id	sid	tid	token	lemma	pos
fcis-14686	1	1	frontiers	frontier	NOUN
fcis-14686	1	2	in	in	ADP
fcis-14686	1	3	computing	computing	NOUN
fcis-14686	1	4	and	and	CCONJ
fcis-14686	1	5	intelligent	intelligent	ADJ
fcis-14686	1	6	systems	system	NOUN
fcis-14686	1	7	issn	issn	VERB
fcis-14686	1	8	:	:	PUNCT
fcis-14686	1	9	2832	2832	NUM
fcis-14686	1	10	-	-	SYM
fcis-14686	1	11	6024	6024	NUM
fcis-14686	1	12	|	|	NOUN
fcis-14686	1	13	vol	vol	NOUN
fcis-14686	1	14	.	.	PROPN
fcis-14686	2	1	6	6	NUM
fcis-14686	2	2	,	,	PUNCT
fcis-14686	2	3	no	no	INTJ
fcis-14686	2	4	.	.	NOUN
fcis-14686	2	5	1	1	NUM
fcis-14686	2	6	,	,	PUNCT
fcis-14686	2	7	2023	2023	NUM
fcis-14686	2	8	56	56	NUM
fcis-14686	2	9	progress	progress	NOUN
fcis-14686	2	10	in	in	ADP
fcis-14686	2	11	the	the	DET
fcis-14686	2	12	application	application	NOUN
fcis-14686	2	13	of	of	ADP
fcis-14686	2	14	artificial	artificial	ADJ
fcis-14686	2	15	intelligence	intelligence	NOUN
fcis-14686	2	16	in	in	ADP
fcis-14686	2	17	ultrasound	ultrasound	ADJ
fcis-14686	2	18	diagnosis	diagnosis	NOUN
fcis-14686	2	19	of	of	ADP
fcis-14686	2	20	breast	breast	NOUN
fcis-14686	2	21	cancer	cancer	NOUN
fcis-14686	2	22	jerry	jerry	PROPN
fcis-14686	2	23	yao	yao	PROPN
fcis-14686	2	24	1	1	NUM
fcis-14686	2	25	,	,	PUNCT
fcis-14686	2	26	*	*	PUNCT
fcis-14686	2	27	,	,	PUNCT
fcis-14686	2	28	yuan	yuan	X
fcis-14686	2	29	zou	zou	PROPN
fcis-14686	2	30	2	2	NUM
fcis-14686	2	31	,	,	PUNCT
fcis-14686	2	32	shuqian	shuqian	ADJ
fcis-14686	2	33	du	du	PROPN
fcis-14686	2	34	1	1	NUM
fcis-14686	2	35	,	,	PUNCT
fcis-14686	2	36	hong	hong	PROPN
fcis-14686	2	37	wu	wu	PROPN
fcis-14686	2	38	3	3	NUM
fcis-14686	2	39	,	,	PUNCT
fcis-14686	2	40	bin	bin	PROPN
fcis-14686	2	41	yuan	yuan	NOUN
fcis-14686	2	42	1	1	NUM
fcis-14686	2	43	1	1	NUM
fcis-14686	2	44	information	information	NOUN
fcis-14686	2	45	studies	study	NOUN
fcis-14686	2	46	,	,	PUNCT
fcis-14686	2	47	trine	trine	PROPN
fcis-14686	2	48	university	university	PROPN
fcis-14686	2	49	,	,	PUNCT
fcis-14686	2	50	phoenix	phoenix	PROPN
fcis-14686	2	51	,	,	PUNCT
fcis-14686	2	52	arizona	arizona	PROPN
fcis-14686	2	53	,	,	PUNCT
fcis-14686	2	54	usa	usa	PROPN
fcis-14686	2	55	2	2	NUM
fcis-14686	2	56	software	software	NOUN
fcis-14686	2	57	engineering	engineering	NOUN
fcis-14686	2	58	,	,	PUNCT
fcis-14686	2	59	ttwilight	ttwilight	NOUN
fcis-14686	2	60	snow	snow	NOUN
fcis-14686	2	61	technology	technology	NOUN
fcis-14686	2	62	,	,	PUNCT
fcis-14686	2	63	hongkong	hongkong	PROPN
fcis-14686	2	64	,	,	PUNCT
fcis-14686	2	65	china	china	PROPN
fcis-14686	2	66	3	3	NUM
fcis-14686	2	67	computer	computer	NOUN
fcis-14686	2	68	science	science	NOUN
fcis-14686	2	69	,	,	PUNCT
fcis-14686	2	70	independent	independent	ADJ
fcis-14686	2	71	researcher	researcher	NOUN
fcis-14686	2	72	,	,	PUNCT
fcis-14686	2	73	ca	ca	PROPN
fcis-14686	2	74	usa	usa	PROPN
fcis-14686	2	75	*	*	PUNCT
fcis-14686	2	76	corresponding	correspond	VERB
fcis-14686	2	77	author	author	NOUN
fcis-14686	2	78	:	:	PUNCT
fcis-14686	2	79	jerry	jerry	PROPN
fcis-14686	2	80	yao	yao	PROPN
fcis-14686	2	81	(	(	PUNCT
fcis-14686	2	82	email	email	NOUN
fcis-14686	2	83	:	:	PUNCT
fcis-14686	2	84	zyao23@my.trine.edu	zyao23@my.trine.edu	X
fcis-14686	2	85	)	)	PUNCT
fcis-14686	2	86	abstract	abstract	NOUN
fcis-14686	2	87	:	:	PUNCT
fcis-14686	2	88	the	the	DET
fcis-14686	2	89	mammary	mammary	ADJ
fcis-14686	2	90	gland	gland	NOUN
fcis-14686	2	91	is	be	AUX
fcis-14686	2	92	an	an	DET
fcis-14686	2	93	important	important	ADJ
fcis-14686	2	94	human	human	ADJ
fcis-14686	2	95	organ	organ	NOUN
fcis-14686	2	96	that	that	PRON
fcis-14686	2	97	secretes	secrete	VERB
fcis-14686	2	98	milk	milk	NOUN
fcis-14686	2	99	and	and	CCONJ
fcis-14686	2	100	feeds	feed	VERB
fcis-14686	2	101	offspring	offspring	NOUN
fcis-14686	2	102	,	,	PUNCT
fcis-14686	2	103	while	while	SCONJ
fcis-14686	2	104	breast	breast	NOUN
fcis-14686	2	105	tumors	tumor	NOUN
fcis-14686	2	106	are	be	AUX
fcis-14686	2	107	benign	benign	ADJ
fcis-14686	2	108	or	or	CCONJ
fcis-14686	2	109	malignant	malignant	ADJ
fcis-14686	2	110	tumors	tumor	NOUN
fcis-14686	2	111	that	that	PRON
fcis-14686	2	112	occur	occur	VERB
fcis-14686	2	113	in	in	ADP
fcis-14686	2	114	the	the	DET
fcis-14686	2	115	breast	breast	NOUN
fcis-14686	2	116	tissue	tissue	NOUN
fcis-14686	2	117	.	.	PUNCT
fcis-14686	3	1	there	there	PRON
fcis-14686	3	2	are	be	VERB
fcis-14686	3	3	many	many	ADJ
fcis-14686	3	4	causes	cause	NOUN
fcis-14686	3	5	of	of	ADP
fcis-14686	3	6	breast	breast	NOUN
fcis-14686	3	7	cancer	cancer	NOUN
fcis-14686	3	8	,	,	PUNCT
fcis-14686	3	9	and	and	CCONJ
fcis-14686	3	10	the	the	DET
fcis-14686	3	11	incidence	incidence	NOUN
fcis-14686	3	12	continues	continue	VERB
fcis-14686	3	13	to	to	PART
fcis-14686	3	14	rise	rise	VERB
fcis-14686	3	15	,	,	PUNCT
fcis-14686	3	16	which	which	PRON
fcis-14686	3	17	is	be	AUX
fcis-14686	3	18	an	an	DET
fcis-14686	3	19	important	important	ADJ
fcis-14686	3	20	killer	killer	NOUN
fcis-14686	3	21	that	that	PRON
fcis-14686	3	22	threatens	threaten	VERB
fcis-14686	3	23	women	woman	NOUN
fcis-14686	3	24	's	's	PART
fcis-14686	3	25	health	health	NOUN
fcis-14686	3	26	.	.	PUNCT
fcis-14686	4	1	in	in	ADP
fcis-14686	4	2	recent	recent	ADJ
fcis-14686	4	3	years	year	NOUN
fcis-14686	4	4	,	,	PUNCT
fcis-14686	4	5	a	a	DET
fcis-14686	4	6	large	large	ADJ
fcis-14686	4	7	number	number	NOUN
fcis-14686	4	8	of	of	ADP
fcis-14686	4	9	researchers	researcher	NOUN
fcis-14686	4	10	have	have	AUX
fcis-14686	4	11	been	be	AUX
fcis-14686	4	12	interested	interested	ADJ
fcis-14686	4	13	in	in	ADP
fcis-14686	4	14	the	the	DET
fcis-14686	4	15	study	study	NOUN
fcis-14686	4	16	of	of	ADP
fcis-14686	4	17	ai	ai	VERB
fcis-14686	4	18	diagnosis	diagnosis	NOUN
fcis-14686	4	19	of	of	ADP
fcis-14686	4	20	breast	breast	NOUN
fcis-14686	4	21	cancer	cancer	NOUN
fcis-14686	4	22	.	.	PUNCT
fcis-14686	5	1	artificial	artificial	ADJ
fcis-14686	5	2	intelligence	intelligence	NOUN
fcis-14686	5	3	uses	use	VERB
fcis-14686	5	4	a	a	DET
fcis-14686	5	5	specific	specific	ADJ
fcis-14686	5	6	algorithm	algorithm	NOUN
fcis-14686	5	7	to	to	PART
fcis-14686	5	8	intelligently	intelligently	ADV
fcis-14686	5	9	process	process	VERB
fcis-14686	5	10	ultrasound	ultrasound	NOUN
fcis-14686	5	11	images	image	NOUN
fcis-14686	5	12	,	,	PUNCT
fcis-14686	5	13	and	and	CCONJ
fcis-14686	5	14	develops	develop	VERB
fcis-14686	5	15	a	a	DET
fcis-14686	5	16	high	high	ADJ
fcis-14686	5	17	-	-	PUNCT
fcis-14686	5	18	precision	precision	NOUN
fcis-14686	5	19	and	and	CCONJ
fcis-14686	5	20	high	high	ADJ
fcis-14686	5	21	-	-	PUNCT
fcis-14686	5	22	efficiency	efficiency	NOUN
fcis-14686	5	23	breast	breast	NOUN
fcis-14686	5	24	cancer	cancer	NOUN
fcis-14686	5	25	recognition	recognition	NOUN
fcis-14686	5	26	model	model	NOUN
fcis-14686	5	27	through	through	ADP
fcis-14686	5	28	training	training	NOUN
fcis-14686	5	29	and	and	CCONJ
fcis-14686	5	30	optimization	optimization	NOUN
fcis-14686	5	31	of	of	ADP
fcis-14686	5	32	the	the	DET
fcis-14686	5	33	algorithm	algorithm	NOUN
fcis-14686	5	34	.	.	PUNCT
fcis-14686	6	1	at	at	ADP
fcis-14686	6	2	present	present	ADJ
fcis-14686	6	3	,	,	PUNCT
fcis-14686	6	4	the	the	DET
fcis-14686	6	5	application	application	NOUN
fcis-14686	6	6	of	of	ADP
fcis-14686	6	7	computer	computer	NOUN
fcis-14686	6	8	-	-	PUNCT
fcis-14686	6	9	aided	aid	VERB
fcis-14686	6	10	detection	detection	NOUN
fcis-14686	6	11	methods	method	NOUN
fcis-14686	6	12	in	in	ADP
fcis-14686	6	13	breast	breast	NOUN
fcis-14686	6	14	cancer	cancer	NOUN
fcis-14686	6	15	ultrasound	ultrasound	NOUN
fcis-14686	6	16	has	have	AUX
fcis-14686	6	17	been	be	AUX
fcis-14686	6	18	gradually	gradually	ADV
fcis-14686	6	19	promoted	promote	VERB
fcis-14686	6	20	,	,	PUNCT
fcis-14686	6	21	and	and	CCONJ
fcis-14686	6	22	the	the	DET
fcis-14686	6	23	combined	combined	ADJ
fcis-14686	6	24	application	application	NOUN
fcis-14686	6	25	of	of	ADP
fcis-14686	6	26	artificial	artificial	ADJ
fcis-14686	6	27	intelligence	intelligence	NOUN
fcis-14686	6	28	has	have	AUX
fcis-14686	6	29	played	play	VERB
fcis-14686	6	30	an	an	DET
fcis-14686	6	31	advantageous	advantageous	ADJ
fcis-14686	6	32	role	role	NOUN
fcis-14686	6	33	in	in	ADP
fcis-14686	6	34	the	the	DET
fcis-14686	6	35	field	field	NOUN
fcis-14686	6	36	of	of	ADP
fcis-14686	6	37	breast	breast	NOUN
fcis-14686	6	38	disease	disease	NOUN
fcis-14686	6	39	ultrasound	ultrasound	NOUN
fcis-14686	6	40	diagnosis	diagnosis	NOUN
fcis-14686	6	41	,	,	PUNCT
fcis-14686	6	42	such	such	ADJ
fcis-14686	6	43	as	as	ADP
fcis-14686	6	44	shortening	shorten	VERB
fcis-14686	6	45	the	the	DET
fcis-14686	6	46	examination	examination	NOUN
fcis-14686	6	47	time	time	NOUN
fcis-14686	6	48	,	,	PUNCT
fcis-14686	6	49	effectively	effectively	ADV
fcis-14686	6	50	improving	improve	VERB
fcis-14686	6	51	the	the	DET
fcis-14686	6	52	detection	detection	NOUN
fcis-14686	6	53	rate	rate	NOUN
fcis-14686	6	54	and	and	CCONJ
fcis-14686	6	55	diagnostic	diagnostic	ADJ
fcis-14686	6	56	accuracy	accuracy	NOUN
fcis-14686	6	57	rate	rate	NOUN
fcis-14686	6	58	.	.	PUNCT
fcis-14686	7	1	the	the	DET
fcis-14686	7	2	main	main	ADJ
fcis-14686	7	3	reasons	reason	NOUN
fcis-14686	7	4	are	be	AUX
fcis-14686	7	5	:	:	PUNCT
fcis-14686	7	6	the	the	DET
fcis-14686	7	7	accuracy	accuracy	NOUN
fcis-14686	7	8	of	of	ADP
fcis-14686	7	9	traditional	traditional	ADJ
fcis-14686	7	10	ai	ai	PROPN
fcis-14686	7	11	diagnosis	diagnosis	NOUN
fcis-14686	7	12	model	model	NOUN
fcis-14686	7	13	of	of	ADP
fcis-14686	7	14	breast	breast	NOUN
fcis-14686	7	15	cancer	cancer	NOUN
fcis-14686	7	16	based	base	VERB
fcis-14686	7	17	on	on	ADP
fcis-14686	7	18	machine	machine	NOUN
fcis-14686	7	19	learning	learning	NOUN
fcis-14686	7	20	is	be	AUX
fcis-14686	7	21	not	not	PART
fcis-14686	7	22	high	high	ADJ
fcis-14686	7	23	;	;	PUNCT
fcis-14686	7	24	the	the	DET
fcis-14686	7	25	aim	aim	NOUN
fcis-14686	7	26	of	of	ADP
fcis-14686	7	27	this	this	DET
fcis-14686	7	28	paper	paper	NOUN
fcis-14686	7	29	is	be	AUX
fcis-14686	7	30	to	to	PART
fcis-14686	7	31	improve	improve	VERB
fcis-14686	7	32	the	the	DET
fcis-14686	7	33	accuracy	accuracy	NOUN
fcis-14686	7	34	of	of	ADP
fcis-14686	7	35	early	early	ADJ
fcis-14686	7	36	diagnosis	diagnosis	NOUN
fcis-14686	7	37	of	of	ADP
fcis-14686	7	38	breast	breast	NOUN
fcis-14686	7	39	diseases	disease	NOUN
fcis-14686	7	40	effectively	effectively	ADV
fcis-14686	7	41	and	and	CCONJ
fcis-14686	7	42	reduce	reduce	VERB
fcis-14686	7	43	the	the	DET
fcis-14686	7	44	misdiagnosis	misdiagnosis	NOUN
fcis-14686	7	45	rate	rate	NOUN
fcis-14686	7	46	caused	cause	VERB
fcis-14686	7	47	by	by	ADP
fcis-14686	7	48	overwork	overwork	NOUN
fcis-14686	7	49	of	of	ADP
fcis-14686	7	50	doctors	doctor	NOUN
fcis-14686	7	51	on	on	ADP
fcis-14686	7	52	the	the	DET
fcis-14686	7	53	basis	basis	NOUN
fcis-14686	7	54	of	of	ADP
fcis-14686	7	55	clear	clear	ADJ
fcis-14686	7	56	medical	medical	ADJ
fcis-14686	7	57	images	image	NOUN
fcis-14686	7	58	and	and	CCONJ
fcis-14686	7	59	computer	computer	NOUN
fcis-14686	7	60	-	-	PUNCT
fcis-14686	7	61	aided	aid	VERB
fcis-14686	7	62	diagnosis	diagnosis	NOUN
fcis-14686	7	63	technology	technology	NOUN
fcis-14686	7	64	.	.	PUNCT
fcis-14686	8	1	keywords	keyword	NOUN
fcis-14686	8	2	:	:	PUNCT
fcis-14686	8	3	breast	breast	NOUN
fcis-14686	8	4	cancer	cancer	NOUN
fcis-14686	8	5	;	;	PUNCT
fcis-14686	8	6	artificial	artificial	ADJ
fcis-14686	8	7	intelligence	intelligence	NOUN
fcis-14686	8	8	;	;	PUNCT
fcis-14686	8	9	ultrasonic	ultrasonic	ADJ
fcis-14686	8	10	diagnosis	diagnosis	NOUN
fcis-14686	8	11	;	;	PUNCT
fcis-14686	8	12	cad	cad	PROPN
fcis-14686	8	13	.	.	PROPN
fcis-14686	8	14	1	1	NUM
fcis-14686	8	15	.	.	PUNCT
fcis-14686	8	16	introduction	introduction	NOUN
fcis-14686	8	17	according	accord	VERB
fcis-14686	8	18	to	to	ADP
fcis-14686	8	19	the	the	DET
fcis-14686	8	20	american	american	PROPN
fcis-14686	8	21	institute	institute	PROPN
fcis-14686	8	22	of	of	ADP
fcis-14686	8	23	cancer	cancer	NOUN
fcis-14686	8	24	statistics	statistic	NOUN
fcis-14686	8	25	in	in	ADP
fcis-14686	8	26	recent	recent	ADJ
fcis-14686	8	27	years	year	NOUN
fcis-14686	8	28	,	,	PUNCT
fcis-14686	8	29	about	about	ADV
fcis-14686	8	30	250,000	250,000	NUM
fcis-14686	8	31	women	woman	NOUN
fcis-14686	8	32	nationwide	nationwide	ADV
fcis-14686	8	33	have	have	AUX
fcis-14686	8	34	been	be	AUX
fcis-14686	8	35	diagnosed	diagnose	VERB
fcis-14686	8	36	with	with	ADP
fcis-14686	8	37	breast	breast	NOUN
fcis-14686	8	38	cancer	cancer	NOUN
fcis-14686	8	39	,	,	PUNCT
fcis-14686	8	40	and	and	CCONJ
fcis-14686	8	41	the	the	DET
fcis-14686	8	42	number	number	NOUN
fcis-14686	8	43	of	of	ADP
fcis-14686	8	44	deaths	death	NOUN
fcis-14686	8	45	is	be	AUX
fcis-14686	8	46	as	as	ADV
fcis-14686	8	47	high	high	ADJ
fcis-14686	8	48	as	as	ADP
fcis-14686	8	49	40,000	40,000	NUM
fcis-14686	8	50	.	.	PUNCT
fcis-14686	9	1	due	due	ADP
fcis-14686	9	2	to	to	ADP
fcis-14686	9	3	long	long	ADJ
fcis-14686	9	4	-	-	PUNCT
fcis-14686	9	5	term	term	NOUN
fcis-14686	9	6	late	late	ADJ
fcis-14686	9	7	night	night	NOUN
fcis-14686	9	8	,	,	PUNCT
fcis-14686	9	9	irregular	irregular	ADJ
fcis-14686	9	10	diet	diet	NOUN
fcis-14686	9	11	,	,	PUNCT
fcis-14686	9	12	excessive	excessive	ADJ
fcis-14686	9	13	exposure	exposure	NOUN
fcis-14686	9	14	to	to	ADP
fcis-14686	9	15	ionizing	ionize	VERB
fcis-14686	9	16	radiation	radiation	NOUN
fcis-14686	9	17	and	and	CCONJ
fcis-14686	9	18	lack	lack	NOUN
fcis-14686	9	19	of	of	ADP
fcis-14686	9	20	exercise	exercise	NOUN
fcis-14686	9	21	,	,	PUNCT
fcis-14686	9	22	there	there	PRON
fcis-14686	9	23	are	be	VERB
fcis-14686	9	24	about	about	ADV
fcis-14686	9	25	50,000	50,000	NUM
fcis-14686	9	26	to	to	PART
fcis-14686	9	27	90,000	90,000	NUM
fcis-14686	9	28	female	female	ADJ
fcis-14686	9	29	breast	breast	NOUN
fcis-14686	9	30	cancer	cancer	NOUN
fcis-14686	9	31	patients	patient	NOUN
fcis-14686	9	32	in	in	ADP
fcis-14686	9	33	china	china	PROPN
fcis-14686	9	34	,	,	PUNCT
fcis-14686	9	35	and	and	CCONJ
fcis-14686	9	36	30,000	30,000	NUM
fcis-14686	9	37	to	to	PART
fcis-14686	9	38	40,000	40,000	NUM
fcis-14686	9	39	deaths	death	NOUN
fcis-14686	9	40	.	.	PUNCT
fcis-14686	10	1	the	the	DET
fcis-14686	10	2	number	number	NOUN
fcis-14686	10	3	of	of	ADP
fcis-14686	10	4	new	new	ADJ
fcis-14686	10	5	cases	case	NOUN
fcis-14686	10	6	of	of	ADP
fcis-14686	10	7	breast	breast	NOUN
fcis-14686	10	8	cancer	cancer	NOUN
fcis-14686	10	9	in	in	ADP
fcis-14686	10	10	china	china	PROPN
fcis-14686	10	11	in	in	ADP
fcis-14686	10	12	2020	2020	NUM
fcis-14686	10	13	is	be	AUX
fcis-14686	10	14	as	as	ADV
fcis-14686	10	15	high	high	ADJ
fcis-14686	10	16	as	as	ADP
fcis-14686	10	17	420,000	420,000	NUM
fcis-14686	10	18	.	.	PUNCT
fcis-14686	11	1	therefore	therefore	ADV
fcis-14686	11	2	,	,	PUNCT
fcis-14686	11	3	early	early	ADJ
fcis-14686	11	4	detection	detection	NOUN
fcis-14686	11	5	and	and	CCONJ
fcis-14686	11	6	diagnosis	diagnosis	NOUN
fcis-14686	11	7	is	be	AUX
fcis-14686	11	8	the	the	DET
fcis-14686	11	9	key	key	NOUN
fcis-14686	11	10	to	to	ADP
fcis-14686	11	11	reducing	reduce	VERB
fcis-14686	11	12	the	the	DET
fcis-14686	11	13	mortality	mortality	NOUN
fcis-14686	11	14	rate	rate	NOUN
fcis-14686	11	15	of	of	ADP
fcis-14686	11	16	breast	breast	NOUN
fcis-14686	11	17	cancer	cancer	NOUN
fcis-14686	11	18	and	and	CCONJ
fcis-14686	11	19	improving	improve	VERB
fcis-14686	11	20	the	the	DET
fcis-14686	11	21	quality	quality	NOUN
fcis-14686	11	22	of	of	ADP
fcis-14686	11	23	life	life	NOUN
fcis-14686	11	24	of	of	ADP
fcis-14686	11	25	female	female	ADJ
fcis-14686	11	26	patients	patient	NOUN
fcis-14686	11	27	.	.	PUNCT
fcis-14686	12	1	the	the	DET
fcis-14686	12	2	use	use	NOUN
fcis-14686	12	3	of	of	ADP
fcis-14686	12	4	modern	modern	ADJ
fcis-14686	12	5	medical	medical	ADJ
fcis-14686	12	6	technology	technology	NOUN
fcis-14686	12	7	for	for	ADP
fcis-14686	12	8	breast	breast	NOUN
fcis-14686	12	9	screening	screening	NOUN
fcis-14686	12	10	is	be	AUX
fcis-14686	12	11	an	an	DET
fcis-14686	12	12	important	important	ADJ
fcis-14686	12	13	way	way	NOUN
fcis-14686	12	14	to	to	PART
fcis-14686	12	15	detect	detect	VERB
fcis-14686	12	16	early	early	ADJ
fcis-14686	12	17	breast	breast	NOUN
fcis-14686	12	18	tumors	tumor	NOUN
fcis-14686	12	19	,	,	PUNCT
fcis-14686	12	20	in	in	ADP
fcis-14686	12	21	which	which	PRON
fcis-14686	12	22	breast	breast	NOUN
fcis-14686	12	23	key	key	NOUN
fcis-14686	12	24	target	target	NOUN
fcis-14686	12	25	x	x	NOUN
fcis-14686	12	26	-	-	NOUN
fcis-14686	12	27	ray	ray	NOUN
fcis-14686	12	28	examination	examination	NOUN
fcis-14686	12	29	and	and	CCONJ
fcis-14686	12	30	breast	breast	NOUN
fcis-14686	12	31	ultrasound	ultrasound	NOUN
fcis-14686	12	32	are	be	AUX
fcis-14686	12	33	the	the	DET
fcis-14686	12	34	golden	golden	ADJ
fcis-14686	12	35	partners	partner	NOUN
fcis-14686	12	36	for	for	ADP
fcis-14686	12	37	breast	breast	NOUN
fcis-14686	12	38	cancer	cancer	NOUN
fcis-14686	12	39	screening[3	screening[3	PROPN
fcis-14686	12	40	]	]	PUNCT
fcis-14686	12	41	.	.	PUNCT
fcis-14686	13	1	by	by	ADP
fcis-14686	13	2	observing	observe	VERB
fcis-14686	13	3	changes	change	NOUN
fcis-14686	13	4	in	in	ADP
fcis-14686	13	5	breast	breast	NOUN
fcis-14686	13	6	tissues	tissue	NOUN
fcis-14686	13	7	and	and	CCONJ
fcis-14686	13	8	organs	organ	NOUN
fcis-14686	13	9	,	,	PUNCT
fcis-14686	13	10	target	target	NOUN
fcis-14686	13	11	mammography	mammography	NOUN
fcis-14686	13	12	can	can	AUX
fcis-14686	13	13	detect	detect	VERB
fcis-14686	13	14	early	early	ADJ
fcis-14686	13	15	breast	breast	NOUN
fcis-14686	13	16	cancer	cancer	NOUN
fcis-14686	13	17	such	such	ADJ
fcis-14686	13	18	as	as	ADP
fcis-14686	13	19	breast	breast	NOUN
fcis-14686	13	20	lumps	lump	NOUN
fcis-14686	13	21	that	that	PRON
fcis-14686	13	22	can	can	AUX
fcis-14686	13	23	not	not	PART
fcis-14686	13	24	be	be	AUX
fcis-14686	13	25	detected	detect	VERB
fcis-14686	13	26	by	by	ADP
fcis-14686	13	27	the	the	DET
fcis-14686	13	28	naked	naked	ADJ
fcis-14686	13	29	eye	eye	NOUN
fcis-14686	13	30	,	,	PUNCT
fcis-14686	13	31	and	and	CCONJ
fcis-14686	13	32	reduce	reduce	VERB
fcis-14686	13	33	the	the	DET
fcis-14686	13	34	breast	breast	NOUN
fcis-14686	13	35	cancer	cancer	NOUN
fcis-14686	13	36	mortality	mortality	NOUN
fcis-14686	13	37	rate	rate	NOUN
fcis-14686	13	38	of	of	ADP
fcis-14686	13	39	patients	patient	NOUN
fcis-14686	13	40	by	by	ADP
fcis-14686	13	41	38	38	NUM
fcis-14686	13	42	to	to	PART
fcis-14686	13	43	48	48	NUM
fcis-14686	13	44	percent	percent	NOUN
fcis-14686	13	45	.	.	PUNCT
fcis-14686	14	1	breast	breast	NOUN
fcis-14686	14	2	target	target	NOUN
fcis-14686	14	3	examination	examination	NOUN
fcis-14686	14	4	is	be	AUX
fcis-14686	14	5	recognized	recognize	VERB
fcis-14686	14	6	as	as	ADP
fcis-14686	14	7	a	a	DET
fcis-14686	14	8	screening	screening	NOUN
fcis-14686	14	9	tool	tool	NOUN
fcis-14686	14	10	for	for	ADP
fcis-14686	14	11	the	the	DET
fcis-14686	14	12	diagnosis	diagnosis	NOUN
fcis-14686	14	13	of	of	ADP
fcis-14686	14	14	breast	breast	NOUN
fcis-14686	14	15	tumors	tumor	NOUN
fcis-14686	14	16	because	because	SCONJ
fcis-14686	14	17	of	of	ADP
fcis-14686	14	18	its	its	PRON
fcis-14686	14	19	simplicity	simplicity	NOUN
fcis-14686	14	20	,	,	PUNCT
fcis-14686	14	21	painlessness	painlessness	PROPN
fcis-14686	14	22	,	,	PUNCT
fcis-14686	14	23	noninvasive	noninvasive	ADJ
fcis-14686	14	24	and	and	CCONJ
fcis-14686	14	25	high	high	ADJ
fcis-14686	14	26	screening	screening	NOUN
fcis-14686	14	27	accuracy	accuracy	NOUN
fcis-14686	14	28	.	.	PUNCT
fcis-14686	15	1	among	among	ADP
fcis-14686	15	2	them	they	PRON
fcis-14686	15	3	,	,	PUNCT
fcis-14686	15	4	conventional	conventional	ADJ
fcis-14686	15	5	ultrasound	ultrasound	NOUN
fcis-14686	15	6	is	be	AUX
fcis-14686	15	7	one	one	NUM
fcis-14686	15	8	of	of	ADP
fcis-14686	15	9	the	the	DET
fcis-14686	15	10	most	most	ADV
fcis-14686	15	11	commonly	commonly	ADV
fcis-14686	15	12	used	use	VERB
fcis-14686	15	13	means	mean	NOUN
fcis-14686	15	14	for	for	ADP
fcis-14686	15	15	breast	breast	NOUN
fcis-14686	15	16	cancer	cancer	NOUN
fcis-14686	15	17	screening	screening	NOUN
fcis-14686	15	18	in	in	ADP
fcis-14686	15	19	clinical	clinical	ADJ
fcis-14686	15	20	practice	practice	NOUN
fcis-14686	15	21	.	.	PUNCT
fcis-14686	16	1	conventional	conventional	ADJ
fcis-14686	16	2	ultrasound	ultrasound	NOUN
fcis-14686	16	3	has	have	VERB
fcis-14686	16	4	defects	defect	NOUN
fcis-14686	16	5	such	such	ADJ
fcis-14686	16	6	as	as	ADP
fcis-14686	16	7	high	high	ADJ
fcis-14686	16	8	examiner	examiner	NOUN
fcis-14686	16	9	dependence	dependence	NOUN
fcis-14686	16	10	and	and	CCONJ
fcis-14686	16	11	strong	strong	ADJ
fcis-14686	16	12	subjective	subjective	ADJ
fcis-14686	16	13	judgment	judgment	NOUN
fcis-14686	16	14	,	,	PUNCT
fcis-14686	16	15	and	and	CCONJ
fcis-14686	16	16	artificial	artificial	ADJ
fcis-14686	16	17	intelligence	intelligence	NOUN
fcis-14686	16	18	can	can	AUX
fcis-14686	16	19	make	make	VERB
fcis-14686	16	20	up	up	ADP
fcis-14686	16	21	for	for	ADP
fcis-14686	16	22	these	these	DET
fcis-14686	16	23	deficiencies	deficiency	NOUN
fcis-14686	16	24	to	to	ADP
fcis-14686	16	25	a	a	DET
fcis-14686	16	26	certain	certain	ADJ
fcis-14686	16	27	extent[4	extent[4	PROPN
fcis-14686	16	28	]	]	PUNCT
fcis-14686	16	29	.	.	PUNCT
fcis-14686	17	1	by	by	ADP
fcis-14686	17	2	extracting	extract	VERB
fcis-14686	17	3	the	the	DET
fcis-14686	17	4	characteristics	characteristic	NOUN
fcis-14686	17	5	of	of	ADP
fcis-14686	17	6	benign	benign	ADJ
fcis-14686	17	7	and	and	CCONJ
fcis-14686	17	8	malignant	malignant	ADJ
fcis-14686	17	9	lesions	lesion	NOUN
fcis-14686	17	10	,	,	PUNCT
fcis-14686	17	11	artificial	artificial	ADJ
fcis-14686	17	12	intelligence	intelligence	NOUN
fcis-14686	17	13	can	can	AUX
fcis-14686	17	14	help	help	VERB
fcis-14686	17	15	physicians	physician	NOUN
fcis-14686	17	16	analyze	analyze	VERB
fcis-14686	17	17	the	the	DET
fcis-14686	17	18	images	image	NOUN
fcis-14686	17	19	in	in	ADP
fcis-14686	17	20	a	a	DET
fcis-14686	17	21	more	more	ADV
fcis-14686	17	22	detailed	detailed	ADJ
fcis-14686	17	23	manner	manner	NOUN
fcis-14686	17	24	,	,	PUNCT
fcis-14686	17	25	providing	provide	VERB
fcis-14686	17	26	more	more	ADJ
fcis-14686	17	27	basis	basis	NOUN
fcis-14686	17	28	for	for	SCONJ
fcis-14686	17	29	physicians	physician	NOUN
fcis-14686	17	30	to	to	PART
fcis-14686	17	31	distinguish	distinguish	VERB
fcis-14686	17	32	benign	benign	ADJ
fcis-14686	17	33	and	and	CCONJ
fcis-14686	17	34	malignant	malignant	ADJ
fcis-14686	17	35	lesions	lesion	NOUN
fcis-14686	17	36	of	of	ADP
fcis-14686	17	37	the	the	DET
fcis-14686	17	38	breast	breast	NOUN
fcis-14686	17	39	,	,	PUNCT
fcis-14686	17	40	and	and	CCONJ
fcis-14686	17	41	is	be	AUX
fcis-14686	17	42	expected	expect	VERB
fcis-14686	17	43	to	to	PART
fcis-14686	17	44	become	become	VERB
fcis-14686	17	45	an	an	DET
fcis-14686	17	46	important	important	ADJ
fcis-14686	17	47	auxiliary	auxiliary	ADJ
fcis-14686	17	48	worker	worker	NOUN
fcis-14686	17	49	in	in	ADP
fcis-14686	17	50	the	the	DET
fcis-14686	17	51	diagnosis	diagnosis	NOUN
fcis-14686	17	52	of	of	ADP
fcis-14686	17	53	breast	breast	NOUN
fcis-14686	17	54	diseases	disease	NOUN
fcis-14686	17	55	.	.	PUNCT
fcis-14686	18	1	in	in	ADP
fcis-14686	18	2	this	this	DET
fcis-14686	18	3	paper	paper	NOUN
fcis-14686	18	4	,	,	PUNCT
fcis-14686	18	5	the	the	DET
fcis-14686	18	6	research	research	NOUN
fcis-14686	18	7	progress	progress	NOUN
fcis-14686	18	8	of	of	ADP
fcis-14686	18	9	artificial	artificial	ADJ
fcis-14686	18	10	intelligence	intelligence	NOUN
fcis-14686	18	11	in	in	ADP
fcis-14686	18	12	ultrasound	ultrasound	ADJ
fcis-14686	18	13	diagnosis	diagnosis	NOUN
fcis-14686	18	14	of	of	ADP
fcis-14686	18	15	breast	breast	NOUN
fcis-14686	18	16	cancer	cancer	NOUN
fcis-14686	18	17	is	be	AUX
fcis-14686	18	18	discussed	discuss	VERB
fcis-14686	18	19	.	.	PUNCT
fcis-14686	19	1	in	in	ADP
fcis-14686	19	2	order	order	NOUN
fcis-14686	19	3	to	to	PART
fcis-14686	19	4	provide	provide	VERB
fcis-14686	19	5	reference	reference	NOUN
fcis-14686	19	6	for	for	ADP
fcis-14686	19	7	follow	follow	VERB
fcis-14686	19	8	-	-	PUNCT
fcis-14686	19	9	up	up	ADP
fcis-14686	19	10	clinical	clinical	ADJ
fcis-14686	19	11	diagnosis	diagnosis	NOUN
fcis-14686	19	12	and	and	CCONJ
fcis-14686	19	13	treatment	treatment	NOUN
fcis-14686	19	14	.	.	PUNCT
fcis-14686	20	1	figure	figure	NOUN
fcis-14686	20	2	1	1	NUM
fcis-14686	20	3	.	.	PUNCT
fcis-14686	21	1	a	a	DET
fcis-14686	21	2	chest	chest	NOUN
fcis-14686	21	3	x	x	NOUN
fcis-14686	21	4	-	-	NOUN
fcis-14686	21	5	ray	ray	NOUN
fcis-14686	21	6	identifies	identify	VERB
fcis-14686	21	7	a	a	DET
fcis-14686	21	8	lung	lung	NOUN
fcis-14686	21	9	mass	mass	NOUN
fcis-14686	21	10	by	by	ADP
fcis-14686	21	11	using	use	VERB
fcis-14686	21	12	this	this	DET
fcis-14686	21	13	free	free	ADJ
fcis-14686	21	14	dataset	dataset	NOUN
fcis-14686	21	15	,	,	PUNCT
fcis-14686	21	16	the	the	DET
fcis-14686	21	17	hope	hope	NOUN
fcis-14686	21	18	is	be	AUX
fcis-14686	21	19	that	that	PRON
fcis-14686	21	20	academic	academic	ADJ
fcis-14686	21	21	and	and	CCONJ
fcis-14686	21	22	research	research	NOUN
fcis-14686	21	23	institutions	institution	NOUN
fcis-14686	21	24	across	across	ADP
fcis-14686	21	25	the	the	DET
fcis-14686	21	26	country	country	NOUN
fcis-14686	21	27	will	will	AUX
fcis-14686	21	28	be	be	AUX
fcis-14686	21	29	able	able	ADJ
fcis-14686	21	30	to	to	PART
fcis-14686	21	31	teach	teach	VERB
fcis-14686	21	32	a	a	DET
fcis-14686	21	33	computer	computer	NOUN
fcis-14686	21	34	to	to	PART
fcis-14686	21	35	read	read	VERB
fcis-14686	21	36	and	and	CCONJ
fcis-14686	21	37	process	process	VERB
fcis-14686	21	38	extremely	extremely	ADV
fcis-14686	21	39	large	large	ADJ
fcis-14686	21	40	amounts	amount	NOUN
fcis-14686	21	41	of	of	ADP
fcis-14686	21	42	scans	scan	NOUN
fcis-14686	21	43	,	,	PUNCT
fcis-14686	21	44	to	to	PART
fcis-14686	21	45	confirm	confirm	VERB
fcis-14686	21	46	the	the	DET
fcis-14686	21	47	results	result	NOUN
fcis-14686	21	48	radiologists	radiologist	NOUN
fcis-14686	21	49	have	have	AUX
fcis-14686	21	50	found	find	VERB
fcis-14686	21	51	and	and	CCONJ
fcis-14686	21	52	potentially	potentially	ADV
fcis-14686	21	53	identify	identify	VERB
fcis-14686	21	54	other	other	ADJ
fcis-14686	21	55	findings	finding	NOUN
fcis-14686	21	56	that	that	PRON
fcis-14686	21	57	may	may	AUX
fcis-14686	21	58	have	have	AUX
fcis-14686	21	59	been	be	AUX
fcis-14686	21	60	overlooked	overlook	VERB
fcis-14686	21	61	[	[	PUNCT
fcis-14686	21	62	5	5	NUM
fcis-14686	21	63	]	]	PUNCT
fcis-14686	21	64	.	.	PUNCT
fcis-14686	22	1	2	2	X
fcis-14686	22	2	.	.	X
fcis-14686	22	3	related	relate	VERB
fcis-14686	22	4	work	work	NOUN
fcis-14686	22	5	computer	computer	NOUN
fcis-14686	22	6	-	-	PUNCT
fcis-14686	22	7	aided	aid	VERB
fcis-14686	22	8	detection	detection	NOUN
fcis-14686	22	9	(	(	PUNCT
fcis-14686	22	10	cad	cad	NOUN
fcis-14686	22	11	)	)	PUNCT
fcis-14686	23	1	[	[	X
fcis-14686	23	2	6]based	6]base	VERB
fcis-14686	23	3	on	on	ADP
fcis-14686	23	4	two	two	NUM
fcis-14686	23	5	57	57	NUM
fcis-14686	23	6	dimensional	dimensional	ADJ
fcis-14686	23	7	gray	gray	ADJ
fcis-14686	23	8	scale	scale	NOUN
fcis-14686	23	9	imaging	imaging	NOUN
fcis-14686	23	10	is	be	AUX
fcis-14686	23	11	a	a	DET
fcis-14686	23	12	method	method	NOUN
fcis-14686	23	13	in	in	ADP
fcis-14686	23	14	which	which	PRON
fcis-14686	23	15	the	the	DET
fcis-14686	23	16	computer	computer	NOUN
fcis-14686	23	17	learns	learn	VERB
fcis-14686	23	18	a	a	DET
fcis-14686	23	19	large	large	ADJ
fcis-14686	23	20	number	number	NOUN
fcis-14686	23	21	of	of	ADP
fcis-14686	23	22	features	feature	NOUN
fcis-14686	23	23	and	and	CCONJ
fcis-14686	23	24	multidisciplinary	multidisciplinary	ADJ
fcis-14686	23	25	knowledge	knowledge	NOUN
fcis-14686	23	26	of	of	ADP
fcis-14686	23	27	benign	benign	ADJ
fcis-14686	23	28	and	and	CCONJ
fcis-14686	23	29	malignant	malignant	ADJ
fcis-14686	23	30	lesions	lesion	NOUN
fcis-14686	23	31	,	,	PUNCT
fcis-14686	23	32	extracts	extract	VERB
fcis-14686	23	33	specific	specific	ADJ
fcis-14686	23	34	parameters	parameter	NOUN
fcis-14686	23	35	on	on	ADP
fcis-14686	23	36	the	the	DET
fcis-14686	23	37	image	image	NOUN
fcis-14686	23	38	,	,	PUNCT
fcis-14686	23	39	intelligently	intelligently	ADV
fcis-14686	23	40	identifies	identify	VERB
fcis-14686	23	41	abnormal	abnormal	ADJ
fcis-14686	23	42	signs	sign	NOUN
fcis-14686	23	43	on	on	ADP
fcis-14686	23	44	the	the	DET
fcis-14686	23	45	image	image	NOUN
fcis-14686	23	46	,	,	PUNCT
fcis-14686	23	47	analyzes	analyze	VERB
fcis-14686	23	48	relevant	relevant	ADJ
fcis-14686	23	49	information	information	NOUN
fcis-14686	23	50	such	such	ADJ
fcis-14686	23	51	as	as	ADP
fcis-14686	23	52	the	the	DET
fcis-14686	23	53	size	size	NOUN
fcis-14686	23	54	,	,	PUNCT
fcis-14686	23	55	shape	shape	NOUN
fcis-14686	23	56	,	,	PUNCT
fcis-14686	23	57	edge	edge	NOUN
fcis-14686	23	58	and	and	CCONJ
fcis-14686	23	59	rear	rear	ADJ
fcis-14686	23	60	echo	echo	NOUN
fcis-14686	23	61	of	of	ADP
fcis-14686	23	62	the	the	DET
fcis-14686	23	63	tumor	tumor	NOUN
fcis-14686	23	64	,	,	PUNCT
fcis-14686	23	65	and	and	CCONJ
fcis-14686	23	66	finally	finally	ADV
fcis-14686	23	67	draws	draw	VERB
fcis-14686	23	68	diagnostic	diagnostic	ADJ
fcis-14686	23	69	conclusions	conclusion	NOUN
fcis-14686	23	70	from	from	ADP
fcis-14686	23	71	the	the	DET
fcis-14686	23	72	machine	machine	NOUN
fcis-14686	23	73	.	.	PUNCT
fcis-14686	24	1	the	the	DET
fcis-14686	24	2	application	application	NOUN
fcis-14686	24	3	of	of	ADP
fcis-14686	24	4	cad	cad	PROPN
fcis-14686	24	5	in	in	ADP
fcis-14686	24	6	breast	breast	NOUN
fcis-14686	24	7	ultrasound	ultrasound	NOUN
fcis-14686	24	8	is	be	AUX
fcis-14686	24	9	computer	computer	NOUN
fcis-14686	24	10	.	.	PUNCT
fcis-14686	25	1	the	the	DET
fcis-14686	25	2	standard	standard	ADJ
fcis-14686	25	3	evaluation	evaluation	NOUN
fcis-14686	25	4	of	of	ADP
fcis-14686	25	5	breast	breast	NOUN
fcis-14686	25	6	lumps	lump	NOUN
fcis-14686	25	7	based	base	VERB
fcis-14686	25	8	on	on	ADP
fcis-14686	25	9	bi⁃rads	bi⁃rad	NOUN
fcis-14686	25	10	is	be	AUX
fcis-14686	25	11	performed	perform	VERB
fcis-14686	25	12	to	to	PART
fcis-14686	25	13	determine	determine	VERB
fcis-14686	25	14	their	their	PRON
fcis-14686	25	15	nature	nature	NOUN
fcis-14686	25	16	,	,	PUNCT
fcis-14686	25	17	which	which	PRON
fcis-14686	25	18	provides	provide	VERB
fcis-14686	25	19	a	a	DET
fcis-14686	25	20	comprehensive	comprehensive	ADJ
fcis-14686	25	21	practical	practical	ADJ
fcis-14686	25	22	reference	reference	NOUN
fcis-14686	25	23	for	for	ADP
fcis-14686	25	24	the	the	DET
fcis-14686	25	25	examiner	examiner	NOUN
fcis-14686	25	26	to	to	PART
fcis-14686	25	27	diagnose	diagnose	VERB
fcis-14686	25	28	breast	breast	NOUN
fcis-14686	25	29	cancer	cancer	NOUN
fcis-14686	25	30	,	,	PUNCT
fcis-14686	25	31	improve	improve	VERB
fcis-14686	25	32	the	the	DET
fcis-14686	25	33	diagnostic	diagnostic	ADJ
fcis-14686	25	34	accuracy	accuracy	NOUN
fcis-14686	25	35	of	of	ADP
fcis-14686	25	36	breast	breast	NOUN
fcis-14686	25	37	cancer	cancer	NOUN
fcis-14686	25	38	by	by	ADP
fcis-14686	25	39	ultrasound	ultrasound	NOUN
fcis-14686	25	40	and	and	CCONJ
fcis-14686	25	41	the	the	DET
fcis-14686	25	42	examiner	examiner	NOUN
fcis-14686	25	43	's	's	PART
fcis-14686	25	44	ability	ability	NOUN
fcis-14686	25	45	to	to	PART
fcis-14686	25	46	recognize	recognize	VERB
fcis-14686	25	47	the	the	DET
fcis-14686	25	48	differentiation	differentiation	NOUN
fcis-14686	25	49	of	of	ADP
fcis-14686	25	50	malignant	malignant	ADJ
fcis-14686	25	51	tumors	tumor	NOUN
fcis-14686	25	52	in	in	ADP
fcis-14686	25	53	tissue	tissue	NOUN
fcis-14686	25	54	.	.	PUNCT
fcis-14686	26	1	cad	cad	NOUN
fcis-14686	26	2	system	system	NOUN
fcis-14686	26	3	is	be	AUX
fcis-14686	26	4	generally	generally	ADV
fcis-14686	26	5	composed	compose	VERB
fcis-14686	26	6	of	of	ADP
fcis-14686	26	7	four	four	NUM
fcis-14686	26	8	parts[7	parts[7	NOUN
fcis-14686	26	9	]	]	PUNCT
fcis-14686	26	10	:	:	PUNCT
fcis-14686	26	11	preprocessing	preprocessing	NOUN
fcis-14686	26	12	,	,	PUNCT
fcis-14686	26	13	segmentation	segmentation	NOUN
fcis-14686	26	14	of	of	ADP
fcis-14686	26	15	regions	region	NOUN
fcis-14686	26	16	of	of	ADP
fcis-14686	26	17	interest	interest	NOUN
fcis-14686	26	18	,	,	PUNCT
fcis-14686	26	19	feature	feature	NOUN
fcis-14686	26	20	extraction	extraction	NOUN
fcis-14686	26	21	and	and	CCONJ
fcis-14686	26	22	classification	classification	NOUN
fcis-14686	26	23	.	.	PUNCT
fcis-14686	27	1	3	3	X
fcis-14686	27	2	.	.	X
fcis-14686	27	3	methotology	methotology	PROPN
fcis-14686	27	4	cad	cad	PROPN
fcis-14686	27	5	automatic	automatic	ADJ
fcis-14686	27	6	breast	breast	NOUN
fcis-14686	27	7	ultrasound	ultrasound	NOUN
fcis-14686	27	8	scan	scan	NOUN
fcis-14686	27	9	system	system	NOUN
fcis-14686	27	10	(	(	PUNCT
fcis-14686	27	11	abus	abus	NOUN
fcis-14686	27	12	)	)	PUNCT
fcis-14686	27	13	based	base	VERB
fcis-14686	27	14	on	on	ADP
fcis-14686	27	15	three	three	NUM
fcis-14686	27	16	-	-	PUNCT
fcis-14686	27	17	dimensional	dimensional	ADJ
fcis-14686	27	18	ultrasound	ultrasound	NOUN
fcis-14686	27	19	imaging	imaging	NOUN
fcis-14686	27	20	is	be	AUX
fcis-14686	27	21	a	a	DET
fcis-14686	27	22	threedimensional	threedimensional	ADJ
fcis-14686	27	23	imaging	imaging	NOUN
fcis-14686	27	24	mode	mode	NOUN
fcis-14686	27	25	of	of	ADP
fcis-14686	27	26	breast	breast	NOUN
fcis-14686	27	27	ultrasound	ultrasound	NOUN
fcis-14686	27	28	,	,	PUNCT
fcis-14686	27	29	which	which	PRON
fcis-14686	27	30	helps	help	VERB
fcis-14686	27	31	physicians	physician	NOUN
fcis-14686	27	32	to	to	PART
fcis-14686	27	33	better	well	ADV
fcis-14686	27	34	identify	identify	VERB
fcis-14686	27	35	lesion	lesion	NOUN
fcis-14686	27	36	structure	structure	NOUN
fcis-14686	27	37	by	by	ADP
fcis-14686	27	38	multi	multi	ADJ
fcis-14686	27	39	-	-	ADJ
fcis-14686	27	40	plane	plane	ADJ
fcis-14686	27	41	reconstruction	reconstruction	NOUN
fcis-14686	27	42	imaging	imaging	NOUN
fcis-14686	27	43	.	.	PUNCT
fcis-14686	28	1	during	during	ADP
fcis-14686	28	2	this	this	DET
fcis-14686	28	3	era	era	NOUN
fcis-14686	28	4	of	of	ADP
fcis-14686	28	5	swift	swift	ADJ
fcis-14686	28	6	advancements	advancement	NOUN
fcis-14686	28	7	in	in	ADP
fcis-14686	28	8	artificial	artificial	ADJ
fcis-14686	28	9	intelligence	intelligence	NOUN
fcis-14686	28	10	across	across	ADP
fcis-14686	28	11	multiple	multiple	ADJ
fcis-14686	28	12	domains	domain	NOUN
fcis-14686	28	13	,	,	PUNCT
fcis-14686	28	14	numerous	numerous	ADJ
fcis-14686	28	15	fields	field	NOUN
fcis-14686	28	16	are	be	AUX
fcis-14686	28	17	witnessing	witness	VERB
fcis-14686	28	18	a	a	DET
fcis-14686	28	19	significant	significant	ADJ
fcis-14686	28	20	increase	increase	NOUN
fcis-14686	28	21	in	in	ADP
fcis-14686	28	22	the	the	DET
fcis-14686	28	23	adoption	adoption	NOUN
fcis-14686	28	24	of	of	ADP
fcis-14686	28	25	al	al	PROPN
fcis-14686	28	26	technologies[8	technologies[8	PROPN
fcis-14686	28	27	]	]	PUNCT
fcis-14686	28	28	.	.	PUNCT
fcis-14686	29	1	showcasing	showcase	VERB
fcis-14686	29	2	the	the	DET
fcis-14686	29	3	significant	significant	ADJ
fcis-14686	29	4	impact	impact	NOUN
fcis-14686	29	5	and	and	CCONJ
fcis-14686	29	6	potential	potential	NOUN
fcis-14686	29	7	of	of	ADP
fcis-14686	29	8	a	a	DET
fcis-14686	29	9	-	-	PUNCT
fcis-14686	29	10	driven	drive	VERB
fcis-14686	29	11	solutions	solution	NOUN
fcis-14686	29	12	.	.	PUNCT
fcis-14686	30	1	our	our	PRON
fcis-14686	30	2	study	study	NOUN
fcis-14686	30	3	delves	delve	VERB
fcis-14686	30	4	into	into	ADP
fcis-14686	30	5	the	the	DET
fcis-14686	30	6	utilization	utilization	NOUN
fcis-14686	30	7	of	of	ADP
fcis-14686	30	8	deep	deep	ADJ
fcis-14686	30	9	learning	learning	NOUN
fcis-14686	30	10	models	model	NOUN
fcis-14686	30	11	,	,	PUNCT
fcis-14686	30	12	particularly	particularly	ADV
fcis-14686	30	13	the	the	DET
fcis-14686	30	14	xception	xception	PROPN
fcis-14686	30	15	model	model	NOUN
fcis-14686	30	16	with	with	ADP
fcis-14686	30	17	data	datum	NOUN
fcis-14686	30	18	augmentation	augmentation	NOUN
fcis-14686	30	19	,	,	PUNCT
fcis-14686	30	20	represents	represent	VERB
fcis-14686	30	21	a	a	DET
fcis-14686	30	22	transformative	transformative	ADJ
fcis-14686	30	23	advancement	advancement	NOUN
fcis-14686	30	24	in	in	ADP
fcis-14686	30	25	the	the	DET
fcis-14686	30	26	field	field	NOUN
fcis-14686	30	27	of	of	ADP
fcis-14686	30	28	casting	cast	VERB
fcis-14686	30	29	product	product	NOUN
fcis-14686	30	30	quality	quality	NOUN
fcis-14686	30	31	inspection	inspection	NOUN
fcis-14686	30	32	.	.	PUNCT
fcis-14686	31	1	casting	cast	VERB
fcis-14686	31	2	defects	defect	NOUN
fcis-14686	31	3	,	,	PUNCT
fcis-14686	31	4	a	a	DET
fcis-14686	31	5	longstanding	longstanding	ADJ
fcis-14686	31	6	challenge	challenge	NOUN
fcis-14686	31	7	in	in	ADP
fcis-14686	31	8	the	the	DET
fcis-14686	31	9	industry	industry	NOUN
fcis-14686	31	10	,	,	PUNCT
fcis-14686	31	11	can	can	AUX
fcis-14686	31	12	be	be	AUX
fcis-14686	31	13	effectively	effectively	ADV
fcis-14686	31	14	addressed	address	VERB
fcis-14686	31	15	through	through	ADP
fcis-14686	31	16	automated	automate	VERB
fcis-14686	31	17	defect	defect	NOUN
fcis-14686	31	18	detect	detect	NOUN
fcis-14686	31	19	.	.	PUNCT
fcis-14686	32	1	however	however	ADV
fcis-14686	32	2	,	,	PUNCT
fcis-14686	32	3	machine	machine	NOUN
fcis-14686	32	4	scanning	scanning	NOUN
fcis-14686	32	5	and	and	CCONJ
fcis-14686	32	6	post	post	ADJ
fcis-14686	32	7	-	-	ADJ
fcis-14686	32	8	processing	processing	ADJ
fcis-14686	32	9	images	image	NOUN
fcis-14686	32	10	still	still	ADV
fcis-14686	32	11	require	require	VERB
fcis-14686	32	12	manual	manual	ADJ
fcis-14686	32	13	identification	identification	NOUN
fcis-14686	32	14	of	of	ADP
fcis-14686	32	15	benign	benign	ADJ
fcis-14686	32	16	and	and	CCONJ
fcis-14686	32	17	malignant	malignant	ADJ
fcis-14686	32	18	,	,	PUNCT
fcis-14686	32	19	which	which	PRON
fcis-14686	32	20	consumes	consume	VERB
fcis-14686	32	21	a	a	DET
fcis-14686	32	22	lot	lot	NOUN
fcis-14686	32	23	of	of	ADP
fcis-14686	32	24	time	time	NOUN
fcis-14686	32	25	and	and	CCONJ
fcis-14686	32	26	cost	cost	NOUN
fcis-14686	32	27	.	.	PUNCT
fcis-14686	33	1	in	in	ADP
fcis-14686	33	2	the	the	DET
fcis-14686	33	3	mode	mode	NOUN
fcis-14686	33	4	of	of	ADP
fcis-14686	33	5	abus⁃cad	abus⁃cad	PROPN
fcis-14686	33	6	(	(	PUNCT
fcis-14686	33	7	abus⁃cad	abus⁃cad	PROPN
fcis-14686	33	8	)	)	PUNCT
fcis-14686	33	9	,	,	PUNCT
fcis-14686	33	10	the	the	DET
fcis-14686	33	11	final	final	ADJ
fcis-14686	33	12	discriminant	discriminant	NOUN
fcis-14686	33	13	classification	classification	NOUN
fcis-14686	33	14	of	of	ADP
fcis-14686	33	15	the	the	DET
fcis-14686	33	16	image	image	NOUN
fcis-14686	33	17	obtained	obtain	VERB
fcis-14686	33	18	from	from	ADP
fcis-14686	33	19	abus	abus	NOUN
fcis-14686	33	20	can	can	AUX
fcis-14686	33	21	be	be	AUX
fcis-14686	33	22	done	do	VERB
fcis-14686	33	23	directly	directly	ADV
fcis-14686	33	24	by	by	ADP
fcis-14686	33	25	the	the	DET
fcis-14686	33	26	computer[9	computer[9	NOUN
fcis-14686	33	27	]	]	SYM
fcis-14686	33	28	.	.	PUNCT
fcis-14686	34	1	3.1	3.1	NUM
fcis-14686	34	2	.	.	PUNCT
fcis-14686	34	3	architecture	architecture	NOUN
fcis-14686	34	4	model	model	NOUN
fcis-14686	34	5	figure	figure	NOUN
fcis-14686	34	6	2	2	NUM
fcis-14686	34	7	.	.	NOUN
fcis-14686	34	8	mammogram	mammogram	NOUN
fcis-14686	34	9	quality	quality	PROPN
fcis-14686	34	10	model	model	NOUN
fcis-14686	34	11	3.2	3.2	NUM
fcis-14686	34	12	.	.	PUNCT
fcis-14686	35	1	data	datum	NOUN
fcis-14686	35	2	set	set	VERB
fcis-14686	35	3	introduction	introduction	NOUN
fcis-14686	35	4	abus⁃cad	abus⁃cad	NOUN
fcis-14686	35	5	can	can	AUX
fcis-14686	35	6	realize	realize	VERB
fcis-14686	35	7	the	the	DET
fcis-14686	35	8	integration	integration	NOUN
fcis-14686	35	9	of	of	ADP
fcis-14686	35	10	scanning	scan	VERB
fcis-14686	35	11	classification	classification	NOUN
fcis-14686	35	12	,	,	PUNCT
fcis-14686	35	13	and	and	CCONJ
fcis-14686	35	14	at	at	ADP
fcis-14686	35	15	the	the	DET
fcis-14686	35	16	same	same	ADJ
fcis-14686	35	17	time	time	NOUN
fcis-14686	35	18	improve	improve	VERB
fcis-14686	35	19	the	the	DET
fcis-14686	35	20	diagnostic	diagnostic	ADJ
fcis-14686	35	21	differences	difference	NOUN
fcis-14686	35	22	caused	cause	VERB
fcis-14686	35	23	by	by	ADP
fcis-14686	35	24	different	different	ADJ
fcis-14686	35	25	experience	experience	NOUN
fcis-14686	35	26	,	,	PUNCT
fcis-14686	35	27	operation	operation	NOUN
fcis-14686	35	28	skills	skill	NOUN
fcis-14686	35	29	and	and	CCONJ
fcis-14686	35	30	equipment	equipment	NOUN
fcis-14686	35	31	of	of	ADP
fcis-14686	35	32	the	the	DET
fcis-14686	35	33	examiner	examiner	NOUN
fcis-14686	35	34	,	,	PUNCT
fcis-14686	35	35	reduce	reduce	VERB
fcis-14686	35	36	the	the	DET
fcis-14686	35	37	scanning	scanning	NOUN
fcis-14686	35	38	time	time	NOUN
fcis-14686	35	39	on	on	ADP
fcis-14686	35	40	the	the	DET
fcis-14686	35	41	basis	basis	NOUN
fcis-14686	35	42	of	of	ADP
fcis-14686	35	43	conventional	conventional	ADJ
fcis-14686	35	44	abus	abus	NOUN
fcis-14686	35	45	,	,	PUNCT
fcis-14686	35	46	and	and	CCONJ
fcis-14686	35	47	can	can	AUX
fcis-14686	35	48	automatically	automatically	ADV
fcis-14686	35	49	detect	detect	VERB
fcis-14686	35	50	and	and	CCONJ
fcis-14686	35	51	classify	classify	VERB
fcis-14686	35	52	lesions	lesion	NOUN
fcis-14686	35	53	,	,	PUNCT
fcis-14686	35	54	avoiding	avoid	VERB
fcis-14686	35	55	missed	miss	VERB
fcis-14686	35	56	diagnosis	diagnosis	NOUN
fcis-14686	35	57	and	and	CCONJ
fcis-14686	35	58	misdiagnosis	misdiagnosis	NOUN
fcis-14686	35	59	caused	cause	VERB
fcis-14686	35	60	by	by	ADP
fcis-14686	35	61	the	the	DET
fcis-14686	35	62	lack	lack	NOUN
fcis-14686	35	63	of	of	ADP
fcis-14686	35	64	experience	experience	NOUN
fcis-14686	35	65	of	of	ADP
fcis-14686	35	66	the	the	DET
fcis-14686	35	67	examiner	examiner	NOUN
fcis-14686	35	68	.	.	PUNCT
fcis-14686	36	1	the	the	DET
fcis-14686	36	2	drawback	drawback	NOUN
fcis-14686	36	3	is	be	AUX
fcis-14686	36	4	that	that	SCONJ
fcis-14686	36	5	abus	abus	NOUN
fcis-14686	36	6	can	can	AUX
fcis-14686	36	7	establish	establish	VERB
fcis-14686	36	8	multiple	multiple	ADJ
fcis-14686	36	9	lesion	lesion	NOUN
fcis-14686	36	10	views	view	NOUN
fcis-14686	36	11	in	in	ADP
fcis-14686	36	12	the	the	DET
fcis-14686	36	13	detection	detection	NOUN
fcis-14686	36	14	of	of	ADP
fcis-14686	36	15	lesions	lesion	NOUN
fcis-14686	36	16	,	,	PUNCT
fcis-14686	36	17	while	while	SCONJ
fcis-14686	36	18	in	in	ADP
fcis-14686	36	19	current	current	ADJ
fcis-14686	36	20	clinical	clinical	ADJ
fcis-14686	36	21	practice	practice	NOUN
fcis-14686	36	22	abus⁃cad[11	abus⁃cad[11	VERB
fcis-14686	36	23	]	]	PUNCT
fcis-14686	36	24	only	only	ADV
fcis-14686	36	25	interprets	interpret	VERB
fcis-14686	36	26	and	and	CCONJ
fcis-14686	36	27	assesses	assess	VERB
fcis-14686	36	28	lesions	lesion	NOUN
fcis-14686	36	29	from	from	ADP
fcis-14686	36	30	one	one	NUM
fcis-14686	36	31	slice	slice	NOUN
fcis-14686	36	32	angle	angle	NOUN
fcis-14686	36	33	,	,	PUNCT
fcis-14686	36	34	if	if	SCONJ
fcis-14686	36	35	comprehensive	comprehensive	ADJ
fcis-14686	36	36	evaluation	evaluation	NOUN
fcis-14686	36	37	of	of	ADP
fcis-14686	36	38	lesions	lesion	NOUN
fcis-14686	36	39	from	from	ADP
fcis-14686	36	40	two	two	NUM
fcis-14686	36	41	or	or	CCONJ
fcis-14686	36	42	more	more	ADJ
fcis-14686	36	43	slices	slice	NOUN
fcis-14686	36	44	angle	angle	NOUN
fcis-14686	36	45	can	can	AUX
fcis-14686	36	46	be	be	AUX
fcis-14686	36	47	performed	perform	VERB
fcis-14686	36	48	,	,	PUNCT
fcis-14686	36	49	the	the	DET
fcis-14686	36	50	expected	expect	VERB
fcis-14686	36	51	effect	effect	NOUN
fcis-14686	36	52	of	of	ADP
fcis-14686	36	53	breast	breast	NOUN
fcis-14686	36	54	cancer	cancer	NOUN
fcis-14686	36	55	diagnosis	diagnosis	NOUN
fcis-14686	36	56	will	will	AUX
fcis-14686	36	57	be	be	AUX
fcis-14686	36	58	improved	improve	VERB
fcis-14686	36	59	.	.	PUNCT
fcis-14686	37	1	in	in	ADP
fcis-14686	37	2	future	future	ADJ
fcis-14686	37	3	studies	study	NOUN
fcis-14686	37	4	,	,	PUNCT
fcis-14686	37	5	if	if	SCONJ
fcis-14686	37	6	the	the	DET
fcis-14686	37	7	blood	blood	NOUN
fcis-14686	37	8	flow	flow	VERB
fcis-14686	37	9	information	information	NOUN
fcis-14686	37	10	around	around	ADP
fcis-14686	37	11	the	the	DET
fcis-14686	37	12	lesion	lesion	NOUN
fcis-14686	37	13	and	and	CCONJ
fcis-14686	37	14	the	the	DET
fcis-14686	37	15	detection	detection	NOUN
fcis-14686	37	16	of	of	ADP
fcis-14686	37	17	axillary	axillary	ADJ
fcis-14686	37	18	lymph	lymph	NOUN
fcis-14686	37	19	nodes	node	NOUN
fcis-14686	37	20	are	be	AUX
fcis-14686	37	21	added	add	VERB
fcis-14686	37	22	to	to	ADP
fcis-14686	37	23	abus	abus	NOUN
fcis-14686	37	24	,	,	PUNCT
fcis-14686	37	25	and	and	CCONJ
fcis-14686	37	26	then	then	ADV
fcis-14686	37	27	the	the	DET
fcis-14686	37	28	lesions	lesion	NOUN
fcis-14686	37	29	are	be	AUX
fcis-14686	37	30	analyzed	analyze	VERB
fcis-14686	37	31	by	by	ADP
fcis-14686	37	32	cad	cad	PROPN
fcis-14686	37	33	,	,	PUNCT
fcis-14686	37	34	it	it	PRON
fcis-14686	37	35	will	will	AUX
fcis-14686	37	36	be	be	AUX
fcis-14686	37	37	of	of	ADP
fcis-14686	37	38	great	great	ADJ
fcis-14686	37	39	help	help	NOUN
fcis-14686	37	40	for	for	ADP
fcis-14686	37	41	ultrasound	ultrasound	ADJ
fcis-14686	37	42	diagnosis	diagnosis	NOUN
fcis-14686	37	43	of	of	ADP
fcis-14686	37	44	breast	breast	NOUN
fcis-14686	37	45	cancer	cancer	NOUN
fcis-14686	37	46	accompanied	accompany	VERB
fcis-14686	37	47	by	by	ADP
fcis-14686	37	48	lymph	lymph	NOUN
fcis-14686	37	49	node	node	NOUN
fcis-14686	37	50	metastasis	metastasis	NOUN
fcis-14686	37	51	.	.	PUNCT
fcis-14686	38	1	figure	figure	NOUN
fcis-14686	38	2	3	3	NUM
fcis-14686	38	3	.	.	PUNCT
fcis-14686	38	4	data	datum	NOUN
fcis-14686	38	5	set	set	VERB
fcis-14686	38	6	exploration	exploration	NOUN
fcis-14686	38	7	at	at	ADP
fcis-14686	38	8	present	present	ADJ
fcis-14686	38	9	,	,	PUNCT
fcis-14686	38	10	the	the	DET
fcis-14686	38	11	features	feature	NOUN
fcis-14686	38	12	extracted	extract	VERB
fcis-14686	38	13	from	from	ADP
fcis-14686	38	14	ultrasonic	ultrasonic	ADJ
fcis-14686	38	15	images	image	NOUN
fcis-14686	38	16	mainly	mainly	ADV
fcis-14686	38	17	include	include	VERB
fcis-14686	38	18	morphology	morphology	NOUN
fcis-14686	38	19	,	,	PUNCT
fcis-14686	38	20	statistics	statistic	NOUN
fcis-14686	38	21	,	,	PUNCT
fcis-14686	38	22	texture	texture	NOUN
fcis-14686	38	23	and	and	CCONJ
fcis-14686	38	24	distribution	distribution	NOUN
fcis-14686	38	25	.	.	PUNCT
fcis-14686	39	1	in	in	ADP
fcis-14686	39	2	this	this	DET
fcis-14686	39	3	paper	paper	NOUN
fcis-14686	39	4	,	,	PUNCT
fcis-14686	39	5	the	the	DET
fcis-14686	39	6	morphological	morphological	ADJ
fcis-14686	39	7	features	feature	NOUN
fcis-14686	39	8	and	and	CCONJ
fcis-14686	39	9	texture	texture	NOUN
fcis-14686	39	10	features	feature	NOUN
fcis-14686	39	11	of	of	ADP
fcis-14686	39	12	the	the	DET
fcis-14686	39	13	image	image	NOUN
fcis-14686	39	14	are	be	AUX
fcis-14686	39	15	mainly	mainly	ADV
fcis-14686	39	16	used	use	VERB
fcis-14686	39	17	,	,	PUNCT
fcis-14686	39	18	which	which	PRON
fcis-14686	39	19	are	be	AUX
fcis-14686	39	20	important	important	ADJ
fcis-14686	39	21	for	for	ADP
fcis-14686	39	22	the	the	DET
fcis-14686	39	23	surface	surface	NOUN
fcis-14686	39	24	of	of	ADP
fcis-14686	39	25	the	the	DET
fcis-14686	39	26	image	image	NOUN
fcis-14686	39	27	object	object	NOUN
fcis-14686	40	1	[	[	X
fcis-14686	40	2	12	12	NUM
fcis-14686	40	3	]	]	PUNCT
fcis-14686	40	4	.	.	PUNCT
fcis-14686	41	1	there	there	PRON
fcis-14686	41	2	is	be	VERB
fcis-14686	41	3	a	a	DET
fcis-14686	41	4	high	high	ADJ
fcis-14686	41	5	consistency	consistency	NOUN
fcis-14686	41	6	between	between	ADP
fcis-14686	41	7	the	the	DET
fcis-14686	41	8	cad	cad	NOUN
fcis-14686	41	9	detection	detection	NOUN
fcis-14686	41	10	and	and	CCONJ
fcis-14686	41	11	diagnosis	diagnosis	NOUN
fcis-14686	41	12	of	of	ADP
fcis-14686	41	13	different	different	ADJ
fcis-14686	41	14	image	image	NOUN
fcis-14686	41	15	signs	sign	NOUN
fcis-14686	41	16	and	and	CCONJ
fcis-14686	41	17	the	the	DET
fcis-14686	41	18	differentiation	differentiation	NOUN
fcis-14686	41	19	of	of	ADP
fcis-14686	41	20	benign	benign	ADJ
fcis-14686	41	21	and	and	CCONJ
fcis-14686	41	22	malignant	malignant	ADJ
fcis-14686	41	23	breast	breast	NOUN
fcis-14686	41	24	mass	mass	NOUN
fcis-14686	41	25	lesions	lesion	NOUN
fcis-14686	41	26	.	.	PUNCT
fcis-14686	42	1	there	there	PRON
fcis-14686	42	2	are	be	VERB
fcis-14686	42	3	significant	significant	ADJ
fcis-14686	42	4	statistical	statistical	ADJ
fcis-14686	42	5	differences	difference	NOUN
fcis-14686	42	6	in	in	ADP
fcis-14686	42	7	the	the	DET
fcis-14686	42	8	detection	detection	NOUN
fcis-14686	42	9	and	and	CCONJ
fcis-14686	42	10	diagnosis	diagnosis	NOUN
fcis-14686	42	11	of	of	ADP
fcis-14686	42	12	cad	cad	NOUN
fcis-14686	42	13	and	and	CCONJ
fcis-14686	42	14	the	the	DET
fcis-14686	42	15	diagnosis	diagnosis	NOUN
fcis-14686	42	16	of	of	ADP
fcis-14686	42	17	benign	benign	ADJ
fcis-14686	42	18	and	and	CCONJ
fcis-14686	42	19	malignant	malignant	ADJ
fcis-14686	42	20	lesions	lesion	NOUN
fcis-14686	42	21	with	with	ADP
fcis-14686	42	22	different	different	ADJ
fcis-14686	42	23	mass	mass	NOUN
fcis-14686	42	24	densities	density	NOUN
fcis-14686	42	25	,	,	PUNCT
fcis-14686	42	26	burr	burr	NOUN
fcis-14686	42	27	signs	sign	NOUN
fcis-14686	42	28	,	,	PUNCT
fcis-14686	42	29	edges	edge	NOUN
fcis-14686	42	30	and	and	CCONJ
fcis-14686	42	31	gland	gland	NOUN
fcis-14686	42	32	types	type	NOUN
fcis-14686	42	33	,	,	PUNCT
fcis-14686	42	34	and	and	CCONJ
fcis-14686	42	35	the	the	DET
fcis-14686	42	36	intensity	intensity	NOUN
fcis-14686	42	37	of	of	ADP
fcis-14686	42	38	action	action	NOUN
fcis-14686	42	39	is	be	AUX
fcis-14686	42	40	also	also	ADV
fcis-14686	42	41	surprisingly	surprisingly	ADV
fcis-14686	42	42	similar	similar	ADJ
fcis-14686	42	43	.	.	PUNCT
fcis-14686	43	1	the	the	DET
fcis-14686	43	2	results	result	NOUN
fcis-14686	43	3	of	of	ADP
fcis-14686	43	4	multivariate	multivariate	NOUN
fcis-14686	43	5	analysis	analysis	NOUN
fcis-14686	43	6	of	of	ADP
fcis-14686	43	7	all	all	DET
fcis-14686	43	8	factors	factor	NOUN
fcis-14686	43	9	were	be	AUX
fcis-14686	43	10	45.681	45.681	NUM
fcis-14686	43	11	,	,	PUNCT
fcis-14686	43	12	2.160	2.160	NUM
fcis-14686	43	13	,	,	PUNCT
fcis-14686	43	14	1246	1246	NUM
fcis-14686	43	15	,	,	PUNCT
fcis-14686	43	16	1.987	1.987	NUM
fcis-14686	43	17	and	and	CCONJ
fcis-14686	43	18	3.1008.040	3.1008.040	NUM
fcis-14686	43	19	,	,	PUNCT
fcis-14686	43	20	1.665	1.665	NUM
fcis-14686	43	21	,	,	PUNCT
fcis-14686	43	22	2.844	2.844	NUM
fcis-14686	43	23	,	,	PUNCT
fcis-14686	43	24	respectively	respectively	ADV
fcis-14686	43	25	.	.	PUNCT
fcis-14686	44	1	further	further	ADJ
fcis-14686	44	2	research	research	NOUN
fcis-14686	44	3	revealed	reveal	VERB
fcis-14686	44	4	a	a	DET
fcis-14686	44	5	high	high	ADJ
fcis-14686	44	6	degree	degree	NOUN
fcis-14686	44	7	of	of	ADP
fcis-14686	44	8	similarity	similarity	NOUN
fcis-14686	44	9	not	not	PART
fcis-14686	44	10	only	only	ADV
fcis-14686	44	11	in	in	ADP
fcis-14686	44	12	the	the	DET
fcis-14686	44	13	overall	overall	NOUN
fcis-14686	44	14	,	,	PUNCT
fcis-14686	44	15	but	but	CCONJ
fcis-14686	44	16	also	also	ADV
fcis-14686	44	17	within	within	ADP
fcis-14686	44	18	the	the	DET
fcis-14686	44	19	features	feature	NOUN
fcis-14686	44	20	.	.	PUNCT
fcis-14686	45	1	there	there	PRON
fcis-14686	45	2	were	be	VERB
fcis-14686	45	3	no	no	DET
fcis-14686	45	4	statistical	statistical	ADJ
fcis-14686	45	5	differences	difference	NOUN
fcis-14686	45	6	in	in	ADP
fcis-14686	45	7	the	the	DET
fcis-14686	45	8	cad	cad	PROPN
fcis-14686	45	9	measurement	measurement	NOUN
fcis-14686	45	10	and	and	CCONJ
fcis-14686	45	11	classification	classification	NOUN
fcis-14686	45	12	of	of	ADP
fcis-14686	45	13	benign	benign	ADJ
fcis-14686	45	14	and	and	CCONJ
fcis-14686	45	15	malignant	malignant	ADJ
fcis-14686	45	16	mammary	mammary	ADJ
fcis-14686	45	17	glands	gland	NOUN
fcis-14686	45	18	between	between	ADP
fcis-14686	45	19	lobed	lobed	ADJ
fcis-14686	45	20	and	and	CCONJ
fcis-14686	45	21	irregular	irregular	ADJ
fcis-14686	45	22	shapes	shape	NOUN
fcis-14686	45	23	,	,	PUNCT
fcis-14686	45	24	clear	clear	ADJ
fcis-14686	45	25	and	and	CCONJ
fcis-14686	45	26	partially	partially	ADV
fcis-14686	45	27	clear	clear	ADJ
fcis-14686	45	28	edges	edge	NOUN
fcis-14686	45	29	,	,	PUNCT
fcis-14686	45	30	fuzzy	fuzzy	ADJ
fcis-14686	45	31	and	and	CCONJ
fcis-14686	45	32	ambiguous	ambiguous	ADJ
fcis-14686	45	33	edges	edge	NOUN
fcis-14686	45	34	.	.	PUNCT
fcis-14686	46	1	it	it	PRON
fcis-14686	46	2	also	also	ADV
fcis-14686	46	3	shows	show	VERB
fcis-14686	46	4	that	that	SCONJ
fcis-14686	46	5	the	the	DET
fcis-14686	46	6	current	current	ADJ
fcis-14686	46	7	cad	cad	NOUN
fcis-14686	46	8	in	in	ADP
fcis-14686	46	9	these	these	DET
fcis-14686	46	10	signs	sign	NOUN
fcis-14686	46	11	of	of	ADP
fcis-14686	46	12	detection	detection	NOUN
fcis-14686	46	13	technology	technology	NOUN
fcis-14686	46	14	and	and	CCONJ
fcis-14686	46	15	diagnostic	diagnostic	ADJ
fcis-14686	46	16	strategy	strategy	NOUN
fcis-14686	46	17	is	be	AUX
fcis-14686	46	18	still	still	ADV
fcis-14686	46	19	insufficient	insufficient	ADJ
fcis-14686	46	20	,	,	PUNCT
fcis-14686	46	21	need	need	VERB
fcis-14686	46	22	to	to	PART
fcis-14686	46	23	be	be	AUX
fcis-14686	46	24	improved	improve	VERB
fcis-14686	46	25	figure	figure	NOUN
fcis-14686	46	26	4	4	NUM
fcis-14686	46	27	.	.	PUNCT
fcis-14686	46	28	accuracy	accuracy	NOUN
fcis-14686	46	29	statement	statement	NOUN
fcis-14686	46	30	features	feature	NOUN
fcis-14686	46	31	,	,	PUNCT
fcis-14686	46	32	including	include	VERB
fcis-14686	46	33	the	the	DET
fcis-14686	46	34	spatial	spatial	ADJ
fcis-14686	46	35	distribution	distribution	NOUN
fcis-14686	46	36	relationship	relationship	NOUN
fcis-14686	46	37	between	between	ADP
fcis-14686	46	38	pixels	pixel	NOUN
fcis-14686	46	39	in	in	ADP
fcis-14686	46	40	the	the	DET
fcis-14686	46	41	image	image	NOUN
fcis-14686	46	42	.	.	PUNCT
fcis-14686	47	1	hog	hog	NOUN
fcis-14686	47	2	is	be	AUX
fcis-14686	47	3	used	use	VERB
fcis-14686	47	4	to	to	PART
fcis-14686	47	5	calculate	calculate	VERB
fcis-14686	47	6	and	and	CCONJ
fcis-14686	47	7	count	count	VERB
fcis-14686	47	8	the	the	DET
fcis-14686	47	9	gradient	gradient	ADJ
fcis-14686	47	10	direction	direction	NOUN
fcis-14686	47	11	histogram	histogram	NOUN
fcis-14686	47	12	of	of	ADP
fcis-14686	47	13	the	the	DET
fcis-14686	47	14	local	local	ADJ
fcis-14686	47	15	area	area	NOUN
fcis-14686	47	16	of	of	ADP
fcis-14686	47	17	the	the	DET
fcis-14686	47	18	image	image	NOUN
fcis-14686	47	19	to	to	PART
fcis-14686	47	20	form	form	VERB
fcis-14686	47	21	features	feature	NOUN
fcis-14686	47	22	;	;	PUNCT
fcis-14686	47	23	lbp	lbp	PROPN
fcis-14686	47	24	is	be	AUX
fcis-14686	47	25	used	use	VERB
fcis-14686	47	26	to	to	PART
fcis-14686	47	27	describe	describe	VERB
fcis-14686	47	28	the	the	DET
fcis-14686	47	29	local	local	ADJ
fcis-14686	47	30	texture	texture	NOUN
fcis-14686	47	31	features	feature	NOUN
fcis-14686	47	32	of	of	ADP
fcis-14686	47	33	the	the	DET
fcis-14686	47	34	image	image	NOUN
fcis-14686	47	35	;	;	PUNCT
fcis-14686	47	36	glcm	glcm	PROPN
fcis-14686	47	37	is	be	AUX
fcis-14686	47	38	used	use	VERB
fcis-14686	47	39	to	to	PART
fcis-14686	47	40	extract	extract	VERB
fcis-14686	47	41	texture	texture	NOUN
fcis-14686	47	42	features	feature	NOUN
fcis-14686	47	43	including	include	VERB
fcis-14686	47	44	energy	energy	NOUN
fcis-14686	47	45	,	,	PUNCT
fcis-14686	47	46	entropy	entropy	PROPN
fcis-14686	47	47	,	,	PUNCT
fcis-14686	47	48	contrast	contrast	NOUN
fcis-14686	47	49	,	,	PUNCT
fcis-14686	47	50	correlation	correlation	NOUN
fcis-14686	47	51	,	,	PUNCT
fcis-14686	47	52	etc	etc	X
fcis-14686	47	53	.	.	X
fcis-14686	47	54	,	,	PUNCT
fcis-14686	47	55	and	and	CCONJ
fcis-14686	47	56	the	the	DET
fcis-14686	47	57	effect	effect	NOUN
fcis-14686	47	58	of	of	ADP
fcis-14686	47	59	benign	benign	ADJ
fcis-14686	47	60	and	and	CCONJ
fcis-14686	47	61	malignant	malignant	ADJ
fcis-14686	47	62	detection	detection	NOUN
fcis-14686	47	63	of	of	ADP
fcis-14686	47	64	breast	breast	NOUN
fcis-14686	47	65	tumors	tumor	NOUN
fcis-14686	47	66	is	be	AUX
fcis-14686	47	67	improved	improve	VERB
fcis-14686	47	68	by	by	ADP
fcis-14686	47	69	combining	combine	VERB
fcis-14686	47	70	the	the	DET
fcis-14686	47	71	features	feature	NOUN
fcis-14686	47	72	of	of	ADP
fcis-14686	47	73	hog	hog	PROPN
fcis-14686	47	74	,	,	PUNCT
fcis-14686	47	75	lbp	lbp	PROPN
fcis-14686	47	76	and	and	CCONJ
fcis-14686	47	77	glcm	glcm	PROPN
fcis-14686	47	78	.	.	PUNCT
fcis-14686	48	1	58	58	NUM
fcis-14686	48	2	4	4	NUM
fcis-14686	48	3	.	.	PUNCT
fcis-14686	48	4	results	result	VERB
fcis-14686	48	5	methods	method	NOUN
fcis-14686	48	6	based	base	VERB
fcis-14686	48	7	on	on	ADP
fcis-14686	48	8	the	the	DET
fcis-14686	48	9	region	region	NOUN
fcis-14686	48	10	of	of	ADP
fcis-14686	48	11	interest	interest	NOUN
fcis-14686	48	12	extraction	extraction	NOUN
fcis-14686	48	13	,	,	PUNCT
fcis-14686	48	14	segmentation	segmentation	NOUN
fcis-14686	48	15	,	,	PUNCT
fcis-14686	48	16	feature	feature	NOUN
fcis-14686	48	17	extraction	extraction	NOUN
fcis-14686	48	18	and	and	CCONJ
fcis-14686	48	19	classification	classification	NOUN
fcis-14686	48	20	results	result	NOUN
fcis-14686	48	21	achieved	achieve	VERB
fcis-14686	48	22	in	in	ADP
fcis-14686	48	23	the	the	DET
fcis-14686	48	24	single	single	ADJ
fcis-14686	48	25	-	-	PUNCT
fcis-14686	48	26	view	view	NOUN
fcis-14686	48	27	breast	breast	NOUN
fcis-14686	48	28	cancer	cancer	NOUN
fcis-14686	48	29	cad	cad	PROPN
fcis-14686	48	30	system	system	NOUN
fcis-14686	48	31	,	,	PUNCT
fcis-14686	48	32	the	the	DET
fcis-14686	48	33	system	system	NOUN
fcis-14686	48	34	matched	match	VERB
fcis-14686	48	35	suspicious	suspicious	ADJ
fcis-14686	48	36	regions	region	NOUN
fcis-14686	48	37	in	in	ADP
fcis-14686	48	38	axial	axial	ADJ
fcis-14686	48	39	(	(	PUNCT
fcis-14686	48	40	cc	cc	NOUN
fcis-14686	48	41	)	)	PUNCT
fcis-14686	48	42	view	view	NOUN
fcis-14686	48	43	and	and	CCONJ
fcis-14686	48	44	oblique	oblique	ADJ
fcis-14686	48	45	(	(	PUNCT
fcis-14686	48	46	mlo	mlo	NOUN
fcis-14686	48	47	)	)	PUNCT
fcis-14686	48	48	view	view	NOUN
fcis-14686	48	49	,	,	PUNCT
fcis-14686	48	50	extracted	extract	VERB
fcis-14686	48	51	relevant	relevant	ADJ
fcis-14686	48	52	features	feature	NOUN
fcis-14686	48	53	,	,	PUNCT
fcis-14686	48	54	and	and	CCONJ
fcis-14686	48	55	obtained	obtain	VERB
fcis-14686	48	56	an	an	DET
fcis-14686	48	57	optimal	optimal	ADJ
fcis-14686	48	58	feature	feature	NOUN
fcis-14686	48	59	set	set	VERB
fcis-14686	48	60	by	by	ADP
fcis-14686	48	61	stepwise	stepwise	ADJ
fcis-14686	48	62	discrimination	discrimination	NOUN
fcis-14686	48	63	.	.	PUNCT
fcis-14686	49	1	the	the	DET
fcis-14686	49	2	classifier	classifier	NOUN
fcis-14686	49	3	is	be	AUX
fcis-14686	49	4	applied	apply	VERB
fcis-14686	49	5	to	to	ADP
fcis-14686	49	6	the	the	DET
fcis-14686	49	7	optimized	optimize	VERB
fcis-14686	49	8	feature	feature	NOUN
fcis-14686	49	9	set	set	VERB
fcis-14686	49	10	to	to	PART
fcis-14686	49	11	identify	identify	VERB
fcis-14686	49	12	and	and	CCONJ
fcis-14686	49	13	make	make	VERB
fcis-14686	49	14	decision	decision	NOUN
fcis-14686	49	15	on	on	ADP
fcis-14686	49	16	lumps	lump	NOUN
fcis-14686	49	17	.	.	PUNCT
fcis-14686	50	1	the	the	DET
fcis-14686	50	2	specific	specific	ADJ
fcis-14686	50	3	description	description	NOUN
fcis-14686	50	4	is	be	AUX
fcis-14686	50	5	as	as	SCONJ
fcis-14686	50	6	follows	follow	VERB
fcis-14686	50	7	:	:	PUNCT
fcis-14686	50	8	the	the	DET
fcis-14686	50	9	matching	matching	NOUN
fcis-14686	50	10	of	of	ADP
fcis-14686	50	11	the	the	DET
fcis-14686	50	12	lump	lump	NOUN
fcis-14686	50	13	area	area	NOUN
fcis-14686	50	14	in.cc	in.cc	PROPN
fcis-14686	50	15	view	view	NOUN
fcis-14686	50	16	and	and	CCONJ
fcis-14686	50	17	mlo	mlo	PROPN
fcis-14686	50	18	view	view	NOUN
fcis-14686	50	19	:	:	PUNCT
fcis-14686	50	20	the	the	DET
fcis-14686	50	21	coordinate	coordinate	NOUN
fcis-14686	50	22	system	system	NOUN
fcis-14686	50	23	is	be	AUX
fcis-14686	50	24	established	establish	VERB
fcis-14686	50	25	with	with	ADP
fcis-14686	50	26	the	the	DET
fcis-14686	50	27	upper	upper	ADJ
fcis-14686	50	28	corner	corner	NOUN
fcis-14686	50	29	of	of	ADP
fcis-14686	50	30	the	the	DET
fcis-14686	50	31	breast	breast	NOUN
fcis-14686	50	32	wall	wall	PROPN
fcis-14686	50	33	side	side	PROPN
fcis-14686	50	34	.	.	PUNCT
fcis-14686	51	1	the	the	DET
fcis-14686	51	2	chest	chest	NOUN
fcis-14686	51	3	wall	wall	PROPN
fcis-14686	51	4	line	line	PROPN
fcis-14686	51	5	refers	refer	VERB
fcis-14686	51	6	to	to	ADP
fcis-14686	51	7	the	the	DET
fcis-14686	51	8	junction	junction	NOUN
fcis-14686	51	9	between	between	ADP
fcis-14686	51	10	the	the	DET
fcis-14686	51	11	breast	breast	NOUN
fcis-14686	51	12	area	area	NOUN
fcis-14686	51	13	and	and	CCONJ
fcis-14686	51	14	the	the	DET
fcis-14686	51	15	chest	chest	NOUN
fcis-14686	51	16	wall	wall	NOUN
fcis-14686	51	17	.	.	PUNCT
fcis-14686	52	1	the	the	DET
fcis-14686	52	2	chest	chest	NOUN
fcis-14686	52	3	wall	wall	PROPN
fcis-14686	52	4	line	line	NOUN
fcis-14686	52	5	in	in	ADP
fcis-14686	52	6	cc	cc	ADP
fcis-14686	52	7	view	view	NOUN
fcis-14686	52	8	is	be	AUX
fcis-14686	52	9	on	on	ADP
fcis-14686	52	10	one	one	NUM
fcis-14686	52	11	side	side	NOUN
fcis-14686	52	12	of	of	ADP
fcis-14686	52	13	the	the	DET
fcis-14686	52	14	breast	breast	NOUN
fcis-14686	52	15	and	and	CCONJ
fcis-14686	52	16	parallel	parallel	NOUN
fcis-14686	52	17	to	to	ADP
fcis-14686	52	18	the	the	DET
fcis-14686	52	19	edge	edge	NOUN
fcis-14686	52	20	of	of	ADP
fcis-14686	52	21	the	the	DET
fcis-14686	52	22	image	image	NOUN
fcis-14686	52	23	,	,	PUNCT
fcis-14686	52	24	and	and	CCONJ
fcis-14686	52	25	the	the	DET
fcis-14686	52	26	chest	chest	NOUN
fcis-14686	52	27	wall	wall	PROPN
fcis-14686	52	28	line	line	NOUN
fcis-14686	52	29	is	be	AUX
fcis-14686	52	30	fitted	fit	VERB
fcis-14686	52	31	by	by	ADP
fcis-14686	52	32	gradient	gradient	NOUN
fcis-14686	52	33	scanning	scanning	NOUN
fcis-14686	52	34	in	in	ADP
fcis-14686	52	35	mlo	mlo	PROPN
fcis-14686	52	36	view	view	NOUN
fcis-14686	52	37	.	.	PUNCT
fcis-14686	53	1	the	the	DET
fcis-14686	53	2	nipple	nipple	NOUN
fcis-14686	53	3	,	,	PUNCT
fcis-14686	53	4	which	which	PRON
fcis-14686	53	5	is	be	AUX
fcis-14686	53	6	not	not	PART
fcis-14686	53	7	visible	visible	ADJ
fcis-14686	53	8	in	in	ADP
fcis-14686	53	9	most	most	ADJ
fcis-14686	53	10	views	view	NOUN
fcis-14686	53	11	,	,	PUNCT
fcis-14686	53	12	is	be	AUX
fcis-14686	53	13	determined	determine	VERB
fcis-14686	53	14	by	by	ADP
fcis-14686	53	15	detecting	detect	VERB
fcis-14686	53	16	the	the	DET
fcis-14686	53	17	breast	breast	NOUN
fcis-14686	53	18	contour	contour	NOUN
fcis-14686	53	19	and	and	CCONJ
fcis-14686	53	20	selecting	select	VERB
fcis-14686	53	21	the	the	DET
fcis-14686	53	22	farthest	farth	ADJ
fcis-14686	53	23	point	point	NOUN
fcis-14686	53	24	on	on	ADP
fcis-14686	53	25	the	the	DET
fcis-14686	53	26	breast	breast	NOUN
fcis-14686	53	27	contour	contour	NOUN
fcis-14686	53	28	from	from	ADP
fcis-14686	53	29	the	the	DET
fcis-14686	53	30	chest	chest	NOUN
fcis-14686	53	31	wall	wall	PROPN
fcis-14686	53	32	line	line	PROPN
fcis-14686	53	33	.	.	PUNCT
fcis-14686	54	1	make	make	VERB
fcis-14686	54	2	a	a	DET
fcis-14686	54	3	vertical	vertical	ADJ
fcis-14686	54	4	line	line	NOUN
fcis-14686	54	5	from	from	ADP
fcis-14686	54	6	the	the	DET
fcis-14686	54	7	nipple	nipple	NOUN
fcis-14686	54	8	perpendicular	perpendicular	NOUN
fcis-14686	54	9	to	to	ADP
fcis-14686	54	10	the	the	DET
fcis-14686	54	11	line	line	NOUN
fcis-14686	54	12	of	of	ADP
fcis-14686	54	13	the	the	DET
fcis-14686	54	14	chest	chest	NOUN
fcis-14686	54	15	wall	wall	NOUN
fcis-14686	54	16	,	,	PUNCT
fcis-14686	54	17	defined	define	VERB
fcis-14686	54	18	as	as	ADP
fcis-14686	54	19	the	the	DET
fcis-14686	54	20	center	center	ADJ
fcis-14686	54	21	line	line	NOUN
fcis-14686	54	22	.	.	PUNCT
fcis-14686	55	1	the	the	DET
fcis-14686	55	2	principle	principle	NOUN
fcis-14686	55	3	of	of	ADP
fcis-14686	55	4	mass	mass	NOUN
fcis-14686	55	5	matching	matching	NOUN
fcis-14686	55	6	is	be	AUX
fcis-14686	55	7	based	base	VERB
fcis-14686	55	8	on	on	ADP
fcis-14686	55	9	the	the	DET
fcis-14686	55	10	radiologist	radiologist	NOUN
fcis-14686	55	11	's	's	PART
fcis-14686	55	12	opinion	opinion	NOUN
fcis-14686	55	13	that	that	SCONJ
fcis-14686	55	14	after	after	ADP
fcis-14686	55	15	different	different	ADJ
fcis-14686	55	16	angles	angle	NOUN
fcis-14686	55	17	of	of	ADP
fcis-14686	55	18	compression	compression	NOUN
fcis-14686	55	19	,	,	PUNCT
fcis-14686	55	20	the	the	DET
fcis-14686	55	21	distance	distance	NOUN
fcis-14686	55	22	between	between	ADP
fcis-14686	55	23	the	the	DET
fcis-14686	55	24	lump	lump	NOUN
fcis-14686	55	25	and	and	CCONJ
fcis-14686	55	26	the	the	DET
fcis-14686	55	27	nipple	nipple	NOUN
fcis-14686	55	28	is	be	AUX
fcis-14686	55	29	basically	basically	ADV
fcis-14686	55	30	unchanged	unchanged	ADJ
fcis-14686	55	31	in	in	ADP
fcis-14686	55	32	the	the	DET
fcis-14686	55	33	direction	direction	NOUN
fcis-14686	55	34	of	of	ADP
fcis-14686	55	35	the	the	DET
fcis-14686	55	36	projection	projection	NOUN
fcis-14686	55	37	of	of	ADP
fcis-14686	55	38	the	the	DET
fcis-14686	55	39	center	center	ADJ
fcis-14686	55	40	line	line	NOUN
fcis-14686	55	41	.	.	PUNCT
fcis-14686	56	1	first	first	ADV
fcis-14686	56	2	calculate	calculate	VERB
fcis-14686	56	3	the	the	DET
fcis-14686	56	4	projected	project	VERB
fcis-14686	56	5	length	length	NOUN
fcis-14686	56	6	of	of	ADP
fcis-14686	56	7	the	the	DET
fcis-14686	56	8	distance	distance	NOUN
fcis-14686	56	9	from	from	ADP
fcis-14686	56	10	the	the	DET
fcis-14686	56	11	suspected	suspect	VERB
fcis-14686	56	12	lesion	lesion	NOUN
fcis-14686	56	13	area	area	NOUN
fcis-14686	56	14	to	to	ADP
fcis-14686	56	15	the	the	DET
fcis-14686	56	16	nipple	nipple	NOUN
fcis-14686	56	17	on	on	ADP
fcis-14686	56	18	the	the	DET
fcis-14686	56	19	center	center	ADJ
fcis-14686	56	20	line	line	NOUN
fcis-14686	56	21	in	in	ADP
fcis-14686	56	22	one	one	NUM
fcis-14686	56	23	view	view	NOUN
fcis-14686	56	24	:	:	PUNCT
fcis-14686	56	25	then	then	ADV
fcis-14686	56	26	label	label	VERB
fcis-14686	56	27	such	such	DET
fcis-14686	56	28	a	a	DET
fcis-14686	56	29	matching	matching	ADJ
fcis-14686	56	30	center	center	NOUN
fcis-14686	56	31	line	line	NOUN
fcis-14686	56	32	in	in	ADP
fcis-14686	56	33	the	the	DET
fcis-14686	56	34	other	other	ADJ
fcis-14686	56	35	view	view	NOUN
fcis-14686	56	36	,	,	PUNCT
fcis-14686	56	37	which	which	PRON
fcis-14686	56	38	is	be	AUX
fcis-14686	56	39	perpendicular	perpendicular	ADJ
fcis-14686	56	40	to	to	ADP
fcis-14686	56	41	the	the	DET
fcis-14686	56	42	center	center	ADJ
fcis-14686	56	43	line	line	NOUN
fcis-14686	56	44	of	of	ADP
fcis-14686	56	45	the	the	DET
fcis-14686	56	46	view	view	NOUN
fcis-14686	56	47	,	,	PUNCT
fcis-14686	56	48	and	and	CCONJ
fcis-14686	56	49	the	the	DET
fcis-14686	56	50	distance	distance	NOUN
fcis-14686	56	51	from	from	ADP
fcis-14686	56	52	the	the	DET
fcis-14686	56	53	nipple	nipple	NOUN
fcis-14686	56	54	to	to	ADP
fcis-14686	56	55	it	it	PRON
fcis-14686	56	56	is	be	AUX
fcis-14686	56	57	the	the	DET
fcis-14686	56	58	projected	project	VERB
fcis-14686	56	59	length	length	NOUN
fcis-14686	56	60	just	just	ADV
fcis-14686	56	61	calculated	calculate	VERB
fcis-14686	56	62	.	.	PUNCT
fcis-14686	57	1	with	with	ADP
fcis-14686	57	2	the	the	DET
fcis-14686	57	3	matching	matching	ADJ
fcis-14686	57	4	center	center	NOUN
fcis-14686	57	5	line	line	NOUN
fcis-14686	57	6	as	as	ADP
fcis-14686	57	7	the	the	DET
fcis-14686	57	8	central	central	ADJ
fcis-14686	57	9	axis	axis	NOUN
fcis-14686	57	10	,	,	PUNCT
fcis-14686	57	11	such	such	DET
fcis-14686	57	12	a	a	DET
fcis-14686	57	13	ribbon	ribbon	NOUN
fcis-14686	57	14	area	area	NOUN
fcis-14686	57	15	can	can	AUX
fcis-14686	57	16	be	be	AUX
fcis-14686	57	17	determined	determine	VERB
fcis-14686	57	18	.	.	PUNCT
fcis-14686	58	1	2	2	X
fcis-14686	58	2	.	.	X
fcis-14686	58	3	feature	feature	NOUN
fcis-14686	58	4	extraction	extraction	NOUN
fcis-14686	58	5	and	and	CCONJ
fcis-14686	58	6	feature	feature	NOUN
fcis-14686	58	7	optimization	optimization	NOUN
fcis-14686	58	8	of	of	ADP
fcis-14686	58	9	suspected	suspect	VERB
fcis-14686	58	10	lesions	lesion	NOUN
fcis-14686	58	11	:	:	PUNCT
fcis-14686	58	12	this	this	DET
fcis-14686	58	13	system	system	NOUN
fcis-14686	58	14	combined	combine	VERB
fcis-14686	58	15	the	the	DET
fcis-14686	58	16	features	feature	NOUN
fcis-14686	58	17	of	of	ADP
fcis-14686	58	18	the	the	DET
fcis-14686	58	19	two	two	NUM
fcis-14686	58	20	views	view	NOUN
fcis-14686	58	21	and	and	CCONJ
fcis-14686	58	22	referred	refer	VERB
fcis-14686	58	23	to	to	ADP
fcis-14686	58	24	previous	previous	ADJ
fcis-14686	58	25	research	research	NOUN
fcis-14686	58	26	results	result	NOUN
fcis-14686	58	27	,	,	PUNCT
fcis-14686	58	28	and	and	CCONJ
fcis-14686	58	29	selected	select	VERB
fcis-14686	58	30	24	24	NUM
fcis-14686	58	31	features	feature	NOUN
fcis-14686	58	32	including	include	VERB
fcis-14686	58	33	mutual	mutual	ADJ
fcis-14686	58	34	information	information	NOUN
fcis-14686	58	35	,	,	PUNCT
fcis-14686	58	36	gamma	gamma	PROPN
fcis-14686	58	37	coefficient	coefficient	NOUN
fcis-14686	58	38	correlation	correlation	NOUN
fcis-14686	58	39	,	,	PUNCT
fcis-14686	58	40	association	association	NOUN
fcis-14686	58	41	,	,	PUNCT
fcis-14686	58	42	etc	etc	X
fcis-14686	58	43	.	.	X
fcis-14686	59	1	a	a	DET
fcis-14686	59	2	stepwise	stepwise	ADJ
fcis-14686	59	3	discriminant	discriminant	NOUN
fcis-14686	59	4	method	method	NOUN
fcis-14686	59	5	is	be	AUX
fcis-14686	59	6	used	use	VERB
fcis-14686	59	7	to	to	PART
fcis-14686	59	8	delete	delete	VERB
fcis-14686	59	9	the	the	DET
fcis-14686	59	10	redundant	redundant	ADJ
fcis-14686	59	11	features	feature	NOUN
fcis-14686	59	12	from	from	ADP
fcis-14686	59	13	the	the	DET
fcis-14686	59	14	24	24	NUM
fcis-14686	59	15	initial	initial	ADJ
fcis-14686	59	16	feature	feature	NOUN
fcis-14686	59	17	sets	set	NOUN
fcis-14686	59	18	,	,	PUNCT
fcis-14686	59	19	and	and	CCONJ
fcis-14686	59	20	finally	finally	ADV
fcis-14686	59	21	an	an	DET
fcis-14686	59	22	optimal	optimal	ADJ
fcis-14686	59	23	feature	feature	NOUN
fcis-14686	59	24	set	set	NOUN
fcis-14686	59	25	consisting	consist	VERB
fcis-14686	59	26	of	of	ADP
fcis-14686	59	27	8	8	NUM
fcis-14686	59	28	features	feature	NOUN
fcis-14686	59	29	is	be	AUX
fcis-14686	59	30	obtained	obtain	VERB
fcis-14686	59	31	,	,	PUNCT
fcis-14686	59	32	including	include	VERB
fcis-14686	59	33	the	the	DET
fcis-14686	59	34	following	following	NOUN
fcis-14686	59	35	:	:	PUNCT
fcis-14686	59	36	discrete	discrete	ADJ
fcis-14686	59	37	cosine	cosine	NOUN
fcis-14686	59	38	measurement	measurement	NOUN
fcis-14686	59	39	,	,	PUNCT
fcis-14686	59	40	correlation	correlation	NOUN
fcis-14686	59	41	degree	degree	NOUN
fcis-14686	59	42	using	use	VERB
fcis-14686	59	43	the	the	DET
fcis-14686	59	44	median	median	ADJ
fcis-14686	59	45	,	,	PUNCT
fcis-14686	59	46	sequential	sequential	ADJ
fcis-14686	59	47	measurement	measurement	NOUN
fcis-14686	59	48	,	,	PUNCT
fcis-14686	59	49	local	local	ADJ
fcis-14686	59	50	bivariate	bivariate	ADJ
fcis-14686	59	51	histogram	histogram	NOUN
fcis-14686	59	52	measurement	measurement	NOUN
fcis-14686	59	53	,	,	PUNCT
fcis-14686	59	54	local	local	ADJ
fcis-14686	59	55	bivariate	bivariate	ADJ
fcis-14686	59	56	histogram	histogram	NOUN
fcis-14686	59	57	chi	chi	ADJ
fcis-14686	59	58	-	-	PUNCT
fcis-14686	59	59	square	square	PROPN
fcis-14686	59	60	measurement	measurement	NOUN
fcis-14686	59	61	,	,	PUNCT
fcis-14686	59	62	comprehensive	comprehensive	ADJ
fcis-14686	59	63	density	density	NOUN
fcis-14686	59	64	,	,	PUNCT
fcis-14686	59	65	matching	matching	NOUN
fcis-14686	59	66	distance	distance	NOUN
fcis-14686	59	67	,	,	PUNCT
fcis-14686	59	68	and	and	CCONJ
fcis-14686	59	69	single	single	ADJ
fcis-14686	59	70	view	view	NOUN
fcis-14686	59	71	detection	detection	NOUN
fcis-14686	59	72	fractional	fractional	ADJ
fcis-14686	59	73	value	value	NOUN
fcis-14686	59	74	.	.	PUNCT
fcis-14686	60	1	3	3	X
fcis-14686	60	2	.	.	X
fcis-14686	60	3	classification	classification	NOUN
fcis-14686	60	4	and	and	CCONJ
fcis-14686	60	5	discrimination	discrimination	NOUN
fcis-14686	60	6	of	of	ADP
fcis-14686	60	7	matching	match	VERB
fcis-14686	60	8	pairs	pair	NOUN
fcis-14686	60	9	:	:	PUNCT
fcis-14686	60	10	the	the	DET
fcis-14686	60	11	concept	concept	NOUN
fcis-14686	60	12	of	of	ADP
fcis-14686	60	13	decision	decision	NOUN
fcis-14686	60	14	score	score	NOUN
fcis-14686	60	15	based	base	VERB
fcis-14686	60	16	on	on	ADP
fcis-14686	60	17	distance	distance	NOUN
fcis-14686	60	18	is	be	AUX
fcis-14686	60	19	proposed	propose	VERB
fcis-14686	60	20	in	in	ADP
fcis-14686	60	21	this	this	DET
fcis-14686	60	22	paper	paper	NOUN
fcis-14686	60	23	.	.	PUNCT
fcis-14686	61	1	the	the	DET
fcis-14686	61	2	specific	specific	ADJ
fcis-14686	61	3	method	method	NOUN
fcis-14686	61	4	is	be	AUX
fcis-14686	61	5	as	as	SCONJ
fcis-14686	61	6	follows	follow	VERB
fcis-14686	61	7	:	:	PUNCT
fcis-14686	61	8	the	the	DET
fcis-14686	61	9	sample	sample	NOUN
fcis-14686	61	10	to	to	PART
fcis-14686	61	11	be	be	AUX
fcis-14686	61	12	decided	decide	VERB
fcis-14686	61	13	is	be	AUX
fcis-14686	61	14	mapped	map	VERB
fcis-14686	61	15	to	to	ADP
fcis-14686	61	16	a	a	DET
fcis-14686	61	17	onedimensional	onedimensional	ADJ
fcis-14686	61	18	space	space	NOUN
fcis-14686	61	19	,	,	PUNCT
fcis-14686	61	20	and	and	CCONJ
fcis-14686	61	21	the	the	DET
fcis-14686	61	22	ratio	ratio	NOUN
fcis-14686	61	23	of	of	ADP
fcis-14686	61	24	the	the	DET
fcis-14686	61	25	distance	distance	NOUN
fcis-14686	61	26	between	between	ADP
fcis-14686	61	27	the	the	DET
fcis-14686	61	28	mapping	mapping	NOUN
fcis-14686	61	29	point	point	NOUN
fcis-14686	61	30	and	and	CCONJ
fcis-14686	61	31	the	the	DET
fcis-14686	61	32	false	false	ADJ
fcis-14686	61	33	-	-	PUNCT
fcis-14686	61	34	positive	positive	ADJ
fcis-14686	61	35	sample	sample	NOUN
fcis-14686	61	36	center	center	NOUN
fcis-14686	61	37	and	and	CCONJ
fcis-14686	61	38	the	the	DET
fcis-14686	61	39	sum	sum	NOUN
fcis-14686	61	40	of	of	ADP
fcis-14686	61	41	the	the	DET
fcis-14686	61	42	distance	distance	NOUN
fcis-14686	61	43	between	between	ADP
fcis-14686	61	44	the	the	DET
fcis-14686	61	45	two	two	NUM
fcis-14686	61	46	sample	sample	NOUN
fcis-14686	61	47	centers	center	NOUN
fcis-14686	61	48	is	be	AUX
fcis-14686	61	49	calculated	calculate	VERB
fcis-14686	61	50	.	.	PUNCT
fcis-14686	62	1	the	the	DET
fcis-14686	62	2	ratio	ratio	NOUN
fcis-14686	62	3	reflects	reflect	VERB
fcis-14686	62	4	the	the	DET
fcis-14686	62	5	degree	degree	NOUN
fcis-14686	62	6	of	of	ADP
fcis-14686	62	7	similar	similar	ADJ
fcis-14686	62	8	mass	mass	NOUN
fcis-14686	62	9	in	in	ADP
fcis-14686	62	10	the	the	DET
fcis-14686	62	11	suspected	suspect	VERB
fcis-14686	62	12	lesion	lesion	NOUN
fcis-14686	62	13	area	area	NOUN
fcis-14686	62	14	.	.	PUNCT
fcis-14686	63	1	the	the	PRON
fcis-14686	63	2	closer	close	ADV
fcis-14686	63	3	the	the	DET
fcis-14686	63	4	ratio	ratio	NOUN
fcis-14686	63	5	is	be	AUX
fcis-14686	63	6	to	to	ADP
fcis-14686	63	7	0	0	NUM
fcis-14686	63	8	,	,	PUNCT
fcis-14686	63	9	the	the	PRON
fcis-14686	63	10	closer	close	ADV
fcis-14686	63	11	the	the	DET
fcis-14686	63	12	sample	sample	NOUN
fcis-14686	63	13	is	be	AUX
fcis-14686	63	14	to	to	ADP
fcis-14686	63	15	the	the	DET
fcis-14686	63	16	false	false	ADJ
fcis-14686	63	17	-	-	PUNCT
fcis-14686	63	18	positive	positive	ADJ
fcis-14686	63	19	sample	sample	NOUN
fcis-14686	63	20	center	center	NOUN
fcis-14686	63	21	,	,	PUNCT
fcis-14686	63	22	and	and	CCONJ
fcis-14686	63	23	vice	vice	ADV
fcis-14686	63	24	versa	versa	ADV
fcis-14686	63	25	,	,	PUNCT
fcis-14686	63	26	the	the	PRON
fcis-14686	63	27	closer	close	ADJ
fcis-14686	63	28	the	the	DET
fcis-14686	63	29	sample	sample	NOUN
fcis-14686	63	30	center	center	NOUN
fcis-14686	63	31	is	be	AUX
fcis-14686	63	32	to	to	ADP
fcis-14686	63	33	the	the	DET
fcis-14686	63	34	true	true	ADJ
fcis-14686	63	35	positive	positive	ADJ
fcis-14686	63	36	sample	sample	NOUN
fcis-14686	63	37	center	center	NOUN
fcis-14686	63	38	.	.	PUNCT
fcis-14686	64	1	roc	roc	PROPN
fcis-14686	64	2	curves	curve	NOUN
fcis-14686	64	3	were	be	AUX
fcis-14686	64	4	used	use	VERB
fcis-14686	64	5	to	to	PART
fcis-14686	64	6	compare	compare	VERB
fcis-14686	64	7	the	the	DET
fcis-14686	64	8	mammogram	mammogram	NOUN
fcis-14686	64	9	findings	finding	NOUN
fcis-14686	64	10	of	of	ADP
fcis-14686	64	11	two	two	NUM
fcis-14686	64	12	doctors	doctor	NOUN
fcis-14686	64	13	after	after	SCONJ
fcis-14686	64	14	cad	cad	PROPN
fcis-14686	64	15	research	research	NOUN
fcis-14686	64	16	methods	method	NOUN
fcis-14686	64	17	for	for	ADP
fcis-14686	64	18	benign	benign	ADJ
fcis-14686	64	19	and	and	CCONJ
fcis-14686	64	20	malignant	malignant	ADJ
fcis-14686	64	21	tumor	tumor	NOUN
fcis-14686	64	22	detection	detection	NOUN
fcis-14686	64	23	in	in	ADP
fcis-14686	64	24	breast	breast	NOUN
fcis-14686	64	25	ultrasound	ultrasound	NOUN
fcis-14686	64	26	images	image	NOUN
fcis-14686	64	27	are	be	AUX
fcis-14686	64	28	mainly	mainly	ADV
fcis-14686	64	29	divided	divide	VERB
fcis-14686	64	30	into	into	ADP
fcis-14686	64	31	two	two	NUM
fcis-14686	64	32	categories	category	NOUN
fcis-14686	64	33	:	:	PUNCT
fcis-14686	64	34	(	(	PUNCT
fcis-14686	64	35	1	1	X
fcis-14686	64	36	)	)	PUNCT
fcis-14686	64	37	methods	method	NOUN
fcis-14686	64	38	based	base	VERB
fcis-14686	64	39	on	on	ADP
fcis-14686	64	40	manual	manual	ADJ
fcis-14686	64	41	feature	feature	NOUN
fcis-14686	64	42	extraction	extraction	NOUN
fcis-14686	64	43	:	:	PUNCT
fcis-14686	64	44	the	the	DET
fcis-14686	64	45	gray	gray	ADJ
fcis-14686	64	46	scale	scale	NOUN
fcis-14686	64	47	symbiosis	symbiosis	NOUN
fcis-14686	64	48	matrix	matrix	NOUN
fcis-14686	64	49	was	be	AUX
fcis-14686	64	50	calculated	calculate	VERB
fcis-14686	64	51	by	by	ADP
fcis-14686	64	52	extracting	extract	VERB
fcis-14686	64	53	the	the	DET
fcis-14686	64	54	minimum	minimum	ADJ
fcis-14686	64	55	boundary	boundary	ADJ
fcis-14686	64	56	rectangular	rectangular	ADJ
fcis-14686	64	57	region	region	NOUN
fcis-14686	64	58	around	around	ADP
fcis-14686	64	59	the	the	DET
fcis-14686	64	60	lesion	lesion	NOUN
fcis-14686	64	61	,	,	PUNCT
fcis-14686	64	62	and	and	CCONJ
fcis-14686	64	63	22	22	NUM
fcis-14686	64	64	symbiosis	symbiosis	NOUN
fcis-14686	64	65	statistics	statistic	NOUN
fcis-14686	64	66	were	be	AUX
fcis-14686	64	67	calculated	calculate	VERB
fcis-14686	64	68	from	from	ADP
fcis-14686	64	69	6	6	NUM
fcis-14686	64	70	quantization	quantization	NOUN
fcis-14686	64	71	levels	level	NOUN
fcis-14686	64	72	,	,	PUNCT
fcis-14686	64	73	4	4	NUM
fcis-14686	64	74	directions	direction	NOUN
fcis-14686	64	75	and	and	CCONJ
fcis-14686	64	76	10	10	NUM
fcis-14686	64	77	distances	distance	NOUN
fcis-14686	64	78	,	,	PUNCT
fcis-14686	64	79	respectively	respectively	ADV
fcis-14686	64	80	.	.	PUNCT
fcis-14686	65	1	fisher	fisher	PROPN
fcis-14686	65	2	linear	linear	PROPN
fcis-14686	65	3	discriminant	discriminant	ADJ
fcis-14686	65	4	analysis	analysis	NOUN
fcis-14686	65	5	was	be	AUX
fcis-14686	65	6	used	use	VERB
fcis-14686	65	7	to	to	PART
fcis-14686	65	8	evaluate	evaluate	VERB
fcis-14686	65	9	the	the	DET
fcis-14686	65	10	discriminant	discriminant	ADJ
fcis-14686	65	11	ability	ability	NOUN
fcis-14686	65	12	of	of	ADP
fcis-14686	65	13	texture	texture	ADJ
fcis-14686	65	14	features	feature	NOUN
fcis-14686	65	15	.	.	PUNCT
fcis-14686	66	1	figure	figure	VERB
fcis-14686	66	2	5	5	NUM
fcis-14686	66	3	.	.	PUNCT
fcis-14686	67	1	result	result	PROPN
fcis-14686	67	2	curve	curve	NOUN
fcis-14686	67	3	secondly	secondly	ADV
fcis-14686	67	4	,	,	PUNCT
fcis-14686	67	5	it	it	PRON
fcis-14686	67	6	is	be	AUX
fcis-14686	67	7	a	a	DET
fcis-14686	67	8	method	method	NOUN
fcis-14686	67	9	to	to	PART
fcis-14686	67	10	distinguish	distinguish	VERB
fcis-14686	67	11	benign	benign	ADJ
fcis-14686	67	12	and	and	CCONJ
fcis-14686	67	13	malignant	malignant	ADJ
fcis-14686	67	14	breast	breast	NOUN
fcis-14686	67	15	tumors	tumor	NOUN
fcis-14686	67	16	in	in	ADP
fcis-14686	67	17	ultrasound	ultrasound	NOUN
fcis-14686	67	18	images	image	NOUN
fcis-14686	67	19	based	base	VERB
fcis-14686	67	20	on	on	ADP
fcis-14686	67	21	morphological	morphological	ADJ
fcis-14686	67	22	characteristics	characteristic	NOUN
fcis-14686	67	23	.	.	PUNCT
fcis-14686	68	1	firstly	firstly	ADV
fcis-14686	68	2	,	,	PUNCT
fcis-14686	68	3	the	the	DET
fcis-14686	68	4	edge	edge	NOUN
fcis-14686	68	5	of	of	ADP
fcis-14686	68	6	breast	breast	NOUN
fcis-14686	68	7	tumors	tumor	NOUN
fcis-14686	68	8	in	in	ADP
fcis-14686	68	9	ultrasound	ultrasound	ADJ
fcis-14686	68	10	images	image	NOUN
fcis-14686	68	11	is	be	AUX
fcis-14686	68	12	extracted	extract	VERB
fcis-14686	68	13	,	,	PUNCT
fcis-14686	68	14	and	and	CCONJ
fcis-14686	68	15	then	then	ADV
fcis-14686	68	16	three	three	NUM
fcis-14686	68	17	corresponding	correspond	VERB
fcis-14686	68	18	morphological	morphological	ADJ
fcis-14686	68	19	parameters	parameter	NOUN
fcis-14686	68	20	are	be	AUX
fcis-14686	68	21	calculated	calculate	VERB
fcis-14686	68	22	on	on	ADP
fcis-14686	68	23	the	the	DET
fcis-14686	68	24	obtained	obtain	VERB
fcis-14686	68	25	edge	edge	NOUN
fcis-14686	68	26	.	.	PUNCT
fcis-14686	69	1	finally	finally	ADV
fcis-14686	69	2	,	,	PUNCT
fcis-14686	69	3	fisher	fisher	PROPN
fcis-14686	69	4	linear	linear	PROPN
fcis-14686	69	5	criterion	criterion	NOUN
fcis-14686	69	6	,	,	PUNCT
fcis-14686	69	7	error	error	NOUN
fcis-14686	69	8	backpropagation	backpropagation	NOUN
fcis-14686	69	9	neural	neural	ADJ
fcis-14686	69	10	network	network	NOUN
fcis-14686	69	11	and	and	CCONJ
fcis-14686	69	12	radial	radial	ADJ
fcis-14686	69	13	basis	basis	NOUN
fcis-14686	69	14	function	function	NOUN
fcis-14686	69	15	neural	neural	ADJ
fcis-14686	69	16	network	network	NOUN
fcis-14686	69	17	are	be	AUX
fcis-14686	69	18	used	use	VERB
fcis-14686	69	19	to	to	PART
fcis-14686	69	20	classify	classify	VERB
fcis-14686	69	21	the	the	DET
fcis-14686	69	22	morphological	morphological	ADJ
fcis-14686	69	23	parameters	parameter	NOUN
fcis-14686	69	24	.	.	PUNCT
fcis-14686	70	1	5	5	X
fcis-14686	70	2	.	.	X
fcis-14686	70	3	conclusion	conclusion	VERB
fcis-14686	70	4	artificial	artificial	ADJ
fcis-14686	70	5	intelligence	intelligence	NOUN
fcis-14686	70	6	has	have	AUX
fcis-14686	70	7	shown	show	VERB
fcis-14686	70	8	certain	certain	ADJ
fcis-14686	70	9	advantages	advantage	NOUN
fcis-14686	70	10	in	in	ADP
fcis-14686	70	11	the	the	DET
fcis-14686	70	12	ultrasound	ultrasound	ADJ
fcis-14686	70	13	diagnosis	diagnosis	NOUN
fcis-14686	70	14	of	of	ADP
fcis-14686	70	15	breast	breast	NOUN
fcis-14686	70	16	cancer	cancer	NOUN
fcis-14686	70	17	,	,	PUNCT
fcis-14686	70	18	for	for	ADP
fcis-14686	70	19	example	example	NOUN
fcis-14686	70	20	,	,	PUNCT
fcis-14686	70	21	reducing	reduce	VERB
fcis-14686	70	22	the	the	DET
fcis-14686	70	23	workload	workload	NOUN
fcis-14686	70	24	of	of	ADP
fcis-14686	70	25	physicians	physician	NOUN
fcis-14686	70	26	,	,	PUNCT
fcis-14686	70	27	improving	improve	VERB
fcis-14686	70	28	the	the	DET
fcis-14686	70	29	repeatability	repeatability	NOUN
fcis-14686	70	30	of	of	ADP
fcis-14686	70	31	examinations	examination	NOUN
fcis-14686	70	32	,	,	PUNCT
fcis-14686	70	33	shortening	shorten	VERB
fcis-14686	70	34	the	the	DET
fcis-14686	70	35	examination	examination	NOUN
fcis-14686	70	36	time	time	NOUN
fcis-14686	70	37	and	and	CCONJ
fcis-14686	70	38	improving	improve	VERB
fcis-14686	70	39	the	the	DET
fcis-14686	70	40	detection	detection	NOUN
fcis-14686	70	41	rate	rate	NOUN
fcis-14686	70	42	and	and	CCONJ
fcis-14686	70	43	diagnostic	diagnostic	ADJ
fcis-14686	70	44	efficiency	efficiency	NOUN
fcis-14686	70	45	.	.	PUNCT
fcis-14686	71	1	however	however	ADV
fcis-14686	71	2	,	,	PUNCT
fcis-14686	71	3	at	at	ADP
fcis-14686	71	4	present	present	ADJ
fcis-14686	71	5	,	,	PUNCT
fcis-14686	71	6	there	there	PRON
fcis-14686	71	7	are	be	VERB
fcis-14686	71	8	still	still	ADV
fcis-14686	71	9	some	some	DET
fcis-14686	71	10	problems	problem	NOUN
fcis-14686	71	11	in	in	ADP
fcis-14686	71	12	the	the	DET
fcis-14686	71	13	application	application	NOUN
fcis-14686	71	14	of	of	ADP
fcis-14686	71	15	artificial	artificial	ADJ
fcis-14686	71	16	intelligence	intelligence	NOUN
fcis-14686	71	17	in	in	ADP
fcis-14686	71	18	breast	breast	NOUN
fcis-14686	71	19	cancer	cancer	NOUN
fcis-14686	71	20	ultrasound	ultrasound	NOUN
fcis-14686	71	21	diagnosis	diagnosis	NOUN
fcis-14686	71	22	.	.	PUNCT
fcis-14686	72	1	as	as	SCONJ
fcis-14686	72	2	the	the	DET
fcis-14686	72	3	application	application	NOUN
fcis-14686	72	4	of	of	ADP
fcis-14686	72	5	artificial	artificial	ADJ
fcis-14686	72	6	intelligence	intelligence	NOUN
fcis-14686	72	7	in	in	ADP
fcis-14686	72	8	the	the	DET
fcis-14686	72	9	medical	medical	ADJ
fcis-14686	72	10	field	field	NOUN
fcis-14686	72	11	is	be	AUX
fcis-14686	72	12	still	still	ADV
fcis-14686	72	13	in	in	ADP
fcis-14686	72	14	its	its	PRON
fcis-14686	72	15	infancy	infancy	NOUN
fcis-14686	72	16	,	,	PUNCT
fcis-14686	72	17	there	there	PRON
fcis-14686	72	18	is	be	VERB
fcis-14686	72	19	still	still	ADV
fcis-14686	72	20	a	a	DET
fcis-14686	72	21	lack	lack	NOUN
fcis-14686	72	22	of	of	ADP
fcis-14686	72	23	large	large	ADJ
fcis-14686	72	24	-	-	PUNCT
fcis-14686	72	25	scale	scale	NOUN
fcis-14686	72	26	and	and	CCONJ
fcis-14686	72	27	standardized	standardized	ADJ
fcis-14686	72	28	medical	medical	ADJ
fcis-14686	72	29	databases	database	NOUN
fcis-14686	72	30	in	in	ADP
fcis-14686	72	31	china	china	PROPN
fcis-14686	72	32	,	,	PUNCT
fcis-14686	72	33	which	which	PRON
fcis-14686	72	34	can	can	AUX
fcis-14686	72	35	not	not	PART
fcis-14686	72	36	meet	meet	VERB
fcis-14686	72	37	the	the	DET
fcis-14686	72	38	requirements	requirement	NOUN
fcis-14686	72	39	of	of	ADP
fcis-14686	72	40	artificial	artificial	ADJ
fcis-14686	72	41	intelligence	intelligence	NOUN
fcis-14686	72	42	for	for	ADP
fcis-14686	72	43	data	data	NOUN
fcis-14686	72	44	testing	testing	NOUN
fcis-14686	72	45	and	and	CCONJ
fcis-14686	72	46	model	model	NOUN
fcis-14686	72	47	establishment	establishment	NOUN
fcis-14686	72	48	.	.	PUNCT
fcis-14686	73	1	however	however	ADV
fcis-14686	73	2	,	,	PUNCT
fcis-14686	73	3	whether	whether	SCONJ
fcis-14686	73	4	the	the	DET
fcis-14686	73	5	differences	difference	NOUN
fcis-14686	73	6	of	of	ADP
fcis-14686	73	7	disease	disease	NOUN
fcis-14686	73	8	spectrum	spectrum	NOUN
fcis-14686	73	9	and	and	CCONJ
fcis-14686	73	10	ultrasound	ultrasound	NOUN
fcis-14686	73	11	equipment	equipment	NOUN
fcis-14686	73	12	imaging	imaging	NOUN
fcis-14686	73	13	in	in	ADP
fcis-14686	73	14	hospitals	hospital	NOUN
fcis-14686	73	15	in	in	ADP
fcis-14686	73	16	different	different	ADJ
fcis-14686	73	17	countries	country	NOUN
fcis-14686	73	18	and	and	CCONJ
fcis-14686	73	19	regions	region	NOUN
fcis-14686	73	20	will	will	AUX
fcis-14686	73	21	cause	cause	VERB
fcis-14686	73	22	the	the	DET
fcis-14686	73	23	lack	lack	NOUN
fcis-14686	73	24	of	of	ADP
fcis-14686	73	25	universality	universality	NOUN
fcis-14686	73	26	of	of	ADP
fcis-14686	73	27	artificial	artificial	ADJ
fcis-14686	73	28	intelligence	intelligence	NOUN
fcis-14686	73	29	modeling	modeling	NOUN
fcis-14686	73	30	needs	need	VERB
fcis-14686	73	31	to	to	PART
fcis-14686	73	32	be	be	AUX
fcis-14686	73	33	further	far	ADV
fcis-14686	73	34	verified	verify	VERB
fcis-14686	73	35	.	.	PUNCT
fcis-14686	74	1	in	in	ADP
fcis-14686	74	2	addition	addition	NOUN
fcis-14686	74	3	,	,	PUNCT
fcis-14686	74	4	the	the	DET
fcis-14686	74	5	acceptance	acceptance	NOUN
fcis-14686	74	6	and	and	CCONJ
fcis-14686	74	7	recognition	recognition	NOUN
fcis-14686	74	8	of	of	ADP
fcis-14686	74	9	artificial	artificial	ADJ
fcis-14686	74	10	intelligence	intelligence	NOUN
fcis-14686	74	11	in	in	ADP
fcis-14686	74	12	patients	patient	NOUN
fcis-14686	74	13	is	be	AUX
fcis-14686	74	14	generally	generally	ADV
fcis-14686	74	15	low	low	ADJ
fcis-14686	74	16	,	,	PUNCT
fcis-14686	74	17	and	and	CCONJ
fcis-14686	74	18	it	it	PRON
fcis-14686	74	19	can	can	AUX
fcis-14686	74	20	not	not	PART
fcis-14686	74	21	reflect	reflect	VERB
fcis-14686	74	22	humanistic	humanistic	ADJ
fcis-14686	74	23	care	care	NOUN
fcis-14686	74	24	,	,	PUNCT
fcis-14686	74	25	which	which	PRON
fcis-14686	74	26	hinders	hinder	VERB
fcis-14686	74	27	its	its	PRON
fcis-14686	74	28	development	development	NOUN
fcis-14686	74	29	to	to	ADP
fcis-14686	74	30	a	a	DET
fcis-14686	74	31	certain	certain	ADJ
fcis-14686	74	32	extent	extent	NOUN
fcis-14686	74	33	.	.	PUNCT
fcis-14686	75	1	future	future	ADJ
fcis-14686	75	2	applications	application	NOUN
fcis-14686	75	3	of	of	ADP
fcis-14686	75	4	ai	ai	NOUN
fcis-14686	75	5	in	in	ADP
fcis-14686	75	6	breast	breast	NOUN
fcis-14686	75	7	cancer	cancer	NOUN
fcis-14686	75	8	ultrasound	ultrasound	NOUN
fcis-14686	75	9	diagnosis	diagnosis	NOUN
fcis-14686	75	10	may	may	AUX
fcis-14686	75	11	include	include	VERB
fcis-14686	75	12	:	:	PUNCT
fcis-14686	75	13	(	(	PUNCT
fcis-14686	75	14	1	1	X
fcis-14686	75	15	)	)	PUNCT
fcis-14686	75	16	the	the	DET
fcis-14686	75	17	development	development	NOUN
fcis-14686	75	18	of	of	ADP
fcis-14686	75	19	ai	ai	PROPN
fcis-14686	75	20	systems	system	NOUN
fcis-14686	75	21	that	that	PRON
fcis-14686	75	22	can	can	AUX
fcis-14686	75	23	learn	learn	VERB
fcis-14686	75	24	and	and	CCONJ
fcis-14686	75	25	evaluate	evaluate	VERB
fcis-14686	75	26	dynamic	dynamic	ADJ
fcis-14686	75	27	ultrasound	ultrasound	NOUN
fcis-14686	75	28	images	image	NOUN
fcis-14686	75	29	;	;	PUNCT
fcis-14686	75	30	(	(	PUNCT
fcis-14686	75	31	2	2	X
fcis-14686	75	32	)	)	PUNCT
fcis-14686	75	33	develop	develop	VERB
fcis-14686	75	34	a	a	DET
fcis-14686	75	35	multi	multi	ADJ
fcis-14686	75	36	-	-	ADJ
fcis-14686	75	37	modal	modal	ADJ
fcis-14686	75	38	artificial	artificial	ADJ
fcis-14686	75	39	intelligence	intelligence	NOUN
fcis-14686	75	40	system	system	NOUN
fcis-14686	75	41	that	that	PRON
fcis-14686	75	42	can	can	AUX
fcis-14686	75	43	combine	combine	VERB
fcis-14686	75	44	all	all	DET
fcis-14686	75	45	kinds	kind	NOUN
fcis-14686	75	46	of	of	ADP
fcis-14686	75	47	focal	focal	ADJ
fcis-14686	75	48	sonogram	sonogram	NOUN
fcis-14686	75	49	information	information	NOUN
fcis-14686	75	50	(	(	PUNCT
fcis-14686	75	51	color	color	NOUN
fcis-14686	75	52	doppler	doppler	NOUN
fcis-14686	75	53	,	,	PUNCT
fcis-14686	75	54	spectral	spectral	ADJ
fcis-14686	75	55	doppler	doppler	NOUN
fcis-14686	75	56	,	,	PUNCT
fcis-14686	75	57	etc	etc	X
fcis-14686	75	58	.	.	X
fcis-14686	75	59	)	)	PUNCT
fcis-14686	75	60	to	to	PART
fcis-14686	75	61	improve	improve	VERB
fcis-14686	75	62	the	the	DET
fcis-14686	75	63	diagnostic	diagnostic	ADJ
fcis-14686	75	64	accuracy	accuracy	NOUN
fcis-14686	75	65	;	;	PUNCT
fcis-14686	75	66	artificial	artificial	ADJ
fcis-14686	75	67	intelligence	intelligence	NOUN
fcis-14686	75	68	is	be	AUX
fcis-14686	75	69	not	not	PART
fcis-14686	75	70	only	only	ADV
fcis-14686	75	71	limited	limit	VERB
fcis-14686	75	72	to	to	ADP
fcis-14686	75	73	the	the	DET
fcis-14686	75	74	classification	classification	NOUN
fcis-14686	75	75	of	of	ADP
fcis-14686	75	76	breast	breast	NOUN
fcis-14686	75	77	cancer	cancer	NOUN
fcis-14686	75	78	,	,	PUNCT
fcis-14686	75	79	but	but	CCONJ
fcis-14686	75	80	also	also	ADV
fcis-14686	75	81	can	can	AUX
fcis-14686	75	82	classify	classify	VERB
fcis-14686	75	83	benign	benign	ADJ
fcis-14686	75	84	lesions	lesion	NOUN
fcis-14686	75	85	such	such	ADJ
fcis-14686	75	86	as	as	ADP
fcis-14686	75	87	breast	breast	NOUN
fcis-14686	75	88	fibroadenoma	fibroadenoma	NOUN
fcis-14686	75	89	,	,	PUNCT
fcis-14686	75	90	mammary	mammary	ADJ
fcis-14686	75	91	inflammatory	inflammatory	ADJ
fcis-14686	75	92	diseases	disease	NOUN
fcis-14686	75	93	and	and	CCONJ
fcis-14686	75	94	breast	breast	NOUN
fcis-14686	75	95	cysts	cyst	NOUN
fcis-14686	75	96	;	;	PUNCT
fcis-14686	75	97	(	(	PUNCT
fcis-14686	75	98	4	4	X
fcis-14686	75	99	)	)	PUNCT
fcis-14686	75	100	the	the	DET
fcis-14686	75	101	role	role	NOUN
fcis-14686	75	102	of	of	ADP
fcis-14686	75	103	artificial	artificial	ADJ
fcis-14686	75	104	intelligence	intelligence	NOUN
fcis-14686	75	105	ultrasound	ultrasound	NOUN
fcis-14686	75	106	in	in	ADP
fcis-14686	75	107	the	the	DET
fcis-14686	75	108	evaluation	evaluation	NOUN
fcis-14686	75	109	of	of	ADP
fcis-14686	75	110	treatment	treatment	NOUN
fcis-14686	75	111	effect	effect	NOUN
fcis-14686	75	112	,	,	PUNCT
fcis-14686	75	113	recurrence	recurrence	NOUN
fcis-14686	75	114	monitoring	monitoring	NOUN
fcis-14686	75	115	and	and	CCONJ
fcis-14686	75	116	survival	survival	NOUN
fcis-14686	75	117	prediction	prediction	NOUN
fcis-14686	75	118	of	of	ADP
fcis-14686	75	119	breast	breast	NOUN
fcis-14686	75	120	cancer	cancer	NOUN
fcis-14686	75	121	patients	patient	NOUN
fcis-14686	75	122	;	;	PUNCT
fcis-14686	75	123	(	(	PUNCT
fcis-14686	75	124	5)formulate	5)formulate	NUM
fcis-14686	75	125	relevant	relevant	ADJ
fcis-14686	75	126	use	use	NOUN
fcis-14686	75	127	of	of	ADP
fcis-14686	75	128	artificial	artificial	ADJ
fcis-14686	75	129	intelligence	intelligence	NOUN
fcis-14686	75	130	laws	law	NOUN
fcis-14686	75	131	,	,	PUNCT
fcis-14686	75	132	regulations	regulation	NOUN
fcis-14686	75	133	and	and	CCONJ
fcis-14686	75	134	ethical	ethical	ADJ
fcis-14686	75	135	systems	system	NOUN
fcis-14686	75	136	to	to	PART
fcis-14686	75	137	clarify	clarify	VERB
fcis-14686	75	138	the	the	DET
fcis-14686	75	139	attribution	attribution	NOUN
fcis-14686	75	140	of	of	ADP
fcis-14686	75	141	responsibility	responsibility	NOUN
fcis-14686	75	142	if	if	SCONJ
fcis-14686	75	143	mistakes	mistake	NOUN
fcis-14686	75	144	are	be	AUX
fcis-14686	75	145	made	make	VERB
fcis-14686	75	146	during	during	ADP
fcis-14686	75	147	the	the	DET
fcis-14686	75	148	inspection	inspection	NOUN
fcis-14686	75	149	59	59	NUM
fcis-14686	75	150	process	process	NOUN
fcis-14686	75	151	.	.	PUNCT
fcis-14686	76	1	references	reference	NOUN
fcis-14686	76	2	[	[	X
fcis-14686	76	3	1	1	X
fcis-14686	76	4	]	]	PUNCT
fcis-14686	76	5	kim	kim	PROPN
fcis-14686	76	6	j	j	PROPN
fcis-14686	76	7	,	,	PUNCT
fcis-14686	76	8	gosnell	gosnell	PROPN
fcis-14686	76	9	j	j	PROPN
fcis-14686	76	10	e	e	PROPN
fcis-14686	76	11	,	,	PUNCT
fcis-14686	76	12	roman	roman	PROPN
fcis-14686	76	13	s	s	PART
fcis-14686	76	14	a.	a.	NOUN
fcis-14686	76	15	geographic	geographic	ADJ
fcis-14686	76	16	influences	influence	NOUN
fcis-14686	76	17	in	in	ADP
fcis-14686	76	18	the	the	DET
fcis-14686	76	19	global	global	ADJ
fcis-14686	76	20	rise	rise	NOUN
fcis-14686	76	21	of	of	ADP
fcis-14686	76	22	thyroidcancer[j].nat	thyroidcancer[j].nat	PUNCT
fcis-14686	76	23	rev	rev	PROPN
fcis-14686	76	24	endocrinol	endocrinol	NOUN
fcis-14686	76	25	,	,	PUNCT
fcis-14686	76	26	2020	2020	NUM
fcis-14686	76	27	,	,	PUNCT
fcis-14686	76	28	16(1):17	16(1):17	NUM
fcis-14686	76	29	-	-	SYM
fcis-14686	76	30	29	29	NUM
fcis-14686	76	31	.	.	PUNCT
fcis-14686	77	1	[	[	X
fcis-14686	77	2	2	2	NUM
fcis-14686	77	3	]	]	PUNCT
fcis-14686	77	4	broeders	broeder	NOUN
fcis-14686	77	5	m	m	PROPN
fcis-14686	77	6	,	,	PUNCT
fcis-14686	77	7	moss	moss	PROPN
fcis-14686	77	8	s	s	PART
fcis-14686	77	9	,	,	PUNCT
fcis-14686	77	10	nystrm	nystrm	ADJ
fcis-14686	77	11	l	l	NOUN
fcis-14686	77	12	,	,	PUNCT
fcis-14686	77	13	et	et	PROPN
fcis-14686	77	14	al	al	PROPN
fcis-14686	77	15	.	.	PUNCT
fcis-14686	78	1	the	the	DET
fcis-14686	78	2	impact	impact	NOUN
fcis-14686	78	3	of	of	ADP
fcis-14686	78	4	mammographic	mammographic	ADJ
fcis-14686	78	5	screening	screening	NOUN
fcis-14686	78	6	onbreast	onbreast	ADJ
fcis-14686	78	7	cancer	cancer	NOUN
fcis-14686	78	8	mortality	mortality	NOUN
fcis-14686	78	9	in	in	ADP
fcis-14686	78	10	europe	europe	PROPN
fcis-14686	78	11	:	:	PUNCT
fcis-14686	78	12	a	a	DET
fcis-14686	78	13	review	review	NOUN
fcis-14686	78	14	of	of	ADP
fcis-14686	78	15	observational	observational	ADJ
fcis-14686	78	16	studies[j	studies[j	PROPN
fcis-14686	78	17	]	]	PUNCT
fcis-14686	78	18	.	.	PUNCT
fcis-14686	79	1	journal	journal	PROPN
fcis-14686	79	2	ofmedical	ofmedical	ADJ
fcis-14686	79	3	screening,2012,19(1	screening,2012,19(1	NOUN
fcis-14686	79	4	):	):	PUNCT
fcis-14686	79	5	14	14	NUM
fcis-14686	79	6	-	-	SYM
fcis-14686	79	7	25	25	NUM
fcis-14686	79	8	.	.	PUNCT
fcis-14686	80	1	[	[	X
fcis-14686	80	2	3	3	X
fcis-14686	80	3	]	]	X
fcis-14686	80	4	ojala	ojala	PROPN
fcis-14686	80	5	t	t	PROPN
fcis-14686	80	6	,	,	PUNCT
fcis-14686	80	7	pietikainen	pietikainen	PROPN
fcis-14686	80	8	m	m	PROPN
fcis-14686	80	9	,	,	PUNCT
fcis-14686	80	10	harwood	harwood	PROPN
fcis-14686	80	11	d.	d.	PROPN
fcis-14686	80	12	a	a	DET
fcis-14686	80	13	comparative	comparative	ADJ
fcis-14686	80	14	study	study	NOUN
fcis-14686	80	15	of	of	ADP
fcis-14686	80	16	texture	texture	ADJ
fcis-14686	80	17	measures	measure	NOUN
fcis-14686	80	18	with	with	ADP
fcis-14686	80	19	classification	classification	NOUN
fcis-14686	80	20	based	base	VERB
fcis-14686	80	21	on	on	ADP
fcis-14686	80	22	featured	feature	VERB
fcis-14686	80	23	distributions	distribution	NOUN
fcis-14686	80	24	[	[	X
fcis-14686	80	25	j	j	X
fcis-14686	80	26	]	]	X
fcis-14686	80	27	.	.	PUNCT
fcis-14686	81	1	pattern	pattern	PROPN
fcis-14686	81	2	recogn	recogn	PROPN
fcis-14686	81	3	,	,	PUNCT
fcis-14686	81	4	1996	1996	NUM
fcis-14686	81	5	,	,	PUNCT
fcis-14686	81	6	29(1	29(1	NUM
fcis-14686	81	7	):	):	PUNCT
fcis-14686	81	8	51	51	NUM
fcis-14686	81	9	-	-	SYM
fcis-14686	81	10	59	59	NUM
fcis-14686	81	11	.	.	PUNCT
fcis-14686	82	1	[	[	X
fcis-14686	82	2	4	4	NUM
fcis-14686	82	3	]	]	X
fcis-14686	82	4	haralick	haralick	NOUN
fcis-14686	82	5	r	r	PROPN
fcis-14686	82	6	m	m	PROPN
fcis-14686	82	7	,	,	PUNCT
fcis-14686	82	8	shanmugam	shanmugam	PROPN
fcis-14686	82	9	k.	k.	PROPN
fcis-14686	82	10	textural	textural	PROPN
fcis-14686	82	11	features	feature	NOUN
fcis-14686	82	12	for	for	ADP
fcis-14686	82	13	image	image	NOUN
fcis-14686	82	14	classification	classification	NOUN
fcis-14686	82	15	[	[	X
fcis-14686	82	16	j	j	X
fcis-14686	82	17	]	]	X
fcis-14686	82	18	.	.	PUNCT
fcis-14686	83	1	ieee	ieee	PROPN
fcis-14686	83	2	trans	trans	PROPN
fcis-14686	83	3	syst	syst	PROPN
fcis-14686	83	4	man	man	PROPN
fcis-14686	83	5	cybern	cybern	PROPN
fcis-14686	83	6	b	b	PROPN
fcis-14686	83	7	cybern	cybern	PROPN
fcis-14686	83	8	,	,	PUNCT
fcis-14686	83	9	1973	1973	NUM
fcis-14686	83	10	,	,	PUNCT
fcis-14686	83	11	3(6	3(6	NUM
fcis-14686	83	12	):	):	PUNCT
fcis-14686	83	13	610	610	NUM
fcis-14686	83	14	-	-	SYM
fcis-14686	83	15	621	621	NUM
fcis-14686	83	16	.	.	PUNCT
fcis-14686	84	1	[	[	X
fcis-14686	84	2	5	5	X
fcis-14686	84	3	]	]	X
fcis-14686	84	4	jia	jia	PROPN
fcis-14686	84	5	hp	hp	PROPN
fcis-14686	84	6	,	,	PUNCT
fcis-14686	84	7	zhang	zhang	PROPN
fcis-14686	84	8	mm	mm	PROPN
fcis-14686	84	9	,	,	PUNCT
fcis-14686	84	10	zhou	zhou	PROPN
fcis-14686	84	11	hy	hy	PROPN
fcis-14686	84	12	,	,	PUNCT
fcis-14686	84	13	et	et	PROPN
fcis-14686	84	14	al	al	PROPN
fcis-14686	84	15	.	.	PUNCT
fcis-14686	84	16	diagnostic	diagnostic	ADJ
fcis-14686	84	17	value	value	NOUN
fcis-14686	84	18	ofultrasound	ofultrasound	ADP
fcis-14686	84	19	bi	bi	NOUN
fcis-14686	84	20	-	-	ADJ
fcis-14686	84	21	radscategory	radscategory	ADJ
fcis-14686	84	22	in	in	ADP
fcis-14686	84	23	benign	benign	ADJ
fcis-14686	84	24	and	and	CCONJ
fcis-14686	84	25	malignant	malignant	ADJ
fcis-14686	84	26	breastultrasonographic	breastultrasonographic	ADJ
fcis-14686	84	27	patterns	pattern	NOUN
fcis-14686	85	1	[	[	X
fcis-14686	85	2	j	j	X
fcis-14686	85	3	]	]	X
fcis-14686	85	4	.	.	PUNCT
fcis-14686	86	1	journal	journal	ADJ
fcis-14686	86	2	ofnodules	ofnodule	NOUN
fcis-14686	86	3	of	of	ADP
fcis-14686	86	4	different	different	ADJ
fcis-14686	86	5	ultrasound	ultrasound	NOUN
fcis-14686	86	6	in	in	ADP
fcis-14686	86	7	clinical	clinical	ADJ
fcis-14686	86	8	medicine	medicine	NOUN
fcis-14686	86	9	,	,	PUNCT
fcis-14686	86	10	2017	2017	NUM
fcis-14686	86	11	,	,	PUNCT
fcis-14686	86	12	19	19	NUM
fcis-14686	86	13	(	(	PUNCT
fcis-14686	86	14	9	9	NUM
fcis-14686	86	15	)	)	PUNCT
fcis-14686	86	16	:	:	PUNCT
fcis-14686	86	17	617619	617619	NUM
fcis-14686	86	18	.	.	PUNCT
fcis-14686	87	1	doi:10.16245	doi:10.16245	PROPN
fcis-14686	87	2	/	/	SYM
fcis-14686	87	3	i.cnki.issn1008	i.cnki.issn1008	PROPN
fcis-14686	87	4	-	-	PUNCT
fcis-14686	87	5	6978.2017.09.017	6978.2017.09.017	PROPN
fcis-14686	87	6	.	.	PUNCT
fcis-14686	88	1	[	[	X
fcis-14686	88	2	6	6	NUM
fcis-14686	88	3	]	]	X
fcis-14686	88	4	han	han	PROPN
fcis-14686	88	5	s	s	PROPN
fcis-14686	88	6	,	,	PUNCT
fcis-14686	88	7	kang	kang	PROPN
fcis-14686	88	8	h	h	PROPN
fcis-14686	88	9	k	k	PROPN
fcis-14686	88	10	,	,	PUNCT
fcis-14686	88	11	jeong	jeong	PROPN
fcis-14686	88	12	j	j	PROPN
fcis-14686	88	13	y	y	PROPN
fcis-14686	88	14	,	,	PUNCT
fcis-14686	88	15	et	et	PROPN
fcis-14686	88	16	al	al	PROPN
fcis-14686	88	17	a	a	DET
fcis-14686	88	18	deep	deep	ADJ
fcis-14686	88	19	learning	learning	NOUN
fcis-14686	88	20	frameworkfor	frameworkfor	NOUN
fcis-14686	88	21	supporting	support	VERB
fcis-14686	88	22	the	the	DET
fcis-14686	88	23	classification	classification	NOUN
fcis-14686	88	24	of	of	ADP
fcis-14686	88	25	breast	breast	NOUN
fcis-14686	88	26	lesions	lesion	NOUN
fcis-14686	88	27	in	in	ADP
fcis-14686	88	28	ultrasound	ultrasound	PROPN
fcis-14686	88	29	images[j	images[j	PROPN
fcis-14686	88	30	]	]	PUNCT
fcis-14686	88	31	.	.	PUNCT
fcis-14686	89	1	phys	phy	NOUN
fcis-14686	89	2	med	me	VERB
fcis-14686	89	3	biol	biol	PROPN
fcis-14686	89	4	,	,	PUNCT
fcis-14686	89	5	2017	2017	NUM
fcis-14686	89	6	,	,	PUNCT
fcis-14686	89	7	62(19	62(19	NUM
fcis-14686	89	8	):	):	PUNCT
fcis-14686	89	9	7714	7714	NUM
fcis-14686	89	10	.	.	PUNCT
fcis-14686	90	1	[	[	X
fcis-14686	90	2	7	7	X
fcis-14686	90	3	]	]	X
fcis-14686	90	4	shi	shi	PROPN
fcis-14686	90	5	j	j	PROPN
fcis-14686	90	6	,	,	PUNCT
fcis-14686	90	7	zhou	zhou	PROPN
fcis-14686	90	8	s	s	PROPN
fcis-14686	90	9	,	,	PUNCT
fcis-14686	90	10	liu	liu	PROPN
fcis-14686	90	11	x	x	PROPN
fcis-14686	90	12	,	,	PUNCT
fcis-14686	90	13	et	et	PROPN
fcis-14686	90	14	al	al	PROPN
fcis-14686	90	15	.	.	PROPN
fcis-14686	90	16	stacked	stack	VERB
fcis-14686	90	17	deep	deep	ADJ
fcis-14686	90	18	polynomial	polynomial	ADJ
fcis-14686	90	19	network	network	NOUN
fcis-14686	90	20	basedrepresentation	basedrepresentation	NOUN
fcis-14686	90	21	learning	learn	VERB
fcis-14686	90	22	for	for	ADP
fcis-14686	90	23	tumor	tumor	NOUN
fcis-14686	90	24	classification	classification	NOUN
fcis-14686	90	25	with	with	ADP
fcis-14686	90	26	small	small	ADJ
fcis-14686	90	27	ultrasoundimage	ultrasoundimage	NOUN
fcis-14686	90	28	dataset[j	dataset[j	PROPN
fcis-14686	90	29	]	]	PUNCT
fcis-14686	90	30	.	.	PUNCT
fcis-14686	91	1	neurocomputing	neurocomputing	NOUN
fcis-14686	91	2	,	,	PUNCT
fcis-14686	91	3	2016	2016	NUM
fcis-14686	91	4	,	,	PUNCT
fcis-14686	91	5	194(19	194(19	NUM
fcis-14686	91	6	):	):	PUNCT
fcis-14686	91	7	87	87	NUM
fcis-14686	91	8	-	-	SYM
fcis-14686	91	9	94	94	NUM
fcis-14686	91	10	.	.	PUNCT
fcis-14686	92	1	[	[	X
fcis-14686	92	2	8	8	NUM
fcis-14686	92	3	]	]	X
fcis-14686	92	4	hao	hao	PROPN
fcis-14686	92	5	hu	hu	PROPN
fcis-14686	92	6	,	,	PUNCT
fcis-14686	92	7	shulin	shulin	PROPN
fcis-14686	92	8	li	li	PROPN
fcis-14686	92	9	,	,	PUNCT
fcis-14686	92	10	jiaxin	jiaxin	PROPN
fcis-14686	92	11	huang	huang	PROPN
fcis-14686	92	12	,	,	PUNCT
fcis-14686	92	13	bo	bo	PROPN
fcis-14686	92	14	liu	liu	PROPN
fcis-14686	92	15	,	,	PUNCT
fcis-14686	92	16	and	and	CCONJ
fcis-14686	92	17	change	change	VERB
fcis-14686	92	18	che	che	PROPN
fcis-14686	92	19	.	.	PUNCT
fcis-14686	93	1	casting	cast	VERB
fcis-14686	93	2	product	product	NOUN
fcis-14686	93	3	image	image	NOUN
fcis-14686	93	4	data	datum	NOUN
fcis-14686	93	5	for	for	ADP
fcis-14686	93	6	quality	quality	NOUN
fcis-14686	93	7	inspection	inspection	NOUN
fcis-14686	93	8	with	with	ADP
fcis-14686	93	9	xception	xception	NOUN
fcis-14686	93	10	and	and	CCONJ
fcis-14686	93	11	data	datum	NOUN
fcis-14686	93	12	augmentation	augmentation	NOUN
fcis-14686	93	13	.	.	PUNCT
fcis-14686	94	1	journal	journal	PROPN
fcis-14686	94	2	of	of	ADP
fcis-14686	94	3	theory	theory	NOUN
fcis-14686	94	4	and	and	CCONJ
fcis-14686	94	5	practice	practice	NOUN
fcis-14686	94	6	of	of	ADP
fcis-14686	94	7	engineering	engineering	NOUN
fcis-14686	94	8	science	science	NOUN
fcis-14686	94	9	,	,	PUNCT
fcis-14686	94	10	3(10):42–46	3(10):42–46	NUM
fcis-14686	94	11	,	,	PUNCT
fcis-14686	94	12	2023	2023	NUM
fcis-14686	94	13	.	.	PUNCT
fcis-14686	95	1	[	[	X
fcis-14686	95	2	9	9	NUM
fcis-14686	95	3	]	]	X
fcis-14686	95	4	oza	oza	PROPN
fcis-14686	95	5	,	,	PUNCT
fcis-14686	95	6	parita	parita	NOUN
fcis-14686	95	7	,	,	PUNCT
fcis-14686	95	8	sharma	sharma	PROPN
fcis-14686	95	9	,	,	PUNCT
fcis-14686	95	10	et	et	PROPN
fcis-14686	95	11	al	al	PROPN
fcis-14686	95	12	.	.	PUNCT
fcis-14686	96	1	deep	deep	ADJ
fcis-14686	96	2	convolutional	convolutional	ADJ
fcis-14686	96	3	neural	neural	ADJ
fcis-14686	96	4	networks	network	NOUN
fcis-14686	96	5	for	for	ADP
fcis-14686	96	6	computer	computer	NOUN
fcis-14686	96	7	-	-	PUNCT
fcis-14686	96	8	aided	aid	VERB
fcis-14686	96	9	breast	breast	NOUN
fcis-14686	96	10	cancer	cancer	NOUN
fcis-14686	96	11	diagnostic	diagnostic	NOUN
fcis-14686	96	12	:	:	PUNCT
fcis-14686	96	13	a	a	DET
fcis-14686	96	14	survey	survey	NOUN
fcis-14686	97	1	[	[	X
fcis-14686	97	2	j	j	X
fcis-14686	97	3	]	]	X
fcis-14686	97	4	.	.	PUNCT
fcis-14686	98	1	neural	neural	ADJ
fcis-14686	98	2	computing	computing	NOUN
fcis-14686	98	3	and	and	CCONJ
fcis-14686	98	4	applications	application	NOUN
fcis-14686	98	5	,	,	PUNCT
fcis-14686	98	6	2022	2022	NUM
fcis-14686	98	7	,	,	PUNCT
fcis-14686	98	8	(	(	PUNCT
fcis-14686	98	9	prepublish	prepublish	VERB
fcis-14686	98	10	):	):	PUNCT
fcis-14686	98	11	1	1	NUM
fcis-14686	98	12	-	-	SYM
fcis-14686	98	13	22	22	NUM
fcis-14686	98	14	.	.	PUNCT
fcis-14686	99	1	[	[	X
fcis-14686	99	2	10	10	NUM
fcis-14686	99	3	]	]	X
fcis-14686	99	4	ziba	ziba	PROPN
fcis-14686	99	5	g	g	PROPN
fcis-14686	99	6	,	,	PUNCT
fcis-14686	99	7	c	c	PROPN
fcis-14686	99	8	p	p	PROPN
fcis-14686	99	9	b	b	PROPN
fcis-14686	99	10	,	,	PUNCT
fcis-14686	99	11	claudia	claudia	PROPN
fcis-14686	99	12	m	m	PROPN
fcis-14686	99	13	.	.	PUNCT
fcis-14686	100	1	computer	computer	NOUN
fcis-14686	100	2	-	-	PUNCT
fcis-14686	100	3	assisted	assist	VERB
fcis-14686	100	4	nuclear	nuclear	ADJ
fcis-14686	100	5	atypia	atypia	PROPN
fcis-14686	100	6	scoring	scoring	NOUN
fcis-14686	100	7	of	of	ADP
fcis-14686	100	8	breast	breast	NOUN
fcis-14686	100	9	cancer	cancer	NOUN
fcis-14686	100	10	:	:	PUNCT
fcis-14686	100	11	a	a	DET
fcis-14686	100	12	preliminary	preliminary	ADJ
fcis-14686	100	13	study	study	NOUN
fcis-14686	100	14	.	.	PUNCT
fcis-14686	101	1	[	[	X
fcis-14686	101	2	j	j	X
fcis-14686	101	3	]	]	X
fcis-14686	101	4	.	.	PUNCT
fcis-14686	102	1	journal	journal	PROPN
fcis-14686	102	2	of	of	ADP
fcis-14686	102	3	digital	digital	ADJ
fcis-14686	102	4	imaging	imaging	NOUN
fcis-14686	102	5	,	,	PUNCT
fcis-14686	102	6	2019	2019	NUM
fcis-14686	102	7	,	,	PUNCT
fcis-14686	102	8	32	32	NUM
fcis-14686	102	9	(	(	PUNCT
fcis-14686	102	10	5	5	NUM
fcis-14686	102	11	):	):	PUNCT
fcis-14686	102	12	702	702	NUM
fcis-14686	102	13	-	-	SYM
fcis-14686	102	14	712	712	NUM
fcis-14686	102	15	.	.	PUNCT
fcis-14686	103	1	[	[	X
fcis-14686	103	2	11	11	NUM
fcis-14686	103	3	]	]	X
fcis-14686	103	4	prabusankarlal	prabusankarlal	NOUN
fcis-14686	103	5	,	,	PUNCT
fcis-14686	103	6	m.	m.	PROPN
fcis-14686	103	7	k	k	PROPN
fcis-14686	103	8	,	,	PUNCT
fcis-14686	103	9	thirumoorthy	thirumoorthy	ADJ
fcis-14686	103	10	,	,	PUNCT
fcis-14686	103	11	et	et	PROPN
fcis-14686	103	12	al	al	PROPN
fcis-14686	103	13	.	.	PUNCT
fcis-14686	103	14	computer	computer	NOUN
fcis-14686	103	15	aided	aid	VERB
fcis-14686	103	16	breast	breast	NOUN
fcis-14686	103	17	cancer	cancer	NOUN
fcis-14686	103	18	diagnosis	diagnosis	NOUN
fcis-14686	103	19	techniques	technique	NOUN
fcis-14686	103	20	in	in	ADP
fcis-14686	103	21	ultrasound	ultrasound	NOUN
fcis-14686	103	22	:	:	PUNCT
fcis-14686	103	23	a	a	DET
fcis-14686	103	24	survey	survey	NOUN
fcis-14686	103	25	[	[	X
fcis-14686	103	26	j	j	X
fcis-14686	103	27	]	]	X
fcis-14686	103	28	.	.	PUNCT
fcis-14686	104	1	journal	journal	PROPN
fcis-14686	104	2	of	of	ADP
fcis-14686	104	3	medical	medical	ADJ
fcis-14686	104	4	imaging	imaging	NOUN
fcis-14686	104	5	and	and	CCONJ
fcis-14686	104	6	health	health	NOUN
fcis-14686	104	7	informatics	informatic	NOUN
fcis-14686	104	8	,	,	PUNCT
fcis-14686	104	9	2014	2014	NUM
fcis-14686	104	10	,	,	PUNCT
fcis-14686	104	11	4	4	NUM
fcis-14686	104	12	(	(	PUNCT
fcis-14686	104	13	3	3	NUM
fcis-14686	104	14	):	):	PUNCT
fcis-14686	104	15	331	331	NUM
fcis-14686	104	16	-	-	PUNCT
fcis-14686	104	17	349(19	349(19	NUM
fcis-14686	104	18	)	)	PUNCT
fcis-14686	104	19	.	.	PUNCT
fcis-14686	105	1	[	[	X
fcis-14686	105	2	12	12	NUM
fcis-14686	105	3	]	]	X
fcis-14686	105	4	chang	chang	PROPN
fcis-14686	105	5	che	che	PROPN
fcis-14686	105	6	,	,	PUNCT
fcis-14686	105	7	bo	bo	PROPN
fcis-14686	105	8	liu	liu	PROPN
fcis-14686	105	9	,	,	PUNCT
fcis-14686	105	10	shulin	shulin	PROPN
fcis-14686	105	11	li	li	PROPN
fcis-14686	105	12	,	,	PUNCT
fcis-14686	105	13	jiaxin	jiaxin	PROPN
fcis-14686	105	14	huang	huang	PROPN
fcis-14686	105	15	,	,	PUNCT
fcis-14686	105	16	and	and	CCONJ
fcis-14686	105	17	hao	hao	PROPN
fcis-14686	105	18	hu	hu	PROPN
fcis-14686	105	19	.	.	PUNCT
fcis-14686	106	1	deep	deep	ADJ
fcis-14686	106	2	learning	learning	NOUN
fcis-14686	106	3	for	for	ADP
fcis-14686	106	4	precise	precise	ADJ
fcis-14686	106	5	robot	robot	NOUN
fcis-14686	106	6	position	position	NOUN
fcis-14686	106	7	prediction	prediction	NOUN
fcis-14686	106	8	in	in	ADP
fcis-14686	106	9	logistics	logistic	NOUN
fcis-14686	106	10	.	.	PUNCT
fcis-14686	107	1	journal	journal	PROPN
fcis-14686	107	2	of	of	ADP
fcis-14686	107	3	theory	theory	NOUN
fcis-14686	107	4	and	and	CCONJ
fcis-14686	107	5	practice	practice	NOUN
fcis-14686	107	6	of	of	ADP
fcis-14686	107	7	engineering	engineering	NOUN
fcis-14686	107	8	science	science	NOUN
fcis-14686	107	9	,	,	PUNCT
fcis-14686	107	10	3(10):36–41	3(10):36–41	NUM
fcis-14686	107	11	,	,	PUNCT
fcis-14686	107	12	2023	2023	NUM
fcis-14686	107	13	.	.	PUNCT
fcis-14686	108	1	[	[	X
fcis-14686	108	2	13	13	NUM
fcis-14686	108	3	]	]	SYM
fcis-14686	108	4	tianbo	tianbo	NOUN
fcis-14686	108	5	,	,	PUNCT
fcis-14686	108	6	song	song	NOUN
fcis-14686	108	7	,	,	PUNCT
fcis-14686	108	8	hu	hu	PROPN
fcis-14686	108	9	weijun	weijun	PROPN
fcis-14686	108	10	,	,	PUNCT
fcis-14686	108	11	cai	cai	PROPN
fcis-14686	108	12	jiangfeng	jiangfeng	PROPN
fcis-14686	108	13	,	,	PUNCT
fcis-14686	108	14	liu	liu	PROPN
fcis-14686	108	15	weijia	weijia	PROPN
fcis-14686	108	16	,	,	PUNCT
fcis-14686	108	17	yuan	yuan	PROPN
fcis-14686	108	18	quan	quan	PROPN
fcis-14686	108	19	,	,	PUNCT
fcis-14686	108	20	and	and	CCONJ
fcis-14686	108	21	he	he	PRON
fcis-14686	108	22	kun	kun	NOUN
fcis-14686	108	23	.	.	PUNCT
fcis-14686	109	1	"	"	PUNCT
fcis-14686	109	2	bio	bio	ADJ
fcis-14686	109	3	-	-	PUNCT
fcis-14686	109	4	inspired	inspired	ADJ
fcis-14686	109	5	swarm	swarm	NOUN
fcis-14686	109	6	intelligence	intelligence	NOUN
fcis-14686	109	7	:	:	PUNCT
fcis-14686	109	8	a	a	DET
fcis-14686	109	9	flocking	flock	VERB
fcis-14686	109	10	project	project	NOUN
fcis-14686	109	11	with	with	ADP
fcis-14686	109	12	group	group	NOUN
fcis-14686	109	13	object	object	NOUN
fcis-14686	109	14	recognition	recognition	NOUN
fcis-14686	109	15	.	.	PUNCT
fcis-14686	109	16	"	"	PUNCT
fcis-14686	110	1	in	in	ADP
fcis-14686	110	2	2023	2023	NUM
fcis-14686	110	3	3rd	3rd	ADJ
fcis-14686	110	4	international	international	ADJ
fcis-14686	110	5	conference	conference	NOUN
fcis-14686	110	6	on	on	ADP
fcis-14686	110	7	consumer	consumer	NOUN
fcis-14686	110	8	electronics	electronic	NOUN
fcis-14686	110	9	and	and	CCONJ
fcis-14686	110	10	computer	computer	NOUN
fcis-14686	110	11	engineering	engineering	NOUN
fcis-14686	110	12	(	(	PUNCT
fcis-14686	110	13	iccece	iccece	PROPN
fcis-14686	110	14	)	)	PUNCT
fcis-14686	110	15	,	,	PUNCT
fcis-14686	110	16	pp	pp	PROPN
fcis-14686	110	17	.	.	PUNCT
fcis-14686	111	1	834	834	NUM
fcis-14686	111	2	-	-	SYM
fcis-14686	111	3	837	837	NUM
fcis-14686	111	4	.	.	PUNCT
fcis-14686	112	1	ieee	ieee	NOUN
fcis-14686	112	2	,	,	PUNCT
fcis-14686	112	3	2023	2023	NUM
fcis-14686	112	4	.	.	PUNCT