id	sid	tid	token	lemma	pos
cana-6236	1	1	communications	communication	NOUN
cana-6236	1	2	on	on	ADP
cana-6236	1	3	applied	apply	VERB
cana-6236	1	4	nonlinear	nonlinear	ADJ
cana-6236	1	5	analysis	analysis	NOUN
cana-6236	1	6	issn	issn	NOUN
cana-6236	1	7	:	:	PUNCT
cana-6236	1	8	1074	1074	NUM
cana-6236	1	9	-	-	PUNCT
cana-6236	1	10	133x	133x	NUM
cana-6236	1	11	vol	vol	NOUN
cana-6236	1	12	32	32	NUM
cana-6236	1	13	no	no	NOUN
cana-6236	1	14	.	.	PUNCT
cana-6236	2	1	6s	6s	NUM
cana-6236	2	2	(	(	PUNCT
cana-6236	2	3	2025	2025	NUM
cana-6236	2	4	)	)	PUNCT
cana-6236	2	5	615	615	NUM
cana-6236	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	2	7	breast	breast	NOUN
cana-6236	2	8	mammogram	mammogram	NOUN
cana-6236	2	9	classification	classification	NOUN
cana-6236	2	10	using	use	VERB
cana-6236	2	11	deep	deep	ADJ
cana-6236	2	12	learning	learn	VERB
cana-6236	2	13	saurabh	saurabh	PROPN
cana-6236	2	14	sharma1	sharma1	PROPN
cana-6236	2	15	,	,	PUNCT
cana-6236	2	16	jasmeen	jasmeen	PROPN
cana-6236	2	17	gill2	gill2	PROPN
cana-6236	2	18	research	research	PROPN
cana-6236	2	19	scholar1	scholar1	PROPN
cana-6236	2	20	,	,	PUNCT
cana-6236	2	21	rimt	rimt	ADJ
cana-6236	2	22	university	university	NOUN
cana-6236	2	23	,	,	PUNCT
cana-6236	2	24	punjab	punjab	PROPN
cana-6236	2	25	(	(	PUNCT
cana-6236	2	26	india	india	PROPN
cana-6236	2	27	)	)	PUNCT
cana-6236	2	28	professor2	professor2	PROPN
cana-6236	2	29	,	,	PUNCT
cana-6236	2	30	deptt	deptt	ADJ
cana-6236	2	31	.	.	PUNCT
cana-6236	3	1	of	of	ADP
cana-6236	3	2	cse	cse	PROPN
cana-6236	3	3	and	and	CCONJ
cana-6236	3	4	dri	dri	PROPN
cana-6236	3	5	,	,	PUNCT
cana-6236	3	6	rimt	rimt	ADJ
cana-6236	3	7	university	university	NOUN
cana-6236	3	8	,	,	PUNCT
cana-6236	3	9	punjab	punjab	PROPN
cana-6236	3	10	(	(	PUNCT
cana-6236	3	11	india	india	PROPN
cana-6236	3	12	)	)	PUNCT
cana-6236	3	13	ersaurabh55@gmail.com1	ersaurabh55@gmail.com1	PROPN
cana-6236	3	14	,	,	PUNCT
cana-6236	3	15	er.jasmeengill@gmail.com2	er.jasmeengill@gmail.com2	NOUN
cana-6236	3	16	article	article	NOUN
cana-6236	3	17	history	history	NOUN
cana-6236	3	18	:	:	PUNCT
cana-6236	3	19	received:04/05/2025	received:04/05/2025	ADP
cana-6236	3	20	revised:03/06/2025	revised:03/06/2025	PROPN
cana-6236	3	21	accepted:05/07/2025	accepted:05/07/2025	PROPN
cana-6236	3	22	abstract	abstract	ADJ
cana-6236	3	23	:	:	PUNCT
cana-6236	3	24	breast	breast	NOUN
cana-6236	3	25	cancer	cancer	NOUN
cana-6236	3	26	remains	remain	VERB
cana-6236	3	27	the	the	DET
cana-6236	3	28	most	most	ADV
cana-6236	3	29	common	common	ADJ
cana-6236	3	30	cancer	cancer	NOUN
cana-6236	3	31	among	among	ADP
cana-6236	3	32	women	woman	NOUN
cana-6236	3	33	worldwide	worldwide	ADV
cana-6236	3	34	.	.	PUNCT
cana-6236	4	1	early	early	ADJ
cana-6236	4	2	and	and	CCONJ
cana-6236	4	3	accurate	accurate	ADJ
cana-6236	4	4	detection	detection	NOUN
cana-6236	4	5	is	be	AUX
cana-6236	4	6	vital	vital	ADJ
cana-6236	4	7	for	for	ADP
cana-6236	4	8	increasing	increase	VERB
cana-6236	4	9	survival	survival	NOUN
cana-6236	4	10	rates	rate	NOUN
cana-6236	4	11	and	and	CCONJ
cana-6236	4	12	ensuring	ensure	VERB
cana-6236	4	13	effective	effective	ADJ
cana-6236	4	14	treatment	treatment	NOUN
cana-6236	4	15	planning	planning	NOUN
cana-6236	4	16	.	.	PUNCT
cana-6236	5	1	despite	despite	SCONJ
cana-6236	5	2	significant	significant	ADJ
cana-6236	5	3	progress	progress	NOUN
cana-6236	5	4	,	,	PUNCT
cana-6236	5	5	conventional	conventional	ADJ
cana-6236	5	6	diagnostic	diagnostic	ADJ
cana-6236	5	7	techniques	technique	NOUN
cana-6236	5	8	often	often	ADV
cana-6236	5	9	lack	lack	VERB
cana-6236	5	10	consistency	consistency	NOUN
cana-6236	5	11	and	and	CCONJ
cana-6236	5	12	precision	precision	NOUN
cana-6236	5	13	,	,	PUNCT
cana-6236	5	14	leading	lead	VERB
cana-6236	5	15	to	to	ADP
cana-6236	5	16	misdiagnosis	misdiagnosis	NOUN
cana-6236	5	17	and	and	CCONJ
cana-6236	5	18	limited	limited	ADJ
cana-6236	5	19	clinical	clinical	ADJ
cana-6236	5	20	reliability	reliability	NOUN
cana-6236	5	21	.	.	PUNCT
cana-6236	6	1	to	to	PART
cana-6236	6	2	address	address	VERB
cana-6236	6	3	these	these	DET
cana-6236	6	4	shortcomings	shortcoming	NOUN
cana-6236	6	5	,	,	PUNCT
cana-6236	6	6	this	this	DET
cana-6236	6	7	study	study	NOUN
cana-6236	6	8	explores	explore	VERB
cana-6236	6	9	advanced	advance	VERB
cana-6236	6	10	deep	deep	ADJ
cana-6236	6	11	learning	learning	NOUN
cana-6236	6	12	approaches	approach	NOUN
cana-6236	6	13	for	for	ADP
cana-6236	6	14	multi	multi	ADJ
cana-6236	6	15	-	-	ADJ
cana-6236	6	16	class	class	ADJ
cana-6236	6	17	classification	classification	NOUN
cana-6236	6	18	of	of	ADP
cana-6236	6	19	mammogram	mammogram	NOUN
cana-6236	6	20	images	image	NOUN
cana-6236	6	21	into	into	ADP
cana-6236	6	22	benign	benign	ADJ
cana-6236	6	23	,	,	PUNCT
cana-6236	6	24	malignant	malignant	ADJ
cana-6236	6	25	,	,	PUNCT
cana-6236	6	26	and	and	CCONJ
cana-6236	6	27	normal	normal	ADJ
cana-6236	6	28	categories	category	NOUN
cana-6236	6	29	.	.	PUNCT
cana-6236	7	1	the	the	DET
cana-6236	7	2	investigation	investigation	NOUN
cana-6236	7	3	utilized	utilize	VERB
cana-6236	7	4	three	three	NUM
cana-6236	7	5	publicly	publicly	ADV
cana-6236	7	6	available	available	ADJ
cana-6236	7	7	datasets	dataset	NOUN
cana-6236	7	8	—	—	PUNCT
cana-6236	7	9	inbreast	inbreast	NOUN
cana-6236	7	10	,	,	PUNCT
cana-6236	7	11	mias	mias	PROPN
cana-6236	7	12	,	,	PUNCT
cana-6236	7	13	and	and	CCONJ
cana-6236	7	14	ddsm	ddsm	ADJ
cana-6236	7	15	—	—	PUNCT
cana-6236	7	16	and	and	CCONJ
cana-6236	7	17	implemented	implement	VERB
cana-6236	7	18	five	five	NUM
cana-6236	7	19	transfer	transfer	NOUN
cana-6236	7	20	learning	learning	NOUN
cana-6236	7	21	models	model	NOUN
cana-6236	7	22	(	(	PUNCT
cana-6236	7	23	vgg16	vgg16	NOUN
cana-6236	7	24	,	,	PUNCT
cana-6236	7	25	inceptionv3	inceptionv3	NOUN
cana-6236	7	26	,	,	PUNCT
cana-6236	7	27	resnet50	resnet50	NOUN
cana-6236	7	28	,	,	PUNCT
cana-6236	7	29	and	and	CCONJ
cana-6236	7	30	efficientnetb0	efficientnetb0	NOUN
cana-6236	7	31	)	)	PUNCT
cana-6236	7	32	alongside	alongside	ADP
cana-6236	7	33	two	two	NUM
cana-6236	7	34	custom	custom	NOUN
cana-6236	7	35	convolutional	convolutional	ADJ
cana-6236	7	36	neural	neural	ADJ
cana-6236	7	37	network	network	NOUN
cana-6236	7	38	(	(	PUNCT
cana-6236	7	39	cnn	cnn	PROPN
cana-6236	7	40	)	)	PUNCT
cana-6236	7	41	architectures	architecture	NOUN
cana-6236	7	42	enhanced	enhance	VERB
cana-6236	7	43	with	with	ADP
cana-6236	7	44	attention	attention	NOUN
cana-6236	7	45	mechanisms	mechanism	NOUN
cana-6236	7	46	.	.	PUNCT
cana-6236	8	1	among	among	ADP
cana-6236	8	2	all	all	DET
cana-6236	8	3	models	model	NOUN
cana-6236	8	4	,	,	PUNCT
cana-6236	8	5	the	the	DET
cana-6236	8	6	custom	custom	NOUN
cana-6236	8	7	cnn	cnn	PROPN
cana-6236	8	8	integrated	integrate	VERB
cana-6236	8	9	with	with	ADP
cana-6236	8	10	attention	attention	NOUN
cana-6236	8	11	achieved	achieve	VERB
cana-6236	8	12	the	the	DET
cana-6236	8	13	highest	high	ADJ
cana-6236	8	14	test	test	NOUN
cana-6236	8	15	accuracy	accuracy	NOUN
cana-6236	8	16	of	of	ADP
cana-6236	8	17	98.69	98.69	NUM
cana-6236	8	18	%	%	NOUN
cana-6236	8	19	,	,	PUNCT
cana-6236	8	20	along	along	ADP
cana-6236	8	21	with	with	ADP
cana-6236	8	22	f1	f1	NOUN
cana-6236	8	23	-	-	PUNCT
cana-6236	8	24	scores	score	NOUN
cana-6236	8	25	of	of	ADP
cana-6236	8	26	0.98	0.98	NUM
cana-6236	8	27	for	for	ADP
cana-6236	8	28	both	both	CCONJ
cana-6236	8	29	benign	benign	ADJ
cana-6236	8	30	and	and	CCONJ
cana-6236	8	31	malignant	malignant	ADJ
cana-6236	8	32	classifications	classification	NOUN
cana-6236	8	33	.	.	PUNCT
cana-6236	9	1	the	the	DET
cana-6236	9	2	transfer	transfer	NOUN
cana-6236	9	3	learning	learning	NOUN
cana-6236	9	4	models	model	NOUN
cana-6236	9	5	vgg16	vgg16	PROPN
cana-6236	9	6	(	(	PUNCT
cana-6236	9	7	93.00	93.00	NUM
cana-6236	9	8	%	%	NOUN
cana-6236	9	9	)	)	PUNCT
cana-6236	9	10	and	and	CCONJ
cana-6236	9	11	inceptionv3	inceptionv3	NOUN
cana-6236	9	12	(	(	PUNCT
cana-6236	9	13	93.90	93.90	NUM
cana-6236	9	14	%	%	NOUN
cana-6236	9	15	)	)	PUNCT
cana-6236	9	16	also	also	ADV
cana-6236	9	17	yielded	yield	VERB
cana-6236	9	18	competitive	competitive	ADJ
cana-6236	9	19	results	result	NOUN
cana-6236	9	20	.	.	PUNCT
cana-6236	10	1	incorporating	incorporate	VERB
cana-6236	10	2	the	the	DET
cana-6236	10	3	attention	attention	NOUN
cana-6236	10	4	mechanism	mechanism	NOUN
cana-6236	10	5	significantly	significantly	ADV
cana-6236	10	6	enhanced	enhance	VERB
cana-6236	10	7	the	the	DET
cana-6236	10	8	network	network	NOUN
cana-6236	10	9	’s	’s	PART
cana-6236	10	10	ability	ability	NOUN
cana-6236	10	11	to	to	PART
cana-6236	10	12	differentiate	differentiate	VERB
cana-6236	10	13	between	between	ADP
cana-6236	10	14	subtle	subtle	ADJ
cana-6236	10	15	variations	variation	NOUN
cana-6236	10	16	in	in	ADP
cana-6236	10	17	mammographic	mammographic	ADJ
cana-6236	10	18	features	feature	NOUN
cana-6236	10	19	,	,	PUNCT
cana-6236	10	20	particularly	particularly	ADV
cana-6236	10	21	those	those	PRON
cana-6236	10	22	distinguishing	distinguish	VERB
cana-6236	10	23	benign	benign	NOUN
cana-6236	10	24	from	from	ADP
cana-6236	10	25	malignant	malignant	ADJ
cana-6236	10	26	lesions	lesion	NOUN
cana-6236	10	27	.	.	PUNCT
cana-6236	11	1	overall	overall	ADV
cana-6236	11	2	,	,	PUNCT
cana-6236	11	3	the	the	DET
cana-6236	11	4	findings	finding	NOUN
cana-6236	11	5	establish	establish	VERB
cana-6236	11	6	a	a	DET
cana-6236	11	7	reliable	reliable	ADJ
cana-6236	11	8	and	and	CCONJ
cana-6236	11	9	high	high	ADV
cana-6236	11	10	-	-	PUNCT
cana-6236	11	11	performing	perform	VERB
cana-6236	11	12	framework	framework	NOUN
cana-6236	11	13	for	for	ADP
cana-6236	11	14	automated	automate	VERB
cana-6236	11	15	breast	breast	NOUN
cana-6236	11	16	cancer	cancer	NOUN
cana-6236	11	17	detection	detection	NOUN
cana-6236	11	18	,	,	PUNCT
cana-6236	11	19	highlighting	highlight	VERB
cana-6236	11	20	the	the	DET
cana-6236	11	21	critical	critical	ADJ
cana-6236	11	22	role	role	NOUN
cana-6236	11	23	of	of	ADP
cana-6236	11	24	attention	attention	NOUN
cana-6236	11	25	-	-	PUNCT
cana-6236	11	26	based	base	VERB
cana-6236	11	27	deep	deep	ADJ
cana-6236	11	28	learning	learning	NOUN
cana-6236	11	29	in	in	ADP
cana-6236	11	30	improving	improve	VERB
cana-6236	11	31	diagnostic	diagnostic	ADJ
cana-6236	11	32	accuracy	accuracy	NOUN
cana-6236	11	33	.	.	PUNCT
cana-6236	12	1	keywords	keyword	NOUN
cana-6236	12	2	:	:	PUNCT
cana-6236	12	3	deep	deep	ADJ
cana-6236	12	4	learning	learning	NOUN
cana-6236	12	5	,	,	PUNCT
cana-6236	12	6	transfer	transfer	NOUN
cana-6236	12	7	learning	learning	NOUN
cana-6236	12	8	,	,	PUNCT
cana-6236	12	9	attention	attention	NOUN
cana-6236	12	10	mechanism	mechanism	NOUN
cana-6236	12	11	.	.	PUNCT
cana-6236	13	1	1	1	NUM
cana-6236	13	2	introduction	introduction	NOUN
cana-6236	13	3	breast	breast	NOUN
cana-6236	13	4	cancer	cancer	NOUN
cana-6236	13	5	is	be	AUX
cana-6236	13	6	the	the	DET
cana-6236	13	7	most	most	ADV
cana-6236	13	8	frequently	frequently	ADV
cana-6236	13	9	diagnosed	diagnose	VERB
cana-6236	13	10	cancer	cancer	NOUN
cana-6236	13	11	among	among	ADP
cana-6236	13	12	women	woman	NOUN
cana-6236	13	13	worldwide	worldwide	ADV
cana-6236	13	14	,	,	PUNCT
cana-6236	13	15	accounting	account	VERB
cana-6236	13	16	for	for	ADP
cana-6236	13	17	an	an	DET
cana-6236	13	18	estimated	estimate	VERB
cana-6236	13	19	2.3	2.3	NUM
cana-6236	13	20	million	million	NUM
cana-6236	13	21	new	new	ADJ
cana-6236	13	22	cases	case	NOUN
cana-6236	13	23	in	in	ADP
cana-6236	13	24	2022	2022	NUM
cana-6236	13	25	[	[	X
cana-6236	13	26	16	16	NUM
cana-6236	13	27	]	]	PUNCT
cana-6236	13	28	.	.	PUNCT
cana-6236	14	1	notably	notably	ADV
cana-6236	14	2	,	,	PUNCT
cana-6236	14	3	nearly	nearly	ADV
cana-6236	14	4	half	half	NOUN
cana-6236	14	5	of	of	ADP
cana-6236	14	6	these	these	DET
cana-6236	14	7	cases	case	NOUN
cana-6236	14	8	occurred	occur	VERB
cana-6236	14	9	in	in	ADP
cana-6236	14	10	women	woman	NOUN
cana-6236	14	11	with	with	ADP
cana-6236	14	12	no	no	DET
cana-6236	14	13	previously	previously	ADV
cana-6236	14	14	identified	identify	VERB
cana-6236	14	15	risk	risk	NOUN
cana-6236	14	16	factors	factor	NOUN
cana-6236	14	17	.	.	PUNCT
cana-6236	15	1	the	the	DET
cana-6236	15	2	disease	disease	NOUN
cana-6236	15	3	may	may	AUX
cana-6236	15	4	develop	develop	VERB
cana-6236	15	5	any	any	DET
cana-6236	15	6	time	time	NOUN
cana-6236	15	7	after	after	ADP
cana-6236	15	8	puberty	puberty	NOUN
cana-6236	15	9	,	,	PUNCT
cana-6236	15	10	and	and	CCONJ
cana-6236	15	11	its	its	PRON
cana-6236	15	12	likelihood	likelihood	NOUN
cana-6236	15	13	increases	increase	NOUN
cana-6236	15	14	with	with	ADP
cana-6236	15	15	age	age	NOUN
cana-6236	15	16	.	.	PUNCT
cana-6236	16	1	on	on	ADP
cana-6236	16	2	average	average	ADJ
cana-6236	16	3	,	,	PUNCT
cana-6236	16	4	a	a	DET
cana-6236	16	5	woman	woman	NOUN
cana-6236	16	6	somewhere	somewhere	ADV
cana-6236	16	7	in	in	ADP
cana-6236	16	8	the	the	DET
cana-6236	16	9	world	world	NOUN
cana-6236	16	10	is	be	AUX
cana-6236	16	11	diagnosed	diagnose	VERB
cana-6236	16	12	with	with	ADP
cana-6236	16	13	breast	breast	NOUN
cana-6236	16	14	cancer	cancer	NOUN
cana-6236	16	15	every	every	DET
cana-6236	16	16	14	14	NUM
cana-6236	16	17	seconds	second	NOUN
cana-6236	17	1	[	[	X
cana-6236	17	2	6	6	NUM
cana-6236	17	3	]	]	PUNCT
cana-6236	17	4	.	.	PUNCT
cana-6236	18	1	the	the	DET
cana-6236	18	2	condition	condition	NOUN
cana-6236	18	3	exhibits	exhibit	VERB
cana-6236	18	4	substantial	substantial	ADJ
cana-6236	18	5	variability	variability	NOUN
cana-6236	18	6	in	in	ADP
cana-6236	18	7	presentation	presentation	NOUN
cana-6236	18	8	,	,	PUNCT
cana-6236	18	9	including	include	VERB
cana-6236	18	10	differences	difference	NOUN
cana-6236	18	11	in	in	ADP
cana-6236	18	12	tissue	tissue	NOUN
cana-6236	18	13	morphology	morphology	NOUN
cana-6236	18	14	,	,	PUNCT
cana-6236	18	15	tumor	tumor	NOUN
cana-6236	18	16	progression	progression	NOUN
cana-6236	18	17	,	,	PUNCT
cana-6236	18	18	and	and	CCONJ
cana-6236	18	19	genetic	genetic	ADJ
cana-6236	18	20	makeup	makeup	NOUN
cana-6236	18	21	[	[	X
cana-6236	18	22	53	53	NUM
cana-6236	18	23	]	]	PUNCT
cana-6236	18	24	.	.	PUNCT
cana-6236	19	1	the	the	DET
cana-6236	19	2	risk	risk	NOUN
cana-6236	19	3	of	of	ADP
cana-6236	19	4	recurrence	recurrence	NOUN
cana-6236	19	5	varies	vary	VERB
cana-6236	19	6	significantly	significantly	ADV
cana-6236	19	7	depending	depend	VERB
cana-6236	19	8	on	on	ADP
cana-6236	19	9	the	the	DET
cana-6236	19	10	cancer	cancer	NOUN
cana-6236	19	11	’s	’s	PART
cana-6236	19	12	type	type	NOUN
cana-6236	19	13	and	and	CCONJ
cana-6236	19	14	stage	stage	NOUN
cana-6236	19	15	,	,	PUNCT
cana-6236	19	16	influencing	influence	VERB
cana-6236	19	17	both	both	DET
cana-6236	19	18	treatment	treatment	NOUN
cana-6236	19	19	effectiveness	effectiveness	NOUN
cana-6236	19	20	and	and	CCONJ
cana-6236	19	21	long	long	ADJ
cana-6236	19	22	-	-	PUNCT
cana-6236	19	23	term	term	NOUN
cana-6236	19	24	recovery	recovery	NOUN
cana-6236	19	25	[	[	X
cana-6236	19	26	41	41	NUM
cana-6236	19	27	,	,	PUNCT
cana-6236	19	28	26	26	NUM
cana-6236	19	29	]	]	PUNCT
cana-6236	19	30	.	.	PUNCT
cana-6236	20	1	survival	survival	NOUN
cana-6236	20	2	rates	rate	NOUN
cana-6236	20	3	are	be	AUX
cana-6236	20	4	closely	closely	ADV
cana-6236	20	5	tied	tie	VERB
cana-6236	20	6	to	to	ADP
cana-6236	20	7	the	the	DET
cana-6236	20	8	stage	stage	NOUN
cana-6236	20	9	at	at	ADP
cana-6236	20	10	which	which	PRON
cana-6236	20	11	cancer	cancer	NOUN
cana-6236	20	12	is	be	AUX
cana-6236	20	13	detected	detect	VERB
cana-6236	20	14	and	and	CCONJ
cana-6236	20	15	the	the	DET
cana-6236	20	16	patient	patient	NOUN
cana-6236	20	17	’s	’s	PART
cana-6236	20	18	geographic	geographic	ADJ
cana-6236	20	19	location	location	NOUN
cana-6236	20	20	.	.	PUNCT
cana-6236	21	1	for	for	ADP
cana-6236	21	2	instance	instance	NOUN
cana-6236	21	3	,	,	PUNCT
cana-6236	21	4	in	in	ADP
cana-6236	21	5	india	india	PROPN
cana-6236	21	6	,	,	PUNCT
cana-6236	21	7	over	over	ADP
cana-6236	21	8	half	half	NOUN
cana-6236	21	9	of	of	ADP
cana-6236	21	10	the	the	DET
cana-6236	21	11	diagnosed	diagnose	VERB
cana-6236	21	12	cases	case	NOUN
cana-6236	21	13	are	be	AUX
cana-6236	21	14	detected	detect	VERB
cana-6236	21	15	at	at	ADP
cana-6236	21	16	advanced	advanced	ADJ
cana-6236	21	17	stages	stage	NOUN
cana-6236	21	18	(	(	PUNCT
cana-6236	21	19	stage	stage	NOUN
cana-6236	21	20	iii	iii	NUM
cana-6236	21	21	or	or	CCONJ
cana-6236	21	22	iv	iv	NUM
cana-6236	21	23	)	)	PUNCT
cana-6236	21	24	,	,	PUNCT
cana-6236	21	25	leading	lead	VERB
cana-6236	21	26	to	to	ADP
cana-6236	21	27	an	an	DET
cana-6236	21	28	approximate	approximate	ADJ
cana-6236	21	29	survival	survival	NOUN
cana-6236	21	30	rate	rate	NOUN
cana-6236	21	31	of	of	ADP
cana-6236	21	32	60	60	NUM
cana-6236	21	33	%	%	NOUN
cana-6236	21	34	,	,	PUNCT
cana-6236	21	35	compared	compare	VERB
cana-6236	21	36	to	to	ADP
cana-6236	21	37	nearly	nearly	ADV
cana-6236	21	38	80	80	NUM
cana-6236	21	39	%	%	NOUN
cana-6236	21	40	in	in	ADP
cana-6236	21	41	the	the	DET
cana-6236	21	42	united	united	PROPN
cana-6236	21	43	states	states	PROPN
cana-6236	21	44	[	[	X
cana-6236	21	45	7	7	NUM
cana-6236	21	46	]	]	PUNCT
cana-6236	21	47	.	.	PUNCT
cana-6236	22	1	in	in	ADP
cana-6236	22	2	metastatic	metastatic	ADJ
cana-6236	22	3	cases	case	NOUN
cana-6236	22	4	,	,	PUNCT
cana-6236	22	5	where	where	SCONJ
cana-6236	22	6	the	the	DET
cana-6236	22	7	cancer	cancer	NOUN
cana-6236	22	8	has	have	AUX
cana-6236	22	9	spread	spread	VERB
cana-6236	22	10	to	to	ADP
cana-6236	22	11	other	other	ADJ
cana-6236	22	12	parts	part	NOUN
cana-6236	22	13	of	of	ADP
cana-6236	22	14	the	the	DET
cana-6236	22	15	body	body	NOUN
cana-6236	22	16	,	,	PUNCT
cana-6236	22	17	treatment	treatment	NOUN
cana-6236	22	18	primarily	primarily	ADV
cana-6236	22	19	focuses	focus	VERB
cana-6236	22	20	on	on	ADP
cana-6236	22	21	prolonging	prolong	VERB
cana-6236	22	22	life	life	NOUN
cana-6236	22	23	and	and	CCONJ
cana-6236	22	24	enhancing	enhance	VERB
cana-6236	22	25	quality	quality	NOUN
cana-6236	22	26	of	of	ADP
cana-6236	22	27	life	life	NOUN
cana-6236	22	28	[	[	X
cana-6236	22	29	7	7	NUM
cana-6236	22	30	]	]	PUNCT
cana-6236	22	31	.	.	PUNCT
cana-6236	23	1	women	woman	NOUN
cana-6236	23	2	identified	identify	VERB
cana-6236	23	3	as	as	ADP
cana-6236	23	4	high	high	ADJ
cana-6236	23	5	-	-	PUNCT
cana-6236	23	6	risk	risk	NOUN
cana-6236	23	7	may	may	AUX
cana-6236	23	8	consider	consider	VERB
cana-6236	23	9	preventive	preventive	ADJ
cana-6236	23	10	measures	measure	NOUN
cana-6236	23	11	such	such	ADJ
cana-6236	23	12	as	as	ADP
cana-6236	23	13	hormoneblocking	hormoneblocke	VERB
cana-6236	23	14	therapy	therapy	NOUN
cana-6236	23	15	or	or	CCONJ
cana-6236	23	16	prophylactic	prophylactic	ADJ
cana-6236	23	17	mastectomy	mastectomy	NOUN
cana-6236	23	18	to	to	PART
cana-6236	23	19	reduce	reduce	VERB
cana-6236	23	20	the	the	DET
cana-6236	23	21	likelihood	likelihood	NOUN
cana-6236	23	22	of	of	ADP
cana-6236	23	23	developing	develop	VERB
cana-6236	23	24	breast	breast	NOUN
cana-6236	23	25	cancer	cancer	NOUN
cana-6236	24	1	[	[	X
cana-6236	24	2	4	4	NUM
cana-6236	24	3	]	]	PUNCT
cana-6236	24	4	.	.	PUNCT
cana-6236	25	1	growing	grow	VERB
cana-6236	25	2	awareness	awareness	NOUN
cana-6236	25	3	has	have	AUX
cana-6236	25	4	led	lead	VERB
cana-6236	25	5	to	to	ADP
cana-6236	25	6	more	more	ADV
cana-6236	25	7	individualized	individualized	ADJ
cana-6236	25	8	and	and	CCONJ
cana-6236	25	9	less	less	ADV
cana-6236	25	10	invasive	invasive	ADJ
cana-6236	25	11	treatment	treatment	NOUN
cana-6236	25	12	strategies	strategy	NOUN
cana-6236	25	13	that	that	PRON
cana-6236	25	14	emphasize	emphasize	VERB
cana-6236	25	15	overall	overall	ADJ
cana-6236	25	16	well	well	ADV
cana-6236	25	17	-	-	PUNCT
cana-6236	25	18	being	being	NOUN
cana-6236	25	19	and	and	CCONJ
cana-6236	25	20	long	long	ADJ
cana-6236	25	21	-	-	PUNCT
cana-6236	25	22	term	term	NOUN
cana-6236	25	23	health	health	NOUN
cana-6236	25	24	benefits	benefit	NOUN
cana-6236	25	25	[	[	X
cana-6236	25	26	20	20	NUM
cana-6236	25	27	]	]	PUNCT
cana-6236	25	28	.	.	PUNCT
cana-6236	26	1	drugs	drug	NOUN
cana-6236	26	2	such	such	ADJ
cana-6236	26	3	as	as	ADP
cana-6236	26	4	tamoxifen	tamoxifen	NOUN
cana-6236	26	5	and	and	CCONJ
cana-6236	26	6	raloxifene	raloxifene	NOUN
cana-6236	26	7	are	be	AUX
cana-6236	26	8	commonly	commonly	ADV
cana-6236	26	9	used	use	VERB
cana-6236	26	10	to	to	PART
cana-6236	26	11	reduce	reduce	VERB
cana-6236	26	12	breast	breast	NOUN
cana-6236	26	13	cancer	cancer	NOUN
cana-6236	26	14	risk	risk	NOUN
cana-6236	26	15	;	;	PUNCT
cana-6236	26	16	however	however	ADV
cana-6236	26	17	,	,	PUNCT
cana-6236	26	18	they	they	PRON
cana-6236	26	19	carry	carry	VERB
cana-6236	26	20	potential	potential	ADJ
cana-6236	26	21	adverse	adverse	ADJ
cana-6236	26	22	effects	effect	NOUN
cana-6236	26	23	,	,	PUNCT
cana-6236	26	24	including	include	VERB
cana-6236	26	25	blood	blood	NOUN
cana-6236	26	26	clots	clot	NOUN
cana-6236	26	27	and	and	CCONJ
cana-6236	26	28	an	an	DET
cana-6236	26	29	increased	increase	VERB
cana-6236	26	30	susceptibility	susceptibility	NOUN
cana-6236	26	31	to	to	ADP
cana-6236	26	32	other	other	ADJ
cana-6236	26	33	mailto	mailto	NOUN
cana-6236	26	34	:	:	PUNCT
cana-6236	26	35	ersaurabh55@gmail.com1	ersaurabh55@gmail.com1	PROPN
cana-6236	26	36	mailto:er.jasmeengill@gmail.com	mailto:er.jasmeengill@gmail.com	PROPN
cana-6236	26	37	communications	communication	NOUN
cana-6236	26	38	on	on	ADP
cana-6236	26	39	applied	apply	VERB
cana-6236	26	40	nonlinear	nonlinear	ADJ
cana-6236	26	41	analysis	analysis	NOUN
cana-6236	26	42	issn	issn	NOUN
cana-6236	26	43	:	:	PUNCT
cana-6236	26	44	1074	1074	NUM
cana-6236	26	45	-	-	PUNCT
cana-6236	26	46	133x	133x	NUM
cana-6236	26	47	vol	vol	NOUN
cana-6236	26	48	32	32	NUM
cana-6236	26	49	no	no	NOUN
cana-6236	26	50	.	.	PUNCT
cana-6236	27	1	6s	6s	NUM
cana-6236	27	2	(	(	PUNCT
cana-6236	27	3	2025	2025	NUM
cana-6236	27	4	)	)	PUNCT
cana-6236	27	5	616	616	NUM
cana-6236	27	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	27	7	forms	form	NOUN
cana-6236	27	8	of	of	ADP
cana-6236	27	9	cancer	cancer	NOUN
cana-6236	27	10	[	[	X
cana-6236	27	11	53	53	NUM
cana-6236	27	12	]	]	PUNCT
cana-6236	27	13	.	.	PUNCT
cana-6236	28	1	figure	figure	NOUN
cana-6236	28	2	1	1	NUM
cana-6236	28	3	:	:	PUNCT
cana-6236	28	4	(	(	PUNCT
cana-6236	28	5	a	a	NOUN
cana-6236	28	6	)	)	PUNCT
cana-6236	28	7	benign	benign	ADJ
cana-6236	28	8	and	and	CCONJ
cana-6236	28	9	(	(	PUNCT
cana-6236	28	10	b	b	NOUN
cana-6236	28	11	)	)	PUNCT
cana-6236	28	12	malignant	malignant	ADJ
cana-6236	28	13	early	early	ADJ
cana-6236	28	14	detection	detection	NOUN
cana-6236	28	15	can	can	AUX
cana-6236	28	16	help	help	VERB
cana-6236	28	17	with	with	ADP
cana-6236	28	18	effective	effective	ADJ
cana-6236	28	19	treatment	treatment	NOUN
cana-6236	28	20	.	.	PUNCT
cana-6236	29	1	medical	medical	ADJ
cana-6236	29	2	imaging	imaging	NOUN
cana-6236	29	3	techniques	technique	NOUN
cana-6236	29	4	such	such	ADJ
cana-6236	29	5	as	as	ADP
cana-6236	29	6	mammography	mammography	NOUN
cana-6236	29	7	,	,	PUNCT
cana-6236	29	8	ultrasound	ultrasound	NOUN
cana-6236	29	9	,	,	PUNCT
cana-6236	29	10	mri	mri	NOUN
cana-6236	29	11	,	,	PUNCT
cana-6236	29	12	and	and	CCONJ
cana-6236	29	13	other	other	ADJ
cana-6236	29	14	imaging	imaging	NOUN
cana-6236	29	15	techniques	technique	NOUN
cana-6236	29	16	play	play	VERB
cana-6236	29	17	a	a	DET
cana-6236	29	18	vital	vital	ADJ
cana-6236	29	19	role	role	NOUN
cana-6236	29	20	in	in	ADP
cana-6236	29	21	identifying	identify	VERB
cana-6236	29	22	the	the	DET
cana-6236	29	23	type	type	NOUN
cana-6236	29	24	and	and	CCONJ
cana-6236	29	25	stage	stage	NOUN
cana-6236	29	26	of	of	ADP
cana-6236	29	27	cancer	cancer	NOUN
cana-6236	29	28	,	,	PUNCT
cana-6236	29	29	with	with	ADP
cana-6236	29	30	monitoring	monitoring	NOUN
cana-6236	29	31	of	of	ADP
cana-6236	29	32	patient	patient	ADJ
cana-6236	29	33	progress	progress	NOUN
cana-6236	29	34	[	[	X
cana-6236	29	35	29	29	NUM
cana-6236	29	36	,	,	PUNCT
cana-6236	29	37	31	31	NUM
cana-6236	29	38	]	]	PUNCT
cana-6236	29	39	.	.	PUNCT
cana-6236	30	1	advances	advance	NOUN
cana-6236	30	2	in	in	ADP
cana-6236	30	3	treatment	treatment	NOUN
cana-6236	30	4	strategies	strategy	NOUN
cana-6236	30	5	,	,	PUNCT
cana-6236	30	6	such	such	ADJ
cana-6236	30	7	as	as	ADP
cana-6236	30	8	surgery	surgery	NOUN
cana-6236	30	9	,	,	PUNCT
cana-6236	30	10	radiation	radiation	NOUN
cana-6236	30	11	,	,	PUNCT
cana-6236	30	12	hormone	hormone	NOUN
cana-6236	30	13	therapy	therapy	NOUN
cana-6236	30	14	,	,	PUNCT
cana-6236	30	15	targeted	target	VERB
cana-6236	30	16	drug	drug	NOUN
cana-6236	30	17	therapy	therapy	NOUN
cana-6236	30	18	,	,	PUNCT
cana-6236	30	19	and	and	CCONJ
cana-6236	30	20	chemotherapy	chemotherapy	NOUN
cana-6236	30	21	have	have	AUX
cana-6236	30	22	significantly	significantly	ADV
cana-6236	30	23	improved	improve	VERB
cana-6236	30	24	survival	survival	NOUN
cana-6236	30	25	rates	rate	NOUN
cana-6236	30	26	and	and	CCONJ
cana-6236	30	27	reduced	reduce	VERB
cana-6236	30	28	re	re	NOUN
cana-6236	30	29	-	-	NOUN
cana-6236	30	30	occurrence	occurrence	NOUN
cana-6236	30	31	[	[	X
cana-6236	30	32	41	41	NUM
cana-6236	30	33	]	]	PUNCT
cana-6236	30	34	.	.	PUNCT
cana-6236	31	1	with	with	ADP
cana-6236	31	2	improved	improve	VERB
cana-6236	31	3	early	early	ADJ
cana-6236	31	4	detection	detection	NOUN
cana-6236	31	5	,	,	PUNCT
cana-6236	31	6	researchers	researcher	NOUN
cana-6236	31	7	are	be	AUX
cana-6236	31	8	focusing	focus	VERB
cana-6236	31	9	on	on	ADP
cana-6236	31	10	improving	improve	VERB
cana-6236	31	11	quality	quality	NOUN
cana-6236	31	12	of	of	ADP
cana-6236	31	13	life	life	NOUN
cana-6236	31	14	during	during	ADP
cana-6236	31	15	and	and	CCONJ
cana-6236	31	16	after	after	ADP
cana-6236	31	17	treatment	treatment	NOUN
cana-6236	31	18	[	[	X
cana-6236	31	19	26	26	NUM
cana-6236	31	20	]	]	PUNCT
cana-6236	31	21	.	.	PUNCT
cana-6236	32	1	many	many	ADJ
cana-6236	32	2	patients	patient	NOUN
cana-6236	32	3	undergo	undergo	VERB
cana-6236	32	4	a	a	DET
cana-6236	32	5	combination	combination	NOUN
cana-6236	32	6	of	of	ADP
cana-6236	32	7	treatments	treatment	NOUN
cana-6236	32	8	depending	depend	VERB
cana-6236	32	9	on	on	ADP
cana-6236	32	10	their	their	PRON
cana-6236	32	11	conditions	condition	NOUN
cana-6236	32	12	.	.	PUNCT
cana-6236	33	1	easy	easy	ADJ
cana-6236	33	2	options	option	NOUN
cana-6236	33	3	like	like	ADP
cana-6236	33	4	cryotherapy	cryotherapy	NOUN
cana-6236	33	5	and	and	CCONJ
cana-6236	33	6	focused	focus	VERB
cana-6236	33	7	ultrasound	ultrasound	NOUN
cana-6236	33	8	are	be	AUX
cana-6236	33	9	currently	currently	ADV
cana-6236	33	10	being	be	AUX
cana-6236	33	11	tested	test	VERB
cana-6236	33	12	for	for	ADP
cana-6236	33	13	small	small	ADJ
cana-6236	33	14	tumors	tumor	NOUN
cana-6236	33	15	but	but	CCONJ
cana-6236	33	16	still	still	ADV
cana-6236	33	17	have	have	VERB
cana-6236	33	18	limitations	limitation	NOUN
cana-6236	33	19	[	[	X
cana-6236	33	20	31	31	NUM
cana-6236	33	21	]	]	PUNCT
cana-6236	33	22	.	.	PUNCT
cana-6236	34	1	research	research	NOUN
cana-6236	34	2	consistently	consistently	ADV
cana-6236	34	3	shows	show	VERB
cana-6236	34	4	that	that	SCONJ
cana-6236	34	5	most	most	ADJ
cana-6236	34	6	breast	breast	NOUN
cana-6236	34	7	cancer	cancer	NOUN
cana-6236	34	8	treatments	treatment	NOUN
cana-6236	34	9	significantly	significantly	ADV
cana-6236	34	10	reduce	reduce	VERB
cana-6236	34	11	the	the	DET
cana-6236	34	12	risk	risk	NOUN
cana-6236	34	13	of	of	ADP
cana-6236	34	14	recurrence	recurrence	NOUN
cana-6236	34	15	[	[	X
cana-6236	34	16	14	14	NUM
cana-6236	34	17	]	]	PUNCT
cana-6236	34	18	.	.	PUNCT
cana-6236	35	1	countries	country	NOUN
cana-6236	35	2	with	with	ADP
cana-6236	35	3	strong	strong	ADJ
cana-6236	35	4	screening	screening	NOUN
cana-6236	35	5	programs	program	NOUN
cana-6236	35	6	report	report	VERB
cana-6236	35	7	higher	high	ADJ
cana-6236	35	8	survival	survival	NOUN
cana-6236	35	9	rates	rate	NOUN
cana-6236	35	10	,	,	PUNCT
cana-6236	35	11	especially	especially	ADV
cana-6236	35	12	when	when	SCONJ
cana-6236	35	13	cancer	cancer	NOUN
cana-6236	35	14	is	be	AUX
cana-6236	35	15	detected	detect	VERB
cana-6236	35	16	early	early	ADV
cana-6236	35	17	[	[	X
cana-6236	35	18	49	49	NUM
cana-6236	35	19	]	]	PUNCT
cana-6236	35	20	.	.	PUNCT
cana-6236	36	1	a	a	DET
cana-6236	36	2	combination	combination	NOUN
cana-6236	36	3	of	of	ADP
cana-6236	36	4	treatments	treatment	NOUN
cana-6236	36	5	—	—	PUNCT
cana-6236	36	6	surgery	surgery	NOUN
cana-6236	36	7	,	,	PUNCT
cana-6236	36	8	radiation	radiation	NOUN
cana-6236	36	9	,	,	PUNCT
cana-6236	36	10	and	and	CCONJ
cana-6236	36	11	medication	medication	NOUN
cana-6236	36	12	—	—	PUNCT
cana-6236	36	13	has	have	AUX
cana-6236	36	14	been	be	AUX
cana-6236	36	15	effective	effective	ADJ
cana-6236	36	16	in	in	ADP
cana-6236	36	17	reducing	reduce	VERB
cana-6236	36	18	recurrence	recurrence	NOUN
cana-6236	36	19	rates	rate	NOUN
cana-6236	36	20	and	and	CCONJ
cana-6236	36	21	improving	improve	VERB
cana-6236	36	22	patient	patient	ADJ
cana-6236	36	23	outcomes	outcome	NOUN
cana-6236	36	24	[	[	X
cana-6236	36	25	42	42	NUM
cana-6236	36	26	]	]	PUNCT
cana-6236	36	27	.	.	PUNCT
cana-6236	37	1	however	however	ADV
cana-6236	37	2	,	,	PUNCT
cana-6236	37	3	some	some	DET
cana-6236	37	4	treatments	treatment	NOUN
cana-6236	37	5	may	may	AUX
cana-6236	37	6	cause	cause	VERB
cana-6236	37	7	complications	complication	NOUN
cana-6236	37	8	such	such	ADJ
cana-6236	37	9	as	as	ADP
cana-6236	37	10	cardiovascular	cardiovascular	ADJ
cana-6236	37	11	problems	problem	NOUN
cana-6236	37	12	,	,	PUNCT
cana-6236	37	13	anemia	anemia	NOUN
cana-6236	37	14	,	,	PUNCT
cana-6236	37	15	or	or	CCONJ
cana-6236	37	16	mental	mental	ADJ
cana-6236	37	17	health	health	NOUN
cana-6236	37	18	problems	problem	NOUN
cana-6236	37	19	[	[	X
cana-6236	37	20	17	17	NUM
cana-6236	37	21	]	]	PUNCT
cana-6236	37	22	.	.	PUNCT
cana-6236	38	1	aggressive	aggressive	ADJ
cana-6236	38	2	tumors	tumor	NOUN
cana-6236	38	3	that	that	PRON
cana-6236	38	4	grow	grow	VERB
cana-6236	38	5	and	and	CCONJ
cana-6236	38	6	spread	spread	VERB
cana-6236	38	7	rapidly	rapidly	ADV
cana-6236	38	8	can	can	AUX
cana-6236	38	9	also	also	ADV
cana-6236	38	10	decrease	decrease	VERB
cana-6236	38	11	survival	survival	NOUN
cana-6236	38	12	rates	rate	NOUN
cana-6236	38	13	[	[	X
cana-6236	38	14	22	22	NUM
cana-6236	38	15	]	]	PUNCT
cana-6236	38	16	.	.	PUNCT
cana-6236	39	1	to	to	PART
cana-6236	39	2	achieve	achieve	VERB
cana-6236	39	3	optimal	optimal	ADJ
cana-6236	39	4	results	result	NOUN
cana-6236	39	5	with	with	ADP
cana-6236	39	6	minimal	minimal	ADJ
cana-6236	39	7	side	side	NOUN
cana-6236	39	8	effects	effect	NOUN
cana-6236	39	9	,	,	PUNCT
cana-6236	39	10	treatment	treatment	NOUN
cana-6236	39	11	choices	choice	NOUN
cana-6236	39	12	must	must	AUX
cana-6236	39	13	be	be	AUX
cana-6236	39	14	carefully	carefully	ADV
cana-6236	39	15	made	make	VERB
cana-6236	39	16	in	in	ADP
cana-6236	39	17	each	each	DET
cana-6236	39	18	patient	patient	NOUN
cana-6236	39	19	[	[	X
cana-6236	39	20	30	30	NUM
cana-6236	39	21	]	]	PUNCT
cana-6236	39	22	.	.	PUNCT
cana-6236	40	1	despite	despite	SCONJ
cana-6236	40	2	the	the	DET
cana-6236	40	3	effectiveness	effectiveness	NOUN
cana-6236	40	4	of	of	ADP
cana-6236	40	5	some	some	DET
cana-6236	40	6	treatments	treatment	NOUN
cana-6236	40	7	,	,	PUNCT
cana-6236	40	8	patients	patient	NOUN
cana-6236	40	9	may	may	AUX
cana-6236	40	10	avoid	avoid	VERB
cana-6236	40	11	them	they	PRON
cana-6236	40	12	due	due	ADP
cana-6236	40	13	to	to	ADP
cana-6236	40	14	concerns	concern	NOUN
cana-6236	40	15	about	about	ADP
cana-6236	40	16	side	side	NOUN
cana-6236	40	17	effects	effect	NOUN
cana-6236	40	18	or	or	CCONJ
cana-6236	40	19	impacts	impact	NOUN
cana-6236	40	20	on	on	ADP
cana-6236	40	21	quality	quality	NOUN
cana-6236	40	22	of	of	ADP
cana-6236	40	23	life	life	NOUN
cana-6236	40	24	[	[	X
cana-6236	40	25	37	37	NUM
cana-6236	40	26	]	]	PUNCT
cana-6236	40	27	.	.	PUNCT
cana-6236	41	1	ideally	ideally	ADV
cana-6236	41	2	,	,	PUNCT
cana-6236	41	3	treatments	treatment	NOUN
cana-6236	41	4	should	should	AUX
cana-6236	41	5	target	target	VERB
cana-6236	41	6	only	only	ADV
cana-6236	41	7	the	the	DET
cana-6236	41	8	breast	breast	NOUN
cana-6236	41	9	to	to	PART
cana-6236	41	10	minimize	minimize	VERB
cana-6236	41	11	systemic	systemic	ADJ
cana-6236	41	12	effects	effect	NOUN
cana-6236	41	13	[	[	X
cana-6236	41	14	26	26	NUM
cana-6236	41	15	]	]	PUNCT
cana-6236	41	16	.	.	PUNCT
cana-6236	42	1	existing	exist	VERB
cana-6236	42	2	breast	breast	NOUN
cana-6236	42	3	cancer	cancer	NOUN
cana-6236	42	4	detection	detection	NOUN
cana-6236	42	5	techniques	technique	NOUN
cana-6236	42	6	lack	lack	VERB
cana-6236	42	7	robustness	robustness	NOUN
cana-6236	42	8	,	,	PUNCT
cana-6236	42	9	reliability	reliability	NOUN
cana-6236	42	10	,	,	PUNCT
cana-6236	42	11	and	and	CCONJ
cana-6236	42	12	effectiveness	effectiveness	NOUN
cana-6236	42	13	.	.	PUNCT
cana-6236	43	1	for	for	ADP
cana-6236	43	2	this	this	DET
cana-6236	43	3	reason	reason	NOUN
cana-6236	43	4	,	,	PUNCT
cana-6236	43	5	the	the	DET
cana-6236	43	6	use	use	NOUN
cana-6236	43	7	of	of	ADP
cana-6236	43	8	their	their	PRON
cana-6236	43	9	diagnostics	diagnostic	NOUN
cana-6236	43	10	is	be	AUX
cana-6236	43	11	less	less	ADJ
cana-6236	43	12	,	,	PUNCT
cana-6236	43	13	showing	show	VERB
cana-6236	43	14	reduced	reduce	VERB
cana-6236	43	15	clinical	clinical	ADJ
cana-6236	43	16	effectiveness	effectiveness	NOUN
cana-6236	43	17	.	.	PUNCT
cana-6236	44	1	in	in	ADP
cana-6236	44	2	this	this	DET
cana-6236	44	3	study	study	NOUN
cana-6236	44	4	,	,	PUNCT
cana-6236	44	5	we	we	PRON
cana-6236	44	6	used	use	VERB
cana-6236	44	7	advanced	advanced	ADJ
cana-6236	44	8	deep	deep	ADJ
cana-6236	44	9	learning	learning	NOUN
cana-6236	44	10	models	model	NOUN
cana-6236	44	11	such	such	ADJ
cana-6236	44	12	as	as	ADP
cana-6236	44	13	vgg16	vgg16	PROPN
cana-6236	44	14	,	,	PUNCT
cana-6236	44	15	inceptionv3	inceptionv3	NOUN
cana-6236	44	16	,	,	PUNCT
cana-6236	44	17	resnet50	resnet50	NOUN
cana-6236	44	18	,	,	PUNCT
cana-6236	44	19	efficientnetb0	efficientnetb0	NOUN
cana-6236	44	20	and	and	CCONJ
cana-6236	44	21	two	two	NUM
cana-6236	44	22	custom	custom	NOUN
cana-6236	44	23	cnn	cnn	PROPN
cana-6236	44	24	models	model	NOUN
cana-6236	44	25	with	with	ADP
cana-6236	44	26	attention	attention	NOUN
cana-6236	44	27	mechanisms	mechanism	NOUN
cana-6236	44	28	for	for	ADP
cana-6236	44	29	the	the	DET
cana-6236	44	30	multi	multi	ADJ
cana-6236	44	31	-	-	ADJ
cana-6236	44	32	class	class	ADJ
cana-6236	44	33	classification	classification	NOUN
cana-6236	44	34	of	of	ADP
cana-6236	44	35	mammography	mammography	NOUN
cana-6236	44	36	images	image	NOUN
cana-6236	44	37	into	into	ADP
cana-6236	44	38	benign	benign	ADJ
cana-6236	44	39	,	,	PUNCT
cana-6236	44	40	malignant	malignant	ADJ
cana-6236	44	41	,	,	PUNCT
cana-6236	44	42	and	and	CCONJ
cana-6236	44	43	normal	normal	ADJ
cana-6236	44	44	categories	category	NOUN
cana-6236	44	45	.	.	PUNCT
cana-6236	45	1	this	this	DET
cana-6236	45	2	paper	paper	NOUN
cana-6236	45	3	is	be	AUX
cana-6236	45	4	divided	divide	VERB
cana-6236	45	5	into	into	ADP
cana-6236	45	6	four	four	NUM
cana-6236	45	7	sections	section	NOUN
cana-6236	45	8	.	.	PUNCT
cana-6236	46	1	first	first	ADV
cana-6236	46	2	,	,	PUNCT
cana-6236	46	3	discuss	discuss	VERB
cana-6236	46	4	the	the	DET
cana-6236	46	5	introduction	introduction	NOUN
cana-6236	46	6	to	to	ADP
cana-6236	46	7	breast	breast	NOUN
cana-6236	46	8	cancer	cancer	NOUN
cana-6236	46	9	,	,	PUNCT
cana-6236	46	10	second	second	ADJ
cana-6236	46	11	review	review	NOUN
cana-6236	46	12	of	of	ADP
cana-6236	46	13	the	the	DET
cana-6236	46	14	literature	literature	NOUN
cana-6236	46	15	of	of	ADP
cana-6236	46	16	recent	recent	ADJ
cana-6236	46	17	advances	advance	NOUN
cana-6236	46	18	in	in	ADP
cana-6236	46	19	breast	breast	NOUN
cana-6236	46	20	cancer	cancer	NOUN
cana-6236	46	21	detection	detection	NOUN
cana-6236	46	22	using	use	VERB
cana-6236	46	23	ml	ml	X
cana-6236	46	24	and	and	CCONJ
cana-6236	46	25	dl	dl	PROPN
cana-6236	46	26	algorithms	algorithm	NOUN
cana-6236	46	27	,	,	PUNCT
cana-6236	46	28	third	third	ADV
cana-6236	46	29	is	be	AUX
cana-6236	46	30	research	research	NOUN
cana-6236	46	31	methodology	methodology	NOUN
cana-6236	46	32	,	,	PUNCT
cana-6236	46	33	and	and	CCONJ
cana-6236	46	34	finally	finally	ADV
cana-6236	46	35	analysis	analysis	NOUN
cana-6236	46	36	of	of	ADP
cana-6236	46	37	the	the	DET
cana-6236	46	38	results	result	NOUN
cana-6236	46	39	with	with	ADP
cana-6236	46	40	conclusion	conclusion	NOUN
cana-6236	46	41	communications	communication	NOUN
cana-6236	46	42	on	on	ADP
cana-6236	46	43	applied	apply	VERB
cana-6236	46	44	nonlinear	nonlinear	ADJ
cana-6236	46	45	analysis	analysis	NOUN
cana-6236	46	46	issn	issn	NOUN
cana-6236	46	47	:	:	PUNCT
cana-6236	46	48	1074	1074	NUM
cana-6236	46	49	-	-	PUNCT
cana-6236	46	50	133x	133x	NUM
cana-6236	46	51	vol	vol	NOUN
cana-6236	46	52	32	32	NUM
cana-6236	46	53	no	no	NOUN
cana-6236	46	54	.	.	PUNCT
cana-6236	47	1	6s	6s	NUM
cana-6236	47	2	(	(	PUNCT
cana-6236	47	3	2025	2025	NUM
cana-6236	47	4	)	)	PUNCT
cana-6236	47	5	617	617	NUM
cana-6236	47	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-6236	47	7	2	2	NUM
cana-6236	47	8	literature	literature	NOUN
cana-6236	47	9	review	review	VERB
cana-6236	47	10	artificial	artificial	ADJ
cana-6236	47	11	intelligence	intelligence	NOUN
cana-6236	47	12	has	have	AUX
cana-6236	47	13	emerged	emerge	VERB
cana-6236	47	14	as	as	ADP
cana-6236	47	15	a	a	DET
cana-6236	47	16	powerful	powerful	ADJ
cana-6236	47	17	tool	tool	NOUN
cana-6236	47	18	in	in	ADP
cana-6236	47	19	breast	breast	NOUN
cana-6236	47	20	cancer	cancer	NOUN
cana-6236	47	21	diagnosis	diagnosis	NOUN
cana-6236	47	22	and	and	CCONJ
cana-6236	47	23	classification	classification	NOUN
cana-6236	47	24	,	,	PUNCT
cana-6236	47	25	driven	drive	VERB
cana-6236	47	26	by	by	ADP
cana-6236	47	27	progress	progress	NOUN
cana-6236	47	28	in	in	ADP
cana-6236	47	29	deep	deep	ADJ
cana-6236	47	30	learning	learning	NOUN
cana-6236	47	31	and	and	CCONJ
cana-6236	47	32	medical	medical	ADJ
cana-6236	47	33	imaging	imaging	NOUN
cana-6236	47	34	technologies	technology	NOUN
cana-6236	47	35	.	.	PUNCT
cana-6236	48	1	researchers	researcher	NOUN
cana-6236	48	2	have	have	AUX
cana-6236	48	3	shown	show	VERB
cana-6236	48	4	that	that	SCONJ
cana-6236	48	5	ai	ai	NOUN
cana-6236	48	6	can	can	AUX
cana-6236	48	7	help	help	VERB
cana-6236	48	8	reduce	reduce	VERB
cana-6236	48	9	missed	missed	ADJ
cana-6236	48	10	diagnoses	diagnosis	NOUN
cana-6236	48	11	and	and	CCONJ
cana-6236	48	12	diagnostic	diagnostic	ADJ
cana-6236	48	13	delays	delay	NOUN
cana-6236	48	14	,	,	PUNCT
cana-6236	48	15	particularly	particularly	ADV
cana-6236	48	16	in	in	ADP
cana-6236	48	17	regions	region	NOUN
cana-6236	48	18	with	with	ADP
cana-6236	48	19	limited	limited	ADJ
cana-6236	48	20	healthcare	healthcare	NOUN
cana-6236	48	21	infrastructure	infrastructure	NOUN
cana-6236	48	22	[	[	X
cana-6236	48	23	52	52	NUM
cana-6236	48	24	]	]	PUNCT
cana-6236	48	25	.	.	PUNCT
cana-6236	49	1	deep	deep	ADJ
cana-6236	49	2	learning	learning	NOUN
cana-6236	49	3	models	model	NOUN
cana-6236	49	4	are	be	AUX
cana-6236	49	5	increasingly	increasingly	ADV
cana-6236	49	6	used	use	VERB
cana-6236	49	7	to	to	PART
cana-6236	49	8	interpret	interpret	VERB
cana-6236	49	9	mammograms	mammogram	NOUN
cana-6236	49	10	,	,	PUNCT
cana-6236	49	11	ultrasounds	ultrasound	NOUN
cana-6236	49	12	,	,	PUNCT
cana-6236	49	13	mris	mris	NOUN
cana-6236	49	14	,	,	PUNCT
cana-6236	49	15	and	and	CCONJ
cana-6236	49	16	other	other	ADJ
cana-6236	49	17	medical	medical	ADJ
cana-6236	49	18	scans	scan	NOUN
cana-6236	49	19	,	,	PUNCT
cana-6236	49	20	identifying	identify	VERB
cana-6236	49	21	and	and	CCONJ
cana-6236	49	22	categorizing	categorize	VERB
cana-6236	49	23	breast	breast	NOUN
cana-6236	49	24	tumors	tumor	NOUN
cana-6236	49	25	with	with	ADP
cana-6236	49	26	growing	grow	VERB
cana-6236	49	27	precision	precision	NOUN
cana-6236	49	28	[	[	X
cana-6236	49	29	12	12	NUM
cana-6236	49	30	]	]	PUNCT
cana-6236	49	31	.	.	PUNCT
cana-6236	50	1	despite	despite	SCONJ
cana-6236	50	2	its	its	PRON
cana-6236	50	3	promise	promise	NOUN
cana-6236	50	4	,	,	PUNCT
cana-6236	50	5	the	the	DET
cana-6236	50	6	adoption	adoption	NOUN
cana-6236	50	7	of	of	ADP
cana-6236	50	8	ai	ai	VERB
cana-6236	50	9	in	in	ADP
cana-6236	50	10	clinical	clinical	ADJ
cana-6236	50	11	practice	practice	NOUN
cana-6236	50	12	remains	remain	VERB
cana-6236	50	13	limited	limited	ADJ
cana-6236	50	14	due	due	ADP
cana-6236	50	15	to	to	ADP
cana-6236	50	16	a	a	DET
cana-6236	50	17	shortage	shortage	NOUN
cana-6236	50	18	of	of	ADP
cana-6236	50	19	large	large	ADJ
cana-6236	50	20	,	,	PUNCT
cana-6236	50	21	validated	validated	ADJ
cana-6236	50	22	datasets	dataset	NOUN
cana-6236	50	23	and	and	CCONJ
cana-6236	50	24	insufficient	insufficient	ADJ
cana-6236	50	25	real	real	ADJ
cana-6236	50	26	-	-	PUNCT
cana-6236	50	27	world	world	NOUN
cana-6236	50	28	testing	testing	NOUN
cana-6236	50	29	[	[	X
cana-6236	50	30	11	11	NUM
cana-6236	50	31	]	]	PUNCT
cana-6236	50	32	.	.	PUNCT
cana-6236	51	1	convolutional	convolutional	ADJ
cana-6236	51	2	neural	neural	ADJ
cana-6236	51	3	networks	network	NOUN
cana-6236	51	4	(	(	PUNCT
cana-6236	51	5	cnns	cnns	PROPN
cana-6236	51	6	)	)	PUNCT
cana-6236	51	7	have	have	AUX
cana-6236	51	8	become	become	VERB
cana-6236	51	9	central	central	ADJ
cana-6236	51	10	to	to	ADP
cana-6236	51	11	breast	breast	NOUN
cana-6236	51	12	cancer	cancer	NOUN
cana-6236	51	13	image	image	NOUN
cana-6236	51	14	analysis	analysis	NOUN
cana-6236	51	15	,	,	PUNCT
cana-6236	51	16	especially	especially	ADV
cana-6236	51	17	in	in	ADP
cana-6236	51	18	ultrasound	ultrasound	NOUN
cana-6236	51	19	and	and	CCONJ
cana-6236	51	20	mammogram	mammogram	NOUN
cana-6236	51	21	interpretation	interpretation	NOUN
cana-6236	51	22	.	.	PUNCT
cana-6236	52	1	for	for	ADP
cana-6236	52	2	instance	instance	NOUN
cana-6236	52	3	,	,	PUNCT
cana-6236	52	4	cnn	cnn	PROPN
cana-6236	52	5	architectures	architecture	VERB
cana-6236	52	6	such	such	ADJ
cana-6236	52	7	as	as	ADP
cana-6236	52	8	vgg	vgg	NOUN
cana-6236	52	9	,	,	PUNCT
cana-6236	52	10	resnet	resnet	NOUN
cana-6236	52	11	,	,	PUNCT
cana-6236	52	12	and	and	CCONJ
cana-6236	52	13	inception	inception	NOUN
cana-6236	52	14	were	be	AUX
cana-6236	52	15	applied	apply	VERB
cana-6236	52	16	to	to	ADP
cana-6236	52	17	the	the	DET
cana-6236	52	18	busi	busi	NOUN
cana-6236	52	19	ultrasound	ultrasound	NOUN
cana-6236	52	20	dataset	dataset	NOUN
cana-6236	52	21	,	,	PUNCT
cana-6236	52	22	achieving	achieve	VERB
cana-6236	52	23	accuracies	accuracy	NOUN
cana-6236	52	24	between	between	ADP
cana-6236	52	25	85	85	NUM
cana-6236	52	26	%	%	NOUN
cana-6236	52	27	and	and	CCONJ
cana-6236	52	28	88	88	NUM
cana-6236	52	29	%	%	NOUN
cana-6236	52	30	,	,	PUNCT
cana-6236	52	31	though	though	SCONJ
cana-6236	52	32	performance	performance	NOUN
cana-6236	52	33	was	be	AUX
cana-6236	52	34	constrained	constrain	VERB
cana-6236	52	35	by	by	ADP
cana-6236	52	36	small	small	ADJ
cana-6236	52	37	sample	sample	NOUN
cana-6236	52	38	sizes	size	NOUN
cana-6236	52	39	[	[	X
cana-6236	52	40	19	19	NUM
cana-6236	52	41	]	]	PUNCT
cana-6236	52	42	.	.	PUNCT
cana-6236	53	1	other	other	ADJ
cana-6236	53	2	studies	study	NOUN
cana-6236	53	3	combining	combine	VERB
cana-6236	53	4	cnns	cnn	NOUN
cana-6236	53	5	with	with	ADP
cana-6236	53	6	tumor	tumor	NOUN
cana-6236	53	7	segmentation	segmentation	NOUN
cana-6236	53	8	improved	improve	VERB
cana-6236	53	9	accuracy	accuracy	NOUN
cana-6236	53	10	beyond	beyond	ADP
cana-6236	53	11	90	90	NUM
cana-6236	53	12	%	%	NOUN
cana-6236	53	13	[	[	X
cana-6236	53	14	18	18	NUM
cana-6236	53	15	]	]	PUNCT
cana-6236	53	16	.	.	PUNCT
cana-6236	54	1	reported	report	VERB
cana-6236	54	2	performances	performance	NOUN
cana-6236	54	3	include	include	VERB
cana-6236	54	4	93.8	93.8	NUM
cana-6236	54	5	%	%	NOUN
cana-6236	54	6	accuracy	accuracy	NOUN
cana-6236	54	7	using	use	VERB
cana-6236	54	8	deep	deep	ADJ
cana-6236	54	9	learning	learning	NOUN
cana-6236	54	10	[	[	X
cana-6236	54	11	44	44	NUM
cana-6236	54	12	]	]	PUNCT
cana-6236	54	13	and	and	CCONJ
cana-6236	54	14	98.29	98.29	NUM
cana-6236	54	15	%	%	NOUN
cana-6236	54	16	with	with	ADP
cana-6236	54	17	an	an	DET
cana-6236	54	18	efficientnetb7	efficientnetb7	NOUN
cana-6236	54	19	model	model	NOUN
cana-6236	54	20	enhanced	enhance	VERB
cana-6236	54	21	through	through	ADP
cana-6236	54	22	data	datum	NOUN
cana-6236	54	23	augmentation	augmentation	NOUN
cana-6236	54	24	[	[	X
cana-6236	54	25	33	33	NUM
cana-6236	54	26	]	]	PUNCT
cana-6236	54	27	.	.	PUNCT
cana-6236	55	1	in	in	ADP
cana-6236	55	2	histopathological	histopathological	ADJ
cana-6236	55	3	imaging	imaging	NOUN
cana-6236	55	4	,	,	PUNCT
cana-6236	55	5	a	a	DET
cana-6236	55	6	hybrid	hybrid	ADJ
cana-6236	55	7	model	model	NOUN
cana-6236	55	8	known	know	VERB
cana-6236	55	9	as	as	ADP
cana-6236	55	10	gradediffim	gradediffim	NOUN
cana-6236	55	11	exceeded	exceed	VERB
cana-6236	55	12	97	97	NUM
cana-6236	55	13	%	%	NOUN
cana-6236	55	14	accuracy	accuracy	NOUN
cana-6236	55	15	across	across	ADP
cana-6236	55	16	multiple	multiple	ADJ
cana-6236	55	17	tumor	tumor	NOUN
cana-6236	55	18	grades	grade	NOUN
cana-6236	55	19	[	[	X
cana-6236	55	20	36	36	NUM
cana-6236	55	21	]	]	PUNCT
cana-6236	55	22	.	.	PUNCT
cana-6236	56	1	ai	ai	VERB
cana-6236	56	2	applications	application	NOUN
cana-6236	56	3	have	have	AUX
cana-6236	56	4	also	also	ADV
cana-6236	56	5	extended	extend	VERB
cana-6236	56	6	to	to	ADP
cana-6236	56	7	non	non	ADJ
cana-6236	56	8	-	-	ADJ
cana-6236	56	9	image	image	ADJ
cana-6236	56	10	data	datum	NOUN
cana-6236	56	11	,	,	PUNCT
cana-6236	56	12	such	such	ADJ
cana-6236	56	13	as	as	ADP
cana-6236	56	14	infrared	infrared	ADJ
cana-6236	56	15	thermography	thermography	NOUN
cana-6236	56	16	for	for	ADP
cana-6236	56	17	recurrence	recurrence	NOUN
cana-6236	56	18	prediction	prediction	NOUN
cana-6236	56	19	,	,	PUNCT
cana-6236	56	20	though	though	SCONJ
cana-6236	56	21	these	these	DET
cana-6236	56	22	approaches	approach	NOUN
cana-6236	56	23	achieved	achieve	VERB
cana-6236	56	24	lower	low	ADJ
cana-6236	56	25	accuracy	accuracy	NOUN
cana-6236	56	26	levels	level	NOUN
cana-6236	57	1	[	[	X
cana-6236	57	2	25	25	NUM
cana-6236	57	3	]	]	PUNCT
cana-6236	57	4	.	.	PUNCT
cana-6236	58	1	structured	structured	ADJ
cana-6236	58	2	data	datum	NOUN
cana-6236	58	3	models	model	NOUN
cana-6236	58	4	,	,	PUNCT
cana-6236	58	5	such	such	ADJ
cana-6236	58	6	as	as	ADP
cana-6236	58	7	dhh	dhh	PROPN
cana-6236	58	8	-	-	PUNCT
cana-6236	58	9	gru	gru	PROPN
cana-6236	58	10	,	,	PUNCT
cana-6236	58	11	demonstrated	demonstrate	VERB
cana-6236	58	12	98.05	98.05	NUM
cana-6236	58	13	%	%	NOUN
cana-6236	58	14	accuracy	accuracy	NOUN
cana-6236	58	15	in	in	ADP
cana-6236	58	16	predicting	predict	VERB
cana-6236	58	17	cancer	cancer	NOUN
cana-6236	58	18	outcomes	outcome	NOUN
cana-6236	58	19	[	[	X
cana-6236	58	20	39	39	NUM
cana-6236	58	21	]	]	PUNCT
cana-6236	58	22	.	.	PUNCT
cana-6236	59	1	for	for	ADP
cana-6236	59	2	mammographic	mammographic	ADJ
cana-6236	59	3	imaging	imaging	NOUN
cana-6236	59	4	,	,	PUNCT
cana-6236	59	5	cnn	cnn	PROPN
cana-6236	59	6	-	-	PUNCT
cana-6236	59	7	based	base	VERB
cana-6236	59	8	computer	computer	NOUN
cana-6236	59	9	-	-	PUNCT
cana-6236	59	10	aided	aid	VERB
cana-6236	59	11	diagnosis	diagnosis	NOUN
cana-6236	59	12	(	(	PUNCT
cana-6236	59	13	cad	cad	NOUN
cana-6236	59	14	)	)	PUNCT
cana-6236	59	15	systems	system	NOUN
cana-6236	59	16	have	have	AUX
cana-6236	59	17	produced	produce	VERB
cana-6236	59	18	strong	strong	ADJ
cana-6236	59	19	results	result	NOUN
cana-6236	59	20	.	.	PUNCT
cana-6236	60	1	one	one	NUM
cana-6236	60	2	study	study	NOUN
cana-6236	60	3	reported	report	VERB
cana-6236	60	4	accuracies	accuracy	NOUN
cana-6236	60	5	of	of	ADP
cana-6236	60	6	95.3	95.3	NUM
cana-6236	60	7	%	%	NOUN
cana-6236	60	8	and	and	CCONJ
cana-6236	60	9	96.52	96.52	NUM
cana-6236	60	10	%	%	NOUN
cana-6236	60	11	on	on	ADP
cana-6236	60	12	the	the	DET
cana-6236	60	13	mias	mias	PROPN
cana-6236	60	14	and	and	CCONJ
cana-6236	60	15	inbreast	inbreast	ADJ
cana-6236	60	16	datasets	dataset	NOUN
cana-6236	60	17	,	,	PUNCT
cana-6236	60	18	respectively	respectively	ADV
cana-6236	60	19	[	[	X
cana-6236	60	20	15	15	NUM
cana-6236	60	21	]	]	PUNCT
cana-6236	60	22	.	.	PUNCT
cana-6236	61	1	optimization	optimization	NOUN
cana-6236	61	2	-	-	PUNCT
cana-6236	61	3	based	base	VERB
cana-6236	61	4	cnn	cnn	PROPN
cana-6236	61	5	models	model	NOUN
cana-6236	61	6	achieved	achieve	VERB
cana-6236	61	7	accuracies	accuracy	NOUN
cana-6236	61	8	up	up	ADP
cana-6236	61	9	to	to	ADP
cana-6236	61	10	96.5	96.5	NUM
cana-6236	61	11	%	%	NOUN
cana-6236	62	1	[	[	X
cana-6236	62	2	23	23	NUM
cana-6236	62	3	]	]	PUNCT
cana-6236	62	4	,	,	PUNCT
cana-6236	62	5	while	while	SCONJ
cana-6236	62	6	hybrid	hybrid	ADJ
cana-6236	62	7	architectures	architecture	NOUN
cana-6236	62	8	surpassed	surpass	VERB
cana-6236	62	9	97	97	NUM
cana-6236	62	10	%	%	NOUN
cana-6236	63	1	[	[	X
cana-6236	63	2	1	1	NUM
cana-6236	63	3	]	]	PUNCT
cana-6236	63	4	.	.	PUNCT
cana-6236	64	1	a	a	DET
cana-6236	64	2	feature	feature	NOUN
cana-6236	64	3	-	-	PUNCT
cana-6236	64	4	fusion	fusion	NOUN
cana-6236	64	5	strategy	strategy	NOUN
cana-6236	64	6	integrating	integrate	VERB
cana-6236	64	7	outputs	output	NOUN
cana-6236	64	8	from	from	ADP
cana-6236	64	9	several	several	ADJ
cana-6236	64	10	cnns	cnn	NOUN
cana-6236	64	11	reached	reach	VERB
cana-6236	64	12	98.83	98.83	NUM
cana-6236	64	13	%	%	NOUN
cana-6236	64	14	accuracy	accuracy	NOUN
cana-6236	65	1	[	[	X
cana-6236	65	2	2	2	NUM
cana-6236	65	3	]	]	PUNCT
cana-6236	65	4	.	.	PUNCT
cana-6236	66	1	hybrid	hybrid	NOUN
cana-6236	66	2	and	and	CCONJ
cana-6236	66	3	optimized	optimize	VERB
cana-6236	66	4	deep	deep	ADJ
cana-6236	66	5	learning	learning	NOUN
cana-6236	66	6	approaches	approach	NOUN
cana-6236	66	7	continue	continue	VERB
cana-6236	66	8	to	to	PART
cana-6236	66	9	refine	refine	VERB
cana-6236	66	10	these	these	DET
cana-6236	66	11	results	result	NOUN
cana-6236	66	12	:	:	PUNCT
cana-6236	66	13	quantum	quantum	ADJ
cana-6236	66	14	spinalnet	spinalnet	NOUN
cana-6236	66	15	achieved	achieve	VERB
cana-6236	66	16	90.3	90.3	NUM
cana-6236	66	17	%	%	NOUN
cana-6236	66	18	accuracy	accuracy	NOUN
cana-6236	67	1	[	[	X
cana-6236	67	2	43	43	NUM
cana-6236	67	3	]	]	X
cana-6236	67	4	;	;	PUNCT
cana-6236	67	5	wavelet	wavelet	NOUN
cana-6236	67	6	-	-	PUNCT
cana-6236	67	7	enhanced	enhance	VERB
cana-6236	67	8	models	model	NOUN
cana-6236	67	9	produced	produce	VERB
cana-6236	67	10	an	an	DET
cana-6236	67	11	auc	auc	NOUN
cana-6236	67	12	of	of	ADP
cana-6236	67	13	0.92	0.92	NUM
cana-6236	67	14	[	[	X
cana-6236	67	15	24	24	NUM
cana-6236	67	16	]	]	X
cana-6236	67	17	;	;	PUNCT
cana-6236	67	18	and	and	CCONJ
cana-6236	67	19	optimization	optimization	NOUN
cana-6236	67	20	combined	combine	VERB
cana-6236	67	21	with	with	ADP
cana-6236	67	22	a	a	DET
cana-6236	67	23	support	support	NOUN
cana-6236	67	24	vector	vector	NOUN
cana-6236	67	25	machine	machine	NOUN
cana-6236	67	26	yielded	yield	VERB
cana-6236	67	27	99.25	99.25	NUM
cana-6236	67	28	%	%	NOUN
cana-6236	67	29	accuracy	accuracy	NOUN
cana-6236	68	1	[	[	X
cana-6236	68	2	8	8	NUM
cana-6236	68	3	]	]	PUNCT
cana-6236	68	4	.	.	PUNCT
cana-6236	69	1	efficientnet	efficientnet	NOUN
cana-6236	69	2	-	-	PUNCT
cana-6236	69	3	b4	b4	NOUN
cana-6236	69	4	with	with	ADP
cana-6236	69	5	improved	improved	ADJ
cana-6236	69	6	contrast	contrast	NOUN
cana-6236	69	7	reached	reach	VERB
cana-6236	69	8	98.45	98.45	NUM
cana-6236	69	9	%	%	NOUN
cana-6236	69	10	,	,	PUNCT
cana-6236	69	11	while	while	SCONJ
cana-6236	69	12	a	a	DET
cana-6236	69	13	dual	dual	ADJ
cana-6236	69	14	-	-	PUNCT
cana-6236	69	15	cnn	cnn	NOUN
cana-6236	69	16	ensemble	ensemble	NOUN
cana-6236	69	17	achieved	achieve	VERB
cana-6236	69	18	comparable	comparable	ADJ
cana-6236	69	19	performance	performance	NOUN
cana-6236	69	20	[	[	X
cana-6236	69	21	10	10	NUM
cana-6236	69	22	,	,	PUNCT
cana-6236	69	23	34	34	NUM
cana-6236	69	24	]	]	PUNCT
cana-6236	69	25	.	.	PUNCT
cana-6236	70	1	pre	pre	VERB
cana-6236	70	2	-	-	ADJ
cana-6236	70	3	trained	train	VERB
cana-6236	70	4	cnns	cnn	NOUN
cana-6236	70	5	remain	remain	AUX
cana-6236	70	6	widely	widely	ADV
cana-6236	70	7	applied	apply	VERB
cana-6236	70	8	across	across	ADP
cana-6236	70	9	various	various	ADJ
cana-6236	70	10	modalities	modality	NOUN
cana-6236	70	11	.	.	PUNCT
cana-6236	71	1	a	a	DET
cana-6236	71	2	3d	3d	NUM
cana-6236	71	3	mammogram	mammogram	NOUN
cana-6236	71	4	system	system	NOUN
cana-6236	71	5	achieved	achieve	VERB
cana-6236	71	6	96.6	96.6	NUM
cana-6236	71	7	%	%	NOUN
cana-6236	71	8	accuracy	accuracy	NOUN
cana-6236	72	1	[	[	X
cana-6236	72	2	50	50	NUM
cana-6236	72	3	]	]	PUNCT
cana-6236	72	4	,	,	PUNCT
cana-6236	72	5	while	while	SCONJ
cana-6236	72	6	vgg16	vgg16	NOUN
cana-6236	72	7	produced	produce	VERB
cana-6236	72	8	96.94	96.94	NUM
cana-6236	72	9	%	%	NOUN
cana-6236	73	1	[	[	X
cana-6236	73	2	32	32	NUM
cana-6236	73	3	]	]	PUNCT
cana-6236	73	4	,	,	PUNCT
cana-6236	73	5	and	and	CCONJ
cana-6236	73	6	resnet50	resnet50	NOUN
cana-6236	73	7	combined	combine	VERB
cana-6236	73	8	with	with	ADP
cana-6236	73	9	visualization	visualization	NOUN
cana-6236	73	10	tools	tool	NOUN
cana-6236	73	11	attained	attain	VERB
cana-6236	73	12	an	an	DET
cana-6236	73	13	auc	auc	NOUN
cana-6236	73	14	of	of	ADP
cana-6236	73	15	0.983	0.983	NUM
cana-6236	73	16	[	[	X
cana-6236	73	17	21	21	NUM
cana-6236	73	18	]	]	PUNCT
cana-6236	73	19	.	.	PUNCT
cana-6236	74	1	a	a	DET
cana-6236	74	2	dual	dual	ADJ
cana-6236	74	3	-	-	PUNCT
cana-6236	74	4	view	view	NOUN
cana-6236	74	5	mammogram	mammogram	NOUN
cana-6236	74	6	model	model	NOUN
cana-6236	74	7	,	,	PUNCT
cana-6236	74	8	analyzing	analyze	VERB
cana-6236	74	9	two	two	NUM
cana-6236	74	10	perspectives	perspective	NOUN
cana-6236	74	11	simultaneously	simultaneously	ADV
cana-6236	74	12	,	,	PUNCT
cana-6236	74	13	achieved	achieve	VERB
cana-6236	74	14	95.86	95.86	NUM
cana-6236	74	15	%	%	NOUN
cana-6236	74	16	accuracy	accuracy	NOUN
cana-6236	74	17	[	[	X
cana-6236	74	18	9	9	NUM
cana-6236	74	19	]	]	PUNCT
cana-6236	74	20	.	.	PUNCT
cana-6236	75	1	stethonet	stethonet	PROPN
cana-6236	75	2	demonstrated	demonstrate	VERB
cana-6236	75	3	consistent	consistent	ADJ
cana-6236	75	4	performance	performance	NOUN
cana-6236	75	5	across	across	ADP
cana-6236	75	6	diverse	diverse	ADJ
cana-6236	75	7	datasets	dataset	NOUN
cana-6236	75	8	[	[	X
cana-6236	75	9	27	27	NUM
cana-6236	75	10	]	]	PUNCT
cana-6236	75	11	.	.	PUNCT
cana-6236	76	1	multiple	multiple	ADJ
cana-6236	76	2	datasets	dataset	NOUN
cana-6236	76	3	have	have	AUX
cana-6236	76	4	supported	support	VERB
cana-6236	76	5	these	these	DET
cana-6236	76	6	advances	advance	NOUN
cana-6236	76	7	,	,	PUNCT
cana-6236	76	8	including	include	VERB
cana-6236	76	9	mias	mias	PROPN
cana-6236	76	10	[	[	X
cana-6236	76	11	46	46	NUM
cana-6236	76	12	]	]	PUNCT
cana-6236	76	13	,	,	PUNCT
cana-6236	76	14	inbreast	inbreast	ADJ
cana-6236	76	15	[	[	X
cana-6236	76	16	38	38	NUM
cana-6236	76	17	]	]	PUNCT
cana-6236	76	18	,	,	PUNCT
cana-6236	76	19	and	and	CCONJ
cana-6236	76	20	cbis	cbi	NOUN
cana-6236	76	21	-	-	PUNCT
cana-6236	76	22	ddsm	ddsm	NOUN
cana-6236	77	1	[	[	X
cana-6236	77	2	28	28	NUM
cana-6236	77	3	]	]	PUNCT
cana-6236	77	4	.	.	PUNCT
cana-6236	78	1	more	more	ADJ
cana-6236	78	2	recent	recent	ADJ
cana-6236	78	3	datasets	dataset	NOUN
cana-6236	78	4	—	—	PUNCT
cana-6236	78	5	kau	kau	PROPN
cana-6236	78	6	-	-	PUNCT
cana-6236	78	7	bcmd	bcmd	PROPN
cana-6236	79	1	[	[	X
cana-6236	79	2	5	5	NUM
cana-6236	79	3	]	]	PUNCT
cana-6236	79	4	,	,	PUNCT
cana-6236	79	5	dmid	dmid	PROPN
cana-6236	79	6	[	[	X
cana-6236	79	7	40	40	NUM
cana-6236	79	8	]	]	PUNCT
cana-6236	79	9	,	,	PUNCT
cana-6236	79	10	and	and	CCONJ
cana-6236	79	11	kauhbcmd	kauhbcmd	PROPN
cana-6236	80	1	[	[	X
cana-6236	80	2	3]—provide	3]—provide	NUM
cana-6236	80	3	richer	rich	ADJ
cana-6236	80	4	annotations	annotation	NOUN
cana-6236	80	5	and	and	CCONJ
cana-6236	80	6	patient	patient	ADJ
cana-6236	80	7	-	-	PUNCT
cana-6236	80	8	level	level	NOUN
cana-6236	80	9	metadata	metadata	NOUN
cana-6236	80	10	.	.	PUNCT
cana-6236	81	1	the	the	DET
cana-6236	81	2	kauh	kauh	PROPN
cana-6236	81	3	-	-	PUNCT
cana-6236	81	4	bcmd	bcmd	NOUN
cana-6236	81	5	dataset	dataset	NOUN
cana-6236	81	6	,	,	PUNCT
cana-6236	81	7	for	for	ADP
cana-6236	81	8	example	example	NOUN
cana-6236	81	9	,	,	PUNCT
cana-6236	81	10	includes	include	VERB
cana-6236	81	11	7,205	7,205	NUM
cana-6236	81	12	images	image	NOUN
cana-6236	81	13	from	from	ADP
cana-6236	81	14	5,000	5,000	NUM
cana-6236	81	15	patients	patient	NOUN
cana-6236	81	16	,	,	PUNCT
cana-6236	81	17	preprocessed	preprocesse	VERB
cana-6236	81	18	using	use	VERB
cana-6236	81	19	rescaling	rescaling	NOUN
cana-6236	81	20	and	and	CCONJ
cana-6236	81	21	contrast	contrast	NOUN
cana-6236	81	22	enhancement	enhancement	NOUN
cana-6236	81	23	.	.	PUNCT
cana-6236	82	1	using	use	VERB
cana-6236	82	2	this	this	DET
cana-6236	82	3	dataset	dataset	NOUN
cana-6236	82	4	,	,	PUNCT
cana-6236	82	5	a	a	DET
cana-6236	82	6	residual	residual	ADJ
cana-6236	82	7	depth	depth	NOUN
cana-6236	82	8	-	-	PUNCT
cana-6236	82	9	wise	wise	ADJ
cana-6236	82	10	network	network	NOUN
cana-6236	82	11	(	(	PUNCT
cana-6236	82	12	rdn	rdn	PROPN
cana-6236	82	13	)	)	PUNCT
cana-6236	82	14	achieved	achieve	VERB
cana-6236	82	15	97.82	97.82	NUM
cana-6236	82	16	%	%	NOUN
cana-6236	82	17	accuracy	accuracy	NOUN
cana-6236	82	18	,	,	PUNCT
cana-6236	82	19	96.55	96.55	NUM
cana-6236	82	20	%	%	NOUN
cana-6236	82	21	precision	precision	NOUN
cana-6236	82	22	,	,	PUNCT
cana-6236	82	23	and	and	CCONJ
cana-6236	82	24	99.19	99.19	NUM
cana-6236	82	25	%	%	NOUN
cana-6236	82	26	recall	recall	NOUN
cana-6236	83	1	[	[	X
cana-6236	83	2	3	3	NUM
cana-6236	83	3	]	]	PUNCT
cana-6236	83	4	.	.	PUNCT
cana-6236	84	1	in	in	ADP
cana-6236	84	2	ultrasound	ultrasound	PROPN
cana-6236	84	3	imaging	imaging	NOUN
cana-6236	84	4	,	,	PUNCT
cana-6236	84	5	the	the	DET
cana-6236	84	6	bcdnet	bcdnet	NOUN
cana-6236	84	7	model	model	NOUN
cana-6236	84	8	—	—	PUNCT
cana-6236	84	9	built	build	VERB
cana-6236	84	10	on	on	ADP
cana-6236	84	11	a	a	DET
cana-6236	84	12	pre	pre	ADJ
cana-6236	84	13	-	-	ADJ
cana-6236	84	14	trained	train	VERB
cana-6236	84	15	vgg16	vgg16	NOUN
cana-6236	84	16	and	and	CCONJ
cana-6236	84	17	advanced	advanced	ADJ
cana-6236	84	18	optimization	optimization	NOUN
cana-6236	84	19	—	—	PUNCT
cana-6236	84	20	attained	attain	VERB
cana-6236	84	21	94.5	94.5	NUM
cana-6236	84	22	%	%	NOUN
cana-6236	84	23	accuracy	accuracy	NOUN
cana-6236	84	24	,	,	PUNCT
cana-6236	84	25	outperforming	outperform	VERB
cana-6236	84	26	other	other	ADJ
cana-6236	84	27	architectures	architecture	NOUN
cana-6236	84	28	[	[	X
cana-6236	84	29	13	13	NUM
cana-6236	84	30	]	]	PUNCT
cana-6236	84	31	.	.	PUNCT
cana-6236	85	1	this	this	PRON
cana-6236	85	2	suggests	suggest	VERB
cana-6236	85	3	that	that	SCONJ
cana-6236	85	4	combining	combine	VERB
cana-6236	85	5	ultrasound	ultrasound	NOUN
cana-6236	85	6	with	with	ADP
cana-6236	85	7	mammogram	mammogram	NOUN
cana-6236	85	8	imaging	imaging	NOUN
cana-6236	85	9	could	could	AUX
cana-6236	85	10	further	far	ADV
cana-6236	85	11	enhance	enhance	VERB
cana-6236	85	12	communications	communication	NOUN
cana-6236	85	13	on	on	ADP
cana-6236	85	14	applied	apply	VERB
cana-6236	85	15	nonlinear	nonlinear	ADJ
cana-6236	85	16	analysis	analysis	NOUN
cana-6236	85	17	issn	issn	NOUN
cana-6236	85	18	:	:	PUNCT
cana-6236	85	19	1074	1074	NUM
cana-6236	85	20	-	-	PUNCT
cana-6236	85	21	133x	133x	NUM
cana-6236	85	22	vol	vol	NOUN
cana-6236	85	23	32	32	NUM
cana-6236	85	24	no	no	NOUN
cana-6236	85	25	.	.	PUNCT
cana-6236	86	1	6s	6s	NUM
cana-6236	86	2	(	(	PUNCT
cana-6236	86	3	2025	2025	NUM
cana-6236	86	4	)	)	PUNCT
cana-6236	86	5	618	618	NUM
cana-6236	87	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	87	2	diagnostic	diagnostic	ADJ
cana-6236	87	3	accuracy	accuracy	NOUN
cana-6236	87	4	.	.	PUNCT
cana-6236	88	1	another	another	DET
cana-6236	88	2	study	study	NOUN
cana-6236	88	3	simulated	simulate	VERB
cana-6236	88	4	radiologist	radiologist	NOUN
cana-6236	88	5	workflows	workflow	NOUN
cana-6236	88	6	by	by	ADP
cana-6236	88	7	integrating	integrate	VERB
cana-6236	88	8	multiple	multiple	ADJ
cana-6236	88	9	mammogram	mammogram	NOUN
cana-6236	88	10	views	view	NOUN
cana-6236	88	11	and	and	CCONJ
cana-6236	88	12	patient	patient	ADJ
cana-6236	88	13	data	datum	NOUN
cana-6236	88	14	,	,	PUNCT
cana-6236	88	15	achieving	achieve	VERB
cana-6236	88	16	improved	improved	ADJ
cana-6236	88	17	reliability	reliability	NOUN
cana-6236	88	18	[	[	X
cana-6236	88	19	45	45	NUM
cana-6236	88	20	]	]	PUNCT
cana-6236	88	21	.	.	PUNCT
cana-6236	89	1	transformerbased	transformerbase	VERB
cana-6236	89	2	and	and	CCONJ
cana-6236	89	3	graph	graph	VERB
cana-6236	89	4	neural	neural	ADJ
cana-6236	89	5	network	network	NOUN
cana-6236	89	6	models	model	NOUN
cana-6236	89	7	have	have	AUX
cana-6236	89	8	also	also	ADV
cana-6236	89	9	shown	show	VERB
cana-6236	89	10	strong	strong	ADJ
cana-6236	89	11	performance	performance	NOUN
cana-6236	89	12	when	when	SCONJ
cana-6236	89	13	analyzing	analyze	VERB
cana-6236	89	14	multi	multi	ADJ
cana-6236	89	15	-	-	ADJ
cana-6236	89	16	view	view	ADJ
cana-6236	89	17	mammograms	mammogram	NOUN
cana-6236	89	18	,	,	PUNCT
cana-6236	89	19	with	with	ADP
cana-6236	89	20	ensemble	ensemble	ADJ
cana-6236	89	21	versions	version	NOUN
cana-6236	89	22	delivering	deliver	VERB
cana-6236	89	23	the	the	DET
cana-6236	89	24	best	good	ADJ
cana-6236	89	25	outcomes	outcome	NOUN
cana-6236	89	26	[	[	X
cana-6236	89	27	35	35	NUM
cana-6236	89	28	]	]	PUNCT
cana-6236	89	29	.	.	PUNCT
cana-6236	90	1	a	a	DET
cana-6236	90	2	large	large	ADJ
cana-6236	90	3	-	-	PUNCT
cana-6236	90	4	scale	scale	NOUN
cana-6236	90	5	study	study	NOUN
cana-6236	90	6	on	on	ADP
cana-6236	90	7	asian	asian	ADJ
cana-6236	90	8	women	woman	NOUN
cana-6236	90	9	employed	employ	VERB
cana-6236	90	10	a	a	DET
cana-6236	90	11	multi	multi	ADJ
cana-6236	90	12	-	-	ADJ
cana-6236	90	13	view	view	ADJ
cana-6236	90	14	cnn	cnn	PROPN
cana-6236	90	15	system	system	NOUN
cana-6236	90	16	to	to	PART
cana-6236	90	17	analyze	analyze	VERB
cana-6236	90	18	over	over	ADP
cana-6236	90	19	24,000	24,000	NUM
cana-6236	90	20	mammograms	mammogram	NOUN
cana-6236	90	21	,	,	PUNCT
cana-6236	90	22	achieving	achieve	VERB
cana-6236	90	23	an	an	DET
cana-6236	90	24	exceptional	exceptional	ADJ
cana-6236	90	25	auc	auc	NOUN
cana-6236	90	26	of	of	ADP
cana-6236	90	27	0.995	0.995	NUM
cana-6236	90	28	[	[	X
cana-6236	90	29	48	48	NUM
cana-6236	90	30	]	]	PUNCT
cana-6236	90	31	.	.	PUNCT
cana-6236	91	1	this	this	DET
cana-6236	91	2	system	system	NOUN
cana-6236	91	3	notably	notably	ADV
cana-6236	91	4	helped	help	VERB
cana-6236	91	5	radiologists	radiologist	NOUN
cana-6236	91	6	reduce	reduce	VERB
cana-6236	91	7	diagnostic	diagnostic	ADJ
cana-6236	91	8	errors	error	NOUN
cana-6236	91	9	,	,	PUNCT
cana-6236	91	10	particularly	particularly	ADV
cana-6236	91	11	in	in	ADP
cana-6236	91	12	dense	dense	ADJ
cana-6236	91	13	breast	breast	NOUN
cana-6236	91	14	tissues	tissue	NOUN
cana-6236	91	15	.	.	PUNCT
cana-6236	92	1	another	another	DET
cana-6236	92	2	study	study	NOUN
cana-6236	92	3	that	that	PRON
cana-6236	92	4	integrated	integrate	VERB
cana-6236	92	5	traditional	traditional	ADJ
cana-6236	92	6	handcrafted	handcrafted	ADJ
cana-6236	92	7	features	feature	NOUN
cana-6236	92	8	with	with	ADP
cana-6236	92	9	deep	deep	ADJ
cana-6236	92	10	learning	learning	NOUN
cana-6236	92	11	methods	method	NOUN
cana-6236	92	12	achieved	achieve	VERB
cana-6236	92	13	97.14	97.14	NUM
cana-6236	92	14	%	%	NOUN
cana-6236	92	15	accuracy	accuracy	NOUN
cana-6236	92	16	on	on	ADP
cana-6236	92	17	the	the	DET
cana-6236	92	18	mias	mias	PROPN
cana-6236	92	19	dataset	dataset	VERB
cana-6236	92	20	by	by	ADP
cana-6236	92	21	effectively	effectively	ADV
cana-6236	92	22	addressing	address	VERB
cana-6236	92	23	challenges	challenge	NOUN
cana-6236	92	24	such	such	ADJ
cana-6236	92	25	as	as	ADP
cana-6236	92	26	image	image	NOUN
cana-6236	92	27	noise	noise	NOUN
cana-6236	92	28	and	and	CCONJ
cana-6236	92	29	overlapping	overlap	VERB
cana-6236	92	30	tissue	tissue	NOUN
cana-6236	92	31	structures	structure	NOUN
cana-6236	92	32	[	[	X
cana-6236	92	33	51	51	NUM
cana-6236	92	34	]	]	PUNCT
cana-6236	92	35	.	.	PUNCT
cana-6236	93	1	3	3	NUM
cana-6236	93	2	research	research	NOUN
cana-6236	93	3	methodology	methodology	NOUN
cana-6236	93	4	in	in	ADP
cana-6236	93	5	this	this	DET
cana-6236	93	6	study	study	NOUN
cana-6236	93	7	,	,	PUNCT
cana-6236	93	8	the	the	DET
cana-6236	93	9	research	research	NOUN
cana-6236	93	10	methodology	methodology	NOUN
cana-6236	93	11	emphasizes	emphasize	VERB
cana-6236	93	12	the	the	DET
cana-6236	93	13	development	development	NOUN
cana-6236	93	14	of	of	ADP
cana-6236	93	15	reliable	reliable	ADJ
cana-6236	93	16	deep	deep	ADJ
cana-6236	93	17	learning	learning	NOUN
cana-6236	93	18	models	model	NOUN
cana-6236	93	19	to	to	PART
cana-6236	93	20	classify	classify	VERB
cana-6236	93	21	mammogram	mammogram	NOUN
cana-6236	93	22	images	image	NOUN
cana-6236	93	23	into	into	ADP
cana-6236	93	24	benign	benign	ADJ
cana-6236	93	25	,	,	PUNCT
cana-6236	93	26	malignant	malignant	ADJ
cana-6236	93	27	,	,	PUNCT
cana-6236	93	28	and	and	CCONJ
cana-6236	93	29	normal	normal	ADJ
cana-6236	93	30	categories	category	NOUN
cana-6236	93	31	using	use	VERB
cana-6236	93	32	the	the	DET
cana-6236	93	33	inbreast	inbreast	NOUN
cana-6236	93	34	,	,	PUNCT
cana-6236	93	35	mias	mias	PROPN
cana-6236	93	36	,	,	PUNCT
cana-6236	93	37	and	and	CCONJ
cana-6236	93	38	ddsm	ddsm	ADJ
cana-6236	93	39	datasets	dataset	NOUN
cana-6236	93	40	.	.	PUNCT
cana-6236	94	1	the	the	DET
cana-6236	94	2	process	process	NOUN
cana-6236	94	3	involves	involve	VERB
cana-6236	94	4	data	data	NOUN
cana-6236	94	5	collection	collection	NOUN
cana-6236	94	6	,	,	PUNCT
cana-6236	94	7	preprocessing	preprocessing	NOUN
cana-6236	94	8	,	,	PUNCT
cana-6236	94	9	model	model	NOUN
cana-6236	94	10	construction	construction	NOUN
cana-6236	94	11	,	,	PUNCT
cana-6236	94	12	training	training	NOUN
cana-6236	94	13	,	,	PUNCT
cana-6236	94	14	and	and	CCONJ
cana-6236	94	15	performance	performance	NOUN
cana-6236	94	16	evaluation	evaluation	NOUN
cana-6236	94	17	with	with	ADP
cana-6236	94	18	various	various	ADJ
cana-6236	94	19	cnn	cnn	PROPN
cana-6236	94	20	-	-	PUNCT
cana-6236	94	21	based	base	VERB
cana-6236	94	22	architectures	architecture	NOUN
cana-6236	94	23	.	.	PUNCT
cana-6236	95	1	the	the	DET
cana-6236	95	2	datasets	dataset	NOUN
cana-6236	95	3	are	be	AUX
cana-6236	95	4	collected	collect	VERB
cana-6236	95	5	from	from	ADP
cana-6236	95	6	kaggle	kaggle	PROPN
cana-6236	95	7	,	,	PUNCT
cana-6236	95	8	consisting	consist	VERB
cana-6236	95	9	of	of	ADP
cana-6236	95	10	26,602	26,602	NUM
cana-6236	95	11	images	image	NOUN
cana-6236	95	12	,	,	PUNCT
cana-6236	95	13	with	with	ADP
cana-6236	95	14	the	the	DET
cana-6236	95	15	distribution	distribution	NOUN
cana-6236	95	16	of	of	ADP
cana-6236	95	17	10,866	10,866	NUM
cana-6236	95	18	images	image	NOUN
cana-6236	95	19	(	(	PUNCT
cana-6236	95	20	40.8	40.8	NUM
cana-6236	95	21	%	%	NOUN
cana-6236	95	22	)	)	PUNCT
cana-6236	95	23	,	,	PUNCT
cana-6236	95	24	13,710	13,710	NUM
cana-6236	95	25	images	image	NOUN
cana-6236	95	26	(	(	PUNCT
cana-6236	95	27	51.5	51.5	NUM
cana-6236	95	28	%	%	NOUN
cana-6236	95	29	)	)	PUNCT
cana-6236	95	30	and	and	CCONJ
cana-6236	95	31	2,026	2,026	NUM
cana-6236	95	32	images	image	NOUN
cana-6236	95	33	(	(	PUNCT
cana-6236	95	34	7.6	7.6	NUM
cana-6236	95	35	%	%	NOUN
cana-6236	95	36	)	)	PUNCT
cana-6236	95	37	for	for	ADP
cana-6236	95	38	benign	benign	ADJ
cana-6236	95	39	,	,	PUNCT
cana-6236	95	40	malignant	malignant	ADJ
cana-6236	95	41	and	and	CCONJ
cana-6236	95	42	normal	normal	ADJ
cana-6236	95	43	tumor	tumor	NOUN
cana-6236	95	44	types	type	NOUN
cana-6236	95	45	respectively	respectively	ADV
cana-6236	95	46	.	.	PUNCT
cana-6236	96	1	figure	figure	VERB
cana-6236	96	2	2	2	NUM
cana-6236	96	3	:	:	PUNCT
cana-6236	96	4	distribution	distribution	NOUN
cana-6236	96	5	of	of	ADP
cana-6236	96	6	tumor	tumor	NOUN
cana-6236	96	7	types	type	NOUN
cana-6236	96	8	figure	figure	VERB
cana-6236	96	9	3	3	NUM
cana-6236	96	10	:	:	PUNCT
cana-6236	96	11	tumor	tumor	NOUN
cana-6236	96	12	type	type	NOUN
cana-6236	96	13	distribution	distribution	NOUN
cana-6236	96	14	pie	pie	NOUN
cana-6236	96	15	plot	plot	NOUN
cana-6236	96	16	communications	communication	NOUN
cana-6236	96	17	on	on	ADP
cana-6236	96	18	applied	apply	VERB
cana-6236	96	19	nonlinear	nonlinear	ADJ
cana-6236	96	20	analysis	analysis	NOUN
cana-6236	96	21	issn	issn	NOUN
cana-6236	96	22	:	:	PUNCT
cana-6236	96	23	1074	1074	NUM
cana-6236	96	24	-	-	PUNCT
cana-6236	96	25	133x	133x	NUM
cana-6236	96	26	vol	vol	NOUN
cana-6236	96	27	32	32	NUM
cana-6236	96	28	no	no	NOUN
cana-6236	96	29	.	.	PUNCT
cana-6236	97	1	6s	6s	NUM
cana-6236	97	2	(	(	PUNCT
cana-6236	97	3	2025	2025	NUM
cana-6236	97	4	)	)	PUNCT
cana-6236	97	5	619	619	NUM
cana-6236	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	97	7	3.1	3.1	NUM
cana-6236	97	8	data	datum	NOUN
cana-6236	97	9	preprocessing	preprocesse	VERB
cana-6236	97	10	the	the	DET
cana-6236	97	11	contrast	contrast	NOUN
cana-6236	97	12	limited	limit	VERB
cana-6236	97	13	adaptive	adaptive	ADJ
cana-6236	97	14	histogram	histogram	NOUN
cana-6236	97	15	equalization	equalization	NOUN
cana-6236	97	16	(	(	PUNCT
cana-6236	97	17	clahe	clahe	NOUN
cana-6236	97	18	)	)	PUNCT
cana-6236	97	19	method	method	NOUN
cana-6236	97	20	was	be	AUX
cana-6236	97	21	applied	apply	VERB
cana-6236	97	22	to	to	PART
cana-6236	97	23	improve	improve	VERB
cana-6236	97	24	the	the	DET
cana-6236	97	25	visual	visual	ADJ
cana-6236	97	26	quality	quality	NOUN
cana-6236	97	27	and	and	CCONJ
cana-6236	97	28	contrast	contrast	NOUN
cana-6236	97	29	of	of	ADP
cana-6236	97	30	the	the	DET
cana-6236	97	31	mammography	mammography	NOUN
cana-6236	97	32	images	image	NOUN
cana-6236	97	33	while	while	SCONJ
cana-6236	97	34	data	datum	NOUN
cana-6236	97	35	preprocessing	preprocessing	NOUN
cana-6236	97	36	.	.	PUNCT
cana-6236	98	1	categorical	categorical	ADJ
cana-6236	98	2	labels	label	NOUN
cana-6236	98	3	(	(	PUNCT
cana-6236	98	4	benign	benign	ADJ
cana-6236	98	5	,	,	PUNCT
cana-6236	98	6	malignant	malignant	ADJ
cana-6236	98	7	,	,	PUNCT
cana-6236	98	8	normal	normal	ADJ
cana-6236	98	9	)	)	PUNCT
cana-6236	98	10	were	be	AUX
cana-6236	98	11	numerically	numerically	ADV
cana-6236	98	12	encoded	encode	VERB
cana-6236	98	13	to	to	PART
cana-6236	98	14	facilitate	facilitate	VERB
cana-6236	98	15	model	model	NOUN
cana-6236	98	16	training	training	NOUN
cana-6236	98	17	.	.	PUNCT
cana-6236	99	1	to	to	PART
cana-6236	99	2	address	address	VERB
cana-6236	99	3	class	class	NOUN
cana-6236	99	4	imbalance	imbalance	NOUN
cana-6236	99	5	,	,	PUNCT
cana-6236	99	6	the	the	DET
cana-6236	99	7	dataset	dataset	NOUN
cana-6236	99	8	was	be	AUX
cana-6236	99	9	upsampled	upsample	VERB
cana-6236	99	10	using	use	VERB
cana-6236	99	11	resampling	resample	VERB
cana-6236	99	12	to	to	PART
cana-6236	99	13	ensure	ensure	VERB
cana-6236	99	14	that	that	SCONJ
cana-6236	99	15	each	each	DET
cana-6236	99	16	class	class	NOUN
cana-6236	99	17	contained	contain	VERB
cana-6236	99	18	13,710	13,710	NUM
cana-6236	99	19	images	image	NOUN
cana-6236	99	20	,	,	PUNCT
cana-6236	99	21	resulting	result	VERB
cana-6236	99	22	in	in	ADP
cana-6236	99	23	a	a	DET
cana-6236	99	24	balanced	balanced	ADJ
cana-6236	99	25	dataset	dataset	NOUN
cana-6236	99	26	of	of	ADP
cana-6236	99	27	41,130	41,130	NUM
cana-6236	99	28	images	image	NOUN
cana-6236	99	29	.	.	PUNCT
cana-6236	100	1	this	this	DET
cana-6236	100	2	balanced	balanced	ADJ
cana-6236	100	3	dataset	dataset	NOUN
cana-6236	100	4	was	be	AUX
cana-6236	100	5	further	far	ADV
cana-6236	100	6	divided	divide	VERB
cana-6236	100	7	into	into	ADP
cana-6236	100	8	training	training	NOUN
cana-6236	100	9	(	(	PUNCT
cana-6236	100	10	80	80	NUM
cana-6236	100	11	%	%	NOUN
cana-6236	100	12	)	)	PUNCT
cana-6236	100	13	,	,	PUNCT
cana-6236	100	14	validation	validation	NOUN
cana-6236	100	15	(	(	PUNCT
cana-6236	100	16	10	10	NUM
cana-6236	100	17	%	%	NOUN
cana-6236	100	18	)	)	PUNCT
cana-6236	100	19	,	,	PUNCT
cana-6236	100	20	and	and	CCONJ
cana-6236	100	21	test	test	NOUN
cana-6236	100	22	(	(	PUNCT
cana-6236	100	23	10	10	NUM
cana-6236	100	24	%	%	NOUN
cana-6236	100	25	)	)	PUNCT
cana-6236	100	26	sets	set	NOUN
cana-6236	100	27	using	use	VERB
cana-6236	100	28	stratified	stratified	ADJ
cana-6236	100	29	sampling	sample	VERB
cana-6236	100	30	to	to	PART
cana-6236	100	31	maintain	maintain	VERB
cana-6236	100	32	class	class	NOUN
cana-6236	100	33	distribution	distribution	NOUN
cana-6236	100	34	:	:	PUNCT
cana-6236	100	35	•	•	NUM
cana-6236	100	36	training	training	NOUN
cana-6236	100	37	set	set	NOUN
cana-6236	100	38	:	:	PUNCT
cana-6236	100	39	32,904	32,904	NUM
cana-6236	100	40	images	image	NOUN
cana-6236	100	41	•	•	PRON
cana-6236	100	42	validation	validation	NOUN
cana-6236	100	43	set	set	NOUN
cana-6236	100	44	:	:	PUNCT
cana-6236	100	45	4,113	4,113	NUM
cana-6236	100	46	images	image	NOUN
cana-6236	100	47	•	•	PRON
cana-6236	100	48	test	test	NOUN
cana-6236	100	49	set	set	NOUN
cana-6236	100	50	:	:	PUNCT
cana-6236	100	51	4,113	4,113	NUM
cana-6236	100	52	images	image	NOUN
cana-6236	100	53	the	the	DET
cana-6236	100	54	images	image	NOUN
cana-6236	100	55	were	be	AUX
cana-6236	100	56	resized	resize	VERB
cana-6236	100	57	to	to	ADP
cana-6236	100	58	224x224	224x224	NUM
cana-6236	100	59	pixels	pixel	NOUN
cana-6236	100	60	and	and	CCONJ
cana-6236	100	61	normalized	normalize	VERB
cana-6236	100	62	to	to	PART
cana-6236	100	63	maintain	maintain	VERB
cana-6236	100	64	uniformity	uniformity	NOUN
cana-6236	100	65	in	in	ADP
cana-6236	100	66	the	the	DET
cana-6236	100	67	data	datum	NOUN
cana-6236	100	68	.	.	PUNCT
cana-6236	101	1	no	no	DET
cana-6236	101	2	additional	additional	ADJ
cana-6236	101	3	data	datum	NOUN
cana-6236	101	4	augmentation	augmentation	NOUN
cana-6236	101	5	was	be	AUX
cana-6236	101	6	applied	apply	VERB
cana-6236	101	7	to	to	ADP
cana-6236	101	8	the	the	DET
cana-6236	101	9	training	training	NOUN
cana-6236	101	10	set	set	VERB
cana-6236	101	11	to	to	PART
cana-6236	101	12	maintain	maintain	VERB
cana-6236	101	13	the	the	DET
cana-6236	101	14	original	original	ADJ
cana-6236	101	15	image	image	NOUN
cana-6236	101	16	characteristics	characteristic	NOUN
cana-6236	101	17	.	.	PUNCT
cana-6236	102	1	figure	figure	VERB
cana-6236	102	2	4	4	NUM
cana-6236	102	3	:	:	PUNCT
cana-6236	102	4	classification	classification	NOUN
cana-6236	102	5	of	of	ADP
cana-6236	102	6	breast	breast	NOUN
cana-6236	102	7	cancer	cancer	NOUN
cana-6236	102	8	subtypes	subtype	NOUN
cana-6236	102	9	communications	communication	NOUN
cana-6236	102	10	on	on	ADP
cana-6236	102	11	applied	apply	VERB
cana-6236	102	12	nonlinear	nonlinear	ADJ
cana-6236	102	13	analysis	analysis	NOUN
cana-6236	102	14	issn	issn	NOUN
cana-6236	102	15	:	:	PUNCT
cana-6236	102	16	1074	1074	NUM
cana-6236	102	17	-	-	PUNCT
cana-6236	102	18	133x	133x	NUM
cana-6236	102	19	vol	vol	NOUN
cana-6236	102	20	32	32	NUM
cana-6236	102	21	no	no	NOUN
cana-6236	102	22	.	.	PUNCT
cana-6236	103	1	6s	6s	NUM
cana-6236	103	2	(	(	PUNCT
cana-6236	103	3	2025	2025	NUM
cana-6236	103	4	)	)	PUNCT
cana-6236	103	5	620	620	NUM
cana-6236	103	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-6236	103	7	3.2	3.2	NUM
cana-6236	103	8	model	model	NOUN
cana-6236	103	9	development	development	NOUN
cana-6236	103	10	five	five	NUM
cana-6236	103	11	deep	deep	ADJ
cana-6236	103	12	learning	learning	NOUN
cana-6236	103	13	models	model	NOUN
cana-6236	103	14	were	be	AUX
cana-6236	103	15	designed	design	VERB
cana-6236	103	16	and	and	CCONJ
cana-6236	103	17	evaluated	evaluate	VERB
cana-6236	103	18	for	for	ADP
cana-6236	103	19	classifying	classify	VERB
cana-6236	103	20	mammography	mammography	NOUN
cana-6236	103	21	images	image	NOUN
cana-6236	103	22	.	.	PUNCT
cana-6236	104	1	these	these	DET
cana-6236	104	2	models	model	NOUN
cana-6236	104	3	included	include	VERB
cana-6236	104	4	both	both	DET
cana-6236	104	5	transfer	transfer	NOUN
cana-6236	104	6	learning	learning	NOUN
cana-6236	104	7	architectures	architecture	NOUN
cana-6236	104	8	and	and	CCONJ
cana-6236	104	9	a	a	DET
cana-6236	104	10	custom	custom	NOUN
cana-6236	104	11	cnn	cnn	PROPN
cana-6236	104	12	model	model	NOUN
cana-6236	104	13	integrated	integrate	VERB
cana-6236	104	14	with	with	ADP
cana-6236	104	15	an	an	DET
cana-6236	104	16	attention	attention	NOUN
cana-6236	104	17	mechanism	mechanism	NOUN
cana-6236	104	18	.	.	PUNCT
cana-6236	105	1	3.2.1	3.2.1	NUM
cana-6236	105	2	transfer	transfer	NOUN
cana-6236	105	3	learning	learning	NOUN
cana-6236	105	4	models	model	NOUN
cana-6236	105	5	in	in	ADP
cana-6236	105	6	transfer	transfer	NOUN
cana-6236	105	7	learning	learning	NOUN
cana-6236	105	8	,	,	PUNCT
cana-6236	105	9	the	the	DET
cana-6236	105	10	following	follow	VERB
cana-6236	105	11	models	model	NOUN
cana-6236	105	12	were	be	AUX
cana-6236	105	13	used	use	VERB
cana-6236	105	14	.	.	PUNCT
cana-6236	106	1	•	•	NUM
cana-6236	106	2	vgg16	vgg16	PROPN
cana-6236	106	3	:	:	PUNCT
cana-6236	106	4	a	a	DET
cana-6236	106	5	pre	pre	ADJ
cana-6236	106	6	-	-	ADJ
cana-6236	106	7	trained	train	VERB
cana-6236	106	8	vgg16	vgg16	NOUN
cana-6236	106	9	model	model	NOUN
cana-6236	106	10	initialized	initialize	VERB
cana-6236	106	11	with	with	ADP
cana-6236	106	12	imagenet	imagenet	ADJ
cana-6236	106	13	weights	weight	NOUN
cana-6236	106	14	was	be	AUX
cana-6236	106	15	utilized	utilize	VERB
cana-6236	106	16	,	,	PUNCT
cana-6236	106	17	where	where	SCONJ
cana-6236	106	18	the	the	DET
cana-6236	106	19	top	top	ADJ
cana-6236	106	20	layers	layer	NOUN
cana-6236	106	21	were	be	AUX
cana-6236	106	22	modified	modify	VERB
cana-6236	106	23	to	to	PART
cana-6236	106	24	include	include	VERB
cana-6236	106	25	a	a	DET
cana-6236	106	26	global	global	ADJ
cana-6236	106	27	average	average	ADJ
cana-6236	106	28	pooling	pool	VERB
cana-6236	106	29	layer	layer	NOUN
cana-6236	106	30	,	,	PUNCT
cana-6236	106	31	a	a	DET
cana-6236	106	32	dense	dense	ADJ
cana-6236	106	33	layer	layer	NOUN
cana-6236	106	34	with	with	ADP
cana-6236	106	35	512	512	NUM
cana-6236	106	36	units	unit	NOUN
cana-6236	106	37	and	and	CCONJ
cana-6236	106	38	relu	relu	NOUN
cana-6236	106	39	activation	activation	NOUN
cana-6236	106	40	,	,	PUNCT
cana-6236	106	41	followed	follow	VERB
cana-6236	106	42	by	by	ADP
cana-6236	106	43	a	a	DET
cana-6236	106	44	dropout	dropout	NOUN
cana-6236	106	45	layer	layer	NOUN
cana-6236	106	46	(	(	PUNCT
cana-6236	106	47	rate	rate	NOUN
cana-6236	106	48	0.5	0.5	NUM
cana-6236	106	49	)	)	PUNCT
cana-6236	106	50	and	and	CCONJ
cana-6236	106	51	a	a	DET
cana-6236	106	52	softmax	softmax	ADJ
cana-6236	106	53	output	output	NOUN
cana-6236	106	54	layer	layer	NOUN
cana-6236	106	55	for	for	ADP
cana-6236	106	56	classification	classification	NOUN
cana-6236	106	57	.	.	PUNCT
cana-6236	107	1	•	•	NUM
cana-6236	107	2	inceptionv3	inceptionv3	NOUN
cana-6236	107	3	:	:	PUNCT
cana-6236	107	4	a	a	DET
cana-6236	107	5	pre	pre	ADJ
cana-6236	107	6	-	-	ADJ
cana-6236	107	7	trained	train	VERB
cana-6236	107	8	inceptionv3	inceptionv3	NOUN
cana-6236	107	9	model	model	NOUN
cana-6236	107	10	with	with	ADP
cana-6236	107	11	imagenet	imagenet	PROPN
cana-6236	107	12	weights	weight	NOUN
cana-6236	107	13	,	,	PUNCT
cana-6236	107	14	following	follow	VERB
cana-6236	107	15	the	the	DET
cana-6236	107	16	same	same	ADJ
cana-6236	107	17	architecture	architecture	NOUN
cana-6236	107	18	modifications	modification	NOUN
cana-6236	107	19	as	as	ADP
cana-6236	107	20	vgg16	vgg16	PROPN
cana-6236	107	21	.	.	PUNCT
cana-6236	108	1	•	•	NUM
cana-6236	108	2	resnet50	resnet50	NOUN
cana-6236	108	3	:	:	PUNCT
cana-6236	108	4	a	a	DET
cana-6236	108	5	pre	pre	ADJ
cana-6236	108	6	-	-	ADJ
cana-6236	108	7	trained	train	VERB
cana-6236	108	8	resnet50	resnet50	NOUN
cana-6236	108	9	model	model	NOUN
cana-6236	108	10	with	with	ADP
cana-6236	108	11	imagenet	imagenet	ADJ
cana-6236	108	12	weights	weight	NOUN
cana-6236	108	13	,	,	PUNCT
cana-6236	108	14	with	with	ADP
cana-6236	108	15	similar	similar	ADJ
cana-6236	108	16	modifications	modification	NOUN
cana-6236	108	17	.	.	PUNCT
cana-6236	109	1	•	•	NUM
cana-6236	109	2	efficientnetb0	efficientnetb0	NOUN
cana-6236	109	3	:	:	PUNCT
cana-6236	109	4	a	a	DET
cana-6236	109	5	pre	pre	ADJ
cana-6236	109	6	-	-	ADJ
cana-6236	109	7	trained	train	VERB
cana-6236	109	8	efficientnetb0	efficientnetb0	NOUN
cana-6236	109	9	model	model	NOUN
cana-6236	109	10	with	with	ADP
cana-6236	109	11	imagenet	imagenet	PROPN
cana-6236	109	12	weights	weight	NOUN
cana-6236	109	13	,	,	PUNCT
cana-6236	109	14	with	with	ADP
cana-6236	109	15	the	the	DET
cana-6236	109	16	same	same	ADJ
cana-6236	109	17	modifications	modification	NOUN
cana-6236	109	18	.	.	PUNCT
cana-6236	110	1	all	all	DET
cana-6236	110	2	pre	pre	ADJ
cana-6236	110	3	-	-	ADJ
cana-6236	110	4	trained	train	VERB
cana-6236	110	5	models	model	NOUN
cana-6236	110	6	were	be	AUX
cana-6236	110	7	frozen	freeze	VERB
cana-6236	110	8	by	by	ADP
cana-6236	110	9	making	make	VERB
cana-6236	110	10	their	their	PRON
cana-6236	110	11	parameters	parameter	NOUN
cana-6236	110	12	as	as	ADP
cana-6236	110	13	non	non	ADJ
cana-6236	110	14	-	-	ADJ
cana-6236	110	15	trainable	trainable	ADJ
cana-6236	110	16	,	,	PUNCT
cana-6236	110	17	and	and	CCONJ
cana-6236	110	18	the	the	DET
cana-6236	110	19	adam	adam	PROPN
cana-6236	110	20	optimizer	optimizer	NOUN
cana-6236	110	21	,	,	PUNCT
cana-6236	110	22	with	with	ADP
cana-6236	110	23	learning	learn	VERB
cana-6236	110	24	rate	rate	NOUN
cana-6236	110	25	=	=	NOUN
cana-6236	110	26	0.001	0.001	NUM
cana-6236	110	27	,	,	PUNCT
cana-6236	110	28	was	be	AUX
cana-6236	110	29	used	use	VERB
cana-6236	110	30	with	with	ADP
cana-6236	110	31	sparse	sparse	ADJ
cana-6236	110	32	categorical	categorical	ADJ
cana-6236	110	33	crossentropy	crossentropy	NOUN
cana-6236	110	34	loss	loss	NOUN
cana-6236	110	35	.	.	PUNCT
cana-6236	111	1	figure	figure	NOUN
cana-6236	111	2	5	5	NUM
cana-6236	111	3	:	:	PUNCT
cana-6236	111	4	transfer	transfer	NOUN
cana-6236	111	5	learning	learning	NOUN
cana-6236	111	6	using	use	VERB
cana-6236	111	7	pretrained	pretraine	VERB
cana-6236	111	8	models	model	NOUN
cana-6236	111	9	3.2.2	3.2.2	NUM
cana-6236	111	10	custom	custom	NOUN
cana-6236	111	11	cnn	cnn	PROPN
cana-6236	111	12	models	model	NOUN
cana-6236	111	13	with	with	ADP
cana-6236	111	14	attention	attention	NOUN
cana-6236	111	15	mechanisms	mechanism	NOUN
cana-6236	111	16	a	a	DET
cana-6236	111	17	custom	custom	NOUN
cana-6236	111	18	cnn	cnn	NOUN
cana-6236	111	19	based	base	VERB
cana-6236	111	20	architecture	architecture	NOUN
cana-6236	111	21	with	with	ADP
cana-6236	111	22	cbam	cbam	NOUN
cana-6236	111	23	(	(	PUNCT
cana-6236	111	24	convolutional	convolutional	ADJ
cana-6236	111	25	block	block	NOUN
cana-6236	111	26	attention	attention	NOUN
cana-6236	111	27	module	module	NOUN
cana-6236	111	28	)	)	PUNCT
cana-6236	111	29	layers	layer	NOUN
cana-6236	111	30	was	be	AUX
cana-6236	111	31	built	build	VERB
cana-6236	111	32	to	to	PART
cana-6236	111	33	improve	improve	VERB
cana-6236	111	34	feature	feature	NOUN
cana-6236	111	35	extraction	extraction	NOUN
cana-6236	111	36	through	through	ADP
cana-6236	111	37	channel	channel	NOUN
cana-6236	111	38	and	and	CCONJ
cana-6236	111	39	spatial	spatial	ADJ
cana-6236	111	40	attention	attention	NOUN
cana-6236	111	41	mechanisms	mechanism	NOUN
cana-6236	111	42	.	.	PUNCT
cana-6236	112	1	the	the	DET
cana-6236	112	2	model	model	NOUN
cana-6236	112	3	consisted	consist	VERB
cana-6236	112	4	of	of	ADP
cana-6236	112	5	:	:	PUNCT
cana-6236	112	6	•	•	NUM
cana-6236	112	7	three	three	NUM
cana-6236	112	8	convolutional	convolutional	ADJ
cana-6236	112	9	blocks	block	NOUN
cana-6236	112	10	(	(	PUNCT
cana-6236	112	11	32	32	NUM
cana-6236	112	12	,	,	PUNCT
cana-6236	112	13	64	64	NUM
cana-6236	112	14	,	,	PUNCT
cana-6236	112	15	128	128	NUM
cana-6236	112	16	filters	filter	NOUN
cana-6236	112	17	,	,	PUNCT
cana-6236	112	18	3x3	3x3	NUM
cana-6236	112	19	kernels	kernel	NOUN
cana-6236	112	20	,	,	PUNCT
cana-6236	112	21	relu	relu	NOUN
cana-6236	112	22	activation	activation	NOUN
cana-6236	112	23	,	,	PUNCT
cana-6236	112	24	same	same	ADJ
cana-6236	112	25	padding	padding	NOUN
cana-6236	112	26	)	)	PUNCT
cana-6236	112	27	.	.	PUNCT
cana-6236	113	1	•	•	NUM
cana-6236	113	2	maxpooling	maxpoole	VERB
cana-6236	113	3	layers	layer	NOUN
cana-6236	113	4	(	(	PUNCT
cana-6236	113	5	2x2	2x2	NUM
cana-6236	113	6	)	)	PUNCT
cana-6236	113	7	after	after	ADP
cana-6236	113	8	each	each	DET
cana-6236	113	9	convolutional	convolutional	ADJ
cana-6236	113	10	layer	layer	NOUN
cana-6236	113	11	.	.	PUNCT
cana-6236	114	1	•	•	NUM
cana-6236	114	2	cbam	cbam	NOUN
cana-6236	114	3	layers	layer	NOUN
cana-6236	114	4	after	after	ADP
cana-6236	114	5	each	each	DET
cana-6236	114	6	pooling	pool	VERB
cana-6236	114	7	layer	layer	NOUN
cana-6236	114	8	to	to	PART
cana-6236	114	9	focus	focus	VERB
cana-6236	114	10	on	on	ADP
cana-6236	114	11	relevant	relevant	ADJ
cana-6236	114	12	features	feature	NOUN
cana-6236	114	13	.	.	PUNCT
cana-6236	115	1	•	•	NUM
cana-6236	115	2	a	a	DET
cana-6236	115	3	global	global	ADJ
cana-6236	115	4	average	average	ADJ
cana-6236	115	5	pooling	pool	VERB
cana-6236	115	6	layer	layer	NOUN
cana-6236	115	7	,	,	PUNCT
cana-6236	115	8	a	a	DET
cana-6236	115	9	dense	dense	ADJ
cana-6236	115	10	layer	layer	NOUN
cana-6236	115	11	(	(	PUNCT
cana-6236	115	12	512	512	NUM
cana-6236	115	13	units	unit	NOUN
cana-6236	115	14	,	,	PUNCT
cana-6236	115	15	relu	relu	NOUN
cana-6236	115	16	activation	activation	NOUN
cana-6236	115	17	)	)	PUNCT
cana-6236	115	18	,	,	PUNCT
cana-6236	115	19	a	a	DET
cana-6236	115	20	dropout	dropout	NOUN
cana-6236	115	21	layer	layer	NOUN
cana-6236	115	22	(	(	PUNCT
cana-6236	115	23	0.5	0.5	NUM
cana-6236	115	24	)	)	PUNCT
cana-6236	115	25	,	,	PUNCT
cana-6236	115	26	and	and	CCONJ
cana-6236	115	27	a	a	DET
cana-6236	115	28	softmax	softmax	ADJ
cana-6236	115	29	output	output	NOUN
cana-6236	115	30	layer	layer	NOUN
cana-6236	115	31	.	.	PUNCT
cana-6236	116	1	similarly	similarly	ADV
cana-6236	116	2	to	to	PART
cana-6236	116	3	transfer	transfer	VERB
cana-6236	116	4	learning	learning	NOUN
cana-6236	116	5	models	model	NOUN
cana-6236	116	6	,	,	PUNCT
cana-6236	116	7	adam	adam	PROPN
cana-6236	116	8	optimizer	optimizer	NOUN
cana-6236	116	9	with	with	ADP
cana-6236	116	10	a	a	DET
cana-6236	116	11	learning	learn	VERB
cana-6236	116	12	rate	rate	NOUN
cana-6236	116	13	of	of	ADP
cana-6236	116	14	0.001	0.001	NUM
cana-6236	116	15	is	be	AUX
cana-6236	116	16	used	use	VERB
cana-6236	116	17	with	with	ADP
cana-6236	116	18	sparse	sparse	ADJ
cana-6236	116	19	categorical	categorical	ADJ
cana-6236	116	20	cross	cross	NOUN
cana-6236	116	21	-	-	NOUN
cana-6236	116	22	entropy	entropy	NOUN
cana-6236	116	23	as	as	ADP
cana-6236	116	24	loss	loss	NOUN
cana-6236	116	25	.	.	PUNCT
cana-6236	117	1	further	far	ADV
cana-6236	117	2	,	,	PUNCT
cana-6236	117	3	a	a	DET
cana-6236	117	4	new	new	ADJ
cana-6236	117	5	custom	custom	NOUN
cana-6236	117	6	cnn	cnn	PROPN
cana-6236	117	7	based	base	VERB
cana-6236	117	8	architecture	architecture	NOUN
cana-6236	117	9	was	be	AUX
cana-6236	117	10	built	build	VERB
cana-6236	117	11	with	with	ADP
cana-6236	117	12	a	a	DET
cana-6236	117	13	simpler	simple	ADJ
cana-6236	117	14	attention	attention	NOUN
cana-6236	117	15	mechanism	mechanism	NOUN
cana-6236	117	16	using	use	VERB
cana-6236	117	17	global	global	ADJ
cana-6236	117	18	average	average	ADJ
cana-6236	117	19	pooling	pooling	NOUN
cana-6236	117	20	,	,	PUNCT
cana-6236	117	21	1x1	1x1	NUM
cana-6236	117	22	convolution	convolution	NOUN
cana-6236	117	23	,	,	PUNCT
cana-6236	117	24	and	and	CCONJ
cana-6236	117	25	upsampling	upsample	VERB
cana-6236	117	26	to	to	PART
cana-6236	117	27	generate	generate	VERB
cana-6236	117	28	communications	communication	NOUN
cana-6236	117	29	on	on	ADP
cana-6236	117	30	applied	apply	VERB
cana-6236	117	31	nonlinear	nonlinear	ADJ
cana-6236	117	32	analysis	analysis	NOUN
cana-6236	117	33	issn	issn	NOUN
cana-6236	117	34	:	:	PUNCT
cana-6236	117	35	1074	1074	NUM
cana-6236	117	36	-	-	PUNCT
cana-6236	117	37	133x	133x	NUM
cana-6236	117	38	vol	vol	NOUN
cana-6236	117	39	32	32	NUM
cana-6236	117	40	no	no	NOUN
cana-6236	117	41	.	.	PUNCT
cana-6236	118	1	6s	6s	NUM
cana-6236	118	2	(	(	PUNCT
cana-6236	118	3	2025	2025	NUM
cana-6236	118	4	)	)	PUNCT
cana-6236	118	5	621	621	NUM
cana-6236	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	118	7	attention	attention	NOUN
cana-6236	118	8	maps	map	NOUN
cana-6236	118	9	.	.	PUNCT
cana-6236	119	1	the	the	DET
cana-6236	119	2	architecture	architecture	NOUN
cana-6236	119	3	included	include	VERB
cana-6236	119	4	:	:	PUNCT
cana-6236	119	5	•	•	NUM
cana-6236	119	6	three	three	NUM
cana-6236	119	7	convolutional	convolutional	ADJ
cana-6236	119	8	blocks	block	NOUN
cana-6236	119	9	(	(	PUNCT
cana-6236	119	10	32	32	NUM
cana-6236	119	11	,	,	PUNCT
cana-6236	119	12	64	64	NUM
cana-6236	119	13	,	,	PUNCT
cana-6236	119	14	128	128	NUM
cana-6236	119	15	filters	filter	NOUN
cana-6236	119	16	,	,	PUNCT
cana-6236	119	17	3x3	3x3	NUM
cana-6236	119	18	kernels	kernel	NOUN
cana-6236	119	19	,	,	PUNCT
cana-6236	119	20	relu	relu	NOUN
cana-6236	119	21	activation	activation	NOUN
cana-6236	119	22	,	,	PUNCT
cana-6236	119	23	same	same	ADJ
cana-6236	119	24	padding	padding	NOUN
cana-6236	119	25	)	)	PUNCT
cana-6236	119	26	.	.	PUNCT
cana-6236	120	1	•	•	NUM
cana-6236	120	2	maxpooling	maxpoole	VERB
cana-6236	120	3	layers	layer	NOUN
cana-6236	120	4	(	(	PUNCT
cana-6236	120	5	2x2	2x2	NUM
cana-6236	120	6	)	)	PUNCT
cana-6236	120	7	after	after	ADP
cana-6236	120	8	each	each	DET
cana-6236	120	9	convolutional	convolutional	ADJ
cana-6236	120	10	layer	layer	NOUN
cana-6236	120	11	.	.	PUNCT
cana-6236	121	1	•	•	NUM
cana-6236	121	2	attention	attention	NOUN
cana-6236	121	3	modules	module	NOUN
cana-6236	121	4	after	after	ADP
cana-6236	121	5	each	each	DET
cana-6236	121	6	pooling	pool	VERB
cana-6236	121	7	layer	layer	NOUN
cana-6236	121	8	to	to	PART
cana-6236	121	9	refine	refine	VERB
cana-6236	121	10	feature	feature	NOUN
cana-6236	121	11	maps	map	NOUN
cana-6236	121	12	.	.	PUNCT
cana-6236	122	1	•	•	NUM
cana-6236	122	2	a	a	DET
cana-6236	122	3	flatten	flatten	ADJ
cana-6236	122	4	layer	layer	NOUN
cana-6236	122	5	,	,	PUNCT
cana-6236	122	6	a	a	DET
cana-6236	122	7	dense	dense	ADJ
cana-6236	122	8	layer	layer	NOUN
cana-6236	122	9	(	(	PUNCT
cana-6236	122	10	256	256	NUM
cana-6236	122	11	units	unit	NOUN
cana-6236	122	12	,	,	PUNCT
cana-6236	122	13	relu	relu	NOUN
cana-6236	122	14	activation	activation	NOUN
cana-6236	122	15	)	)	PUNCT
cana-6236	122	16	,	,	PUNCT
cana-6236	122	17	a	a	DET
cana-6236	122	18	dropout	dropout	NOUN
cana-6236	122	19	layer	layer	NOUN
cana-6236	122	20	(	(	PUNCT
cana-6236	122	21	0.5	0.5	NUM
cana-6236	122	22	)	)	PUNCT
cana-6236	122	23	,	,	PUNCT
cana-6236	122	24	and	and	CCONJ
cana-6236	122	25	a	a	DET
cana-6236	122	26	softmax	softmax	ADJ
cana-6236	122	27	output	output	NOUN
cana-6236	122	28	layer	layer	NOUN
cana-6236	122	29	.	.	PUNCT
cana-6236	123	1	the	the	DET
cana-6236	123	2	model	model	NOUN
cana-6236	123	3	was	be	AUX
cana-6236	123	4	compiled	compile	VERB
cana-6236	123	5	using	use	VERB
cana-6236	123	6	the	the	DET
cana-6236	123	7	adam	adam	PROPN
cana-6236	123	8	optimizer	optimizer	NOUN
cana-6236	123	9	with	with	ADP
cana-6236	123	10	a	a	DET
cana-6236	123	11	learning	learn	VERB
cana-6236	123	12	rate	rate	NOUN
cana-6236	123	13	of	of	ADP
cana-6236	123	14	0.001	0.001	NUM
cana-6236	123	15	,	,	PUNCT
cana-6236	123	16	and	and	CCONJ
cana-6236	123	17	the	the	DET
cana-6236	123	18	loss	loss	NOUN
cana-6236	123	19	function	function	NOUN
cana-6236	123	20	was	be	AUX
cana-6236	123	21	defined	define	VERB
cana-6236	123	22	as	as	ADP
cana-6236	123	23	sparse	sparse	ADJ
cana-6236	123	24	categorical	categorical	ADJ
cana-6236	123	25	cross	cross	NOUN
cana-6236	123	26	-	-	NOUN
cana-6236	123	27	entropy	entropy	ADJ
cana-6236	123	28	.	.	PUNCT
cana-6236	124	1	figure	figure	VERB
cana-6236	124	2	6	6	NUM
cana-6236	124	3	:	:	PUNCT
cana-6236	124	4	custom	custom	PROPN
cana-6236	124	5	cnn	cnn	PROPN
cana-6236	124	6	with	with	ADP
cana-6236	124	7	cbam	cbam	NOUN
cana-6236	124	8	model	model	NOUN
cana-6236	124	9	3.3	3.3	NUM
cana-6236	124	10	model	model	NOUN
cana-6236	124	11	training	training	NOUN
cana-6236	124	12	all	all	DET
cana-6236	124	13	models	model	NOUN
cana-6236	124	14	were	be	AUX
cana-6236	124	15	trained	train	VERB
cana-6236	124	16	for	for	ADP
cana-6236	124	17	10	10	NUM
cana-6236	124	18	epochs	epoch	NOUN
cana-6236	124	19	with	with	ADP
cana-6236	124	20	a	a	DET
cana-6236	124	21	batch	batch	NOUN
cana-6236	124	22	size	size	NOUN
cana-6236	124	23	of	of	ADP
cana-6236	124	24	16	16	NUM
cana-6236	124	25	.	.	PUNCT
cana-6236	125	1	the	the	DET
cana-6236	125	2	training	training	NOUN
cana-6236	125	3	was	be	AUX
cana-6236	125	4	performed	perform	VERB
cana-6236	125	5	on	on	ADP
cana-6236	125	6	a	a	DET
cana-6236	125	7	system	system	NOUN
cana-6236	125	8	with	with	ADP
cana-6236	125	9	two	two	NUM
cana-6236	125	10	nvidia	nvidia	PROPN
cana-6236	125	11	tesla	tesla	PROPN
cana-6236	125	12	t4	t4	PROPN
cana-6236	125	13	gpus	gpus	PROPN
cana-6236	125	14	,	,	PUNCT
cana-6236	125	15	utilizing	utilize	VERB
cana-6236	125	16	tensorflow	tensorflow	NOUN
cana-6236	125	17	’s	’s	PART
cana-6236	125	18	gpu	gpu	NOUN
cana-6236	125	19	support	support	NOUN
cana-6236	125	20	for	for	ADP
cana-6236	125	21	accelerated	accelerated	ADJ
cana-6236	125	22	computation	computation	NOUN
cana-6236	125	23	.	.	PUNCT
cana-6236	126	1	imagedatagenerator	imagedatagenerator	NOUN
cana-6236	126	2	was	be	AUX
cana-6236	126	3	used	use	VERB
cana-6236	126	4	to	to	PART
cana-6236	126	5	feed	feed	VERB
cana-6236	126	6	images	image	NOUN
cana-6236	126	7	in	in	ADP
cana-6236	126	8	batches	batch	NOUN
cana-6236	126	9	to	to	ADP
cana-6236	126	10	the	the	DET
cana-6236	126	11	models	model	NOUN
cana-6236	126	12	,	,	PUNCT
cana-6236	126	13	with	with	ADP
cana-6236	126	14	shuffling	shuffle	VERB
cana-6236	126	15	enabled	enable	VERB
cana-6236	126	16	for	for	ADP
cana-6236	126	17	training	training	NOUN
cana-6236	126	18	and	and	CCONJ
cana-6236	126	19	validation	validation	NOUN
cana-6236	126	20	sets	set	NOUN
cana-6236	126	21	to	to	PART
cana-6236	126	22	ensure	ensure	VERB
cana-6236	126	23	randomization	randomization	NOUN
cana-6236	126	24	.	.	PUNCT
cana-6236	127	1	training	training	NOUN
cana-6236	127	2	and	and	CCONJ
cana-6236	127	3	validation	validation	NOUN
cana-6236	127	4	accuracy	accuracy	NOUN
cana-6236	127	5	and	and	CCONJ
cana-6236	127	6	loss	loss	NOUN
cana-6236	127	7	were	be	AUX
cana-6236	127	8	monitored	monitor	VERB
cana-6236	127	9	for	for	SCONJ
cana-6236	127	10	each	each	DET
cana-6236	127	11	epoch	epoch	NOUN
cana-6236	127	12	to	to	PART
cana-6236	127	13	assess	assess	VERB
cana-6236	127	14	model	model	NOUN
cana-6236	127	15	performance	performance	NOUN
cana-6236	127	16	and	and	CCONJ
cana-6236	127	17	convergence	convergence	NOUN
cana-6236	127	18	.	.	PUNCT
cana-6236	128	1	3.4	3.4	NUM
cana-6236	128	2	model	model	NOUN
cana-6236	128	3	evaluation	evaluation	NOUN
cana-6236	128	4	the	the	DET
cana-6236	128	5	models	model	NOUN
cana-6236	128	6	were	be	AUX
cana-6236	128	7	evaluated	evaluate	VERB
cana-6236	128	8	on	on	ADP
cana-6236	128	9	the	the	DET
cana-6236	128	10	test	test	NOUN
cana-6236	128	11	set	set	VERB
cana-6236	128	12	using	use	VERB
cana-6236	128	13	accuracy	accuracy	NOUN
cana-6236	128	14	,	,	PUNCT
cana-6236	128	15	precision	precision	NOUN
cana-6236	128	16	,	,	PUNCT
cana-6236	128	17	recall	recall	NOUN
cana-6236	128	18	,	,	PUNCT
cana-6236	128	19	and	and	CCONJ
cana-6236	128	20	f1	f1	NOUN
cana-6236	128	21	-	-	PUNCT
cana-6236	128	22	score	score	NOUN
cana-6236	128	23	,	,	PUNCT
cana-6236	128	24	derived	derive	VERB
cana-6236	128	25	from	from	ADP
cana-6236	128	26	the	the	DET
cana-6236	128	27	classification	classification	NOUN
cana-6236	128	28	report	report	NOUN
cana-6236	128	29	and	and	CCONJ
cana-6236	128	30	confusion	confusion	NOUN
cana-6236	128	31	matrix	matrix	NOUN
cana-6236	128	32	.	.	PUNCT
cana-6236	129	1	for	for	ADP
cana-6236	129	2	evaluation	evaluation	NOUN
cana-6236	129	3	,	,	PUNCT
cana-6236	129	4	following	follow	VERB
cana-6236	129	5	steps	step	NOUN
cana-6236	129	6	were	be	AUX
cana-6236	129	7	performed	perform	VERB
cana-6236	129	8	:	:	PUNCT
cana-6236	129	9	•	•	SCONJ
cana-6236	129	10	the	the	DET
cana-6236	129	11	test	test	NOUN
cana-6236	129	12	accuracy	accuracy	NOUN
cana-6236	129	13	was	be	AUX
cana-6236	129	14	computed	compute	VERB
cana-6236	129	15	using	use	VERB
cana-6236	129	16	the	the	DET
cana-6236	129	17	evaluation	evaluation	NOUN
cana-6236	129	18	method	method	NOUN
cana-6236	129	19	on	on	ADP
cana-6236	129	20	the	the	DET
cana-6236	129	21	test	test	NOUN
cana-6236	129	22	set	set	VERB
cana-6236	129	23	.	.	PUNCT
cana-6236	130	1	•	•	NUM
cana-6236	130	2	predictions	prediction	NOUN
cana-6236	130	3	were	be	AUX
cana-6236	130	4	generated	generate	VERB
cana-6236	130	5	using	use	VERB
cana-6236	130	6	the	the	DET
cana-6236	130	7	predict	predict	ADJ
cana-6236	130	8	method	method	NOUN
cana-6236	130	9	,	,	PUNCT
cana-6236	130	10	and	and	CCONJ
cana-6236	130	11	class	class	NOUN
cana-6236	130	12	labels	label	NOUN
cana-6236	130	13	were	be	AUX
cana-6236	130	14	obtained	obtain	VERB
cana-6236	130	15	by	by	ADP
cana-6236	130	16	applying	apply	VERB
cana-6236	130	17	argmax	argmax	PROPN
cana-6236	130	18	to	to	ADP
cana-6236	130	19	softmax	softmax	NOUN
cana-6236	130	20	outputs	output	NOUN
cana-6236	130	21	.	.	PUNCT
cana-6236	131	1	•	•	NUM
cana-6236	131	2	the	the	DET
cana-6236	131	3	confusion	confusion	NOUN
cana-6236	131	4	matrix	matrix	NOUN
cana-6236	131	5	is	be	AUX
cana-6236	131	6	plotted	plot	VERB
cana-6236	131	7	to	to	PART
cana-6236	131	8	visualize	visualize	VERB
cana-6236	131	9	the	the	DET
cana-6236	131	10	classification	classification	NOUN
cana-6236	131	11	performance	performance	NOUN
cana-6236	131	12	between	between	ADP
cana-6236	131	13	classes	class	NOUN
cana-6236	131	14	.	.	PUNCT
cana-6236	132	1	•	•	NUM
cana-6236	132	2	the	the	DET
cana-6236	132	3	classification	classification	NOUN
cana-6236	132	4	report	report	NOUN
cana-6236	132	5	provided	provide	VERB
cana-6236	132	6	detailed	detailed	ADJ
cana-6236	132	7	metrics	metric	NOUN
cana-6236	132	8	for	for	ADP
cana-6236	132	9	each	each	DET
cana-6236	132	10	class	class	NOUN
cana-6236	132	11	.	.	PUNCT
cana-6236	133	1	4	4	NUM
cana-6236	133	2	results	result	VERB
cana-6236	133	3	analysis	analysis	NOUN
cana-6236	133	4	this	this	DET
cana-6236	133	5	section	section	NOUN
cana-6236	133	6	outlines	outline	VERB
cana-6236	133	7	the	the	DET
cana-6236	133	8	evaluation	evaluation	NOUN
cana-6236	133	9	outcomes	outcome	NOUN
cana-6236	133	10	of	of	ADP
cana-6236	133	11	six	six	NUM
cana-6236	133	12	deep	deep	ADJ
cana-6236	133	13	learning	learning	NOUN
cana-6236	133	14	models	model	NOUN
cana-6236	133	15	developed	develop	VERB
cana-6236	133	16	for	for	ADP
cana-6236	133	17	classifying	classify	VERB
cana-6236	133	18	mammography	mammography	NOUN
cana-6236	133	19	images	image	NOUN
cana-6236	133	20	into	into	ADP
cana-6236	133	21	benign	benign	ADJ
cana-6236	133	22	,	,	PUNCT
cana-6236	133	23	malignant	malignant	ADJ
cana-6236	133	24	,	,	PUNCT
cana-6236	133	25	and	and	CCONJ
cana-6236	133	26	normal	normal	ADJ
cana-6236	133	27	categories	category	NOUN
cana-6236	133	28	.	.	PUNCT
cana-6236	134	1	among	among	ADP
cana-6236	134	2	these	these	PRON
cana-6236	134	3	,	,	PUNCT
cana-6236	134	4	the	the	DET
cana-6236	134	5	cnn	cnn	PROPN
cana-6236	134	6	model	model	NOUN
cana-6236	134	7	integrated	integrate	VERB
cana-6236	134	8	with	with	ADP
cana-6236	134	9	an	an	DET
cana-6236	134	10	attention	attention	NOUN
cana-6236	134	11	mechanism	mechanism	NOUN
cana-6236	134	12	achieved	achieve	VERB
cana-6236	134	13	the	the	DET
cana-6236	134	14	highest	high	ADJ
cana-6236	134	15	test	test	NOUN
cana-6236	134	16	accuracy	accuracy	NOUN
cana-6236	134	17	of	of	ADP
cana-6236	134	18	98.69	98.69	NUM
cana-6236	134	19	%	%	NOUN
cana-6236	134	20	.	.	PUNCT
cana-6236	135	1	,	,	PUNCT
cana-6236	135	2	showing	show	VERB
cana-6236	135	3	an	an	DET
cana-6236	135	4	almost	almost	ADV
cana-6236	135	5	perfect	perfect	ADJ
cana-6236	135	6	classification	classification	NOUN
cana-6236	135	7	across	across	ADP
cana-6236	135	8	all	all	DET
cana-6236	135	9	classes	class	NOUN
cana-6236	135	10	.	.	PUNCT
cana-6236	136	1	this	this	PRON
cana-6236	136	2	is	be	AUX
cana-6236	136	3	because	because	SCONJ
cana-6236	136	4	of	of	ADP
cana-6236	136	5	its	its	PRON
cana-6236	136	6	ability	ability	NOUN
cana-6236	136	7	to	to	PART
cana-6236	136	8	focus	focus	VERB
cana-6236	136	9	on	on	ADP
cana-6236	136	10	important	important	ADJ
cana-6236	136	11	features	feature	NOUN
cana-6236	136	12	present	present	ADJ
cana-6236	136	13	in	in	ADP
cana-6236	136	14	the	the	DET
cana-6236	136	15	images	image	NOUN
cana-6236	136	16	due	due	ADP
cana-6236	136	17	to	to	ADP
cana-6236	136	18	the	the	DET
cana-6236	136	19	attention	attention	NOUN
cana-6236	136	20	mechanism	mechanism	NOUN
cana-6236	136	21	.	.	PUNCT
cana-6236	137	1	inceptionv3	inceptionv3	NOUN
cana-6236	137	2	and	and	CCONJ
cana-6236	137	3	vgg16	vgg16	PROPN
cana-6236	137	4	also	also	ADV
cana-6236	137	5	performed	perform	VERB
cana-6236	137	6	well	well	ADV
cana-6236	137	7	,	,	PUNCT
cana-6236	137	8	with	with	ADP
cana-6236	137	9	accuracies	accuracy	NOUN
cana-6236	137	10	of	of	ADP
cana-6236	137	11	93.90	93.90	NUM
cana-6236	137	12	%	%	NOUN
cana-6236	137	13	and	and	CCONJ
cana-6236	137	14	93.00	93.00	NUM
cana-6236	137	15	%	%	NOUN
cana-6236	137	16	respectively	respectively	ADV
cana-6236	137	17	,	,	PUNCT
cana-6236	137	18	showing	show	VERB
cana-6236	137	19	balanced	balanced	ADJ
cana-6236	137	20	precision	precision	NOUN
cana-6236	137	21	and	and	CCONJ
cana-6236	137	22	recall	recall	NOUN
cana-6236	137	23	.	.	PUNCT
cana-6236	138	1	communications	communication	NOUN
cana-6236	138	2	on	on	ADP
cana-6236	138	3	applied	apply	VERB
cana-6236	138	4	nonlinear	nonlinear	ADJ
cana-6236	138	5	analysis	analysis	NOUN
cana-6236	138	6	issn	issn	NOUN
cana-6236	138	7	:	:	PUNCT
cana-6236	138	8	1074	1074	NUM
cana-6236	138	9	-	-	PUNCT
cana-6236	138	10	133x	133x	NUM
cana-6236	138	11	vol	vol	NOUN
cana-6236	138	12	32	32	NUM
cana-6236	138	13	no	no	NOUN
cana-6236	138	14	.	.	PUNCT
cana-6236	139	1	6s	6s	NUM
cana-6236	139	2	(	(	PUNCT
cana-6236	139	3	2025	2025	NUM
cana-6236	139	4	)	)	PUNCT
cana-6236	139	5	622	622	NUM
cana-6236	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	139	7	however	however	ADV
cana-6236	139	8	,	,	PUNCT
cana-6236	139	9	both	both	PRON
cana-6236	139	10	got	get	VERB
cana-6236	139	11	occasionally	occasionally	ADV
cana-6236	139	12	confused	confuse	VERB
cana-6236	139	13	with	with	ADP
cana-6236	139	14	the	the	DET
cana-6236	139	15	benign	benign	ADJ
cana-6236	139	16	and	and	CCONJ
cana-6236	139	17	malignant	malignant	ADJ
cana-6236	139	18	classes	class	NOUN
cana-6236	139	19	.	.	PUNCT
cana-6236	140	1	cnn	cnn	PROPN
cana-6236	140	2	with	with	ADP
cana-6236	140	3	cbam	cbam	NOUN
cana-6236	140	4	achieved	achieve	VERB
cana-6236	140	5	88.96	88.96	NUM
cana-6236	140	6	%	%	NOUN
cana-6236	140	7	accuracy	accuracy	NOUN
cana-6236	140	8	,	,	PUNCT
cana-6236	140	9	performing	perform	VERB
cana-6236	140	10	well	well	ADV
cana-6236	140	11	on	on	ADP
cana-6236	140	12	normal	normal	ADJ
cana-6236	140	13	cases	case	NOUN
cana-6236	140	14	but	but	CCONJ
cana-6236	140	15	with	with	ADP
cana-6236	140	16	lower	low	ADJ
cana-6236	140	17	recall	recall	NOUN
cana-6236	140	18	for	for	ADP
cana-6236	140	19	benign	benign	ADJ
cana-6236	140	20	ones	one	NOUN
cana-6236	140	21	.	.	PUNCT
cana-6236	141	1	resnet50	resnet50	NOUN
cana-6236	141	2	showed	show	VERB
cana-6236	141	3	moderate	moderate	ADJ
cana-6236	141	4	accuracy	accuracy	NOUN
cana-6236	141	5	(	(	PUNCT
cana-6236	141	6	83.18	83.18	NUM
cana-6236	141	7	%	%	NOUN
cana-6236	141	8	)	)	PUNCT
cana-6236	141	9	and	and	CCONJ
cana-6236	141	10	struggled	struggle	VERB
cana-6236	141	11	to	to	PART
cana-6236	141	12	differentiate	differentiate	VERB
cana-6236	141	13	between	between	ADP
cana-6236	141	14	benign	benign	ADJ
cana-6236	141	15	and	and	CCONJ
cana-6236	141	16	malignant	malignant	ADJ
cana-6236	141	17	images	image	NOUN
cana-6236	141	18	effectively	effectively	ADV
cana-6236	141	19	.	.	PUNCT
cana-6236	142	1	efficientnetb0	efficientnetb0	PROPN
cana-6236	142	2	performed	perform	VERB
cana-6236	142	3	the	the	DET
cana-6236	142	4	worst	bad	ADJ
cana-6236	142	5	,	,	PUNCT
cana-6236	142	6	with	with	ADP
cana-6236	142	7	an	an	DET
cana-6236	142	8	accuracy	accuracy	NOUN
cana-6236	142	9	of	of	ADP
cana-6236	142	10	only	only	ADV
cana-6236	142	11	33.33	33.33	NUM
cana-6236	142	12	%	%	NOUN
cana-6236	142	13	,	,	PUNCT
cana-6236	142	14	as	as	SCONJ
cana-6236	142	15	it	it	PRON
cana-6236	142	16	did	do	AUX
cana-6236	142	17	not	not	PART
cana-6236	142	18	learn	learn	VERB
cana-6236	142	19	meaningful	meaningful	ADJ
cana-6236	142	20	patterns	pattern	NOUN
cana-6236	142	21	and	and	CCONJ
cana-6236	142	22	classified	classify	VERB
cana-6236	142	23	almost	almost	ADV
cana-6236	142	24	all	all	PRON
cana-6236	142	25	samples	sample	NOUN
cana-6236	142	26	as	as	ADP
cana-6236	142	27	malignant	malignant	ADJ
cana-6236	142	28	.	.	PUNCT
cana-6236	143	1	in	in	ADP
cana-6236	143	2	general	general	ADJ
cana-6236	143	3	,	,	PUNCT
cana-6236	143	4	models	model	NOUN
cana-6236	143	5	that	that	PRON
cana-6236	143	6	used	use	VERB
cana-6236	143	7	attention	attention	NOUN
cana-6236	143	8	mechanisms	mechanism	NOUN
cana-6236	143	9	and	and	CCONJ
cana-6236	143	10	deeper	deep	ADJ
cana-6236	143	11	architectures	architecture	NOUN
cana-6236	143	12	showed	show	VERB
cana-6236	143	13	superior	superior	ADJ
cana-6236	143	14	results	result	NOUN
cana-6236	143	15	in	in	ADP
cana-6236	143	16	accurately	accurately	ADV
cana-6236	143	17	classifying	classify	VERB
cana-6236	143	18	mammography	mammography	NOUN
cana-6236	143	19	images	image	NOUN
cana-6236	143	20	.	.	PUNCT
cana-6236	144	1	the	the	DET
cana-6236	144	2	table-1	table-1	PROPN
cana-6236	144	3	summarizes	summarize	VERB
cana-6236	144	4	the	the	DET
cana-6236	144	5	performance	performance	NOUN
cana-6236	144	6	of	of	ADP
cana-6236	144	7	all	all	DET
cana-6236	144	8	models	model	NOUN
cana-6236	144	9	on	on	ADP
cana-6236	144	10	the	the	DET
cana-6236	144	11	test	test	NOUN
cana-6236	144	12	set	set	NOUN
cana-6236	144	13	,	,	PUNCT
cana-6236	144	14	including	include	VERB
cana-6236	144	15	accuracy	accuracy	NOUN
cana-6236	144	16	and	and	CCONJ
cana-6236	144	17	f1	f1	NOUN
cana-6236	144	18	-	-	PUNCT
cana-6236	144	19	scores	score	NOUN
cana-6236	144	20	for	for	ADP
cana-6236	144	21	each	each	DET
cana-6236	144	22	class	class	NOUN
cana-6236	144	23	.	.	PUNCT
cana-6236	145	1	table	table	NOUN
cana-6236	145	2	1	1	NUM
cana-6236	145	3	:	:	PUNCT
cana-6236	145	4	comparative	comparative	ADJ
cana-6236	145	5	performance	performance	NOUN
cana-6236	145	6	of	of	ADP
cana-6236	145	7	models	model	NOUN
cana-6236	145	8	on	on	ADP
cana-6236	145	9	the	the	DET
cana-6236	145	10	test	test	NOUN
cana-6236	145	11	set	set	VERB
cana-6236	145	12	model	model	NOUN
cana-6236	145	13	accuracy	accuracy	NOUN
cana-6236	145	14	benign	benign	ADJ
cana-6236	145	15	f1	f1	NOUN
cana-6236	145	16	malignant	malignant	ADJ
cana-6236	145	17	f1	f1	NOUN
cana-6236	145	18	normal	normal	ADJ
cana-6236	145	19	f1	f1	NOUN
cana-6236	145	20	vgg16	vgg16	NOUN
cana-6236	145	21	93.00	93.00	NUM
cana-6236	145	22	%	%	NOUN
cana-6236	146	1	0.89	0.89	NUM
cana-6236	146	2	0.90	0.90	NUM
cana-6236	146	3	1.00	1.00	NUM
cana-6236	146	4	inceptionv3	inceptionv3	NOUN
cana-6236	146	5	93.90	93.90	NUM
cana-6236	146	6	%	%	NOUN
cana-6236	146	7	0.90	0.90	NUM
cana-6236	146	8	0.91	0.91	NUM
cana-6236	146	9	1.00	1.00	NUM
cana-6236	146	10	resnet50	resnet50	NOUN
cana-6236	146	11	83.18	83.18	NUM
cana-6236	146	12	%	%	NOUN
cana-6236	146	13	0.74	0.74	NUM
cana-6236	146	14	0.78	0.78	NUM
cana-6236	146	15	0.96	0.96	NUM
cana-6236	146	16	efficientnetb0	efficientnetb0	NOUN
cana-6236	146	17	33.33	33.33	NUM
cana-6236	146	18	%	%	NOUN
cana-6236	146	19	0.00	0.00	NUM
cana-6236	146	20	0.50	0.50	NUM
cana-6236	146	21	0.00	0.00	NUM
cana-6236	146	22	cnn	cnn	PROPN
cana-6236	146	23	with	with	ADP
cana-6236	146	24	cbam	cbam	NOUN
cana-6236	146	25	88.96	88.96	NUM
cana-6236	146	26	%	%	NOUN
cana-6236	146	27	0.81	0.81	NUM
cana-6236	146	28	0.85	0.85	NUM
cana-6236	146	29	1.00	1.00	NUM
cana-6236	146	30	cnn	cnn	NOUN
cana-6236	146	31	with	with	ADP
cana-6236	146	32	attention	attention	NOUN
cana-6236	146	33	98.69	98.69	NUM
cana-6236	146	34	%	%	NOUN
cana-6236	146	35	0.98	0.98	NUM
cana-6236	146	36	0.98	0.98	NUM
cana-6236	146	37	1.00	1.00	NUM
cana-6236	146	38	figure	figure	NOUN
cana-6236	146	39	7	7	NUM
cana-6236	146	40	:	:	PUNCT
cana-6236	146	41	accuracy	accuracy	NOUN
cana-6236	146	42	comparison	comparison	NOUN
cana-6236	146	43	of	of	ADP
cana-6236	146	44	all	all	DET
cana-6236	146	45	model	model	NOUN
cana-6236	146	46	’s	’s	PART
cana-6236	146	47	4.1	4.1	NUM
cana-6236	146	48	training	training	NOUN
cana-6236	146	49	dynamics	dynamic	NOUN
cana-6236	146	50	accuracy	accuracy	NOUN
cana-6236	146	51	and	and	CCONJ
cana-6236	146	52	loss	loss	NOUN
cana-6236	146	53	curves	curve	NOUN
cana-6236	146	54	:	:	PUNCT
cana-6236	146	55	•	•	NUM
cana-6236	146	56	vgg16	vgg16	NOUN
cana-6236	146	57	and	and	CCONJ
cana-6236	146	58	inceptionv3	inceptionv3	NOUN
cana-6236	146	59	:	:	PUNCT
cana-6236	146	60	showed	show	VERB
cana-6236	146	61	a	a	DET
cana-6236	146	62	steady	steady	ADJ
cana-6236	146	63	improvement	improvement	NOUN
cana-6236	146	64	in	in	ADP
cana-6236	146	65	accuracy	accuracy	NOUN
cana-6236	146	66	and	and	CCONJ
cana-6236	146	67	decreased	decrease	VERB
cana-6236	146	68	loss	loss	NOUN
cana-6236	146	69	,	,	PUNCT
cana-6236	146	70	with	with	ADP
cana-6236	146	71	minimal	minimal	ADJ
cana-6236	146	72	overfitting	overfitting	NOUN
cana-6236	146	73	.	.	PUNCT
cana-6236	147	1	•	•	NUM
cana-6236	147	2	resnet50	resnet50	NOUN
cana-6236	147	3	:	:	PUNCT
cana-6236	147	4	showed	show	VERB
cana-6236	147	5	slower	slow	ADJ
cana-6236	147	6	convergence	convergence	NOUN
cana-6236	147	7	and	and	CCONJ
cana-6236	147	8	higher	high	ADJ
cana-6236	147	9	validation	validation	NOUN
cana-6236	147	10	loss	loss	NOUN
cana-6236	147	11	,	,	PUNCT
cana-6236	147	12	indicating	indicate	VERB
cana-6236	147	13	potential	potential	NOUN
cana-6236	147	14	under	under	ADP
cana-6236	147	15	fitting	fitting	ADJ
cana-6236	147	16	or	or	CCONJ
cana-6236	147	17	suboptimal	suboptimal	ADJ
cana-6236	147	18	feature	feature	NOUN
cana-6236	147	19	extraction	extraction	NOUN
cana-6236	147	20	.	.	PUNCT
cana-6236	148	1	•	•	NUM
cana-6236	148	2	efficientnetb0	efficientnetb0	PROPN
cana-6236	148	3	:	:	PUNCT
cana-6236	148	4	resulted	result	VERB
cana-6236	148	5	in	in	ADP
cana-6236	148	6	33.33	33.33	NUM
cana-6236	148	7	%	%	NOUN
cana-6236	148	8	accuracy	accuracy	NOUN
cana-6236	148	9	and	and	CCONJ
cana-6236	148	10	constant	constant	ADJ
cana-6236	148	11	loss	loss	NOUN
cana-6236	148	12	(	(	PUNCT
cana-6236	148	13	∼1.098	∼1.098	NOUN
cana-6236	148	14	)	)	PUNCT
cana-6236	148	15	,	,	PUNCT
cana-6236	148	16	suggesting	suggest	VERB
cana-6236	148	17	communications	communication	NOUN
cana-6236	148	18	on	on	ADP
cana-6236	148	19	applied	apply	VERB
cana-6236	148	20	nonlinear	nonlinear	ADJ
cana-6236	148	21	analysis	analysis	NOUN
cana-6236	148	22	issn	issn	NOUN
cana-6236	148	23	:	:	PUNCT
cana-6236	148	24	1074	1074	NUM
cana-6236	148	25	-	-	PUNCT
cana-6236	148	26	133x	133x	NUM
cana-6236	148	27	vol	vol	NOUN
cana-6236	148	28	32	32	NUM
cana-6236	148	29	no	no	NOUN
cana-6236	148	30	.	.	PUNCT
cana-6236	149	1	6s	6s	NUM
cana-6236	149	2	(	(	PUNCT
cana-6236	149	3	2025	2025	NUM
cana-6236	149	4	)	)	PUNCT
cana-6236	149	5	623	623	NUM
cana-6236	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	149	7	that	that	SCONJ
cana-6236	149	8	the	the	DET
cana-6236	149	9	model	model	NOUN
cana-6236	149	10	did	do	AUX
cana-6236	149	11	not	not	PART
cana-6236	149	12	learn	learn	VERB
cana-6236	149	13	discriminative	discriminative	NOUN
cana-6236	149	14	features	feature	NOUN
cana-6236	149	15	.	.	PUNCT
cana-6236	150	1	•	•	NUM
cana-6236	150	2	cnn	cnn	PROPN
cana-6236	150	3	with	with	ADP
cana-6236	150	4	cbam	cbam	NOUN
cana-6236	150	5	:	:	PUNCT
cana-6236	150	6	improved	improve	VERB
cana-6236	150	7	steadily	steadily	ADV
cana-6236	150	8	but	but	CCONJ
cana-6236	150	9	showed	show	VERB
cana-6236	150	10	slight	slight	ADJ
cana-6236	150	11	overfitting	overfitting	NOUN
cana-6236	150	12	.	.	PUNCT
cana-6236	151	1	•	•	NUM
cana-6236	151	2	cnn	cnn	PROPN
cana-6236	151	3	with	with	ADP
cana-6236	151	4	attention	attention	NOUN
cana-6236	151	5	:	:	PUNCT
cana-6236	151	6	exhibited	exhibit	VERB
cana-6236	151	7	rapid	rapid	ADJ
cana-6236	151	8	convergence	convergence	NOUN
cana-6236	151	9	,	,	PUNCT
cana-6236	151	10	with	with	ADP
cana-6236	151	11	validation	validation	NOUN
cana-6236	151	12	accuracy	accuracy	NOUN
cana-6236	151	13	reaching	reach	VERB
cana-6236	151	14	98.71	98.71	NUM
cana-6236	151	15	%	%	NOUN
cana-6236	151	16	and	and	CCONJ
cana-6236	151	17	minimal	minimal	ADJ
cana-6236	151	18	gap	gap	NOUN
cana-6236	151	19	between	between	ADP
cana-6236	151	20	training	training	NOUN
cana-6236	151	21	and	and	CCONJ
cana-6236	151	22	validation	validation	NOUN
cana-6236	151	23	metrics	metric	NOUN
cana-6236	151	24	,	,	PUNCT
cana-6236	151	25	indicating	indicate	VERB
cana-6236	151	26	excellent	excellent	ADJ
cana-6236	151	27	generalization	generalization	NOUN
cana-6236	151	28	.	.	PUNCT
cana-6236	152	1	according	accord	VERB
cana-6236	152	2	to	to	ADP
cana-6236	152	3	the	the	DET
cana-6236	152	4	confusion	confusion	NOUN
cana-6236	152	5	matrix	matrix	NOUN
cana-6236	152	6	,	,	PUNCT
cana-6236	152	7	cnn	cnn	PROPN
cana-6236	152	8	with	with	ADP
cana-6236	152	9	attention	attention	NOUN
cana-6236	152	10	had	have	VERB
cana-6236	152	11	the	the	DET
cana-6236	152	12	fewest	few	ADJ
cana-6236	152	13	misclassifications	misclassification	NOUN
cana-6236	152	14	,	,	PUNCT
cana-6236	152	15	followed	follow	VERB
cana-6236	152	16	by	by	ADP
cana-6236	152	17	inceptionv3	inceptionv3	NOUN
cana-6236	152	18	and	and	CCONJ
cana-6236	152	19	vgg16	vgg16	PROPN
cana-6236	152	20	.	.	PUNCT
cana-6236	153	1	resnet50	resnet50	PROPN
cana-6236	153	2	and	and	CCONJ
cana-6236	153	3	cnn	cnn	PROPN
cana-6236	153	4	with	with	ADP
cana-6236	153	5	cbam	cbam	NOUN
cana-6236	153	6	showed	show	VERB
cana-6236	153	7	more	more	ADJ
cana-6236	153	8	errors	error	NOUN
cana-6236	153	9	in	in	ADP
cana-6236	153	10	benign	benign	ADJ
cana-6236	153	11	-	-	PUNCT
cana-6236	153	12	malignant	malignant	ADJ
cana-6236	153	13	differentiation	differentiation	NOUN
cana-6236	153	14	,	,	PUNCT
cana-6236	153	15	while	while	SCONJ
cana-6236	153	16	efficientnetb0	efficientnetb0	NOUN
cana-6236	153	17	misclassified	misclassifie	VERB
cana-6236	153	18	all	all	DET
cana-6236	153	19	benign	benign	ADJ
cana-6236	153	20	and	and	CCONJ
cana-6236	153	21	normal	normal	ADJ
cana-6236	153	22	cases	case	NOUN
cana-6236	153	23	.	.	PUNCT
cana-6236	154	1	figure	figure	VERB
cana-6236	154	2	8	8	NUM
cana-6236	154	3	:	:	PUNCT
cana-6236	154	4	confusion	confusion	NOUN
cana-6236	154	5	matrix	matrix	NOUN
cana-6236	154	6	of	of	ADP
cana-6236	154	7	all	all	DET
cana-6236	154	8	models	model	NOUN
cana-6236	154	9	figure	figure	VERB
cana-6236	154	10	9	9	NUM
cana-6236	154	11	:	:	PUNCT
cana-6236	154	12	training	training	NOUN
cana-6236	154	13	and	and	CCONJ
cana-6236	154	14	validation	validation	NOUN
cana-6236	154	15	accuracy	accuracy	NOUN
cana-6236	154	16	and	and	CCONJ
cana-6236	154	17	loss	loss	NOUN
cana-6236	154	18	curves	curve	NOUN
cana-6236	154	19	for	for	ADP
cana-6236	154	20	cnn	cnn	PROPN
cana-6236	154	21	with	with	ADP
cana-6236	154	22	cbam	cbam	NOUN
cana-6236	154	23	model	model	NOUN
cana-6236	154	24	communications	communication	NOUN
cana-6236	154	25	on	on	ADP
cana-6236	154	26	applied	apply	VERB
cana-6236	154	27	nonlinear	nonlinear	ADJ
cana-6236	154	28	analysis	analysis	NOUN
cana-6236	154	29	issn	issn	NOUN
cana-6236	154	30	:	:	PUNCT
cana-6236	154	31	1074	1074	NUM
cana-6236	154	32	-	-	PUNCT
cana-6236	154	33	133x	133x	NUM
cana-6236	154	34	vol	vol	NOUN
cana-6236	154	35	32	32	NUM
cana-6236	154	36	no	no	NOUN
cana-6236	154	37	.	.	PUNCT
cana-6236	155	1	6s	6s	NUM
cana-6236	155	2	(	(	PUNCT
cana-6236	155	3	2025	2025	NUM
cana-6236	155	4	)	)	PUNCT
cana-6236	155	5	624	624	NUM
cana-6236	155	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	155	7	figure	figure	NOUN
cana-6236	155	8	10	10	NUM
cana-6236	155	9	:	:	PUNCT
cana-6236	155	10	training	training	NOUN
cana-6236	155	11	and	and	CCONJ
cana-6236	155	12	validation	validation	NOUN
cana-6236	155	13	accuracy	accuracy	NOUN
cana-6236	155	14	and	and	CCONJ
cana-6236	155	15	loss	loss	NOUN
cana-6236	155	16	curves	curve	NOUN
cana-6236	155	17	(	(	PUNCT
cana-6236	155	18	custom	custom	NOUN
cana-6236	155	19	cnn	cnn	PROPN
cana-6236	155	20	with	with	ADP
cana-6236	155	21	attention	attention	NOUN
cana-6236	155	22	model	model	NOUN
cana-6236	155	23	5	5	NUM
cana-6236	155	24	conclusion	conclusion	NOUN
cana-6236	155	25	in	in	ADP
cana-6236	155	26	this	this	DET
cana-6236	155	27	study	study	NOUN
cana-6236	155	28	,	,	PUNCT
cana-6236	155	29	mammographic	mammographic	ADJ
cana-6236	155	30	image	image	NOUN
cana-6236	155	31	data	datum	NOUN
cana-6236	155	32	were	be	AUX
cana-6236	155	33	systematically	systematically	ADV
cana-6236	155	34	collected	collect	VERB
cana-6236	155	35	,	,	PUNCT
cana-6236	155	36	preprocessed	preprocesse	VERB
cana-6236	155	37	,	,	PUNCT
cana-6236	155	38	and	and	CCONJ
cana-6236	155	39	analyzed	analyze	VERB
cana-6236	155	40	using	use	VERB
cana-6236	155	41	a	a	DET
cana-6236	155	42	range	range	NOUN
cana-6236	155	43	of	of	ADP
cana-6236	155	44	deep	deep	ADJ
cana-6236	155	45	learning	learning	NOUN
cana-6236	155	46	models	model	NOUN
cana-6236	155	47	.	.	PUNCT
cana-6236	156	1	among	among	ADP
cana-6236	156	2	them	they	PRON
cana-6236	156	3	,	,	PUNCT
cana-6236	156	4	the	the	DET
cana-6236	156	5	convolutional	convolutional	ADJ
cana-6236	156	6	neural	neural	ADJ
cana-6236	156	7	network	network	NOUN
cana-6236	156	8	(	(	PUNCT
cana-6236	156	9	cnn	cnn	PROPN
cana-6236	156	10	)	)	PUNCT
cana-6236	156	11	integrated	integrate	VERB
cana-6236	156	12	with	with	ADP
cana-6236	156	13	an	an	DET
cana-6236	156	14	attention	attention	NOUN
cana-6236	156	15	mechanism	mechanism	NOUN
cana-6236	156	16	achieved	achieve	VERB
cana-6236	156	17	the	the	DET
cana-6236	156	18	best	good	ADJ
cana-6236	156	19	performance	performance	NOUN
cana-6236	156	20	,	,	PUNCT
cana-6236	156	21	recording	record	VERB
cana-6236	156	22	a	a	DET
cana-6236	156	23	test	test	NOUN
cana-6236	156	24	accuracy	accuracy	NOUN
cana-6236	156	25	of	of	ADP
cana-6236	156	26	98.69	98.69	NUM
cana-6236	156	27	%	%	NOUN
cana-6236	156	28	,	,	PUNCT
cana-6236	156	29	thereby	thereby	ADV
cana-6236	156	30	demonstrating	demonstrate	VERB
cana-6236	156	31	the	the	DET
cana-6236	156	32	effectiveness	effectiveness	NOUN
cana-6236	156	33	of	of	ADP
cana-6236	156	34	attention	attention	NOUN
cana-6236	156	35	-	-	PUNCT
cana-6236	156	36	based	base	VERB
cana-6236	156	37	learning	learning	NOUN
cana-6236	156	38	in	in	ADP
cana-6236	156	39	medical	medical	ADJ
cana-6236	156	40	image	image	NOUN
cana-6236	156	41	classification	classification	NOUN
cana-6236	156	42	.	.	PUNCT
cana-6236	157	1	transfer	transfer	NOUN
cana-6236	157	2	learning	learning	NOUN
cana-6236	157	3	models	model	NOUN
cana-6236	157	4	such	such	ADJ
cana-6236	157	5	as	as	ADP
cana-6236	157	6	vgg16	vgg16	NOUN
cana-6236	157	7	and	and	CCONJ
cana-6236	157	8	inceptionv3	inceptionv3	NOUN
cana-6236	157	9	also	also	ADV
cana-6236	157	10	produced	produce	VERB
cana-6236	157	11	strong	strong	ADJ
cana-6236	157	12	results	result	NOUN
cana-6236	157	13	,	,	PUNCT
cana-6236	157	14	while	while	SCONJ
cana-6236	157	15	resnet50	resnet50	NOUN
cana-6236	157	16	and	and	CCONJ
cana-6236	157	17	efficientnetb0	efficientnetb0	NOUN
cana-6236	157	18	exhibited	exhibit	VERB
cana-6236	157	19	comparatively	comparatively	ADV
cana-6236	157	20	lower	low	ADJ
cana-6236	157	21	performance	performance	NOUN
cana-6236	157	22	.	.	PUNCT
cana-6236	158	1	the	the	DET
cana-6236	158	2	proposed	propose	VERB
cana-6236	158	3	research	research	NOUN
cana-6236	158	4	framework	framework	NOUN
cana-6236	158	5	establishes	establish	VERB
cana-6236	158	6	a	a	DET
cana-6236	158	7	reliable	reliable	ADJ
cana-6236	158	8	and	and	CCONJ
cana-6236	158	9	reproducible	reproducible	ADJ
cana-6236	158	10	approach	approach	NOUN
cana-6236	158	11	for	for	ADP
cana-6236	158	12	mammogram	mammogram	NOUN
cana-6236	158	13	classification	classification	NOUN
cana-6236	158	14	.	.	PUNCT
cana-6236	159	1	it	it	PRON
cana-6236	159	2	can	can	AUX
cana-6236	159	3	be	be	AUX
cana-6236	159	4	further	far	ADV
cana-6236	159	5	refined	refine	VERB
cana-6236	159	6	through	through	ADP
cana-6236	159	7	extended	extended	ADJ
cana-6236	159	8	training	training	NOUN
cana-6236	159	9	,	,	PUNCT
cana-6236	159	10	optimized	optimize	VERB
cana-6236	159	11	hyperparameter	hyperparameter	NOUN
cana-6236	159	12	selection	selection	NOUN
cana-6236	159	13	,	,	PUNCT
cana-6236	159	14	and	and	CCONJ
cana-6236	159	15	advanced	advanced	ADJ
cana-6236	159	16	data	data	NOUN
cana-6236	159	17	augmentation	augmentation	NOUN
cana-6236	159	18	strategies	strategy	NOUN
cana-6236	159	19	to	to	PART
cana-6236	159	20	enhance	enhance	VERB
cana-6236	159	21	generalization	generalization	NOUN
cana-6236	159	22	and	and	CCONJ
cana-6236	159	23	stability	stability	NOUN
cana-6236	159	24	.	.	PUNCT
cana-6236	160	1	moreover	moreover	ADV
cana-6236	160	2	,	,	PUNCT
cana-6236	160	3	the	the	DET
cana-6236	160	4	adaptability	adaptability	NOUN
cana-6236	160	5	of	of	ADP
cana-6236	160	6	this	this	DET
cana-6236	160	7	framework	framework	NOUN
cana-6236	160	8	makes	make	VERB
cana-6236	160	9	it	it	PRON
cana-6236	160	10	suitable	suitable	ADJ
cana-6236	160	11	for	for	ADP
cana-6236	160	12	broader	broad	ADJ
cana-6236	160	13	applications	application	NOUN
cana-6236	160	14	in	in	ADP
cana-6236	160	15	medical	medical	ADJ
cana-6236	160	16	imaging	imaging	NOUN
cana-6236	160	17	,	,	PUNCT
cana-6236	160	18	supporting	support	VERB
cana-6236	160	19	the	the	DET
cana-6236	160	20	design	design	NOUN
cana-6236	160	21	of	of	ADP
cana-6236	160	22	precise	precise	ADJ
cana-6236	160	23	and	and	CCONJ
cana-6236	160	24	efficient	efficient	ADJ
cana-6236	160	25	diagnostic	diagnostic	ADJ
cana-6236	160	26	systems	system	NOUN
cana-6236	160	27	for	for	ADP
cana-6236	160	28	early	early	ADJ
cana-6236	160	29	breast	breast	NOUN
cana-6236	160	30	cancer	cancer	NOUN
cana-6236	160	31	detection	detection	NOUN
cana-6236	160	32	.	.	PUNCT
cana-6236	161	1	6	6	NUM
cana-6236	161	2	future	future	ADJ
cana-6236	161	3	work	work	NOUN
cana-6236	161	4	building	build	VERB
cana-6236	161	5	upon	upon	SCONJ
cana-6236	161	6	the	the	DET
cana-6236	161	7	identified	identify	VERB
cana-6236	161	8	limitations	limitation	NOUN
cana-6236	161	9	,	,	PUNCT
cana-6236	161	10	future	future	ADJ
cana-6236	161	11	research	research	NOUN
cana-6236	161	12	should	should	AUX
cana-6236	161	13	focus	focus	VERB
cana-6236	161	14	on	on	ADP
cana-6236	161	15	enhancing	enhance	VERB
cana-6236	161	16	model	model	NOUN
cana-6236	161	17	optimization	optimization	NOUN
cana-6236	161	18	and	and	CCONJ
cana-6236	161	19	interpretability	interpretability	NOUN
cana-6236	161	20	.	.	PUNCT
cana-6236	162	1	extending	extend	VERB
cana-6236	162	2	the	the	DET
cana-6236	162	3	training	training	NOUN
cana-6236	162	4	epochs	epoch	NOUN
cana-6236	162	5	from	from	ADP
cana-6236	162	6	10	10	NUM
cana-6236	162	7	to	to	ADP
cana-6236	162	8	20–30	20–30	NUM
cana-6236	162	9	,	,	PUNCT
cana-6236	162	10	coupled	couple	VERB
cana-6236	162	11	with	with	ADP
cana-6236	162	12	techniques	technique	NOUN
cana-6236	162	13	such	such	ADJ
cana-6236	162	14	as	as	ADP
cana-6236	162	15	early	early	ADJ
cana-6236	162	16	stopping	stopping	NOUN
cana-6236	162	17	and	and	CCONJ
cana-6236	162	18	learning	learn	VERB
cana-6236	162	19	rate	rate	NOUN
cana-6236	162	20	scheduling	scheduling	NOUN
cana-6236	162	21	,	,	PUNCT
cana-6236	162	22	could	could	AUX
cana-6236	162	23	substantially	substantially	ADV
cana-6236	162	24	improve	improve	VERB
cana-6236	162	25	the	the	DET
cana-6236	162	26	performance	performance	NOUN
cana-6236	162	27	of	of	ADP
cana-6236	162	28	underachieving	underachieving	ADJ
cana-6236	162	29	models	model	NOUN
cana-6236	162	30	like	like	ADP
cana-6236	162	31	efficientnetb0	efficientnetb0	NOUN
cana-6236	162	32	and	and	CCONJ
cana-6236	162	33	resnet50	resnet50	NOUN
cana-6236	162	34	,	,	PUNCT
cana-6236	162	35	potentially	potentially	ADV
cana-6236	162	36	increasing	increase	VERB
cana-6236	162	37	their	their	PRON
cana-6236	162	38	accuracy	accuracy	NOUN
cana-6236	162	39	by	by	ADP
cana-6236	162	40	10–20	10–20	NUM
cana-6236	162	41	%	%	NOUN
cana-6236	162	42	.	.	PUNCT
cana-6236	163	1	incorporating	incorporate	VERB
cana-6236	163	2	advanced	advanced	ADJ
cana-6236	163	3	data	datum	NOUN
cana-6236	163	4	augmentation	augmentation	NOUN
cana-6236	163	5	methods	method	NOUN
cana-6236	163	6	—	—	PUNCT
cana-6236	163	7	including	include	VERB
cana-6236	163	8	rotation	rotation	NOUN
cana-6236	163	9	,	,	PUNCT
cana-6236	163	10	flipping	flipping	NOUN
cana-6236	163	11	,	,	PUNCT
cana-6236	163	12	zooming	zooming	NOUN
cana-6236	163	13	,	,	PUNCT
cana-6236	163	14	and	and	CCONJ
cana-6236	163	15	gan	gin	VERB
cana-6236	163	16	-	-	PUNCT
cana-6236	163	17	based	base	VERB
cana-6236	163	18	synthetic	synthetic	ADJ
cana-6236	163	19	image	image	NOUN
cana-6236	163	20	generation	generation	NOUN
cana-6236	163	21	—	—	PUNCT
cana-6236	163	22	would	would	AUX
cana-6236	163	23	strengthen	strengthen	VERB
cana-6236	163	24	model	model	NOUN
cana-6236	163	25	robustness	robustness	NOUN
cana-6236	163	26	and	and	CCONJ
cana-6236	163	27	generalization	generalization	NOUN
cana-6236	163	28	across	across	ADP
cana-6236	163	29	diverse	diverse	ADJ
cana-6236	163	30	imaging	imaging	NOUN
cana-6236	163	31	conditions	condition	NOUN
cana-6236	163	32	.	.	PUNCT
cana-6236	164	1	furthermore	furthermore	ADV
cana-6236	164	2	,	,	PUNCT
cana-6236	164	3	exploring	explore	VERB
cana-6236	164	4	hybrid	hybrid	ADJ
cana-6236	164	5	architectures	architecture	NOUN
cana-6236	164	6	that	that	PRON
cana-6236	164	7	integrate	integrate	VERB
cana-6236	164	8	cnn	cnn	PROPN
cana-6236	164	9	with	with	ADP
cana-6236	164	10	attention	attention	NOUN
cana-6236	164	11	and	and	CCONJ
cana-6236	164	12	transformer	transformer	NOUN
cana-6236	164	13	-	-	PUNCT
cana-6236	164	14	based	base	VERB
cana-6236	164	15	components	component	NOUN
cana-6236	164	16	could	could	AUX
cana-6236	164	17	enhance	enhance	VERB
cana-6236	164	18	the	the	DET
cana-6236	164	19	model	model	NOUN
cana-6236	164	20	’s	’s	PART
cana-6236	164	21	capability	capability	NOUN
cana-6236	164	22	to	to	PART
cana-6236	164	23	capture	capture	VERB
cana-6236	164	24	both	both	DET
cana-6236	164	25	local	local	ADJ
cana-6236	164	26	and	and	CCONJ
cana-6236	164	27	global	global	ADJ
cana-6236	164	28	contextual	contextual	ADJ
cana-6236	164	29	features	feature	NOUN
cana-6236	164	30	,	,	PUNCT
cana-6236	164	31	thereby	thereby	ADV
cana-6236	164	32	improving	improve	VERB
cana-6236	164	33	multi	multi	ADJ
cana-6236	164	34	-	-	ADJ
cana-6236	164	35	class	class	ADJ
cana-6236	164	36	classification	classification	NOUN
cana-6236	164	37	performance	performance	NOUN
cana-6236	164	38	.	.	PUNCT
cana-6236	165	1	another	another	DET
cana-6236	165	2	key	key	ADJ
cana-6236	165	3	direction	direction	NOUN
cana-6236	165	4	involves	involve	VERB
cana-6236	165	5	the	the	DET
cana-6236	165	6	integration	integration	NOUN
cana-6236	165	7	of	of	ADP
cana-6236	165	8	explainable	explainable	ADJ
cana-6236	165	9	ai	ai	NOUN
cana-6236	165	10	(	(	PUNCT
cana-6236	165	11	xai	xai	PROPN
cana-6236	165	12	)	)	PUNCT
cana-6236	165	13	techniques	technique	NOUN
cana-6236	165	14	such	such	ADJ
cana-6236	165	15	as	as	ADP
cana-6236	165	16	grad	grad	NOUN
cana-6236	165	17	-	-	PUNCT
cana-6236	165	18	cam	cam	NOUN
cana-6236	165	19	visualizations	visualization	NOUN
cana-6236	165	20	for	for	ADP
cana-6236	165	21	all	all	DET
cana-6236	165	22	trained	train	VERB
cana-6236	165	23	models	model	NOUN
cana-6236	165	24	.	.	PUNCT
cana-6236	166	1	these	these	DET
cana-6236	166	2	tools	tool	NOUN
cana-6236	166	3	can	can	AUX
cana-6236	166	4	provide	provide	VERB
cana-6236	166	5	greater	great	ADJ
cana-6236	166	6	transparency	transparency	NOUN
cana-6236	166	7	in	in	ADP
cana-6236	166	8	decision	decision	NOUN
cana-6236	166	9	-	-	PUNCT
cana-6236	166	10	making	making	NOUN
cana-6236	166	11	,	,	PUNCT
cana-6236	166	12	offering	offer	VERB
cana-6236	166	13	visual	visual	ADJ
cana-6236	166	14	insights	insight	NOUN
cana-6236	166	15	into	into	ADP
cana-6236	166	16	the	the	DET
cana-6236	166	17	communications	communication	NOUN
cana-6236	166	18	on	on	ADP
cana-6236	166	19	applied	apply	VERB
cana-6236	166	20	nonlinear	nonlinear	ADJ
cana-6236	166	21	analysis	analysis	NOUN
cana-6236	166	22	issn	issn	NOUN
cana-6236	166	23	:	:	PUNCT
cana-6236	166	24	1074	1074	NUM
cana-6236	166	25	-	-	PUNCT
cana-6236	166	26	133x	133x	NUM
cana-6236	166	27	vol	vol	NOUN
cana-6236	166	28	32	32	NUM
cana-6236	166	29	no	no	NOUN
cana-6236	166	30	.	.	PUNCT
cana-6236	167	1	6s	6s	NUM
cana-6236	167	2	(	(	PUNCT
cana-6236	167	3	2025	2025	NUM
cana-6236	167	4	)	)	PUNCT
cana-6236	167	5	625	625	NUM
cana-6236	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	167	7	regions	region	NOUN
cana-6236	167	8	of	of	ADP
cana-6236	167	9	interest	interest	NOUN
cana-6236	167	10	influencing	influence	VERB
cana-6236	167	11	model	model	NOUN
cana-6236	167	12	predictions	prediction	NOUN
cana-6236	167	13	.	.	PUNCT
cana-6236	168	1	such	such	ADJ
cana-6236	168	2	interpretability	interpretability	NOUN
cana-6236	168	3	is	be	AUX
cana-6236	168	4	critical	critical	ADJ
cana-6236	168	5	for	for	ADP
cana-6236	168	6	gaining	gain	VERB
cana-6236	168	7	clinical	clinical	ADJ
cana-6236	168	8	trust	trust	NOUN
cana-6236	168	9	,	,	PUNCT
cana-6236	168	10	supporting	support	VERB
cana-6236	168	11	regulatory	regulatory	ADJ
cana-6236	168	12	validation	validation	NOUN
cana-6236	168	13	,	,	PUNCT
cana-6236	168	14	and	and	CCONJ
cana-6236	168	15	promoting	promote	VERB
cana-6236	168	16	real	real	ADJ
cana-6236	168	17	-	-	PUNCT
cana-6236	168	18	world	world	NOUN
cana-6236	168	19	clinical	clinical	ADJ
cana-6236	168	20	deployment	deployment	NOUN
cana-6236	168	21	of	of	ADP
cana-6236	168	22	ai	ai	ADJ
cana-6236	168	23	-	-	PUNCT
cana-6236	168	24	driven	drive	VERB
cana-6236	168	25	diagnostic	diagnostic	ADJ
cana-6236	168	26	systems	system	NOUN
cana-6236	168	27	.	.	PUNCT
cana-6236	169	1	references	reference	NOUN
cana-6236	169	2	[	[	X
cana-6236	169	3	1	1	NUM
cana-6236	169	4	]	]	PUNCT
cana-6236	169	5	k.	k.	PROPN
cana-6236	169	6	aguerchi	aguerchi	PROPN
cana-6236	169	7	,	,	PUNCT
cana-6236	169	8	y.	y.	PROPN
cana-6236	169	9	jabrane	jabrane	PROPN
cana-6236	169	10	,	,	PUNCT
cana-6236	169	11	m.	m.	PROPN
cana-6236	169	12	habba	habba	PROPN
cana-6236	169	13	,	,	PUNCT
cana-6236	169	14	and	and	CCONJ
cana-6236	169	15	a.	a.	PROPN
cana-6236	169	16	h.	h.	PROPN
cana-6236	169	17	el	el	PROPN
cana-6236	169	18	hassani	hassani	PROPN
cana-6236	169	19	.	.	PUNCT
cana-6236	170	1	a	a	DET
cana-6236	170	2	cnn	cnn	PROPN
cana-6236	170	3	hyperparameters	hyperparameter	VERB
cana-6236	170	4	optimization	optimization	NOUN
cana-6236	170	5	based	base	VERB
cana-6236	170	6	on	on	ADP
cana-6236	170	7	particle	particle	NOUN
cana-6236	170	8	swarm	swarm	NOUN
cana-6236	170	9	optimization	optimization	NOUN
cana-6236	170	10	for	for	ADP
cana-6236	170	11	mammography	mammography	NOUN
cana-6236	170	12	breast	breast	NOUN
cana-6236	170	13	cancer	cancer	NOUN
cana-6236	170	14	classification	classification	NOUN
cana-6236	170	15	.	.	PUNCT
cana-6236	171	1	journal	journal	PROPN
cana-6236	171	2	of	of	ADP
cana-6236	171	3	imaging	imaging	PROPN
cana-6236	171	4	,	,	PUNCT
cana-6236	171	5	10(2):article	10(2):article	PROPN
cana-6236	171	6	20030	20030	NUM
cana-6236	171	7	,	,	PUNCT
cana-6236	171	8	2024	2024	NUM
cana-6236	171	9	.	.	PUNCT
cana-6236	172	1	[	[	X
cana-6236	172	2	2	2	NUM
cana-6236	172	3	]	]	PUNCT
cana-6236	172	4	a.	a.	NOUN
cana-6236	172	5	m.	m.	NOUN
cana-6236	172	6	al	al	PROPN
cana-6236	172	7	-	-	PUNCT
cana-6236	172	8	hejri	hejri	PROPN
cana-6236	172	9	,	,	PUNCT
cana-6236	172	10	r.	r.	PROPN
cana-6236	172	11	m.	m.	PROPN
cana-6236	172	12	al	al	PROPN
cana-6236	172	13	-	-	PUNCT
cana-6236	172	14	tam	tam	PROPN
cana-6236	172	15	,	,	PUNCT
cana-6236	172	16	m.	m.	NOUN
cana-6236	172	17	fazea	fazea	PROPN
cana-6236	172	18	,	,	PUNCT
cana-6236	172	19	a.	a.	NOUN
cana-6236	172	20	h.	h.	PROPN
cana-6236	172	21	sable	sable	PROPN
cana-6236	172	22	,	,	PUNCT
cana-6236	172	23	s.	s.	PROPN
cana-6236	172	24	lee	lee	PROPN
cana-6236	172	25	,	,	PUNCT
cana-6236	172	26	and	and	CCONJ
cana-6236	172	27	m.	m.	NOUN
cana-6236	172	28	a.	a.	NOUN
cana-6236	172	29	al	al	PROPN
cana-6236	172	30	antari	antari	PROPN
cana-6236	172	31	.	.	PUNCT
cana-6236	173	1	multiclass	multiclass	ADJ
cana-6236	173	2	breast	breast	NOUN
cana-6236	173	3	cancer	cancer	NOUN
cana-6236	173	4	classification	classification	NOUN
cana-6236	173	5	using	use	VERB
cana-6236	173	6	cnn	cnn	PROPN
cana-6236	173	7	features	feature	VERB
cana-6236	173	8	hybridization	hybridization	NOUN
cana-6236	173	9	.	.	PUNCT
cana-6236	174	1	international	international	ADJ
cana-6236	174	2	journal	journal	NOUN
cana-6236	174	3	of	of	ADP
cana-6236	174	4	computational	computational	ADJ
cana-6236	174	5	intelligence	intelligence	NOUN
cana-6236	174	6	systems	system	NOUN
cana-6236	174	7	,	,	PUNCT
cana-6236	174	8	17(1	17(1	NUM
cana-6236	174	9	)	)	PUNCT
cana-6236	174	10	,	,	PUNCT
cana-6236	174	11	2024	2024	NUM
cana-6236	174	12	.	.	PUNCT
cana-6236	175	1	[	[	X
cana-6236	175	2	3	3	NUM
cana-6236	175	3	]	]	PUNCT
cana-6236	175	4	a.	a.	NOUN
cana-6236	175	5	m.	m.	PROPN
cana-6236	175	6	al	al	PROPN
cana-6236	175	7	-	-	PUNCT
cana-6236	175	8	mnayyis	mnayyis	PROPN
cana-6236	175	9	,	,	PUNCT
cana-6236	175	10	h.	h.	PROPN
cana-6236	175	11	gharaibeh	gharaibeh	PROPN
cana-6236	175	12	,	,	PUNCT
cana-6236	175	13	m.	m.	NOUN
cana-6236	175	14	amin	amin	PROPN
cana-6236	175	15	,	,	PUNCT
cana-6236	175	16	d.	d.	PROPN
cana-6236	175	17	anakreh	anakreh	NOUN
cana-6236	175	18	,	,	PUNCT
cana-6236	175	19	h.	h.	PROPN
cana-6236	175	20	f.	f.	PROPN
cana-6236	175	21	akhdar	akhdar	PROPN
cana-6236	175	22	,	,	PUNCT
cana-6236	175	23	e.	e.	PROPN
cana-6236	175	24	h.	h.	PROPN
cana-6236	175	25	alshdaifat	alshdaifat	PROPN
cana-6236	175	26	,	,	PUNCT
cana-6236	175	27	k.	k.	PROPN
cana-6236	175	28	m.	m.	PROPN
cana-6236	175	29	o.	o.	PROPN
cana-6236	175	30	nahar	nahar	PROPN
cana-6236	175	31	,	,	PUNCT
cana-6236	175	32	a.	a.	NOUN
cana-6236	175	33	nasayreh	nasayreh	NOUN
cana-6236	175	34	,	,	PUNCT
cana-6236	175	35	m.	m.	NOUN
cana-6236	175	36	gharaibeh	gharaibeh	NOUN
cana-6236	175	37	,	,	PUNCT
cana-6236	175	38	n.	n.	NOUN
cana-6236	175	39	alsalman	alsalman	NOUN
cana-6236	175	40	,	,	PUNCT
cana-6236	175	41	a.	a.	PROPN
cana-6236	175	42	alomar	alomar	PROPN
cana-6236	175	43	,	,	PUNCT
cana-6236	175	44	m.	m.	NOUN
cana-6236	175	45	gharaibeh	gharaibeh	NOUN
cana-6236	175	46	,	,	PUNCT
cana-6236	175	47	and	and	CCONJ
cana-6236	175	48	h.	h.	PROPN
cana-6236	175	49	y.	y.	PROPN
cana-6236	175	50	abu	abu	PROPN
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cana-6236	175	52	.	.	PUNCT
cana-6236	176	1	(	(	PUNCT
cana-6236	176	2	kauhbcmd	kauhbcmd	PROPN
cana-6236	176	3	)	)	PUNCT
cana-6236	176	4	dataset	dataset	NOUN
cana-6236	176	5	:	:	PUNCT
cana-6236	176	6	advancing	advance	VERB
cana-6236	176	7	mammographic	mammographic	ADJ
cana-6236	176	8	breast	breast	NOUN
cana-6236	176	9	cancer	cancer	NOUN
cana-6236	176	10	classification	classification	NOUN
cana-6236	176	11	with	with	ADP
cana-6236	176	12	multi	multi	ADJ
cana-6236	176	13	-	-	ADJ
cana-6236	176	14	fusion	fusion	ADJ
cana-6236	176	15	preprocessing	preprocessing	NOUN
cana-6236	176	16	and	and	CCONJ
cana-6236	176	17	residual	residual	ADJ
cana-6236	176	18	depth	depth	NOUN
cana-6236	176	19	-	-	PUNCT
cana-6236	176	20	wise	wise	ADJ
cana-6236	176	21	network	network	NOUN
cana-6236	176	22	.	.	PUNCT
cana-6236	177	1	frontiers	frontier	NOUN
cana-6236	177	2	in	in	ADP
cana-6236	177	3	big	big	ADJ
cana-6236	177	4	data	datum	NOUN
cana-6236	177	5	,	,	PUNCT
cana-6236	177	6	8	8	NUM
cana-6236	177	7	:	:	PUNCT
cana-6236	177	8	article	article	NOUN
cana-6236	177	9	1529848	1529848	NUM
cana-6236	177	10	,	,	PUNCT
cana-6236	177	11	2025	2025	NUM
cana-6236	177	12	.	.	PUNCT
cana-6236	178	1	[	[	X
cana-6236	178	2	4	4	NUM
cana-6236	178	3	]	]	X
cana-6236	178	4	sadaf	sadaf	NOUN
cana-6236	178	5	alipour	alipour	PROPN
cana-6236	178	6	,	,	PUNCT
cana-6236	178	7	ramesh	ramesh	PROPN
cana-6236	178	8	omranipour	omranipour	PROPN
cana-6236	178	9	,	,	PUNCT
cana-6236	178	10	and	and	CCONJ
cana-6236	178	11	narges	narge	NOUN
cana-6236	178	12	bagheri	bagheri	PROPN
cana-6236	178	13	.	.	PUNCT
cana-6236	179	1	prophylactic	prophylactic	ADJ
cana-6236	179	2	mastectomy	mastectomy	NOUN
cana-6236	179	3	for	for	ADP
cana-6236	179	4	the	the	DET
cana-6236	179	5	prevention	prevention	NOUN
cana-6236	179	6	of	of	ADP
cana-6236	179	7	breast	breast	NOUN
cana-6236	179	8	cancer	cancer	NOUN
cana-6236	179	9	:	:	PUNCT
cana-6236	179	10	review	review	NOUN
cana-6236	179	11	of	of	ADP
cana-6236	179	12	the	the	DET
cana-6236	179	13	literature	literature	NOUN
cana-6236	179	14	.	.	PUNCT
cana-6236	180	1	international	international	ADJ
cana-6236	180	2	journal	journal	NOUN
cana-6236	180	3	of	of	ADP
cana-6236	180	4	surgery	surgery	NOUN
cana-6236	180	5	oncology	oncology	NOUN
cana-6236	180	6	,	,	PUNCT
cana-6236	180	7	2018:9429457	2018:9429457	NUM
cana-6236	180	8	,	,	PUNCT
cana-6236	180	9	2018	2018	NUM
cana-6236	180	10	.	.	PUNCT
cana-6236	181	1	2022	2022	NUM
cana-6236	181	2	review	review	NOUN
cana-6236	181	3	on	on	ADP
cana-6236	181	4	preventive	preventive	ADJ
cana-6236	181	5	strategies	strategy	NOUN
cana-6236	181	6	.	.	PUNCT
cana-6236	182	1	[	[	X
cana-6236	182	2	5	5	NUM
cana-6236	182	3	]	]	PUNCT
cana-6236	182	4	a.	a.	NOUN
cana-6236	182	5	s.	s.	PROPN
cana-6236	182	6	alsolami	alsolami	PROPN
cana-6236	182	7	,	,	PUNCT
cana-6236	182	8	w.	w.	PROPN
cana-6236	182	9	shalash	shalash	PROPN
cana-6236	182	10	,	,	PUNCT
cana-6236	182	11	w.	w.	PROPN
cana-6236	182	12	alsaggaf	alsaggaf	PROPN
cana-6236	182	13	,	,	PUNCT
cana-6236	182	14	s.	s.	PROPN
cana-6236	182	15	ashoor	ashoor	PROPN
cana-6236	182	16	,	,	PUNCT
cana-6236	182	17	h.	h.	PROPN
cana-6236	182	18	refaat	refaat	PROPN
cana-6236	182	19	,	,	PUNCT
cana-6236	182	20	m.	m.	NOUN
cana-6236	182	21	elmogy	elmogy	NOUN
cana-6236	182	22	,	,	PUNCT
cana-6236	182	23	et	et	PROPN
cana-6236	182	24	al	al	PROPN
cana-6236	182	25	.	.	PROPN
cana-6236	183	1	king	king	PROPN
cana-6236	183	2	abdulaziz	abdulaziz	PROPN
cana-6236	183	3	university	university	PROPN
cana-6236	183	4	breast	breast	PROPN
cana-6236	183	5	cancer	cancer	NOUN
cana-6236	183	6	mammogram	mammogram	NOUN
cana-6236	183	7	dataset	dataset	NOUN
cana-6236	183	8	(	(	PUNCT
cana-6236	183	9	kaubcmd	kaubcmd	ADJ
cana-6236	183	10	)	)	PUNCT
cana-6236	183	11	.	.	PUNCT
cana-6236	184	1	data	datum	NOUN
cana-6236	184	2	,	,	PUNCT
cana-6236	184	3	6(11):1–15	6(11):1–15	NOUN
cana-6236	184	4	,	,	PUNCT
cana-6236	184	5	2021	2021	NUM
cana-6236	184	6	.	.	PUNCT
cana-6236	185	1	[	[	X
cana-6236	185	2	6	6	NUM
cana-6236	185	3	]	]	PUNCT
cana-6236	185	4	breast	breast	NOUN
cana-6236	185	5	cancer	cancer	NOUN
cana-6236	185	6	research	research	PROPN
cana-6236	185	7	foundation	foundation	NOUN
cana-6236	185	8	(	(	PUNCT
cana-6236	185	9	bcrf	bcrf	NOUN
cana-6236	185	10	)	)	PUNCT
cana-6236	185	11	.	.	PUNCT
cana-6236	186	1	breast	breast	NOUN
cana-6236	186	2	cancer	cancer	NOUN
cana-6236	186	3	statistics	statistic	NOUN
cana-6236	186	4	and	and	CCONJ
cana-6236	186	5	resources	resource	NOUN
cana-6236	186	6	,	,	PUNCT
cana-6236	186	7	2025	2025	NUM
cana-6236	186	8	.	.	PUNCT
cana-6236	187	1	citing	cite	VERB
cana-6236	187	2	who	who	PRON
cana-6236	187	3	data	data	VERB
cana-6236	187	4	on	on	ADP
cana-6236	187	5	global	global	ADJ
cana-6236	187	6	frequency	frequency	NOUN
cana-6236	187	7	.	.	PUNCT
cana-6236	188	1	[	[	X
cana-6236	188	2	7	7	NUM
cana-6236	188	3	]	]	PUNCT
cana-6236	188	4	a.	a.	NOUN
cana-6236	188	5	bilal	bilal	PROPN
cana-6236	188	6	,	,	PUNCT
cana-6236	188	7	a.	a.	NOUN
cana-6236	188	8	imran	imran	PROPN
cana-6236	188	9	,	,	PUNCT
cana-6236	188	10	t.	t.	PROPN
cana-6236	188	11	i.	i.	PROPN
cana-6236	188	12	baig	baig	PROPN
cana-6236	188	13	,	,	PUNCT
cana-6236	188	14	x.	x.	PROPN
cana-6236	188	15	liu	liu	PROPN
cana-6236	188	16	,	,	PUNCT
cana-6236	188	17	e.	e.	PROPN
cana-6236	188	18	abouel	abouel	PROPN
cana-6236	188	19	nasr	nasr	PROPN
cana-6236	188	20	,	,	PUNCT
cana-6236	188	21	h.	h.	PROPN
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cana-6236	188	23	,	,	PUNCT
cana-6236	188	24	et	et	PROPN
cana-6236	188	25	al	al	PROPN
cana-6236	188	26	.	.	PUNCT
cana-6236	188	27	breast	breast	NOUN
cana-6236	188	28	cancer	cancer	NOUN
cana-6236	188	29	diagnosis	diagnosis	NOUN
cana-6236	188	30	using	use	VERB
cana-6236	188	31	support	support	NOUN
cana-6236	188	32	vector	vector	NOUN
cana-6236	188	33	machine	machine	NOUN
cana-6236	188	34	optimized	optimize	VERB
cana-6236	188	35	by	by	ADP
cana-6236	188	36	improved	improve	VERB
cana-6236	188	37	quantum	quantum	NOUN
cana-6236	188	38	inspired	inspire	VERB
cana-6236	188	39	grey	grey	ADJ
cana-6236	188	40	wolf	wolf	PROPN
cana-6236	188	41	optimization	optimization	NOUN
cana-6236	188	42	.	.	PUNCT
cana-6236	189	1	scientific	scientific	ADJ
cana-6236	189	2	reports	report	NOUN
cana-6236	189	3	,	,	PUNCT
cana-6236	189	4	14:1–25	14:1–25	NUM
cana-6236	189	5	,	,	PUNCT
cana-6236	189	6	2024	2024	NUM
cana-6236	189	7	.	.	PUNCT
cana-6236	190	1	[	[	X
cana-6236	190	2	8	8	NUM
cana-6236	190	3	]	]	PUNCT
cana-6236	190	4	s.	s.	PROPN
cana-6236	190	5	s.	s.	PROPN
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cana-6236	190	9	bouakkaz	bouakkaz	PROPN
cana-6236	190	10	.	.	PUNCT
cana-6236	191	1	breast	breast	NOUN
cana-6236	191	2	cancer	cancer	NOUN
cana-6236	191	3	:	:	PUNCT
cana-6236	191	4	new	new	ADJ
cana-6236	191	5	mammography	mammography	NOUN
cana-6236	191	6	dual	dual	ADJ
cana-6236	191	7	view	view	NOUN
cana-6236	191	8	classification	classification	NOUN
cana-6236	191	9	approach	approach	NOUN
cana-6236	191	10	based	base	VERB
cana-6236	191	11	on	on	ADP
cana-6236	191	12	pre	pre	ADJ
cana-6236	191	13	-	-	ADJ
cana-6236	191	14	processing	processing	ADJ
cana-6236	191	15	and	and	CCONJ
cana-6236	191	16	transfer	transfer	NOUN
cana-6236	191	17	learning	learning	NOUN
cana-6236	191	18	techniques	technique	NOUN
cana-6236	191	19	.	.	PUNCT
cana-6236	192	1	multimedia	multimedia	NOUN
cana-6236	192	2	tools	tool	NOUN
cana-6236	192	3	and	and	CCONJ
cana-6236	192	4	applications	application	NOUN
cana-6236	192	5	,	,	PUNCT
cana-6236	192	6	83:24315–24337	83:24315–24337	NUM
cana-6236	192	7	,	,	PUNCT
cana-6236	192	8	2024	2024	NUM
cana-6236	192	9	.	.	PUNCT
cana-6236	193	1	[	[	X
cana-6236	193	2	9	9	NUM
cana-6236	193	3	]	]	PUNCT
cana-6236	193	4	s.	s.	PROPN
cana-6236	193	5	chakravarthy	chakravarthy	PROPN
cana-6236	193	6	,	,	PUNCT
cana-6236	193	7	b.	b.	PROPN
cana-6236	193	8	nagarajan	nagarajan	PROPN
cana-6236	193	9	,	,	PUNCT
cana-6236	193	10	v.	v.	PROPN
cana-6236	193	11	v.	v.	CCONJ
cana-6236	193	12	kumar	kumar	PROPN
cana-6236	193	13	,	,	PUNCT
cana-6236	193	14	t.	t.	PROPN
cana-6236	193	15	r.	r.	PROPN
cana-6236	193	16	mahesh	mahesh	PROPN
cana-6236	193	17	,	,	PUNCT
cana-6236	193	18	r.	r.	PROPN
cana-6236	193	19	sivakami	sivakami	PROPN
cana-6236	193	20	,	,	PUNCT
cana-6236	193	21	j.	j.	PROPN
cana-6236	193	22	r.	r.	PROPN
cana-6236	193	23	annand	annand	PROPN
cana-6236	193	24	,	,	PUNCT
cana-6236	193	25	et	et	PROPN
cana-6236	193	26	al	al	PROPN
cana-6236	193	27	.	.	PUNCT
cana-6236	193	28	breast	breast	PROPN
cana-6236	193	29	tumor	tumor	NOUN
cana-6236	193	30	classification	classification	NOUN
cana-6236	193	31	with	with	ADP
cana-6236	193	32	enhanced	enhanced	ADJ
cana-6236	193	33	transfer	transfer	NOUN
cana-6236	193	34	learning	learning	NOUN
cana-6236	193	35	features	feature	NOUN
cana-6236	193	36	and	and	CCONJ
cana-6236	193	37	selection	selection	NOUN
cana-6236	193	38	using	use	VERB
cana-6236	193	39	chaotic	chaotic	ADJ
cana-6236	193	40	map	map	NOUN
cana-6236	193	41	-	-	PUNCT
cana-6236	193	42	based	base	VERB
cana-6236	193	43	optimization	optimization	NOUN
cana-6236	193	44	.	.	PUNCT
cana-6236	194	1	international	international	ADJ
cana-6236	194	2	journal	journal	NOUN
cana-6236	194	3	of	of	ADP
cana-6236	194	4	computational	computational	ADJ
cana-6236	194	5	intelligence	intelligence	NOUN
cana-6236	194	6	systems	system	NOUN
cana-6236	194	7	,	,	PUNCT
cana-6236	194	8	17	17	NUM
cana-6236	194	9	:	:	PUNCT
cana-6236	194	10	article	article	NOUN
cana-6236	194	11	409	409	NUM
cana-6236	194	12	,	,	PUNCT
cana-6236	194	13	2024	2024	NUM
cana-6236	194	14	.	.	PUNCT
cana-6236	195	1	[	[	X
cana-6236	195	2	10	10	NUM
cana-6236	195	3	]	]	X
cana-6236	195	4	r.	r.	PROPN
cana-6236	195	5	a.	a.	PROPN
cana-6236	195	6	dar	dar	PROPN
cana-6236	195	7	,	,	PUNCT
cana-6236	195	8	m.	m.	NOUN
cana-6236	195	9	rasool	rasool	PROPN
cana-6236	195	10	,	,	PUNCT
cana-6236	195	11	and	and	CCONJ
cana-6236	195	12	a.	a.	PROPN
cana-6236	195	13	assad	assad	PROPN
cana-6236	195	14	.	.	PUNCT
cana-6236	196	1	breast	breast	NOUN
cana-6236	196	2	cancer	cancer	NOUN
cana-6236	196	3	detection	detection	NOUN
cana-6236	196	4	using	use	VERB
cana-6236	196	5	deep	deep	ADJ
cana-6236	196	6	learning	learning	NOUN
cana-6236	196	7	:	:	PUNCT
cana-6236	197	1	datasets	dataset	NOUN
cana-6236	197	2	,	,	PUNCT
cana-6236	197	3	methods	method	NOUN
cana-6236	197	4	,	,	PUNCT
cana-6236	197	5	and	and	CCONJ
cana-6236	197	6	challenges	challenge	VERB
cana-6236	197	7	ahead	ahead	ADV
cana-6236	197	8	.	.	PUNCT
cana-6236	198	1	computers	computer	NOUN
cana-6236	198	2	in	in	ADP
cana-6236	198	3	biology	biology	NOUN
cana-6236	198	4	and	and	CCONJ
cana-6236	198	5	medicine	medicine	NOUN
cana-6236	198	6	,	,	PUNCT
cana-6236	198	7	149	149	NUM
cana-6236	198	8	:	:	PUNCT
cana-6236	198	9	article	article	NOUN
cana-6236	198	10	106073	106073	NUM
cana-6236	198	11	,	,	PUNCT
cana-6236	198	12	2022	2022	NUM
cana-6236	198	13	.	.	PUNCT
cana-6236	199	1	[	[	X
cana-6236	199	2	11	11	NUM
cana-6236	199	3	]	]	PUNCT
cana-6236	199	4	t.	t.	PROPN
cana-6236	199	5	g.	g.	PROPN
cana-6236	199	6	debelee	debelee	PROPN
cana-6236	199	7	,	,	PUNCT
cana-6236	199	8	f.	f.	PROPN
cana-6236	199	9	schwenker	schwenker	PROPN
cana-6236	199	10	,	,	PUNCT
cana-6236	199	11	a.	a.	NOUN
cana-6236	199	12	ibenthal	ibenthal	PROPN
cana-6236	199	13	,	,	PUNCT
cana-6236	199	14	and	and	CCONJ
cana-6236	199	15	d.	d.	PROPN
cana-6236	199	16	yohannes	yohanne	NOUN
cana-6236	199	17	.	.	PUNCT
cana-6236	200	1	survey	survey	NOUN
cana-6236	200	2	of	of	ADP
cana-6236	200	3	deep	deep	ADJ
cana-6236	200	4	learning	learning	NOUN
cana-6236	200	5	in	in	ADP
cana-6236	200	6	breast	breast	NOUN
cana-6236	200	7	cancer	cancer	NOUN
cana-6236	200	8	image	image	NOUN
cana-6236	200	9	analysis	analysis	NOUN
cana-6236	200	10	.	.	PUNCT
cana-6236	201	1	evolving	evolve	VERB
cana-6236	201	2	systems	system	NOUN
cana-6236	201	3	,	,	PUNCT
cana-6236	201	4	11:143–163	11:143–163	NUM
cana-6236	201	5	,	,	PUNCT
cana-6236	201	6	2020	2020	NUM
cana-6236	201	7	.	.	PUNCT
cana-6236	202	1	[	[	X
cana-6236	202	2	12	12	NUM
cana-6236	202	3	]	]	PUNCT
cana-6236	202	4	m.	m.	NOUN
cana-6236	202	5	devi	devi	PROPN
cana-6236	202	6	p.	p.	PROPN
cana-6236	202	7	,	,	PUNCT
cana-6236	202	8	m.	m.	NOUN
cana-6236	202	9	a.	a.	PROPN
cana-6236	202	10	,	,	PUNCT
cana-6236	202	11	y.	y.	PROPN
cana-6236	202	12	ali	ali	PROPN
cana-6236	202	13	,	,	PUNCT
cana-6236	202	14	and	and	CCONJ
cana-6236	202	15	s.	s.	PROPN
cana-6236	202	16	v.	v.	ADP
cana-6236	202	17	effective	effective	ADJ
cana-6236	202	18	bcdnet	bcdnet	NOUN
cana-6236	202	19	based	base	VERB
cana-6236	202	20	breast	breast	NOUN
cana-6236	202	21	cancer	cancer	NOUN
cana-6236	202	22	classification	classification	NOUN
cana-6236	202	23	model	model	NOUN
cana-6236	202	24	using	use	VERB
cana-6236	202	25	hybrid	hybrid	ADJ
cana-6236	202	26	deep	deep	ADJ
cana-6236	202	27	learning	learning	NOUN
cana-6236	202	28	with	with	ADP
cana-6236	202	29	vgg16	vgg16	NOUN
cana-6236	202	30	-	-	PUNCT
cana-6236	202	31	based	base	VERB
cana-6236	202	32	optimal	optimal	ADJ
cana-6236	202	33	feature	feature	NOUN
cana-6236	202	34	extraction	extraction	NOUN
cana-6236	202	35	.	.	PUNCT
cana-6236	203	1	bmc	bmc	PROPN
cana-6236	203	2	medical	medical	ADJ
cana-6236	203	3	imaging	imaging	NOUN
cana-6236	203	4	,	,	PUNCT
cana-6236	203	5	25(1):article	25(1):article	PROPN
cana-6236	203	6	12	12	NUM
cana-6236	203	7	,	,	PUNCT
cana-6236	203	8	2025	2025	NUM
cana-6236	203	9	.	.	PUNCT
cana-6236	204	1	[	[	X
cana-6236	204	2	13	13	NUM
cana-6236	204	3	]	]	PUNCT
cana-6236	204	4	early	early	ADJ
cana-6236	204	5	breast	breast	NOUN
cana-6236	204	6	cancer	cancer	NOUN
cana-6236	204	7	trialists	trialist	NOUN
cana-6236	204	8	’	'	PUNCT
cana-6236	204	9	collaborative	collaborative	ADJ
cana-6236	204	10	group	group	NOUN
cana-6236	204	11	(	(	PUNCT
cana-6236	204	12	ebctcg	ebctcg	PROPN
cana-6236	204	13	)	)	PUNCT
cana-6236	204	14	.	.	PUNCT
cana-6236	205	1	reductions	reduction	NOUN
cana-6236	205	2	in	in	ADP
cana-6236	205	3	recurrence	recurrence	NOUN
cana-6236	205	4	in	in	ADP
cana-6236	205	5	women	woman	NOUN
cana-6236	205	6	with	with	ADP
cana-6236	205	7	early	early	ADJ
cana-6236	205	8	breast	breast	NOUN
cana-6236	205	9	cancer	cancer	NOUN
cana-6236	205	10	entering	enter	VERB
cana-6236	205	11	clinical	clinical	ADJ
cana-6236	205	12	trials	trial	NOUN
cana-6236	205	13	between	between	ADP
cana-6236	205	14	1990	1990	NUM
cana-6236	205	15	and	and	CCONJ
cana-6236	205	16	2009	2009	NUM
cana-6236	205	17	:	:	PUNCT
cana-6236	205	18	a	a	DET
cana-6236	205	19	pooled	pooled	ADJ
cana-6236	205	20	analysis	analysis	NOUN
cana-6236	205	21	of	of	ADP
cana-6236	205	22	155	155	NUM
cana-6236	205	23	746	746	NUM
cana-6236	205	24	women	woman	NOUN
cana-6236	205	25	in	in	ADP
cana-6236	205	26	151	151	NUM
cana-6236	205	27	trials	trial	NOUN
cana-6236	205	28	.	.	PUNCT
cana-6236	206	1	the	the	DET
cana-6236	206	2	lancet	lancet	PROPN
cana-6236	206	3	,	,	PUNCT
cana-6236	206	4	404(10465):1743–1763	404(10465):1743–1763	NUM
cana-6236	206	5	,	,	PUNCT
cana-6236	206	6	2024	2024	NUM
cana-6236	206	7	.	.	PUNCT
cana-6236	207	1	communications	communication	NOUN
cana-6236	207	2	on	on	ADP
cana-6236	207	3	applied	apply	VERB
cana-6236	207	4	nonlinear	nonlinear	ADJ
cana-6236	207	5	analysis	analysis	NOUN
cana-6236	207	6	issn	issn	NOUN
cana-6236	207	7	:	:	PUNCT
cana-6236	207	8	1074	1074	NUM
cana-6236	207	9	-	-	PUNCT
cana-6236	207	10	133x	133x	NUM
cana-6236	207	11	vol	vol	NOUN
cana-6236	207	12	32	32	NUM
cana-6236	207	13	no	no	NOUN
cana-6236	207	14	.	.	PUNCT
cana-6236	208	1	6s	6s	NUM
cana-6236	208	2	(	(	PUNCT
cana-6236	208	3	2025	2025	NUM
cana-6236	208	4	)	)	PUNCT
cana-6236	208	5	626	626	NUM
cana-6236	208	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6236	209	1	[	[	X
cana-6236	209	2	14	14	NUM
cana-6236	209	3	]	]	X
cana-6236	209	4	e.	e.	PROPN
cana-6236	209	5	m.	m.	PROPN
cana-6236	209	6	f.	f.	PROPN
cana-6236	209	7	el	el	PROPN
cana-6236	209	8	houby	houby	PROPN
cana-6236	209	9	and	and	CCONJ
cana-6236	209	10	n.	n.	PROPN
cana-6236	209	11	i.	i.	PROPN
cana-6236	209	12	r.	r.	PROPN
cana-6236	209	13	yassin	yassin	PROPN
cana-6236	209	14	.	.	PUNCT
cana-6236	210	1	malignant	malignant	ADJ
cana-6236	210	2	and	and	CCONJ
cana-6236	210	3	nonmalignant	nonmalignant	ADJ
cana-6236	210	4	classification	classification	NOUN
cana-6236	210	5	of	of	ADP
cana-6236	210	6	breast	breast	NOUN
cana-6236	210	7	lesions	lesion	NOUN
cana-6236	210	8	in	in	ADP
cana-6236	210	9	mammograms	mammogram	NOUN
cana-6236	210	10	using	use	VERB
cana-6236	210	11	convolutional	convolutional	ADJ
cana-6236	210	12	neural	neural	ADJ
cana-6236	210	13	networks	network	NOUN
cana-6236	210	14	.	.	PUNCT
cana-6236	211	1	biomedical	biomedical	ADJ
cana-6236	211	2	signal	signal	NOUN
cana-6236	211	3	processing	processing	NOUN
cana-6236	211	4	and	and	CCONJ
cana-6236	211	5	control	control	NOUN
cana-6236	211	6	,	,	PUNCT
cana-6236	211	7	70	70	NUM
cana-6236	211	8	:	:	PUNCT
cana-6236	211	9	article	article	NOUN
cana-6236	211	10	102954	102954	NUM
cana-6236	211	11	,	,	PUNCT
cana-6236	211	12	2021	2021	NUM
cana-6236	211	13	.	.	PUNCT
cana-6236	212	1	[	[	X
cana-6236	212	2	15	15	NUM
cana-6236	212	3	]	]	X
cana-6236	212	4	international	international	ADJ
cana-6236	212	5	agency	agency	NOUN
cana-6236	212	6	for	for	ADP
cana-6236	212	7	research	research	NOUN
cana-6236	212	8	on	on	ADP
cana-6236	212	9	cancer	cancer	NOUN
cana-6236	212	10	(	(	PUNCT
cana-6236	212	11	iarc	iarc	NOUN
cana-6236	212	12	)	)	PUNCT
cana-6236	212	13	.	.	PUNCT
cana-6236	213	1	breast	breast	NOUN
cana-6236	213	2	cancer	cancer	NOUN
cana-6236	213	3	cases	case	NOUN
cana-6236	213	4	and	and	CCONJ
cana-6236	213	5	deaths	death	NOUN
cana-6236	213	6	are	be	AUX
cana-6236	213	7	projected	project	VERB
cana-6236	213	8	to	to	PART
cana-6236	213	9	rise	rise	VERB
cana-6236	213	10	globally	globally	ADV
cana-6236	213	11	,	,	PUNCT
cana-6236	213	12	2022	2022	NUM
cana-6236	213	13	.	.	PUNCT
cana-6236	214	1	[	[	X
cana-6236	214	2	16	16	NUM
cana-6236	214	3	]	]	X
cana-6236	214	4	michael	michael	PROPN
cana-6236	214	5	g.	g.	PROPN
cana-6236	214	6	fradley	fradley	PROPN
cana-6236	214	7	,	,	PUNCT
cana-6236	214	8	mohammed	mohammed	PROPN
cana-6236	214	9	alomar	alomar	PROPN
cana-6236	214	10	,	,	PUNCT
cana-6236	214	11	michael	michael	PROPN
cana-6236	214	12	w.	w.	PROPN
cana-6236	214	13	kilpatrick	kilpatrick	PROPN
cana-6236	214	14	,	,	PUNCT
cana-6236	214	15	federico	federico	PROPN
cana-6236	214	16	viganego	viganego	NOUN
cana-6236	214	17	,	,	PUNCT
cana-6236	214	18	and	and	CCONJ
cana-6236	214	19	michael	michael	PROPN
cana-6236	214	20	g.	g.	PROPN
cana-6236	214	21	fradley	fradley	PROPN
cana-6236	214	22	.	.	PUNCT
cana-6236	215	1	patient	patient	PROPN
cana-6236	215	2	reported	report	VERB
cana-6236	215	3	physical	physical	ADJ
cana-6236	215	4	and	and	CCONJ
cana-6236	215	5	mental	mental	ADJ
cana-6236	215	6	health	health	NOUN
cana-6236	215	7	changes	change	NOUN
cana-6236	215	8	associated	associate	VERB
cana-6236	215	9	with	with	ADP
cana-6236	215	10	a	a	DET
cana-6236	215	11	comprehensive	comprehensive	ADJ
cana-6236	215	12	cardiovascular	cardiovascular	ADJ
cana-6236	215	13	risk	risk	NOUN
cana-6236	215	14	reduction	reduction	NOUN
cana-6236	215	15	program	program	NOUN
cana-6236	215	16	for	for	ADP
cana-6236	215	17	women	woman	NOUN
cana-6236	215	18	with	with	ADP
cana-6236	215	19	breast	breast	NOUN
cana-6236	215	20	cancer	cancer	NOUN
cana-6236	215	21	receiving	receive	VERB
cana-6236	215	22	potentially	potentially	ADV
cana-6236	215	23	cardiotoxic	cardiotoxic	ADJ
cana-6236	215	24	chemotherapy	chemotherapy	NOUN
cana-6236	215	25	.	.	PUNCT
cana-6236	216	1	cardio	cardio	NOUN
cana-6236	216	2	-	-	PUNCT
cana-6236	216	3	oncology	oncology	NOUN
cana-6236	216	4	,	,	PUNCT
cana-6236	216	5	7	7	NUM
cana-6236	216	6	:	:	PUNCT
cana-6236	216	7	article	article	NOUN
cana-6236	216	8	22	22	NUM
cana-6236	216	9	,	,	PUNCT
cana-6236	216	10	2021	2021	NUM
cana-6236	216	11	.	.	PUNCT
cana-6236	217	1	2023	2023	NUM
cana-6236	217	2	updates	update	NOUN
cana-6236	217	3	on	on	ADP
cana-6236	217	4	complications	complication	NOUN
cana-6236	217	5	.	.	PUNCT
cana-6236	218	1	[	[	X
cana-6236	218	2	17	17	NUM
cana-6236	218	3	]	]	PUNCT
cana-6236	218	4	m.	m.	NOUN
cana-6236	218	5	gagliardi	gagliardi	PROPN
cana-6236	218	6	,	,	PUNCT
cana-6236	218	7	t.	t.	PROPN
cana-6236	218	8	ruga	ruga	PROPN
cana-6236	218	9	,	,	PUNCT
cana-6236	218	10	e.	e.	PROPN
cana-6236	218	11	vocaturo	vocaturo	PROPN
cana-6236	218	12	,	,	PUNCT
cana-6236	218	13	and	and	CCONJ
cana-6236	218	14	e.	e.	PROPN
cana-6236	218	15	zumpano	zumpano	PROPN
cana-6236	218	16	.	.	PUNCT
cana-6236	219	1	predictive	predictive	ADJ
cana-6236	219	2	analysis	analysis	NOUN
cana-6236	219	3	for	for	ADP
cana-6236	219	4	early	early	ADJ
cana-6236	219	5	detection	detection	NOUN
cana-6236	219	6	of	of	ADP
cana-6236	219	7	breast	breast	NOUN
cana-6236	219	8	cancer	cancer	NOUN
cana-6236	219	9	through	through	ADP
cana-6236	219	10	artificial	artificial	ADJ
cana-6236	219	11	intelligence	intelligence	NOUN
cana-6236	219	12	algorithms	algorithm	NOUN
cana-6236	219	13	.	.	PUNCT
cana-6236	220	1	in	in	ADP
cana-6236	220	2	international	international	ADJ
cana-6236	220	3	conference	conference	NOUN
cana-6236	220	4	on	on	ADP
cana-6236	220	5	innovations	innovation	NOUN
cana-6236	220	6	in	in	ADP
cana-6236	220	7	computational	computational	ADJ
cana-6236	220	8	intelligence	intelligence	NOUN
cana-6236	220	9	and	and	CCONJ
cana-6236	220	10	computer	computer	NOUN
cana-6236	220	11	vision	vision	NOUN
cana-6236	220	12	.	.	PUNCT
cana-6236	221	1	institute	institute	PROPN
cana-6236	221	2	of	of	ADP
cana-6236	221	3	electrical	electrical	ADJ
cana-6236	221	4	and	and	CCONJ
cana-6236	221	5	electronics	electronic	NOUN
cana-6236	221	6	engineers	engineer	NOUN
cana-6236	221	7	(	(	PUNCT
cana-6236	221	8	ieee	ieee	NOUN
cana-6236	221	9	)	)	PUNCT
cana-6236	221	10	,	,	PUNCT
cana-6236	221	11	2024	2024	NUM
cana-6236	221	12	.	.	PUNCT
cana-6236	222	1	[	[	X
cana-6236	222	2	18	18	NUM
cana-6236	222	3	]	]	PUNCT
cana-6236	222	4	m.	m.	NOUN
cana-6236	222	5	gagliardi	gagliardi	PROPN
cana-6236	222	6	,	,	PUNCT
cana-6236	222	7	t.	t.	PROPN
cana-6236	222	8	ruga	ruga	PROPN
cana-6236	222	9	,	,	PUNCT
cana-6236	222	10	e.	e.	PROPN
cana-6236	222	11	zumpano	zumpano	PROPN
cana-6236	222	12	,	,	PUNCT
cana-6236	222	13	and	and	CCONJ
cana-6236	222	14	e.	e.	PROPN
cana-6236	222	15	vocaturo	vocaturo	PROPN
cana-6236	222	16	.	.	PUNCT
cana-6236	223	1	breast	breast	NOUN
cana-6236	223	2	cancer	cancer	NOUN
cana-6236	223	3	classification	classification	NOUN
cana-6236	223	4	via	via	ADP
cana-6236	223	5	deep	deep	ADJ
cana-6236	223	6	learning	learning	NOUN
cana-6236	223	7	approaches	approach	NOUN
cana-6236	223	8	.	.	PUNCT
cana-6236	224	1	spast	spast	ADJ
cana-6236	224	2	reports	report	NOUN
cana-6236	224	3	,	,	PUNCT
cana-6236	224	4	1(4):article	1(4):article	NUM
cana-6236	224	5	4992	4992	NUM
cana-6236	224	6	,	,	PUNCT
cana-6236	224	7	2024	2024	NUM
cana-6236	224	8	.	.	PUNCT
cana-6236	225	1	[	[	X
cana-6236	225	2	19	19	NUM
cana-6236	225	3	]	]	PUNCT
cana-6236	225	4	alejandra	alejandra	PROPN
cana-6236	225	5	garcía	garcía	PROPN
cana-6236	225	6	fernández	fernández	PROPN
cana-6236	225	7	and	and	CCONJ
cana-6236	225	8	marta	marta	PROPN
cana-6236	225	9	rodríguez	rodríguez	PROPN
cana-6236	225	10	.	.	PUNCT
cana-6236	226	1	the	the	DET
cana-6236	226	2	treatment	treatment	NOUN
cana-6236	226	3	of	of	ADP
cana-6236	226	4	breast	breast	NOUN
cana-6236	226	5	cancer	cancer	NOUN
cana-6236	226	6	in	in	ADP
cana-6236	226	7	the	the	DET
cana-6236	226	8	era	era	NOUN
cana-6236	226	9	of	of	ADP
cana-6236	226	10	precision	precision	NOUN
cana-6236	226	11	medicine	medicine	NOUN
cana-6236	226	12	.	.	PUNCT
cana-6236	227	1	cancer	cancer	NOUN
cana-6236	227	2	biology	biology	NOUN
cana-6236	227	3	medicine	medicine	NOUN
cana-6236	227	4	,	,	PUNCT
cana-6236	227	5	22(4):322	22(4):322	NUM
cana-6236	227	6	–	–	PUNCT
cana-6236	227	7	347	347	NUM
cana-6236	227	8	,	,	PUNCT
cana-6236	227	9	2025	2025	NUM
cana-6236	227	10	.	.	PUNCT
cana-6236	228	1	[	[	X
cana-6236	228	2	20	20	NUM
cana-6236	228	3	]	]	X
cana-6236	228	4	h.	h.	NOUN
cana-6236	228	5	gharaibeh	gharaibeh	NOUN
cana-6236	228	6	,	,	PUNCT
cana-6236	228	7	k.	k.	PROPN
cana-6236	228	8	m.	m.	PROPN
cana-6236	228	9	o.	o.	PROPN
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cana-6236	228	11	,	,	PUNCT
cana-6236	228	12	n.	n.	PROPN
cana-6236	228	13	atitallah	atitallah	PROPN
cana-6236	228	14	,	,	PUNCT
cana-6236	228	15	a.	a.	NOUN
cana-6236	228	16	nasayreh	nasayreh	NOUN
cana-6236	228	17	,	,	PUNCT
cana-6236	228	18	and	and	CCONJ
cana-6236	228	19	r.	r.	PROPN
cana-6236	228	20	e.	e.	PROPN
cana-6236	228	21	al	al	PROPN
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cana-6236	228	24	breast	breast	NOUN
cana-6236	228	25	cancer	cancer	NOUN
cana-6236	228	26	detection	detection	NOUN
cana-6236	228	27	using	use	VERB
cana-6236	228	28	modified	modify	VERB
cana-6236	228	29	resnet50	resnet50	NOUN
cana-6236	228	30	-	-	PUNCT
cana-6236	228	31	based	base	VERB
cana-6236	228	32	on	on	ADP
cana-6236	228	33	gradientweighted	gradientweighted	ADJ
cana-6236	228	34	class	class	NOUN
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cana-6236	228	36	mapping	mapping	NOUN
cana-6236	228	37	.	.	PUNCT
cana-6236	229	1	journal	journal	PROPN
cana-6236	229	2	of	of	ADP
cana-6236	229	3	advanced	advanced	ADJ
cana-6236	229	4	research	research	NOUN
cana-6236	229	5	in	in	ADP
cana-6236	229	6	applied	apply	VERB
cana-6236	229	7	sciences	science	NOUN
cana-6236	229	8	and	and	CCONJ
cana-6236	229	9	engineering	engineering	NOUN
cana-6236	229	10	,	,	PUNCT
cana-6236	229	11	58(1):190	58(1):190	NUM
cana-6236	229	12	–	–	PUNCT
cana-6236	229	13	208	208	NUM
cana-6236	229	14	,	,	PUNCT
cana-6236	229	15	2024	2024	NUM
cana-6236	229	16	.	.	PUNCT
cana-6236	230	1	[	[	X
cana-6236	230	2	21	21	NUM
cana-6236	230	3	]	]	PUNCT
cana-6236	230	4	angela	angela	PROPN
cana-6236	230	5	n.	n.	PROPN
cana-6236	230	6	giaquinto	giaquinto	PROPN
cana-6236	230	7	,	,	PUNCT
cana-6236	230	8	hyuna	hyuna	PROPN
cana-6236	230	9	sung	sung	PROPN
cana-6236	230	10	,	,	PUNCT
cana-6236	230	11	kimberly	kimberly	PROPN
cana-6236	230	12	d.	d.	PROPN
cana-6236	230	13	miller	miller	PROPN
cana-6236	230	14	,	,	PUNCT
cana-6236	230	15	julia	julia	PROPN
cana-6236	230	16	krabbe	krabbe	PROPN
cana-6236	230	17	orbital	orbital	PROPN
cana-6236	230	18	,	,	PUNCT
cana-6236	230	19	jennifer	jennifer	PROPN
cana-6236	230	20	m.	m.	PROPN
cana-6236	230	21	croswell	croswell	PROPN
cana-6236	230	22	,	,	PUNCT
cana-6236	230	23	ahmedin	ahmedin	NOUN
cana-6236	230	24	jemal	jemal	PROPN
cana-6236	230	25	,	,	PUNCT
cana-6236	230	26	rebecca	rebecca	PROPN
cana-6236	230	27	l.	l.	PROPN
cana-6236	230	28	siegel	siegel	PROPN
cana-6236	230	29	,	,	PUNCT
cana-6236	230	30	and	and	CCONJ
cana-6236	230	31	carol	carol	PROPN
cana-6236	230	32	e.	e.	PROPN
cana-6236	230	33	desantis	desantis	PROPN
cana-6236	230	34	.	.	PUNCT
cana-6236	231	1	breast	breast	NOUN
cana-6236	231	2	cancer	cancer	NOUN
cana-6236	231	3	statistics	statistic	NOUN
cana-6236	231	4	,	,	PUNCT
cana-6236	231	5	2022	2022	NUM
cana-6236	231	6	.	.	PUNCT
cana-6236	232	1	ca	ca	NOUN
cana-6236	232	2	:	:	PUNCT
cana-6236	232	3	a	a	DET
cana-6236	232	4	cancer	cancer	NOUN
cana-6236	232	5	journal	journal	NOUN
cana-6236	232	6	for	for	ADP
cana-6236	232	7	clinicians	clinician	NOUN
cana-6236	232	8	,	,	PUNCT
cana-6236	232	9	72(6):524–541	72(6):524–541	NOUN
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cana-6236	232	12	.	.	PUNCT
cana-6236	233	1	[	[	X
cana-6236	233	2	22	22	NUM
cana-6236	233	3	]	]	PUNCT
cana-6236	233	4	k.	k.	PROPN
cana-6236	233	5	jabeen	jabeen	PROPN
cana-6236	233	6	,	,	PUNCT
cana-6236	233	7	m.	m.	NOUN
cana-6236	233	8	a.	a.	PROPN
cana-6236	233	9	khan	khan	PROPN
cana-6236	233	10	,	,	PUNCT
cana-6236	233	11	m.	m.	NOUN
cana-6236	233	12	a.	a.	PROPN
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cana-6236	233	14	,	,	PUNCT
cana-6236	233	15	o.	o.	PROPN
cana-6236	233	16	alqahtani	alqahtani	PROPN
cana-6236	233	17	,	,	PUNCT
cana-6236	233	18	m.	m.	NOUN
cana-6236	233	19	t.	t.	PROPN
cana-6236	233	20	h.	h.	PROPN
cana-6236	233	21	alouane	alouane	PROPN
cana-6236	233	22	,	,	PUNCT
cana-6236	233	23	a.	a.	PROPN
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cana-6236	234	5	of	of	ADP
cana-6236	234	6	deep	deep	ADJ
cana-6236	234	7	bottleneck	bottleneck	NOUN
cana-6236	234	8	residual	residual	ADJ
cana-6236	234	9	convolutional	convolutional	ADJ
cana-6236	234	10	neural	neural	ADJ
cana-6236	234	11	network	network	NOUN
cana-6236	234	12	for	for	ADP
cana-6236	234	13	breast	breast	NOUN
cana-6236	234	14	cancer	cancer	NOUN
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cana-6236	234	16	from	from	ADP
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cana-6236	234	19	.	.	PUNCT
cana-6236	235	1	frontiers	frontier	NOUN
cana-6236	235	2	in	in	ADP
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cana-6236	235	4	,	,	PUNCT
cana-6236	235	5	14	14	NUM
cana-6236	235	6	:	:	PUNCT
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cana-6236	235	8	1347856	1347856	NUM
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cana-6236	235	10	2024	2024	NUM
cana-6236	235	11	.	.	PUNCT
cana-6236	236	1	[	[	X
cana-6236	236	2	23	23	NUM
cana-6236	236	3	]	]	X
cana-6236	236	4	r.	r.	PROPN
cana-6236	236	5	karthiga	karthiga	PROPN
cana-6236	236	6	,	,	PUNCT
cana-6236	236	7	n.	n.	PROPN
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cana-6236	236	11	r.	r.	PROPN
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cana-6236	237	1	a	a	DET
cana-6236	237	2	novel	novel	ADJ
cana-6236	237	3	exploratory	exploratory	ADJ
cana-6236	237	4	hybrid	hybrid	NOUN
cana-6236	237	5	deep	deep	ADJ
cana-6236	237	6	neural	neural	ADJ
cana-6236	237	7	network	network	NOUN
cana-6236	237	8	to	to	PART
cana-6236	237	9	predict	predict	VERB
cana-6236	237	10	breast	breast	NOUN
cana-6236	237	11	cancer	cancer	NOUN
cana-6236	237	12	for	for	ADP
cana-6236	237	13	mammography	mammography	NOUN
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cana-6236	237	17	features	feature	NOUN
cana-6236	237	18	.	.	PUNCT
cana-6236	238	1	multimedia	multimedia	NOUN
cana-6236	238	2	tools	tool	NOUN
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cana-6236	238	5	,	,	PUNCT
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cana-6236	238	7	:	:	PUNCT
cana-6236	238	8	article	article	NOUN
cana-6236	238	9	0123456789	0123456789	NUM
cana-6236	238	10	,	,	PUNCT
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cana-6236	238	12	.	.	PUNCT
cana-6236	239	1	[	[	X
cana-6236	239	2	24	24	NUM
cana-6236	239	3	]	]	PUNCT
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cana-6236	239	15	n.	n.	NOUN
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cana-6236	239	22	a.	a.	PROPN
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cana-6236	240	4	-	-	ADJ
cana-6236	240	5	treatment	treatment	ADJ
cana-6236	240	6	recurrence	recurrence	NOUN
cana-6236	240	7	in	in	ADP
cana-6236	240	8	early	early	ADJ
cana-6236	240	9	-	-	PUNCT
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cana-6236	240	11	breast	breast	NOUN
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cana-6236	240	15	-	-	PUNCT
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cana-6236	240	17	with	with	ADP
cana-6236	240	18	midinfrared	midinfrared	ADJ
cana-6236	240	19	chemical	chemical	ADJ
cana-6236	240	20	histopathological	histopathological	ADJ
cana-6236	240	21	imaging	imaging	NOUN
cana-6236	240	22	.	.	PUNCT
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cana-6236	241	6	:	:	PUNCT
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cana-6236	241	9	,	,	PUNCT
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cana-6236	241	11	.	.	PUNCT
cana-6236	242	1	[	[	X
cana-6236	242	2	25	25	NUM
cana-6236	242	3	]	]	X
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cana-6236	242	13	.	.	PUNCT
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cana-6236	243	8	:	:	PUNCT
cana-6236	243	9	a	a	DET
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cana-6236	243	14	qualitative	qualitative	ADJ
cana-6236	243	15	studies	study	NOUN
cana-6236	243	16	.	.	PUNCT
cana-6236	244	1	cancer	cancer	NOUN
cana-6236	244	2	control	control	PROPN
cana-6236	244	3	,	,	PUNCT
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cana-6236	244	5	,	,	PUNCT
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cana-6236	245	1	[	[	X
cana-6236	245	2	26	26	NUM
cana-6236	245	3	]	]	X
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cana-6236	245	20	a.	a.	NOUN
cana-6236	245	21	alshehhi	alshehhi	PROPN
cana-6236	245	22	,	,	PUNCT
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cana-6236	245	27	:	:	PUNCT
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cana-6236	245	31	mammography	mammography	NOUN
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cana-6236	246	1	ieee	ieee	NOUN
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cana-6236	246	5	,	,	PUNCT
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cana-6236	246	7	.	.	PUNCT
cana-6236	247	1	[	[	X
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cana-6236	247	3	]	]	X
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cana-6236	248	3	mammography	mammography	NOUN
cana-6236	248	4	data	datum	NOUN
cana-6236	248	5	set	set	VERB
cana-6236	248	6	for	for	ADP
cana-6236	248	7	use	use	NOUN
cana-6236	248	8	in	in	ADP
cana-6236	248	9	computer	computer	NOUN
cana-6236	248	10	-	-	PUNCT
cana-6236	248	11	aided	aid	VERB
cana-6236	248	12	detection	detection	NOUN
cana-6236	248	13	and	and	CCONJ
cana-6236	248	14	diagnosis	diagnosis	NOUN
cana-6236	248	15	research	research	NOUN
cana-6236	248	16	.	.	PUNCT
cana-6236	249	1	scientific	scientific	ADJ
cana-6236	249	2	data	datum	NOUN
cana-6236	249	3	,	,	PUNCT
cana-6236	249	4	4:1–9	4:1–9	NUM
cana-6236	249	5	,	,	PUNCT
cana-6236	249	6	2017	2017	NUM
cana-6236	249	7	.	.	PUNCT
cana-6236	250	1	communications	communication	NOUN
cana-6236	250	2	on	on	ADP
cana-6236	250	3	applied	apply	VERB
cana-6236	250	4	nonlinear	nonlinear	ADJ
cana-6236	250	5	analysis	analysis	NOUN
cana-6236	250	6	issn	issn	NOUN
cana-6236	250	7	:	:	PUNCT
cana-6236	250	8	1074	1074	NUM
cana-6236	250	9	-	-	PUNCT
cana-6236	250	10	133x	133x	NUM
cana-6236	250	11	vol	vol	NOUN
cana-6236	250	12	32	32	NUM
cana-6236	250	13	no	no	NOUN
cana-6236	250	14	.	.	PUNCT
cana-6236	251	1	6s	6s	NUM
cana-6236	251	2	(	(	PUNCT
cana-6236	251	3	2025	2025	NUM
cana-6236	251	4	)	)	PUNCT
cana-6236	251	5	627	627	NUM
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cana-6236	252	1	[	[	X
cana-6236	252	2	28	28	NUM
cana-6236	252	3	]	]	X
cana-6236	252	4	xinbo	xinbo	PROPN
cana-6236	252	5	li	li	PROPN
cana-6236	252	6	,	,	PUNCT
cana-6236	252	7	shuo	shuo	PROPN
cana-6236	252	8	zhang	zhang	PROPN
cana-6236	252	9	,	,	PUNCT
cana-6236	252	10	yan	yan	PROPN
cana-6236	252	11	luo	luo	PROPN
cana-6236	252	12	,	,	PUNCT
cana-6236	252	13	and	and	CCONJ
cana-6236	252	14	jianhua	jianhua	PROPN
cana-6236	252	15	zhang	zhang	PROPN
cana-6236	252	16	.	.	PUNCT
cana-6236	253	1	overview	overview	NOUN
cana-6236	253	2	of	of	ADP
cana-6236	253	3	artificial	artificial	ADJ
cana-6236	253	4	intelligence	intelligence	NOUN
cana-6236	253	5	in	in	ADP
cana-6236	253	6	breast	breast	NOUN
cana-6236	253	7	cancer	cancer	NOUN
cana-6236	253	8	medical	medical	ADJ
cana-6236	253	9	imaging	imaging	NOUN
cana-6236	253	10	.	.	PUNCT
cana-6236	254	1	bioengineering	bioengineering	NOUN
cana-6236	254	2	,	,	PUNCT
cana-6236	254	3	10(1):109	10(1):109	NUM
cana-6236	254	4	,	,	PUNCT
cana-6236	254	5	2023	2023	NUM
cana-6236	254	6	.	.	PUNCT
cana-6236	255	1	2021	2021	NUM
cana-6236	255	2	foundational	foundational	ADJ
cana-6236	255	3	work	work	NOUN
cana-6236	255	4	on	on	ADP
cana-6236	255	5	ai	ai	VERB
cana-6236	255	6	in	in	ADP
cana-6236	255	7	imaging	imaging	NOUN
cana-6236	255	8	.	.	PUNCT
cana-6236	256	1	[	[	X
cana-6236	256	2	29	29	NUM
cana-6236	256	3	]	]	X
cana-6236	256	4	wei	wei	PROPN
cana-6236	256	5	liang	liang	PROPN
cana-6236	256	6	lim	lim	PROPN
cana-6236	256	7	,	,	PUNCT
cana-6236	256	8	sean	sean	PROPN
cana-6236	256	9	j.	j.	PROPN
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cana-6236	256	11	,	,	PUNCT
cana-6236	256	12	and	and	CCONJ
cana-6236	256	13	christos	christos	PROPN
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cana-6236	256	15	.	.	PUNCT
cana-6236	257	1	novel	novel	ADJ
cana-6236	257	2	strategies	strategy	NOUN
cana-6236	257	3	on	on	ADP
cana-6236	257	4	personalized	personalized	ADJ
cana-6236	257	5	medicine	medicine	NOUN
cana-6236	257	6	for	for	ADP
cana-6236	257	7	breast	breast	NOUN
cana-6236	257	8	cancer	cancer	NOUN
cana-6236	257	9	treatment	treatment	NOUN
cana-6236	257	10	:	:	PUNCT
cana-6236	257	11	an	an	DET
cana-6236	257	12	update	update	NOUN
cana-6236	257	13	.	.	PUNCT
cana-6236	258	1	journal	journal	NOUN
cana-6236	258	2	of	of	ADP
cana-6236	258	3	cancer	cancer	NOUN
cana-6236	258	4	,	,	PUNCT
cana-6236	258	5	8(20):4164–4171	8(20):4164–4171	NUM
cana-6236	258	6	,	,	PUNCT
cana-6236	258	7	2017	2017	NUM
cana-6236	258	8	.	.	PUNCT
cana-6236	259	1	updated	update	VERB
cana-6236	259	2	2024	2024	NUM
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cana-6236	259	4	in	in	ADP
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cana-6236	259	6	medicine	medicine	NOUN
cana-6236	259	7	reviews	review	NOUN
cana-6236	259	8	.	.	PUNCT
cana-6236	260	1	[	[	X
cana-6236	260	2	30	30	NUM
cana-6236	260	3	]	]	X
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cana-6236	260	5	j.	j.	PROPN
cana-6236	260	6	littrup	littrup	PROPN
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cana-6236	260	9	freeman	freeman	PROPN
cana-6236	260	10	-	-	PUNCT
cana-6236	260	11	gibb	gibb	PROPN
cana-6236	260	12	.	.	PUNCT
cana-6236	260	13	ultrasound	ultrasound	PROPN
cana-6236	260	14	-	-	PUNCT
cana-6236	260	15	guided	guide	VERB
cana-6236	260	16	breast	breast	NOUN
cana-6236	260	17	cancer	cancer	NOUN
cana-6236	260	18	cryoablation	cryoablation	NOUN
cana-6236	260	19	.	.	PUNCT
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cana-6236	261	2	journal	journal	PROPN
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cana-6236	261	4	roentgenology	roentgenology	NOUN
cana-6236	261	5	,	,	PUNCT
cana-6236	261	6	214(5):1175–1183	214(5):1175–1183	PROPN
cana-6236	261	7	,	,	PUNCT
cana-6236	261	8	2020	2020	NUM
cana-6236	261	9	.	.	PUNCT
cana-6236	262	1	2023	2023	NUM
cana-6236	262	2	updates	update	NOUN
cana-6236	262	3	on	on	ADP
cana-6236	262	4	emerging	emerge	VERB
cana-6236	262	5	options	option	NOUN
cana-6236	262	6	.	.	PUNCT
cana-6236	263	1	[	[	X
cana-6236	263	2	31	31	NUM
cana-6236	263	3	]	]	PUNCT
cana-6236	263	4	z.	z.	PROPN
cana-6236	263	5	liu	liu	PROPN
cana-6236	263	6	,	,	PUNCT
cana-6236	263	7	j.	j.	PROPN
cana-6236	263	8	peng	peng	PROPN
cana-6236	263	9	,	,	PUNCT
cana-6236	263	10	x.	x.	PROPN
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cana-6236	263	17	l.	l.	PROPN
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cana-6236	264	2	cancer	cancer	NOUN
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cana-6236	264	4	method	method	NOUN
cana-6236	264	5	based	base	VERB
cana-6236	264	6	on	on	ADP
cana-6236	264	7	improved	improved	ADJ
cana-6236	264	8	vgg16	vgg16	NOUN
cana-6236	264	9	using	use	VERB
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cana-6236	264	11	images	image	NOUN
cana-6236	264	12	.	.	PUNCT
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cana-6236	265	4	research	research	NOUN
cana-6236	265	5	and	and	CCONJ
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cana-6236	265	8	,	,	PUNCT
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cana-6236	265	10	:	:	PUNCT
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cana-6236	265	12	100885	100885	NUM
cana-6236	265	13	,	,	PUNCT
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cana-6236	265	15	.	.	PUNCT
cana-6236	266	1	[	[	X
cana-6236	266	2	32	32	NUM
cana-6236	266	3	]	]	PUNCT
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cana-6236	266	12	k.	k.	PROPN
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cana-6236	266	16	s.	s.	PROPN
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cana-6236	266	22	.	.	PUNCT
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cana-6236	267	8	through	through	ADP
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cana-6236	267	17	.	.	PUNCT
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cana-6236	268	10	:	:	PUNCT
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cana-6236	271	3	,	,	PUNCT
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cana-6236	271	7	,	,	PUNCT
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cana-6236	271	9	.	.	PUNCT
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cana-6236	272	2	34	34	NUM
cana-6236	272	3	]	]	X
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cana-6236	273	10	:	:	PUNCT
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cana-6236	276	11	a	a	DET
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cana-6236	279	10	.	.	PUNCT
cana-6236	280	1	journal	journal	NOUN
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cana-6236	280	7	,	,	PUNCT
cana-6236	280	8	31(suppl	31(suppl	NUM
cana-6236	280	9	1):s2	1):s2	NUM
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cana-6236	280	12	.	.	PUNCT
cana-6236	281	1	2021	2021	NUM
cana-6236	281	2	updates	update	NOUN
cana-6236	281	3	on	on	ADP
cana-6236	281	4	avoidance	avoidance	NOUN
cana-6236	281	5	and	and	CCONJ
cana-6236	281	6	side	side	NOUN
cana-6236	281	7	effects	effect	NOUN
cana-6236	281	8	.	.	PUNCT
cana-6236	282	1	[	[	X
cana-6236	282	2	37	37	NUM
cana-6236	282	3	]	]	X
cana-6236	282	4	i.	i.	PROPN
cana-6236	282	5	c.	c.	PROPN
cana-6236	282	6	moreira	moreira	PROPN
cana-6236	282	7	,	,	PUNCT
cana-6236	282	8	i.	i.	PROPN
cana-6236	282	9	amaral	amaral	PROPN
cana-6236	282	10	,	,	PUNCT
cana-6236	282	11	i.	i.	PROPN
cana-6236	282	12	domingues	domingues	PROPN
cana-6236	282	13	,	,	PUNCT
cana-6236	282	14	a.	a.	NOUN
cana-6236	282	15	cardoso	cardoso	PROPN
cana-6236	282	16	,	,	PUNCT
cana-6236	282	17	m.	m.	NOUN
cana-6236	282	18	j.	j.	PROPN
cana-6236	282	19	cardoso	cardoso	PROPN
cana-6236	282	20	,	,	PUNCT
cana-6236	282	21	and	and	CCONJ
cana-6236	282	22	j.	j.	PROPN
cana-6236	282	23	s.	s.	PROPN
cana-6236	282	24	cardoso	cardoso	PROPN
cana-6236	282	25	.	.	PUNCT
cana-6236	283	1	inbreast	inbreast	NOUN
cana-6236	283	2	:	:	PUNCT
cana-6236	283	3	toward	toward	ADP
cana-6236	283	4	a	a	DET
cana-6236	283	5	full	full	ADJ
cana-6236	283	6	-	-	PUNCT
cana-6236	283	7	field	field	NOUN
cana-6236	283	8	digital	digital	ADJ
cana-6236	283	9	mammographic	mammographic	ADJ
cana-6236	283	10	database	database	NOUN
cana-6236	283	11	.	.	PUNCT
cana-6236	284	1	academic	academic	ADJ
cana-6236	284	2	radiology	radiology	NOUN
cana-6236	284	3	,	,	PUNCT
cana-6236	284	4	19(2):236–248	19(2):236–248	NUM
cana-6236	284	5	,	,	PUNCT
cana-6236	284	6	2012	2012	NUM
cana-6236	284	7	.	.	PUNCT
cana-6236	285	1	[	[	X
cana-6236	285	2	38	38	NUM
cana-6236	285	3	]	]	PUNCT
cana-6236	285	4	a.	a.	PROPN
cana-6236	285	5	natarajan	natarajan	PROPN
cana-6236	285	6	,	,	PUNCT
cana-6236	285	7	s.	s.	PROPN
cana-6236	285	8	veeramani	veeramani	PROPN
cana-6236	285	9	,	,	PUNCT
cana-6236	285	10	and	and	CCONJ
cana-6236	285	11	k.	k.	PROPN
cana-6236	285	12	senthilkumar	senthilkumar	PROPN
cana-6236	285	13	.	.	PUNCT
cana-6236	286	1	an	an	DET
cana-6236	286	2	effective	effective	ADJ
cana-6236	286	3	dhh	dhh	PROPN
cana-6236	286	4	-	-	PUNCT
cana-6236	286	5	gru	gru	NOUN
cana-6236	286	6	model	model	NOUN
cana-6236	286	7	for	for	ADP
cana-6236	286	8	breast	breast	NOUN
cana-6236	286	9	cancer	cancer	NOUN
cana-6236	286	10	detection	detection	NOUN
cana-6236	286	11	and	and	CCONJ
cana-6236	286	12	severity	severity	NOUN
cana-6236	286	13	prediction	prediction	NOUN
cana-6236	286	14	.	.	PUNCT
cana-6236	287	1	applied	apply	VERB
cana-6236	287	2	soft	soft	ADJ
cana-6236	287	3	computing	computing	NOUN
cana-6236	287	4	,	,	PUNCT
cana-6236	287	5	151	151	NUM
cana-6236	287	6	:	:	PUNCT
cana-6236	287	7	article	article	NOUN
cana-6236	287	8	111177	111177	NUM
cana-6236	287	9	,	,	PUNCT
cana-6236	287	10	2025	2025	NUM
cana-6236	287	11	.	.	PUNCT
cana-6236	288	1	[	[	X
cana-6236	288	2	39	39	NUM
cana-6236	288	3	]	]	PUNCT
cana-6236	288	4	p.	p.	NOUN
cana-6236	288	5	oza	oza	PROPN
cana-6236	288	6	,	,	PUNCT
cana-6236	288	7	u.	u.	PROPN
cana-6236	288	8	oza	oza	PROPN
cana-6236	288	9	,	,	PUNCT
cana-6236	288	10	r.	r.	PROPN
cana-6236	288	11	oza	oza	PROPN
cana-6236	288	12	,	,	PUNCT
cana-6236	288	13	p.	p.	PROPN
cana-6236	288	14	sharma	sharma	PROPN
cana-6236	288	15	,	,	PUNCT
cana-6236	288	16	s.	s.	PROPN
cana-6236	288	17	patel	patel	PROPN
cana-6236	288	18	,	,	PUNCT
cana-6236	288	19	p.	p.	PROPN
cana-6236	288	20	kumar	kumar	PROPN
cana-6236	288	21	,	,	PUNCT
cana-6236	288	22	et	et	PROPN
cana-6236	288	23	al	al	PROPN
cana-6236	288	24	.	.	PUNCT
cana-6236	289	1	digital	digital	ADJ
cana-6236	289	2	mammography	mammography	NOUN
cana-6236	289	3	dataset	dataset	VERB
cana-6236	289	4	for	for	ADP
cana-6236	289	5	breast	breast	NOUN
cana-6236	289	6	cancer	cancer	NOUN
cana-6236	289	7	diagnosis	diagnosis	NOUN
cana-6236	289	8	research	research	NOUN
cana-6236	289	9	(	(	PUNCT
cana-6236	289	10	dmid	dmid	PROPN
cana-6236	289	11	)	)	PUNCT
cana-6236	289	12	with	with	ADP
cana-6236	289	13	breast	breast	NOUN
cana-6236	289	14	mass	mass	PROPN
cana-6236	289	15	segmentation	segmentation	NOUN
cana-6236	289	16	analysis	analysis	NOUN
cana-6236	289	17	.	.	PUNCT
cana-6236	290	1	biomedical	biomedical	ADJ
cana-6236	290	2	engineering	engineering	NOUN
cana-6236	290	3	letters	letter	NOUN
cana-6236	290	4	,	,	PUNCT
cana-6236	290	5	14:317–330	14:317–330	NUM
cana-6236	290	6	,	,	PUNCT
cana-6236	290	7	2024	2024	NUM
cana-6236	290	8	.	.	PUNCT
cana-6236	291	1	[	[	X
cana-6236	291	2	40	40	NUM
cana-6236	291	3	]	]	PUNCT
cana-6236	291	4	hongchao	hongchao	PROPN
cana-6236	291	5	pan	pan	PROPN
cana-6236	291	6	,	,	PUNCT
cana-6236	291	7	richard	richard	PROPN
cana-6236	291	8	gray	gray	PROPN
cana-6236	291	9	,	,	PUNCT
cana-6236	291	10	jeremy	jeremy	PROPN
cana-6236	291	11	braybrooke	braybrooke	PROPN
cana-6236	291	12	,	,	PUNCT
cana-6236	291	13	christina	christina	PROPN
cana-6236	291	14	davies	davy	NOUN
cana-6236	291	15	,	,	PUNCT
cana-6236	291	16	carolyn	carolyn	PROPN
cana-6236	291	17	taylor	taylor	PROPN
cana-6236	291	18	,	,	PUNCT
cana-6236	291	19	paul	paul	PROPN
cana-6236	291	20	mcgale	mcgale	PROPN
cana-6236	291	21	,	,	PUNCT
cana-6236	291	22	richard	richard	PROPN
cana-6236	291	23	peto	peto	PROPN
cana-6236	291	24	,	,	PUNCT
cana-6236	291	25	ann	ann	PROPN
cana-6236	291	26	price	price	NOUN
cana-6236	291	27	,	,	PUNCT
cana-6236	291	28	kathleen	kathleen	PROPN
cana-6236	291	29	i.	i.	PROPN
cana-6236	291	30	pritchard	pritchard	PROPN
cana-6236	291	31	,	,	PUNCT
cana-6236	291	32	paul	paul	PROPN
cana-6236	291	33	westwood	westwood	PROPN
cana-6236	291	34	,	,	PUNCT
cana-6236	291	35	et	et	PROPN
cana-6236	291	36	al	al	PROPN
cana-6236	291	37	.	.	PROPN
cana-6236	292	1	20year	20year	NUM
cana-6236	292	2	risks	risk	NOUN
cana-6236	292	3	of	of	ADP
cana-6236	292	4	breast	breast	NOUN
cana-6236	292	5	-	-	PUNCT
cana-6236	292	6	cancer	cancer	NOUN
cana-6236	292	7	recurrence	recurrence	NOUN
cana-6236	292	8	after	after	ADP
cana-6236	292	9	stopping	stop	VERB
cana-6236	292	10	endocrine	endocrine	NOUN
cana-6236	292	11	therapy	therapy	NOUN
cana-6236	292	12	at	at	ADP
cana-6236	292	13	5	5	NUM
cana-6236	292	14	years	year	NOUN
cana-6236	292	15	.	.	PUNCT
cana-6236	293	1	new	new	PROPN
cana-6236	293	2	england	england	PROPN
cana-6236	293	3	journal	journal	PROPN
cana-6236	293	4	of	of	ADP
cana-6236	293	5	medicine	medicine	NOUN
cana-6236	293	6	,	,	PUNCT
cana-6236	293	7	377(19):1836–1846	377(19):1836–1846	NUM
cana-6236	293	8	,	,	PUNCT
cana-6236	293	9	2017	2017	NUM
cana-6236	293	10	.	.	PUNCT
cana-6236	294	1	updated	update	VERB
cana-6236	294	2	analyses	analysis	NOUN
cana-6236	294	3	referenced	reference	VERB
cana-6236	294	4	in	in	ADP
cana-6236	294	5	2023	2023	NUM
cana-6236	294	6	contexts	contexts	NOUN
cana-6236	294	7	.	.	PUNCT
cana-6236	295	1	[	[	X
cana-6236	295	2	41	41	NUM
cana-6236	295	3	]	]	PUNCT
cana-6236	295	4	biopharma	biopharma	NOUN
cana-6236	295	5	peg	peg	NOUN
cana-6236	295	6	.	.	PUNCT
cana-6236	296	1	key	key	ADJ
cana-6236	296	2	advances	advance	NOUN
cana-6236	296	3	in	in	ADP
cana-6236	296	4	breast	breast	NOUN
cana-6236	296	5	cancer	cancer	NOUN
cana-6236	296	6	treatment	treatment	NOUN
cana-6236	296	7	:	:	PUNCT
cana-6236	296	8	first	first	ADV
cana-6236	296	9	half	half	NOUN
cana-6236	296	10	of	of	ADP
cana-6236	296	11	2025	2025	NUM
cana-6236	296	12	,	,	PUNCT
cana-6236	296	13	2025	2025	NUM
cana-6236	296	14	.	.	PUNCT
cana-6236	297	1	[	[	X
cana-6236	297	2	42	42	NUM
cana-6236	297	3	]	]	PUNCT
cana-6236	297	4	s.	s.	PROPN
cana-6236	297	5	k.	k.	PROPN
cana-6236	297	6	sathish	sathish	PROPN
cana-6236	297	7	.	.	PUNCT
cana-6236	298	1	hybrid	hybrid	ADJ
cana-6236	298	2	deep	deep	ADJ
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cana-6236	298	4	enabled	enable	VERB
cana-6236	298	5	breast	breast	NOUN
cana-6236	298	6	cancer	cancer	NOUN
cana-6236	298	7	detection	detection	NOUN
cana-6236	298	8	using	use	VERB
cana-6236	298	9	mammogram	mammogram	NOUN
cana-6236	298	10	communications	communication	NOUN
cana-6236	298	11	on	on	ADP
cana-6236	298	12	applied	apply	VERB
cana-6236	298	13	nonlinear	nonlinear	ADJ
cana-6236	298	14	analysis	analysis	NOUN
cana-6236	298	15	issn	issn	NOUN
cana-6236	298	16	:	:	PUNCT
cana-6236	298	17	1074	1074	NUM
cana-6236	298	18	-	-	PUNCT
cana-6236	298	19	133x	133x	NUM
cana-6236	298	20	vol	vol	NOUN
cana-6236	298	21	32	32	NUM
cana-6236	298	22	no	no	NOUN
cana-6236	298	23	.	.	PUNCT
cana-6236	299	1	6s	6s	NUM
cana-6236	299	2	(	(	PUNCT
cana-6236	299	3	2025	2025	NUM
cana-6236	299	4	)	)	PUNCT
cana-6236	299	5	628	628	NUM
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cana-6236	299	7	images	image	NOUN
cana-6236	299	8	.	.	PUNCT
cana-6236	300	1	biomedical	biomedical	ADJ
cana-6236	300	2	signal	signal	NOUN
cana-6236	300	3	processing	processing	NOUN
cana-6236	300	4	and	and	CCONJ
cana-6236	300	5	control	control	NOUN
cana-6236	300	6	,	,	PUNCT
cana-6236	300	7	95	95	NUM
cana-6236	300	8	:	:	PUNCT
cana-6236	300	9	article	article	NOUN
cana-6236	300	10	106310	106310	NUM
cana-6236	300	11	,	,	PUNCT
cana-6236	300	12	2024	2024	NUM
cana-6236	300	13	.	.	PUNCT
cana-6236	301	1	[	[	X
cana-6236	301	2	43	43	NUM
cana-6236	301	3	]	]	PUNCT
cana-6236	301	4	m.	m.	NOUN
cana-6236	301	5	s.	s.	PROPN
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cana-6236	301	8	a.	a.	NOUN
cana-6236	301	9	imran	imran	PROPN
cana-6236	301	10	.	.	PUNCT
cana-6236	302	1	breast	breast	NOUN
cana-6236	302	2	cancer	cancer	NOUN
cana-6236	302	3	detection	detection	NOUN
cana-6236	302	4	using	use	VERB
cana-6236	302	5	deep	deep	ADJ
cana-6236	302	6	learning	learning	NOUN
cana-6236	302	7	techniques	technique	NOUN
cana-6236	302	8	:	:	PUNCT
cana-6236	302	9	challenges	challenge	NOUN
cana-6236	302	10	and	and	CCONJ
cana-6236	302	11	future	future	ADJ
cana-6236	302	12	directions	direction	NOUN
cana-6236	302	13	.	.	PUNCT
cana-6236	303	1	multimedia	multimedia	NOUN
cana-6236	303	2	tools	tool	NOUN
cana-6236	303	3	and	and	CCONJ
cana-6236	303	4	applications	application	NOUN
cana-6236	303	5	,	,	PUNCT
cana-6236	303	6	pages	page	NOUN
cana-6236	303	7	1–48	1–48	PROPN
cana-6236	303	8	,	,	PUNCT
cana-6236	303	9	2025	2025	NUM
cana-6236	303	10	.	.	PUNCT
cana-6236	304	1	[	[	X
cana-6236	304	2	44	44	NUM
cana-6236	304	3	]	]	X
cana-6236	304	4	c.	c.	PROPN
cana-6236	304	5	su	su	PROPN
cana-6236	304	6	,	,	PUNCT
cana-6236	304	7	z.	z.	PROPN
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cana-6236	304	11	j.	j.	PROPN
cana-6236	304	12	cao	cao	PROPN
cana-6236	304	13	.	.	PUNCT
cana-6236	305	1	multi	multi	ADJ
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cana-6236	305	3	view	view	ADJ
cana-6236	305	4	co	co	NOUN
cana-6236	305	5	-	-	NOUN
cana-6236	305	6	occurrence	occurrence	ADJ
cana-6236	305	7	and	and	CCONJ
cana-6236	305	8	dual	dual	ADJ
cana-6236	305	9	modality	modality	NOUN
cana-6236	305	10	framework	framework	NOUN
cana-6236	305	11	for	for	ADP
cana-6236	305	12	breast	breast	NOUN
cana-6236	305	13	cancer	cancer	NOUN
cana-6236	305	14	classification	classification	NOUN
cana-6236	305	15	.	.	PUNCT
cana-6236	306	1	journal	journal	PROPN
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cana-6236	306	3	king	king	PROPN
cana-6236	306	4	saud	saud	PROPN
cana-6236	306	5	university	university	PROPN
cana-6236	306	6	computer	computer	NOUN
cana-6236	306	7	and	and	CCONJ
cana-6236	306	8	information	information	NOUN
cana-6236	306	9	sciences	science	NOUN
cana-6236	306	10	,	,	PUNCT
cana-6236	306	11	37(5):article	37(5):article	NOUN
cana-6236	306	12	101731	101731	NUM
cana-6236	306	13	,	,	PUNCT
cana-6236	306	14	2025	2025	NUM
cana-6236	306	15	.	.	PUNCT
cana-6236	307	1	[	[	X
cana-6236	307	2	45	45	NUM
cana-6236	307	3	]	]	X
cana-6236	307	4	j.	j.	PROPN
cana-6236	307	5	suckling	suckling	PROPN
cana-6236	307	6	,	,	PUNCT
cana-6236	307	7	j.	j.	PROPN
cana-6236	307	8	parker	parker	PROPN
cana-6236	307	9	,	,	PUNCT
cana-6236	307	10	d.	d.	PROPN
cana-6236	307	11	dance	dance	PROPN
cana-6236	307	12	,	,	PUNCT
cana-6236	307	13	s.	s.	PROPN
cana-6236	307	14	astley	astley	PROPN
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cana-6236	307	16	i.	i.	PROPN
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cana-6236	307	19	c.	c.	PROPN
cana-6236	307	20	boggis	boggis	PROPN
cana-6236	307	21	,	,	PUNCT
cana-6236	307	22	et	et	PROPN
cana-6236	307	23	al	al	PROPN
cana-6236	307	24	.	.	PROPN
cana-6236	307	25	mammographic	mammographic	ADJ
cana-6236	307	26	image	image	NOUN
cana-6236	307	27	analysis	analysis	NOUN
cana-6236	307	28	society	society	NOUN
cana-6236	307	29	(	(	PUNCT
cana-6236	307	30	mias	mias	PROPN
cana-6236	307	31	)	)	PUNCT
cana-6236	307	32	database	database	PROPN
cana-6236	307	33	v1.21	v1.21	PROPN
cana-6236	307	34	,	,	PUNCT
cana-6236	307	35	2015	2015	NUM
cana-6236	307	36	.	.	PUNCT
cana-6236	308	1	[	[	X
cana-6236	308	2	46	46	NUM
cana-6236	308	3	]	]	X
cana-6236	308	4	v.	v.	X
cana-6236	308	5	sureshkumar	sureshkumar	PROPN
cana-6236	308	6	,	,	PUNCT
cana-6236	308	7	r.	r.	PROPN
cana-6236	308	8	s.	s.	PROPN
cana-6236	308	9	n.	n.	PROPN
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cana-6236	308	11	,	,	PUNCT
cana-6236	308	12	s.	s.	PROPN
cana-6236	308	13	balasubramaniam	balasubramaniam	PROPN
cana-6236	308	14	,	,	PUNCT
cana-6236	308	15	d.	d.	PROPN
cana-6236	308	16	jagannathan	jagannathan	PROPN
cana-6236	308	17	,	,	PUNCT
cana-6236	308	18	j.	j.	PROPN
cana-6236	308	19	daniel	daniel	PROPN
cana-6236	308	20	,	,	PUNCT
cana-6236	308	21	s.	s.	PROPN
cana-6236	308	22	dhanasekaran	dhanasekaran	PROPN
cana-6236	308	23	,	,	PUNCT
cana-6236	308	24	et	et	PROPN
cana-6236	308	25	al	al	PROPN
cana-6236	308	26	.	.	PUNCT
cana-6236	308	27	breast	breast	NOUN
cana-6236	308	28	cancer	cancer	NOUN
cana-6236	308	29	detection	detection	NOUN
cana-6236	308	30	and	and	CCONJ
cana-6236	308	31	analytics	analytic	NOUN
cana-6236	308	32	using	use	VERB
cana-6236	308	33	hybrid	hybrid	ADJ
cana-6236	308	34	cnn	cnn	NOUN
cana-6236	308	35	and	and	CCONJ
cana-6236	308	36	extreme	extreme	ADJ
cana-6236	308	37	learning	learning	NOUN
cana-6236	308	38	machine	machine	NOUN
cana-6236	308	39	.	.	PUNCT
cana-6236	309	1	journal	journal	PROPN
cana-6236	309	2	of	of	ADP
cana-6236	309	3	personalized	personalized	ADJ
cana-6236	309	4	medicine	medicine	NOUN
cana-6236	309	5	,	,	PUNCT
cana-6236	309	6	14(8):article	14(8):article	PROPN
cana-6236	309	7	792	792	NUM
cana-6236	309	8	,	,	PUNCT
cana-6236	309	9	2024	2024	NUM
cana-6236	309	10	.	.	PUNCT
cana-6236	310	1	[	[	X
cana-6236	310	2	47	47	NUM
cana-6236	310	3	]	]	X
cana-6236	310	4	h.	h.	PROPN
cana-6236	310	5	tan	tan	PROPN
cana-6236	310	6	,	,	PUNCT
cana-6236	310	7	q.	q.	PROPN
cana-6236	310	8	wu	wu	PROPN
cana-6236	310	9	,	,	PUNCT
cana-6236	310	10	y.	y.	PROPN
cana-6236	310	11	wu	wu	PROPN
cana-6236	310	12	,	,	PUNCT
cana-6236	310	13	b.	b.	PROPN
cana-6236	310	14	zheng	zheng	PROPN
cana-6236	310	15	,	,	PUNCT
cana-6236	310	16	b.	b.	PROPN
cana-6236	310	17	wang	wang	PROPN
cana-6236	310	18	,	,	PUNCT
cana-6236	310	19	y.	y.	PROPN
cana-6236	310	20	chen	chen	PROPN
cana-6236	310	21	,	,	PUNCT
cana-6236	310	22	l.	l.	PROPN
cana-6236	310	23	du	du	PROPN
cana-6236	310	24	,	,	PUNCT
cana-6236	310	25	j.	j.	PROPN
cana-6236	310	26	zhou	zhou	PROPN
cana-6236	310	27	,	,	PUNCT
cana-6236	310	28	f.	f.	PROPN
cana-6236	310	29	fu	fu	PROPN
cana-6236	310	30	,	,	PUNCT
cana-6236	310	31	h.	h.	PROPN
cana-6236	310	32	guo	guo	PROPN
cana-6236	310	33	,	,	PUNCT
cana-6236	310	34	c.	c.	PROPN
cana-6236	310	35	fu	fu	PROPN
cana-6236	310	36	,	,	PUNCT
cana-6236	310	37	l.	l.	PROPN
cana-6236	310	38	ma	ma	PROPN
cana-6236	310	39	,	,	PUNCT
cana-6236	310	40	p.	p.	PROPN
cana-6236	310	41	dong	dong	PROPN
cana-6236	310	42	,	,	PUNCT
cana-6236	310	43	z.	z.	PROPN
cana-6236	310	44	xue	xue	PROPN
cana-6236	310	45	,	,	PUNCT
cana-6236	310	46	d.	d.	PROPN
cana-6236	310	47	shen	shen	PROPN
cana-6236	310	48	,	,	PUNCT
cana-6236	310	49	and	and	CCONJ
cana-6236	310	50	m.	m.	PROPN
cana-6236	310	51	wang	wang	PROPN
cana-6236	310	52	.	.	PUNCT
cana-6236	310	53	mammography	mammography	NOUN
cana-6236	310	54	-	-	PUNCT
cana-6236	310	55	based	base	VERB
cana-6236	310	56	artificial	artificial	ADJ
cana-6236	310	57	intelligence	intelligence	NOUN
cana-6236	310	58	for	for	ADP
cana-6236	310	59	breast	breast	NOUN
cana-6236	310	60	cancer	cancer	NOUN
cana-6236	310	61	detection	detection	NOUN
cana-6236	310	62	,	,	PUNCT
cana-6236	310	63	diagnosis	diagnosis	NOUN
cana-6236	310	64	,	,	PUNCT
cana-6236	310	65	and	and	CCONJ
cana-6236	310	66	birads	birad	VERB
cana-6236	310	67	categorization	categorization	NOUN
cana-6236	310	68	using	use	VERB
cana-6236	310	69	multiview	multiview	NOUN
cana-6236	310	70	and	and	CCONJ
cana-6236	310	71	multi	multi	ADJ
cana-6236	310	72	-	-	ADJ
cana-6236	310	73	level	level	ADJ
cana-6236	310	74	convolutional	convolutional	ADJ
cana-6236	310	75	neural	neural	ADJ
cana-6236	310	76	networks	network	NOUN
cana-6236	310	77	.	.	PUNCT
cana-6236	311	1	insights	insight	NOUN
cana-6236	311	2	into	into	ADP
cana-6236	311	3	imaging	imaging	NOUN
cana-6236	311	4	,	,	PUNCT
cana-6236	311	5	16(1):article	16(1):article	NUM
cana-6236	311	6	109	109	NUM
cana-6236	311	7	,	,	PUNCT
cana-6236	311	8	2025	2025	NUM
cana-6236	311	9	.	.	PUNCT
cana-6236	312	1	[	[	X
cana-6236	312	2	48	48	NUM
cana-6236	312	3	]	]	PUNCT
cana-6236	312	4	cancer	cancer	NOUN
cana-6236	312	5	research	research	PROPN
cana-6236	312	6	uk	uk	PROPN
cana-6236	312	7	.	.	PROPN
cana-6236	312	8	survival	survival	PROPN
cana-6236	312	9	for	for	ADP
cana-6236	312	10	breast	breast	NOUN
cana-6236	312	11	cancer	cancer	NOUN
cana-6236	312	12	,	,	PUNCT
cana-6236	312	13	2025	2025	NUM
cana-6236	312	14	.	.	PUNCT
cana-6236	313	1	[	[	X
cana-6236	313	2	49	49	NUM
cana-6236	313	3	]	]	PUNCT
cana-6236	313	4	t.	t.	PROPN
cana-6236	313	5	umamaheswari	umamaheswari	PROPN
cana-6236	313	6	and	and	CCONJ
cana-6236	313	7	y.	y.	PROPN
cana-6236	313	8	m.	m.	PROPN
cana-6236	313	9	m.	m.	PROPN
cana-6236	313	10	babu	babu	PROPN
cana-6236	313	11	.	.	PUNCT
cana-6236	314	1	vit	vit	NOUN
cana-6236	314	2	-	-	PUNCT
cana-6236	314	3	maenb7	maenb7	NOUN
cana-6236	314	4	:	:	PUNCT
cana-6236	314	5	an	an	DET
cana-6236	314	6	innovative	innovative	ADJ
cana-6236	314	7	breast	breast	NOUN
cana-6236	314	8	cancer	cancer	NOUN
cana-6236	314	9	diagnosis	diagnosis	NOUN
cana-6236	314	10	model	model	NOUN
cana-6236	314	11	from	from	ADP
cana-6236	314	12	3d	3d	PROPN
cana-6236	314	13	mammograms	mammogram	NOUN
cana-6236	314	14	using	use	VERB
cana-6236	314	15	advanced	advanced	ADJ
cana-6236	314	16	segmentation	segmentation	NOUN
cana-6236	314	17	and	and	CCONJ
cana-6236	314	18	classification	classification	NOUN
cana-6236	314	19	process	process	NOUN
cana-6236	314	20	.	.	PUNCT
cana-6236	315	1	computer	computer	NOUN
cana-6236	315	2	methods	method	NOUN
cana-6236	315	3	and	and	CCONJ
cana-6236	315	4	programs	program	NOUN
cana-6236	315	5	in	in	ADP
cana-6236	315	6	biomedicine	biomedicine	NOUN
cana-6236	315	7	,	,	PUNCT
cana-6236	315	8	257	257	NUM
cana-6236	315	9	:	:	PUNCT
cana-6236	315	10	article	article	NOUN
cana-6236	315	11	108373	108373	NUM
cana-6236	315	12	,	,	PUNCT
cana-6236	315	13	2024	2024	NUM
cana-6236	315	14	.	.	PUNCT
cana-6236	316	1	[	[	X
cana-6236	316	2	50	50	NUM
cana-6236	316	3	]	]	PUNCT
cana-6236	316	4	s.	s.	PROPN
cana-6236	316	5	vijayalakshmi	vijayalakshmi	PROPN
cana-6236	316	6	,	,	PUNCT
cana-6236	316	7	b.	b.	PROPN
cana-6236	316	8	k.	k.	PROPN
cana-6236	316	9	pandey	pandey	PROPN
cana-6236	316	10	,	,	PUNCT
cana-6236	316	11	d.	d.	PROPN
cana-6236	316	12	pandey	pandey	PROPN
cana-6236	316	13	,	,	PUNCT
cana-6236	316	14	and	and	CCONJ
cana-6236	316	15	m.	m.	PROPN
cana-6236	316	16	e.	e.	PROPN
cana-6236	316	17	lelisho	lelisho	PROPN
cana-6236	316	18	.	.	PUNCT
cana-6236	317	1	innovative	innovative	ADJ
cana-6236	317	2	deep	deep	ADJ
cana-6236	317	3	learning	learning	NOUN
cana-6236	317	4	classifiers	classifier	NOUN
cana-6236	317	5	for	for	ADP
cana-6236	317	6	breast	breast	NOUN
cana-6236	317	7	cancer	cancer	NOUN
cana-6236	317	8	detection	detection	NOUN
cana-6236	317	9	through	through	ADP
cana-6236	317	10	hybrid	hybrid	ADJ
cana-6236	317	11	feature	feature	NOUN
cana-6236	317	12	extraction	extraction	NOUN
cana-6236	317	13	techniques	technique	NOUN
cana-6236	317	14	.	.	PUNCT
cana-6236	318	1	scientific	scientific	ADJ
cana-6236	318	2	reports	report	NOUN
cana-6236	318	3	,	,	PUNCT
cana-6236	318	4	15(1):article	15(1):article	PROPN
cana-6236	318	5	22212	22212	NUM
cana-6236	318	6	,	,	PUNCT
cana-6236	318	7	2025	2025	NUM
cana-6236	318	8	.	.	PUNCT
cana-6236	319	1	[	[	X
cana-6236	319	2	51	51	NUM
cana-6236	319	3	]	]	PUNCT
cana-6236	319	4	e.	e.	PROPN
cana-6236	319	5	vocaturo	vocaturo	PROPN
cana-6236	319	6	and	and	CCONJ
cana-6236	319	7	e.	e.	PROPN
cana-6236	319	8	zumpano	zumpano	PROPN
cana-6236	319	9	.	.	PUNCT
cana-6236	320	1	artificial	artificial	ADJ
cana-6236	320	2	intelligence	intelligence	NOUN
cana-6236	320	3	approaches	approach	VERB
cana-6236	320	4	on	on	ADP
cana-6236	320	5	ultrasound	ultrasound	NOUN
cana-6236	320	6	for	for	ADP
cana-6236	320	7	breast	breast	NOUN
cana-6236	320	8	cancer	cancer	NOUN
cana-6236	320	9	diagnosis	diagnosis	NOUN
cana-6236	320	10	.	.	PUNCT
cana-6236	321	1	in	in	ADP
cana-6236	321	2	ieee	ieee	PROPN
cana-6236	321	3	international	international	ADJ
cana-6236	321	4	conference	conference	NOUN
cana-6236	321	5	on	on	ADP
cana-6236	321	6	bioinformatics	bioinformatics	NOUN
cana-6236	321	7	and	and	CCONJ
cana-6236	321	8	biomedicine	biomedicine	NOUN
cana-6236	321	9	,	,	PUNCT
cana-6236	321	10	pages	page	NOUN
cana-6236	321	11	3116–3121	3116–3121	NUM
cana-6236	321	12	,	,	PUNCT
cana-6236	321	13	2021	2021	NUM
cana-6236	321	14	.	.	PUNCT
cana-6236	322	1	[	[	X
cana-6236	322	2	52	52	NUM
cana-6236	322	3	]	]	X
cana-6236	322	4	yong	yong	PROPN
cana-6236	322	5	wu	wu	PROPN
cana-6236	322	6	,	,	PUNCT
cana-6236	322	7	mariam	mariam	PROPN
cana-6236	322	8	sarkissyan	sarkissyan	PROPN
cana-6236	322	9	,	,	PUNCT
cana-6236	322	10	and	and	CCONJ
cana-6236	322	11	jaydutt	jaydutt	PROPN
cana-6236	322	12	v.	v.	ADP
cana-6236	322	13	vadgama	vadgama	PROPN
cana-6236	322	14	.	.	PUNCT
cana-6236	323	1	breast	breast	NOUN
cana-6236	323	2	cancer	cancer	NOUN
cana-6236	323	3	heterogeneity	heterogeneity	NOUN
cana-6236	323	4	and	and	CCONJ
cana-6236	323	5	its	its	PRON
cana-6236	323	6	implication	implication	NOUN
cana-6236	323	7	in	in	ADP
cana-6236	323	8	personalized	personalized	ADJ
cana-6236	323	9	precision	precision	NOUN
cana-6236	323	10	therapy	therapy	NOUN
cana-6236	323	11	.	.	PUNCT
cana-6236	324	1	experimental	experimental	ADJ
cana-6236	324	2	hematology	hematology	NOUN
cana-6236	324	3	oncology	oncology	NOUN
cana-6236	324	4	,	,	PUNCT
cana-6236	324	5	11	11	NUM
cana-6236	324	6	:	:	PUNCT
cana-6236	324	7	article	article	NOUN
cana-6236	324	8	75	75	NUM
cana-6236	324	9	,	,	PUNCT