id	sid	tid	token	lemma	pos
ajst-17918	1	1	academic	academic	ADJ
ajst-17918	1	2	journal	journal	NOUN
ajst-17918	1	3	of	of	ADP
ajst-17918	1	4	science	science	NOUN
ajst-17918	1	5	and	and	CCONJ
ajst-17918	1	6	technology	technology	NOUN
ajst-17918	1	7	issn	issn	NOUN
ajst-17918	1	8	:	:	PUNCT
ajst-17918	1	9	2771	2771	NUM
ajst-17918	1	10	-	-	SYM
ajst-17918	1	11	3032	3032	NUM
ajst-17918	1	12	|	|	NOUN
ajst-17918	1	13	vol	vol	NOUN
ajst-17918	1	14	.	.	PROPN
ajst-17918	2	1	9	9	NUM
ajst-17918	2	2	,	,	PUNCT
ajst-17918	2	3	no	no	INTJ
ajst-17918	2	4	.	.	NOUN
ajst-17918	2	5	2	2	NUM
ajst-17918	2	6	,	,	PUNCT
ajst-17918	2	7	2024	2024	NUM
ajst-17918	2	8	207	207	NUM
ajst-17918	2	9	clinical	clinical	ADJ
ajst-17918	2	10	medical	medical	ADJ
ajst-17918	2	11	detection	detection	NOUN
ajst-17918	2	12	and	and	CCONJ
ajst-17918	2	13	diagnosis	diagnosis	NOUN
ajst-17918	2	14	technology	technology	NOUN
ajst-17918	2	15	based	base	VERB
ajst-17918	2	16	on	on	ADP
ajst-17918	2	17	the	the	DET
ajst-17918	2	18	alexnet	alexnet	ADJ
ajst-17918	2	19	network	network	NOUN
ajst-17918	2	20	model	model	NOUN
ajst-17918	2	21	wenpin	wenpin	PROPN
ajst-17918	2	22	qian1	qian1	PROPN
ajst-17918	2	23	,	,	PUNCT
ajst-17918	2	24	*	*	PUNCT
ajst-17918	2	25	,	,	PUNCT
ajst-17918	2	26	yixu	yixu	PROPN
ajst-17918	2	27	wang2	wang2	PROPN
ajst-17918	2	28	,	,	PUNCT
ajst-17918	2	29	jianfeng	jianfeng	PROPN
ajst-17918	2	30	chen3	chen3	PROPN
ajst-17918	2	31	,	,	PUNCT
ajst-17918	2	32	hong	hong	PROPN
ajst-17918	2	33	zhou4	zhou4	NOUN
ajst-17918	2	34	,	,	PUNCT
ajst-17918	2	35	le	le	X
ajst-17918	2	36	yang5	yang5	PROPN
ajst-17918	2	37	1information	1information	NUM
ajst-17918	2	38	science	science	NOUN
ajst-17918	2	39	,	,	PUNCT
ajst-17918	2	40	trine	trine	PROPN
ajst-17918	2	41	university	university	PROPN
ajst-17918	2	42	,	,	PUNCT
ajst-17918	2	43	phoenix	phoenix	PROPN
ajst-17918	2	44	,	,	PUNCT
ajst-17918	2	45	arizona	arizona	PROPN
ajst-17918	2	46	,	,	PUNCT
ajst-17918	2	47	usa	usa	PROPN
ajst-17918	2	48	2computer	2computer	NUM
ajst-17918	2	49	technology	technology	NOUN
ajst-17918	2	50	,	,	PUNCT
ajst-17918	2	51	peking	peking	NOUN
ajst-17918	2	52	university	university	PROPN
ajst-17918	2	53	,	,	PUNCT
ajst-17918	2	54	beijing	beijing	PROPN
ajst-17918	2	55	,	,	PUNCT
ajst-17918	2	56	cn	cn	PROPN
ajst-17918	2	57	3statistics	3statistics	PROPN
ajst-17918	2	58	,	,	PUNCT
ajst-17918	2	59	independent	independent	ADJ
ajst-17918	2	60	researcher	researcher	NOUN
ajst-17918	2	61	,	,	PUNCT
ajst-17918	2	62	fairfax	fairfax	NOUN
ajst-17918	2	63	,	,	PUNCT
ajst-17918	2	64	va	va	PROPN
ajst-17918	2	65	,	,	PUNCT
ajst-17918	2	66	usa	usa	PROPN
ajst-17918	2	67	4computer	4computer	NUM
ajst-17918	2	68	technology	technology	NOUN
ajst-17918	2	69	,	,	PUNCT
ajst-17918	2	70	peking	peking	NOUN
ajst-17918	2	71	university	university	PROPN
ajst-17918	2	72	,	,	PUNCT
ajst-17918	2	73	beijing	beijing	PROPN
ajst-17918	2	74	,	,	PUNCT
ajst-17918	2	75	cn	cn	PROPN
ajst-17918	3	1	5master	5master	NUM
ajst-17918	3	2	science	science	NOUN
ajst-17918	3	3	in	in	ADP
ajst-17918	3	4	computer	computer	NOUN
ajst-17918	3	5	information	information	NOUN
ajst-17918	3	6	science	science	NOUN
ajst-17918	3	7	,	,	PUNCT
ajst-17918	3	8	sam	sam	PROPN
ajst-17918	3	9	houston	houston	PROPN
ajst-17918	3	10	state	state	PROPN
ajst-17918	3	11	university	university	PROPN
ajst-17918	3	12	,	,	PUNCT
ajst-17918	3	13	huntsville	huntsville	PROPN
ajst-17918	3	14	,	,	PUNCT
ajst-17918	3	15	tx	tx	PROPN
ajst-17918	3	16	,	,	PUNCT
ajst-17918	3	17	usa	usa	PROPN
ajst-17918	3	18	*	*	PUNCT
ajst-17918	3	19	corresponding	correspond	VERB
ajst-17918	3	20	author	author	NOUN
ajst-17918	3	21	:	:	PUNCT
ajst-17918	3	22	wenpin	wenpin	PROPN
ajst-17918	3	23	qian	qian	PROPN
ajst-17918	3	24	(	(	PUNCT
ajst-17918	3	25	e	e	NOUN
ajst-17918	3	26	-	-	NOUN
ajst-17918	3	27	mail	mail	NOUN
ajst-17918	3	28	:	:	PUNCT
ajst-17918	3	29	shellquery@gmail.com	shellquery@gmail.com	X
ajst-17918	3	30	)	)	PUNCT
ajst-17918	3	31	abstract	abstract	NOUN
ajst-17918	3	32	:	:	PUNCT
ajst-17918	3	33	with	with	ADP
ajst-17918	3	34	the	the	DET
ajst-17918	3	35	rapid	rapid	ADJ
ajst-17918	3	36	development	development	NOUN
ajst-17918	3	37	of	of	ADP
ajst-17918	3	38	deep	deep	ADJ
ajst-17918	3	39	learning	learning	NOUN
ajst-17918	3	40	technology	technology	NOUN
ajst-17918	3	41	,	,	PUNCT
ajst-17918	3	42	its	its	PRON
ajst-17918	3	43	application	application	NOUN
ajst-17918	3	44	in	in	ADP
ajst-17918	3	45	the	the	DET
ajst-17918	3	46	medical	medical	ADJ
ajst-17918	3	47	field	field	NOUN
ajst-17918	3	48	is	be	AUX
ajst-17918	3	49	more	more	ADV
ajst-17918	3	50	and	and	CCONJ
ajst-17918	3	51	more	more	ADV
ajst-17918	3	52	extensive	extensive	ADJ
ajst-17918	3	53	.	.	PUNCT
ajst-17918	4	1	this	this	DET
ajst-17918	4	2	paper	paper	NOUN
ajst-17918	4	3	mainly	mainly	ADV
ajst-17918	4	4	discusses	discuss	VERB
ajst-17918	4	5	the	the	DET
ajst-17918	4	6	clinical	clinical	ADJ
ajst-17918	4	7	medical	medical	ADJ
ajst-17918	4	8	detection	detection	NOUN
ajst-17918	4	9	and	and	CCONJ
ajst-17918	4	10	diagnosis	diagnosis	NOUN
ajst-17918	4	11	technology	technology	NOUN
ajst-17918	4	12	based	base	VERB
ajst-17918	4	13	on	on	ADP
ajst-17918	4	14	alexnet	alexnet	ADJ
ajst-17918	4	15	network	network	NOUN
ajst-17918	4	16	model	model	NOUN
ajst-17918	4	17	.	.	PUNCT
ajst-17918	5	1	this	this	DET
ajst-17918	5	2	paper	paper	NOUN
ajst-17918	5	3	first	first	ADV
ajst-17918	5	4	introduces	introduce	VERB
ajst-17918	5	5	the	the	DET
ajst-17918	5	6	basic	basic	ADJ
ajst-17918	5	7	principle	principle	NOUN
ajst-17918	5	8	and	and	CCONJ
ajst-17918	5	9	characteristics	characteristic	NOUN
ajst-17918	5	10	of	of	ADP
ajst-17918	5	11	alexnet	alexnet	ADJ
ajst-17918	5	12	network	network	NOUN
ajst-17918	5	13	model	model	NOUN
ajst-17918	5	14	,	,	PUNCT
ajst-17918	5	15	then	then	ADV
ajst-17918	5	16	summarizes	summarize	VERB
ajst-17918	5	17	its	its	PRON
ajst-17918	5	18	application	application	NOUN
ajst-17918	5	19	in	in	ADP
ajst-17918	5	20	the	the	DET
ajst-17918	5	21	medical	medical	ADJ
ajst-17918	5	22	field	field	NOUN
ajst-17918	5	23	,	,	PUNCT
ajst-17918	5	24	and	and	CCONJ
ajst-17918	5	25	then	then	ADV
ajst-17918	5	26	elaborates	elaborate	VERB
ajst-17918	5	27	the	the	DET
ajst-17918	5	28	implementation	implementation	NOUN
ajst-17918	5	29	process	process	NOUN
ajst-17918	5	30	of	of	ADP
ajst-17918	5	31	the	the	DET
ajst-17918	5	32	technology	technology	NOUN
ajst-17918	5	33	,	,	PUNCT
ajst-17918	5	34	including	include	VERB
ajst-17918	5	35	data	datum	NOUN
ajst-17918	5	36	preprocessing	preprocessing	NOUN
ajst-17918	5	37	,	,	PUNCT
ajst-17918	5	38	model	model	NOUN
ajst-17918	5	39	training	training	NOUN
ajst-17918	5	40	and	and	CCONJ
ajst-17918	5	41	optimization	optimization	NOUN
ajst-17918	5	42	.	.	PUNCT
ajst-17918	6	1	finally	finally	ADV
ajst-17918	6	2	,	,	PUNCT
ajst-17918	6	3	the	the	DET
ajst-17918	6	4	effectiveness	effectiveness	NOUN
ajst-17918	6	5	and	and	CCONJ
ajst-17918	6	6	reliability	reliability	NOUN
ajst-17918	6	7	of	of	ADP
ajst-17918	6	8	this	this	DET
ajst-17918	6	9	technique	technique	NOUN
ajst-17918	6	10	are	be	AUX
ajst-17918	6	11	verified	verify	VERB
ajst-17918	6	12	by	by	ADP
ajst-17918	6	13	experiments	experiment	NOUN
ajst-17918	6	14	,	,	PUNCT
ajst-17918	6	15	and	and	CCONJ
ajst-17918	6	16	its	its	PRON
ajst-17918	6	17	future	future	ADJ
ajst-17918	6	18	development	development	NOUN
ajst-17918	6	19	is	be	AUX
ajst-17918	6	20	prospected	prospect	VERB
ajst-17918	6	21	.	.	PUNCT
ajst-17918	7	1	keywords	keyword	NOUN
ajst-17918	7	2	:	:	PUNCT
ajst-17918	7	3	medical	medical	ADJ
ajst-17918	7	4	field	field	NOUN
ajst-17918	7	5	;	;	PUNCT
ajst-17918	7	6	alexnet;clinical	alexnet;clinical	PROPN
ajst-17918	7	7	medical	medical	ADJ
ajst-17918	7	8	;	;	PUNCT
ajst-17918	7	9	applications	application	NOUN
ajst-17918	7	10	.	.	PUNCT
ajst-17918	8	1	1	1	X
ajst-17918	8	2	.	.	X
ajst-17918	8	3	introduction	introduction	NOUN
ajst-17918	8	4	the	the	DET
ajst-17918	8	5	proposal	proposal	NOUN
ajst-17918	8	6	of	of	ADP
ajst-17918	8	7	alexnet	alexnet	NOUN
ajst-17918	8	8	marks	mark	NOUN
ajst-17918	8	9	a	a	DET
ajst-17918	8	10	breakthrough	breakthrough	NOUN
ajst-17918	8	11	in	in	ADP
ajst-17918	8	12	the	the	DET
ajst-17918	8	13	field	field	NOUN
ajst-17918	8	14	of	of	ADP
ajst-17918	8	15	deep	deep	ADJ
ajst-17918	8	16	learning	learning	NOUN
ajst-17918	8	17	in	in	ADP
ajst-17918	8	18	computer	computer	NOUN
ajst-17918	8	19	vision	vision	NOUN
ajst-17918	8	20	,	,	PUNCT
ajst-17918	8	21	significantly	significantly	ADV
ajst-17918	8	22	enhancing	enhance	VERB
ajst-17918	8	23	the	the	DET
ajst-17918	8	24	accuracy	accuracy	NOUN
ajst-17918	8	25	of	of	ADP
ajst-17918	8	26	image	image	NOUN
ajst-17918	8	27	recognition	recognition	NOUN
ajst-17918	8	28	.	.	PUNCT
ajst-17918	8	29	”	"	PUNCT
ajst-17918	9	1	clinical	clinical	ADJ
ajst-17918	9	2	medical	medical	ADJ
ajst-17918	9	3	detection	detection	NOUN
ajst-17918	9	4	and	and	CCONJ
ajst-17918	9	5	diagnosis	diagnosis	NOUN
ajst-17918	9	6	technology	technology	NOUN
ajst-17918	9	7	based	base	VERB
ajst-17918	9	8	on	on	ADP
ajst-17918	9	9	alexnet	alexnet	ADJ
ajst-17918	9	10	network	network	NOUN
ajst-17918	9	11	model	model	NOUN
ajst-17918	9	12	mainly	mainly	ADV
ajst-17918	9	13	uses	use	VERB
ajst-17918	9	14	alexnet	alexnet	PROPN
ajst-17918	9	15	's	's	PART
ajst-17918	9	16	powerful	powerful	ADJ
ajst-17918	9	17	image	image	NOUN
ajst-17918	9	18	recognition	recognition	NOUN
ajst-17918	9	19	ability	ability	NOUN
ajst-17918	9	20	to	to	PART
ajst-17918	9	21	analyze	analyze	VERB
ajst-17918	9	22	medical	medical	ADJ
ajst-17918	9	23	images	image	NOUN
ajst-17918	9	24	to	to	PART
ajst-17918	9	25	assist	assist	VERB
ajst-17918	9	26	doctors	doctor	NOUN
ajst-17918	9	27	in	in	ADP
ajst-17918	9	28	disease	disease	NOUN
ajst-17918	9	29	diagnosis	diagnosis	NOUN
ajst-17918	9	30	.	.	PUNCT
ajst-17918	10	1	there	there	PRON
ajst-17918	10	2	are	be	VERB
ajst-17918	10	3	some	some	DET
ajst-17918	10	4	common	common	ADJ
ajst-17918	10	5	applications	application	NOUN
ajst-17918	10	6	in	in	ADP
ajst-17918	10	7	medical	medical	ADJ
ajst-17918	10	8	image	image	NOUN
ajst-17918	10	9	analysis	analysis	NOUN
ajst-17918	10	10	where	where	SCONJ
ajst-17918	10	11	alexnet	alexnet	NOUN
ajst-17918	10	12	can	can	AUX
ajst-17918	10	13	be	be	AUX
ajst-17918	10	14	used	use	VERB
ajst-17918	10	15	to	to	PART
ajst-17918	10	16	analyze	analyze	VERB
ajst-17918	10	17	medical	medical	ADJ
ajst-17918	10	18	images	image	NOUN
ajst-17918	10	19	such	such	ADJ
ajst-17918	10	20	as	as	ADP
ajst-17918	10	21	x	x	NOUN
ajst-17918	10	22	-	-	NOUN
ajst-17918	10	23	rays	ray	NOUN
ajst-17918	10	24	,	,	PUNCT
ajst-17918	10	25	mri	mri	NOUN
ajst-17918	10	26	and	and	CCONJ
ajst-17918	10	27	ct	ct	PROPN
ajst-17918	10	28	scans	scan	NOUN
ajst-17918	10	29	.	.	PUNCT
ajst-17918	11	1	it	it	PRON
ajst-17918	11	2	aids	aid	VERB
ajst-17918	11	3	in	in	ADP
ajst-17918	11	4	the	the	DET
ajst-17918	11	5	detection	detection	NOUN
ajst-17918	11	6	of	of	ADP
ajst-17918	11	7	diseases	disease	NOUN
ajst-17918	11	8	like	like	ADP
ajst-17918	11	9	lung	lung	NOUN
ajst-17918	11	10	cancer	cancer	NOUN
ajst-17918	11	11	,	,	PUNCT
ajst-17918	11	12	breast	breast	NOUN
ajst-17918	11	13	cancer	cancer	NOUN
ajst-17918	11	14	,	,	PUNCT
ajst-17918	11	15	and	and	CCONJ
ajst-17918	11	16	heart	heart	NOUN
ajst-17918	11	17	disease	disease	NOUN
ajst-17918	11	18	through	through	ADP
ajst-17918	11	19	image	image	NOUN
ajst-17918	11	20	identification	identification	NOUN
ajst-17918	11	21	and	and	CCONJ
ajst-17918	11	22	analysis	analysis	NOUN
ajst-17918	11	23	.	.	PUNCT
ajst-17918	12	1	pathology	pathology	NOUN
ajst-17918	12	2	diagnosis	diagnosis	NOUN
ajst-17918	12	3	is	be	AUX
ajst-17918	12	4	a	a	DET
ajst-17918	12	5	very	very	ADV
ajst-17918	12	6	important	important	ADJ
ajst-17918	12	7	part	part	NOUN
ajst-17918	12	8	of	of	ADP
ajst-17918	12	9	the	the	DET
ajst-17918	12	10	medical	medical	ADJ
ajst-17918	12	11	field	field	NOUN
ajst-17918	12	12	,	,	PUNCT
ajst-17918	12	13	but	but	CCONJ
ajst-17918	12	14	because	because	SCONJ
ajst-17918	12	15	pathology	pathology	NOUN
ajst-17918	12	16	diagnosis	diagnosis	NOUN
ajst-17918	12	17	requires	require	VERB
ajst-17918	12	18	a	a	DET
ajst-17918	12	19	lot	lot	NOUN
ajst-17918	12	20	of	of	ADP
ajst-17918	12	21	professional	professional	ADJ
ajst-17918	12	22	knowledge	knowledge	NOUN
ajst-17918	12	23	and	and	CCONJ
ajst-17918	12	24	experience	experience	NOUN
ajst-17918	12	25	,	,	PUNCT
ajst-17918	12	26	it	it	PRON
ajst-17918	12	27	is	be	AUX
ajst-17918	12	28	difficult	difficult	ADJ
ajst-17918	12	29	for	for	SCONJ
ajst-17918	12	30	some	some	DET
ajst-17918	12	31	basic	basic	ADJ
ajst-17918	12	32	hospitals	hospital	NOUN
ajst-17918	12	33	to	to	PART
ajst-17918	12	34	make	make	VERB
ajst-17918	12	35	an	an	DET
ajst-17918	12	36	accurate	accurate	ADJ
ajst-17918	12	37	diagnosis	diagnosis	NOUN
ajst-17918	12	38	.	.	PUNCT
ajst-17918	13	1	the	the	DET
ajst-17918	13	2	alexnet	alexnet	ADV
ajst-17918	13	3	-	-	PUNCT
ajst-17918	13	4	based	base	VERB
ajst-17918	13	5	network	network	NOUN
ajst-17918	13	6	model	model	NOUN
ajst-17918	13	7	can	can	AUX
ajst-17918	13	8	help	help	VERB
ajst-17918	13	9	doctors	doctor	NOUN
ajst-17918	13	10	make	make	VERB
ajst-17918	13	11	fast	fast	ADJ
ajst-17918	13	12	and	and	CCONJ
ajst-17918	13	13	accurate	accurate	ADJ
ajst-17918	13	14	diagnoses	diagnosis	NOUN
ajst-17918	13	15	by	by	ADP
ajst-17918	13	16	analyzing	analyze	VERB
ajst-17918	13	17	pathological	pathological	ADJ
ajst-17918	13	18	tissue	tissue	NOUN
ajst-17918	13	19	slices	slice	NOUN
ajst-17918	13	20	.	.	PUNCT
ajst-17918	14	1	the	the	DET
ajst-17918	14	2	network	network	NOUN
ajst-17918	14	3	model	model	NOUN
ajst-17918	14	4	based	base	VERB
ajst-17918	14	5	on	on	ADP
ajst-17918	14	6	alexnet	alexnet	NOUN
ajst-17918	14	7	can	can	AUX
ajst-17918	14	8	find	find	VERB
ajst-17918	14	9	similar	similar	ADJ
ajst-17918	14	10	cases	case	NOUN
ajst-17918	14	11	through	through	ADP
ajst-17918	14	12	the	the	DET
ajst-17918	14	13	extraction	extraction	NOUN
ajst-17918	14	14	and	and	CCONJ
ajst-17918	14	15	comparison	comparison	NOUN
ajst-17918	14	16	of	of	ADP
ajst-17918	14	17	case	case	NOUN
ajst-17918	14	18	characteristics	characteristic	NOUN
ajst-17918	14	19	,	,	PUNCT
ajst-17918	14	20	and	and	CCONJ
ajst-17918	14	21	provide	provide	VERB
ajst-17918	14	22	a	a	DET
ajst-17918	14	23	reference	reference	NOUN
ajst-17918	14	24	for	for	ADP
ajst-17918	14	25	doctors[1	doctors[1	NOUN
ajst-17918	14	26	]	]	PUNCT
ajst-17918	14	27	.	.	PUNCT
ajst-17918	15	1	this	this	PRON
ajst-17918	15	2	can	can	AUX
ajst-17918	15	3	help	help	VERB
ajst-17918	15	4	doctors	doctor	NOUN
ajst-17918	15	5	better	well	ADV
ajst-17918	15	6	understand	understand	VERB
ajst-17918	15	7	the	the	DET
ajst-17918	15	8	occurrence	occurrence	NOUN
ajst-17918	15	9	and	and	CCONJ
ajst-17918	15	10	progression	progression	NOUN
ajst-17918	15	11	of	of	ADP
ajst-17918	15	12	diseases	disease	NOUN
ajst-17918	15	13	and	and	CCONJ
ajst-17918	15	14	improve	improve	VERB
ajst-17918	15	15	the	the	DET
ajst-17918	15	16	accuracy	accuracy	NOUN
ajst-17918	15	17	of	of	ADP
ajst-17918	15	18	diagnosis	diagnosis	NOUN
ajst-17918	15	19	.	.	PUNCT
ajst-17918	16	1	in	in	ADP
ajst-17918	16	2	addition	addition	NOUN
ajst-17918	16	3	,	,	PUNCT
ajst-17918	16	4	it	it	PRON
ajst-17918	16	5	can	can	AUX
ajst-17918	16	6	also	also	ADV
ajst-17918	16	7	assist	assist	VERB
ajst-17918	16	8	surgical	surgical	ADJ
ajst-17918	16	9	navigation	navigation	NOUN
ajst-17918	16	10	,	,	PUNCT
ajst-17918	16	11	and	and	CCONJ
ajst-17918	16	12	the	the	DET
ajst-17918	16	13	network	network	NOUN
ajst-17918	16	14	model	model	NOUN
ajst-17918	16	15	based	base	VERB
ajst-17918	16	16	on	on	ADP
ajst-17918	16	17	alexnet	alexnet	NOUN
ajst-17918	16	18	can	can	AUX
ajst-17918	16	19	provide	provide	VERB
ajst-17918	16	20	navigation	navigation	NOUN
ajst-17918	16	21	information	information	NOUN
ajst-17918	16	22	for	for	ADP
ajst-17918	16	23	surgery	surgery	NOUN
ajst-17918	16	24	through	through	ADP
ajst-17918	16	25	the	the	DET
ajst-17918	16	26	analysis	analysis	NOUN
ajst-17918	16	27	of	of	ADP
ajst-17918	16	28	medical	medical	ADJ
ajst-17918	16	29	images	image	NOUN
ajst-17918	16	30	.	.	PUNCT
ajst-17918	17	1	for	for	ADP
ajst-17918	17	2	example	example	NOUN
ajst-17918	17	3	,	,	PUNCT
ajst-17918	17	4	before	before	ADP
ajst-17918	17	5	surgery	surgery	NOUN
ajst-17918	17	6	,	,	PUNCT
ajst-17918	17	7	the	the	DET
ajst-17918	17	8	doctor	doctor	NOUN
ajst-17918	17	9	can	can	AUX
ajst-17918	17	10	input	input	VERB
ajst-17918	17	11	the	the	DET
ajst-17918	17	12	patient	patient	NOUN
ajst-17918	17	13	's	's	PART
ajst-17918	17	14	medical	medical	ADJ
ajst-17918	17	15	image	image	NOUN
ajst-17918	17	16	into	into	ADP
ajst-17918	17	17	the	the	DET
ajst-17918	17	18	system	system	NOUN
ajst-17918	17	19	,	,	PUNCT
ajst-17918	17	20	and	and	CCONJ
ajst-17918	17	21	the	the	DET
ajst-17918	17	22	system	system	NOUN
ajst-17918	17	23	will	will	AUX
ajst-17918	17	24	automatically	automatically	ADV
ajst-17918	17	25	identify	identify	VERB
ajst-17918	17	26	the	the	DET
ajst-17918	17	27	lesion	lesion	NOUN
ajst-17918	17	28	site	site	NOUN
ajst-17918	17	29	and	and	CCONJ
ajst-17918	17	30	the	the	DET
ajst-17918	17	31	surrounding	surround	VERB
ajst-17918	17	32	structure	structure	NOUN
ajst-17918	17	33	,	,	PUNCT
ajst-17918	17	34	and	and	CCONJ
ajst-17918	17	35	provide	provide	VERB
ajst-17918	17	36	the	the	DET
ajst-17918	17	37	doctor	doctor	NOUN
ajst-17918	17	38	with	with	ADP
ajst-17918	17	39	navigation	navigation	NOUN
ajst-17918	17	40	information	information	NOUN
ajst-17918	17	41	during	during	ADP
ajst-17918	17	42	the	the	DET
ajst-17918	17	43	surgery	surgery	NOUN
ajst-17918	17	44	,	,	PUNCT
ajst-17918	17	45	improving	improve	VERB
ajst-17918	17	46	the	the	DET
ajst-17918	17	47	accuracy	accuracy	NOUN
ajst-17918	17	48	and	and	CCONJ
ajst-17918	17	49	safety	safety	NOUN
ajst-17918	17	50	of	of	ADP
ajst-17918	17	51	the	the	DET
ajst-17918	17	52	surgery[2	surgery[2	NOUN
ajst-17918	17	53	]	]	PUNCT
ajst-17918	17	54	.	.	PUNCT
ajst-17918	18	1	in	in	ADP
ajst-17918	18	2	general	general	ADJ
ajst-17918	18	3	,	,	PUNCT
ajst-17918	18	4	clinical	clinical	ADJ
ajst-17918	18	5	medical	medical	ADJ
ajst-17918	18	6	detection	detection	NOUN
ajst-17918	18	7	and	and	CCONJ
ajst-17918	18	8	diagnosis	diagnosis	NOUN
ajst-17918	18	9	technology	technology	NOUN
ajst-17918	18	10	based	base	VERB
ajst-17918	18	11	on	on	ADP
ajst-17918	18	12	alexnet	alexnet	ADJ
ajst-17918	18	13	network	network	NOUN
ajst-17918	18	14	model	model	NOUN
ajst-17918	18	15	has	have	AUX
ajst-17918	18	16	become	become	VERB
ajst-17918	18	17	an	an	DET
ajst-17918	18	18	indispensable	indispensable	ADJ
ajst-17918	18	19	part	part	NOUN
ajst-17918	18	20	of	of	ADP
ajst-17918	18	21	the	the	DET
ajst-17918	18	22	modern	modern	ADJ
ajst-17918	18	23	medical	medical	ADJ
ajst-17918	18	24	field	field	NOUN
ajst-17918	18	25	.	.	PUNCT
ajst-17918	19	1	it	it	PRON
ajst-17918	19	2	can	can	AUX
ajst-17918	19	3	improve	improve	VERB
ajst-17918	19	4	the	the	DET
ajst-17918	19	5	efficiency	efficiency	NOUN
ajst-17918	19	6	and	and	CCONJ
ajst-17918	19	7	quality	quality	NOUN
ajst-17918	19	8	of	of	ADP
ajst-17918	19	9	medical	medical	ADJ
ajst-17918	19	10	services	service	NOUN
ajst-17918	19	11	and	and	CCONJ
ajst-17918	19	12	help	help	VERB
ajst-17918	19	13	doctors	doctor	NOUN
ajst-17918	19	14	better	well	ADV
ajst-17918	19	15	understand	understand	VERB
ajst-17918	19	16	and	and	CCONJ
ajst-17918	19	17	treat	treat	VERB
ajst-17918	19	18	various	various	ADJ
ajst-17918	19	19	diseases	disease	NOUN
ajst-17918	19	20	.	.	PUNCT
ajst-17918	20	1	2	2	X
ajst-17918	20	2	.	.	X
ajst-17918	20	3	related	relate	VERB
ajst-17918	20	4	work	work	NOUN
ajst-17918	20	5	2.1	2.1	NUM
ajst-17918	20	6	.	.	PUNCT
ajst-17918	21	1	the	the	DET
ajst-17918	21	2	alexnet	alexnet	ADJ
ajst-17918	21	3	network	network	NOUN
ajst-17918	21	4	model	model	NOUN
ajst-17918	21	5	alexnet	alexnet	PROPN
ajst-17918	21	6	is	be	AUX
ajst-17918	21	7	a	a	DET
ajst-17918	21	8	deep	deep	ADJ
ajst-17918	21	9	convolutional	convolutional	ADJ
ajst-17918	21	10	neural	neural	ADJ
ajst-17918	21	11	network	network	NOUN
ajst-17918	21	12	model	model	NOUN
ajst-17918	21	13	proposed	propose	VERB
ajst-17918	21	14	by	by	ADP
ajst-17918	21	15	hinton	hinton	PROPN
ajst-17918	21	16	's	's	PART
ajst-17918	21	17	student	student	NOUN
ajst-17918	21	18	alex	alex	PROPN
ajst-17918	21	19	krizhevsky	krizhevsky	PROPN
ajst-17918	21	20	in	in	ADP
ajst-17918	21	21	2012	2012	NUM
ajst-17918	21	22	.	.	PUNCT
ajst-17918	22	1	it	it	PRON
ajst-17918	22	2	is	be	AUX
ajst-17918	22	3	a	a	DET
ajst-17918	22	4	deeper	deep	ADJ
ajst-17918	22	5	and	and	CCONJ
ajst-17918	22	6	wider	wide	ADJ
ajst-17918	22	7	version	version	NOUN
ajst-17918	22	8	of	of	ADP
ajst-17918	22	9	lenet	lenet	NOUN
ajst-17918	22	10	that	that	SCONJ
ajst-17918	22	11	for	for	ADP
ajst-17918	22	12	the	the	DET
ajst-17918	22	13	first	first	ADJ
ajst-17918	22	14	time	time	NOUN
ajst-17918	22	15	brings	bring	VERB
ajst-17918	22	16	together	together	ADV
ajst-17918	22	17	deep	deep	ADJ
ajst-17918	22	18	convolutional	convolutional	ADJ
ajst-17918	22	19	neural	neural	ADJ
ajst-17918	22	20	networks	network	NOUN
ajst-17918	22	21	(	(	PUNCT
ajst-17918	22	22	cnns	cnns	PROPN
ajst-17918	22	23	)	)	PUNCT
ajst-17918	22	24	,	,	PUNCT
ajst-17918	22	25	gpus	gpu	NOUN
ajst-17918	22	26	,	,	PUNCT
ajst-17918	22	27	and	and	CCONJ
ajst-17918	22	28	huge	huge	ADJ
ajst-17918	22	29	internet	internet	NOUN
ajst-17918	22	30	-	-	PUNCT
ajst-17918	22	31	sourced	source	VERB
ajst-17918	22	32	data	data	NOUN
ajst-17918	22	33	sets	set	NOUN
ajst-17918	22	34	(	(	PUNCT
ajst-17918	22	35	imagenets	imagenet	NOUN
ajst-17918	22	36	)	)	PUNCT
ajst-17918	22	37	.	.	PUNCT
ajst-17918	23	1	alexnet	alexnet	PROPN
ajst-17918	23	2	contains	contain	VERB
ajst-17918	23	3	630	630	NUM
ajst-17918	23	4	million	million	NUM
ajst-17918	23	5	connections	connection	NOUN
ajst-17918	23	6	,	,	PUNCT
ajst-17918	23	7	60	60	NUM
ajst-17918	23	8	million	million	NUM
ajst-17918	23	9	parameters	parameter	NOUN
ajst-17918	23	10	,	,	PUNCT
ajst-17918	23	11	and	and	CCONJ
ajst-17918	23	12	650,000	650,000	NUM
ajst-17918	23	13	neurons	neuron	NOUN
ajst-17918	23	14	,	,	PUNCT
ajst-17918	23	15	with	with	ADP
ajst-17918	23	16	five	five	NUM
ajst-17918	23	17	convolutional	convolutional	ADJ
ajst-17918	23	18	layers	layer	NOUN
ajst-17918	23	19	,	,	PUNCT
ajst-17918	23	20	three	three	NUM
ajst-17918	23	21	of	of	ADP
ajst-17918	23	22	which	which	PRON
ajst-17918	23	23	are	be	AUX
ajst-17918	23	24	followed	follow	VERB
ajst-17918	23	25	by	by	ADP
ajst-17918	23	26	the	the	DET
ajst-17918	23	27	maximum	maximum	ADJ
ajst-17918	23	28	pooled	pool	VERB
ajst-17918	23	29	layer	layer	NOUN
ajst-17918	23	30	,	,	PUNCT
ajst-17918	23	31	and	and	CCONJ
ajst-17918	23	32	finally	finally	ADV
ajst-17918	23	33	three	three	NUM
ajst-17918	23	34	fully	fully	ADV
ajst-17918	23	35	connected	connected	ADJ
ajst-17918	23	36	layers	layer	NOUN
ajst-17918	23	37	.	.	PUNCT
ajst-17918	24	1	at	at	ADP
ajst-17918	24	2	cnn	cnn	PROPN
ajst-17918	24	3	,	,	PUNCT
ajst-17918	24	4	alexnet	alexnet	PROPN
ajst-17918	24	5	successfully	successfully	ADV
ajst-17918	24	6	applied	apply	VERB
ajst-17918	24	7	tricks	trick	NOUN
ajst-17918	24	8	like	like	ADP
ajst-17918	24	9	relu	relu	NOUN
ajst-17918	24	10	,	,	PUNCT
ajst-17918	24	11	dropout	dropout	NOUN
ajst-17918	24	12	,	,	PUNCT
ajst-17918	24	13	and	and	CCONJ
ajst-17918	24	14	lrn	lrn	NOUN
ajst-17918	24	15	.	.	PUNCT
ajst-17918	25	1	in	in	ADP
ajst-17918	25	2	addition	addition	NOUN
ajst-17918	25	3	,	,	PUNCT
ajst-17918	25	4	the	the	DET
ajst-17918	25	5	model	model	NOUN
ajst-17918	25	6	uses	use	VERB
ajst-17918	25	7	local	local	ADJ
ajst-17918	25	8	response	response	NOUN
ajst-17918	25	9	normalization	normalization	NOUN
ajst-17918	25	10	techniques	technique	NOUN
ajst-17918	25	11	to	to	PART
ajst-17918	25	12	further	far	ADV
ajst-17918	25	13	optimize	optimize	VERB
ajst-17918	25	14	the	the	DET
ajst-17918	25	15	model	model	NOUN
ajst-17918	25	16	.	.	PUNCT
ajst-17918	26	1	parameter	parameter	NOUN
ajst-17918	26	2	configuration	configuration	NOUN
ajst-17918	26	3	of	of	ADP
ajst-17918	26	4	each	each	DET
ajst-17918	26	5	layer	layer	NOUN
ajst-17918	26	6	of	of	ADP
ajst-17918	26	7	alexnet	alexnet	NOUN
ajst-17918	26	8	.	.	PUNCT
ajst-17918	27	1	the	the	DET
ajst-17918	27	2	first	first	ADJ
ajst-17918	27	3	layer	layer	NOUN
ajst-17918	27	4	is	be	AUX
ajst-17918	27	5	the	the	DET
ajst-17918	27	6	convolution	convolution	NOUN
ajst-17918	27	7	layer	layer	NOUN
ajst-17918	27	8	,	,	PUNCT
ajst-17918	27	9	which	which	PRON
ajst-17918	27	10	uses	use	VERB
ajst-17918	27	11	the	the	DET
ajst-17918	27	12	convolution	convolution	NOUN
ajst-17918	27	13	kernel	kernel	NOUN
ajst-17918	27	14	of	of	ADP
ajst-17918	27	15	11×11	11×11	NUM
ajst-17918	27	16	for	for	ADP
ajst-17918	27	17	convolution	convolution	NOUN
ajst-17918	27	18	operation	operation	NOUN
ajst-17918	27	19	.	.	PUNCT
ajst-17918	28	1	the	the	DET
ajst-17918	28	2	step	step	NOUN
ajst-17918	28	3	size	size	NOUN
ajst-17918	28	4	is	be	AUX
ajst-17918	28	5	4	4	NUM
ajst-17918	28	6	,	,	PUNCT
ajst-17918	28	7	the	the	DET
ajst-17918	28	8	fill	fill	NOUN
ajst-17918	28	9	is	be	AUX
ajst-17918	28	10	0	0	NUM
ajst-17918	28	11	,	,	PUNCT
ajst-17918	28	12	and	and	CCONJ
ajst-17918	28	13	the	the	DET
ajst-17918	28	14	size	size	NOUN
ajst-17918	28	15	of	of	ADP
ajst-17918	28	16	the	the	DET
ajst-17918	28	17	output	output	NOUN
ajst-17918	28	18	feature	feature	NOUN
ajst-17918	28	19	map	map	NOUN
ajst-17918	28	20	is	be	AUX
ajst-17918	28	21	55×55	55×55	NUM
ajst-17918	28	22	.	.	PUNCT
ajst-17918	29	1	this	this	DET
ajst-17918	29	2	layer	layer	NOUN
ajst-17918	29	3	uses	use	VERB
ajst-17918	29	4	relu	relu	NOUN
ajst-17918	29	5	activation	activation	NOUN
ajst-17918	29	6	functions	function	NOUN
ajst-17918	29	7	and	and	CCONJ
ajst-17918	29	8	local	local	ADJ
ajst-17918	29	9	response	response	NOUN
ajst-17918	29	10	normalization	normalization	NOUN
ajst-17918	29	11	techniques	technique	NOUN
ajst-17918	29	12	.	.	PUNCT
ajst-17918	30	1	the	the	DET
ajst-17918	30	2	second	second	ADJ
ajst-17918	30	3	layer	layer	NOUN
ajst-17918	30	4	is	be	AUX
ajst-17918	30	5	the	the	DET
ajst-17918	30	6	maximum	maximum	ADJ
ajst-17918	30	7	pooling	pool	VERB
ajst-17918	30	8	layer	layer	NOUN
ajst-17918	30	9	,	,	PUNCT
ajst-17918	30	10	the	the	DET
ajst-17918	30	11	pooling	pool	VERB
ajst-17918	30	12	step	step	NOUN
ajst-17918	30	13	is	be	AUX
ajst-17918	30	14	2	2	NUM
ajst-17918	30	15	,	,	PUNCT
ajst-17918	30	16	which	which	PRON
ajst-17918	30	17	can	can	AUX
ajst-17918	30	18	halve	halve	VERB
ajst-17918	30	19	the	the	DET
ajst-17918	30	20	size	size	NOUN
ajst-17918	30	21	of	of	ADP
ajst-17918	30	22	the	the	DET
ajst-17918	30	23	feature	feature	NOUN
ajst-17918	30	24	map	map	NOUN
ajst-17918	30	25	.	.	PUNCT
ajst-17918	31	1	the	the	DET
ajst-17918	31	2	third	third	ADJ
ajst-17918	31	3	layer	layer	NOUN
ajst-17918	31	4	is	be	AUX
ajst-17918	31	5	the	the	DET
ajst-17918	31	6	convolution	convolution	NOUN
ajst-17918	31	7	layer	layer	NOUN
ajst-17918	31	8	,	,	PUNCT
ajst-17918	31	9	which	which	PRON
ajst-17918	31	10	uses	use	VERB
ajst-17918	31	11	256	256	NUM
ajst-17918	31	12	convolution	convolution	NOUN
ajst-17918	31	13	check	check	NOUN
ajst-17918	31	14	inputs	input	NOUN
ajst-17918	31	15	for	for	ADP
ajst-17918	31	16	convolution	convolution	NOUN
ajst-17918	31	17	operations	operation	NOUN
ajst-17918	31	18	,	,	PUNCT
ajst-17918	31	19	and	and	CCONJ
ajst-17918	31	20	the	the	DET
ajst-17918	31	21	output	output	NOUN
ajst-17918	31	22	feature	feature	NOUN
ajst-17918	31	23	map	map	NOUN
ajst-17918	31	24	size	size	NOUN
ajst-17918	31	25	is	be	AUX
ajst-17918	31	26	27×27	27×27	NUM
ajst-17918	31	27	.	.	PUNCT
ajst-17918	32	1	the	the	DET
ajst-17918	32	2	fourth	fourth	ADJ
ajst-17918	32	3	layer	layer	NOUN
ajst-17918	32	4	is	be	AUX
ajst-17918	32	5	the	the	DET
ajst-17918	32	6	maximum	maximum	ADJ
ajst-17918	32	7	pooling	pool	VERB
ajst-17918	32	8	layer	layer	NOUN
ajst-17918	32	9	with	with	ADP
ajst-17918	32	10	a	a	DET
ajst-17918	32	11	step	step	NOUN
ajst-17918	32	12	length	length	NOUN
ajst-17918	32	13	of	of	ADP
ajst-17918	32	14	2	2	NUM
ajst-17918	32	15	,	,	PUNCT
ajst-17918	32	16	which	which	PRON
ajst-17918	32	17	can	can	AUX
ajst-17918	32	18	halve	halve	VERB
ajst-17918	32	19	the	the	DET
ajst-17918	32	20	size	size	NOUN
ajst-17918	32	21	of	of	ADP
ajst-17918	32	22	the	the	DET
ajst-17918	32	23	feature	feature	NOUN
ajst-17918	32	24	map	map	NOUN
ajst-17918	32	25	.	.	PUNCT
ajst-17918	33	1	the	the	DET
ajst-17918	33	2	fifth	fifth	ADJ
ajst-17918	33	3	layer	layer	NOUN
ajst-17918	33	4	is	be	AUX
ajst-17918	33	5	the	the	DET
ajst-17918	33	6	convolution	convolution	NOUN
ajst-17918	33	7	layer	layer	NOUN
ajst-17918	33	8	,	,	PUNCT
ajst-17918	33	9	which	which	PRON
ajst-17918	33	10	uses	use	VERB
ajst-17918	33	11	384	384	NUM
ajst-17918	33	12	convolution	convolution	NOUN
ajst-17918	33	13	check	check	NOUN
ajst-17918	33	14	inputs	input	NOUN
ajst-17918	33	15	for	for	ADP
ajst-17918	33	16	convolution	convolution	NOUN
ajst-17918	33	17	operations[3	operations[3	NOUN
ajst-17918	33	18	-	-	SYM
ajst-17918	33	19	4	4	NUM
ajst-17918	33	20	]	]	PUNCT
ajst-17918	33	21	.	.	PUNCT
ajst-17918	34	1	the	the	DET
ajst-17918	34	2	sixth	sixth	ADJ
ajst-17918	34	3	layer	layer	NOUN
ajst-17918	34	4	is	be	AUX
ajst-17918	34	5	the	the	DET
ajst-17918	34	6	convolution	convolution	NOUN
ajst-17918	34	7	layer	layer	NOUN
ajst-17918	34	8	,	,	PUNCT
ajst-17918	34	9	which	which	PRON
ajst-17918	34	10	uses	use	VERB
ajst-17918	34	11	384	384	NUM
ajst-17918	34	12	convolution	convolution	NOUN
ajst-17918	34	13	check	check	NOUN
ajst-17918	34	14	inputs	input	NOUN
ajst-17918	34	15	for	for	ADP
ajst-17918	34	16	convolution	convolution	NOUN
ajst-17918	34	17	operations	operation	NOUN
ajst-17918	34	18	.	.	PUNCT
ajst-17918	35	1	the	the	DET
ajst-17918	35	2	seventh	seventh	ADJ
ajst-17918	35	3	layer	layer	NOUN
ajst-17918	35	4	is	be	AUX
ajst-17918	35	5	the	the	DET
ajst-17918	35	6	convolution	convolution	NOUN
ajst-17918	35	7	layer	layer	NOUN
ajst-17918	35	8	,	,	PUNCT
ajst-17918	35	9	which	which	PRON
ajst-17918	35	10	uses	use	VERB
ajst-17918	35	11	256	256	NUM
ajst-17918	35	12	convolution	convolution	NOUN
ajst-17918	35	13	check	check	NOUN
ajst-17918	35	14	inputs	input	NOUN
ajst-17918	35	15	for	for	ADP
ajst-17918	35	16	convolution	convolution	NOUN
ajst-17918	35	17	operations	operation	NOUN
ajst-17918	35	18	.	.	PUNCT
ajst-17918	36	1	the	the	DET
ajst-17918	36	2	eighth	eighth	ADJ
ajst-17918	36	3	layer	layer	NOUN
ajst-17918	36	4	is	be	AUX
ajst-17918	36	5	the	the	DET
ajst-17918	36	6	fully	fully	ADV
ajst-17918	36	7	connected	connect	VERB
ajst-17918	36	8	layer	layer	NOUN
ajst-17918	36	9	,	,	PUNCT
ajst-17918	36	10	which	which	PRON
ajst-17918	36	11	connects	connect	VERB
ajst-17918	36	12	256	256	NUM
ajst-17918	36	13	neurons	neuron	NOUN
ajst-17918	36	14	and	and	CCONJ
ajst-17918	36	15	1000	1000	NUM
ajst-17918	36	16	neurons	neuron	NOUN
ajst-17918	36	17	of	of	ADP
ajst-17918	36	18	the	the	DET
ajst-17918	36	19	previous	previous	ADJ
ajst-17918	36	20	layer	layer	NOUN
ajst-17918	36	21	,	,	PUNCT
ajst-17918	36	22	and	and	CCONJ
ajst-17918	36	23	outputs	output	VERB
ajst-17918	36	24	1000	1000	NUM
ajst-17918	36	25	classification	classification	NOUN
ajst-17918	36	26	results	result	NOUN
ajst-17918	36	27	.	.	PUNCT
ajst-17918	37	1	208	208	NUM
ajst-17918	37	2	figure	figure	NOUN
ajst-17918	37	3	1	1	NUM
ajst-17918	37	4	.	.	PUNCT
ajst-17918	37	5	alexnet	alexnet	ADJ
ajst-17918	37	6	model	model	NOUN
ajst-17918	37	7	architecture	architecture	NOUN
ajst-17918	37	8	diagram	diagram	NOUN
ajst-17918	37	9	here	here	ADV
ajst-17918	37	10	are	be	AUX
ajst-17918	37	11	some	some	PRON
ajst-17918	37	12	of	of	ADP
ajst-17918	37	13	the	the	DET
ajst-17918	37	14	core	core	ADJ
ajst-17918	37	15	formulas	formula	NOUN
ajst-17918	37	16	of	of	ADP
ajst-17918	37	17	alexnet	alexnet	NOUN
ajst-17918	37	18	's	's	PART
ajst-17918	37	19	model	model	NOUN
ajst-17918	37	20	:	:	PUNCT
ajst-17918	37	21	the	the	DET
ajst-17918	37	22	output	output	NOUN
ajst-17918	37	23	size	size	NOUN
ajst-17918	37	24	of	of	ADP
ajst-17918	37	25	the	the	DET
ajst-17918	37	26	convolution	convolution	NOUN
ajst-17918	37	27	layer	layer	NOUN
ajst-17918	37	28	is	be	AUX
ajst-17918	37	29	calculated	calculate	VERB
ajst-17918	37	30	by	by	ADP
ajst-17918	37	31	the	the	DET
ajst-17918	37	32	formula:𝑂	formula:𝑂	PROPN
ajst-17918	37	33	,	,	PUNCT
ajst-17918	37	34	where	where	SCONJ
ajst-17918	37	35	i	i	PRON
ajst-17918	37	36	is	be	AUX
ajst-17918	37	37	the	the	DET
ajst-17918	37	38	input	input	NOUN
ajst-17918	37	39	size	size	NOUN
ajst-17918	37	40	,	,	PUNCT
ajst-17918	37	41	f	f	PROPN
ajst-17918	37	42	is	be	AUX
ajst-17918	37	43	the	the	DET
ajst-17918	37	44	convolution	convolution	NOUN
ajst-17918	37	45	kernel	kernel	PROPN
ajst-17918	37	46	size	size	NOUN
ajst-17918	37	47	,	,	PUNCT
ajst-17918	37	48	p	p	PROPN
ajst-17918	37	49	is	be	AUX
ajst-17918	37	50	the	the	DET
ajst-17918	37	51	padding	padding	NOUN
ajst-17918	37	52	size	size	NOUN
ajst-17918	37	53	,	,	PUNCT
ajst-17918	37	54	and	and	CCONJ
ajst-17918	37	55	s	s	VERB
ajst-17918	37	56	is	be	AUX
ajst-17918	37	57	the	the	DET
ajst-17918	37	58	step	step	NOUN
ajst-17918	37	59	size	size	NOUN
ajst-17918	37	60	.	.	PUNCT
ajst-17918	38	1	the	the	DET
ajst-17918	38	2	formula	formula	NOUN
ajst-17918	38	3	for	for	ADP
ajst-17918	38	4	the	the	DET
ajst-17918	38	5	relu	relu	NOUN
ajst-17918	38	6	activation	activation	NOUN
ajst-17918	38	7	function	function	NOUN
ajst-17918	38	8	is𝑓	is𝑓	VERB
ajst-17918	38	9	𝑥	𝑥	NOUN
ajst-17918	38	10	𝑚𝑎𝑥	𝑚𝑎𝑥	ADJ
ajst-17918	38	11	0	0	NUM
ajst-17918	38	12	,	,	PUNCT
ajst-17918	38	13	𝑥	𝑥	DET
ajst-17918	38	14	cross	cross	PROPN
ajst-17918	38	15	entropy	entropy	PROPN
ajst-17918	38	16	loss	loss	NOUN
ajst-17918	38	17	function	function	NOUN
ajst-17918	38	18	formula	formula	NOUN
ajst-17918	38	19	:	:	PUNCT
ajst-17918	39	1	𝐿	𝐿	PROPN
ajst-17918	39	2	∑	∑	PROPN
ajst-17918	39	3	𝑖	𝑖	PROPN
ajst-17918	39	4	1𝑁𝑦𝑖	1𝑁𝑦𝑖	NUM
ajst-17918	39	5	log	log	VERB
ajst-17918	39	6	𝑌𝐼	𝑌𝐼	PROPN
ajst-17918	39	7	1	1	NUM
ajst-17918	39	8	𝑦𝑖	𝑦𝑖	NOUN
ajst-17918	39	9	log	log	VERB
ajst-17918	39	10	1	1	NUM
ajst-17918	39	11	𝑦𝚤	𝑦𝚤	NOUN
ajst-17918	39	12	,	,	PUNCT
ajst-17918	39	13	where	where	SCONJ
ajst-17918	39	14	n	n	X
ajst-17918	39	15	is	be	AUX
ajst-17918	39	16	the	the	DET
ajst-17918	39	17	sample	sample	NOUN
ajst-17918	39	18	number	number	NOUN
ajst-17918	39	19	,	,	PUNCT
ajst-17918	39	20	y	y	PROPN
ajst-17918	39	21	is	be	AUX
ajst-17918	39	22	real	real	ADJ
ajst-17918	39	23	labels	label	NOUN
ajst-17918	39	24	,	,	PUNCT
ajst-17918	39	25	y	y	PROPN
ajst-17918	39	26	^	^	PUNCT
ajst-17918	39	27	is	be	AUX
ajst-17918	39	28	predicted	predict	VERB
ajst-17918	39	29	labels	label	NOUN
ajst-17918	39	30	.	.	PUNCT
ajst-17918	40	1	the	the	DET
ajst-17918	40	2	sgd	sgd	PROPN
ajst-17918	40	3	optimizer	optimizer	NOUN
ajst-17918	40	4	's	's	PART
ajst-17918	40	5	formula	formula	NOUN
ajst-17918	40	6	is:𝜃	is:𝜃	PROPN
ajst-17918	40	7	𝜃	𝜃	PROPN
ajst-17918	40	8	𝜂𝛻𝐿	𝜂𝛻𝐿	PUNCT
ajst-17918	40	9	𝜃	𝜃	NOUN
ajst-17918	40	10	,	,	PUNCT
ajst-17918	40	11	where	where	SCONJ
ajst-17918	40	12	θ	θ	PROPN
ajst-17918	40	13	is	be	AUX
ajst-17918	40	14	the	the	DET
ajst-17918	40	15	parameter	parameter	NOUN
ajst-17918	40	16	,	,	PUNCT
ajst-17918	40	17	η	η	PROPN
ajst-17918	40	18	is	be	AUX
ajst-17918	40	19	the	the	DET
ajst-17918	40	20	learning	learning	NOUN
ajst-17918	40	21	rate	rate	NOUN
ajst-17918	40	22	,	,	PUNCT
ajst-17918	40	23	and	and	CCONJ
ajst-17918	40	24	∇l(θ	∇l(θ	NOUN
ajst-17918	40	25	)	)	PUNCT
ajst-17918	40	26	is	be	AUX
ajst-17918	40	27	the	the	DET
ajst-17918	40	28	gradient	gradient	NOUN
ajst-17918	40	29	of	of	ADP
ajst-17918	40	30	the	the	DET
ajst-17918	40	31	loss	loss	NOUN
ajst-17918	40	32	function	function	NOUN
ajst-17918	40	33	.	.	PUNCT
ajst-17918	41	1	through	through	ADP
ajst-17918	41	2	the	the	DET
ajst-17918	41	3	above	above	ADJ
ajst-17918	41	4	parameter	parameter	NOUN
ajst-17918	41	5	configuration	configuration	NOUN
ajst-17918	41	6	and	and	CCONJ
ajst-17918	41	7	structural	structural	ADJ
ajst-17918	41	8	design	design	NOUN
ajst-17918	41	9	,	,	PUNCT
ajst-17918	41	10	alexnet	alexnet	NOUN
ajst-17918	41	11	can	can	AUX
ajst-17918	41	12	achieve	achieve	VERB
ajst-17918	41	13	better	well	ADJ
ajst-17918	41	14	performance	performance	NOUN
ajst-17918	41	15	in	in	ADP
ajst-17918	41	16	image	image	NOUN
ajst-17918	41	17	classification	classification	NOUN
ajst-17918	41	18	tasks	task	NOUN
ajst-17918	41	19	.	.	PUNCT
ajst-17918	42	1	2.2	2.2	NUM
ajst-17918	42	2	.	.	PUNCT
ajst-17918	42	3	applications	application	NOUN
ajst-17918	42	4	in	in	ADP
ajst-17918	42	5	clinical	clinical	ADJ
ajst-17918	42	6	medical	medical	ADJ
ajst-17918	42	7	detection	detection	NOUN
ajst-17918	42	8	clinical	clinical	ADJ
ajst-17918	42	9	medical	medical	ADJ
ajst-17918	42	10	detection	detection	NOUN
ajst-17918	42	11	and	and	CCONJ
ajst-17918	42	12	diagnosis	diagnosis	NOUN
ajst-17918	42	13	technology	technology	NOUN
ajst-17918	42	14	based	base	VERB
ajst-17918	42	15	on	on	ADP
ajst-17918	42	16	alexnet	alexnet	ADJ
ajst-17918	42	17	network	network	NOUN
ajst-17918	42	18	model	model	NOUN
ajst-17918	42	19	has	have	AUX
ajst-17918	42	20	been	be	AUX
ajst-17918	42	21	widely	widely	ADV
ajst-17918	42	22	used	use	VERB
ajst-17918	42	23	in	in	ADP
ajst-17918	42	24	clinical	clinical	ADJ
ajst-17918	42	25	medical	medical	ADJ
ajst-17918	42	26	detection	detection	NOUN
ajst-17918	42	27	.	.	PUNCT
ajst-17918	43	1	alexnet	alexnet	NOUN
ajst-17918	43	2	is	be	AUX
ajst-17918	43	3	a	a	DET
ajst-17918	43	4	deep	deep	ADJ
ajst-17918	43	5	convolutional	convolutional	ADJ
ajst-17918	43	6	neural	neural	ADJ
ajst-17918	43	7	network	network	NOUN
ajst-17918	43	8	with	with	ADP
ajst-17918	43	9	good	good	ADJ
ajst-17918	43	10	feature	feature	NOUN
ajst-17918	43	11	extraction	extraction	NOUN
ajst-17918	43	12	and	and	CCONJ
ajst-17918	43	13	classification	classification	NOUN
ajst-17918	43	14	performance	performance	NOUN
ajst-17918	43	15	,	,	PUNCT
ajst-17918	43	16	which	which	PRON
ajst-17918	43	17	is	be	AUX
ajst-17918	43	18	widely	widely	ADV
ajst-17918	43	19	used	use	VERB
ajst-17918	43	20	in	in	ADP
ajst-17918	43	21	image	image	NOUN
ajst-17918	43	22	recognition	recognition	NOUN
ajst-17918	43	23	and	and	CCONJ
ajst-17918	43	24	computer	computer	NOUN
ajst-17918	43	25	vision	vision	NOUN
ajst-17918	43	26	.	.	PUNCT
ajst-17918	44	1	in	in	ADP
ajst-17918	44	2	clinical	clinical	ADJ
ajst-17918	44	3	medical	medical	ADJ
ajst-17918	44	4	testing	testing	NOUN
ajst-17918	44	5	,	,	PUNCT
ajst-17918	44	6	alexnet	alexnet	NOUN
ajst-17918	44	7	-	-	PUNCT
ajst-17918	44	8	based	base	VERB
ajst-17918	44	9	medical	medical	ADJ
ajst-17918	44	10	diagnostic	diagnostic	ADJ
ajst-17918	44	11	technology	technology	NOUN
ajst-17918	44	12	enables	enable	VERB
ajst-17918	44	13	fast	fast	ADV
ajst-17918	44	14	,	,	PUNCT
ajst-17918	44	15	accurate	accurate	ADJ
ajst-17918	44	16	and	and	CCONJ
ajst-17918	44	17	objective	objective	ADJ
ajst-17918	44	18	diagnosis	diagnosis	NOUN
ajst-17918	44	19	,	,	PUNCT
ajst-17918	44	20	helping	help	VERB
ajst-17918	44	21	to	to	PART
ajst-17918	44	22	improve	improve	VERB
ajst-17918	44	23	the	the	DET
ajst-17918	44	24	quality	quality	NOUN
ajst-17918	44	25	and	and	CCONJ
ajst-17918	44	26	efficiency	efficiency	NOUN
ajst-17918	44	27	of	of	ADP
ajst-17918	44	28	diagnosis	diagnosis	NOUN
ajst-17918	44	29	and	and	CCONJ
ajst-17918	44	30	treatment	treatment	NOUN
ajst-17918	44	31	.	.	PUNCT
ajst-17918	45	1	medical	medical	ADJ
ajst-17918	45	2	image	image	NOUN
ajst-17918	45	3	diagnosis	diagnosis	NOUN
ajst-17918	45	4	is	be	AUX
ajst-17918	45	5	taken	take	VERB
ajst-17918	45	6	as	as	ADP
ajst-17918	45	7	an	an	DET
ajst-17918	45	8	example	example	NOUN
ajst-17918	45	9	to	to	PART
ajst-17918	45	10	illustrate	illustrate	VERB
ajst-17918	45	11	the	the	DET
ajst-17918	45	12	application	application	NOUN
ajst-17918	45	13	of	of	ADP
ajst-17918	45	14	clinical	clinical	ADJ
ajst-17918	45	15	medical	medical	ADJ
ajst-17918	45	16	detection	detection	NOUN
ajst-17918	45	17	and	and	CCONJ
ajst-17918	45	18	diagnosis	diagnosis	NOUN
ajst-17918	45	19	technology	technology	NOUN
ajst-17918	45	20	based	base	VERB
ajst-17918	45	21	on	on	ADP
ajst-17918	45	22	alexnet	alexnet	ADJ
ajst-17918	45	23	network	network	NOUN
ajst-17918	45	24	model	model	NOUN
ajst-17918	45	25	.	.	PUNCT
ajst-17918	46	1	in	in	ADP
ajst-17918	46	2	terms	term	NOUN
ajst-17918	46	3	of	of	ADP
ajst-17918	46	4	image	image	NOUN
ajst-17918	46	5	data	datum	NOUN
ajst-17918	46	6	preprocessing	preprocessing	NOUN
ajst-17918	46	7	,	,	PUNCT
ajst-17918	46	8	medical	medical	ADJ
ajst-17918	46	9	image	image	NOUN
ajst-17918	46	10	data	datum	NOUN
ajst-17918	46	11	preprocessing	preprocessing	NOUN
ajst-17918	46	12	is	be	AUX
ajst-17918	46	13	a	a	DET
ajst-17918	46	14	necessary	necessary	ADJ
ajst-17918	46	15	step	step	NOUN
ajst-17918	46	16	,	,	PUNCT
ajst-17918	46	17	including	include	VERB
ajst-17918	46	18	image	image	NOUN
ajst-17918	46	19	denoising	denoising	NOUN
ajst-17918	46	20	,	,	PUNCT
ajst-17918	46	21	enhancement	enhancement	NOUN
ajst-17918	46	22	and	and	CCONJ
ajst-17918	46	23	standardization	standardization	NOUN
ajst-17918	46	24	,	,	PUNCT
ajst-17918	46	25	so	so	SCONJ
ajst-17918	46	26	as	as	SCONJ
ajst-17918	46	27	to	to	PART
ajst-17918	46	28	improve	improve	VERB
ajst-17918	46	29	image	image	NOUN
ajst-17918	46	30	quality	quality	NOUN
ajst-17918	46	31	and	and	CCONJ
ajst-17918	46	32	recognition	recognition	NOUN
ajst-17918	46	33	rate[5	rate[5	NOUN
ajst-17918	46	34	-	-	PUNCT
ajst-17918	46	35	7	7	NUM
ajst-17918	46	36	]	]	PUNCT
ajst-17918	46	37	.	.	PUNCT
ajst-17918	47	1	alexnet	alexnet	PROPN
ajst-17918	47	2	and	and	CCONJ
ajst-17918	47	3	other	other	ADJ
ajst-17918	47	4	deep	deep	ADJ
ajst-17918	47	5	learning	learning	NOUN
ajst-17918	47	6	models	model	NOUN
ajst-17918	47	7	are	be	AUX
ajst-17918	47	8	used	use	VERB
ajst-17918	47	9	for	for	ADP
ajst-17918	47	10	feature	feature	NOUN
ajst-17918	47	11	extraction	extraction	NOUN
ajst-17918	47	12	of	of	ADP
ajst-17918	47	13	medical	medical	ADJ
ajst-17918	47	14	images	image	NOUN
ajst-17918	47	15	to	to	PART
ajst-17918	47	16	extract	extract	VERB
ajst-17918	47	17	disease	disease	NOUN
ajst-17918	47	18	-	-	PUNCT
ajst-17918	47	19	related	relate	VERB
ajst-17918	47	20	feature	feature	NOUN
ajst-17918	47	21	information	information	NOUN
ajst-17918	47	22	.	.	PUNCT
ajst-17918	48	1	these	these	DET
ajst-17918	48	2	characteristics	characteristic	NOUN
ajst-17918	48	3	may	may	AUX
ajst-17918	48	4	include	include	VERB
ajst-17918	48	5	the	the	DET
ajst-17918	48	6	size	size	NOUN
ajst-17918	48	7	,	,	PUNCT
ajst-17918	48	8	shape	shape	NOUN
ajst-17918	48	9	,	,	PUNCT
ajst-17918	48	10	density	density	NOUN
ajst-17918	48	11	and	and	CCONJ
ajst-17918	48	12	texture	texture	NOUN
ajst-17918	48	13	of	of	ADP
ajst-17918	48	14	the	the	DET
ajst-17918	48	15	lesion	lesion	NOUN
ajst-17918	48	16	area	area	NOUN
ajst-17918	48	17	.	.	PUNCT
ajst-17918	49	1	in	in	ADP
ajst-17918	49	2	the	the	DET
ajst-17918	49	3	classification	classification	NOUN
ajst-17918	49	4	of	of	ADP
ajst-17918	49	5	diseases	disease	NOUN
ajst-17918	49	6	,	,	PUNCT
ajst-17918	49	7	based	base	VERB
ajst-17918	49	8	on	on	ADP
ajst-17918	49	9	the	the	DET
ajst-17918	49	10	extracted	extract	VERB
ajst-17918	49	11	features	feature	NOUN
ajst-17918	49	12	,	,	PUNCT
ajst-17918	49	13	the	the	DET
ajst-17918	49	14	classifier	classifier	NOUN
ajst-17918	49	15	is	be	AUX
ajst-17918	49	16	used	use	VERB
ajst-17918	49	17	to	to	PART
ajst-17918	49	18	classify	classify	VERB
ajst-17918	49	19	the	the	DET
ajst-17918	49	20	diseases	disease	NOUN
ajst-17918	49	21	.	.	PUNCT
ajst-17918	50	1	common	common	ADJ
ajst-17918	50	2	classifiers	classifier	NOUN
ajst-17918	50	3	include	include	VERB
ajst-17918	50	4	support	support	NOUN
ajst-17918	50	5	vector	vector	NOUN
ajst-17918	50	6	machines	machine	NOUN
ajst-17918	50	7	,	,	PUNCT
ajst-17918	50	8	neural	neural	ADJ
ajst-17918	50	9	networks	network	NOUN
ajst-17918	50	10	,	,	PUNCT
ajst-17918	50	11	and	and	CCONJ
ajst-17918	50	12	decision	decision	NOUN
ajst-17918	50	13	trees	tree	NOUN
ajst-17918	50	14	.	.	PUNCT
ajst-17918	51	1	alexnet	alexnet	ADV
ajst-17918	51	2	-	-	PUNCT
ajst-17918	51	3	based	base	VERB
ajst-17918	51	4	classifiers	classifier	NOUN
ajst-17918	51	5	can	can	AUX
ajst-17918	51	6	automatically	automatically	ADV
ajst-17918	51	7	learn	learn	VERB
ajst-17918	51	8	and	and	CCONJ
ajst-17918	51	9	identify	identify	VERB
ajst-17918	51	10	disease	disease	NOUN
ajst-17918	51	11	features	feature	VERB
ajst-17918	51	12	to	to	PART
ajst-17918	51	13	achieve	achieve	VERB
ajst-17918	51	14	accurate	accurate	ADJ
ajst-17918	51	15	classification	classification	NOUN
ajst-17918	51	16	.	.	PUNCT
ajst-17918	52	1	it	it	PRON
ajst-17918	52	2	can	can	AUX
ajst-17918	52	3	also	also	ADV
ajst-17918	52	4	assist	assist	VERB
ajst-17918	52	5	in	in	ADP
ajst-17918	52	6	diagnosis	diagnosis	NOUN
ajst-17918	52	7	,	,	PUNCT
ajst-17918	52	8	and	and	CCONJ
ajst-17918	52	9	doctors	doctor	NOUN
ajst-17918	52	10	can	can	AUX
ajst-17918	52	11	use	use	VERB
ajst-17918	52	12	alexnet	alexnet	ADV
ajst-17918	52	13	-	-	PUNCT
ajst-17918	52	14	based	base	VERB
ajst-17918	52	15	medical	medical	ADJ
ajst-17918	52	16	diagnostic	diagnostic	ADJ
ajst-17918	52	17	technology	technology	NOUN
ajst-17918	52	18	as	as	ADP
ajst-17918	52	19	an	an	DET
ajst-17918	52	20	auxiliary	auxiliary	ADJ
ajst-17918	52	21	tool	tool	NOUN
ajst-17918	52	22	to	to	PART
ajst-17918	52	23	help	help	VERB
ajst-17918	52	24	analyze	analyze	VERB
ajst-17918	52	25	diseased	diseased	ADJ
ajst-17918	52	26	areas	area	NOUN
ajst-17918	52	27	and	and	CCONJ
ajst-17918	52	28	provide	provide	VERB
ajst-17918	52	29	preliminary	preliminary	ADJ
ajst-17918	52	30	diagnostic	diagnostic	ADJ
ajst-17918	52	31	results	result	NOUN
ajst-17918	52	32	.	.	PUNCT
ajst-17918	53	1	this	this	PRON
ajst-17918	53	2	helps	help	VERB
ajst-17918	53	3	improve	improve	VERB
ajst-17918	53	4	the	the	DET
ajst-17918	53	5	accuracy	accuracy	NOUN
ajst-17918	53	6	and	and	CCONJ
ajst-17918	53	7	efficiency	efficiency	NOUN
ajst-17918	53	8	of	of	ADP
ajst-17918	53	9	doctors	doctor	NOUN
ajst-17918	53	10	'	'	PART
ajst-17918	53	11	diagnoses	diagnosis	NOUN
ajst-17918	53	12	.	.	PUNCT
ajst-17918	54	1	finally	finally	ADV
ajst-17918	54	2	,	,	PUNCT
ajst-17918	54	3	the	the	DET
ajst-17918	54	4	diagnostic	diagnostic	ADJ
ajst-17918	54	5	outcome	outcome	NOUN
ajst-17918	54	6	evaluation	evaluation	NOUN
ajst-17918	54	7	evaluates	evaluate	VERB
ajst-17918	54	8	the	the	DET
ajst-17918	54	9	performance	performance	NOUN
ajst-17918	54	10	and	and	CCONJ
ajst-17918	54	11	accuracy	accuracy	NOUN
ajst-17918	54	12	of	of	ADP
ajst-17918	54	13	alexnet	alexnet	NOUN
ajst-17918	54	14	-	-	PUNCT
ajst-17918	54	15	based	base	VERB
ajst-17918	54	16	medical	medical	ADJ
ajst-17918	54	17	diagnostic	diagnostic	ADJ
ajst-17918	54	18	technologies	technology	NOUN
ajst-17918	54	19	through	through	ADP
ajst-17918	54	20	testing	testing	NOUN
ajst-17918	54	21	and	and	CCONJ
ajst-17918	54	22	validation	validation	NOUN
ajst-17918	54	23	of	of	ADP
ajst-17918	54	24	a	a	DET
ajst-17918	54	25	large	large	ADJ
ajst-17918	54	26	number	number	NOUN
ajst-17918	54	27	of	of	ADP
ajst-17918	54	28	cases	case	NOUN
ajst-17918	54	29	.	.	PUNCT
ajst-17918	55	1	this	this	PRON
ajst-17918	55	2	helps	help	VERB
ajst-17918	55	3	to	to	PART
ajst-17918	55	4	continuously	continuously	ADV
ajst-17918	55	5	improve	improve	VERB
ajst-17918	55	6	and	and	CCONJ
ajst-17918	55	7	optimize	optimize	VERB
ajst-17918	55	8	the	the	DET
ajst-17918	55	9	model	model	NOUN
ajst-17918	55	10	and	and	CCONJ
ajst-17918	55	11	improve	improve	VERB
ajst-17918	55	12	the	the	DET
ajst-17918	55	13	diagnostic	diagnostic	ADJ
ajst-17918	55	14	effect	effect	NOUN
ajst-17918	55	15	.	.	PUNCT
ajst-17918	56	1	in	in	ADP
ajst-17918	56	2	addition	addition	NOUN
ajst-17918	56	3	to	to	ADP
ajst-17918	56	4	medical	medical	ADJ
ajst-17918	56	5	imaging	imaging	NOUN
ajst-17918	56	6	diagnosis	diagnosis	NOUN
ajst-17918	56	7	,	,	PUNCT
ajst-17918	56	8	alexnet	alexnet	NOUN
ajst-17918	56	9	-	-	PUNCT
ajst-17918	56	10	based	base	VERB
ajst-17918	56	11	clinical	clinical	ADJ
ajst-17918	56	12	medical	medical	ADJ
ajst-17918	56	13	detection	detection	NOUN
ajst-17918	56	14	and	and	CCONJ
ajst-17918	56	15	diagnosis	diagnosis	NOUN
ajst-17918	56	16	technology	technology	NOUN
ajst-17918	56	17	can	can	AUX
ajst-17918	56	18	also	also	ADV
ajst-17918	56	19	be	be	AUX
ajst-17918	56	20	applied	apply	VERB
ajst-17918	56	21	to	to	ADP
ajst-17918	56	22	other	other	ADJ
ajst-17918	56	23	fields	field	NOUN
ajst-17918	56	24	,	,	PUNCT
ajst-17918	56	25	such	such	ADJ
ajst-17918	56	26	as	as	ADP
ajst-17918	56	27	electronic	electronic	ADJ
ajst-17918	56	28	medical	medical	ADJ
ajst-17918	56	29	record	record	NOUN
ajst-17918	56	30	analysis	analysis	NOUN
ajst-17918	56	31	,	,	PUNCT
ajst-17918	56	32	genomic	genomic	ADJ
ajst-17918	56	33	analysis	analysis	NOUN
ajst-17918	56	34	,	,	PUNCT
ajst-17918	56	35	pathology	pathology	NOUN
ajst-17918	56	36	analysis	analysis	NOUN
ajst-17918	56	37	,	,	PUNCT
ajst-17918	56	38	etc	etc	X
ajst-17918	56	39	.	.	X
ajst-17918	56	40	through	through	ADP
ajst-17918	56	41	deep	deep	ADJ
ajst-17918	56	42	learning	learning	NOUN
ajst-17918	56	43	technology	technology	NOUN
ajst-17918	56	44	,	,	PUNCT
ajst-17918	56	45	key	key	ADJ
ajst-17918	56	46	features	feature	NOUN
ajst-17918	56	47	in	in	ADP
ajst-17918	56	48	patient	patient	ADJ
ajst-17918	56	49	information	information	NOUN
ajst-17918	56	50	can	can	AUX
ajst-17918	56	51	be	be	AUX
ajst-17918	56	52	automatically	automatically	ADV
ajst-17918	56	53	extracted	extract	VERB
ajst-17918	56	54	to	to	PART
ajst-17918	56	55	assist	assist	VERB
ajst-17918	56	56	doctors	doctor	NOUN
ajst-17918	56	57	in	in	ADP
ajst-17918	56	58	making	make	VERB
ajst-17918	56	59	fast	fast	ADJ
ajst-17918	56	60	and	and	CCONJ
ajst-17918	56	61	accurate	accurate	ADJ
ajst-17918	56	62	diagnosis	diagnosis	NOUN
ajst-17918	56	63	and	and	CCONJ
ajst-17918	56	64	treatment	treatment	NOUN
ajst-17918	56	65	plans	plan	NOUN
ajst-17918	56	66	.	.	PUNCT
ajst-17918	57	1	it	it	PRON
ajst-17918	57	2	is	be	AUX
ajst-17918	57	3	important	important	ADJ
ajst-17918	57	4	to	to	PART
ajst-17918	57	5	note	note	VERB
ajst-17918	57	6	that	that	SCONJ
ajst-17918	57	7	alexnet	alexnet	NOUN
ajst-17918	57	8	-	-	PUNCT
ajst-17918	57	9	based	base	VERB
ajst-17918	57	10	clinical	clinical	ADJ
ajst-17918	57	11	medical	medical	ADJ
ajst-17918	57	12	detection	detection	NOUN
ajst-17918	57	13	and	and	CCONJ
ajst-17918	57	14	diagnosis	diagnosis	NOUN
ajst-17918	57	15	technology	technology	NOUN
ajst-17918	57	16	is	be	AUX
ajst-17918	57	17	only	only	ADV
ajst-17918	57	18	an	an	DET
ajst-17918	57	19	auxiliary	auxiliary	ADJ
ajst-17918	57	20	tool	tool	NOUN
ajst-17918	57	21	and	and	CCONJ
ajst-17918	57	22	can	can	AUX
ajst-17918	57	23	not	not	PART
ajst-17918	57	24	replace	replace	VERB
ajst-17918	57	25	the	the	DET
ajst-17918	57	26	judgment	judgment	NOUN
ajst-17918	57	27	of	of	ADP
ajst-17918	57	28	the	the	DET
ajst-17918	57	29	doctor	doctor	NOUN
ajst-17918	57	30	.	.	PUNCT
ajst-17918	58	1	doctors	doctor	NOUN
ajst-17918	58	2	should	should	AUX
ajst-17918	58	3	conduct	conduct	VERB
ajst-17918	58	4	a	a	DET
ajst-17918	58	5	comprehensive	comprehensive	ADJ
ajst-17918	58	6	analysis	analysis	NOUN
ajst-17918	58	7	and	and	CCONJ
ajst-17918	58	8	evaluation	evaluation	NOUN
ajst-17918	58	9	of	of	ADP
ajst-17918	58	10	the	the	DET
ajst-17918	58	11	diagnosis	diagnosis	NOUN
ajst-17918	58	12	results	result	NOUN
ajst-17918	58	13	in	in	ADP
ajst-17918	58	14	combination	combination	NOUN
ajst-17918	58	15	with	with	ADP
ajst-17918	58	16	their	their	PRON
ajst-17918	58	17	own	own	ADJ
ajst-17918	58	18	professional	professional	ADJ
ajst-17918	58	19	knowledge	knowledge	NOUN
ajst-17918	58	20	and	and	CCONJ
ajst-17918	58	21	experience	experience	NOUN
ajst-17918	58	22	to	to	PART
ajst-17918	58	23	ensure	ensure	VERB
ajst-17918	58	24	the	the	DET
ajst-17918	58	25	quality	quality	NOUN
ajst-17918	58	26	and	and	CCONJ
ajst-17918	58	27	safety	safety	NOUN
ajst-17918	58	28	of	of	ADP
ajst-17918	58	29	diagnosis	diagnosis	NOUN
ajst-17918	58	30	and	and	CCONJ
ajst-17918	58	31	treatment	treatment	NOUN
ajst-17918	58	32	.	.	PUNCT
ajst-17918	59	1	2.3	2.3	NUM
ajst-17918	59	2	.	.	PUNCT
ajst-17918	60	1	diagnosis	diagnosis	NOUN
ajst-17918	60	2	technology	technology	NOUN
ajst-17918	60	3	with	with	ADP
ajst-17918	60	4	alexnet	alexnet	NOUN
ajst-17918	60	5	the	the	DET
ajst-17918	60	6	use	use	NOUN
ajst-17918	60	7	of	of	ADP
ajst-17918	60	8	alexnet	alexnet	NOUN
ajst-17918	60	9	for	for	ADP
ajst-17918	60	10	diagnostic	diagnostic	ADJ
ajst-17918	60	11	technology	technology	NOUN
ajst-17918	60	12	involves	involve	VERB
ajst-17918	60	13	the	the	DET
ajst-17918	60	14	following	follow	VERB
ajst-17918	60	15	steps	step	NOUN
ajst-17918	60	16	and	and	CCONJ
ajst-17918	60	17	methods	method	NOUN
ajst-17918	60	18	,	,	PUNCT
ajst-17918	60	19	the	the	DET
ajst-17918	60	20	first	first	ADJ
ajst-17918	60	21	of	of	ADP
ajst-17918	60	22	which	which	PRON
ajst-17918	60	23	is	be	AUX
ajst-17918	60	24	data	datum	NOUN
ajst-17918	60	25	collection	collection	NOUN
ajst-17918	60	26	and	and	CCONJ
ajst-17918	60	27	the	the	DET
ajst-17918	60	28	preparation	preparation	NOUN
ajst-17918	60	29	of	of	ADP
ajst-17918	60	30	sufficient	sufficient	ADJ
ajst-17918	60	31	medical	medical	ADJ
ajst-17918	60	32	image	image	NOUN
ajst-17918	60	33	data	data	NOUN
ajst-17918	60	34	sets	set	NOUN
ajst-17918	60	35	,	,	PUNCT
ajst-17918	60	36	including	include	VERB
ajst-17918	60	37	x	x	NOUN
ajst-17918	60	38	-	-	NOUN
ajst-17918	60	39	rays	ray	NOUN
ajst-17918	60	40	,	,	PUNCT
ajst-17918	60	41	mri	mri	NOUN
ajst-17918	60	42	,	,	PUNCT
ajst-17918	60	43	ct	ct	PROPN
ajst-17918	60	44	scans	scan	NOUN
ajst-17918	60	45	,	,	PUNCT
ajst-17918	60	46	etc	etc	X
ajst-17918	60	47	.	.	X
ajst-17918	61	1	these	these	DET
ajst-17918	61	2	data	datum	NOUN
ajst-17918	61	3	need	need	VERB
ajst-17918	61	4	to	to	PART
ajst-17918	61	5	be	be	AUX
ajst-17918	61	6	labeled	label	VERB
ajst-17918	61	7	with	with	ADP
ajst-17918	61	8	the	the	DET
ajst-17918	61	9	corresponding	corresponding	ADJ
ajst-17918	61	10	lesion	lesion	NOUN
ajst-17918	61	11	,	,	PUNCT
ajst-17918	61	12	disease	disease	NOUN
ajst-17918	61	13	,	,	PUNCT
ajst-17918	61	14	or	or	CCONJ
ajst-17918	61	15	other	other	ADJ
ajst-17918	61	16	area	area	NOUN
ajst-17918	61	17	of	of	ADP
ajst-17918	61	18	interest	interest	NOUN
ajst-17918	61	19	.	.	PUNCT
ajst-17918	62	1	model	model	NOUN
ajst-17918	62	2	training	training	NOUN
ajst-17918	62	3	:	:	PUNCT
ajst-17918	62	4	use	use	VERB
ajst-17918	62	5	a	a	DET
ajst-17918	62	6	pre	pre	ADJ
ajst-17918	62	7	-	-	ADJ
ajst-17918	62	8	trained	train	VERB
ajst-17918	62	9	alexnet	alexnet	ADJ
ajst-17918	62	10	model	model	NOUN
ajst-17918	62	11	or	or	CCONJ
ajst-17918	62	12	train	train	VERB
ajst-17918	62	13	a	a	DET
ajst-17918	62	14	new	new	ADJ
ajst-17918	62	15	model	model	NOUN
ajst-17918	62	16	from	from	ADP
ajst-17918	62	17	scratch	scratch	NOUN
ajst-17918	62	18	to	to	PART
ajst-17918	62	19	adapt	adapt	VERB
ajst-17918	62	20	to	to	ADP
ajst-17918	62	21	a	a	DET
ajst-17918	62	22	specific	specific	ADJ
ajst-17918	62	23	medical	medical	ADJ
ajst-17918	62	24	diagnostic	diagnostic	ADJ
ajst-17918	62	25	task	task	NOUN
ajst-17918	62	26	.	.	PUNCT
ajst-17918	63	1	in	in	ADP
ajst-17918	63	2	the	the	DET
ajst-17918	63	3	training	training	NOUN
ajst-17918	63	4	process	process	NOUN
ajst-17918	63	5	,	,	PUNCT
ajst-17918	63	6	medical	medical	ADJ
ajst-17918	63	7	image	image	NOUN
ajst-17918	63	8	data	datum	NOUN
ajst-17918	63	9	needs	need	VERB
ajst-17918	63	10	to	to	PART
ajst-17918	63	11	be	be	AUX
ajst-17918	63	12	input	input	VERB
ajst-17918	63	13	into	into	ADP
ajst-17918	63	14	the	the	DET
ajst-17918	63	15	alexnet	alexnet	ADJ
ajst-17918	63	16	model	model	NOUN
ajst-17918	63	17	,	,	PUNCT
ajst-17918	63	18	so	so	SCONJ
ajst-17918	63	19	that	that	SCONJ
ajst-17918	63	20	the	the	DET
ajst-17918	63	21	model	model	NOUN
ajst-17918	63	22	can	can	AUX
ajst-17918	63	23	learn	learn	VERB
ajst-17918	63	24	the	the	DET
ajst-17918	63	25	features	feature	NOUN
ajst-17918	63	26	and	and	CCONJ
ajst-17918	63	27	patterns	pattern	NOUN
ajst-17918	63	28	in	in	ADP
ajst-17918	63	29	the	the	DET
ajst-17918	63	30	medical	medical	ADJ
ajst-17918	63	31	image[9	image[9	PRON
ajst-17918	63	32	]	]	PUNCT
ajst-17918	63	33	.	.	PUNCT
ajst-17918	64	1	then	then	ADV
ajst-17918	64	2	the	the	DET
ajst-17918	64	3	model	model	NOUN
ajst-17918	64	4	is	be	AUX
ajst-17918	64	5	tuned	tune	VERB
ajst-17918	64	6	and	and	CCONJ
ajst-17918	64	7	optimized	optimize	VERB
ajst-17918	64	8	to	to	PART
ajst-17918	64	9	improve	improve	VERB
ajst-17918	64	10	the	the	DET
ajst-17918	64	11	performance	performance	NOUN
ajst-17918	64	12	and	and	CCONJ
ajst-17918	64	13	accuracy	accuracy	NOUN
ajst-17918	64	14	of	of	ADP
ajst-17918	64	15	the	the	DET
ajst-17918	64	16	model	model	NOUN
ajst-17918	64	17	on	on	ADP
ajst-17918	64	18	medical	medical	ADJ
ajst-17918	64	19	image	image	NOUN
ajst-17918	64	20	data	datum	NOUN
ajst-17918	64	21	.	.	PUNCT
ajst-17918	65	1	this	this	PRON
ajst-17918	65	2	may	may	AUX
ajst-17918	65	3	involve	involve	VERB
ajst-17918	65	4	adjusting	adjust	VERB
ajst-17918	65	5	the	the	DET
ajst-17918	65	6	network	network	NOUN
ajst-17918	65	7	structure	structure	NOUN
ajst-17918	65	8	,	,	PUNCT
ajst-17918	65	9	hyperparameter	hyperparameter	NOUN
ajst-17918	65	10	optimization	optimization	NOUN
ajst-17918	65	11	,	,	PUNCT
ajst-17918	65	12	and	and	CCONJ
ajst-17918	65	13	adopting	adopt	VERB
ajst-17918	65	14	techniques	technique	NOUN
ajst-17918	65	15	such	such	ADJ
ajst-17918	65	16	as	as	ADP
ajst-17918	65	17	data	data	NOUN
ajst-17918	65	18	enhancement	enhancement	NOUN
ajst-17918	65	19	.	.	PUNCT
ajst-17918	66	1	through	through	ADP
ajst-17918	66	2	model	model	NOUN
ajst-17918	66	3	validation	validation	NOUN
ajst-17918	66	4	the	the	DET
ajst-17918	66	5	trained	train	VERB
ajst-17918	66	6	model	model	NOUN
ajst-17918	66	7	is	be	AUX
ajst-17918	66	8	evaluated	evaluate	VERB
ajst-17918	66	9	and	and	CCONJ
ajst-17918	66	10	validated	validate	VERB
ajst-17918	66	11	using	use	VERB
ajst-17918	66	12	an	an	DET
ajst-17918	66	13	independent	independent	ADJ
ajst-17918	66	14	validation	validation	NOUN
ajst-17918	66	15	data	datum	NOUN
ajst-17918	66	16	set	set	VERB
ajst-17918	66	17	to	to	PART
ajst-17918	66	18	ensure	ensure	VERB
ajst-17918	66	19	the	the	DET
ajst-17918	66	20	generalization	generalization	NOUN
ajst-17918	66	21	ability	ability	NOUN
ajst-17918	66	22	and	and	CCONJ
ajst-17918	66	23	accuracy	accuracy	NOUN
ajst-17918	66	24	of	of	ADP
ajst-17918	66	25	the	the	DET
ajst-17918	66	26	model	model	NOUN
ajst-17918	66	27	.	.	PUNCT
ajst-17918	67	1	this	this	PRON
ajst-17918	67	2	can	can	AUX
ajst-17918	67	3	be	be	AUX
ajst-17918	67	4	achieved	achieve	VERB
ajst-17918	67	5	by	by	ADP
ajst-17918	67	6	calculating	calculate	VERB
ajst-17918	67	7	the	the	DET
ajst-17918	67	8	classification	classification	NOUN
ajst-17918	67	9	accuracy	accuracy	NOUN
ajst-17918	67	10	,	,	PUNCT
ajst-17918	67	11	recall	recall	NOUN
ajst-17918	67	12	rate	rate	NOUN
ajst-17918	67	13	,	,	PUNCT
ajst-17918	67	14	accuracy	accuracy	NOUN
ajst-17918	67	15	rate	rate	NOUN
ajst-17918	67	16	and	and	CCONJ
ajst-17918	67	17	other	other	ADJ
ajst-17918	67	18	indicators	indicator	NOUN
ajst-17918	67	19	of	of	ADP
ajst-17918	67	20	the	the	DET
ajst-17918	67	21	model	model	NOUN
ajst-17918	67	22	on	on	ADP
ajst-17918	67	23	the	the	DET
ajst-17918	67	24	verification	verification	NOUN
ajst-17918	67	25	set	set	NOUN
ajst-17918	67	26	.	.	PUNCT
ajst-17918	68	1	applied	apply	VERB
ajst-17918	68	2	to	to	ADP
ajst-17918	68	3	clinical	clinical	ADJ
ajst-17918	68	4	practice	practice	NOUN
ajst-17918	68	5	,	,	PUNCT
ajst-17918	68	6	the	the	DET
ajst-17918	68	7	trained	train	VERB
ajst-17918	68	8	alexnet	alexnet	ADJ
ajst-17918	68	9	model	model	NOUN
ajst-17918	68	10	is	be	AUX
ajst-17918	68	11	applied	apply	VERB
ajst-17918	68	12	to	to	ADP
ajst-17918	68	13	the	the	DET
ajst-17918	68	14	actual	actual	ADJ
ajst-17918	68	15	clinical	clinical	ADJ
ajst-17918	68	16	practice[10	practice[10	NOUN
ajst-17918	68	17	]	]	PUNCT
ajst-17918	68	18	.	.	PUNCT
ajst-17918	69	1	by	by	ADP
ajst-17918	69	2	inputting	inputte	VERB
ajst-17918	69	3	medical	medical	ADJ
ajst-17918	69	4	images	image	NOUN
ajst-17918	69	5	into	into	ADP
ajst-17918	69	6	the	the	DET
ajst-17918	69	7	model	model	NOUN
ajst-17918	69	8	,	,	PUNCT
ajst-17918	69	9	the	the	DET
ajst-17918	69	10	model	model	NOUN
ajst-17918	69	11	can	can	AUX
ajst-17918	69	12	automatically	automatically	ADV
ajst-17918	69	13	classify	classify	VERB
ajst-17918	69	14	,	,	PUNCT
ajst-17918	69	15	detect	detect	VERB
ajst-17918	69	16	and	and	CCONJ
ajst-17918	69	17	diagnose	diagnose	VERB
ajst-17918	69	18	the	the	DET
ajst-17918	69	19	images	image	NOUN
ajst-17918	69	20	,	,	PUNCT
ajst-17918	69	21	providing	provide	VERB
ajst-17918	69	22	auxiliary	auxiliary	ADJ
ajst-17918	69	23	decision	decision	NOUN
ajst-17918	69	24	making	making	NOUN
ajst-17918	69	25	and	and	CCONJ
ajst-17918	69	26	diagnostic	diagnostic	ADJ
ajst-17918	69	27	support	support	NOUN
ajst-17918	69	28	for	for	ADP
ajst-17918	69	29	doctors	doctor	NOUN
ajst-17918	69	30	.	.	PUNCT
ajst-17918	70	1	finally	finally	ADV
ajst-17918	70	2	,	,	PUNCT
ajst-17918	70	3	continuous	continuous	ADJ
ajst-17918	70	4	improvement	improvement	NOUN
ajst-17918	70	5	and	and	CCONJ
ajst-17918	70	6	update	update	NOUN
ajst-17918	70	7	,	,	PUNCT
ajst-17918	70	8	new	new	ADJ
ajst-17918	70	9	medical	medical	ADJ
ajst-17918	70	10	image	image	NOUN
ajst-17918	70	11	data	datum	NOUN
ajst-17918	70	12	is	be	AUX
ajst-17918	70	13	continuously	continuously	ADV
ajst-17918	70	14	collected	collect	VERB
ajst-17918	70	15	,	,	PUNCT
ajst-17918	70	16	and	and	CCONJ
ajst-17918	70	17	this	this	DET
ajst-17918	70	18	data	data	NOUN
ajst-17918	70	19	is	be	AUX
ajst-17918	70	20	used	use	VERB
ajst-17918	70	21	to	to	PART
ajst-17918	70	22	further	far	ADV
ajst-17918	70	23	train	train	VERB
ajst-17918	70	24	and	and	CCONJ
ajst-17918	70	25	improve	improve	VERB
ajst-17918	70	26	the	the	DET
ajst-17918	70	27	model	model	NOUN
ajst-17918	70	28	to	to	PART
ajst-17918	70	29	adapt	adapt	VERB
ajst-17918	70	30	to	to	ADP
ajst-17918	70	31	changing	change	VERB
ajst-17918	70	32	clinical	clinical	ADJ
ajst-17918	70	33	needs	need	NOUN
ajst-17918	70	34	and	and	CCONJ
ajst-17918	70	35	case	case	NOUN
ajst-17918	70	36	characteristics	characteristic	NOUN
ajst-17918	70	37	.	.	PUNCT
ajst-17918	71	1	in	in	ADP
ajst-17918	71	2	general	general	ADJ
ajst-17918	71	3	,	,	PUNCT
ajst-17918	71	4	the	the	DET
ajst-17918	71	5	use	use	NOUN
ajst-17918	71	6	of	of	ADP
ajst-17918	71	7	alexnet	alexnet	NOUN
ajst-17918	71	8	's	's	PART
ajst-17918	71	9	diagnostic	diagnostic	ADJ
ajst-17918	71	10	technology	technology	NOUN
ajst-17918	71	11	can	can	AUX
ajst-17918	71	12	help	help	VERB
ajst-17918	71	13	doctors	doctor	NOUN
ajst-17918	71	14	to	to	PART
ajst-17918	71	15	analyze	analyze	VERB
ajst-17918	71	16	and	and	CCONJ
ajst-17918	71	17	diagnose	diagnose	VERB
ajst-17918	71	18	medical	medical	ADJ
ajst-17918	71	19	images	image	NOUN
ajst-17918	71	20	more	more	ADV
ajst-17918	71	21	209	209	NUM
ajst-17918	71	22	quickly	quickly	ADV
ajst-17918	71	23	and	and	CCONJ
ajst-17918	71	24	accurately	accurately	ADV
ajst-17918	71	25	,	,	PUNCT
ajst-17918	71	26	improve	improve	VERB
ajst-17918	71	27	the	the	DET
ajst-17918	71	28	efficiency	efficiency	NOUN
ajst-17918	71	29	and	and	CCONJ
ajst-17918	71	30	quality	quality	NOUN
ajst-17918	71	31	of	of	ADP
ajst-17918	71	32	diagnosis	diagnosis	NOUN
ajst-17918	71	33	,	,	PUNCT
ajst-17918	71	34	and	and	CCONJ
ajst-17918	71	35	provide	provide	VERB
ajst-17918	71	36	better	well	ADJ
ajst-17918	71	37	medical	medical	ADJ
ajst-17918	71	38	services	service	NOUN
ajst-17918	71	39	to	to	ADP
ajst-17918	71	40	patients	patient	NOUN
ajst-17918	71	41	.	.	PUNCT
ajst-17918	72	1	3	3	X
ajst-17918	72	2	.	.	X
ajst-17918	72	3	challenges	challenge	NOUN
ajst-17918	72	4	and	and	CCONJ
ajst-17918	72	5	limitations	limitation	NOUN
ajst-17918	72	6	although	although	SCONJ
ajst-17918	72	7	the	the	DET
ajst-17918	72	8	clinical	clinical	ADJ
ajst-17918	72	9	medical	medical	ADJ
ajst-17918	72	10	detection	detection	NOUN
ajst-17918	72	11	and	and	CCONJ
ajst-17918	72	12	diagnosis	diagnosis	NOUN
ajst-17918	72	13	technology	technology	NOUN
ajst-17918	72	14	based	base	VERB
ajst-17918	72	15	on	on	ADP
ajst-17918	72	16	alexnet	alexnet	ADJ
ajst-17918	72	17	network	network	NOUN
ajst-17918	72	18	model	model	NOUN
ajst-17918	72	19	has	have	AUX
ajst-17918	72	20	made	make	VERB
ajst-17918	72	21	remarkable	remarkable	ADJ
ajst-17918	72	22	progress	progress	NOUN
ajst-17918	72	23	,	,	PUNCT
ajst-17918	72	24	it	it	PRON
ajst-17918	72	25	still	still	ADV
ajst-17918	72	26	faces	face	VERB
ajst-17918	72	27	some	some	DET
ajst-17918	72	28	challenges	challenge	NOUN
ajst-17918	72	29	and	and	CCONJ
ajst-17918	72	30	limitations	limitation	NOUN
ajst-17918	72	31	.	.	PUNCT
ajst-17918	73	1	when	when	SCONJ
ajst-17918	73	2	it	it	PRON
ajst-17918	73	3	comes	come	VERB
ajst-17918	73	4	to	to	ADP
ajst-17918	73	5	data	datum	NOUN
ajst-17918	73	6	quality	quality	NOUN
ajst-17918	73	7	,	,	PUNCT
ajst-17918	73	8	the	the	DET
ajst-17918	73	9	acquisition	acquisition	NOUN
ajst-17918	73	10	and	and	CCONJ
ajst-17918	73	11	labeling	labeling	NOUN
ajst-17918	73	12	of	of	ADP
ajst-17918	73	13	medical	medical	ADJ
ajst-17918	73	14	images	image	NOUN
ajst-17918	73	15	is	be	AUX
ajst-17918	73	16	a	a	DET
ajst-17918	73	17	complex	complex	ADJ
ajst-17918	73	18	and	and	CCONJ
ajst-17918	73	19	time	time	NOUN
ajst-17918	73	20	-	-	PUNCT
ajst-17918	73	21	consuming	consume	VERB
ajst-17918	73	22	task	task	NOUN
ajst-17918	73	23	.	.	PUNCT
ajst-17918	74	1	because	because	SCONJ
ajst-17918	74	2	data	datum	NOUN
ajst-17918	74	3	annotation	annotation	NOUN
ajst-17918	74	4	requires	require	VERB
ajst-17918	74	5	a	a	DET
ajst-17918	74	6	lot	lot	NOUN
ajst-17918	74	7	of	of	ADP
ajst-17918	74	8	manpower	manpower	NOUN
ajst-17918	74	9	,	,	PUNCT
ajst-17918	74	10	material	material	NOUN
ajst-17918	74	11	resources	resource	NOUN
ajst-17918	74	12	and	and	CCONJ
ajst-17918	74	13	time	time	NOUN
ajst-17918	74	14	,	,	PUNCT
ajst-17918	74	15	it	it	PRON
ajst-17918	74	16	is	be	AUX
ajst-17918	74	17	difficult	difficult	ADJ
ajst-17918	74	18	to	to	PART
ajst-17918	74	19	obtain	obtain	VERB
ajst-17918	74	20	large	large	ADJ
ajst-17918	74	21	-	-	PUNCT
ajst-17918	74	22	scale	scale	NOUN
ajst-17918	74	23	and	and	CCONJ
ajst-17918	74	24	high	high	ADJ
ajst-17918	74	25	-	-	PUNCT
ajst-17918	74	26	texture	texture	NOUN
ajst-17918	74	27	annotation	annotation	NOUN
ajst-17918	74	28	data	datum	NOUN
ajst-17918	74	29	sets	set	NOUN
ajst-17918	74	30	.	.	PUNCT
ajst-17918	75	1	this	this	PRON
ajst-17918	75	2	may	may	AUX
ajst-17918	75	3	limit	limit	VERB
ajst-17918	75	4	the	the	DET
ajst-17918	75	5	generalization	generalization	NOUN
ajst-17918	75	6	ability	ability	NOUN
ajst-17918	75	7	of	of	ADP
ajst-17918	75	8	the	the	DET
ajst-17918	75	9	model	model	NOUN
ajst-17918	75	10	and	and	CCONJ
ajst-17918	75	11	affect	affect	VERB
ajst-17918	75	12	the	the	DET
ajst-17918	75	13	accuracy	accuracy	NOUN
ajst-17918	75	14	of	of	ADP
ajst-17918	75	15	diagnosis	diagnosis	NOUN
ajst-17918	75	16	.	.	PUNCT
ajst-17918	76	1	there	there	PRON
ajst-17918	76	2	are	be	VERB
ajst-17918	76	3	also	also	ADV
ajst-17918	76	4	limitations	limitation	NOUN
ajst-17918	76	5	in	in	ADP
ajst-17918	76	6	computing	compute	VERB
ajst-17918	76	7	resources	resource	NOUN
ajst-17918	76	8	,	,	PUNCT
ajst-17918	76	9	alexnet	alexnet	NOUN
ajst-17918	76	10	is	be	AUX
ajst-17918	76	11	a	a	DET
ajst-17918	76	12	deep	deep	ADJ
ajst-17918	76	13	neural	neural	ADJ
ajst-17918	76	14	network	network	NOUN
ajst-17918	76	15	that	that	PRON
ajst-17918	76	16	requires	require	VERB
ajst-17918	76	17	a	a	DET
ajst-17918	76	18	lot	lot	NOUN
ajst-17918	76	19	of	of	ADP
ajst-17918	76	20	computing	compute	VERB
ajst-17918	76	21	resources	resource	NOUN
ajst-17918	76	22	for	for	ADP
ajst-17918	76	23	training	training	NOUN
ajst-17918	76	24	and	and	CCONJ
ajst-17918	76	25	reasoning	reasoning	NOUN
ajst-17918	76	26	.	.	PUNCT
ajst-17918	77	1	for	for	ADP
ajst-17918	77	2	many	many	ADJ
ajst-17918	77	3	healthcare	healthcare	NOUN
ajst-17918	77	4	organizations	organization	NOUN
ajst-17918	77	5	,	,	PUNCT
ajst-17918	77	6	having	have	VERB
ajst-17918	77	7	high	high	ADJ
ajst-17918	77	8	-	-	PUNCT
ajst-17918	77	9	performance	performance	NOUN
ajst-17918	77	10	computing	computing	NOUN
ajst-17918	77	11	equipment	equipment	NOUN
ajst-17918	77	12	and	and	CCONJ
ajst-17918	77	13	a	a	DET
ajst-17918	77	14	dedicated	dedicated	ADJ
ajst-17918	77	15	team	team	NOUN
ajst-17918	77	16	of	of	ADP
ajst-17918	77	17	data	datum	NOUN
ajst-17918	77	18	scientists	scientist	NOUN
ajst-17918	77	19	to	to	PART
ajst-17918	77	20	train	train	VERB
ajst-17918	77	21	and	and	CCONJ
ajst-17918	77	22	deploy	deploy	VERB
ajst-17918	77	23	deep	deep	ADJ
ajst-17918	77	24	learning	learning	NOUN
ajst-17918	77	25	models	model	NOUN
ajst-17918	77	26	is	be	AUX
ajst-17918	77	27	a	a	DET
ajst-17918	77	28	challenge[11	challenge[11	NOUN
ajst-17918	77	29	]	]	X
ajst-17918	77	30	.	.	PUNCT
ajst-17918	78	1	privacy	privacy	NOUN
ajst-17918	78	2	and	and	CCONJ
ajst-17918	78	3	security	security	NOUN
ajst-17918	78	4	the	the	DET
ajst-17918	78	5	privacy	privacy	NOUN
ajst-17918	78	6	and	and	CCONJ
ajst-17918	78	7	security	security	NOUN
ajst-17918	78	8	of	of	ADP
ajst-17918	78	9	medical	medical	ADJ
ajst-17918	78	10	data	datum	NOUN
ajst-17918	78	11	is	be	AUX
ajst-17918	78	12	of	of	ADP
ajst-17918	78	13	paramount	paramount	ADJ
ajst-17918	78	14	importance	importance	NOUN
ajst-17918	78	15	.	.	PUNCT
ajst-17918	79	1	when	when	SCONJ
ajst-17918	79	2	using	use	VERB
ajst-17918	79	3	deep	deep	ADJ
ajst-17918	79	4	learning	learning	NOUN
ajst-17918	79	5	models	model	NOUN
ajst-17918	79	6	for	for	ADP
ajst-17918	79	7	medical	medical	ADJ
ajst-17918	79	8	detection	detection	NOUN
ajst-17918	79	9	and	and	CCONJ
ajst-17918	79	10	diagnosis	diagnosis	NOUN
ajst-17918	79	11	,	,	PUNCT
ajst-17918	79	12	data	datum	NOUN
ajst-17918	79	13	needs	need	VERB
ajst-17918	79	14	to	to	PART
ajst-17918	79	15	be	be	AUX
ajst-17918	79	16	used	use	VERB
ajst-17918	79	17	and	and	CCONJ
ajst-17918	79	18	analyzed	analyze	VERB
ajst-17918	79	19	under	under	ADP
ajst-17918	79	20	the	the	DET
ajst-17918	79	21	premise	premise	NOUN
ajst-17918	79	22	of	of	ADP
ajst-17918	79	23	data	datum	NOUN
ajst-17918	79	24	security	security	NOUN
ajst-17918	79	25	and	and	CCONJ
ajst-17918	79	26	privacy	privacy	NOUN
ajst-17918	79	27	protection	protection	NOUN
ajst-17918	79	28	.	.	PUNCT
ajst-17918	80	1	this	this	PRON
ajst-17918	80	2	requires	require	VERB
ajst-17918	80	3	a	a	DET
ajst-17918	80	4	series	series	NOUN
ajst-17918	80	5	of	of	ADP
ajst-17918	80	6	security	security	NOUN
ajst-17918	80	7	measures	measure	NOUN
ajst-17918	80	8	and	and	CCONJ
ajst-17918	80	9	technical	technical	ADJ
ajst-17918	80	10	means	mean	NOUN
ajst-17918	80	11	to	to	PART
ajst-17918	80	12	protect	protect	VERB
ajst-17918	80	13	the	the	DET
ajst-17918	80	14	data	datum	NOUN
ajst-17918	80	15	from	from	ADP
ajst-17918	80	16	being	be	AUX
ajst-17918	80	17	leaked	leak	VERB
ajst-17918	80	18	or	or	CCONJ
ajst-17918	80	19	misused	misuse	VERB
ajst-17918	80	20	.	.	PUNCT
ajst-17918	81	1	deep	deep	ADJ
ajst-17918	81	2	learning	learning	NOUN
ajst-17918	81	3	models	model	NOUN
ajst-17918	81	4	are	be	AUX
ajst-17918	81	5	often	often	ADV
ajst-17918	81	6	considered	consider	VERB
ajst-17918	81	7	to	to	PART
ajst-17918	81	8	be	be	AUX
ajst-17918	81	9	"	"	PUNCT
ajst-17918	81	10	black	black	ADJ
ajst-17918	81	11	box	box	NOUN
ajst-17918	81	12	"	"	PUNCT
ajst-17918	81	13	models	model	NOUN
ajst-17918	81	14	,	,	PUNCT
ajst-17918	81	15	whose	whose	DET
ajst-17918	81	16	decision	decision	NOUN
ajst-17918	81	17	-	-	PUNCT
ajst-17918	81	18	making	make	VERB
ajst-17918	81	19	processes	process	NOUN
ajst-17918	81	20	are	be	AUX
ajst-17918	81	21	difficult	difficult	ADJ
ajst-17918	81	22	to	to	PART
ajst-17918	81	23	explain	explain	VERB
ajst-17918	81	24	.	.	PUNCT
ajst-17918	82	1	in	in	ADP
ajst-17918	82	2	the	the	DET
ajst-17918	82	3	medical	medical	ADJ
ajst-17918	82	4	field	field	NOUN
ajst-17918	82	5	,	,	PUNCT
ajst-17918	82	6	interpretability	interpretability	NOUN
ajst-17918	82	7	is	be	AUX
ajst-17918	82	8	critical	critical	ADJ
ajst-17918	82	9	for	for	SCONJ
ajst-17918	82	10	doctors	doctor	NOUN
ajst-17918	82	11	to	to	PART
ajst-17918	82	12	understand	understand	VERB
ajst-17918	82	13	and	and	CCONJ
ajst-17918	82	14	trust	trust	VERB
ajst-17918	82	15	the	the	DET
ajst-17918	82	16	model	model	NOUN
ajst-17918	82	17	's	's	PART
ajst-17918	82	18	diagnostic	diagnostic	ADJ
ajst-17918	82	19	findings	finding	NOUN
ajst-17918	82	20	.	.	PUNCT
ajst-17918	83	1	at	at	ADP
ajst-17918	83	2	present	present	ADJ
ajst-17918	83	3	,	,	PUNCT
ajst-17918	83	4	how	how	SCONJ
ajst-17918	83	5	to	to	PART
ajst-17918	83	6	improve	improve	VERB
ajst-17918	83	7	the	the	DET
ajst-17918	83	8	interpretability	interpretability	NOUN
ajst-17918	83	9	of	of	ADP
ajst-17918	83	10	deep	deep	ADJ
ajst-17918	83	11	learning	learning	NOUN
ajst-17918	83	12	models	model	NOUN
ajst-17918	83	13	is	be	AUX
ajst-17918	83	14	an	an	DET
ajst-17918	83	15	important	important	ADJ
ajst-17918	83	16	research	research	NOUN
ajst-17918	83	17	direction	direction	NOUN
ajst-17918	83	18	in	in	ADP
ajst-17918	83	19	this	this	DET
ajst-17918	83	20	field	field	NOUN
ajst-17918	83	21	.	.	PUNCT
ajst-17918	84	1	at	at	ADP
ajst-17918	84	2	present	present	ADJ
ajst-17918	84	3	,	,	PUNCT
ajst-17918	84	4	there	there	PRON
ajst-17918	84	5	is	be	VERB
ajst-17918	84	6	no	no	DET
ajst-17918	84	7	unified	unified	ADJ
ajst-17918	84	8	standard	standard	NOUN
ajst-17918	84	9	and	and	CCONJ
ajst-17918	84	10	specification	specification	NOUN
ajst-17918	84	11	for	for	ADP
ajst-17918	84	12	clinical	clinical	ADJ
ajst-17918	84	13	medical	medical	ADJ
ajst-17918	84	14	detection	detection	NOUN
ajst-17918	84	15	and	and	CCONJ
ajst-17918	84	16	diagnosis	diagnosis	NOUN
ajst-17918	84	17	technology	technology	NOUN
ajst-17918	84	18	based	base	VERB
ajst-17918	84	19	on	on	ADP
ajst-17918	84	20	deep	deep	ADJ
ajst-17918	84	21	learning	learning	NOUN
ajst-17918	84	22	,	,	PUNCT
ajst-17918	84	23	and	and	CCONJ
ajst-17918	84	24	there	there	PRON
ajst-17918	84	25	is	be	VERB
ajst-17918	84	26	also	also	ADV
ajst-17918	84	27	a	a	DET
ajst-17918	84	28	lack	lack	NOUN
ajst-17918	84	29	of	of	ADP
ajst-17918	84	30	relevant	relevant	ADJ
ajst-17918	84	31	regulatory	regulatory	ADJ
ajst-17918	84	32	policies	policy	NOUN
ajst-17918	84	33	and	and	CCONJ
ajst-17918	84	34	regulations	regulation	NOUN
ajst-17918	84	35	.	.	PUNCT
ajst-17918	85	1	this	this	PRON
ajst-17918	85	2	can	can	AUX
ajst-17918	85	3	lead	lead	VERB
ajst-17918	85	4	to	to	ADP
ajst-17918	85	5	incompatibilities	incompatibility	NOUN
ajst-17918	85	6	and	and	CCONJ
ajst-17918	85	7	inconsistencies	inconsistency	NOUN
ajst-17918	85	8	between	between	ADP
ajst-17918	85	9	different	different	ADJ
ajst-17918	85	10	systems	system	NOUN
ajst-17918	85	11	,	,	PUNCT
ajst-17918	85	12	affecting	affect	VERB
ajst-17918	85	13	the	the	DET
ajst-17918	85	14	wide	wide	ADJ
ajst-17918	85	15	application	application	NOUN
ajst-17918	85	16	and	and	CCONJ
ajst-17918	85	17	promotion	promotion	NOUN
ajst-17918	85	18	of	of	ADP
ajst-17918	85	19	the	the	DET
ajst-17918	85	20	technology	technology	NOUN
ajst-17918	85	21	.	.	PUNCT
ajst-17918	86	1	although	although	SCONJ
ajst-17918	86	2	deep	deep	ADJ
ajst-17918	86	3	learning	learning	NOUN
ajst-17918	86	4	has	have	AUX
ajst-17918	86	5	achieved	achieve	VERB
ajst-17918	86	6	remarkable	remarkable	ADJ
ajst-17918	86	7	results	result	NOUN
ajst-17918	86	8	in	in	ADP
ajst-17918	86	9	medical	medical	ADJ
ajst-17918	86	10	image	image	NOUN
ajst-17918	86	11	analysis	analysis	NOUN
ajst-17918	86	12	,	,	PUNCT
ajst-17918	86	13	there	there	PRON
ajst-17918	86	14	are	be	VERB
ajst-17918	86	15	still	still	ADV
ajst-17918	86	16	difficulties	difficulty	NOUN
ajst-17918	86	17	in	in	ADP
ajst-17918	86	18	the	the	DET
ajst-17918	86	19	diagnosis	diagnosis	NOUN
ajst-17918	86	20	of	of	ADP
ajst-17918	86	21	some	some	DET
ajst-17918	86	22	complex	complex	ADJ
ajst-17918	86	23	cases	case	NOUN
ajst-17918	86	24	and	and	CCONJ
ajst-17918	86	25	lesion	lesion	NOUN
ajst-17918	86	26	types	type	NOUN
ajst-17918	86	27	.	.	PUNCT
ajst-17918	87	1	in	in	ADP
ajst-17918	87	2	addition	addition	NOUN
ajst-17918	87	3	,	,	PUNCT
ajst-17918	87	4	deep	deep	ADJ
ajst-17918	87	5	learning	learning	NOUN
ajst-17918	87	6	models	model	NOUN
ajst-17918	87	7	have	have	VERB
ajst-17918	87	8	high	high	ADJ
ajst-17918	87	9	requirements	requirement	NOUN
ajst-17918	87	10	for	for	ADP
ajst-17918	87	11	image	image	NOUN
ajst-17918	87	12	size	size	NOUN
ajst-17918	87	13	,	,	PUNCT
ajst-17918	87	14	resolution	resolution	NOUN
ajst-17918	87	15	and	and	CCONJ
ajst-17918	87	16	quality	quality	NOUN
ajst-17918	87	17	,	,	PUNCT
ajst-17918	87	18	which	which	PRON
ajst-17918	87	19	limits	limit	VERB
ajst-17918	87	20	their	their	PRON
ajst-17918	87	21	application	application	NOUN
ajst-17918	87	22	on	on	ADP
ajst-17918	87	23	some	some	DET
ajst-17918	87	24	low	low	ADJ
ajst-17918	87	25	-	-	PUNCT
ajst-17918	87	26	quality	quality	NOUN
ajst-17918	87	27	images[12	images[12	PROPN
ajst-17918	87	28	-	-	PUNCT
ajst-17918	87	29	14	14	NUM
ajst-17918	87	30	]	]	PUNCT
ajst-17918	87	31	.	.	PUNCT
ajst-17918	88	1	crossvalidation	crossvalidation	NOUN
ajst-17918	88	2	and	and	CCONJ
ajst-17918	88	3	transfer	transfer	NOUN
ajst-17918	88	4	learning	learning	NOUN
ajst-17918	88	5	,	,	PUNCT
ajst-17918	88	6	different	different	ADJ
ajst-17918	88	7	medical	medical	ADJ
ajst-17918	88	8	institutions	institution	NOUN
ajst-17918	88	9	and	and	CCONJ
ajst-17918	88	10	data	datum	NOUN
ajst-17918	88	11	sets	set	NOUN
ajst-17918	88	12	may	may	AUX
ajst-17918	88	13	be	be	AUX
ajst-17918	88	14	different	different	ADJ
ajst-17918	88	15	,	,	PUNCT
ajst-17918	88	16	how	how	SCONJ
ajst-17918	88	17	to	to	PART
ajst-17918	88	18	use	use	VERB
ajst-17918	88	19	different	different	ADJ
ajst-17918	88	20	data	datum	NOUN
ajst-17918	88	21	sets	set	NOUN
ajst-17918	88	22	for	for	ADP
ajst-17918	88	23	cross	cross	ADJ
ajst-17918	88	24	-	-	ADJ
ajst-17918	88	25	validation	validation	NOUN
ajst-17918	88	26	while	while	SCONJ
ajst-17918	88	27	ensuring	ensure	VERB
ajst-17918	88	28	the	the	DET
ajst-17918	88	29	generalization	generalization	NOUN
ajst-17918	88	30	ability	ability	NOUN
ajst-17918	88	31	of	of	ADP
ajst-17918	88	32	the	the	DET
ajst-17918	88	33	model	model	NOUN
ajst-17918	88	34	is	be	AUX
ajst-17918	88	35	a	a	DET
ajst-17918	88	36	challenge	challenge	NOUN
ajst-17918	88	37	.	.	PUNCT
ajst-17918	89	1	in	in	ADP
ajst-17918	89	2	addition	addition	NOUN
ajst-17918	89	3	,	,	PUNCT
ajst-17918	89	4	in	in	ADP
ajst-17918	89	5	order	order	NOUN
ajst-17918	89	6	to	to	PART
ajst-17918	89	7	adapt	adapt	VERB
ajst-17918	89	8	to	to	ADP
ajst-17918	89	9	different	different	ADJ
ajst-17918	89	10	data	datum	NOUN
ajst-17918	89	11	sets	set	NOUN
ajst-17918	89	12	and	and	CCONJ
ajst-17918	89	13	tasks	task	NOUN
ajst-17918	89	14	,	,	PUNCT
ajst-17918	89	15	transfer	transfer	NOUN
ajst-17918	89	16	learning	learning	NOUN
ajst-17918	89	17	is	be	AUX
ajst-17918	89	18	an	an	DET
ajst-17918	89	19	effective	effective	ADJ
ajst-17918	89	20	solution	solution	NOUN
ajst-17918	89	21	,	,	PUNCT
ajst-17918	89	22	but	but	CCONJ
ajst-17918	89	23	how	how	SCONJ
ajst-17918	89	24	to	to	PART
ajst-17918	89	25	choose	choose	VERB
ajst-17918	89	26	the	the	DET
ajst-17918	89	27	appropriate	appropriate	ADJ
ajst-17918	89	28	pre	pre	ADJ
ajst-17918	89	29	-	-	ADJ
ajst-17918	89	30	trained	train	VERB
ajst-17918	89	31	model	model	NOUN
ajst-17918	89	32	and	and	CCONJ
ajst-17918	89	33	transfer	transfer	NOUN
ajst-17918	89	34	strategy	strategy	NOUN
ajst-17918	89	35	remains	remain	VERB
ajst-17918	89	36	to	to	PART
ajst-17918	89	37	be	be	AUX
ajst-17918	89	38	discussed	discuss	VERB
ajst-17918	89	39	.	.	PUNCT
ajst-17918	90	1	these	these	DET
ajst-17918	90	2	challenges	challenge	NOUN
ajst-17918	90	3	and	and	CCONJ
ajst-17918	90	4	limitations	limitation	NOUN
ajst-17918	90	5	can	can	AUX
ajst-17918	90	6	be	be	AUX
ajst-17918	90	7	overcome	overcome	VERB
ajst-17918	90	8	in	in	ADP
ajst-17918	90	9	a	a	DET
ajst-17918	90	10	variety	variety	NOUN
ajst-17918	90	11	of	of	ADP
ajst-17918	90	12	ways	way	NOUN
ajst-17918	90	13	.	.	PUNCT
ajst-17918	91	1	first	first	ADV
ajst-17918	91	2	of	of	ADP
ajst-17918	91	3	all	all	PRON
ajst-17918	91	4	,	,	PUNCT
ajst-17918	91	5	in	in	ADP
ajst-17918	91	6	order	order	NOUN
ajst-17918	91	7	to	to	PART
ajst-17918	91	8	improve	improve	VERB
ajst-17918	91	9	the	the	DET
ajst-17918	91	10	generalization	generalization	NOUN
ajst-17918	91	11	ability	ability	NOUN
ajst-17918	91	12	of	of	ADP
ajst-17918	91	13	the	the	DET
ajst-17918	91	14	model	model	NOUN
ajst-17918	91	15	,	,	PUNCT
ajst-17918	91	16	a	a	DET
ajst-17918	91	17	larger	large	ADJ
ajst-17918	91	18	scale	scale	NOUN
ajst-17918	91	19	of	of	ADP
ajst-17918	91	20	annotated	annotate	VERB
ajst-17918	91	21	data	data	NOUN
ajst-17918	91	22	sets	set	NOUN
ajst-17918	91	23	can	can	AUX
ajst-17918	91	24	be	be	AUX
ajst-17918	91	25	collected	collect	VERB
ajst-17918	91	26	and	and	CCONJ
ajst-17918	91	27	strategies	strategy	NOUN
ajst-17918	91	28	such	such	ADJ
ajst-17918	91	29	as	as	ADP
ajst-17918	91	30	semisupervised	semisupervise	VERB
ajst-17918	91	31	learning	learning	NOUN
ajst-17918	91	32	and	and	CCONJ
ajst-17918	91	33	self	self	NOUN
ajst-17918	91	34	-	-	PUNCT
ajst-17918	91	35	supervised	supervise	VERB
ajst-17918	91	36	learning	learning	NOUN
ajst-17918	91	37	can	can	AUX
ajst-17918	91	38	be	be	AUX
ajst-17918	91	39	adopted	adopt	VERB
ajst-17918	91	40	to	to	PART
ajst-17918	91	41	reduce	reduce	VERB
ajst-17918	91	42	the	the	DET
ajst-17918	91	43	dependence	dependence	NOUN
ajst-17918	91	44	on	on	ADP
ajst-17918	91	45	large	large	ADJ
ajst-17918	91	46	amounts	amount	NOUN
ajst-17918	91	47	of	of	ADP
ajst-17918	91	48	annotated	annotate	VERB
ajst-17918	91	49	data	datum	NOUN
ajst-17918	91	50	.	.	PUNCT
ajst-17918	92	1	second	second	ADJ
ajst-17918	92	2	,	,	PUNCT
ajst-17918	92	3	medical	medical	ADJ
ajst-17918	92	4	institutions	institution	NOUN
ajst-17918	92	5	can	can	AUX
ajst-17918	92	6	work	work	VERB
ajst-17918	92	7	with	with	ADP
ajst-17918	92	8	professional	professional	ADJ
ajst-17918	92	9	technical	technical	ADJ
ajst-17918	92	10	teams	team	NOUN
ajst-17918	92	11	to	to	PART
ajst-17918	92	12	use	use	VERB
ajst-17918	92	13	cloud	cloud	NOUN
ajst-17918	92	14	computing	compute	VERB
ajst-17918	92	15	resources	resource	NOUN
ajst-17918	92	16	for	for	ADP
ajst-17918	92	17	model	model	NOUN
ajst-17918	92	18	training	training	NOUN
ajst-17918	92	19	and	and	CCONJ
ajst-17918	92	20	reasoning	reasoning	NOUN
ajst-17918	92	21	to	to	PART
ajst-17918	92	22	solve	solve	VERB
ajst-17918	92	23	the	the	DET
ajst-17918	92	24	problem	problem	NOUN
ajst-17918	92	25	of	of	ADP
ajst-17918	92	26	computing	compute	VERB
ajst-17918	92	27	resource	resource	NOUN
ajst-17918	92	28	limitations	limitation	NOUN
ajst-17918	92	29	.	.	PUNCT
ajst-17918	93	1	at	at	ADP
ajst-17918	93	2	the	the	DET
ajst-17918	93	3	same	same	ADJ
ajst-17918	93	4	time	time	NOUN
ajst-17918	93	5	,	,	PUNCT
ajst-17918	93	6	measures	measure	NOUN
ajst-17918	93	7	to	to	PART
ajst-17918	93	8	strengthen	strengthen	VERB
ajst-17918	93	9	data	datum	NOUN
ajst-17918	93	10	security	security	NOUN
ajst-17918	93	11	and	and	CCONJ
ajst-17918	93	12	privacy	privacy	NOUN
ajst-17918	93	13	protection	protection	NOUN
ajst-17918	93	14	are	be	AUX
ajst-17918	93	15	essential[14	essential[14	PROPN
ajst-17918	93	16	-	-	PUNCT
ajst-17918	93	17	17	17	NUM
ajst-17918	93	18	]	]	PUNCT
ajst-17918	93	19	.	.	PUNCT
ajst-17918	94	1	in	in	ADP
ajst-17918	94	2	addition	addition	NOUN
ajst-17918	94	3	,	,	PUNCT
ajst-17918	94	4	studying	study	VERB
ajst-17918	94	5	interpretable	interpretable	ADJ
ajst-17918	94	6	deep	deep	ADJ
ajst-17918	94	7	learning	learning	NOUN
ajst-17918	94	8	models	model	NOUN
ajst-17918	94	9	and	and	CCONJ
ajst-17918	94	10	methods	method	NOUN
ajst-17918	94	11	can	can	AUX
ajst-17918	94	12	help	help	VERB
ajst-17918	94	13	doctors	doctor	NOUN
ajst-17918	94	14	better	well	ADV
ajst-17918	94	15	understand	understand	VERB
ajst-17918	94	16	the	the	DET
ajst-17918	94	17	model	model	NOUN
ajst-17918	94	18	's	's	PART
ajst-17918	94	19	decision	decision	NOUN
ajst-17918	94	20	-	-	PUNCT
ajst-17918	94	21	making	make	VERB
ajst-17918	94	22	process	process	NOUN
ajst-17918	94	23	.	.	PUNCT
ajst-17918	95	1	standardization	standardization	NOUN
ajst-17918	95	2	and	and	CCONJ
ajst-17918	95	3	regulatory	regulatory	ADJ
ajst-17918	95	4	policy	policy	NOUN
ajst-17918	95	5	development	development	NOUN
ajst-17918	95	6	are	be	AUX
ajst-17918	95	7	also	also	ADV
ajst-17918	95	8	important	important	ADJ
ajst-17918	95	9	links	link	NOUN
ajst-17918	95	10	to	to	PART
ajst-17918	95	11	promote	promote	VERB
ajst-17918	95	12	the	the	DET
ajst-17918	95	13	wide	wide	ADJ
ajst-17918	95	14	application	application	NOUN
ajst-17918	95	15	of	of	ADP
ajst-17918	95	16	the	the	DET
ajst-17918	95	17	technology[18	technology[18	NOUN
ajst-17918	95	18	]	]	PUNCT
ajst-17918	95	19	.	.	PUNCT
ajst-17918	96	1	finally	finally	ADV
ajst-17918	96	2	,	,	PUNCT
ajst-17918	96	3	combining	combine	VERB
ajst-17918	96	4	other	other	ADJ
ajst-17918	96	5	medical	medical	ADJ
ajst-17918	96	6	image	image	NOUN
ajst-17918	96	7	analysis	analysis	NOUN
ajst-17918	96	8	techniques	technique	NOUN
ajst-17918	96	9	,	,	PUNCT
ajst-17918	96	10	traditional	traditional	ADJ
ajst-17918	96	11	medical	medical	ADJ
ajst-17918	96	12	methods	method	NOUN
ajst-17918	96	13	,	,	PUNCT
ajst-17918	96	14	and	and	CCONJ
ajst-17918	96	15	deep	deep	ADJ
ajst-17918	96	16	learning	learning	NOUN
ajst-17918	96	17	models	model	NOUN
ajst-17918	96	18	can	can	AUX
ajst-17918	96	19	more	more	ADV
ajst-17918	96	20	fully	fully	ADV
ajst-17918	96	21	reveal	reveal	VERB
ajst-17918	96	22	disease	disease	NOUN
ajst-17918	96	23	characteristics	characteristic	NOUN
ajst-17918	96	24	and	and	CCONJ
ajst-17918	96	25	treatment	treatment	NOUN
ajst-17918	96	26	options	option	NOUN
ajst-17918	96	27	.	.	PUNCT
ajst-17918	97	1	4	4	X
ajst-17918	97	2	.	.	X
ajst-17918	97	3	future	future	ADJ
ajst-17918	97	4	directions	direction	NOUN
ajst-17918	97	5	the	the	DET
ajst-17918	97	6	first	first	ADJ
ajst-17918	97	7	is	be	AUX
ajst-17918	97	8	more	more	ADV
ajst-17918	97	9	efficient	efficient	ADJ
ajst-17918	97	10	data	datum	NOUN
ajst-17918	97	11	processing	processing	NOUN
ajst-17918	97	12	and	and	CCONJ
ajst-17918	97	13	analysis	analysis	NOUN
ajst-17918	97	14	,	,	PUNCT
ajst-17918	97	15	and	and	CCONJ
ajst-17918	97	16	with	with	ADP
ajst-17918	97	17	the	the	DET
ajst-17918	97	18	rapid	rapid	ADJ
ajst-17918	97	19	growth	growth	NOUN
ajst-17918	97	20	of	of	ADP
ajst-17918	97	21	medical	medical	ADJ
ajst-17918	97	22	data	datum	NOUN
ajst-17918	97	23	,	,	PUNCT
ajst-17918	97	24	how	how	SCONJ
ajst-17918	97	25	to	to	PART
ajst-17918	97	26	process	process	VERB
ajst-17918	97	27	and	and	CCONJ
ajst-17918	97	28	analyze	analyze	VERB
ajst-17918	97	29	this	this	DET
ajst-17918	97	30	data	datum	NOUN
ajst-17918	97	31	efficiently	efficiently	ADV
ajst-17918	97	32	becomes	become	VERB
ajst-17918	97	33	critical	critical	ADJ
ajst-17918	97	34	.	.	PUNCT
ajst-17918	98	1	in	in	ADP
ajst-17918	98	2	the	the	DET
ajst-17918	98	3	future	future	NOUN
ajst-17918	98	4	,	,	PUNCT
ajst-17918	98	5	medical	medical	ADJ
ajst-17918	98	6	diagnosis	diagnosis	NOUN
ajst-17918	98	7	technologies	technology	NOUN
ajst-17918	98	8	based	base	VERB
ajst-17918	98	9	on	on	ADP
ajst-17918	98	10	deep	deep	ADJ
ajst-17918	98	11	learning	learning	NOUN
ajst-17918	98	12	may	may	AUX
ajst-17918	98	13	pay	pay	VERB
ajst-17918	98	14	more	more	ADJ
ajst-17918	98	15	attention	attention	NOUN
ajst-17918	98	16	to	to	ADP
ajst-17918	98	17	the	the	DET
ajst-17918	98	18	optimization	optimization	NOUN
ajst-17918	98	19	of	of	ADP
ajst-17918	98	20	data	datum	NOUN
ajst-17918	98	21	processing	processing	NOUN
ajst-17918	98	22	processes	process	NOUN
ajst-17918	98	23	to	to	PART
ajst-17918	98	24	improve	improve	VERB
ajst-17918	98	25	the	the	DET
ajst-17918	98	26	training	training	NOUN
ajst-17918	98	27	efficiency	efficiency	NOUN
ajst-17918	98	28	and	and	CCONJ
ajst-17918	98	29	accuracy	accuracy	NOUN
ajst-17918	98	30	of	of	ADP
ajst-17918	98	31	models	model	NOUN
ajst-17918	98	32	.	.	PUNCT
ajst-17918	99	1	because	because	SCONJ
ajst-17918	99	2	of	of	ADP
ajst-17918	99	3	the	the	DET
ajst-17918	99	4	special	special	ADJ
ajst-17918	99	5	nature	nature	NOUN
ajst-17918	99	6	of	of	ADP
ajst-17918	99	7	the	the	DET
ajst-17918	99	8	medical	medical	ADJ
ajst-17918	99	9	field	field	NOUN
ajst-17918	99	10	,	,	PUNCT
ajst-17918	99	11	doctors	doctor	NOUN
ajst-17918	99	12	need	need	VERB
ajst-17918	99	13	to	to	PART
ajst-17918	99	14	be	be	AUX
ajst-17918	99	15	able	able	ADJ
ajst-17918	99	16	to	to	PART
ajst-17918	99	17	understand	understand	VERB
ajst-17918	99	18	the	the	DET
ajst-17918	99	19	decision	decision	NOUN
ajst-17918	99	20	-	-	PUNCT
ajst-17918	99	21	making	make	VERB
ajst-17918	99	22	process	process	NOUN
ajst-17918	99	23	of	of	ADP
ajst-17918	99	24	the	the	DET
ajst-17918	99	25	model	model	NOUN
ajst-17918	99	26	.	.	PUNCT
ajst-17918	100	1	in	in	ADP
ajst-17918	100	2	the	the	DET
ajst-17918	100	3	future	future	NOUN
ajst-17918	100	4	,	,	PUNCT
ajst-17918	100	5	more	more	ADJ
ajst-17918	100	6	research	research	NOUN
ajst-17918	100	7	may	may	AUX
ajst-17918	100	8	focus	focus	VERB
ajst-17918	100	9	on	on	ADP
ajst-17918	100	10	developing	develop	VERB
ajst-17918	100	11	deep	deep	ADJ
ajst-17918	100	12	learning	learning	NOUN
ajst-17918	100	13	models	model	NOUN
ajst-17918	100	14	with	with	ADP
ajst-17918	100	15	high	high	ADJ
ajst-17918	100	16	interpretability	interpretability	NOUN
ajst-17918	100	17	to	to	PART
ajst-17918	100	18	increase	increase	VERB
ajst-17918	100	19	doctors	doctor	NOUN
ajst-17918	100	20	'	'	PART
ajst-17918	100	21	trust	trust	NOUN
ajst-17918	100	22	in	in	ADP
ajst-17918	100	23	the	the	DET
ajst-17918	100	24	models	model	NOUN
ajst-17918	100	25	.	.	PUNCT
ajst-17918	101	1	in	in	ADP
ajst-17918	101	2	the	the	DET
ajst-17918	101	3	development	development	NOUN
ajst-17918	101	4	of	of	ADP
ajst-17918	101	5	personalized	personalized	ADJ
ajst-17918	101	6	medicine	medicine	NOUN
ajst-17918	101	7	,	,	PUNCT
ajst-17918	101	8	with	with	ADP
ajst-17918	101	9	the	the	DET
ajst-17918	101	10	popularity	popularity	NOUN
ajst-17918	101	11	of	of	ADP
ajst-17918	101	12	the	the	DET
ajst-17918	101	13	concept	concept	NOUN
ajst-17918	101	14	of	of	ADP
ajst-17918	101	15	precision	precision	NOUN
ajst-17918	101	16	medicine	medicine	NOUN
ajst-17918	101	17	,	,	PUNCT
ajst-17918	101	18	medical	medical	ADJ
ajst-17918	101	19	diagnosis	diagnosis	NOUN
ajst-17918	101	20	technology	technology	NOUN
ajst-17918	101	21	based	base	VERB
ajst-17918	101	22	on	on	ADP
ajst-17918	101	23	deep	deep	ADJ
ajst-17918	101	24	learning	learning	NOUN
ajst-17918	101	25	may	may	AUX
ajst-17918	101	26	be	be	AUX
ajst-17918	101	27	more	more	ADV
ajst-17918	101	28	applied	apply	VERB
ajst-17918	101	29	to	to	ADP
ajst-17918	101	30	the	the	DET
ajst-17918	101	31	formulation	formulation	NOUN
ajst-17918	101	32	of	of	ADP
ajst-17918	101	33	personalized	personalized	ADJ
ajst-17918	101	34	treatment	treatment	NOUN
ajst-17918	101	35	plans[19	plans[19	NOUN
ajst-17918	101	36	]	]	PUNCT
ajst-17918	101	37	.	.	PUNCT
ajst-17918	102	1	through	through	ADP
ajst-17918	102	2	the	the	DET
ajst-17918	102	3	analysis	analysis	NOUN
ajst-17918	102	4	of	of	ADP
ajst-17918	102	5	patients	patient	NOUN
ajst-17918	102	6	'	'	PART
ajst-17918	102	7	genome	genome	NOUN
ajst-17918	102	8	,	,	PUNCT
ajst-17918	102	9	lifestyle	lifestyle	NOUN
ajst-17918	102	10	and	and	CCONJ
ajst-17918	102	11	other	other	ADJ
ajst-17918	102	12	data	datum	NOUN
ajst-17918	102	13	,	,	PUNCT
ajst-17918	102	14	the	the	DET
ajst-17918	102	15	best	good	ADJ
ajst-17918	102	16	treatment	treatment	NOUN
ajst-17918	102	17	plan	plan	NOUN
ajst-17918	102	18	is	be	AUX
ajst-17918	102	19	tailored	tailor	VERB
ajst-17918	102	20	to	to	ADP
ajst-17918	102	21	each	each	DET
ajst-17918	102	22	patient	patient	NOUN
ajst-17918	102	23	.	.	PUNCT
ajst-17918	103	1	medicine	medicine	NOUN
ajst-17918	103	2	is	be	AUX
ajst-17918	103	3	an	an	DET
ajst-17918	103	4	interdisciplinary	interdisciplinary	ADJ
ajst-17918	103	5	field	field	NOUN
ajst-17918	103	6	,	,	PUNCT
ajst-17918	103	7	and	and	CCONJ
ajst-17918	103	8	combining	combine	VERB
ajst-17918	103	9	knowledge	knowledge	NOUN
ajst-17918	103	10	and	and	CCONJ
ajst-17918	103	11	methods	method	NOUN
ajst-17918	103	12	from	from	ADP
ajst-17918	103	13	other	other	ADJ
ajst-17918	103	14	fields	field	NOUN
ajst-17918	103	15	(	(	PUNCT
ajst-17918	103	16	such	such	ADJ
ajst-17918	103	17	as	as	ADP
ajst-17918	103	18	biology	biology	NOUN
ajst-17918	103	19	,	,	PUNCT
ajst-17918	103	20	chemistry	chemistry	NOUN
ajst-17918	103	21	,	,	PUNCT
ajst-17918	103	22	physics	physics	NOUN
ajst-17918	103	23	,	,	PUNCT
ajst-17918	103	24	etc	etc	X
ajst-17918	103	25	.	.	X
ajst-17918	103	26	)	)	PUNCT
ajst-17918	104	1	may	may	AUX
ajst-17918	104	2	bring	bring	VERB
ajst-17918	104	3	new	new	ADJ
ajst-17918	104	4	breakthroughs	breakthrough	NOUN
ajst-17918	104	5	in	in	ADP
ajst-17918	104	6	the	the	DET
ajst-17918	104	7	development	development	NOUN
ajst-17918	104	8	of	of	ADP
ajst-17918	104	9	medical	medical	ADJ
ajst-17918	104	10	diagnostic	diagnostic	ADJ
ajst-17918	104	11	technology	technology	NOUN
ajst-17918	104	12	.	.	PUNCT
ajst-17918	105	1	real	real	ADJ
ajst-17918	105	2	-	-	PUNCT
ajst-17918	105	3	time	time	NOUN
ajst-17918	105	4	monitoring	monitoring	NOUN
ajst-17918	105	5	and	and	CCONJ
ajst-17918	105	6	early	early	ADJ
ajst-17918	105	7	warning	warning	NOUN
ajst-17918	105	8	,	,	PUNCT
ajst-17918	105	9	using	use	VERB
ajst-17918	105	10	deep	deep	ADJ
ajst-17918	105	11	learning	learning	NOUN
ajst-17918	105	12	to	to	PART
ajst-17918	105	13	monitor	monitor	VERB
ajst-17918	105	14	a	a	DET
ajst-17918	105	15	large	large	ADJ
ajst-17918	105	16	amount	amount	NOUN
ajst-17918	105	17	of	of	ADP
ajst-17918	105	18	medical	medical	ADJ
ajst-17918	105	19	data	datum	NOUN
ajst-17918	105	20	in	in	ADP
ajst-17918	105	21	real	real	ADJ
ajst-17918	105	22	time	time	NOUN
ajst-17918	105	23	,	,	PUNCT
ajst-17918	105	24	may	may	AUX
ajst-17918	105	25	help	help	VERB
ajst-17918	105	26	early	early	ADJ
ajst-17918	105	27	detection	detection	NOUN
ajst-17918	105	28	of	of	ADP
ajst-17918	105	29	signs	sign	NOUN
ajst-17918	105	30	of	of	ADP
ajst-17918	105	31	disease	disease	NOUN
ajst-17918	105	32	,	,	PUNCT
ajst-17918	105	33	and	and	CCONJ
ajst-17918	105	34	timely	timely	ADJ
ajst-17918	105	35	warning	warning	NOUN
ajst-17918	105	36	,	,	PUNCT
ajst-17918	105	37	thereby	thereby	ADV
ajst-17918	105	38	improving	improve	VERB
ajst-17918	105	39	the	the	DET
ajst-17918	105	40	cure	cure	NOUN
ajst-17918	105	41	rate	rate	NOUN
ajst-17918	105	42	of	of	ADP
ajst-17918	105	43	disease[20	disease[20	NOUN
ajst-17918	105	44	]	]	PUNCT
ajst-17918	105	45	.	.	PUNCT
ajst-17918	106	1	with	with	ADP
ajst-17918	106	2	the	the	DET
ajst-17918	106	3	continuous	continuous	ADJ
ajst-17918	106	4	development	development	NOUN
ajst-17918	106	5	of	of	ADP
ajst-17918	106	6	technology	technology	NOUN
ajst-17918	106	7	,	,	PUNCT
ajst-17918	106	8	there	there	PRON
ajst-17918	106	9	may	may	AUX
ajst-17918	106	10	be	be	AUX
ajst-17918	106	11	more	more	ADJ
ajst-17918	106	12	standardization	standardization	NOUN
ajst-17918	106	13	and	and	CCONJ
ajst-17918	106	14	regulatory	regulatory	ADJ
ajst-17918	106	15	development	development	NOUN
ajst-17918	106	16	work	work	NOUN
ajst-17918	106	17	in	in	ADP
ajst-17918	106	18	the	the	DET
ajst-17918	106	19	future	future	NOUN
ajst-17918	106	20	to	to	PART
ajst-17918	106	21	regulate	regulate	VERB
ajst-17918	106	22	the	the	DET
ajst-17918	106	23	development	development	NOUN
ajst-17918	106	24	of	of	ADP
ajst-17918	106	25	this	this	DET
ajst-17918	106	26	field	field	NOUN
ajst-17918	106	27	and	and	CCONJ
ajst-17918	106	28	protect	protect	VERB
ajst-17918	106	29	the	the	DET
ajst-17918	106	30	rights	right	NOUN
ajst-17918	106	31	and	and	CCONJ
ajst-17918	106	32	interests	interest	NOUN
ajst-17918	106	33	of	of	ADP
ajst-17918	106	34	patients	patient	NOUN
ajst-17918	106	35	.	.	PUNCT
ajst-17918	107	1	it	it	PRON
ajst-17918	107	2	will	will	AUX
ajst-17918	107	3	be	be	AUX
ajst-17918	107	4	applied	apply	VERB
ajst-17918	107	5	in	in	ADP
ajst-17918	107	6	a	a	DET
ajst-17918	107	7	wider	wide	ADJ
ajst-17918	107	8	range	range	NOUN
ajst-17918	107	9	of	of	ADP
ajst-17918	107	10	fields	field	NOUN
ajst-17918	107	11	,	,	PUNCT
ajst-17918	107	12	and	and	CCONJ
ajst-17918	107	13	the	the	DET
ajst-17918	107	14	current	current	ADJ
ajst-17918	107	15	medical	medical	ADJ
ajst-17918	107	16	diagnosis	diagnosis	NOUN
ajst-17918	107	17	technology	technology	NOUN
ajst-17918	107	18	based	base	VERB
ajst-17918	107	19	on	on	ADP
ajst-17918	107	20	deep	deep	ADJ
ajst-17918	107	21	learning	learning	NOUN
ajst-17918	107	22	is	be	AUX
ajst-17918	107	23	mainly	mainly	ADV
ajst-17918	107	24	applied	apply	VERB
ajst-17918	107	25	to	to	ADP
ajst-17918	107	26	image	image	NOUN
ajst-17918	107	27	recognition	recognition	NOUN
ajst-17918	107	28	and	and	CCONJ
ajst-17918	107	29	classification	classification	NOUN
ajst-17918	107	30	.	.	PUNCT
ajst-17918	108	1	in	in	ADP
ajst-17918	108	2	the	the	DET
ajst-17918	108	3	future	future	NOUN
ajst-17918	108	4	,	,	PUNCT
ajst-17918	108	5	with	with	ADP
ajst-17918	108	6	the	the	DET
ajst-17918	108	7	development	development	NOUN
ajst-17918	108	8	of	of	ADP
ajst-17918	108	9	the	the	DET
ajst-17918	108	10	technology	technology	NOUN
ajst-17918	108	11	,	,	PUNCT
ajst-17918	108	12	it	it	PRON
ajst-17918	108	13	may	may	AUX
ajst-17918	108	14	be	be	AUX
ajst-17918	108	15	expanded	expand	VERB
ajst-17918	108	16	to	to	ADP
ajst-17918	108	17	other	other	ADJ
ajst-17918	108	18	areas	area	NOUN
ajst-17918	108	19	,	,	PUNCT
ajst-17918	108	20	such	such	ADJ
ajst-17918	108	21	as	as	ADP
ajst-17918	108	22	speech	speech	NOUN
ajst-17918	108	23	recognition	recognition	NOUN
ajst-17918	108	24	,	,	PUNCT
ajst-17918	108	25	natural	natural	ADJ
ajst-17918	108	26	language	language	NOUN
ajst-17918	108	27	processing	processing	NOUN
ajst-17918	108	28	,	,	PUNCT
ajst-17918	108	29	and	and	CCONJ
ajst-17918	108	30	so	so	ADV
ajst-17918	108	31	on	on	ADV
ajst-17918	108	32	.	.	PUNCT
ajst-17918	109	1	it	it	PRON
ajst-17918	109	2	should	should	AUX
ajst-17918	109	3	be	be	AUX
ajst-17918	109	4	noted	note	VERB
ajst-17918	109	5	that	that	SCONJ
ajst-17918	109	6	the	the	DET
ajst-17918	109	7	future	future	ADJ
ajst-17918	109	8	development	development	NOUN
ajst-17918	109	9	path	path	NOUN
ajst-17918	109	10	may	may	AUX
ajst-17918	109	11	be	be	AUX
ajst-17918	109	12	affected	affect	VERB
ajst-17918	109	13	by	by	ADP
ajst-17918	109	14	a	a	DET
ajst-17918	109	15	variety	variety	NOUN
ajst-17918	109	16	of	of	ADP
ajst-17918	109	17	factors	factor	NOUN
ajst-17918	109	18	,	,	PUNCT
ajst-17918	109	19	including	include	VERB
ajst-17918	109	20	but	but	CCONJ
ajst-17918	109	21	not	not	PART
ajst-17918	109	22	limited	limit	VERB
ajst-17918	109	23	to	to	ADP
ajst-17918	109	24	technological	technological	ADJ
ajst-17918	109	25	progress	progress	NOUN
ajst-17918	109	26	,	,	PUNCT
ajst-17918	109	27	policy	policy	NOUN
ajst-17918	109	28	environment	environment	NOUN
ajst-17918	109	29	,	,	PUNCT
ajst-17918	109	30	market	market	NOUN
ajst-17918	109	31	demand	demand	NOUN
ajst-17918	109	32	,	,	PUNCT
ajst-17918	109	33	etc[21	etc[21	PROPN
ajst-17918	109	34	]	]	PUNCT
ajst-17918	109	35	.	.	PUNCT
ajst-17918	110	1	therefore	therefore	ADV
ajst-17918	110	2	,	,	PUNCT
ajst-17918	110	3	the	the	DET
ajst-17918	110	4	development	development	NOUN
ajst-17918	110	5	direction	direction	NOUN
ajst-17918	110	6	listed	list	VERB
ajst-17918	110	7	above	above	ADV
ajst-17918	110	8	is	be	AUX
ajst-17918	110	9	only	only	ADV
ajst-17918	110	10	for	for	ADP
ajst-17918	110	11	reference	reference	NOUN
ajst-17918	110	12	,	,	PUNCT
ajst-17918	110	13	and	and	CCONJ
ajst-17918	110	14	the	the	DET
ajst-17918	110	15	specific	specific	ADJ
ajst-17918	110	16	development	development	NOUN
ajst-17918	110	17	path	path	NOUN
ajst-17918	110	18	needs	need	VERB
ajst-17918	110	19	to	to	PART
ajst-17918	110	20	consider	consider	VERB
ajst-17918	110	21	a	a	DET
ajst-17918	110	22	variety	variety	NOUN
ajst-17918	110	23	of	of	ADP
ajst-17918	110	24	factors	factor	NOUN
ajst-17918	110	25	.	.	PUNCT
ajst-17918	111	1	5	5	X
ajst-17918	111	2	.	.	X
ajst-17918	111	3	conclusion	conclusion	NOUN
ajst-17918	111	4	with	with	ADP
ajst-17918	111	5	the	the	DET
ajst-17918	111	6	rapid	rapid	ADJ
ajst-17918	111	7	development	development	NOUN
ajst-17918	111	8	of	of	ADP
ajst-17918	111	9	deep	deep	ADJ
ajst-17918	111	10	learning	learning	NOUN
ajst-17918	111	11	technology	technology	NOUN
ajst-17918	111	12	,	,	PUNCT
ajst-17918	111	13	its	its	PRON
ajst-17918	111	14	application	application	NOUN
ajst-17918	111	15	in	in	ADP
ajst-17918	111	16	the	the	DET
ajst-17918	111	17	medical	medical	ADJ
ajst-17918	111	18	field	field	NOUN
ajst-17918	111	19	is	be	AUX
ajst-17918	111	20	increasingly	increasingly	ADV
ajst-17918	111	21	extensive	extensive	ADJ
ajst-17918	111	22	.	.	PUNCT
ajst-17918	112	1	among	among	ADP
ajst-17918	112	2	them	they	PRON
ajst-17918	112	3	,	,	PUNCT
ajst-17918	112	4	alexnet	alexnet	ADV
ajst-17918	112	5	,	,	PUNCT
ajst-17918	112	6	as	as	ADP
ajst-17918	112	7	an	an	DET
ajst-17918	112	8	important	important	ADJ
ajst-17918	112	9	model	model	NOUN
ajst-17918	112	10	in	in	ADP
ajst-17918	112	11	the	the	DET
ajst-17918	112	12	field	field	NOUN
ajst-17918	112	13	of	of	ADP
ajst-17918	112	14	deep	deep	ADJ
ajst-17918	112	15	learning	learning	NOUN
ajst-17918	112	16	,	,	PUNCT
ajst-17918	112	17	plays	play	VERB
ajst-17918	112	18	an	an	DET
ajst-17918	112	19	important	important	ADJ
ajst-17918	112	20	role	role	NOUN
ajst-17918	112	21	in	in	ADP
ajst-17918	112	22	clinical	clinical	ADJ
ajst-17918	112	23	medical	medical	ADJ
ajst-17918	112	24	detection	detection	NOUN
ajst-17918	112	25	and	and	CCONJ
ajst-17918	112	26	diagnosis	diagnosis	NOUN
ajst-17918	112	27	technology	technology	NOUN
ajst-17918	112	28	.	.	PUNCT
ajst-17918	113	1	in	in	ADP
ajst-17918	113	2	this	this	DET
ajst-17918	113	3	paper	paper	NOUN
ajst-17918	113	4	,	,	PUNCT
ajst-17918	113	5	the	the	DET
ajst-17918	113	6	clinical	clinical	ADJ
ajst-17918	113	7	medical	medical	ADJ
ajst-17918	113	8	detection	detection	NOUN
ajst-17918	113	9	and	and	CCONJ
ajst-17918	113	10	diagnosis	diagnosis	NOUN
ajst-17918	113	11	technology	technology	NOUN
ajst-17918	113	12	based	base	VERB
ajst-17918	113	13	on	on	ADP
ajst-17918	113	14	alexnet	alexnet	ADJ
ajst-17918	113	15	network	network	NOUN
ajst-17918	113	16	model	model	NOUN
ajst-17918	113	17	will	will	AUX
ajst-17918	113	18	be	be	AUX
ajst-17918	113	19	summarized	summarize	VERB
ajst-17918	113	20	and	and	CCONJ
ajst-17918	113	21	prospected	prospect	VERB
ajst-17918	113	22	from	from	ADP
ajst-17918	113	23	the	the	DET
ajst-17918	113	24	aspects	aspect	NOUN
ajst-17918	113	25	of	of	ADP
ajst-17918	113	26	disease	disease	NOUN
ajst-17918	113	27	classification	classification	NOUN
ajst-17918	113	28	,	,	PUNCT
ajst-17918	113	29	focus	focus	NOUN
ajst-17918	113	30	detection	detection	NOUN
ajst-17918	113	31	,	,	PUNCT
ajst-17918	113	32	diagnostic	diagnostic	ADJ
ajst-17918	113	33	210	210	NUM
ajst-17918	113	34	assistance	assistance	NOUN
ajst-17918	113	35	,	,	PUNCT
ajst-17918	113	36	prognosis	prognosis	NOUN
ajst-17918	113	37	assessment	assessment	NOUN
ajst-17918	113	38	,	,	PUNCT
ajst-17918	113	39	personalized	personalized	ADJ
ajst-17918	113	40	treatment	treatment	NOUN
ajst-17918	113	41	and	and	CCONJ
ajst-17918	113	42	drug	drug	NOUN
ajst-17918	113	43	development	development	NOUN
ajst-17918	113	44	.	.	PUNCT
ajst-17918	114	1	disease	disease	NOUN
ajst-17918	114	2	classification	classification	NOUN
ajst-17918	114	3	is	be	AUX
ajst-17918	114	4	one	one	NUM
ajst-17918	114	5	of	of	ADP
ajst-17918	114	6	the	the	DET
ajst-17918	114	7	basic	basic	ADJ
ajst-17918	114	8	work	work	NOUN
ajst-17918	114	9	in	in	ADP
ajst-17918	114	10	clinical	clinical	ADJ
ajst-17918	114	11	medicine	medicine	NOUN
ajst-17918	114	12	,	,	PUNCT
ajst-17918	114	13	and	and	CCONJ
ajst-17918	114	14	it	it	PRON
ajst-17918	114	15	is	be	AUX
ajst-17918	114	16	also	also	ADV
ajst-17918	114	17	an	an	DET
ajst-17918	114	18	important	important	ADJ
ajst-17918	114	19	application	application	NOUN
ajst-17918	114	20	scenario	scenario	NOUN
ajst-17918	114	21	of	of	ADP
ajst-17918	114	22	deep	deep	ADJ
ajst-17918	114	23	learning	learning	NOUN
ajst-17918	114	24	algorithm	algorithm	NOUN
ajst-17918	114	25	based	base	VERB
ajst-17918	114	26	on	on	ADP
ajst-17918	114	27	alexnet	alexnet	ADJ
ajst-17918	114	28	network	network	NOUN
ajst-17918	114	29	model	model	NOUN
ajst-17918	114	30	.	.	PUNCT
ajst-17918	115	1	by	by	ADP
ajst-17918	115	2	training	training	NOUN
ajst-17918	115	3	and	and	CCONJ
ajst-17918	115	4	learning	learn	VERB
ajst-17918	115	5	from	from	ADP
ajst-17918	115	6	a	a	DET
ajst-17918	115	7	large	large	ADJ
ajst-17918	115	8	amount	amount	NOUN
ajst-17918	115	9	of	of	ADP
ajst-17918	115	10	medical	medical	ADJ
ajst-17918	115	11	image	image	NOUN
ajst-17918	115	12	data	datum	NOUN
ajst-17918	115	13	,	,	PUNCT
ajst-17918	115	14	the	the	DET
ajst-17918	115	15	alexnet	alexnet	ADJ
ajst-17918	115	16	model	model	NOUN
ajst-17918	115	17	enables	enable	VERB
ajst-17918	115	18	high	high	ADJ
ajst-17918	115	19	-	-	PUNCT
ajst-17918	115	20	precision	precision	NOUN
ajst-17918	115	21	disease	disease	NOUN
ajst-17918	115	22	classification	classification	NOUN
ajst-17918	115	23	.	.	PUNCT
ajst-17918	116	1	for	for	ADP
ajst-17918	116	2	example	example	NOUN
ajst-17918	116	3	,	,	PUNCT
ajst-17918	116	4	in	in	ADP
ajst-17918	116	5	the	the	DET
ajst-17918	116	6	classification	classification	NOUN
ajst-17918	116	7	of	of	ADP
ajst-17918	116	8	lung	lung	NOUN
ajst-17918	116	9	xrays	xray	NOUN
ajst-17918	116	10	,	,	PUNCT
ajst-17918	116	11	alexnet	alexnet	NOUN
ajst-17918	116	12	-	-	PUNCT
ajst-17918	116	13	based	base	VERB
ajst-17918	116	14	deep	deep	ADJ
ajst-17918	116	15	learning	learning	NOUN
ajst-17918	116	16	algorithms	algorithm	NOUN
ajst-17918	116	17	can	can	AUX
ajst-17918	116	18	accurately	accurately	ADV
ajst-17918	116	19	distinguish	distinguish	VERB
ajst-17918	116	20	diseases	disease	NOUN
ajst-17918	116	21	such	such	ADJ
ajst-17918	116	22	as	as	ADP
ajst-17918	116	23	pneumonia	pneumonia	NOUN
ajst-17918	116	24	and	and	CCONJ
ajst-17918	116	25	lung	lung	NOUN
ajst-17918	116	26	cancer	cancer	NOUN
ajst-17918	116	27	.	.	PUNCT
ajst-17918	117	1	in	in	ADP
ajst-17918	117	2	skin	skin	NOUN
ajst-17918	117	3	cancer	cancer	NOUN
ajst-17918	117	4	diagnosis	diagnosis	NOUN
ajst-17918	117	5	,	,	PUNCT
ajst-17918	117	6	alexnet	alexnet	NOUN
ajst-17918	117	7	-	-	PUNCT
ajst-17918	117	8	based	base	VERB
ajst-17918	117	9	deep	deep	ADJ
ajst-17918	117	10	learning	learning	NOUN
ajst-17918	117	11	algorithms	algorithm	NOUN
ajst-17918	117	12	can	can	AUX
ajst-17918	117	13	effectively	effectively	ADV
ajst-17918	117	14	identify	identify	VERB
ajst-17918	117	15	benign	benign	ADJ
ajst-17918	117	16	and	and	CCONJ
ajst-17918	117	17	malignant	malignant	ADJ
ajst-17918	117	18	tumors	tumor	NOUN
ajst-17918	117	19	.	.	PUNCT
ajst-17918	118	1	lesion	lesion	NOUN
ajst-17918	118	2	detection	detection	NOUN
ajst-17918	118	3	is	be	AUX
ajst-17918	118	4	the	the	DET
ajst-17918	118	5	key	key	ADJ
ajst-17918	118	6	link	link	NOUN
ajst-17918	118	7	in	in	ADP
ajst-17918	118	8	clinical	clinical	ADJ
ajst-17918	118	9	treatment	treatment	NOUN
ajst-17918	118	10	and	and	CCONJ
ajst-17918	118	11	one	one	NUM
ajst-17918	118	12	of	of	ADP
ajst-17918	118	13	the	the	DET
ajst-17918	118	14	important	important	ADJ
ajst-17918	118	15	tasks	task	NOUN
ajst-17918	118	16	in	in	ADP
ajst-17918	118	17	medical	medical	ADJ
ajst-17918	118	18	image	image	NOUN
ajst-17918	118	19	analysis	analysis	NOUN
ajst-17918	118	20	.	.	PUNCT
ajst-17918	119	1	deep	deep	ADJ
ajst-17918	119	2	learning	learning	NOUN
ajst-17918	119	3	algorithm	algorithm	NOUN
ajst-17918	119	4	based	base	VERB
ajst-17918	119	5	on	on	ADP
ajst-17918	119	6	alexnet	alexnet	ADJ
ajst-17918	119	7	network	network	NOUN
ajst-17918	119	8	model	model	NOUN
ajst-17918	119	9	can	can	AUX
ajst-17918	119	10	realize	realize	VERB
ajst-17918	119	11	lesion	lesion	NOUN
ajst-17918	119	12	detection	detection	NOUN
ajst-17918	119	13	with	with	ADP
ajst-17918	119	14	high	high	ADJ
ajst-17918	119	15	sensitivity	sensitivity	NOUN
ajst-17918	119	16	and	and	CCONJ
ajst-17918	119	17	specificity	specificity	NOUN
ajst-17918	119	18	.	.	PUNCT
ajst-17918	120	1	for	for	ADP
ajst-17918	120	2	example	example	NOUN
ajst-17918	120	3	,	,	PUNCT
ajst-17918	120	4	in	in	ADP
ajst-17918	120	5	the	the	DET
ajst-17918	120	6	detection	detection	NOUN
ajst-17918	120	7	of	of	ADP
ajst-17918	120	8	brain	brain	NOUN
ajst-17918	120	9	tumors	tumor	NOUN
ajst-17918	120	10	,	,	PUNCT
ajst-17918	120	11	alexnet	alexnet	NOUN
ajst-17918	120	12	-	-	PUNCT
ajst-17918	120	13	based	base	VERB
ajst-17918	120	14	deep	deep	ADJ
ajst-17918	120	15	learning	learning	NOUN
ajst-17918	120	16	algorithms	algorithm	NOUN
ajst-17918	120	17	can	can	AUX
ajst-17918	120	18	accurately	accurately	ADV
ajst-17918	120	19	detect	detect	VERB
ajst-17918	120	20	the	the	DET
ajst-17918	120	21	location	location	NOUN
ajst-17918	120	22	and	and	CCONJ
ajst-17918	120	23	size	size	NOUN
ajst-17918	120	24	of	of	ADP
ajst-17918	120	25	tumors	tumor	NOUN
ajst-17918	120	26	by	by	ADP
ajst-17918	120	27	analyzing	analyze	VERB
ajst-17918	120	28	mri	mri	NOUN
ajst-17918	120	29	images	image	NOUN
ajst-17918	120	30	.	.	PUNCT
ajst-17918	121	1	in	in	ADP
ajst-17918	121	2	mammograms	mammogram	NOUN
ajst-17918	121	3	,	,	PUNCT
ajst-17918	121	4	alexnet	alexnet	NOUN
ajst-17918	121	5	-	-	PUNCT
ajst-17918	121	6	based	base	VERB
ajst-17918	121	7	deep	deep	ADJ
ajst-17918	121	8	learning	learning	NOUN
ajst-17918	121	9	algorithms	algorithm	NOUN
ajst-17918	121	10	can	can	AUX
ajst-17918	121	11	effectively	effectively	ADV
ajst-17918	121	12	detect	detect	VERB
ajst-17918	121	13	breast	breast	NOUN
ajst-17918	121	14	cancer	cancer	NOUN
ajst-17918	121	15	lesions[22	lesions[22	NOUN
ajst-17918	121	16	]	]	PUNCT
ajst-17918	121	17	.	.	PUNCT
ajst-17918	122	1	deep	deep	ADJ
ajst-17918	122	2	learning	learn	VERB
ajst-17918	122	3	algorithms	algorithm	NOUN
ajst-17918	122	4	based	base	VERB
ajst-17918	122	5	on	on	ADP
ajst-17918	122	6	alexnet	alexnet	ADJ
ajst-17918	122	7	network	network	NOUN
ajst-17918	122	8	model	model	NOUN
ajst-17918	122	9	can	can	AUX
ajst-17918	122	10	assist	assist	VERB
ajst-17918	122	11	doctors	doctor	NOUN
ajst-17918	122	12	in	in	ADP
ajst-17918	122	13	diagnosis	diagnosis	NOUN
ajst-17918	122	14	and	and	CCONJ
ajst-17918	122	15	improve	improve	VERB
ajst-17918	122	16	the	the	DET
ajst-17918	122	17	accuracy	accuracy	NOUN
ajst-17918	122	18	and	and	CCONJ
ajst-17918	122	19	reliability	reliability	NOUN
ajst-17918	122	20	of	of	ADP
ajst-17918	122	21	diagnosis	diagnosis	NOUN
ajst-17918	122	22	.	.	PUNCT
ajst-17918	123	1	by	by	ADP
ajst-17918	123	2	training	training	NOUN
ajst-17918	123	3	and	and	CCONJ
ajst-17918	123	4	learning	learn	VERB
ajst-17918	123	5	medical	medical	ADJ
ajst-17918	123	6	image	image	NOUN
ajst-17918	123	7	data	datum	NOUN
ajst-17918	123	8	and	and	CCONJ
ajst-17918	123	9	case	case	NOUN
ajst-17918	123	10	data	datum	NOUN
ajst-17918	123	11	,	,	PUNCT
ajst-17918	123	12	alexnet	alexnet	ADJ
ajst-17918	123	13	model	model	NOUN
ajst-17918	123	14	can	can	AUX
ajst-17918	123	15	extract	extract	VERB
ajst-17918	123	16	useful	useful	ADJ
ajst-17918	123	17	features	feature	NOUN
ajst-17918	123	18	from	from	ADP
ajst-17918	123	19	images	image	NOUN
ajst-17918	123	20	and	and	CCONJ
ajst-17918	123	21	give	give	VERB
ajst-17918	123	22	possible	possible	ADJ
ajst-17918	123	23	diagnostic	diagnostic	ADJ
ajst-17918	123	24	results	result	NOUN
ajst-17918	123	25	through	through	ADP
ajst-17918	123	26	classification	classification	NOUN
ajst-17918	123	27	,	,	PUNCT
ajst-17918	123	28	regression	regression	NOUN
ajst-17918	123	29	and	and	CCONJ
ajst-17918	123	30	other	other	ADJ
ajst-17918	123	31	methods	method	NOUN
ajst-17918	123	32	.	.	PUNCT
ajst-17918	124	1	this	this	DET
ajst-17918	124	2	way	way	NOUN
ajst-17918	124	3	of	of	ADP
ajst-17918	124	4	assisting	assist	VERB
ajst-17918	124	5	diagnosis	diagnosis	NOUN
ajst-17918	124	6	can	can	AUX
ajst-17918	124	7	greatly	greatly	ADV
ajst-17918	124	8	reduce	reduce	VERB
ajst-17918	124	9	the	the	DET
ajst-17918	124	10	work	work	NOUN
ajst-17918	124	11	burden	burden	NOUN
ajst-17918	124	12	of	of	ADP
ajst-17918	124	13	doctors	doctor	NOUN
ajst-17918	124	14	and	and	CCONJ
ajst-17918	124	15	improve	improve	VERB
ajst-17918	124	16	the	the	DET
ajst-17918	124	17	efficiency	efficiency	NOUN
ajst-17918	124	18	of	of	ADP
ajst-17918	124	19	diagnosis	diagnosis	NOUN
ajst-17918	124	20	.	.	PUNCT
ajst-17918	125	1	prognosis	prognosis	NOUN
ajst-17918	125	2	assessment	assessment	NOUN
ajst-17918	125	3	is	be	AUX
ajst-17918	125	4	an	an	DET
ajst-17918	125	5	important	important	ADJ
ajst-17918	125	6	link	link	NOUN
ajst-17918	125	7	in	in	ADP
ajst-17918	125	8	clinical	clinical	ADJ
ajst-17918	125	9	treatment	treatment	NOUN
ajst-17918	125	10	,	,	PUNCT
ajst-17918	125	11	and	and	CCONJ
ajst-17918	125	12	it	it	PRON
ajst-17918	125	13	can	can	AUX
ajst-17918	125	14	provide	provide	VERB
ajst-17918	125	15	an	an	DET
ajst-17918	125	16	important	important	ADJ
ajst-17918	125	17	reference	reference	NOUN
ajst-17918	125	18	for	for	ADP
ajst-17918	125	19	follow	follow	VERB
ajst-17918	125	20	-	-	PUNCT
ajst-17918	125	21	up	up	ADP
ajst-17918	125	22	treatment	treatment	NOUN
ajst-17918	125	23	and	and	CCONJ
ajst-17918	125	24	rehabilitation	rehabilitation	NOUN
ajst-17918	125	25	through	through	ADP
ajst-17918	125	26	the	the	DET
ajst-17918	125	27	assessment	assessment	NOUN
ajst-17918	125	28	of	of	ADP
ajst-17918	125	29	patients	patient	NOUN
ajst-17918	125	30	'	'	PART
ajst-17918	125	31	condition	condition	NOUN
ajst-17918	125	32	and	and	CCONJ
ajst-17918	125	33	self	self	NOUN
ajst-17918	125	34	-	-	PUNCT
ajst-17918	125	35	cognition	cognition	NOUN
ajst-17918	125	36	.	.	PUNCT
ajst-17918	126	1	the	the	DET
ajst-17918	126	2	deep	deep	ADJ
ajst-17918	126	3	learning	learning	NOUN
ajst-17918	126	4	algorithm	algorithm	NOUN
ajst-17918	126	5	based	base	VERB
ajst-17918	126	6	on	on	ADP
ajst-17918	126	7	[	[	X
ajst-17918	126	8	23]alexnet	23]alexnet	NUM
ajst-17918	126	9	network	network	NOUN
ajst-17918	126	10	model	model	NOUN
ajst-17918	126	11	can	can	AUX
ajst-17918	126	12	provide	provide	VERB
ajst-17918	126	13	accurate	accurate	ADJ
ajst-17918	126	14	prognosis	prognosis	NOUN
ajst-17918	126	15	assessment	assessment	NOUN
ajst-17918	126	16	results	result	VERB
ajst-17918	126	17	through	through	ADP
ajst-17918	126	18	comprehensive	comprehensive	ADJ
ajst-17918	126	19	analysis	analysis	NOUN
ajst-17918	126	20	of	of	ADP
ajst-17918	126	21	patients	patient	NOUN
ajst-17918	126	22	'	'	PART
ajst-17918	126	23	medical	medical	ADJ
ajst-17918	126	24	image	image	NOUN
ajst-17918	126	25	data	datum	NOUN
ajst-17918	126	26	,	,	PUNCT
ajst-17918	126	27	medical	medical	ADJ
ajst-17918	126	28	record	record	NOUN
ajst-17918	126	29	data	datum	NOUN
ajst-17918	126	30	and	and	CCONJ
ajst-17918	126	31	their	their	PRON
ajst-17918	126	32	own	own	ADJ
ajst-17918	126	33	cognitive	cognitive	ADJ
ajst-17918	126	34	status	status	NOUN
ajst-17918	126	35	.	.	PUNCT
ajst-17918	127	1	for	for	ADP
ajst-17918	127	2	example	example	NOUN
ajst-17918	127	3	,	,	PUNCT
ajst-17918	127	4	in	in	ADP
ajst-17918	127	5	the	the	DET
ajst-17918	127	6	assessment	assessment	NOUN
ajst-17918	127	7	of	of	ADP
ajst-17918	127	8	lung	lung	NOUN
ajst-17918	127	9	cancer	cancer	NOUN
ajst-17918	127	10	prognosis	prognosis	NOUN
ajst-17918	127	11	,	,	PUNCT
ajst-17918	127	12	alexnet	alexnet	NOUN
ajst-17918	127	13	-	-	PUNCT
ajst-17918	127	14	based	base	VERB
ajst-17918	127	15	deep	deep	ADJ
ajst-17918	127	16	learning	learning	NOUN
ajst-17918	127	17	algorithms	algorithm	NOUN
ajst-17918	127	18	can	can	AUX
ajst-17918	127	19	predict	predict	VERB
ajst-17918	127	20	the	the	DET
ajst-17918	127	21	survival	survival	NOUN
ajst-17918	127	22	and	and	CCONJ
ajst-17918	127	23	recurrence	recurrence	NOUN
ajst-17918	127	24	risk	risk	NOUN
ajst-17918	127	25	of	of	ADP
ajst-17918	127	26	patients	patient	NOUN
ajst-17918	127	27	based	base	VERB
ajst-17918	127	28	on	on	ADP
ajst-17918	127	29	their	their	PRON
ajst-17918	127	30	imaging	imaging	NOUN
ajst-17918	127	31	findings	finding	NOUN
ajst-17918	127	32	,	,	PUNCT
ajst-17918	127	33	pathological	pathological	ADJ
ajst-17918	127	34	features	feature	NOUN
ajst-17918	127	35	and	and	CCONJ
ajst-17918	127	36	other	other	ADJ
ajst-17918	127	37	factors	factor	NOUN
ajst-17918	127	38	.	.	PUNCT
ajst-17918	128	1	personalized	personalized	ADJ
ajst-17918	128	2	treatment	treatment	NOUN
ajst-17918	128	3	is	be	AUX
ajst-17918	128	4	a	a	DET
ajst-17918	128	5	kind	kind	NOUN
ajst-17918	128	6	of	of	ADP
ajst-17918	128	7	treatment	treatment	NOUN
ajst-17918	128	8	that	that	PRON
ajst-17918	128	9	makes	make	VERB
ajst-17918	128	10	targeted	target	VERB
ajst-17918	128	11	treatment	treatment	NOUN
ajst-17918	128	12	plan	plan	NOUN
ajst-17918	128	13	according	accord	VERB
ajst-17918	128	14	to	to	ADP
ajst-17918	128	15	the	the	DET
ajst-17918	128	16	specific	specific	ADJ
ajst-17918	128	17	situation	situation	NOUN
ajst-17918	128	18	of	of	ADP
ajst-17918	128	19	the	the	DET
ajst-17918	128	20	patient	patient	NOUN
ajst-17918	128	21	.	.	PUNCT
ajst-17918	129	1	deep	deep	ADJ
ajst-17918	129	2	learning	learn	VERB
ajst-17918	129	3	algorithms	algorithm	NOUN
ajst-17918	129	4	based	base	VERB
ajst-17918	129	5	on	on	ADP
ajst-17918	129	6	alexnet	alexnet	ADJ
ajst-17918	129	7	network	network	NOUN
ajst-17918	129	8	models	model	NOUN
ajst-17918	129	9	can	can	AUX
ajst-17918	129	10	provide	provide	VERB
ajst-17918	129	11	personalized	personalized	ADJ
ajst-17918	129	12	treatment	treatment	NOUN
ajst-17918	129	13	plans	plan	NOUN
ajst-17918	129	14	through	through	ADP
ajst-17918	129	15	comprehensive	comprehensive	ADJ
ajst-17918	129	16	analysis	analysis	NOUN
ajst-17918	129	17	of	of	ADP
ajst-17918	129	18	patients	patient	NOUN
ajst-17918	129	19	'	'	PART
ajst-17918	129	20	medical	medical	ADJ
ajst-17918	129	21	image	image	NOUN
ajst-17918	129	22	data	datum	NOUN
ajst-17918	129	23	,	,	PUNCT
ajst-17918	129	24	medical	medical	ADJ
ajst-17918	129	25	record	record	NOUN
ajst-17918	129	26	data	datum	NOUN
ajst-17918	129	27	and	and	CCONJ
ajst-17918	129	28	genomic	genomic	NOUN
ajst-17918	129	29	data	datum	NOUN
ajst-17918	129	30	.	.	PUNCT
ajst-17918	130	1	for	for	ADP
ajst-17918	130	2	example	example	NOUN
ajst-17918	130	3	,	,	PUNCT
ajst-17918	130	4	in	in	ADP
ajst-17918	130	5	the	the	DET
ajst-17918	130	6	treatment	treatment	NOUN
ajst-17918	130	7	of	of	ADP
ajst-17918	130	8	lung	lung	NOUN
ajst-17918	130	9	cancer	cancer	NOUN
ajst-17918	130	10	,	,	PUNCT
ajst-17918	130	11	alexnet	alexnet	NOUN
ajst-17918	130	12	-	-	PUNCT
ajst-17918	130	13	based	base	VERB
ajst-17918	130	14	deep	deep	ADJ
ajst-17918	130	15	learning	learning	NOUN
ajst-17918	130	16	algorithms	algorithm	NOUN
ajst-17918	130	17	can	can	AUX
ajst-17918	130	18	personalize	personalize	VERB
ajst-17918	130	19	treatment	treatment	NOUN
ajst-17918	130	20	plans	plan	NOUN
ajst-17918	130	21	for	for	ADP
ajst-17918	130	22	patients	patient	NOUN
ajst-17918	130	23	based	base	VERB
ajst-17918	130	24	on	on	ADP
ajst-17918	130	25	factors	factor	NOUN
ajst-17918	130	26	such	such	ADJ
ajst-17918	130	27	as	as	ADP
ajst-17918	130	28	imaging	imaging	NOUN
ajst-17918	130	29	findings	finding	NOUN
ajst-17918	130	30	,	,	PUNCT
ajst-17918	130	31	pathological	pathological	ADJ
ajst-17918	130	32	features	feature	NOUN
ajst-17918	130	33	,	,	PUNCT
ajst-17918	130	34	and	and	CCONJ
ajst-17918	130	35	genomic	genomic	NOUN
ajst-17918	130	36	information[24	information[24	NOUN
ajst-17918	130	37	-	-	PUNCT
ajst-17918	130	38	26	26	NUM
ajst-17918	130	39	]	]	PUNCT
ajst-17918	130	40	.	.	PUNCT
ajst-17918	131	1	drug	drug	NOUN
ajst-17918	131	2	development	development	NOUN
ajst-17918	131	3	is	be	AUX
ajst-17918	131	4	a	a	DET
ajst-17918	131	5	long	long	ADJ
ajst-17918	131	6	and	and	CCONJ
ajst-17918	131	7	complex	complex	ADJ
ajst-17918	131	8	process	process	NOUN
ajst-17918	131	9	that	that	PRON
ajst-17918	131	10	requires	require	VERB
ajst-17918	131	11	multiple	multiple	ADJ
ajst-17918	131	12	rounds	round	NOUN
ajst-17918	131	13	of	of	ADP
ajst-17918	131	14	trials	trial	NOUN
ajst-17918	131	15	and	and	CCONJ
ajst-17918	131	16	validation	validation	NOUN
ajst-17918	131	17	.	.	PUNCT
ajst-17918	132	1	deep	deep	ADJ
ajst-17918	132	2	learning	learn	VERB
ajst-17918	132	3	algorithms	algorithm	NOUN
ajst-17918	132	4	based	base	VERB
ajst-17918	132	5	on	on	ADP
ajst-17918	132	6	alexnet	alexnet	ADJ
ajst-17918	132	7	network	network	NOUN
ajst-17918	132	8	models	model	NOUN
ajst-17918	132	9	can	can	AUX
ajst-17918	132	10	predict	predict	VERB
ajst-17918	132	11	the	the	DET
ajst-17918	132	12	properties	property	NOUN
ajst-17918	132	13	and	and	CCONJ
ajst-17918	132	14	activities	activity	NOUN
ajst-17918	132	15	of	of	ADP
ajst-17918	132	16	molecules	molecule	NOUN
ajst-17918	132	17	by	by	ADP
ajst-17918	132	18	training	training	NOUN
ajst-17918	132	19	and	and	CCONJ
ajst-17918	132	20	learning	learn	VERB
ajst-17918	132	21	on	on	ADP
ajst-17918	132	22	a	a	DET
ajst-17918	132	23	large	large	ADJ
ajst-17918	132	24	amount	amount	NOUN
ajst-17918	132	25	of	of	ADP
ajst-17918	132	26	drug	drug	NOUN
ajst-17918	132	27	molecular	molecular	ADJ
ajst-17918	132	28	data	datum	NOUN
ajst-17918	132	29	,	,	PUNCT
ajst-17918	132	30	thus	thus	ADV
ajst-17918	132	31	accelerating	accelerate	VERB
ajst-17918	132	32	the	the	DET
ajst-17918	132	33	process	process	NOUN
ajst-17918	132	34	of	of	ADP
ajst-17918	132	35	drug	drug	NOUN
ajst-17918	132	36	development	development	NOUN
ajst-17918	132	37	.	.	PUNCT
ajst-17918	133	1	for	for	ADP
ajst-17918	133	2	example	example	NOUN
ajst-17918	133	3	,	,	PUNCT
ajst-17918	133	4	in	in	ADP
ajst-17918	133	5	cancer	cancer	NOUN
ajst-17918	133	6	drug	drug	NOUN
ajst-17918	133	7	development	development	NOUN
ajst-17918	133	8	,	,	PUNCT
ajst-17918	133	9	alexnet	alexnet	NOUN
ajst-17918	133	10	-	-	PUNCT
ajst-17918	133	11	based	base	VERB
ajst-17918	133	12	deep	deep	ADJ
ajst-17918	133	13	learning	learning	NOUN
ajst-17918	133	14	algorithms	algorithm	NOUN
ajst-17918	133	15	can	can	AUX
ajst-17918	133	16	screen	screen	VERB
ajst-17918	133	17	and	and	CCONJ
ajst-17918	133	18	analyze	analyze	VERB
ajst-17918	133	19	a	a	DET
ajst-17918	133	20	large	large	ADJ
ajst-17918	133	21	number	number	NOUN
ajst-17918	133	22	of	of	ADP
ajst-17918	133	23	drug	drug	NOUN
ajst-17918	133	24	molecules	molecule	NOUN
ajst-17918	133	25	to	to	PART
ajst-17918	133	26	find	find	VERB
ajst-17918	133	27	potential	potential	ADJ
ajst-17918	133	28	cancer	cancer	NOUN
ajst-17918	133	29	drug	drug	NOUN
ajst-17918	133	30	candidates	candidate	NOUN
ajst-17918	133	31	.	.	PUNCT
ajst-17918	134	1	deep	deep	ADJ
ajst-17918	134	2	learning	learning	NOUN
ajst-17918	134	3	algorithm	algorithm	NOUN
ajst-17918	134	4	based	base	VERB
ajst-17918	134	5	on	on	ADP
ajst-17918	134	6	alexnet	alexnet	ADJ
ajst-17918	134	7	network	network	NOUN
ajst-17918	134	8	model	model	NOUN
ajst-17918	134	9	has	have	VERB
ajst-17918	134	10	a	a	DET
ajst-17918	134	11	wide	wide	ADJ
ajst-17918	134	12	application	application	NOUN
ajst-17918	134	13	prospect	prospect	NOUN
ajst-17918	134	14	in	in	ADP
ajst-17918	134	15	clinical	clinical	ADJ
ajst-17918	134	16	medical	medical	ADJ
ajst-17918	134	17	detection	detection	NOUN
ajst-17918	134	18	and	and	CCONJ
ajst-17918	134	19	diagnosis	diagnosis	NOUN
ajst-17918	134	20	technology[27	technology[27	NOUN
ajst-17918	134	21	-	-	PUNCT
ajst-17918	134	22	29	29	NUM
ajst-17918	134	23	]	]	PUNCT
ajst-17918	134	24	.	.	PUNCT
ajst-17918	135	1	it	it	PRON
ajst-17918	135	2	can	can	AUX
ajst-17918	135	3	improve	improve	VERB
ajst-17918	135	4	the	the	DET
ajst-17918	135	5	accuracy	accuracy	NOUN
ajst-17918	135	6	and	and	CCONJ
ajst-17918	135	7	reliability	reliability	NOUN
ajst-17918	135	8	of	of	ADP
ajst-17918	135	9	disease	disease	NOUN
ajst-17918	135	10	classification	classification	NOUN
ajst-17918	135	11	,	,	PUNCT
ajst-17918	135	12	focus	focus	NOUN
ajst-17918	135	13	detection	detection	NOUN
ajst-17918	135	14	,	,	PUNCT
ajst-17918	135	15	diagnostic	diagnostic	ADJ
ajst-17918	135	16	assistance	assistance	NOUN
ajst-17918	135	17	,	,	PUNCT
ajst-17918	135	18	prognosis	prognosis	NOUN
ajst-17918	135	19	assessment	assessment	NOUN
ajst-17918	135	20	,	,	PUNCT
ajst-17918	135	21	personalized	personalized	ADJ
ajst-17918	135	22	treatment	treatment	NOUN
ajst-17918	135	23	and	and	CCONJ
ajst-17918	135	24	drug	drug	NOUN
ajst-17918	135	25	development	development	NOUN
ajst-17918	135	26	.	.	PUNCT
ajst-17918	136	1	in	in	ADP
ajst-17918	136	2	the	the	DET
ajst-17918	136	3	future	future	NOUN
ajst-17918	136	4	,	,	PUNCT
ajst-17918	136	5	with	with	ADP
ajst-17918	136	6	the	the	DET
ajst-17918	136	7	continuous	continuous	ADJ
ajst-17918	136	8	development	development	NOUN
ajst-17918	136	9	and	and	CCONJ
ajst-17918	136	10	improvement	improvement	NOUN
ajst-17918	136	11	of	of	ADP
ajst-17918	136	12	technology	technology	NOUN
ajst-17918	136	13	,	,	PUNCT
ajst-17918	136	14	clinical	clinical	ADJ
ajst-17918	136	15	medical	medical	ADJ
ajst-17918	136	16	detection	detection	NOUN
ajst-17918	136	17	and	and	CCONJ
ajst-17918	136	18	diagnosis	diagnosis	NOUN
ajst-17918	136	19	technology	technology	NOUN
ajst-17918	136	20	based	base	VERB
ajst-17918	136	21	on	on	ADP
ajst-17918	136	22	deep	deep	ADJ
ajst-17918	136	23	learning	learning	NOUN
ajst-17918	136	24	will	will	AUX
ajst-17918	136	25	have	have	VERB
ajst-17918	136	26	greater	great	ADJ
ajst-17918	136	27	development	development	NOUN
ajst-17918	136	28	space	space	NOUN
ajst-17918	136	29	and	and	CCONJ
ajst-17918	136	30	application	application	NOUN
ajst-17918	136	31	potential	potential	NOUN
ajst-17918	136	32	.	.	PUNCT
ajst-17918	137	1	acknowledgement	acknowledgement	NOUN
ajst-17918	137	2	in	in	ADP
ajst-17918	137	3	particular	particular	ADJ
ajst-17918	137	4	,	,	PUNCT
ajst-17918	137	5	i	i	PRON
ajst-17918	137	6	would	would	AUX
ajst-17918	137	7	like	like	VERB
ajst-17918	137	8	to	to	PART
ajst-17918	137	9	thank	thank	VERB
ajst-17918	137	10	professor	professor	PROPN
ajst-17918	137	11	xinqi	xinqi	PROPN
ajst-17918	137	12	dong	dong	PROPN
ajst-17918	137	13	and	and	CCONJ
ajst-17918	137	14	his	his	PRON
ajst-17918	137	15	articles	article	NOUN
ajst-17918	137	16	in	in	ADP
ajst-17918	137	17	the	the	DET
ajst-17918	137	18	international	international	ADJ
ajst-17918	137	19	journal	journal	NOUN
ajst-17918	137	20	of	of	ADP
ajst-17918	137	21	computer	computer	NOUN
ajst-17918	137	22	science	science	NOUN
ajst-17918	137	23	and	and	CCONJ
ajst-17918	137	24	information	information	NOUN
ajst-17918	137	25	technology	technology	NOUN
ajst-17918	137	26	:	:	PUNCT
ajst-17918	137	27	"	"	PUNCT
ajst-17918	137	28	implementation	implementation	NOUN
ajst-17918	137	29	of	of	ADP
ajst-17918	137	30	computer	computer	NOUN
ajst-17918	137	31	vision	vision	NOUN
ajst-17918	137	32	technology	technology	NOUN
ajst-17918	137	33	based	base	VERB
ajst-17918	137	34	on	on	ADP
ajst-17918	137	35	artificial	artificial	ADJ
ajst-17918	137	36	intelligence	intelligence	NOUN
ajst-17918	137	37	for	for	ADP
ajst-17918	137	38	medical	medical	ADJ
ajst-17918	137	39	image	image	NOUN
ajst-17918	137	40	analysis	analysis	NOUN
ajst-17918	137	41	"	"	PUNCT
ajst-17918	137	42	(	(	PUNCT
ajst-17918	137	43	published	publish	VERB
ajst-17918	137	44	december	december	PROPN
ajst-17918	137	45	2023	2023	NUM
ajst-17918	137	46	,	,	PUNCT
ajst-17918	137	47	volume	volume	NOUN
ajst-17918	137	48	1	1	NUM
ajst-17918	137	49	,	,	PUNCT
ajst-17918	137	50	issue	issue	NOUN
ajst-17918	137	51	1	1	NUM
ajst-17918	137	52	,	,	PUNCT
ajst-17918	137	53	pages	page	NOUN
ajst-17918	137	54	69	69	NUM
ajst-17918	137	55	-	-	SYM
ajst-17918	137	56	76	76	NUM
ajst-17918	137	57	,	,	PUNCT
ajst-17918	137	58	https://doi.org/10.62051/ijcsit.v1n1.10	https://doi.org/10.62051/ijcsit.v1n1.10	NOUN
ajst-17918	137	59	)	)	PUNCT
ajst-17918	137	60	.	.	PUNCT
ajst-17918	138	1	his	his	PRON
ajst-17918	138	2	outstanding	outstanding	ADJ
ajst-17918	138	3	research	research	NOUN
ajst-17918	138	4	provides	provide	VERB
ajst-17918	138	5	valuable	valuable	ADJ
ajst-17918	138	6	reference	reference	NOUN
ajst-17918	138	7	and	and	CCONJ
ajst-17918	138	8	inspiration	inspiration	NOUN
ajst-17918	138	9	for	for	ADP
ajst-17918	138	10	this	this	DET
ajst-17918	138	11	article	article	NOUN
ajst-17918	138	12	,	,	PUNCT
ajst-17918	138	13	especially	especially	ADV
ajst-17918	138	14	in	in	ADP
ajst-17918	138	15	the	the	DET
ajst-17918	138	16	field	field	NOUN
ajst-17918	138	17	of	of	ADP
ajst-17918	138	18	deep	deep	ADJ
ajst-17918	138	19	learning	learning	NOUN
ajst-17918	138	20	and	and	CCONJ
ajst-17918	138	21	artificial	artificial	ADJ
ajst-17918	138	22	intelligence	intelligence	NOUN
ajst-17918	138	23	.	.	PUNCT
ajst-17918	139	1	through	through	ADP
ajst-17918	139	2	his	his	PRON
ajst-17918	139	3	work	work	NOUN
ajst-17918	139	4	,	,	PUNCT
ajst-17918	139	5	we	we	PRON
ajst-17918	139	6	have	have	AUX
ajst-17918	139	7	gained	gain	VERB
ajst-17918	139	8	a	a	DET
ajst-17918	139	9	deep	deep	ADJ
ajst-17918	139	10	understanding	understanding	NOUN
ajst-17918	139	11	of	of	ADP
ajst-17918	139	12	the	the	DET
ajst-17918	139	13	application	application	NOUN
ajst-17918	139	14	of	of	ADP
ajst-17918	139	15	computer	computer	NOUN
ajst-17918	139	16	vision	vision	NOUN
ajst-17918	139	17	technology	technology	NOUN
ajst-17918	139	18	in	in	ADP
ajst-17918	139	19	medical	medical	ADJ
ajst-17918	139	20	image	image	NOUN
ajst-17918	139	21	analysis	analysis	NOUN
ajst-17918	139	22	,	,	PUNCT
ajst-17918	139	23	and	and	CCONJ
ajst-17918	139	24	benefit	benefit	VERB
ajst-17918	139	25	from	from	ADP
ajst-17918	139	26	his	his	PRON
ajst-17918	139	27	in	in	ADP
ajst-17918	139	28	-	-	PUNCT
ajst-17918	139	29	depth	depth	NOUN
ajst-17918	139	30	insights	insight	NOUN
ajst-17918	139	31	and	and	CCONJ
ajst-17918	139	32	cutting	cutting	NOUN
ajst-17918	139	33	-	-	PUNCT
ajst-17918	139	34	edge	edge	NOUN
ajst-17918	139	35	data	datum	NOUN
ajst-17918	139	36	sharing	sharing	NOUN
ajst-17918	139	37	in	in	ADP
ajst-17918	139	38	related	related	ADJ
ajst-17918	139	39	fields	field	NOUN
ajst-17918	139	40	.	.	PUNCT
ajst-17918	140	1	at	at	ADP
ajst-17918	140	2	the	the	DET
ajst-17918	140	3	same	same	ADJ
ajst-17918	140	4	time	time	NOUN
ajst-17918	140	5	,	,	PUNCT
ajst-17918	140	6	i	i	PRON
ajst-17918	140	7	would	would	AUX
ajst-17918	140	8	also	also	ADV
ajst-17918	140	9	like	like	VERB
ajst-17918	140	10	to	to	PART
ajst-17918	140	11	thank	thank	VERB
ajst-17918	140	12	him	he	PRON
ajst-17918	140	13	for	for	ADP
ajst-17918	140	14	his	his	PRON
ajst-17918	140	15	opinions	opinion	NOUN
ajst-17918	140	16	and	and	CCONJ
ajst-17918	140	17	data	datum	NOUN
ajst-17918	140	18	inspiration	inspiration	NOUN
ajst-17918	140	19	in	in	ADP
ajst-17918	140	20	the	the	DET
ajst-17918	140	21	field	field	NOUN
ajst-17918	140	22	of	of	ADP
ajst-17918	140	23	deep	deep	ADJ
ajst-17918	140	24	learning	learning	NOUN
ajst-17918	140	25	and	and	CCONJ
ajst-17918	140	26	artificial	artificial	ADJ
ajst-17918	140	27	intelligence	intelligence	NOUN
ajst-17918	140	28	,	,	PUNCT
ajst-17918	140	29	which	which	PRON
ajst-17918	140	30	have	have	AUX
ajst-17918	140	31	played	play	VERB
ajst-17918	140	32	an	an	DET
ajst-17918	140	33	important	important	ADJ
ajst-17918	140	34	role	role	NOUN
ajst-17918	140	35	in	in	ADP
ajst-17918	140	36	promoting	promote	VERB
ajst-17918	140	37	our	our	PRON
ajst-17918	140	38	research	research	NOUN
ajst-17918	140	39	work	work	NOUN
ajst-17918	140	40	.	.	PUNCT
ajst-17918	141	1	his	his	PRON
ajst-17918	141	2	contribution	contribution	NOUN
ajst-17918	141	3	not	not	PART
ajst-17918	141	4	only	only	ADV
ajst-17918	141	5	has	have	VERB
ajst-17918	141	6	an	an	DET
ajst-17918	141	7	important	important	ADJ
ajst-17918	141	8	impact	impact	NOUN
ajst-17918	141	9	on	on	ADP
ajst-17918	141	10	the	the	DET
ajst-17918	141	11	academic	academic	ADJ
ajst-17918	141	12	community	community	NOUN
ajst-17918	141	13	,	,	PUNCT
ajst-17918	141	14	but	but	CCONJ
ajst-17918	141	15	also	also	ADV
ajst-17918	141	16	has	have	VERB
ajst-17918	141	17	a	a	DET
ajst-17918	141	18	profound	profound	ADJ
ajst-17918	141	19	impact	impact	NOUN
ajst-17918	141	20	on	on	ADP
ajst-17918	141	21	the	the	DET
ajst-17918	141	22	practice	practice	NOUN
ajst-17918	141	23	of	of	ADP
ajst-17918	141	24	medical	medical	ADJ
ajst-17918	141	25	imaging	imaging	NOUN
ajst-17918	141	26	diagnosis	diagnosis	NOUN
ajst-17918	141	27	and	and	CCONJ
ajst-17918	141	28	detection	detection	NOUN
ajst-17918	141	29	.	.	PUNCT
ajst-17918	142	1	thanks	thank	NOUN
ajst-17918	142	2	again	again	ADV
ajst-17918	142	3	to	to	ADP
ajst-17918	142	4	professor	professor	PROPN
ajst-17918	142	5	xinqi	xinqi	PROPN
ajst-17918	142	6	dong	dong	PROPN
ajst-17918	142	7	!	!	PUNCT
ajst-17918	143	1	references	reference	NOUN
ajst-17918	143	2	[	[	X
ajst-17918	143	3	1	1	NUM
ajst-17918	143	4	]	]	X
ajst-17918	143	5	akbar	akbar	NOUN
ajst-17918	143	6	,	,	PUNCT
ajst-17918	143	7	a.	a.	NOUN
ajst-17918	143	8	,	,	PUNCT
ajst-17918	143	9	peoples	people	NOUN
ajst-17918	143	10	,	,	PUNCT
ajst-17918	143	11	n.	n.	PROPN
ajst-17918	143	12	,	,	PUNCT
ajst-17918	143	13	xie	xie	PROPN
ajst-17918	143	14	,	,	PUNCT
ajst-17918	143	15	h.	h.	PROPN
ajst-17918	143	16	,	,	PUNCT
ajst-17918	143	17	sergot	sergot	VERB
ajst-17918	143	18	,	,	PUNCT
ajst-17918	143	19	p.	p.	PROPN
ajst-17918	143	20	,	,	PUNCT
ajst-17918	143	21	hussein	hussein	PROPN
ajst-17918	143	22	,	,	PUNCT
ajst-17918	143	23	h.	h.	PROPN
ajst-17918	143	24	,	,	PUNCT
ajst-17918	143	25	peacock	peacock	NOUN
ajst-17918	143	26	iv	iv	PROPN
ajst-17918	143	27	,	,	PUNCT
ajst-17918	143	28	w.	w.	PROPN
ajst-17918	143	29	f.	f.	PROPN
ajst-17918	143	30	,	,	PUNCT
ajst-17918	143	31	&	&	CCONJ
ajst-17918	143	32	rafique	rafique	PROPN
ajst-17918	143	33	,	,	PUNCT
ajst-17918	143	34	z.	z.	PROPN
ajst-17918	143	35	.	.	PUNCT
ajst-17918	144	1	(	(	PUNCT
ajst-17918	144	2	2022	2022	NUM
ajst-17918	144	3	)	)	PUNCT
ajst-17918	144	4	.	.	PUNCT
ajst-17918	145	1	thrombolytic	thrombolytic	ADJ
ajst-17918	145	2	administration	administration	NOUN
ajst-17918	145	3	for	for	ADP
ajst-17918	145	4	acute	acute	ADJ
ajst-17918	145	5	ischemic	ischemic	ADJ
ajst-17918	145	6	stroke	stroke	NOUN
ajst-17918	145	7	:	:	PUNCT
ajst-17918	145	8	what	what	DET
ajst-17918	145	9	processes	process	NOUN
ajst-17918	145	10	can	can	AUX
ajst-17918	145	11	be	be	AUX
ajst-17918	145	12	optimized	optimize	VERB
ajst-17918	145	13	?	?	PUNCT
ajst-17918	145	14	.	.	PUNCT
ajst-17918	146	1	mcgill	mcgill	PROPN
ajst-17918	146	2	journal	journal	PROPN
ajst-17918	146	3	of	of	ADP
ajst-17918	146	4	medicine	medicine	NOUN
ajst-17918	146	5	,	,	PUNCT
ajst-17918	146	6	20(2	20(2	NUM
ajst-17918	146	7	)	)	PUNCT
ajst-17918	146	8	.	.	PUNCT
ajst-17918	147	1	[	[	X
ajst-17918	147	2	2	2	X
ajst-17918	147	3	]	]	PUNCT
ajst-17918	147	4	k.	k.	PROPN
ajst-17918	147	5	jin	jin	PROPN
ajst-17918	147	6	,	,	PUNCT
ajst-17918	147	7	z.	z.	PROPN
ajst-17918	147	8	z.	z.	PROPN
ajst-17918	147	9	zhong	zhong	PROPN
ajst-17918	147	10	and	and	CCONJ
ajst-17918	147	11	e.	e.	PROPN
ajst-17918	147	12	y.	y.	PROPN
ajst-17918	147	13	zhao	zhao	PROPN
ajst-17918	147	14	,	,	PUNCT
ajst-17918	147	15	"	"	PUNCT
ajst-17918	147	16	sustainable	sustainable	ADJ
ajst-17918	147	17	digital	digital	ADJ
ajst-17918	147	18	marketing	marketing	NOUN
ajst-17918	147	19	under	under	ADP
ajst-17918	147	20	big	big	ADJ
ajst-17918	147	21	data	datum	NOUN
ajst-17918	147	22	:	:	PUNCT
ajst-17918	147	23	an	an	DET
ajst-17918	147	24	ai	ai	ADJ
ajst-17918	147	25	random	random	ADJ
ajst-17918	147	26	forest	forest	NOUN
ajst-17918	147	27	model	model	NOUN
ajst-17918	147	28	approach	approach	NOUN
ajst-17918	147	29	,	,	PUNCT
ajst-17918	147	30	"	"	PUNCT
ajst-17918	147	31	in	in	ADP
ajst-17918	147	32	ieee	ieee	NOUN
ajst-17918	147	33	transactions	transaction	NOUN
ajst-17918	147	34	on	on	ADP
ajst-17918	147	35	engineering	engineering	NOUN
ajst-17918	147	36	management	management	NOUN
ajst-17918	147	37	,	,	PUNCT
ajst-17918	147	38	vol	vol	NOUN
ajst-17918	147	39	.	.	PROPN
ajst-17918	147	40	71	71	NUM
ajst-17918	147	41	,	,	PUNCT
ajst-17918	147	42	pp	pp	ADJ
ajst-17918	147	43	.	.	PUNCT
ajst-17918	148	1	3566	3566	NUM
ajst-17918	148	2	-	-	SYM
ajst-17918	148	3	3579	3579	NUM
ajst-17918	148	4	,	,	PUNCT
ajst-17918	148	5	2024	2024	NUM
ajst-17918	148	6	,	,	PUNCT
ajst-17918	148	7	doi	doi	NOUN
ajst-17918	148	8	:	:	PUNCT
ajst-17918	148	9	10.1109	10.1109	NUM
ajst-17918	148	10	/	/	SYM
ajst-17918	148	11	tem.2023.3348991	tem.2023.3348991	NUM
ajst-17918	148	12	.	.	PUNCT
ajst-17918	149	1	[	[	X
ajst-17918	149	2	3	3	NUM
ajst-17918	149	3	]	]	X
ajst-17918	149	4	jin	jin	NOUN
ajst-17918	149	5	,	,	PUNCT
ajst-17918	149	6	keyan	keyan	PROPN
ajst-17918	149	7	.	.	PUNCT
ajst-17918	150	1	"	"	PUNCT
ajst-17918	150	2	impacts	impact	NOUN
ajst-17918	150	3	of	of	ADP
ajst-17918	150	4	word	word	NOUN
ajst-17918	150	5	of	of	ADP
ajst-17918	150	6	mouth	mouth	NOUN
ajst-17918	150	7	(	(	PUNCT
ajst-17918	150	8	wom	wom	PROPN
ajst-17918	150	9	)	)	PUNCT
ajst-17918	150	10	on	on	ADP
ajst-17918	150	11	e	e	NOUN
ajst-17918	150	12	-	-	NOUN
ajst-17918	150	13	business	business	ADJ
ajst-17918	150	14	online	online	ADJ
ajst-17918	150	15	pricing	pricing	NOUN
ajst-17918	150	16	.	.	PUNCT
ajst-17918	150	17	"	"	PUNCT
ajst-17918	151	1	jgim	jgim	PROPN
ajst-17918	151	2	vol.31	vol.31	PROPN
ajst-17918	151	3	,	,	PUNCT
ajst-17918	151	4	no.3	no.3	VERB
ajst-17918	151	5	2023	2023	NUM
ajst-17918	151	6	:	:	PUNCT
ajst-17918	151	7	pp.1	pp.1	PROPN
ajst-17918	151	8	-	-	PUNCT
ajst-17918	151	9	17	17	NUM
ajst-17918	151	10	.	.	PUNCT
ajst-17918	152	1	http://doi.org/10.4018/jgim.324813	http://doi.org/10.4018/jgim.324813	NOUN
ajst-17918	153	1	[	[	X
ajst-17918	153	2	4	4	NUM
ajst-17918	153	3	]	]	X
ajst-17918	153	4	chen	chen	PROPN
ajst-17918	153	5	,	,	PUNCT
ajst-17918	153	6	wangmei	wangmei	PROPN
ajst-17918	153	7	,	,	PUNCT
ajst-17918	153	8	et	et	PROPN
ajst-17918	153	9	al	al	PROPN
ajst-17918	153	10	.	.	PUNCT
ajst-17918	154	1	“	"	PUNCT
ajst-17918	154	2	applying	apply	VERB
ajst-17918	154	3	machine	machine	NOUN
ajst-17918	154	4	learning	learn	VERB
ajst-17918	154	5	algorithm	algorithm	NOUN
ajst-17918	154	6	to	to	PART
ajst-17918	154	7	optimize	optimize	VERB
ajst-17918	154	8	personalized	personalize	VERB
ajst-17918	154	9	education	education	NOUN
ajst-17918	154	10	recommendation	recommendation	NOUN
ajst-17918	154	11	system	system	NOUN
ajst-17918	154	12	”	"	PUNCT
ajst-17918	154	13	.	.	PUNCT
ajst-17918	155	1	journal	journal	PROPN
ajst-17918	155	2	of	of	ADP
ajst-17918	155	3	theory	theory	NOUN
ajst-17918	155	4	and	and	CCONJ
ajst-17918	155	5	practice	practice	NOUN
ajst-17918	155	6	of	of	ADP
ajst-17918	155	7	engineering	engineering	NOUN
ajst-17918	155	8	science	science	NOUN
ajst-17918	155	9	,	,	PUNCT
ajst-17918	155	10	vol	vol	NOUN
ajst-17918	155	11	.	.	PROPN
ajst-17918	155	12	4	4	NUM
ajst-17918	155	13	,	,	PUNCT
ajst-17918	155	14	no	no	INTJ
ajst-17918	155	15	.	.	NOUN
ajst-17918	155	16	01	01	NUM
ajst-17918	155	17	,	,	PUNCT
ajst-17918	155	18	feb	feb	PROPN
ajst-17918	155	19	.	.	PROPN
ajst-17918	155	20	2024	2024	NUM
ajst-17918	155	21	,	,	PUNCT
ajst-17918	155	22	pp	pp	ADV
ajst-17918	155	23	.	.	PUNCT
ajst-17918	156	1	101	101	NUM
ajst-17918	156	2	-	-	SYM
ajst-17918	156	3	8	8	NUM
ajst-17918	156	4	,	,	PUNCT
ajst-17918	156	5	doi:10.53469	doi:10.53469	X
ajst-17918	156	6	/	/	SYM
ajst-17918	156	7	jtpes.2024.04(01).14	jtpes.2024.04(01).14	NOUN
ajst-17918	156	8	.	.	PUNCT
ajst-17918	157	1	[	[	X
ajst-17918	157	2	5	5	NUM
ajst-17918	157	3	]	]	PUNCT
ajst-17918	157	4	“	"	PUNCT
ajst-17918	157	5	implementation	implementation	NOUN
ajst-17918	157	6	of	of	ADP
ajst-17918	157	7	computer	computer	NOUN
ajst-17918	157	8	vision	vision	NOUN
ajst-17918	157	9	technology	technology	NOUN
ajst-17918	157	10	based	base	VERB
ajst-17918	157	11	on	on	ADP
ajst-17918	157	12	artificial	artificial	ADJ
ajst-17918	157	13	intelligence	intelligence	NOUN
ajst-17918	157	14	for	for	ADP
ajst-17918	157	15	medical	medical	ADJ
ajst-17918	157	16	image	image	NOUN
ajst-17918	157	17	analysis	analysis	NOUN
ajst-17918	157	18	”	"	PUNCT
ajst-17918	157	19	.	.	PUNCT
ajst-17918	158	1	international	international	ADJ
ajst-17918	158	2	journal	journal	PROPN
ajst-17918	158	3	of	of	ADP
ajst-17918	158	4	computer	computer	NOUN
ajst-17918	158	5	science	science	NOUN
ajst-17918	158	6	and	and	CCONJ
ajst-17918	158	7	information	information	NOUN
ajst-17918	158	8	technology	technology	NOUN
ajst-17918	158	9	,	,	PUNCT
ajst-17918	158	10	vol	vol	NOUN
ajst-17918	158	11	.	.	PROPN
ajst-17918	158	12	1	1	NUM
ajst-17918	158	13	,	,	PUNCT
ajst-17918	158	14	no	no	INTJ
ajst-17918	158	15	.	.	NOUN
ajst-17918	158	16	1	1	NUM
ajst-17918	158	17	,	,	PUNCT
ajst-17918	158	18	dec	dec	PROPN
ajst-17918	158	19	.	.	PROPN
ajst-17918	158	20	2023	2023	NUM
ajst-17918	158	21	,	,	PUNCT
ajst-17918	158	22	pp	pp	ADJ
ajst-17918	158	23	.	.	PUNCT
ajst-17918	159	1	69	69	NUM
ajst-17918	159	2	-	-	SYM
ajst-17918	159	3	76	76	NUM
ajst-17918	159	4	,	,	PUNCT
ajst-17918	159	5	https://doi.org/10.62051/ijcsit.v1n1.10	https://doi.org/10.62051/ijcsit.v1n1.10	NOUN
ajst-17918	159	6	.	.	PUNCT
ajst-17918	160	1	[	[	X
ajst-17918	160	2	6	6	NUM
ajst-17918	160	3	]	]	SYM
ajst-17918	160	4	dong	dong	PROPN
ajst-17918	160	5	,	,	PUNCT
ajst-17918	160	6	xinqi	xinqi	PROPN
ajst-17918	160	7	,	,	PUNCT
ajst-17918	160	8	et	et	PROPN
ajst-17918	160	9	al	al	PROPN
ajst-17918	160	10	.	.	PUNCT
ajst-17918	161	1	“	"	PUNCT
ajst-17918	161	2	the	the	DET
ajst-17918	161	3	prediction	prediction	NOUN
ajst-17918	161	4	trend	trend	NOUN
ajst-17918	161	5	of	of	ADP
ajst-17918	161	6	enterprise	enterprise	NOUN
ajst-17918	161	7	financial	financial	ADJ
ajst-17918	161	8	risk	risk	NOUN
ajst-17918	161	9	based	base	VERB
ajst-17918	161	10	on	on	ADP
ajst-17918	161	11	machine	machine	NOUN
ajst-17918	161	12	learning	learn	VERB
ajst-17918	161	13	arima	arima	PROPN
ajst-17918	161	14	model	model	NOUN
ajst-17918	161	15	”	"	PUNCT
ajst-17918	161	16	.	.	PUNCT
ajst-17918	162	1	journal	journal	PROPN
ajst-17918	162	2	of	of	ADP
ajst-17918	162	3	theory	theory	NOUN
ajst-17918	162	4	and	and	CCONJ
ajst-17918	162	5	practice	practice	NOUN
ajst-17918	162	6	of	of	ADP
ajst-17918	162	7	engineering	engineering	NOUN
ajst-17918	162	8	science	science	NOUN
ajst-17918	162	9	,	,	PUNCT
ajst-17918	162	10	vol	vol	NOUN
ajst-17918	162	11	.	.	PROPN
ajst-17918	162	12	4	4	NUM
ajst-17918	162	13	,	,	PUNCT
ajst-17918	162	14	no	no	INTJ
ajst-17918	162	15	.	.	NOUN
ajst-17918	162	16	01	01	NUM
ajst-17918	162	17	,	,	PUNCT
ajst-17918	162	18	jan	jan	PROPN
ajst-17918	162	19	.	.	PROPN
ajst-17918	162	20	2024	2024	NUM
ajst-17918	162	21	,	,	PUNCT
ajst-17918	162	22	pp	pp	ADV
ajst-17918	162	23	.	.	PUNCT
ajst-17918	163	1	65	65	NUM
ajst-17918	163	2	-	-	SYM
ajst-17918	163	3	71	71	NUM
ajst-17918	163	4	,	,	PUNCT
ajst-17918	163	5	doi:10.53469	doi:10.53469	X
ajst-17918	163	6	/	/	SYM
ajst-17918	163	7	jtpes.2024.04(01).09	jtpes.2024.04(01).09	NOUN
ajst-17918	163	8	.	.	PUNCT
ajst-17918	164	1	[	[	X
ajst-17918	164	2	7	7	X
ajst-17918	164	3	]	]	PUNCT
ajst-17918	164	4	“	"	PUNCT
ajst-17918	164	5	a	a	DET
ajst-17918	164	6	deep	deep	ADJ
ajst-17918	164	7	learning	learning	NOUN
ajst-17918	164	8	-	-	PUNCT
ajst-17918	164	9	based	base	VERB
ajst-17918	164	10	algorithm	algorithm	NOUN
ajst-17918	164	11	for	for	ADP
ajst-17918	164	12	crop	crop	NOUN
ajst-17918	164	13	disease	disease	NOUN
ajst-17918	164	14	identification	identification	NOUN
ajst-17918	164	15	positioning	positioning	NOUN
ajst-17918	164	16	using	use	VERB
ajst-17918	164	17	computer	computer	NOUN
ajst-17918	164	18	vision	vision	NOUN
ajst-17918	164	19	”	"	PUNCT
ajst-17918	164	20	.	.	PUNCT
ajst-17918	165	1	international	international	ADJ
ajst-17918	165	2	journal	journal	PROPN
ajst-17918	165	3	of	of	ADP
ajst-17918	165	4	computer	computer	NOUN
ajst-17918	165	5	science	science	NOUN
ajst-17918	165	6	and	and	CCONJ
ajst-17918	165	7	information	information	NOUN
ajst-17918	165	8	technology	technology	NOUN
ajst-17918	165	9	,	,	PUNCT
ajst-17918	165	10	vol	vol	NOUN
ajst-17918	165	11	.	.	PROPN
ajst-17918	165	12	1	1	NUM
ajst-17918	165	13	,	,	PUNCT
ajst-17918	165	14	no	no	INTJ
ajst-17918	165	15	.	.	NOUN
ajst-17918	165	16	1	1	NUM
ajst-17918	165	17	,	,	PUNCT
ajst-17918	165	18	dec	dec	PROPN
ajst-17918	165	19	.	.	PROPN
ajst-17918	165	20	2023	2023	NUM
ajst-17918	165	21	,	,	PUNCT
ajst-17918	165	22	pp	pp	ADJ
ajst-17918	165	23	.	.	PUNCT
ajst-17918	166	1	85	85	NUM
ajst-17918	166	2	-	-	SYM
ajst-17918	166	3	92	92	NUM
ajst-17918	166	4	,	,	PUNCT
ajst-17918	166	5	https://doi.org/10.62051/ijcsit.v1n1.12	https://doi.org/10.62051/ijcsit.v1n1.12	NOUN
ajst-17918	166	6	.	.	NOUN
ajst-17918	166	7	211	211	NUM
ajst-17918	167	1	[	[	X
ajst-17918	167	2	8	8	NUM
ajst-17918	167	3	]	]	SYM
ajst-17918	167	4	du	du	X
ajst-17918	167	5	,	,	PUNCT
ajst-17918	167	6	s.	s.	PROPN
ajst-17918	167	7	,	,	PUNCT
ajst-17918	167	8	li	li	PROPN
ajst-17918	167	9	,	,	PUNCT
ajst-17918	167	10	l.	l.	PROPN
ajst-17918	167	11	,	,	PUNCT
ajst-17918	167	12	wang	wang	PROPN
ajst-17918	167	13	,	,	PUNCT
ajst-17918	167	14	y.	y.	PROPN
ajst-17918	167	15	,	,	PUNCT
ajst-17918	167	16	liu	liu	PROPN
ajst-17918	167	17	,	,	PUNCT
ajst-17918	167	18	y.	y.	PROPN
ajst-17918	167	19	,	,	PUNCT
ajst-17918	167	20	&	&	CCONJ
ajst-17918	167	21	pan	pan	PROPN
ajst-17918	167	22	,	,	PUNCT
ajst-17918	167	23	y.	y.	PROPN
ajst-17918	167	24	(	(	PUNCT
ajst-17918	167	25	2023	2023	NUM
ajst-17918	167	26	)	)	PUNCT
ajst-17918	167	27	.	.	PUNCT
ajst-17918	168	1	application	application	NOUN
ajst-17918	168	2	of	of	ADP
ajst-17918	168	3	hpv-16	hpv-16	NUM
ajst-17918	168	4	in	in	ADP
ajst-17918	168	5	liquid	liquid	NOUN
ajst-17918	168	6	-	-	PUNCT
ajst-17918	168	7	based	base	VERB
ajst-17918	168	8	thin	thin	ADJ
ajst-17918	168	9	layer	layer	NOUN
ajst-17918	168	10	cytology	cytology	NOUN
ajst-17918	168	11	of	of	ADP
ajst-17918	168	12	host	host	NOUN
ajst-17918	168	13	genetic	genetic	ADJ
ajst-17918	168	14	lesions	lesion	NOUN
ajst-17918	168	15	based	base	VERB
ajst-17918	168	16	on	on	ADP
ajst-17918	168	17	ai	ai	PRON
ajst-17918	168	18	diagnostic	diagnostic	ADJ
ajst-17918	168	19	technology	technology	NOUN
ajst-17918	168	20	presentation	presentation	NOUN
ajst-17918	168	21	of	of	ADP
ajst-17918	168	22	liquid	liquid	NOUN
ajst-17918	168	23	.	.	PUNCT
ajst-17918	169	1	journal	journal	PROPN
ajst-17918	169	2	of	of	ADP
ajst-17918	169	3	theory	theory	NOUN
ajst-17918	169	4	and	and	CCONJ
ajst-17918	169	5	practice	practice	NOUN
ajst-17918	169	6	of	of	ADP
ajst-17918	169	7	engineering	engineering	NOUN
ajst-17918	169	8	science	science	NOUN
ajst-17918	169	9	,	,	PUNCT
ajst-17918	169	10	3(12	3(12	NUM
ajst-17918	169	11	)	)	PUNCT
ajst-17918	169	12	,	,	PUNCT
ajst-17918	169	13	1	1	NUM
ajst-17918	169	14	-	-	SYM
ajst-17918	169	15	6	6	NUM
ajst-17918	169	16	.	.	PUNCT
ajst-17918	170	1	[	[	X
ajst-17918	170	2	9	9	NUM
ajst-17918	170	3	]	]	X
ajst-17918	170	4	xin	xin	PROPN
ajst-17918	170	5	,	,	PUNCT
ajst-17918	170	6	q.	q.	PROPN
ajst-17918	170	7	,	,	PUNCT
ajst-17918	170	8	he	he	PRON
ajst-17918	170	9	,	,	PUNCT
ajst-17918	170	10	y.	y.	PROPN
ajst-17918	170	11	,	,	PUNCT
ajst-17918	170	12	pan	pan	PROPN
ajst-17918	170	13	,	,	PUNCT
ajst-17918	170	14	y.	y.	PROPN
ajst-17918	170	15	,	,	PUNCT
ajst-17918	170	16	wang	wang	PROPN
ajst-17918	170	17	,	,	PUNCT
ajst-17918	170	18	y.	y.	PROPN
ajst-17918	170	19	,	,	PUNCT
ajst-17918	170	20	&	&	CCONJ
ajst-17918	170	21	du	du	PROPN
ajst-17918	170	22	,	,	PUNCT
ajst-17918	170	23	s.	s.	PROPN
ajst-17918	170	24	(	(	PUNCT
ajst-17918	170	25	2023	2023	NUM
ajst-17918	170	26	)	)	PUNCT
ajst-17918	170	27	.	.	PUNCT
ajst-17918	171	1	the	the	DET
ajst-17918	171	2	implementation	implementation	NOUN
ajst-17918	171	3	of	of	ADP
ajst-17918	171	4	an	an	DET
ajst-17918	171	5	ai	ai	ADJ
ajst-17918	171	6	-	-	PUNCT
ajst-17918	171	7	driven	drive	VERB
ajst-17918	171	8	advertising	advertising	NOUN
ajst-17918	171	9	push	push	NOUN
ajst-17918	171	10	system	system	NOUN
ajst-17918	171	11	based	base	VERB
ajst-17918	171	12	on	on	ADP
ajst-17918	171	13	a	a	DET
ajst-17918	171	14	nlp	nlp	NOUN
ajst-17918	171	15	algorithm	algorithm	NOUN
ajst-17918	171	16	.	.	PUNCT
ajst-17918	172	1	international	international	ADJ
ajst-17918	172	2	journal	journal	PROPN
ajst-17918	172	3	of	of	ADP
ajst-17918	172	4	computer	computer	NOUN
ajst-17918	172	5	science	science	NOUN
ajst-17918	172	6	and	and	CCONJ
ajst-17918	172	7	information	information	NOUN
ajst-17918	172	8	technology	technology	NOUN
ajst-17918	172	9	,	,	PUNCT
ajst-17918	172	10	1(1	1(1	NUM
ajst-17918	172	11	)	)	PUNCT
ajst-17918	172	12	,	,	PUNCT
ajst-17918	172	13	30	30	NUM
ajst-17918	172	14	-	-	SYM
ajst-17918	172	15	37	37	NUM
ajst-17918	172	16	.	.	PUNCT
ajst-17918	173	1	[	[	X
ajst-17918	173	2	10	10	NUM
ajst-17918	173	3	]	]	PUNCT
ajst-17918	173	4	he	he	PRON
ajst-17918	173	5	,	,	PUNCT
ajst-17918	173	6	yuhang	yuhang	PROPN
ajst-17918	173	7	,	,	PUNCT
ajst-17918	173	8	et	et	PROPN
ajst-17918	173	9	al	al	PROPN
ajst-17918	173	10	.	.	PUNCT
ajst-17918	174	1	“	"	PUNCT
ajst-17918	174	2	intelligent	intelligent	ADJ
ajst-17918	174	3	fault	fault	NOUN
ajst-17918	174	4	analysis	analysis	NOUN
ajst-17918	174	5	with	with	ADP
ajst-17918	174	6	aiops	aiop	NOUN
ajst-17918	174	7	technology	technology	NOUN
ajst-17918	174	8	”	"	PUNCT
ajst-17918	174	9	.	.	PUNCT
ajst-17918	175	1	journal	journal	PROPN
ajst-17918	175	2	of	of	ADP
ajst-17918	175	3	theory	theory	NOUN
ajst-17918	175	4	and	and	CCONJ
ajst-17918	175	5	practice	practice	NOUN
ajst-17918	175	6	of	of	ADP
ajst-17918	175	7	engineering	engineering	NOUN
ajst-17918	175	8	science	science	NOUN
ajst-17918	175	9	,	,	PUNCT
ajst-17918	175	10	vol	vol	NOUN
ajst-17918	175	11	.	.	PROPN
ajst-17918	175	12	4	4	NUM
ajst-17918	175	13	,	,	PUNCT
ajst-17918	175	14	no	no	INTJ
ajst-17918	175	15	.	.	NOUN
ajst-17918	175	16	01	01	NUM
ajst-17918	175	17	,	,	PUNCT
ajst-17918	175	18	feb	feb	PROPN
ajst-17918	175	19	.	.	PROPN
ajst-17918	175	20	2024	2024	NUM
ajst-17918	175	21	,	,	PUNCT
ajst-17918	175	22	pp	pp	ADV
ajst-17918	175	23	.	.	PUNCT
ajst-17918	176	1	94	94	NUM
ajst-17918	176	2	-	-	SYM
ajst-17918	176	3	100	100	NUM
ajst-17918	176	4	,	,	PUNCT
ajst-17918	176	5	doi:10.53469	doi:10.53469	X
ajst-17918	176	6	/	/	SYM
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ajst-17918	176	8	.	.	PUNCT
ajst-17918	177	1	[	[	X
ajst-17918	177	2	11	11	NUM
ajst-17918	177	3	]	]	X
ajst-17918	177	4	chen	chen	PROPN
ajst-17918	177	5	,	,	PUNCT
ajst-17918	177	6	j.	j.	PROPN
ajst-17918	177	7	,	,	PUNCT
ajst-17918	177	8	xiong	xiong	PROPN
ajst-17918	177	9	,	,	PUNCT
ajst-17918	177	10	j.	j.	PROPN
ajst-17918	177	11	,	,	PUNCT
ajst-17918	177	12	wang	wang	PROPN
ajst-17918	177	13	,	,	PUNCT
ajst-17918	177	14	y.	y.	PROPN
ajst-17918	177	15	,	,	PUNCT
ajst-17918	177	16	xin	xin	PROPN
ajst-17918	177	17	,	,	PUNCT
ajst-17918	177	18	q.	q.	PROPN
ajst-17918	177	19	,	,	PUNCT
ajst-17918	177	20	&	&	CCONJ
ajst-17918	177	21	zhou	zhou	PROPN
ajst-17918	177	22	,	,	PUNCT
ajst-17918	177	23	h.	h.	PROPN
ajst-17918	177	24	(	(	PUNCT
ajst-17918	177	25	2024	2024	NUM
ajst-17918	177	26	)	)	PUNCT
ajst-17918	177	27	.	.	PUNCT
ajst-17918	178	1	implementation	implementation	NOUN
ajst-17918	178	2	of	of	ADP
ajst-17918	178	3	an	an	DET
ajst-17918	178	4	ai	ai	NOUN
ajst-17918	178	5	-	-	PUNCT
ajst-17918	178	6	based	base	VERB
ajst-17918	178	7	mrd	mrd	ADJ
ajst-17918	178	8	evaluation	evaluation	NOUN
ajst-17918	178	9	and	and	CCONJ
ajst-17918	178	10	prediction	prediction	NOUN
ajst-17918	178	11	model	model	NOUN
ajst-17918	178	12	for	for	ADP
ajst-17918	178	13	multiple	multiple	ADJ
ajst-17918	178	14	myeloma	myeloma	NOUN
ajst-17918	178	15	.	.	PUNCT
ajst-17918	179	1	frontiers	frontier	NOUN
ajst-17918	179	2	in	in	ADP
ajst-17918	179	3	computing	computing	NOUN
ajst-17918	179	4	and	and	CCONJ
ajst-17918	179	5	intelligent	intelligent	ADJ
ajst-17918	179	6	systems	system	NOUN
ajst-17918	179	7	,	,	PUNCT
ajst-17918	179	8	6(3	6(3	NUM
ajst-17918	179	9	)	)	PUNCT
ajst-17918	179	10	,	,	PUNCT
ajst-17918	179	11	127131	127131	NUM
ajst-17918	179	12	.	.	PUNCT
ajst-17918	180	1	https://doi.org/10.54097/zj4mnbww	https://doi.org/10.54097/zj4mnbww	NOUN
ajst-17918	181	1	[	[	X
ajst-17918	181	2	12	12	NUM
ajst-17918	181	3	]	]	X
ajst-17918	181	4	tan	tan	PROPN
ajst-17918	181	5	,	,	PUNCT
ajst-17918	181	6	kai	kai	PROPN
ajst-17918	181	7	,	,	PUNCT
ajst-17918	181	8	et	et	PROPN
ajst-17918	181	9	al	al	PROPN
ajst-17918	181	10	.	.	PUNCT
ajst-17918	182	1	“	"	PUNCT
ajst-17918	182	2	integrating	integrate	VERB
ajst-17918	182	3	advanced	advanced	ADJ
ajst-17918	182	4	computer	computer	NOUN
ajst-17918	182	5	vision	vision	NOUN
ajst-17918	182	6	and	and	CCONJ
ajst-17918	182	7	ai	ai	VERB
ajst-17918	182	8	algorithms	algorithm	NOUN
ajst-17918	182	9	for	for	ADP
ajst-17918	182	10	autonomous	autonomous	ADJ
ajst-17918	182	11	driving	driving	NOUN
ajst-17918	182	12	systems	system	NOUN
ajst-17918	182	13	”	"	PUNCT
ajst-17918	182	14	.	.	PUNCT
ajst-17918	183	1	journal	journal	PROPN
ajst-17918	183	2	of	of	ADP
ajst-17918	183	3	theory	theory	NOUN
ajst-17918	183	4	and	and	CCONJ
ajst-17918	183	5	practice	practice	NOUN
ajst-17918	183	6	of	of	ADP
ajst-17918	183	7	engineering	engineering	NOUN
ajst-17918	183	8	science	science	NOUN
ajst-17918	183	9	,	,	PUNCT
ajst-17918	183	10	vol	vol	NOUN
ajst-17918	183	11	.	.	PROPN
ajst-17918	183	12	4	4	NUM
ajst-17918	183	13	,	,	PUNCT
ajst-17918	183	14	no	no	INTJ
ajst-17918	183	15	.	.	NOUN
ajst-17918	183	16	01	01	NUM
ajst-17918	183	17	,	,	PUNCT
ajst-17918	183	18	jan	jan	PROPN
ajst-17918	183	19	.	.	PROPN
ajst-17918	183	20	2024	2024	NUM
ajst-17918	183	21	,	,	PUNCT
ajst-17918	183	22	pp	pp	ADP
ajst-17918	183	23	.	.	PUNCT
ajst-17918	184	1	41	41	NUM
ajst-17918	184	2	-	-	SYM
ajst-17918	184	3	48	48	NUM
ajst-17918	184	4	,	,	PUNCT
ajst-17918	184	5	doi:10.53469	doi:10.53469	X
ajst-17918	184	6	/	/	SYM
ajst-17918	184	7	jtpes.2024.04(01).06	jtpes.2024.04(01).06	NOUN
ajst-17918	184	8	.	.	PUNCT
ajst-17918	185	1	[	[	X
ajst-17918	185	2	13	13	NUM
ajst-17918	185	3	]	]	PUNCT
ajst-17918	185	4	“	"	PUNCT
ajst-17918	185	5	exploring	explore	VERB
ajst-17918	185	6	new	new	ADJ
ajst-17918	185	7	frontiers	frontier	NOUN
ajst-17918	185	8	of	of	ADP
ajst-17918	185	9	deep	deep	ADJ
ajst-17918	185	10	learning	learning	NOUN
ajst-17918	185	11	in	in	ADP
ajst-17918	185	12	legal	legal	ADJ
ajst-17918	185	13	practice	practice	NOUN
ajst-17918	185	14	:	:	PUNCT
ajst-17918	185	15	a	a	DET
ajst-17918	185	16	case	case	NOUN
ajst-17918	185	17	study	study	NOUN
ajst-17918	185	18	of	of	ADP
ajst-17918	185	19	large	large	ADJ
ajst-17918	185	20	language	language	NOUN
ajst-17918	185	21	models	model	NOUN
ajst-17918	185	22	”	"	PUNCT
ajst-17918	185	23	.	.	PUNCT
ajst-17918	186	1	international	international	ADJ
ajst-17918	186	2	journal	journal	PROPN
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ajst-17918	186	4	computer	computer	NOUN
ajst-17918	186	5	science	science	NOUN
ajst-17918	186	6	and	and	CCONJ
ajst-17918	186	7	information	information	NOUN
ajst-17918	186	8	technology	technology	NOUN
ajst-17918	186	9	,	,	PUNCT
ajst-17918	186	10	vol	vol	NOUN
ajst-17918	186	11	.	.	PROPN
ajst-17918	186	12	1	1	NUM
ajst-17918	186	13	,	,	PUNCT
ajst-17918	186	14	no	no	INTJ
ajst-17918	186	15	.	.	NOUN
ajst-17918	186	16	1	1	NUM
ajst-17918	186	17	,	,	PUNCT
ajst-17918	186	18	dec	dec	PROPN
ajst-17918	186	19	.	.	PROPN
ajst-17918	186	20	2023	2023	NUM
ajst-17918	186	21	,	,	PUNCT
ajst-17918	186	22	pp	pp	ADJ
ajst-17918	186	23	.	.	PUNCT
ajst-17918	187	1	131	131	NUM
ajst-17918	187	2	-	-	SYM
ajst-17918	187	3	8	8	NUM
ajst-17918	187	4	,	,	PUNCT
ajst-17918	187	5	https://doi.org/10.62051/ijcsit.v1n1.18	https://doi.org/10.62051/ijcsit.v1n1.18	X
ajst-17918	187	6	.	.	PUNCT
ajst-17918	188	1	[	[	X
ajst-17918	188	2	14	14	NUM
ajst-17918	188	3	]	]	X
ajst-17918	188	4	development	development	NOUN
ajst-17918	188	5	of	of	ADP
ajst-17918	188	6	machine	machine	NOUN
ajst-17918	188	7	learning	learning	NOUN
ajst-17918	188	8	and	and	CCONJ
ajst-17918	188	9	artificial	artificial	ADJ
ajst-17918	188	10	intelligence	intelligence	NOUN
ajst-17918	188	11	in	in	ADP
ajst-17918	188	12	toxic	toxic	ADJ
ajst-17918	188	13	pathology	pathology	NOUN
ajst-17918	188	14	.	.	PUNCT
ajst-17918	189	1	(	(	PUNCT
ajst-17918	189	2	2024	2024	NUM
ajst-17918	189	3	)	)	PUNCT
ajst-17918	189	4	.	.	PUNCT
ajst-17918	190	1	frontiers	frontier	NOUN
ajst-17918	190	2	in	in	ADP
ajst-17918	190	3	computing	computing	NOUN
ajst-17918	190	4	and	and	CCONJ
ajst-17918	190	5	intelligent	intelligent	ADJ
ajst-17918	190	6	systems	system	NOUN
ajst-17918	190	7	,	,	PUNCT
ajst-17918	190	8	6(3	6(3	NUM
ajst-17918	190	9	)	)	PUNCT
ajst-17918	190	10	,	,	PUNCT
ajst-17918	190	11	137141	137141	NUM
ajst-17918	190	12	.	.	PUNCT
ajst-17918	191	1	https://doi.org/10.54097/be1exjza	https://doi.org/10.54097/be1exjza	X
ajst-17918	191	2	[	[	X
ajst-17918	191	3	15	15	NUM
ajst-17918	191	4	]	]	X
ajst-17918	191	5	jili	jili	PROPN
ajst-17918	191	6	qian	qian	PROPN
ajst-17918	191	7	,	,	PUNCT
ajst-17918	191	8	et	et	PROPN
ajst-17918	191	9	al	al	PROPN
ajst-17918	191	10	.	.	PUNCT
ajst-17918	191	11	“	"	PUNCT
ajst-17918	191	12	analysis	analysis	NOUN
ajst-17918	191	13	and	and	CCONJ
ajst-17918	191	14	diagnosis	diagnosis	NOUN
ajst-17918	191	15	of	of	ADP
ajst-17918	191	16	hemolytic	hemolytic	ADJ
ajst-17918	191	17	specimens	specimen	NOUN
ajst-17918	191	18	by	by	ADP
ajst-17918	191	19	au5800	au5800	PROPN
ajst-17918	191	20	biochemical	biochemical	ADJ
ajst-17918	191	21	analyzer	analyzer	NOUN
ajst-17918	191	22	combined	combine	VERB
ajst-17918	191	23	with	with	ADP
ajst-17918	191	24	ai	ai	PROPN
ajst-17918	191	25	technology	technology	NOUN
ajst-17918	191	26	”	"	PUNCT
ajst-17918	191	27	.	.	PUNCT
ajst-17918	192	1	frontiers	frontier	NOUN
ajst-17918	192	2	in	in	ADP
ajst-17918	192	3	computing	computing	NOUN
ajst-17918	192	4	and	and	CCONJ
ajst-17918	192	5	intelligent	intelligent	ADJ
ajst-17918	192	6	systems	system	NOUN
ajst-17918	192	7	,	,	PUNCT
ajst-17918	192	8	vol	vol	NOUN
ajst-17918	192	9	.	.	PROPN
ajst-17918	192	10	6	6	NUM
ajst-17918	192	11	,	,	PUNCT
ajst-17918	192	12	no	no	INTJ
ajst-17918	192	13	.	.	NOUN
ajst-17918	192	14	3	3	NUM
ajst-17918	192	15	,	,	PUNCT
ajst-17918	192	16	jan	jan	PROPN
ajst-17918	192	17	.	.	PROPN
ajst-17918	192	18	2024	2024	NUM
ajst-17918	192	19	,	,	PUNCT
ajst-17918	192	20	pp	pp	ADV
ajst-17918	192	21	.	.	PUNCT
ajst-17918	193	1	100	100	NUM
ajst-17918	193	2	-	-	SYM
ajst-17918	193	3	3	3	NUM
ajst-17918	193	4	,	,	PUNCT
ajst-17918	193	5	https://doi.org/10.54097/qoseeq5n	https://doi.org/10.54097/qoseeq5n	PRON
ajst-17918	193	6	.	.	PUNCT
ajst-17918	194	1	[	[	X
ajst-17918	194	2	16	16	NUM
ajst-17918	194	3	]	]	PUNCT
ajst-17918	194	4	“	"	PUNCT
ajst-17918	194	5	a	a	DET
ajst-17918	194	6	deep	deep	ADJ
ajst-17918	194	7	learning	learning	NOUN
ajst-17918	194	8	-	-	PUNCT
ajst-17918	194	9	based	base	VERB
ajst-17918	194	10	algorithm	algorithm	NOUN
ajst-17918	194	11	for	for	ADP
ajst-17918	194	12	crop	crop	NOUN
ajst-17918	194	13	disease	disease	NOUN
ajst-17918	194	14	identification	identification	NOUN
ajst-17918	194	15	positioning	positioning	NOUN
ajst-17918	194	16	using	use	VERB
ajst-17918	194	17	computer	computer	NOUN
ajst-17918	194	18	vision	vision	NOUN
ajst-17918	194	19	”	"	PUNCT
ajst-17918	194	20	.	.	PUNCT
ajst-17918	195	1	international	international	ADJ
ajst-17918	195	2	journal	journal	PROPN
ajst-17918	195	3	of	of	ADP
ajst-17918	195	4	computer	computer	NOUN
ajst-17918	195	5	science	science	NOUN
ajst-17918	195	6	and	and	CCONJ
ajst-17918	195	7	information	information	NOUN
ajst-17918	195	8	technology	technology	NOUN
ajst-17918	195	9	,	,	PUNCT
ajst-17918	195	10	vol	vol	NOUN
ajst-17918	195	11	.	.	PROPN
ajst-17918	195	12	1	1	NUM
ajst-17918	195	13	,	,	PUNCT
ajst-17918	195	14	no	no	INTJ
ajst-17918	195	15	.	.	NOUN
ajst-17918	195	16	1	1	NUM
ajst-17918	195	17	,	,	PUNCT
ajst-17918	195	18	dec	dec	PROPN
ajst-17918	195	19	.	.	PROPN
ajst-17918	195	20	2023	2023	NUM
ajst-17918	195	21	,	,	PUNCT
ajst-17918	195	22	pp	pp	ADJ
ajst-17918	195	23	.	.	PUNCT
ajst-17918	196	1	85	85	NUM
ajst-17918	196	2	-	-	SYM
ajst-17918	196	3	92	92	NUM
ajst-17918	196	4	,	,	PUNCT
ajst-17918	196	5	https://doi.org/10.62051/ijcsit.v1n1.12	https://doi.org/10.62051/ijcsit.v1n1.12	NOUN
ajst-17918	196	6	.	.	PUNCT
ajst-17918	197	1	[	[	X
ajst-17918	197	2	17	17	NUM
ajst-17918	197	3	]	]	SYM
ajst-17918	197	4	pan	pan	PROPN
ajst-17918	197	5	,	,	PUNCT
ajst-17918	197	6	yiming	yiming	PROPN
ajst-17918	197	7	,	,	PUNCT
ajst-17918	197	8	et	et	PROPN
ajst-17918	197	9	al	al	PROPN
ajst-17918	197	10	.	.	PUNCT
ajst-17918	197	11	“	"	PUNCT
ajst-17918	197	12	application	application	NOUN
ajst-17918	197	13	of	of	ADP
ajst-17918	197	14	three	three	NUM
ajst-17918	197	15	-	-	PUNCT
ajst-17918	197	16	dimensional	dimensional	ADJ
ajst-17918	197	17	coding	code	VERB
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ajst-17918	197	19	in	in	ADP
ajst-17918	197	20	screening	screening	NOUN
ajst-17918	197	21	and	and	CCONJ
ajst-17918	197	22	diagnosis	diagnosis	NOUN
ajst-17918	197	23	of	of	ADP
ajst-17918	197	24	cervical	cervical	ADJ
ajst-17918	197	25	precancerous	precancerous	ADJ
ajst-17918	197	26	lesions	lesion	NOUN
ajst-17918	197	27	”	"	PUNCT
ajst-17918	197	28	.	.	PUNCT
ajst-17918	198	1	frontiers	frontier	NOUN
ajst-17918	198	2	in	in	ADP
ajst-17918	198	3	computing	computing	NOUN
ajst-17918	198	4	and	and	CCONJ
ajst-17918	198	5	intelligent	intelligent	ADJ
ajst-17918	198	6	systems	system	NOUN
ajst-17918	198	7	,	,	PUNCT
ajst-17918	198	8	vol	vol	NOUN
ajst-17918	198	9	.	.	PROPN
ajst-17918	198	10	6	6	NUM
ajst-17918	198	11	,	,	PUNCT
ajst-17918	198	12	no	no	INTJ
ajst-17918	198	13	.	.	NOUN
ajst-17918	198	14	3	3	NUM
ajst-17918	198	15	,	,	PUNCT
ajst-17918	198	16	jan	jan	PROPN
ajst-17918	198	17	.	.	PROPN
ajst-17918	198	18	2024	2024	NUM
ajst-17918	198	19	,	,	PUNCT
ajst-17918	198	20	pp	pp	ADJ
ajst-17918	198	21	.	.	PUNCT
ajst-17918	199	1	61	61	NUM
ajst-17918	199	2	-	-	SYM
ajst-17918	199	3	64	64	NUM
ajst-17918	199	4	,	,	PUNCT
ajst-17918	199	5	https://doi.org/10.54097/mi3vm0yb	https://doi.org/10.54097/mi3vm0yb	X
ajst-17918	199	6	.	.	PUNCT
ajst-17918	200	1	[	[	X
ajst-17918	200	2	18	18	NUM
ajst-17918	200	3	]	]	X
ajst-17918	200	4	wei	wei	PROPN
ajst-17918	200	5	,	,	PUNCT
ajst-17918	200	6	kuo	kuo	PROPN
ajst-17918	200	7	,	,	PUNCT
ajst-17918	200	8	et	et	PROPN
ajst-17918	200	9	al	al	PROPN
ajst-17918	200	10	.	.	PUNCT
ajst-17918	200	11	“	"	PUNCT
ajst-17918	200	12	strategic	strategic	ADJ
ajst-17918	200	13	application	application	NOUN
ajst-17918	200	14	of	of	ADP
ajst-17918	200	15	ai	ai	PRON
ajst-17918	200	16	intelligent	intelligent	ADJ
ajst-17918	200	17	algorithm	algorithm	NOUN
ajst-17918	200	18	in	in	ADP
ajst-17918	200	19	network	network	NOUN
ajst-17918	200	20	threat	threat	NOUN
ajst-17918	200	21	detection	detection	NOUN
ajst-17918	200	22	and	and	CCONJ
ajst-17918	200	23	defense	defense	NOUN
ajst-17918	200	24	”	"	PUNCT
ajst-17918	200	25	.	.	PUNCT
ajst-17918	201	1	journal	journal	PROPN
ajst-17918	201	2	of	of	ADP
ajst-17918	201	3	theory	theory	NOUN
ajst-17918	201	4	and	and	CCONJ
ajst-17918	201	5	practice	practice	NOUN
ajst-17918	201	6	of	of	ADP
ajst-17918	201	7	engineering	engineering	NOUN
ajst-17918	201	8	science	science	NOUN
ajst-17918	201	9	,	,	PUNCT
ajst-17918	201	10	vol	vol	NOUN
ajst-17918	201	11	.	.	PROPN
ajst-17918	201	12	4	4	NUM
ajst-17918	201	13	,	,	PUNCT
ajst-17918	201	14	no	no	INTJ
ajst-17918	201	15	.	.	NOUN
ajst-17918	201	16	01	01	NUM
ajst-17918	201	17	,	,	PUNCT
ajst-17918	201	18	jan	jan	PROPN
ajst-17918	201	19	.	.	PROPN
ajst-17918	201	20	2024	2024	NUM
ajst-17918	201	21	,	,	PUNCT
ajst-17918	201	22	pp	pp	ADV
ajst-17918	201	23	.	.	PUNCT
ajst-17918	202	1	49	49	NUM
ajst-17918	202	2	-	-	SYM
ajst-17918	202	3	57	57	NUM
ajst-17918	202	4	,	,	PUNCT
ajst-17918	202	5	doi:10.53469	doi:10.53469	NOUN
ajst-17918	202	6	/	/	SYM
ajst-17918	202	7	jtpes.2024.04(01).07	jtpes.2024.04(01).07	NOUN
ajst-17918	202	8	.	.	PUNCT
ajst-17918	203	1	[	[	X
ajst-17918	203	2	19	19	NUM
ajst-17918	203	3	]	]	PUNCT
ajst-17918	203	4	“	"	PUNCT
ajst-17918	203	5	unveiling	unveil	VERB
ajst-17918	203	6	the	the	DET
ajst-17918	203	7	future	future	NOUN
ajst-17918	203	8	navigating	navigate	VERB
ajst-17918	203	9	next	next	ADJ
ajst-17918	203	10	-	-	PUNCT
ajst-17918	203	11	generation	generation	NOUN
ajst-17918	203	12	ai	ai	PROPN
ajst-17918	203	13	frontiers	frontier	NOUN
ajst-17918	203	14	and	and	CCONJ
ajst-17918	203	15	innovations	innovation	NOUN
ajst-17918	203	16	in	in	ADP
ajst-17918	203	17	application	application	NOUN
ajst-17918	203	18	”	"	PUNCT
ajst-17918	203	19	.	.	PUNCT
ajst-17918	204	1	international	international	ADJ
ajst-17918	204	2	journal	journal	PROPN
ajst-17918	204	3	of	of	ADP
ajst-17918	204	4	computer	computer	NOUN
ajst-17918	204	5	science	science	NOUN
ajst-17918	204	6	and	and	CCONJ
ajst-17918	204	7	information	information	NOUN
ajst-17918	204	8	technology	technology	NOUN
ajst-17918	204	9	,	,	PUNCT
ajst-17918	204	10	vol	vol	NOUN
ajst-17918	204	11	.	.	PROPN
ajst-17918	204	12	1	1	NUM
ajst-17918	204	13	,	,	PUNCT
ajst-17918	204	14	no	no	INTJ
ajst-17918	204	15	.	.	NOUN
ajst-17918	204	16	1	1	NUM
ajst-17918	204	17	,	,	PUNCT
ajst-17918	204	18	dec	dec	PROPN
ajst-17918	204	19	.	.	PROPN
ajst-17918	204	20	2023	2023	NUM
ajst-17918	204	21	,	,	PUNCT
ajst-17918	204	22	pp	pp	ADJ
ajst-17918	204	23	.	.	PUNCT
ajst-17918	205	1	147	147	NUM
ajst-17918	205	2	-	-	SYM
ajst-17918	205	3	56	56	NUM
ajst-17918	205	4	,	,	PUNCT
ajst-17918	205	5	https://doi.org/10.62051/ijcsit.v1n1.20	https://doi.org/10.62051/ijcsit.v1n1.20	NOUN
ajst-17918	205	6	.	.	PUNCT
ajst-17918	206	1	[	[	X
ajst-17918	206	2	20	20	NUM
ajst-17918	206	3	]	]	SYM
ajst-17918	206	4	zong	zong	PROPN
ajst-17918	206	5	,	,	PUNCT
ajst-17918	206	6	yanqi	yanqi	PROPN
ajst-17918	206	7	,	,	PUNCT
ajst-17918	206	8	et	et	PROPN
ajst-17918	206	9	al	al	PROPN
ajst-17918	206	10	.	.	PUNCT
ajst-17918	207	1	“	"	PUNCT
ajst-17918	207	2	improvements	improvement	NOUN
ajst-17918	207	3	and	and	CCONJ
ajst-17918	207	4	challenges	challenge	NOUN
ajst-17918	207	5	in	in	ADP
ajst-17918	207	6	starcraft	starcraft	PROPN
ajst-17918	207	7	ii	ii	PROPN
ajst-17918	207	8	macro	macro	NOUN
ajst-17918	207	9	-	-	NOUN
ajst-17918	207	10	management	management	NOUN
ajst-17918	207	11	a	a	DET
ajst-17918	207	12	study	study	NOUN
ajst-17918	207	13	on	on	ADP
ajst-17918	207	14	the	the	DET
ajst-17918	207	15	msc	msc	PROPN
ajst-17918	207	16	dataset	dataset	PROPN
ajst-17918	207	17	”	"	PUNCT
ajst-17918	207	18	.	.	PUNCT
ajst-17918	208	1	journal	journal	PROPN
ajst-17918	208	2	of	of	ADP
ajst-17918	208	3	theory	theory	NOUN
ajst-17918	208	4	and	and	CCONJ
ajst-17918	208	5	practice	practice	NOUN
ajst-17918	208	6	of	of	ADP
ajst-17918	208	7	engineering	engineering	NOUN
ajst-17918	208	8	science	science	NOUN
ajst-17918	208	9	,	,	PUNCT
ajst-17918	208	10	vol	vol	NOUN
ajst-17918	208	11	.	.	PROPN
ajst-17918	209	1	3	3	NUM
ajst-17918	209	2	,	,	PUNCT
ajst-17918	209	3	no	no	INTJ
ajst-17918	209	4	.	.	NOUN
ajst-17918	209	5	12	12	NUM
ajst-17918	209	6	,	,	PUNCT
ajst-17918	209	7	dec	dec	PROPN
ajst-17918	209	8	.	.	PROPN
ajst-17918	209	9	2023	2023	NUM
ajst-17918	209	10	,	,	PUNCT
ajst-17918	209	11	pp	pp	ADJ
ajst-17918	209	12	.	.	PUNCT
ajst-17918	210	1	29	29	NUM
ajst-17918	210	2	-	-	SYM
ajst-17918	210	3	35	35	NUM
ajst-17918	210	4	,	,	PUNCT
ajst-17918	210	5	doi:10.53469	doi:10.53469	X
ajst-17918	210	6	/	/	SYM
ajst-17918	210	7	jtpes.2023.03(12).05	jtpes.2023.03(12).05	PROPN
ajst-17918	210	8	.	.	PUNCT
ajst-17918	211	1	[	[	X
ajst-17918	211	2	21	21	NUM
ajst-17918	211	3	]	]	X
ajst-17918	211	4	an	an	DET
ajst-17918	211	5	overview	overview	NOUN
ajst-17918	211	6	of	of	ADP
ajst-17918	211	7	the	the	DET
ajst-17918	211	8	development	development	NOUN
ajst-17918	211	9	of	of	ADP
ajst-17918	211	10	stereotactic	stereotactic	ADJ
ajst-17918	211	11	body	body	NOUN
ajst-17918	211	12	radiation	radiation	NOUN
ajst-17918	211	13	therapy	therapy	NOUN
ajst-17918	211	14	.	.	PUNCT
ajst-17918	212	1	(	(	PUNCT
ajst-17918	212	2	2024	2024	NUM
ajst-17918	212	3	)	)	PUNCT
ajst-17918	212	4	.	.	PUNCT
ajst-17918	213	1	frontiers	frontier	NOUN
ajst-17918	213	2	in	in	ADP
ajst-17918	213	3	computing	computing	NOUN
ajst-17918	213	4	and	and	CCONJ
ajst-17918	213	5	intelligent	intelligent	ADJ
ajst-17918	213	6	systems	system	NOUN
ajst-17918	213	7	,	,	PUNCT
ajst-17918	213	8	6(3	6(3	NUM
ajst-17918	213	9	)	)	PUNCT
ajst-17918	213	10	,	,	PUNCT
ajst-17918	213	11	56	56	NUM
ajst-17918	213	12	-	-	SYM
ajst-17918	213	13	60	60	NUM
ajst-17918	213	14	.	.	PUNCT
ajst-17918	214	1	https://doi.org/10.54097/09niy12x	https://doi.org/10.54097/09niy12x	NOUN
ajst-17918	214	2	.	.	PUNCT
ajst-17918	215	1	[	[	X
ajst-17918	215	2	22	22	NUM
ajst-17918	215	3	]	]	X
ajst-17918	215	4	zheng	zheng	PROPN
ajst-17918	215	5	,	,	PUNCT
ajst-17918	215	6	jiajian	jiajian	PROPN
ajst-17918	215	7	,	,	PUNCT
ajst-17918	215	8	et	et	PROPN
ajst-17918	215	9	al	al	PROPN
ajst-17918	215	10	.	.	PUNCT
ajst-17918	216	1	“	"	PUNCT
ajst-17918	216	2	the	the	DET
ajst-17918	216	3	credit	credit	NOUN
ajst-17918	216	4	card	card	NOUN
ajst-17918	216	5	anti	anti	ADJ
ajst-17918	216	6	-	-	ADJ
ajst-17918	216	7	fraud	fraud	ADJ
ajst-17918	216	8	detection	detection	NOUN
ajst-17918	216	9	model	model	NOUN
ajst-17918	216	10	in	in	ADP
ajst-17918	216	11	the	the	DET
ajst-17918	216	12	context	context	NOUN
ajst-17918	216	13	of	of	ADP
ajst-17918	216	14	dynamic	dynamic	ADJ
ajst-17918	216	15	integration	integration	NOUN
ajst-17918	216	16	selection	selection	NOUN
ajst-17918	216	17	algorithm	algorithm	NOUN
ajst-17918	216	18	”	"	PUNCT
ajst-17918	216	19	.	.	PUNCT
ajst-17918	217	1	frontiers	frontier	NOUN
ajst-17918	217	2	in	in	ADP
ajst-17918	217	3	computing	computing	NOUN
ajst-17918	217	4	and	and	CCONJ
ajst-17918	217	5	intelligent	intelligent	ADJ
ajst-17918	217	6	systems	system	NOUN
ajst-17918	217	7	,	,	PUNCT
ajst-17918	217	8	vol	vol	NOUN
ajst-17918	217	9	.	.	PROPN
ajst-17918	217	10	6	6	NUM
ajst-17918	217	11	,	,	PUNCT
ajst-17918	217	12	no	no	INTJ
ajst-17918	217	13	.	.	NOUN
ajst-17918	217	14	3	3	NUM
ajst-17918	217	15	,	,	PUNCT
ajst-17918	217	16	jan	jan	PROPN
ajst-17918	217	17	.	.	PROPN
ajst-17918	217	18	2024	2024	NUM
ajst-17918	217	19	,	,	PUNCT
ajst-17918	217	20	pp	pp	ADV
ajst-17918	217	21	.	.	PUNCT
ajst-17918	218	1	119	119	NUM
ajst-17918	218	2	-	-	SYM
ajst-17918	218	3	22	22	NUM
ajst-17918	218	4	,	,	PUNCT
ajst-17918	218	5	https://doi.org/10.54097/a5jafgdv	https://doi.org/10.54097/a5jafgdv	PROPN
ajst-17918	218	6	.	.	PUNCT
ajst-17918	219	1	[	[	X
ajst-17918	219	2	23	23	NUM
ajst-17918	219	3	]	]	X
ajst-17918	219	4	wang	wang	PROPN
ajst-17918	219	5	,	,	PUNCT
ajst-17918	219	6	sihao	sihao	PROPN
ajst-17918	219	7	,	,	PUNCT
ajst-17918	219	8	et	et	PROPN
ajst-17918	219	9	al	al	PROPN
ajst-17918	219	10	.	.	PUNCT
ajst-17918	220	1	“	"	PUNCT
ajst-17918	220	2	diabetes	diabete	VERB
ajst-17918	220	3	risk	risk	NOUN
ajst-17918	220	4	analysis	analysis	NOUN
ajst-17918	220	5	based	base	VERB
ajst-17918	220	6	on	on	ADP
ajst-17918	220	7	machine	machine	NOUN
ajst-17918	220	8	learning	learn	VERB
ajst-17918	220	9	lasso	lasso	NOUN
ajst-17918	220	10	regression	regression	NOUN
ajst-17918	220	11	model	model	NOUN
ajst-17918	220	12	”	"	PUNCT
ajst-17918	220	13	.	.	PUNCT
ajst-17918	221	1	journal	journal	PROPN
ajst-17918	221	2	of	of	ADP
ajst-17918	221	3	theory	theory	NOUN
ajst-17918	221	4	and	and	CCONJ
ajst-17918	221	5	practice	practice	NOUN
ajst-17918	221	6	of	of	ADP
ajst-17918	221	7	engineering	engineering	NOUN
ajst-17918	221	8	science	science	NOUN
ajst-17918	221	9	,	,	PUNCT
ajst-17918	221	10	vol	vol	NOUN
ajst-17918	221	11	.	.	PROPN
ajst-17918	221	12	4	4	NUM
ajst-17918	221	13	,	,	PUNCT
ajst-17918	221	14	no	no	INTJ
ajst-17918	221	15	.	.	NOUN
ajst-17918	221	16	01	01	NUM
ajst-17918	221	17	,	,	PUNCT
ajst-17918	221	18	jan	jan	PROPN
ajst-17918	221	19	.	.	PROPN
ajst-17918	221	20	2024	2024	NUM
ajst-17918	221	21	,	,	PUNCT
ajst-17918	221	22	pp	pp	ADV
ajst-17918	221	23	.	.	PUNCT
ajst-17918	222	1	58	58	NUM
ajst-17918	222	2	-	-	SYM
ajst-17918	222	3	64	64	NUM
ajst-17918	222	4	,	,	PUNCT
ajst-17918	222	5	doi:10.53469	doi:10.53469	X
ajst-17918	222	6	/	/	SYM
ajst-17918	222	7	jtpes.2024.04(01).08	jtpes.2024.04(01).08	NOUN
ajst-17918	222	8	.	.	PUNCT
ajst-17918	223	1	[	[	X
ajst-17918	223	2	24	24	NUM
ajst-17918	223	3	]	]	PUNCT
ajst-17918	223	4	“	"	PUNCT
ajst-17918	223	5	enhancing	enhance	VERB
ajst-17918	223	6	computer	computer	NOUN
ajst-17918	223	7	digital	digital	ADJ
ajst-17918	223	8	signal	signal	NOUN
ajst-17918	223	9	processing	processing	NOUN
ajst-17918	223	10	through	through	ADP
ajst-17918	223	11	the	the	DET
ajst-17918	223	12	utilization	utilization	NOUN
ajst-17918	223	13	of	of	ADP
ajst-17918	223	14	rnn	rnn	NOUN
ajst-17918	223	15	sequence	sequence	NOUN
ajst-17918	223	16	algorithms	algorithm	NOUN
ajst-17918	223	17	”	"	PUNCT
ajst-17918	223	18	.	.	PUNCT
ajst-17918	224	1	international	international	ADJ
ajst-17918	224	2	journal	journal	PROPN
ajst-17918	224	3	of	of	ADP
ajst-17918	224	4	computer	computer	NOUN
ajst-17918	224	5	science	science	NOUN
ajst-17918	224	6	and	and	CCONJ
ajst-17918	224	7	information	information	NOUN
ajst-17918	224	8	technology	technology	NOUN
ajst-17918	224	9	,	,	PUNCT
ajst-17918	224	10	vol	vol	NOUN
ajst-17918	224	11	.	.	PROPN
ajst-17918	224	12	1	1	NUM
ajst-17918	224	13	,	,	PUNCT
ajst-17918	224	14	no	no	INTJ
ajst-17918	224	15	.	.	NOUN
ajst-17918	224	16	1	1	NUM
ajst-17918	224	17	,	,	PUNCT
ajst-17918	224	18	dec	dec	PROPN
ajst-17918	224	19	.	.	PROPN
ajst-17918	224	20	2023	2023	NUM
ajst-17918	224	21	,	,	PUNCT
ajst-17918	224	22	pp	pp	ADJ
ajst-17918	224	23	.	.	PUNCT
ajst-17918	225	1	60	60	NUM
ajst-17918	225	2	-	-	SYM
ajst-17918	225	3	68	68	NUM
ajst-17918	225	4	,	,	PUNCT
ajst-17918	225	5	https://doi.org/10.62051/ijcsit.v1n1.09	https://doi.org/10.62051/ijcsit.v1n1.09	NOUN
ajst-17918	225	6	.	.	PUNCT
ajst-17918	226	1	[	[	X
ajst-17918	226	2	25	25	NUM
ajst-17918	226	3	]	]	X
ajst-17918	226	4	yu	yu	PROPN
ajst-17918	226	5	,	,	PUNCT
ajst-17918	226	6	l.	l.	PROPN
ajst-17918	226	7	,	,	PUNCT
ajst-17918	226	8	liu	liu	PROPN
ajst-17918	226	9	,	,	PUNCT
ajst-17918	226	10	b.	b.	PROPN
ajst-17918	226	11	,	,	PUNCT
ajst-17918	226	12	lin	lin	PROPN
ajst-17918	226	13	,	,	PUNCT
ajst-17918	226	14	q.	q.	PROPN
ajst-17918	226	15	,	,	PUNCT
ajst-17918	226	16	zhao	zhao	PROPN
ajst-17918	226	17	,	,	PUNCT
ajst-17918	226	18	x.	x.	NOUN
ajst-17918	226	19	,	,	PUNCT
ajst-17918	226	20	&	&	CCONJ
ajst-17918	226	21	che	che	PROPN
ajst-17918	226	22	,	,	PUNCT
ajst-17918	226	23	c.	c.	PROPN
ajst-17918	226	24	(	(	PUNCT
ajst-17918	226	25	2024	2024	NUM
ajst-17918	226	26	)	)	PUNCT
ajst-17918	226	27	.	.	PUNCT
ajst-17918	227	1	semantic	semantic	ADJ
ajst-17918	227	2	similarity	similarity	NOUN
ajst-17918	227	3	matching	match	VERB
ajst-17918	227	4	for	for	ADP
ajst-17918	227	5	patent	patent	NOUN
ajst-17918	227	6	documents	document	NOUN
ajst-17918	227	7	using	use	VERB
ajst-17918	227	8	ensemble	ensemble	ADJ
ajst-17918	227	9	bert	bert	NOUN
ajst-17918	227	10	-	-	PUNCT
ajst-17918	227	11	related	relate	VERB
ajst-17918	227	12	model	model	NOUN
ajst-17918	227	13	and	and	CCONJ
ajst-17918	227	14	novel	novel	ADJ
ajst-17918	227	15	text	text	NOUN
ajst-17918	227	16	processing	processing	NOUN
ajst-17918	227	17	method	method	NOUN
ajst-17918	227	18	.	.	PUNCT
ajst-17918	228	1	arxiv	arxiv	PROPN
ajst-17918	228	2	preprint	preprint	PROPN
ajst-17918	228	3	arxiv:2401.06782	arxiv:2401.06782	PROPN
ajst-17918	228	4	.	.	PUNCT
ajst-17918	229	1	[	[	X
ajst-17918	229	2	26	26	NUM
ajst-17918	229	3	]	]	X
ajst-17918	229	4	huang	huang	PROPN
ajst-17918	229	5	,	,	PUNCT
ajst-17918	229	6	j.	j.	PROPN
ajst-17918	229	7	,	,	PUNCT
ajst-17918	229	8	zhao	zhao	PROPN
ajst-17918	229	9	,	,	PUNCT
ajst-17918	229	10	x.	x.	NOUN
ajst-17918	229	11	,	,	PUNCT
ajst-17918	229	12	che	che	PROPN
ajst-17918	229	13	,	,	PUNCT
ajst-17918	229	14	c.	c.	PROPN
ajst-17918	229	15	,	,	PUNCT
ajst-17918	229	16	lin	lin	PROPN
ajst-17918	229	17	,	,	PUNCT
ajst-17918	229	18	q.	q.	PROPN
ajst-17918	229	19	,	,	PUNCT
ajst-17918	229	20	&	&	CCONJ
ajst-17918	229	21	liu	liu	PROPN
ajst-17918	229	22	,	,	PUNCT
ajst-17918	229	23	b.	b.	PROPN
ajst-17918	229	24	(	(	PUNCT
ajst-17918	229	25	2024	2024	NUM
ajst-17918	229	26	)	)	PUNCT
ajst-17918	229	27	.	.	PUNCT
ajst-17918	230	1	enhancing	enhance	VERB
ajst-17918	230	2	essay	essay	NOUN
ajst-17918	230	3	scoring	score	VERB
ajst-17918	230	4	with	with	ADP
ajst-17918	230	5	adversarial	adversarial	ADJ
ajst-17918	230	6	weights	weight	NOUN
ajst-17918	230	7	perturbation	perturbation	NOUN
ajst-17918	230	8	and	and	CCONJ
ajst-17918	230	9	metric	metric	ADJ
ajst-17918	230	10	-	-	PUNCT
ajst-17918	230	11	specific	specific	ADJ
ajst-17918	230	12	attentionpooling	attentionpooling	NOUN
ajst-17918	230	13	.	.	PUNCT
ajst-17918	231	1	arxiv	arxiv	PROPN
ajst-17918	231	2	preprint	preprint	VERB
ajst-17918	231	3	arxiv:2401.05433	arxiv:2401.05433	PROPN
ajst-17918	231	4	.	.	PUNCT
ajst-17918	232	1	[	[	X
ajst-17918	232	2	27	27	NUM
ajst-17918	232	3	]	]	X
ajst-17918	232	4	huang	huang	PROPN
ajst-17918	232	5	,	,	PUNCT
ajst-17918	232	6	j.	j.	PROPN
ajst-17918	232	7	,	,	PUNCT
ajst-17918	232	8	zhao	zhao	PROPN
ajst-17918	232	9	,	,	PUNCT
ajst-17918	232	10	x.	x.	NOUN
ajst-17918	232	11	,	,	PUNCT
ajst-17918	232	12	che	che	PROPN
ajst-17918	232	13	,	,	PUNCT
ajst-17918	232	14	c.	c.	PROPN
ajst-17918	232	15	,	,	PUNCT
ajst-17918	232	16	lin	lin	PROPN
ajst-17918	232	17	,	,	PUNCT
ajst-17918	232	18	q.	q.	PROPN
ajst-17918	232	19	,	,	PUNCT
ajst-17918	232	20	&	&	CCONJ
ajst-17918	232	21	liu	liu	PROPN
ajst-17918	232	22	,	,	PUNCT
ajst-17918	232	23	b.	b.	PROPN
ajst-17918	232	24	(	(	PUNCT
ajst-17918	232	25	2024	2024	NUM
ajst-17918	232	26	)	)	PUNCT
ajst-17918	232	27	.	.	PUNCT
ajst-17918	233	1	enhancing	enhance	VERB
ajst-17918	233	2	essay	essay	NOUN
ajst-17918	233	3	scoring	score	VERB
ajst-17918	233	4	with	with	ADP
ajst-17918	233	5	adversarial	adversarial	ADJ
ajst-17918	233	6	weights	weight	NOUN
ajst-17918	233	7	perturbation	perturbation	NOUN
ajst-17918	233	8	and	and	CCONJ
ajst-17918	233	9	metric	metric	ADJ
ajst-17918	233	10	-	-	PUNCT
ajst-17918	233	11	specific	specific	ADJ
ajst-17918	233	12	attentionpooling	attentionpooling	NOUN
ajst-17918	233	13	.	.	PUNCT
ajst-17918	234	1	arxiv	arxiv	PROPN
ajst-17918	234	2	preprint	preprint	VERB
ajst-17918	234	3	arxiv:2401.05433	arxiv:2401.05433	NOUN
ajst-17918	234	4	.	.	PUNCT
ajst-17918	235	1	[	[	X
ajst-17918	235	2	28	28	NUM
ajst-17918	235	3	]	]	SYM
ajst-17918	235	4	tianbo	tianbo	NOUN
ajst-17918	235	5	,	,	PUNCT
ajst-17918	235	6	song	song	NOUN
ajst-17918	235	7	,	,	PUNCT
ajst-17918	235	8	hu	hu	PROPN
ajst-17918	235	9	weijun	weijun	PROPN
ajst-17918	235	10	,	,	PUNCT
ajst-17918	235	11	cai	cai	PROPN
ajst-17918	235	12	jiangfeng	jiangfeng	PROPN
ajst-17918	235	13	,	,	PUNCT
ajst-17918	235	14	liu	liu	PROPN
ajst-17918	235	15	weijia	weijia	PROPN
ajst-17918	235	16	,	,	PUNCT
ajst-17918	235	17	yuan	yuan	PROPN
ajst-17918	235	18	quan	quan	PROPN
ajst-17918	235	19	,	,	PUNCT
ajst-17918	235	20	and	and	CCONJ
ajst-17918	235	21	he	he	PRON
ajst-17918	235	22	kun	kun	NOUN
ajst-17918	235	23	.	.	PUNCT
ajst-17918	236	1	"	"	PUNCT
ajst-17918	236	2	bio	bio	ADJ
ajst-17918	236	3	-	-	PUNCT
ajst-17918	236	4	inspired	inspired	ADJ
ajst-17918	236	5	swarm	swarm	NOUN
ajst-17918	236	6	intelligence	intelligence	NOUN
ajst-17918	236	7	:	:	PUNCT
ajst-17918	236	8	a	a	DET
ajst-17918	236	9	flocking	flock	VERB
ajst-17918	236	10	project	project	NOUN
ajst-17918	236	11	with	with	ADP
ajst-17918	236	12	group	group	NOUN
ajst-17918	236	13	object	object	NOUN
ajst-17918	236	14	recognition	recognition	NOUN
ajst-17918	236	15	.	.	PUNCT
ajst-17918	236	16	"	"	PUNCT
ajst-17918	237	1	in	in	ADP
ajst-17918	237	2	2023	2023	NUM
ajst-17918	237	3	3rd	3rd	ADJ
ajst-17918	237	4	international	international	ADJ
ajst-17918	237	5	conference	conference	NOUN
ajst-17918	237	6	on	on	ADP
ajst-17918	237	7	consumer	consumer	NOUN
ajst-17918	237	8	electronics	electronic	NOUN
ajst-17918	237	9	and	and	CCONJ
ajst-17918	237	10	computer	computer	NOUN
ajst-17918	237	11	engineering	engineering	NOUN
ajst-17918	237	12	(	(	PUNCT
ajst-17918	237	13	iccece	iccece	PROPN
ajst-17918	237	14	)	)	PUNCT
ajst-17918	237	15	,	,	PUNCT
ajst-17918	237	16	pp	pp	PROPN
ajst-17918	237	17	.	.	PUNCT
ajst-17918	238	1	834	834	NUM
ajst-17918	238	2	-	-	SYM
ajst-17918	238	3	837	837	NUM
ajst-17918	238	4	.	.	PUNCT
ajst-17918	239	1	ieee	ieee	NOUN
ajst-17918	239	2	,	,	PUNCT
ajst-17918	239	3	2023.doi	2023.doi	NUM
ajst-17918	239	4	:	:	PUNCT
ajst-17918	239	5	10.1109	10.1109	NUM
ajst-17918	239	6	/	/	SYM
ajst-17918	239	7	mce.2022.3206678	mce.2022.3206678	NOUN
ajst-17918	239	8	[	[	X
ajst-17918	239	9	29	29	NUM
ajst-17918	239	10	]	]	PUNCT
ajst-17918	239	11	“	"	PUNCT
ajst-17918	239	12	the	the	DET
ajst-17918	239	13	application	application	NOUN
ajst-17918	239	14	of	of	ADP
ajst-17918	239	15	artificial	artificial	ADJ
ajst-17918	239	16	intelligence	intelligence	NOUN
ajst-17918	239	17	in	in	ADP
ajst-17918	239	18	medical	medical	ADJ
ajst-17918	239	19	diagnostics	diagnostic	NOUN
ajst-17918	239	20	:	:	PUNCT
ajst-17918	239	21	a	a	DET
ajst-17918	239	22	new	new	ADJ
ajst-17918	239	23	frontier	frontier	NOUN
ajst-17918	239	24	”	"	PUNCT
ajst-17918	239	25	.	.	PUNCT
ajst-17918	240	1	academic	academic	ADJ
ajst-17918	240	2	journal	journal	NOUN
ajst-17918	240	3	of	of	ADP
ajst-17918	240	4	science	science	NOUN
ajst-17918	240	5	and	and	CCONJ
ajst-17918	240	6	technology	technology	NOUN
ajst-17918	240	7	,	,	PUNCT
ajst-17918	240	8	vol	vol	NOUN
ajst-17918	240	9	.	.	PROPN
ajst-17918	240	10	8	8	NUM
ajst-17918	240	11	,	,	PUNCT
ajst-17918	240	12	no	no	INTJ
ajst-17918	240	13	.	.	NOUN
ajst-17918	240	14	2	2	NUM
ajst-17918	240	15	,	,	PUNCT
ajst-17918	240	16	dec	dec	PROPN
ajst-17918	240	17	.	.	PROPN
ajst-17918	240	18	2023	2023	NUM
ajst-17918	240	19	,	,	PUNCT
ajst-17918	240	20	pp	pp	ADJ
ajst-17918	240	21	.	.	PUNCT
ajst-17918	241	1	57	57	NUM
ajst-17918	241	2	-	-	SYM
ajst-17918	241	3	61	61	NUM
ajst-17918	241	4	,	,	PUNCT
ajst-17918	241	5	https://doi.org/10.54097/ajst.v8i2.14945	https://doi.org/10.54097/ajst.v8i2.14945	X
ajst-17918	241	6	[	[	X
ajst-17918	241	7	30	30	NUM
ajst-17918	241	8	]	]	X
ajst-17918	241	9	pan	pan	PROPN
ajst-17918	241	10	,	,	PUNCT
ajst-17918	241	11	yiming	yiming	PROPN
ajst-17918	241	12	,	,	PUNCT
ajst-17918	241	13	et	et	PROPN
ajst-17918	241	14	al	al	PROPN
ajst-17918	241	15	.	.	PUNCT
ajst-17918	242	1	“	"	PUNCT
ajst-17918	242	2	application	application	NOUN
ajst-17918	242	3	of	of	ADP
ajst-17918	242	4	three	three	NUM
ajst-17918	242	5	-	-	PUNCT
ajst-17918	242	6	dimensional	dimensional	ADJ
ajst-17918	242	7	coding	code	VERB
ajst-17918	242	8	network	network	NOUN
ajst-17918	242	9	in	in	ADP
ajst-17918	242	10	screening	screening	NOUN
ajst-17918	242	11	and	and	CCONJ
ajst-17918	242	12	diagnosis	diagnosis	NOUN
ajst-17918	242	13	of	of	ADP
ajst-17918	242	14	cervical	cervical	ADJ
ajst-17918	242	15	precancerous	precancerous	ADJ
ajst-17918	242	16	lesions	lesion	NOUN
ajst-17918	242	17	”	"	PUNCT
ajst-17918	242	18	.	.	PUNCT
ajst-17918	243	1	frontiers	frontier	NOUN
ajst-17918	243	2	in	in	ADP
ajst-17918	243	3	computing	computing	NOUN
ajst-17918	243	4	and	and	CCONJ
ajst-17918	243	5	intelligent	intelligent	ADJ
ajst-17918	243	6	systems	system	NOUN
ajst-17918	243	7	,	,	PUNCT
ajst-17918	243	8	vol	vol	NOUN
ajst-17918	243	9	.	.	PROPN
ajst-17918	243	10	6	6	NUM
ajst-17918	243	11	,	,	PUNCT
ajst-17918	243	12	no	no	INTJ
ajst-17918	243	13	.	.	NOUN
ajst-17918	243	14	3	3	NUM
ajst-17918	243	15	,	,	PUNCT
ajst-17918	243	16	jan	jan	PROPN
ajst-17918	243	17	.	.	PROPN
ajst-17918	243	18	2024	2024	NUM
ajst-17918	243	19	,	,	PUNCT
ajst-17918	243	20	pp	pp	ADJ
ajst-17918	243	21	.	.	PUNCT
ajst-17918	244	1	61	61	NUM
ajst-17918	244	2	-	-	SYM
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ajst-17918	244	4	,	,	PUNCT
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ajst-17918	244	6	.	.	PUNCT
ajst-17918	245	1	[	[	X
ajst-17918	245	2	31	31	NUM
ajst-17918	245	3	]	]	X
ajst-17918	245	4	liu	liu	PROPN
ajst-17918	245	5	,	,	PUNCT
ajst-17918	245	6	b.	b.	PROPN
ajst-17918	245	7	,	,	PUNCT
ajst-17918	245	8	zhao	zhao	PROPN
ajst-17918	245	9	,	,	PUNCT
ajst-17918	245	10	x.	x.	PROPN
ajst-17918	245	11	,	,	PUNCT
ajst-17918	245	12	hu	hu	PROPN
ajst-17918	245	13	,	,	PUNCT
ajst-17918	245	14	h.	h.	PROPN
ajst-17918	245	15	,	,	PUNCT
ajst-17918	245	16	lin	lin	PROPN
ajst-17918	245	17	,	,	PUNCT
ajst-17918	245	18	q.	q.	PROPN
ajst-17918	245	19	,	,	PUNCT
ajst-17918	245	20	&	&	CCONJ
ajst-17918	245	21	huang	huang	PROPN
ajst-17918	245	22	,	,	PUNCT
ajst-17918	245	23	j.	j.	PROPN
ajst-17918	245	24	(	(	PUNCT
ajst-17918	245	25	2023	2023	NUM
ajst-17918	245	26	)	)	PUNCT
ajst-17918	245	27	.	.	PUNCT
ajst-17918	246	1	detection	detection	NOUN
ajst-17918	246	2	of	of	ADP
ajst-17918	246	3	esophageal	esophageal	ADJ
ajst-17918	246	4	cancer	cancer	NOUN
ajst-17918	246	5	lesions	lesion	NOUN
ajst-17918	246	6	based	base	VERB
ajst-17918	246	7	on	on	ADP
ajst-17918	246	8	cbam	cbam	NOUN
ajst-17918	246	9	faster	fast	ADV
ajst-17918	246	10	r	r	NOUN
ajst-17918	246	11	-	-	PUNCT
ajst-17918	246	12	cnn	cnn	PROPN
ajst-17918	246	13	.	.	PUNCT
ajst-17918	247	1	journal	journal	PROPN
ajst-17918	247	2	of	of	ADP
ajst-17918	247	3	theory	theory	NOUN
ajst-17918	247	4	and	and	CCONJ
ajst-17918	247	5	practice	practice	NOUN
ajst-17918	247	6	of	of	ADP
ajst-17918	247	7	engineering	engineering	NOUN
ajst-17918	247	8	science	science	NOUN
ajst-17918	247	9	,	,	PUNCT
ajst-17918	247	10	3(12	3(12	NUM
ajst-17918	247	11	)	)	PUNCT
ajst-17918	247	12	,	,	PUNCT
ajst-17918	247	13	36–42	36–42	NUM
ajst-17918	247	14	.	.	PUNCT
ajst-17918	248	1	https://doi.org/10.53469/jtpes.2023.03(12).06	https://doi.org/10.53469/jtpes.2023.03(12).06	NOUN
ajst-17918	249	1	[	[	X
ajst-17918	249	2	32	32	NUM
ajst-17918	249	3	]	]	X
ajst-17918	249	4	liu	liu	PROPN
ajst-17918	249	5	,	,	PUNCT
ajst-17918	249	6	bo	bo	PROPN
ajst-17918	249	7	,	,	PUNCT
ajst-17918	249	8	et	et	PROPN
ajst-17918	249	9	al	al	PROPN
ajst-17918	249	10	.	.	PUNCT
ajst-17918	250	1	"	"	PUNCT
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ajst-17918	250	3	and	and	CCONJ
ajst-17918	250	4	performance	performance	NOUN
ajst-17918	250	5	analysis	analysis	NOUN
ajst-17918	250	6	of	of	ADP
ajst-17918	250	7	artificial	artificial	ADJ
ajst-17918	250	8	intelligence	intelligence	NOUN
ajst-17918	250	9	and	and	CCONJ
ajst-17918	250	10	computer	computer	NOUN
ajst-17918	250	11	vision	vision	NOUN
ajst-17918	250	12	based	base	VERB
ajst-17918	250	13	on	on	ADP
ajst-17918	250	14	deep	deep	ADJ
ajst-17918	250	15	learning	learning	NOUN
ajst-17918	250	16	algorithms	algorithm	NOUN
ajst-17918	250	17	.	.	PUNCT
ajst-17918	250	18	"	"	PUNCT
ajst-17918	251	1	arxiv	arxiv	PROPN
ajst-17918	251	2	preprint	preprint	NOUN
ajst-17918	251	3	arxiv:2312.12872	arxiv:2312.12872	NOUN
ajst-17918	251	4	(	(	PUNCT
ajst-17918	251	5	2023	2023	NUM
ajst-17918	251	6	)	)	PUNCT
ajst-17918	251	7	.	.	PUNCT
ajst-17918	252	1	[	[	X
ajst-17918	252	2	33	33	NUM
ajst-17918	252	3	]	]	X
ajst-17918	252	4	liu	liu	PROPN
ajst-17918	252	5	,	,	PUNCT
ajst-17918	252	6	bo	bo	PROPN
ajst-17918	252	7	,	,	PUNCT
ajst-17918	252	8	et	et	PROPN
ajst-17918	252	9	al	al	PROPN
ajst-17918	252	10	.	.	PUNCT
ajst-17918	253	1	"	"	PUNCT
ajst-17918	253	2	integration	integration	NOUN
ajst-17918	253	3	and	and	CCONJ
ajst-17918	253	4	performance	performance	NOUN
ajst-17918	253	5	analysis	analysis	NOUN
ajst-17918	253	6	of	of	ADP
ajst-17918	253	7	artificial	artificial	ADJ
ajst-17918	253	8	intelligence	intelligence	NOUN
ajst-17918	253	9	and	and	CCONJ
ajst-17918	253	10	computer	computer	NOUN
ajst-17918	253	11	vision	vision	NOUN
ajst-17918	253	12	based	base	VERB
ajst-17918	253	13	on	on	ADP
ajst-17918	253	14	deep	deep	ADJ
ajst-17918	253	15	learning	learning	NOUN
ajst-17918	253	16	algorithms	algorithm	NOUN
ajst-17918	253	17	.	.	PUNCT
ajst-17918	253	18	"	"	PUNCT
ajst-17918	254	1	arxiv	arxiv	PROPN
ajst-17918	254	2	preprint	preprint	NOUN
ajst-17918	254	3	arxiv:2312.12872	arxiv:2312.12872	NOUN
ajst-17918	254	4	(	(	PUNCT
ajst-17918	254	5	2023	2023	NUM
ajst-17918	254	6	)	)	PUNCT
ajst-17918	254	7	.	.	PUNCT
ajst-17918	255	1	[	[	X
ajst-17918	255	2	34	34	NUM
ajst-17918	255	3	]	]	SYM
ajst-17918	255	4	du	du	X
ajst-17918	255	5	,	,	PUNCT
ajst-17918	255	6	shuqian	shuqian	NOUN
ajst-17918	255	7	,	,	PUNCT
ajst-17918	255	8	et	et	PROPN
ajst-17918	255	9	al	al	PROPN
ajst-17918	255	10	.	.	PUNCT
ajst-17918	256	1	“	"	PUNCT
ajst-17918	256	2	application	application	NOUN
ajst-17918	256	3	of	of	ADP
ajst-17918	256	4	hpv-16	hpv-16	NUM
ajst-17918	256	5	in	in	ADP
ajst-17918	256	6	liquid	liquid	NOUN
ajst-17918	256	7	-	-	PUNCT
ajst-17918	256	8	based	base	VERB
ajst-17918	256	9	thin	thin	ADJ
ajst-17918	256	10	layer	layer	NOUN
ajst-17918	256	11	cytology	cytology	NOUN
ajst-17918	256	12	of	of	ADP
ajst-17918	256	13	host	host	NOUN
ajst-17918	256	14	genetic	genetic	ADJ
ajst-17918	256	15	lesions	lesion	NOUN
ajst-17918	256	16	based	base	VERB
ajst-17918	256	17	on	on	ADP
ajst-17918	256	18	ai	ai	PRON
ajst-17918	256	19	diagnostic	diagnostic	ADJ
ajst-17918	256	20	technology	technology	NOUN
ajst-17918	256	21	presentation	presentation	NOUN
ajst-17918	256	22	of	of	ADP
ajst-17918	256	23	liquid	liquid	NOUN
ajst-17918	256	24	”	"	PUNCT
ajst-17918	256	25	.	.	PUNCT
ajst-17918	257	1	journal	journal	PROPN
ajst-17918	257	2	of	of	ADP
ajst-17918	257	3	theory	theory	NOUN
ajst-17918	257	4	and	and	CCONJ
ajst-17918	257	5	practice	practice	NOUN
ajst-17918	257	6	of	of	ADP
ajst-17918	257	7	engineering	engineering	NOUN
ajst-17918	257	8	science	science	NOUN
ajst-17918	257	9	,	,	PUNCT
ajst-17918	257	10	vol	vol	NOUN
ajst-17918	257	11	.	.	PROPN
ajst-17918	258	1	3	3	NUM
ajst-17918	258	2	,	,	PUNCT
ajst-17918	258	3	no	no	INTJ
ajst-17918	258	4	.	.	NOUN
ajst-17918	258	5	12	12	NUM
ajst-17918	258	6	,	,	PUNCT
ajst-17918	258	7	dec	dec	PROPN
ajst-17918	258	8	.	.	PROPN
ajst-17918	258	9	2023	2023	NUM
ajst-17918	258	10	,	,	PUNCT
ajst-17918	258	11	pp	pp	ADJ
ajst-17918	258	12	.	.	PUNCT
ajst-17918	259	1	1	1	NUM
ajst-17918	259	2	-	-	SYM
ajst-17918	259	3	6	6	NUM
ajst-17918	259	4	,	,	PUNCT
ajst-17918	259	5	doi:10.53469	doi:10.53469	X
ajst-17918	259	6	/	/	SYM
ajst-17918	259	7	jtpes.2023.03(12).01	jtpes.2023.03(12).01	PROPN
ajst-17918	259	8	.	.	PUNCT
ajst-17918	260	1	[	[	X
ajst-17918	260	2	35	35	NUM
ajst-17918	260	3	]	]	SYM
ajst-17918	260	4	pan	pan	PROPN
ajst-17918	260	5	,	,	PUNCT
ajst-17918	260	6	yiming	yiming	PROPN
ajst-17918	260	7	,	,	PUNCT
ajst-17918	260	8	et	et	PROPN
ajst-17918	260	9	al	al	PROPN
ajst-17918	260	10	.	.	PUNCT
ajst-17918	260	11	“	"	PUNCT
ajst-17918	260	12	application	application	NOUN
ajst-17918	260	13	of	of	ADP
ajst-17918	260	14	three	three	NUM
ajst-17918	260	15	-	-	PUNCT
ajst-17918	260	16	dimensional	dimensional	ADJ
ajst-17918	260	17	coding	code	VERB
ajst-17918	260	18	network	network	NOUN
ajst-17918	260	19	in	in	ADP
ajst-17918	260	20	screening	screening	NOUN
ajst-17918	260	21	and	and	CCONJ
ajst-17918	260	22	diagnosis	diagnosis	NOUN
ajst-17918	260	23	of	of	ADP
ajst-17918	260	24	cervical	cervical	ADJ
ajst-17918	260	25	precancerous	precancerous	ADJ
ajst-17918	260	26	lesions	lesion	NOUN
ajst-17918	260	27	”	"	PUNCT
ajst-17918	260	28	.	.	PUNCT
ajst-17918	261	1	frontiers	frontier	NOUN
ajst-17918	261	2	in	in	ADP
ajst-17918	261	3	computing	computing	NOUN
ajst-17918	261	4	and	and	CCONJ
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ajst-17918	261	6	systems	system	NOUN
ajst-17918	261	7	,	,	PUNCT
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ajst-17918	261	10	6	6	NUM
ajst-17918	261	11	,	,	PUNCT
ajst-17918	261	12	no	no	INTJ
ajst-17918	261	13	.	.	NOUN
ajst-17918	261	14	3	3	NUM
ajst-17918	261	15	,	,	PUNCT
ajst-17918	261	16	jan	jan	PROPN
ajst-17918	261	17	.	.	PROPN
ajst-17918	261	18	2024	2024	NUM
ajst-17918	261	19	,	,	PUNCT
ajst-17918	261	20	pp	pp	ADJ
ajst-17918	261	21	.	.	PUNCT
ajst-17918	262	1	61	61	NUM
ajst-17918	262	2	-	-	SYM
ajst-17918	262	3	64	64	NUM
ajst-17918	262	4	,	,	PUNCT
ajst-17918	262	5	https://doi.org/10.54097/mi3vm0yb	https://doi.org/10.54097/mi3vm0yb	X
ajst-17918	262	6	.	.	PUNCT