id	sid	tid	token	lemma	pos
cana-5217	1	1	paper	paper	NOUN
cana-5217	1	2	title	title	NOUN
cana-5217	1	3	(	(	PUNCT
cana-5217	1	4	use	use	NOUN
cana-5217	1	5	style	style	NOUN
cana-5217	1	6	:	:	PUNCT
cana-5217	1	7	paper	paper	NOUN
cana-5217	1	8	title	title	NOUN
cana-5217	1	9	)	)	PUNCT
cana-5217	1	10	communications	communication	NOUN
cana-5217	1	11	on	on	ADP
cana-5217	1	12	applied	apply	VERB
cana-5217	1	13	nonlinear	nonlinear	ADJ
cana-5217	1	14	analysis	analysis	NOUN
cana-5217	1	15	issn	issn	NOUN
cana-5217	1	16	:	:	PUNCT
cana-5217	1	17	1074	1074	NUM
cana-5217	1	18	-	-	PUNCT
cana-5217	1	19	133x	133x	NUM
cana-5217	1	20	vol	vol	VERB
cana-5217	1	21	32	32	NUM
cana-5217	1	22	no	no	NOUN
cana-5217	1	23	.	.	PUNCT
cana-5217	2	1	10s	10	NOUN
cana-5217	2	2	(	(	PUNCT
cana-5217	2	3	2025	2025	NUM
cana-5217	2	4	)	)	PUNCT
cana-5217	2	5	1175	1175	NUM
cana-5217	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	3	2	development	development	NOUN
cana-5217	3	3	of	of	ADP
cana-5217	3	4	deep	deep	ADJ
cana-5217	3	5	learning	learning	NOUN
cana-5217	3	6	framework	framework	NOUN
cana-5217	3	7	for	for	ADP
cana-5217	3	8	multiclass	multiclass	ADJ
cana-5217	3	9	lung	lung	NOUN
cana-5217	3	10	infection	infection	NOUN
cana-5217	3	11	detection	detection	NOUN
cana-5217	3	12	and	and	CCONJ
cana-5217	3	13	classification	classification	NOUN
cana-5217	3	14	from	from	ADP
cana-5217	3	15	chest	chest	NOUN
cana-5217	3	16	x	x	NOUN
cana-5217	3	17	-	-	NOUN
cana-5217	3	18	ray	ray	NOUN
cana-5217	3	19	imaging	imaging	NOUN
cana-5217	3	20	with	with	ADP
cana-5217	3	21	real	real	ADJ
cana-5217	3	22	-	-	PUNCT
cana-5217	3	23	time	time	NOUN
cana-5217	3	24	integration	integration	NOUN
cana-5217	3	25	prof	prof	NOUN
cana-5217	3	26	.	.	PUNCT
cana-5217	4	1	dr.m.d.rokade	dr.m.d.rokade	PROPN
cana-5217	4	2	1	1	NUM
cana-5217	4	3	,	,	PUNCT
cana-5217	4	4	shermale	shermale	PROPN
cana-5217	4	5	hema	hema	PROPN
cana-5217	4	6	mohan	mohan	PROPN
cana-5217	4	7	2	2	NUM
cana-5217	4	8	,	,	PUNCT
cana-5217	4	9	prof	prof	PROPN
cana-5217	4	10	.	.	PUNCT
cana-5217	5	1	dr	dr	PROPN
cana-5217	5	2	.	.	PROPN
cana-5217	5	3	sunil	sunil	PROPN
cana-5217	5	4	khatal	khatal	PROPN
cana-5217	5	5	3	3	NUM
cana-5217	5	6	1department	1department	NUM
cana-5217	5	7	of	of	ADP
cana-5217	5	8	computer	computer	NOUN
cana-5217	5	9	engineering	engineering	NOUN
cana-5217	5	10	,	,	PUNCT
cana-5217	5	11	sharadchandra	sharadchandra	PROPN
cana-5217	5	12	pawar	pawar	PROPN
cana-5217	5	13	college	college	PROPN
cana-5217	5	14	of	of	ADP
cana-5217	5	15	engineering	engineering	PROPN
cana-5217	5	16	,	,	PUNCT
cana-5217	5	17	dumbarwadi	dumbarwadi	NOUN
cana-5217	5	18	,	,	PUNCT
cana-5217	5	19	otur	otur	VERB
cana-5217	5	20	monikarokade4@gmail.com	monikarokade4@gmail.com	X
cana-5217	6	1	2department	2department	NUM
cana-5217	6	2	of	of	ADP
cana-5217	6	3	computer	computer	NOUN
cana-5217	6	4	engineering	engineering	NOUN
cana-5217	6	5	,	,	PUNCT
cana-5217	6	6	sharadchandra	sharadchandra	PROPN
cana-5217	6	7	pawar	pawar	PROPN
cana-5217	6	8	college	college	PROPN
cana-5217	6	9	of	of	ADP
cana-5217	6	10	engineering	engineering	PROPN
cana-5217	6	11	,	,	PUNCT
cana-5217	6	12	dumbarwadi	dumbarwadi	NOUN
cana-5217	6	13	,	,	PUNCT
cana-5217	6	14	otur	otur	NOUN
cana-5217	6	15	shermalehema@gmail.com	shermalehema@gmail.com	X
cana-5217	7	1	3head	3head	NUM
cana-5217	7	2	of	of	ADP
cana-5217	7	3	department	department	NOUN
cana-5217	7	4	,	,	PUNCT
cana-5217	7	5	department	department	NOUN
cana-5217	7	6	of	of	ADP
cana-5217	7	7	computer	computer	NOUN
cana-5217	7	8	engineering	engineering	NOUN
cana-5217	7	9	,	,	PUNCT
cana-5217	7	10	sharadchandra	sharadchandra	PROPN
cana-5217	7	11	pawar	pawar	PROPN
cana-5217	7	12	college	college	PROPN
cana-5217	7	13	of	of	ADP
cana-5217	7	14	engineering	engineering	PROPN
cana-5217	7	15	,	,	PUNCT
cana-5217	7	16	dumbarwadi	dumbarwadi	NOUN
cana-5217	7	17	,	,	PUNCT
cana-5217	7	18	otur	otur	NOUN
cana-5217	7	19	article	article	NOUN
cana-5217	7	20	history	history	NOUN
cana-5217	7	21	:	:	PUNCT
cana-5217	7	22	received	receive	VERB
cana-5217	7	23	:	:	PUNCT
cana-5217	7	24	12	12	NUM
cana-5217	7	25	-	-	SYM
cana-5217	7	26	01	01	NUM
cana-5217	7	27	-	-	PUNCT
cana-5217	7	28	2025	2025	NUM
cana-5217	7	29	revised	revise	VERB
cana-5217	7	30	:	:	PUNCT
cana-5217	7	31	15	15	NUM
cana-5217	7	32	-	-	NUM
cana-5217	7	33	02	02	NUM
cana-5217	7	34	-	-	PUNCT
cana-5217	7	35	2025	2025	NUM
cana-5217	7	36	accepted	accept	VERB
cana-5217	7	37	:	:	PUNCT
cana-5217	7	38	01	01	NUM
cana-5217	7	39	-	-	SYM
cana-5217	7	40	03	03	NUM
cana-5217	7	41	-	-	PUNCT
cana-5217	7	42	2025	2025	NUM
cana-5217	7	43	abstract	abstract	NOUN
cana-5217	7	44	:	:	PUNCT
cana-5217	7	45	this	this	DET
cana-5217	7	46	study	study	NOUN
cana-5217	7	47	presents	present	VERB
cana-5217	7	48	an	an	DET
cana-5217	7	49	advanced	advanced	ADJ
cana-5217	7	50	deep	deep	ADJ
cana-5217	7	51	learning	learning	NOUN
cana-5217	7	52	-	-	PUNCT
cana-5217	7	53	based	base	VERB
cana-5217	7	54	system	system	NOUN
cana-5217	7	55	for	for	ADP
cana-5217	7	56	the	the	DET
cana-5217	7	57	detection	detection	NOUN
cana-5217	7	58	of	of	ADP
cana-5217	7	59	lung	lung	NOUN
cana-5217	7	60	infections	infection	NOUN
cana-5217	7	61	using	use	VERB
cana-5217	7	62	chest	chest	NOUN
cana-5217	7	63	x	x	NOUN
cana-5217	7	64	-	-	NOUN
cana-5217	7	65	ray	ray	NOUN
cana-5217	7	66	images	image	NOUN
cana-5217	7	67	,	,	PUNCT
cana-5217	7	68	designed	design	VERB
cana-5217	7	69	to	to	PART
cana-5217	7	70	support	support	VERB
cana-5217	7	71	accurate	accurate	ADJ
cana-5217	7	72	and	and	CCONJ
cana-5217	7	73	efficient	efficient	ADJ
cana-5217	7	74	medical	medical	ADJ
cana-5217	7	75	diagnostics	diagnostic	NOUN
cana-5217	7	76	.	.	PUNCT
cana-5217	8	1	the	the	DET
cana-5217	8	2	system	system	NOUN
cana-5217	8	3	operates	operate	VERB
cana-5217	8	4	through	through	ADP
cana-5217	8	5	three	three	NUM
cana-5217	8	6	primary	primary	ADJ
cana-5217	8	7	phases	phase	NOUN
cana-5217	8	8	:	:	PUNCT
cana-5217	8	9	training	training	NOUN
cana-5217	8	10	,	,	PUNCT
cana-5217	8	11	testing	testing	NOUN
cana-5217	8	12	,	,	PUNCT
cana-5217	8	13	and	and	CCONJ
cana-5217	8	14	classification	classification	NOUN
cana-5217	8	15	.	.	PUNCT
cana-5217	9	1	during	during	ADP
cana-5217	9	2	the	the	DET
cana-5217	9	3	training	training	NOUN
cana-5217	9	4	phase	phase	NOUN
cana-5217	9	5	,	,	PUNCT
cana-5217	9	6	pre	pre	ADJ
cana-5217	9	7	-	-	ADJ
cana-5217	9	8	processed	processed	ADJ
cana-5217	9	9	chest	chest	NOUN
cana-5217	9	10	x	x	NOUN
cana-5217	9	11	-	-	NOUN
cana-5217	9	12	ray	ray	NOUN
cana-5217	9	13	images	image	NOUN
cana-5217	9	14	are	be	AUX
cana-5217	9	15	fed	feed	VERB
cana-5217	9	16	into	into	ADP
cana-5217	9	17	a	a	DET
cana-5217	9	18	robust	robust	ADJ
cana-5217	9	19	feature	feature	NOUN
cana-5217	9	20	extraction	extraction	NOUN
cana-5217	9	21	module	module	NOUN
cana-5217	9	22	built	build	VERB
cana-5217	9	23	on	on	ADP
cana-5217	9	24	convolutional	convolutional	ADJ
cana-5217	9	25	neural	neural	ADJ
cana-5217	9	26	network	network	NOUN
cana-5217	9	27	(	(	PUNCT
cana-5217	9	28	cnn	cnn	PROPN
cana-5217	9	29	)	)	PUNCT
cana-5217	9	30	architectures	architecture	NOUN
cana-5217	9	31	like	like	ADP
cana-5217	9	32	resnet	resnet	NOUN
cana-5217	9	33	or	or	CCONJ
cana-5217	9	34	vgg	vgg	NOUN
cana-5217	9	35	.	.	PUNCT
cana-5217	10	1	this	this	DET
cana-5217	10	2	module	module	NOUN
cana-5217	10	3	leverages	leverage	VERB
cana-5217	10	4	convolutional	convolutional	ADJ
cana-5217	10	5	layers	layer	NOUN
cana-5217	10	6	,	,	PUNCT
cana-5217	10	7	max	max	PROPN
cana-5217	10	8	pooling	pooling	NOUN
cana-5217	10	9	,	,	PUNCT
cana-5217	10	10	residual	residual	ADJ
cana-5217	10	11	blocks	block	NOUN
cana-5217	10	12	,	,	PUNCT
cana-5217	10	13	and	and	CCONJ
cana-5217	10	14	global	global	ADJ
cana-5217	10	15	average	average	ADJ
cana-5217	10	16	pooling	pooling	NOUN
cana-5217	10	17	to	to	PART
cana-5217	10	18	extract	extract	VERB
cana-5217	10	19	both	both	DET
cana-5217	10	20	fine	fine	ADV
cana-5217	10	21	-	-	PUNCT
cana-5217	10	22	grained	grain	VERB
cana-5217	10	23	and	and	CCONJ
cana-5217	10	24	structural	structural	ADJ
cana-5217	10	25	features	feature	NOUN
cana-5217	10	26	from	from	ADP
cana-5217	10	27	the	the	DET
cana-5217	10	28	images	image	NOUN
cana-5217	10	29	,	,	PUNCT
cana-5217	10	30	enabling	enable	VERB
cana-5217	10	31	the	the	DET
cana-5217	10	32	model	model	NOUN
cana-5217	10	33	to	to	PART
cana-5217	10	34	capture	capture	VERB
cana-5217	10	35	subtle	subtle	ADJ
cana-5217	10	36	patterns	pattern	NOUN
cana-5217	10	37	critical	critical	ADJ
cana-5217	10	38	for	for	ADP
cana-5217	10	39	diagnostic	diagnostic	ADJ
cana-5217	10	40	accuracy	accuracy	NOUN
cana-5217	10	41	.	.	PUNCT
cana-5217	11	1	advanced	advanced	ADJ
cana-5217	11	2	pre	pre	ADJ
cana-5217	11	3	-	-	ADJ
cana-5217	11	4	processing	processing	ADJ
cana-5217	11	5	techniques	technique	NOUN
cana-5217	11	6	such	such	ADJ
cana-5217	11	7	as	as	ADP
cana-5217	11	8	noise	noise	NOUN
cana-5217	11	9	reduction	reduction	NOUN
cana-5217	11	10	and	and	CCONJ
cana-5217	11	11	image	image	NOUN
cana-5217	11	12	normalization	normalization	NOUN
cana-5217	11	13	further	far	ADV
cana-5217	11	14	enhance	enhance	VERB
cana-5217	11	15	input	input	NOUN
cana-5217	11	16	quality	quality	NOUN
cana-5217	11	17	,	,	PUNCT
cana-5217	11	18	ensuring	ensure	VERB
cana-5217	11	19	reliable	reliable	ADJ
cana-5217	11	20	model	model	NOUN
cana-5217	11	21	performance	performance	NOUN
cana-5217	11	22	across	across	ADP
cana-5217	11	23	diverse	diverse	ADJ
cana-5217	11	24	datasets	dataset	NOUN
cana-5217	11	25	.	.	PUNCT
cana-5217	12	1	in	in	ADP
cana-5217	12	2	the	the	DET
cana-5217	12	3	testing	testing	NOUN
cana-5217	12	4	and	and	CCONJ
cana-5217	12	5	classification	classification	NOUN
cana-5217	12	6	phases	phase	NOUN
cana-5217	12	7	,	,	PUNCT
cana-5217	12	8	unseen	unseen	ADJ
cana-5217	12	9	x	x	ADJ
cana-5217	12	10	-	-	NOUN
cana-5217	12	11	ray	ray	NOUN
cana-5217	12	12	images	image	NOUN
cana-5217	12	13	are	be	AUX
cana-5217	12	14	processed	process	VERB
cana-5217	12	15	through	through	ADP
cana-5217	12	16	the	the	DET
cana-5217	12	17	same	same	ADJ
cana-5217	12	18	pipeline	pipeline	NOUN
cana-5217	12	19	,	,	PUNCT
cana-5217	12	20	ensuring	ensure	VERB
cana-5217	12	21	consistency	consistency	NOUN
cana-5217	12	22	.	.	PUNCT
cana-5217	13	1	optimized	optimize	VERB
cana-5217	13	2	feature	feature	NOUN
cana-5217	13	3	representations	representation	NOUN
cana-5217	13	4	are	be	AUX
cana-5217	13	5	utilized	utilize	VERB
cana-5217	13	6	to	to	PART
cana-5217	13	7	classify	classify	VERB
cana-5217	13	8	images	image	NOUN
cana-5217	13	9	into	into	ADP
cana-5217	13	10	multiple	multiple	ADJ
cana-5217	13	11	categories	category	NOUN
cana-5217	13	12	,	,	PUNCT
cana-5217	13	13	including	include	VERB
cana-5217	13	14	covid-19	covid-19	PROPN
cana-5217	13	15	,	,	PUNCT
cana-5217	13	16	viral	viral	ADJ
cana-5217	13	17	pneumonia	pneumonia	NOUN
cana-5217	13	18	,	,	PUNCT
cana-5217	13	19	bacterial	bacterial	ADJ
cana-5217	13	20	pneumonia	pneumonia	NOUN
cana-5217	13	21	,	,	PUNCT
cana-5217	13	22	tuberculosis	tuberculosis	NOUN
cana-5217	13	23	,	,	PUNCT
cana-5217	13	24	and	and	CCONJ
cana-5217	13	25	normal	normal	ADJ
cana-5217	13	26	cases	case	NOUN
cana-5217	13	27	.	.	PUNCT
cana-5217	14	1	the	the	DET
cana-5217	14	2	system	system	NOUN
cana-5217	14	3	integrates	integrate	VERB
cana-5217	14	4	explainability	explainability	NOUN
cana-5217	14	5	tools	tool	NOUN
cana-5217	14	6	like	like	ADP
cana-5217	14	7	grad	grad	NOUN
cana-5217	14	8	-	-	PUNCT
cana-5217	14	9	cam	cam	NOUN
cana-5217	14	10	to	to	PART
cana-5217	14	11	visualize	visualize	VERB
cana-5217	14	12	decision	decision	NOUN
cana-5217	14	13	-	-	PUNCT
cana-5217	14	14	making	making	NOUN
cana-5217	14	15	,	,	PUNCT
cana-5217	14	16	fostering	foster	VERB
cana-5217	14	17	trust	trust	NOUN
cana-5217	14	18	among	among	ADP
cana-5217	14	19	clinicians	clinician	NOUN
cana-5217	14	20	.	.	PUNCT
cana-5217	15	1	designed	design	VERB
cana-5217	15	2	with	with	ADP
cana-5217	15	3	real	real	ADJ
cana-5217	15	4	-	-	PUNCT
cana-5217	15	5	world	world	NOUN
cana-5217	15	6	applications	application	NOUN
cana-5217	15	7	in	in	ADP
cana-5217	15	8	mind	mind	NOUN
cana-5217	15	9	,	,	PUNCT
cana-5217	15	10	this	this	DET
cana-5217	15	11	system	system	NOUN
cana-5217	15	12	supports	support	VERB
cana-5217	15	13	realtime	realtime	NOUN
cana-5217	15	14	deployment	deployment	NOUN
cana-5217	15	15	through	through	ADP
cana-5217	15	16	cloud	cloud	NOUN
cana-5217	15	17	-	-	PUNCT
cana-5217	15	18	based	base	VERB
cana-5217	15	19	apis	apis	NOUN
cana-5217	15	20	or	or	CCONJ
cana-5217	15	21	edge	edge	NOUN
cana-5217	15	22	devices	device	NOUN
cana-5217	15	23	,	,	PUNCT
cana-5217	15	24	enhancing	enhance	VERB
cana-5217	15	25	its	its	PRON
cana-5217	15	26	practical	practical	ADJ
cana-5217	15	27	utility	utility	NOUN
cana-5217	15	28	.	.	PUNCT
cana-5217	16	1	by	by	ADP
cana-5217	16	2	combining	combine	VERB
cana-5217	16	3	state	state	NOUN
cana-5217	16	4	-	-	PUNCT
cana-5217	16	5	of	of	ADP
cana-5217	16	6	-	-	PUNCT
cana-5217	16	7	the	the	DET
cana-5217	16	8	-	-	PUNCT
cana-5217	16	9	art	art	NOUN
cana-5217	16	10	cnn	cnn	PROPN
cana-5217	16	11	architectures	architecture	NOUN
cana-5217	16	12	,	,	PUNCT
cana-5217	16	13	multi	multi	ADJ
cana-5217	16	14	-	-	ADJ
cana-5217	16	15	class	class	ADJ
cana-5217	16	16	classification	classification	NOUN
cana-5217	16	17	,	,	PUNCT
cana-5217	16	18	and	and	CCONJ
cana-5217	16	19	explainability	explainability	NOUN
cana-5217	16	20	,	,	PUNCT
cana-5217	16	21	the	the	DET
cana-5217	16	22	proposed	propose	VERB
cana-5217	16	23	framework	framework	NOUN
cana-5217	16	24	provides	provide	VERB
cana-5217	16	25	a	a	DET
cana-5217	16	26	scalable	scalable	ADJ
cana-5217	16	27	and	and	CCONJ
cana-5217	16	28	reliable	reliable	ADJ
cana-5217	16	29	solution	solution	NOUN
cana-5217	16	30	for	for	ADP
cana-5217	16	31	improving	improve	VERB
cana-5217	16	32	diagnostic	diagnostic	ADJ
cana-5217	16	33	workflows	workflow	NOUN
cana-5217	16	34	and	and	CCONJ
cana-5217	16	35	advancing	advance	VERB
cana-5217	16	36	healthcare	healthcare	NOUN
cana-5217	16	37	delivery	delivery	NOUN
cana-5217	16	38	.	.	PUNCT
cana-5217	17	1	keywords	keyword	NOUN
cana-5217	17	2	:	:	PUNCT
cana-5217	17	3	deep	deep	ADJ
cana-5217	17	4	learning	learning	NOUN
cana-5217	17	5	,	,	PUNCT
cana-5217	17	6	lung	lung	NOUN
cana-5217	17	7	infection	infection	NOUN
cana-5217	17	8	detection	detection	NOUN
cana-5217	17	9	,	,	PUNCT
cana-5217	17	10	chest	chest	NOUN
cana-5217	17	11	x	x	NOUN
cana-5217	17	12	-	-	NOUN
cana-5217	17	13	ray	ray	NOUN
cana-5217	17	14	analysis	analysis	NOUN
cana-5217	17	15	,	,	PUNCT
cana-5217	17	16	convolutional	convolutional	ADJ
cana-5217	17	17	neural	neural	ADJ
cana-5217	17	18	networks	network	NOUN
cana-5217	17	19	,	,	PUNCT
cana-5217	17	20	medical	medical	ADJ
cana-5217	17	21	diagnostics	diagnostic	NOUN
cana-5217	17	22	.	.	PUNCT
cana-5217	18	1	i.	i.	PROPN
cana-5217	18	2	introduction	introduction	NOUN
cana-5217	18	3	lung	lung	NOUN
cana-5217	18	4	infections	infection	NOUN
cana-5217	18	5	,	,	PUNCT
cana-5217	18	6	including	include	VERB
cana-5217	18	7	pneumonia	pneumonia	NOUN
cana-5217	18	8	,	,	PUNCT
cana-5217	18	9	tuberculosis	tuberculosis	NOUN
cana-5217	18	10	,	,	PUNCT
cana-5217	18	11	and	and	CCONJ
cana-5217	18	12	covid-19	covid-19	PROPN
cana-5217	18	13	,	,	PUNCT
cana-5217	18	14	are	be	AUX
cana-5217	18	15	major	major	ADJ
cana-5217	18	16	global	global	ADJ
cana-5217	18	17	health	health	NOUN
cana-5217	18	18	concerns	concern	NOUN
cana-5217	18	19	with	with	ADP
cana-5217	18	20	high	high	ADJ
cana-5217	18	21	mortality	mortality	NOUN
cana-5217	18	22	rates	rate	NOUN
cana-5217	18	23	.	.	PUNCT
cana-5217	19	1	timely	timely	ADJ
cana-5217	19	2	and	and	CCONJ
cana-5217	19	3	accurate	accurate	ADJ
cana-5217	19	4	detection	detection	NOUN
cana-5217	19	5	of	of	ADP
cana-5217	19	6	these	these	DET
cana-5217	19	7	infections	infection	NOUN
cana-5217	19	8	is	be	AUX
cana-5217	19	9	critical	critical	ADJ
cana-5217	19	10	for	for	SCONJ
cana-5217	19	11	mailto:monikarokade4@gmail.com	mailto:monikarokade4@gmail.com	PROPN
cana-5217	19	12	mailto:shermalehema@gmail.com	mailto:shermalehema@gmail.com	NOUN
cana-5217	19	13	communications	communication	NOUN
cana-5217	19	14	on	on	ADP
cana-5217	19	15	applied	apply	VERB
cana-5217	19	16	nonlinear	nonlinear	ADJ
cana-5217	19	17	analysis	analysis	NOUN
cana-5217	19	18	issn	issn	NOUN
cana-5217	19	19	:	:	PUNCT
cana-5217	19	20	1074	1074	NUM
cana-5217	19	21	-	-	PUNCT
cana-5217	19	22	133x	133x	NUM
cana-5217	19	23	vol	vol	VERB
cana-5217	19	24	32	32	NUM
cana-5217	19	25	no	no	NOUN
cana-5217	19	26	.	.	PUNCT
cana-5217	20	1	10s	10	NOUN
cana-5217	20	2	(	(	PUNCT
cana-5217	20	3	2025	2025	NUM
cana-5217	20	4	)	)	PUNCT
cana-5217	20	5	1176	1176	NUM
cana-5217	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	20	7	effective	effective	ADJ
cana-5217	20	8	treatment	treatment	NOUN
cana-5217	20	9	and	and	CCONJ
cana-5217	20	10	management	management	NOUN
cana-5217	20	11	.	.	PUNCT
cana-5217	21	1	traditionally	traditionally	ADV
cana-5217	21	2	,	,	PUNCT
cana-5217	21	3	diagnosing	diagnose	VERB
cana-5217	21	4	lung	lung	NOUN
cana-5217	21	5	infections	infection	NOUN
cana-5217	21	6	has	have	AUX
cana-5217	21	7	relied	rely	VERB
cana-5217	21	8	on	on	ADP
cana-5217	21	9	clinical	clinical	ADJ
cana-5217	21	10	symptoms	symptom	NOUN
cana-5217	21	11	,	,	PUNCT
cana-5217	21	12	physical	physical	ADJ
cana-5217	21	13	examinations	examination	NOUN
cana-5217	21	14	,	,	PUNCT
cana-5217	21	15	and	and	CCONJ
cana-5217	21	16	laboratory	laboratory	NOUN
cana-5217	21	17	tests	test	NOUN
cana-5217	21	18	.	.	PUNCT
cana-5217	22	1	however	however	ADV
cana-5217	22	2	,	,	PUNCT
cana-5217	22	3	chest	chest	NOUN
cana-5217	22	4	x	x	NOUN
cana-5217	22	5	-	-	NOUN
cana-5217	22	6	rays	ray	NOUN
cana-5217	22	7	(	(	PUNCT
cana-5217	22	8	cxr	cxr	NOUN
cana-5217	22	9	)	)	PUNCT
cana-5217	22	10	are	be	AUX
cana-5217	22	11	commonly	commonly	ADV
cana-5217	22	12	used	use	VERB
cana-5217	22	13	for	for	ADP
cana-5217	22	14	the	the	DET
cana-5217	22	15	initial	initial	ADJ
cana-5217	22	16	screening	screening	NOUN
cana-5217	22	17	and	and	CCONJ
cana-5217	22	18	diagnosis	diagnosis	NOUN
cana-5217	22	19	due	due	ADP
cana-5217	22	20	to	to	ADP
cana-5217	22	21	their	their	PRON
cana-5217	22	22	accessibility	accessibility	NOUN
cana-5217	22	23	,	,	PUNCT
cana-5217	22	24	cost	cost	NOUN
cana-5217	22	25	-	-	PUNCT
cana-5217	22	26	effectiveness	effectiveness	NOUN
cana-5217	22	27	,	,	PUNCT
cana-5217	22	28	and	and	CCONJ
cana-5217	22	29	ability	ability	NOUN
cana-5217	22	30	to	to	PART
cana-5217	22	31	provide	provide	VERB
cana-5217	22	32	detailed	detailed	ADJ
cana-5217	22	33	visual	visual	ADJ
cana-5217	22	34	information	information	NOUN
cana-5217	22	35	about	about	ADP
cana-5217	22	36	the	the	DET
cana-5217	22	37	lungs	lung	NOUN
cana-5217	22	38	[	[	X
cana-5217	22	39	1	1	NUM
cana-5217	22	40	]	]	PUNCT
cana-5217	22	41	.	.	PUNCT
cana-5217	23	1	despite	despite	SCONJ
cana-5217	23	2	their	their	PRON
cana-5217	23	3	widespread	widespread	ADJ
cana-5217	23	4	use	use	NOUN
cana-5217	23	5	,	,	PUNCT
cana-5217	23	6	the	the	DET
cana-5217	23	7	manual	manual	ADJ
cana-5217	23	8	interpretation	interpretation	NOUN
cana-5217	23	9	of	of	ADP
cana-5217	23	10	chest	chest	NOUN
cana-5217	23	11	x	x	NOUN
cana-5217	23	12	-	-	NOUN
cana-5217	23	13	rays	ray	NOUN
cana-5217	23	14	can	can	AUX
cana-5217	23	15	be	be	AUX
cana-5217	23	16	time	time	NOUN
cana-5217	23	17	-	-	PUNCT
cana-5217	23	18	consuming	consume	VERB
cana-5217	23	19	and	and	CCONJ
cana-5217	23	20	prone	prone	ADJ
cana-5217	23	21	to	to	ADP
cana-5217	23	22	human	human	ADJ
cana-5217	23	23	error	error	NOUN
cana-5217	23	24	,	,	PUNCT
cana-5217	23	25	especially	especially	ADV
cana-5217	23	26	in	in	ADP
cana-5217	23	27	a	a	DET
cana-5217	23	28	clinical	clinical	ADJ
cana-5217	23	29	setting	setting	NOUN
cana-5217	23	30	with	with	ADP
cana-5217	23	31	limited	limited	ADJ
cana-5217	23	32	resources	resource	NOUN
cana-5217	23	33	.	.	PUNCT
cana-5217	24	1	this	this	DET
cana-5217	24	2	limitation	limitation	NOUN
cana-5217	24	3	highlights	highlight	VERB
cana-5217	24	4	the	the	DET
cana-5217	24	5	need	need	NOUN
cana-5217	24	6	for	for	ADP
cana-5217	24	7	advanced	advanced	ADJ
cana-5217	24	8	computational	computational	ADJ
cana-5217	24	9	methods	method	NOUN
cana-5217	24	10	that	that	PRON
cana-5217	24	11	can	can	AUX
cana-5217	24	12	automate	automate	VERB
cana-5217	24	13	and	and	CCONJ
cana-5217	24	14	enhance	enhance	VERB
cana-5217	24	15	the	the	DET
cana-5217	24	16	diagnostic	diagnostic	ADJ
cana-5217	24	17	process	process	NOUN
cana-5217	24	18	,	,	PUNCT
cana-5217	24	19	improving	improve	VERB
cana-5217	24	20	accuracy	accuracy	NOUN
cana-5217	24	21	and	and	CCONJ
cana-5217	24	22	reducing	reduce	VERB
cana-5217	24	23	the	the	DET
cana-5217	24	24	time	time	NOUN
cana-5217	24	25	required	require	VERB
cana-5217	24	26	for	for	ADP
cana-5217	24	27	diagnosis	diagnosis	NOUN
cana-5217	24	28	.	.	PUNCT
cana-5217	25	1	in	in	ADP
cana-5217	25	2	recent	recent	ADJ
cana-5217	25	3	years	year	NOUN
cana-5217	25	4	,	,	PUNCT
cana-5217	25	5	deep	deep	ADJ
cana-5217	25	6	learning	learning	NOUN
cana-5217	25	7	,	,	PUNCT
cana-5217	25	8	particularly	particularly	ADV
cana-5217	25	9	convolutional	convolutional	ADJ
cana-5217	25	10	neural	neural	ADJ
cana-5217	25	11	networks	network	NOUN
cana-5217	25	12	(	(	PUNCT
cana-5217	25	13	cnns	cnns	PROPN
cana-5217	25	14	)	)	PUNCT
cana-5217	25	15	,	,	PUNCT
cana-5217	25	16	has	have	AUX
cana-5217	25	17	demonstrated	demonstrate	VERB
cana-5217	25	18	remarkable	remarkable	ADJ
cana-5217	25	19	success	success	NOUN
cana-5217	25	20	in	in	ADP
cana-5217	25	21	medical	medical	ADJ
cana-5217	25	22	image	image	NOUN
cana-5217	25	23	analysis	analysis	NOUN
cana-5217	25	24	.	.	PUNCT
cana-5217	26	1	cnns	cnns	PROPN
cana-5217	26	2	have	have	AUX
cana-5217	26	3	shown	show	VERB
cana-5217	26	4	significant	significant	ADJ
cana-5217	26	5	promise	promise	NOUN
cana-5217	26	6	in	in	ADP
cana-5217	26	7	tasks	task	NOUN
cana-5217	26	8	such	such	ADJ
cana-5217	26	9	as	as	ADP
cana-5217	26	10	image	image	NOUN
cana-5217	26	11	classification	classification	NOUN
cana-5217	26	12	,	,	PUNCT
cana-5217	26	13	object	object	NOUN
cana-5217	26	14	detection	detection	NOUN
cana-5217	26	15	,	,	PUNCT
cana-5217	26	16	and	and	CCONJ
cana-5217	26	17	segmentation	segmentation	NOUN
cana-5217	26	18	.	.	PUNCT
cana-5217	27	1	these	these	DET
cana-5217	27	2	networks	network	NOUN
cana-5217	27	3	excel	excel	VERB
cana-5217	27	4	in	in	ADP
cana-5217	27	5	automatically	automatically	ADV
cana-5217	27	6	learning	learn	VERB
cana-5217	27	7	hierarchical	hierarchical	ADJ
cana-5217	27	8	features	feature	NOUN
cana-5217	27	9	from	from	ADP
cana-5217	27	10	images	image	NOUN
cana-5217	27	11	,	,	PUNCT
cana-5217	27	12	which	which	PRON
cana-5217	27	13	makes	make	VERB
cana-5217	27	14	them	they	PRON
cana-5217	27	15	ideal	ideal	ADJ
cana-5217	27	16	for	for	ADP
cana-5217	27	17	tasks	task	NOUN
cana-5217	27	18	such	such	ADJ
cana-5217	27	19	as	as	ADP
cana-5217	27	20	detecting	detect	VERB
cana-5217	27	21	lung	lung	NOUN
cana-5217	27	22	infections	infection	NOUN
cana-5217	27	23	in	in	ADP
cana-5217	27	24	x	x	NOUN
cana-5217	27	25	-	-	NOUN
cana-5217	27	26	ray	ray	NOUN
cana-5217	27	27	images	image	NOUN
cana-5217	27	28	.	.	PUNCT
cana-5217	28	1	by	by	ADP
cana-5217	28	2	leveraging	leverage	VERB
cana-5217	28	3	large	large	ADJ
cana-5217	28	4	-	-	PUNCT
cana-5217	28	5	scale	scale	NOUN
cana-5217	28	6	datasets	dataset	NOUN
cana-5217	28	7	and	and	CCONJ
cana-5217	28	8	powerful	powerful	ADJ
cana-5217	28	9	computation	computation	NOUN
cana-5217	28	10	resources	resource	NOUN
cana-5217	28	11	,	,	PUNCT
cana-5217	28	12	cnns	cnn	NOUN
cana-5217	28	13	can	can	AUX
cana-5217	28	14	identify	identify	VERB
cana-5217	28	15	subtle	subtle	ADJ
cana-5217	28	16	patterns	pattern	NOUN
cana-5217	28	17	that	that	PRON
cana-5217	28	18	may	may	AUX
cana-5217	28	19	be	be	AUX
cana-5217	28	20	missed	miss	VERB
cana-5217	28	21	by	by	ADP
cana-5217	28	22	human	human	ADJ
cana-5217	28	23	clinicians	clinician	NOUN
cana-5217	28	24	[	[	X
cana-5217	28	25	2	2	NUM
cana-5217	28	26	]	]	PUNCT
cana-5217	28	27	.	.	PUNCT
cana-5217	29	1	the	the	DET
cana-5217	29	2	potential	potential	NOUN
cana-5217	29	3	for	for	ADP
cana-5217	29	4	deep	deep	ADJ
cana-5217	29	5	learning	learning	NOUN
cana-5217	29	6	models	model	NOUN
cana-5217	29	7	to	to	PART
cana-5217	29	8	assist	assist	VERB
cana-5217	29	9	radiologists	radiologist	NOUN
cana-5217	29	10	in	in	ADP
cana-5217	29	11	diagnosing	diagnose	VERB
cana-5217	29	12	lung	lung	NOUN
cana-5217	29	13	infections	infection	NOUN
cana-5217	29	14	in	in	ADP
cana-5217	29	15	realtime	realtime	NOUN
cana-5217	29	16	has	have	AUX
cana-5217	29	17	become	become	VERB
cana-5217	29	18	a	a	DET
cana-5217	29	19	focal	focal	ADJ
cana-5217	29	20	point	point	NOUN
cana-5217	29	21	for	for	ADP
cana-5217	29	22	medical	medical	ADJ
cana-5217	29	23	research	research	NOUN
cana-5217	29	24	and	and	CCONJ
cana-5217	29	25	innovation	innovation	NOUN
cana-5217	29	26	.	.	PUNCT
cana-5217	30	1	the	the	DET
cana-5217	30	2	core	core	NOUN
cana-5217	30	3	strength	strength	NOUN
cana-5217	30	4	of	of	ADP
cana-5217	30	5	deep	deep	ADJ
cana-5217	30	6	learning	learning	NOUN
cana-5217	30	7	models	model	NOUN
cana-5217	30	8	,	,	PUNCT
cana-5217	30	9	such	such	ADJ
cana-5217	30	10	as	as	ADP
cana-5217	30	11	cnns	cnn	NOUN
cana-5217	30	12	,	,	PUNCT
cana-5217	30	13	lies	lie	VERB
cana-5217	30	14	in	in	ADP
cana-5217	30	15	their	their	PRON
cana-5217	30	16	ability	ability	NOUN
cana-5217	30	17	to	to	PART
cana-5217	30	18	extract	extract	VERB
cana-5217	30	19	high	high	ADJ
cana-5217	30	20	-	-	PUNCT
cana-5217	30	21	level	level	NOUN
cana-5217	30	22	features	feature	NOUN
cana-5217	30	23	from	from	ADP
cana-5217	30	24	raw	raw	ADJ
cana-5217	30	25	image	image	NOUN
cana-5217	30	26	data	datum	NOUN
cana-5217	30	27	.	.	PUNCT
cana-5217	31	1	in	in	ADP
cana-5217	31	2	lung	lung	NOUN
cana-5217	31	3	infection	infection	NOUN
cana-5217	31	4	detection	detection	NOUN
cana-5217	31	5	,	,	PUNCT
cana-5217	31	6	these	these	DET
cana-5217	31	7	networks	network	NOUN
cana-5217	31	8	are	be	AUX
cana-5217	31	9	capable	capable	ADJ
cana-5217	31	10	of	of	ADP
cana-5217	31	11	learning	learn	VERB
cana-5217	31	12	complex	complex	ADJ
cana-5217	31	13	patterns	pattern	NOUN
cana-5217	31	14	that	that	PRON
cana-5217	31	15	distinguish	distinguish	VERB
cana-5217	31	16	between	between	ADP
cana-5217	31	17	different	different	ADJ
cana-5217	31	18	types	type	NOUN
cana-5217	31	19	of	of	ADP
cana-5217	31	20	infections	infection	NOUN
cana-5217	31	21	or	or	CCONJ
cana-5217	31	22	between	between	ADP
cana-5217	31	23	infected	infected	ADJ
cana-5217	31	24	and	and	CCONJ
cana-5217	31	25	healthy	healthy	ADJ
cana-5217	31	26	lungs	lung	NOUN
cana-5217	31	27	.	.	PUNCT
cana-5217	32	1	several	several	ADJ
cana-5217	32	2	cnn	cnn	PROPN
cana-5217	32	3	architectures	architecture	NOUN
cana-5217	32	4	,	,	PUNCT
cana-5217	32	5	including	include	VERB
cana-5217	32	6	vgg16	vgg16	NOUN
cana-5217	32	7	,	,	PUNCT
cana-5217	32	8	resnet	resnet	NOUN
cana-5217	32	9	,	,	PUNCT
cana-5217	32	10	and	and	CCONJ
cana-5217	32	11	inception	inception	NOUN
cana-5217	32	12	,	,	PUNCT
cana-5217	32	13	have	have	AUX
cana-5217	32	14	been	be	AUX
cana-5217	32	15	used	use	VERB
cana-5217	32	16	successfully	successfully	ADV
cana-5217	32	17	for	for	ADP
cana-5217	32	18	medical	medical	ADJ
cana-5217	32	19	image	image	NOUN
cana-5217	32	20	classification	classification	NOUN
cana-5217	32	21	tasks	task	NOUN
cana-5217	33	1	[	[	X
cana-5217	33	2	3][4	3][4	NUM
cana-5217	33	3	]	]	X
cana-5217	33	4	.	.	PUNCT
cana-5217	34	1	these	these	DET
cana-5217	34	2	architectures	architecture	NOUN
cana-5217	34	3	,	,	PUNCT
cana-5217	34	4	with	with	ADP
cana-5217	34	5	their	their	PRON
cana-5217	34	6	deep	deep	ADJ
cana-5217	34	7	layers	layer	NOUN
cana-5217	34	8	and	and	CCONJ
cana-5217	34	9	specialized	specialized	ADJ
cana-5217	34	10	design	design	NOUN
cana-5217	34	11	,	,	PUNCT
cana-5217	34	12	enable	enable	VERB
cana-5217	34	13	the	the	DET
cana-5217	34	14	model	model	NOUN
cana-5217	34	15	to	to	PART
cana-5217	34	16	capture	capture	VERB
cana-5217	34	17	intricate	intricate	ADJ
cana-5217	34	18	details	detail	NOUN
cana-5217	34	19	in	in	ADP
cana-5217	34	20	chest	chest	NOUN
cana-5217	34	21	x	x	NOUN
cana-5217	34	22	-	-	NOUN
cana-5217	34	23	rays	ray	NOUN
cana-5217	34	24	,	,	PUNCT
cana-5217	34	25	which	which	PRON
cana-5217	34	26	is	be	AUX
cana-5217	34	27	essential	essential	ADJ
cana-5217	34	28	for	for	ADP
cana-5217	34	29	distinguishing	distinguish	VERB
cana-5217	34	30	between	between	ADP
cana-5217	34	31	diseases	disease	NOUN
cana-5217	34	32	with	with	ADP
cana-5217	34	33	similar	similar	ADJ
cana-5217	34	34	symptoms	symptom	NOUN
cana-5217	34	35	but	but	CCONJ
cana-5217	34	36	different	different	ADJ
cana-5217	34	37	underlying	underlying	ADJ
cana-5217	34	38	causes	cause	NOUN
cana-5217	34	39	.	.	PUNCT
cana-5217	35	1	however	however	ADV
cana-5217	35	2	,	,	PUNCT
cana-5217	35	3	the	the	DET
cana-5217	35	4	use	use	NOUN
cana-5217	35	5	of	of	ADP
cana-5217	35	6	cnns	cnn	NOUN
cana-5217	35	7	in	in	ADP
cana-5217	35	8	healthcare	healthcare	PROPN
cana-5217	35	9	applications	application	NOUN
cana-5217	35	10	,	,	PUNCT
cana-5217	35	11	particularly	particularly	ADV
cana-5217	35	12	for	for	ADP
cana-5217	35	13	lung	lung	NOUN
cana-5217	35	14	infection	infection	NOUN
cana-5217	35	15	detection	detection	NOUN
cana-5217	35	16	,	,	PUNCT
cana-5217	35	17	is	be	AUX
cana-5217	35	18	not	not	PART
cana-5217	35	19	without	without	ADP
cana-5217	35	20	its	its	PRON
cana-5217	35	21	challenges	challenge	NOUN
cana-5217	35	22	.	.	PUNCT
cana-5217	36	1	one	one	NUM
cana-5217	36	2	of	of	ADP
cana-5217	36	3	the	the	DET
cana-5217	36	4	main	main	ADJ
cana-5217	36	5	concerns	concern	NOUN
cana-5217	36	6	is	be	AUX
cana-5217	36	7	the	the	DET
cana-5217	36	8	interpretability	interpretability	NOUN
cana-5217	36	9	of	of	ADP
cana-5217	36	10	the	the	DET
cana-5217	36	11	results	result	NOUN
cana-5217	36	12	.	.	PUNCT
cana-5217	37	1	while	while	SCONJ
cana-5217	37	2	deep	deep	ADJ
cana-5217	37	3	learning	learning	NOUN
cana-5217	37	4	models	model	NOUN
cana-5217	37	5	can	can	AUX
cana-5217	37	6	produce	produce	VERB
cana-5217	37	7	highly	highly	ADV
cana-5217	37	8	accurate	accurate	ADJ
cana-5217	37	9	predictions	prediction	NOUN
cana-5217	37	10	,	,	PUNCT
cana-5217	37	11	the	the	DET
cana-5217	37	12	"	"	PUNCT
cana-5217	37	13	black	black	ADJ
cana-5217	37	14	-	-	PUNCT
cana-5217	37	15	box	box	NOUN
cana-5217	37	16	"	"	PUNCT
cana-5217	37	17	nature	nature	NOUN
cana-5217	37	18	of	of	ADP
cana-5217	37	19	these	these	DET
cana-5217	37	20	models	model	NOUN
cana-5217	37	21	makes	make	VERB
cana-5217	37	22	it	it	PRON
cana-5217	37	23	difficult	difficult	ADJ
cana-5217	37	24	to	to	PART
cana-5217	37	25	understand	understand	VERB
cana-5217	37	26	how	how	SCONJ
cana-5217	37	27	decisions	decision	NOUN
cana-5217	37	28	are	be	AUX
cana-5217	37	29	made	make	VERB
cana-5217	37	30	.	.	PUNCT
cana-5217	38	1	this	this	DET
cana-5217	38	2	lack	lack	NOUN
cana-5217	38	3	of	of	ADP
cana-5217	38	4	transparency	transparency	NOUN
cana-5217	38	5	is	be	AUX
cana-5217	38	6	particularly	particularly	ADV
cana-5217	38	7	problematic	problematic	ADJ
cana-5217	38	8	in	in	ADP
cana-5217	38	9	the	the	DET
cana-5217	38	10	healthcare	healthcare	NOUN
cana-5217	38	11	domain	domain	NOUN
cana-5217	38	12	,	,	PUNCT
cana-5217	38	13	where	where	SCONJ
cana-5217	38	14	medical	medical	ADJ
cana-5217	38	15	professionals	professional	NOUN
cana-5217	38	16	must	must	AUX
cana-5217	38	17	trust	trust	VERB
cana-5217	38	18	and	and	CCONJ
cana-5217	38	19	understand	understand	VERB
cana-5217	38	20	the	the	DET
cana-5217	38	21	reasoning	reasoning	NOUN
cana-5217	38	22	behind	behind	ADP
cana-5217	38	23	diagnostic	diagnostic	ADJ
cana-5217	38	24	suggestions	suggestion	NOUN
cana-5217	38	25	.	.	PUNCT
cana-5217	39	1	recent	recent	ADJ
cana-5217	39	2	advancements	advancement	NOUN
cana-5217	39	3	in	in	ADP
cana-5217	39	4	explainability	explainability	NOUN
cana-5217	39	5	methods	method	NOUN
cana-5217	39	6	,	,	PUNCT
cana-5217	39	7	such	such	ADJ
cana-5217	39	8	as	as	ADP
cana-5217	39	9	grad	grad	NOUN
cana-5217	39	10	-	-	PUNCT
cana-5217	39	11	cam	cam	NOUN
cana-5217	39	12	and	and	CCONJ
cana-5217	39	13	shap	shap	NOUN
cana-5217	39	14	,	,	PUNCT
cana-5217	39	15	have	have	AUX
cana-5217	39	16	been	be	AUX
cana-5217	39	17	developed	develop	VERB
cana-5217	39	18	to	to	PART
cana-5217	39	19	address	address	VERB
cana-5217	39	20	this	this	DET
cana-5217	39	21	issue	issue	NOUN
cana-5217	39	22	by	by	ADP
cana-5217	39	23	visualizing	visualize	VERB
cana-5217	39	24	the	the	DET
cana-5217	39	25	decision	decision	NOUN
cana-5217	39	26	-	-	PUNCT
cana-5217	39	27	making	make	VERB
cana-5217	39	28	process	process	NOUN
cana-5217	39	29	of	of	ADP
cana-5217	39	30	deep	deep	ADJ
cana-5217	39	31	learning	learning	NOUN
cana-5217	39	32	models	model	NOUN
cana-5217	39	33	[	[	X
cana-5217	39	34	5	5	NUM
cana-5217	39	35	]	]	PUNCT
cana-5217	39	36	.	.	PUNCT
cana-5217	40	1	these	these	DET
cana-5217	40	2	techniques	technique	NOUN
cana-5217	40	3	allow	allow	VERB
cana-5217	40	4	clinicians	clinician	NOUN
cana-5217	40	5	to	to	PART
cana-5217	40	6	gain	gain	VERB
cana-5217	40	7	insights	insight	NOUN
cana-5217	40	8	into	into	ADP
cana-5217	40	9	the	the	DET
cana-5217	40	10	regions	region	NOUN
cana-5217	40	11	of	of	ADP
cana-5217	40	12	the	the	DET
cana-5217	40	13	x	x	ADJ
cana-5217	40	14	-	-	NOUN
cana-5217	40	15	ray	ray	NOUN
cana-5217	40	16	image	image	NOUN
cana-5217	40	17	that	that	PRON
cana-5217	40	18	influenced	influence	VERB
cana-5217	40	19	the	the	DET
cana-5217	40	20	model	model	NOUN
cana-5217	40	21	’s	’s	PART
cana-5217	40	22	classification	classification	NOUN
cana-5217	40	23	,	,	PUNCT
cana-5217	40	24	increasing	increase	VERB
cana-5217	40	25	trust	trust	NOUN
cana-5217	40	26	and	and	CCONJ
cana-5217	40	27	usability	usability	NOUN
cana-5217	40	28	.	.	PUNCT
cana-5217	41	1	another	another	DET
cana-5217	41	2	challenge	challenge	NOUN
cana-5217	41	3	in	in	ADP
cana-5217	41	4	deploying	deploy	VERB
cana-5217	41	5	deep	deep	ADJ
cana-5217	41	6	learning	learning	NOUN
cana-5217	41	7	models	model	NOUN
cana-5217	41	8	for	for	ADP
cana-5217	41	9	lung	lung	NOUN
cana-5217	41	10	infection	infection	NOUN
cana-5217	41	11	detection	detection	NOUN
cana-5217	41	12	is	be	AUX
cana-5217	41	13	ensuring	ensure	VERB
cana-5217	41	14	the	the	DET
cana-5217	41	15	robustness	robustness	NOUN
cana-5217	41	16	and	and	CCONJ
cana-5217	41	17	generalizability	generalizability	NOUN
cana-5217	41	18	of	of	ADP
cana-5217	41	19	the	the	DET
cana-5217	41	20	model	model	NOUN
cana-5217	41	21	across	across	ADP
cana-5217	41	22	diverse	diverse	ADJ
cana-5217	41	23	patient	patient	ADJ
cana-5217	41	24	populations	population	NOUN
cana-5217	41	25	and	and	CCONJ
cana-5217	41	26	imaging	imaging	NOUN
cana-5217	41	27	conditions	condition	NOUN
cana-5217	41	28	.	.	PUNCT
cana-5217	42	1	a	a	DET
cana-5217	42	2	model	model	NOUN
cana-5217	42	3	trained	train	VERB
cana-5217	42	4	on	on	ADP
cana-5217	42	5	a	a	DET
cana-5217	42	6	specific	specific	ADJ
cana-5217	42	7	dataset	dataset	NOUN
cana-5217	42	8	may	may	AUX
cana-5217	42	9	perform	perform	VERB
cana-5217	42	10	well	well	ADV
cana-5217	42	11	on	on	ADP
cana-5217	42	12	similar	similar	ADJ
cana-5217	42	13	data	datum	NOUN
cana-5217	42	14	but	but	CCONJ
cana-5217	42	15	struggle	struggle	NOUN
cana-5217	42	16	when	when	SCONJ
cana-5217	42	17	exposed	expose	VERB
cana-5217	42	18	to	to	ADP
cana-5217	42	19	unseen	unseen	ADJ
cana-5217	42	20	cases	case	NOUN
cana-5217	42	21	or	or	CCONJ
cana-5217	42	22	images	image	NOUN
cana-5217	42	23	from	from	ADP
cana-5217	42	24	different	different	ADJ
cana-5217	42	25	sources	source	NOUN
cana-5217	42	26	.	.	PUNCT
cana-5217	43	1	to	to	PART
cana-5217	43	2	overcome	overcome	VERB
cana-5217	43	3	this	this	DET
cana-5217	43	4	limitation	limitation	NOUN
cana-5217	43	5	,	,	PUNCT
cana-5217	43	6	data	datum	NOUN
cana-5217	43	7	augmentation	augmentation	NOUN
cana-5217	43	8	and	and	CCONJ
cana-5217	43	9	transfer	transfer	NOUN
cana-5217	43	10	learning	learning	NOUN
cana-5217	43	11	techniques	technique	NOUN
cana-5217	43	12	are	be	AUX
cana-5217	43	13	commonly	commonly	ADV
cana-5217	43	14	employed	employ	VERB
cana-5217	43	15	.	.	PUNCT
cana-5217	44	1	data	datum	NOUN
cana-5217	44	2	augmentation	augmentation	NOUN
cana-5217	44	3	techniques	technique	NOUN
cana-5217	44	4	,	,	PUNCT
cana-5217	44	5	such	such	ADJ
cana-5217	44	6	as	as	ADP
cana-5217	44	7	rotation	rotation	NOUN
cana-5217	44	8	,	,	PUNCT
cana-5217	44	9	flipping	flipping	NOUN
cana-5217	44	10	,	,	PUNCT
cana-5217	44	11	and	and	CCONJ
cana-5217	44	12	rescaling	rescaling	NOUN
cana-5217	44	13	,	,	PUNCT
cana-5217	44	14	help	help	VERB
cana-5217	44	15	increase	increase	VERB
cana-5217	44	16	the	the	DET
cana-5217	44	17	diversity	diversity	NOUN
cana-5217	44	18	of	of	ADP
cana-5217	44	19	training	training	NOUN
cana-5217	44	20	data	datum	NOUN
cana-5217	44	21	,	,	PUNCT
cana-5217	44	22	improving	improve	VERB
cana-5217	44	23	the	the	DET
cana-5217	44	24	model	model	NOUN
cana-5217	44	25	’s	’s	PART
cana-5217	44	26	ability	ability	NOUN
cana-5217	44	27	to	to	PART
cana-5217	44	28	generalize	generalize	VERB
cana-5217	44	29	[	[	X
cana-5217	44	30	6	6	NUM
cana-5217	44	31	]	]	PUNCT
cana-5217	44	32	.	.	PUNCT
cana-5217	45	1	transfer	transfer	NOUN
cana-5217	45	2	learning	learning	NOUN
cana-5217	45	3	,	,	PUNCT
cana-5217	45	4	on	on	ADP
cana-5217	45	5	the	the	DET
cana-5217	45	6	other	other	ADJ
cana-5217	45	7	hand	hand	NOUN
cana-5217	45	8	,	,	PUNCT
cana-5217	45	9	involves	involve	VERB
cana-5217	45	10	using	use	VERB
cana-5217	45	11	pre	pre	ADJ
cana-5217	45	12	-	-	ADJ
cana-5217	45	13	trained	train	VERB
cana-5217	45	14	models	model	NOUN
cana-5217	45	15	on	on	ADP
cana-5217	45	16	large	large	ADJ
cana-5217	45	17	datasets	dataset	NOUN
cana-5217	45	18	and	and	CCONJ
cana-5217	45	19	fine	fine	ADV
cana-5217	45	20	-	-	PUNCT
cana-5217	45	21	tuning	tune	VERB
cana-5217	45	22	them	they	PRON
cana-5217	45	23	on	on	ADP
cana-5217	45	24	smaller	small	ADJ
cana-5217	45	25	,	,	PUNCT
cana-5217	45	26	domain	domain	NOUN
cana-5217	45	27	-	-	PUNCT
cana-5217	45	28	specific	specific	ADJ
cana-5217	45	29	datasets	dataset	NOUN
cana-5217	45	30	to	to	PART
cana-5217	45	31	achieve	achieve	VERB
cana-5217	45	32	better	well	ADJ
cana-5217	45	33	accuracy	accuracy	NOUN
cana-5217	45	34	in	in	ADP
cana-5217	45	35	a	a	DET
cana-5217	45	36	particular	particular	ADJ
cana-5217	45	37	application	application	NOUN
cana-5217	45	38	[	[	X
cana-5217	45	39	7	7	NUM
cana-5217	45	40	]	]	PUNCT
cana-5217	45	41	.	.	PUNCT
cana-5217	46	1	communications	communication	NOUN
cana-5217	46	2	on	on	ADP
cana-5217	46	3	applied	apply	VERB
cana-5217	46	4	nonlinear	nonlinear	ADJ
cana-5217	46	5	analysis	analysis	NOUN
cana-5217	46	6	issn	issn	NOUN
cana-5217	46	7	:	:	PUNCT
cana-5217	46	8	1074	1074	NUM
cana-5217	46	9	-	-	PUNCT
cana-5217	46	10	133x	133x	NUM
cana-5217	46	11	vol	vol	VERB
cana-5217	46	12	32	32	NUM
cana-5217	46	13	no	no	NOUN
cana-5217	46	14	.	.	PUNCT
cana-5217	47	1	10s	10	NOUN
cana-5217	47	2	(	(	PUNCT
cana-5217	47	3	2025	2025	NUM
cana-5217	47	4	)	)	PUNCT
cana-5217	47	5	1177	1177	NUM
cana-5217	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	48	1	in	in	ADP
cana-5217	48	2	addition	addition	NOUN
cana-5217	48	3	to	to	ADP
cana-5217	48	4	technical	technical	ADJ
cana-5217	48	5	challenges	challenge	NOUN
cana-5217	48	6	,	,	PUNCT
cana-5217	48	7	the	the	DET
cana-5217	48	8	real	real	ADJ
cana-5217	48	9	-	-	PUNCT
cana-5217	48	10	world	world	NOUN
cana-5217	48	11	deployment	deployment	NOUN
cana-5217	48	12	of	of	ADP
cana-5217	48	13	deep	deep	ADJ
cana-5217	48	14	learning	learning	NOUN
cana-5217	48	15	models	model	NOUN
cana-5217	48	16	in	in	ADP
cana-5217	48	17	healthcare	healthcare	NOUN
cana-5217	48	18	settings	setting	NOUN
cana-5217	48	19	requires	require	VERB
cana-5217	48	20	careful	careful	ADJ
cana-5217	48	21	consideration	consideration	NOUN
cana-5217	48	22	of	of	ADP
cana-5217	48	23	factors	factor	NOUN
cana-5217	48	24	such	such	ADJ
cana-5217	48	25	as	as	ADP
cana-5217	48	26	integration	integration	NOUN
cana-5217	48	27	with	with	ADP
cana-5217	48	28	existing	exist	VERB
cana-5217	48	29	systems	system	NOUN
cana-5217	48	30	,	,	PUNCT
cana-5217	48	31	computational	computational	ADJ
cana-5217	48	32	requirements	requirement	NOUN
cana-5217	48	33	,	,	PUNCT
cana-5217	48	34	and	and	CCONJ
cana-5217	48	35	regulatory	regulatory	ADJ
cana-5217	48	36	compliance	compliance	NOUN
cana-5217	48	37	.	.	PUNCT
cana-5217	49	1	real	real	ADJ
cana-5217	49	2	-	-	PUNCT
cana-5217	49	3	time	time	NOUN
cana-5217	49	4	detection	detection	NOUN
cana-5217	49	5	of	of	ADP
cana-5217	49	6	lung	lung	NOUN
cana-5217	49	7	infections	infection	NOUN
cana-5217	49	8	using	use	VERB
cana-5217	49	9	chest	chest	NOUN
cana-5217	49	10	x	x	NOUN
cana-5217	49	11	-	-	NOUN
cana-5217	49	12	rays	ray	NOUN
cana-5217	49	13	involves	involve	VERB
cana-5217	49	14	processing	process	VERB
cana-5217	49	15	large	large	ADJ
cana-5217	49	16	volumes	volume	NOUN
cana-5217	49	17	of	of	ADP
cana-5217	49	18	medical	medical	ADJ
cana-5217	49	19	images	image	NOUN
cana-5217	49	20	in	in	ADP
cana-5217	49	21	a	a	DET
cana-5217	49	22	timely	timely	ADJ
cana-5217	49	23	manner	manner	NOUN
cana-5217	49	24	,	,	PUNCT
cana-5217	49	25	which	which	PRON
cana-5217	49	26	can	can	AUX
cana-5217	49	27	place	place	VERB
cana-5217	49	28	significant	significant	ADJ
cana-5217	49	29	demands	demand	NOUN
cana-5217	49	30	on	on	ADP
cana-5217	49	31	computational	computational	ADJ
cana-5217	49	32	resources	resource	NOUN
cana-5217	49	33	.	.	PUNCT
cana-5217	50	1	edge	edge	NOUN
cana-5217	50	2	computing	computing	NOUN
cana-5217	50	3	,	,	PUNCT
cana-5217	50	4	where	where	SCONJ
cana-5217	50	5	models	model	NOUN
cana-5217	50	6	are	be	AUX
cana-5217	50	7	deployed	deploy	VERB
cana-5217	50	8	on	on	ADP
cana-5217	50	9	local	local	ADJ
cana-5217	50	10	devices	device	NOUN
cana-5217	50	11	for	for	ADP
cana-5217	50	12	faster	fast	ADJ
cana-5217	50	13	inference	inference	NOUN
cana-5217	50	14	,	,	PUNCT
cana-5217	50	15	or	or	CCONJ
cana-5217	50	16	cloud	cloud	NOUN
cana-5217	50	17	-	-	PUNCT
cana-5217	50	18	based	base	VERB
cana-5217	50	19	apis	apis	PROPN
cana-5217	50	20	,	,	PUNCT
cana-5217	50	21	which	which	PRON
cana-5217	50	22	offer	offer	VERB
cana-5217	50	23	scalable	scalable	ADJ
cana-5217	50	24	solutions	solution	NOUN
cana-5217	50	25	,	,	PUNCT
cana-5217	50	26	are	be	AUX
cana-5217	50	27	potential	potential	ADJ
cana-5217	50	28	solutions	solution	NOUN
cana-5217	50	29	to	to	PART
cana-5217	50	30	address	address	VERB
cana-5217	50	31	these	these	DET
cana-5217	50	32	challenges	challenge	NOUN
cana-5217	50	33	[	[	X
cana-5217	50	34	8	8	NUM
cana-5217	50	35	]	]	PUNCT
cana-5217	50	36	.	.	PUNCT
cana-5217	51	1	moreover	moreover	ADV
cana-5217	51	2	,	,	PUNCT
cana-5217	51	3	healthcare	healthcare	NOUN
cana-5217	51	4	regulations	regulation	NOUN
cana-5217	51	5	and	and	CCONJ
cana-5217	51	6	standards	standard	NOUN
cana-5217	51	7	must	must	AUX
cana-5217	51	8	be	be	AUX
cana-5217	51	9	adhered	adhere	VERB
cana-5217	51	10	to	to	ADP
cana-5217	51	11	,	,	PUNCT
cana-5217	51	12	ensuring	ensure	VERB
cana-5217	51	13	that	that	SCONJ
cana-5217	51	14	the	the	DET
cana-5217	51	15	system	system	NOUN
cana-5217	51	16	meets	meet	VERB
cana-5217	51	17	the	the	DET
cana-5217	51	18	necessary	necessary	ADJ
cana-5217	51	19	medical	medical	ADJ
cana-5217	51	20	certification	certification	NOUN
cana-5217	51	21	and	and	CCONJ
cana-5217	51	22	data	datum	NOUN
cana-5217	51	23	privacy	privacy	NOUN
cana-5217	51	24	requirements	requirement	NOUN
cana-5217	51	25	.	.	PUNCT
cana-5217	52	1	the	the	DET
cana-5217	52	2	overarching	overarching	ADJ
cana-5217	52	3	goal	goal	NOUN
cana-5217	52	4	of	of	ADP
cana-5217	52	5	this	this	DET
cana-5217	52	6	research	research	NOUN
cana-5217	52	7	is	be	AUX
cana-5217	52	8	to	to	PART
cana-5217	52	9	develop	develop	VERB
cana-5217	52	10	an	an	DET
cana-5217	52	11	advanced	advanced	ADJ
cana-5217	52	12	deep	deep	ADJ
cana-5217	52	13	learning	learning	NOUN
cana-5217	52	14	-	-	PUNCT
cana-5217	52	15	based	base	VERB
cana-5217	52	16	system	system	NOUN
cana-5217	52	17	that	that	PRON
cana-5217	52	18	can	can	AUX
cana-5217	52	19	accurately	accurately	ADV
cana-5217	52	20	detect	detect	VERB
cana-5217	52	21	a	a	DET
cana-5217	52	22	wide	wide	ADJ
cana-5217	52	23	range	range	NOUN
cana-5217	52	24	of	of	ADP
cana-5217	52	25	lung	lung	NOUN
cana-5217	52	26	infections	infection	NOUN
cana-5217	52	27	,	,	PUNCT
cana-5217	52	28	including	include	VERB
cana-5217	52	29	covid-19	covid-19	PROPN
cana-5217	52	30	,	,	PUNCT
cana-5217	52	31	pneumonia	pneumonia	NOUN
cana-5217	52	32	,	,	PUNCT
cana-5217	52	33	and	and	CCONJ
cana-5217	52	34	tuberculosis	tuberculosis	NOUN
cana-5217	52	35	,	,	PUNCT
cana-5217	52	36	from	from	ADP
cana-5217	52	37	chest	chest	NOUN
cana-5217	52	38	x	x	NOUN
cana-5217	52	39	-	-	NOUN
cana-5217	52	40	ray	ray	NOUN
cana-5217	52	41	images	image	NOUN
cana-5217	52	42	.	.	PUNCT
cana-5217	53	1	by	by	ADP
cana-5217	53	2	incorporating	incorporate	VERB
cana-5217	53	3	state	state	NOUN
cana-5217	53	4	-	-	PUNCT
cana-5217	53	5	of	of	ADP
cana-5217	53	6	-	-	PUNCT
cana-5217	53	7	the	the	DET
cana-5217	53	8	-	-	PUNCT
cana-5217	53	9	art	art	NOUN
cana-5217	53	10	deep	deep	ADJ
cana-5217	53	11	learning	learning	NOUN
cana-5217	53	12	techniques	technique	NOUN
cana-5217	53	13	,	,	PUNCT
cana-5217	53	14	explainability	explainability	NOUN
cana-5217	53	15	features	feature	NOUN
cana-5217	53	16	,	,	PUNCT
cana-5217	53	17	and	and	CCONJ
cana-5217	53	18	real	real	ADJ
cana-5217	53	19	-	-	PUNCT
cana-5217	53	20	time	time	NOUN
cana-5217	53	21	deployment	deployment	NOUN
cana-5217	53	22	capabilities	capability	NOUN
cana-5217	53	23	,	,	PUNCT
cana-5217	53	24	this	this	DET
cana-5217	53	25	system	system	NOUN
cana-5217	53	26	aims	aim	VERB
cana-5217	53	27	to	to	PART
cana-5217	53	28	revolutionize	revolutionize	VERB
cana-5217	53	29	healthcare	healthcare	PROPN
cana-5217	53	30	delivery	delivery	NOUN
cana-5217	53	31	.	.	PUNCT
cana-5217	54	1	the	the	DET
cana-5217	54	2	proposed	propose	VERB
cana-5217	54	3	system	system	NOUN
cana-5217	54	4	not	not	PART
cana-5217	54	5	only	only	ADV
cana-5217	54	6	aims	aim	VERB
cana-5217	54	7	to	to	PART
cana-5217	54	8	improve	improve	VERB
cana-5217	54	9	diagnostic	diagnostic	ADJ
cana-5217	54	10	accuracy	accuracy	NOUN
cana-5217	54	11	but	but	CCONJ
cana-5217	54	12	also	also	ADV
cana-5217	54	13	to	to	PART
cana-5217	54	14	provide	provide	VERB
cana-5217	54	15	clinicians	clinician	NOUN
cana-5217	54	16	with	with	ADP
cana-5217	54	17	the	the	DET
cana-5217	54	18	tools	tool	NOUN
cana-5217	54	19	they	they	PRON
cana-5217	54	20	need	need	VERB
cana-5217	54	21	to	to	PART
cana-5217	54	22	make	make	VERB
cana-5217	54	23	informed	informed	ADJ
cana-5217	54	24	decisions	decision	NOUN
cana-5217	54	25	quickly	quickly	ADV
cana-5217	54	26	and	and	CCONJ
cana-5217	54	27	confidently	confidently	ADV
cana-5217	54	28	,	,	PUNCT
cana-5217	54	29	ultimately	ultimately	ADV
cana-5217	54	30	improving	improve	VERB
cana-5217	54	31	patient	patient	ADJ
cana-5217	54	32	outcomes	outcome	NOUN
cana-5217	54	33	and	and	CCONJ
cana-5217	54	34	contributing	contribute	VERB
cana-5217	54	35	to	to	ADP
cana-5217	54	36	the	the	DET
cana-5217	54	37	fight	fight	NOUN
cana-5217	54	38	against	against	ADP
cana-5217	54	39	lung	lung	NOUN
cana-5217	54	40	infections	infection	NOUN
cana-5217	54	41	worldwide	worldwide	ADV
cana-5217	54	42	.	.	PUNCT
cana-5217	55	1	ii	ii	X
cana-5217	55	2	.	.	PUNCT
cana-5217	55	3	objective	objective	ADJ
cana-5217	55	4	1	1	NUM
cana-5217	55	5	.	.	PUNCT
cana-5217	55	6	to	to	PART
cana-5217	55	7	study	study	VERB
cana-5217	55	8	the	the	DET
cana-5217	55	9	effectiveness	effectiveness	NOUN
cana-5217	55	10	of	of	ADP
cana-5217	55	11	deep	deep	ADJ
cana-5217	55	12	learning	learning	NOUN
cana-5217	55	13	models	model	NOUN
cana-5217	55	14	in	in	ADP
cana-5217	55	15	detecting	detect	VERB
cana-5217	55	16	lung	lung	NOUN
cana-5217	55	17	infections	infection	NOUN
cana-5217	55	18	from	from	ADP
cana-5217	55	19	chest	chest	NOUN
cana-5217	55	20	x	x	NOUN
cana-5217	55	21	-	-	NOUN
cana-5217	55	22	ray	ray	NOUN
cana-5217	55	23	images	image	NOUN
cana-5217	55	24	.	.	PUNCT
cana-5217	56	1	2	2	X
cana-5217	56	2	.	.	PUNCT
cana-5217	56	3	to	to	PART
cana-5217	56	4	study	study	VERB
cana-5217	56	5	the	the	DET
cana-5217	56	6	application	application	NOUN
cana-5217	56	7	of	of	ADP
cana-5217	56	8	convolutional	convolutional	ADJ
cana-5217	56	9	neural	neural	ADJ
cana-5217	56	10	networks	network	NOUN
cana-5217	56	11	(	(	PUNCT
cana-5217	56	12	cnns	cnns	PROPN
cana-5217	56	13	)	)	PUNCT
cana-5217	56	14	for	for	ADP
cana-5217	56	15	automated	automate	VERB
cana-5217	56	16	lung	lung	NOUN
cana-5217	56	17	disease	disease	NOUN
cana-5217	56	18	classification	classification	NOUN
cana-5217	56	19	.	.	PUNCT
cana-5217	57	1	3	3	X
cana-5217	57	2	.	.	PUNCT
cana-5217	57	3	to	to	PART
cana-5217	57	4	study	study	VERB
cana-5217	57	5	the	the	DET
cana-5217	57	6	impact	impact	NOUN
cana-5217	57	7	of	of	ADP
cana-5217	57	8	explainable	explainable	ADJ
cana-5217	57	9	ai	ai	NOUN
cana-5217	57	10	techniques	technique	NOUN
cana-5217	57	11	on	on	ADP
cana-5217	57	12	improving	improve	VERB
cana-5217	57	13	model	model	NOUN
cana-5217	57	14	trust	trust	NOUN
cana-5217	57	15	in	in	ADP
cana-5217	57	16	medical	medical	ADJ
cana-5217	57	17	diagnostics	diagnostic	NOUN
cana-5217	57	18	.	.	PUNCT
cana-5217	58	1	4	4	X
cana-5217	58	2	.	.	PUNCT
cana-5217	58	3	to	to	PART
cana-5217	58	4	study	study	VERB
cana-5217	58	5	the	the	DET
cana-5217	58	6	integration	integration	NOUN
cana-5217	58	7	of	of	ADP
cana-5217	58	8	real	real	ADJ
cana-5217	58	9	-	-	PUNCT
cana-5217	58	10	time	time	NOUN
cana-5217	58	11	deep	deep	ADJ
cana-5217	58	12	learning	learning	NOUN
cana-5217	58	13	systems	system	NOUN
cana-5217	58	14	for	for	ADP
cana-5217	58	15	clinical	clinical	ADJ
cana-5217	58	16	deployment	deployment	NOUN
cana-5217	58	17	in	in	ADP
cana-5217	58	18	hospitals	hospital	NOUN
cana-5217	58	19	.	.	PUNCT
cana-5217	59	1	5	5	X
cana-5217	59	2	.	.	PUNCT
cana-5217	59	3	to	to	PART
cana-5217	59	4	study	study	VERB
cana-5217	59	5	the	the	DET
cana-5217	59	6	comparative	comparative	ADJ
cana-5217	59	7	performance	performance	NOUN
cana-5217	59	8	of	of	ADP
cana-5217	59	9	multi	multi	ADJ
cana-5217	59	10	-	-	ADJ
cana-5217	59	11	class	class	ADJ
cana-5217	59	12	classification	classification	NOUN
cana-5217	59	13	models	model	NOUN
cana-5217	59	14	in	in	ADP
cana-5217	59	15	detecting	detect	VERB
cana-5217	59	16	various	various	ADJ
cana-5217	59	17	lung	lung	NOUN
cana-5217	59	18	infections	infection	NOUN
cana-5217	59	19	.	.	PUNCT
cana-5217	60	1	iii.literature	iii.literature	PROPN
cana-5217	60	2	survey	survey	NOUN
cana-5217	60	3	paper	paper	NOUN
cana-5217	60	4	title	title	NOUN
cana-5217	60	5	authors	author	NOUN
cana-5217	60	6	publication	publication	NOUN
cana-5217	60	7	/	/	SYM
cana-5217	60	8	source	source	NOUN
cana-5217	60	9	year	year	NOUN
cana-5217	60	10	techniques	technique	NOUN
cana-5217	60	11	used	use	VERB
cana-5217	60	12	summary	summary	NOUN
cana-5217	60	13	pneumonia	pneumonia	NOUN
cana-5217	60	14	detection	detection	NOUN
cana-5217	60	15	and	and	CCONJ
cana-5217	60	16	classification	classification	NOUN
cana-5217	60	17	using	use	VERB
cana-5217	60	18	cnn	cnn	PROPN
cana-5217	60	19	and	and	CCONJ
cana-5217	61	1	vgg16	vgg16	PROPN
cana-5217	61	2	poosa	poosa	PROPN
cana-5217	61	3	praveen	praveen	PROPN
cana-5217	61	4	kumar	kumar	PROPN
cana-5217	61	5	,	,	PUNCT
cana-5217	61	6	yashwanth	yashwanth	ADV
cana-5217	61	7	renukunta	renukunta	ADJ
cana-5217	61	8	,	,	PUNCT
cana-5217	61	9	krishna	krishna	PROPN
cana-5217	61	10	tej	tej	PROPN
cana-5217	61	11	chinta	chinta	NOUN
cana-5217	61	12	,	,	PUNCT
cana-5217	61	13	aditya	aditya	PROPN
cana-5217	61	14	jangam	jangam	PROPN
cana-5217	61	15	,	,	PUNCT
cana-5217	61	16	dr	dr	PROPN
cana-5217	62	1	.	.	PROPN
cana-5217	62	2	p.	p.	PROPN
cana-5217	62	3	chandra	chandra	PROPN
cana-5217	63	1	international	international	PROPN
cana-5217	63	2	journal	journal	PROPN
cana-5217	63	3	for	for	ADP
cana-5217	63	4	research	research	NOUN
cana-5217	63	5	in	in	ADP
cana-5217	63	6	applied	apply	VERB
cana-5217	63	7	science	science	PROPN
cana-5217	63	8	&	&	CCONJ
cana-5217	63	9	engineering	engineering	PROPN
cana-5217	63	10	technology	technology	NOUN
cana-5217	63	11	(	(	PUNCT
cana-5217	63	12	ijraset	ijraset	NOUN
cana-5217	63	13	)	)	PUNCT
cana-5217	63	14	2023	2023	NUM
cana-5217	63	15	cnn	cnn	PROPN
cana-5217	63	16	,	,	PUNCT
cana-5217	63	17	vgg16	vgg16	PROPN
cana-5217	63	18	,	,	PUNCT
cana-5217	63	19	vgg19	vgg19	PROPN
cana-5217	63	20	,	,	PUNCT
cana-5217	63	21	resnet-50	resnet-50	PROPN
cana-5217	63	22	,	,	PUNCT
cana-5217	63	23	resnet101	resnet101	PROPN
cana-5217	63	24	this	this	DET
cana-5217	63	25	study	study	NOUN
cana-5217	63	26	contrasts	contrast	VERB
cana-5217	63	27	deep	deep	ADJ
cana-5217	63	28	learning	learning	NOUN
cana-5217	63	29	models	model	NOUN
cana-5217	63	30	for	for	ADP
cana-5217	63	31	pneumonia	pneumonia	NOUN
cana-5217	63	32	detection	detection	NOUN
cana-5217	63	33	from	from	ADP
cana-5217	63	34	chest	chest	NOUN
cana-5217	63	35	x	x	NOUN
cana-5217	63	36	-	-	NOUN
cana-5217	63	37	rays	ray	NOUN
cana-5217	63	38	,	,	PUNCT
cana-5217	63	39	selecting	select	VERB
cana-5217	63	40	the	the	DET
cana-5217	63	41	optimal	optimal	ADJ
cana-5217	63	42	model	model	NOUN
cana-5217	63	43	based	base	VERB
cana-5217	63	44	communications	communication	NOUN
cana-5217	63	45	on	on	ADP
cana-5217	63	46	applied	apply	VERB
cana-5217	63	47	nonlinear	nonlinear	ADJ
cana-5217	63	48	analysis	analysis	NOUN
cana-5217	63	49	issn	issn	NOUN
cana-5217	63	50	:	:	PUNCT
cana-5217	63	51	1074	1074	NUM
cana-5217	63	52	-	-	PUNCT
cana-5217	63	53	133x	133x	NUM
cana-5217	63	54	vol	vol	VERB
cana-5217	63	55	32	32	NUM
cana-5217	63	56	no	no	NOUN
cana-5217	63	57	.	.	PUNCT
cana-5217	64	1	10s	10	NOUN
cana-5217	64	2	(	(	PUNCT
cana-5217	64	3	2025	2025	NUM
cana-5217	64	4	)	)	PUNCT
cana-5217	64	5	1178	1178	NUM
cana-5217	64	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	64	7	sekhar	sekhar	PROPN
cana-5217	64	8	reddy	reddy	PROPN
cana-5217	64	9	on	on	ADP
cana-5217	64	10	performance	performance	NOUN
cana-5217	64	11	for	for	ADP
cana-5217	64	12	practical	practical	ADJ
cana-5217	64	13	application	application	NOUN
cana-5217	64	14	.	.	PUNCT
cana-5217	65	1	identify	identify	VERB
cana-5217	65	2	type	type	NOUN
cana-5217	65	3	of	of	ADP
cana-5217	65	4	lung	lung	NOUN
cana-5217	65	5	infection	infection	NOUN
cana-5217	65	6	from	from	ADP
cana-5217	65	7	lung	lung	NOUN
cana-5217	65	8	patients	patient	NOUN
cana-5217	65	9	xray	xray	VERB
cana-5217	65	10	image	image	NOUN
cana-5217	65	11	leveraging	leverage	VERB
cana-5217	65	12	computer	computer	NOUN
cana-5217	65	13	vision	vision	NOUN
cana-5217	65	14	mohamed	mohamed	PROPN
cana-5217	65	15	mahyoub	mahyoub	PROPN
cana-5217	65	16	,	,	PUNCT
cana-5217	65	17	thomas	thomas	PROPN
cana-5217	65	18	coombs	coombs	PROPN
cana-5217	65	19	,	,	PUNCT
cana-5217	65	20	manoj	manoj	PROPN
cana-5217	65	21	jayabalan	jayabalan	PROPN
cana-5217	65	22	,	,	PUNCT
cana-5217	65	23	jamila	jamila	PROPN
cana-5217	65	24	mustafina	mustafina	PROPN
cana-5217	65	25	,	,	PUNCT
cana-5217	65	26	abir	abir	PROPN
cana-5217	65	27	hussain	hussain	PROPN
cana-5217	65	28	15th	15th	PROPN
cana-5217	65	29	international	international	ADJ
cana-5217	65	30	conference	conference	NOUN
cana-5217	65	31	on	on	ADP
cana-5217	65	32	developments	development	NOUN
cana-5217	65	33	in	in	ADP
cana-5217	65	34	esystems	esystem	NOUN
cana-5217	65	35	engineering	engineer	VERB
cana-5217	65	36	(	(	PUNCT
cana-5217	65	37	dese	dese	NOUN
cana-5217	65	38	)	)	PUNCT
cana-5217	65	39	2023	2023	NUM
cana-5217	65	40	cnn	cnn	PROPN
cana-5217	65	41	,	,	PUNCT
cana-5217	65	42	pretrained	pretraine	VERB
cana-5217	65	43	models	model	NOUN
cana-5217	65	44	,	,	PUNCT
cana-5217	65	45	custom	custom	PROPN
cana-5217	65	46	cnn	cnn	PROPN
cana-5217	65	47	explores	explore	VERB
cana-5217	65	48	cnn	cnn	PROPN
cana-5217	65	49	-	-	PUNCT
cana-5217	65	50	based	base	VERB
cana-5217	65	51	approaches	approach	NOUN
cana-5217	65	52	to	to	PART
cana-5217	65	53	classify	classify	VERB
cana-5217	65	54	covid-19	covid-19	PROPN
cana-5217	65	55	,	,	PUNCT
cana-5217	65	56	pneumonia	pneumonia	NOUN
cana-5217	65	57	,	,	PUNCT
cana-5217	65	58	and	and	CCONJ
cana-5217	65	59	normal	normal	ADJ
cana-5217	65	60	lung	lung	NOUN
cana-5217	65	61	conditions	condition	NOUN
cana-5217	65	62	using	use	VERB
cana-5217	65	63	x	x	NOUN
cana-5217	65	64	-	-	NOUN
cana-5217	65	65	ray	ray	NOUN
cana-5217	65	66	images	image	NOUN
cana-5217	65	67	,	,	PUNCT
cana-5217	65	68	achieving	achieve	VERB
cana-5217	65	69	competitive	competitive	ADJ
cana-5217	65	70	accuracy	accuracy	NOUN
cana-5217	65	71	with	with	ADP
cana-5217	65	72	state	state	NOUN
cana-5217	65	73	-	-	PUNCT
cana-5217	65	74	ofthe	ofthe	NOUN
cana-5217	65	75	-	-	PUNCT
cana-5217	65	76	art	art	NOUN
cana-5217	65	77	.	.	PUNCT
cana-5217	66	1	deeplearning	deeplearning	NOUN
cana-5217	66	2	cnns	cnn	NOUN
cana-5217	66	3	with	with	ADP
cana-5217	66	4	transfer	transfer	NOUN
cana-5217	66	5	learning	learning	NOUN
cana-5217	66	6	for	for	ADP
cana-5217	66	7	covid-19	covid-19	PROPN
cana-5217	66	8	lung	lung	NOUN
cana-5217	66	9	infection	infection	NOUN
cana-5217	66	10	on	on	ADP
cana-5217	66	11	pcxr	pcxr	NOUN
cana-5217	66	12	shreeja	shreeja	PROPN
cana-5217	66	13	kikkisetti	kikkisetti	PROPN
cana-5217	66	14	,	,	PUNCT
cana-5217	66	15	jocelyn	jocelyn	PROPN
cana-5217	66	16	zhu	zhu	PROPN
cana-5217	66	17	,	,	PUNCT
cana-5217	66	18	beiyi	beiyi	PROPN
cana-5217	66	19	shen	shen	PROPN
cana-5217	66	20	,	,	PUNCT
cana-5217	66	21	haifang	haifang	PROPN
cana-5217	66	22	li	li	PROPN
cana-5217	66	23	,	,	PUNCT
cana-5217	66	24	tim	tim	PROPN
cana-5217	66	25	q.	q.	PROPN
cana-5217	66	26	duong	duong	PROPN
cana-5217	66	27	montefiore	montefiore	PROPN
cana-5217	66	28	medical	medical	PROPN
cana-5217	66	29	center	center	PROPN
cana-5217	66	30	and	and	CCONJ
cana-5217	66	31	albert	albert	PROPN
cana-5217	66	32	einstein	einstein	PROPN
cana-5217	66	33	college	college	PROPN
cana-5217	66	34	of	of	ADP
cana-5217	66	35	medicine	medicine	NOUN
cana-5217	66	36	2023	2023	NUM
cana-5217	66	37	cnn	cnn	PROPN
cana-5217	66	38	,	,	PUNCT
cana-5217	66	39	transfer	transfer	NOUN
cana-5217	66	40	learning	learning	NOUN
cana-5217	66	41	,	,	PUNCT
cana-5217	66	42	portable	portable	ADJ
cana-5217	66	43	chest	chest	NOUN
cana-5217	66	44	x	x	NOUN
cana-5217	66	45	-	-	NOUN
cana-5217	66	46	ray	ray	NOUN
cana-5217	66	47	(	(	PUNCT
cana-5217	66	48	pcxr	pcxr	NOUN
cana-5217	66	49	)	)	PUNCT
cana-5217	66	50	utilizes	utilize	VERB
cana-5217	66	51	transfer	transfer	NOUN
cana-5217	66	52	learning	learning	NOUN
cana-5217	66	53	in	in	ADP
cana-5217	66	54	cnn	cnn	PROPN
cana-5217	66	55	to	to	PART
cana-5217	66	56	classify	classify	VERB
cana-5217	66	57	covid-19	covid-19	PROPN
cana-5217	66	58	and	and	CCONJ
cana-5217	66	59	other	other	ADJ
cana-5217	66	60	lung	lung	NOUN
cana-5217	66	61	infections	infection	NOUN
cana-5217	66	62	from	from	ADP
cana-5217	66	63	portable	portable	ADJ
cana-5217	66	64	chest	chest	NOUN
cana-5217	66	65	x	x	NOUN
cana-5217	66	66	-	-	NOUN
cana-5217	66	67	rays	ray	NOUN
cana-5217	66	68	,	,	PUNCT
cana-5217	66	69	enhancing	enhance	VERB
cana-5217	66	70	diagnostic	diagnostic	ADJ
cana-5217	66	71	accuracy	accuracy	NOUN
cana-5217	66	72	through	through	ADP
cana-5217	66	73	deep	deep	ADJ
cana-5217	66	74	learning	learning	NOUN
cana-5217	66	75	.	.	PUNCT
cana-5217	67	1	pneumonia	pneumonia	NOUN
cana-5217	67	2	detection	detection	NOUN
cana-5217	67	3	using	use	VERB
cana-5217	67	4	deep	deep	ADJ
cana-5217	67	5	learning	learning	NOUN
cana-5217	67	6	methods	method	NOUN
cana-5217	67	7	hrushikesh	hrushikesh	PROPN
cana-5217	67	8	s.	s.	PROPN
cana-5217	67	9	rajankar	rajankar	PROPN
cana-5217	67	10	,	,	PUNCT
cana-5217	67	11	pavan	pavan	PROPN
cana-5217	67	12	s.	s.	PROPN
cana-5217	67	13	patil	patil	PROPN
cana-5217	67	14	,	,	PUNCT
cana-5217	67	15	karan	karan	PROPN
cana-5217	67	16	v.	v.	PROPN
cana-5217	67	17	nakum	nakum	PROPN
cana-5217	67	18	,	,	PUNCT
cana-5217	67	19	gopal	gopal	PROPN
cana-5217	67	20	s.	s.	PROPN
cana-5217	67	21	paraskar	paraskar	PROPN
cana-5217	67	22	sinhgad	sinhgad	VERB
cana-5217	67	23	academy	academy	PROPN
cana-5217	67	24	of	of	ADP
cana-5217	67	25	engineering	engineering	PROPN
cana-5217	67	26	,	,	PUNCT
cana-5217	67	27	pune	pune	NOUN
cana-5217	67	28	2022	2022	NUM
cana-5217	67	29	deep	deep	ADJ
cana-5217	67	30	learning	learning	NOUN
cana-5217	67	31	,	,	PUNCT
cana-5217	67	32	cnn	cnn	PROPN
cana-5217	67	33	demonstrates	demonstrate	VERB
cana-5217	67	34	cnn	cnn	PROPN
cana-5217	67	35	's	's	PART
cana-5217	67	36	application	application	NOUN
cana-5217	67	37	for	for	ADP
cana-5217	67	38	pneumonia	pneumonia	NOUN
cana-5217	67	39	detection	detection	NOUN
cana-5217	67	40	to	to	PART
cana-5217	67	41	reduce	reduce	VERB
cana-5217	67	42	misdiagnosis	misdiagnosis	NOUN
cana-5217	67	43	,	,	PUNCT
cana-5217	67	44	focusing	focus	VERB
cana-5217	67	45	on	on	ADP
cana-5217	67	46	efficient	efficient	ADJ
cana-5217	67	47	model	model	NOUN
cana-5217	67	48	design	design	NOUN
cana-5217	67	49	and	and	CCONJ
cana-5217	67	50	communications	communication	NOUN
cana-5217	67	51	on	on	ADP
cana-5217	67	52	applied	apply	VERB
cana-5217	67	53	nonlinear	nonlinear	ADJ
cana-5217	67	54	analysis	analysis	NOUN
cana-5217	67	55	issn	issn	NOUN
cana-5217	67	56	:	:	PUNCT
cana-5217	67	57	1074	1074	NUM
cana-5217	67	58	-	-	PUNCT
cana-5217	67	59	133x	133x	NUM
cana-5217	67	60	vol	vol	VERB
cana-5217	67	61	32	32	NUM
cana-5217	67	62	no	no	NOUN
cana-5217	67	63	.	.	PUNCT
cana-5217	68	1	10s	10	NOUN
cana-5217	68	2	(	(	PUNCT
cana-5217	68	3	2025	2025	NUM
cana-5217	68	4	)	)	PUNCT
cana-5217	68	5	1179	1179	NUM
cana-5217	68	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	68	7	predicting	predict	VERB
cana-5217	68	8	patient	patient	ADJ
cana-5217	68	9	health	health	NOUN
cana-5217	68	10	from	from	ADP
cana-5217	68	11	chest	chest	NOUN
cana-5217	68	12	x	x	NOUN
cana-5217	68	13	-	-	NOUN
cana-5217	68	14	rays	ray	NOUN
cana-5217	68	15	.	.	PUNCT
cana-5217	69	1	pneumonia	pneumonia	NOUN
cana-5217	69	2	detection	detection	NOUN
cana-5217	69	3	and	and	CCONJ
cana-5217	69	4	classification	classification	NOUN
cana-5217	69	5	using	use	VERB
cana-5217	69	6	deep	deep	ADJ
cana-5217	69	7	learning	learning	NOUN
cana-5217	69	8	models	model	NOUN
cana-5217	69	9	dr	dr	PROPN
cana-5217	69	10	.	.	PROPN
cana-5217	69	11	sunil	sunil	PROPN
cana-5217	69	12	l.	l.	PROPN
cana-5217	69	13	bangare	bangare	PROPN
cana-5217	69	14	international	international	PROPN
cana-5217	69	15	journal	journal	PROPN
cana-5217	69	16	of	of	ADP
cana-5217	69	17	advanced	advanced	ADJ
cana-5217	69	18	research	research	NOUN
cana-5217	69	19	in	in	ADP
cana-5217	69	20	science	science	NOUN
cana-5217	69	21	,	,	PUNCT
cana-5217	69	22	communication	communication	NOUN
cana-5217	69	23	,	,	PUNCT
cana-5217	69	24	and	and	CCONJ
cana-5217	69	25	technology	technology	NOUN
cana-5217	69	26	(	(	PUNCT
cana-5217	69	27	ijarsct	ijarsct	PROPN
cana-5217	69	28	)	)	PUNCT
cana-5217	69	29	2022	2022	NUM
cana-5217	69	30	cnn	cnn	PROPN
cana-5217	69	31	,	,	PUNCT
cana-5217	69	32	transfer	transfer	NOUN
cana-5217	69	33	learning	learning	NOUN
cana-5217	69	34	,	,	PUNCT
cana-5217	69	35	multi	multi	ADJ
cana-5217	69	36	-	-	ADJ
cana-5217	69	37	class	class	ADJ
cana-5217	69	38	classification	classification	NOUN
cana-5217	69	39	presents	present	VERB
cana-5217	69	40	a	a	DET
cana-5217	69	41	multi	multi	ADJ
cana-5217	69	42	-	-	ADJ
cana-5217	69	43	class	class	ADJ
cana-5217	69	44	classification	classification	NOUN
cana-5217	69	45	model	model	NOUN
cana-5217	69	46	using	use	VERB
cana-5217	69	47	deep	deep	ADJ
cana-5217	69	48	learning	learning	NOUN
cana-5217	69	49	for	for	ADP
cana-5217	69	50	pneumonia	pneumonia	NOUN
cana-5217	69	51	detection	detection	NOUN
cana-5217	69	52	on	on	ADP
cana-5217	69	53	x	x	NOUN
cana-5217	69	54	-	-	NOUN
cana-5217	69	55	rays	ray	NOUN
cana-5217	69	56	,	,	PUNCT
cana-5217	69	57	emphasizing	emphasize	VERB
cana-5217	69	58	transfer	transfer	NOUN
cana-5217	69	59	learning	learning	NOUN
cana-5217	69	60	for	for	ADP
cana-5217	69	61	robust	robust	ADJ
cana-5217	69	62	predictions	prediction	NOUN
cana-5217	69	63	.	.	PUNCT
cana-5217	70	1	iv	iv	X
cana-5217	70	2	.	.	PUNCT
cana-5217	70	3	proposed	propose	VERB
cana-5217	70	4	system	system	NOUN
cana-5217	70	5	the	the	DET
cana-5217	70	6	proposed	propose	VERB
cana-5217	70	7	system	system	NOUN
cana-5217	70	8	leverages	leverage	NOUN
cana-5217	70	9	advanced	advanced	ADJ
cana-5217	70	10	deep	deep	ADJ
cana-5217	70	11	learning	learning	NOUN
cana-5217	70	12	techniques	technique	NOUN
cana-5217	70	13	to	to	PART
cana-5217	70	14	automate	automate	VERB
cana-5217	70	15	the	the	DET
cana-5217	70	16	detection	detection	NOUN
cana-5217	70	17	and	and	CCONJ
cana-5217	70	18	classification	classification	NOUN
cana-5217	70	19	of	of	ADP
cana-5217	70	20	lung	lung	NOUN
cana-5217	70	21	infections	infection	NOUN
cana-5217	70	22	from	from	ADP
cana-5217	70	23	chest	chest	NOUN
cana-5217	70	24	x	x	NOUN
cana-5217	70	25	-	-	NOUN
cana-5217	70	26	ray	ray	NOUN
cana-5217	70	27	(	(	PUNCT
cana-5217	70	28	cxr	cxr	NOUN
cana-5217	70	29	)	)	PUNCT
cana-5217	70	30	images	image	NOUN
cana-5217	70	31	.	.	PUNCT
cana-5217	71	1	the	the	DET
cana-5217	71	2	system	system	NOUN
cana-5217	71	3	’s	’s	PART
cana-5217	71	4	primary	primary	ADJ
cana-5217	71	5	goal	goal	NOUN
cana-5217	71	6	is	be	AUX
cana-5217	71	7	to	to	PART
cana-5217	71	8	enhance	enhance	VERB
cana-5217	71	9	the	the	DET
cana-5217	71	10	diagnostic	diagnostic	ADJ
cana-5217	71	11	process	process	NOUN
cana-5217	71	12	by	by	ADP
cana-5217	71	13	providing	provide	VERB
cana-5217	71	14	accurate	accurate	ADJ
cana-5217	71	15	and	and	CCONJ
cana-5217	71	16	timely	timely	ADJ
cana-5217	71	17	predictions	prediction	NOUN
cana-5217	71	18	of	of	ADP
cana-5217	71	19	various	various	ADJ
cana-5217	71	20	lung	lung	NOUN
cana-5217	71	21	conditions	condition	NOUN
cana-5217	71	22	,	,	PUNCT
cana-5217	71	23	including	include	VERB
cana-5217	71	24	viral	viral	ADJ
cana-5217	71	25	pneumonia	pneumonia	NOUN
cana-5217	71	26	,	,	PUNCT
cana-5217	71	27	bacterial	bacterial	ADJ
cana-5217	71	28	pneumonia	pneumonia	NOUN
cana-5217	71	29	,	,	PUNCT
cana-5217	71	30	tuberculosis	tuberculosis	NOUN
cana-5217	71	31	(	(	PUNCT
cana-5217	71	32	tb	tb	NOUN
cana-5217	71	33	)	)	PUNCT
cana-5217	71	34	,	,	PUNCT
cana-5217	71	35	and	and	CCONJ
cana-5217	71	36	covid-19	covid-19	PROPN
cana-5217	71	37	.	.	PUNCT
cana-5217	72	1	the	the	DET
cana-5217	72	2	proposed	propose	VERB
cana-5217	72	3	architecture	architecture	NOUN
cana-5217	72	4	integrates	integrate	VERB
cana-5217	72	5	sophisticated	sophisticated	ADJ
cana-5217	72	6	image	image	NOUN
cana-5217	72	7	pre	pre	ADJ
cana-5217	72	8	-	-	ADJ
cana-5217	72	9	processing	processing	ADJ
cana-5217	72	10	,	,	PUNCT
cana-5217	72	11	feature	feature	NOUN
cana-5217	72	12	extraction	extraction	NOUN
cana-5217	72	13	using	use	VERB
cana-5217	72	14	convolutional	convolutional	ADJ
cana-5217	72	15	neural	neural	ADJ
cana-5217	72	16	networks	network	NOUN
cana-5217	72	17	(	(	PUNCT
cana-5217	72	18	cnns	cnns	PROPN
cana-5217	72	19	)	)	PUNCT
cana-5217	72	20	,	,	PUNCT
cana-5217	72	21	and	and	CCONJ
cana-5217	72	22	a	a	DET
cana-5217	72	23	multi	multi	ADJ
cana-5217	72	24	-	-	ADJ
cana-5217	72	25	class	class	ADJ
cana-5217	72	26	classification	classification	NOUN
cana-5217	72	27	approach	approach	NOUN
cana-5217	72	28	that	that	PRON
cana-5217	72	29	categorizes	categorize	VERB
cana-5217	72	30	the	the	DET
cana-5217	72	31	x	x	NOUN
cana-5217	72	32	-	-	NOUN
cana-5217	72	33	ray	ray	NOUN
cana-5217	72	34	images	image	NOUN
cana-5217	72	35	into	into	ADP
cana-5217	72	36	specific	specific	ADJ
cana-5217	72	37	diagnostic	diagnostic	ADJ
cana-5217	72	38	labels	label	NOUN
cana-5217	72	39	.	.	PUNCT
cana-5217	73	1	below	below	ADV
cana-5217	73	2	,	,	PUNCT
cana-5217	73	3	the	the	DET
cana-5217	73	4	components	component	NOUN
cana-5217	73	5	of	of	ADP
cana-5217	73	6	the	the	DET
cana-5217	73	7	system	system	NOUN
cana-5217	73	8	are	be	AUX
cana-5217	73	9	described	describe	VERB
cana-5217	73	10	in	in	ADP
cana-5217	73	11	detail	detail	NOUN
cana-5217	73	12	:	:	PUNCT
cana-5217	73	13	fig.1	fig.1	ADJ
cana-5217	73	14	system	system	NOUN
cana-5217	73	15	architecture	architecture	NOUN
cana-5217	73	16	communications	communication	NOUN
cana-5217	73	17	on	on	ADP
cana-5217	73	18	applied	apply	VERB
cana-5217	73	19	nonlinear	nonlinear	ADJ
cana-5217	73	20	analysis	analysis	NOUN
cana-5217	73	21	issn	issn	NOUN
cana-5217	73	22	:	:	PUNCT
cana-5217	73	23	1074	1074	NUM
cana-5217	73	24	-	-	PUNCT
cana-5217	73	25	133x	133x	NUM
cana-5217	73	26	vol	vol	VERB
cana-5217	73	27	32	32	NUM
cana-5217	73	28	no	no	NOUN
cana-5217	73	29	.	.	PUNCT
cana-5217	74	1	10s	10	NOUN
cana-5217	74	2	(	(	PUNCT
cana-5217	74	3	2025	2025	NUM
cana-5217	74	4	)	)	PUNCT
cana-5217	74	5	1180	1180	NUM
cana-5217	74	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	74	7	1	1	X
cana-5217	74	8	.	.	PUNCT
cana-5217	74	9	data	datum	NOUN
cana-5217	74	10	acquisition	acquisition	NOUN
cana-5217	74	11	and	and	CCONJ
cana-5217	74	12	preprocessing	preprocesse	VERB
cana-5217	74	13	the	the	DET
cana-5217	74	14	system	system	NOUN
cana-5217	74	15	begins	begin	VERB
cana-5217	74	16	with	with	ADP
cana-5217	74	17	the	the	DET
cana-5217	74	18	acquisition	acquisition	NOUN
cana-5217	74	19	of	of	ADP
cana-5217	74	20	chest	chest	NOUN
cana-5217	74	21	x	x	NOUN
cana-5217	74	22	-	-	NOUN
cana-5217	74	23	ray	ray	NOUN
cana-5217	74	24	images	image	NOUN
cana-5217	74	25	,	,	PUNCT
cana-5217	74	26	which	which	PRON
cana-5217	74	27	are	be	AUX
cana-5217	74	28	sourced	source	VERB
cana-5217	74	29	from	from	ADP
cana-5217	74	30	publicly	publicly	ADV
cana-5217	74	31	available	available	ADJ
cana-5217	74	32	medical	medical	ADJ
cana-5217	74	33	datasets	dataset	NOUN
cana-5217	74	34	such	such	ADJ
cana-5217	74	35	as	as	ADP
cana-5217	74	36	the	the	DET
cana-5217	74	37	covid-19	covid-19	PROPN
cana-5217	74	38	radiography	radiography	NOUN
cana-5217	74	39	database	database	NOUN
cana-5217	74	40	,	,	PUNCT
cana-5217	74	41	the	the	DET
cana-5217	74	42	nih	nih	PROPN
cana-5217	74	43	chest	chest	PROPN
cana-5217	74	44	x	x	PROPN
cana-5217	74	45	-	-	NOUN
cana-5217	74	46	ray	ray	NOUN
cana-5217	74	47	dataset	dataset	NOUN
cana-5217	74	48	,	,	PUNCT
cana-5217	74	49	and	and	CCONJ
cana-5217	74	50	other	other	ADJ
cana-5217	74	51	specialized	specialized	ADJ
cana-5217	74	52	repositories	repository	NOUN
cana-5217	74	53	.	.	PUNCT
cana-5217	75	1	these	these	DET
cana-5217	75	2	datasets	dataset	NOUN
cana-5217	75	3	typically	typically	ADV
cana-5217	75	4	contain	contain	VERB
cana-5217	75	5	labeled	label	VERB
cana-5217	75	6	x	x	ADJ
cana-5217	75	7	-	-	NOUN
cana-5217	75	8	ray	ray	NOUN
cana-5217	75	9	images	image	NOUN
cana-5217	75	10	of	of	ADP
cana-5217	75	11	healthy	healthy	ADJ
cana-5217	75	12	and	and	CCONJ
cana-5217	75	13	infected	infected	ADJ
cana-5217	75	14	lungs	lung	NOUN
cana-5217	75	15	,	,	PUNCT
cana-5217	75	16	which	which	PRON
cana-5217	75	17	serve	serve	VERB
cana-5217	75	18	as	as	ADP
cana-5217	75	19	the	the	DET
cana-5217	75	20	foundational	foundational	ADJ
cana-5217	75	21	data	datum	NOUN
cana-5217	75	22	for	for	ADP
cana-5217	75	23	training	train	VERB
cana-5217	75	24	the	the	DET
cana-5217	75	25	model	model	NOUN
cana-5217	75	26	.	.	PUNCT
cana-5217	76	1	the	the	DET
cana-5217	76	2	images	image	NOUN
cana-5217	76	3	undergo	undergo	VERB
cana-5217	76	4	several	several	ADJ
cana-5217	76	5	preprocessing	preprocessing	NOUN
cana-5217	76	6	steps	step	NOUN
cana-5217	76	7	to	to	PART
cana-5217	76	8	ensure	ensure	VERB
cana-5217	76	9	uniformity	uniformity	NOUN
cana-5217	76	10	and	and	CCONJ
cana-5217	76	11	quality	quality	NOUN
cana-5217	76	12	before	before	ADP
cana-5217	76	13	feeding	feed	VERB
cana-5217	76	14	them	they	PRON
cana-5217	76	15	into	into	ADP
cana-5217	76	16	the	the	DET
cana-5217	76	17	deep	deep	ADJ
cana-5217	76	18	learning	learning	NOUN
cana-5217	76	19	model	model	NOUN
cana-5217	76	20	.	.	PUNCT
cana-5217	77	1	the	the	DET
cana-5217	77	2	preprocessing	preprocessing	NOUN
cana-5217	77	3	steps	step	NOUN
cana-5217	77	4	include	include	VERB
cana-5217	77	5	:	:	PUNCT
cana-5217	77	6	•	•	ADV
cana-5217	77	7	resizing	resizing	NOUN
cana-5217	77	8	:	:	PUNCT
cana-5217	77	9	all	all	DET
cana-5217	77	10	images	image	NOUN
cana-5217	77	11	are	be	AUX
cana-5217	77	12	resized	resize	VERB
cana-5217	77	13	to	to	ADP
cana-5217	77	14	a	a	DET
cana-5217	77	15	consistent	consistent	ADJ
cana-5217	77	16	shape	shape	NOUN
cana-5217	77	17	(	(	PUNCT
cana-5217	77	18	e.g.	e.g.	ADV
cana-5217	77	19	,	,	PUNCT
cana-5217	77	20	224x224	224x224	NUM
cana-5217	77	21	pixels	pixel	NOUN
cana-5217	77	22	)	)	PUNCT
cana-5217	77	23	to	to	PART
cana-5217	77	24	standardize	standardize	VERB
cana-5217	77	25	input	input	NOUN
cana-5217	77	26	dimensions	dimension	NOUN
cana-5217	77	27	.	.	PUNCT
cana-5217	78	1	•	•	NUM
cana-5217	78	2	normalization	normalization	NOUN
cana-5217	78	3	:	:	PUNCT
cana-5217	78	4	pixel	pixel	PROPN
cana-5217	78	5	values	value	NOUN
cana-5217	78	6	are	be	AUX
cana-5217	78	7	normalized	normalize	VERB
cana-5217	78	8	to	to	ADP
cana-5217	78	9	a	a	DET
cana-5217	78	10	range	range	NOUN
cana-5217	78	11	between	between	ADP
cana-5217	78	12	0	0	NUM
cana-5217	78	13	and	and	CCONJ
cana-5217	78	14	1	1	NUM
cana-5217	78	15	to	to	PART
cana-5217	78	16	improve	improve	VERB
cana-5217	78	17	the	the	DET
cana-5217	78	18	stability	stability	NOUN
cana-5217	78	19	of	of	ADP
cana-5217	78	20	the	the	DET
cana-5217	78	21	model	model	NOUN
cana-5217	78	22	during	during	ADP
cana-5217	78	23	training	training	NOUN
cana-5217	78	24	.	.	PUNCT
cana-5217	79	1	•	•	NUM
cana-5217	79	2	noise	noise	NOUN
cana-5217	79	3	reduction	reduction	NOUN
cana-5217	79	4	:	:	PUNCT
cana-5217	79	5	techniques	technique	NOUN
cana-5217	79	6	such	such	ADJ
cana-5217	79	7	as	as	ADP
cana-5217	79	8	gaussian	gaussian	ADJ
cana-5217	79	9	filtering	filtering	NOUN
cana-5217	79	10	or	or	CCONJ
cana-5217	79	11	median	median	ADJ
cana-5217	79	12	filtering	filtering	NOUN
cana-5217	79	13	are	be	AUX
cana-5217	79	14	applied	apply	VERB
cana-5217	79	15	to	to	PART
cana-5217	79	16	reduce	reduce	VERB
cana-5217	79	17	noise	noise	NOUN
cana-5217	79	18	and	and	CCONJ
cana-5217	79	19	enhance	enhance	VERB
cana-5217	79	20	the	the	DET
cana-5217	79	21	quality	quality	NOUN
cana-5217	79	22	of	of	ADP
cana-5217	79	23	the	the	DET
cana-5217	79	24	x	x	NOUN
cana-5217	79	25	-	-	NOUN
cana-5217	79	26	ray	ray	NOUN
cana-5217	79	27	images	image	NOUN
cana-5217	79	28	.	.	PUNCT
cana-5217	80	1	•	•	NUM
cana-5217	80	2	data	datum	NOUN
cana-5217	80	3	augmentation	augmentation	NOUN
cana-5217	80	4	:	:	PUNCT
cana-5217	80	5	to	to	PART
cana-5217	80	6	mitigate	mitigate	VERB
cana-5217	80	7	overfitting	overfitte	VERB
cana-5217	80	8	and	and	CCONJ
cana-5217	80	9	improve	improve	VERB
cana-5217	80	10	the	the	DET
cana-5217	80	11	generalization	generalization	NOUN
cana-5217	80	12	of	of	ADP
cana-5217	80	13	the	the	DET
cana-5217	80	14	model	model	NOUN
cana-5217	80	15	,	,	PUNCT
cana-5217	80	16	various	various	ADJ
cana-5217	80	17	augmentation	augmentation	NOUN
cana-5217	80	18	techniques	technique	NOUN
cana-5217	80	19	are	be	AUX
cana-5217	80	20	applied	apply	VERB
cana-5217	80	21	.	.	PUNCT
cana-5217	81	1	these	these	PRON
cana-5217	81	2	include	include	VERB
cana-5217	81	3	random	random	ADJ
cana-5217	81	4	rotations	rotation	NOUN
cana-5217	81	5	,	,	PUNCT
cana-5217	81	6	flipping	flipping	NOUN
cana-5217	81	7	,	,	PUNCT
cana-5217	81	8	zooming	zooming	NOUN
cana-5217	81	9	,	,	PUNCT
cana-5217	81	10	and	and	CCONJ
cana-5217	81	11	brightness	brightness	NOUN
cana-5217	81	12	adjustments	adjustment	NOUN
cana-5217	81	13	.	.	PUNCT
cana-5217	82	1	such	such	ADJ
cana-5217	82	2	transformations	transformation	NOUN
cana-5217	82	3	help	help	AUX
cana-5217	82	4	simulate	simulate	VERB
cana-5217	82	5	diverse	diverse	ADJ
cana-5217	82	6	real	real	ADJ
cana-5217	82	7	-	-	PUNCT
cana-5217	82	8	world	world	NOUN
cana-5217	82	9	conditions	condition	NOUN
cana-5217	82	10	in	in	ADP
cana-5217	82	11	the	the	DET
cana-5217	82	12	training	training	NOUN
cana-5217	82	13	data	datum	NOUN
cana-5217	82	14	and	and	CCONJ
cana-5217	82	15	increase	increase	VERB
cana-5217	82	16	model	model	NOUN
cana-5217	82	17	robustness	robustness	NOUN
cana-5217	82	18	.	.	PUNCT
cana-5217	83	1	2	2	X
cana-5217	83	2	.	.	X
cana-5217	83	3	cnn	cnn	PROPN
cana-5217	83	4	feature	feature	NOUN
cana-5217	83	5	extraction	extraction	NOUN
cana-5217	83	6	module	module	NOUN
cana-5217	83	7	the	the	DET
cana-5217	83	8	core	core	NOUN
cana-5217	83	9	of	of	ADP
cana-5217	83	10	the	the	DET
cana-5217	83	11	proposed	propose	VERB
cana-5217	83	12	system	system	NOUN
cana-5217	83	13	is	be	AUX
cana-5217	83	14	the	the	DET
cana-5217	83	15	cnn	cnn	PROPN
cana-5217	83	16	-	-	PUNCT
cana-5217	83	17	based	base	VERB
cana-5217	83	18	feature	feature	NOUN
cana-5217	83	19	extraction	extraction	NOUN
cana-5217	83	20	module	module	NOUN
cana-5217	83	21	.	.	PUNCT
cana-5217	84	1	convolutional	convolutional	ADJ
cana-5217	84	2	neural	neural	ADJ
cana-5217	84	3	networks	network	NOUN
cana-5217	84	4	(	(	PUNCT
cana-5217	84	5	cnns	cnns	PROPN
cana-5217	84	6	)	)	PUNCT
cana-5217	84	7	are	be	AUX
cana-5217	84	8	widely	widely	ADV
cana-5217	84	9	used	use	VERB
cana-5217	84	10	in	in	ADP
cana-5217	84	11	image	image	NOUN
cana-5217	84	12	classification	classification	NOUN
cana-5217	84	13	tasks	task	NOUN
cana-5217	84	14	due	due	ADP
cana-5217	84	15	to	to	ADP
cana-5217	84	16	their	their	PRON
cana-5217	84	17	ability	ability	NOUN
cana-5217	84	18	to	to	PART
cana-5217	84	19	automatically	automatically	ADV
cana-5217	84	20	learn	learn	VERB
cana-5217	84	21	spatial	spatial	ADJ
cana-5217	84	22	hierarchies	hierarchy	NOUN
cana-5217	84	23	of	of	ADP
cana-5217	84	24	features	feature	NOUN
cana-5217	84	25	from	from	ADP
cana-5217	84	26	raw	raw	ADJ
cana-5217	84	27	images	image	NOUN
cana-5217	84	28	.	.	PUNCT
cana-5217	85	1	this	this	DET
cana-5217	85	2	module	module	NOUN
cana-5217	85	3	is	be	AUX
cana-5217	85	4	designed	design	VERB
cana-5217	85	5	to	to	PART
cana-5217	85	6	extract	extract	VERB
cana-5217	85	7	relevant	relevant	ADJ
cana-5217	85	8	features	feature	NOUN
cana-5217	85	9	from	from	ADP
cana-5217	85	10	x	x	ADJ
cana-5217	85	11	-	-	NOUN
cana-5217	85	12	ray	ray	NOUN
cana-5217	85	13	images	image	NOUN
cana-5217	85	14	that	that	PRON
cana-5217	85	15	are	be	AUX
cana-5217	85	16	indicative	indicative	ADJ
cana-5217	85	17	of	of	ADP
cana-5217	85	18	different	different	ADJ
cana-5217	85	19	lung	lung	NOUN
cana-5217	85	20	infections	infection	NOUN
cana-5217	85	21	.	.	PUNCT
cana-5217	86	1	the	the	DET
cana-5217	86	2	cnn	cnn	PROPN
cana-5217	86	3	feature	feature	NOUN
cana-5217	86	4	extraction	extraction	NOUN
cana-5217	86	5	pipeline	pipeline	NOUN
cana-5217	86	6	in	in	ADP
cana-5217	86	7	the	the	DET
cana-5217	86	8	proposed	propose	VERB
cana-5217	86	9	system	system	NOUN
cana-5217	86	10	includes	include	VERB
cana-5217	86	11	the	the	DET
cana-5217	86	12	following	follow	VERB
cana-5217	86	13	steps	step	NOUN
cana-5217	86	14	:	:	PUNCT
cana-5217	86	15	•	•	NOUN
cana-5217	86	16	convolutional	convolutional	ADJ
cana-5217	86	17	layers	layer	NOUN
cana-5217	86	18	:	:	PUNCT
cana-5217	86	19	the	the	DET
cana-5217	86	20	network	network	NOUN
cana-5217	86	21	begins	begin	VERB
cana-5217	86	22	with	with	ADP
cana-5217	86	23	convolutional	convolutional	ADJ
cana-5217	86	24	layers	layer	NOUN
cana-5217	86	25	that	that	PRON
cana-5217	86	26	apply	apply	VERB
cana-5217	86	27	various	various	ADJ
cana-5217	86	28	filters	filter	NOUN
cana-5217	86	29	to	to	ADP
cana-5217	86	30	the	the	DET
cana-5217	86	31	input	input	NOUN
cana-5217	86	32	images	image	NOUN
cana-5217	86	33	.	.	PUNCT
cana-5217	87	1	these	these	DET
cana-5217	87	2	filters	filter	NOUN
cana-5217	87	3	are	be	AUX
cana-5217	87	4	designed	design	VERB
cana-5217	87	5	to	to	PART
cana-5217	87	6	capture	capture	VERB
cana-5217	87	7	low	low	ADJ
cana-5217	87	8	-	-	PUNCT
cana-5217	87	9	level	level	NOUN
cana-5217	87	10	features	feature	NOUN
cana-5217	87	11	such	such	ADJ
cana-5217	87	12	as	as	ADP
cana-5217	87	13	edges	edge	NOUN
cana-5217	87	14	,	,	PUNCT
cana-5217	87	15	textures	texture	NOUN
cana-5217	87	16	,	,	PUNCT
cana-5217	87	17	and	and	CCONJ
cana-5217	87	18	basic	basic	ADJ
cana-5217	87	19	patterns	pattern	NOUN
cana-5217	87	20	in	in	ADP
cana-5217	87	21	the	the	DET
cana-5217	87	22	x	x	NOUN
cana-5217	87	23	-	-	NOUN
cana-5217	87	24	ray	ray	NOUN
cana-5217	87	25	images	image	NOUN
cana-5217	87	26	.	.	PUNCT
cana-5217	88	1	convolutional	convolutional	ADJ
cana-5217	88	2	operations	operation	NOUN
cana-5217	88	3	are	be	AUX
cana-5217	88	4	repeated	repeat	VERB
cana-5217	88	5	across	across	ADP
cana-5217	88	6	multiple	multiple	ADJ
cana-5217	88	7	layers	layer	NOUN
cana-5217	88	8	,	,	PUNCT
cana-5217	88	9	progressively	progressively	ADV
cana-5217	88	10	capturing	capture	VERB
cana-5217	88	11	more	more	ADJ
cana-5217	88	12	complex	complex	ADJ
cana-5217	88	13	features	feature	NOUN
cana-5217	88	14	.	.	PUNCT
cana-5217	89	1	•	•	NUM
cana-5217	89	2	activation	activation	NOUN
cana-5217	89	3	functions	function	NOUN
cana-5217	89	4	:	:	PUNCT
cana-5217	89	5	each	each	DET
cana-5217	89	6	convolutional	convolutional	ADJ
cana-5217	89	7	layer	layer	NOUN
cana-5217	89	8	is	be	AUX
cana-5217	89	9	followed	follow	VERB
cana-5217	89	10	by	by	ADP
cana-5217	89	11	an	an	DET
cana-5217	89	12	activation	activation	NOUN
cana-5217	89	13	function	function	NOUN
cana-5217	89	14	(	(	PUNCT
cana-5217	89	15	typically	typically	ADV
cana-5217	89	16	relu	relu	NOUN
cana-5217	89	17	)	)	PUNCT
cana-5217	89	18	,	,	PUNCT
cana-5217	89	19	which	which	PRON
cana-5217	89	20	introduces	introduce	VERB
cana-5217	89	21	non	non	ADJ
cana-5217	89	22	-	-	NOUN
cana-5217	89	23	linearity	linearity	NOUN
cana-5217	89	24	and	and	CCONJ
cana-5217	89	25	helps	help	VERB
cana-5217	89	26	the	the	DET
cana-5217	89	27	network	network	NOUN
cana-5217	89	28	model	model	NOUN
cana-5217	89	29	more	more	ADV
cana-5217	89	30	complex	complex	ADJ
cana-5217	89	31	patterns	pattern	NOUN
cana-5217	89	32	in	in	ADP
cana-5217	89	33	the	the	DET
cana-5217	89	34	data	datum	NOUN
cana-5217	89	35	.	.	PUNCT
cana-5217	90	1	•	•	NUM
cana-5217	90	2	pooling	pool	VERB
cana-5217	90	3	layers	layer	NOUN
cana-5217	90	4	:	:	PUNCT
cana-5217	90	5	max	max	PROPN
cana-5217	90	6	-	-	PUNCT
cana-5217	90	7	pooling	pool	VERB
cana-5217	90	8	layers	layer	NOUN
cana-5217	90	9	are	be	AUX
cana-5217	90	10	introduced	introduce	VERB
cana-5217	90	11	after	after	ADP
cana-5217	90	12	convolutional	convolutional	ADJ
cana-5217	90	13	layers	layer	NOUN
cana-5217	90	14	to	to	PART
cana-5217	90	15	reduce	reduce	VERB
cana-5217	90	16	the	the	DET
cana-5217	90	17	spatial	spatial	ADJ
cana-5217	90	18	dimensions	dimension	NOUN
cana-5217	90	19	of	of	ADP
cana-5217	90	20	the	the	DET
cana-5217	90	21	image	image	NOUN
cana-5217	90	22	,	,	PUNCT
cana-5217	90	23	thereby	thereby	ADV
cana-5217	90	24	decreasing	decrease	VERB
cana-5217	90	25	computational	computational	ADJ
cana-5217	90	26	complexity	complexity	NOUN
cana-5217	90	27	while	while	SCONJ
cana-5217	90	28	preserving	preserve	VERB
cana-5217	90	29	the	the	DET
cana-5217	90	30	most	most	ADV
cana-5217	90	31	important	important	ADJ
cana-5217	90	32	features	feature	NOUN
cana-5217	90	33	.	.	PUNCT
cana-5217	91	1	this	this	PRON
cana-5217	91	2	helps	help	VERB
cana-5217	91	3	in	in	ADP
cana-5217	91	4	reducing	reduce	VERB
cana-5217	91	5	overfitting	overfitte	VERB
cana-5217	91	6	by	by	ADP
cana-5217	91	7	preventing	prevent	VERB
cana-5217	91	8	the	the	DET
cana-5217	91	9	model	model	NOUN
cana-5217	91	10	from	from	ADP
cana-5217	91	11	becoming	become	VERB
cana-5217	91	12	overly	overly	ADV
cana-5217	91	13	sensitive	sensitive	ADJ
cana-5217	91	14	to	to	PART
cana-5217	91	15	minute	minute	VERB
cana-5217	91	16	changes	change	NOUN
cana-5217	91	17	in	in	ADP
cana-5217	91	18	the	the	DET
cana-5217	91	19	input	input	NOUN
cana-5217	91	20	images	image	NOUN
cana-5217	91	21	.	.	PUNCT
cana-5217	92	1	•	•	NUM
cana-5217	92	2	residual	residual	ADJ
cana-5217	92	3	blocks	block	NOUN
cana-5217	92	4	:	:	PUNCT
cana-5217	92	5	to	to	PART
cana-5217	92	6	avoid	avoid	VERB
cana-5217	92	7	the	the	DET
cana-5217	92	8	vanishing	vanish	VERB
cana-5217	92	9	gradient	gradient	NOUN
cana-5217	92	10	problem	problem	NOUN
cana-5217	92	11	and	and	CCONJ
cana-5217	92	12	ensure	ensure	VERB
cana-5217	92	13	that	that	SCONJ
cana-5217	92	14	deeper	deep	ADJ
cana-5217	92	15	networks	network	NOUN
cana-5217	92	16	can	can	AUX
cana-5217	92	17	learn	learn	VERB
cana-5217	92	18	effectively	effectively	ADV
cana-5217	92	19	,	,	PUNCT
cana-5217	92	20	residual	residual	ADJ
cana-5217	92	21	blocks	block	NOUN
cana-5217	92	22	are	be	AUX
cana-5217	92	23	employed	employ	VERB
cana-5217	92	24	.	.	PUNCT
cana-5217	93	1	these	these	DET
cana-5217	93	2	blocks	block	NOUN
cana-5217	93	3	allow	allow	VERB
cana-5217	93	4	the	the	DET
cana-5217	93	5	model	model	NOUN
cana-5217	93	6	to	to	PART
cana-5217	93	7	learn	learn	VERB
cana-5217	93	8	both	both	PRON
cana-5217	93	9	the	the	DET
cana-5217	93	10	communications	communication	NOUN
cana-5217	93	11	on	on	ADP
cana-5217	93	12	applied	apply	VERB
cana-5217	93	13	nonlinear	nonlinear	ADJ
cana-5217	93	14	analysis	analysis	NOUN
cana-5217	93	15	issn	issn	NOUN
cana-5217	93	16	:	:	PUNCT
cana-5217	93	17	1074	1074	NUM
cana-5217	93	18	-	-	PUNCT
cana-5217	93	19	133x	133x	NUM
cana-5217	93	20	vol	vol	VERB
cana-5217	93	21	32	32	NUM
cana-5217	93	22	no	no	NOUN
cana-5217	93	23	.	.	PUNCT
cana-5217	94	1	10s	10	NOUN
cana-5217	94	2	(	(	PUNCT
cana-5217	94	3	2025	2025	NUM
cana-5217	94	4	)	)	PUNCT
cana-5217	94	5	1181	1181	NUM
cana-5217	94	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	94	7	residual	residual	ADJ
cana-5217	94	8	(	(	PUNCT
cana-5217	94	9	or	or	CCONJ
cana-5217	94	10	difference	difference	NOUN
cana-5217	94	11	)	)	PUNCT
cana-5217	94	12	and	and	CCONJ
cana-5217	94	13	the	the	DET
cana-5217	94	14	main	main	ADJ
cana-5217	94	15	features	feature	NOUN
cana-5217	94	16	,	,	PUNCT
cana-5217	94	17	making	make	VERB
cana-5217	94	18	it	it	PRON
cana-5217	94	19	easier	easy	ADJ
cana-5217	94	20	to	to	PART
cana-5217	94	21	train	train	VERB
cana-5217	94	22	deeper	deep	ADJ
cana-5217	94	23	models	model	NOUN
cana-5217	94	24	and	and	CCONJ
cana-5217	94	25	extract	extract	VERB
cana-5217	94	26	finer	finer	ADV
cana-5217	94	27	-	-	PUNCT
cana-5217	94	28	grained	grain	VERB
cana-5217	94	29	features	feature	NOUN
cana-5217	94	30	from	from	ADP
cana-5217	94	31	x	x	ADJ
cana-5217	94	32	-	-	NOUN
cana-5217	94	33	ray	ray	NOUN
cana-5217	94	34	images	image	NOUN
cana-5217	94	35	.	.	PUNCT
cana-5217	95	1	•	•	NUM
cana-5217	95	2	global	global	ADJ
cana-5217	95	3	average	average	ADJ
cana-5217	95	4	pooling	pooling	NOUN
cana-5217	95	5	:	:	PUNCT
cana-5217	95	6	instead	instead	ADV
cana-5217	95	7	of	of	ADP
cana-5217	95	8	using	use	VERB
cana-5217	95	9	fully	fully	ADV
cana-5217	95	10	connected	connected	ADJ
cana-5217	95	11	layers	layer	NOUN
cana-5217	95	12	at	at	ADP
cana-5217	95	13	the	the	DET
cana-5217	95	14	end	end	NOUN
cana-5217	95	15	of	of	ADP
cana-5217	95	16	the	the	DET
cana-5217	95	17	cnn	cnn	PROPN
cana-5217	95	18	,	,	PUNCT
cana-5217	95	19	the	the	DET
cana-5217	95	20	system	system	NOUN
cana-5217	95	21	uses	use	VERB
cana-5217	95	22	global	global	ADJ
cana-5217	95	23	average	average	ADJ
cana-5217	95	24	pooling	pooling	NOUN
cana-5217	95	25	to	to	PART
cana-5217	95	26	produce	produce	VERB
cana-5217	95	27	a	a	DET
cana-5217	95	28	compact	compact	ADJ
cana-5217	95	29	representation	representation	NOUN
cana-5217	95	30	of	of	ADP
cana-5217	95	31	the	the	DET
cana-5217	95	32	extracted	extract	VERB
cana-5217	95	33	features	feature	NOUN
cana-5217	95	34	.	.	PUNCT
cana-5217	96	1	this	this	PRON
cana-5217	96	2	reduces	reduce	VERB
cana-5217	96	3	the	the	DET
cana-5217	96	4	dimensionality	dimensionality	NOUN
cana-5217	96	5	of	of	ADP
cana-5217	96	6	the	the	DET
cana-5217	96	7	feature	feature	NOUN
cana-5217	96	8	maps	map	NOUN
cana-5217	96	9	and	and	CCONJ
cana-5217	96	10	prevents	prevent	VERB
cana-5217	96	11	overfitting	overfitte	VERB
cana-5217	96	12	while	while	SCONJ
cana-5217	96	13	retaining	retain	VERB
cana-5217	96	14	critical	critical	ADJ
cana-5217	96	15	information	information	NOUN
cana-5217	96	16	.	.	PUNCT
cana-5217	97	1	3	3	X
cana-5217	97	2	.	.	X
cana-5217	97	3	classification	classification	NOUN
cana-5217	97	4	module	module	NOUN
cana-5217	97	5	once	once	SCONJ
cana-5217	97	6	the	the	DET
cana-5217	97	7	features	feature	NOUN
cana-5217	97	8	have	have	AUX
cana-5217	97	9	been	be	AUX
cana-5217	97	10	extracted	extract	VERB
cana-5217	97	11	,	,	PUNCT
cana-5217	97	12	they	they	PRON
cana-5217	97	13	are	be	AUX
cana-5217	97	14	passed	pass	VERB
cana-5217	97	15	to	to	ADP
cana-5217	97	16	the	the	DET
cana-5217	97	17	classification	classification	NOUN
cana-5217	97	18	module	module	NOUN
cana-5217	97	19	,	,	PUNCT
cana-5217	97	20	which	which	PRON
cana-5217	97	21	is	be	AUX
cana-5217	97	22	responsible	responsible	ADJ
cana-5217	97	23	for	for	ADP
cana-5217	97	24	determining	determine	VERB
cana-5217	97	25	the	the	DET
cana-5217	97	26	class	class	NOUN
cana-5217	97	27	label	label	NOUN
cana-5217	97	28	of	of	ADP
cana-5217	97	29	the	the	DET
cana-5217	97	30	input	input	NOUN
cana-5217	97	31	image	image	NOUN
cana-5217	97	32	.	.	PUNCT
cana-5217	98	1	the	the	DET
cana-5217	98	2	classification	classification	NOUN
cana-5217	98	3	module	module	NOUN
cana-5217	98	4	is	be	AUX
cana-5217	98	5	a	a	DET
cana-5217	98	6	fully	fully	ADV
cana-5217	98	7	connected	connect	VERB
cana-5217	98	8	layer	layer	NOUN
cana-5217	98	9	that	that	PRON
cana-5217	98	10	processes	process	VERB
cana-5217	98	11	the	the	DET
cana-5217	98	12	high	high	ADJ
cana-5217	98	13	-	-	PUNCT
cana-5217	98	14	level	level	NOUN
cana-5217	98	15	features	feature	NOUN
cana-5217	98	16	extracted	extract	VERB
cana-5217	98	17	by	by	ADP
cana-5217	98	18	the	the	DET
cana-5217	98	19	cnn	cnn	PROPN
cana-5217	98	20	.	.	PUNCT
cana-5217	99	1	this	this	DET
cana-5217	99	2	phase	phase	NOUN
cana-5217	99	3	involves	involve	VERB
cana-5217	99	4	:	:	PUNCT
cana-5217	99	5	•	•	NUM
cana-5217	99	6	feature	feature	NOUN
cana-5217	99	7	optimization	optimization	NOUN
cana-5217	99	8	:	:	PUNCT
cana-5217	99	9	the	the	DET
cana-5217	99	10	extracted	extract	VERB
cana-5217	99	11	features	feature	NOUN
cana-5217	99	12	undergo	undergo	VERB
cana-5217	99	13	optimization	optimization	NOUN
cana-5217	99	14	techniques	technique	NOUN
cana-5217	99	15	,	,	PUNCT
cana-5217	99	16	such	such	ADJ
cana-5217	99	17	as	as	ADP
cana-5217	99	18	feature	feature	NOUN
cana-5217	99	19	scaling	scaling	NOUN
cana-5217	99	20	or	or	CCONJ
cana-5217	99	21	dimensionality	dimensionality	NOUN
cana-5217	99	22	reduction	reduction	NOUN
cana-5217	99	23	,	,	PUNCT
cana-5217	99	24	to	to	PART
cana-5217	99	25	enhance	enhance	VERB
cana-5217	99	26	the	the	DET
cana-5217	99	27	model	model	NOUN
cana-5217	99	28	’s	’s	PART
cana-5217	99	29	discriminative	discriminative	NOUN
cana-5217	99	30	power	power	NOUN
cana-5217	99	31	.	.	PUNCT
cana-5217	100	1	this	this	PRON
cana-5217	100	2	ensures	ensure	VERB
cana-5217	100	3	that	that	SCONJ
cana-5217	100	4	the	the	DET
cana-5217	100	5	features	feature	NOUN
cana-5217	100	6	are	be	AUX
cana-5217	100	7	adequately	adequately	ADV
cana-5217	100	8	represented	represent	VERB
cana-5217	100	9	for	for	ADP
cana-5217	100	10	the	the	DET
cana-5217	100	11	classification	classification	NOUN
cana-5217	100	12	task	task	NOUN
cana-5217	100	13	.	.	PUNCT
cana-5217	101	1	•	•	NUM
cana-5217	101	2	multi	multi	ADJ
cana-5217	101	3	-	-	ADJ
cana-5217	101	4	class	class	ADJ
cana-5217	101	5	classification	classification	NOUN
cana-5217	101	6	:	:	PUNCT
cana-5217	101	7	the	the	DET
cana-5217	101	8	system	system	NOUN
cana-5217	101	9	classifies	classify	VERB
cana-5217	101	10	the	the	DET
cana-5217	101	11	x	x	NOUN
cana-5217	101	12	-	-	NOUN
cana-5217	101	13	ray	ray	NOUN
cana-5217	101	14	images	image	NOUN
cana-5217	101	15	into	into	ADP
cana-5217	101	16	one	one	NUM
cana-5217	101	17	of	of	ADP
cana-5217	101	18	several	several	ADJ
cana-5217	101	19	categories	category	NOUN
cana-5217	101	20	:	:	PUNCT
cana-5217	101	21	viral	viral	ADJ
cana-5217	101	22	pneumonia	pneumonia	NOUN
cana-5217	101	23	,	,	PUNCT
cana-5217	101	24	bacterial	bacterial	ADJ
cana-5217	101	25	pneumonia	pneumonia	NOUN
cana-5217	101	26	,	,	PUNCT
cana-5217	101	27	covid-19	covid-19	PROPN
cana-5217	101	28	,	,	PUNCT
cana-5217	101	29	tuberculosis	tuberculosis	NOUN
cana-5217	101	30	,	,	PUNCT
cana-5217	101	31	or	or	CCONJ
cana-5217	101	32	normal	normal	ADJ
cana-5217	101	33	.	.	PUNCT
cana-5217	102	1	a	a	DET
cana-5217	102	2	softmax	softmax	NOUN
cana-5217	102	3	activation	activation	NOUN
cana-5217	102	4	function	function	NOUN
cana-5217	102	5	is	be	AUX
cana-5217	102	6	typically	typically	ADV
cana-5217	102	7	used	use	VERB
cana-5217	102	8	at	at	ADP
cana-5217	102	9	the	the	DET
cana-5217	102	10	output	output	NOUN
cana-5217	102	11	layer	layer	NOUN
cana-5217	102	12	to	to	PART
cana-5217	102	13	provide	provide	VERB
cana-5217	102	14	probability	probability	NOUN
cana-5217	102	15	scores	score	NOUN
cana-5217	102	16	for	for	ADP
cana-5217	102	17	each	each	DET
cana-5217	102	18	class	class	NOUN
cana-5217	102	19	.	.	PUNCT
cana-5217	103	1	the	the	DET
cana-5217	103	2	model	model	NOUN
cana-5217	103	3	outputs	output	VERB
cana-5217	103	4	the	the	DET
cana-5217	103	5	class	class	NOUN
cana-5217	103	6	with	with	ADP
cana-5217	103	7	the	the	DET
cana-5217	103	8	highest	high	ADJ
cana-5217	103	9	probability	probability	NOUN
cana-5217	103	10	,	,	PUNCT
cana-5217	103	11	indicating	indicate	VERB
cana-5217	103	12	the	the	DET
cana-5217	103	13	predicted	predict	VERB
cana-5217	103	14	lung	lung	NOUN
cana-5217	103	15	condition	condition	NOUN
cana-5217	103	16	.	.	PUNCT
cana-5217	104	1	the	the	DET
cana-5217	104	2	classification	classification	NOUN
cana-5217	104	3	phase	phase	NOUN
cana-5217	104	4	utilizes	utilize	VERB
cana-5217	104	5	a	a	DET
cana-5217	104	6	multi	multi	ADJ
cana-5217	104	7	-	-	ADJ
cana-5217	104	8	class	class	ADJ
cana-5217	104	9	loss	loss	NOUN
cana-5217	104	10	function	function	NOUN
cana-5217	104	11	,	,	PUNCT
cana-5217	104	12	such	such	ADJ
cana-5217	104	13	as	as	ADP
cana-5217	104	14	categorical	categorical	ADJ
cana-5217	104	15	cross	cross	NOUN
cana-5217	104	16	-	-	NOUN
cana-5217	104	17	entropy	entropy	NOUN
cana-5217	104	18	,	,	PUNCT
cana-5217	104	19	which	which	PRON
cana-5217	104	20	allows	allow	VERB
cana-5217	104	21	the	the	DET
cana-5217	104	22	model	model	NOUN
cana-5217	104	23	to	to	PART
cana-5217	104	24	optimize	optimize	VERB
cana-5217	104	25	its	its	PRON
cana-5217	104	26	weights	weight	NOUN
cana-5217	104	27	for	for	ADP
cana-5217	104	28	accurate	accurate	ADJ
cana-5217	104	29	class	class	NOUN
cana-5217	104	30	predictions	prediction	NOUN
cana-5217	104	31	.	.	PUNCT
cana-5217	105	1	additionally	additionally	ADV
cana-5217	105	2	,	,	PUNCT
cana-5217	105	3	the	the	DET
cana-5217	105	4	system	system	NOUN
cana-5217	105	5	may	may	AUX
cana-5217	105	6	be	be	AUX
cana-5217	105	7	trained	train	VERB
cana-5217	105	8	using	use	VERB
cana-5217	105	9	a	a	DET
cana-5217	105	10	combination	combination	NOUN
cana-5217	105	11	of	of	ADP
cana-5217	105	12	labeled	label	VERB
cana-5217	105	13	datasets	dataset	NOUN
cana-5217	105	14	to	to	PART
cana-5217	105	15	improve	improve	VERB
cana-5217	105	16	accuracy	accuracy	NOUN
cana-5217	105	17	and	and	CCONJ
cana-5217	105	18	reduce	reduce	VERB
cana-5217	105	19	class	class	NOUN
cana-5217	105	20	imbalance	imbalance	NOUN
cana-5217	105	21	.	.	PUNCT
cana-5217	106	1	4	4	X
cana-5217	106	2	.	.	X
cana-5217	106	3	explainability	explainability	NOUN
cana-5217	106	4	and	and	CCONJ
cana-5217	106	5	visualization	visualization	NOUN
cana-5217	106	6	tools	tool	NOUN
cana-5217	106	7	one	one	NUM
cana-5217	106	8	of	of	ADP
cana-5217	106	9	the	the	DET
cana-5217	106	10	key	key	ADJ
cana-5217	106	11	features	feature	NOUN
cana-5217	106	12	of	of	ADP
cana-5217	106	13	the	the	DET
cana-5217	106	14	proposed	propose	VERB
cana-5217	106	15	system	system	NOUN
cana-5217	106	16	is	be	AUX
cana-5217	106	17	its	its	PRON
cana-5217	106	18	integration	integration	NOUN
cana-5217	106	19	of	of	ADP
cana-5217	106	20	explainability	explainability	NOUN
cana-5217	106	21	methods	method	NOUN
cana-5217	106	22	,	,	PUNCT
cana-5217	106	23	which	which	PRON
cana-5217	106	24	help	help	VERB
cana-5217	106	25	clinicians	clinician	NOUN
cana-5217	106	26	interpret	interpret	VERB
cana-5217	106	27	the	the	DET
cana-5217	106	28	model	model	NOUN
cana-5217	106	29	's	's	PART
cana-5217	106	30	decisions	decision	NOUN
cana-5217	106	31	.	.	PUNCT
cana-5217	107	1	given	give	VERB
cana-5217	107	2	that	that	SCONJ
cana-5217	107	3	medical	medical	ADJ
cana-5217	107	4	professionals	professional	NOUN
cana-5217	107	5	rely	rely	VERB
cana-5217	107	6	heavily	heavily	ADV
cana-5217	107	7	on	on	ADP
cana-5217	107	8	the	the	DET
cana-5217	107	9	reasoning	reasoning	NOUN
cana-5217	107	10	behind	behind	ADP
cana-5217	107	11	diagnosis	diagnosis	NOUN
cana-5217	107	12	,	,	PUNCT
cana-5217	107	13	the	the	DET
cana-5217	107	14	system	system	NOUN
cana-5217	107	15	incorporates	incorporate	VERB
cana-5217	107	16	tools	tool	NOUN
cana-5217	107	17	such	such	ADJ
cana-5217	107	18	as	as	ADP
cana-5217	107	19	:	:	PUNCT
cana-5217	107	20	•	•	NOUN
cana-5217	107	21	grad	grad	NOUN
cana-5217	107	22	-	-	PUNCT
cana-5217	107	23	cam	cam	NOUN
cana-5217	107	24	(	(	PUNCT
cana-5217	107	25	gradient	gradient	NOUN
cana-5217	107	26	-	-	PUNCT
cana-5217	107	27	weighted	weight	VERB
cana-5217	107	28	class	class	NOUN
cana-5217	107	29	activation	activation	NOUN
cana-5217	107	30	mapping	mapping	NOUN
cana-5217	107	31	):	):	PUNCT
cana-5217	107	32	grad	grad	NOUN
cana-5217	107	33	-	-	PUNCT
cana-5217	107	34	cam	cam	PROPN
cana-5217	107	35	is	be	AUX
cana-5217	107	36	used	use	VERB
cana-5217	107	37	to	to	PART
cana-5217	107	38	visualize	visualize	VERB
cana-5217	107	39	the	the	DET
cana-5217	107	40	areas	area	NOUN
cana-5217	107	41	of	of	ADP
cana-5217	107	42	the	the	DET
cana-5217	107	43	chest	chest	NOUN
cana-5217	107	44	x	x	NOUN
cana-5217	107	45	-	-	NOUN
cana-5217	107	46	ray	ray	NOUN
cana-5217	107	47	image	image	NOUN
cana-5217	107	48	that	that	PRON
cana-5217	107	49	contributed	contribute	VERB
cana-5217	107	50	most	most	ADV
cana-5217	107	51	significantly	significantly	ADV
cana-5217	107	52	to	to	ADP
cana-5217	107	53	the	the	DET
cana-5217	107	54	model	model	NOUN
cana-5217	107	55	's	's	PART
cana-5217	107	56	decision	decision	NOUN
cana-5217	107	57	.	.	PUNCT
cana-5217	108	1	by	by	ADP
cana-5217	108	2	highlighting	highlight	VERB
cana-5217	108	3	the	the	DET
cana-5217	108	4	regions	region	NOUN
cana-5217	108	5	of	of	ADP
cana-5217	108	6	interest	interest	NOUN
cana-5217	108	7	,	,	PUNCT
cana-5217	108	8	grad	grad	NOUN
cana-5217	108	9	-	-	PUNCT
cana-5217	108	10	cam	cam	NOUN
cana-5217	108	11	helps	help	VERB
cana-5217	108	12	clinicians	clinician	NOUN
cana-5217	108	13	understand	understand	VERB
cana-5217	108	14	which	which	PRON
cana-5217	108	15	parts	part	NOUN
cana-5217	108	16	of	of	ADP
cana-5217	108	17	the	the	DET
cana-5217	108	18	image	image	NOUN
cana-5217	108	19	(	(	PUNCT
cana-5217	108	20	e.g.	e.g.	ADV
cana-5217	108	21	,	,	PUNCT
cana-5217	108	22	lungs	lung	NOUN
cana-5217	108	23	,	,	PUNCT
cana-5217	108	24	heart	heart	NOUN
cana-5217	108	25	,	,	PUNCT
cana-5217	108	26	or	or	CCONJ
cana-5217	108	27	surrounding	surround	VERB
cana-5217	108	28	structures	structure	NOUN
cana-5217	108	29	)	)	PUNCT
cana-5217	108	30	were	be	AUX
cana-5217	108	31	most	most	ADV
cana-5217	108	32	important	important	ADJ
cana-5217	108	33	in	in	ADP
cana-5217	108	34	detecting	detect	VERB
cana-5217	108	35	specific	specific	ADJ
cana-5217	108	36	infections	infection	NOUN
cana-5217	108	37	.	.	PUNCT
cana-5217	109	1	•	•	NUM
cana-5217	109	2	shap	shap	NOUN
cana-5217	109	3	(	(	PUNCT
cana-5217	109	4	shapley	shapley	NOUN
cana-5217	109	5	additive	additive	ADJ
cana-5217	109	6	explanations	explanation	NOUN
cana-5217	109	7	):	):	PUNCT
cana-5217	109	8	shap	shap	NOUN
cana-5217	109	9	values	value	NOUN
cana-5217	109	10	are	be	AUX
cana-5217	109	11	calculated	calculate	VERB
cana-5217	109	12	to	to	PART
cana-5217	109	13	explain	explain	VERB
cana-5217	109	14	the	the	DET
cana-5217	109	15	contribution	contribution	NOUN
cana-5217	109	16	of	of	ADP
cana-5217	109	17	each	each	DET
cana-5217	109	18	feature	feature	NOUN
cana-5217	109	19	to	to	ADP
cana-5217	109	20	the	the	DET
cana-5217	109	21	final	final	ADJ
cana-5217	109	22	decision	decision	NOUN
cana-5217	109	23	,	,	PUNCT
cana-5217	109	24	allowing	allow	VERB
cana-5217	109	25	for	for	ADP
cana-5217	109	26	more	more	ADV
cana-5217	109	27	granular	granular	ADJ
cana-5217	109	28	understanding	understanding	NOUN
cana-5217	109	29	of	of	ADP
cana-5217	109	30	the	the	DET
cana-5217	109	31	model	model	NOUN
cana-5217	109	32	’s	’s	PART
cana-5217	109	33	predictions	prediction	NOUN
cana-5217	109	34	.	.	PUNCT
cana-5217	110	1	by	by	ADP
cana-5217	110	2	interpreting	interpret	VERB
cana-5217	110	3	the	the	DET
cana-5217	110	4	model	model	NOUN
cana-5217	110	5	's	's	PART
cana-5217	110	6	output	output	NOUN
cana-5217	110	7	in	in	ADP
cana-5217	110	8	terms	term	NOUN
cana-5217	110	9	of	of	ADP
cana-5217	110	10	individual	individual	ADJ
cana-5217	110	11	pixel	pixel	NOUN
cana-5217	110	12	or	or	CCONJ
cana-5217	110	13	feature	feature	NOUN
cana-5217	110	14	importance	importance	NOUN
cana-5217	110	15	,	,	PUNCT
cana-5217	110	16	shap	shap	PROPN
cana-5217	110	17	provides	provide	VERB
cana-5217	110	18	transparency	transparency	NOUN
cana-5217	110	19	to	to	ADP
cana-5217	110	20	the	the	DET
cana-5217	110	21	decision	decision	NOUN
cana-5217	110	22	-	-	PUNCT
cana-5217	110	23	making	make	VERB
cana-5217	110	24	process	process	NOUN
cana-5217	110	25	.	.	PUNCT
cana-5217	111	1	these	these	DET
cana-5217	111	2	explainability	explainability	NOUN
cana-5217	111	3	features	feature	NOUN
cana-5217	111	4	are	be	AUX
cana-5217	111	5	crucial	crucial	ADJ
cana-5217	111	6	for	for	ADP
cana-5217	111	7	gaining	gain	VERB
cana-5217	111	8	the	the	DET
cana-5217	111	9	trust	trust	NOUN
cana-5217	111	10	of	of	ADP
cana-5217	111	11	medical	medical	ADJ
cana-5217	111	12	professionals	professional	NOUN
cana-5217	111	13	and	and	CCONJ
cana-5217	111	14	ensuring	ensure	VERB
cana-5217	111	15	that	that	SCONJ
cana-5217	111	16	the	the	DET
cana-5217	111	17	system	system	NOUN
cana-5217	111	18	’s	’s	PART
cana-5217	111	19	predictions	prediction	NOUN
cana-5217	111	20	are	be	AUX
cana-5217	111	21	both	both	ADV
cana-5217	111	22	understandable	understandable	ADJ
cana-5217	111	23	and	and	CCONJ
cana-5217	111	24	actionable	actionable	ADJ
cana-5217	111	25	.	.	PUNCT
cana-5217	112	1	communications	communication	NOUN
cana-5217	112	2	on	on	ADP
cana-5217	112	3	applied	apply	VERB
cana-5217	112	4	nonlinear	nonlinear	ADJ
cana-5217	112	5	analysis	analysis	NOUN
cana-5217	112	6	issn	issn	NOUN
cana-5217	112	7	:	:	PUNCT
cana-5217	112	8	1074	1074	NUM
cana-5217	112	9	-	-	PUNCT
cana-5217	112	10	133x	133x	NUM
cana-5217	112	11	vol	vol	VERB
cana-5217	112	12	32	32	NUM
cana-5217	112	13	no	no	NOUN
cana-5217	112	14	.	.	PUNCT
cana-5217	113	1	10s	10	NOUN
cana-5217	113	2	(	(	PUNCT
cana-5217	113	3	2025	2025	NUM
cana-5217	113	4	)	)	PUNCT
cana-5217	113	5	1182	1182	NUM
cana-5217	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	113	7	5	5	X
cana-5217	113	8	.	.	PUNCT
cana-5217	113	9	real	real	ADJ
cana-5217	113	10	-	-	PUNCT
cana-5217	113	11	time	time	NOUN
cana-5217	113	12	deployment	deployment	NOUN
cana-5217	113	13	and	and	CCONJ
cana-5217	113	14	integration	integration	NOUN
cana-5217	113	15	the	the	DET
cana-5217	113	16	system	system	NOUN
cana-5217	113	17	is	be	AUX
cana-5217	113	18	designed	design	VERB
cana-5217	113	19	for	for	ADP
cana-5217	113	20	real	real	ADJ
cana-5217	113	21	-	-	PUNCT
cana-5217	113	22	time	time	NOUN
cana-5217	113	23	deployment	deployment	NOUN
cana-5217	113	24	in	in	ADP
cana-5217	113	25	clinical	clinical	ADJ
cana-5217	113	26	settings	setting	NOUN
cana-5217	113	27	.	.	PUNCT
cana-5217	114	1	the	the	DET
cana-5217	114	2	proposed	propose	VERB
cana-5217	114	3	system	system	NOUN
cana-5217	114	4	can	can	AUX
cana-5217	114	5	be	be	AUX
cana-5217	114	6	integrated	integrate	VERB
cana-5217	114	7	with	with	ADP
cana-5217	114	8	hospital	hospital	NOUN
cana-5217	114	9	information	information	NOUN
cana-5217	114	10	systems	system	NOUN
cana-5217	114	11	(	(	PUNCT
cana-5217	114	12	his	his	PRON
cana-5217	114	13	)	)	PUNCT
cana-5217	114	14	or	or	CCONJ
cana-5217	114	15	picture	picture	NOUN
cana-5217	114	16	archiving	archive	VERB
cana-5217	114	17	and	and	CCONJ
cana-5217	114	18	communication	communication	NOUN
cana-5217	114	19	systems	system	NOUN
cana-5217	114	20	(	(	PUNCT
cana-5217	114	21	pacs	pac	NOUN
cana-5217	114	22	)	)	PUNCT
cana-5217	114	23	,	,	PUNCT
cana-5217	114	24	enabling	enable	VERB
cana-5217	114	25	seamless	seamless	ADJ
cana-5217	114	26	data	datum	NOUN
cana-5217	114	27	flow	flow	NOUN
cana-5217	114	28	between	between	ADP
cana-5217	114	29	the	the	DET
cana-5217	114	30	system	system	NOUN
cana-5217	114	31	and	and	CCONJ
cana-5217	114	32	other	other	ADJ
cana-5217	114	33	healthcare	healthcare	NOUN
cana-5217	114	34	management	management	NOUN
cana-5217	114	35	tools	tool	NOUN
cana-5217	114	36	.	.	PUNCT
cana-5217	115	1	real	real	ADJ
cana-5217	115	2	-	-	PUNCT
cana-5217	115	3	time	time	NOUN
cana-5217	115	4	detection	detection	NOUN
cana-5217	115	5	allows	allow	VERB
cana-5217	115	6	medical	medical	ADJ
cana-5217	115	7	professionals	professional	NOUN
cana-5217	115	8	to	to	PART
cana-5217	115	9	receive	receive	VERB
cana-5217	115	10	instant	instant	ADJ
cana-5217	115	11	diagnostic	diagnostic	ADJ
cana-5217	115	12	results	result	NOUN
cana-5217	115	13	,	,	PUNCT
cana-5217	115	14	facilitating	facilitate	VERB
cana-5217	115	15	quicker	quick	ADJ
cana-5217	115	16	treatment	treatment	NOUN
cana-5217	115	17	decisions	decision	NOUN
cana-5217	115	18	.	.	PUNCT
cana-5217	116	1	for	for	ADP
cana-5217	116	2	deployment	deployment	NOUN
cana-5217	116	3	,	,	PUNCT
cana-5217	116	4	two	two	NUM
cana-5217	116	5	primary	primary	ADJ
cana-5217	116	6	options	option	NOUN
cana-5217	116	7	are	be	AUX
cana-5217	116	8	considered	consider	VERB
cana-5217	116	9	:	:	PUNCT
cana-5217	116	10	•	•	NUM
cana-5217	116	11	edge	edge	NOUN
cana-5217	116	12	computing	computing	NOUN
cana-5217	116	13	:	:	PUNCT
cana-5217	116	14	in	in	ADP
cana-5217	116	15	resource	resource	NOUN
cana-5217	116	16	-	-	PUNCT
cana-5217	116	17	constrained	constrain	VERB
cana-5217	116	18	environments	environment	NOUN
cana-5217	116	19	,	,	PUNCT
cana-5217	116	20	the	the	DET
cana-5217	116	21	system	system	NOUN
cana-5217	116	22	can	can	AUX
cana-5217	116	23	be	be	AUX
cana-5217	116	24	deployed	deploy	VERB
cana-5217	116	25	on	on	ADP
cana-5217	116	26	local	local	ADJ
cana-5217	116	27	edge	edge	NOUN
cana-5217	116	28	devices	device	NOUN
cana-5217	116	29	,	,	PUNCT
cana-5217	116	30	such	such	ADJ
cana-5217	116	31	as	as	ADP
cana-5217	116	32	low	low	ADJ
cana-5217	116	33	-	-	PUNCT
cana-5217	116	34	cost	cost	NOUN
cana-5217	116	35	gpu	gpu	NOUN
cana-5217	116	36	-	-	PUNCT
cana-5217	116	37	powered	power	VERB
cana-5217	116	38	workstations	workstation	NOUN
cana-5217	116	39	or	or	CCONJ
cana-5217	116	40	medical	medical	ADJ
cana-5217	116	41	imaging	imaging	NOUN
cana-5217	116	42	devices	device	NOUN
cana-5217	116	43	.	.	PUNCT
cana-5217	117	1	this	this	DET
cana-5217	117	2	approach	approach	NOUN
cana-5217	117	3	minimizes	minimize	VERB
cana-5217	117	4	latency	latency	NOUN
cana-5217	117	5	by	by	ADP
cana-5217	117	6	allowing	allow	VERB
cana-5217	117	7	the	the	DET
cana-5217	117	8	model	model	NOUN
cana-5217	117	9	to	to	PART
cana-5217	117	10	perform	perform	VERB
cana-5217	117	11	inference	inference	NOUN
cana-5217	117	12	directly	directly	ADV
cana-5217	117	13	on	on	ADP
cana-5217	117	14	the	the	DET
cana-5217	117	15	device	device	NOUN
cana-5217	117	16	,	,	PUNCT
cana-5217	117	17	reducing	reduce	VERB
cana-5217	117	18	the	the	DET
cana-5217	117	19	dependency	dependency	NOUN
cana-5217	117	20	on	on	ADP
cana-5217	117	21	cloud	cloud	NOUN
cana-5217	117	22	infrastructure	infrastructure	NOUN
cana-5217	117	23	.	.	PUNCT
cana-5217	118	1	•	•	NUM
cana-5217	118	2	cloud	cloud	NOUN
cana-5217	118	3	-	-	PUNCT
cana-5217	118	4	based	base	VERB
cana-5217	118	5	deployment	deployment	NOUN
cana-5217	118	6	:	:	PUNCT
cana-5217	118	7	for	for	ADP
cana-5217	118	8	hospitals	hospital	NOUN
cana-5217	118	9	with	with	ADP
cana-5217	118	10	robust	robust	ADJ
cana-5217	118	11	it	it	PRON
cana-5217	118	12	infrastructure	infrastructure	NOUN
cana-5217	118	13	,	,	PUNCT
cana-5217	118	14	the	the	DET
cana-5217	118	15	model	model	NOUN
cana-5217	118	16	can	can	AUX
cana-5217	118	17	be	be	AUX
cana-5217	118	18	deployed	deploy	VERB
cana-5217	118	19	as	as	ADP
cana-5217	118	20	a	a	DET
cana-5217	118	21	cloud	cloud	NOUN
cana-5217	118	22	service	service	NOUN
cana-5217	118	23	,	,	PUNCT
cana-5217	118	24	offering	offer	VERB
cana-5217	118	25	scalable	scalable	ADJ
cana-5217	118	26	solutions	solution	NOUN
cana-5217	118	27	to	to	PART
cana-5217	118	28	process	process	VERB
cana-5217	118	29	large	large	ADJ
cana-5217	118	30	volumes	volume	NOUN
cana-5217	118	31	of	of	ADP
cana-5217	118	32	medical	medical	ADJ
cana-5217	118	33	images	image	NOUN
cana-5217	118	34	.	.	PUNCT
cana-5217	119	1	this	this	DET
cana-5217	119	2	approach	approach	NOUN
cana-5217	119	3	allows	allow	VERB
cana-5217	119	4	for	for	ADP
cana-5217	119	5	easy	easy	ADJ
cana-5217	119	6	updates	update	NOUN
cana-5217	119	7	to	to	ADP
cana-5217	119	8	the	the	DET
cana-5217	119	9	model	model	NOUN
cana-5217	119	10	and	and	CCONJ
cana-5217	119	11	enables	enable	VERB
cana-5217	119	12	remote	remote	ADJ
cana-5217	119	13	access	access	NOUN
cana-5217	119	14	for	for	ADP
cana-5217	119	15	healthcare	healthcare	NOUN
cana-5217	119	16	providers	provider	NOUN
cana-5217	119	17	in	in	ADP
cana-5217	119	18	different	different	ADJ
cana-5217	119	19	locations	location	NOUN
cana-5217	119	20	.	.	PUNCT
cana-5217	120	1	6	6	NUM
cana-5217	120	2	.	.	X
cana-5217	120	3	evaluation	evaluation	NOUN
cana-5217	120	4	and	and	CCONJ
cana-5217	120	5	performance	performance	NOUN
cana-5217	120	6	metrics	metric	NOUN
cana-5217	120	7	the	the	DET
cana-5217	120	8	performance	performance	NOUN
cana-5217	120	9	of	of	ADP
cana-5217	120	10	the	the	DET
cana-5217	120	11	proposed	propose	VERB
cana-5217	120	12	system	system	NOUN
cana-5217	120	13	is	be	AUX
cana-5217	120	14	evaluated	evaluate	VERB
cana-5217	120	15	using	use	VERB
cana-5217	120	16	several	several	ADJ
cana-5217	120	17	key	key	ADJ
cana-5217	120	18	metrics	metric	NOUN
cana-5217	120	19	:	:	PUNCT
cana-5217	120	20	•	•	NUM
cana-5217	120	21	accuracy	accuracy	NOUN
cana-5217	120	22	:	:	PUNCT
cana-5217	120	23	the	the	DET
cana-5217	120	24	overall	overall	ADJ
cana-5217	120	25	accuracy	accuracy	NOUN
cana-5217	120	26	of	of	ADP
cana-5217	120	27	the	the	DET
cana-5217	120	28	system	system	NOUN
cana-5217	120	29	in	in	ADP
cana-5217	120	30	classifying	classify	VERB
cana-5217	120	31	lung	lung	NOUN
cana-5217	120	32	infections	infection	NOUN
cana-5217	120	33	is	be	AUX
cana-5217	120	34	computed	compute	VERB
cana-5217	120	35	by	by	ADP
cana-5217	120	36	comparing	compare	VERB
cana-5217	120	37	the	the	DET
cana-5217	120	38	model	model	NOUN
cana-5217	120	39	’s	’s	PART
cana-5217	120	40	predictions	prediction	NOUN
cana-5217	120	41	to	to	ADP
cana-5217	120	42	the	the	DET
cana-5217	120	43	ground	ground	NOUN
cana-5217	120	44	truth	truth	NOUN
cana-5217	120	45	labels	label	NOUN
cana-5217	120	46	in	in	ADP
cana-5217	120	47	the	the	DET
cana-5217	120	48	test	test	NOUN
cana-5217	120	49	dataset	dataset	VERB
cana-5217	120	50	.	.	PUNCT
cana-5217	121	1	•	•	NUM
cana-5217	121	2	precision	precision	NOUN
cana-5217	121	3	,	,	PUNCT
cana-5217	121	4	recall	recall	NOUN
cana-5217	121	5	,	,	PUNCT
cana-5217	121	6	and	and	CCONJ
cana-5217	121	7	f1	f1	NOUN
cana-5217	121	8	-	-	PUNCT
cana-5217	121	9	score	score	NOUN
cana-5217	121	10	:	:	PUNCT
cana-5217	121	11	precision	precision	NOUN
cana-5217	121	12	and	and	CCONJ
cana-5217	121	13	recall	recall	NOUN
cana-5217	121	14	are	be	AUX
cana-5217	121	15	calculated	calculate	VERB
cana-5217	121	16	for	for	SCONJ
cana-5217	121	17	each	each	DET
cana-5217	121	18	class	class	NOUN
cana-5217	121	19	to	to	PART
cana-5217	121	20	measure	measure	VERB
cana-5217	121	21	how	how	SCONJ
cana-5217	121	22	well	well	ADV
cana-5217	121	23	the	the	DET
cana-5217	121	24	model	model	NOUN
cana-5217	121	25	distinguishes	distinguish	VERB
cana-5217	121	26	between	between	ADP
cana-5217	121	27	different	different	ADJ
cana-5217	121	28	types	type	NOUN
cana-5217	121	29	of	of	ADP
cana-5217	121	30	lung	lung	NOUN
cana-5217	121	31	infections	infection	NOUN
cana-5217	121	32	and	and	CCONJ
cana-5217	121	33	minimizes	minimize	VERB
cana-5217	121	34	false	false	ADJ
cana-5217	121	35	positives	positive	NOUN
cana-5217	121	36	or	or	CCONJ
cana-5217	121	37	false	false	ADJ
cana-5217	121	38	negatives	negative	NOUN
cana-5217	121	39	.	.	PUNCT
cana-5217	122	1	the	the	DET
cana-5217	122	2	f1	f1	NOUN
cana-5217	122	3	-	-	PUNCT
cana-5217	122	4	score	score	NOUN
cana-5217	122	5	,	,	PUNCT
cana-5217	122	6	which	which	PRON
cana-5217	122	7	combines	combine	VERB
cana-5217	122	8	both	both	DET
cana-5217	122	9	precision	precision	NOUN
cana-5217	122	10	and	and	CCONJ
cana-5217	122	11	recall	recall	NOUN
cana-5217	122	12	,	,	PUNCT
cana-5217	122	13	provides	provide	VERB
cana-5217	122	14	a	a	DET
cana-5217	122	15	balanced	balanced	ADJ
cana-5217	122	16	measure	measure	NOUN
cana-5217	122	17	of	of	ADP
cana-5217	122	18	model	model	NOUN
cana-5217	122	19	performance	performance	NOUN
cana-5217	122	20	.	.	PUNCT
cana-5217	123	1	•	•	NUM
cana-5217	123	2	confusion	confusion	NOUN
cana-5217	123	3	matrix	matrix	NOUN
cana-5217	123	4	:	:	PUNCT
cana-5217	123	5	a	a	DET
cana-5217	123	6	confusion	confusion	NOUN
cana-5217	123	7	matrix	matrix	NOUN
cana-5217	123	8	is	be	AUX
cana-5217	123	9	used	use	VERB
cana-5217	123	10	to	to	PART
cana-5217	123	11	visualize	visualize	VERB
cana-5217	123	12	how	how	SCONJ
cana-5217	123	13	well	well	ADV
cana-5217	123	14	the	the	DET
cana-5217	123	15	model	model	NOUN
cana-5217	123	16	performs	perform	VERB
cana-5217	123	17	across	across	ADP
cana-5217	123	18	all	all	DET
cana-5217	123	19	classes	class	NOUN
cana-5217	123	20	and	and	CCONJ
cana-5217	123	21	identify	identify	VERB
cana-5217	123	22	potential	potential	ADJ
cana-5217	123	23	areas	area	NOUN
cana-5217	123	24	for	for	ADP
cana-5217	123	25	improvement	improvement	NOUN
cana-5217	123	26	.	.	PUNCT
cana-5217	124	1	•	•	NUM
cana-5217	124	2	auc	auc	NOUN
cana-5217	124	3	-	-	PUNCT
cana-5217	124	4	roc	roc	NOUN
cana-5217	124	5	curve	curve	NOUN
cana-5217	124	6	:	:	PUNCT
cana-5217	124	7	the	the	DET
cana-5217	124	8	area	area	NOUN
cana-5217	124	9	under	under	ADP
cana-5217	124	10	the	the	DET
cana-5217	124	11	receiver	receiver	NOUN
cana-5217	124	12	operating	operate	VERB
cana-5217	124	13	characteristic	characteristic	ADJ
cana-5217	124	14	curve	curve	NOUN
cana-5217	124	15	(	(	PUNCT
cana-5217	124	16	auc	auc	NOUN
cana-5217	124	17	-	-	PUNCT
cana-5217	124	18	roc	roc	NOUN
cana-5217	124	19	)	)	PUNCT
cana-5217	124	20	is	be	AUX
cana-5217	124	21	evaluated	evaluate	VERB
cana-5217	124	22	to	to	PART
cana-5217	124	23	understand	understand	VERB
cana-5217	124	24	the	the	DET
cana-5217	124	25	model	model	NOUN
cana-5217	124	26	’s	’s	PART
cana-5217	124	27	ability	ability	NOUN
cana-5217	124	28	to	to	PART
cana-5217	124	29	distinguish	distinguish	VERB
cana-5217	124	30	between	between	ADP
cana-5217	124	31	classes	class	NOUN
cana-5217	124	32	at	at	ADP
cana-5217	124	33	different	different	ADJ
cana-5217	124	34	thresholds	threshold	NOUN
cana-5217	124	35	.	.	PUNCT
cana-5217	125	1	by	by	ADP
cana-5217	125	2	integrating	integrate	VERB
cana-5217	125	3	these	these	DET
cana-5217	125	4	metrics	metric	NOUN
cana-5217	125	5	,	,	PUNCT
cana-5217	125	6	the	the	DET
cana-5217	125	7	proposed	propose	VERB
cana-5217	125	8	system	system	NOUN
cana-5217	125	9	ensures	ensure	VERB
cana-5217	125	10	comprehensive	comprehensive	ADJ
cana-5217	125	11	evaluation	evaluation	NOUN
cana-5217	125	12	and	and	CCONJ
cana-5217	125	13	continuous	continuous	ADJ
cana-5217	125	14	improvement	improvement	NOUN
cana-5217	125	15	in	in	ADP
cana-5217	125	16	performance	performance	NOUN
cana-5217	125	17	.	.	PUNCT
cana-5217	126	1	the	the	DET
cana-5217	126	2	proposed	propose	VERB
cana-5217	126	3	system	system	NOUN
cana-5217	126	4	aims	aim	VERB
cana-5217	126	5	to	to	PART
cana-5217	126	6	advance	advance	VERB
cana-5217	126	7	the	the	DET
cana-5217	126	8	detection	detection	NOUN
cana-5217	126	9	of	of	ADP
cana-5217	126	10	lung	lung	NOUN
cana-5217	126	11	infections	infection	NOUN
cana-5217	126	12	through	through	ADP
cana-5217	126	13	a	a	DET
cana-5217	126	14	state	state	NOUN
cana-5217	126	15	-	-	PUNCT
cana-5217	126	16	of	of	ADP
cana-5217	126	17	-	-	PUNCT
cana-5217	126	18	the	the	DET
cana-5217	126	19	-	-	PUNCT
cana-5217	126	20	art	art	NOUN
cana-5217	126	21	deep	deep	ADJ
cana-5217	126	22	learning	learning	NOUN
cana-5217	126	23	architecture	architecture	NOUN
cana-5217	126	24	.	.	PUNCT
cana-5217	127	1	by	by	ADP
cana-5217	127	2	combining	combine	VERB
cana-5217	127	3	efficient	efficient	ADJ
cana-5217	127	4	preprocessing	preprocessing	NOUN
cana-5217	127	5	,	,	PUNCT
cana-5217	127	6	feature	feature	NOUN
cana-5217	127	7	extraction	extraction	NOUN
cana-5217	127	8	using	use	VERB
cana-5217	127	9	cnns	cnn	NOUN
cana-5217	127	10	,	,	PUNCT
cana-5217	127	11	multiclass	multiclass	ADJ
cana-5217	127	12	classification	classification	NOUN
cana-5217	127	13	,	,	PUNCT
cana-5217	127	14	explainability	explainability	NOUN
cana-5217	127	15	tools	tool	NOUN
cana-5217	127	16	,	,	PUNCT
cana-5217	127	17	and	and	CCONJ
cana-5217	127	18	real	real	ADJ
cana-5217	127	19	-	-	PUNCT
cana-5217	127	20	time	time	NOUN
cana-5217	127	21	deployment	deployment	NOUN
cana-5217	127	22	,	,	PUNCT
cana-5217	127	23	the	the	DET
cana-5217	127	24	system	system	NOUN
cana-5217	127	25	not	not	PART
cana-5217	127	26	only	only	ADV
cana-5217	127	27	enhances	enhance	VERB
cana-5217	127	28	diagnostic	diagnostic	ADJ
cana-5217	127	29	accuracy	accuracy	NOUN
cana-5217	127	30	but	but	CCONJ
cana-5217	127	31	also	also	ADV
cana-5217	127	32	fosters	foster	VERB
cana-5217	127	33	trust	trust	NOUN
cana-5217	127	34	among	among	ADP
cana-5217	127	35	healthcare	healthcare	NOUN
cana-5217	127	36	professionals	professional	NOUN
cana-5217	127	37	.	.	PUNCT
cana-5217	128	1	this	this	DET
cana-5217	128	2	holistic	holistic	ADJ
cana-5217	128	3	approach	approach	NOUN
cana-5217	128	4	has	have	VERB
cana-5217	128	5	the	the	DET
cana-5217	128	6	potential	potential	NOUN
cana-5217	128	7	to	to	PART
cana-5217	128	8	revolutionize	revolutionize	VERB
cana-5217	128	9	the	the	DET
cana-5217	128	10	medical	medical	ADJ
cana-5217	128	11	imaging	imaging	NOUN
cana-5217	128	12	field	field	NOUN
cana-5217	128	13	,	,	PUNCT
cana-5217	128	14	particularly	particularly	ADV
cana-5217	128	15	in	in	ADP
cana-5217	128	16	resource	resource	NOUN
cana-5217	128	17	-	-	PUNCT
cana-5217	128	18	limited	limit	VERB
cana-5217	128	19	settings	setting	NOUN
cana-5217	128	20	,	,	PUNCT
cana-5217	128	21	and	and	CCONJ
cana-5217	128	22	improve	improve	VERB
cana-5217	128	23	patient	patient	ADJ
cana-5217	128	24	outcomes	outcome	NOUN
cana-5217	128	25	globally	globally	ADV
cana-5217	128	26	.	.	PUNCT
cana-5217	129	1	communications	communication	NOUN
cana-5217	129	2	on	on	ADP
cana-5217	129	3	applied	apply	VERB
cana-5217	129	4	nonlinear	nonlinear	ADJ
cana-5217	129	5	analysis	analysis	NOUN
cana-5217	129	6	issn	issn	NOUN
cana-5217	129	7	:	:	PUNCT
cana-5217	129	8	1074	1074	NUM
cana-5217	129	9	-	-	PUNCT
cana-5217	129	10	133x	133x	NUM
cana-5217	129	11	vol	vol	VERB
cana-5217	129	12	32	32	NUM
cana-5217	129	13	no	no	NOUN
cana-5217	129	14	.	.	PUNCT
cana-5217	130	1	10s	10	NOUN
cana-5217	130	2	(	(	PUNCT
cana-5217	130	3	2025	2025	NUM
cana-5217	130	4	)	)	PUNCT
cana-5217	130	5	1183	1183	NUM
cana-5217	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	130	7	datasets	dataset	NOUN
cana-5217	130	8	:	:	PUNCT
cana-5217	130	9	•	•	ADP
cana-5217	130	10	the	the	DET
cana-5217	130	11	dataset	dataset	NOUN
cana-5217	130	12	curated	curate	VERB
cana-5217	130	13	by	by	ADP
cana-5217	130	14	paul	paul	PROPN
cana-5217	130	15	mooney	mooney	PROPN
cana-5217	130	16	consists	consist	VERB
cana-5217	130	17	of	of	ADP
cana-5217	130	18	5,856	5,856	NUM
cana-5217	130	19	frontal	frontal	ADJ
cana-5217	130	20	chest	chest	NOUN
cana-5217	130	21	x	x	NOUN
cana-5217	130	22	-	-	NOUN
cana-5217	130	23	ray	ray	NOUN
cana-5217	130	24	images	image	NOUN
cana-5217	130	25	.	.	PUNCT
cana-5217	131	1	it	it	PRON
cana-5217	131	2	includes	include	VERB
cana-5217	131	3	1,583	1,583	NUM
cana-5217	131	4	images	image	NOUN
cana-5217	131	5	showing	show	VERB
cana-5217	131	6	healthy	healthy	ADJ
cana-5217	131	7	lungs	lung	NOUN
cana-5217	131	8	and	and	CCONJ
cana-5217	131	9	4,273	4,273	NUM
cana-5217	131	10	images	image	NOUN
cana-5217	131	11	with	with	ADP
cana-5217	131	12	indications	indication	NOUN
cana-5217	131	13	of	of	ADP
cana-5217	131	14	pneumonia	pneumonia	NOUN
cana-5217	131	15	.	.	PUNCT
cana-5217	132	1	•	•	NUM
cana-5217	132	2	the	the	DET
cana-5217	132	3	shenzhen	shenzhen	PROPN
cana-5217	132	4	dataset	dataset	PROPN
cana-5217	132	5	,	,	PUNCT
cana-5217	132	6	assembled	assemble	VERB
cana-5217	132	7	by	by	ADP
cana-5217	132	8	scott	scott	PROPN
cana-5217	132	9	mader	mader	PROPN
cana-5217	132	10	,	,	PUNCT
cana-5217	132	11	comprises	comprise	VERB
cana-5217	132	12	662	662	NUM
cana-5217	132	13	frontal	frontal	ADJ
cana-5217	132	14	x	x	ADJ
cana-5217	132	15	-	-	NOUN
cana-5217	132	16	ray	ray	NOUN
cana-5217	132	17	images	image	NOUN
cana-5217	132	18	.	.	PUNCT
cana-5217	133	1	of	of	ADP
cana-5217	133	2	these	these	PRON
cana-5217	133	3	,	,	PUNCT
cana-5217	133	4	326	326	NUM
cana-5217	133	5	images	image	NOUN
cana-5217	133	6	represent	represent	VERB
cana-5217	133	7	healthy	healthy	ADJ
cana-5217	133	8	lungs	lung	NOUN
cana-5217	133	9	,	,	PUNCT
cana-5217	133	10	while	while	SCONJ
cana-5217	133	11	336	336	NUM
cana-5217	133	12	images	image	NOUN
cana-5217	133	13	show	show	VERB
cana-5217	133	14	signs	sign	NOUN
cana-5217	133	15	of	of	ADP
cana-5217	133	16	tuberculosis	tuberculosis	NOUN
cana-5217	133	17	infection	infection	NOUN
cana-5217	133	18	.	.	PUNCT
cana-5217	134	1	•	•	NUM
cana-5217	134	2	mohamed	mohamed	PROPN
cana-5217	134	3	hany	hany	PROPN
cana-5217	134	4	's	's	PART
cana-5217	134	5	dataset	dataset	NOUN
cana-5217	134	6	includes	include	VERB
cana-5217	134	7	907	907	NUM
cana-5217	134	8	lung	lung	NOUN
cana-5217	134	9	ct	ct	PROPN
cana-5217	134	10	-	-	PUNCT
cana-5217	134	11	scan	scan	ADJ
cana-5217	134	12	images	image	NOUN
cana-5217	134	13	.	.	PUNCT
cana-5217	135	1	this	this	DET
cana-5217	135	2	dataset	dataset	NOUN
cana-5217	135	3	is	be	AUX
cana-5217	135	4	composed	compose	VERB
cana-5217	135	5	of	of	ADP
cana-5217	135	6	215	215	NUM
cana-5217	135	7	images	image	NOUN
cana-5217	135	8	with	with	ADP
cana-5217	135	9	no	no	DET
cana-5217	135	10	signs	sign	NOUN
cana-5217	135	11	of	of	ADP
cana-5217	135	12	cancer	cancer	NOUN
cana-5217	135	13	and	and	CCONJ
cana-5217	135	14	692	692	NUM
cana-5217	135	15	images	image	NOUN
cana-5217	135	16	of	of	ADP
cana-5217	135	17	patients	patient	NOUN
cana-5217	135	18	diagnosed	diagnose	VERB
cana-5217	135	19	with	with	ADP
cana-5217	135	20	various	various	ADJ
cana-5217	135	21	types	type	NOUN
cana-5217	135	22	of	of	ADP
cana-5217	135	23	lung	lung	NOUN
cana-5217	135	24	cancer	cancer	NOUN
cana-5217	135	25	,	,	PUNCT
cana-5217	135	26	such	such	ADJ
cana-5217	135	27	as	as	ADP
cana-5217	135	28	adenocarcinoma	adenocarcinoma	NOUN
cana-5217	135	29	,	,	PUNCT
cana-5217	135	30	squamous	squamous	ADJ
cana-5217	135	31	cell	cell	NOUN
cana-5217	135	32	carcinoma	carcinoma	NOUN
cana-5217	135	33	,	,	PUNCT
cana-5217	135	34	and	and	CCONJ
cana-5217	135	35	large	large	ADJ
cana-5217	135	36	cell	cell	NOUN
cana-5217	135	37	carcinoma	carcinoma	NOUN
cana-5217	135	38	.	.	PUNCT
cana-5217	136	1	v.	v.	ADP
cana-5217	136	2	result	result	NOUN
cana-5217	136	3	&	&	CCONJ
cana-5217	136	4	analysis	analysis	VERB
cana-5217	136	5	the	the	DET
cana-5217	136	6	results	result	NOUN
cana-5217	136	7	of	of	ADP
cana-5217	136	8	the	the	DET
cana-5217	136	9	proposed	propose	VERB
cana-5217	136	10	system	system	NOUN
cana-5217	136	11	demonstrate	demonstrate	VERB
cana-5217	136	12	its	its	PRON
cana-5217	136	13	effectiveness	effectiveness	NOUN
cana-5217	136	14	in	in	ADP
cana-5217	136	15	accurately	accurately	ADV
cana-5217	136	16	detecting	detect	VERB
cana-5217	136	17	and	and	CCONJ
cana-5217	136	18	classifying	classify	VERB
cana-5217	136	19	lung	lung	NOUN
cana-5217	136	20	infections	infection	NOUN
cana-5217	136	21	,	,	PUNCT
cana-5217	136	22	including	include	VERB
cana-5217	136	23	covid-19	covid-19	PROPN
cana-5217	136	24	,	,	PUNCT
cana-5217	136	25	pneumonia	pneumonia	NOUN
cana-5217	136	26	,	,	PUNCT
cana-5217	136	27	tuberculosis	tuberculosis	NOUN
cana-5217	136	28	,	,	PUNCT
cana-5217	136	29	and	and	CCONJ
cana-5217	136	30	cancer	cancer	NOUN
cana-5217	136	31	,	,	PUNCT
cana-5217	136	32	from	from	ADP
cana-5217	136	33	chest	chest	NOUN
cana-5217	136	34	xray	xray	NOUN
cana-5217	136	35	and	and	CCONJ
cana-5217	136	36	ct	ct	NUM
cana-5217	136	37	images	image	NOUN
cana-5217	136	38	.	.	PUNCT
cana-5217	137	1	by	by	ADP
cana-5217	137	2	leveraging	leverage	VERB
cana-5217	137	3	advanced	advanced	ADJ
cana-5217	137	4	deep	deep	ADJ
cana-5217	137	5	learning	learning	NOUN
cana-5217	137	6	architectures	architecture	NOUN
cana-5217	137	7	such	such	ADJ
cana-5217	137	8	as	as	ADP
cana-5217	137	9	pre	pre	ADJ
cana-5217	137	10	-	-	ADJ
cana-5217	137	11	trained	train	VERB
cana-5217	137	12	cnn	cnn	PROPN
cana-5217	137	13	models	model	NOUN
cana-5217	137	14	,	,	PUNCT
cana-5217	137	15	the	the	DET
cana-5217	137	16	system	system	NOUN
cana-5217	137	17	achieves	achieve	VERB
cana-5217	137	18	high	high	ADJ
cana-5217	137	19	precision	precision	NOUN
cana-5217	137	20	,	,	PUNCT
cana-5217	137	21	recall	recall	NOUN
cana-5217	137	22	,	,	PUNCT
cana-5217	137	23	and	and	CCONJ
cana-5217	137	24	f1	f1	NOUN
cana-5217	137	25	-	-	PUNCT
cana-5217	137	26	scores	score	NOUN
cana-5217	137	27	across	across	ADP
cana-5217	137	28	all	all	DET
cana-5217	137	29	categories	category	NOUN
cana-5217	137	30	,	,	PUNCT
cana-5217	137	31	ensuring	ensure	VERB
cana-5217	137	32	reliable	reliable	ADJ
cana-5217	137	33	diagnostic	diagnostic	ADJ
cana-5217	137	34	outcomes	outcome	NOUN
cana-5217	137	35	.	.	PUNCT
cana-5217	138	1	the	the	DET
cana-5217	138	2	incorporation	incorporation	NOUN
cana-5217	138	3	of	of	ADP
cana-5217	138	4	extensive	extensive	ADJ
cana-5217	138	5	preprocessing	preprocessing	NOUN
cana-5217	138	6	techniques	technique	NOUN
cana-5217	138	7	,	,	PUNCT
cana-5217	138	8	such	such	ADJ
cana-5217	138	9	as	as	ADP
cana-5217	138	10	noise	noise	NOUN
cana-5217	138	11	reduction	reduction	NOUN
cana-5217	138	12	and	and	CCONJ
cana-5217	138	13	normalization	normalization	NOUN
cana-5217	138	14	,	,	PUNCT
cana-5217	138	15	enhances	enhance	VERB
cana-5217	138	16	the	the	DET
cana-5217	138	17	quality	quality	NOUN
cana-5217	138	18	of	of	ADP
cana-5217	138	19	input	input	NOUN
cana-5217	138	20	images	image	NOUN
cana-5217	138	21	,	,	PUNCT
cana-5217	138	22	leading	lead	VERB
cana-5217	138	23	to	to	ADP
cana-5217	138	24	robust	robust	ADJ
cana-5217	138	25	feature	feature	NOUN
cana-5217	138	26	extraction	extraction	NOUN
cana-5217	138	27	.	.	PUNCT
cana-5217	139	1	the	the	DET
cana-5217	139	2	system	system	NOUN
cana-5217	139	3	's	's	PART
cana-5217	139	4	ability	ability	NOUN
cana-5217	139	5	to	to	PART
cana-5217	139	6	analyze	analyze	VERB
cana-5217	139	7	diverse	diverse	ADJ
cana-5217	139	8	datasets	dataset	NOUN
cana-5217	139	9	and	and	CCONJ
cana-5217	139	10	generalize	generalize	VERB
cana-5217	139	11	effectively	effectively	ADV
cana-5217	139	12	across	across	ADP
cana-5217	139	13	various	various	ADJ
cana-5217	139	14	demographics	demographic	NOUN
cana-5217	139	15	highlights	highlight	NOUN
cana-5217	139	16	its	its	PRON
cana-5217	139	17	scalability	scalability	NOUN
cana-5217	139	18	and	and	CCONJ
cana-5217	139	19	adaptability	adaptability	NOUN
cana-5217	139	20	to	to	ADP
cana-5217	139	21	real	real	ADJ
cana-5217	139	22	-	-	PUNCT
cana-5217	139	23	world	world	NOUN
cana-5217	139	24	scenarios	scenario	NOUN
cana-5217	139	25	.	.	PUNCT
cana-5217	140	1	additionally	additionally	ADV
cana-5217	140	2	,	,	PUNCT
cana-5217	140	3	the	the	DET
cana-5217	140	4	inclusion	inclusion	NOUN
cana-5217	140	5	of	of	ADP
cana-5217	140	6	explainability	explainability	NOUN
cana-5217	140	7	tools	tool	NOUN
cana-5217	140	8	like	like	ADP
cana-5217	140	9	grad	grad	NOUN
cana-5217	140	10	-	-	PUNCT
cana-5217	140	11	cam	cam	NOUN
cana-5217	140	12	enables	enable	VERB
cana-5217	140	13	medical	medical	ADJ
cana-5217	140	14	professionals	professional	NOUN
cana-5217	140	15	to	to	PART
cana-5217	140	16	interpret	interpret	VERB
cana-5217	140	17	the	the	DET
cana-5217	140	18	decision	decision	NOUN
cana-5217	140	19	-	-	PUNCT
cana-5217	140	20	making	make	VERB
cana-5217	140	21	process	process	NOUN
cana-5217	140	22	,	,	PUNCT
cana-5217	140	23	fostering	foster	VERB
cana-5217	140	24	trust	trust	NOUN
cana-5217	140	25	and	and	CCONJ
cana-5217	140	26	facilitating	facilitate	VERB
cana-5217	140	27	informed	inform	VERB
cana-5217	140	28	clinical	clinical	ADJ
cana-5217	140	29	decisions	decision	NOUN
cana-5217	140	30	.	.	PUNCT
cana-5217	141	1	with	with	ADP
cana-5217	141	2	real	real	ADJ
cana-5217	141	3	-	-	PUNCT
cana-5217	141	4	time	time	NOUN
cana-5217	141	5	integration	integration	NOUN
cana-5217	141	6	capabilities	capability	NOUN
cana-5217	141	7	and	and	CCONJ
cana-5217	141	8	high	high	ADJ
cana-5217	141	9	classification	classification	NOUN
cana-5217	141	10	accuracy	accuracy	NOUN
cana-5217	141	11	,	,	PUNCT
cana-5217	141	12	the	the	DET
cana-5217	141	13	system	system	NOUN
cana-5217	141	14	sets	set	VERB
cana-5217	141	15	a	a	DET
cana-5217	141	16	benchmark	benchmark	NOUN
cana-5217	141	17	for	for	ADP
cana-5217	141	18	leveraging	leverage	VERB
cana-5217	141	19	ai	ai	VERB
cana-5217	141	20	in	in	ADP
cana-5217	141	21	medical	medical	ADJ
cana-5217	141	22	imaging	imaging	NOUN
cana-5217	141	23	diagnostics	diagnostic	NOUN
cana-5217	141	24	,	,	PUNCT
cana-5217	141	25	significantly	significantly	ADV
cana-5217	141	26	contributing	contribute	VERB
cana-5217	141	27	to	to	ADP
cana-5217	141	28	improving	improve	VERB
cana-5217	141	29	patient	patient	ADJ
cana-5217	141	30	care	care	NOUN
cana-5217	141	31	and	and	CCONJ
cana-5217	141	32	early	early	ADJ
cana-5217	141	33	disease	disease	NOUN
cana-5217	141	34	detection	detection	NOUN
cana-5217	141	35	.	.	PUNCT
cana-5217	142	1	communications	communication	NOUN
cana-5217	142	2	on	on	ADP
cana-5217	142	3	applied	apply	VERB
cana-5217	142	4	nonlinear	nonlinear	ADJ
cana-5217	142	5	analysis	analysis	NOUN
cana-5217	142	6	issn	issn	NOUN
cana-5217	142	7	:	:	PUNCT
cana-5217	142	8	1074	1074	NUM
cana-5217	142	9	-	-	PUNCT
cana-5217	142	10	133x	133x	NUM
cana-5217	142	11	vol	vol	VERB
cana-5217	142	12	32	32	NUM
cana-5217	142	13	no	no	NOUN
cana-5217	142	14	.	.	PUNCT
cana-5217	143	1	10s	10	NOUN
cana-5217	143	2	(	(	PUNCT
cana-5217	143	3	2025	2025	NUM
cana-5217	143	4	)	)	PUNCT
cana-5217	143	5	1184	1184	NUM
cana-5217	143	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	143	7	fig.2	fig.2	PROPN
cana-5217	143	8	disease	disease	NOUN
cana-5217	143	9	prediction	prediction	VERB
cana-5217	143	10	fig.3	fig.3	PROPN
cana-5217	143	11	chart	chart	NOUN
cana-5217	143	12	showing	show	VERB
cana-5217	143	13	accuracy	accuracy	NOUN
cana-5217	143	14	vi	vi	NOUN
cana-5217	143	15	.	.	PROPN
cana-5217	143	16	advantages	advantage	NOUN
cana-5217	143	17	improved	improve	VERB
cana-5217	143	18	diagnostic	diagnostic	ADJ
cana-5217	143	19	accuracy	accuracy	NOUN
cana-5217	143	20	:	:	PUNCT
cana-5217	143	21	the	the	DET
cana-5217	143	22	system	system	NOUN
cana-5217	143	23	enhances	enhance	VERB
cana-5217	143	24	diagnostic	diagnostic	ADJ
cana-5217	143	25	precision	precision	NOUN
cana-5217	143	26	by	by	ADP
cana-5217	143	27	accurately	accurately	ADV
cana-5217	143	28	identifying	identify	VERB
cana-5217	143	29	various	various	ADJ
cana-5217	143	30	lung	lung	NOUN
cana-5217	143	31	infections	infection	NOUN
cana-5217	143	32	,	,	PUNCT
cana-5217	143	33	such	such	ADJ
cana-5217	143	34	as	as	ADP
cana-5217	143	35	pneumonia	pneumonia	NOUN
cana-5217	143	36	,	,	PUNCT
cana-5217	143	37	tuberculosis	tuberculosis	NOUN
cana-5217	143	38	,	,	PUNCT
cana-5217	143	39	and	and	CCONJ
cana-5217	143	40	lung	lung	NOUN
cana-5217	143	41	cancer	cancer	NOUN
cana-5217	143	42	.	.	PUNCT
cana-5217	144	1	time	time	NOUN
cana-5217	144	2	efficiency	efficiency	NOUN
cana-5217	144	3	:	:	PUNCT
cana-5217	144	4	it	it	PRON
cana-5217	144	5	reduces	reduce	VERB
cana-5217	144	6	diagnostic	diagnostic	ADJ
cana-5217	144	7	time	time	NOUN
cana-5217	144	8	,	,	PUNCT
cana-5217	144	9	enabling	enable	VERB
cana-5217	144	10	quicker	quick	ADJ
cana-5217	144	11	decision	decision	NOUN
cana-5217	144	12	-	-	PUNCT
cana-5217	144	13	making	making	NOUN
cana-5217	144	14	for	for	ADP
cana-5217	144	15	healthcare	healthcare	NOUN
cana-5217	144	16	professionals	professional	NOUN
cana-5217	144	17	,	,	PUNCT
cana-5217	144	18	especially	especially	ADV
cana-5217	144	19	in	in	ADP
cana-5217	144	20	busy	busy	ADJ
cana-5217	144	21	clinical	clinical	ADJ
cana-5217	144	22	environments	environment	NOUN
cana-5217	144	23	.	.	PUNCT
cana-5217	145	1	scalability	scalability	NOUN
cana-5217	145	2	:	:	PUNCT
cana-5217	145	3	the	the	DET
cana-5217	145	4	model	model	NOUN
cana-5217	145	5	can	can	AUX
cana-5217	145	6	be	be	AUX
cana-5217	145	7	deployed	deploy	VERB
cana-5217	145	8	in	in	ADP
cana-5217	145	9	diverse	diverse	ADJ
cana-5217	145	10	healthcare	healthcare	NOUN
cana-5217	145	11	settings	setting	NOUN
cana-5217	145	12	,	,	PUNCT
cana-5217	145	13	from	from	ADP
cana-5217	145	14	small	small	ADJ
cana-5217	145	15	clinics	clinic	NOUN
cana-5217	145	16	to	to	ADP
cana-5217	145	17	large	large	ADJ
cana-5217	145	18	hospitals	hospital	NOUN
cana-5217	145	19	,	,	PUNCT
cana-5217	145	20	facilitating	facilitate	VERB
cana-5217	145	21	widespread	widespread	ADJ
cana-5217	145	22	use	use	NOUN
cana-5217	145	23	.	.	PUNCT
cana-5217	146	1	explainability	explainability	NOUN
cana-5217	146	2	:	:	PUNCT
cana-5217	146	3	incorporates	incorporate	VERB
cana-5217	146	4	explainable	explainable	ADJ
cana-5217	146	5	ai	ai	ADJ
cana-5217	146	6	techniques	technique	NOUN
cana-5217	146	7	,	,	PUNCT
cana-5217	146	8	allowing	allow	VERB
cana-5217	146	9	healthcare	healthcare	NOUN
cana-5217	146	10	professionals	professional	NOUN
cana-5217	146	11	to	to	PART
cana-5217	146	12	interpret	interpret	VERB
cana-5217	146	13	and	and	CCONJ
cana-5217	146	14	trust	trust	VERB
cana-5217	146	15	the	the	DET
cana-5217	146	16	model	model	NOUN
cana-5217	146	17	's	's	PART
cana-5217	146	18	decisions	decision	NOUN
cana-5217	146	19	.	.	PUNCT
cana-5217	147	1	real	real	ADJ
cana-5217	147	2	-	-	PUNCT
cana-5217	147	3	time	time	NOUN
cana-5217	147	4	integration	integration	NOUN
cana-5217	147	5	:	:	PUNCT
cana-5217	147	6	the	the	DET
cana-5217	147	7	system	system	NOUN
cana-5217	147	8	can	can	AUX
cana-5217	147	9	be	be	AUX
cana-5217	147	10	integrated	integrate	VERB
cana-5217	147	11	into	into	ADP
cana-5217	147	12	hospital	hospital	NOUN
cana-5217	147	13	management	management	NOUN
cana-5217	147	14	systems	system	NOUN
cana-5217	147	15	for	for	ADP
cana-5217	147	16	realtime	realtime	ADJ
cana-5217	147	17	diagnostic	diagnostic	ADJ
cana-5217	147	18	support	support	NOUN
cana-5217	147	19	,	,	PUNCT
cana-5217	147	20	improving	improve	VERB
cana-5217	147	21	patient	patient	ADJ
cana-5217	147	22	outcomes	outcome	NOUN
cana-5217	147	23	.	.	PUNCT
cana-5217	148	1	communications	communication	NOUN
cana-5217	148	2	on	on	ADP
cana-5217	148	3	applied	apply	VERB
cana-5217	148	4	nonlinear	nonlinear	ADJ
cana-5217	148	5	analysis	analysis	NOUN
cana-5217	148	6	issn	issn	NOUN
cana-5217	148	7	:	:	PUNCT
cana-5217	148	8	1074	1074	NUM
cana-5217	148	9	-	-	PUNCT
cana-5217	148	10	133x	133x	NUM
cana-5217	148	11	vol	vol	VERB
cana-5217	148	12	32	32	NUM
cana-5217	148	13	no	no	NOUN
cana-5217	148	14	.	.	PUNCT
cana-5217	149	1	10s	10	NOUN
cana-5217	149	2	(	(	PUNCT
cana-5217	149	3	2025	2025	NUM
cana-5217	149	4	)	)	PUNCT
cana-5217	149	5	1185	1185	NUM
cana-5217	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	150	1	vii	vii	PROPN
cana-5217	150	2	.	.	PROPN
cana-5217	151	1	disadvantages	disadvantage	VERB
cana-5217	151	2	data	datum	NOUN
cana-5217	151	3	quality	quality	NOUN
cana-5217	151	4	dependency	dependency	NOUN
cana-5217	151	5	:	:	PUNCT
cana-5217	151	6	the	the	DET
cana-5217	151	7	system	system	NOUN
cana-5217	151	8	's	's	PART
cana-5217	151	9	performance	performance	NOUN
cana-5217	151	10	heavily	heavily	ADV
cana-5217	151	11	relies	rely	VERB
cana-5217	151	12	on	on	ADP
cana-5217	151	13	the	the	DET
cana-5217	151	14	quality	quality	NOUN
cana-5217	151	15	and	and	CCONJ
cana-5217	151	16	variety	variety	NOUN
cana-5217	151	17	of	of	ADP
cana-5217	151	18	the	the	DET
cana-5217	151	19	datasets	dataset	NOUN
cana-5217	151	20	,	,	PUNCT
cana-5217	151	21	making	make	VERB
cana-5217	151	22	it	it	PRON
cana-5217	151	23	susceptible	susceptible	ADJ
cana-5217	151	24	to	to	ADP
cana-5217	151	25	inaccuracies	inaccuracy	NOUN
cana-5217	151	26	if	if	SCONJ
cana-5217	151	27	the	the	DET
cana-5217	151	28	training	training	NOUN
cana-5217	151	29	data	data	NOUN
cana-5217	151	30	is	be	AUX
cana-5217	151	31	limited	limited	ADJ
cana-5217	151	32	or	or	CCONJ
cana-5217	151	33	noisy	noisy	ADJ
cana-5217	151	34	.	.	PUNCT
cana-5217	152	1	computational	computational	ADJ
cana-5217	152	2	requirements	requirement	NOUN
cana-5217	152	3	:	:	PUNCT
cana-5217	152	4	deep	deep	ADJ
cana-5217	152	5	learning	learning	NOUN
cana-5217	152	6	models	model	NOUN
cana-5217	152	7	,	,	PUNCT
cana-5217	152	8	particularly	particularly	ADV
cana-5217	152	9	cnns	cnns	ADJ
cana-5217	152	10	,	,	PUNCT
cana-5217	152	11	require	require	VERB
cana-5217	152	12	significant	significant	ADJ
cana-5217	152	13	computational	computational	ADJ
cana-5217	152	14	resources	resource	NOUN
cana-5217	152	15	,	,	PUNCT
cana-5217	152	16	which	which	PRON
cana-5217	152	17	may	may	AUX
cana-5217	152	18	limit	limit	VERB
cana-5217	152	19	accessibility	accessibility	NOUN
cana-5217	152	20	in	in	ADP
cana-5217	152	21	resource	resource	NOUN
cana-5217	152	22	-	-	PUNCT
cana-5217	152	23	constrained	constrain	VERB
cana-5217	152	24	environments	environment	NOUN
cana-5217	152	25	.	.	PUNCT
cana-5217	153	1	generalization	generalization	NOUN
cana-5217	153	2	challenges	challenge	NOUN
cana-5217	153	3	:	:	PUNCT
cana-5217	153	4	the	the	DET
cana-5217	153	5	model	model	NOUN
cana-5217	153	6	might	might	AUX
cana-5217	153	7	struggle	struggle	VERB
cana-5217	153	8	to	to	PART
cana-5217	153	9	generalize	generalize	VERB
cana-5217	153	10	across	across	ADP
cana-5217	153	11	all	all	DET
cana-5217	153	12	patient	patient	ADJ
cana-5217	153	13	demographics	demographic	NOUN
cana-5217	153	14	and	and	CCONJ
cana-5217	153	15	imaging	imaging	NOUN
cana-5217	153	16	variations	variation	NOUN
cana-5217	153	17	,	,	PUNCT
cana-5217	153	18	potentially	potentially	ADV
cana-5217	153	19	leading	lead	VERB
cana-5217	153	20	to	to	ADP
cana-5217	153	21	incorrect	incorrect	ADJ
cana-5217	153	22	classifications	classification	NOUN
cana-5217	153	23	in	in	ADP
cana-5217	153	24	some	some	DET
cana-5217	153	25	cases	case	NOUN
cana-5217	153	26	.	.	PUNCT
cana-5217	154	1	limited	limited	ADJ
cana-5217	154	2	dataset	dataset	NOUN
cana-5217	154	3	coverage	coverage	NOUN
cana-5217	154	4	:	:	PUNCT
cana-5217	154	5	the	the	DET
cana-5217	154	6	current	current	ADJ
cana-5217	154	7	datasets	dataset	NOUN
cana-5217	154	8	may	may	AUX
cana-5217	154	9	not	not	PART
cana-5217	154	10	cover	cover	VERB
cana-5217	154	11	all	all	DET
cana-5217	154	12	lung	lung	NOUN
cana-5217	154	13	diseases	disease	NOUN
cana-5217	154	14	comprehensively	comprehensively	ADV
cana-5217	154	15	,	,	PUNCT
cana-5217	154	16	limiting	limit	VERB
cana-5217	154	17	the	the	DET
cana-5217	154	18	model	model	NOUN
cana-5217	154	19	's	's	PART
cana-5217	154	20	ability	ability	NOUN
cana-5217	154	21	to	to	PART
cana-5217	154	22	detect	detect	VERB
cana-5217	154	23	less	less	ADJ
cana-5217	154	24	common	common	ADJ
cana-5217	154	25	conditions	condition	NOUN
cana-5217	154	26	.	.	PUNCT
cana-5217	155	1	viii	viii	PROPN
cana-5217	155	2	.	.	PUNCT
cana-5217	156	1	future	future	ADJ
cana-5217	156	2	scope	scope	NOUN
cana-5217	156	3	in	in	ADP
cana-5217	156	4	the	the	DET
cana-5217	156	5	future	future	NOUN
cana-5217	156	6	,	,	PUNCT
cana-5217	156	7	we	we	PRON
cana-5217	156	8	aim	aim	VERB
cana-5217	156	9	to	to	PART
cana-5217	156	10	expand	expand	VERB
cana-5217	156	11	the	the	DET
cana-5217	156	12	system	system	NOUN
cana-5217	156	13	's	's	PART
cana-5217	156	14	capabilities	capability	NOUN
cana-5217	156	15	by	by	ADP
cana-5217	156	16	incorporating	incorporate	VERB
cana-5217	156	17	multi	multi	ADJ
cana-5217	156	18	-	-	ADJ
cana-5217	156	19	modal	modal	ADJ
cana-5217	156	20	data	datum	NOUN
cana-5217	156	21	,	,	PUNCT
cana-5217	156	22	including	include	VERB
cana-5217	156	23	ct	ct	NUM
cana-5217	156	24	scans	scan	NOUN
cana-5217	156	25	,	,	PUNCT
cana-5217	156	26	mri	mri	NOUN
cana-5217	156	27	images	image	NOUN
cana-5217	156	28	,	,	PUNCT
cana-5217	156	29	and	and	CCONJ
cana-5217	156	30	patient	patient	ADJ
cana-5217	156	31	clinical	clinical	ADJ
cana-5217	156	32	records	record	NOUN
cana-5217	156	33	,	,	PUNCT
cana-5217	156	34	to	to	PART
cana-5217	156	35	enhance	enhance	VERB
cana-5217	156	36	diagnostic	diagnostic	ADJ
cana-5217	156	37	accuracy	accuracy	NOUN
cana-5217	156	38	and	and	CCONJ
cana-5217	156	39	provide	provide	VERB
cana-5217	156	40	a	a	DET
cana-5217	156	41	more	more	ADV
cana-5217	156	42	holistic	holistic	ADJ
cana-5217	156	43	view	view	NOUN
cana-5217	156	44	of	of	ADP
cana-5217	156	45	patient	patient	ADJ
cana-5217	156	46	health	health	NOUN
cana-5217	156	47	.	.	PUNCT
cana-5217	157	1	additionally	additionally	ADV
cana-5217	157	2	,	,	PUNCT
cana-5217	157	3	integrating	integrate	VERB
cana-5217	157	4	advanced	advanced	ADJ
cana-5217	157	5	techniques	technique	NOUN
cana-5217	157	6	such	such	ADJ
cana-5217	157	7	as	as	ADP
cana-5217	157	8	federated	federated	ADJ
cana-5217	157	9	learning	learning	NOUN
cana-5217	157	10	could	could	AUX
cana-5217	157	11	allow	allow	VERB
cana-5217	157	12	the	the	DET
cana-5217	157	13	model	model	NOUN
cana-5217	157	14	to	to	PART
cana-5217	157	15	learn	learn	VERB
cana-5217	157	16	from	from	ADP
cana-5217	157	17	diverse	diverse	ADJ
cana-5217	157	18	datasets	dataset	NOUN
cana-5217	157	19	across	across	ADP
cana-5217	157	20	multiple	multiple	ADJ
cana-5217	157	21	institutions	institution	NOUN
cana-5217	157	22	while	while	SCONJ
cana-5217	157	23	maintaining	maintain	VERB
cana-5217	157	24	patient	patient	ADJ
cana-5217	157	25	privacy	privacy	NOUN
cana-5217	157	26	.	.	PUNCT
cana-5217	158	1	we	we	PRON
cana-5217	158	2	also	also	ADV
cana-5217	158	3	plan	plan	VERB
cana-5217	158	4	to	to	PART
cana-5217	158	5	integrate	integrate	VERB
cana-5217	158	6	real	real	ADJ
cana-5217	158	7	-	-	PUNCT
cana-5217	158	8	time	time	NOUN
cana-5217	158	9	monitoring	monitoring	NOUN
cana-5217	158	10	and	and	CCONJ
cana-5217	158	11	decision	decision	NOUN
cana-5217	158	12	support	support	NOUN
cana-5217	158	13	systems	system	NOUN
cana-5217	158	14	in	in	ADP
cana-5217	158	15	clinical	clinical	ADJ
cana-5217	158	16	environments	environment	NOUN
cana-5217	158	17	,	,	PUNCT
cana-5217	158	18	enabling	enable	VERB
cana-5217	158	19	proactive	proactive	ADJ
cana-5217	158	20	alerts	alert	NOUN
cana-5217	158	21	for	for	ADP
cana-5217	158	22	healthcare	healthcare	NOUN
cana-5217	158	23	providers	provider	NOUN
cana-5217	158	24	.	.	PUNCT
cana-5217	159	1	to	to	PART
cana-5217	159	2	address	address	VERB
cana-5217	159	3	the	the	DET
cana-5217	159	4	challenge	challenge	NOUN
cana-5217	159	5	of	of	ADP
cana-5217	159	6	dataset	dataset	NOUN
cana-5217	159	7	limitations	limitation	NOUN
cana-5217	159	8	,	,	PUNCT
cana-5217	159	9	future	future	ADJ
cana-5217	159	10	work	work	NOUN
cana-5217	159	11	will	will	AUX
cana-5217	159	12	focus	focus	VERB
cana-5217	159	13	on	on	ADP
cana-5217	159	14	gathering	gather	VERB
cana-5217	159	15	more	more	ADV
cana-5217	159	16	diverse	diverse	ADJ
cana-5217	159	17	datasets	dataset	NOUN
cana-5217	159	18	,	,	PUNCT
cana-5217	159	19	including	include	VERB
cana-5217	159	20	rare	rare	ADJ
cana-5217	159	21	diseases	disease	NOUN
cana-5217	159	22	,	,	PUNCT
cana-5217	159	23	and	and	CCONJ
cana-5217	159	24	incorporating	incorporate	VERB
cana-5217	159	25	synthetic	synthetic	ADJ
cana-5217	159	26	data	datum	NOUN
cana-5217	159	27	generation	generation	NOUN
cana-5217	159	28	to	to	PART
cana-5217	159	29	overcome	overcome	VERB
cana-5217	159	30	class	class	NOUN
cana-5217	159	31	imbalance	imbalance	NOUN
cana-5217	159	32	.	.	PUNCT
cana-5217	160	1	furthermore	furthermore	ADV
cana-5217	160	2	,	,	PUNCT
cana-5217	160	3	the	the	DET
cana-5217	160	4	implementation	implementation	NOUN
cana-5217	160	5	of	of	ADP
cana-5217	160	6	explainable	explainable	ADJ
cana-5217	160	7	ai	ai	NOUN
cana-5217	160	8	methods	method	NOUN
cana-5217	160	9	will	will	AUX
cana-5217	160	10	be	be	AUX
cana-5217	160	11	enhanced	enhance	VERB
cana-5217	160	12	,	,	PUNCT
cana-5217	160	13	providing	provide	VERB
cana-5217	160	14	clearer	clear	ADJ
cana-5217	160	15	insights	insight	NOUN
cana-5217	160	16	into	into	ADP
cana-5217	160	17	the	the	DET
cana-5217	160	18	decision	decision	NOUN
cana-5217	160	19	-	-	PUNCT
cana-5217	160	20	making	make	VERB
cana-5217	160	21	process	process	NOUN
cana-5217	160	22	and	and	CCONJ
cana-5217	160	23	increasing	increase	VERB
cana-5217	160	24	trust	trust	NOUN
cana-5217	160	25	and	and	CCONJ
cana-5217	160	26	acceptance	acceptance	NOUN
cana-5217	160	27	among	among	ADP
cana-5217	160	28	healthcare	healthcare	NOUN
cana-5217	160	29	professionals	professional	NOUN
cana-5217	160	30	.	.	PUNCT
cana-5217	161	1	ix	ix	PROPN
cana-5217	161	2	.	.	PUNCT
cana-5217	161	3	conclusion	conclusion	NOUN
cana-5217	161	4	in	in	ADP
cana-5217	161	5	conclusion	conclusion	NOUN
cana-5217	161	6	,	,	PUNCT
cana-5217	161	7	the	the	DET
cana-5217	161	8	proposed	propose	VERB
cana-5217	161	9	advanced	advanced	ADJ
cana-5217	161	10	deep	deep	ADJ
cana-5217	161	11	learning	learning	NOUN
cana-5217	161	12	system	system	NOUN
cana-5217	161	13	for	for	ADP
cana-5217	161	14	lung	lung	NOUN
cana-5217	161	15	infection	infection	NOUN
cana-5217	161	16	detection	detection	NOUN
cana-5217	161	17	using	use	VERB
cana-5217	161	18	chest	chest	NOUN
cana-5217	161	19	x	x	NOUN
cana-5217	161	20	-	-	NOUN
cana-5217	161	21	ray	ray	NOUN
cana-5217	161	22	images	image	NOUN
cana-5217	161	23	offers	offer	VERB
cana-5217	161	24	a	a	DET
cana-5217	161	25	significant	significant	ADJ
cana-5217	161	26	improvement	improvement	NOUN
cana-5217	161	27	in	in	ADP
cana-5217	161	28	diagnostic	diagnostic	ADJ
cana-5217	161	29	accuracy	accuracy	NOUN
cana-5217	161	30	and	and	CCONJ
cana-5217	161	31	efficiency	efficiency	NOUN
cana-5217	161	32	.	.	PUNCT
cana-5217	162	1	by	by	ADP
cana-5217	162	2	leveraging	leverage	VERB
cana-5217	162	3	state	state	NOUN
cana-5217	162	4	-	-	PUNCT
cana-5217	162	5	of	of	ADP
cana-5217	162	6	-	-	PUNCT
cana-5217	162	7	the	the	DET
cana-5217	162	8	-	-	PUNCT
cana-5217	162	9	art	art	NOUN
cana-5217	162	10	deep	deep	ADJ
cana-5217	162	11	learning	learning	NOUN
cana-5217	162	12	techniques	technique	NOUN
cana-5217	162	13	such	such	ADJ
cana-5217	162	14	as	as	ADP
cana-5217	162	15	convolutional	convolutional	ADJ
cana-5217	162	16	neural	neural	ADJ
cana-5217	162	17	networks	network	NOUN
cana-5217	162	18	(	(	PUNCT
cana-5217	162	19	cnns	cnns	PROPN
cana-5217	162	20	)	)	PUNCT
cana-5217	162	21	,	,	PUNCT
cana-5217	162	22	the	the	DET
cana-5217	162	23	system	system	NOUN
cana-5217	162	24	demonstrates	demonstrate	VERB
cana-5217	162	25	the	the	DET
cana-5217	162	26	ability	ability	NOUN
cana-5217	162	27	to	to	PART
cana-5217	162	28	classify	classify	VERB
cana-5217	162	29	various	various	ADJ
cana-5217	162	30	lung	lung	NOUN
cana-5217	162	31	conditions	condition	NOUN
cana-5217	162	32	,	,	PUNCT
cana-5217	162	33	including	include	VERB
cana-5217	162	34	pneumonia	pneumonia	NOUN
cana-5217	162	35	,	,	PUNCT
cana-5217	162	36	tuberculosis	tuberculosis	NOUN
cana-5217	162	37	,	,	PUNCT
cana-5217	162	38	and	and	CCONJ
cana-5217	162	39	covid-19	covid-19	PROPN
cana-5217	162	40	,	,	PUNCT
cana-5217	162	41	with	with	ADP
cana-5217	162	42	high	high	ADJ
cana-5217	162	43	precision	precision	NOUN
cana-5217	162	44	.	.	PUNCT
cana-5217	163	1	the	the	DET
cana-5217	163	2	integration	integration	NOUN
cana-5217	163	3	of	of	ADP
cana-5217	163	4	explainability	explainability	NOUN
cana-5217	163	5	features	feature	NOUN
cana-5217	163	6	and	and	CCONJ
cana-5217	163	7	real	real	ADJ
cana-5217	163	8	-	-	PUNCT
cana-5217	163	9	time	time	NOUN
cana-5217	163	10	capabilities	capability	NOUN
cana-5217	163	11	further	far	ADV
cana-5217	163	12	enhances	enhance	VERB
cana-5217	163	13	its	its	PRON
cana-5217	163	14	potential	potential	NOUN
cana-5217	163	15	for	for	ADP
cana-5217	163	16	real	real	ADJ
cana-5217	163	17	-	-	PUNCT
cana-5217	163	18	world	world	NOUN
cana-5217	163	19	applications	application	NOUN
cana-5217	163	20	in	in	ADP
cana-5217	163	21	medical	medical	ADJ
cana-5217	163	22	settings	setting	NOUN
cana-5217	163	23	.	.	PUNCT
cana-5217	164	1	while	while	SCONJ
cana-5217	164	2	challenges	challenge	NOUN
cana-5217	164	3	remain	remain	VERB
cana-5217	164	4	,	,	PUNCT
cana-5217	164	5	particularly	particularly	ADV
cana-5217	164	6	in	in	ADP
cana-5217	164	7	dataset	dataset	ADJ
cana-5217	164	8	diversity	diversity	NOUN
cana-5217	164	9	and	and	CCONJ
cana-5217	164	10	model	model	NOUN
cana-5217	164	11	generalization	generalization	NOUN
cana-5217	164	12	,	,	PUNCT
cana-5217	164	13	the	the	DET
cana-5217	164	14	system	system	NOUN
cana-5217	164	15	lays	lay	VERB
cana-5217	164	16	the	the	DET
cana-5217	164	17	groundwork	groundwork	NOUN
cana-5217	164	18	for	for	ADP
cana-5217	164	19	future	future	ADJ
cana-5217	164	20	advancements	advancement	NOUN
cana-5217	164	21	in	in	ADP
cana-5217	164	22	automated	automate	VERB
cana-5217	164	23	healthcare	healthcare	NOUN
cana-5217	164	24	diagnostics	diagnostic	NOUN
cana-5217	164	25	,	,	PUNCT
cana-5217	164	26	contributing	contribute	VERB
cana-5217	164	27	to	to	ADP
cana-5217	164	28	better	well	ADV
cana-5217	164	29	patient	patient	ADJ
cana-5217	164	30	outcomes	outcome	NOUN
cana-5217	164	31	and	and	CCONJ
cana-5217	164	32	streamlining	streamline	VERB
cana-5217	164	33	healthcare	healthcare	NOUN
cana-5217	164	34	workflows	workflow	NOUN
cana-5217	164	35	.	.	PUNCT
cana-5217	165	1	x.	x.	NOUN
cana-5217	165	2	references	reference	NOUN
cana-5217	165	3	[	[	X
cana-5217	165	4	1	1	NUM
cana-5217	165	5	]	]	X
cana-5217	165	6	zhou	zhou	PROPN
cana-5217	165	7	,	,	PUNCT
cana-5217	165	8	z.	z.	PROPN
cana-5217	165	9	h.	h.	PROPN
cana-5217	165	10	,	,	PUNCT
cana-5217	165	11	xu	xu	PROPN
cana-5217	165	12	,	,	PUNCT
cana-5217	165	13	l.	l.	PROPN
cana-5217	165	14	,	,	PUNCT
cana-5217	165	15	&	&	CCONJ
cana-5217	165	16	yang	yang	PROPN
cana-5217	165	17	,	,	PUNCT
cana-5217	165	18	m.	m.	NOUN
cana-5217	165	19	(	(	PUNCT
cana-5217	165	20	2020	2020	NUM
cana-5217	165	21	)	)	PUNCT
cana-5217	165	22	.	.	PUNCT
cana-5217	166	1	deep	deep	ADJ
cana-5217	166	2	learning	learning	NOUN
cana-5217	166	3	in	in	ADP
cana-5217	166	4	medical	medical	ADJ
cana-5217	166	5	image	image	NOUN
cana-5217	166	6	analysis	analysis	NOUN
cana-5217	166	7	.	.	PUNCT
cana-5217	167	1	springer	springer	NOUN
cana-5217	167	2	.	.	PUNCT
cana-5217	168	1	[	[	X
cana-5217	168	2	2	2	NUM
cana-5217	168	3	]	]	PUNCT
cana-5217	168	4	shin	shin	NOUN
cana-5217	168	5	,	,	PUNCT
cana-5217	168	6	h.	h.	PROPN
cana-5217	168	7	c.	c.	PROPN
cana-5217	168	8	,	,	PUNCT
cana-5217	168	9	roth	roth	PROPN
cana-5217	168	10	,	,	PUNCT
cana-5217	168	11	h.	h.	PROPN
cana-5217	168	12	r.	r.	PROPN
cana-5217	168	13	,	,	PUNCT
cana-5217	168	14	gao	gao	PROPN
cana-5217	168	15	,	,	PUNCT
cana-5217	168	16	m.	m.	NOUN
cana-5217	168	17	,	,	PUNCT
cana-5217	168	18	lu	lu	PROPN
cana-5217	168	19	,	,	PUNCT
cana-5217	168	20	l.	l.	PROPN
cana-5217	168	21	,	,	PUNCT
cana-5217	168	22	xu	xu	PROPN
cana-5217	168	23	,	,	PUNCT
cana-5217	168	24	z.	z.	PROPN
cana-5217	168	25	,	,	PUNCT
cana-5217	168	26	nogues	nogue	NOUN
cana-5217	168	27	,	,	PUNCT
cana-5217	168	28	i.	i.	NOUN
cana-5217	168	29	,	,	PUNCT
cana-5217	168	30	&	&	CCONJ
cana-5217	168	31	et	et	PROPN
cana-5217	168	32	al	al	PROPN
cana-5217	168	33	.	.	PROPN
cana-5217	169	1	(	(	PUNCT
cana-5217	169	2	2016	2016	NUM
cana-5217	169	3	)	)	PUNCT
cana-5217	169	4	.	.	PUNCT
cana-5217	170	1	deep	deep	ADJ
cana-5217	170	2	convolutional	convolutional	ADJ
cana-5217	170	3	neural	neural	ADJ
cana-5217	170	4	networks	network	NOUN
cana-5217	170	5	for	for	ADP
cana-5217	170	6	computer	computer	NOUN
cana-5217	170	7	-	-	PUNCT
cana-5217	170	8	aided	aid	VERB
cana-5217	170	9	detection	detection	NOUN
cana-5217	170	10	:	:	PUNCT
cana-5217	170	11	cnn	cnn	PROPN
cana-5217	170	12	architectures	architecture	NOUN
cana-5217	170	13	,	,	PUNCT
cana-5217	170	14	dataset	dataset	ADJ
cana-5217	170	15	characteristics	characteristic	NOUN
cana-5217	170	16	and	and	CCONJ
cana-5217	170	17	transfer	transfer	NOUN
cana-5217	170	18	learning	learning	NOUN
cana-5217	170	19	.	.	PUNCT
cana-5217	171	1	ieee	ieee	NOUN
cana-5217	171	2	transactions	transaction	NOUN
cana-5217	171	3	on	on	ADP
cana-5217	171	4	medical	medical	ADJ
cana-5217	171	5	imaging	imaging	NOUN
cana-5217	171	6	,	,	PUNCT
cana-5217	171	7	35(5	35(5	NUM
cana-5217	171	8	)	)	PUNCT
cana-5217	171	9	,	,	PUNCT
cana-5217	171	10	12851298	12851298	NUM
cana-5217	171	11	.	.	PUNCT
cana-5217	172	1	communications	communication	NOUN
cana-5217	172	2	on	on	ADP
cana-5217	172	3	applied	apply	VERB
cana-5217	172	4	nonlinear	nonlinear	ADJ
cana-5217	172	5	analysis	analysis	NOUN
cana-5217	172	6	issn	issn	NOUN
cana-5217	172	7	:	:	PUNCT
cana-5217	172	8	1074	1074	NUM
cana-5217	172	9	-	-	PUNCT
cana-5217	172	10	133x	133x	NUM
cana-5217	172	11	vol	vol	VERB
cana-5217	172	12	32	32	NUM
cana-5217	172	13	no	no	NOUN
cana-5217	172	14	.	.	PUNCT
cana-5217	173	1	10s	10	NOUN
cana-5217	173	2	(	(	PUNCT
cana-5217	173	3	2025	2025	NUM
cana-5217	173	4	)	)	PUNCT
cana-5217	173	5	1186	1186	NUM
cana-5217	173	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	174	1	[	[	X
cana-5217	174	2	3	3	NUM
cana-5217	174	3	]	]	X
cana-5217	174	4	simonyan	simonyan	ADJ
cana-5217	174	5	,	,	PUNCT
cana-5217	174	6	k.	k.	PROPN
cana-5217	174	7	,	,	PUNCT
cana-5217	174	8	&	&	CCONJ
cana-5217	174	9	zisserman	zisserman	PROPN
cana-5217	174	10	,	,	PUNCT
cana-5217	174	11	a.	a.	NOUN
cana-5217	174	12	(	(	PUNCT
cana-5217	174	13	2015	2015	NUM
cana-5217	174	14	)	)	PUNCT
cana-5217	174	15	.	.	PUNCT
cana-5217	175	1	very	very	ADV
cana-5217	175	2	deep	deep	ADJ
cana-5217	175	3	convolutional	convolutional	ADJ
cana-5217	175	4	networks	network	NOUN
cana-5217	175	5	for	for	ADP
cana-5217	175	6	large	large	ADJ
cana-5217	175	7	-	-	PUNCT
cana-5217	175	8	scale	scale	NOUN
cana-5217	175	9	image	image	NOUN
cana-5217	175	10	recognition	recognition	NOUN
cana-5217	175	11	.	.	PUNCT
cana-5217	176	1	proceedings	proceeding	NOUN
cana-5217	176	2	of	of	ADP
cana-5217	176	3	the	the	DET
cana-5217	176	4	international	international	ADJ
cana-5217	176	5	conference	conference	NOUN
cana-5217	176	6	on	on	ADP
cana-5217	176	7	learning	learn	VERB
cana-5217	176	8	representations	representation	NOUN
cana-5217	176	9	(	(	PUNCT
cana-5217	176	10	iclr	iclr	NOUN
cana-5217	176	11	)	)	PUNCT
cana-5217	176	12	.	.	PUNCT
cana-5217	177	1	[	[	X
cana-5217	177	2	4	4	X
cana-5217	177	3	]	]	PUNCT
cana-5217	177	4	he	he	PRON
cana-5217	177	5	,	,	PUNCT
cana-5217	177	6	k.	k.	PROPN
cana-5217	177	7	,	,	PUNCT
cana-5217	177	8	zhang	zhang	PROPN
cana-5217	177	9	,	,	PUNCT
cana-5217	177	10	x.	x.	PROPN
cana-5217	177	11	,	,	PUNCT
cana-5217	177	12	ren	ren	PROPN
cana-5217	177	13	,	,	PUNCT
cana-5217	177	14	s.	s.	PROPN
cana-5217	177	15	,	,	PUNCT
cana-5217	177	16	&	&	CCONJ
cana-5217	177	17	sun	sun	PROPN
cana-5217	177	18	,	,	PUNCT
cana-5217	177	19	j.	j.	PROPN
cana-5217	177	20	(	(	PUNCT
cana-5217	177	21	2016	2016	NUM
cana-5217	177	22	)	)	PUNCT
cana-5217	177	23	.	.	PUNCT
cana-5217	178	1	deep	deep	ADJ
cana-5217	178	2	residual	residual	ADJ
cana-5217	178	3	learning	learning	NOUN
cana-5217	178	4	for	for	ADP
cana-5217	178	5	image	image	NOUN
cana-5217	178	6	recognition	recognition	NOUN
cana-5217	178	7	.	.	PUNCT
cana-5217	179	1	proceedings	proceeding	NOUN
cana-5217	179	2	of	of	ADP
cana-5217	179	3	the	the	DET
cana-5217	179	4	ieee	ieee	NOUN
cana-5217	179	5	conference	conference	NOUN
cana-5217	179	6	on	on	ADP
cana-5217	179	7	computer	computer	NOUN
cana-5217	179	8	vision	vision	NOUN
cana-5217	179	9	and	and	CCONJ
cana-5217	179	10	pattern	pattern	NOUN
cana-5217	179	11	recognition	recognition	NOUN
cana-5217	179	12	(	(	PUNCT
cana-5217	179	13	cvpr	cvpr	NOUN
cana-5217	179	14	)	)	PUNCT
cana-5217	179	15	,	,	PUNCT
cana-5217	179	16	770	770	NUM
cana-5217	179	17	-	-	SYM
cana-5217	179	18	778	778	NUM
cana-5217	179	19	.	.	PUNCT
cana-5217	180	1	[	[	X
cana-5217	180	2	5	5	NUM
cana-5217	180	3	]	]	SYM
cana-5217	180	4	selvaraju	selvaraju	NOUN
cana-5217	180	5	,	,	PUNCT
cana-5217	180	6	r.	r.	PROPN
cana-5217	180	7	r.	r.	PROPN
cana-5217	180	8	,	,	PUNCT
cana-5217	180	9	cogswell	cogswell	PROPN
cana-5217	180	10	,	,	PUNCT
cana-5217	180	11	m.	m.	NOUN
cana-5217	180	12	,	,	PUNCT
cana-5217	180	13	das	das	PROPN
cana-5217	180	14	,	,	PUNCT
cana-5217	180	15	a.	a.	NOUN
cana-5217	180	16	,	,	PUNCT
cana-5217	180	17	parikh	parikh	PROPN
cana-5217	180	18	,	,	PUNCT
cana-5217	180	19	d.	d.	PROPN
cana-5217	180	20	,	,	PUNCT
cana-5217	180	21	&	&	CCONJ
cana-5217	180	22	batra	batra	PROPN
cana-5217	180	23	,	,	PUNCT
cana-5217	180	24	d.	d.	PROPN
cana-5217	180	25	(	(	PUNCT
cana-5217	180	26	2017	2017	NUM
cana-5217	180	27	)	)	PUNCT
cana-5217	180	28	.	.	PUNCT
cana-5217	181	1	grad	grad	NOUN
cana-5217	181	2	-	-	PUNCT
cana-5217	181	3	cam	cam	PROPN
cana-5217	181	4	:	:	PUNCT
cana-5217	181	5	visual	visual	ADJ
cana-5217	181	6	explanations	explanation	NOUN
cana-5217	181	7	from	from	ADP
cana-5217	181	8	deep	deep	ADJ
cana-5217	181	9	networks	network	NOUN
cana-5217	181	10	via	via	ADP
cana-5217	181	11	gradient	gradient	NOUN
cana-5217	181	12	-	-	PUNCT
cana-5217	181	13	based	base	VERB
cana-5217	181	14	localization	localization	NOUN
cana-5217	181	15	.	.	PUNCT
cana-5217	182	1	proceedings	proceeding	NOUN
cana-5217	182	2	of	of	ADP
cana-5217	182	3	the	the	DET
cana-5217	182	4	ieee	ieee	NOUN
cana-5217	182	5	international	international	PROPN
cana-5217	182	6	conference	conference	NOUN
cana-5217	182	7	on	on	ADP
cana-5217	182	8	computer	computer	NOUN
cana-5217	182	9	vision	vision	NOUN
cana-5217	182	10	(	(	PUNCT
cana-5217	182	11	iccv	iccv	PROPN
cana-5217	182	12	)	)	PUNCT
cana-5217	182	13	,	,	PUNCT
cana-5217	182	14	618	618	NUM
cana-5217	182	15	-	-	SYM
cana-5217	182	16	626	626	NUM
cana-5217	182	17	.	.	PUNCT
cana-5217	183	1	[	[	X
cana-5217	183	2	6	6	NUM
cana-5217	183	3	]	]	X
cana-5217	183	4	shorten	shorten	NOUN
cana-5217	183	5	,	,	PUNCT
cana-5217	183	6	c.	c.	PROPN
cana-5217	183	7	,	,	PUNCT
cana-5217	183	8	&	&	CCONJ
cana-5217	183	9	khoshgoftaar	khoshgoftaar	PROPN
cana-5217	183	10	,	,	PUNCT
cana-5217	183	11	t.	t.	NOUN
cana-5217	183	12	m.	m.	NOUN
cana-5217	183	13	(	(	PUNCT
cana-5217	183	14	2019	2019	NUM
cana-5217	183	15	)	)	PUNCT
cana-5217	183	16	.	.	PUNCT
cana-5217	184	1	a	a	DET
cana-5217	184	2	survey	survey	NOUN
cana-5217	184	3	on	on	ADP
cana-5217	184	4	image	image	NOUN
cana-5217	184	5	data	datum	NOUN
cana-5217	184	6	augmentation	augmentation	NOUN
cana-5217	184	7	for	for	ADP
cana-5217	184	8	deep	deep	ADJ
cana-5217	184	9	learning	learning	NOUN
cana-5217	184	10	.	.	PUNCT
cana-5217	185	1	journal	journal	NOUN
cana-5217	185	2	of	of	ADP
cana-5217	185	3	big	big	ADJ
cana-5217	185	4	data	datum	NOUN
cana-5217	185	5	,	,	PUNCT
cana-5217	185	6	6(1	6(1	NUM
cana-5217	185	7	)	)	PUNCT
cana-5217	185	8	,	,	PUNCT
cana-5217	185	9	1	1	NUM
cana-5217	185	10	-	-	SYM
cana-5217	185	11	48	48	NUM
cana-5217	185	12	.	.	PUNCT
cana-5217	186	1	[	[	X
cana-5217	186	2	7	7	NUM
cana-5217	186	3	]	]	X
cana-5217	186	4	yosinski	yosinski	ADJ
cana-5217	186	5	,	,	PUNCT
cana-5217	186	6	j.	j.	PROPN
cana-5217	186	7	,	,	PUNCT
cana-5217	186	8	clune	clune	PROPN
cana-5217	186	9	,	,	PUNCT
cana-5217	186	10	j.	j.	PROPN
cana-5217	186	11	,	,	PUNCT
cana-5217	186	12	nguyen	nguyen	PROPN
cana-5217	186	13	,	,	PUNCT
cana-5217	186	14	a.	a.	NOUN
cana-5217	186	15	,	,	PUNCT
cana-5217	186	16	fuchs	fuch	NOUN
cana-5217	186	17	,	,	PUNCT
cana-5217	186	18	t.	t.	PROPN
cana-5217	186	19	,	,	PUNCT
cana-5217	186	20	&	&	CCONJ
cana-5217	186	21	lipson	lipson	PROPN
cana-5217	186	22	,	,	PUNCT
cana-5217	186	23	h.	h.	PROPN
cana-5217	186	24	(	(	PUNCT
cana-5217	186	25	2014	2014	NUM
cana-5217	186	26	)	)	PUNCT
cana-5217	186	27	.	.	PUNCT
cana-5217	187	1	how	how	SCONJ
cana-5217	187	2	transferable	transferable	ADJ
cana-5217	187	3	are	be	AUX
cana-5217	187	4	features	feature	NOUN
cana-5217	187	5	in	in	ADP
cana-5217	187	6	deep	deep	ADJ
cana-5217	187	7	neural	neural	ADJ
cana-5217	187	8	networks	network	NOUN
cana-5217	187	9	?	?	PUNCT
cana-5217	188	1	advances	advance	NOUN
cana-5217	188	2	in	in	ADP
cana-5217	188	3	neural	neural	ADJ
cana-5217	188	4	information	information	NOUN
cana-5217	188	5	processing	processing	NOUN
cana-5217	188	6	systems	system	NOUN
cana-5217	188	7	(	(	PUNCT
cana-5217	188	8	neurips	neurip	NOUN
cana-5217	188	9	)	)	PUNCT
cana-5217	188	10	,	,	PUNCT
cana-5217	188	11	3320	3320	NUM
cana-5217	188	12	-	-	SYM
cana-5217	188	13	3328	3328	NUM
cana-5217	188	14	.	.	PUNCT
cana-5217	189	1	[	[	X
cana-5217	189	2	8	8	NUM
cana-5217	189	3	]	]	PUNCT
cana-5217	189	4	rajaraman	rajaraman	NOUN
cana-5217	189	5	,	,	PUNCT
cana-5217	189	6	a.	a.	NOUN
cana-5217	189	7	,	,	PUNCT
cana-5217	189	8	sethi	sethi	PROPN
cana-5217	189	9	,	,	PUNCT
cana-5217	189	10	p.	p.	PROPN
cana-5217	189	11	,	,	PUNCT
cana-5217	189	12	&	&	CCONJ
cana-5217	189	13	sharma	sharma	PROPN
cana-5217	189	14	,	,	PUNCT
cana-5217	189	15	s.	s.	PROPN
cana-5217	189	16	(	(	PUNCT
cana-5217	189	17	2020	2020	NUM
cana-5217	189	18	)	)	PUNCT
cana-5217	189	19	.	.	PUNCT
cana-5217	190	1	cloud	cloud	NOUN
cana-5217	190	2	computing	computing	NOUN
cana-5217	190	3	in	in	ADP
cana-5217	190	4	healthcare	healthcare	PROPN
cana-5217	190	5	:	:	PUNCT
cana-5217	190	6	a	a	DET
cana-5217	190	7	survey	survey	NOUN
cana-5217	190	8	and	and	CCONJ
cana-5217	190	9	future	future	ADJ
cana-5217	190	10	directions	direction	NOUN
cana-5217	190	11	.	.	PUNCT
cana-5217	191	1	international	international	ADJ
cana-5217	191	2	journal	journal	PROPN
cana-5217	191	3	of	of	ADP
cana-5217	191	4	healthcare	healthcare	PROPN
cana-5217	191	5	information	information	NOUN
cana-5217	191	6	systems	system	NOUN
cana-5217	191	7	and	and	CCONJ
cana-5217	191	8	informatics	informatic	NOUN
cana-5217	191	9	,	,	PUNCT
cana-5217	191	10	15(4	15(4	NUM
cana-5217	191	11	)	)	PUNCT
cana-5217	191	12	,	,	PUNCT
cana-5217	191	13	1	1	NUM
cana-5217	191	14	-	-	SYM
cana-5217	191	15	18	18	NUM
cana-5217	191	16	.	.	PUNCT
cana-5217	192	1	[	[	X
cana-5217	192	2	9	9	NUM
cana-5217	192	3	]	]	X
cana-5217	192	4	nijhawan	nijhawan	PROPN
cana-5217	192	5	,	,	PUNCT
cana-5217	192	6	r.	r.	PROPN
cana-5217	192	7	,	,	PUNCT
cana-5217	192	8	rishi	rishi	PROPN
cana-5217	192	9	,	,	PUNCT
cana-5217	192	10	m.	m.	NOUN
cana-5217	192	11	,	,	PUNCT
cana-5217	192	12	tiwari	tiwari	PROPN
cana-5217	192	13	,	,	PUNCT
cana-5217	192	14	a.	a.	PROPN
cana-5217	192	15	,	,	PUNCT
cana-5217	192	16	&	&	CCONJ
cana-5217	192	17	dua	dua	PROPN
cana-5217	192	18	,	,	PUNCT
cana-5217	192	19	r.	r.	PROPN
cana-5217	192	20	(	(	PUNCT
cana-5217	192	21	2019	2019	NUM
cana-5217	192	22	)	)	PUNCT
cana-5217	192	23	.	.	PUNCT
cana-5217	193	1	"	"	PUNCT
cana-5217	193	2	a	a	DET
cana-5217	193	3	novel	novel	ADJ
cana-5217	193	4	deep	deep	ADJ
cana-5217	193	5	learning	learning	NOUN
cana-5217	193	6	framework	framework	NOUN
cana-5217	193	7	approach	approach	NOUN
cana-5217	193	8	for	for	ADP
cana-5217	193	9	natural	natural	ADJ
cana-5217	193	10	calamities	calamity	NOUN
cana-5217	193	11	detection	detection	NOUN
cana-5217	193	12	.	.	PUNCT
cana-5217	193	13	"	"	PUNCT
cana-5217	194	1	[	[	X
cana-5217	194	2	10	10	NUM
cana-5217	194	3	]	]	PUNCT
cana-5217	194	4	althomali	althomali	ADJ
cana-5217	194	5	,	,	PUNCT
cana-5217	194	6	o.	o.	PROPN
cana-5217	194	7	,	,	PUNCT
cana-5217	194	8	al	al	PROPN
cana-5217	194	9	-	-	PUNCT
cana-5217	194	10	zoube	zoube	PROPN
cana-5217	194	11	,	,	PUNCT
cana-5217	194	12	m.	m.	NOUN
cana-5217	194	13	a.	a.	PROPN
cana-5217	194	14	,	,	PUNCT
cana-5217	194	15	&	&	CCONJ
cana-5217	194	16	alotaibi	alotaibi	PROPN
cana-5217	194	17	,	,	PUNCT
cana-5217	194	18	f.	f.	PROPN
cana-5217	194	19	s.	s.	PROPN
cana-5217	194	20	(	(	PUNCT
cana-5217	194	21	2019	2019	NUM
cana-5217	194	22	)	)	PUNCT
cana-5217	194	23	.	.	PUNCT
cana-5217	195	1	"	"	PUNCT
cana-5217	195	2	classification	classification	NOUN
cana-5217	195	3	of	of	ADP
cana-5217	195	4	pneumonia	pneumonia	NOUN
cana-5217	195	5	in	in	ADP
cana-5217	195	6	chest	chest	NOUN
cana-5217	195	7	radiographs	radiograph	NOUN
cana-5217	195	8	using	use	VERB
cana-5217	195	9	deep	deep	ADJ
cana-5217	195	10	learning	learning	NOUN
cana-5217	195	11	.	.	PUNCT
cana-5217	195	12	"	"	PUNCT
cana-5217	196	1	[	[	X
cana-5217	196	2	11	11	NUM
cana-5217	196	3	]	]	X
cana-5217	196	4	esteva	esteva	PROPN
cana-5217	196	5	,	,	PUNCT
cana-5217	196	6	a.	a.	PROPN
cana-5217	196	7	,	,	PUNCT
cana-5217	196	8	et	et	PROPN
cana-5217	196	9	al	al	PROPN
cana-5217	196	10	.	.	PROPN
cana-5217	196	11	(	(	PUNCT
cana-5217	196	12	2019	2019	NUM
cana-5217	196	13	)	)	PUNCT
cana-5217	196	14	.	.	PUNCT
cana-5217	197	1	"	"	PUNCT
cana-5217	197	2	a	a	DET
cana-5217	197	3	guide	guide	NOUN
cana-5217	197	4	to	to	ADP
cana-5217	197	5	deep	deep	ADJ
cana-5217	197	6	learning	learning	NOUN
cana-5217	197	7	in	in	ADP
cana-5217	197	8	healthcare	healthcare	PROPN
cana-5217	197	9	.	.	PUNCT
cana-5217	197	10	"	"	PUNCT
cana-5217	198	1	[	[	X
cana-5217	198	2	12	12	NUM
cana-5217	198	3	]	]	X
cana-5217	198	4	al	al	PROPN
cana-5217	198	5	mamlook	mamlook	PROPN
cana-5217	198	6	,	,	PUNCT
cana-5217	198	7	r.	r.	PROPN
cana-5217	198	8	e.	e.	PROPN
cana-5217	198	9	,	,	PUNCT
cana-5217	198	10	chen	chen	PROPN
cana-5217	198	11	,	,	PUNCT
cana-5217	198	12	s.	s.	PROPN
cana-5217	198	13	,	,	PUNCT
cana-5217	198	14	&	&	CCONJ
cana-5217	198	15	bzizi	bzizi	PROPN
cana-5217	198	16	,	,	PUNCT
cana-5217	198	17	h.	h.	PROPN
cana-5217	198	18	f.	f.	PROPN
cana-5217	198	19	(	(	PUNCT
cana-5217	198	20	2020	2020	NUM
cana-5217	198	21	)	)	PUNCT
cana-5217	198	22	.	.	PUNCT
cana-5217	199	1	"	"	PUNCT
cana-5217	199	2	investigation	investigation	NOUN
cana-5217	199	3	of	of	ADP
cana-5217	199	4	the	the	DET
cana-5217	199	5	performance	performance	NOUN
cana-5217	199	6	of	of	ADP
cana-5217	199	7	machine	machine	NOUN
cana-5217	199	8	learning	learn	VERB
cana-5217	199	9	classifiers	classifier	NOUN
cana-5217	199	10	for	for	ADP
cana-5217	199	11	pneumonia	pneumonia	NOUN
cana-5217	199	12	detection	detection	NOUN
cana-5217	199	13	in	in	ADP
cana-5217	199	14	chest	chest	NOUN
cana-5217	199	15	x	x	NOUN
cana-5217	199	16	-	-	NOUN
cana-5217	199	17	ray	ray	NOUN
cana-5217	199	18	images	image	NOUN
cana-5217	199	19	.	.	PUNCT
cana-5217	199	20	"	"	PUNCT
cana-5217	200	1	[	[	X
cana-5217	200	2	13	13	NUM
cana-5217	200	3	]	]	X
cana-5217	200	4	ibrahim	ibrahim	PROPN
cana-5217	200	5	,	,	PUNCT
cana-5217	200	6	a.	a.	PROPN
cana-5217	200	7	,	,	PUNCT
cana-5217	200	8	ozsoz	ozsoz	NOUN
cana-5217	200	9	,	,	PUNCT
cana-5217	200	10	m.	m.	NOUN
cana-5217	200	11	,	,	PUNCT
cana-5217	200	12	serte	serte	NOUN
cana-5217	200	13	,	,	PUNCT
cana-5217	200	14	s.	s.	PROPN
cana-5217	200	15	,	,	PUNCT
cana-5217	200	16	al	al	PROPN
cana-5217	200	17	-	-	PUNCT
cana-5217	200	18	turjman	turjman	PROPN
cana-5217	200	19	,	,	PUNCT
cana-5217	200	20	f.	f.	PROPN
cana-5217	200	21	,	,	PUNCT
cana-5217	200	22	&	&	CCONJ
cana-5217	200	23	yakoi	yakoi	PROPN
cana-5217	200	24	,	,	PUNCT
cana-5217	200	25	p.	p.	NOUN
cana-5217	200	26	(	(	PUNCT
cana-5217	200	27	2021	2021	NUM
cana-5217	200	28	)	)	PUNCT
cana-5217	200	29	.	.	PUNCT
cana-5217	201	1	"	"	PUNCT
cana-5217	201	2	pneumonia	pneumonia	NOUN
cana-5217	201	3	classification	classification	NOUN
cana-5217	201	4	using	use	VERB
cana-5217	201	5	deep	deep	ADJ
cana-5217	201	6	learning	learning	NOUN
cana-5217	201	7	from	from	ADP
cana-5217	201	8	chest	chest	NOUN
cana-5217	201	9	x	x	NOUN
cana-5217	201	10	-	-	NOUN
cana-5217	201	11	ray	ray	NOUN
cana-5217	201	12	images	image	NOUN
cana-5217	201	13	during	during	ADP
cana-5217	201	14	covid-19	covid-19	PROPN
cana-5217	201	15	.	.	PUNCT
cana-5217	201	16	"	"	PUNCT
cana-5217	201	17	cognitive	cognitive	ADJ
cana-5217	201	18	computation	computation	NOUN
cana-5217	201	19	,	,	PUNCT
cana-5217	201	20	1–13	1–13	NOUN
cana-5217	201	21	.	.	PUNCT
cana-5217	202	1	[	[	X
cana-5217	202	2	14	14	NUM
cana-5217	202	3	]	]	X
cana-5217	202	4	liang	liang	PROPN
cana-5217	202	5	,	,	PUNCT
cana-5217	202	6	g.	g.	PROPN
cana-5217	202	7	,	,	PUNCT
cana-5217	202	8	&	&	CCONJ
cana-5217	202	9	zheng	zheng	PROPN
cana-5217	202	10	,	,	PUNCT
cana-5217	202	11	l.	l.	PROPN
cana-5217	202	12	(	(	PUNCT
cana-5217	202	13	2020	2020	NUM
cana-5217	202	14	)	)	PUNCT
cana-5217	202	15	.	.	PUNCT
cana-5217	203	1	"	"	PUNCT
cana-5217	203	2	a	a	DET
cana-5217	203	3	transfer	transfer	NOUN
cana-5217	203	4	learning	learn	VERB
cana-5217	203	5	method	method	NOUN
cana-5217	203	6	with	with	ADP
cana-5217	203	7	deep	deep	ADJ
cana-5217	203	8	residual	residual	ADJ
cana-5217	203	9	network	network	NOUN
cana-5217	203	10	for	for	ADP
cana-5217	203	11	pediatric	pediatric	ADJ
cana-5217	203	12	pneumonia	pneumonia	NOUN
cana-5217	203	13	diagnosis	diagnosis	NOUN
cana-5217	203	14	.	.	PUNCT
cana-5217	203	15	"	"	PUNCT
cana-5217	204	1	[	[	X
cana-5217	204	2	15	15	NUM
cana-5217	204	3	]	]	X
cana-5217	204	4	sirish	sirish	PROPN
cana-5217	204	5	kaushik	kaushik	PROPN
cana-5217	204	6	,	,	PUNCT
cana-5217	204	7	v.	v.	PROPN
cana-5217	204	8	,	,	PUNCT
cana-5217	204	9	et	et	PROPN
cana-5217	204	10	al	al	PROPN
cana-5217	204	11	.	.	PROPN
cana-5217	204	12	(	(	PUNCT
cana-5217	204	13	2019	2019	NUM
cana-5217	204	14	)	)	PUNCT
cana-5217	204	15	.	.	PUNCT
cana-5217	205	1	"	"	PUNCT
cana-5217	205	2	pneumonia	pneumonia	NOUN
cana-5217	205	3	detection	detection	NOUN
cana-5217	205	4	using	use	VERB
cana-5217	205	5	convolutional	convolutional	ADJ
cana-5217	205	6	neural	neural	ADJ
cana-5217	205	7	networks	network	NOUN
cana-5217	205	8	(	(	PUNCT
cana-5217	205	9	cnns	cnns	PROPN
cana-5217	205	10	)	)	PUNCT
cana-5217	205	11	.	.	PUNCT
cana-5217	205	12	"	"	PUNCT
cana-5217	206	1	proceedings	proceeding	NOUN
cana-5217	206	2	of	of	ADP
cana-5217	206	3	first	first	ADJ
cana-5217	206	4	international	international	ADJ
cana-5217	206	5	conference	conference	NOUN
cana-5217	206	6	on	on	ADP
cana-5217	206	7	computing	compute	VERB
cana-5217	206	8	communications	communication	NOUN
cana-5217	206	9	and	and	CCONJ
cana-5217	206	10	cyber	cyber	NOUN
cana-5217	206	11	-	-	PUNCT
cana-5217	206	12	security	security	NOUN
cana-5217	206	13	(	(	PUNCT
cana-5217	206	14	ic4s	ic4s	NOUN
cana-5217	206	15	2019	2019	NUM
cana-5217	206	16	)	)	PUNCT
cana-5217	206	17	.	.	PUNCT
cana-5217	207	1	[	[	X
cana-5217	207	2	16	16	NUM
cana-5217	207	3	]	]	X
cana-5217	207	4	mahmood	mahmood	PROPN
cana-5217	207	5	,	,	PUNCT
cana-5217	207	6	s.	s.	PROPN
cana-5217	207	7	,	,	PUNCT
cana-5217	207	8	afaq	afaq	NOUN
cana-5217	207	9	,	,	PUNCT
cana-5217	207	10	m.	m.	NOUN
cana-5217	207	11	,	,	PUNCT
cana-5217	207	12	&	&	CCONJ
cana-5217	207	13	sharif	sharif	PROPN
cana-5217	207	14	,	,	PUNCT
cana-5217	207	15	m.	m.	NOUN
cana-5217	207	16	(	(	PUNCT
cana-5217	207	17	2019	2019	NUM
cana-5217	207	18	)	)	PUNCT
cana-5217	207	19	.	.	PUNCT
cana-5217	208	1	"	"	PUNCT
cana-5217	208	2	pneumonia	pneumonia	NOUN
cana-5217	208	3	detection	detection	NOUN
cana-5217	208	4	using	use	VERB
cana-5217	208	5	deep	deep	ADJ
cana-5217	208	6	learning	learning	NOUN
cana-5217	208	7	from	from	ADP
cana-5217	208	8	chest	chest	NOUN
cana-5217	208	9	x	x	NOUN
cana-5217	208	10	-	-	NOUN
cana-5217	208	11	ray	ray	NOUN
cana-5217	208	12	images	image	NOUN
cana-5217	208	13	.	.	PUNCT
cana-5217	208	14	"	"	PUNCT
cana-5217	209	1	[	[	X
cana-5217	209	2	17	17	NUM
cana-5217	209	3	]	]	X
cana-5217	209	4	hosseini	hosseini	PROPN
cana-5217	209	5	-	-	PUNCT
cana-5217	209	6	asl	asl	PROPN
cana-5217	209	7	,	,	PUNCT
cana-5217	209	8	e.	e.	PROPN
cana-5217	209	9	,	,	PUNCT
cana-5217	209	10	saeb	saeb	NOUN
cana-5217	209	11	-	-	PUNCT
cana-5217	209	12	parsy	parsy	NOUN
cana-5217	209	13	,	,	PUNCT
cana-5217	209	14	k.	k.	PROPN
cana-5217	209	15	,	,	PUNCT
cana-5217	209	16	&	&	CCONJ
cana-5217	209	17	graham	graham	PROPN
cana-5217	209	18	,	,	PUNCT
cana-5217	209	19	s.	s.	PROPN
cana-5217	209	20	(	(	PUNCT
cana-5217	209	21	2020	2020	NUM
cana-5217	209	22	)	)	PUNCT
cana-5217	209	23	.	.	PUNCT
cana-5217	210	1	"	"	PUNCT
cana-5217	210	2	deep	deep	ADJ
cana-5217	210	3	learning	learning	NOUN
cana-5217	210	4	-	-	PUNCT
cana-5217	210	5	based	base	VERB
cana-5217	210	6	pneumonia	pneumonia	NOUN
cana-5217	210	7	detection	detection	NOUN
cana-5217	210	8	on	on	ADP
cana-5217	210	9	chest	chest	NOUN
cana-5217	210	10	x	x	NOUN
cana-5217	210	11	-	-	NOUN
cana-5217	210	12	ray	ray	NOUN
cana-5217	210	13	images	image	NOUN
cana-5217	210	14	.	.	PUNCT
cana-5217	210	15	"	"	PUNCT
cana-5217	211	1	communications	communication	NOUN
cana-5217	211	2	on	on	ADP
cana-5217	211	3	applied	apply	VERB
cana-5217	211	4	nonlinear	nonlinear	ADJ
cana-5217	211	5	analysis	analysis	NOUN
cana-5217	211	6	issn	issn	NOUN
cana-5217	211	7	:	:	PUNCT
cana-5217	211	8	1074	1074	NUM
cana-5217	211	9	-	-	PUNCT
cana-5217	211	10	133x	133x	NUM
cana-5217	211	11	vol	vol	VERB
cana-5217	211	12	32	32	NUM
cana-5217	211	13	no	no	NOUN
cana-5217	211	14	.	.	PUNCT
cana-5217	212	1	10s	10	NOUN
cana-5217	212	2	(	(	PUNCT
cana-5217	212	3	2025	2025	NUM
cana-5217	212	4	)	)	PUNCT
cana-5217	212	5	1187	1187	NUM
cana-5217	212	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5217	213	1	[	[	X
cana-5217	213	2	18	18	NUM
cana-5217	213	3	]	]	X
cana-5217	213	4	chandra	chandra	PROPN
cana-5217	213	5	,	,	PUNCT
cana-5217	213	6	t.	t.	PROPN
cana-5217	213	7	,	,	PUNCT
cana-5217	213	8	&	&	CCONJ
cana-5217	213	9	verma	verma	PROPN
cana-5217	213	10	,	,	PUNCT
cana-5217	213	11	k.	k.	PROPN
cana-5217	213	12	(	(	PUNCT
cana-5217	213	13	2020	2020	NUM
cana-5217	213	14	)	)	PUNCT
cana-5217	213	15	.	.	PUNCT
cana-5217	214	1	"	"	PUNCT
cana-5217	214	2	pneumonia	pneumonia	NOUN
cana-5217	214	3	detection	detection	NOUN
cana-5217	214	4	on	on	ADP
cana-5217	214	5	chest	chest	NOUN
cana-5217	214	6	x	x	NOUN
cana-5217	214	7	-	-	AUX
cana-5217	214	8	ray	ray	NOUN
cana-5217	214	9	using	use	VERB
cana-5217	214	10	machine	machine	NOUN
cana-5217	214	11	learning	learning	NOUN
cana-5217	214	12	paradigm	paradigm	NOUN
cana-5217	214	13	.	.	PUNCT
cana-5217	214	14	"	"	PUNCT
cana-5217	215	1	[	[	X
cana-5217	215	2	19	19	NUM
cana-5217	215	3	]	]	X
cana-5217	215	4	janizek	janizek	PROPN
cana-5217	215	5	,	,	PUNCT
cana-5217	215	6	j.	j.	PROPN
cana-5217	215	7	,	,	PUNCT
cana-5217	215	8	erion	erion	NOUN
cana-5217	215	9	,	,	PUNCT
cana-5217	215	10	g.	g.	PROPN
cana-5217	215	11	,	,	PUNCT
cana-5217	215	12	degrave	degrave	PROPN
cana-5217	215	13	,	,	PUNCT
cana-5217	215	14	a.	a.	PROPN
cana-5217	215	15	,	,	PUNCT
cana-5217	215	16	&	&	CCONJ
cana-5217	215	17	lee	lee	PROPN
cana-5217	215	18	,	,	PUNCT
cana-5217	215	19	s.	s.	PROPN
cana-5217	215	20	(	(	PUNCT
cana-5217	215	21	2020	2020	NUM
cana-5217	215	22	)	)	PUNCT
cana-5217	215	23	.	.	PUNCT
cana-5217	216	1	"	"	PUNCT
cana-5217	216	2	an	an	DET
cana-5217	216	3	adversarial	adversarial	ADJ
cana-5217	216	4	approach	approach	NOUN
cana-5217	216	5	for	for	ADP
cana-5217	216	6	the	the	DET
cana-5217	216	7	robust	robust	ADJ
cana-5217	216	8	classification	classification	NOUN
cana-5217	216	9	of	of	ADP
cana-5217	216	10	pneumonia	pneumonia	NOUN
cana-5217	216	11	from	from	ADP
cana-5217	216	12	chest	chest	NOUN
cana-5217	216	13	radiographs	radiograph	NOUN
cana-5217	216	14	.	.	PUNCT
cana-5217	216	15	"	"	PUNCT
cana-5217	217	1	[	[	X
cana-5217	217	2	20	20	NUM
cana-5217	217	3	]	]	X
cana-5217	217	4	gabruseva	gabruseva	PROPN
cana-5217	217	5	,	,	PUNCT
cana-5217	217	6	t.	t.	PROPN
cana-5217	217	7	,	,	PUNCT
cana-5217	217	8	poplavskiy	poplavskiy	NOUN
cana-5217	217	9	,	,	PUNCT
cana-5217	217	10	d.	d.	PROPN
cana-5217	217	11	,	,	PUNCT
cana-5217	217	12	&	&	CCONJ
cana-5217	217	13	kalinin	kalinin	PROPN
cana-5217	217	14	,	,	PUNCT
cana-5217	217	15	a.	a.	NOUN
cana-5217	217	16	(	(	PUNCT
cana-5217	217	17	2020	2020	NUM
cana-5217	217	18	)	)	PUNCT
cana-5217	217	19	.	.	PUNCT
cana-5217	218	1	"	"	PUNCT
cana-5217	218	2	deep	deep	ADJ
cana-5217	218	3	learning	learning	NOUN
cana-5217	218	4	for	for	ADP
cana-5217	218	5	automatic	automatic	ADJ
cana-5217	218	6	pneumonia	pneumonia	NOUN
cana-5217	218	7	detection	detection	NOUN
cana-5217	218	8	.	.	PUNCT
cana-5217	218	9	"	"	PUNCT
cana-5217	219	1	[	[	X
cana-5217	219	2	21	21	NUM
cana-5217	219	3	]	]	X
cana-5217	219	4	kulkarni	kulkarni	PROPN
cana-5217	219	5	,	,	PUNCT
cana-5217	219	6	p.	p.	PROPN
cana-5217	219	7	,	,	PUNCT
cana-5217	219	8	swaminathan	swaminathan	ADV
cana-5217	219	9	,	,	PUNCT
cana-5217	219	10	r.	r.	PROPN
cana-5217	219	11	,	,	PUNCT
cana-5217	219	12	&	&	CCONJ
cana-5217	219	13	thiagarajan	thiagarajan	PROPN
cana-5217	219	14	,	,	PUNCT
cana-5217	219	15	j.	j.	PROPN
cana-5217	219	16	j.	j.	PROPN
cana-5217	219	17	(	(	PUNCT
cana-5217	219	18	2020	2020	NUM
cana-5217	219	19	)	)	PUNCT
cana-5217	219	20	.	.	PUNCT
cana-5217	220	1	"	"	PUNCT
cana-5217	220	2	deep	deep	ADJ
cana-5217	220	3	learning	learning	NOUN
cana-5217	220	4	for	for	ADP
cana-5217	220	5	pneumonia	pneumonia	NOUN
cana-5217	220	6	detection	detection	NOUN
cana-5217	220	7	in	in	ADP
cana-5217	220	8	chest	chest	NOUN
cana-5217	220	9	x	x	NOUN
cana-5217	220	10	-	-	NOUN
cana-5217	220	11	rays	ray	NOUN
cana-5217	220	12	:	:	PUNCT
cana-5217	220	13	a	a	DET
cana-5217	220	14	comparative	comparative	ADJ
cana-5217	220	15	study	study	NOUN
cana-5217	220	16	.	.	PUNCT
cana-5217	220	17	"	"	PUNCT
cana-5217	221	1	[	[	X
cana-5217	221	2	22	22	NUM
cana-5217	221	3	]	]	PUNCT
cana-5217	221	4	kaggle	kaggle	NOUN
cana-5217	221	5	.	.	PUNCT
cana-5217	222	1	(	(	PUNCT
cana-5217	222	2	online	online	NOUN
cana-5217	222	3	)	)	PUNCT
cana-5217	222	4	.	.	PUNCT
cana-5217	223	1	"	"	PUNCT
cana-5217	223	2	dataset	dataset	VERB
cana-5217	223	3	available	available	ADJ
cana-5217	223	4	:	:	PUNCT
cana-5217	223	5	chest	chest	NOUN
cana-5217	223	6	x	x	NOUN
cana-5217	223	7	-	-	NOUN
cana-5217	223	8	ray	ray	NOUN
cana-5217	223	9	pneumonia	pneumonia	NOUN
cana-5217	223	10	dataset	dataset	NOUN
cana-5217	223	11	"	"	PUNCT
cana-5217	223	12	link	link	NOUN
cana-5217	223	13	:	:	PUNCT
cana-5217	223	14	https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia	https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia	X
cana-5217	223	15	.	.	PUNCT
cana-5217	223	16	https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia	https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia	X