id	sid	tid	token	lemma	pos
ajst-14334	1	1	academic	academic	ADJ
ajst-14334	1	2	journal	journal	NOUN
ajst-14334	1	3	of	of	ADP
ajst-14334	1	4	science	science	NOUN
ajst-14334	1	5	and	and	CCONJ
ajst-14334	1	6	technology	technology	NOUN
ajst-14334	1	7	issn	issn	NOUN
ajst-14334	1	8	:	:	PUNCT
ajst-14334	1	9	2771	2771	NUM
ajst-14334	1	10	-	-	SYM
ajst-14334	1	11	3032	3032	NUM
ajst-14334	1	12	|	|	NOUN
ajst-14334	1	13	vol	vol	NOUN
ajst-14334	1	14	.	.	PROPN
ajst-14334	1	15	8	8	NUM
ajst-14334	1	16	,	,	PUNCT
ajst-14334	1	17	no	no	INTJ
ajst-14334	1	18	.	.	NOUN
ajst-14334	1	19	1	1	NUM
ajst-14334	1	20	,	,	PUNCT
ajst-14334	1	21	2023	2023	NUM
ajst-14334	1	22	281	281	NUM
ajst-14334	1	23	a	a	DET
ajst-14334	1	24	comprehensive	comprehensive	ADJ
ajst-14334	1	25	study	study	NOUN
ajst-14334	1	26	on	on	ADP
ajst-14334	1	27	early	early	PROPN
ajst-14334	1	28	alzheimer	alzheimer	PROPN
ajst-14334	1	29	’s	’s	PART
ajst-14334	1	30	disease	disease	NOUN
ajst-14334	1	31	detection	detection	NOUN
ajst-14334	1	32	through	through	ADP
ajst-14334	1	33	advanced	advanced	ADJ
ajst-14334	1	34	machine	machine	NOUN
ajst-14334	1	35	learning	learn	VERB
ajst-14334	1	36	techniques	technique	NOUN
ajst-14334	1	37	on	on	ADP
ajst-14334	1	38	mri	mri	NOUN
ajst-14334	1	39	data	data	PROPN
ajst-14334	1	40	qunwei	qunwei	PROPN
ajst-14334	1	41	lin1	lin1	PROPN
ajst-14334	1	42	,	,	PUNCT
ajst-14334	1	43	*	*	PROPN
ajst-14334	1	44	,	,	PUNCT
ajst-14334	1	45	chang	chang	PROPN
ajst-14334	1	46	che2	che2	PROPN
ajst-14334	1	47	,	,	PUNCT
ajst-14334	1	48	hao	hao	PROPN
ajst-14334	1	49	hu3	hu3	PROPN
ajst-14334	1	50	,	,	PUNCT
ajst-14334	1	51	xinyu	xinyu	PROPN
ajst-14334	1	52	zhao1	zhao1	PROPN
ajst-14334	1	53	,	,	PUNCT
ajst-14334	1	54	shulin	shulin	NOUN
ajst-14334	1	55	li1	li1	NOUN
ajst-14334	1	56	1	1	NUM
ajst-14334	1	57	information	information	NOUN
ajst-14334	1	58	studies	study	NOUN
ajst-14334	1	59	,	,	PUNCT
ajst-14334	1	60	trine	trine	PROPN
ajst-14334	1	61	university	university	PROPN
ajst-14334	1	62	,	,	PUNCT
ajst-14334	1	63	phoenix	phoenix	PROPN
ajst-14334	1	64	,	,	PUNCT
ajst-14334	1	65	arizona	arizona	PROPN
ajst-14334	1	66	,	,	PUNCT
ajst-14334	1	67	usa	usa	PROPN
ajst-14334	1	68	2	2	NUM
ajst-14334	1	69	mechanical	mechanical	ADJ
ajst-14334	1	70	engineering	engineering	NOUN
ajst-14334	1	71	,	,	PUNCT
ajst-14334	1	72	the	the	DET
ajst-14334	1	73	george	george	PROPN
ajst-14334	1	74	washington	washington	PROPN
ajst-14334	1	75	university	university	PROPN
ajst-14334	1	76	,	,	PUNCT
ajst-14334	1	77	atlanta	atlanta	PROPN
ajst-14334	1	78	,	,	PUNCT
ajst-14334	1	79	georgia	georgia	PROPN
ajst-14334	1	80	,	,	PUNCT
ajst-14334	1	81	usa	usa	PROPN
ajst-14334	1	82	3	3	NUM
ajst-14334	1	83	software	software	NOUN
ajst-14334	1	84	engineering	engineering	NOUN
ajst-14334	1	85	,	,	PUNCT
ajst-14334	1	86	zhejiang	zhejiang	PROPN
ajst-14334	1	87	university	university	PROPN
ajst-14334	1	88	,	,	PUNCT
ajst-14334	1	89	hangzhou	hangzhou	PROPN
ajst-14334	1	90	,	,	PUNCT
ajst-14334	1	91	zhejiang	zhejiang	PROPN
ajst-14334	1	92	,	,	PUNCT
ajst-14334	1	93	china	china	PROPN
ajst-14334	1	94	*	*	PUNCT
ajst-14334	1	95	corresponding	correspond	VERB
ajst-14334	1	96	author	author	NOUN
ajst-14334	1	97	:	:	PUNCT
ajst-14334	1	98	qunwei	qunwei	PROPN
ajst-14334	1	99	lin	lin	PROPN
ajst-14334	1	100	(	(	PUNCT
ajst-14334	1	101	email	email	NOUN
ajst-14334	1	102	:	:	PUNCT
ajst-14334	1	103	linqunwei1030@outlook.com	linqunwei1030@outlook.com	ADJ
ajst-14334	1	104	)	)	PUNCT
ajst-14334	1	105	abstract	abstract	NOUN
ajst-14334	1	106	:	:	PUNCT
ajst-14334	1	107	alzheimer	alzheimer	PROPN
ajst-14334	1	108	’s	’s	PART
ajst-14334	1	109	disease	disease	NOUN
ajst-14334	1	110	(	(	PUNCT
ajst-14334	1	111	ad	ad	NOUN
ajst-14334	1	112	)	)	PUNCT
ajst-14334	1	113	is	be	AUX
ajst-14334	1	114	a	a	DET
ajst-14334	1	115	neurodegenerative	neurodegenerative	ADJ
ajst-14334	1	116	condition	condition	NOUN
ajst-14334	1	117	affecting	affect	VERB
ajst-14334	1	118	predominantly	predominantly	ADV
ajst-14334	1	119	elderly	elderly	ADJ
ajst-14334	1	120	individuals	individual	NOUN
ajst-14334	1	121	,	,	PUNCT
ajst-14334	1	122	representing	represent	VERB
ajst-14334	1	123	the	the	DET
ajst-14334	1	124	most	most	ADV
ajst-14334	1	125	common	common	ADJ
ajst-14334	1	126	cause	cause	NOUN
ajst-14334	1	127	of	of	ADP
ajst-14334	1	128	dementia	dementia	NOUN
ajst-14334	1	129	.	.	PUNCT
ajst-14334	2	1	early	early	ADJ
ajst-14334	2	2	clinical	clinical	ADJ
ajst-14334	2	3	manifestations	manifestation	NOUN
ajst-14334	2	4	of	of	ADP
ajst-14334	2	5	ad	ad	NOUN
ajst-14334	2	6	include	include	VERB
ajst-14334	2	7	selective	selective	ADJ
ajst-14334	2	8	memory	memory	NOUN
ajst-14334	2	9	impairment	impairment	NOUN
ajst-14334	2	10	,	,	PUNCT
ajst-14334	2	11	and	and	CCONJ
ajst-14334	2	12	while	while	SCONJ
ajst-14334	2	13	certain	certain	ADJ
ajst-14334	2	14	symptomatic	symptomatic	ADJ
ajst-14334	2	15	improvements	improvement	NOUN
ajst-14334	2	16	can	can	AUX
ajst-14334	2	17	be	be	AUX
ajst-14334	2	18	achieved	achieve	VERB
ajst-14334	2	19	through	through	ADP
ajst-14334	2	20	treatment	treatment	NOUN
ajst-14334	2	21	,	,	PUNCT
ajst-14334	2	22	there	there	PRON
ajst-14334	2	23	is	be	VERB
ajst-14334	2	24	currently	currently	ADV
ajst-14334	2	25	no	no	DET
ajst-14334	2	26	cure	cure	NOUN
ajst-14334	2	27	.	.	PUNCT
ajst-14334	3	1	magnetic	magnetic	ADJ
ajst-14334	3	2	resonance	resonance	NOUN
ajst-14334	3	3	imaging	imaging	NOUN
ajst-14334	3	4	(	(	PUNCT
ajst-14334	3	5	mri	mri	NOUN
ajst-14334	3	6	)	)	PUNCT
ajst-14334	3	7	is	be	AUX
ajst-14334	3	8	utilized	utilize	VERB
ajst-14334	3	9	for	for	ADP
ajst-14334	3	10	brain	brain	NOUN
ajst-14334	3	11	imaging	imaging	NOUN
ajst-14334	3	12	to	to	PART
ajst-14334	3	13	assess	assess	VERB
ajst-14334	3	14	suspected	suspect	VERB
ajst-14334	3	15	ad	ad	NOUN
ajst-14334	3	16	patients	patient	NOUN
ajst-14334	3	17	,	,	PUNCT
ajst-14334	3	18	providing	provide	VERB
ajst-14334	3	19	results	result	NOUN
ajst-14334	3	20	that	that	PRON
ajst-14334	3	21	include	include	VERB
ajst-14334	3	22	local	local	ADJ
ajst-14334	3	23	and	and	CCONJ
ajst-14334	3	24	global	global	ADJ
ajst-14334	3	25	brain	brain	NOUN
ajst-14334	3	26	atrophy	atrophy	NOUN
ajst-14334	3	27	.	.	PUNCT
ajst-14334	4	1	some	some	DET
ajst-14334	4	2	studies	study	NOUN
ajst-14334	4	3	suggest	suggest	VERB
ajst-14334	4	4	that	that	SCONJ
ajst-14334	4	5	mri	mri	NOUN
ajst-14334	4	6	features	feature	NOUN
ajst-14334	4	7	can	can	AUX
ajst-14334	4	8	predict	predict	VERB
ajst-14334	4	9	the	the	DET
ajst-14334	4	10	rate	rate	NOUN
ajst-14334	4	11	of	of	ADP
ajst-14334	4	12	ad	ad	NOUN
ajst-14334	4	13	decline	decline	NOUN
ajst-14334	4	14	and	and	CCONJ
ajst-14334	4	15	guide	guide	VERB
ajst-14334	4	16	future	future	ADJ
ajst-14334	4	17	treatments	treatment	NOUN
ajst-14334	4	18	.	.	PUNCT
ajst-14334	5	1	however	however	ADV
ajst-14334	5	2	,	,	PUNCT
ajst-14334	5	3	to	to	PART
ajst-14334	5	4	reach	reach	VERB
ajst-14334	5	5	this	this	DET
ajst-14334	5	6	stage	stage	NOUN
ajst-14334	5	7	,	,	PUNCT
ajst-14334	5	8	clinicians	clinician	NOUN
ajst-14334	5	9	and	and	CCONJ
ajst-14334	5	10	researchers	researcher	NOUN
ajst-14334	5	11	must	must	AUX
ajst-14334	5	12	employ	employ	VERB
ajst-14334	5	13	machine	machine	NOUN
ajst-14334	5	14	learning	learn	VERB
ajst-14334	5	15	techniques	technique	NOUN
ajst-14334	5	16	for	for	ADP
ajst-14334	5	17	accurate	accurate	ADJ
ajst-14334	5	18	prediction	prediction	NOUN
ajst-14334	5	19	of	of	ADP
ajst-14334	5	20	the	the	DET
ajst-14334	5	21	progression	progression	NOUN
ajst-14334	5	22	from	from	ADP
ajst-14334	5	23	mild	mild	ADJ
ajst-14334	5	24	cognitive	cognitive	ADJ
ajst-14334	5	25	impairment	impairment	NOUN
ajst-14334	5	26	to	to	ADP
ajst-14334	5	27	dementia	dementia	NOUN
ajst-14334	5	28	.	.	PUNCT
ajst-14334	6	1	we	we	PRON
ajst-14334	6	2	propose	propose	VERB
ajst-14334	6	3	the	the	DET
ajst-14334	6	4	development	development	NOUN
ajst-14334	6	5	of	of	ADP
ajst-14334	6	6	a	a	DET
ajst-14334	6	7	reliable	reliable	ADJ
ajst-14334	6	8	model	model	NOUN
ajst-14334	6	9	to	to	PART
ajst-14334	6	10	assist	assist	VERB
ajst-14334	6	11	clinicians	clinician	NOUN
ajst-14334	6	12	in	in	ADP
ajst-14334	6	13	achieving	achieve	VERB
ajst-14334	6	14	this	this	PRON
ajst-14334	6	15	and	and	CCONJ
ajst-14334	6	16	predicting	predict	VERB
ajst-14334	6	17	early	early	ADJ
ajst-14334	6	18	-	-	PUNCT
ajst-14334	6	19	stage	stage	NOUN
ajst-14334	6	20	alzheimer	alzheimer	PROPN
ajst-14334	6	21	’s	’s	PART
ajst-14334	6	22	disease	disease	NOUN
ajst-14334	6	23	.	.	PUNCT
ajst-14334	7	1	keywords	keyword	NOUN
ajst-14334	7	2	:	:	PUNCT
ajst-14334	7	3	alzheimer	alzheimer	PROPN
ajst-14334	7	4	’s	’s	PART
ajst-14334	7	5	disease	disease	NOUN
ajst-14334	7	6	,	,	PUNCT
ajst-14334	7	7	mri	mri	NOUN
ajst-14334	7	8	,	,	PUNCT
ajst-14334	7	9	machine	machine	NOUN
ajst-14334	7	10	learning	learning	NOUN
ajst-14334	7	11	,	,	PUNCT
ajst-14334	7	12	early	early	ADJ
ajst-14334	7	13	detection	detection	NOUN
ajst-14334	7	14	,	,	PUNCT
ajst-14334	7	15	neural	neural	ADJ
ajst-14334	7	16	networks	network	NOUN
ajst-14334	7	17	.	.	PUNCT
ajst-14334	8	1	1	1	X
ajst-14334	8	2	.	.	X
ajst-14334	8	3	introduction	introduction	NOUN
ajst-14334	8	4	alazheimer	alazheimer	NOUN
ajst-14334	8	5	’s	’s	PART
ajst-14334	8	6	dissease	dissease	PROPN
ajst-14334	8	7	(	(	PUNCT
ajst-14334	8	8	ad	ad	NOUN
ajst-14334	8	9	)	)	PUNCT
ajst-14334	8	10	is	be	AUX
ajst-14334	8	11	a	a	DET
ajst-14334	8	12	relentless	relentless	ADJ
ajst-14334	8	13	and	and	CCONJ
ajst-14334	8	14	devastating	devastating	ADJ
ajst-14334	8	15	neurodegenerative	neurodegenerative	ADJ
ajst-14334	8	16	disorder	disorder	NOUN
ajst-14334	8	17	,	,	PUNCT
ajst-14334	8	18	presenting	present	VERB
ajst-14334	8	19	a	a	DET
ajst-14334	8	20	formidable	formidable	ADJ
ajst-14334	8	21	public	public	ADJ
ajst-14334	8	22	health	health	NOUN
ajst-14334	8	23	challenge	challenge	NOUN
ajst-14334	8	24	as	as	ADP
ajst-14334	8	25	global	global	ADJ
ajst-14334	8	26	populations	population	NOUN
ajst-14334	8	27	age	age	NOUN
ajst-14334	8	28	.	.	PUNCT
ajst-14334	9	1	it	it	PRON
ajst-14334	9	2	is	be	AUX
ajst-14334	9	3	characterized	characterize	VERB
ajst-14334	9	4	by	by	ADP
ajst-14334	9	5	progressive	progressive	ADJ
ajst-14334	9	6	cognitive	cognitive	ADJ
ajst-14334	9	7	decline	decline	NOUN
ajst-14334	9	8	,	,	PUNCT
ajst-14334	9	9	memory	memory	NOUN
ajst-14334	9	10	impairment	impairment	NOUN
ajst-14334	9	11	,	,	PUNCT
ajst-14334	9	12	and	and	CCONJ
ajst-14334	9	13	ulitimately	ulitimately	ADV
ajst-14334	9	14	,	,	PUNCT
ajst-14334	9	15	cure	cure	ADJ
ajst-14334	9	16	,	,	PUNCT
ajst-14334	9	17	early	early	ADJ
ajst-14334	9	18	diagnosis	diagnosis	NOUN
ajst-14334	9	19	and	and	CCONJ
ajst-14334	9	20	functioning	functioning	NOUN
ajst-14334	9	21	.	.	PUNCT
ajst-14334	10	1	currently	currently	ADV
ajst-14334	10	2	,	,	PUNCT
ajst-14334	10	3	ad	ad	NOUN
ajst-14334	10	4	stands	stand	VERB
ajst-14334	10	5	as	as	SCONJ
ajst-14334	10	6	the	the	DET
ajst-14334	10	7	most	most	ADV
ajst-14334	10	8	common	common	ADJ
ajst-14334	10	9	cause	cause	NOUN
ajst-14334	10	10	of	of	ADP
ajst-14334	10	11	dementia	dementia	NOUN
ajst-14334	10	12	worldwide.with	worldwide.with	ADP
ajst-14334	10	13	no	no	DET
ajst-14334	10	14	known	know	VERB
ajst-14334	10	15	cure	cure	NOUN
ajst-14334	10	16	,	,	PUNCT
ajst-14334	10	17	early	early	ADJ
ajst-14334	10	18	diagnosis	diagnosis	NOUN
ajst-14334	10	19	and	and	CCONJ
ajst-14334	10	20	intervention	intervention	NOUN
ajst-14334	10	21	become	become	VERB
ajst-14334	10	22	paramount	paramount	ADJ
ajst-14334	10	23	in	in	ADP
ajst-14334	10	24	potentially	potentially	ADV
ajst-14334	10	25	mitigating	mitigate	VERB
ajst-14334	10	26	its	its	PRON
ajst-14334	10	27	impact	impact	NOUN
ajst-14334	10	28	.	.	PUNCT
ajst-14334	11	1	the	the	DET
ajst-14334	11	2	advent	advent	NOUN
ajst-14334	11	3	of	of	ADP
ajst-14334	11	4	neuroimaging	neuroimaging	NOUN
ajst-14334	11	5	techniques	technique	NOUN
ajst-14334	11	6	,	,	PUNCT
ajst-14334	11	7	particulary	particulary	ADJ
ajst-14334	11	8	magnetic	magnetic	ADJ
ajst-14334	11	9	resonance	resonance	NOUN
ajst-14334	11	10	imaging	imaging	NOUN
ajst-14334	11	11	(	(	PUNCT
ajst-14334	11	12	mri	mri	NOUN
ajst-14334	11	13	)	)	PUNCT
ajst-14334	11	14	,	,	PUNCT
ajst-14334	11	15	has	have	AUX
ajst-14334	11	16	revolutionized	revolutionize	VERB
ajst-14334	11	17	our	our	PRON
ajst-14334	11	18	ability	ability	NOUN
ajst-14334	11	19	to	to	PART
ajst-14334	11	20	delve	delve	VERB
ajst-14334	11	21	into	into	ADP
ajst-14334	11	22	the	the	DET
ajst-14334	11	23	intricacies	intricacy	NOUN
ajst-14334	11	24	of	of	ADP
ajst-14334	11	25	brain	brain	NOUN
ajst-14334	11	26	structure	structure	NOUN
ajst-14334	11	27	and	and	CCONJ
ajst-14334	11	28	function	function	NOUN
ajst-14334	11	29	.	.	PUNCT
ajst-14334	12	1	mri	mri	NOUN
ajst-14334	12	2	provides	provide	VERB
ajst-14334	12	3	a	a	DET
ajst-14334	12	4	non	non	ADJ
ajst-14334	12	5	-	-	ADJ
ajst-14334	12	6	invasive	invasive	ADJ
ajst-14334	12	7	window	window	NOUN
ajst-14334	12	8	into	into	ADP
ajst-14334	12	9	the	the	DET
ajst-14334	12	10	living	live	VERB
ajst-14334	12	11	brain	brain	NOUN
ajst-14334	12	12	,	,	PUNCT
ajst-14334	12	13	allowing	allow	VERB
ajst-14334	12	14	for	for	ADP
ajst-14334	12	15	the	the	DET
ajst-14334	12	16	detection	detection	NOUN
ajst-14334	12	17	of	of	ADP
ajst-14334	12	18	subtle	subtle	ADJ
ajst-14334	12	19	anatomical	anatomical	ADJ
ajst-14334	12	20	changes	change	NOUN
ajst-14334	12	21	that	that	PRON
ajst-14334	12	22	occur	occur	VERB
ajst-14334	12	23	in	in	ADP
ajst-14334	12	24	the	the	DET
ajst-14334	12	25	early	early	ADJ
ajst-14334	12	26	stages	stage	NOUN
ajst-14334	12	27	of	of	ADP
ajst-14334	12	28	ad	ad	NOUN
ajst-14334	12	29	.	.	PUNCT
ajst-14334	13	1	these	these	DET
ajst-14334	13	2	changes	change	NOUN
ajst-14334	13	3	,	,	PUNCT
ajst-14334	13	4	such	such	ADJ
ajst-14334	13	5	as	as	ADP
ajst-14334	13	6	localized	localized	ADJ
ajst-14334	13	7	and	and	CCONJ
ajst-14334	13	8	global	global	ADJ
ajst-14334	13	9	brain	brain	NOUN
ajst-14334	13	10	alrophy	alrophy	NOUN
ajst-14334	13	11	,	,	PUNCT
ajst-14334	13	12	serve	serve	VERB
ajst-14334	13	13	as	as	ADP
ajst-14334	13	14	valuable	valuable	ADJ
ajst-14334	13	15	indicators	indicator	NOUN
ajst-14334	13	16	for	for	ADP
ajst-14334	13	17	disease	disease	NOUN
ajst-14334	13	18	progression	progression	NOUN
ajst-14334	13	19	.	.	PUNCT
ajst-14334	14	1	this	this	DET
ajst-14334	14	2	study	study	NOUN
ajst-14334	14	3	capitalizes	capitalize	VERB
ajst-14334	14	4	on	on	ADP
ajst-14334	14	5	the	the	DET
ajst-14334	14	6	wealth	wealth	NOUN
ajst-14334	14	7	of	of	ADP
ajst-14334	14	8	information	information	NOUN
ajst-14334	14	9	contained	contain	VERB
ajst-14334	14	10	within	within	ADP
ajst-14334	14	11	mri	mri	NOUN
ajst-14334	14	12	data	datum	NOUN
ajst-14334	14	13	,	,	PUNCT
ajst-14334	14	14	and	and	CCONJ
ajst-14334	14	15	endeavors	endeavor	NOUN
ajst-14334	14	16	to	to	PART
ajst-14334	14	17	harness	harness	VERB
ajst-14334	14	18	the	the	DET
ajst-14334	14	19	power	power	NOUN
ajst-14334	14	20	of	of	ADP
ajst-14334	14	21	advanced	advanced	ADJ
ajst-14334	14	22	machine	machine	NOUN
ajst-14334	14	23	learning	learn	VERB
ajst-14334	14	24	techniques	technique	NOUN
ajst-14334	14	25	.	.	PUNCT
ajst-14334	15	1	by	by	ADP
ajst-14334	15	2	training	training	NOUN
ajst-14334	15	3	models	model	NOUN
ajst-14334	15	4	on	on	ADP
ajst-14334	15	5	longitudinal	longitudinal	ADJ
ajst-14334	15	6	mri	mri	NOUN
ajst-14334	15	7	scans	scan	NOUN
ajst-14334	15	8	,	,	PUNCT
ajst-14334	15	9	we	we	PRON
ajst-14334	15	10	aim	aim	VERB
ajst-14334	15	11	to	to	PART
ajst-14334	15	12	construct	construct	VERB
ajst-14334	15	13	a	a	DET
ajst-14334	15	14	robust	robust	ADJ
ajst-14334	15	15	predictive	predictive	ADJ
ajst-14334	15	16	framework	framework	NOUN
ajst-14334	15	17	that	that	PRON
ajst-14334	15	18	can	can	AUX
ajst-14334	15	19	discern	discern	VERB
ajst-14334	15	20	the	the	DET
ajst-14334	15	21	trajectory	trajectory	NOUN
ajst-14334	15	22	from	from	ADP
ajst-14334	15	23	mild	mild	ADJ
ajst-14334	15	24	cognitive	cognitive	ADJ
ajst-14334	15	25	impairment	impairment	NOUN
ajst-14334	15	26	to	to	ADP
ajst-14334	15	27	the	the	DET
ajst-14334	15	28	more	more	ADV
ajst-14334	15	29	severe	severe	ADJ
ajst-14334	15	30	stages	stage	NOUN
ajst-14334	15	31	of	of	ADP
ajst-14334	15	32	ad	ad	NOUN
ajst-14334	15	33	.	.	PUNCT
ajst-14334	16	1	the	the	DET
ajst-14334	16	2	ultimate	ultimate	ADJ
ajst-14334	16	3	goal	goal	NOUN
ajst-14334	16	4	is	be	AUX
ajst-14334	16	5	to	to	PART
ajst-14334	16	6	equip	equip	VERB
ajst-14334	16	7	clinicians	clinician	NOUN
ajst-14334	16	8	with	with	ADP
ajst-14334	16	9	a	a	DET
ajst-14334	16	10	reliable	reliable	ADJ
ajst-14334	16	11	tool	tool	NOUN
ajst-14334	16	12	that	that	PRON
ajst-14334	16	13	enhances	enhance	VERB
ajst-14334	16	14	their	their	PRON
ajst-14334	16	15	ability	ability	NOUN
ajst-14334	16	16	to	to	PART
ajst-14334	16	17	diagnose	diagnose	VERB
ajst-14334	16	18	and	and	CCONJ
ajst-14334	16	19	intervene	intervene	VERB
ajst-14334	16	20	at	at	ADP
ajst-14334	16	21	the	the	DET
ajst-14334	16	22	earliest	early	ADJ
ajst-14334	16	23	possible	possible	ADJ
ajst-14334	16	24	juncture	juncture	NOUN
ajst-14334	16	25	.	.	PUNCT
ajst-14334	17	1	the	the	DET
ajst-14334	17	2	urgency	urgency	NOUN
ajst-14334	17	3	of	of	ADP
ajst-14334	17	4	this	this	DET
ajst-14334	17	5	research	research	NOUN
ajst-14334	17	6	is	be	AUX
ajst-14334	17	7	underscored	underscore	VERB
ajst-14334	17	8	by	by	ADP
ajst-14334	17	9	the	the	DET
ajst-14334	17	10	burgeoning	burgeon	VERB
ajst-14334	17	11	aging	age	VERB
ajst-14334	17	12	population	population	NOUN
ajst-14334	17	13	wordwide	wordwide	NOUN
ajst-14334	17	14	.	.	PUNCT
ajst-14334	18	1	as	as	ADP
ajst-14334	18	2	life	life	NOUN
ajst-14334	18	3	expectancy	expectancy	NOUN
ajst-14334	18	4	increase	increase	NOUN
ajst-14334	18	5	,	,	PUNCT
ajst-14334	18	6	so	so	ADV
ajst-14334	18	7	too	too	ADV
ajst-14334	18	8	does	do	VERB
ajst-14334	18	9	the	the	DET
ajst-14334	18	10	prevalence	prevalence	NOUN
ajst-14334	18	11	of	of	ADP
ajst-14334	18	12	ad	ad	NOUN
ajst-14334	18	13	.	.	PUNCT
ajst-14334	19	1	early	early	ADJ
ajst-14334	19	2	diagnosis	diagnosis	NOUN
ajst-14334	19	3	not	not	PART
ajst-14334	19	4	only	only	ADV
ajst-14334	19	5	holds	hold	VERB
ajst-14334	19	6	the	the	DET
ajst-14334	19	7	promise	promise	NOUN
ajst-14334	19	8	of	of	ADP
ajst-14334	19	9	improving	improve	VERB
ajst-14334	19	10	patient	patient	ADJ
ajst-14334	19	11	outcomes	outcome	NOUN
ajst-14334	19	12	through	through	ADP
ajst-14334	19	13	timely	timely	ADJ
ajst-14334	19	14	intervention	intervention	NOUN
ajst-14334	19	15	,	,	PUNCT
ajst-14334	19	16	but	but	CCONJ
ajst-14334	19	17	also	also	ADV
ajst-14334	19	18	offers	offer	VERB
ajst-14334	19	19	opportunities	opportunity	NOUN
ajst-14334	19	20	for	for	ADP
ajst-14334	19	21	the	the	DET
ajst-14334	19	22	development	development	NOUN
ajst-14334	19	23	and	and	CCONJ
ajst-14334	19	24	evaluation	evaluation	NOUN
ajst-14334	19	25	of	of	ADP
ajst-14334	19	26	potential	potential	ADJ
ajst-14334	19	27	therapeutic	therapeutic	ADJ
ajst-14334	19	28	strategies	strategy	NOUN
ajst-14334	19	29	.	.	PUNCT
ajst-14334	20	1	in	in	ADP
ajst-14334	20	2	this	this	DET
ajst-14334	20	3	context	context	NOUN
ajst-14334	20	4	,	,	PUNCT
ajst-14334	20	5	the	the	DET
ajst-14334	20	6	role	role	NOUN
ajst-14334	20	7	of	of	ADP
ajst-14334	20	8	artificial	artificial	ADJ
ajst-14334	20	9	neural	neural	ADJ
ajst-14334	20	10	networds	netword	NOUN
ajst-14334	20	11	(	(	PUNCT
ajst-14334	20	12	ann	ann	PROPN
ajst-14334	20	13	)	)	PUNCT
ajst-14334	20	14	is	be	AUX
ajst-14334	20	15	of	of	ADP
ajst-14334	20	16	particular	particular	ADJ
ajst-14334	20	17	interest	interest	NOUN
ajst-14334	20	18	,	,	PUNCT
ajst-14334	20	19	as	as	SCONJ
ajst-14334	20	20	their	their	PRON
ajst-14334	20	21	capacity	capacity	NOUN
ajst-14334	20	22	to	to	PART
ajst-14334	20	23	discern	discern	VERB
ajst-14334	20	24	complex	complex	ADJ
ajst-14334	20	25	patterns	pattern	NOUN
ajst-14334	20	26	within	within	ADP
ajst-14334	20	27	high	high	ADJ
ajst-14334	20	28	-	-	PUNCT
ajst-14334	20	29	dimensional	dimensional	ADJ
ajst-14334	20	30	data	datum	NOUN
ajst-14334	20	31	may	may	AUX
ajst-14334	20	32	provide	provide	VERB
ajst-14334	20	33	an	an	DET
ajst-14334	20	34	edge	edge	NOUN
ajst-14334	20	35	in	in	ADP
ajst-14334	20	36	this	this	DET
ajst-14334	20	37	challenging	challenging	ADJ
ajst-14334	20	38	diagnostic	diagnostic	ADJ
ajst-14334	20	39	task	task	NOUN
ajst-14334	20	40	.	.	PUNCT
ajst-14334	21	1	this	this	DET
ajst-14334	21	2	study	study	NOUN
ajst-14334	21	3	seeks	seek	VERB
ajst-14334	21	4	to	to	PART
ajst-14334	21	5	contribute	contribute	VERB
ajst-14334	21	6	to	to	ADP
ajst-14334	21	7	the	the	DET
ajst-14334	21	8	growing	grow	VERB
ajst-14334	21	9	body	body	NOUN
ajst-14334	21	10	of	of	ADP
ajst-14334	21	11	research	research	NOUN
ajst-14334	21	12	in	in	ADP
ajst-14334	21	13	the	the	DET
ajst-14334	21	14	field	field	NOUN
ajst-14334	21	15	of	of	ADP
ajst-14334	21	16	neuroimaging	neuroimaging	NOUN
ajst-14334	21	17	and	and	CCONJ
ajst-14334	21	18	machine	machine	NOUN
ajst-14334	21	19	learning	learning	NOUN
ajst-14334	21	20	applications	application	NOUN
ajst-14334	21	21	in	in	ADP
ajst-14334	21	22	ad	ad	NOUN
ajst-14334	21	23	detection	detection	NOUN
ajst-14334	21	24	.	.	PUNCT
ajst-14334	22	1	by	by	ADP
ajst-14334	22	2	exploring	explore	VERB
ajst-14334	22	3	the	the	DET
ajst-14334	22	4	potential	potential	NOUN
ajst-14334	22	5	of	of	ADP
ajst-14334	22	6	ann	ann	PROPN
ajst-14334	22	7	modeld	modeld	NOUN
ajst-14334	22	8	in	in	ADP
ajst-14334	22	9	comparison	comparison	NOUN
ajst-14334	22	10	to	to	ADP
ajst-14334	22	11	established	establish	VERB
ajst-14334	22	12	methodologies	methodology	NOUN
ajst-14334	22	13	,	,	PUNCT
ajst-14334	22	14	we	we	PRON
ajst-14334	22	15	aim	aim	VERB
ajst-14334	22	16	to	to	PART
ajst-14334	22	17	advance	advance	VERB
ajst-14334	22	18	our	our	PRON
ajst-14334	22	19	understanding	understanding	NOUN
ajst-14334	22	20	and	and	CCONJ
ajst-14334	22	21	refine	refine	VERB
ajst-14334	22	22	our	our	PRON
ajst-14334	22	23	approaches	approach	NOUN
ajst-14334	22	24	to	to	ADP
ajst-14334	22	25	early	early	ADJ
ajst-14334	22	26	diagnosis	diagnosis	NOUN
ajst-14334	22	27	,	,	PUNCT
ajst-14334	22	28	potentially	potentially	ADV
ajst-14334	22	29	paving	pave	VERB
ajst-14334	22	30	the	the	DET
ajst-14334	22	31	way	way	NOUN
ajst-14334	22	32	for	for	ADP
ajst-14334	22	33	more	more	ADV
ajst-14334	22	34	effective	effective	ADJ
ajst-14334	22	35	management	management	NOUN
ajst-14334	22	36	and	and	CCONJ
ajst-14334	22	37	treatment	treatment	NOUN
ajst-14334	22	38	of	of	ADP
ajst-14334	22	39	alzheimer	alzheimer	PROPN
ajst-14334	22	40	’s	’s	PART
ajst-14334	22	41	disease	disease	NOUN
ajst-14334	22	42	.	.	PUNCT
ajst-14334	23	1	2	2	X
ajst-14334	23	2	.	.	X
ajst-14334	23	3	related	relate	VERB
ajst-14334	23	4	work	work	NOUN
ajst-14334	23	5	in	in	ADP
ajst-14334	23	6	the	the	DET
ajst-14334	23	7	pursuit	pursuit	NOUN
ajst-14334	23	8	of	of	ADP
ajst-14334	23	9	early	early	ADJ
ajst-14334	23	10	alzheimer	alzheimer	PROPN
ajst-14334	23	11	’s	’s	PART
ajst-14334	23	12	disease	disease	NOUN
ajst-14334	23	13	(	(	PUNCT
ajst-14334	23	14	ad	ad	NOUN
ajst-14334	23	15	)	)	PUNCT
ajst-14334	23	16	detection	detection	NOUN
ajst-14334	23	17	,	,	PUNCT
ajst-14334	23	18	a	a	DET
ajst-14334	23	19	convergence	convergence	NOUN
ajst-14334	23	20	of	of	ADP
ajst-14334	23	21	neuroimaging	neuroimaging	NOUN
ajst-14334	23	22	and	and	CCONJ
ajst-14334	23	23	machine	machine	NOUN
ajst-14334	23	24	learning	learning	NOUN
ajst-14334	23	25	techniques	technique	NOUN
ajst-14334	23	26	has	have	AUX
ajst-14334	23	27	spurred	spur	VERB
ajst-14334	23	28	significant	significant	ADJ
ajst-14334	23	29	progress	progress	NOUN
ajst-14334	23	30	.	.	PUNCT
ajst-14334	24	1	the	the	DET
ajst-14334	24	2	following	follow	VERB
ajst-14334	24	3	studies	study	NOUN
ajst-14334	24	4	exemplify	exemplify	VERB
ajst-14334	24	5	key	key	ADJ
ajst-14334	24	6	contributions	contribution	NOUN
ajst-14334	24	7	in	in	ADP
ajst-14334	24	8	this	this	DET
ajst-14334	24	9	evolving	evolve	VERB
ajst-14334	24	10	field	field	NOUN
ajst-14334	24	11	:	:	PUNCT
ajst-14334	24	12	klo¨ppel	klo¨ppel	X
ajst-14334	24	13	et	et	PROPN
ajst-14334	24	14	al	al	PROPN
ajst-14334	24	15	.	.	PUNCT
ajst-14334	25	1	[	[	X
ajst-14334	25	2	1	1	X
ajst-14334	25	3	]	]	PUNCT
ajst-14334	25	4	demonstrated	demonstrate	VERB
ajst-14334	25	5	the	the	DET
ajst-14334	25	6	feasibility	feasibility	NOUN
ajst-14334	25	7	of	of	ADP
ajst-14334	25	8	using	use	VERB
ajst-14334	25	9	machine	machine	NOUN
ajst-14334	25	10	learning	learn	VERB
ajst-14334	25	11	algorithms	algorithm	NOUN
ajst-14334	25	12	to	to	PART
ajst-14334	25	13	automatically	automatically	ADV
ajst-14334	25	14	classify	classify	VERB
ajst-14334	25	15	mri	mri	NOUN
ajst-14334	25	16	scans	scan	NOUN
ajst-14334	25	17	into	into	ADP
ajst-14334	25	18	ad	ad	NOUN
ajst-14334	25	19	and	and	CCONJ
ajst-14334	25	20	non	non	ADJ
ajst-14334	25	21	-	-	ADJ
ajst-14334	25	22	ad	ad	ADJ
ajst-14334	25	23	categories	category	NOUN
ajst-14334	25	24	,	,	PUNCT
ajst-14334	25	25	highlighting	highlight	VERB
ajst-14334	25	26	the	the	DET
ajst-14334	25	27	potential	potential	NOUN
ajst-14334	25	28	for	for	ADP
ajst-14334	25	29	computer	computer	NOUN
ajst-14334	25	30	-	-	PUNCT
ajst-14334	25	31	aided	aid	VERB
ajst-14334	25	32	diagnosis	diagnosis	NOUN
ajst-14334	25	33	.	.	PUNCT
ajst-14334	26	1	their	their	PRON
ajst-14334	26	2	pioneering	pioneering	ADJ
ajst-14334	26	3	work	work	NOUN
ajst-14334	26	4	illuminated	illuminate	VERB
ajst-14334	26	5	the	the	DET
ajst-14334	26	6	pathway	pathway	NOUN
ajst-14334	26	7	for	for	ADP
ajst-14334	26	8	computer	computer	NOUN
ajst-14334	26	9	-	-	PUNCT
ajst-14334	26	10	aided	aid	VERB
ajst-14334	26	11	diagnosis	diagnosis	NOUN
ajst-14334	26	12	.	.	PUNCT
ajst-14334	27	1	plant	plant	NOUN
ajst-14334	27	2	et	et	PROPN
ajst-14334	27	3	al	al	PROPN
ajst-14334	27	4	.	.	PUNCT
ajst-14334	28	1	[	[	X
ajst-14334	28	2	2	2	NUM
ajst-14334	28	3	]	]	PUNCT
ajst-14334	28	4	focused	focus	VERB
ajst-14334	28	5	on	on	ADP
ajst-14334	28	6	the	the	DET
ajst-14334	28	7	automated	automate	VERB
ajst-14334	28	8	detection	detection	NOUN
ajst-14334	28	9	of	of	ADP
ajst-14334	28	10	specific	specific	ADJ
ajst-14334	28	11	brain	brain	NOUN
ajst-14334	28	12	atrophy	atrophy	NOUN
ajst-14334	28	13	patterns	pattern	NOUN
ajst-14334	28	14	associated	associate	VERB
ajst-14334	28	15	with	with	ADP
ajst-14334	28	16	ad	ad	NOUN
ajst-14334	28	17	,	,	PUNCT
ajst-14334	28	18	showcasing	showcase	VERB
ajst-14334	28	19	the	the	DET
ajst-14334	28	20	potential	potential	NOUN
ajst-14334	28	21	for	for	ADP
ajst-14334	28	22	early	early	ADJ
ajst-14334	28	23	prediction	prediction	NOUN
ajst-14334	28	24	,	,	PUNCT
ajst-14334	28	25	providing	provide	VERB
ajst-14334	28	26	valuable	valuable	ADJ
ajst-14334	28	27	insights	insight	NOUN
ajst-14334	28	28	into	into	ADP
ajst-14334	28	29	potential	potential	ADJ
ajst-14334	28	30	intervention	intervention	NOUN
ajst-14334	28	31	strategies	strategy	NOUN
ajst-14334	28	32	..	..	PUNCT
ajst-14334	28	33	moradi	moradi	NOUN
ajst-14334	28	34	et	et	PROPN
ajst-14334	28	35	al	al	PROPN
ajst-14334	28	36	.	.	PUNCT
ajst-14334	29	1	[	[	X
ajst-14334	29	2	3	3	X
ajst-14334	29	3	]	]	PUNCT
ajst-14334	29	4	introduced	introduce	VERB
ajst-14334	29	5	a	a	DET
ajst-14334	29	6	robust	robust	ADJ
ajst-14334	29	7	machine	machine	NOUN
ajst-14334	29	8	learning	learn	VERB
ajst-14334	29	9	framework	framework	NOUN
ajst-14334	29	10	for	for	ADP
ajst-14334	29	11	predicting	predict	VERB
ajst-14334	29	12	the	the	DET
ajst-14334	29	13	conversion	conversion	NOUN
ajst-14334	29	14	from	from	ADP
ajst-14334	29	15	mild	mild	ADJ
ajst-14334	29	16	cognitive	cognitive	ADJ
ajst-14334	29	17	impairment	impairment	NOUN
ajst-14334	29	18	to	to	ADP
ajst-14334	29	19	alzheimer	alzheimer	PROPN
ajst-14334	29	20	’s	’s	PART
ajst-14334	29	21	disease	disease	NOUN
ajst-14334	29	22	using	use	VERB
ajst-14334	29	23	mri	mri	NOUN
ajst-14334	29	24	data	datum	NOUN
ajst-14334	29	25	,	,	PUNCT
ajst-14334	29	26	their	their	PRON
ajst-14334	29	27	framework	framework	NOUN
ajst-14334	29	28	holds	hold	VERB
ajst-14334	29	29	promise	promise	NOUN
ajst-14334	29	30	in	in	ADP
ajst-14334	29	31	identifying	identify	VERB
ajst-14334	29	32	critical	critical	ADJ
ajst-14334	29	33	transition	transition	NOUN
ajst-14334	29	34	stages	stage	NOUN
ajst-14334	29	35	.	.	PUNCT
ajst-14334	30	1	sarraf	sarraf	NOUN
ajst-14334	30	2	et	et	PROPN
ajst-14334	30	3	al	al	PROPN
ajst-14334	30	4	.	.	PUNCT
ajst-14334	31	1	[	[	X
ajst-14334	31	2	4	4	NUM
ajst-14334	31	3	]	]	X
ajst-14334	31	4	leveraged	leverage	VERB
ajst-14334	31	5	deep	deep	ADJ
ajst-14334	31	6	learning	learning	NOUN
ajst-14334	31	7	techniques	technique	NOUN
ajst-14334	31	8	,	,	PUNCT
ajst-14334	31	9	specifically	specifically	ADV
ajst-14334	31	10	convolutional	convolutional	ADJ
ajst-14334	31	11	neural	neural	ADJ
ajst-14334	31	12	networks	network	NOUN
ajst-14334	31	13	(	(	PUNCT
ajst-14334	31	14	cnns	cnns	PROPN
ajst-14334	31	15	)	)	PUNCT
ajst-14334	31	16	,	,	PUNCT
ajst-14334	31	17	to	to	PART
ajst-14334	31	18	achieve	achieve	VERB
ajst-14334	31	19	high	high	ADJ
ajst-14334	31	20	accuracy	accuracy	NOUN
ajst-14334	31	21	in	in	ADP
ajst-14334	31	22	ad	ad	NOUN
ajst-14334	31	23	classification	classification	NOUN
ajst-14334	31	24	using	use	VERB
ajst-14334	31	25	both	both	CCONJ
ajst-14334	31	26	mri	mri	NOUN
ajst-14334	31	27	and	and	CCONJ
ajst-14334	31	28	functional	functional	ADJ
ajst-14334	31	29	mri	mri	NOUN
ajst-14334	31	30	(	(	PUNCT
ajst-14334	31	31	fmri	fmri	ADJ
ajst-14334	31	32	)	)	PUNCT
ajst-14334	31	33	data	datum	NOUN
ajst-14334	31	34	,	,	PUNCT
ajst-14334	31	35	expanding	expand	VERB
ajst-14334	31	36	the	the	DET
ajst-14334	31	37	scope	scope	NOUN
ajst-14334	31	38	of	of	ADP
ajst-14334	31	39	diagnostic	diagnostic	ADJ
ajst-14334	31	40	precision	precision	NOUN
ajst-14334	31	41	.	.	PUNCT
ajst-14334	32	1	eskildsen	eskildsen	PROPN
ajst-14334	32	2	et	et	PROPN
ajst-14334	32	3	al	al	PROPN
ajst-14334	32	4	.	.	PUNCT
ajst-14334	33	1	[	[	X
ajst-14334	33	2	5	5	NUM
ajst-14334	33	3	]	]	PUNCT
ajst-14334	33	4	introduced	introduce	VERB
ajst-14334	33	5	a	a	DET
ajst-14334	33	6	method	method	NOUN
ajst-14334	33	7	for	for	ADP
ajst-14334	33	8	predicting	predict	VERB
ajst-14334	33	9	282	282	NUM
ajst-14334	33	10	alzheimer	alzheimer	PROPN
ajst-14334	33	11	’s	’s	PART
ajst-14334	33	12	disease	disease	NOUN
ajst-14334	33	13	in	in	ADP
ajst-14334	33	14	subjects	subject	NOUN
ajst-14334	33	15	with	with	ADP
ajst-14334	33	16	mild	mild	ADJ
ajst-14334	33	17	cognitive	cognitive	ADJ
ajst-14334	33	18	impairment	impairment	NOUN
ajst-14334	33	19	by	by	ADP
ajst-14334	33	20	analyzing	analyze	VERB
ajst-14334	33	21	patterns	pattern	NOUN
ajst-14334	33	22	of	of	ADP
ajst-14334	33	23	cortical	cortical	ADJ
ajst-14334	33	24	thinning	thinning	NOUN
ajst-14334	33	25	in	in	ADP
ajst-14334	33	26	mri	mri	NOUN
ajst-14334	33	27	data	datum	NOUN
ajst-14334	33	28	,	,	PUNCT
ajst-14334	33	29	their	their	PRON
ajst-14334	33	30	approach	approach	NOUN
ajst-14334	33	31	offers	offer	VERB
ajst-14334	33	32	a	a	DET
ajst-14334	33	33	valuable	valuable	ADJ
ajst-14334	33	34	tool	tool	NOUN
ajst-14334	33	35	for	for	ADP
ajst-14334	33	36	identifying	identify	VERB
ajst-14334	33	37	early	early	ADJ
ajst-14334	33	38	signs	sign	NOUN
ajst-14334	33	39	of	of	ADP
ajst-14334	33	40	the	the	DET
ajst-14334	33	41	disease	disease	NOUN
ajst-14334	33	42	.	.	PUNCT
ajst-14334	34	1	liu	liu	PROPN
ajst-14334	34	2	et	et	PROPN
ajst-14334	34	3	al	al	PROPN
ajst-14334	34	4	.	.	PUNCT
ajst-14334	35	1	[	[	X
ajst-14334	35	2	6	6	NUM
ajst-14334	35	3	]	]	PUNCT
ajst-14334	35	4	research	research	NOUN
ajst-14334	35	5	explored	explore	VERB
ajst-14334	35	6	the	the	DET
ajst-14334	35	7	application	application	NOUN
ajst-14334	35	8	of	of	ADP
ajst-14334	35	9	deep	deep	ADJ
ajst-14334	35	10	learning	learning	NOUN
ajst-14334	35	11	techniques	technique	NOUN
ajst-14334	35	12	for	for	ADP
ajst-14334	35	13	early	early	ADJ
ajst-14334	35	14	diagnosis	diagnosis	NOUN
ajst-14334	35	15	of	of	ADP
ajst-14334	35	16	alzheimer	alzheimer	PROPN
ajst-14334	35	17	’s	’s	PART
ajst-14334	35	18	disease	disease	NOUN
ajst-14334	35	19	,	,	PUNCT
ajst-14334	35	20	demonstrating	demonstrate	VERB
ajst-14334	35	21	promising	promising	ADJ
ajst-14334	35	22	results	result	NOUN
ajst-14334	35	23	,	,	PUNCT
ajst-14334	35	24	highlighting	highlight	VERB
ajst-14334	35	25	the	the	DET
ajst-14334	35	26	potential	potential	NOUN
ajst-14334	35	27	for	for	ADP
ajst-14334	35	28	enhanced	enhanced	ADJ
ajst-14334	35	29	diagnostic	diagnostic	ADJ
ajst-14334	35	30	accuracy	accuracy	NOUN
ajst-14334	35	31	.	.	PUNCT
ajst-14334	36	1	rathore	rathore	PROPN
ajst-14334	36	2	et	et	PROPN
ajst-14334	36	3	al	al	PROPN
ajst-14334	36	4	.	.	PUNCT
ajst-14334	37	1	[	[	X
ajst-14334	37	2	7	7	NUM
ajst-14334	37	3	]	]	X
ajst-14334	37	4	comprehensive	comprehensive	ADJ
ajst-14334	37	5	review	review	NOUN
ajst-14334	37	6	examined	examine	VERB
ajst-14334	37	7	neuroimaging	neuroimaging	NOUN
ajst-14334	37	8	-	-	PUNCT
ajst-14334	37	9	based	base	VERB
ajst-14334	37	10	classification	classification	NOUN
ajst-14334	37	11	studies	study	NOUN
ajst-14334	37	12	and	and	CCONJ
ajst-14334	37	13	the	the	DET
ajst-14334	37	14	associated	associated	ADJ
ajst-14334	37	15	feature	feature	NOUN
ajst-14334	37	16	extraction	extraction	NOUN
ajst-14334	37	17	methods	method	NOUN
ajst-14334	37	18	used	use	VERB
ajst-14334	37	19	in	in	ADP
ajst-14334	37	20	alzheimer	alzheimer	PROPN
ajst-14334	37	21	’s	’s	PART
ajst-14334	37	22	disease	disease	NOUN
ajst-14334	37	23	and	and	CCONJ
ajst-14334	37	24	its	its	PRON
ajst-14334	37	25	prodromal	prodromal	ADJ
ajst-14334	37	26	stages	stage	NOUN
ajst-14334	37	27	.	.	PUNCT
ajst-14334	38	1	this	this	DET
ajst-14334	38	2	review	review	NOUN
ajst-14334	38	3	offers	offer	VERB
ajst-14334	38	4	critical	critical	ADJ
ajst-14334	38	5	insights	insight	NOUN
ajst-14334	38	6	into	into	ADP
ajst-14334	38	7	the	the	DET
ajst-14334	38	8	evolving	evolve	VERB
ajst-14334	38	9	landscape	landscape	NOUN
ajst-14334	38	10	of	of	ADP
ajst-14334	38	11	diagnostic	diagnostic	ADJ
ajst-14334	38	12	approaches	approach	NOUN
ajst-14334	38	13	.	.	PUNCT
ajst-14334	39	1	hao	hao	PROPN
ajst-14334	39	2	hu	hu	PROPN
ajst-14334	39	3	et	et	PROPN
ajst-14334	39	4	al	al	PROPN
ajst-14334	39	5	.	.	PUNCT
ajst-14334	40	1	[	[	X
ajst-14334	40	2	8	8	NUM
ajst-14334	40	3	]	]	PUNCT
ajst-14334	40	4	addresses	address	VERB
ajst-14334	40	5	the	the	DET
ajst-14334	40	6	challenges	challenge	NOUN
ajst-14334	40	7	of	of	ADP
ajst-14334	40	8	quality	quality	NOUN
ajst-14334	40	9	control	control	NOUN
ajst-14334	40	10	in	in	ADP
ajst-14334	40	11	casting	cast	VERB
ajst-14334	40	12	products	product	NOUN
ajst-14334	40	13	by	by	ADP
ajst-14334	40	14	utilizing	utilize	VERB
ajst-14334	40	15	deep	deep	ADJ
ajst-14334	40	16	learning	learning	NOUN
ajst-14334	40	17	models	model	NOUN
ajst-14334	40	18	.	.	PUNCT
ajst-14334	41	1	chen	chen	PROPN
ajst-14334	41	2	,	,	PUNCT
ajst-14334	41	3	suiyao	suiyao	PROPN
ajst-14334	41	4	et	et	PROPN
ajst-14334	41	5	al	al	PROPN
ajst-14334	41	6	.	.	PUNCT
ajst-14334	42	1	[	[	X
ajst-14334	42	2	9	9	NUM
ajst-14334	42	3	]	]	PUNCT
ajst-14334	42	4	proposed	propose	VERB
ajst-14334	42	5	a	a	DET
ajst-14334	42	6	claims	claim	NOUN
ajst-14334	42	7	data	data	NOUN
ajst-14334	42	8	-	-	PUNCT
ajst-14334	42	9	driven	drive	VERB
ajst-14334	42	10	modeling	modeling	NOUN
ajst-14334	42	11	of	of	ADP
ajst-14334	42	12	hospital	hospital	NOUN
ajst-14334	42	13	time	time	NOUN
ajst-14334	42	14	-	-	PUNCT
ajst-14334	42	15	to	to	ADP
ajst-14334	42	16	-	-	PUNCT
ajst-14334	42	17	readmission	readmission	NOUN
ajst-14334	42	18	risk	risk	NOUN
ajst-14334	42	19	with	with	ADP
ajst-14334	42	20	latent	latent	NOUN
ajst-14334	42	21	heterogeneity	heterogeneity	NOUN
ajst-14334	42	22	.	.	PUNCT
ajst-14334	43	1	wu	wu	PROPN
ajst-14334	43	2	,	,	PUNCT
ajst-14334	43	3	jing	je	VERB
ajst-14334	43	4	et	et	PROPN
ajst-14334	43	5	al	al	PROPN
ajst-14334	43	6	.	.	PUNCT
ajst-14334	44	1	[	[	X
ajst-14334	44	2	10	10	NUM
ajst-14334	44	3	]	]	PUNCT
ajst-14334	44	4	worked	work	VERB
ajst-14334	44	5	on	on	ADP
ajst-14334	44	6	optimizing	optimize	VERB
ajst-14334	44	7	nitrogen	nitrogen	NOUN
ajst-14334	44	8	management	management	NOUN
ajst-14334	44	9	with	with	ADP
ajst-14334	44	10	deep	deep	ADJ
ajst-14334	44	11	reinforcement	reinforcement	NOUN
ajst-14334	44	12	learning	learning	NOUN
ajst-14334	44	13	and	and	CCONJ
ajst-14334	44	14	crop	crop	NOUN
ajst-14334	44	15	simulations	simulation	NOUN
ajst-14334	44	16	.	.	PUNCT
ajst-14334	45	1	shen	shen	PROPN
ajst-14334	45	2	,	,	PUNCT
ajst-14334	45	3	yishi	yishi	PROPN
ajst-14334	45	4	et	et	PROPN
ajst-14334	45	5	al	al	PROPN
ajst-14334	45	6	.	.	PUNCT
ajst-14334	46	1	[	[	X
ajst-14334	46	2	11	11	NUM
ajst-14334	46	3	]	]	PUNCT
ajst-14334	46	4	investigated	investigate	VERB
ajst-14334	46	5	how	how	SCONJ
ajst-14334	46	6	surf4	surf4	NOUN
ajst-14334	46	7	regulates	regulate	VERB
ajst-14334	46	8	expression	expression	NOUN
ajst-14334	46	9	of	of	ADP
ajst-14334	46	10	proprotein	proprotein	PROPN
ajst-14334	46	11	convertase	convertase	PROPN
ajst-14334	46	12	subtilisin	subtilisin	PROPN
ajst-14334	46	13	/	/	SYM
ajst-14334	46	14	kexin	kexin	NOUN
ajst-14334	46	15	type	type	NOUN
ajst-14334	46	16	9	9	NUM
ajst-14334	46	17	(	(	PUNCT
ajst-14334	46	18	pcsk9	pcsk9	NOUN
ajst-14334	46	19	)	)	PUNCT
ajst-14334	46	20	but	but	CCONJ
ajst-14334	46	21	is	be	AUX
ajst-14334	46	22	not	not	PART
ajst-14334	46	23	required	require	VERB
ajst-14334	46	24	for	for	ADP
ajst-14334	46	25	pcsk9	pcsk9	PROPN
ajst-14334	46	26	secretion	secretion	NOUN
ajst-14334	46	27	in	in	ADP
ajst-14334	46	28	cultured	cultured	ADJ
ajst-14334	46	29	human	human	ADJ
ajst-14334	46	30	hepatocytes	hepatocyte	NOUN
ajst-14334	46	31	.	.	PUNCT
ajst-14334	47	1	chang	chang	PROPN
ajst-14334	47	2	che	che	PROPN
ajst-14334	47	3	et	et	PROPN
ajst-14334	47	4	al	al	PROPN
ajst-14334	47	5	.	.	PUNCT
ajst-14334	48	1	[	[	X
ajst-14334	48	2	12	12	NUM
ajst-14334	48	3	]	]	X
ajst-14334	48	4	advances	advance	NOUN
ajst-14334	48	5	logistics	logistic	NOUN
ajst-14334	48	6	automation	automation	NOUN
ajst-14334	48	7	by	by	ADP
ajst-14334	48	8	employing	employ	VERB
ajst-14334	48	9	deep	deep	ADJ
ajst-14334	48	10	learning	learning	NOUN
ajst-14334	48	11	to	to	PART
ajst-14334	48	12	make	make	VERB
ajst-14334	48	13	precise	precise	ADJ
ajst-14334	48	14	robot	robot	NOUN
ajst-14334	48	15	position	position	NOUN
ajst-14334	48	16	predictions	prediction	NOUN
ajst-14334	48	17	using	use	VERB
ajst-14334	48	18	sensor	sensor	NOUN
ajst-14334	48	19	data	datum	NOUN
ajst-14334	48	20	.	.	PUNCT
ajst-14334	49	1	tianbo	tianbo	INTJ
ajst-14334	49	2	et	et	PROPN
ajst-14334	49	3	al	al	PROPN
ajst-14334	49	4	.	.	PUNCT
ajst-14334	50	1	[	[	X
ajst-14334	50	2	13	13	NUM
ajst-14334	50	3	]	]	PUNCT
ajst-14334	50	4	achieve	achieve	VERB
ajst-14334	50	5	communication	communication	NOUN
ajst-14334	50	6	-	-	PUNCT
ajst-14334	50	7	free	free	ADJ
ajst-14334	50	8	operation	operation	NOUN
ajst-14334	50	9	by	by	ADP
ajst-14334	50	10	utilizing	utilize	VERB
ajst-14334	50	11	adaptive	adaptive	ADJ
ajst-14334	50	12	gain	gain	NOUN
ajst-14334	50	13	control	control	NOUN
ajst-14334	50	14	and	and	CCONJ
ajst-14334	50	15	flocking	flock	VERB
ajst-14334	50	16	swarm	swarm	NOUN
ajst-14334	50	17	algorithms	algorithm	NOUN
ajst-14334	50	18	with	with	ADP
ajst-14334	50	19	adversarial	adversarial	ADJ
ajst-14334	50	20	agents	agent	NOUN
ajst-14334	50	21	,	,	PUNCT
ajst-14334	50	22	ultimately	ultimately	ADV
ajst-14334	50	23	transitioning	transition	VERB
ajst-14334	50	24	from	from	ADP
ajst-14334	50	25	simulation	simulation	NOUN
ajst-14334	50	26	to	to	ADP
ajst-14334	50	27	real	real	ADJ
ajst-14334	50	28	-	-	PUNCT
ajst-14334	50	29	world	world	NOUN
ajst-14334	50	30	applications	application	NOUN
ajst-14334	50	31	through	through	ADP
ajst-14334	50	32	object	object	NOUN
ajst-14334	50	33	recognition	recognition	NOUN
ajst-14334	50	34	in	in	ADP
ajst-14334	50	35	computer	computer	NOUN
ajst-14334	50	36	vision	vision	NOUN
ajst-14334	50	37	.	.	PUNCT
ajst-14334	51	1	these	these	DET
ajst-14334	51	2	studies	study	NOUN
ajst-14334	51	3	at	at	ADP
ajst-14334	51	4	the	the	DET
ajst-14334	51	5	nexus	nexus	NOUN
ajst-14334	51	6	of	of	ADP
ajst-14334	51	7	neuroimaging	neuroimaging	NOUN
ajst-14334	51	8	,	,	PUNCT
ajst-14334	51	9	machine	machine	NOUN
ajst-14334	51	10	learning	learning	NOUN
ajst-14334	51	11	,	,	PUNCT
ajst-14334	51	12	and	and	CCONJ
ajst-14334	51	13	alzheimer	alzheimer	PROPN
ajst-14334	51	14	’s	’s	PART
ajst-14334	51	15	disease	disease	NOUN
ajst-14334	51	16	detection	detection	NOUN
ajst-14334	51	17	,	,	PUNCT
ajst-14334	51	18	from	from	ADP
ajst-14334	51	19	automated	automate	VERB
ajst-14334	51	20	classification	classification	NOUN
ajst-14334	51	21	to	to	ADP
ajst-14334	51	22	deep	deep	ADJ
ajst-14334	51	23	learning	learning	NOUN
ajst-14334	51	24	methodologies	methodology	NOUN
ajst-14334	51	25	,	,	PUNCT
ajst-14334	51	26	collectively	collectively	ADV
ajst-14334	51	27	advance	advance	VERB
ajst-14334	51	28	early	early	ADJ
ajst-14334	51	29	diagnosis	diagnosis	NOUN
ajst-14334	51	30	and	and	CCONJ
ajst-14334	51	31	intervention	intervention	NOUN
ajst-14334	51	32	.	.	PUNCT
ajst-14334	52	1	these	these	DET
ajst-14334	52	2	foundational	foundational	ADJ
ajst-14334	52	3	studies	study	NOUN
ajst-14334	52	4	provide	provide	VERB
ajst-14334	52	5	a	a	DET
ajst-14334	52	6	crucial	crucial	ADJ
ajst-14334	52	7	framework	framework	NOUN
ajst-14334	52	8	for	for	ADP
ajst-14334	52	9	ongoing	ongoing	ADJ
ajst-14334	52	10	research	research	NOUN
ajst-14334	52	11	,	,	PUNCT
ajst-14334	52	12	poised	poise	VERB
ajst-14334	52	13	to	to	PART
ajst-14334	52	14	transform	transform	VERB
ajst-14334	52	15	alzheimer	alzheimer	PROPN
ajst-14334	52	16	’s	’s	PART
ajst-14334	52	17	disease	disease	NOUN
ajst-14334	52	18	diagnosis	diagnosis	NOUN
ajst-14334	52	19	and	and	CCONJ
ajst-14334	52	20	care	care	NOUN
ajst-14334	52	21	.	.	PUNCT
ajst-14334	53	1	3	3	X
ajst-14334	53	2	.	.	X
ajst-14334	53	3	methodology	methodology	NOUN
ajst-14334	53	4	in	in	ADP
ajst-14334	53	5	this	this	DET
ajst-14334	53	6	section	section	NOUN
ajst-14334	53	7	,	,	PUNCT
ajst-14334	53	8	we	we	PRON
ajst-14334	53	9	provide	provide	VERB
ajst-14334	53	10	a	a	DET
ajst-14334	53	11	comprehensive	comprehensive	ADJ
ajst-14334	53	12	overview	overview	NOUN
ajst-14334	53	13	of	of	ADP
ajst-14334	53	14	the	the	DET
ajst-14334	53	15	methodology	methodology	NOUN
ajst-14334	53	16	employed	employ	VERB
ajst-14334	53	17	in	in	ADP
ajst-14334	53	18	our	our	PRON
ajst-14334	53	19	research	research	NOUN
ajst-14334	53	20	focused	focus	VERB
ajst-14334	53	21	on	on	ADP
ajst-14334	53	22	alzheimer	alzheimer	PROPN
ajst-14334	53	23	’s	’s	PART
ajst-14334	53	24	disease	disease	NOUN
ajst-14334	53	25	(	(	PUNCT
ajst-14334	53	26	ad	ad	NOUN
ajst-14334	53	27	)	)	PUNCT
ajst-14334	53	28	.	.	PUNCT
ajst-14334	54	1	the	the	DET
ajst-14334	54	2	primary	primary	ADJ
ajst-14334	54	3	objective	objective	NOUN
ajst-14334	54	4	is	be	AUX
ajst-14334	54	5	to	to	PART
ajst-14334	54	6	develop	develop	VERB
ajst-14334	54	7	a	a	DET
ajst-14334	54	8	reliable	reliable	ADJ
ajst-14334	54	9	predictive	predictive	ADJ
ajst-14334	54	10	model	model	NOUN
ajst-14334	54	11	for	for	ADP
ajst-14334	54	12	early	early	ADJ
ajst-14334	54	13	-	-	PUNCT
ajst-14334	54	14	stage	stage	NOUN
ajst-14334	54	15	ad	ad	NOUN
ajst-14334	54	16	detection	detection	NOUN
ajst-14334	54	17	using	use	VERB
ajst-14334	54	18	magnetic	magnetic	ADJ
ajst-14334	54	19	resonance	resonance	NOUN
ajst-14334	54	20	imaging	imaging	NOUN
ajst-14334	54	21	(	(	PUNCT
ajst-14334	54	22	mri	mri	NOUN
ajst-14334	54	23	)	)	PUNCT
ajst-14334	54	24	data	datum	NOUN
ajst-14334	54	25	.	.	PUNCT
ajst-14334	55	1	the	the	DET
ajst-14334	55	2	cornerstone	cornerstone	NOUN
ajst-14334	55	3	of	of	ADP
ajst-14334	55	4	our	our	PRON
ajst-14334	55	5	approach	approach	NOUN
ajst-14334	55	6	is	be	AUX
ajst-14334	55	7	the	the	DET
ajst-14334	55	8	utilization	utilization	NOUN
ajst-14334	55	9	of	of	ADP
ajst-14334	55	10	advanced	advanced	ADJ
ajst-14334	55	11	machine	machine	NOUN
ajst-14334	55	12	learning	learn	VERB
ajst-14334	55	13	techniques	technique	NOUN
ajst-14334	55	14	,	,	PUNCT
ajst-14334	55	15	with	with	ADP
ajst-14334	55	16	a	a	DET
ajst-14334	55	17	specific	specific	ADJ
ajst-14334	55	18	emphasis	emphasis	NOUN
ajst-14334	55	19	on	on	ADP
ajst-14334	55	20	the	the	DET
ajst-14334	55	21	application	application	NOUN
ajst-14334	55	22	of	of	ADP
ajst-14334	55	23	artificial	artificial	ADJ
ajst-14334	55	24	neural	neural	ADJ
ajst-14334	55	25	networks	network	NOUN
ajst-14334	55	26	(	(	PUNCT
ajst-14334	55	27	anns	anns	PROPN
ajst-14334	55	28	)	)	PUNCT
ajst-14334	55	29	.	.	PUNCT
ajst-14334	56	1	this	this	DET
ajst-14334	56	2	choice	choice	NOUN
ajst-14334	56	3	is	be	AUX
ajst-14334	56	4	driven	drive	VERB
ajst-14334	56	5	by	by	ADP
ajst-14334	56	6	the	the	DET
ajst-14334	56	7	potential	potential	NOUN
ajst-14334	56	8	of	of	ADP
ajst-14334	56	9	anns	anns	NOUN
ajst-14334	56	10	to	to	PART
ajst-14334	56	11	discern	discern	VERB
ajst-14334	56	12	intricate	intricate	ADJ
ajst-14334	56	13	patterns	pattern	NOUN
ajst-14334	56	14	within	within	ADP
ajst-14334	56	15	high	high	ADJ
ajst-14334	56	16	-	-	PUNCT
ajst-14334	56	17	dimensional	dimensional	ADJ
ajst-14334	56	18	mri	mri	NOUN
ajst-14334	56	19	data	datum	NOUN
ajst-14334	56	20	,	,	PUNCT
ajst-14334	56	21	a	a	DET
ajst-14334	56	22	crucial	crucial	ADJ
ajst-14334	56	23	aspect	aspect	NOUN
ajst-14334	56	24	in	in	ADP
ajst-14334	56	25	accurate	accurate	ADJ
ajst-14334	56	26	prediction	prediction	NOUN
ajst-14334	56	27	of	of	ADP
ajst-14334	56	28	ad	ad	NOUN
ajst-14334	56	29	progression	progression	NOUN
ajst-14334	56	30	.	.	PUNCT
ajst-14334	57	1	to	to	PART
ajst-14334	57	2	ensure	ensure	VERB
ajst-14334	57	3	a	a	DET
ajst-14334	57	4	rigorous	rigorous	ADJ
ajst-14334	57	5	evaluation	evaluation	NOUN
ajst-14334	57	6	,	,	PUNCT
ajst-14334	57	7	the	the	DET
ajst-14334	57	8	performance	performance	NOUN
ajst-14334	57	9	of	of	ADP
ajst-14334	57	10	the	the	DET
ajst-14334	57	11	ann	ann	PROPN
ajst-14334	57	12	model	model	NOUN
ajst-14334	57	13	is	be	AUX
ajst-14334	57	14	juxtaposed	juxtapose	VERB
ajst-14334	57	15	against	against	ADP
ajst-14334	57	16	established	establish	VERB
ajst-14334	57	17	methodologies	methodology	NOUN
ajst-14334	57	18	in	in	ADP
ajst-14334	57	19	ad	ad	NOUN
ajst-14334	57	20	detection	detection	NOUN
ajst-14334	57	21	,	,	PUNCT
ajst-14334	57	22	providing	provide	VERB
ajst-14334	57	23	valuable	valuable	ADJ
ajst-14334	57	24	insights	insight	NOUN
ajst-14334	57	25	into	into	ADP
ajst-14334	57	26	the	the	DET
ajst-14334	57	27	efficacy	efficacy	NOUN
ajst-14334	57	28	of	of	ADP
ajst-14334	57	29	our	our	PRON
ajst-14334	57	30	approach	approach	NOUN
ajst-14334	57	31	.	.	PUNCT
ajst-14334	58	1	3.1	3.1	NUM
ajst-14334	58	2	.	.	PUNCT
ajst-14334	58	3	model	model	NOUN
ajst-14334	58	4	architecture	architecture	NOUN
ajst-14334	58	5	the	the	DET
ajst-14334	58	6	chosen	choose	VERB
ajst-14334	58	7	artificial	artificial	ADJ
ajst-14334	58	8	neural	neural	ADJ
ajst-14334	58	9	network	network	NOUN
ajst-14334	58	10	(	(	PUNCT
ajst-14334	58	11	ann	ann	PROPN
ajst-14334	58	12	)	)	PUNCT
ajst-14334	58	13	architecture	architecture	NOUN
ajst-14334	58	14	is	be	AUX
ajst-14334	58	15	meticulously	meticulously	ADV
ajst-14334	58	16	designed	design	VERB
ajst-14334	58	17	to	to	PART
ajst-14334	58	18	address	address	VERB
ajst-14334	58	19	the	the	DET
ajst-14334	58	20	intricacies	intricacy	NOUN
ajst-14334	58	21	of	of	ADP
ajst-14334	58	22	specific	specific	ADJ
ajst-14334	58	23	task	task	NOUN
ajst-14334	58	24	.	.	PUNCT
ajst-14334	59	1	it	it	PRON
ajst-14334	59	2	consists	consist	VERB
ajst-14334	59	3	of	of	ADP
ajst-14334	59	4	three	three	NUM
ajst-14334	59	5	hidden	hidden	ADJ
ajst-14334	59	6	layers	layer	NOUN
ajst-14334	59	7	,	,	PUNCT
ajst-14334	59	8	each	each	PRON
ajst-14334	59	9	with	with	ADP
ajst-14334	59	10	a	a	DET
ajst-14334	59	11	distinct	distinct	ADJ
ajst-14334	59	12	role	role	NOUN
ajst-14334	59	13	in	in	ADP
ajst-14334	59	14	processing	processing	NOUN
ajst-14334	59	15	information	information	NOUN
ajst-14334	59	16	.	.	PUNCT
ajst-14334	60	1	•input	•input	NOUN
ajst-14334	60	2	layer	layer	NOUN
ajst-14334	60	3	:	:	PUNCT
ajst-14334	60	4	𝑋	𝑋	PROPN
ajst-14334	60	5	𝑥	𝑥	X
ajst-14334	60	6	𝑥	𝑥	PRON
ajst-14334	60	7	⋮	⋮	NOUN
ajst-14334	60	8	𝑥	𝑥	X
ajst-14334	60	9	(	(	PUNCT
ajst-14334	60	10	1	1	X
ajst-14334	60	11	)	)	PUNCT
ajst-14334	60	12	the	the	DET
ajst-14334	60	13	input	input	NOUN
ajst-14334	60	14	layer	layer	NOUN
ajst-14334	60	15	accommodates	accommodate	VERB
ajst-14334	60	16	a	a	DET
ajst-14334	60	17	vector	vector	NOUN
ajst-14334	60	18	of	of	ADP
ajst-14334	60	19	n	n	PROPN
ajst-14334	60	20	features	feature	NOUN
ajst-14334	60	21	,	,	PUNCT
ajst-14334	60	22	faithfully	faithfully	ADV
ajst-14334	60	23	representing	represent	VERB
ajst-14334	60	24	the	the	DET
ajst-14334	60	25	raw	raw	ADJ
ajst-14334	60	26	input	input	NOUN
ajst-14334	60	27	data	datum	NOUN
ajst-14334	60	28	.	.	PUNCT
ajst-14334	61	1	this	this	PRON
ajst-14334	61	2	allows	allow	VERB
ajst-14334	61	3	the	the	DET
ajst-14334	61	4	model	model	NOUN
ajst-14334	61	5	to	to	PART
ajst-14334	61	6	ingest	ingest	VERB
ajst-14334	61	7	a	a	DET
ajst-14334	61	8	comprehensive	comprehensive	ADJ
ajst-14334	61	9	set	set	NOUN
ajst-14334	61	10	of	of	ADP
ajst-14334	61	11	information	information	NOUN
ajst-14334	61	12	relevant	relevant	ADJ
ajst-14334	61	13	to	to	ADP
ajst-14334	61	14	the	the	DET
ajst-14334	61	15	task	task	NOUN
ajst-14334	61	16	at	at	ADP
ajst-14334	61	17	hand	hand	NOUN
ajst-14334	61	18	.	.	PUNCT
ajst-14334	62	1	•input	•input	NOUN
ajst-14334	62	2	layer	layer	NOUN
ajst-14334	62	3	1	1	NUM
ajst-14334	62	4	:	:	PUNCT
ajst-14334	62	5	𝑋	𝑋	NOUN
ajst-14334	62	6	𝑅𝑒𝐿𝑈	𝑅𝑒𝐿𝑈	VERB
ajst-14334	62	7	𝑊	𝑊	NOUN
ajst-14334	62	8	.𝑋	.𝑋	NOUN
ajst-14334	63	1	𝑏	𝑏	NOUN
ajst-14334	63	2	(	(	PUNCT
ajst-14334	63	3	2	2	NUM
ajst-14334	63	4	)	)	PUNCT
ajst-14334	63	5	the	the	DET
ajst-14334	63	6	first	first	ADJ
ajst-14334	63	7	hidden	hide	VERB
ajst-14334	63	8	layer	layer	NOUN
ajst-14334	63	9	serves	serve	VERB
ajst-14334	63	10	as	as	ADP
ajst-14334	63	11	the	the	DET
ajst-14334	63	12	initial	initial	ADJ
ajst-14334	63	13	layer	layer	NOUN
ajst-14334	63	14	of	of	ADP
ajst-14334	63	15	abstraction	abstraction	NOUN
ajst-14334	63	16	.	.	PUNCT
ajst-14334	64	1	by	by	ADP
ajst-14334	64	2	applying	apply	VERB
ajst-14334	64	3	the	the	DET
ajst-14334	64	4	rectified	rectified	ADJ
ajst-14334	64	5	linear	linear	NOUN
ajst-14334	64	6	unit	unit	NOUN
ajst-14334	64	7	(	(	PUNCT
ajst-14334	64	8	relu	relu	NOUN
ajst-14334	64	9	)	)	PUNCT
ajst-14334	64	10	activation	activation	NOUN
ajst-14334	64	11	function	function	NOUN
ajst-14334	64	12	,	,	PUNCT
ajst-14334	64	13	the	the	DET
ajst-14334	64	14	model	model	NOUN
ajst-14334	64	15	gains	gain	VERB
ajst-14334	64	16	the	the	DET
ajst-14334	64	17	ability	ability	NOUN
ajst-14334	64	18	to	to	PART
ajst-14334	64	19	capture	capture	VERB
ajst-14334	64	20	complex	complex	ADJ
ajst-14334	64	21	,	,	PUNCT
ajst-14334	64	22	non	non	ADJ
ajst-14334	64	23	-	-	ADJ
ajst-14334	64	24	linear	linear	ADJ
ajst-14334	64	25	relationships	relationship	NOUN
ajst-14334	64	26	within	within	ADP
ajst-14334	64	27	the	the	DET
ajst-14334	64	28	data	datum	NOUN
ajst-14334	64	29	.	.	PUNCT
ajst-14334	65	1	the	the	DET
ajst-14334	65	2	inclusion	inclusion	NOUN
ajst-14334	65	3	of	of	ADP
ajst-14334	65	4	dropout	dropout	NOUN
ajst-14334	65	5	at	at	ADP
ajst-14334	65	6	a	a	DET
ajst-14334	65	7	20\%	20\%	NUM
ajst-14334	65	8	rate	rate	NOUN
ajst-14334	65	9	guards	guard	NOUN
ajst-14334	65	10	against	against	ADP
ajst-14334	65	11	overfitting	overfitte	VERB
ajst-14334	65	12	,	,	PUNCT
ajst-14334	65	13	ensuring	ensure	VERB
ajst-14334	65	14	robust	robust	ADJ
ajst-14334	65	15	generalization	generalization	NOUN
ajst-14334	65	16	.	.	PUNCT
ajst-14334	66	1	•input	•input	NOUN
ajst-14334	66	2	layer	layer	NOUN
ajst-14334	66	3	2	2	NUM
ajst-14334	66	4	:	:	PUNCT
ajst-14334	66	5	𝑋	𝑋	NOUN
ajst-14334	66	6	𝑅𝑒𝐿𝑈	𝑅𝑒𝐿𝑈	VERB
ajst-14334	66	7	𝑊	𝑊	NOUN
ajst-14334	66	8	.𝑋	.𝑋	NOUN
ajst-14334	67	1	𝑏	𝑏	NOUN
ajst-14334	67	2	(	(	PUNCT
ajst-14334	67	3	3	3	X
ajst-14334	67	4	)	)	PUNCT
ajst-14334	67	5	the	the	DET
ajst-14334	67	6	second	second	ADJ
ajst-14334	67	7	hidden	hide	VERB
ajst-14334	67	8	layer	layer	NOUN
ajst-14334	67	9	refines	refine	VERB
ajst-14334	67	10	the	the	DET
ajst-14334	67	11	extracted	extract	VERB
ajst-14334	67	12	features	feature	NOUN
ajst-14334	67	13	even	even	ADV
ajst-14334	67	14	further	far	ADV
ajst-14334	67	15	.	.	PUNCT
ajst-14334	68	1	again	again	ADV
ajst-14334	68	2	,	,	PUNCT
ajst-14334	68	3	employing	employ	VERB
ajst-14334	68	4	relu	relu	NOUN
ajst-14334	68	5	activation	activation	NOUN
ajst-14334	68	6	,	,	PUNCT
ajst-14334	68	7	this	this	DET
ajst-14334	68	8	layer	layer	NOUN
ajst-14334	68	9	con	con	NOUN
ajst-14334	68	10	tributes	tribute	NOUN
ajst-14334	68	11	to	to	ADP
ajst-14334	68	12	the	the	DET
ajst-14334	68	13	model	model	NOUN
ajst-14334	68	14	’s	’s	PART
ajst-14334	68	15	ability	ability	NOUN
ajst-14334	68	16	to	to	PART
ajst-14334	68	17	discern	discern	VERB
ajst-14334	68	18	intricate	intricate	ADJ
ajst-14334	68	19	patterns	pattern	NOUN
ajst-14334	68	20	.	.	PUNCT
ajst-14334	69	1	the	the	DET
ajst-14334	69	2	20	20	NUM
ajst-14334	69	3	%	%	NOUN
ajst-14334	69	4	dropout	dropout	NOUN
ajst-14334	69	5	rate	rate	NOUN
ajst-14334	69	6	continues	continue	VERB
ajst-14334	69	7	to	to	PART
ajst-14334	69	8	safeguard	safeguard	VERB
ajst-14334	69	9	against	against	ADP
ajst-14334	69	10	overfitting	overfitte	VERB
ajst-14334	69	11	.	.	PUNCT
ajst-14334	70	1	•input	•input	NOUN
ajst-14334	70	2	layer	layer	NOUN
ajst-14334	70	3	3	3	NUM
ajst-14334	70	4	:	:	PUNCT
ajst-14334	70	5	𝑋	𝑋	NOUN
ajst-14334	70	6	𝑅𝑒𝐿𝑈	𝑅𝑒𝐿𝑈	VERB
ajst-14334	70	7	𝑊	𝑊	NOUN
ajst-14334	70	8	.𝑋	.𝑋	NOUN
ajst-14334	71	1	𝑏	𝑏	NOUN
ajst-14334	71	2	(	(	PUNCT
ajst-14334	71	3	4	4	X
ajst-14334	71	4	)	)	PUNCT
ajst-14334	71	5	the	the	DET
ajst-14334	71	6	third	third	ADV
ajst-14334	71	7	hidden	hide	VERB
ajst-14334	71	8	layer	layer	NOUN
ajst-14334	71	9	delves	delve	VERB
ajst-14334	71	10	deeper	deeply	ADV
ajst-14334	71	11	into	into	ADP
ajst-14334	71	12	the	the	DET
ajst-14334	71	13	data	datum	NOUN
ajst-14334	71	14	,	,	PUNCT
ajst-14334	71	15	uncovering	uncover	VERB
ajst-14334	71	16	even	even	ADV
ajst-14334	71	17	more	more	ADV
ajst-14334	71	18	nuanced	nuanced	ADJ
ajst-14334	71	19	relationships	relationship	NOUN
ajst-14334	71	20	.	.	PUNCT
ajst-14334	72	1	its	its	PRON
ajst-14334	72	2	relu	relu	NOUN
ajst-14334	72	3	activation	activation	NOUN
ajst-14334	72	4	and	and	CCONJ
ajst-14334	72	5	20	20	NUM
ajst-14334	72	6	%	%	NOUN
ajst-14334	72	7	dropout	dropout	NOUN
ajst-14334	72	8	maintain	maintain	VERB
ajst-14334	72	9	the	the	DET
ajst-14334	72	10	model	model	NOUN
ajst-14334	72	11	’s	’s	PART
ajst-14334	72	12	adaptability	adaptability	NOUN
ajst-14334	72	13	and	and	CCONJ
ajst-14334	72	14	resilience	resilience	NOUN
ajst-14334	72	15	.	.	PUNCT
ajst-14334	73	1	•output	•output	NOUN
ajst-14334	73	2	layer	layer	NOUN
ajst-14334	73	3	:	:	PUNCT
ajst-14334	74	1	x	x	X
ajst-14334	74	2	σ	σ	X
ajst-14334	74	3	w	w	PROPN
ajst-14334	74	4	.	.	PUNCT
ajst-14334	75	1	x	x	PUNCT
ajst-14334	75	2	b	b	X
ajst-14334	75	3	(	(	PUNCT
ajst-14334	75	4	5	5	NUM
ajst-14334	75	5	)	)	PUNCT
ajst-14334	75	6	the	the	DET
ajst-14334	75	7	output	output	NOUN
ajst-14334	75	8	layer	layer	NOUN
ajst-14334	75	9	employs	employ	VERB
ajst-14334	75	10	a	a	DET
ajst-14334	75	11	sigmoid	sigmoid	NOUN
ajst-14334	75	12	activation	activation	NOUN
ajst-14334	75	13	function	function	NOUN
ajst-14334	75	14	,	,	PUNCT
ajst-14334	75	15	facilitating	facilitate	VERB
ajst-14334	75	16	binary	binary	ADJ
ajst-14334	75	17	classification	classification	NOUN
ajst-14334	75	18	.	.	PUNCT
ajst-14334	76	1	this	this	DET
ajst-14334	76	2	layer	layer	NOUN
ajst-14334	76	3	’s	’s	PART
ajst-14334	76	4	purpose	purpose	NOUN
ajst-14334	76	5	is	be	AUX
ajst-14334	76	6	to	to	PART
ajst-14334	76	7	provide	provide	VERB
ajst-14334	76	8	a	a	DET
ajst-14334	76	9	clear	clear	ADJ
ajst-14334	76	10	,	,	PUNCT
ajst-14334	76	11	interpretable	interpretable	ADJ
ajst-14334	76	12	prediction	prediction	NOUN
ajst-14334	76	13	for	for	ADP
ajst-14334	76	14	the	the	DET
ajst-14334	76	15	task	task	NOUN
ajst-14334	76	16	at	at	ADP
ajst-14334	76	17	hand	hand	NOUN
ajst-14334	76	18	.	.	PUNCT
ajst-14334	77	1	this	this	DET
ajst-14334	77	2	carefully	carefully	ADV
ajst-14334	77	3	crafted	craft	VERB
ajst-14334	77	4	architecture	architecture	NOUN
ajst-14334	77	5	is	be	AUX
ajst-14334	77	6	tailored	tailor	VERB
ajst-14334	77	7	to	to	PART
ajst-14334	77	8	extract	extract	VERB
ajst-14334	77	9	the	the	DET
ajst-14334	77	10	most	most	ADV
ajst-14334	77	11	relevant	relevant	ADJ
ajst-14334	77	12	information	information	NOUN
ajst-14334	77	13	from	from	ADP
ajst-14334	77	14	the	the	DET
ajst-14334	77	15	data	datum	NOUN
ajst-14334	77	16	,	,	PUNCT
ajst-14334	77	17	making	make	VERB
ajst-14334	77	18	it	it	PRON
ajst-14334	77	19	exceptionally	exceptionally	ADV
ajst-14334	77	20	well	well	ADV
ajst-14334	77	21	-	-	PUNCT
ajst-14334	77	22	suited	suited	ADJ
ajst-14334	77	23	for	for	ADP
ajst-14334	77	24	the	the	DET
ajst-14334	77	25	specific	specific	ADJ
ajst-14334	77	26	task	task	NOUN
ajst-14334	77	27	.	.	PUNCT
ajst-14334	78	1	the	the	DET
ajst-14334	78	2	strategic	strategic	ADJ
ajst-14334	78	3	use	use	NOUN
ajst-14334	78	4	of	of	ADP
ajst-14334	78	5	relu	relu	NOUN
ajst-14334	78	6	activations	activation	NOUN
ajst-14334	78	7	and	and	CCONJ
ajst-14334	78	8	dropout	dropout	NOUN
ajst-14334	78	9	layers	layer	NOUN
ajst-14334	78	10	ensures	ensure	VERB
ajst-14334	78	11	that	that	SCONJ
ajst-14334	78	12	the	the	DET
ajst-14334	78	13	model	model	NOUN
ajst-14334	78	14	can	can	AUX
ajst-14334	78	15	generalize	generalize	VERB
ajst-14334	78	16	effectively	effectively	ADV
ajst-14334	78	17	,	,	PUNCT
ajst-14334	78	18	even	even	ADV
ajst-14334	78	19	in	in	ADP
ajst-14334	78	20	the	the	DET
ajst-14334	78	21	face	face	NOUN
ajst-14334	78	22	of	of	ADP
ajst-14334	78	23	complex	complex	ADJ
ajst-14334	78	24	,	,	PUNCT
ajst-14334	78	25	real	real	ADJ
ajst-14334	78	26	-	-	PUNCT
ajst-14334	78	27	world	world	NOUN
ajst-14334	78	28	data	datum	NOUN
ajst-14334	78	29	.	.	PUNCT
ajst-14334	79	1	combined	combine	VERB
ajst-14334	79	2	with	with	ADP
ajst-14334	79	3	the	the	DET
ajst-14334	79	4	chosen	choose	VERB
ajst-14334	79	5	optimization	optimization	NOUN
ajst-14334	79	6	and	and	CCONJ
ajst-14334	79	7	evaluation	evaluation	NOUN
ajst-14334	79	8	metrics	metric	NOUN
ajst-14334	79	9	,	,	PUNCT
ajst-14334	79	10	this	this	DET
ajst-14334	79	11	ann	ann	PROPN
ajst-14334	79	12	architecture	architecture	NOUN
ajst-14334	79	13	represents	represent	VERB
ajst-14334	79	14	a	a	DET
ajst-14334	79	15	powerful	powerful	ADJ
ajst-14334	79	16	tool	tool	NOUN
ajst-14334	79	17	for	for	ADP
ajst-14334	79	18	solving	solve	VERB
ajst-14334	79	19	the	the	DET
ajst-14334	79	20	problem	problem	NOUN
ajst-14334	79	21	.	.	PUNCT
ajst-14334	80	1	3.2	3.2	NUM
ajst-14334	80	2	.	.	PUNCT
ajst-14334	81	1	dataset	dataset	NOUN
ajst-14334	81	2	introduction	introduction	NOUN
ajst-14334	81	3	the	the	DET
ajst-14334	81	4	cornerstone	cornerstone	NOUN
ajst-14334	81	5	of	of	ADP
ajst-14334	81	6	our	our	PRON
ajst-14334	81	7	research	research	NOUN
ajst-14334	81	8	lies	lie	VERB
ajst-14334	81	9	in	in	ADP
ajst-14334	81	10	the	the	DET
ajst-14334	81	11	utilization	utilization	NOUN
ajst-14334	81	12	of	of	ADP
ajst-14334	81	13	a	a	DET
ajst-14334	81	14	meticulously	meticulously	ADV
ajst-14334	81	15	curated	curate	VERB
ajst-14334	81	16	dataset	dataset	VERB
ajst-14334	81	17	comprising	comprise	VERB
ajst-14334	81	18	longitudinal	longitudinal	ADJ
ajst-14334	81	19	mri	mri	NOUN
ajst-14334	81	20	scans	scan	NOUN
ajst-14334	81	21	sourced	source	VERB
ajst-14334	81	22	from	from	ADP
ajst-14334	81	23	the	the	DET
ajst-14334	81	24	open	open	ADJ
ajst-14334	81	25	access	access	NOUN
ajst-14334	81	26	series	series	NOUN
ajst-14334	81	27	of	of	ADP
ajst-14334	81	28	imaging	imaging	NOUN
ajst-14334	81	29	studies	study	NOUN
ajst-14334	81	30	(	(	PUNCT
ajst-14334	81	31	oasis	oasis	NOUN
ajst-14334	81	32	)	)	PUNCT
ajst-14334	81	33	project	project	NOUN
ajst-14334	81	34	.	.	PUNCT
ajst-14334	82	1	this	this	DET
ajst-14334	82	2	rich	rich	ADJ
ajst-14334	82	3	dataset	dataset	NOUN
ajst-14334	82	4	encapsulates	encapsulate	VERB
ajst-14334	82	5	a	a	DET
ajst-14334	82	6	cohort	cohort	NOUN
ajst-14334	82	7	of	of	ADP
ajst-14334	82	8	150	150	NUM
ajst-14334	82	9	participants	participant	NOUN
ajst-14334	82	10	,	,	PUNCT
ajst-14334	82	11	ranging	range	VERB
ajst-14334	82	12	in	in	ADP
ajst-14334	82	13	age	age	NOUN
ajst-14334	82	14	from	from	ADP
ajst-14334	82	15	60	60	NUM
ajst-14334	82	16	to	to	PART
ajst-14334	82	17	96	96	NUM
ajst-14334	82	18	years	year	NOUN
ajst-14334	82	19	,	,	PUNCT
ajst-14334	82	20	each	each	PRON
ajst-14334	82	21	contributing	contribute	VERB
ajst-14334	82	22	at	at	ADV
ajst-14334	82	23	least	least	ADV
ajst-14334	82	24	one	one	NUM
ajst-14334	82	25	mri	mri	NOUN
ajst-14334	82	26	scan	scan	NOUN
ajst-14334	82	27	.	.	PUNCT
ajst-14334	83	1	notably	notably	ADV
ajst-14334	83	2	,	,	PUNCT
ajst-14334	83	3	all	all	DET
ajst-14334	83	4	participants	participant	NOUN
ajst-14334	83	5	in	in	ADP
ajst-14334	83	6	this	this	DET
ajst-14334	83	7	study	study	NOUN
ajst-14334	83	8	are	be	AUX
ajst-14334	83	9	right	right	ADV
ajst-14334	83	10	-	-	PUNCT
ajst-14334	83	11	handed	handed	ADJ
ajst-14334	83	12	,	,	PUNCT
ajst-14334	83	13	a	a	DET
ajst-14334	83	14	factor	factor	NOUN
ajst-14334	83	15	considered	consider	VERB
ajst-14334	83	16	in	in	ADP
ajst-14334	83	17	the	the	DET
ajst-14334	83	18	context	context	NOUN
ajst-14334	83	19	of	of	ADP
ajst-14334	83	20	brain	brain	NOUN
ajst-14334	83	21	lateralization	lateralization	NOUN
ajst-14334	83	22	.	.	PUNCT
ajst-14334	84	1	within	within	ADP
ajst-14334	84	2	this	this	DET
ajst-14334	84	3	diverse	diverse	ADJ
ajst-14334	84	4	cohort	cohort	NOUN
ajst-14334	84	5	,	,	PUNCT
ajst-14334	84	6	72	72	NUM
ajst-14334	84	7	individuals	individual	NOUN
ajst-14334	84	8	were	be	AUX
ajst-14334	84	9	originally	originally	ADV
ajst-14334	84	10	categorized	categorize	VERB
ajst-14334	84	11	as	as	ADP
ajst-14334	84	12	”	"	PUNCT
ajst-14334	84	13	non	non	ADJ
ajst-14334	84	14	-	-	ADJ
ajst-14334	84	15	demented	demented	ADJ
ajst-14334	84	16	,	,	PUNCT
ajst-14334	84	17	”	"	PUNCT
ajst-14334	84	18	representing	represent	VERB
ajst-14334	84	19	a	a	DET
ajst-14334	84	20	critical	critical	ADJ
ajst-14334	84	21	baseline	baseline	NOUN
ajst-14334	84	22	for	for	ADP
ajst-14334	84	23	comparison	comparison	NOUN
ajst-14334	84	24	.	.	PUNCT
ajst-14334	85	1	concurrently	concurrently	ADV
ajst-14334	85	2	,	,	PUNCT
ajst-14334	85	3	64	64	NUM
ajst-14334	85	4	participants	participant	NOUN
ajst-14334	85	5	received	receive	VERB
ajst-14334	85	6	an	an	DET
ajst-14334	85	7	initial	initial	ADJ
ajst-14334	85	8	diagnosis	diagnosis	NOUN
ajst-14334	85	9	of	of	ADP
ajst-14334	85	10	”	"	PUNCT
ajst-14334	85	11	demented	demented	ADJ
ajst-14334	85	12	”	"	PUNCT
ajst-14334	85	13	and	and	CCONJ
ajst-14334	85	14	maintained	maintain	VERB
ajst-14334	85	15	283	283	NUM
ajst-14334	85	16	this	this	DET
ajst-14334	85	17	classification	classification	NOUN
ajst-14334	85	18	throughout	throughout	ADP
ajst-14334	85	19	the	the	DET
ajst-14334	85	20	course	course	NOUN
ajst-14334	85	21	of	of	ADP
ajst-14334	85	22	the	the	DET
ajst-14334	85	23	study	study	NOUN
ajst-14334	85	24	.	.	PUNCT
ajst-14334	86	1	this	this	DET
ajst-14334	86	2	subset	subset	NOUN
ajst-14334	86	3	offers	offer	VERB
ajst-14334	86	4	invaluable	invaluable	ADJ
ajst-14334	86	5	insights	insight	NOUN
ajst-14334	86	6	into	into	ADP
ajst-14334	86	7	the	the	DET
ajst-14334	86	8	progression	progression	NOUN
ajst-14334	86	9	and	and	CCONJ
ajst-14334	86	10	characteristics	characteristic	NOUN
ajst-14334	86	11	of	of	ADP
ajst-14334	86	12	dementia	dementia	NOUN
ajst-14334	86	13	over	over	ADP
ajst-14334	86	14	time	time	NOUN
ajst-14334	86	15	.	.	PUNCT
ajst-14334	87	1	3.3	3.3	NUM
ajst-14334	87	2	.	.	PUNCT
ajst-14334	88	1	data	datum	NOUN
ajst-14334	88	2	analysis	analysis	NOUN
ajst-14334	88	3	and	and	CCONJ
ajst-14334	88	4	preprocessing	preprocesse	VERB
ajst-14334	88	5	we	we	PRON
ajst-14334	88	6	conducted	conduct	VERB
ajst-14334	88	7	an	an	DET
ajst-14334	88	8	in	in	ADP
ajst-14334	88	9	-	-	PUNCT
ajst-14334	88	10	depth	depth	NOUN
ajst-14334	88	11	analysis	analysis	NOUN
ajst-14334	88	12	of	of	ADP
ajst-14334	88	13	the	the	DET
ajst-14334	88	14	longitudinal	longitudinal	ADJ
ajst-14334	88	15	mri	mri	NOUN
ajst-14334	88	16	data	datum	NOUN
ajst-14334	88	17	obtained	obtain	VERB
ajst-14334	88	18	from	from	ADP
ajst-14334	88	19	the	the	DET
ajst-14334	88	20	open	open	ADJ
ajst-14334	88	21	access	access	NOUN
ajst-14334	88	22	series	series	NOUN
ajst-14334	88	23	of	of	ADP
ajst-14334	88	24	imaging	imaging	NOUN
ajst-14334	88	25	studies	study	NOUN
ajst-14334	88	26	(	(	PUNCT
ajst-14334	88	27	oasis	oasis	NOUN
ajst-14334	88	28	)	)	PUNCT
ajst-14334	88	29	project	project	NOUN
ajst-14334	88	30	.	.	PUNCT
ajst-14334	89	1	this	this	DET
ajst-14334	89	2	dataset	dataset	NOUN
ajst-14334	89	3	included	include	VERB
ajst-14334	89	4	scans	scan	NOUN
ajst-14334	89	5	of	of	ADP
ajst-14334	89	6	150	150	NUM
ajst-14334	89	7	subjects	subject	NOUN
ajst-14334	89	8	aged	age	VERB
ajst-14334	89	9	between	between	ADP
ajst-14334	89	10	60	60	NUM
ajst-14334	89	11	and	and	CCONJ
ajst-14334	89	12	96	96	NUM
ajst-14334	89	13	years	year	NOUN
ajst-14334	89	14	.	.	PUNCT
ajst-14334	90	1	each	each	DET
ajst-14334	90	2	subject	subject	ADJ
ajst-14334	90	3	underwent	underwent	NOUN
ajst-14334	90	4	at	at	ADV
ajst-14334	90	5	least	least	ADV
ajst-14334	90	6	one	one	NUM
ajst-14334	90	7	scan	scan	NOUN
ajst-14334	90	8	.	.	PUNCT
ajst-14334	91	1	the	the	DET
ajst-14334	91	2	dataset	dataset	NOUN
ajst-14334	91	3	was	be	AUX
ajst-14334	91	4	categorized	categorize	VERB
ajst-14334	91	5	into	into	ADP
ajst-14334	91	6	three	three	NUM
ajst-14334	91	7	groups	group	NOUN
ajst-14334	91	8	:	:	PUNCT
ajst-14334	91	9	”	"	PUNCT
ajst-14334	91	10	non	non	ADJ
ajst-14334	91	11	-	-	ADJ
ajst-14334	91	12	demented	demented	ADJ
ajst-14334	91	13	”	"	PUNCT
ajst-14334	91	14	,	,	PUNCT
ajst-14334	91	15	”	"	PUNCT
ajst-14334	91	16	demented	demented	ADJ
ajst-14334	91	17	at	at	ADP
ajst-14334	91	18	initial	initial	ADJ
ajst-14334	91	19	visit	visit	NOUN
ajst-14334	91	20	”	"	PUNCT
ajst-14334	91	21	,	,	PUNCT
ajst-14334	91	22	and	and	CCONJ
ajst-14334	91	23	”	"	PUNCT
ajst-14334	91	24	converted	convert	VERB
ajst-14334	91	25	”	"	PUNCT
ajst-14334	91	26	(	(	PUNCT
ajst-14334	91	27	representing	represent	VERB
ajst-14334	91	28	those	those	PRON
ajst-14334	91	29	initially	initially	ADV
ajst-14334	91	30	classified	classify	VERB
ajst-14334	91	31	as	as	ADP
ajst-14334	91	32	”	"	PUNCT
ajst-14334	91	33	non	non	ADJ
ajst-14334	91	34	-	-	ADJ
ajst-14334	91	35	demented	demented	ADJ
ajst-14334	91	36	”	"	PUNCT
ajst-14334	91	37	but	but	CCONJ
ajst-14334	91	38	later	later	ADV
ajst-14334	91	39	diagnosed	diagnose	VERB
ajst-14334	91	40	with	with	ADP
ajst-14334	91	41	dementia	dementia	NOUN
ajst-14334	91	42	)	)	PUNCT
ajst-14334	91	43	.	.	PUNCT
ajst-14334	92	1	figure	figure	NOUN
ajst-14334	92	2	1	1	NUM
ajst-14334	92	3	.	.	PUNCT
ajst-14334	93	1	dataset	dataset	ADJ
ajst-14334	93	2	exploration	exploration	NOUN
ajst-14334	93	3	to	to	PART
ajst-14334	93	4	ensure	ensure	VERB
ajst-14334	93	5	data	datum	NOUN
ajst-14334	93	6	quality	quality	NOUN
ajst-14334	93	7	,	,	PUNCT
ajst-14334	93	8	we	we	PRON
ajst-14334	93	9	performed	perform	VERB
ajst-14334	93	10	the	the	PRON
ajst-14334	93	11	following	follow	VERB
ajst-14334	93	12	preprocessing	preprocesse	VERB
ajst-14334	93	13	steps	step	NOUN
ajst-14334	93	14	:	:	PUNCT
ajst-14334	93	15	•	•	NUM
ajst-14334	93	16	redundant	redundant	ADJ
ajst-14334	93	17	data	datum	NOUN
ajst-14334	93	18	handling	handling	NOUN
ajst-14334	93	19	:	:	PUNCT
ajst-14334	93	20	to	to	PART
ajst-14334	93	21	enhance	enhance	VERB
ajst-14334	93	22	the	the	DET
ajst-14334	93	23	reliability	reliability	NOUN
ajst-14334	93	24	of	of	ADP
ajst-14334	93	25	our	our	PRON
ajst-14334	93	26	dataset	dataset	NOUN
ajst-14334	93	27	,	,	PUNCT
ajst-14334	93	28	we	we	PRON
ajst-14334	93	29	implemented	implement	VERB
ajst-14334	93	30	a	a	DET
ajst-14334	93	31	careful	careful	ADJ
ajst-14334	93	32	strategy	strategy	NOUN
ajst-14334	93	33	to	to	PART
ajst-14334	93	34	handle	handle	VERB
ajst-14334	93	35	redundant	redundant	ADJ
ajst-14334	93	36	data	datum	NOUN
ajst-14334	93	37	.	.	PUNCT
ajst-14334	94	1	specifically	specifically	ADV
ajst-14334	94	2	,	,	PUNCT
ajst-14334	94	3	second	second	ADJ
ajst-14334	94	4	visits	visit	NOUN
ajst-14334	94	5	of	of	ADP
ajst-14334	94	6	patients	patient	NOUN
ajst-14334	94	7	initially	initially	ADV
ajst-14334	94	8	diagnosed	diagnose	VERB
ajst-14334	94	9	with	with	ADP
ajst-14334	94	10	dementia	dementia	NOUN
ajst-14334	94	11	were	be	AUX
ajst-14334	94	12	removed	remove	VERB
ajst-14334	94	13	.	.	PUNCT
ajst-14334	95	1	this	this	DET
ajst-14334	95	2	step	step	NOUN
ajst-14334	95	3	was	be	AUX
ajst-14334	95	4	crucial	crucial	ADJ
ajst-14334	95	5	in	in	ADP
ajst-14334	95	6	eliminating	eliminate	VERB
ajst-14334	95	7	duplicate	duplicate	ADJ
ajst-14334	95	8	entries	entry	NOUN
ajst-14334	95	9	,	,	PUNCT
ajst-14334	95	10	ensuring	ensure	VERB
ajst-14334	95	11	that	that	SCONJ
ajst-14334	95	12	each	each	DET
ajst-14334	95	13	data	datum	NOUN
ajst-14334	95	14	point	point	NOUN
ajst-14334	95	15	in	in	ADP
ajst-14334	95	16	our	our	PRON
ajst-14334	95	17	study	study	NOUN
ajst-14334	95	18	is	be	AUX
ajst-14334	95	19	unique	unique	ADJ
ajst-14334	95	20	and	and	CCONJ
ajst-14334	95	21	representative	representative	NOUN
ajst-14334	95	22	of	of	ADP
ajst-14334	95	23	the	the	DET
ajst-14334	95	24	underlying	underlie	VERB
ajst-14334	95	25	population	population	NOUN
ajst-14334	95	26	.	.	PUNCT
ajst-14334	96	1	•	•	NUM
ajst-14334	96	2	missing	miss	VERB
ajst-14334	96	3	value	value	NOUN
ajst-14334	96	4	handling	handling	NOUN
ajst-14334	96	5	:	:	PUNCT
ajst-14334	96	6	addressing	address	VERB
ajst-14334	96	7	missing	miss	VERB
ajst-14334	96	8	values	value	NOUN
ajst-14334	96	9	is	be	AUX
ajst-14334	96	10	a	a	DET
ajst-14334	96	11	critical	critical	ADJ
ajst-14334	96	12	aspect	aspect	NOUN
ajst-14334	96	13	of	of	ADP
ajst-14334	96	14	data	datum	NOUN
ajst-14334	96	15	preprocessing	preprocessing	NOUN
ajst-14334	96	16	.	.	PUNCT
ajst-14334	97	1	we	we	PRON
ajst-14334	97	2	employed	employ	VERB
ajst-14334	97	3	a	a	DET
ajst-14334	97	4	two	two	NUM
ajst-14334	97	5	pronged	pronged	ADJ
ajst-14334	97	6	approach	approach	NOUN
ajst-14334	97	7	to	to	PART
ajst-14334	97	8	tackle	tackle	VERB
ajst-14334	97	9	this	this	DET
ajst-14334	97	10	challenge	challenge	NOUN
ajst-14334	97	11	.	.	PUNCT
ajst-14334	98	1	firstly	firstly	ADV
ajst-14334	98	2	,	,	PUNCT
ajst-14334	98	3	any	any	DET
ajst-14334	98	4	rows	row	NOUN
ajst-14334	98	5	containing	contain	VERB
ajst-14334	98	6	missing	miss	VERB
ajst-14334	98	7	values	value	NOUN
ajst-14334	98	8	were	be	AUX
ajst-14334	98	9	systematically	systematically	ADV
ajst-14334	98	10	removed	remove	VERB
ajst-14334	98	11	from	from	ADP
ajst-14334	98	12	the	the	DET
ajst-14334	98	13	dataset	dataset	NOUN
ajst-14334	98	14	.	.	PUNCT
ajst-14334	99	1	this	this	DET
ajst-14334	99	2	method	method	NOUN
ajst-14334	99	3	ensures	ensure	VERB
ajst-14334	99	4	that	that	SCONJ
ajst-14334	99	5	our	our	PRON
ajst-14334	99	6	training	training	NOUN
ajst-14334	99	7	data	datum	NOUN
ajst-14334	99	8	remains	remain	VERB
ajst-14334	99	9	complete	complete	ADJ
ajst-14334	99	10	and	and	CCONJ
ajst-14334	99	11	free	free	ADJ
ajst-14334	99	12	from	from	ADP
ajst-14334	99	13	any	any	DET
ajst-14334	99	14	potential	potential	ADJ
ajst-14334	99	15	biases	bias	NOUN
ajst-14334	99	16	introduced	introduce	VERB
ajst-14334	99	17	by	by	ADP
ajst-14334	99	18	imputation	imputation	NOUN
ajst-14334	99	19	.	.	PUNCT
ajst-14334	100	1	secondly	secondly	ADV
ajst-14334	100	2	,	,	PUNCT
ajst-14334	100	3	we	we	PRON
ajst-14334	100	4	applied	apply	VERB
ajst-14334	100	5	advanced	advanced	ADJ
ajst-14334	100	6	imputation	imputation	NOUN
ajst-14334	100	7	techniques	technique	NOUN
ajst-14334	100	8	to	to	PART
ajst-14334	100	9	replace	replace	VERB
ajst-14334	100	10	missing	missing	ADJ
ajst-14334	100	11	values	value	NOUN
ajst-14334	100	12	in	in	ADP
ajst-14334	100	13	other	other	ADJ
ajst-14334	100	14	relevant	relevant	ADJ
ajst-14334	100	15	features	feature	NOUN
ajst-14334	100	16	.	.	PUNCT
ajst-14334	101	1	by	by	ADP
ajst-14334	101	2	doing	do	VERB
ajst-14334	101	3	so	so	ADV
ajst-14334	101	4	,	,	PUNCT
ajst-14334	101	5	we	we	PRON
ajst-14334	101	6	enhanced	enhance	VERB
ajst-14334	101	7	the	the	DET
ajst-14334	101	8	overall	overall	ADJ
ajst-14334	101	9	performance	performance	NOUN
ajst-14334	101	10	of	of	ADP
ajst-14334	101	11	our	our	PRON
ajst-14334	101	12	models	model	NOUN
ajst-14334	101	13	,	,	PUNCT
ajst-14334	101	14	particularly	particularly	ADV
ajst-14334	101	15	given	give	VERB
ajst-14334	101	16	the	the	DET
ajst-14334	101	17	limited	limited	ADJ
ajst-14334	101	18	dataset	dataset	NOUN
ajst-14334	101	19	size	size	NOUN
ajst-14334	101	20	.	.	PUNCT
ajst-14334	102	1	•	•	NOUN
ajst-14334	102	2	feature	feature	NOUN
ajst-14334	102	3	normalization	normalization	NOUN
ajst-14334	102	4	:	:	PUNCT
ajst-14334	102	5	standardizing	standardize	VERB
ajst-14334	102	6	feature	feature	NOUN
ajst-14334	102	7	scales	scale	NOUN
ajst-14334	102	8	is	be	AUX
ajst-14334	102	9	a	a	DET
ajst-14334	102	10	fundamental	fundamental	ADJ
ajst-14334	102	11	preprocessing	preprocessing	NOUN
ajst-14334	102	12	step	step	NOUN
ajst-14334	102	13	that	that	PRON
ajst-14334	102	14	contributes	contribute	VERB
ajst-14334	102	15	to	to	ADP
ajst-14334	102	16	the	the	DET
ajst-14334	102	17	stability	stability	NOUN
ajst-14334	102	18	and	and	CCONJ
ajst-14334	102	19	effectiveness	effectiveness	NOUN
ajst-14334	102	20	of	of	ADP
ajst-14334	102	21	our	our	PRON
ajst-14334	102	22	models	model	NOUN
ajst-14334	102	23	.	.	PUNCT
ajst-14334	103	1	we	we	PRON
ajst-14334	103	2	applied	apply	VERB
ajst-14334	103	3	a	a	DET
ajst-14334	103	4	range	range	NOUN
ajst-14334	103	5	of	of	ADP
ajst-14334	103	6	normalization	normalization	NOUN
ajst-14334	103	7	techniques	technique	NOUN
ajst-14334	103	8	tailored	tailor	VERB
ajst-14334	103	9	to	to	ADP
ajst-14334	103	10	the	the	DET
ajst-14334	103	11	specific	specific	ADJ
ajst-14334	103	12	characteristics	characteristic	NOUN
ajst-14334	103	13	of	of	ADP
ajst-14334	103	14	our	our	PRON
ajst-14334	103	15	features	feature	NOUN
ajst-14334	103	16	.	.	PUNCT
ajst-14334	104	1	this	this	DET
ajst-14334	104	2	process	process	NOUN
ajst-14334	104	3	not	not	PART
ajst-14334	104	4	only	only	ADV
ajst-14334	104	5	ensures	ensure	VERB
ajst-14334	104	6	that	that	SCONJ
ajst-14334	104	7	each	each	DET
ajst-14334	104	8	feature	feature	NOUN
ajst-14334	104	9	contributes	contribute	VERB
ajst-14334	104	10	equally	equally	ADV
ajst-14334	104	11	to	to	ADP
ajst-14334	104	12	the	the	DET
ajst-14334	104	13	learning	learning	NOUN
ajst-14334	104	14	process	process	NOUN
ajst-14334	104	15	,	,	PUNCT
ajst-14334	104	16	but	but	CCONJ
ajst-14334	104	17	also	also	ADV
ajst-14334	104	18	guards	guard	VERB
ajst-14334	104	19	against	against	ADP
ajst-14334	104	20	potential	potential	ADJ
ajst-14334	104	21	issues	issue	NOUN
ajst-14334	104	22	related	relate	VERB
ajst-14334	104	23	to	to	ADP
ajst-14334	104	24	feature	feature	NOUN
ajst-14334	104	25	scale	scale	NOUN
ajst-14334	104	26	discrepancies	discrepancy	NOUN
ajst-14334	104	27	.	.	PUNCT
ajst-14334	105	1	these	these	DET
ajst-14334	105	2	meticulous	meticulous	ADJ
ajst-14334	105	3	preprocessing	preprocessing	NOUN
ajst-14334	105	4	steps	step	NOUN
ajst-14334	105	5	collectively	collectively	ADV
ajst-14334	105	6	played	play	VERB
ajst-14334	105	7	a	a	DET
ajst-14334	105	8	pivotal	pivotal	ADJ
ajst-14334	105	9	role	role	NOUN
ajst-14334	105	10	in	in	ADP
ajst-14334	105	11	upholding	uphold	VERB
ajst-14334	105	12	the	the	DET
ajst-14334	105	13	integrity	integrity	NOUN
ajst-14334	105	14	and	and	CCONJ
ajst-14334	105	15	quality	quality	NOUN
ajst-14334	105	16	of	of	ADP
ajst-14334	105	17	our	our	PRON
ajst-14334	105	18	dataset	dataset	NOUN
ajst-14334	105	19	.	.	PUNCT
ajst-14334	106	1	by	by	ADP
ajst-14334	106	2	systematically	systematically	ADV
ajst-14334	106	3	handling	handle	VERB
ajst-14334	106	4	redundant	redundant	ADJ
ajst-14334	106	5	data	datum	NOUN
ajst-14334	106	6	,	,	PUNCT
ajst-14334	106	7	addressing	address	VERB
ajst-14334	106	8	missing	missing	ADJ
ajst-14334	106	9	values	value	NOUN
ajst-14334	106	10	,	,	PUNCT
ajst-14334	106	11	and	and	CCONJ
ajst-14334	106	12	standardizing	standardize	VERB
ajst-14334	106	13	feature	feature	NOUN
ajst-14334	106	14	scales	scale	NOUN
ajst-14334	106	15	,	,	PUNCT
ajst-14334	106	16	we	we	PRON
ajst-14334	106	17	have	have	AUX
ajst-14334	106	18	created	create	VERB
ajst-14334	106	19	a	a	DET
ajst-14334	106	20	robust	robust	ADJ
ajst-14334	106	21	foundation	foundation	NOUN
ajst-14334	106	22	for	for	ADP
ajst-14334	106	23	model	model	NOUN
ajst-14334	106	24	training	training	NOUN
ajst-14334	106	25	and	and	CCONJ
ajst-14334	106	26	evaluation	evaluation	NOUN
ajst-14334	106	27	.	.	PUNCT
ajst-14334	107	1	3.4	3.4	NUM
ajst-14334	107	2	.	.	PUNCT
ajst-14334	108	1	loss	loss	NOUN
ajst-14334	108	2	function	function	NOUN
ajst-14334	108	3	to	to	PART
ajst-14334	108	4	guide	guide	VERB
ajst-14334	108	5	the	the	DET
ajst-14334	108	6	optimization	optimization	NOUN
ajst-14334	108	7	process	process	NOUN
ajst-14334	108	8	,	,	PUNCT
ajst-14334	108	9	we	we	PRON
ajst-14334	108	10	utilize	utilize	VERB
ajst-14334	108	11	the	the	DET
ajst-14334	108	12	binary	binary	PROPN
ajst-14334	108	13	cross	cross	PROPN
ajst-14334	108	14	-	-	ADJ
ajst-14334	108	15	entropy	entropy	ADJ
ajst-14334	108	16	loss	loss	NOUN
ajst-14334	108	17	function	function	NOUN
ajst-14334	108	18	,	,	PUNCT
ajst-14334	108	19	denoted	denote	VERB
ajst-14334	108	20	as	as	ADP
ajst-14334	108	21	lbce	lbce	PROPN
ajst-14334	108	22	and	and	CCONJ
ajst-14334	108	23	defined	define	VERB
ajst-14334	108	24	as	as	ADP
ajst-14334	108	25	:	:	PUNCT
ajst-14334	108	26	𝐿	𝐿	PROPN
ajst-14334	108	27	𝑦	𝑦	PROPN
ajst-14334	108	28	,	,	PUNCT
ajst-14334	108	29	𝑦	𝑦	NOUN
ajst-14334	108	30	∑	∑	PUNCT
ajst-14334	108	31	𝑦	𝑦	PRON
ajst-14334	108	32	log	log	VERB
ajst-14334	108	33	𝑦	𝑦	PRON
ajst-14334	108	34	1	1	NUM
ajst-14334	108	35	𝑦	𝑦	NOUN
ajst-14334	108	36	log	log	VERB
ajst-14334	108	37	1	1	NUM
ajst-14334	108	38	𝑦	𝑦	NOUN
ajst-14334	108	39	(	(	PUNCT
ajst-14334	108	40	6	6	NUM
ajst-14334	108	41	)	)	PUNCT
ajst-14334	108	42	where	where	SCONJ
ajst-14334	108	43	y	y	PROPN
ajst-14334	108	44	represents	represent	VERB
ajst-14334	108	45	the	the	DET
ajst-14334	108	46	true	true	ADJ
ajst-14334	108	47	labels	label	NOUN
ajst-14334	108	48	,	,	PUNCT
ajst-14334	108	49	yˆ	yˆ	PRON
ajst-14334	108	50	represents	represent	VERB
ajst-14334	108	51	the	the	DET
ajst-14334	108	52	predicted	predict	VERB
ajst-14334	108	53	probabilities	probability	NOUN
ajst-14334	108	54	,	,	PUNCT
ajst-14334	108	55	and	and	CCONJ
ajst-14334	108	56	n	n	PRON
ajst-14334	108	57	is	be	AUX
ajst-14334	108	58	the	the	DET
ajst-14334	108	59	total	total	ADJ
ajst-14334	108	60	number	number	NOUN
ajst-14334	108	61	of	of	ADP
ajst-14334	108	62	samples	sample	NOUN
ajst-14334	108	63	.	.	PUNCT
ajst-14334	109	1	this	this	DET
ajst-14334	109	2	loss	loss	NOUN
ajst-14334	109	3	function	function	NOUN
ajst-14334	109	4	provides	provide	VERB
ajst-14334	109	5	a	a	DET
ajst-14334	109	6	clear	clear	ADJ
ajst-14334	109	7	signal	signal	NOUN
ajst-14334	109	8	for	for	ADP
ajst-14334	109	9	the	the	DET
ajst-14334	109	10	model	model	NOUN
ajst-14334	109	11	to	to	PART
ajst-14334	109	12	minimize	minimize	VERB
ajst-14334	109	13	the	the	DET
ajst-14334	109	14	discrepancy	discrepancy	NOUN
ajst-14334	109	15	between	between	ADP
ajst-14334	109	16	predicted	predict	VERB
ajst-14334	109	17	and	and	CCONJ
ajst-14334	109	18	actual	actual	ADJ
ajst-14334	109	19	outcomes	outcome	NOUN
ajst-14334	109	20	in	in	ADP
ajst-14334	109	21	binary	binary	ADJ
ajst-14334	109	22	classification	classification	NOUN
ajst-14334	109	23	tasks	task	NOUN
ajst-14334	109	24	.	.	PUNCT
ajst-14334	110	1	3.5	3.5	NUM
ajst-14334	110	2	.	.	PUNCT
ajst-14334	110	3	evaluation	evaluation	NOUN
ajst-14334	110	4	metrics	metric	NOUN
ajst-14334	110	5	in	in	ADP
ajst-14334	110	6	addition	addition	NOUN
ajst-14334	110	7	to	to	ADP
ajst-14334	110	8	accuracy	accuracy	NOUN
ajst-14334	110	9	and	and	CCONJ
ajst-14334	110	10	the	the	DET
ajst-14334	110	11	area	area	NOUN
ajst-14334	110	12	under	under	ADP
ajst-14334	110	13	the	the	DET
ajst-14334	110	14	receiver	receiver	NOUN
ajst-14334	110	15	operating	operate	VERB
ajst-14334	110	16	characteristic	characteristic	ADJ
ajst-14334	110	17	curve	curve	NOUN
ajst-14334	110	18	(	(	PUNCT
ajst-14334	110	19	auc	auc	NOUN
ajst-14334	110	20	-	-	PUNCT
ajst-14334	110	21	roc	roc	NOUN
ajst-14334	110	22	)	)	PUNCT
ajst-14334	110	23	,	,	PUNCT
ajst-14334	110	24	we	we	PRON
ajst-14334	110	25	consider	consider	VERB
ajst-14334	110	26	these	these	DET
ajst-14334	110	27	two	two	NUM
ajst-14334	110	28	crucial	crucial	ADJ
ajst-14334	110	29	metrics	metric	NOUN
ajst-14334	110	30	for	for	ADP
ajst-14334	110	31	assessing	assess	VERB
ajst-14334	110	32	the	the	DET
ajst-14334	110	33	performance	performance	NOUN
ajst-14334	110	34	of	of	ADP
ajst-14334	110	35	our	our	PRON
ajst-14334	110	36	model	model	NOUN
ajst-14334	110	37	.	.	PUNCT
ajst-14334	111	1	3.5.1	3.5.1	NUM
ajst-14334	111	2	.	.	PUNCT
ajst-14334	111	3	accuracy	accuracy	NOUN
ajst-14334	111	4	(	(	PUNCT
ajst-14334	111	5	acc	acc	PROPN
ajst-14334	111	6	)	)	PUNCT
ajst-14334	111	7	accuracy	accuracy	NOUN
ajst-14334	111	8	is	be	AUX
ajst-14334	111	9	a	a	DET
ajst-14334	111	10	fundamental	fundamental	ADJ
ajst-14334	111	11	evaluation	evaluation	NOUN
ajst-14334	111	12	metric	metric	NOUN
ajst-14334	111	13	for	for	ADP
ajst-14334	111	14	classification	classification	NOUN
ajst-14334	111	15	tasks	task	NOUN
ajst-14334	111	16	.	.	PUNCT
ajst-14334	112	1	it	it	PRON
ajst-14334	112	2	is	be	AUX
ajst-14334	112	3	defined	define	VERB
ajst-14334	112	4	as	as	ADP
ajst-14334	112	5	the	the	DET
ajst-14334	112	6	ratio	ratio	NOUN
ajst-14334	112	7	of	of	ADP
ajst-14334	112	8	correct	correct	ADJ
ajst-14334	112	9	predictions	prediction	NOUN
ajst-14334	112	10	to	to	ADP
ajst-14334	112	11	the	the	DET
ajst-14334	112	12	total	total	ADJ
ajst-14334	112	13	number	number	NOUN
ajst-14334	112	14	of	of	ADP
ajst-14334	112	15	predictions	prediction	NOUN
ajst-14334	112	16	and	and	CCONJ
ajst-14334	112	17	can	can	AUX
ajst-14334	112	18	be	be	AUX
ajst-14334	112	19	expressed	express	VERB
ajst-14334	112	20	as	as	ADP
ajst-14334	112	21	:	:	PUNCT
ajst-14334	112	22	acc	acc	PROPN
ajst-14334	112	23	(	(	PUNCT
ajst-14334	112	24	7	7	NUM
ajst-14334	112	25	)	)	PUNCT
ajst-14334	112	26	where	where	SCONJ
ajst-14334	112	27	tp	tp	NOUN
ajst-14334	112	28	represents	represent	VERB
ajst-14334	112	29	the	the	DET
ajst-14334	112	30	number	number	NOUN
ajst-14334	112	31	of	of	ADP
ajst-14334	112	32	true	true	ADJ
ajst-14334	112	33	positives	positive	NOUN
ajst-14334	112	34	,	,	PUNCT
ajst-14334	112	35	tn	tn	NOUN
ajst-14334	112	36	284	284	NUM
ajst-14334	112	37	represents	represent	VERB
ajst-14334	112	38	the	the	DET
ajst-14334	112	39	number	number	NOUN
ajst-14334	112	40	of	of	ADP
ajst-14334	112	41	true	true	ADJ
ajst-14334	112	42	negatives	negative	NOUN
ajst-14334	112	43	,	,	PUNCT
ajst-14334	112	44	fp	fp	X
ajst-14334	112	45	represents	represent	VERB
ajst-14334	112	46	the	the	DET
ajst-14334	112	47	number	number	NOUN
ajst-14334	112	48	of	of	ADP
ajst-14334	112	49	false	false	ADJ
ajst-14334	112	50	positives	positive	NOUN
ajst-14334	112	51	,	,	PUNCT
ajst-14334	112	52	and	and	CCONJ
ajst-14334	112	53	fn	fn	NOUN
ajst-14334	112	54	represents	represent	VERB
ajst-14334	112	55	the	the	DET
ajst-14334	112	56	number	number	NOUN
ajst-14334	112	57	of	of	ADP
ajst-14334	112	58	false	false	ADJ
ajst-14334	112	59	negatives	negative	NOUN
ajst-14334	112	60	.	.	PUNCT
ajst-14334	113	1	accuracy	accuracy	NOUN
ajst-14334	113	2	provides	provide	VERB
ajst-14334	113	3	a	a	DET
ajst-14334	113	4	straightforward	straightforward	ADJ
ajst-14334	113	5	measure	measure	NOUN
ajst-14334	113	6	of	of	ADP
ajst-14334	113	7	the	the	DET
ajst-14334	113	8	overall	overall	ADJ
ajst-14334	113	9	correctness	correctness	NOUN
ajst-14334	113	10	of	of	ADP
ajst-14334	113	11	the	the	DET
ajst-14334	113	12	model	model	NOUN
ajst-14334	113	13	’s	’s	PART
ajst-14334	113	14	predictions	prediction	NOUN
ajst-14334	113	15	.	.	PUNCT
ajst-14334	114	1	3.5.1	3.5.1	NUM
ajst-14334	114	2	area	area	NOUN
ajst-14334	114	3	under	under	ADP
ajst-14334	114	4	the	the	DET
ajst-14334	114	5	roc	roc	PROPN
ajst-14334	114	6	curve	curve	NOUN
ajst-14334	114	7	(	(	PUNCT
ajst-14334	114	8	auc	auc	NOUN
ajst-14334	114	9	-	-	PUNCT
ajst-14334	114	10	roc	roc	NOUN
ajst-14334	114	11	)	)	PUNCT
ajst-14334	114	12	the	the	DET
ajst-14334	114	13	auc	auc	NOUN
ajst-14334	114	14	-	-	PUNCT
ajst-14334	114	15	roc	roc	NOUN
ajst-14334	114	16	is	be	AUX
ajst-14334	114	17	a	a	DET
ajst-14334	114	18	widely	widely	ADV
ajst-14334	114	19	used	use	VERB
ajst-14334	114	20	metric	metric	NOUN
ajst-14334	114	21	for	for	ADP
ajst-14334	114	22	binary	binary	ADJ
ajst-14334	114	23	classification	classification	NOUN
ajst-14334	114	24	tasks	task	NOUN
ajst-14334	114	25	.	.	PUNCT
ajst-14334	115	1	it	it	PRON
ajst-14334	115	2	measures	measure	VERB
ajst-14334	115	3	the	the	DET
ajst-14334	115	4	ability	ability	NOUN
ajst-14334	115	5	of	of	ADP
ajst-14334	115	6	the	the	DET
ajst-14334	115	7	model	model	NOUN
ajst-14334	115	8	to	to	PART
ajst-14334	115	9	distinguish	distinguish	VERB
ajst-14334	115	10	between	between	ADP
ajst-14334	115	11	the	the	DET
ajst-14334	115	12	two	two	NUM
ajst-14334	115	13	classes	class	NOUN
ajst-14334	115	14	by	by	ADP
ajst-14334	115	15	calculating	calculate	VERB
ajst-14334	115	16	the	the	DET
ajst-14334	115	17	area	area	NOUN
ajst-14334	115	18	under	under	ADP
ajst-14334	115	19	the	the	DET
ajst-14334	115	20	receiver	receiver	NOUN
ajst-14334	115	21	operating	operate	VERB
ajst-14334	115	22	characteristic	characteristic	NOUN
ajst-14334	115	23	(	(	PUNCT
ajst-14334	115	24	roc	roc	PROPN
ajst-14334	115	25	)	)	PUNCT
ajst-14334	115	26	curve	curve	NOUN
ajst-14334	115	27	.	.	PUNCT
ajst-14334	116	1	a	a	DET
ajst-14334	116	2	higher	high	ADJ
ajst-14334	116	3	auc	auc	NOUN
ajst-14334	116	4	-	-	PUNCT
ajst-14334	116	5	roc	roc	NOUN
ajst-14334	116	6	value	value	NOUN
ajst-14334	116	7	indicates	indicate	VERB
ajst-14334	116	8	better	well	ADJ
ajst-14334	116	9	discriminative	discriminative	NOUN
ajst-14334	116	10	performance	performance	NOUN
ajst-14334	116	11	.	.	PUNCT
ajst-14334	117	1	the	the	DET
ajst-14334	117	2	auc	auc	NOUN
ajst-14334	117	3	-	-	PUNCT
ajst-14334	117	4	roc	roc	NOUN
ajst-14334	117	5	score	score	NOUN
ajst-14334	117	6	is	be	AUX
ajst-14334	117	7	defined	define	VERB
ajst-14334	117	8	as	as	ADP
ajst-14334	117	9	:	:	PUNCT
ajst-14334	117	10	𝐴𝑈𝐶	𝐴𝑈𝐶	PROPN
ajst-14334	117	11	𝑅𝑂𝐶	𝑅𝑂𝐶	PROPN
ajst-14334	117	12	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖	𝑆𝑒𝑛𝑠𝑖𝑡𝑖𝑣𝑖	PROPN
ajst-14334	117	13	𝐹𝑃𝑅	𝐹𝑃𝑅	PROPN
ajst-14334	117	14	𝑑	𝑑	NOUN
ajst-14334	117	15	1	1	NUM
ajst-14334	117	16	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖	𝑆𝑝𝑒𝑐𝑖𝑓𝑖𝑐𝑖	PROPN
ajst-14334	117	17	𝐹𝑃𝑅	𝐹𝑃𝑅	PROPN
ajst-14334	117	18	(	(	PUNCT
ajst-14334	117	19	8)	8)	NUM
ajst-14334	117	20	where	where	SCONJ
ajst-14334	117	21	sensitivi(fpr	sensitivi(fpr	PROPN
ajst-14334	117	22	)	)	PUNCT
ajst-14334	117	23	and	and	CCONJ
ajst-14334	117	24	1	1	NUM
ajst-14334	117	25	specifici(fpr	specifici(fpr	NOUN
ajst-14334	117	26	)	)	PUNCT
ajst-14334	117	27	represent	represent	VERB
ajst-14334	117	28	the	the	DET
ajst-14334	117	29	sensitivity	sensitivity	NOUN
ajst-14334	117	30	and	and	CCONJ
ajst-14334	117	31	1	1	NUM
ajst-14334	117	32	specificity	specificity	NOUN
ajst-14334	117	33	at	at	ADP
ajst-14334	117	34	a	a	DET
ajst-14334	117	35	given	give	VERB
ajst-14334	117	36	false	false	ADJ
ajst-14334	117	37	positive	positive	ADJ
ajst-14334	117	38	rate	rate	NOUN
ajst-14334	117	39	(	(	PUNCT
ajst-14334	117	40	fpr	fpr	NOUN
ajst-14334	117	41	)	)	PUNCT
ajst-14334	117	42	,	,	PUNCT
ajst-14334	117	43	respectively	respectively	ADV
ajst-14334	117	44	.	.	PUNCT
ajst-14334	118	1	4	4	X
ajst-14334	118	2	.	.	X
ajst-14334	118	3	experiment	experiment	NOUN
ajst-14334	118	4	results	result	VERB
ajst-14334	118	5	the	the	DET
ajst-14334	118	6	performance	performance	NOUN
ajst-14334	118	7	of	of	ADP
ajst-14334	118	8	various	various	ADJ
ajst-14334	118	9	models	model	NOUN
ajst-14334	118	10	was	be	AUX
ajst-14334	118	11	rigorously	rigorously	ADV
ajst-14334	118	12	evaluated	evaluate	VERB
ajst-14334	118	13	using	use	VERB
ajst-14334	118	14	established	establish	VERB
ajst-14334	118	15	metrics	metric	NOUN
ajst-14334	118	16	,	,	PUNCT
ajst-14334	118	17	including	include	VERB
ajst-14334	118	18	accuracy	accuracy	NOUN
ajst-14334	118	19	and	and	CCONJ
ajst-14334	118	20	area	area	NOUN
ajst-14334	118	21	under	under	ADP
ajst-14334	118	22	the	the	DET
ajst-14334	118	23	receiver	receiver	NOUN
ajst-14334	118	24	operating	operate	VERB
ajst-14334	118	25	characteristic	characteristic	ADJ
ajst-14334	118	26	curve	curve	NOUN
ajst-14334	118	27	(	(	PUNCT
ajst-14334	118	28	auc	auc	NOUN
ajst-14334	118	29	-	-	PUNCT
ajst-14334	118	30	roc	roc	NOUN
ajst-14334	118	31	)	)	PUNCT
ajst-14334	118	32	.	.	PUNCT
ajst-14334	119	1	the	the	DET
ajst-14334	119	2	outcomes	outcome	NOUN
ajst-14334	119	3	are	be	AUX
ajst-14334	119	4	summarized	summarize	VERB
ajst-14334	119	5	in	in	ADP
ajst-14334	119	6	the	the	DET
ajst-14334	119	7	table	table	NOUN
ajst-14334	119	8	below	below	ADV
ajst-14334	119	9	:	:	PUNCT
ajst-14334	119	10	model	model	NOUN
ajst-14334	119	11	accuracy	accuracy	NOUN
ajst-14334	119	12	auc	auc	NOUN
ajst-14334	119	13	-	-	PUNCT
ajst-14334	119	14	roc	roc	NOUN
ajst-14334	119	15	logisitic	logisitic	ADJ
ajst-14334	119	16	regression	regression	NOUN
ajst-14334	119	17	78.9	78.9	NUM
ajst-14334	119	18	%	%	NOUN
ajst-14334	119	19	79.2	79.2	NUM
ajst-14334	119	20	%	%	NOUN
ajst-14334	119	21	svm	svm	NOUN
ajst-14334	119	22	81.6	81.6	NUM
ajst-14334	119	23	%	%	NOUN
ajst-14334	119	24	82.2	82.2	NUM
ajst-14334	119	25	%	%	NOUN
ajst-14334	119	26	decision	decision	NOUN
ajst-14334	119	27	-	-	PUNCT
ajst-14334	119	28	tree	tree	NOUN
ajst-14334	119	29	81.6	81.6	NUM
ajst-14334	119	30	%	%	NOUN
ajst-14334	119	31	82.5	82.5	NUM
ajst-14334	119	32	%	%	NOUN
ajst-14334	119	33	random	random	NOUN
ajst-14334	119	34	-	-	PUNCT
ajst-14334	119	35	forest	forest	NOUN
ajst-14334	119	36	84.2	84.2	NUM
ajst-14334	119	37	%	%	NOUN
ajst-14334	119	38	84.4	84.4	NUM
ajst-14334	119	39	%	%	NOUN
ajst-14334	119	40	adaboost	adaboost	ADV
ajst-14334	119	41	84.2	84.2	NUM
ajst-14334	119	42	%	%	NOUN
ajst-14334	119	43	82.5	82.5	NUM
ajst-14334	119	44	%	%	NOUN
ajst-14334	119	45	ann	ann	PROPN
ajst-14334	119	46	89.7	89.7	NUM
ajst-14334	119	47	%	%	NOUN
ajst-14334	119	48	91.7	91.7	NUM
ajst-14334	119	49	%	%	NOUN
ajst-14334	119	50	as	as	SCONJ
ajst-14334	119	51	seen	see	VERB
ajst-14334	119	52	in	in	ADP
ajst-14334	119	53	the	the	DET
ajst-14334	119	54	table	table	NOUN
ajst-14334	119	55	,	,	PUNCT
ajst-14334	119	56	the	the	DET
ajst-14334	119	57	artificial	artificial	ADJ
ajst-14334	119	58	neural	neural	ADJ
ajst-14334	119	59	network	network	NOUN
ajst-14334	119	60	(	(	PUNCT
ajst-14334	119	61	ann	ann	PROPN
ajst-14334	119	62	)	)	PUNCT
ajst-14334	119	63	exhibits	exhibit	VERB
ajst-14334	119	64	superior	superior	ADJ
ajst-14334	119	65	performance	performance	NOUN
ajst-14334	119	66	compared	compare	VERB
ajst-14334	119	67	to	to	ADP
ajst-14334	119	68	the	the	DET
ajst-14334	119	69	other	other	ADJ
ajst-14334	119	70	models	model	NOUN
ajst-14334	119	71	.	.	PUNCT
ajst-14334	120	1	it	it	PRON
ajst-14334	120	2	achieves	achieve	VERB
ajst-14334	120	3	an	an	DET
ajst-14334	120	4	accuracy	accuracy	NOUN
ajst-14334	120	5	of	of	ADP
ajst-14334	120	6	89.7	89.7	NUM
ajst-14334	120	7	%	%	NOUN
ajst-14334	120	8	and	and	CCONJ
ajst-14334	120	9	an	an	DET
ajst-14334	120	10	impressive	impressive	ADJ
ajst-14334	120	11	aucroc	aucroc	NOUN
ajst-14334	120	12	score	score	NOUN
ajst-14334	120	13	of	of	ADP
ajst-14334	120	14	91.7	91.7	NUM
ajst-14334	120	15	%	%	NOUN
ajst-14334	120	16	.	.	PUNCT
ajst-14334	121	1	this	this	PRON
ajst-14334	121	2	signifies	signify	VERB
ajst-14334	121	3	the	the	DET
ajst-14334	121	4	high	high	ADJ
ajst-14334	121	5	effectiveness	effectiveness	NOUN
ajst-14334	121	6	of	of	ADP
ajst-14334	121	7	the	the	DET
ajst-14334	121	8	ann	ann	PROPN
ajst-14334	121	9	model	model	NOUN
ajst-14334	121	10	in	in	ADP
ajst-14334	121	11	predicting	predict	VERB
ajst-14334	121	12	early	early	ADJ
ajst-14334	121	13	-	-	PUNCT
ajst-14334	121	14	stage	stage	NOUN
ajst-14334	121	15	alzheimer	alzheimer	PROPN
ajst-14334	121	16	’s	’s	PART
ajst-14334	121	17	disease	disease	NOUN
ajst-14334	121	18	based	base	VERB
ajst-14334	121	19	on	on	ADP
ajst-14334	121	20	the	the	DET
ajst-14334	121	21	mri	mri	NOUN
ajst-14334	121	22	data	data	PROPN
ajst-14334	121	23	.	.	PUNCT
ajst-14334	122	1	these	these	DET
ajst-14334	122	2	results	result	NOUN
ajst-14334	122	3	reinforce	reinforce	VERB
ajst-14334	122	4	the	the	DET
ajst-14334	122	5	potential	potential	NOUN
ajst-14334	122	6	of	of	ADP
ajst-14334	122	7	advanced	advanced	ADJ
ajst-14334	122	8	machine	machine	NOUN
ajst-14334	122	9	learning	learn	VERB
ajst-14334	122	10	techniques	technique	NOUN
ajst-14334	122	11	,	,	PUNCT
ajst-14334	122	12	particularly	particularly	ADV
ajst-14334	122	13	the	the	DET
ajst-14334	122	14	ann	ann	PROPN
ajst-14334	122	15	model	model	NOUN
ajst-14334	122	16	,	,	PUNCT
ajst-14334	122	17	in	in	ADP
ajst-14334	122	18	improving	improve	VERB
ajst-14334	122	19	the	the	DET
ajst-14334	122	20	accuracy	accuracy	NOUN
ajst-14334	122	21	of	of	ADP
ajst-14334	122	22	early	early	ADJ
ajst-14334	122	23	alzheimer	alzheimer	PROPN
ajst-14334	122	24	’s	’s	PART
ajst-14334	122	25	disease	disease	NOUN
ajst-14334	122	26	detection	detection	NOUN
ajst-14334	122	27	.	.	PUNCT
ajst-14334	123	1	the	the	DET
ajst-14334	123	2	ann	ann	PROPN
ajst-14334	123	3	’s	’s	PART
ajst-14334	123	4	ability	ability	NOUN
ajst-14334	123	5	to	to	PART
ajst-14334	123	6	capture	capture	VERB
ajst-14334	123	7	intricate	intricate	ADJ
ajst-14334	123	8	patterns	pattern	NOUN
ajst-14334	123	9	within	within	ADP
ajst-14334	123	10	high	high	ADJ
ajst-14334	123	11	-	-	PUNCT
ajst-14334	123	12	dimensional	dimensional	ADJ
ajst-14334	123	13	data	datum	NOUN
ajst-14334	123	14	proves	prove	VERB
ajst-14334	123	15	to	to	PART
ajst-14334	123	16	be	be	AUX
ajst-14334	123	17	instrumental	instrumental	ADJ
ajst-14334	123	18	in	in	ADP
ajst-14334	123	19	achieving	achieve	VERB
ajst-14334	123	20	such	such	ADJ
ajst-14334	123	21	high	high	ADJ
ajst-14334	123	22	predictive	predictive	ADJ
ajst-14334	123	23	accuracy	accuracy	NOUN
ajst-14334	123	24	.	.	PUNCT
ajst-14334	124	1	5	5	X
ajst-14334	124	2	.	.	X
ajst-14334	124	3	conclusion	conclusion	NOUN
ajst-14334	124	4	this	this	DET
ajst-14334	124	5	study	study	NOUN
ajst-14334	124	6	represents	represent	VERB
ajst-14334	124	7	a	a	DET
ajst-14334	124	8	significant	significant	ADJ
ajst-14334	124	9	advancement	advancement	NOUN
ajst-14334	124	10	in	in	ADP
ajst-14334	124	11	the	the	DET
ajst-14334	124	12	field	field	NOUN
ajst-14334	124	13	of	of	ADP
ajst-14334	124	14	early	early	ADJ
ajst-14334	124	15	alzheimer	alzheimer	PROPN
ajst-14334	124	16	’s	’s	PART
ajst-14334	124	17	disease	disease	NOUN
ajst-14334	124	18	(	(	PUNCT
ajst-14334	124	19	ad	ad	NOUN
ajst-14334	124	20	)	)	PUNCT
ajst-14334	124	21	detection	detection	NOUN
ajst-14334	124	22	.	.	PUNCT
ajst-14334	125	1	by	by	ADP
ajst-14334	125	2	leveraging	leverage	VERB
ajst-14334	125	3	advanced	advanced	ADJ
ajst-14334	125	4	machine	machine	NOUN
ajst-14334	125	5	learning	learn	VERB
ajst-14334	125	6	techniques	technique	NOUN
ajst-14334	125	7	,	,	PUNCT
ajst-14334	125	8	particularly	particularly	ADV
ajst-14334	125	9	the	the	DET
ajst-14334	125	10	application	application	NOUN
ajst-14334	125	11	of	of	ADP
ajst-14334	125	12	artificial	artificial	ADJ
ajst-14334	125	13	neural	neural	ADJ
ajst-14334	125	14	networks	network	NOUN
ajst-14334	125	15	(	(	PUNCT
ajst-14334	125	16	anns	anns	PROPN
ajst-14334	125	17	)	)	PUNCT
ajst-14334	125	18	,	,	PUNCT
ajst-14334	125	19	on	on	ADP
ajst-14334	125	20	magnetic	magnetic	ADJ
ajst-14334	125	21	resonance	resonance	NOUN
ajst-14334	125	22	imaging	imaging	NOUN
ajst-14334	125	23	(	(	PUNCT
ajst-14334	125	24	mri	mri	NOUN
ajst-14334	125	25	)	)	PUNCT
ajst-14334	125	26	data	datum	NOUN
ajst-14334	125	27	,	,	PUNCT
ajst-14334	125	28	we	we	PRON
ajst-14334	125	29	have	have	AUX
ajst-14334	125	30	made	make	VERB
ajst-14334	125	31	a	a	DET
ajst-14334	125	32	great	great	ADJ
ajst-14334	125	33	result	result	NOUN
ajst-14334	125	34	.	.	PUNCT
ajst-14334	126	1	the	the	DET
ajst-14334	126	2	ann	ann	PROPN
ajst-14334	126	3	model	model	NOUN
ajst-14334	126	4	demonstrated	demonstrate	VERB
ajst-14334	126	5	exceptional	exceptional	ADJ
ajst-14334	126	6	performance	performance	NOUN
ajst-14334	126	7	,	,	PUNCT
ajst-14334	126	8	outperforming	outperform	VERB
ajst-14334	126	9	other	other	ADJ
ajst-14334	126	10	established	establish	VERB
ajst-14334	126	11	methodologies	methodology	NOUN
ajst-14334	126	12	with	with	ADP
ajst-14334	126	13	an	an	DET
ajst-14334	126	14	accuracy	accuracy	NOUN
ajst-14334	126	15	of	of	ADP
ajst-14334	126	16	89.7	89.7	NUM
ajst-14334	126	17	%	%	NOUN
ajst-14334	126	18	and	and	CCONJ
ajst-14334	126	19	an	an	DET
ajst-14334	126	20	impressive	impressive	ADJ
ajst-14334	126	21	auc	auc	NOUN
ajst-14334	126	22	-	-	PUNCT
ajst-14334	126	23	roc	roc	NOUN
ajst-14334	126	24	score	score	NOUN
ajst-14334	126	25	of	of	ADP
ajst-14334	126	26	91.7	91.7	NUM
ajst-14334	126	27	%	%	NOUN
ajst-14334	126	28	.	.	PUNCT
ajst-14334	127	1	these	these	DET
ajst-14334	127	2	findings	finding	NOUN
ajst-14334	127	3	underscore	underscore	VERB
ajst-14334	127	4	the	the	DET
ajst-14334	127	5	potential	potential	NOUN
ajst-14334	127	6	of	of	ADP
ajst-14334	127	7	machine	machine	NOUN
ajst-14334	127	8	learning	learning	NOUN
ajst-14334	127	9	in	in	ADP
ajst-14334	127	10	revolutionizing	revolutionize	VERB
ajst-14334	127	11	early	early	ADJ
ajst-14334	127	12	ad	ad	NOUN
ajst-14334	127	13	diagnosis	diagnosis	NOUN
ajst-14334	127	14	.	.	PUNCT
ajst-14334	128	1	the	the	DET
ajst-14334	128	2	implications	implication	NOUN
ajst-14334	128	3	of	of	ADP
ajst-14334	128	4	this	this	DET
ajst-14334	128	5	research	research	NOUN
ajst-14334	128	6	extend	extend	VERB
ajst-14334	128	7	far	far	ADV
ajst-14334	128	8	beyond	beyond	ADP
ajst-14334	128	9	the	the	DET
ajst-14334	128	10	confines	confine	NOUN
ajst-14334	128	11	of	of	ADP
ajst-14334	128	12	this	this	DET
ajst-14334	128	13	study	study	NOUN
ajst-14334	128	14	.	.	PUNCT
ajst-14334	129	1	early	early	ADJ
ajst-14334	129	2	diagnosis	diagnosis	NOUN
ajst-14334	129	3	of	of	ADP
ajst-14334	129	4	ad	ad	NOUN
ajst-14334	129	5	is	be	AUX
ajst-14334	129	6	crucial	crucial	ADJ
ajst-14334	129	7	in	in	ADP
ajst-14334	129	8	a	a	DET
ajst-14334	129	9	society	society	NOUN
ajst-14334	129	10	facing	face	VERB
ajst-14334	129	11	an	an	DET
ajst-14334	129	12	increasing	increase	VERB
ajst-14334	129	13	aging	age	VERB
ajst-14334	129	14	population	population	NOUN
ajst-14334	129	15	.	.	PUNCT
ajst-14334	130	1	timely	timely	ADJ
ajst-14334	130	2	intervention	intervention	NOUN
ajst-14334	130	3	not	not	PART
ajst-14334	130	4	only	only	ADV
ajst-14334	130	5	holds	hold	VERB
ajst-14334	130	6	promise	promise	NOUN
ajst-14334	130	7	for	for	ADP
ajst-14334	130	8	improving	improve	VERB
ajst-14334	130	9	patient	patient	ADJ
ajst-14334	130	10	outcomes	outcome	NOUN
ajst-14334	130	11	,	,	PUNCT
ajst-14334	130	12	but	but	CCONJ
ajst-14334	130	13	also	also	ADV
ajst-14334	130	14	provides	provide	VERB
ajst-14334	130	15	a	a	DET
ajst-14334	130	16	platform	platform	NOUN
ajst-14334	130	17	for	for	ADP
ajst-14334	130	18	the	the	DET
ajst-14334	130	19	development	development	NOUN
ajst-14334	130	20	and	and	CCONJ
ajst-14334	130	21	evaluation	evaluation	NOUN
ajst-14334	130	22	of	of	ADP
ajst-14334	130	23	therapeutic	therapeutic	ADJ
ajst-14334	130	24	strategies	strategy	NOUN
ajst-14334	130	25	.	.	PUNCT
ajst-14334	131	1	the	the	DET
ajst-14334	131	2	ann	ann	PROPN
ajst-14334	131	3	’s	’s	PART
ajst-14334	131	4	ability	ability	NOUN
ajst-14334	131	5	to	to	PART
ajst-14334	131	6	extract	extract	VERB
ajst-14334	131	7	complex	complex	ADJ
ajst-14334	131	8	patterns	pattern	NOUN
ajst-14334	131	9	from	from	ADP
ajst-14334	131	10	high	high	ADJ
ajst-14334	131	11	-	-	PUNCT
ajst-14334	131	12	dimensional	dimensional	ADJ
ajst-14334	131	13	data	datum	NOUN
ajst-14334	131	14	offers	offer	VERB
ajst-14334	131	15	a	a	DET
ajst-14334	131	16	powerful	powerful	ADJ
ajst-14334	131	17	tool	tool	NOUN
ajst-14334	131	18	in	in	ADP
ajst-14334	131	19	this	this	DET
ajst-14334	131	20	critical	critical	ADJ
ajst-14334	131	21	diagnostic	diagnostic	ADJ
ajst-14334	131	22	task	task	NOUN
ajst-14334	131	23	.	.	PUNCT
ajst-14334	132	1	as	as	SCONJ
ajst-14334	132	2	we	we	PRON
ajst-14334	132	3	continue	continue	VERB
ajst-14334	132	4	to	to	PART
ajst-14334	132	5	refine	refine	VERB
ajst-14334	132	6	our	our	PRON
ajst-14334	132	7	methodologies	methodology	NOUN
ajst-14334	132	8	and	and	CCONJ
ajst-14334	132	9	explore	explore	VERB
ajst-14334	132	10	new	new	ADJ
ajst-14334	132	11	avenues	avenue	NOUN
ajst-14334	132	12	,	,	PUNCT
ajst-14334	132	13	the	the	DET
ajst-14334	132	14	potential	potential	NOUN
ajst-14334	132	15	for	for	ADP
ajst-14334	132	16	more	more	ADV
ajst-14334	132	17	effective	effective	ADJ
ajst-14334	132	18	management	management	NOUN
ajst-14334	132	19	and	and	CCONJ
ajst-14334	132	20	treatment	treatment	NOUN
ajst-14334	132	21	of	of	ADP
ajst-14334	132	22	alzheimer	alzheimer	PROPN
ajst-14334	132	23	’s	’s	PART
ajst-14334	132	24	disease	disease	NOUN
ajst-14334	132	25	in	in	ADP
ajst-14334	132	26	its	its	PRON
ajst-14334	132	27	early	early	ADJ
ajst-14334	132	28	stages	stage	NOUN
ajst-14334	132	29	becomes	become	VERB
ajst-14334	132	30	increasingly	increasingly	ADV
ajst-14334	132	31	promising	promising	ADJ
ajst-14334	132	32	.	.	PUNCT
ajst-14334	133	1	references	reference	NOUN
ajst-14334	133	2	[	[	X
ajst-14334	133	3	1	1	X
ajst-14334	133	4	]	]	X
ajst-14334	133	5	stefan	stefan	PROPN
ajst-14334	133	6	klo¨ppel	klo¨ppel	PROPN
ajst-14334	133	7	,	,	PUNCT
ajst-14334	133	8	cynthia	cynthia	PROPN
ajst-14334	133	9	m	m	PROPN
ajst-14334	133	10	stonnington	stonnington	PROPN
ajst-14334	133	11	,	,	PUNCT
ajst-14334	133	12	carlton	carlton	PROPN
ajst-14334	133	13	chu	chu	PROPN
ajst-14334	133	14	,	,	PUNCT
ajst-14334	133	15	bogdan	bogdan	PROPN
ajst-14334	133	16	draganski	draganski	PROPN
ajst-14334	133	17	,	,	PUNCT
ajst-14334	133	18	rachael	rachael	PROPN
ajst-14334	133	19	i	i	PROPN
ajst-14334	133	20	scahill	scahill	VERB
ajst-14334	133	21	,	,	PUNCT
ajst-14334	133	22	jonathan	jonathan	PROPN
ajst-14334	133	23	d	d	PROPN
ajst-14334	133	24	rohrer	rohrer	PROPN
ajst-14334	133	25	,	,	PUNCT
ajst-14334	133	26	nick	nick	PROPN
ajst-14334	133	27	c	c	PROPN
ajst-14334	133	28	fox	fox	PROPN
ajst-14334	133	29	,	,	PUNCT
ajst-14334	133	30	clifford	clifford	PROPN
ajst-14334	133	31	r	r	PROPN
ajst-14334	133	32	jack	jack	PROPN
ajst-14334	133	33	jr	jr	PROPN
ajst-14334	133	34	,	,	PUNCT
ajst-14334	133	35	john	john	PROPN
ajst-14334	133	36	ashburner	ashburner	PROPN
ajst-14334	133	37	,	,	PUNCT
ajst-14334	133	38	and	and	CCONJ
ajst-14334	133	39	richard	richard	PROPN
ajst-14334	133	40	sj	sj	PROPN
ajst-14334	133	41	frackowiak	frackowiak	PROPN
ajst-14334	133	42	.	.	PUNCT
ajst-14334	134	1	automatic	automatic	ADJ
ajst-14334	134	2	classification	classification	NOUN
ajst-14334	134	3	of	of	ADP
ajst-14334	134	4	mr	mr	PROPN
ajst-14334	134	5	scans	scan	NOUN
ajst-14334	134	6	in	in	ADP
ajst-14334	134	7	alzheimer	alzheimer	PROPN
ajst-14334	134	8	’s	’s	PART
ajst-14334	134	9	disease	disease	NOUN
ajst-14334	134	10	.	.	PUNCT
ajst-14334	135	1	brain	brain	NOUN
ajst-14334	135	2	,	,	PUNCT
ajst-14334	135	3	131(3):681–689	131(3):681–689	NUM
ajst-14334	135	4	,	,	PUNCT
ajst-14334	135	5	2008	2008	NUM
ajst-14334	135	6	.	.	PUNCT
ajst-14334	136	1	[	[	X
ajst-14334	136	2	2	2	NUM
ajst-14334	136	3	]	]	PUNCT
ajst-14334	136	4	claudia	claudia	NOUN
ajst-14334	136	5	plant	plant	NOUN
ajst-14334	136	6	,	,	PUNCT
ajst-14334	136	7	stefan	stefan	PROPN
ajst-14334	136	8	j	j	PROPN
ajst-14334	136	9	teipel	teipel	PROPN
ajst-14334	136	10	,	,	PUNCT
ajst-14334	136	11	annahita	annahita	PROPN
ajst-14334	136	12	oswald	oswald	PROPN
ajst-14334	136	13	,	,	PUNCT
ajst-14334	136	14	christian	christian	PROPN
ajst-14334	136	15	bo¨hm	bo¨hm	ADV
ajst-14334	136	16	,	,	PUNCT
ajst-14334	136	17	thomas	thomas	PROPN
ajst-14334	136	18	meindl	meindl	PROPN
ajst-14334	136	19	,	,	PUNCT
ajst-14334	136	20	janaina	janaina	PROPN
ajst-14334	136	21	mourao	mourao	PROPN
ajst-14334	136	22	-	-	PROPN
ajst-14334	136	23	miranda	miranda	NOUN
ajst-14334	136	24	,	,	PUNCT
ajst-14334	136	25	arun	arun	PROPN
ajst-14334	136	26	w	w	PROPN
ajst-14334	136	27	bokde	bokde	NOUN
ajst-14334	136	28	,	,	PUNCT
ajst-14334	136	29	harald	harald	PROPN
ajst-14334	136	30	hampel	hampel	PROPN
ajst-14334	136	31	,	,	PUNCT
ajst-14334	136	32	and	and	CCONJ
ajst-14334	136	33	michael	michael	PROPN
ajst-14334	136	34	ewers	ewer	NOUN
ajst-14334	136	35	.	.	PUNCT
ajst-14334	137	1	automated	automate	VERB
ajst-14334	137	2	detection	detection	NOUN
ajst-14334	137	3	of	of	ADP
ajst-14334	137	4	brain	brain	NOUN
ajst-14334	137	5	atrophy	atrophy	NOUN
ajst-14334	137	6	patterns	pattern	NOUN
ajst-14334	137	7	based	base	VERB
ajst-14334	137	8	on	on	ADP
ajst-14334	137	9	mri	mri	NOUN
ajst-14334	137	10	for	for	ADP
ajst-14334	137	11	the	the	DET
ajst-14334	137	12	prediction	prediction	NOUN
ajst-14334	137	13	of	of	ADP
ajst-14334	137	14	alzheimer	alzheimer	PROPN
ajst-14334	137	15	’s	’s	PART
ajst-14334	137	16	disease	disease	NOUN
ajst-14334	137	17	.	.	PUNCT
ajst-14334	138	1	neuroimage	neuroimage	NOUN
ajst-14334	138	2	,	,	PUNCT
ajst-14334	138	3	50(1):162–174	50(1):162–174	PROPN
ajst-14334	138	4	,	,	PUNCT
ajst-14334	138	5	2010	2010	NUM
ajst-14334	138	6	.	.	PUNCT
ajst-14334	139	1	[	[	X
ajst-14334	139	2	3	3	X
ajst-14334	139	3	]	]	X
ajst-14334	139	4	elaheh	elaheh	ADJ
ajst-14334	139	5	moradi	moradi	NOUN
ajst-14334	139	6	,	,	PUNCT
ajst-14334	139	7	antonietta	antonietta	VERB
ajst-14334	139	8	pepe	pepe	PROPN
ajst-14334	139	9	,	,	PUNCT
ajst-14334	139	10	christian	christian	ADJ
ajst-14334	139	11	gaser	gaser	NOUN
ajst-14334	139	12	,	,	PUNCT
ajst-14334	139	13	heikki	heikki	PROPN
ajst-14334	139	14	huttunen	huttunen	PROPN
ajst-14334	139	15	,	,	PUNCT
ajst-14334	139	16	jussi	jussi	PROPN
ajst-14334	139	17	tohka	tohka	PROPN
ajst-14334	139	18	,	,	PUNCT
ajst-14334	139	19	alzheimer	alzheimer	PROPN
ajst-14334	139	20	’s	’s	PART
ajst-14334	139	21	disease	disease	NOUN
ajst-14334	139	22	neuroimaging	neuroimaging	NOUN
ajst-14334	139	23	initiative	initiative	NOUN
ajst-14334	139	24	,	,	PUNCT
ajst-14334	139	25	et	et	PROPN
ajst-14334	139	26	al	al	PROPN
ajst-14334	139	27	.	.	PROPN
ajst-14334	139	28	machine	machine	NOUN
ajst-14334	139	29	learning	learn	VERB
ajst-14334	139	30	framework	framework	NOUN
ajst-14334	139	31	for	for	ADP
ajst-14334	139	32	early	early	ADJ
ajst-14334	139	33	mribased	mribase	VERB
ajst-14334	139	34	alzheimer	alzheimer	PROPN
ajst-14334	139	35	’s	’s	PART
ajst-14334	139	36	conversion	conversion	NOUN
ajst-14334	139	37	prediction	prediction	NOUN
ajst-14334	139	38	in	in	ADP
ajst-14334	139	39	mci	mci	PROPN
ajst-14334	139	40	subjects	subject	NOUN
ajst-14334	139	41	.	.	PUNCT
ajst-14334	140	1	neuroimage	neuroimage	NOUN
ajst-14334	140	2	,	,	PUNCT
ajst-14334	140	3	104:398–412	104:398–412	NUM
ajst-14334	140	4	,	,	PUNCT
ajst-14334	140	5	2015	2015	NUM
ajst-14334	140	6	.	.	PUNCT
ajst-14334	141	1	[	[	X
ajst-14334	141	2	4	4	NUM
ajst-14334	141	3	]	]	X
ajst-14334	141	4	saman	saman	PROPN
ajst-14334	141	5	sarraf	sarraf	PROPN
ajst-14334	141	6	,	,	PUNCT
ajst-14334	141	7	danielle	danielle	PROPN
ajst-14334	141	8	d	d	PROPN
ajst-14334	141	9	desouza	desouza	PROPN
ajst-14334	141	10	,	,	PUNCT
ajst-14334	141	11	john	john	PROPN
ajst-14334	141	12	anderson	anderson	PROPN
ajst-14334	141	13	,	,	PUNCT
ajst-14334	141	14	ghassem	ghassem	PROPN
ajst-14334	141	15	tofighi	tofighi	PROPN
ajst-14334	141	16	,	,	PUNCT
ajst-14334	141	17	and	and	CCONJ
ajst-14334	141	18	alzheimer	alzheimer	PROPN
ajst-14334	141	19	’s	’s	PART
ajst-14334	141	20	disease	disease	NOUN
ajst-14334	141	21	neuroimaging	neuroimage	VERB
ajst-14334	141	22	initiativ	initiativ	NOUN
ajst-14334	141	23	.	.	PUNCT
ajst-14334	142	1	deepad	deepad	PROPN
ajst-14334	142	2	:	:	PUNCT
ajst-14334	142	3	alzheimer	alzheimer	PROPN
ajst-14334	142	4	’s	’s	PART
ajst-14334	142	5	disease	disease	NOUN
ajst-14334	142	6	classification	classification	NOUN
ajst-14334	142	7	via	via	ADP
ajst-14334	142	8	deep	deep	ADJ
ajst-14334	142	9	convolutional	convolutional	ADJ
ajst-14334	142	10	neural	neural	ADJ
ajst-14334	142	11	networks	network	NOUN
ajst-14334	142	12	using	use	VERB
ajst-14334	142	13	mri	mri	NOUN
ajst-14334	142	14	and	and	CCONJ
ajst-14334	142	15	fmri	fmri	NOUN
ajst-14334	142	16	.	.	PUNCT
ajst-14334	143	1	biorxiv	biorxiv	NOUN
ajst-14334	143	2	,	,	PUNCT
ajst-14334	143	3	page	page	NOUN
ajst-14334	143	4	070441	070441	NUM
ajst-14334	143	5	,	,	PUNCT
ajst-14334	143	6	2016	2016	NUM
ajst-14334	143	7	.	.	PUNCT
ajst-14334	144	1	[	[	X
ajst-14334	144	2	5	5	X
ajst-14334	144	3	]	]	PUNCT
ajst-14334	144	4	simon	simon	PROPN
ajst-14334	144	5	f	f	PROPN
ajst-14334	144	6	eskildsen	eskildsen	PROPN
ajst-14334	144	7	,	,	PUNCT
ajst-14334	144	8	pierrick	pierrick	VERB
ajst-14334	144	9	coupe	coupe	ADJ
ajst-14334	144	10	´	´	NOUN
ajst-14334	144	11	,	,	PUNCT
ajst-14334	144	12	daniel	daniel	PROPN
ajst-14334	144	13	garc´ıalorenzo	garc´ıalorenzo	PROPN
ajst-14334	144	14	,	,	PUNCT
ajst-14334	144	15	vladimir	vladimir	PROPN
ajst-14334	144	16	fonov	fonov	PROPN
ajst-14334	144	17	,	,	PUNCT
ajst-14334	144	18	jens	jens	PROPN
ajst-14334	144	19	c	c	PROPN
ajst-14334	144	20	pruessner	pruessner	NOUN
ajst-14334	144	21	,	,	PUNCT
ajst-14334	144	22	d	d	PROPN
ajst-14334	144	23	louis	louis	PROPN
ajst-14334	144	24	collins	collins	PROPN
ajst-14334	144	25	,	,	PUNCT
ajst-14334	144	26	alzheimer	alzheimer	PROPN
ajst-14334	144	27	’s	’s	PART
ajst-14334	144	28	disease	disease	NOUN
ajst-14334	144	29	neuroimaging	neuroimaging	NOUN
ajst-14334	144	30	initiative	initiative	NOUN
ajst-14334	144	31	,	,	PUNCT
ajst-14334	144	32	et	et	PROPN
ajst-14334	144	33	al	al	PROPN
ajst-14334	144	34	.	.	PROPN
ajst-14334	144	35	prediction	prediction	NOUN
ajst-14334	144	36	of	of	ADP
ajst-14334	144	37	alzheimer	alzheimer	PROPN
ajst-14334	144	38	’s	’s	PART
ajst-14334	144	39	disease	disease	NOUN
ajst-14334	144	40	in	in	ADP
ajst-14334	144	41	subjects	subject	NOUN
ajst-14334	144	42	with	with	ADP
ajst-14334	144	43	mild	mild	ADJ
ajst-14334	144	44	cognitive	cognitive	ADJ
ajst-14334	144	45	impairment	impairment	NOUN
ajst-14334	144	46	from	from	ADP
ajst-14334	144	47	the	the	DET
ajst-14334	144	48	adni	adni	ADJ
ajst-14334	144	49	cohort	cohort	NOUN
ajst-14334	144	50	using	use	VERB
ajst-14334	144	51	patterns	pattern	NOUN
ajst-14334	144	52	of	of	ADP
ajst-14334	144	53	cortical	cortical	ADJ
ajst-14334	144	54	thinning	thinning	NOUN
ajst-14334	144	55	.	.	PUNCT
ajst-14334	145	1	neuroimage	neuroimage	NOUN
ajst-14334	145	2	,	,	PUNCT
ajst-14334	145	3	65:511–521	65:511–521	PROPN
ajst-14334	145	4	,	,	PUNCT
ajst-14334	145	5	2013	2013	NUM
ajst-14334	145	6	.	.	PUNCT
ajst-14334	146	1	[	[	X
ajst-14334	146	2	6	6	NUM
ajst-14334	146	3	]	]	PUNCT
ajst-14334	146	4	siqi	siqi	PROPN
ajst-14334	146	5	liu	liu	PROPN
ajst-14334	146	6	,	,	PUNCT
ajst-14334	146	7	sidong	sidong	PROPN
ajst-14334	146	8	liu	liu	PROPN
ajst-14334	146	9	,	,	PUNCT
ajst-14334	146	10	weidong	weidong	PROPN
ajst-14334	146	11	cai	cai	PROPN
ajst-14334	146	12	,	,	PUNCT
ajst-14334	146	13	sonia	sonia	PROPN
ajst-14334	146	14	pujol	pujol	NOUN
ajst-14334	146	15	,	,	PUNCT
ajst-14334	146	16	ron	ron	PROPN
ajst-14334	146	17	kikinis	kikinis	PROPN
ajst-14334	146	18	,	,	PUNCT
ajst-14334	146	19	and	and	CCONJ
ajst-14334	146	20	dagan	dagan	PROPN
ajst-14334	146	21	feng	feng	PROPN
ajst-14334	146	22	.	.	PUNCT
ajst-14334	147	1	early	early	ADJ
ajst-14334	147	2	diagnosis	diagnosis	NOUN
ajst-14334	147	3	of	of	ADP
ajst-14334	147	4	alzheimer	alzheimer	PROPN
ajst-14334	147	5	’s	’s	PART
ajst-14334	147	6	disease	disease	NOUN
ajst-14334	147	7	with	with	ADP
ajst-14334	147	8	deep	deep	ADJ
ajst-14334	147	9	learning	learning	NOUN
ajst-14334	147	10	.	.	PUNCT
ajst-14334	148	1	in	in	ADP
ajst-14334	148	2	2014	2014	NUM
ajst-14334	148	3	ieee	ieee	NOUN
ajst-14334	148	4	11th	11th	ADJ
ajst-14334	148	5	international	international	ADJ
ajst-14334	148	6	symposium	symposium	NOUN
ajst-14334	148	7	on	on	ADP
ajst-14334	148	8	biomedical	biomedical	ADJ
ajst-14334	148	9	imaging	imaging	NOUN
ajst-14334	148	10	(	(	PUNCT
ajst-14334	148	11	isbi	isbi	NOUN
ajst-14334	148	12	)	)	PUNCT
ajst-14334	148	13	,	,	PUNCT
ajst-14334	148	14	pages	page	NOUN
ajst-14334	148	15	1015–1018	1015–1018	NUM
ajst-14334	148	16	.	.	PUNCT
ajst-14334	149	1	ieee	ieee	PROPN
ajst-14334	149	2	,	,	PUNCT
ajst-14334	149	3	2014	2014	NUM
ajst-14334	149	4	.	.	PUNCT
ajst-14334	150	1	[	[	X
ajst-14334	150	2	7	7	X
ajst-14334	150	3	]	]	X
ajst-14334	150	4	saima	saima	PROPN
ajst-14334	150	5	rathore	rathore	PROPN
ajst-14334	150	6	,	,	PUNCT
ajst-14334	150	7	mohamad	mohamad	PROPN
ajst-14334	150	8	habes	habes	PROPN
ajst-14334	150	9	,	,	PUNCT
ajst-14334	150	10	muhammad	muhammad	PROPN
ajst-14334	150	11	aksam	aksam	PROPN
ajst-14334	150	12	iftikhar	iftikhar	PROPN
ajst-14334	150	13	,	,	PUNCT
ajst-14334	150	14	amanda	amanda	PROPN
ajst-14334	150	15	shacklett	shacklett	PROPN
ajst-14334	150	16	,	,	PUNCT
ajst-14334	150	17	and	and	CCONJ
ajst-14334	150	18	christos	christos	PROPN
ajst-14334	150	19	davatzikos	davatzikos	PROPN
ajst-14334	150	20	.	.	PUNCT
ajst-14334	151	1	a	a	DET
ajst-14334	151	2	review	review	NOUN
ajst-14334	151	3	on	on	ADP
ajst-14334	151	4	neuroimaging	neuroimaging	NOUN
ajst-14334	151	5	-	-	PUNCT
ajst-14334	151	6	based	base	VERB
ajst-14334	151	7	classification	classification	NOUN
ajst-14334	151	8	studies	study	NOUN
ajst-14334	151	9	and	and	CCONJ
ajst-14334	151	10	associated	associate	VERB
ajst-14334	151	11	feature	feature	NOUN
ajst-14334	151	12	extraction	extraction	NOUN
ajst-14334	151	13	methods	method	NOUN
ajst-14334	151	14	for	for	ADP
ajst-14334	151	15	alzheimer	alzheimer	PROPN
ajst-14334	151	16	’s	’s	PART
ajst-14334	151	17	disease	disease	NOUN
ajst-14334	151	18	and	and	CCONJ
ajst-14334	151	19	its	its	PRON
ajst-14334	151	20	prodromal	prodromal	ADJ
ajst-14334	151	21	stages	stage	NOUN
ajst-14334	151	22	.	.	PUNCT
ajst-14334	152	1	neuroimage	neuroimage	NOUN
ajst-14334	152	2	,	,	PUNCT
ajst-14334	152	3	155:530–548	155:530–548	NUM
ajst-14334	152	4	,	,	PUNCT
ajst-14334	152	5	2017	2017	NUM
ajst-14334	152	6	.	.	PUNCT
ajst-14334	153	1	[	[	X
ajst-14334	153	2	8	8	NUM
ajst-14334	153	3	]	]	X
ajst-14334	153	4	hao	hao	PROPN
ajst-14334	153	5	hu	hu	PROPN
ajst-14334	153	6	,	,	PUNCT
ajst-14334	153	7	shulin	shulin	PROPN
ajst-14334	153	8	li	li	PROPN
ajst-14334	153	9	,	,	PUNCT
ajst-14334	153	10	jiaxin	jiaxin	PROPN
ajst-14334	153	11	huang	huang	PROPN
ajst-14334	153	12	,	,	PUNCT
ajst-14334	153	13	bo	bo	PROPN
ajst-14334	153	14	liu	liu	PROPN
ajst-14334	153	15	,	,	PUNCT
ajst-14334	153	16	and	and	CCONJ
ajst-14334	153	17	change	change	VERB
ajst-14334	153	18	che	che	PROPN
ajst-14334	153	19	.	.	PUNCT
ajst-14334	154	1	casting	cast	VERB
ajst-14334	154	2	product	product	NOUN
ajst-14334	154	3	image	image	NOUN
ajst-14334	154	4	data	datum	NOUN
ajst-14334	154	5	for	for	ADP
ajst-14334	154	6	quality	quality	NOUN
ajst-14334	154	7	inspection	inspection	NOUN
ajst-14334	154	8	with	with	ADP
ajst-14334	154	9	xception	xception	NOUN
ajst-14334	154	10	and	and	CCONJ
ajst-14334	154	11	data	datum	NOUN
ajst-14334	154	12	augmentation	augmentation	NOUN
ajst-14334	154	13	.	.	PUNCT
ajst-14334	155	1	journal	journal	PROPN
ajst-14334	155	2	of	of	ADP
ajst-14334	155	3	theory	theory	NOUN
ajst-14334	155	4	and	and	CCONJ
ajst-14334	155	5	practice	practice	NOUN
ajst-14334	155	6	of	of	ADP
ajst-14334	155	7	engineering	engineering	NOUN
ajst-14334	155	8	science	science	NOUN
ajst-14334	155	9	,	,	PUNCT
ajst-14334	155	10	3(10):42–46	3(10):42–46	NUM
ajst-14334	155	11	,	,	PUNCT
ajst-14334	155	12	2023	2023	NUM
ajst-14334	155	13	.	.	PUNCT
ajst-14334	156	1	[	[	X
ajst-14334	156	2	9	9	NUM
ajst-14334	156	3	]	]	X
ajst-14334	156	4	suiyao	suiyao	PROPN
ajst-14334	156	5	chen	chen	PROPN
ajst-14334	156	6	,	,	PUNCT
ajst-14334	156	7	nan	nan	PROPN
ajst-14334	156	8	kong	kong	PROPN
ajst-14334	156	9	,	,	PUNCT
ajst-14334	156	10	xuxue	xuxue	PROPN
ajst-14334	156	11	sun	sun	PROPN
ajst-14334	156	12	,	,	PUNCT
ajst-14334	156	13	hongdao	hongdao	PROPN
ajst-14334	156	14	meng	meng	PROPN
ajst-14334	156	15	,	,	PUNCT
ajst-14334	156	16	and	and	CCONJ
ajst-14334	156	17	mingyang	mingyang	PROPN
ajst-14334	156	18	li	li	PROPN
ajst-14334	156	19	.	.	PROPN
ajst-14334	156	20	claims	claim	VERB
ajst-14334	156	21	data	data	NOUN
ajst-14334	156	22	-	-	PUNCT
ajst-14334	156	23	driven	drive	VERB
ajst-14334	156	24	modeling	modeling	NOUN
ajst-14334	156	25	of	of	ADP
ajst-14334	156	26	hospital	hospital	NOUN
ajst-14334	156	27	time	time	NOUN
ajst-14334	156	28	to	to	ADP
ajst-14334	156	29	-	-	PUNCT
ajst-14334	156	30	readmission	readmission	NOUN
ajst-14334	156	31	risk	risk	NOUN
ajst-14334	156	32	with	with	ADP
ajst-14334	156	33	latent	latent	NOUN
ajst-14334	156	34	heterogeneity	heterogeneity	NOUN
ajst-14334	156	35	.	.	PUNCT
ajst-14334	157	1	health	health	NOUN
ajst-14334	157	2	care	care	PROPN
ajst-14334	157	3	management	management	NOUN
ajst-14334	157	4	science	science	NOUN
ajst-14334	157	5	,	,	PUNCT
ajst-14334	157	6	22:156–179	22:156–179	PROPN
ajst-14334	157	7	,	,	PUNCT
ajst-14334	157	8	2019	2019	NUM
ajst-14334	157	9	.	.	PUNCT
ajst-14334	158	1	[	[	X
ajst-14334	158	2	10	10	NUM
ajst-14334	158	3	]	]	X
ajst-14334	158	4	jing	jing	PROPN
ajst-14334	158	5	wu	wu	PROPN
ajst-14334	158	6	,	,	PUNCT
ajst-14334	158	7	ran	run	VERB
ajst-14334	158	8	tao	tao	PROPN
ajst-14334	158	9	,	,	PUNCT
ajst-14334	158	10	pan	pan	PROPN
ajst-14334	158	11	zhao	zhao	PROPN
ajst-14334	158	12	,	,	PUNCT
ajst-14334	158	13	nicolas	nicolas	PROPN
ajst-14334	158	14	f	f	PROPN
ajst-14334	158	15	martin	martin	PROPN
ajst-14334	158	16	,	,	PUNCT
ajst-14334	158	17	and	and	CCONJ
ajst-14334	158	18	naira	naira	PROPN
ajst-14334	158	19	hovakimyan	hovakimyan	PROPN
ajst-14334	158	20	.	.	PUNCT
ajst-14334	159	1	optimizing	optimize	VERB
ajst-14334	159	2	nitrogen	nitrogen	NOUN
ajst-14334	159	3	management	management	NOUN
ajst-14334	159	4	with	with	ADP
ajst-14334	159	5	deep	deep	ADJ
ajst-14334	159	6	reinforcement	reinforcement	NOUN
ajst-14334	159	7	learning	learning	NOUN
ajst-14334	159	8	and	and	CCONJ
ajst-14334	159	9	crop	crop	NOUN
ajst-14334	159	10	simulations	simulation	NOUN
ajst-14334	159	11	.	.	PUNCT
ajst-14334	160	1	in	in	ADP
ajst-14334	160	2	proceedings	proceeding	NOUN
ajst-14334	160	3	of	of	ADP
ajst-14334	160	4	the	the	DET
ajst-14334	160	5	ieee	ieee	NOUN
ajst-14334	160	6	/	/	SYM
ajst-14334	160	7	cvf	cvf	NOUN
ajst-14334	160	8	conference	conference	NOUN
ajst-14334	160	9	on	on	ADP
ajst-14334	160	10	computer	computer	NOUN
ajst-14334	160	11	vision	vision	NOUN
ajst-14334	160	12	and	and	CCONJ
ajst-14334	160	13	pattern	pattern	NOUN
ajst-14334	160	14	recognition	recognition	NOUN
ajst-14334	160	15	,	,	PUNCT
ajst-14334	160	16	pages	page	NOUN
ajst-14334	160	17	1712–1720	1712–1720	NUM
ajst-14334	160	18	,	,	PUNCT
ajst-14334	160	19	2022	2022	NUM
ajst-14334	160	20	.	.	PUNCT
ajst-14334	161	1	[	[	X
ajst-14334	161	2	11	11	NUM
ajst-14334	161	3	]	]	X
ajst-14334	161	4	yishi	yishi	PROPN
ajst-14334	161	5	shen	shen	PROPN
ajst-14334	161	6	,	,	PUNCT
ajst-14334	161	7	bingxiang	bingxiang	PROPN
ajst-14334	161	8	wang	wang	PROPN
ajst-14334	161	9	,	,	PUNCT
ajst-14334	161	10	shijun	shijun	PROPN
ajst-14334	161	11	deng	deng	PROPN
ajst-14334	161	12	,	,	PUNCT
ajst-14334	161	13	lei	lei	PROPN
ajst-14334	161	14	zhai	zhai	PROPN
ajst-14334	161	15	,	,	PUNCT
ajst-14334	161	16	hongmei	hongmei	PROPN
ajst-14334	161	17	gu	gu	PROPN
ajst-14334	161	18	,	,	PUNCT
ajst-14334	161	19	adekunle	adekunle	PROPN
ajst-14334	161	20	alabi	alabi	NOUN
ajst-14334	161	21	,	,	PUNCT
ajst-14334	161	22	xiaodan	xiaodan	PROPN
ajst-14334	161	23	xia	xia	PROPN
ajst-14334	161	24	,	,	PUNCT
ajst-14334	161	25	yongfang	yongfang	PROPN
ajst-14334	161	26	zhao	zhao	PROPN
ajst-14334	161	27	,	,	PUNCT
ajst-14334	161	28	xiaole	xiaole	PROPN
ajst-14334	161	29	chang	chang	PROPN
ajst-14334	161	30	,	,	PUNCT
ajst-14334	161	31	shucun	shucun	PROPN
ajst-14334	161	32	qin	qin	PROPN
ajst-14334	161	33	,	,	PUNCT
ajst-14334	161	34	et	et	PROPN
ajst-14334	161	35	al	al	PROPN
ajst-14334	161	36	.	.	PROPN
ajst-14334	161	37	surf4	surf4	PROPN
ajst-14334	161	38	regulates	regulate	VERB
ajst-14334	161	39	expression	expression	NOUN
ajst-14334	161	40	of	of	ADP
ajst-14334	161	41	proprotein	proprotein	PROPN
ajst-14334	161	42	convertase	convertase	PROPN
ajst-14334	161	43	subtilisin	subtilisin	PROPN
ajst-14334	161	44	/	/	SYM
ajst-14334	161	45	kexin	kexin	NOUN
ajst-14334	161	46	type	type	NOUN
ajst-14334	161	47	9	9	NUM
ajst-14334	161	48	(	(	PUNCT
ajst-14334	161	49	pcsk9	pcsk9	NOUN
ajst-14334	161	50	)	)	PUNCT
ajst-14334	161	51	but	but	CCONJ
ajst-14334	161	52	is	be	AUX
ajst-14334	161	53	not	not	PART
ajst-14334	161	54	required	require	VERB
ajst-14334	161	55	for	for	ADP
ajst-14334	161	56	pcsk9	pcsk9	PROPN
ajst-14334	161	57	secretion	secretion	NOUN
ajst-14334	161	58	in	in	ADP
ajst-14334	161	59	cultured	cultured	ADJ
ajst-14334	161	60	human	human	ADJ
ajst-14334	161	61	hepatocytes	hepatocyte	NOUN
ajst-14334	161	62	.	.	PUNCT
ajst-14334	162	1	biochimica	biochimica	PROPN
ajst-14334	162	2	et	et	PROPN
ajst-14334	162	3	biophysica	biophysica	PROPN
ajst-14334	162	4	acta	acta	PROPN
ajst-14334	162	5	(	(	PUNCT
ajst-14334	162	6	bba)-molecular	bba)-molecular	ADJ
ajst-14334	162	7	and	and	CCONJ
ajst-14334	162	8	cell	cell	NOUN
ajst-14334	162	9	biology	biology	NOUN
ajst-14334	162	10	of	of	ADP
ajst-14334	162	11	lipids	lipid	NOUN
ajst-14334	162	12	,	,	PUNCT
ajst-14334	162	13	1865(2):158555	1865(2):158555	NUM
ajst-14334	162	14	,	,	PUNCT
ajst-14334	162	15	2020	2020	NUM
ajst-14334	162	16	.	.	PUNCT
ajst-14334	163	1	285	285	NUM
ajst-14334	164	1	[	[	SYM
ajst-14334	164	2	12	12	NUM
ajst-14334	164	3	]	]	X
ajst-14334	164	4	chang	chang	PROPN
ajst-14334	164	5	che	che	PROPN
ajst-14334	164	6	,	,	PUNCT
ajst-14334	164	7	bo	bo	PROPN
ajst-14334	164	8	liu	liu	PROPN
ajst-14334	164	9	,	,	PUNCT
ajst-14334	164	10	shulin	shulin	PROPN
ajst-14334	164	11	li	li	PROPN
ajst-14334	164	12	,	,	PUNCT
ajst-14334	164	13	jiaxin	jiaxin	PROPN
ajst-14334	164	14	huang	huang	PROPN
ajst-14334	164	15	,	,	PUNCT
ajst-14334	164	16	and	and	CCONJ
ajst-14334	164	17	hao	hao	PROPN
ajst-14334	164	18	hu	hu	PROPN
ajst-14334	164	19	.	.	PUNCT
ajst-14334	165	1	deep	deep	ADJ
ajst-14334	165	2	learning	learning	NOUN
ajst-14334	165	3	for	for	ADP
ajst-14334	165	4	precise	precise	ADJ
ajst-14334	165	5	robot	robot	NOUN
ajst-14334	165	6	position	position	NOUN
ajst-14334	165	7	prediction	prediction	NOUN
ajst-14334	165	8	in	in	ADP
ajst-14334	165	9	logistics	logistic	NOUN
ajst-14334	165	10	.	.	PUNCT
ajst-14334	166	1	journal	journal	PROPN
ajst-14334	166	2	of	of	ADP
ajst-14334	166	3	theory	theory	NOUN
ajst-14334	166	4	and	and	CCONJ
ajst-14334	166	5	practice	practice	NOUN
ajst-14334	166	6	of	of	ADP
ajst-14334	166	7	engineering	engineering	NOUN
ajst-14334	166	8	science	science	NOUN
ajst-14334	166	9	,	,	PUNCT
ajst-14334	166	10	3(10):36–41	3(10):36–41	NUM
ajst-14334	166	11	,	,	PUNCT
ajst-14334	166	12	2023	2023	NUM
ajst-14334	166	13	.	.	PUNCT
ajst-14334	167	1	[	[	X
ajst-14334	167	2	13	13	NUM
ajst-14334	167	3	]	]	SYM
ajst-14334	167	4	tianbo	tianbo	NOUN
ajst-14334	167	5	,	,	PUNCT
ajst-14334	167	6	song	song	NOUN
ajst-14334	167	7	,	,	PUNCT
ajst-14334	167	8	hu	hu	PROPN
ajst-14334	167	9	weijun	weijun	PROPN
ajst-14334	167	10	,	,	PUNCT
ajst-14334	167	11	cai	cai	PROPN
ajst-14334	167	12	jiangfeng	jiangfeng	PROPN
ajst-14334	167	13	,	,	PUNCT
ajst-14334	167	14	liu	liu	PROPN
ajst-14334	167	15	weijia	weijia	PROPN
ajst-14334	167	16	,	,	PUNCT
ajst-14334	167	17	yuan	yuan	PROPN
ajst-14334	167	18	quan	quan	PROPN
ajst-14334	167	19	,	,	PUNCT
ajst-14334	167	20	and	and	CCONJ
ajst-14334	167	21	he	he	PRON
ajst-14334	167	22	kun	kun	NOUN
ajst-14334	167	23	.	.	PUNCT
ajst-14334	168	1	"	"	PUNCT
ajst-14334	168	2	bio	bio	ADJ
ajst-14334	168	3	-	-	PUNCT
ajst-14334	168	4	inspired	inspired	ADJ
ajst-14334	168	5	swarm	swarm	NOUN
ajst-14334	168	6	intelligence	intelligence	NOUN
ajst-14334	168	7	:	:	PUNCT
ajst-14334	168	8	a	a	DET
ajst-14334	168	9	flocking	flock	VERB
ajst-14334	168	10	project	project	NOUN
ajst-14334	168	11	with	with	ADP
ajst-14334	168	12	group	group	NOUN
ajst-14334	168	13	object	object	NOUN
ajst-14334	168	14	recognition	recognition	NOUN
ajst-14334	168	15	.	.	PUNCT
ajst-14334	168	16	"	"	PUNCT
ajst-14334	169	1	in	in	ADP
ajst-14334	169	2	2023	2023	NUM
ajst-14334	169	3	3rd	3rd	ADJ
ajst-14334	169	4	international	international	ADJ
ajst-14334	169	5	conference	conference	NOUN
ajst-14334	169	6	on	on	ADP
ajst-14334	169	7	consumer	consumer	NOUN
ajst-14334	169	8	electronics	electronic	NOUN
ajst-14334	169	9	and	and	CCONJ
ajst-14334	169	10	computer	computer	NOUN
ajst-14334	169	11	engineering	engineering	NOUN
ajst-14334	169	12	(	(	PUNCT
ajst-14334	169	13	iccece	iccece	PROPN
ajst-14334	169	14	)	)	PUNCT
ajst-14334	169	15	,	,	PUNCT
ajst-14334	169	16	pp	pp	PROPN
ajst-14334	169	17	.	.	PUNCT
ajst-14334	170	1	834	834	NUM
ajst-14334	170	2	-	-	SYM
ajst-14334	170	3	837	837	NUM
ajst-14334	170	4	.	.	PUNCT
ajst-14334	171	1	ieee	ieee	NOUN
ajst-14334	171	2	,	,	PUNCT
ajst-14334	171	3	2023	2023	NUM
ajst-14334	171	4	.	.	PUNCT