
cana-4123	247	5	s.	s.	PROPN
cana-4123	247	6	clinical	clinical	ADJ
cana-4123	247	7	applications	application	NOUN
cana-4123	247	8	of	of	ADP
cana-4123	247	9	artificial	artificial	ADJ
cana-4123	247	10	intelligence	intelligence	NOUN
cana-4123	247	11	in	in	ADP
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cana-4123	247	13	.	.	PUNCT
cana-4123	248	1	j	j	PROPN
cana-4123	248	2	ophthalmic	ophthalmic	ADJ
cana-4123	248	3	vis	vis	X
cana-4123	248	4	res	re	NOUN
cana-4123	248	5	.	.	PUNCT
cana-4123	248	6	2023	2023	NUM
cana-4123	248	7	.	.	PUNCT
cana-4123	249	1	[	[	X
cana-4123	249	2	14	14	NUM
cana-4123	249	3	]	]	X
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cana-4123	249	9	in	in	ADP
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cana-4123	249	12	analysis	analysis	NOUN
cana-4123	249	13	based	base	VERB
cana-4123	249	14	on	on	ADP
cana-4123	249	15	fundus	fundus	NOUN
cana-4123	249	16	imaging	imaging	NOUN
cana-4123	249	17	.	.	PUNCT
cana-4123	250	1	indian	indian	PROPN
cana-4123	250	2	j	j	PROPN
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cana-4123	250	4	.	.	PUNCT
cana-4123	250	5	2021	2021	NUM
cana-4123	250	6	.	.	PUNCT
cana-4123	251	1	[	[	X
cana-4123	251	2	15	15	NUM
cana-4123	251	3	]	]	X
cana-4123	251	4	fujimoto	fujimoto	PROPN
cana-4123	251	5	jg	jg	PROPN
cana-4123	251	6	,	,	PUNCT
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cana-4123	251	12	,	,	PUNCT
cana-4123	251	13	brezinski	brezinski	VERB
cana-4123	251	14	me	i	PRON
cana-4123	251	15	.	.	PUNCT
cana-4123	252	1	optical	optical	ADJ
cana-4123	252	2	coherence	coherence	NOUN
cana-4123	252	3	tomography	tomography	NOUN
cana-4123	252	4	:	:	PUNCT
cana-4123	252	5	an	an	DET
cana-4123	252	6	emerging	emerge	VERB
cana-4123	252	7	technology	technology	NOUN
cana-4123	252	8	for	for	ADP
cana-4123	252	9	biomedical	biomedical	ADJ
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cana-4123	252	11	and	and	CCONJ
cana-4123	252	12	optical	optical	ADJ
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cana-4123	252	14	.	.	PUNCT
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cana-4123	253	2	.	.	PUNCT
cana-4123	254	1	2000	2000	NUM
cana-4123	254	2	jan	jan	PROPN
cana-4123	254	3	-	-	PUNCT
cana-4123	254	4	apr;2(1	apr;2(1	NOUN
cana-4123	254	5	-	-	PUNCT
cana-4123	254	6	2):9	2):9	NUM
cana-4123	254	7	-	-	SYM
cana-4123	254	8	25	25	NUM
cana-4123	254	9	.	.	PUNCT
cana-4123	254	10	doi:10.1038	doi:10.1038	NOUN
cana-4123	254	11	/	/	SYM
cana-4123	254	12	sj.neo.7900071	sj.neo.7900071	PROPN
cana-4123	254	13	.	.	PUNCT
cana-4123	255	1	pmid	pmid	NOUN
cana-4123	255	2	:	:	PUNCT
cana-4123	255	3	10933065	10933065	NUM
cana-4123	255	4	;	;	PUNCT
cana-4123	255	5	pmcid	pmcid	ADJ
cana-4123	255	6	:	:	PUNCT
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cana-4123	255	8	.	.	PUNCT
cana-4123	256	1	[	[	X
cana-4123	256	2	16	16	NUM
cana-4123	256	3	]	]	X
cana-4123	256	4	drexler	drexler	PROPN
cana-4123	256	5	w	w	PROPN
cana-4123	256	6	,	,	PUNCT
cana-4123	256	7	fujimoto	fujimoto	PROPN
cana-4123	256	8	jg	jg	PROPN
cana-4123	256	9	.	.	PUNCT
cana-4123	256	10	state	state	PROPN
cana-4123	256	11	-	-	PUNCT
cana-4123	256	12	of	of	ADP
cana-4123	256	13	-	-	PUNCT
cana-4123	256	14	the	the	DET
cana-4123	256	15	-	-	PUNCT
cana-4123	256	16	art	art	NOUN
cana-4123	256	17	retinal	retinal	ADJ
cana-4123	256	18	optical	optical	ADJ
cana-4123	256	19	coherence	coherence	NOUN
cana-4123	256	20	tomography	tomography	NOUN
cana-4123	256	21	.	.	PUNCT
cana-4123	257	1	prog	prog	PROPN
cana-4123	257	2	retin	retin	PROPN
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cana-4123	257	5	.	.	PUNCT
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cana-4123	257	7	.	.	PUNCT
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cana-4123	258	2	17	17	NUM
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cana-4123	258	4	jonas	jonas	PROPN
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cana-4123	258	6	,	,	PUNCT
cana-4123	258	7	budde	budde	PROPN
cana-4123	258	8	wm	wm	PROPN
cana-4123	258	9	.	.	PROPN
cana-4123	258	10	is	be	AUX
cana-4123	258	11	the	the	DET
cana-4123	258	12	nasal	nasal	PROPN
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cana-4123	258	14	disc	disc	NOUN
cana-4123	258	15	sector	sector	NOUN
cana-4123	258	16	important	important	ADJ
cana-4123	258	17	for	for	ADP
cana-4123	258	18	morphometric	morphometric	ADJ
cana-4123	258	19	glaucoma	glaucoma	NOUN
cana-4123	258	20	diagnosis	diagnosis	NOUN
cana-4123	258	21	?	?	PUNCT
cana-4123	259	1	br	br	PROPN
cana-4123	260	1	j	j	PROPN
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cana-4123	261	2	-	-	SYM
cana-4123	261	3	1235	1235	NUM
cana-4123	261	4	.	.	PUNCT
cana-4123	262	1	[	[	X
cana-4123	262	2	18	18	NUM
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cana-4123	262	6	,	,	PUNCT
cana-4123	262	7	lee	lee	PROPN
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cana-4123	262	9	,	,	PUNCT
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cana-4123	262	12	,	,	PUNCT
cana-4123	262	13	lee	lee	PROPN
cana-4123	262	14	ay	ay	PROPN
cana-4123	262	15	,	,	PUNCT
cana-4123	262	16	liu	liu	PROPN
cana-4123	262	17	w.	w.	PROPN
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cana-4123	262	19	learning	learning	NOUN
cana-4123	262	20	is	be	AUX
cana-4123	262	21	effective	effective	ADJ
cana-4123	262	22	for	for	ADP
cana-4123	262	23	classifying	classify	VERB
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cana-4123	262	25	as	as	SCONJ
cana-4123	262	26	opposed	oppose	VERB
cana-4123	262	27	to	to	ADP
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cana-4123	262	30	related	relate	VERB
cana-4123	262	31	macular	macular	ADJ
cana-4123	262	32	degeneration	degeneration	NOUN
cana-4123	262	33	oct	oct	NOUN
cana-4123	262	34	images	image	NOUN
cana-4123	262	35	.	.	PUNCT
cana-4123	263	1	ophthalmology	ophthalmology	NOUN
cana-4123	263	2	retina	retina	NOUN
cana-4123	263	3	.	.	PUNCT
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cana-4123	264	4	.	.	PUNCT
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cana-4123	265	2	19	19	NUM
cana-4123	265	3	]	]	PUNCT
cana-4123	265	4	jindal	jindal	PROPN
cana-4123	265	5	a.	a.	PROPN
cana-4123	265	6	optic	optic	PROPN
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cana-4123	265	8	:	:	PUNCT
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cana-4123	265	12	.	.	PUNCT
cana-4123	266	1	asia	asia	PROPN
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cana-4123	266	3	pac	pac	PROPN
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cana-4123	266	6	.	.	PUNCT
cana-4123	267	1	2015	2015	NUM
cana-4123	267	2	.	.	PUNCT
cana-4123	268	1	[	[	X
cana-4123	268	2	20	20	NUM
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cana-4123	268	6	,	,	PUNCT
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cana-4123	268	8	y	y	PROPN
cana-4123	268	9	,	,	PUNCT
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cana-4123	268	11	d	d	PROPN
cana-4123	268	12	,	,	PUNCT
cana-4123	268	13	park	park	PROPN
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cana-4123	268	17	j.	j.	PROPN
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cana-4123	268	23	of	of	ADP
cana-4123	268	24	glaucoma	glaucoma	NOUN
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cana-4123	268	26	using	use	VERB
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cana-4123	268	29	and	and	CCONJ
cana-4123	268	30	visual	visual	ADJ
cana-4123	268	31	field	field	NOUN
cana-4123	268	32	data	datum	NOUN
cana-4123	268	33	.	.	PUNCT
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cana-4123	269	2	.	.	PUNCT
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cana-4123	271	10	tang	tang	PROPN
cana-4123	271	11	x.	x.	AUX
cana-4123	271	12	a	a	DET
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cana-4123	271	14	ensemble	ensemble	ADJ
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cana-4123	271	16	method	method	NOUN
cana-4123	271	17	for	for	ADP
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cana-4123	271	20	from	from	ADP
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cana-4123	271	22	images	image	NOUN
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cana-4123	272	2	comput	comput	PROPN
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cana-4123	274	26	degeneration	degeneration	NOUN
cana-4123	274	27	from	from	ADP
cana-4123	274	28	fundus	fundus	NOUN
cana-4123	274	29	images	image	NOUN
cana-4123	274	30	using	use	VERB
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cana-4123	275	3	.	.	PUNCT
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cana-4123	276	2	-	-	SYM
cana-4123	276	3	1176	1176	NUM
cana-4123	276	4	.	.	PUNCT
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cana-4123	277	14	-	-	NOUN
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cana-4123	277	16	f	f	NOUN
cana-4123	277	17	,	,	PUNCT
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cana-4123	277	19	s.	s.	PROPN
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cana-4123	277	26	using	use	VERB
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cana-4123	277	28	images	image	NOUN
cana-4123	277	29	.	.	PUNCT
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cana-4123	281	9	using	use	VERB
cana-4123	281	10	fundus	fundus	NOUN
cana-4123	281	11	images	image	NOUN
cana-4123	281	12	.	.	PUNCT
cana-4123	282	1	inf	inf	PROPN
cana-4123	282	2	sci	sci	PROPN
cana-4123	282	3	.	.	PUNCT
cana-4123	282	4	2017;384:104	2017;384:104	NUM
cana-4123	282	5	-	-	SYM
cana-4123	282	6	115	115	NUM
cana-4123	282	7	.	.	PUNCT
cana-4123	283	1	[	[	X
cana-4123	283	2	25	25	NUM
cana-4123	283	3	]	]	X
cana-4123	283	4	phan	phan	PROPN
cana-4123	283	5	tt	tt	PROPN
cana-4123	283	6	,	,	PUNCT
cana-4123	283	7	hoang	hoang	PROPN
cana-4123	283	8	tt	tt	PROPN
cana-4123	283	9	,	,	PUNCT
cana-4123	283	10	pham	pham	PROPN
cana-4123	283	11	dl	dl	PROPN
cana-4123	283	12	,	,	PUNCT
cana-4123	283	13	le	le	X
cana-4123	283	14	at	at	ADP
cana-4123	283	15	.	.	PUNCT
cana-4123	284	1	an	an	DET
cana-4123	284	2	effective	effective	ADJ
cana-4123	284	3	automated	automate	VERB
cana-4123	284	4	glaucoma	glaucoma	NOUN
cana-4123	284	5	detection	detection	NOUN
cana-4123	284	6	system	system	NOUN
cana-4123	284	7	using	use	VERB
cana-4123	284	8	ensemble	ensemble	ADJ
cana-4123	284	9	learning	learning	NOUN
cana-4123	284	10	from	from	ADP
cana-4123	284	11	fundus	fundus	NOUN
cana-4123	284	12	images	image	NOUN
cana-4123	284	13	.	.	PUNCT
cana-4123	285	1	j	j	PROPN
cana-4123	285	2	king	king	PROPN
cana-4123	285	3	saud	saud	PROPN
cana-4123	285	4	univ	univ	PROPN
cana-4123	285	5	comput	comput	PROPN
cana-4123	285	6	inf	inf	PROPN
cana-4123	285	7	sci	sci	PROPN
cana-4123	285	8	.	.	PROPN
cana-4123	285	9	2020	2020	NUM
cana-4123	285	10	.	.	PUNCT
cana-4123	286	1	communications	communication	NOUN
cana-4123	286	2	on	on	ADP
cana-4123	286	3	applied	apply	VERB
cana-4123	286	4	nonlinear	nonlinear	ADJ
cana-4123	286	5	analysis	analysis	NOUN
cana-4123	286	6	issn	issn	NOUN
cana-4123	286	7	:	:	PUNCT
cana-4123	286	8	1074	1074	NUM
cana-4123	286	9	-	-	PUNCT
cana-4123	286	10	133x	133x	NUM
cana-4123	286	11	vol	vol	NOUN
cana-4123	286	12	32	32	NUM
cana-4123	286	13	no	no	NOUN
cana-4123	286	14	.	.	PUNCT
cana-4123	287	1	9s	9s	NUM
cana-4123	287	2	(	(	PUNCT
cana-4123	287	3	2025	2025	NUM
cana-4123	287	4	)	)	PUNCT
cana-4123	287	5	1184	1184	NUM
cana-4123	287	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4123	288	1	[	[	X
cana-4123	288	2	26	26	NUM
cana-4123	288	3	]	]	X
cana-4123	288	4	varghese	varghese	PROPN
cana-4123	288	5	a	a	PROPN
cana-4123	288	6	,	,	PUNCT
cana-4123	288	7	james	james	PROPN
cana-4123	288	8	j	j	PROPN
cana-4123	288	9	,	,	PUNCT
cana-4123	288	10	raman	raman	NOUN
cana-4123	288	11	r	r	NOUN
cana-4123	288	12	,	,	PUNCT
cana-4123	288	13	sivaprasad	sivaprasad	PROPN
cana-4123	288	14	s.	s.	PROPN
cana-4123	288	15	performance	performance	NOUN
cana-4123	288	16	of	of	ADP
cana-4123	288	17	automated	automate	VERB
cana-4123	288	18	software	software	NOUN
cana-4123	288	19	in	in	ADP
cana-4123	288	20	the	the	DET
cana-4123	288	21	detection	detection	NOUN
cana-4123	288	22	of	of	ADP
cana-4123	288	23	early	early	ADJ
cana-4123	288	24	glaucomatous	glaucomatous	ADJ
cana-4123	288	25	changes	change	NOUN
cana-4123	288	26	in	in	ADP
cana-4123	288	27	optic	optic	ADJ
cana-4123	288	28	nerve	nerve	NOUN
cana-4123	288	29	head	head	NOUN
cana-4123	288	30	using	use	VERB
cana-4123	288	31	fundus	fundus	NOUN
cana-4123	288	32	images	image	NOUN
cana-4123	288	33	from	from	ADP
cana-4123	288	34	the	the	DET
cana-4123	288	35	uk	uk	PROPN
cana-4123	288	36	biobank	biobank	NOUN
cana-4123	288	37	cohort	cohort	NOUN
cana-4123	288	38	.	.	PUNCT
cana-4123	289	1	graefes	graefe	NOUN
cana-4123	289	2	arch	arch	PROPN
cana-4123	289	3	clin	clin	PROPN
cana-4123	289	4	exp	exp	PROPN
cana-4123	289	5	ophthalmol	ophthalmol	PROPN
cana-4123	289	6	.	.	PUNCT
cana-4123	290	1	2020	2020	NUM
cana-4123	290	2	.	.	PUNCT
cana-4123	291	1	[	[	X
cana-4123	291	2	27	27	NUM
cana-4123	291	3	]	]	X
cana-4123	291	4	cheung	cheung	PROPN
cana-4123	291	5	cyl	cyl	PROPN
cana-4123	291	6	,	,	PUNCT
cana-4123	291	7	lin	lin	PROPN
cana-4123	291	8	d	d	PROPN
cana-4123	291	9	,	,	PUNCT
cana-4123	291	10	lee	lee	PROPN
cana-4123	291	11	g	g	PROPN
cana-4123	291	12	,	,	PUNCT
cana-4123	291	13	yam	yam	PROPN
cana-4123	291	14	jcs	jcs	PROPN
cana-4123	291	15	,	,	PUNCT
cana-4123	291	16	leung	leung	PROPN
cana-4123	291	17	cks	cks	PROPN
cana-4123	291	18	.	.	PUNCT
cana-4123	292	1	transfer	transfer	NOUN
cana-4123	292	2	learning	learn	VERB
cana-4123	292	3	with	with	ADP
cana-4123	292	4	deep	deep	ADJ
cana-4123	292	5	convolutional	convolutional	ADJ
cana-4123	292	6	neural	neural	ADJ
cana-4123	292	7	network	network	NOUN
cana-4123	292	8	(	(	PUNCT
cana-4123	292	9	cnn	cnn	PROPN
cana-4123	292	10	)	)	PUNCT
cana-4123	292	11	for	for	ADP
cana-4123	292	12	glaucoma	glaucoma	NOUN
cana-4123	292	13	classification	classification	NOUN
cana-4123	292	14	based	base	VERB
cana-4123	292	15	on	on	ADP
cana-4123	292	16	fundus	fundus	NOUN
cana-4123	292	17	images	image	NOUN
cana-4123	292	18	.	.	PUNCT
cana-4123	293	1	comput	comput	PROPN
cana-4123	293	2	biol	biol	PROPN
cana-4123	293	3	med	me	VERB
cana-4123	293	4	.	.	PUNCT
cana-4123	294	1	2020	2020	NUM
cana-4123	294	2	.	.	PUNCT
cana-4123	295	1	[	[	X
cana-4123	295	2	28	28	NUM
cana-4123	295	3	]	]	X
cana-4123	295	4	rao	rao	PROPN
cana-4123	295	5	hl	hl	PROPN
cana-4123	295	6	,	,	PUNCT
cana-4123	295	7	pradhan	pradhan	PROPN
cana-4123	295	8	zs	zs	PROPN
cana-4123	295	9	,	,	PUNCT
cana-4123	295	10	weinreb	weinreb	PROPN
cana-4123	295	11	rn	rn	PROPN
cana-4123	295	12	,	,	PUNCT
cana-4123	295	13	mansouri	mansouri	PROPN
cana-4123	295	14	k.	k.	PROPN
cana-4123	295	15	predicting	predict	VERB
cana-4123	295	16	progression	progression	NOUN
cana-4123	295	17	in	in	ADP
cana-4123	295	18	glaucoma	glaucoma	NOUN
cana-4123	295	19	suspects	suspect	NOUN
cana-4123	295	20	with	with	ADP
cana-4123	295	21	longitudinal	longitudinal	ADJ
cana-4123	295	22	estimates	estimate	NOUN
cana-4123	295	23	of	of	ADP
cana-4123	295	24	retinal	retinal	ADJ
cana-4123	295	25	nerve	nerve	NOUN
cana-4123	295	26	fiber	fiber	NOUN
cana-4123	295	27	layer	layer	NOUN
cana-4123	295	28	and	and	CCONJ
cana-4123	295	29	optic	optic	ADJ
cana-4123	295	30	disc	disc	NOUN
cana-4123	295	31	structure	structure	NOUN
cana-4123	295	32	with	with	ADP
cana-4123	295	33	oct	oct	PROPN
cana-4123	295	34	.	.	PROPN
cana-4123	295	35	am	am	PROPN
cana-4123	295	36	j	j	PROPN
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cana-4123	295	38	.	.	PUNCT
cana-4123	296	1	2019	2019	NUM
cana-4123	296	2	.	.	PUNCT
cana-4123	297	1	[	[	X
cana-4123	297	2	29	29	NUM
cana-4123	297	3	]	]	X
cana-4123	297	4	ting	ting	NOUN
cana-4123	297	5	dsw	dsw	PROPN
cana-4123	297	6	,	,	PUNCT
cana-4123	297	7	pasquale	pasquale	PROPN
cana-4123	297	8	lr	lr	PROPN
cana-4123	297	9	,	,	PUNCT
cana-4123	297	10	peng	peng	PROPN
cana-4123	297	11	l	l	PROPN
cana-4123	297	12	,	,	PUNCT
cana-4123	297	13	et	et	PROPN
cana-4123	297	14	al	al	PROPN
cana-4123	297	15	.	.	PUNCT
cana-4123	297	16	artificial	artificial	ADJ
cana-4123	297	17	intelligence	intelligence	NOUN
cana-4123	297	18	and	and	CCONJ
cana-4123	297	19	deep	deep	ADJ
cana-4123	297	20	learning	learning	NOUN
cana-4123	297	21	in	in	ADP
cana-4123	297	22	ophthalmology	ophthalmology	NOUN
cana-4123	297	23	.	.	PUNCT
cana-4123	298	1	br	br	PROPN
cana-4123	299	1	j	j	PROPN
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cana-4123	299	3	.	.	PUNCT
cana-4123	300	1	2019	2019	NUM
cana-4123	300	2	.	.	PUNCT
cana-4123	301	1	[	[	X
cana-4123	301	2	30	30	NUM
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cana-4123	301	8	a	a	DET
cana-4123	301	9	,	,	PUNCT
cana-4123	301	10	bowd	bowd	NOUN
cana-4123	301	11	c	c	NOUN
cana-4123	301	12	,	,	PUNCT
cana-4123	301	13	et	et	PROPN
cana-4123	301	14	al	al	PROPN
cana-4123	301	15	.	.	PUNCT
cana-4123	301	16	performance	performance	NOUN
cana-4123	301	17	of	of	ADP
cana-4123	301	18	deep	deep	ADJ
cana-4123	301	19	learning	learning	NOUN
cana-4123	301	20	architectures	architecture	NOUN
cana-4123	301	21	and	and	CCONJ
cana-4123	301	22	transfer	transfer	VERB
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cana-4123	301	24	for	for	ADP
cana-4123	301	25	detecting	detect	VERB
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cana-4123	301	27	optic	optic	NOUN
cana-4123	301	28	neuropathy	neuropathy	ADJ
cana-4123	301	29	in	in	ADP
cana-4123	301	30	fundus	fundus	NOUN
cana-4123	301	31	photographs	photograph	NOUN
cana-4123	301	32	.	.	PUNCT
cana-4123	302	1	sci	sci	PROPN
cana-4123	302	2	rep	rep	PROPN
cana-4123	302	3	.	.	PROPN
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cana-4123	302	5	.	.	PUNCT
cana-4123	303	1	[	[	X
cana-4123	303	2	31	31	NUM
cana-4123	303	3	]	]	X
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cana-4123	303	5	h	h	PROPN
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cana-4123	303	8	l	l	PROPN
cana-4123	303	9	,	,	PUNCT
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cana-4123	303	11	i	i	PRON
cana-4123	303	12	m	m	PROPN
cana-4123	303	13	,	,	PUNCT
cana-4123	303	14	et	et	PROPN
cana-4123	303	15	al	al	PROPN
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cana-4123	303	18	and	and	CCONJ
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cana-4123	303	20	of	of	ADP
cana-4123	303	21	a	a	DET
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cana-4123	303	23	learning	learning	NOUN
cana-4123	303	24	system	system	NOUN
cana-4123	303	25	to	to	PART
cana-4123	303	26	detect	detect	VERB
cana-4123	303	27	glaucomatous	glaucomatous	ADJ
cana-4123	303	28	optic	optic	NOUN
cana-4123	303	29	neuropathy	neuropathy	ADV
cana-4123	303	30	using	use	VERB
cana-4123	303	31	fundus	fundus	NOUN
cana-4123	303	32	photographs	photograph	NOUN
cana-4123	303	33	.	.	PUNCT
cana-4123	304	1	jama	jama	PROPN
cana-4123	304	2	ophthalmol	ophthalmol	PROPN
cana-4123	304	3	.	.	PUNCT
cana-4123	305	1	2019	2019	NUM
cana-4123	305	2	.	.	PUNCT
cana-4123	306	1	[	[	X
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cana-4123	306	3	]	]	PUNCT
cana-4123	306	4	bourne	bourne	PROPN
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cana-4123	306	8	t.	t.	PROPN
cana-4123	306	9	the	the	DET
cana-4123	306	10	optic	optic	ADJ
cana-4123	306	11	nerve	nerve	NOUN
cana-4123	306	12	head	head	NOUN
cana-4123	306	13	in	in	ADP
cana-4123	306	14	glaucoma	glaucoma	NOUN
cana-4123	306	15	.	.	PUNCT
cana-4123	307	1	community	community	NOUN
cana-4123	307	2	eye	eye	NOUN
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cana-4123	307	4	.	.	PUNCT
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cana-4123	308	4	.	.	PUNCT
cana-4123	309	1	pmid	pmid	NOUN
cana-4123	309	2	:	:	PUNCT
cana-4123	309	3	35210701	35210701	NUM
cana-4123	309	4	;	;	PUNCT
cana-4123	309	5	pmcid	pmcid	NOUN
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cana-4123	310	6	,	,	PUNCT
cana-4123	310	7	et	et	PROPN
cana-4123	310	8	al	al	PROPN
cana-4123	310	9	.	.	PROPN
cana-4123	310	10	from	from	ADP
cana-4123	310	11	diagnostic	diagnostic	ADJ
cana-4123	310	12	accuracy	accuracy	NOUN
cana-4123	310	13	to	to	ADP
cana-4123	310	14	earlier	early	ADJ
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cana-4123	310	16	:	:	PUNCT
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cana-4123	310	18	retinal	retinal	ADJ
cana-4123	310	19	nerve	nerve	NOUN
cana-4123	310	20	fiber	fiber	NOUN
cana-4123	310	21	layer	layer	NOUN
cana-4123	310	22	photographs	photograph	NOUN
cana-4123	310	23	to	to	PART
cana-4123	310	24	fundus	fundus	VERB
cana-4123	310	25	image	image	NOUN
cana-4123	310	26	analysis	analysis	NOUN
cana-4123	310	27	in	in	ADP
cana-4123	310	28	glaucoma	glaucoma	NOUN
cana-4123	310	29	.	.	PUNCT
cana-4123	311	1	ophthalmology	ophthalmology	NOUN
cana-4123	311	2	.	.	PUNCT
cana-4123	312	1	2020	2020	NUM
cana-4123	312	2	.	.	PUNCT
cana-4123	313	1	[	[	X
cana-4123	313	2	34	34	NUM
cana-4123	313	3	]	]	X
cana-4123	313	4	yousefi	yousefi	PROPN
cana-4123	313	5	s	s	PROPN
cana-4123	313	6	,	,	PUNCT
cana-4123	313	7	et	et	PROPN
cana-4123	313	8	al	al	PROPN
cana-4123	313	9	.	.	PROPN
cana-4123	313	10	machine	machine	NOUN
cana-4123	313	11	learning	learn	VERB
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cana-4123	313	13	for	for	ADP
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cana-4123	313	15	diagnosis	diagnosis	NOUN
cana-4123	313	16	of	of	ADP
cana-4123	313	17	glaucoma	glaucoma	NOUN
cana-4123	313	18	using	use	VERB
cana-4123	313	19	fundus	fundus	NOUN
cana-4123	313	20	images	image	NOUN
cana-4123	313	21	.	.	PUNCT
cana-4123	314	1	j	j	PROPN
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cana-4123	314	7	.	.	PUNCT
cana-4123	315	1	[	[	X
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cana-4123	315	3	]	]	X
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cana-4123	315	5	y	y	PROPN
cana-4123	315	6	,	,	PUNCT
cana-4123	315	7	et	et	PROPN
cana-4123	315	8	al	al	PROPN
cana-4123	315	9	.	.	PROPN
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cana-4123	315	12	of	of	ADP
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cana-4123	315	14	layers	layer	NOUN
cana-4123	315	15	from	from	ADP
cana-4123	315	16	optical	optical	ADJ
cana-4123	315	17	coherence	coherence	NOUN
cana-4123	315	18	tomography	tomography	NOUN
cana-4123	315	19	images	image	NOUN
cana-4123	315	20	using	use	VERB
cana-4123	315	21	a	a	DET
cana-4123	315	22	machine	machine	NOUN
cana-4123	315	23	-	-	PUNCT
cana-4123	315	24	learning	learn	VERB
cana-4123	315	25	approach	approach	NOUN
cana-4123	315	26	.	.	PUNCT
cana-4123	315	27	biomed	biome	VERB
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cana-4123	315	30	.	.	PUNCT
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cana-4123	316	2	.	.	PUNCT
cana-4123	317	1	[	[	X
cana-4123	317	2	36	36	NUM
cana-4123	317	3	]	]	X
cana-4123	317	4	jonas	jonas	PROPN
cana-4123	317	5	jb	jb	PROPN
cana-4123	317	6	,	,	PUNCT
cana-4123	317	7	budde	budde	PROPN
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cana-4123	317	9	.	.	PUNCT
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cana-4123	317	11	methods	method	NOUN
cana-4123	317	12	in	in	ADP
cana-4123	317	13	the	the	DET
cana-4123	317	14	evaluation	evaluation	NOUN
cana-4123	317	15	of	of	ADP
cana-4123	317	16	the	the	DET
cana-4123	317	17	optic	optic	ADJ
cana-4123	317	18	nerve	nerve	NOUN
cana-4123	317	19	head	head	NOUN
cana-4123	317	20	.	.	PUNCT
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cana-4123	318	2	ophthalmol	ophthalmol	PROPN
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cana-4123	319	2	.	.	PUNCT
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cana-4123	320	8	i	i	PROPN
cana-4123	320	9	,	,	PUNCT
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cana-4123	320	11	s	s	PROPN
cana-4123	320	12	,	,	PUNCT
cana-4123	320	13	sulaiman	sulaiman	PROPN
cana-4123	320	14	hw	hw	PROPN
cana-4123	320	15	.	.	PUNCT
cana-4123	320	16	optic	optic	ADJ
cana-4123	320	17	disc	disc	NOUN
cana-4123	320	18	and	and	CCONJ
cana-4123	320	19	optic	optic	NOUN
cana-4123	320	20	cup	cup	NOUN
cana-4123	320	21	segmentation	segmentation	NOUN
cana-4123	320	22	for	for	ADP
cana-4123	320	23	glaucoma	glaucoma	NOUN
cana-4123	320	24	detection	detection	NOUN
cana-4123	320	25	from	from	ADP
cana-4123	320	26	blurred	blurred	ADJ
cana-4123	320	27	retinal	retinal	ADJ
cana-4123	320	28	images	image	NOUN
cana-4123	320	29	using	use	VERB
cana-4123	320	30	improved	improved	ADJ
cana-4123	320	31	mask	mask	NOUN
cana-4123	320	32	-	-	PUNCT
cana-4123	320	33	rcnn	rcnn	NOUN
cana-4123	320	34	.	.	PUNCT
cana-4123	320	35	2021	2021	NUM
cana-4123	320	36	.	.	PUNCT
cana-4123	321	1	[	[	X
cana-4123	321	2	38	38	NUM
cana-4123	321	3	]	]	X
cana-4123	321	4	liu	liu	PROPN
cana-4123	321	5	b	b	PROPN
cana-4123	321	6	,	,	PUNCT
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cana-4123	321	8	d	d	PROPN
cana-4123	321	9	,	,	PUNCT
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cana-4123	321	11	h.	h.	PROPN
cana-4123	321	12	joint	joint	ADJ
cana-4123	321	13	optic	optic	NOUN
cana-4123	321	14	disc	disc	NOUN
cana-4123	321	15	and	and	CCONJ
cana-4123	321	16	cup	cup	NOUN
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cana-4123	321	21	connected	connected	ADJ
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cana-4123	321	23	separable	separable	ADJ
cana-4123	321	24	convolution	convolution	NOUN
cana-4123	321	25	deep	deep	ADJ
cana-4123	321	26	network	network	NOUN
cana-4123	321	27	.	.	PUNCT
cana-4123	322	1	bmc	bmc	PROPN
cana-4123	322	2	med	med	ADJ
cana-4123	322	3	imaging	imaging	NOUN
cana-4123	322	4	.	.	PUNCT
cana-4123	323	1	2021	2021	NUM
cana-4123	323	2	.	.	PUNCT
cana-4123	324	1	[	[	X
cana-4123	324	2	39	39	NUM
cana-4123	324	3	]	]	PUNCT
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cana-4123	324	5	-	-	PUNCT
cana-4123	324	6	valverde	valverde	PROPN
cana-4123	324	7	jj	jj	PROPN
cana-4123	324	8	,	,	PUNCT
cana-4123	324	9	antón	antón	PROPN
cana-4123	324	10	a	a	PRON
cana-4123	324	11	,	,	PUNCT
cana-4123	324	12	fatti	fatti	PROPN
cana-4123	324	13	g	g	NOUN
cana-4123	324	14	,	,	PUNCT
cana-4123	324	15	liefers	liefer	NOUN
cana-4123	324	16	b	b	PROPN
cana-4123	324	17	,	,	PUNCT
cana-4123	324	18	herranz	herranz	NOUN
cana-4123	324	19	a	a	PRON
cana-4123	324	20	,	,	PUNCT
cana-4123	324	21	santos	santos	PROPN
cana-4123	324	22	a	a	PRON
cana-4123	324	23	,	,	PUNCT
cana-4123	324	24	et	et	PROPN
cana-4123	324	25	al	al	PROPN
cana-4123	324	26	.	.	PROPN
cana-4123	324	27	automatic	automatic	ADJ
cana-4123	324	28	glaucoma	glaucoma	NOUN
cana-4123	324	29	classification	classification	NOUN
cana-4123	324	30	using	use	VERB
cana-4123	324	31	color	color	NOUN
cana-4123	324	32	fundus	fundus	NOUN
cana-4123	324	33	images	image	NOUN
cana-4123	324	34	based	base	VERB
cana-4123	324	35	on	on	ADP
cana-4123	324	36	convolutional	convolutional	ADJ
cana-4123	324	37	neural	neural	ADJ
cana-4123	324	38	networks	network	NOUN
cana-4123	324	39	and	and	CCONJ
cana-4123	324	40	transfer	transfer	NOUN
cana-4123	324	41	learning	learning	NOUN
cana-4123	324	42	.	.	PUNCT
cana-4123	324	43	biomed	biome	VERB
cana-4123	324	44	opt	opt	PROPN
cana-4123	324	45	express	express	NOUN
cana-4123	324	46	.	.	PUNCT
cana-4123	325	1	2019	2019	NUM
cana-4123	325	2	.	.	PUNCT
cana-4123	326	1	[	[	X
cana-4123	326	2	40	40	NUM
cana-4123	326	3	]	]	X
cana-4123	326	4	sidhu	sidhu	PROPN
cana-4123	326	5	z	z	PROPN
cana-4123	326	6	,	,	PUNCT
cana-4123	326	7	mansoori	mansoori	PROPN
cana-4123	326	8	t.	t.	PROPN
cana-4123	326	9	artificial	artificial	PROPN
cana-4123	326	10	intelligence	intelligence	NOUN
cana-4123	326	11	in	in	ADP
cana-4123	326	12	glaucoma	glaucoma	NOUN
cana-4123	326	13	detection	detection	NOUN
cana-4123	326	14	using	use	VERB
cana-4123	326	15	color	color	NOUN
cana-4123	326	16	fundus	fundus	NOUN
cana-4123	326	17	photographs	photograph	NOUN
cana-4123	326	18	.	.	PUNCT
cana-4123	327	1	indian	indian	PROPN
cana-4123	327	2	j	j	PROPN
cana-4123	327	3	ophthalmol	ophthalmol	PROPN
cana-4123	327	4	.	.	PUNCT
cana-4123	328	1	2024;72(3):408	2024;72(3):408	NUM
cana-4123	328	2	-	-	SYM
cana-4123	328	3	411	411	NUM
cana-4123	328	4	.	.	PUNCT
cana-4123	329	1	doi:10.4103	doi:10.4103	ADJ
cana-4123	329	2	/	/	SYM
cana-4123	329	3	ijo.ijo_613_23	ijo.ijo_613_23	PROPN
cana-4123	329	4	.	.	PUNCT
cana-4123	329	5	.	.	PUNCT