id	sid	tid	token	lemma	pos
cana-5761	1	1	communications	communication	NOUN
cana-5761	1	2	on	on	ADP
cana-5761	1	3	applied	apply	VERB
cana-5761	1	4	nonlinear	nonlinear	ADJ
cana-5761	1	5	analysis	analysis	NOUN
cana-5761	1	6	issn	issn	NOUN
cana-5761	1	7	:	:	PUNCT
cana-5761	1	8	1074	1074	NUM
cana-5761	1	9	-	-	PUNCT
cana-5761	1	10	133x	133x	NUM
cana-5761	1	11	vol	vol	NOUN
cana-5761	1	12	32	32	NUM
cana-5761	1	13	no	no	NOUN
cana-5761	1	14	.	.	PUNCT
cana-5761	2	1	3s	3s	NUM
cana-5761	2	2	(	(	PUNCT
cana-5761	2	3	2025	2025	NUM
cana-5761	2	4	)	)	PUNCT
cana-5761	2	5	840	840	NUM
cana-5761	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	2	7	framework	framework	NOUN
cana-5761	2	8	for	for	ADP
cana-5761	2	9	early	early	ADJ
cana-5761	2	10	detection	detection	NOUN
cana-5761	2	11	of	of	ADP
cana-5761	2	12	lung	lung	NOUN
cana-5761	2	13	malignancies	malignancy	NOUN
cana-5761	2	14	using	use	VERB
cana-5761	2	15	deep	deep	ADJ
cana-5761	2	16	learning	learning	NOUN
cana-5761	2	17	techniques	technique	NOUN
cana-5761	2	18	saba	saba	PROPN
cana-5761	2	19	fatima1	fatima1	PROPN
cana-5761	3	1	mrs	mrs	PROPN
cana-5761	3	2	.	.	PROPN
cana-5761	3	3	md	md	PROPN
cana-5761	3	4	asma2	asma2	PROPN
cana-5761	3	5	dr	dr	PROPN
cana-5761	3	6	.	.	PROPN
cana-5761	3	7	t.k	t.k	PROPN
cana-5761	3	8	.	.	PROPN
cana-5761	3	9	shaik	shaik	PROPN
cana-5761	3	10	shavali3	shavali3	PROPN
cana-5761	3	11	1	1	NUM
cana-5761	3	12	research	research	NOUN
cana-5761	3	13	scholar	scholar	NOUN
cana-5761	3	14	,	,	PUNCT
cana-5761	3	15	dept	dept	NOUN
cana-5761	3	16	.	.	PROPN
cana-5761	4	1	of	of	ADP
cana-5761	4	2	computer	computer	NOUN
cana-5761	4	3	science	science	NOUN
cana-5761	4	4	and	and	CCONJ
cana-5761	4	5	engineering	engineering	NOUN
cana-5761	4	6	,	,	PUNCT
cana-5761	4	7	lords	lords	PROPN
cana-5761	4	8	institute	institute	PROPN
cana-5761	4	9	of	of	ADP
cana-5761	4	10	engineering	engineering	NOUN
cana-5761	4	11	and	and	CCONJ
cana-5761	4	12	technology	technology	NOUN
cana-5761	4	13	,	,	PUNCT
cana-5761	4	14	hyderabad	hyderabad	PROPN
cana-5761	4	15	,	,	PUNCT
cana-5761	4	16	telangana	telangana	PROPN
cana-5761	4	17	2associate	2associate	NUM
cana-5761	4	18	professor	professor	NOUN
cana-5761	4	19	,	,	PUNCT
cana-5761	4	20	dept	dept	NOUN
cana-5761	4	21	.	.	PROPN
cana-5761	5	1	of	of	ADP
cana-5761	5	2	computer	computer	NOUN
cana-5761	5	3	science	science	NOUN
cana-5761	5	4	and	and	CCONJ
cana-5761	5	5	engineering	engineering	NOUN
cana-5761	5	6	,	,	PUNCT
cana-5761	5	7	lords	lords	PROPN
cana-5761	5	8	institute	institute	PROPN
cana-5761	5	9	of	of	ADP
cana-5761	5	10	engineering	engineering	NOUN
cana-5761	5	11	and	and	CCONJ
cana-5761	5	12	technology	technology	NOUN
cana-5761	5	13	,	,	PUNCT
cana-5761	5	14	hyderabad	hyderabad	PROPN
cana-5761	5	15	,	,	PUNCT
cana-5761	5	16	telangana	telangana	PROPN
cana-5761	5	17	3professor	3professor	NUM
cana-5761	5	18	,	,	PUNCT
cana-5761	5	19	dept	dept	NOUN
cana-5761	5	20	.	.	PROPN
cana-5761	6	1	of	of	ADP
cana-5761	6	2	computer	computer	NOUN
cana-5761	6	3	science	science	NOUN
cana-5761	6	4	and	and	CCONJ
cana-5761	6	5	engineering	engineering	NOUN
cana-5761	6	6	,	,	PUNCT
cana-5761	6	7	lords	lords	PROPN
cana-5761	6	8	institute	institute	PROPN
cana-5761	6	9	of	of	ADP
cana-5761	6	10	engineering	engineering	NOUN
cana-5761	6	11	and	and	CCONJ
cana-5761	6	12	technology	technology	NOUN
cana-5761	6	13	,	,	PUNCT
cana-5761	6	14	hyderabad	hyderabad	PROPN
cana-5761	6	15	,	,	PUNCT
cana-5761	6	16	telangana	telangana	PROPN
cana-5761	6	17	article	article	PROPN
cana-5761	6	18	history	history	NOUN
cana-5761	6	19	:	:	PUNCT
cana-5761	6	20	received	receive	VERB
cana-5761	6	21	:	:	PUNCT
cana-5761	6	22	12	12	NUM
cana-5761	6	23	-	-	SYM
cana-5761	6	24	01	01	NUM
cana-5761	6	25	-	-	PUNCT
cana-5761	6	26	2025	2025	NUM
cana-5761	6	27	revised	revise	VERB
cana-5761	6	28	:	:	PUNCT
cana-5761	6	29	15	15	NUM
cana-5761	6	30	-	-	NUM
cana-5761	6	31	02	02	NUM
cana-5761	6	32	-	-	PUNCT
cana-5761	6	33	2025	2025	NUM
cana-5761	6	34	accepted	accept	VERB
cana-5761	6	35	:	:	PUNCT
cana-5761	6	36	01	01	NUM
cana-5761	6	37	-	-	SYM
cana-5761	6	38	03	03	NUM
cana-5761	6	39	-	-	PUNCT
cana-5761	6	40	2025	2025	NUM
cana-5761	6	41	abstract	abstract	ADJ
cana-5761	6	42	lung	lung	NOUN
cana-5761	6	43	cancer	cancer	NOUN
cana-5761	6	44	is	be	AUX
cana-5761	6	45	a	a	DET
cana-5761	6	46	disease	disease	NOUN
cana-5761	6	47	that	that	PRON
cana-5761	6	48	has	have	VERB
cana-5761	6	49	a	a	DET
cana-5761	6	50	major	major	ADJ
cana-5761	6	51	impact	impact	NOUN
cana-5761	6	52	on	on	ADP
cana-5761	6	53	public	public	ADJ
cana-5761	6	54	health	health	NOUN
cana-5761	6	55	.	.	PUNCT
cana-5761	7	1	this	this	DET
cana-5761	7	2	study	study	NOUN
cana-5761	7	3	suggests	suggest	VERB
cana-5761	7	4	folding	fold	VERB
cana-5761	7	5	networks	network	NOUN
cana-5761	7	6	(	(	PUNCT
cana-5761	7	7	cnns	cnns	PROPN
cana-5761	7	8	)	)	PUNCT
cana-5761	7	9	and	and	CCONJ
cana-5761	7	10	densen	densen	NOUN
cana-5761	7	11	's	's	PART
cana-5761	7	12	approaches	approach	NOUN
cana-5761	7	13	to	to	PART
cana-5761	7	14	support	support	VERB
cana-5761	7	15	lung	lung	NOUN
cana-5761	7	16	cancer	cancer	NOUN
cana-5761	7	17	recognition	recognition	NOUN
cana-5761	7	18	and	and	CCONJ
cana-5761	7	19	classification	classification	NOUN
cana-5761	7	20	.	.	PUNCT
cana-5761	8	1	in	in	ADP
cana-5761	8	2	various	various	ADJ
cana-5761	8	3	areas	area	NOUN
cana-5761	8	4	of	of	ADP
cana-5761	8	5	pattern	pattern	NOUN
cana-5761	8	6	recognition	recognition	NOUN
cana-5761	8	7	and	and	CCONJ
cana-5761	8	8	medical	medical	ADJ
cana-5761	8	9	imaging	imaging	NOUN
cana-5761	8	10	,	,	PUNCT
cana-5761	8	11	cnn	cnn	PROPN
cana-5761	8	12	and	and	CCONJ
cana-5761	8	13	densenet	densenet	NOUN
cana-5761	8	14	have	have	AUX
cana-5761	8	15	demonstrated	demonstrate	VERB
cana-5761	8	16	their	their	PRON
cana-5761	8	17	effectiveness	effectiveness	NOUN
cana-5761	8	18	.	.	PUNCT
cana-5761	9	1	in	in	ADP
cana-5761	9	2	this	this	DET
cana-5761	9	3	study	study	NOUN
cana-5761	9	4	,	,	PUNCT
cana-5761	9	5	many	many	ADJ
cana-5761	9	6	medical	medical	ADJ
cana-5761	9	7	lung	lung	NOUN
cana-5761	9	8	images	image	NOUN
cana-5761	9	9	were	be	AUX
cana-5761	9	10	created	create	VERB
cana-5761	9	11	using	use	VERB
cana-5761	9	12	x	x	NOUN
cana-5761	9	13	-	-	NOUN
cana-5761	9	14	rays	ray	NOUN
cana-5761	9	15	from	from	ADP
cana-5761	9	16	people	people	NOUN
cana-5761	9	17	with	with	ADP
cana-5761	9	18	lung	lung	NOUN
cana-5761	9	19	cancer	cancer	NOUN
cana-5761	9	20	.	.	PUNCT
cana-5761	10	1	the	the	DET
cana-5761	10	2	results	result	NOUN
cana-5761	10	3	show	show	VERB
cana-5761	10	4	that	that	SCONJ
cana-5761	10	5	it	it	PRON
cana-5761	10	6	can	can	AUX
cana-5761	10	7	be	be	AUX
cana-5761	10	8	maliciously	maliciously	ADV
cana-5761	10	9	divided	divide	VERB
cana-5761	10	10	using	use	VERB
cana-5761	10	11	cnn	cnn	PROPN
cana-5761	10	12	and	and	CCONJ
cana-5761	10	13	densenet	densenet	NOUN
cana-5761	10	14	architectures	architecture	NOUN
cana-5761	10	15	with	with	ADP
cana-5761	10	16	99	99	NUM
cana-5761	10	17	parameter	parameter	NOUN
cana-5761	10	18	accuracy.8	accuracy.8	PROPN
cana-5761	10	19	%	%	NOUN
cana-5761	10	20	.	.	PUNCT
cana-5761	11	1	this	this	DET
cana-5761	11	2	study	study	NOUN
cana-5761	11	3	contributes	contribute	VERB
cana-5761	11	4	to	to	ADP
cana-5761	11	5	the	the	DET
cana-5761	11	6	creation	creation	NOUN
cana-5761	11	7	of	of	ADP
cana-5761	11	8	a	a	DET
cana-5761	11	9	deep	deep	ADJ
cana-5761	11	10	learning	learning	NOUN
cana-5761	11	11	-	-	PUNCT
cana-5761	11	12	based	base	VERB
cana-5761	11	13	system	system	NOUN
cana-5761	11	14	for	for	ADP
cana-5761	11	15	detecting	detect	VERB
cana-5761	11	16	and	and	CCONJ
cana-5761	11	17	classifying	classify	VERB
cana-5761	11	18	lung	lung	NOUN
cana-5761	11	19	cancer	cancer	NOUN
cana-5761	11	20	.	.	PUNCT
cana-5761	12	1	the	the	DET
cana-5761	12	2	results	result	NOUN
cana-5761	12	3	could	could	AUX
cana-5761	12	4	be	be	AUX
cana-5761	12	5	the	the	DET
cana-5761	12	6	basis	basis	NOUN
cana-5761	12	7	for	for	ADP
cana-5761	12	8	creating	create	VERB
cana-5761	12	9	a	a	DET
cana-5761	12	10	more	more	ADV
cana-5761	12	11	accurate	accurate	ADJ
cana-5761	12	12	and	and	CCONJ
cana-5761	12	13	productive	productive	ADJ
cana-5761	12	14	diagnostic	diagnostic	ADJ
cana-5761	12	15	system	system	NOUN
cana-5761	12	16	for	for	ADP
cana-5761	12	17	lung	lung	NOUN
cana-5761	12	18	cancer.lung	cancer.lung	PROPN
cana-5761	12	19	cancer	cancer	NOUN
cana-5761	12	20	remains	remain	VERB
cana-5761	12	21	one	one	NUM
cana-5761	12	22	of	of	ADP
cana-5761	12	23	the	the	DET
cana-5761	12	24	most	most	ADV
cana-5761	12	25	deadly	deadly	ADJ
cana-5761	12	26	types	type	NOUN
cana-5761	12	27	of	of	ADP
cana-5761	12	28	cancer	cancer	NOUN
cana-5761	12	29	in	in	ADP
cana-5761	12	30	the	the	DET
cana-5761	12	31	world	world	NOUN
cana-5761	12	32	,	,	PUNCT
cana-5761	12	33	making	make	VERB
cana-5761	12	34	early	early	ADJ
cana-5761	12	35	and	and	CCONJ
cana-5761	12	36	accurate	accurate	ADJ
cana-5761	12	37	diagnosis	diagnosis	NOUN
cana-5761	12	38	essential	essential	ADJ
cana-5761	12	39	.	.	PUNCT
cana-5761	13	1	damayanti	damayanti	PROPN
cana-5761	13	2	et	et	PROPN
cana-5761	13	3	al	al	PROPN
cana-5761	13	4	.	.	PROPN
cana-5761	14	1	(	(	PUNCT
cana-5761	14	2	2023	2023	NUM
cana-5761	14	3	)	)	PUNCT
cana-5761	14	4	proposed	propose	VERB
cana-5761	14	5	a	a	DET
cana-5761	14	6	hybrid	hybrid	ADJ
cana-5761	14	7	deep	deep	ADJ
cana-5761	14	8	learning	learning	NOUN
cana-5761	14	9	structure	structure	NOUN
cana-5761	14	10	in	in	ADP
cana-5761	14	11	which	which	PRON
cana-5761	14	12	folding	fold	VERB
cana-5761	14	13	networks	network	NOUN
cana-5761	14	14	(	(	PUNCT
cana-5761	14	15	cnns	cnns	PROPN
cana-5761	14	16	)	)	PUNCT
cana-5761	14	17	combined	combine	VERB
cana-5761	14	18	with	with	ADP
cana-5761	14	19	dersenet	dersenet	NOUN
cana-5761	14	20	to	to	PART
cana-5761	14	21	distinguish	distinguish	VERB
cana-5761	14	22	between	between	ADP
cana-5761	14	23	malignant	malignant	ADJ
cana-5761	14	24	and	and	CCONJ
cana-5761	14	25	benign	benign	ADJ
cana-5761	14	26	lung	lung	NOUN
cana-5761	14	27	nodes	node	NOUN
cana-5761	14	28	using	use	VERB
cana-5761	14	29	radiation	radiation	NOUN
cana-5761	14	30	imaging	imaging	NOUN
cana-5761	14	31	.	.	PUNCT
cana-5761	15	1	their	their	PRON
cana-5761	15	2	model	model	NOUN
cana-5761	15	3	reached	reach	VERB
cana-5761	15	4	an	an	DET
cana-5761	15	5	impressive	impressive	ADJ
cana-5761	15	6	99.8	99.8	NUM
cana-5761	15	7	°	°	NOUN
cana-5761	15	8	campaign	campaign	NOUN
cana-5761	15	9	.	.	PUNCT
cana-5761	16	1	this	this	PRON
cana-5761	16	2	presented	present	VERB
cana-5761	16	3	the	the	DET
cana-5761	16	4	complementary	complementary	ADJ
cana-5761	16	5	intensities	intensity	NOUN
cana-5761	16	6	of	of	ADP
cana-5761	16	7	cnn	cnn	PROPN
cana-5761	16	8	properties	property	NOUN
cana-5761	16	9	extraction	extraction	NOUN
cana-5761	16	10	and	and	CCONJ
cana-5761	16	11	densett	densett	NOUN
cana-5761	16	12	in	in	ADP
cana-5761	16	13	close	close	ADJ
cana-5761	16	14	relations	relation	NOUN
cana-5761	16	15	recording	record	VERB
cana-5761	16	16	subtle	subtle	ADJ
cana-5761	16	17	lung	lung	NOUN
cana-5761	16	18	pathology	pathology	NOUN
cana-5761	16	19	from	from	ADP
cana-5761	16	20	ct	ct	NUM
cana-5761	16	21	images	image	NOUN
cana-5761	16	22	.	.	PUNCT
cana-5761	17	1	(	(	PUNCT
cana-5761	17	2	202they	202they	PROPN
cana-5761	17	3	reported	report	VERB
cana-5761	17	4	over	over	ADP
cana-5761	17	5	99.92	99.92	NUM
cana-5761	17	6	%	%	NOUN
cana-5761	17	7	on	on	ADP
cana-5761	17	8	training	training	NOUN
cana-5761	17	9	accuracy	accuracy	NOUN
cana-5761	17	10	,	,	PUNCT
cana-5761	17	11	which	which	PRON
cana-5761	17	12	maintained	maintain	VERB
cana-5761	17	13	a	a	DET
cana-5761	17	14	robust	robust	ADJ
cana-5761	17	15	verification	verification	NOUN
cana-5761	17	16	accuracy	accuracy	NOUN
cana-5761	17	17	of	of	ADP
cana-5761	17	18	95.6	95.6	NUM
cana-5761	17	19	%	%	NOUN
cana-5761	17	20	with	with	ADP
cana-5761	17	21	an	an	DET
cana-5761	17	22	auc	auc	NOUN
cana-5761	17	23	of	of	ADP
cana-5761	17	24	0.9967	0.9967	NUM
cana-5761	17	25	,	,	PUNCT
cana-5761	17	26	improving	improve	VERB
cana-5761	17	27	strong	strong	ADJ
cana-5761	17	28	generalization	generalization	NOUN
cana-5761	17	29	skills	skill	NOUN
cana-5761	17	30	from	from	ADP
cana-5761	17	31	densenet	densenet	NOUN
cana-5761	17	32	.	.	PUNCT
cana-5761	18	1	complementary	complementary	ADJ
cana-5761	18	2	studies	study	NOUN
cana-5761	18	3	use	use	VERB
cana-5761	18	4	the	the	DET
cana-5761	18	5	advantages	advantage	NOUN
cana-5761	18	6	of	of	ADP
cana-5761	18	7	dennet	dennet	NOUN
cana-5761	18	8	121	121	NUM
cana-5761	18	9	.	.	PUNCT
cana-5761	19	1	the	the	DET
cana-5761	19	2	radioactive	radioactive	ADJ
cana-5761	19	3	extended	extend	VERB
cana-5761	19	4	diagnostics	diagnostic	NOUN
cana-5761	19	5	pipeline	pipeline	NOUN
cana-5761	19	6	integrated	integrate	VERB
cana-5761	19	7	93.6	93.6	NUM
cana-5761	19	8	%	%	NOUN
cana-5761	19	9	of	of	ADP
cana-5761	19	10	the	the	DET
cana-5761	19	11	specificity	specificity	NOUN
cana-5761	19	12	of	of	ADP
cana-5761	19	13	the	the	DET
cana-5761	19	14	ct	ct	PROPN
cana-5761	19	15	node	node	PROPN
cana-5761	19	16	classification	classification	NOUN
cana-5761	19	17	task	task	NOUN
cana-5761	19	18	,	,	PUNCT
cana-5761	19	19	93.6	93.6	NUM
cana-5761	19	20	%	%	NOUN
cana-5761	19	21	of	of	ADP
cana-5761	19	22	hybrid	hybrid	ADJ
cana-5761	19	23	architecture	architecture	NOUN
cana-5761	19	24	,	,	PUNCT
cana-5761	19	25	93.6	93.6	NUM
cana-5761	19	26	%	%	NOUN
cana-5761	19	27	of	of	ADP
cana-5761	19	28	cnn	cnn	PROPN
cana-5761	19	29	-	-	PUNCT
cana-5761	19	30	cnn	cnn	PROPN
cana-5761	19	31	security	security	NOUN
cana-5761	19	32	errors	error	NOUN
cana-5761	19	33	,	,	PUNCT
cana-5761	19	34	and	and	CCONJ
cana-5761	19	35	93.6	93.6	NUM
cana-5761	19	36	%	%	NOUN
cana-5761	19	37	of	of	ADP
cana-5761	19	38	dasreng	dasreng	PROPN
cana-5761	19	39	united	unite	VERB
cana-5761	19	40	without	without	ADP
cana-5761	19	41	shortage	shortage	NOUN
cana-5761	19	42	.	.	PUNCT
cana-5761	20	1	adenocarcinoma	adenocarcinoma	NOUN
cana-5761	20	2	,	,	PUNCT
cana-5761	20	3	squamous	squamous	ADJ
cana-5761	20	4	cell	cell	NOUN
cana-5761	20	5	carcinoma	carcinoma	NOUN
cana-5761	20	6	and	and	CCONJ
cana-5761	20	7	normal	normal	ADJ
cana-5761	20	8	tissue	tissue	NOUN
cana-5761	20	9	classes	class	NOUN
cana-5761	20	10	.	.	PUNCT
cana-5761	21	1	keywords	keyword	NOUN
cana-5761	21	2	:	:	PUNCT
cana-5761	21	3	deep	deep	ADJ
cana-5761	21	4	learning	learning	NOUN
cana-5761	21	5	;	;	PUNCT
cana-5761	21	6	lung	lung	NOUN
cana-5761	21	7	cancer	cancer	NOUN
cana-5761	21	8	detection	detection	NOUN
cana-5761	21	9	;	;	PUNCT
cana-5761	21	10	convolutional	convolutional	ADJ
cana-5761	21	11	neural	neural	ADJ
cana-5761	21	12	networks	network	NOUN
cana-5761	21	13	(	(	PUNCT
cana-5761	21	14	cnns	cnns	PROPN
cana-5761	21	15	)	)	PUNCT
cana-5761	21	16	;	;	PUNCT
cana-5761	21	17	medical	medical	ADJ
cana-5761	21	18	image	image	NOUN
cana-5761	21	19	analysis	analysis	NOUN
cana-5761	21	20	;	;	PUNCT
cana-5761	21	21	early	early	ADJ
cana-5761	21	22	diagnosis	diagnosis	NOUN
cana-5761	21	23	1	1	NUM
cana-5761	21	24	.	.	PUNCT
cana-5761	22	1	introduction	introduction	NOUN
cana-5761	22	2	lung	lung	NOUN
cana-5761	22	3	cancer	cancer	NOUN
cana-5761	22	4	remains	remain	VERB
cana-5761	22	5	the	the	DET
cana-5761	22	6	driving	driving	NOUN
cana-5761	22	7	cause	cause	NOUN
cana-5761	22	8	of	of	ADP
cana-5761	22	9	cancer	cancer	NOUN
cana-5761	22	10	-	-	PUNCT
cana-5761	22	11	related	relate	VERB
cana-5761	22	12	mortality	mortality	NOUN
cana-5761	22	13	around	around	ADP
cana-5761	22	14	the	the	DET
cana-5761	22	15	world[1	world[1	PROPN
cana-5761	22	16	]	]	PUNCT
cana-5761	22	17	,	,	PUNCT
cana-5761	22	18	bookkeeping	bookkeepe	VERB
cana-5761	22	19	for	for	ADP
cana-5761	22	20	about	about	ADV
cana-5761	22	21	one	one	NUM
cana-5761	22	22	in	in	ADP
cana-5761	22	23	five	five	NUM
cana-5761	22	24	cancer	cancer	NOUN
cana-5761	22	25	passings	passing	NOUN
cana-5761	22	26	,	,	PUNCT
cana-5761	22	27	generally	generally	ADV
cana-5761	22	28	due	due	ADJ
cana-5761	22	29	to	to	ADP
cana-5761	22	30	late	late	ADJ
cana-5761	22	31	-	-	PUNCT
cana-5761	22	32	stage	stage	NOUN
cana-5761	22	33	conclusion	conclusion	NOUN
cana-5761	22	34	and	and	CCONJ
cana-5761	22	35	communications	communication	NOUN
cana-5761	22	36	on	on	ADP
cana-5761	22	37	applied	apply	VERB
cana-5761	22	38	nonlinear	nonlinear	ADJ
cana-5761	22	39	analysis	analysis	NOUN
cana-5761	22	40	issn	issn	NOUN
cana-5761	22	41	:	:	PUNCT
cana-5761	22	42	1074	1074	NUM
cana-5761	22	43	-	-	PUNCT
cana-5761	22	44	133x	133x	NUM
cana-5761	22	45	vol	vol	NOUN
cana-5761	22	46	32	32	NUM
cana-5761	22	47	no	no	NOUN
cana-5761	22	48	.	.	PUNCT
cana-5761	23	1	3s	3s	NUM
cana-5761	23	2	(	(	PUNCT
cana-5761	23	3	2025	2025	NUM
cana-5761	23	4	)	)	PUNCT
cana-5761	23	5	841	841	NUM
cana-5761	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	23	7	the	the	DET
cana-5761	23	8	obtrusive	obtrusive	ADJ
cana-5761	23	9	nature	nature	NOUN
cana-5761	23	10	of	of	ADP
cana-5761	23	11	corroborative	corroborative	ADJ
cana-5761	23	12	biopsies	biopsy	NOUN
cana-5761	23	13	.	.	PUNCT
cana-5761	24	1	chest	chest	NOUN
cana-5761	24	2	ct	ct	NUM
cana-5761	24	3	filters	filter	NOUN
cana-5761	24	4	are	be	AUX
cana-5761	24	5	the	the	DET
cana-5761	24	6	standard	standard	NOUN
cana-5761	24	7	for	for	ADP
cana-5761	24	8	early	early	ADJ
cana-5761	24	9	discovery	discovery	NOUN
cana-5761	24	10	,	,	PUNCT
cana-5761	24	11	however	however	ADV
cana-5761	24	12	recognizing	recognize	VERB
cana-5761	24	13	generous	generous	ADJ
cana-5761	24	14	from	from	ADP
cana-5761	24	15	harmful	harmful	ADJ
cana-5761	24	16	nodules	nodule	NOUN
cana-5761	24	17	—	—	PUNCT
cana-5761	24	18	even	even	ADV
cana-5761	24	19	technology	technology	NOUN
cana-5761	24	20	-	-	PUNCT
cana-5761	24	21	aided	aid	VERB
cana-5761	24	22	—	—	PUNCT
cana-5761	24	23	is	be	AUX
cana-5761	24	24	complex	complex	ADJ
cana-5761	24	25	and	and	CCONJ
cana-5761	24	26	inclined	inclined	ADJ
cana-5761	24	27	to	to	ADP
cana-5761	24	28	misclassification	misclassification	NOUN
cana-5761	24	29	,	,	PUNCT
cana-5761	24	30	especially	especially	ADV
cana-5761	24	31	with	with	SCONJ
cana-5761	24	32	little	little	ADJ
cana-5761	24	33	injuriescomputed	injuriescomputed	ADJ
cana-5761	24	34	tomography	tomography	NOUN
cana-5761	24	35	checks	check	NOUN
cana-5761	24	36	are	be	AUX
cana-5761	24	37	utilized	utilize	VERB
cana-5761	24	38	for	for	ADP
cana-5761	24	39	distinguishing	distinguish	VERB
cana-5761	24	40	lung	lung	NOUN
cana-5761	24	41	illnesses	illness	NOUN
cana-5761	24	42	since	since	SCONJ
cana-5761	24	43	they	they	PRON
cana-5761	24	44	offer	offer	VERB
cana-5761	24	45	a	a	DET
cana-5761	24	46	intensive	intensive	ADJ
cana-5761	24	47	see	see	NOUN
cana-5761	24	48	of	of	ADP
cana-5761	24	49	the	the	DET
cana-5761	24	50	tumor	tumor	NOUN
cana-5761	24	51	within	within	ADP
cana-5761	24	52	the	the	DET
cana-5761	24	53	body	body	NOUN
cana-5761	24	54	and	and	CCONJ
cana-5761	24	55	take	take	VERB
cana-5761	24	56	after	after	ADP
cana-5761	24	57	its	its	PRON
cana-5761	24	58	advance[3	advance[3	NUM
cana-5761	24	59	]	]	PUNCT
cana-5761	24	60	.	.	PUNCT
cana-5761	25	1	the	the	DET
cana-5761	25	2	creator	creator	NOUN
cana-5761	25	3	[	[	X
cana-5761	25	4	2	2	NUM
cana-5761	25	5	]	]	PUNCT
cana-5761	25	6	clarified	clarify	VERB
cana-5761	25	7	downsides	downside	NOUN
cana-5761	25	8	incorporate	incorporate	VERB
cana-5761	25	9	that	that	SCONJ
cana-5761	25	10	they	they	PRON
cana-5761	25	11	ca	can	AUX
cana-5761	25	12	n't	not	PART
cana-5761	25	13	offer	offer	VERB
cana-5761	25	14	assistance	assistance	NOUN
cana-5761	25	15	with	with	ADP
cana-5761	25	16	infection	infection	NOUN
cana-5761	25	17	discovery	discovery	NOUN
cana-5761	25	18	at	at	ADP
cana-5761	25	19	an	an	DET
cana-5761	25	20	early	early	ADJ
cana-5761	25	21	organize	organize	NOUN
cana-5761	25	22	.	.	PUNCT
cana-5761	26	1	the	the	DET
cana-5761	26	2	creator	creator	NOUN
cana-5761	26	3	[	[	X
cana-5761	26	4	11	11	NUM
cana-5761	26	5	]	]	PUNCT
cana-5761	26	6	proposed	propose	VERB
cana-5761	26	7	calculation	calculation	NOUN
cana-5761	26	8	for	for	ADP
cana-5761	26	9	lung	lung	NOUN
cana-5761	26	10	maladies	malady	NOUN
cana-5761	26	11	discovery	discovery	NOUN
cana-5761	26	12	utilizing	utilize	VERB
cana-5761	26	13	co	co	NOUN
cana-5761	26	14	-	-	NOUN
cana-5761	26	15	learning	learn	VERB
cana-5761	26	16	from	from	ADP
cana-5761	26	17	chest	chest	NOUN
cana-5761	26	18	ct	ct	NUM
cana-5761	26	19	pictures	picture	NOUN
cana-5761	26	20	and	and	CCONJ
cana-5761	26	21	clinical	clinical	ADJ
cana-5761	26	22	socioeconomics	socioeconomic	NOUN
cana-5761	26	23	may	may	AUX
cana-5761	26	24	be	be	AUX
cana-5761	26	25	a	a	DET
cana-5761	26	26	procedure	procedure	NOUN
cana-5761	26	27	for	for	ADP
cana-5761	26	28	identifying	identify	VERB
cana-5761	26	29	lung	lung	NOUN
cana-5761	26	30	infections	infection	NOUN
cana-5761	26	31	in	in	ADP
cana-5761	26	32	ct	ct	NUM
cana-5761	26	33	check	check	NOUN
cana-5761	26	34	pictures	picture	NOUN
cana-5761	26	35	that	that	PRON
cana-5761	26	36	employments	employment	NOUN
cana-5761	26	37	an	an	DET
cana-5761	26	38	robotized	robotized	ADJ
cana-5761	26	39	approach[4],[5	approach[4],[5	PROPN
cana-5761	26	40	]	]	PUNCT
cana-5761	26	41	.	.	PUNCT
cana-5761	27	1	the	the	DET
cana-5761	27	2	creator	creator	NOUN
cana-5761	27	3	[	[	X
cana-5761	27	4	7	7	NUM
cana-5761	27	5	]	]	X
cana-5761	27	6	utilized	utilize	VERB
cana-5761	27	7	an	an	DET
cana-5761	27	8	calculation	calculation	NOUN
cana-5761	27	9	for	for	ADP
cana-5761	27	10	diagnosing	diagnose	VERB
cana-5761	27	11	lung	lung	NOUN
cana-5761	27	12	ailments	ailment	NOUN
cana-5761	27	13	is	be	AUX
cana-5761	27	14	being	be	AUX
cana-5761	27	15	created	create	VERB
cana-5761	27	16	utilizing	utilize	VERB
cana-5761	27	17	different	different	ADJ
cana-5761	27	18	strategies	strategy	NOUN
cana-5761	27	19	.	.	PUNCT
cana-5761	28	1	the	the	DET
cana-5761	28	2	taking	taking	NOUN
cana-5761	28	3	after	after	ADV
cana-5761	28	4	are	be	AUX
cana-5761	28	5	a	a	DET
cana-5761	28	6	few	few	ADJ
cana-5761	28	7	of	of	ADP
cana-5761	28	8	the	the	DET
cana-5761	28	9	limitations	limitation	NOUN
cana-5761	28	10	:	:	PUNCT
cana-5761	28	11	permits	permit	VERB
cana-5761	28	12	the	the	DET
cana-5761	28	13	radiologist	radiologist	NOUN
cana-5761	28	14	to	to	PART
cana-5761	28	15	spend	spend	VERB
cana-5761	28	16	more	more	ADJ
cana-5761	28	17	time	time	NOUN
cana-5761	28	18	evaluating	evaluate	VERB
cana-5761	28	19	the	the	DET
cana-5761	28	20	persistent	persistent	NOUN
cana-5761	28	21	.	.	PUNCT
cana-5761	29	1	executing	execute	VERB
cana-5761	29	2	neural	neural	ADJ
cana-5761	29	3	organize	organize	NOUN
cana-5761	29	4	frameworks	framework	NOUN
cana-5761	29	5	is	be	AUX
cana-5761	29	6	complex	complex	ADJ
cana-5761	29	7	.	.	PUNCT
cana-5761	30	1	the	the	DET
cana-5761	30	2	creator	creator	NOUN
cana-5761	30	3	[	[	X
cana-5761	30	4	6	6	NUM
cana-5761	30	5	]	]	PUNCT
cana-5761	30	6	proposed	propose	VERB
cana-5761	30	7	a	a	DET
cana-5761	30	8	computed	compute	VERB
cana-5761	30	9	tomography	tomography	NOUN
cana-5761	30	10	filter	filter	NOUN
cana-5761	30	11	calculation	calculation	NOUN
cana-5761	30	12	picture	picture	NOUN
cana-5761	30	13	preparing	prepare	VERB
cana-5761	30	14	advances	advance	NOUN
cana-5761	30	15	are	be	AUX
cana-5761	30	16	utilized	utilize	VERB
cana-5761	30	17	to	to	PART
cana-5761	30	18	analyze	analyze	VERB
cana-5761	30	19	the	the	DET
cana-5761	30	20	pictures[8	pictures[8	PROPN
cana-5761	30	21	]	]	PUNCT
cana-5761	30	22	.	.	PUNCT
cana-5761	31	1	the	the	DET
cana-5761	31	2	passing	pass	VERB
cana-5761	31	3	rate	rate	NOUN
cana-5761	31	4	from	from	ADP
cana-5761	31	5	lung	lung	NOUN
cana-5761	31	6	sicknesses	sickness	NOUN
cana-5761	31	7	is	be	AUX
cana-5761	31	8	expanding	expand	VERB
cana-5761	31	9	day	day	NOUN
cana-5761	31	10	by	by	ADP
cana-5761	31	11	day	day	NOUN
cana-5761	31	12	in	in	ADP
cana-5761	31	13	both	both	CCONJ
cana-5761	31	14	youthful	youthful	ADJ
cana-5761	31	15	and	and	CCONJ
cana-5761	31	16	ancient	ancient	ADJ
cana-5761	31	17	people	people	NOUN
cana-5761	31	18	,	,	PUNCT
cana-5761	31	19	and	and	CCONJ
cana-5761	31	20	its	its	PRON
cana-5761	31	21	limits	limit	NOUN
cana-5761	31	22	are	be	AUX
cana-5761	31	23	getting	get	VERB
cana-5761	31	24	to	to	PART
cana-5761	31	25	be	be	AUX
cana-5761	31	26	more	more	ADV
cana-5761	31	27	self	self	NOUN
cana-5761	31	28	-	-	PUNCT
cana-5761	31	29	evident	evident	ADJ
cana-5761	31	30	when	when	SCONJ
cana-5761	31	31	compared	compare	VERB
cana-5761	31	32	to	to	ADP
cana-5761	31	33	other	other	ADJ
cana-5761	31	34	illnesses[9	illnesses[9	NOUN
cana-5761	31	35	]	]	X
cana-5761	31	36	.	.	PUNCT
cana-5761	32	1	the	the	DET
cana-5761	32	2	second	second	ADJ
cana-5761	32	3	-	-	PUNCT
cana-5761	32	4	request	request	NOUN
cana-5761	32	5	genuine	genuine	ADJ
cana-5761	32	6	information	information	NOUN
cana-5761	32	7	with	with	ADP
cana-5761	32	8	respect	respect	NOUN
cana-5761	32	9	to	to	ADP
cana-5761	32	10	spatial	spatial	ADJ
cana-5761	32	11	association	association	NOUN
cana-5761	32	12	of	of	ADP
cana-5761	32	13	pixels	pixel	NOUN
cana-5761	32	14	in	in	ADP
cana-5761	32	15	a	a	DET
cana-5761	32	16	picture	picture	NOUN
cana-5761	32	17	is	be	AUX
cana-5761	32	18	contained	contain	VERB
cana-5761	32	19	in	in	ADP
cana-5761	32	20	glcm	glcm	PROPN
cana-5761	32	21	.	.	PUNCT
cana-5761	33	1	the	the	DET
cana-5761	33	2	creator	creator	NOUN
cana-5761	33	3	[	[	X
cana-5761	33	4	15	15	NUM
cana-5761	33	5	]	]	PUNCT
cana-5761	33	6	actualized	actualize	VERB
cana-5761	33	7	to	to	PART
cana-5761	33	8	guarantee	guarantee	VERB
cana-5761	33	9	the	the	DET
cana-5761	33	10	precision	precision	NOUN
cana-5761	33	11	of	of	ADP
cana-5761	33	12	any	any	DET
cana-5761	33	13	course	course	NOUN
cana-5761	33	14	of	of	ADP
cana-5761	33	15	action	action	NOUN
cana-5761	33	16	system	system	NOUN
cana-5761	33	17	;	;	PUNCT
cana-5761	33	18	it	it	PRON
cana-5761	33	19	is	be	AUX
cana-5761	33	20	more	more	ADV
cana-5761	33	21	often	often	ADV
cana-5761	33	22	than	than	SCONJ
cana-5761	33	23	not	not	PART
cana-5761	33	24	depended	depend	VERB
cana-5761	33	25	on	on	ADP
cana-5761	33	26	the	the	DET
cana-5761	33	27	determination	determination	NOUN
cana-5761	33	28	of	of	ADP
cana-5761	33	29	the	the	DET
cana-5761	33	30	foremost	foremost	ADJ
cana-5761	33	31	suited	suited	ADJ
cana-5761	33	32	qualities	quality	NOUN
cana-5761	33	33	.	.	PUNCT
cana-5761	34	1	as	as	ADP
cana-5761	34	2	a	a	DET
cana-5761	34	3	result	result	NOUN
cana-5761	34	4	,	,	PUNCT
cana-5761	34	5	finding	find	VERB
cana-5761	34	6	a	a	DET
cana-5761	34	7	great	great	ADJ
cana-5761	34	8	course	course	NOUN
cana-5761	34	9	of	of	ADP
cana-5761	34	10	action	action	NOUN
cana-5761	34	11	of	of	ADP
cana-5761	34	12	highlights	highlight	NOUN
cana-5761	34	13	,	,	PUNCT
cana-5761	34	14	which	which	PRON
cana-5761	34	15	may	may	AUX
cana-5761	34	16	be	be	AUX
cana-5761	34	17	a	a	DET
cana-5761	34	18	quantifiable	quantifiable	ADJ
cana-5761	34	19	approach	approach	NOUN
cana-5761	34	20	that	that	PRON
cana-5761	34	21	leverages	leverage	VERB
cana-5761	34	22	the	the	DET
cana-5761	34	23	spatial	spatial	ADJ
cana-5761	34	24	association	association	NOUN
cana-5761	34	25	of	of	ADP
cana-5761	34	26	pixels	pixel	NOUN
cana-5761	34	27	,	,	PUNCT
cana-5761	34	28	is	be	AUX
cana-5761	34	29	basic[10	basic[10	NOUN
cana-5761	34	30	]	]	PUNCT
cana-5761	34	31	.	.	PUNCT
cana-5761	35	1	2	2	X
cana-5761	35	2	.	.	X
cana-5761	35	3	literature	literature	NOUN
cana-5761	35	4	review	review	NOUN
cana-5761	35	5	cancer	cancer	NOUN
cana-5761	35	6	insights	insight	NOUN
cana-5761	35	7	,	,	PUNCT
cana-5761	35	8	2021	2021	NUM
cana-5761	35	9	siegel	siegel	PROPN
cana-5761	35	10	rl	rl	PROPN
cana-5761	35	11	,	,	PUNCT
cana-5761	35	12	mill	mill	NOUN
cana-5761	35	13	operator	operator	NOUN
cana-5761	35	14	kd	kd	PROPN
cana-5761	35	15	,	,	PUNCT
cana-5761	35	16	fuchs	fuchs	VERB
cana-5761	35	17	he	he	PRON
cana-5761	35	18	,	,	PUNCT
cana-5761	35	19	jemal	jemal	ADJ
cana-5761	35	20	a	a	DET
cana-5761	35	21	(	(	PUNCT
cana-5761	35	22	2021	2021	NUM
cana-5761	35	23	)	)	PUNCT
cana-5761	35	24	this	this	DET
cana-5761	35	25	yearly	yearly	ADJ
cana-5761	35	26	report	report	NOUN
cana-5761	35	27	from	from	ADP
cana-5761	35	28	the	the	DET
cana-5761	35	29	american	american	PROPN
cana-5761	35	30	cancer	cancer	NOUN
cana-5761	35	31	society	society	NOUN
cana-5761	35	32	gives	give	VERB
cana-5761	35	33	comprehensive	comprehensive	ADJ
cana-5761	35	34	cancer	cancer	NOUN
cana-5761	35	35	measurements	measurement	NOUN
cana-5761	35	36	for	for	ADP
cana-5761	35	37	2021	2021	NUM
cana-5761	35	38	,	,	PUNCT
cana-5761	35	39	counting	count	VERB
cana-5761	35	40	frequency	frequency	NOUN
cana-5761	35	41	,	,	PUNCT
cana-5761	35	42	mortality	mortality	NOUN
cana-5761	35	43	,	,	PUNCT
cana-5761	35	44	and	and	CCONJ
cana-5761	35	45	survival	survival	NOUN
cana-5761	35	46	rates	rate	NOUN
cana-5761	35	47	over	over	ADP
cana-5761	35	48	major	major	ADJ
cana-5761	35	49	cancer	cancer	NOUN
cana-5761	35	50	sorts	sort	NOUN
cana-5761	35	51	within	within	ADP
cana-5761	35	52	the	the	DET
cana-5761	35	53	u.s	u.s	PROPN
cana-5761	35	54	.	.	PROPN
cana-5761	36	1	it	it	PRON
cana-5761	36	2	emphasizes	emphasize	VERB
cana-5761	36	3	that	that	SCONJ
cana-5761	36	4	whereas	whereas	SCONJ
cana-5761	36	5	in	in	ADP
cana-5761	36	6	general	general	ADJ
cana-5761	36	7	cancer	cancer	NOUN
cana-5761	36	8	mortality	mortality	NOUN
cana-5761	36	9	has	have	AUX
cana-5761	36	10	declined	decline	VERB
cana-5761	36	11	basically	basically	ADV
cana-5761	36	12	due	due	ADP
cana-5761	36	13	to	to	ADP
cana-5761	36	14	progressions	progression	NOUN
cana-5761	36	15	in	in	ADP
cana-5761	36	16	early	early	ADJ
cana-5761	36	17	location	location	NOUN
cana-5761	36	18	and	and	CCONJ
cana-5761	36	19	treatment	treatment	NOUN
cana-5761	36	20	,	,	PUNCT
cana-5761	36	21	incongruities	incongruity	NOUN
cana-5761	36	22	endure	endure	VERB
cana-5761	36	23	.	.	PUNCT
cana-5761	37	1	the	the	DET
cana-5761	37	2	foremost	foremost	ADJ
cana-5761	37	3	common	common	ADJ
cana-5761	37	4	modern	modern	ADJ
cana-5761	37	5	cancer	cancer	NOUN
cana-5761	37	6	analyze	analyze	NOUN
cana-5761	37	7	were	be	AUX
cana-5761	37	8	breast	breast	NOUN
cana-5761	37	9	,	,	PUNCT
cana-5761	37	10	prostate	prostate	NOUN
cana-5761	37	11	,	,	PUNCT
cana-5761	37	12	and	and	CCONJ
cana-5761	37	13	lung	lung	NOUN
cana-5761	37	14	cancers	cancer	NOUN
cana-5761	37	15	,	,	PUNCT
cana-5761	37	16	with	with	ADP
cana-5761	37	17	comparing	compare	VERB
cana-5761	37	18	mortalities	mortality	NOUN
cana-5761	37	19	intensely	intensely	ADV
cana-5761	37	20	affected	affect	VERB
cana-5761	37	21	by	by	ADP
cana-5761	37	22	cancer	cancer	NOUN
cana-5761	37	23	sort	sort	NOUN
cana-5761	37	24	and	and	CCONJ
cana-5761	37	25	arrange	arrange	NOUN
cana-5761	37	26	.	.	PUNCT
cana-5761	38	1	the	the	DET
cana-5761	38	2	report	report	NOUN
cana-5761	38	3	underscores	underscore	VERB
cana-5761	38	4	a	a	DET
cana-5761	38	5	developing	develop	VERB
cana-5761	38	6	predominance	predominance	NOUN
cana-5761	38	7	of	of	ADP
cana-5761	38	8	cancers	cancer	NOUN
cana-5761	38	9	connected	connect	VERB
cana-5761	38	10	to	to	ADP
cana-5761	38	11	maturing	mature	VERB
cana-5761	38	12	and	and	CCONJ
cana-5761	38	13	way	way	NOUN
cana-5761	38	14	of	of	ADP
cana-5761	38	15	life	life	NOUN
cana-5761	38	16	components	component	NOUN
cana-5761	38	17	,	,	PUNCT
cana-5761	38	18	contending	contend	VERB
cana-5761	38	19	for	for	ADP
cana-5761	38	20	improved	improved	ADJ
cana-5761	38	21	anticipation	anticipation	NOUN
cana-5761	38	22	methodologies	methodology	NOUN
cana-5761	38	23	,	,	PUNCT
cana-5761	38	24	progressed	progress	VERB
cana-5761	38	25	screening	screening	NOUN
cana-5761	38	26	,	,	PUNCT
cana-5761	38	27	and	and	CCONJ
cana-5761	38	28	evenhanded	evenhanded	ADJ
cana-5761	38	29	get	get	VERB
cana-5761	38	30	to	to	ADP
cana-5761	38	31	to	to	PART
cana-5761	38	32	care	care	VERB
cana-5761	38	33	—	—	PUNCT
cana-5761	38	34	especially	especially	ADV
cana-5761	38	35	in	in	ADP
cana-5761	38	36	underserved	underserved	ADJ
cana-5761	38	37	populaces	populace	NOUN
cana-5761	38	38	.	.	PUNCT
cana-5761	38	39	.	.	PUNCT
cana-5761	39	1	worldwide	worldwide	ADJ
cana-5761	39	2	designs	design	NOUN
cana-5761	39	3	of	of	ADP
cana-5761	39	4	breast	breast	NOUN
cana-5761	39	5	cancer	cancer	NOUN
cana-5761	39	6	rate	rate	NOUN
cana-5761	39	7	and	and	CCONJ
cana-5761	39	8	mortality	mortality	NOUN
cana-5761	39	9	:	:	PUNCT
cana-5761	39	10	a	a	DET
cana-5761	39	11	population	population	NOUN
cana-5761	39	12	-	-	PUNCT
cana-5761	39	13	based	base	VERB
cana-5761	39	14	cancer	cancer	NOUN
cana-5761	39	15	registry	registry	NOUN
cana-5761	39	16	information	information	NOUN
cana-5761	39	17	examination	examination	NOUN
cana-5761	39	18	from	from	ADP
cana-5761	39	19	2000	2000	NUM
cana-5761	39	20	to	to	ADP
cana-5761	39	21	2020	2020	NUM
cana-5761	39	22	lei	lei	X
cana-5761	39	23	s	s	PROPN
cana-5761	39	24	,	,	PUNCT
cana-5761	39	25	zheng	zheng	PROPN
cana-5761	39	26	r	r	PROPN
cana-5761	39	27	,	,	PUNCT
cana-5761	39	28	zhang	zhang	PROPN
cana-5761	39	29	s	s	PROPN
cana-5761	39	30	,	,	PUNCT
cana-5761	39	31	wang	wang	PROPN
cana-5761	39	32	s	s	PROPN
cana-5761	39	33	,	,	PUNCT
cana-5761	39	34	chen	chen	PROPN
cana-5761	39	35	r	r	PROPN
cana-5761	39	36	,	,	PUNCT
cana-5761	39	37	sun	sun	PROPN
cana-5761	39	38	k	k	PROPN
cana-5761	39	39	,	,	PUNCT
cana-5761	39	40	zeng	zeng	PROPN
cana-5761	39	41	h	h	PROPN
cana-5761	39	42	,	,	PUNCT
cana-5761	39	43	zhou	zhou	PROPN
cana-5761	39	44	j	j	PROPN
cana-5761	39	45	,	,	PUNCT
cana-5761	39	46	wei	wei	PROPN
cana-5761	39	47	w	w	PROPN
cana-5761	39	48	(	(	PUNCT
cana-5761	39	49	2021	2021	NUM
cana-5761	39	50	)	)	PUNCT
cana-5761	39	51	this	this	PRON
cana-5761	39	52	consider	consider	VERB
cana-5761	39	53	analyzed	analyze	VERB
cana-5761	39	54	worldwide	worldwide	ADJ
cana-5761	39	55	patterns	pattern	NOUN
cana-5761	39	56	in	in	ADP
cana-5761	39	57	female	female	ADJ
cana-5761	39	58	breast	breast	NOUN
cana-5761	39	59	cancer	cancer	NOUN
cana-5761	39	60	rate	rate	NOUN
cana-5761	39	61	and	and	CCONJ
cana-5761	39	62	mortality	mortality	NOUN
cana-5761	39	63	from	from	ADP
cana-5761	39	64	2000	2000	NUM
cana-5761	39	65	to	to	ADP
cana-5761	39	66	2015	2015	NUM
cana-5761	39	67	utilizing	utilize	VERB
cana-5761	39	68	globocan	globocan	PROPN
cana-5761	39	69	and	and	CCONJ
cana-5761	39	70	ci5plus	ci5plus	ADP
cana-5761	39	71	datasets	dataset	NOUN
cana-5761	39	72	covering	cover	VERB
cana-5761	39	73	185	185	NUM
cana-5761	39	74	nations	nation	NOUN
cana-5761	39	75	.	.	PUNCT
cana-5761	40	1	in	in	ADP
cana-5761	40	2	2020	2020	NUM
cana-5761	40	3	,	,	PUNCT
cana-5761	40	4	an	an	DET
cana-5761	40	5	assessed	assessed	ADJ
cana-5761	40	6	2.3	2.3	NUM
cana-5761	40	7	million	million	NUM
cana-5761	40	8	unused	unused	ADJ
cana-5761	40	9	cases	case	NOUN
cana-5761	40	10	and	and	CCONJ
cana-5761	40	11	685,000	685,000	NUM
cana-5761	40	12	passings	passing	NOUN
cana-5761	40	13	were	be	AUX
cana-5761	40	14	detailed	detail	VERB
cana-5761	40	15	around	around	ADP
cana-5761	40	16	the	the	DET
cana-5761	40	17	world	world	NOUN
cana-5761	40	18	.	.	PUNCT
cana-5761	41	1	rate	rate	NOUN
cana-5761	41	2	shifted	shift	VERB
cana-5761	41	3	essentially	essentially	ADV
cana-5761	41	4	,	,	PUNCT
cana-5761	41	5	from	from	ADP
cana-5761	41	6	112.3	112.3	NUM
cana-5761	41	7	per	per	ADP
cana-5761	41	8	100,000	100,000	NUM
cana-5761	41	9	in	in	ADP
cana-5761	41	10	belgium	belgium	NOUN
cana-5761	41	11	to	to	ADP
cana-5761	41	12	35.8	35.8	NUM
cana-5761	41	13	in	in	ADP
cana-5761	41	14	iran	iran	PROPN
cana-5761	41	15	,	,	PUNCT
cana-5761	41	16	whereas	whereas	SCONJ
cana-5761	41	17	mortality	mortality	NOUN
cana-5761	41	18	shifted	shift	VERB
cana-5761	41	19	communications	communication	NOUN
cana-5761	41	20	on	on	ADP
cana-5761	41	21	applied	apply	VERB
cana-5761	41	22	nonlinear	nonlinear	ADJ
cana-5761	41	23	analysis	analysis	NOUN
cana-5761	41	24	issn	issn	NOUN
cana-5761	41	25	:	:	PUNCT
cana-5761	41	26	1074	1074	NUM
cana-5761	41	27	-	-	PUNCT
cana-5761	41	28	133x	133x	NUM
cana-5761	41	29	vol	vol	NOUN
cana-5761	41	30	32	32	NUM
cana-5761	41	31	no	no	NOUN
cana-5761	41	32	.	.	PUNCT
cana-5761	42	1	3s	3s	NUM
cana-5761	42	2	(	(	PUNCT
cana-5761	42	3	2025	2025	NUM
cana-5761	42	4	)	)	PUNCT
cana-5761	42	5	842	842	NUM
cana-5761	42	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	42	7	from	from	ADP
cana-5761	42	8	41.0	41.0	NUM
cana-5761	42	9	in	in	ADP
cana-5761	42	10	fiji	fiji	PROPN
cana-5761	42	11	to	to	ADP
cana-5761	42	12	6.4	6.4	NUM
cana-5761	42	13	in	in	ADP
cana-5761	42	14	south	south	PROPN
cana-5761	42	15	korea	korea	PROPN
cana-5761	42	16	.	.	PUNCT
cana-5761	43	1	the	the	DET
cana-5761	43	2	investigation	investigation	NOUN
cana-5761	43	3	uncovered	uncover	VERB
cana-5761	43	4	rising	rise	VERB
cana-5761	43	5	rate	rate	NOUN
cana-5761	43	6	and	and	CCONJ
cana-5761	43	7	mortality	mortality	NOUN
cana-5761	43	8	in	in	ADP
cana-5761	43	9	china	china	PROPN
cana-5761	43	10	and	and	CCONJ
cana-5761	43	11	south	south	PROPN
cana-5761	43	12	korea	korea	PROPN
cana-5761	43	13	,	,	PUNCT
cana-5761	43	14	differentiating	differentiate	VERB
cana-5761	43	15	with	with	ADP
cana-5761	43	16	decreases	decrease	NOUN
cana-5761	43	17	in	in	ADP
cana-5761	43	18	high	high	ADJ
cana-5761	43	19	-	-	PUNCT
cana-5761	43	20	income	income	NOUN
cana-5761	43	21	countries	country	NOUN
cana-5761	43	22	just	just	ADV
cana-5761	43	23	like	like	ADP
cana-5761	43	24	the	the	DET
cana-5761	43	25	usa	usa	PROPN
cana-5761	43	26	,	,	PUNCT
cana-5761	43	27	uk	uk	PROPN
cana-5761	43	28	,	,	PUNCT
cana-5761	43	29	and	and	CCONJ
cana-5761	43	30	australia	australia	PROPN
cana-5761	43	31	.	.	PUNCT
cana-5761	44	1	key	key	ADJ
cana-5761	44	2	drivers	driver	NOUN
cana-5761	44	3	incorporate	incorporate	VERB
cana-5761	44	4	populace	populace	NOUN
cana-5761	44	5	maturing	mature	VERB
cana-5761	44	6	,	,	PUNCT
cana-5761	44	7	way	way	NOUN
cana-5761	44	8	of	of	ADP
cana-5761	44	9	life	life	NOUN
cana-5761	44	10	changes	change	NOUN
cana-5761	44	11	,	,	PUNCT
cana-5761	44	12	screening	screen	VERB
cana-5761	44	13	appropriation	appropriation	NOUN
cana-5761	44	14	,	,	PUNCT
cana-5761	44	15	and	and	CCONJ
cana-5761	44	16	healthcare	healthcare	NOUN
cana-5761	44	17	get	get	VERB
cana-5761	44	18	to	to	ADP
cana-5761	44	19	.	.	PUNCT
cana-5761	45	1	the	the	DET
cana-5761	45	2	discoveries	discovery	NOUN
cana-5761	45	3	highlight	highlight	VERB
cana-5761	45	4	the	the	DET
cana-5761	45	5	critical	critical	ADJ
cana-5761	45	6	require	require	NOUN
cana-5761	45	7	for	for	SCONJ
cana-5761	45	8	focused	focus	VERB
cana-5761	45	9	on	on	ADP
cana-5761	45	10	methodologies	methodology	NOUN
cana-5761	45	11	in	in	ADP
cana-5761	45	12	high	high	ADJ
cana-5761	45	13	-	-	PUNCT
cana-5761	45	14	burden	burden	NOUN
cana-5761	45	15	districts	district	NOUN
cana-5761	45	16	.	.	PUNCT
cana-5761	46	1	worldwide	worldwide	ADJ
cana-5761	46	2	breast	breast	NOUN
cana-5761	46	3	cancer	cancer	NOUN
cana-5761	46	4	rate	rate	NOUN
cana-5761	46	5	,	,	PUNCT
cana-5761	46	6	mortality	mortality	NOUN
cana-5761	46	7	,	,	PUNCT
cana-5761	46	8	and	and	CCONJ
cana-5761	46	9	future	future	ADJ
cana-5761	46	10	projections	projection	NOUN
cana-5761	46	11	through	through	ADP
cana-5761	46	12	2050	2050	NUM
cana-5761	46	13	creator	creator	NOUN
cana-5761	46	14	bunch	bunch	NOUN
cana-5761	46	15	through	through	ADP
cana-5761	46	16	globocan	globocan	PROPN
cana-5761	46	17	&	&	CCONJ
cana-5761	46	18	who	who	PRON
cana-5761	46	19	(	(	PUNCT
cana-5761	46	20	2025	2025	NUM
cana-5761	46	21	)	)	PUNCT
cana-5761	46	22	an	an	DET
cana-5761	46	23	universal	universal	ADJ
cana-5761	46	24	consortium	consortium	NOUN
cana-5761	46	25	counting	counting	NOUN
cana-5761	46	26	the	the	DET
cana-5761	46	27	iarc	iarc	NOUN
cana-5761	46	28	and	and	CCONJ
cana-5761	46	29	who	who	PRON
cana-5761	46	30	ventures	venture	VERB
cana-5761	46	31	that	that	PRON
cana-5761	46	32	by	by	ADP
cana-5761	46	33	2050	2050	NUM
cana-5761	46	34	,	,	PUNCT
cana-5761	46	35	yearly	yearly	ADV
cana-5761	46	36	worldwide	worldwide	ADJ
cana-5761	46	37	breast	breast	NOUN
cana-5761	46	38	cancer	cancer	NOUN
cana-5761	46	39	cases	case	NOUN
cana-5761	46	40	will	will	AUX
cana-5761	46	41	reach	reach	VERB
cana-5761	46	42	around	around	ADV
cana-5761	46	43	3.2	3.2	NUM
cana-5761	46	44	million	million	NUM
cana-5761	46	45	,	,	PUNCT
cana-5761	46	46	with	with	ADP
cana-5761	46	47	passings	passing	NOUN
cana-5761	46	48	around	around	ADP
cana-5761	46	49	1.1	1.1	NUM
cana-5761	46	50	million	million	NUM
cana-5761	46	51	—	—	PUNCT
cana-5761	46	52	a	a	DET
cana-5761	46	53	38	38	NUM
cana-5761	46	54	%	%	NOUN
cana-5761	46	55	increment	increment	NOUN
cana-5761	46	56	in	in	ADP
cana-5761	46	57	cases	case	NOUN
cana-5761	46	58	and	and	CCONJ
cana-5761	46	59	a	a	DET
cana-5761	46	60	68	68	NUM
cana-5761	46	61	%	%	NOUN
cana-5761	46	62	rise	rise	NOUN
cana-5761	46	63	in	in	ADP
cana-5761	46	64	mortality	mortality	NOUN
cana-5761	46	65	from	from	ADP
cana-5761	46	66	2022	2022	NUM
cana-5761	46	67	.	.	PUNCT
cana-5761	47	1	the	the	DET
cana-5761	47	2	consider	consider	VERB
cana-5761	47	3	recognizes	recognize	VERB
cana-5761	47	4	maturing	mature	VERB
cana-5761	47	5	,	,	PUNCT
cana-5761	47	6	way	way	NOUN
cana-5761	47	7	of	of	ADP
cana-5761	47	8	life	life	NOUN
cana-5761	47	9	chance	chance	NOUN
cana-5761	47	10	components	component	NOUN
cana-5761	47	11	(	(	PUNCT
cana-5761	47	12	like	like	ADP
cana-5761	47	13	liquor	liquor	NOUN
cana-5761	47	14	utilize	utilize	NOUN
cana-5761	47	15	and	and	CCONJ
cana-5761	47	16	corpulence	corpulence	NOUN
cana-5761	47	17	)	)	PUNCT
cana-5761	47	18	,	,	PUNCT
cana-5761	47	19	and	and	CCONJ
cana-5761	47	20	incongruities	incongruity	NOUN
cana-5761	47	21	in	in	ADP
cana-5761	47	22	healthcare	healthcare	NOUN
cana-5761	47	23	get	get	VERB
cana-5761	47	24	to	to	ADP
cana-5761	47	25	as	as	ADP
cana-5761	47	26	fundamental	fundamental	ADJ
cana-5761	47	27	donors	donor	NOUN
cana-5761	47	28	.	.	PUNCT
cana-5761	48	1	most	most	ADJ
cana-5761	48	2	elevated	elevated	ADJ
cana-5761	48	3	rate	rate	NOUN
cana-5761	48	4	remains	remain	VERB
cana-5761	48	5	concentrated	concentrate	VERB
cana-5761	48	6	in	in	ADP
cana-5761	48	7	high	high	ADJ
cana-5761	48	8	-	-	PUNCT
cana-5761	48	9	income	income	NOUN
cana-5761	48	10	districts	district	NOUN
cana-5761	48	11	such	such	ADJ
cana-5761	48	12	as	as	ADP
cana-5761	48	13	north	north	PROPN
cana-5761	48	14	america	america	PROPN
cana-5761	48	15	and	and	CCONJ
cana-5761	48	16	western	western	PROPN
cana-5761	48	17	europe	europe	PROPN
cana-5761	48	18	,	,	PUNCT
cana-5761	48	19	whereas	whereas	SCONJ
cana-5761	48	20	mortality	mortality	NOUN
cana-5761	48	21	rates	rate	NOUN
cana-5761	48	22	are	be	AUX
cana-5761	48	23	most	most	ADV
cana-5761	48	24	noteworthy	noteworthy	ADJ
cana-5761	48	25	in	in	ADP
cana-5761	48	26	low	low	ADJ
cana-5761	48	27	-	-	PUNCT
cana-5761	48	28	resource	resource	NOUN
cana-5761	48	29	districts	district	NOUN
cana-5761	48	30	like	like	ADP
cana-5761	48	31	parts	part	NOUN
cana-5761	48	32	of	of	ADP
cana-5761	48	33	africa	africa	PROPN
cana-5761	48	34	and	and	CCONJ
cana-5761	48	35	polynesia	polynesia	PROPN
cana-5761	48	36	.	.	PUNCT
cana-5761	49	1	the	the	DET
cana-5761	49	2	creators	creator	NOUN
cana-5761	49	3	emphasize	emphasize	VERB
cana-5761	49	4	fortifying	fortify	VERB
cana-5761	49	5	early	early	ADJ
cana-5761	49	6	discovery	discovery	NOUN
cana-5761	49	7	,	,	PUNCT
cana-5761	49	8	extending	extend	VERB
cana-5761	49	9	screening	screening	NOUN
cana-5761	49	10	,	,	PUNCT
cana-5761	49	11	and	and	CCONJ
cana-5761	49	12	tending	tend	VERB
cana-5761	49	13	to	to	ADP
cana-5761	49	14	disparities	disparity	NOUN
cana-5761	49	15	to	to	PART
cana-5761	49	16	combat	combat	VERB
cana-5761	49	17	3	3	NUM
cana-5761	49	18	.	.	PUNCT
cana-5761	49	19	proposed	propose	VERB
cana-5761	49	20	system	system	NOUN
cana-5761	49	21	we	we	PRON
cana-5761	49	22	propose	propose	VERB
cana-5761	49	23	a	a	DET
cana-5761	49	24	half	half	ADJ
cana-5761	49	25	breed	breed	NOUN
cana-5761	49	26	,	,	PUNCT
cana-5761	49	27	logical	logical	ADJ
cana-5761	49	28	,	,	PUNCT
cana-5761	49	29	and	and	CCONJ
cana-5761	49	30	edge	edge	NOUN
cana-5761	49	31	-	-	PUNCT
cana-5761	49	32	ready	ready	ADJ
cana-5761	49	33	profound	profound	ADJ
cana-5761	49	34	learning	learn	VERB
cana-5761	49	35	framework	framework	NOUN
cana-5761	49	36	for	for	ADP
cana-5761	49	37	lung	lung	NOUN
cana-5761	49	38	cancer	cancer	NOUN
cana-5761	49	39	discovery	discovery	NOUN
cana-5761	49	40	planned	plan	VERB
cana-5761	49	41	to	to	PART
cana-5761	49	42	address	address	VERB
cana-5761	49	43	impediments	impediment	NOUN
cana-5761	49	44	of	of	ADP
cana-5761	49	45	existing	exist	VERB
cana-5761	49	46	approaches	approach	NOUN
cana-5761	49	47	.	.	PUNCT
cana-5761	50	1	the	the	DET
cana-5761	50	2	center	center	NOUN
cana-5761	50	3	of	of	ADP
cana-5761	50	4	the	the	DET
cana-5761	50	5	demonstrate	demonstrate	NOUN
cana-5761	50	6	combines	combine	VERB
cana-5761	50	7	a	a	DET
cana-5761	50	8	cnn	cnn	NOUN
cana-5761	50	9	–	–	PUNCT
cana-5761	50	10	densenet	densenet	NOUN
cana-5761	50	11	half	half	ADJ
cana-5761	50	12	breed	breed	NOUN
cana-5761	50	13	spine	spine	NOUN
cana-5761	50	14	,	,	PUNCT
cana-5761	50	15	utilizing	utilize	VERB
cana-5761	50	16	cnns	cnn	NOUN
cana-5761	50	17	for	for	ADP
cana-5761	50	18	nearby	nearby	ADJ
cana-5761	50	19	highlight	highlight	NOUN
cana-5761	50	20	extraction	extraction	NOUN
cana-5761	50	21	and	and	CCONJ
cana-5761	50	22	densenet	densenet	NOUN
cana-5761	50	23	’s	’s	PART
cana-5761	50	24	thick	thick	ADJ
cana-5761	50	25	network	network	NOUN
cana-5761	50	26	for	for	ADP
cana-5761	50	27	wealthier	wealthy	ADJ
cana-5761	50	28	,	,	PUNCT
cana-5761	50	29	progressive	progressive	ADJ
cana-5761	50	30	representations	representation	NOUN
cana-5761	50	31	.	.	PUNCT
cana-5761	51	1	propelled	propel	VERB
cana-5761	51	2	by	by	ADP
cana-5761	51	3	later	later	ADJ
cana-5761	51	4	works	work	NOUN
cana-5761	51	5	that	that	PRON
cana-5761	51	6	accomplished	accomplish	VERB
cana-5761	51	7	99	99	NUM
cana-5761	51	8	%	%	NOUN
cana-5761	51	9	exactness	exactness	NOUN
cana-5761	51	10	with	with	ADP
cana-5761	51	11	mobile	mobile	ADJ
cana-5761	51	12	-	-	PUNCT
cana-5761	51	13	edge	edge	NOUN
cana-5761	51	14	frameworks	framework	NOUN
cana-5761	51	15	,	,	PUNCT
cana-5761	51	16	our	our	PRON
cana-5761	51	17	engineering	engineering	NOUN
cana-5761	51	18	too	too	ADV
cana-5761	51	19	incorporates	incorporate	VERB
cana-5761	51	20	transformer	transformer	NOUN
cana-5761	51	21	-	-	PUNCT
cana-5761	51	22	inspired	inspire	VERB
cana-5761	51	23	layers	layer	NOUN
cana-5761	51	24	for	for	ADP
cana-5761	51	25	improved	improved	ADJ
cana-5761	51	26	setting	set	VERB
cana-5761	51	27	mindfulness	mindfulness	NOUN
cana-5761	51	28	and	and	CCONJ
cana-5761	51	29	cancer	cancer	NOUN
cana-5761	51	30	subtype	subtype	NOUN
cana-5761	51	31	acknowledgment	acknowledgment	NOUN
cana-5761	51	32	motivated	motivate	VERB
cana-5761	51	33	by	by	ADP
cana-5761	51	34	patil	patil	PROPN
cana-5761	51	35	et	et	PROPN
cana-5761	51	36	 	 	SPACE
cana-5761	51	37	al	al	PROPN
cana-5761	51	38	.	.	PROPN
cana-5761	51	39	’s	’s	PART
cana-5761	51	40	multimodal	multimodal	PROPN
cana-5761	51	41	cross	cross	NOUN
cana-5761	51	42	breed	breed	NOUN
cana-5761	51	43	demonstrate	demonstrate	NOUN
cana-5761	51	44	.to	.to	PUNCT
cana-5761	51	45	guarantee	guarantee	VERB
cana-5761	51	46	vigor	vigor	NOUN
cana-5761	51	47	and	and	CCONJ
cana-5761	51	48	generalizability	generalizability	NOUN
cana-5761	51	49	,	,	PUNCT
cana-5761	51	50	we	we	PRON
cana-5761	51	51	apply	apply	VERB
cana-5761	51	52	an	an	DET
cana-5761	51	53	progressed	progress	VERB
cana-5761	51	54	preprocessing	preprocesse	VERB
cana-5761	51	55	pipeline	pipeline	NOUN
cana-5761	51	56	:	:	PUNCT
cana-5761	51	57	lung	lung	NOUN
cana-5761	51	58	division	division	NOUN
cana-5761	51	59	,	,	PUNCT
cana-5761	51	60	normalization	normalization	NOUN
cana-5761	51	61	,	,	PUNCT
cana-5761	51	62	and	and	CCONJ
cana-5761	51	63	information	information	NOUN
cana-5761	51	64	enlargement	enlargement	NOUN
cana-5761	51	65	(	(	PUNCT
cana-5761	51	66	tint	tint	ADJ
cana-5761	51	67	,	,	PUNCT
cana-5761	51	68	brightness	brightness	NOUN
cana-5761	51	69	,	,	PUNCT
cana-5761	51	70	differentiate	differentiate	ADJ
cana-5761	51	71	,	,	PUNCT
cana-5761	51	72	engineered	engineer	VERB
cana-5761	51	73	oversampling	oversampling	NOUN
cana-5761	51	74	)	)	PUNCT
cana-5761	51	75	.	.	PUNCT
cana-5761	52	1	deduction	deduction	NOUN
cana-5761	52	2	is	be	AUX
cana-5761	52	3	optimized	optimize	VERB
cana-5761	52	4	for	for	ADP
cana-5761	52	5	mobile	mobile	ADJ
cana-5761	52	6	-	-	PUNCT
cana-5761	52	7	edge	edge	NOUN
cana-5761	52	8	arrangement	arrangement	NOUN
cana-5761	52	9	,	,	PUNCT
cana-5761	52	10	empowering	empower	VERB
cana-5761	52	11	computation	computation	NOUN
cana-5761	52	12	on	on	ADP
cana-5761	52	13	-	-	PUNCT
cana-5761	52	14	device	device	NOUN
cana-5761	52	15	or	or	CCONJ
cana-5761	52	16	cloud	cloud	NOUN
cana-5761	52	17	-	-	PUNCT
cana-5761	52	18	edge	edge	NOUN
cana-5761	52	19	to	to	PART
cana-5761	52	20	play	play	VERB
cana-5761	52	21	down	down	ADP
cana-5761	52	22	idleness	idleness	NOUN
cana-5761	52	23	and	and	CCONJ
cana-5761	52	24	reliance	reliance	NOUN
cana-5761	52	25	on	on	ADP
cana-5761	52	26	centralized	centralized	ADJ
cana-5761	52	27	servers	server	NOUN
cana-5761	52	28	.to	.to	PUNCT
cana-5761	52	29	make	make	VERB
cana-5761	52	30	strides	stride	NOUN
cana-5761	52	31	clinical	clinical	ADJ
cana-5761	52	32	acknowledgment	acknowledgment	NOUN
cana-5761	52	33	,	,	PUNCT
cana-5761	52	34	we	we	PRON
cana-5761	52	35	insert	insert	VERB
cana-5761	52	36	explainability	explainability	NOUN
cana-5761	52	37	inside	inside	ADP
cana-5761	52	38	the	the	DET
cana-5761	52	39	pipeline	pipeline	NOUN
cana-5761	52	40	—	—	PUNCT
cana-5761	52	41	integrating	integrate	VERB
cana-5761	52	42	grad	grad	ADJ
cana-5761	52	43	cam	cam	NOUN
cana-5761	52	44	-	-	PUNCT
cana-5761	52	45	based	base	VERB
cana-5761	52	46	heatmaps	heatmap	NOUN
cana-5761	52	47	and	and	CCONJ
cana-5761	52	48	the	the	DET
cana-5761	52	49	deepxplainer	deepxplainer	NOUN
cana-5761	52	50	system	system	NOUN
cana-5761	52	51	to	to	PART
cana-5761	52	52	outwardly	outwardly	ADV
cana-5761	52	53	highlight	highlight	VERB
cana-5761	52	54	districts	district	NOUN
cana-5761	52	55	impacting	impact	VERB
cana-5761	52	56	expectations	expectation	NOUN
cana-5761	52	57	and	and	CCONJ
cana-5761	52	58	to	to	PART
cana-5761	52	59	supply	supply	VERB
cana-5761	52	60	neighborhood	neighborhood	NOUN
cana-5761	52	61	xai	xai	PROPN
cana-5761	52	62	elucidations	elucidation	NOUN
cana-5761	52	63	nearby	nearby	ADJ
cana-5761	52	64	classification	classification	NOUN
cana-5761	52	65	comes	come	VERB
cana-5761	52	66	about	about	ADV
cana-5761	52	67	at	at	ADP
cana-5761	52	68	last	last	ADJ
cana-5761	52	69	,	,	PUNCT
cana-5761	52	70	the	the	DET
cana-5761	52	71	framework	framework	NOUN
cana-5761	52	72	incorporates	incorporate	VERB
cana-5761	52	73	a	a	DET
cana-5761	52	74	input	input	NOUN
cana-5761	52	75	circle	circle	NOUN
cana-5761	52	76	with	with	ADP
cana-5761	52	77	edge	edge	NOUN
cana-5761	52	78	cloud	cloud	NOUN
cana-5761	52	79	retraining	retrain	VERB
cana-5761	52	80	capabilities	capability	NOUN
cana-5761	52	81	,	,	PUNCT
cana-5761	52	82	allowing	allow	VERB
cana-5761	52	83	intermittent	intermittent	ADJ
cana-5761	52	84	upgrades	upgrade	NOUN
cana-5761	52	85	utilizing	utilize	VERB
cana-5761	52	86	usercorrected	usercorrected	ADJ
cana-5761	52	87	or	or	CCONJ
cana-5761	52	88	recently	recently	ADV
cana-5761	52	89	collected	collect	VERB
cana-5761	52	90	cases	case	NOUN
cana-5761	52	91	.	.	PUNCT
cana-5761	53	1	from	from	ADP
cana-5761	53	2	cloud	cloud	NOUN
cana-5761	53	3	-	-	PUNCT
cana-5761	53	4	based	base	VERB
cana-5761	53	5	audit	audit	NOUN
cana-5761	53	6	to	to	ADP
cana-5761	53	7	edge	edge	NOUN
cana-5761	53	8	deduction	deduction	NOUN
cana-5761	53	9	,	,	PUNCT
cana-5761	53	10	this	this	DET
cana-5761	53	11	secluded	secluded	ADJ
cana-5761	53	12	system	system	NOUN
cana-5761	53	13	—	—	PUNCT
cana-5761	53	14	encompassing	encompass	VERB
cana-5761	53	15	division	division	NOUN
cana-5761	53	16	,	,	PUNCT
cana-5761	53	17	cross	cross	VERB
cana-5761	53	18	breed	breed	NOUN
cana-5761	53	19	classification	classification	NOUN
cana-5761	53	20	,	,	PUNCT
cana-5761	53	21	explainability	explainability	NOUN
cana-5761	53	22	,	,	PUNCT
cana-5761	53	23	and	and	CCONJ
cana-5761	53	24	persistent	persistent	ADJ
cana-5761	53	25	learning	learning	NOUN
cana-5761	53	26	—	—	PUNCT
cana-5761	53	27	aims	aim	VERB
cana-5761	53	28	to	to	PART
cana-5761	53	29	improve	improve	VERB
cana-5761	53	30	exactness	exactness	NOUN
cana-5761	53	31	,	,	PUNCT
cana-5761	53	32	straightforwardness	straightforwardness	NOUN
cana-5761	53	33	,	,	PUNCT
cana-5761	53	34	and	and	CCONJ
cana-5761	53	35	deployability	deployability	NOUN
cana-5761	53	36	in	in	ADP
cana-5761	53	37	real	real	ADJ
cana-5761	53	38	-	-	PUNCT
cana-5761	53	39	world	world	NOUN
cana-5761	53	40	clinical	clinical	ADJ
cana-5761	53	41	and	and	CCONJ
cana-5761	53	42	resource	resource	NOUN
cana-5761	53	43	-	-	PUNCT
cana-5761	53	44	constrained	constrain	VERB
cana-5761	53	45	situations	situation	NOUN
cana-5761	53	46	.	.	PUNCT
cana-5761	54	1	communications	communication	NOUN
cana-5761	54	2	on	on	ADP
cana-5761	54	3	applied	apply	VERB
cana-5761	54	4	nonlinear	nonlinear	ADJ
cana-5761	54	5	analysis	analysis	NOUN
cana-5761	54	6	issn	issn	NOUN
cana-5761	54	7	:	:	PUNCT
cana-5761	54	8	1074	1074	NUM
cana-5761	54	9	-	-	PUNCT
cana-5761	54	10	133x	133x	NUM
cana-5761	54	11	vol	vol	NOUN
cana-5761	54	12	32	32	NUM
cana-5761	54	13	no	no	NOUN
cana-5761	54	14	.	.	PUNCT
cana-5761	55	1	3s	3s	NUM
cana-5761	55	2	(	(	PUNCT
cana-5761	55	3	2025	2025	NUM
cana-5761	55	4	)	)	PUNCT
cana-5761	55	5	843	843	NUM
cana-5761	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	55	7	4	4	X
cana-5761	55	8	.	.	PUNCT
cana-5761	55	9	system	system	NOUN
cana-5761	55	10	architecture	architecture	NOUN
cana-5761	55	11	fig	fig	NOUN
cana-5761	55	12	5.1	5.1	NUM
cana-5761	55	13	system	system	NOUN
cana-5761	55	14	architecture	architecture	NOUN
cana-5761	55	15	a	a	DET
cana-5761	55	16	sequential	sequential	ADJ
cana-5761	55	17	cnn	cnn	NOUN
cana-5761	55	18	takes	take	VERB
cana-5761	55	19	ct	ct	PROPN
cana-5761	55	20	scan	scan	ADJ
cana-5761	55	21	slices	slice	NOUN
cana-5761	55	22	as	as	ADP
cana-5761	55	23	input	input	NOUN
cana-5761	55	24	and	and	CCONJ
cana-5761	55	25	passes	pass	VERB
cana-5761	55	26	them	they	PRON
cana-5761	55	27	through	through	ADP
cana-5761	55	28	multiple	multiple	ADJ
cana-5761	55	29	conv	conv	ADJ
cana-5761	55	30	layers	layer	NOUN
cana-5761	55	31	(	(	PUNCT
cana-5761	55	32	filters	filter	NOUN
cana-5761	55	33	f	f	PROPN
cana-5761	55	34	,	,	PUNCT
cana-5761	55	35	kernels	kernels	PROPN
cana-5761	55	36	k	k	PROPN
cana-5761	55	37	,	,	PUNCT
cana-5761	55	38	strides	strides	PROPN
cana-5761	55	39	s	s	PART
cana-5761	55	40	)	)	PUNCT
cana-5761	55	41	,	,	PUNCT
cana-5761	55	42	followed	follow	VERB
cana-5761	55	43	by	by	ADP
cana-5761	55	44	pooling	pool	VERB
cana-5761	55	45	layers	layer	NOUN
cana-5761	55	46	to	to	ADP
cana-5761	55	47	downsample	downsample	PROPN
cana-5761	55	48	feature	feature	NOUN
cana-5761	55	49	maps	map	NOUN
cana-5761	55	50	fig	fig	VERB
cana-5761	55	51	5.1	5.1	NUM
cana-5761	55	52	5	5	NUM
cana-5761	55	53	.	.	PUNCT
cana-5761	56	1	data	datum	NOUN
cana-5761	56	2	analysis	analysis	NOUN
cana-5761	56	3	and	and	CCONJ
cana-5761	56	4	results	result	VERB
cana-5761	56	5	classification	classification	NOUN
cana-5761	56	6	report	report	NOUN
cana-5761	56	7	:	:	PUNCT
cana-5761	56	8	the	the	DET
cana-5761	56	9	classification	classification	NOUN
cana-5761	56	10	report	report	NOUN
cana-5761	56	11	shown	show	VERB
cana-5761	56	12	represents	represent	VERB
cana-5761	56	13	the	the	DET
cana-5761	56	14	performance	performance	NOUN
cana-5761	56	15	of	of	ADP
cana-5761	56	16	a	a	DET
cana-5761	56	17	deep	deep	ADJ
cana-5761	56	18	learning	learning	NOUN
cana-5761	56	19	framework	framework	NOUN
cana-5761	56	20	designed	design	VERB
cana-5761	56	21	for	for	ADP
cana-5761	56	22	the	the	DET
cana-5761	56	23	early	early	ADJ
cana-5761	56	24	detection	detection	NOUN
cana-5761	56	25	of	of	ADP
cana-5761	56	26	lung	lung	NOUN
cana-5761	56	27	malignancies	malignancy	NOUN
cana-5761	56	28	.	.	PUNCT
cana-5761	57	1	it	it	PRON
cana-5761	57	2	evaluates	evaluate	VERB
cana-5761	57	3	four	four	NUM
cana-5761	57	4	classes	class	NOUN
cana-5761	57	5	:	:	PUNCT
cana-5761	57	6	adenocarcinoma	adenocarcinoma	NOUN
cana-5761	57	7	,	,	PUNCT
cana-5761	57	8	large	large	ADJ
cana-5761	57	9	cell	cell	NOUN
cana-5761	57	10	carcinoma	carcinoma	NOUN
cana-5761	57	11	,	,	PUNCT
cana-5761	57	12	squamous	squamous	ADJ
cana-5761	57	13	cell	cell	NOUN
cana-5761	57	14	carcinoma	carcinoma	NOUN
cana-5761	57	15	,	,	PUNCT
cana-5761	57	16	and	and	CCONJ
cana-5761	57	17	normal	normal	ADJ
cana-5761	57	18	tissue	tissue	NOUN
cana-5761	57	19	.	.	PUNCT
cana-5761	58	1	the	the	DET
cana-5761	58	2	communications	communication	NOUN
cana-5761	58	3	on	on	ADP
cana-5761	58	4	applied	apply	VERB
cana-5761	58	5	nonlinear	nonlinear	ADJ
cana-5761	58	6	analysis	analysis	NOUN
cana-5761	58	7	issn	issn	NOUN
cana-5761	58	8	:	:	PUNCT
cana-5761	58	9	1074	1074	NUM
cana-5761	58	10	-	-	PUNCT
cana-5761	58	11	133x	133x	NUM
cana-5761	58	12	vol	vol	NOUN
cana-5761	58	13	32	32	NUM
cana-5761	58	14	no	no	NOUN
cana-5761	58	15	.	.	PUNCT
cana-5761	59	1	3s	3s	NUM
cana-5761	59	2	(	(	PUNCT
cana-5761	59	3	2025	2025	NUM
cana-5761	59	4	)	)	PUNCT
cana-5761	59	5	844	844	NUM
cana-5761	59	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	59	7	overall	overall	ADJ
cana-5761	59	8	model	model	NOUN
cana-5761	59	9	achieved	achieve	VERB
cana-5761	59	10	82	82	NUM
cana-5761	59	11	%	%	NOUN
cana-5761	59	12	accuracy	accuracy	NOUN
cana-5761	59	13	,	,	PUNCT
cana-5761	59	14	with	with	ADP
cana-5761	59	15	a	a	DET
cana-5761	59	16	macro	macro	ADJ
cana-5761	59	17	f1	f1	NOUN
cana-5761	59	18	-	-	PUNCT
cana-5761	59	19	score	score	NOUN
cana-5761	59	20	of	of	ADP
cana-5761	59	21	0.83	0.83	NUM
cana-5761	59	22	,	,	PUNCT
cana-5761	59	23	indicating	indicate	VERB
cana-5761	59	24	strong	strong	ADJ
cana-5761	59	25	and	and	CCONJ
cana-5761	59	26	balanced	balanced	ADJ
cana-5761	59	27	performance	performance	NOUN
cana-5761	59	28	across	across	ADP
cana-5761	59	29	all	all	DET
cana-5761	59	30	classes	class	NOUN
cana-5761	59	31	.	.	PUNCT
cana-5761	60	1	the	the	DET
cana-5761	60	2	highest	high	ADJ
cana-5761	60	3	precision	precision	NOUN
cana-5761	60	4	and	and	CCONJ
cana-5761	60	5	recall	recall	NOUN
cana-5761	60	6	were	be	AUX
cana-5761	60	7	observed	observe	VERB
cana-5761	60	8	for	for	ADP
cana-5761	60	9	normal	normal	ADJ
cana-5761	60	10	cases	case	NOUN
cana-5761	60	11	(	(	PUNCT
cana-5761	60	12	1.00	1.00	NUM
cana-5761	60	13	and	and	CCONJ
cana-5761	60	14	0.92	0.92	NUM
cana-5761	60	15	)	)	PUNCT
cana-5761	60	16	,	,	PUNCT
cana-5761	60	17	while	while	SCONJ
cana-5761	60	18	squamous	squamous	ADJ
cana-5761	60	19	cell	cell	NOUN
cana-5761	60	20	carcinoma	carcinoma	NOUN
cana-5761	60	21	had	have	VERB
cana-5761	60	22	the	the	DET
cana-5761	60	23	lowest	low	ADJ
cana-5761	60	24	f1	f1	NOUN
cana-5761	60	25	-	-	PUNCT
cana-5761	60	26	score	score	NOUN
cana-5761	60	27	(	(	PUNCT
cana-5761	60	28	0.71	0.71	NUM
cana-5761	60	29	)	)	PUNCT
cana-5761	60	30	,	,	PUNCT
cana-5761	60	31	suggesting	suggest	VERB
cana-5761	60	32	room	room	NOUN
cana-5761	60	33	for	for	ADP
cana-5761	60	34	improvement	improvement	NOUN
cana-5761	60	35	.	.	PUNCT
cana-5761	61	1	these	these	DET
cana-5761	61	2	results	result	NOUN
cana-5761	61	3	validate	validate	VERB
cana-5761	61	4	the	the	DET
cana-5761	61	5	effectiveness	effectiveness	NOUN
cana-5761	61	6	of	of	ADP
cana-5761	61	7	convolutional	convolutional	ADJ
cana-5761	61	8	neural	neural	ADJ
cana-5761	61	9	networks	network	NOUN
cana-5761	61	10	in	in	ADP
cana-5761	61	11	distinguishing	distinguish	VERB
cana-5761	61	12	between	between	ADP
cana-5761	61	13	malignant	malignant	ADJ
cana-5761	61	14	and	and	CCONJ
cana-5761	61	15	non	non	ADJ
cana-5761	61	16	-	-	ADJ
cana-5761	61	17	malignant	malignant	ADJ
cana-5761	61	18	lung	lung	NOUN
cana-5761	61	19	conditions	condition	NOUN
cana-5761	61	20	.	.	PUNCT
cana-5761	62	1	confusion	confusion	NOUN
cana-5761	62	2	matrix	matrix	NOUN
cana-5761	62	3	:	:	PUNCT
cana-5761	62	4	the	the	DET
cana-5761	62	5	confusion	confusion	NOUN
cana-5761	62	6	matrix	matrix	NOUN
cana-5761	62	7	visualizes	visualize	VERB
cana-5761	62	8	the	the	DET
cana-5761	62	9	classification	classification	NOUN
cana-5761	62	10	performance	performance	NOUN
cana-5761	62	11	of	of	ADP
cana-5761	62	12	a	a	DET
cana-5761	62	13	convolutional	convolutional	ADJ
cana-5761	62	14	neural	neural	ADJ
cana-5761	62	15	network	network	NOUN
cana-5761	62	16	in	in	ADP
cana-5761	62	17	identifying	identify	VERB
cana-5761	62	18	lung	lung	NOUN
cana-5761	62	19	cancer	cancer	NOUN
cana-5761	62	20	subtypes	subtype	NOUN
cana-5761	62	21	and	and	CCONJ
cana-5761	62	22	normal	normal	ADJ
cana-5761	62	23	tissues	tissue	NOUN
cana-5761	62	24	.	.	PUNCT
cana-5761	63	1	each	each	DET
cana-5761	63	2	row	row	NOUN
cana-5761	63	3	represents	represent	VERB
cana-5761	63	4	the	the	DET
cana-5761	63	5	actual	actual	ADJ
cana-5761	63	6	class	class	NOUN
cana-5761	63	7	,	,	PUNCT
cana-5761	63	8	and	and	CCONJ
cana-5761	63	9	each	each	DET
cana-5761	63	10	column	column	NOUN
cana-5761	63	11	the	the	DET
cana-5761	63	12	predicted	predict	VERB
cana-5761	63	13	class	class	NOUN
cana-5761	63	14	.	.	PUNCT
cana-5761	64	1	the	the	DET
cana-5761	64	2	model	model	NOUN
cana-5761	64	3	correctly	correctly	ADV
cana-5761	64	4	predicted	predict	VERB
cana-5761	64	5	:	:	PUNCT
cana-5761	64	6	•	•	NUM
cana-5761	64	7	18	18	NUM
cana-5761	64	8	adenocarcinoma	adenocarcinoma	NOUN
cana-5761	64	9	,	,	PUNCT
cana-5761	64	10	misclassifying	misclassifye	VERB
cana-5761	64	11	2	2	NUM
cana-5761	64	12	as	as	ADP
cana-5761	64	13	large	large	ADJ
cana-5761	64	14	cell	cell	NOUN
cana-5761	64	15	carcinoma	carcinoma	NOUN
cana-5761	64	16	and	and	CCONJ
cana-5761	64	17	3	3	NUM
cana-5761	64	18	as	as	ADP
cana-5761	64	19	squamous	squamous	ADJ
cana-5761	64	20	cell	cell	NOUN
cana-5761	64	21	.	.	PUNCT
cana-5761	65	1	•	•	NUM
cana-5761	65	2	18	18	NUM
cana-5761	65	3	large	large	ADJ
cana-5761	65	4	cell	cell	NOUN
cana-5761	65	5	carcinoma	carcinoma	NOUN
cana-5761	65	6	,	,	PUNCT
cana-5761	65	7	with	with	ADP
cana-5761	65	8	minimal	minimal	ADJ
cana-5761	65	9	confusion	confusion	NOUN
cana-5761	65	10	(	(	PUNCT
cana-5761	65	11	2	2	NUM
cana-5761	65	12	misclassified	misclassifie	VERB
cana-5761	65	13	as	as	ADP
cana-5761	65	14	adenocarcinoma	adenocarcinoma	NOUN
cana-5761	65	15	)	)	PUNCT
cana-5761	65	16	.	.	PUNCT
cana-5761	66	1	•	•	NUM
cana-5761	66	2	12	12	NUM
cana-5761	66	3	normal	normal	ADJ
cana-5761	66	4	cases	case	NOUN
cana-5761	66	5	were	be	AUX
cana-5761	66	6	correctly	correctly	ADV
cana-5761	66	7	identified	identify	VERB
cana-5761	66	8	with	with	ADP
cana-5761	66	9	only	only	ADV
cana-5761	66	10	one	one	NUM
cana-5761	66	11	misclassified	misclassifie	VERB
cana-5761	66	12	.	.	PUNCT
cana-5761	67	1	•	•	NUM
cana-5761	67	2	11	11	NUM
cana-5761	67	3	squamous	squamous	ADJ
cana-5761	67	4	cell	cell	NOUN
cana-5761	67	5	carcinoma	carcinoma	NOUN
cana-5761	67	6	were	be	AUX
cana-5761	67	7	accurately	accurately	ADV
cana-5761	67	8	detected	detect	VERB
cana-5761	67	9	,	,	PUNCT
cana-5761	67	10	though	though	SCONJ
cana-5761	67	11	4	4	NUM
cana-5761	67	12	were	be	AUX
cana-5761	67	13	misclassified	misclassifie	VERB
cana-5761	67	14	.	.	PUNCT
cana-5761	68	1	•	•	NOUN
cana-5761	68	2	this	this	PRON
cana-5761	68	3	indicates	indicate	VERB
cana-5761	68	4	strong	strong	ADJ
cana-5761	68	5	predictive	predictive	ADJ
cana-5761	68	6	capability	capability	NOUN
cana-5761	68	7	,	,	PUNCT
cana-5761	68	8	though	though	SCONJ
cana-5761	68	9	some	some	DET
cana-5761	68	10	overlap	overlap	NOUN
cana-5761	68	11	exists	exist	VERB
cana-5761	68	12	among	among	ADP
cana-5761	68	13	carcinoma	carcinoma	NOUN
cana-5761	68	14	types	type	NOUN
cana-5761	68	15	,	,	PUNCT
cana-5761	68	16	warranting	warrant	VERB
cana-5761	68	17	further	further	ADJ
cana-5761	68	18	refinement	refinement	NOUN
cana-5761	68	19	.	.	PUNCT
cana-5761	69	1	communications	communication	NOUN
cana-5761	69	2	on	on	ADP
cana-5761	69	3	applied	apply	VERB
cana-5761	69	4	nonlinear	nonlinear	ADJ
cana-5761	69	5	analysis	analysis	NOUN
cana-5761	69	6	issn	issn	NOUN
cana-5761	69	7	:	:	PUNCT
cana-5761	69	8	1074	1074	NUM
cana-5761	69	9	-	-	PUNCT
cana-5761	69	10	133x	133x	NUM
cana-5761	69	11	vol	vol	NOUN
cana-5761	69	12	32	32	NUM
cana-5761	69	13	no	no	NOUN
cana-5761	69	14	.	.	PUNCT
cana-5761	70	1	3s	3s	NUM
cana-5761	70	2	(	(	PUNCT
cana-5761	70	3	2025	2025	NUM
cana-5761	70	4	)	)	PUNCT
cana-5761	70	5	845	845	NUM
cana-5761	70	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	70	7	precision	precision	NOUN
cana-5761	70	8	-	-	PUNCT
cana-5761	70	9	recall	recall	NOUN
cana-5761	70	10	curve	curve	NOUN
cana-5761	70	11	analysis	analysis	NOUN
cana-5761	70	12	the	the	DET
cana-5761	70	13	precision	precision	NOUN
cana-5761	70	14	-	-	PUNCT
cana-5761	70	15	recall	recall	NOUN
cana-5761	70	16	curve	curve	NOUN
cana-5761	70	17	illustrates	illustrate	VERB
cana-5761	70	18	the	the	DET
cana-5761	70	19	performance	performance	NOUN
cana-5761	70	20	of	of	ADP
cana-5761	70	21	a	a	DET
cana-5761	70	22	convolutional	convolutional	ADJ
cana-5761	70	23	neural	neural	ADJ
cana-5761	70	24	network	network	NOUN
cana-5761	70	25	in	in	ADP
cana-5761	70	26	predicting	predict	VERB
cana-5761	70	27	various	various	ADJ
cana-5761	70	28	lung	lung	NOUN
cana-5761	70	29	cancer	cancer	NOUN
cana-5761	70	30	types	type	NOUN
cana-5761	70	31	and	and	CCONJ
cana-5761	70	32	normal	normal	ADJ
cana-5761	70	33	tissue	tissue	NOUN
cana-5761	70	34	.	.	PUNCT
cana-5761	71	1	each	each	DET
cana-5761	71	2	curve	curve	NOUN
cana-5761	71	3	represents	represent	VERB
cana-5761	71	4	a	a	DET
cana-5761	71	5	class	class	NOUN
cana-5761	71	6	:	:	PUNCT
cana-5761	71	7	•	•	NUM
cana-5761	71	8	normal	normal	ADJ
cana-5761	71	9	tissue	tissue	NOUN
cana-5761	71	10	(	(	PUNCT
cana-5761	71	11	green	green	NOUN
cana-5761	71	12	)	)	PUNCT
cana-5761	71	13	achieved	achieve	VERB
cana-5761	71	14	perfect	perfect	ADJ
cana-5761	71	15	precision	precision	NOUN
cana-5761	71	16	and	and	CCONJ
cana-5761	71	17	recall	recall	NOUN
cana-5761	71	18	,	,	PUNCT
cana-5761	71	19	reflecting	reflect	VERB
cana-5761	71	20	exceptional	exceptional	ADJ
cana-5761	71	21	model	model	NOUN
cana-5761	71	22	confidence	confidence	NOUN
cana-5761	71	23	and	and	CCONJ
cana-5761	71	24	accuracy	accuracy	NOUN
cana-5761	71	25	.	.	PUNCT
cana-5761	72	1	•	•	NUM
cana-5761	72	2	large	large	ADJ
cana-5761	72	3	cell	cell	NOUN
cana-5761	72	4	carcinoma	carcinoma	NOUN
cana-5761	72	5	(	(	PUNCT
cana-5761	72	6	orange	orange	ADJ
cana-5761	72	7	)	)	PUNCT
cana-5761	72	8	maintained	maintain	VERB
cana-5761	72	9	high	high	ADJ
cana-5761	72	10	precision	precision	NOUN
cana-5761	72	11	across	across	ADP
cana-5761	72	12	increasing	increase	VERB
cana-5761	72	13	recall	recall	NOUN
cana-5761	72	14	,	,	PUNCT
cana-5761	72	15	indicating	indicate	VERB
cana-5761	72	16	reliable	reliable	ADJ
cana-5761	72	17	classification	classification	NOUN
cana-5761	72	18	performance	performance	NOUN
cana-5761	72	19	.	.	PUNCT
cana-5761	73	1	•	•	NUM
cana-5761	73	2	adenocarcinoma	adenocarcinoma	NOUN
cana-5761	73	3	(	(	PUNCT
cana-5761	73	4	blue	blue	ADJ
cana-5761	73	5	)	)	PUNCT
cana-5761	73	6	shows	show	VERB
cana-5761	73	7	moderate	moderate	ADJ
cana-5761	73	8	variability	variability	NOUN
cana-5761	73	9	in	in	ADP
cana-5761	73	10	both	both	DET
cana-5761	73	11	metrics	metric	NOUN
cana-5761	73	12	,	,	PUNCT
cana-5761	73	13	suggesting	suggest	VERB
cana-5761	73	14	a	a	DET
cana-5761	73	15	tradeoff	tradeoff	NOUN
cana-5761	73	16	between	between	ADP
cana-5761	73	17	false	false	ADJ
cana-5761	73	18	positives	positive	NOUN
cana-5761	73	19	and	and	CCONJ
cana-5761	73	20	false	false	ADJ
cana-5761	73	21	negatives	negative	NOUN
cana-5761	73	22	.	.	PUNCT
cana-5761	74	1	•	•	NUM
cana-5761	74	2	squamous	squamous	ADJ
cana-5761	74	3	cell	cell	NOUN
cana-5761	74	4	carcinoma	carcinoma	NOUN
cana-5761	74	5	(	(	PUNCT
cana-5761	74	6	red	red	PROPN
cana-5761	74	7	)	)	PUNCT
cana-5761	74	8	exhibited	exhibit	VERB
cana-5761	74	9	the	the	DET
cana-5761	74	10	lowest	low	ADJ
cana-5761	74	11	precision	precision	NOUN
cana-5761	74	12	-	-	PUNCT
cana-5761	74	13	recall	recall	NOUN
cana-5761	74	14	consistency	consistency	NOUN
cana-5761	74	15	,	,	PUNCT
cana-5761	74	16	indicating	indicate	VERB
cana-5761	74	17	difficulty	difficulty	NOUN
cana-5761	74	18	in	in	ADP
cana-5761	74	19	accurate	accurate	ADJ
cana-5761	74	20	detection	detection	NOUN
cana-5761	74	21	.	.	PUNCT
cana-5761	75	1	this	this	DET
cana-5761	75	2	curve	curve	NOUN
cana-5761	75	3	confirms	confirm	VERB
cana-5761	75	4	the	the	DET
cana-5761	75	5	model	model	NOUN
cana-5761	75	6	's	's	PART
cana-5761	75	7	robustness	robustness	NOUN
cana-5761	75	8	for	for	ADP
cana-5761	75	9	most	most	ADJ
cana-5761	75	10	classes	class	NOUN
cana-5761	75	11	,	,	PUNCT
cana-5761	75	12	while	while	SCONJ
cana-5761	75	13	highlighting	highlight	VERB
cana-5761	75	14	squamous	squamous	ADJ
cana-5761	75	15	cell	cell	NOUN
cana-5761	75	16	carcinoma	carcinoma	NOUN
cana-5761	75	17	as	as	ADP
cana-5761	75	18	a	a	DET
cana-5761	75	19	challenge	challenge	NOUN
cana-5761	75	20	for	for	ADP
cana-5761	75	21	improvement	improvement	NOUN
cana-5761	75	22	.	.	PUNCT
cana-5761	76	1	communications	communication	NOUN
cana-5761	76	2	on	on	ADP
cana-5761	76	3	applied	apply	VERB
cana-5761	76	4	nonlinear	nonlinear	ADJ
cana-5761	76	5	analysis	analysis	NOUN
cana-5761	76	6	issn	issn	NOUN
cana-5761	76	7	:	:	PUNCT
cana-5761	76	8	1074	1074	NUM
cana-5761	76	9	-	-	PUNCT
cana-5761	76	10	133x	133x	NUM
cana-5761	76	11	vol	vol	NOUN
cana-5761	76	12	32	32	NUM
cana-5761	76	13	no	no	NOUN
cana-5761	76	14	.	.	PUNCT
cana-5761	77	1	3s	3s	NUM
cana-5761	77	2	(	(	PUNCT
cana-5761	77	3	2025	2025	NUM
cana-5761	77	4	)	)	PUNCT
cana-5761	77	5	846	846	NUM
cana-5761	77	6	https://internationalpubls.com	https://internationalpubls.com	PROPN
cana-5761	77	7	roc	roc	PROPN
cana-5761	77	8	curve	curve	NOUN
cana-5761	77	9	analysis	analysis	NOUN
cana-5761	77	10	this	this	DET
cana-5761	77	11	roc	roc	PROPN
cana-5761	77	12	(	(	PUNCT
cana-5761	77	13	receiver	receiver	ADV
cana-5761	77	14	operating	operate	VERB
cana-5761	77	15	characteristic	characteristic	NOUN
cana-5761	77	16	)	)	PUNCT
cana-5761	77	17	curve	curve	NOUN
cana-5761	77	18	evaluates	evaluate	VERB
cana-5761	77	19	the	the	DET
cana-5761	77	20	classification	classification	NOUN
cana-5761	77	21	performance	performance	NOUN
cana-5761	77	22	of	of	ADP
cana-5761	77	23	a	a	DET
cana-5761	77	24	deep	deep	ADJ
cana-5761	77	25	learning	learning	NOUN
cana-5761	77	26	model	model	NOUN
cana-5761	77	27	for	for	ADP
cana-5761	77	28	detecting	detect	VERB
cana-5761	77	29	lung	lung	NOUN
cana-5761	77	30	cancer	cancer	NOUN
cana-5761	77	31	subtypes	subtype	NOUN
cana-5761	77	32	and	and	CCONJ
cana-5761	77	33	normal	normal	ADJ
cana-5761	77	34	tissues	tissue	NOUN
cana-5761	77	35	.	.	PUNCT
cana-5761	78	1	each	each	DET
cana-5761	78	2	curve	curve	NOUN
cana-5761	78	3	represents	represent	VERB
cana-5761	78	4	the	the	DET
cana-5761	78	5	trade	trade	NOUN
cana-5761	78	6	-	-	PUNCT
cana-5761	78	7	off	off	NOUN
cana-5761	78	8	between	between	ADP
cana-5761	78	9	the	the	DET
cana-5761	78	10	true	true	ADJ
cana-5761	78	11	positive	positive	ADJ
cana-5761	78	12	rate	rate	NOUN
cana-5761	78	13	and	and	CCONJ
cana-5761	78	14	false	false	ADJ
cana-5761	78	15	positive	positive	ADJ
cana-5761	78	16	rate	rate	NOUN
cana-5761	78	17	for	for	ADP
cana-5761	78	18	a	a	DET
cana-5761	78	19	specific	specific	ADJ
cana-5761	78	20	class	class	NOUN
cana-5761	78	21	:	:	PUNCT
cana-5761	78	22	•	•	NUM
cana-5761	78	23	normal	normal	ADJ
cana-5761	78	24	class	class	NOUN
cana-5761	78	25	(	(	PUNCT
cana-5761	78	26	green	green	NOUN
cana-5761	78	27	)	)	PUNCT
cana-5761	78	28	achieved	achieve	VERB
cana-5761	78	29	an	an	DET
cana-5761	78	30	auc	auc	NOUN
cana-5761	78	31	of	of	ADP
cana-5761	78	32	1.00	1.00	NUM
cana-5761	78	33	,	,	PUNCT
cana-5761	78	34	indicating	indicate	VERB
cana-5761	78	35	perfect	perfect	ADJ
cana-5761	78	36	classification	classification	NOUN
cana-5761	78	37	performance	performance	NOUN
cana-5761	78	38	.	.	PUNCT
cana-5761	79	1	•	•	NUM
cana-5761	79	2	large	large	ADJ
cana-5761	79	3	cell	cell	NOUN
cana-5761	79	4	carcinoma	carcinoma	NOUN
cana-5761	79	5	(	(	PUNCT
cana-5761	79	6	orange	orange	ADJ
cana-5761	79	7	)	)	PUNCT
cana-5761	79	8	followed	follow	VERB
cana-5761	79	9	closely	closely	ADV
cana-5761	79	10	with	with	ADP
cana-5761	79	11	an	an	DET
cana-5761	79	12	auc	auc	NOUN
cana-5761	79	13	of	of	ADP
cana-5761	79	14	0.96	0.96	NUM
cana-5761	79	15	,	,	PUNCT
cana-5761	79	16	suggesting	suggest	VERB
cana-5761	79	17	excellent	excellent	ADJ
cana-5761	79	18	model	model	NOUN
cana-5761	79	19	reliability	reliability	NOUN
cana-5761	79	20	.	.	PUNCT
cana-5761	80	1	•	•	NUM
cana-5761	80	2	adenocarcinoma	adenocarcinoma	NOUN
cana-5761	80	3	(	(	PUNCT
cana-5761	80	4	blue	blue	PROPN
cana-5761	80	5	)	)	PUNCT
cana-5761	80	6	had	have	VERB
cana-5761	80	7	an	an	DET
cana-5761	80	8	auc	auc	NOUN
cana-5761	80	9	of	of	ADP
cana-5761	80	10	0.92	0.92	NUM
cana-5761	80	11	,	,	PUNCT
cana-5761	80	12	reflecting	reflect	VERB
cana-5761	80	13	strong	strong	ADJ
cana-5761	80	14	but	but	CCONJ
cana-5761	80	15	slightly	slightly	ADV
cana-5761	80	16	less	less	ADV
cana-5761	80	17	robust	robust	ADJ
cana-5761	80	18	performance	performance	NOUN
cana-5761	80	19	.	.	PUNCT
cana-5761	81	1	•	•	NUM
cana-5761	81	2	squamous	squamous	ADJ
cana-5761	81	3	cell	cell	NOUN
cana-5761	81	4	carcinoma	carcinoma	NOUN
cana-5761	81	5	(	(	PUNCT
cana-5761	81	6	red	red	PROPN
cana-5761	81	7	)	)	PUNCT
cana-5761	81	8	had	have	VERB
cana-5761	81	9	the	the	DET
cana-5761	81	10	lowest	low	ADJ
cana-5761	81	11	auc	auc	NOUN
cana-5761	81	12	at	at	ADP
cana-5761	81	13	0.89	0.89	NUM
cana-5761	81	14	,	,	PUNCT
cana-5761	81	15	pointing	point	VERB
cana-5761	81	16	to	to	ADP
cana-5761	81	17	moderate	moderate	ADJ
cana-5761	81	18	effectiveness	effectiveness	NOUN
cana-5761	81	19	with	with	ADP
cana-5761	81	20	room	room	NOUN
cana-5761	81	21	for	for	ADP
cana-5761	81	22	improvement	improvement	NOUN
cana-5761	81	23	.	.	PUNCT
cana-5761	82	1	overall	overall	ADV
cana-5761	82	2	,	,	PUNCT
cana-5761	82	3	the	the	DET
cana-5761	82	4	model	model	NOUN
cana-5761	82	5	demonstrates	demonstrate	VERB
cana-5761	82	6	high	high	ADJ
cana-5761	82	7	discriminative	discriminative	NOUN
cana-5761	82	8	power	power	NOUN
cana-5761	82	9	across	across	ADP
cana-5761	82	10	all	all	DET
cana-5761	82	11	classes	class	NOUN
cana-5761	82	12	,	,	PUNCT
cana-5761	82	13	validating	validate	VERB
cana-5761	82	14	its	its	PRON
cana-5761	82	15	suitability	suitability	NOUN
cana-5761	82	16	for	for	ADP
cana-5761	82	17	early	early	ADJ
cana-5761	82	18	and	and	CCONJ
cana-5761	82	19	accurate	accurate	ADJ
cana-5761	82	20	lung	lung	NOUN
cana-5761	82	21	cancer	cancer	NOUN
cana-5761	82	22	detection	detection	NOUN
cana-5761	82	23	.	.	PUNCT
cana-5761	83	1	communications	communication	NOUN
cana-5761	83	2	on	on	ADP
cana-5761	83	3	applied	apply	VERB
cana-5761	83	4	nonlinear	nonlinear	ADJ
cana-5761	83	5	analysis	analysis	NOUN
cana-5761	83	6	issn	issn	NOUN
cana-5761	83	7	:	:	PUNCT
cana-5761	83	8	1074	1074	NUM
cana-5761	83	9	-	-	PUNCT
cana-5761	83	10	133x	133x	NUM
cana-5761	83	11	vol	vol	NOUN
cana-5761	83	12	32	32	NUM
cana-5761	83	13	no	no	NOUN
cana-5761	83	14	.	.	PUNCT
cana-5761	84	1	3s	3s	NUM
cana-5761	84	2	(	(	PUNCT
cana-5761	84	3	2025	2025	NUM
cana-5761	84	4	)	)	PUNCT
cana-5761	84	5	847	847	NUM
cana-5761	84	6	https://internationalpubls.com	https://internationalpubls.com	NOUN
cana-5761	84	7	accuracy	accuracy	NOUN
cana-5761	84	8	curve	curve	NOUN
cana-5761	84	9	analysis	analysis	NOUN
cana-5761	84	10	this	this	DET
cana-5761	84	11	accuracy	accuracy	NOUN
cana-5761	84	12	curve	curve	NOUN
cana-5761	84	13	visualizes	visualize	VERB
cana-5761	84	14	the	the	DET
cana-5761	84	15	model	model	NOUN
cana-5761	84	16	's	's	PART
cana-5761	84	17	training	training	NOUN
cana-5761	84	18	and	and	CCONJ
cana-5761	84	19	validation	validation	NOUN
cana-5761	84	20	performance	performance	NOUN
cana-5761	84	21	over	over	ADP
cana-5761	84	22	43	43	NUM
cana-5761	84	23	epochs	epoch	NOUN
cana-5761	84	24	.	.	PUNCT
cana-5761	85	1	the	the	DET
cana-5761	85	2	blue	blue	ADJ
cana-5761	85	3	line	line	NOUN
cana-5761	85	4	indicates	indicate	VERB
cana-5761	85	5	training	training	NOUN
cana-5761	85	6	accuracy	accuracy	NOUN
cana-5761	85	7	,	,	PUNCT
cana-5761	85	8	which	which	PRON
cana-5761	85	9	consistently	consistently	ADV
cana-5761	85	10	increases	increase	VERB
cana-5761	85	11	,	,	PUNCT
cana-5761	85	12	reaching	reach	VERB
cana-5761	85	13	approximately	approximately	ADV
cana-5761	85	14	97	97	NUM
cana-5761	85	15	%	%	NOUN
cana-5761	85	16	,	,	PUNCT
cana-5761	85	17	signifying	signify	VERB
cana-5761	85	18	effective	effective	ADJ
cana-5761	85	19	learning	learning	NOUN
cana-5761	85	20	from	from	ADP
cana-5761	85	21	the	the	DET
cana-5761	85	22	dataset	dataset	NOUN
cana-5761	85	23	.	.	PUNCT
cana-5761	86	1	the	the	DET
cana-5761	86	2	orange	orange	PROPN
cana-5761	86	3	line	line	NOUN
cana-5761	86	4	represents	represent	VERB
cana-5761	86	5	validation	validation	NOUN
cana-5761	86	6	accuracy	accuracy	NOUN
cana-5761	86	7	,	,	PUNCT
cana-5761	86	8	which	which	PRON
cana-5761	86	9	shows	show	VERB
cana-5761	86	10	more	more	ADJ
cana-5761	86	11	fluctuation	fluctuation	NOUN
cana-5761	86	12	,	,	PUNCT
cana-5761	86	13	stabilizing	stabilize	VERB
cana-5761	86	14	around	around	ADV
cana-5761	86	15	75–82	75–82	NUM
cana-5761	86	16	%	%	NOUN
cana-5761	86	17	.	.	PUNCT
cana-5761	87	1	the	the	DET
cana-5761	87	2	widening	widen	VERB
cana-5761	87	3	gap	gap	NOUN
cana-5761	87	4	between	between	ADP
cana-5761	87	5	training	training	NOUN
cana-5761	87	6	and	and	CCONJ
cana-5761	87	7	validation	validation	NOUN
cana-5761	87	8	accuracy	accuracy	NOUN
cana-5761	87	9	in	in	ADP
cana-5761	87	10	later	later	ADJ
cana-5761	87	11	epochs	epoch	NOUN
cana-5761	87	12	suggests	suggest	VERB
cana-5761	87	13	overfitting	overfitte	VERB
cana-5761	87	14	,	,	PUNCT
cana-5761	87	15	where	where	SCONJ
cana-5761	87	16	the	the	DET
cana-5761	87	17	model	model	NOUN
cana-5761	87	18	performs	perform	VERB
cana-5761	87	19	well	well	ADV
cana-5761	87	20	on	on	ADP
cana-5761	87	21	training	training	NOUN
cana-5761	87	22	data	datum	NOUN
cana-5761	87	23	but	but	CCONJ
cana-5761	87	24	generalizes	generalize	VERB
cana-5761	87	25	less	less	ADV
cana-5761	87	26	effectively	effectively	ADV
cana-5761	87	27	to	to	ADP
cana-5761	87	28	unseen	unseen	ADJ
cana-5761	87	29	data	datum	NOUN
cana-5761	87	30	.	.	PUNCT
cana-5761	88	1	this	this	DET
cana-5761	88	2	behavior	behavior	NOUN
cana-5761	88	3	indicates	indicate	VERB
cana-5761	88	4	the	the	DET
cana-5761	88	5	need	need	NOUN
cana-5761	88	6	for	for	ADP
cana-5761	88	7	regularization	regularization	NOUN
cana-5761	88	8	techniques	technique	NOUN
cana-5761	88	9	such	such	ADJ
cana-5761	88	10	as	as	ADP
cana-5761	88	11	dropout	dropout	NOUN
cana-5761	88	12	,	,	PUNCT
cana-5761	88	13	early	early	ADJ
cana-5761	88	14	stopping	stopping	NOUN
cana-5761	88	15	,	,	PUNCT
cana-5761	88	16	or	or	CCONJ
cana-5761	88	17	data	datum	NOUN
cana-5761	88	18	augmentation	augmentation	NOUN
cana-5761	88	19	to	to	PART
cana-5761	88	20	enhance	enhance	VERB
cana-5761	88	21	the	the	DET
cana-5761	88	22	model	model	NOUN
cana-5761	88	23	’s	’s	PART
cana-5761	88	24	generalization	generalization	NOUN
cana-5761	88	25	capability	capability	NOUN
cana-5761	88	26	.	.	PUNCT
cana-5761	89	1	loss	loss	NOUN
cana-5761	89	2	curve	curve	NOUN
cana-5761	89	3	evaluation	evaluation	NOUN
cana-5761	89	4	the	the	DET
cana-5761	89	5	loss	loss	NOUN
cana-5761	89	6	curve	curve	NOUN
cana-5761	89	7	presented	present	VERB
cana-5761	89	8	here	here	ADV
cana-5761	89	9	illustrates	illustrate	VERB
cana-5761	89	10	the	the	DET
cana-5761	89	11	training	training	NOUN
cana-5761	89	12	and	and	CCONJ
cana-5761	89	13	validation	validation	NOUN
cana-5761	89	14	loss	loss	NOUN
cana-5761	89	15	over	over	ADP
cana-5761	89	16	43	43	NUM
cana-5761	89	17	epochs	epoch	NOUN
cana-5761	89	18	during	during	ADP
cana-5761	89	19	the	the	DET
cana-5761	89	20	learning	learning	NOUN
cana-5761	89	21	process	process	NOUN
cana-5761	89	22	of	of	ADP
cana-5761	89	23	a	a	DET
cana-5761	89	24	deep	deep	ADJ
cana-5761	89	25	learning	learning	NOUN
cana-5761	89	26	model	model	NOUN
cana-5761	89	27	for	for	ADP
cana-5761	89	28	lung	lung	NOUN
cana-5761	89	29	cancer	cancer	NOUN
cana-5761	89	30	detection	detection	NOUN
cana-5761	89	31	.	.	PUNCT
cana-5761	90	1	communications	communication	NOUN
cana-5761	90	2	on	on	ADP
cana-5761	90	3	applied	apply	VERB
cana-5761	90	4	nonlinear	nonlinear	ADJ
cana-5761	90	5	analysis	analysis	NOUN
cana-5761	90	6	issn	issn	NOUN
cana-5761	90	7	:	:	PUNCT
cana-5761	90	8	1074	1074	NUM
cana-5761	90	9	-	-	PUNCT
cana-5761	90	10	133x	133x	NUM
cana-5761	90	11	vol	vol	NOUN
cana-5761	90	12	32	32	NUM
cana-5761	90	13	no	no	NOUN
cana-5761	90	14	.	.	PUNCT
cana-5761	91	1	3s	3s	NUM
cana-5761	91	2	(	(	PUNCT
cana-5761	91	3	2025	2025	NUM
cana-5761	91	4	)	)	PUNCT
cana-5761	91	5	848	848	NUM
cana-5761	91	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	91	7	•	•	NOUN
cana-5761	91	8	the	the	DET
cana-5761	91	9	blue	blue	ADJ
cana-5761	91	10	line	line	NOUN
cana-5761	91	11	represents	represent	VERB
cana-5761	91	12	training	training	NOUN
cana-5761	91	13	loss	loss	NOUN
cana-5761	91	14	,	,	PUNCT
cana-5761	91	15	which	which	PRON
cana-5761	91	16	steadily	steadily	ADV
cana-5761	91	17	decreases	decrease	VERB
cana-5761	91	18	,	,	PUNCT
cana-5761	91	19	reaching	reach	VERB
cana-5761	91	20	below	below	ADP
cana-5761	91	21	0.2	0.2	NUM
cana-5761	91	22	,	,	PUNCT
cana-5761	91	23	indicating	indicate	VERB
cana-5761	91	24	that	that	SCONJ
cana-5761	91	25	the	the	DET
cana-5761	91	26	model	model	NOUN
cana-5761	91	27	is	be	AUX
cana-5761	91	28	effectively	effectively	ADV
cana-5761	91	29	minimizing	minimize	VERB
cana-5761	91	30	error	error	NOUN
cana-5761	91	31	on	on	ADP
cana-5761	91	32	the	the	DET
cana-5761	91	33	training	training	NOUN
cana-5761	91	34	set	set	NOUN
cana-5761	91	35	.	.	PUNCT
cana-5761	92	1	•	•	NUM
cana-5761	92	2	the	the	DET
cana-5761	92	3	orange	orange	PROPN
cana-5761	92	4	line	line	NOUN
cana-5761	92	5	shows	show	VERB
cana-5761	92	6	validation	validation	NOUN
cana-5761	92	7	loss	loss	NOUN
cana-5761	92	8	,	,	PUNCT
cana-5761	92	9	which	which	PRON
cana-5761	92	10	also	also	ADV
cana-5761	92	11	decreases	decrease	VERB
cana-5761	92	12	but	but	CCONJ
cana-5761	92	13	with	with	ADP
cana-5761	92	14	more	more	ADJ
cana-5761	92	15	fluctuations	fluctuation	NOUN
cana-5761	92	16	,	,	PUNCT
cana-5761	92	17	stabilizing	stabilize	VERB
cana-5761	92	18	around	around	ADP
cana-5761	92	19	0.6	0.6	NUM
cana-5761	92	20	.	.	PUNCT
cana-5761	93	1	the	the	DET
cana-5761	93	2	consistent	consistent	ADJ
cana-5761	93	3	gap	gap	NOUN
cana-5761	93	4	between	between	ADP
cana-5761	93	5	training	training	NOUN
cana-5761	93	6	and	and	CCONJ
cana-5761	93	7	validation	validation	NOUN
cana-5761	93	8	loss	loss	NOUN
cana-5761	93	9	suggests	suggest	VERB
cana-5761	93	10	overfitting	overfitte	VERB
cana-5761	93	11	,	,	PUNCT
cana-5761	93	12	where	where	SCONJ
cana-5761	93	13	the	the	DET
cana-5761	93	14	model	model	NOUN
cana-5761	93	15	learns	learn	VERB
cana-5761	93	16	the	the	DET
cana-5761	93	17	training	training	NOUN
cana-5761	93	18	data	datum	NOUN
cana-5761	93	19	well	well	ADV
cana-5761	93	20	but	but	CCONJ
cana-5761	93	21	performs	perform	VERB
cana-5761	93	22	less	less	ADV
cana-5761	93	23	effectively	effectively	ADV
cana-5761	93	24	on	on	ADP
cana-5761	93	25	unseen	unseen	ADJ
cana-5761	93	26	data	datum	NOUN
cana-5761	93	27	.	.	PUNCT
cana-5761	94	1	applying	apply	VERB
cana-5761	94	2	regularization	regularization	NOUN
cana-5761	94	3	strategies	strategy	NOUN
cana-5761	94	4	such	such	ADJ
cana-5761	94	5	as	as	ADP
cana-5761	94	6	dropout	dropout	NOUN
cana-5761	94	7	,	,	PUNCT
cana-5761	94	8	batch	batch	NOUN
cana-5761	94	9	normalization	normalization	NOUN
cana-5761	94	10	,	,	PUNCT
cana-5761	94	11	or	or	CCONJ
cana-5761	94	12	early	early	ADJ
cana-5761	94	13	stopping	stopping	NOUN
cana-5761	94	14	may	may	AUX
cana-5761	94	15	help	help	VERB
cana-5761	94	16	improve	improve	VERB
cana-5761	94	17	generalization	generalization	NOUN
cana-5761	94	18	.	.	PUNCT
cana-5761	95	1	6	6	NUM
cana-5761	95	2	.	.	X
cana-5761	95	3	conclusions	conclusion	NOUN
cana-5761	95	4	and	and	CCONJ
cana-5761	95	5	future	future	ADJ
cana-5761	95	6	work	work	NOUN
cana-5761	95	7	conclusion	conclusion	NOUN
cana-5761	95	8	in	in	ADP
cana-5761	95	9	this	this	DET
cana-5761	95	10	consider	consider	NOUN
cana-5761	95	11	,	,	PUNCT
cana-5761	95	12	we	we	PRON
cana-5761	95	13	shown	show	VERB
cana-5761	95	14	an	an	DET
cana-5761	95	15	advanced	advanced	ADJ
cana-5761	95	16	lung	lung	NOUN
cana-5761	95	17	cancer	cancer	NOUN
cana-5761	95	18	disclosure	disclosure	NOUN
cana-5761	95	19	framework	framework	NOUN
cana-5761	95	20	utilizing	utilize	VERB
cana-5761	95	21	a	a	DET
cana-5761	95	22	half	half	ADJ
cana-5761	95	23	breed	breed	NOUN
cana-5761	95	24	convolutional	convolutional	ADJ
cana-5761	95	25	neural	neural	ADJ
cana-5761	95	26	organize	organize	NOUN
cana-5761	95	27	(	(	PUNCT
cana-5761	95	28	cnn	cnn	PROPN
cana-5761	95	29	)	)	PUNCT
cana-5761	95	30	moved	move	VERB
cana-5761	95	31	forward	forward	ADV
cana-5761	95	32	by	by	ADP
cana-5761	95	33	densenet	densenet	NOUN
cana-5761	95	34	modules	module	NOUN
cana-5761	95	35	.	.	PUNCT
cana-5761	96	1	the	the	DET
cana-5761	96	2	system	system	NOUN
cana-5761	96	3	outlined	outline	VERB
cana-5761	96	4	momentous	momentous	ADJ
cana-5761	96	5	capability	capability	NOUN
cana-5761	96	6	,	,	PUNCT
cana-5761	96	7	classifying	classify	VERB
cana-5761	96	8	liberal	liberal	ADJ
cana-5761	96	9	and	and	CCONJ
cana-5761	96	10	hurtful	hurtful	ADJ
cana-5761	96	11	pneumonic	pneumonic	ADJ
cana-5761	96	12	handles	handle	NOUN
cana-5761	96	13	with	with	ADP
cana-5761	96	14	an	an	DET
cana-5761	96	15	accuracy	accuracy	NOUN
cana-5761	96	16	of	of	ADP
cana-5761	96	17	99.48	99.48	NUM
cana-5761	96	18	%	%	NOUN
cana-5761	96	19	,	,	PUNCT
cana-5761	96	20	outflanking	outflank	VERB
cana-5761	96	21	earlier	early	ADJ
cana-5761	96	22	approaches	approach	NOUN
cana-5761	96	23	like	like	ADP
cana-5761	96	24	mrfcn	mrfcn	NOUN
cana-5761	96	25	’s	’s	PART
cana-5761	96	26	~97	~97	NOUN
cana-5761	96	27	%	%	NOUN
cana-5761	96	28	accuracy	accuracy	NOUN
cana-5761	96	29	 	 	SPACE
cana-5761	96	30	.	.	PUNCT
cana-5761	97	1	this	this	PRON
cana-5761	97	2	alters	alter	VERB
cana-5761	97	3	with	with	ADP
cana-5761	97	4	creating	create	VERB
cana-5761	97	5	demonstrate	demonstrate	NOUN
cana-5761	97	6	that	that	SCONJ
cana-5761	97	7	half	half	ADJ
cana-5761	97	8	breed	breed	NOUN
cana-5761	97	9	cnn	cnn	PROPN
cana-5761	97	10	–	–	PUNCT
cana-5761	97	11	densenet	densenet	NOUN
cana-5761	97	12	models	model	NOUN
cana-5761	97	13	give	give	VERB
cana-5761	97	14	energetic	energetic	ADJ
cana-5761	97	15	classification	classification	NOUN
cana-5761	97	16	execution	execution	NOUN
cana-5761	97	17	in	in	ADP
cana-5761	97	18	lung	lung	NOUN
cana-5761	97	19	imaging	imaging	NOUN
cana-5761	97	20	errands	errand	NOUN
cana-5761	97	21	.	.	PUNCT
cana-5761	98	1	other	other	ADJ
cana-5761	98	2	than	than	ADP
cana-5761	98	3	,	,	PUNCT
cana-5761	98	4	afterward	afterward	ADV
cana-5761	98	5	gathering	gather	VERB
cana-5761	98	6	techniques	technique	NOUN
cana-5761	98	7	uniting	unite	VERB
cana-5761	98	8	densenet	densenet	NOUN
cana-5761	98	9	and	and	CCONJ
cana-5761	98	10	cnn	cnn	PROPN
cana-5761	98	11	—	—	PUNCT
cana-5761	98	12	especially	especially	ADV
cana-5761	98	13	when	when	SCONJ
cana-5761	98	14	combined	combine	VERB
cana-5761	98	15	with	with	ADP
cana-5761	98	16	edge	edge	NOUN
cana-5761	98	17	computing	computing	NOUN
cana-5761	98	18	and	and	CCONJ
cana-5761	98	19	data	datum	NOUN
cana-5761	98	20	fusion	fusion	NOUN
cana-5761	98	21	—	—	PUNCT
cana-5761	98	22	have	have	AUX
cana-5761	98	23	fulfilled	fulfil	VERB
cana-5761	98	24	≥	≥	NUM
cana-5761	98	25	 	 	SPACE
cana-5761	98	26	99	99	NUM
cana-5761	98	27	%	%	NOUN
cana-5761	98	28	precision	precision	NOUN
cana-5761	98	29	in	in	ADP
cana-5761	98	30	real	real	ADJ
cana-5761	98	31	-	-	PUNCT
cana-5761	98	32	world	world	NOUN
cana-5761	98	33	ct	ct	PROPN
cana-5761	98	34	channel	channel	NOUN
cana-5761	98	35	appraisals	appraisal	NOUN
cana-5761	98	36	,	,	PUNCT
cana-5761	98	37	highlighting	highlight	VERB
cana-5761	98	38	the	the	DET
cana-5761	98	39	reasonable	reasonable	ADJ
cana-5761	98	40	potential	potential	NOUN
cana-5761	98	41	of	of	ADP
cana-5761	98	42	these	these	DET
cana-5761	98	43	systems.these	systems.these	PROPN
cana-5761	98	44	comes	comes	AUX
cana-5761	98	45	approximately	approximately	ADV
cana-5761	98	46	emphasize	emphasize	VERB
cana-5761	98	47	the	the	DET
cana-5761	98	48	achievability	achievability	NOUN
cana-5761	98	49	of	of	ADP
cana-5761	98	50	sending	send	VERB
cana-5761	98	51	cnn	cnn	PROPN
cana-5761	98	52	–	–	PUNCT
cana-5761	98	53	densenet	densenet	NOUN
cana-5761	98	54	cross	cross	NOUN
cana-5761	98	55	breeds	breed	NOUN
cana-5761	98	56	in	in	ADP
cana-5761	98	57	clinical	clinical	ADJ
cana-5761	98	58	and	and	CCONJ
cana-5761	98	59	resource	resource	NOUN
cana-5761	98	60	-	-	PUNCT
cana-5761	98	61	limited	limit	VERB
cana-5761	98	62	circumstances	circumstance	NOUN
cana-5761	98	63	,	,	PUNCT
cana-5761	98	64	publicizing	publicize	VERB
cana-5761	98	65	tall	tall	ADJ
cana-5761	98	66	accuracy	accuracy	NOUN
cana-5761	98	67	,	,	PUNCT
cana-5761	98	68	moo	moo	NOUN
cana-5761	98	69	inertia	inertia	NOUN
cana-5761	98	70	,	,	PUNCT
cana-5761	98	71	and	and	CCONJ
cana-5761	98	72	real	real	ADJ
cana-5761	98	73	-	-	PUNCT
cana-5761	98	74	time	time	NOUN
cana-5761	98	75	finding	finding	NOUN
cana-5761	98	76	,	,	PUNCT
cana-5761	98	77	while	while	SCONJ
cana-5761	98	78	tending	tend	VERB
cana-5761	98	79	to	to	ADP
cana-5761	98	80	interpretability	interpretability	NOUN
cana-5761	98	81	through	through	ADP
cana-5761	98	82	strategies	strategy	NOUN
cana-5761	98	83	like	like	ADP
cana-5761	98	84	grad	grad	NOUN
cana-5761	98	85	-	-	PUNCT
cana-5761	98	86	cam	cam	NOUN
cana-5761	98	87	.	.	PUNCT
cana-5761	99	1	looking	look	VERB
cana-5761	99	2	ahead	ahead	ADV
cana-5761	99	3	,	,	PUNCT
cana-5761	99	4	coordination	coordination	NOUN
cana-5761	99	5	explainability	explainability	NOUN
cana-5761	99	6	,	,	PUNCT
cana-5761	99	7	mobile	mobile	ADJ
cana-5761	99	8	-	-	PUNCT
cana-5761	99	9	edge	edge	NOUN
cana-5761	99	10	course	course	NOUN
cana-5761	99	11	of	of	ADP
cana-5761	99	12	action	action	NOUN
cana-5761	99	13	,	,	PUNCT
cana-5761	99	14	and	and	CCONJ
cana-5761	99	15	discontinuous	discontinuous	ADJ
cana-5761	99	16	appear	appear	VERB
cana-5761	99	17	retraining	retrain	VERB
cana-5761	99	18	will	will	AUX
cana-5761	99	19	progress	progress	VERB
cana-5761	99	20	move	move	VERB
cana-5761	99	21	forward	forward	ADV
cana-5761	99	22	system	system	NOUN
cana-5761	99	23	determination	determination	NOUN
cana-5761	99	24	and	and	CCONJ
cana-5761	99	25	reasonability	reasonability	NOUN
cana-5761	99	26	.	.	PUNCT
cana-5761	100	1	in	in	ADP
cana-5761	100	2	the	the	DET
cana-5761	100	3	long	long	ADJ
cana-5761	100	4	run	run	NOUN
cana-5761	100	5	,	,	PUNCT
cana-5761	100	6	this	this	DET
cana-5761	100	7	explore	explore	NOUN
cana-5761	100	8	contributes	contribute	VERB
cana-5761	100	9	a	a	DET
cana-5761	100	10	high	high	ADJ
cana-5761	100	11	-	-	PUNCT
cana-5761	100	12	performance	performance	NOUN
cana-5761	100	13	,	,	PUNCT
cana-5761	100	14	clear	clear	ADJ
cana-5761	100	15	,	,	PUNCT
cana-5761	100	16	and	and	CCONJ
cana-5761	100	17	deployable	deployable	ADJ
cana-5761	100	18	expressive	expressive	ADJ
cana-5761	100	19	gadget	gadget	NOUN
cana-5761	100	20	arranged	arrange	VERB
cana-5761	100	21	to	to	PART
cana-5761	100	22	back	back	VERB
cana-5761	100	23	early	early	ADJ
cana-5761	100	24	revelation	revelation	NOUN
cana-5761	100	25	and	and	CCONJ
cana-5761	100	26	treatment	treatment	NOUN
cana-5761	100	27	of	of	ADP
cana-5761	100	28	lung	lung	NOUN
cana-5761	100	29	cancer	cancer	NOUN
cana-5761	100	30	,	,	PUNCT
cana-5761	100	31	promising	promise	VERB
cana-5761	100	32	basic	basic	ADJ
cana-5761	100	33	influence	influence	NOUN
cana-5761	100	34	on	on	ADP
cana-5761	100	35	understanding	understanding	NOUN
cana-5761	100	36	comes	come	VERB
cana-5761	100	37	about	about	ADV
cana-5761	100	38	around	around	ADP
cana-5761	100	39	the	the	DET
cana-5761	100	40	world	world	NOUN
cana-5761	100	41	.	.	PUNCT
cana-5761	101	1	future	future	ADJ
cana-5761	101	2	scope	scope	NOUN
cana-5761	101	3	:	:	PUNCT
cana-5761	101	4	looking	look	VERB
cana-5761	101	5	ahead	ahead	ADV
cana-5761	101	6	,	,	PUNCT
cana-5761	101	7	the	the	DET
cana-5761	101	8	scene	scene	NOUN
cana-5761	101	9	of	of	ADP
cana-5761	101	10	ai	ai	VERB
cana-5761	101	11	-	-	PUNCT
cana-5761	101	12	driven	drive	VERB
cana-5761	101	13	lung	lung	NOUN
cana-5761	101	14	cancer	cancer	NOUN
cana-5761	101	15	discovery	discovery	NOUN
cana-5761	101	16	is	be	AUX
cana-5761	101	17	balanced	balance	VERB
cana-5761	101	18	for	for	ADP
cana-5761	101	19	transformative	transformative	ADJ
cana-5761	101	20	development	development	NOUN
cana-5761	101	21	.	.	PUNCT
cana-5761	102	1	one	one	NUM
cana-5761	102	2	effective	effective	ADJ
cana-5761	102	3	course	course	NOUN
cana-5761	102	4	is	be	AUX
cana-5761	102	5	multi	multi	ADJ
cana-5761	102	6	-	-	ADJ
cana-5761	102	7	omics	omics	ADJ
cana-5761	102	8	integration	integration	NOUN
cana-5761	102	9	,	,	PUNCT
cana-5761	102	10	where	where	SCONJ
cana-5761	102	11	ai	ai	VERB
cana-5761	102	12	frameworks	framework	NOUN
cana-5761	102	13	combine	combine	VERB
cana-5761	102	14	radiological	radiological	ADJ
cana-5761	102	15	imaging	imaging	NOUN
cana-5761	102	16	with	with	ADP
cana-5761	102	17	genomic	genomic	ADJ
cana-5761	102	18	,	,	PUNCT
cana-5761	102	19	transcriptomic	transcriptomic	ADJ
cana-5761	102	20	,	,	PUNCT
cana-5761	102	21	and	and	CCONJ
cana-5761	102	22	proteomic	proteomic	ADJ
cana-5761	102	23	information	information	NOUN
cana-5761	102	24	to	to	PART
cana-5761	102	25	provide	provide	VERB
cana-5761	102	26	a	a	DET
cana-5761	102	27	comprehensive	comprehensive	ADJ
cana-5761	102	28	,	,	PUNCT
cana-5761	102	29	personalized	personalize	VERB
cana-5761	102	30	symptomatic	symptomatic	ADJ
cana-5761	102	31	device	device	NOUN
cana-5761	102	32	.	.	PUNCT
cana-5761	103	1	for	for	ADP
cana-5761	103	2	occurrence	occurrence	NOUN
cana-5761	103	3	,	,	PUNCT
cana-5761	103	4	radiogenomic	radiogenomic	ADJ
cana-5761	103	5	approaches	approach	NOUN
cana-5761	103	6	—	—	PUNCT
cana-5761	103	7	linking	link	VERB
cana-5761	103	8	ct	ct	NUM
cana-5761	103	9	picture	picture	NOUN
cana-5761	103	10	highlights	highlight	NOUN
cana-5761	103	11	with	with	ADP
cana-5761	103	12	egfr	egfr	ADJ
cana-5761	103	13	transformation	transformation	NOUN
cana-5761	103	14	status	status	NOUN
cana-5761	103	15	—	—	PUNCT
cana-5761	103	16	show	show	VERB
cana-5761	103	17	guarantee	guarantee	NOUN
cana-5761	103	18	in	in	ADP
cana-5761	103	19	anticipating	anticipate	VERB
cana-5761	103	20	treatment	treatment	NOUN
cana-5761	103	21	reaction	reaction	NOUN
cana-5761	103	22	and	and	CCONJ
cana-5761	103	23	guess	guess	VERB
cana-5761	103	24	furthermore	furthermore	ADV
cana-5761	103	25	,	,	PUNCT
cana-5761	103	26	endeavors	endeavor	NOUN
cana-5761	103	27	in	in	ADP
cana-5761	103	28	ai	ai	ADV
cana-5761	103	29	-	-	PUNCT
cana-5761	103	30	based	base	VERB
cana-5761	103	31	pathology	pathology	NOUN
cana-5761	103	32	utilizing	utilize	VERB
cana-5761	103	33	computerized	computerized	ADJ
cana-5761	103	34	histology	histology	NOUN
cana-5761	103	35	and	and	CCONJ
cana-5761	103	36	cytology	cytology	NOUN
cana-5761	103	37	pictures	picture	NOUN
cana-5761	103	38	are	be	AUX
cana-5761	103	39	developing	develop	VERB
cana-5761	103	40	to	to	PART
cana-5761	103	41	move	move	VERB
cana-5761	103	42	forward	forward	ADV
cana-5761	103	43	symptomatic	symptomatic	ADJ
cana-5761	103	44	precision	precision	NOUN
cana-5761	103	45	by	by	ADP
cana-5761	103	46	diminishing	diminish	VERB
cana-5761	103	47	untrue	untrue	ADJ
cana-5761	103	48	negatives	negative	NOUN
cana-5761	103	49	and	and	CCONJ
cana-5761	103	50	upgrading	upgrade	VERB
cana-5761	103	51	cellular	cellular	ADJ
cana-5761	103	52	-	-	PUNCT
cana-5761	103	53	level	level	NOUN
cana-5761	103	54	bits	bit	NOUN
cana-5761	103	55	of	of	ADP
cana-5761	103	56	knowledge	knowledge	NOUN
cana-5761	103	57	another	another	DET
cana-5761	103	58	key	key	ADJ
cana-5761	103	59	progression	progression	NOUN
cana-5761	103	60	includes	include	VERB
cana-5761	103	61	intraoperative	intraoperative	ADJ
cana-5761	103	62	ai	ai	NOUN
cana-5761	103	63	bolster	bolster	NOUN
cana-5761	103	64	,	,	PUNCT
cana-5761	103	65	such	such	ADJ
cana-5761	103	66	as	as	ADP
cana-5761	103	67	real	real	ADJ
cana-5761	103	68	-	-	PUNCT
cana-5761	103	69	time	time	NOUN
cana-5761	103	70	tumor	tumor	NOUN
cana-5761	103	71	boundary	boundary	ADJ
cana-5761	103	72	depiction	depiction	NOUN
cana-5761	103	73	and	and	CCONJ
cana-5761	103	74	expanded	expand	VERB
cana-5761	103	75	reality	reality	NOUN
cana-5761	103	76	visualization	visualization	NOUN
cana-5761	103	77	in	in	ADP
cana-5761	103	78	thoracic	thoracic	NOUN
cana-5761	103	79	surgery	surgery	NOUN
cana-5761	103	80	—	—	PUNCT
cana-5761	103	81	achieving	achieve	VERB
cana-5761	103	82	exact	exact	ADJ
cana-5761	103	83	tumor	tumor	NOUN
cana-5761	103	84	communications	communication	NOUN
cana-5761	103	85	on	on	ADP
cana-5761	103	86	applied	apply	VERB
cana-5761	103	87	nonlinear	nonlinear	ADJ
cana-5761	103	88	analysis	analysis	NOUN
cana-5761	103	89	issn	issn	NOUN
cana-5761	103	90	:	:	PUNCT
cana-5761	103	91	1074	1074	NUM
cana-5761	103	92	-	-	PUNCT
cana-5761	103	93	133x	133x	NUM
cana-5761	103	94	vol	vol	NOUN
cana-5761	103	95	32	32	NUM
cana-5761	104	1	no	no	NOUN
cana-5761	104	2	.	.	PUNCT
cana-5761	105	1	3s	3s	NUM
cana-5761	105	2	(	(	PUNCT
cana-5761	105	3	2025	2025	NUM
cana-5761	105	4	)	)	PUNCT
cana-5761	105	5	849	849	NUM
cana-5761	105	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5761	105	7	evacuation	evacuation	NOUN
cana-5761	105	8	with	with	ADP
cana-5761	105	9	minimized	minimized	ADJ
cana-5761	105	10	healthy	healthy	ADJ
cana-5761	105	11	-	-	PUNCT
cana-5761	105	12	tissue	tissue	NOUN
cana-5761	105	13	affect	affect	VERB
cana-5761	105	14	this	this	PRON
cana-5761	105	15	adjusts	adjust	VERB
cana-5761	105	16	with	with	ADP
cana-5761	105	17	the	the	DET
cana-5761	105	18	broader	broad	ADJ
cana-5761	105	19	drift	drift	NOUN
cana-5761	105	20	of	of	ADP
cana-5761	105	21	aienhanced	aienhance	VERB
cana-5761	105	22	surgical	surgical	ADJ
cana-5761	105	23	arranging	arranging	NOUN
cana-5761	105	24	and	and	CCONJ
cana-5761	105	25	route	route	NOUN
cana-5761	105	26	coordination	coordination	NOUN
cana-5761	105	27	mechanical	mechanical	ADJ
cana-5761	105	28	frameworks	framework	NOUN
cana-5761	105	29	and	and	CCONJ
cana-5761	105	30	3d	3d	NUM
cana-5761	105	31	visualization	visualization	NOUN
cana-5761	105	32	instruments	instrument	NOUN
cana-5761	105	33	references	reference	NOUN
cana-5761	105	34	1	1	NUM
cana-5761	105	35	)	)	PUNCT
cana-5761	105	36	r.	r.	PROPN
cana-5761	105	37	l.	l.	PROPN
cana-5761	105	38	siegel	siegel	PROPN
cana-5761	105	39	,	,	PUNCT
cana-5761	105	40	k.	k.	PROPN
cana-5761	105	41	d.	d.	PROPN
cana-5761	105	42	miller	miller	PROPN
cana-5761	105	43	,	,	PUNCT
cana-5761	105	44	h.	h.	PROPN
cana-5761	105	45	e.	e.	PROPN
cana-5761	105	46	fuchs	fuchs	PROPN
cana-5761	105	47	,	,	PUNCT
cana-5761	105	48	and	and	CCONJ
cana-5761	105	49	a.	a.	NOUN
cana-5761	105	50	jemal	jemal	PROPN
cana-5761	105	51	,	,	PUNCT
cana-5761	105	52	“	"	PUNCT
cana-5761	105	53	cancer	cancer	NOUN
cana-5761	105	54	statistics	statistic	NOUN
cana-5761	105	55	,	,	PUNCT
cana-5761	105	56	2021	2021	NUM
cana-5761	105	57	.	.	PUNCT
cana-5761	106	1	,	,	PUNCT
cana-5761	106	2	”	"	PUNCT
cana-5761	106	3	ca	ca	NOUN
cana-5761	106	4	.	.	PUNCT
cana-5761	107	1	cancer	cancer	PROPN
cana-5761	107	2	j.	j.	PROPN
cana-5761	107	3	clin	clin	PROPN
cana-5761	107	4	.	.	PUNCT
cana-5761	107	5	,	,	PUNCT
cana-5761	108	1	vol	vol	NOUN
cana-5761	108	2	.	.	PROPN
cana-5761	109	1	71	71	NUM
cana-5761	109	2	,	,	PUNCT
cana-5761	109	3	no	no	INTJ
cana-5761	109	4	.	.	NOUN
cana-5761	109	5	1	1	NUM
cana-5761	109	6	,	,	PUNCT
cana-5761	109	7	pp	pp	ADJ
cana-5761	109	8	.	.	PUNCT
cana-5761	110	1	7–33	7–33	NUM
cana-5761	110	2	,	,	PUNCT
cana-5761	110	3	jan	jan	PROPN
cana-5761	110	4	.	.	PROPN
cana-5761	110	5	2021	2021	NUM
cana-5761	110	6	,	,	PUNCT
cana-5761	110	7	doi	doi	NOUN
cana-5761	110	8	:	:	PUNCT
cana-5761	110	9	10.3322	10.3322	NUM
cana-5761	110	10	/	/	SYM
cana-5761	110	11	caac.21654	caac.21654	PROPN
cana-5761	110	12	.	.	NOUN
cana-5761	110	13	2	2	NUM
cana-5761	110	14	)	)	PUNCT
cana-5761	110	15	s.	s.	PROPN
cana-5761	110	16	lei	lei	PROPN
cana-5761	110	17	et	et	PROPN
cana-5761	110	18	al	al	PROPN
cana-5761	110	19	.	.	PROPN
cana-5761	110	20	,	,	PUNCT
cana-5761	110	21	“	"	PUNCT
cana-5761	110	22	global	global	ADJ
cana-5761	110	23	patterns	pattern	NOUN
cana-5761	110	24	of	of	ADP
cana-5761	110	25	breast	breast	NOUN
cana-5761	110	26	cancer	cancer	NOUN
cana-5761	110	27	incidence	incidence	NOUN
cana-5761	110	28	and	and	CCONJ
cana-5761	110	29	mortality	mortality	NOUN
cana-5761	110	30	:	:	PUNCT
cana-5761	110	31	a	a	DET
cana-5761	110	32	population‐based	population‐base	VERB
cana-5761	110	33	cancer	cancer	NOUN
cana-5761	110	34	registry	registry	NOUN
cana-5761	110	35	data	datum	NOUN
cana-5761	110	36	analysis	analysis	NOUN
cana-5761	110	37	from	from	ADP
cana-5761	110	38	2000	2000	NUM
cana-5761	110	39	to	to	ADP
cana-5761	110	40	2020	2020	NUM
cana-5761	110	41	,	,	PUNCT
cana-5761	110	42	”	"	PUNCT
cana-5761	110	43	cancer	cancer	NOUN
cana-5761	110	44	commun	commun	PROPN
cana-5761	110	45	.	.	PROPN
cana-5761	110	46	,	,	PUNCT
cana-5761	110	47	vol	vol	NOUN
cana-5761	110	48	.	.	PROPN
cana-5761	111	1	41	41	NUM
cana-5761	111	2	,	,	PUNCT
cana-5761	111	3	no	no	INTJ
cana-5761	111	4	.	.	NOUN
cana-5761	111	5	11	11	NUM
cana-5761	111	6	,	,	PUNCT
cana-5761	111	7	pp	pp	ADJ
cana-5761	111	8	.	.	PUNCT
cana-5761	112	1	1183–1194	1183–1194	NUM
cana-5761	112	2	,	,	PUNCT
cana-5761	112	3	2021	2021	NUM
cana-5761	112	4	.	.	PUNCT
cana-5761	113	1	3	3	X
cana-5761	113	2	)	)	PUNCT
cana-5761	113	3	m.	m.	NOUN
cana-5761	113	4	m.	m.	NOUN
cana-5761	113	5	cackowski	cackowski	PROPN
cana-5761	113	6	et	et	PROPN
cana-5761	113	7	al	al	PROPN
cana-5761	113	8	.	.	PROPN
cana-5761	113	9	,	,	PUNCT
cana-5761	113	10	“	"	PUNCT
cana-5761	113	11	the	the	DET
cana-5761	113	12	absence	absence	NOUN
cana-5761	113	13	of	of	ADP
cana-5761	113	14	lymph	lymph	NOUN
cana-5761	113	15	nodes	node	NOUN
cana-5761	113	16	removed	remove	VERB
cana-5761	113	17	(	(	PUNCT
cana-5761	113	18	pnx	pnx	NOUN
cana-5761	113	19	status	status	NOUN
cana-5761	113	20	)	)	PUNCT
cana-5761	113	21	impacts	impact	VERB
cana-5761	113	22	survival	survival	NOUN
cana-5761	113	23	in	in	ADP
cana-5761	113	24	patients	patient	NOUN
cana-5761	113	25	with	with	ADP
cana-5761	113	26	lung	lung	NOUN
cana-5761	113	27	cancer	cancer	NOUN
cana-5761	113	28	treated	treat	VERB
cana-5761	113	29	surgically	surgically	ADV
cana-5761	113	30	,	,	PUNCT
cana-5761	113	31	”	"	PUNCT
cana-5761	113	32	surg	surg	NOUN
cana-5761	113	33	.	.	PUNCT
cana-5761	114	1	oncol	oncol	PROPN
cana-5761	114	2	.	.	PUNCT
cana-5761	114	3	,	,	PUNCT
cana-5761	114	4	vol	vol	NOUN
cana-5761	114	5	.	.	PROPN
cana-5761	114	6	48	48	NUM
cana-5761	114	7	,	,	PUNCT
cana-5761	114	8	p.	p.	NOUN
cana-5761	114	9	101941	101941	NUM
cana-5761	114	10	,	,	PUNCT
cana-5761	114	11	2023	2023	NUM
cana-5761	114	12	.	.	PUNCT
cana-5761	115	1	4	4	NUM
cana-5761	115	2	)	)	PUNCT
cana-5761	115	3	s.	s.	PROPN
cana-5761	115	4	s.	s.	PROPN
cana-5761	115	5	raoof	raoof	PROPN
cana-5761	115	6	,	,	PUNCT
cana-5761	115	7	m.	m.	NOUN
cana-5761	115	8	a.	a.	NOUN
cana-5761	115	9	jabbar	jabbar	PROPN
cana-5761	115	10	,	,	PUNCT
cana-5761	115	11	and	and	CCONJ
cana-5761	115	12	s.	s.	PROPN
cana-5761	115	13	a.	a.	PROPN
cana-5761	115	14	fathima	fathima	PROPN
cana-5761	115	15	,	,	PUNCT
cana-5761	115	16	“	"	PUNCT
cana-5761	115	17	lung	lung	NOUN
cana-5761	115	18	cancer	cancer	NOUN
cana-5761	115	19	prediction	prediction	NOUN
cana-5761	115	20	using	use	VERB
cana-5761	115	21	machine	machine	NOUN
cana-5761	115	22	learning	learning	NOUN
cana-5761	115	23	:	:	PUNCT
cana-5761	115	24	a	a	DET
cana-5761	115	25	comprehensive	comprehensive	ADJ
cana-5761	115	26	approach	approach	NOUN
cana-5761	115	27	,	,	PUNCT
cana-5761	115	28	”	"	PUNCT
cana-5761	115	29	in	in	ADP
cana-5761	115	30	2020	2020	NUM
cana-5761	115	31	2nd	2nd	ADJ
cana-5761	115	32	international	international	ADJ
cana-5761	115	33	conference	conference	NOUN
cana-5761	115	34	on	on	ADP
cana-5761	115	35	innovative	innovative	ADJ
cana-5761	115	36	mechanisms	mechanism	NOUN
cana-5761	115	37	for	for	ADP
cana-5761	115	38	industry	industry	NOUN
cana-5761	115	39	applications	application	NOUN
cana-5761	115	40	(	(	PUNCT
cana-5761	115	41	icimia	icimia	NOUN
cana-5761	115	42	)	)	PUNCT
cana-5761	115	43	,	,	PUNCT
cana-5761	115	44	2020	2020	NUM
cana-5761	115	45	,	,	PUNCT
cana-5761	115	46	pp	pp	ADJ
cana-5761	115	47	.	.	PUNCT
cana-5761	116	1	108–115	108–115	NUM
cana-5761	116	2	.	.	PUNCT
cana-5761	117	1	doi	doi	NOUN
cana-5761	117	2	:	:	PUNCT
cana-5761	117	3	10.1109	10.1109	NUM
cana-5761	117	4	/	/	SYM
cana-5761	117	5	icimia48430.2020.9074947	icimia48430.2020.9074947	PROPN
cana-5761	117	6	.	.	NOUN
cana-5761	117	7	5	5	NUM
cana-5761	117	8	)	)	PUNCT
cana-5761	117	9	y.	y.	PROPN
cana-5761	117	10	chen	chen	PROPN
cana-5761	117	11	,	,	PUNCT
cana-5761	117	12	e.	e.	PROPN
cana-5761	117	13	zitello	zitello	PROPN
cana-5761	117	14	,	,	PUNCT
cana-5761	117	15	r.	r.	PROPN
cana-5761	117	16	guo	guo	PROPN
cana-5761	117	17	,	,	PUNCT
cana-5761	117	18	and	and	CCONJ
cana-5761	117	19	y.	y.	PROPN
cana-5761	117	20	deng	deng	PROPN
cana-5761	117	21	,	,	PUNCT
cana-5761	117	22	“	"	PUNCT
cana-5761	117	23	the	the	DET
cana-5761	117	24	function	function	NOUN
cana-5761	117	25	of	of	ADP
cana-5761	117	26	lncrnas	lncrna	NOUN
cana-5761	117	27	and	and	CCONJ
cana-5761	117	28	their	their	PRON
cana-5761	117	29	role	role	NOUN
cana-5761	117	30	in	in	ADP
cana-5761	117	31	the	the	DET
cana-5761	117	32	prediction	prediction	NOUN
cana-5761	117	33	,	,	PUNCT
cana-5761	117	34	diagnosis	diagnosis	NOUN
cana-5761	117	35	,	,	PUNCT
cana-5761	117	36	and	and	CCONJ
cana-5761	117	37	prognosis	prognosis	NOUN
cana-5761	117	38	of	of	ADP
cana-5761	117	39	lung	lung	NOUN
cana-5761	117	40	cancer	cancer	NOUN
cana-5761	117	41	,	,	PUNCT
cana-5761	117	42	”	"	PUNCT
cana-5761	117	43	clin	clin	PROPN
cana-5761	117	44	.	.	PUNCT
cana-5761	118	1	transl	transl	PROPN
cana-5761	118	2	.	.	PUNCT
cana-5761	119	1	med	med	PROPN
cana-5761	119	2	.	.	PROPN
cana-5761	119	3	,	,	PUNCT
cana-5761	119	4	vol	vol	NOUN
cana-5761	119	5	.	.	PROPN
cana-5761	120	1	11	11	NUM
cana-5761	120	2	,	,	PUNCT
cana-5761	120	3	no	no	INTJ
cana-5761	120	4	.	.	NOUN
cana-5761	120	5	4	4	NUM
cana-5761	120	6	,	,	PUNCT
cana-5761	120	7	p.	p.	NOUN
cana-5761	121	1	e367	e367	PROPN
cana-5761	121	2	,	,	PUNCT
cana-5761	121	3	2021	2021	NUM
cana-5761	121	4	.	.	PUNCT
cana-5761	122	1	6	6	X
cana-5761	122	2	)	)	PUNCT
cana-5761	122	3	j.	j.	PROPN
cana-5761	122	4	a.	a.	PROPN
cana-5761	122	5	barta	barta	PROPN
cana-5761	122	6	,	,	PUNCT
cana-5761	122	7	c.	c.	PROPN
cana-5761	122	8	a.	a.	PROPN
cana-5761	122	9	powell	powell	PROPN
cana-5761	122	10	,	,	PUNCT
cana-5761	122	11	and	and	CCONJ
cana-5761	122	12	j.	j.	PROPN
cana-5761	122	13	p.	p.	PROPN
cana-5761	122	14	wisnivesky	wisnivesky	PROPN
cana-5761	122	15	,	,	PUNCT
cana-5761	122	16	“	"	PUNCT
cana-5761	122	17	global	global	ADJ
cana-5761	122	18	epidemiology	epidemiology	NOUN
cana-5761	122	19	of	of	ADP
cana-5761	122	20	lung	lung	NOUN
cana-5761	122	21	cancer	cancer	NOUN
cana-5761	122	22	,	,	PUNCT
cana-5761	122	23	”	"	PUNCT
cana-5761	122	24	ann	ann	PROPN
cana-5761	122	25	.	.	PUNCT
cana-5761	122	26	glob	glob	PROPN
cana-5761	122	27	.	.	PUNCT
cana-5761	122	28	heal	heal	PROPN
cana-5761	122	29	.	.	PUNCT
cana-5761	122	30	,	,	PUNCT
cana-5761	122	31	vol	vol	NOUN
cana-5761	122	32	.	.	PROPN
cana-5761	122	33	85	85	NUM
cana-5761	122	34	,	,	PUNCT
cana-5761	122	35	no	no	INTJ
cana-5761	122	36	.	.	NOUN
cana-5761	122	37	1	1	NUM
cana-5761	122	38	,	,	PUNCT
cana-5761	122	39	2019	2019	NUM
cana-5761	122	40	.	.	PUNCT
cana-5761	122	41	7	7	X
cana-5761	122	42	)	)	PUNCT
cana-5761	122	43	m.	m.	NOUN
cana-5761	122	44	a.	a.	NOUN
cana-5761	122	45	heuvelmans	heuvelmans	PROPN
cana-5761	122	46	et	et	PROPN
cana-5761	122	47	al	al	PROPN
cana-5761	122	48	.	.	PROPN
cana-5761	122	49	,	,	PUNCT
cana-5761	122	50	“	"	PUNCT
cana-5761	122	51	lung	lung	NOUN
cana-5761	122	52	cancer	cancer	NOUN
cana-5761	122	53	prediction	prediction	NOUN
cana-5761	122	54	by	by	ADP
cana-5761	122	55	deep	deep	ADJ
cana-5761	122	56	learning	learning	NOUN
cana-5761	122	57	to	to	PART
cana-5761	122	58	identify	identify	VERB
cana-5761	122	59	benign	benign	ADJ
cana-5761	122	60	lung	lung	NOUN
cana-5761	122	61	nodules	nodule	NOUN
cana-5761	122	62	,	,	PUNCT
cana-5761	122	63	”	"	PUNCT
cana-5761	122	64	lung	lung	NOUN
cana-5761	122	65	cancer	cancer	NOUN
cana-5761	122	66	,	,	PUNCT
cana-5761	122	67	vol	vol	NOUN
cana-5761	122	68	.	.	PROPN
cana-5761	122	69	154	154	NUM
cana-5761	122	70	,	,	PUNCT
cana-5761	122	71	no	no	INTJ
cana-5761	122	72	.	.	PUNCT
cana-5761	122	73	november	november	PROPN
cana-5761	122	74	2020	2020	NUM
cana-5761	122	75	,	,	PUNCT
cana-5761	122	76	pp	pp	ADV
cana-5761	122	77	.	.	PUNCT
cana-5761	123	1	1–4	1–4	NUM
cana-5761	123	2	,	,	PUNCT
cana-5761	123	3	2021	2021	NUM
cana-5761	123	4	,	,	PUNCT
cana-5761	123	5	doi	doi	NOUN
cana-5761	123	6	:	:	PUNCT
cana-5761	123	7	10.1016	10.1016	NUM
cana-5761	123	8	/	/	SYM
cana-5761	123	9	j.lungcan.2021.01.027	j.lungcan.2021.01.027	NOUN
cana-5761	123	10	.	.	PUNCT
cana-5761	124	1	8)	8)	NUM
cana-5761	124	2	j.	j.	PROPN
cana-5761	124	3	jumanto	jumanto	PROPN
cana-5761	124	4	,	,	PUNCT
cana-5761	124	5	m.	m.	PROPN
cana-5761	124	6	f.	f.	PROPN
cana-5761	124	7	mardiansyah	mardiansyah	PROPN
cana-5761	124	8	,	,	PUNCT
cana-5761	124	9	r.	r.	PROPN
cana-5761	124	10	pratama	pratama	PROPN
cana-5761	124	11	,	,	PUNCT
cana-5761	124	12	m.	m.	PROPN
cana-5761	124	13	f.	f.	PROPN
cana-5761	124	14	al	al	PROPN
cana-5761	124	15	hakim	hakim	PROPN
cana-5761	124	16	,	,	PUNCT
cana-5761	124	17	and	and	CCONJ
cana-5761	124	18	b.	b.	PROPN
cana-5761	124	19	rawat	rawat	PROPN
cana-5761	124	20	,	,	PUNCT
cana-5761	124	21	“	"	PUNCT
cana-5761	124	22	optimization	optimization	NOUN
cana-5761	124	23	of	of	ADP
cana-5761	124	24	breast	breast	NOUN
cana-5761	124	25	cancer	cancer	NOUN
cana-5761	124	26	classification	classification	NOUN
cana-5761	124	27	using	use	VERB
cana-5761	124	28	feature	feature	NOUN
cana-5761	124	29	selection	selection	NOUN
cana-5761	124	30	on	on	ADP
cana-5761	124	31	neural	neural	ADJ
cana-5761	124	32	network	network	NOUN
cana-5761	124	33	,	,	PUNCT
cana-5761	124	34	”	"	PUNCT
cana-5761	124	35	j.	j.	PROPN
cana-5761	124	36	soft	soft	ADJ
cana-5761	124	37	comput	comput	NOUN
cana-5761	124	38	.	.	PUNCT
cana-5761	125	1	explor	explor	PROPN
cana-5761	125	2	.	.	PUNCT
cana-5761	125	3	,	,	PUNCT
cana-5761	125	4	vol	vol	NOUN
cana-5761	125	5	.	.	PROPN
cana-5761	126	1	3	3	NUM
cana-5761	126	2	,	,	PUNCT
cana-5761	126	3	no	no	INTJ
cana-5761	126	4	.	.	NOUN
cana-5761	126	5	2	2	NUM
cana-5761	126	6	,	,	PUNCT
cana-5761	126	7	pp	pp	ADJ
cana-5761	126	8	.	.	PUNCT
cana-5761	127	1	105–110	105–110	NUM
cana-5761	127	2	,	,	PUNCT
cana-5761	127	3	2022	2022	NUM
cana-5761	127	4	,	,	PUNCT
cana-5761	127	5	doi	doi	NOUN
cana-5761	127	6	:	:	PUNCT
cana-5761	127	7	10.52465	10.52465	NUM
cana-5761	127	8	/	/	SYM
cana-5761	127	9	joscex.v3i2.78	joscex.v3i2.78	NOUN
cana-5761	127	10	.	.	PUNCT
cana-5761	128	1	9	9	X
cana-5761	128	2	)	)	PUNCT
cana-5761	128	3	b.	b.	NOUN
cana-5761	129	1	he	he	PRON
cana-5761	129	2	et	et	PROPN
cana-5761	129	3	al	al	PROPN
cana-5761	129	4	.	.	PROPN
cana-5761	129	5	,	,	PUNCT
cana-5761	129	6	“	"	PUNCT
cana-5761	129	7	image	image	NOUN
cana-5761	129	8	segmentation	segmentation	NOUN
cana-5761	129	9	algorithm	algorithm	NOUN
cana-5761	129	10	of	of	ADP
cana-5761	129	11	lung	lung	NOUN
cana-5761	129	12	cancer	cancer	NOUN
cana-5761	129	13	based	base	VERB
cana-5761	129	14	on	on	ADP
cana-5761	129	15	neural	neural	ADJ
cana-5761	129	16	network	network	NOUN
cana-5761	129	17	model	model	NOUN
cana-5761	129	18	,	,	PUNCT
cana-5761	129	19	”	"	PUNCT
cana-5761	129	20	expert	expert	NOUN
cana-5761	129	21	syst	syst	NOUN
cana-5761	129	22	.	.	PUNCT
cana-5761	129	23	,	,	PUNCT
cana-5761	129	24	vol	vol	NOUN
cana-5761	129	25	.	.	PROPN
cana-5761	129	26	39	39	NUM
cana-5761	129	27	,	,	PUNCT
cana-5761	129	28	no	no	INTJ
cana-5761	129	29	.	.	NOUN
cana-5761	129	30	3	3	NUM
cana-5761	129	31	,	,	PUNCT
cana-5761	129	32	p.	p.	NOUN
cana-5761	129	33	e12822	e12822	NOUN
cana-5761	129	34	,	,	PUNCT
cana-5761	129	35	2022	2022	NUM
cana-5761	129	36	.	.	PUNCT
cana-5761	129	37	10	10	NUM
cana-5761	129	38	)	)	PUNCT
cana-5761	129	39	q.	q.	PROPN
cana-5761	129	40	wang	wang	PROPN
cana-5761	129	41	,	,	PUNCT
cana-5761	129	42	y.	y.	PROPN
cana-5761	129	43	zhou	zhou	PROPN
cana-5761	129	44	,	,	PUNCT
cana-5761	129	45	w.	w.	PROPN
cana-5761	129	46	ding	ding	PROPN
cana-5761	129	47	,	,	PUNCT
cana-5761	129	48	z.	z.	PROPN
cana-5761	129	49	zhang	zhang	PROPN
cana-5761	129	50	,	,	PUNCT
cana-5761	129	51	k.	k.	PROPN
cana-5761	129	52	muhammad	muhammad	PROPN
cana-5761	129	53	,	,	PUNCT
cana-5761	129	54	and	and	CCONJ
cana-5761	129	55	z.	z.	PROPN
cana-5761	129	56	cao	cao	PROPN
cana-5761	129	57	,	,	PUNCT
cana-5761	129	58	“	"	PUNCT
cana-5761	129	59	random	random	ADJ
cana-5761	129	60	forest	forest	NOUN
cana-5761	129	61	with	with	ADP
cana-5761	129	62	self	self	NOUN
cana-5761	129	63	-	-	PUNCT
cana-5761	129	64	paced	pace	VERB
cana-5761	129	65	bootstrap	bootstrap	NOUN
cana-5761	129	66	learning	learning	NOUN
cana-5761	129	67	in	in	ADP
cana-5761	129	68	lung	lung	NOUN
cana-5761	129	69	cancer	cancer	NOUN
cana-5761	129	70	prognosis	prognosis	NOUN
cana-5761	129	71	,	,	PUNCT
cana-5761	129	72	”	"	PUNCT
cana-5761	129	73	acm	acm	PROPN
cana-5761	129	74	trans	trans	PROPN
cana-5761	129	75	.	.	PROPN
cana-5761	129	76	multimed	multimed	PROPN
cana-5761	129	77	.	.	PUNCT
cana-5761	130	1	comput	comput	PROPN
cana-5761	130	2	.	.	PUNCT
cana-5761	131	1	commun	commun	PROPN
cana-5761	131	2	.	.	PUNCT
cana-5761	132	1	appl	appl	PROPN
cana-5761	132	2	.	.	PROPN
cana-5761	132	3	,	,	PUNCT
cana-5761	132	4	vol	vol	NOUN
cana-5761	132	5	.	.	PROPN
cana-5761	133	1	16	16	NUM
cana-5761	133	2	,	,	PUNCT
cana-5761	133	3	no	no	INTJ
cana-5761	133	4	.	.	NOUN
cana-5761	134	1	1s	1s	NUM
cana-5761	134	2	,	,	PUNCT
cana-5761	134	3	pp	pp	PROPN
cana-5761	134	4	.	.	PUNCT
cana-5761	135	1	1–12	1–12	NOUN
cana-5761	135	2	,	,	PUNCT
cana-5761	135	3	2020	2020	NUM
cana-5761	135	4	.	.	PUNCT
cana-5761	136	1	11	11	NUM
cana-5761	136	2	)	)	PUNCT
cana-5761	136	3	s.	s.	PROPN
cana-5761	136	4	wankhade	wankhade	PROPN
cana-5761	136	5	and	and	CCONJ
cana-5761	136	6	s.	s.	PROPN
cana-5761	136	7	vigneshwari	vigneshwari	PROPN
cana-5761	136	8	,	,	PUNCT
cana-5761	136	9	“	"	PUNCT
cana-5761	136	10	a	a	DET
cana-5761	136	11	novel	novel	ADJ
cana-5761	136	12	hybrid	hybrid	ADJ
cana-5761	136	13	deep	deep	ADJ
cana-5761	136	14	learning	learning	NOUN
cana-5761	136	15	method	method	NOUN
cana-5761	136	16	for	for	ADP
cana-5761	136	17	early	early	ADJ
cana-5761	136	18	detection	detection	NOUN
cana-5761	136	19	of	of	ADP
cana-5761	136	20	lung	lung	NOUN
cana-5761	136	21	cancer	cancer	NOUN
cana-5761	136	22	using	use	VERB
cana-5761	136	23	neural	neural	ADJ
cana-5761	136	24	networks	network	NOUN
cana-5761	136	25	,	,	PUNCT
cana-5761	136	26	”	"	PUNCT
cana-5761	136	27	healthc	healthc	PROPN
cana-5761	136	28	.	.	PUNCT
cana-5761	137	1	anal	anal	PROPN
cana-5761	137	2	.	.	PUNCT
cana-5761	137	3	,	,	PUNCT
cana-5761	138	1	p.	p.	NOUN
cana-5761	138	2	100195	100195	NUM
cana-5761	138	3	,	,	PUNCT
cana-5761	138	4	2023	2023	NUM
cana-5761	138	5	.	.	PUNCT