id	sid	tid	token	lemma	pos
brainmatters-1063	1	1	brain	brain	NOUN
brainmatters-1063	1	2	matters	matter	NOUN
brainmatters-1063	1	3	vol	vol	NOUN
brainmatters-1063	1	4	.	.	PROPN
brainmatters-1063	1	5	8	8	NUM
brainmatters-1063	2	1	no	no	NOUN
brainmatters-1063	2	2	.	.	NOUN
brainmatters-1063	2	3	1	1	NUM
brainmatters-1063	2	4	written	write	VERB
brainmatters-1063	2	5	by	by	ADP
brainmatters-1063	2	6	rayyan	rayyan	PROPN
brainmatters-1063	2	7	iqbal	iqbal	PROPN
brainmatters-1063	2	8	the	the	DET
brainmatters-1063	2	9	potential	potential	NOUN
brainmatters-1063	2	10	of	of	ADP
brainmatters-1063	2	11	hybrid	hybrid	ADJ
brainmatters-1063	2	12	models	model	NOUN
brainmatters-1063	2	13	in	in	ADP
brainmatters-1063	2	14	alzheimer	alzheimer	PROPN
brainmatters-1063	2	15	's	's	PART
brainmatters-1063	2	16	diagnosis	diagnosis	NOUN
brainmatters-1063	2	17	:	:	PUNCT
brainmatters-1063	2	18	combining	combine	VERB
brainmatters-1063	2	19	neural	neural	ADJ
brainmatters-1063	2	20	networks	network	NOUN
brainmatters-1063	2	21	and	and	CCONJ
brainmatters-1063	2	22	svms	svms	NOUN
brainmatters-1063	2	23	for	for	ADP
brainmatters-1063	2	24	enhanced	enhanced	ADJ
brainmatters-1063	2	25	accuracy	accuracy	NOUN
brainmatters-1063	2	26	introduction	introduction	NOUN
brainmatters-1063	2	27	alzheimer	alzheimer	PROPN
brainmatters-1063	2	28	’s	’s	PART
brainmatters-1063	2	29	disease	disease	NOUN
brainmatters-1063	2	30	(	(	PUNCT
brainmatters-1063	2	31	ad	ad	NOUN
brainmatters-1063	2	32	)	)	PUNCT
brainmatters-1063	2	33	affects	affect	VERB
brainmatters-1063	2	34	over	over	ADP
brainmatters-1063	2	35	55	55	NUM
brainmatters-1063	2	36	million	million	NUM
brainmatters-1063	2	37	people	people	NOUN
brainmatters-1063	2	38	worldwide	worldwide	ADV
brainmatters-1063	2	39	,	,	PUNCT
brainmatters-1063	2	40	posing	pose	VERB
brainmatters-1063	2	41	a	a	DET
brainmatters-1063	2	42	major	major	ADJ
brainmatters-1063	2	43	challenge	challenge	NOUN
brainmatters-1063	2	44	for	for	ADP
brainmatters-1063	2	45	healthcare	healthcare	NOUN
brainmatters-1063	2	46	systems	system	NOUN
brainmatters-1063	2	47	as	as	SCONJ
brainmatters-1063	2	48	populations	population	NOUN
brainmatters-1063	2	49	continue	continue	VERB
brainmatters-1063	2	50	to	to	ADP
brainmatters-1063	2	51	age	age	NOUN
brainmatters-1063	2	52	.	.	PUNCT
brainmatters-1063	3	1	as	as	ADP
brainmatters-1063	3	2	a	a	DET
brainmatters-1063	3	3	progressive	progressive	ADJ
brainmatters-1063	3	4	neurodegenerative	neurodegenerative	ADJ
brainmatters-1063	3	5	disorder	disorder	NOUN
brainmatters-1063	3	6	,	,	PUNCT
brainmatters-1063	3	7	ad	ad	NOUN
brainmatters-1063	3	8	leads	lead	VERB
brainmatters-1063	3	9	to	to	ADP
brainmatters-1063	3	10	severe	severe	ADJ
brainmatters-1063	3	11	cognitive	cognitive	ADJ
brainmatters-1063	3	12	decline	decline	NOUN
brainmatters-1063	3	13	,	,	PUNCT
brainmatters-1063	3	14	memory	memory	NOUN
brainmatters-1063	3	15	loss	loss	NOUN
brainmatters-1063	3	16	,	,	PUNCT
brainmatters-1063	3	17	and	and	CCONJ
brainmatters-1063	3	18	a	a	DET
brainmatters-1063	3	19	profound	profound	ADJ
brainmatters-1063	3	20	reduction	reduction	NOUN
brainmatters-1063	3	21	in	in	ADP
brainmatters-1063	3	22	quality	quality	NOUN
brainmatters-1063	3	23	of	of	ADP
brainmatters-1063	3	24	life	life	NOUN
brainmatters-1063	3	25	,	,	PUNCT
brainmatters-1063	3	26	ultimately	ultimately	ADV
brainmatters-1063	3	27	resulting	result	VERB
brainmatters-1063	3	28	in	in	ADP
brainmatters-1063	3	29	death	death	NOUN
brainmatters-1063	3	30	.	.	PUNCT
brainmatters-1063	4	1	the	the	DET
brainmatters-1063	4	2	mortality	mortality	NOUN
brainmatters-1063	4	3	rate	rate	NOUN
brainmatters-1063	4	4	for	for	ADP
brainmatters-1063	4	5	ad	ad	NOUN
brainmatters-1063	4	6	approaches	approach	NOUN
brainmatters-1063	4	7	100	100	NUM
brainmatters-1063	4	8	%	%	NOUN
brainmatters-1063	4	9	,	,	PUNCT
brainmatters-1063	4	10	with	with	ADP
brainmatters-1063	4	11	patients	patient	NOUN
brainmatters-1063	4	12	typically	typically	ADV
brainmatters-1063	4	13	living	live	VERB
brainmatters-1063	4	14	only	only	ADV
brainmatters-1063	4	15	3	3	NUM
brainmatters-1063	4	16	to	to	PART
brainmatters-1063	4	17	11	11	NUM
brainmatters-1063	4	18	years	year	NOUN
brainmatters-1063	4	19	after	after	ADP
brainmatters-1063	4	20	diagnosis	diagnosis	NOUN
brainmatters-1063	4	21	,	,	PUNCT
brainmatters-1063	4	22	underscoring	underscore	VERB
brainmatters-1063	4	23	the	the	DET
brainmatters-1063	4	24	critical	critical	ADJ
brainmatters-1063	4	25	importance	importance	NOUN
brainmatters-1063	4	26	of	of	ADP
brainmatters-1063	4	27	early	early	ADJ
brainmatters-1063	4	28	detection	detection	NOUN
brainmatters-1063	4	29	(	(	PUNCT
brainmatters-1063	4	30	alzheimer	alzheimer	PROPN
brainmatters-1063	4	31	’s	’s	PART
brainmatters-1063	4	32	stages	stage	NOUN
brainmatters-1063	4	33	:	:	PUNCT
brainmatters-1063	4	34	how	how	SCONJ
brainmatters-1063	4	35	the	the	DET
brainmatters-1063	4	36	disease	disease	NOUN
brainmatters-1063	4	37	progresses	progress	VERB
brainmatters-1063	4	38	,	,	PUNCT
brainmatters-1063	4	39	n.d	n.d	PROPN
brainmatters-1063	4	40	.	.	PROPN
brainmatters-1063	4	41	)	)	PUNCT
brainmatters-1063	4	42	.	.	PUNCT
brainmatters-1063	5	1	despite	despite	SCONJ
brainmatters-1063	5	2	extensive	extensive	ADJ
brainmatters-1063	5	3	research	research	NOUN
brainmatters-1063	5	4	,	,	PUNCT
brainmatters-1063	5	5	early	early	ADJ
brainmatters-1063	5	6	diagnosis	diagnosis	NOUN
brainmatters-1063	5	7	of	of	ADP
brainmatters-1063	5	8	ad	ad	NOUN
brainmatters-1063	5	9	remains	remain	VERB
brainmatters-1063	5	10	difficult	difficult	ADJ
brainmatters-1063	5	11	.	.	PUNCT
brainmatters-1063	6	1	the	the	DET
brainmatters-1063	6	2	need	need	NOUN
brainmatters-1063	6	3	for	for	ADP
brainmatters-1063	6	4	early	early	ADJ
brainmatters-1063	6	5	detection	detection	NOUN
brainmatters-1063	6	6	is	be	AUX
brainmatters-1063	6	7	clear	clear	ADJ
brainmatters-1063	6	8	when	when	SCONJ
brainmatters-1063	6	9	observing	observe	VERB
brainmatters-1063	6	10	cognitive	cognitive	ADJ
brainmatters-1063	6	11	tests	test	NOUN
brainmatters-1063	6	12	like	like	ADP
brainmatters-1063	6	13	clock	clock	NOUN
brainmatters-1063	6	14	-	-	PUNCT
brainmatters-1063	6	15	drawing	drawing	NOUN
brainmatters-1063	6	16	exercises	exercise	NOUN
brainmatters-1063	6	17	.	.	PUNCT
brainmatters-1063	7	1	the	the	DET
brainmatters-1063	7	2	differences	difference	NOUN
brainmatters-1063	7	3	between	between	ADP
brainmatters-1063	7	4	healthy	healthy	ADJ
brainmatters-1063	7	5	individuals	individual	NOUN
brainmatters-1063	7	6	and	and	CCONJ
brainmatters-1063	7	7	those	those	PRON
brainmatters-1063	7	8	in	in	ADP
brainmatters-1063	7	9	late	late	ADJ
brainmatters-1063	7	10	-	-	PUNCT
brainmatters-1063	7	11	stage	stage	NOUN
brainmatters-1063	7	12	ad	ad	NOUN
brainmatters-1063	7	13	are	be	AUX
brainmatters-1063	7	14	striking	striking	ADJ
brainmatters-1063	7	15	;	;	PUNCT
brainmatters-1063	7	16	however	however	ADV
brainmatters-1063	7	17	,	,	PUNCT
brainmatters-1063	7	18	distinguishing	distinguish	VERB
brainmatters-1063	7	19	early	early	ADJ
brainmatters-1063	7	20	-	-	PUNCT
brainmatters-1063	7	21	stage	stage	NOUN
brainmatters-1063	7	22	ad	ad	NOUN
brainmatters-1063	7	23	from	from	ADP
brainmatters-1063	7	24	normal	normal	ADJ
brainmatters-1063	7	25	aging	aging	NOUN
brainmatters-1063	7	26	is	be	AUX
brainmatters-1063	7	27	much	much	ADV
brainmatters-1063	7	28	harder	hard	ADJ
brainmatters-1063	7	29	,	,	PUNCT
brainmatters-1063	7	30	as	as	SCONJ
brainmatters-1063	7	31	seen	see	VERB
brainmatters-1063	7	32	in	in	ADP
brainmatters-1063	7	33	the	the	DET
brainmatters-1063	7	34	clock	clock	NOUN
brainmatters-1063	7	35	drawings	drawing	NOUN
brainmatters-1063	7	36	,	,	PUNCT
brainmatters-1063	7	37	in	in	ADP
brainmatters-1063	7	38	which	which	PRON
brainmatters-1063	7	39	there	there	PRON
brainmatters-1063	7	40	is	be	VERB
brainmatters-1063	7	41	n’t	not	PART
brainmatters-1063	7	42	as	as	ADV
brainmatters-1063	7	43	profound	profound	ADJ
brainmatters-1063	7	44	of	of	ADP
brainmatters-1063	7	45	a	a	DET
brainmatters-1063	7	46	difference	difference	NOUN
brainmatters-1063	7	47	in	in	ADP
brainmatters-1063	7	48	the	the	DET
brainmatters-1063	7	49	quality	quality	NOUN
brainmatters-1063	7	50	of	of	ADP
brainmatters-1063	7	51	the	the	DET
brainmatters-1063	7	52	clock	clock	NOUN
brainmatters-1063	7	53	drawn	draw	VERB
brainmatters-1063	7	54	between	between	ADP
brainmatters-1063	7	55	normal	normal	ADJ
brainmatters-1063	7	56	and	and	CCONJ
brainmatters-1063	7	57	early	early	ADJ
brainmatters-1063	7	58	ad	ad	NOUN
brainmatters-1063	7	59	individuals	individual	NOUN
brainmatters-1063	7	60	(	(	PUNCT
brainmatters-1063	7	61	mattson	mattson	NOUN
brainmatters-1063	7	62	2014	2014	NUM
brainmatters-1063	7	63	)	)	PUNCT
brainmatters-1063	7	64	.	.	PUNCT
brainmatters-1063	8	1	additionally	additionally	ADV
brainmatters-1063	8	2	,	,	PUNCT
brainmatters-1063	8	3	brain	brain	NOUN
brainmatters-1063	8	4	degeneration	degeneration	NOUN
brainmatters-1063	8	5	progresses	progress	VERB
brainmatters-1063	8	6	significantly	significantly	ADV
brainmatters-1063	8	7	as	as	ADP
brainmatters-1063	8	8	ad	ad	NOUN
brainmatters-1063	8	9	advances	advance	NOUN
brainmatters-1063	8	10	,	,	PUNCT
brainmatters-1063	8	11	as	as	SCONJ
brainmatters-1063	8	12	shown	show	VERB
brainmatters-1063	8	13	in	in	ADP
brainmatters-1063	8	14	the	the	DET
brainmatters-1063	8	15	brain	brain	NOUN
brainmatters-1063	8	16	degeneration	degeneration	NOUN
brainmatters-1063	8	17	image	image	NOUN
brainmatters-1063	8	18	(	(	PUNCT
brainmatters-1063	8	19	maha	maha	NOUN
brainmatters-1063	8	20	2023	2023	NUM
brainmatters-1063	8	21	)	)	PUNCT
brainmatters-1063	8	22	.	.	PUNCT
brainmatters-1063	9	1	while	while	SCONJ
brainmatters-1063	9	2	late	late	ADJ
brainmatters-1063	9	3	-	-	PUNCT
brainmatters-1063	9	4	stage	stage	NOUN
brainmatters-1063	9	5	ad	ad	NOUN
brainmatters-1063	9	6	presents	present	VERB
brainmatters-1063	9	7	notable	notable	ADJ
brainmatters-1063	9	8	structural	structural	ADJ
brainmatters-1063	9	9	changes	change	NOUN
brainmatters-1063	9	10	,	,	PUNCT
brainmatters-1063	9	11	the	the	DET
brainmatters-1063	9	12	brain	brain	NOUN
brainmatters-1063	9	13	deterioration	deterioration	NOUN
brainmatters-1063	9	14	in	in	ADP
brainmatters-1063	9	15	early	early	ADJ
brainmatters-1063	9	16	stages	stage	NOUN
brainmatters-1063	9	17	is	be	AUX
brainmatters-1063	9	18	minimal	minimal	ADJ
brainmatters-1063	9	19	,	,	PUNCT
brainmatters-1063	9	20	making	make	VERB
brainmatters-1063	9	21	it	it	PRON
brainmatters-1063	9	22	challenging	challenging	ADJ
brainmatters-1063	9	23	to	to	PART
brainmatters-1063	9	24	identify	identify	VERB
brainmatters-1063	9	25	ad	ad	NOUN
brainmatters-1063	9	26	before	before	SCONJ
brainmatters-1063	9	27	symptoms	symptom	NOUN
brainmatters-1063	9	28	become	become	VERB
brainmatters-1063	9	29	severe	severe	ADJ
brainmatters-1063	9	30	.	.	PUNCT
brainmatters-1063	10	1	traditional	traditional	ADJ
brainmatters-1063	10	2	diagnostic	diagnostic	ADJ
brainmatters-1063	10	3	methods	method	NOUN
brainmatters-1063	10	4	—	—	PUNCT
brainmatters-1063	10	5	including	include	VERB
brainmatters-1063	10	6	clinical	clinical	ADJ
brainmatters-1063	10	7	assessments	assessment	NOUN
brainmatters-1063	10	8	,	,	PUNCT
brainmatters-1063	10	9	cognitive	cognitive	ADJ
brainmatters-1063	10	10	tests	test	NOUN
brainmatters-1063	10	11	,	,	PUNCT
brainmatters-1063	10	12	and	and	CCONJ
brainmatters-1063	10	13	neuroimaging	neuroimaging	NOUN
brainmatters-1063	10	14	—	—	PUNCT
brainmatters-1063	10	15	often	often	ADV
brainmatters-1063	10	16	struggle	struggle	VERB
brainmatters-1063	10	17	to	to	PART
brainmatters-1063	10	18	detect	detect	VERB
brainmatters-1063	10	19	ad	ad	NOUN
brainmatters-1063	10	20	at	at	ADP
brainmatters-1063	10	21	these	these	DET
brainmatters-1063	10	22	early	early	ADJ
brainmatters-1063	10	23	stages	stage	NOUN
brainmatters-1063	10	24	,	,	PUNCT
brainmatters-1063	10	25	delaying	delay	VERB
brainmatters-1063	10	26	the	the	DET
brainmatters-1063	10	27	possibility	possibility	NOUN
brainmatters-1063	10	28	of	of	ADP
brainmatters-1063	10	29	effective	effective	ADJ
brainmatters-1063	10	30	interventions	intervention	NOUN
brainmatters-1063	10	31	.	.	PUNCT
brainmatters-1063	11	1	recent	recent	ADJ
brainmatters-1063	11	2	advancements	advancement	NOUN
brainmatters-1063	11	3	in	in	ADP
brainmatters-1063	11	4	machine	machine	NOUN
brainmatters-1063	11	5	learning	learning	NOUN
brainmatters-1063	11	6	offer	offer	VERB
brainmatters-1063	11	7	new	new	ADJ
brainmatters-1063	11	8	hope	hope	NOUN
brainmatters-1063	11	9	.	.	PUNCT
brainmatters-1063	12	1	neural	neural	ADJ
brainmatters-1063	12	2	networks	network	NOUN
brainmatters-1063	12	3	(	(	PUNCT
brainmatters-1063	12	4	nns	nns	PROPN
brainmatters-1063	12	5	)	)	PUNCT
brainmatters-1063	12	6	,	,	PUNCT
brainmatters-1063	12	7	particularly	particularly	ADV
brainmatters-1063	12	8	convolutional	convolutional	ADJ
brainmatters-1063	12	9	neural	neural	ADJ
brainmatters-1063	12	10	networks	network	NOUN
brainmatters-1063	12	11	(	(	PUNCT
brainmatters-1063	12	12	cnns	cnns	PROPN
brainmatters-1063	12	13	)	)	PUNCT
brainmatters-1063	12	14	,	,	PUNCT
brainmatters-1063	12	15	excel	excel	VERB
brainmatters-1063	12	16	at	at	ADP
brainmatters-1063	12	17	extracting	extract	VERB
brainmatters-1063	12	18	complex	complex	ADJ
brainmatters-1063	12	19	patterns	pattern	NOUN
brainmatters-1063	12	20	from	from	ADP
brainmatters-1063	12	21	large	large	ADJ
brainmatters-1063	12	22	datasets	dataset	NOUN
brainmatters-1063	12	23	,	,	PUNCT
brainmatters-1063	12	24	such	such	ADJ
brainmatters-1063	12	25	as	as	ADP
brainmatters-1063	12	26	mri	mri	NOUN
brainmatters-1063	12	27	or	or	CCONJ
brainmatters-1063	12	28	pet	pet	NOUN
brainmatters-1063	12	29	scans	scan	NOUN
brainmatters-1063	12	30	,	,	PUNCT
brainmatters-1063	12	31	allowing	allow	VERB
brainmatters-1063	12	32	for	for	ADP
brainmatters-1063	12	33	a	a	DET
brainmatters-1063	12	34	more	more	ADV
brainmatters-1063	12	35	nuanced	nuanced	ADJ
brainmatters-1063	12	36	analysis	analysis	NOUN
brainmatters-1063	12	37	of	of	ADP
brainmatters-1063	12	38	brain	brain	NOUN
brainmatters-1063	12	39	images	image	NOUN
brainmatters-1063	12	40	(	(	PUNCT
brainmatters-1063	12	41	taherdoost	taherdoost	ADJ
brainmatters-1063	12	42	2023	2023	NUM
brainmatters-1063	12	43	)	)	PUNCT
brainmatters-1063	12	44	.	.	PUNCT
brainmatters-1063	13	1	support	support	NOUN
brainmatters-1063	13	2	vector	vector	NOUN
brainmatters-1063	13	3	machines	machine	NOUN
brainmatters-1063	13	4	(	(	PUNCT
brainmatters-1063	13	5	svms	svms	NOUN
brainmatters-1063	13	6	)	)	PUNCT
brainmatters-1063	13	7	,	,	PUNCT
brainmatters-1063	13	8	powerful	powerful	ADJ
brainmatters-1063	13	9	classification	classification	NOUN
brainmatters-1063	13	10	tools	tool	NOUN
brainmatters-1063	13	11	,	,	PUNCT
brainmatters-1063	13	12	complement	complement	VERB
brainmatters-1063	13	13	this	this	DET
brainmatters-1063	13	14	process	process	NOUN
brainmatters-1063	13	15	by	by	ADP
brainmatters-1063	13	16	distinguishing	distinguish	VERB
brainmatters-1063	13	17	between	between	ADP
brainmatters-1063	13	18	healthy	healthy	ADJ
brainmatters-1063	13	19	individuals	individual	NOUN
brainmatters-1063	13	20	and	and	CCONJ
brainmatters-1063	13	21	those	those	PRON
brainmatters-1063	13	22	with	with	ADP
brainmatters-1063	13	23	various	various	ADJ
brainmatters-1063	13	24	degrees	degree	NOUN
brainmatters-1063	13	25	of	of	ADP
brainmatters-1063	13	26	cognitive	cognitive	ADJ
brainmatters-1063	13	27	impairment	impairment	NOUN
brainmatters-1063	13	28	(	(	PUNCT
brainmatters-1063	13	29	ahmadi	ahmadi	PROPN
brainmatters-1063	13	30	et	et	PROPN
brainmatters-1063	13	31	al	al	PROPN
brainmatters-1063	13	32	.	.	PROPN
brainmatters-1063	13	33	,	,	PUNCT
brainmatters-1063	13	34	2024	2024	NUM
brainmatters-1063	13	35	)	)	PUNCT
brainmatters-1063	13	36	.	.	PUNCT
brainmatters-1063	14	1	while	while	SCONJ
brainmatters-1063	14	2	each	each	DET
brainmatters-1063	14	3	model	model	NOUN
brainmatters-1063	14	4	has	have	AUX
brainmatters-1063	14	5	shown	show	VERB
brainmatters-1063	14	6	promise	promise	NOUN
brainmatters-1063	14	7	independently	independently	ADV
brainmatters-1063	14	8	,	,	PUNCT
brainmatters-1063	14	9	hybrid	hybrid	ADJ
brainmatters-1063	14	10	models	model	NOUN
brainmatters-1063	14	11	that	that	PRON
brainmatters-1063	14	12	combine	combine	VERB
brainmatters-1063	14	13	the	the	DET
brainmatters-1063	14	14	strengths	strength	NOUN
brainmatters-1063	14	15	of	of	ADP
brainmatters-1063	14	16	cnns	cnn	NOUN
brainmatters-1063	14	17	and	and	CCONJ
brainmatters-1063	14	18	svms	svms	NOUN
brainmatters-1063	14	19	could	could	AUX
brainmatters-1063	14	20	further	far	ADV
brainmatters-1063	14	21	improve	improve	VERB
brainmatters-1063	14	22	diagnostic	diagnostic	ADJ
brainmatters-1063	14	23	accuracy	accuracy	NOUN
brainmatters-1063	14	24	.	.	PUNCT
brainmatters-1063	15	1	hybrid	hybrid	ADJ
brainmatters-1063	15	2	models	model	NOUN
brainmatters-1063	15	3	leverage	leverage	NOUN
brainmatters-1063	15	4	cnns	cnn	NOUN
brainmatters-1063	15	5	’	'	PUNCT
brainmatters-1063	15	6	ability	ability	NOUN
brainmatters-1063	15	7	to	to	PART
brainmatters-1063	15	8	identify	identify	VERB
brainmatters-1063	15	9	intricate	intricate	ADJ
brainmatters-1063	15	10	patterns	pattern	NOUN
brainmatters-1063	15	11	and	and	CCONJ
brainmatters-1063	15	12	svms	svms	NOUN
brainmatters-1063	15	13	’	'	PUNCT
brainmatters-1063	15	14	adeptness	adeptness	NOUN
brainmatters-1063	15	15	at	at	ADP
brainmatters-1063	15	16	classification	classification	NOUN
brainmatters-1063	15	17	,	,	PUNCT
brainmatters-1063	15	18	potentially	potentially	ADV
brainmatters-1063	15	19	making	make	VERB
brainmatters-1063	15	20	early	early	ADJ
brainmatters-1063	15	21	detection	detection	NOUN
brainmatters-1063	15	22	achievable	achievable	ADJ
brainmatters-1063	15	23	(	(	PUNCT
brainmatters-1063	15	24	li	li	PROPN
brainmatters-1063	15	25	2023	2023	NUM
brainmatters-1063	15	26	)	)	PUNCT
brainmatters-1063	16	1	.	.	PUNCT
brainmatters-1063	17	1	however	however	ADV
brainmatters-1063	17	2	,	,	PUNCT
brainmatters-1063	17	3	research	research	NOUN
brainmatters-1063	17	4	in	in	ADP
brainmatters-1063	17	5	this	this	DET
brainmatters-1063	17	6	area	area	NOUN
brainmatters-1063	17	7	is	be	AUX
brainmatters-1063	17	8	still	still	ADV
brainmatters-1063	17	9	limited	limit	VERB
brainmatters-1063	17	10	,	,	PUNCT
brainmatters-1063	17	11	with	with	ADP
brainmatters-1063	17	12	few	few	ADJ
brainmatters-1063	17	13	large	large	ADJ
brainmatters-1063	17	14	-	-	PUNCT
brainmatters-1063	17	15	scale	scale	NOUN
brainmatters-1063	17	16	studies	study	NOUN
brainmatters-1063	17	17	validating	validate	VERB
brainmatters-1063	17	18	these	these	DET
brainmatters-1063	17	19	methods	method	NOUN
brainmatters-1063	17	20	.	.	PUNCT
brainmatters-1063	18	1	before	before	SCONJ
brainmatters-1063	18	2	these	these	DET
brainmatters-1063	18	3	hybrid	hybrid	NOUN
brainmatters-1063	18	4	models	model	NOUN
brainmatters-1063	18	5	can	can	AUX
brainmatters-1063	18	6	be	be	AUX
brainmatters-1063	18	7	integrated	integrate	VERB
brainmatters-1063	18	8	into	into	ADP
brainmatters-1063	18	9	clinical	clinical	ADJ
brainmatters-1063	18	10	practice	practice	NOUN
brainmatters-1063	18	11	,	,	PUNCT
brainmatters-1063	18	12	more	more	ADV
brainmatters-1063	18	13	robust	robust	ADJ
brainmatters-1063	18	14	data	datum	NOUN
brainmatters-1063	18	15	and	and	CCONJ
brainmatters-1063	18	16	validation	validation	NOUN
brainmatters-1063	18	17	are	be	AUX
brainmatters-1063	18	18	necessary	necessary	ADJ
brainmatters-1063	18	19	to	to	PART
brainmatters-1063	18	20	ensure	ensure	VERB
brainmatters-1063	18	21	their	their	PRON
brainmatters-1063	18	22	reliability	reliability	NOUN
brainmatters-1063	18	23	.	.	PUNCT
brainmatters-1063	19	1	while	while	SCONJ
brainmatters-1063	19	2	the	the	DET
brainmatters-1063	19	3	potential	potential	NOUN
brainmatters-1063	19	4	of	of	ADP
brainmatters-1063	19	5	these	these	DET
brainmatters-1063	19	6	hybrid	hybrid	NOUN
brainmatters-1063	19	7	models	model	NOUN
brainmatters-1063	19	8	is	be	AUX
brainmatters-1063	19	9	promising	promise	VERB
brainmatters-1063	19	10	,	,	PUNCT
brainmatters-1063	19	11	caution	caution	NOUN
brainmatters-1063	19	12	is	be	AUX
brainmatters-1063	19	13	urged	urge	VERB
brainmatters-1063	19	14	in	in	ADP
brainmatters-1063	19	15	their	their	PRON
brainmatters-1063	19	16	application	application	NOUN
brainmatters-1063	19	17	until	until	SCONJ
brainmatters-1063	19	18	further	further	ADJ
brainmatters-1063	19	19	research	research	NOUN
brainmatters-1063	19	20	solidifies	solidify	VERB
brainmatters-1063	19	21	their	their	PRON
brainmatters-1063	19	22	effectiveness	effectiveness	NOUN
brainmatters-1063	19	23	.	.	PUNCT
brainmatters-1063	20	1	18	18	NUM
brainmatters-1063	20	2	neural	neural	ADJ
brainmatters-1063	20	3	networks	network	NOUN
brainmatters-1063	20	4	:	:	PUNCT
brainmatters-1063	20	5	identifying	identify	VERB
brainmatters-1063	20	6	early	early	ADJ
brainmatters-1063	20	7	-	-	PUNCT
brainmatters-1063	20	8	stage	stage	NOUN
brainmatters-1063	20	9	alzheimer	alzheimer	NOUN
brainmatters-1063	20	10	’s	’s	NOUN
brainmatters-1063	20	11	in	in	ADP
brainmatters-1063	20	12	neuroimaging	neuroimage	VERB
brainmatters-1063	20	13	neural	neural	ADJ
brainmatters-1063	20	14	networks	network	NOUN
brainmatters-1063	20	15	,	,	PUNCT
brainmatters-1063	20	16	especially	especially	ADV
brainmatters-1063	20	17	convolutional	convolutional	ADJ
brainmatters-1063	20	18	neural	neural	ADJ
brainmatters-1063	20	19	networks	network	NOUN
brainmatters-1063	20	20	(	(	PUNCT
brainmatters-1063	20	21	cnns	cnns	PROPN
brainmatters-1063	20	22	)	)	PUNCT
brainmatters-1063	20	23	,	,	PUNCT
brainmatters-1063	20	24	have	have	AUX
brainmatters-1063	20	25	proven	prove	VERB
brainmatters-1063	20	26	highly	highly	ADV
brainmatters-1063	20	27	effective	effective	ADJ
brainmatters-1063	20	28	at	at	ADP
brainmatters-1063	20	29	analyzing	analyze	VERB
brainmatters-1063	20	30	neuroimaging	neuroimaging	ADJ
brainmatters-1063	20	31	data	datum	NOUN
brainmatters-1063	20	32	like	like	ADP
brainmatters-1063	20	33	mri	mri	NOUN
brainmatters-1063	20	34	or	or	CCONJ
brainmatters-1063	20	35	pet	pet	NOUN
brainmatters-1063	20	36	scans	scan	NOUN
brainmatters-1063	20	37	,	,	PUNCT
brainmatters-1063	20	38	which	which	PRON
brainmatters-1063	20	39	is	be	AUX
brainmatters-1063	20	40	essential	essential	ADJ
brainmatters-1063	20	41	for	for	ADP
brainmatters-1063	20	42	diagnosing	diagnose	VERB
brainmatters-1063	20	43	alzheimer	alzheimer	PROPN
brainmatters-1063	20	44	’s	’s	PART
brainmatters-1063	20	45	disease	disease	NOUN
brainmatters-1063	20	46	in	in	ADP
brainmatters-1063	20	47	its	its	PRON
brainmatters-1063	20	48	early	early	ADJ
brainmatters-1063	20	49	stages	stage	NOUN
brainmatters-1063	20	50	.	.	PUNCT
brainmatters-1063	21	1	neural	neural	ADJ
brainmatters-1063	21	2	networks	network	NOUN
brainmatters-1063	21	3	are	be	AUX
brainmatters-1063	21	4	inspired	inspire	VERB
brainmatters-1063	21	5	by	by	ADP
brainmatters-1063	21	6	the	the	DET
brainmatters-1063	21	7	human	human	ADJ
brainmatters-1063	21	8	brain	brain	NOUN
brainmatters-1063	21	9	’s	’s	PART
brainmatters-1063	21	10	structure	structure	NOUN
brainmatters-1063	21	11	,	,	PUNCT
brainmatters-1063	21	12	consisting	consist	VERB
brainmatters-1063	21	13	of	of	ADP
brainmatters-1063	21	14	interconnected	interconnected	ADJ
brainmatters-1063	21	15	layers	layer	NOUN
brainmatters-1063	21	16	of	of	ADP
brainmatters-1063	21	17	“	"	PUNCT
brainmatters-1063	21	18	neurons	neuron	NOUN
brainmatters-1063	21	19	”	"	PUNCT
brainmatters-1063	21	20	that	that	PRON
brainmatters-1063	21	21	learn	learn	VERB
brainmatters-1063	21	22	from	from	ADP
brainmatters-1063	21	23	data	datum	NOUN
brainmatters-1063	21	24	by	by	ADP
brainmatters-1063	21	25	recognizing	recognize	VERB
brainmatters-1063	21	26	patterns	pattern	NOUN
brainmatters-1063	21	27	and	and	CCONJ
brainmatters-1063	21	28	relationships	relationship	NOUN
brainmatters-1063	21	29	.	.	PUNCT
brainmatters-1063	22	1	when	when	SCONJ
brainmatters-1063	22	2	given	give	VERB
brainmatters-1063	22	3	input	input	NOUN
brainmatters-1063	22	4	data	datum	NOUN
brainmatters-1063	22	5	(	(	PUNCT
brainmatters-1063	22	6	such	such	ADJ
brainmatters-1063	22	7	as	as	ADP
brainmatters-1063	22	8	numbers	number	NOUN
brainmatters-1063	22	9	,	,	PUNCT
brainmatters-1063	22	10	images	image	NOUN
brainmatters-1063	22	11	,	,	PUNCT
brainmatters-1063	22	12	or	or	CCONJ
brainmatters-1063	22	13	text	text	NOUN
brainmatters-1063	22	14	)	)	PUNCT
brainmatters-1063	22	15	,	,	PUNCT
brainmatters-1063	22	16	the	the	DET
brainmatters-1063	22	17	network	network	NOUN
brainmatters-1063	22	18	adjusts	adjust	VERB
brainmatters-1063	22	19	the	the	DET
brainmatters-1063	22	20	connections	connection	NOUN
brainmatters-1063	22	21	between	between	ADP
brainmatters-1063	22	22	these	these	DET
brainmatters-1063	22	23	neurons	neuron	NOUN
brainmatters-1063	22	24	to	to	PART
brainmatters-1063	22	25	improve	improve	VERB
brainmatters-1063	22	26	its	its	PRON
brainmatters-1063	22	27	understanding	understanding	NOUN
brainmatters-1063	22	28	.	.	PUNCT
brainmatters-1063	23	1	this	this	PRON
brainmatters-1063	23	2	allows	allow	VERB
brainmatters-1063	23	3	neural	neural	ADJ
brainmatters-1063	23	4	networks	network	NOUN
brainmatters-1063	23	5	to	to	PART
brainmatters-1063	23	6	perform	perform	VERB
brainmatters-1063	23	7	tasks	task	NOUN
brainmatters-1063	23	8	such	such	ADJ
brainmatters-1063	23	9	as	as	ADP
brainmatters-1063	23	10	predicting	predict	VERB
brainmatters-1063	23	11	outcomes	outcome	NOUN
brainmatters-1063	23	12	,	,	PUNCT
brainmatters-1063	23	13	classifying	classify	VERB
brainmatters-1063	23	14	objects	object	NOUN
brainmatters-1063	23	15	,	,	PUNCT
brainmatters-1063	23	16	and	and	CCONJ
brainmatters-1063	23	17	identifying	identify	VERB
brainmatters-1063	23	18	trends	trend	NOUN
brainmatters-1063	23	19	(	(	PUNCT
brainmatters-1063	23	20	taherdoost	taherdoost	ADJ
brainmatters-1063	23	21	2023	2023	NUM
brainmatters-1063	23	22	)	)	PUNCT
brainmatters-1063	23	23	.	.	PUNCT
brainmatters-1063	24	1	cnns	cnns	PROPN
brainmatters-1063	24	2	are	be	AUX
brainmatters-1063	24	3	a	a	DET
brainmatters-1063	24	4	specialized	specialized	ADJ
brainmatters-1063	24	5	type	type	NOUN
brainmatters-1063	24	6	of	of	ADP
brainmatters-1063	24	7	neural	neural	ADJ
brainmatters-1063	24	8	network	network	NOUN
brainmatters-1063	24	9	designed	design	VERB
brainmatters-1063	24	10	specifically	specifically	ADV
brainmatters-1063	24	11	for	for	ADP
brainmatters-1063	24	12	image	image	NOUN
brainmatters-1063	24	13	data	datum	NOUN
brainmatters-1063	24	14	.	.	PUNCT
brainmatters-1063	25	1	they	they	PRON
brainmatters-1063	25	2	use	use	VERB
brainmatters-1063	25	3	a	a	DET
brainmatters-1063	25	4	process	process	NOUN
brainmatters-1063	25	5	called	call	VERB
brainmatters-1063	25	6	“	"	PUNCT
brainmatters-1063	25	7	convolution	convolution	NOUN
brainmatters-1063	25	8	,	,	PUNCT
brainmatters-1063	25	9	”	"	PUNCT
brainmatters-1063	25	10	where	where	SCONJ
brainmatters-1063	25	11	small	small	ADJ
brainmatters-1063	25	12	filters	filter	NOUN
brainmatters-1063	25	13	scan	scan	ADJ
brainmatters-1063	25	14	sections	section	NOUN
brainmatters-1063	25	15	of	of	ADP
brainmatters-1063	25	16	an	an	DET
brainmatters-1063	25	17	image	image	NOUN
brainmatters-1063	25	18	to	to	PART
brainmatters-1063	25	19	identify	identify	VERB
brainmatters-1063	25	20	important	important	ADJ
brainmatters-1063	25	21	features	feature	NOUN
brainmatters-1063	25	22	like	like	ADP
brainmatters-1063	25	23	edges	edge	NOUN
brainmatters-1063	25	24	,	,	PUNCT
brainmatters-1063	25	25	shapes	shape	NOUN
brainmatters-1063	25	26	,	,	PUNCT
brainmatters-1063	25	27	or	or	CCONJ
brainmatters-1063	25	28	textures	texture	NOUN
brainmatters-1063	25	29	.	.	PUNCT
brainmatters-1063	26	1	rather	rather	ADV
brainmatters-1063	26	2	than	than	ADP
brainmatters-1063	26	3	analyzing	analyze	VERB
brainmatters-1063	26	4	the	the	DET
brainmatters-1063	26	5	entire	entire	ADJ
brainmatters-1063	26	6	image	image	NOUN
brainmatters-1063	26	7	at	at	ADP
brainmatters-1063	26	8	once	once	ADV
brainmatters-1063	26	9	,	,	PUNCT
brainmatters-1063	26	10	cnns	cnns	ADJ
brainmatters-1063	26	11	focus	focus	VERB
brainmatters-1063	26	12	on	on	ADP
brainmatters-1063	26	13	small	small	ADJ
brainmatters-1063	26	14	regions	region	NOUN
brainmatters-1063	26	15	at	at	ADP
brainmatters-1063	26	16	a	a	DET
brainmatters-1063	26	17	time	time	NOUN
brainmatters-1063	26	18	,	,	PUNCT
brainmatters-1063	26	19	making	make	VERB
brainmatters-1063	26	20	them	they	PRON
brainmatters-1063	26	21	exceptionally	exceptionally	ADV
brainmatters-1063	26	22	good	good	ADJ
brainmatters-1063	26	23	at	at	ADP
brainmatters-1063	26	24	interpreting	interpret	VERB
brainmatters-1063	26	25	visual	visual	ADJ
brainmatters-1063	26	26	information	information	NOUN
brainmatters-1063	26	27	.	.	PUNCT
brainmatters-1063	27	1	in	in	ADP
brainmatters-1063	27	2	simple	simple	ADJ
brainmatters-1063	27	3	terms	term	NOUN
brainmatters-1063	27	4	,	,	PUNCT
brainmatters-1063	27	5	while	while	SCONJ
brainmatters-1063	27	6	a	a	DET
brainmatters-1063	27	7	standard	standard	ADJ
brainmatters-1063	27	8	neural	neural	ADJ
brainmatters-1063	27	9	network	network	NOUN
brainmatters-1063	27	10	might	might	AUX
brainmatters-1063	27	11	act	act	VERB
brainmatters-1063	27	12	as	as	ADP
brainmatters-1063	27	13	a	a	DET
brainmatters-1063	27	14	general	general	ADJ
brainmatters-1063	27	15	“	"	PUNCT
brainmatters-1063	27	16	decision	decision	NOUN
brainmatters-1063	27	17	-	-	PUNCT
brainmatters-1063	27	18	maker	maker	NOUN
brainmatters-1063	27	19	,	,	PUNCT
brainmatters-1063	27	20	”	"	PUNCT
brainmatters-1063	27	21	cnns	cnn	NOUN
brainmatters-1063	27	22	operate	operate	VERB
brainmatters-1063	27	23	more	more	ADV
brainmatters-1063	27	24	like	like	ADP
brainmatters-1063	27	25	a	a	DET
brainmatters-1063	27	26	team	team	NOUN
brainmatters-1063	27	27	of	of	ADP
brainmatters-1063	27	28	“	"	PUNCT
brainmatters-1063	27	29	spotters	spotter	NOUN
brainmatters-1063	27	30	,	,	PUNCT
brainmatters-1063	27	31	”	"	PUNCT
brainmatters-1063	27	32	with	with	ADP
brainmatters-1063	27	33	each	each	PRON
brainmatters-1063	27	34	focusing	focus	VERB
brainmatters-1063	27	35	on	on	ADP
brainmatters-1063	27	36	a	a	DET
brainmatters-1063	27	37	different	different	ADJ
brainmatters-1063	27	38	part	part	NOUN
brainmatters-1063	27	39	of	of	ADP
brainmatters-1063	27	40	the	the	DET
brainmatters-1063	27	41	image	image	NOUN
brainmatters-1063	27	42	to	to	PART
brainmatters-1063	27	43	capture	capture	VERB
brainmatters-1063	27	44	crucial	crucial	ADJ
brainmatters-1063	27	45	details	detail	NOUN
brainmatters-1063	27	46	(	(	PUNCT
brainmatters-1063	27	47	e.g.	e.g.	ADV
brainmatters-1063	27	48	,	,	PUNCT
brainmatters-1063	27	49	one	one	NUM
brainmatters-1063	27	50	“	"	PUNCT
brainmatters-1063	27	51	spotter	spotter	NOUN
brainmatters-1063	27	52	”	"	PUNCT
brainmatters-1063	27	53	might	might	AUX
brainmatters-1063	27	54	identify	identify	VERB
brainmatters-1063	27	55	the	the	DET
brainmatters-1063	27	56	nose	nose	NOUN
brainmatters-1063	27	57	,	,	PUNCT
brainmatters-1063	27	58	another	another	PRON
brainmatters-1063	27	59	the	the	DET
brainmatters-1063	27	60	eyes	eye	NOUN
brainmatters-1063	27	61	)	)	PUNCT
brainmatters-1063	27	62	.	.	PUNCT
brainmatters-1063	28	1	this	this	DET
brainmatters-1063	28	2	approach	approach	NOUN
brainmatters-1063	28	3	allows	allow	VERB
brainmatters-1063	28	4	cnns	cnn	NOUN
brainmatters-1063	28	5	to	to	PART
brainmatters-1063	28	6	excel	excel	VERB
brainmatters-1063	28	7	at	at	ADP
brainmatters-1063	28	8	tasks	task	NOUN
brainmatters-1063	28	9	such	such	ADJ
brainmatters-1063	28	10	as	as	ADP
brainmatters-1063	28	11	recognizing	recognize	VERB
brainmatters-1063	28	12	objects	object	NOUN
brainmatters-1063	28	13	in	in	ADP
brainmatters-1063	28	14	photos	photo	NOUN
brainmatters-1063	28	15	or	or	CCONJ
brainmatters-1063	28	16	detecting	detect	VERB
brainmatters-1063	28	17	abnormalities	abnormality	NOUN
brainmatters-1063	28	18	in	in	ADP
brainmatters-1063	28	19	medical	medical	ADJ
brainmatters-1063	28	20	images	image	NOUN
brainmatters-1063	28	21	.	.	PUNCT
brainmatters-1063	29	1	cnns	cnns	PROPN
brainmatters-1063	29	2	can	can	AUX
brainmatters-1063	29	3	achieve	achieve	VERB
brainmatters-1063	29	4	remarkable	remarkable	ADJ
brainmatters-1063	29	5	accuracy	accuracy	NOUN
brainmatters-1063	29	6	in	in	ADP
brainmatters-1063	29	7	identifying	identify	VERB
brainmatters-1063	29	8	early	early	ADJ
brainmatters-1063	29	9	signs	sign	NOUN
brainmatters-1063	29	10	of	of	ADP
brainmatters-1063	29	11	alzheimer	alzheimer	PROPN
brainmatters-1063	29	12	’s	’s	PART
brainmatters-1063	29	13	.	.	PUNCT
brainmatters-1063	30	1	in	in	ADP
brainmatters-1063	30	2	one	one	NUM
brainmatters-1063	30	3	study	study	NOUN
brainmatters-1063	30	4	using	use	VERB
brainmatters-1063	30	5	a	a	DET
brainmatters-1063	30	6	dataset	dataset	NOUN
brainmatters-1063	30	7	of	of	ADP
brainmatters-1063	30	8	healthy	healthy	ADJ
brainmatters-1063	30	9	individuals	individual	NOUN
brainmatters-1063	30	10	,	,	PUNCT
brainmatters-1063	30	11	those	those	PRON
brainmatters-1063	30	12	with	with	ADP
brainmatters-1063	30	13	early	early	ADJ
brainmatters-1063	30	14	alzheimer	alzheimer	PROPN
brainmatters-1063	30	15	’s	’s	PART
brainmatters-1063	30	16	,	,	PUNCT
brainmatters-1063	30	17	and	and	CCONJ
brainmatters-1063	30	18	those	those	PRON
brainmatters-1063	30	19	with	with	ADP
brainmatters-1063	30	20	late	late	ADJ
brainmatters-1063	30	21	-	-	PUNCT
brainmatters-1063	30	22	stage	stage	NOUN
brainmatters-1063	30	23	alzheimer	alzheimer	PROPN
brainmatters-1063	30	24	’s	’s	PART
brainmatters-1063	30	25	,	,	PUNCT
brainmatters-1063	30	26	a	a	DET
brainmatters-1063	30	27	cnn	cnn	PROPN
brainmatters-1063	30	28	model	model	NOUN
brainmatters-1063	30	29	called	call	VERB
brainmatters-1063	30	30	resnet-18	resnet-18	PROPN
brainmatters-1063	30	31	achieved	achieve	VERB
brainmatters-1063	30	32	an	an	DET
brainmatters-1063	30	33	impressive	impressive	ADJ
brainmatters-1063	30	34	96.85	96.85	NUM
brainmatters-1063	30	35	%	%	NOUN
brainmatters-1063	30	36	accuracy	accuracy	NOUN
brainmatters-1063	30	37	in	in	ADP
brainmatters-1063	30	38	distinguishing	distinguish	VERB
brainmatters-1063	30	39	between	between	ADP
brainmatters-1063	30	40	different	different	ADJ
brainmatters-1063	30	41	stages	stage	NOUN
brainmatters-1063	30	42	of	of	ADP
brainmatters-1063	30	43	the	the	DET
brainmatters-1063	30	44	disease	disease	NOUN
brainmatters-1063	30	45	based	base	VERB
brainmatters-1063	30	46	on	on	ADP
brainmatters-1063	30	47	mri	mri	NOUN
brainmatters-1063	30	48	and	and	CCONJ
brainmatters-1063	30	49	pet	pet	NOUN
brainmatters-1063	30	50	scans	scan	NOUN
brainmatters-1063	30	51	(	(	PUNCT
brainmatters-1063	30	52	odusami	odusami	NOUN
brainmatters-1063	30	53	et	et	PROPN
brainmatters-1063	30	54	al	al	PROPN
brainmatters-1063	30	55	.	.	PROPN
brainmatters-1063	30	56	,	,	PUNCT
brainmatters-1063	30	57	2021	2021	NUM
brainmatters-1063	30	58	)	)	PUNCT
brainmatters-1063	30	59	.	.	PUNCT
brainmatters-1063	31	1	this	this	DET
brainmatters-1063	31	2	performance	performance	NOUN
brainmatters-1063	31	3	far	far	ADV
brainmatters-1063	31	4	exceeds	exceed	VERB
brainmatters-1063	31	5	conventional	conventional	ADJ
brainmatters-1063	31	6	diagnostic	diagnostic	ADJ
brainmatters-1063	31	7	methods	method	NOUN
brainmatters-1063	31	8	,	,	PUNCT
brainmatters-1063	31	9	such	such	ADJ
brainmatters-1063	31	10	as	as	ADP
brainmatters-1063	31	11	physician	physician	NOUN
brainmatters-1063	31	12	evaluations	evaluation	NOUN
brainmatters-1063	31	13	of	of	ADP
brainmatters-1063	31	14	pet	pet	ADJ
brainmatters-1063	31	15	scans	scan	NOUN
brainmatters-1063	31	16	,	,	PUNCT
brainmatters-1063	31	17	which	which	PRON
brainmatters-1063	31	18	typically	typically	ADV
brainmatters-1063	31	19	achieve	achieve	VERB
brainmatters-1063	31	20	about	about	ADP
brainmatters-1063	31	21	85	85	NUM
brainmatters-1063	31	22	%	%	NOUN
brainmatters-1063	31	23	accuracy	accuracy	NOUN
brainmatters-1063	31	24	,	,	PUNCT
brainmatters-1063	31	25	according	accord	VERB
brainmatters-1063	31	26	to	to	ADP
brainmatters-1063	31	27	the	the	DET
brainmatters-1063	31	28	texas	texas	PROPN
brainmatters-1063	31	29	department	department	PROPN
brainmatters-1063	31	30	of	of	ADP
brainmatters-1063	31	31	state	state	PROPN
brainmatters-1063	31	32	health	health	NOUN
brainmatters-1063	31	33	services	service	NOUN
brainmatters-1063	31	34	(	(	PUNCT
brainmatters-1063	31	35	texas	texas	PROPN
brainmatters-1063	31	36	dshs	dshs	PROPN
brainmatters-1063	31	37	,	,	PUNCT
brainmatters-1063	31	38	2021	2021	NUM
brainmatters-1063	31	39	)	)	PUNCT
brainmatters-1063	31	40	.	.	PUNCT
brainmatters-1063	32	1	however	however	ADV
brainmatters-1063	32	2	,	,	PUNCT
brainmatters-1063	32	3	cnns	cnns	PROPN
brainmatters-1063	32	4	have	have	VERB
brainmatters-1063	32	5	limitations	limitation	NOUN
brainmatters-1063	32	6	.	.	PUNCT
brainmatters-1063	33	1	one	one	NUM
brainmatters-1063	33	2	major	major	ADJ
brainmatters-1063	33	3	drawback	drawback	NOUN
brainmatters-1063	33	4	is	be	AUX
brainmatters-1063	33	5	their	their	PRON
brainmatters-1063	33	6	“	"	PUNCT
brainmatters-1063	33	7	black	black	ADJ
brainmatters-1063	33	8	-	-	PUNCT
brainmatters-1063	33	9	box	box	NOUN
brainmatters-1063	33	10	”	"	PUNCT
brainmatters-1063	33	11	nature	nature	NOUN
brainmatters-1063	33	12	,	,	PUNCT
brainmatters-1063	33	13	meaning	mean	VERB
brainmatters-1063	33	14	they	they	PRON
brainmatters-1063	33	15	generate	generate	VERB
brainmatters-1063	33	16	results	result	NOUN
brainmatters-1063	33	17	without	without	ADP
brainmatters-1063	33	18	revealing	reveal	VERB
brainmatters-1063	33	19	how	how	SCONJ
brainmatters-1063	33	20	they	they	PRON
brainmatters-1063	33	21	reached	reach	VERB
brainmatters-1063	33	22	those	those	DET
brainmatters-1063	33	23	conclusions	conclusion	NOUN
brainmatters-1063	33	24	.	.	PUNCT
brainmatters-1063	34	1	this	this	DET
brainmatters-1063	34	2	lack	lack	NOUN
brainmatters-1063	34	3	of	of	ADP
brainmatters-1063	34	4	transparency	transparency	NOUN
brainmatters-1063	34	5	can	can	AUX
brainmatters-1063	34	6	be	be	AUX
brainmatters-1063	34	7	problematic	problematic	ADJ
brainmatters-1063	34	8	in	in	ADP
brainmatters-1063	34	9	clinical	clinical	ADJ
brainmatters-1063	34	10	settings	setting	NOUN
brainmatters-1063	34	11	,	,	PUNCT
brainmatters-1063	34	12	where	where	SCONJ
brainmatters-1063	34	13	doctors	doctor	NOUN
brainmatters-1063	34	14	need	need	VERB
brainmatters-1063	34	15	to	to	PART
brainmatters-1063	34	16	understand	understand	VERB
brainmatters-1063	34	17	the	the	DET
brainmatters-1063	34	18	reasoning	reasoning	NOUN
brainmatters-1063	34	19	behind	behind	ADP
brainmatters-1063	34	20	a	a	DET
brainmatters-1063	34	21	diagnosis	diagnosis	NOUN
brainmatters-1063	34	22	to	to	PART
brainmatters-1063	34	23	justify	justify	VERB
brainmatters-1063	34	24	treatment	treatment	NOUN
brainmatters-1063	34	25	decisions	decision	NOUN
brainmatters-1063	34	26	.	.	PUNCT
brainmatters-1063	35	1	without	without	ADP
brainmatters-1063	35	2	insight	insight	NOUN
brainmatters-1063	35	3	into	into	ADP
brainmatters-1063	35	4	how	how	SCONJ
brainmatters-1063	35	5	cnns	cnn	NOUN
brainmatters-1063	35	6	make	make	VERB
brainmatters-1063	35	7	their	their	PRON
brainmatters-1063	35	8	determinations	determination	NOUN
brainmatters-1063	35	9	,	,	PUNCT
brainmatters-1063	35	10	it	it	PRON
brainmatters-1063	35	11	becomes	become	VERB
brainmatters-1063	35	12	challenging	challenge	VERB
brainmatters-1063	35	13	for	for	SCONJ
brainmatters-1063	35	14	physicians	physician	NOUN
brainmatters-1063	35	15	to	to	PART
brainmatters-1063	35	16	fully	fully	ADV
brainmatters-1063	35	17	trust	trust	VERB
brainmatters-1063	35	18	and	and	CCONJ
brainmatters-1063	35	19	adopt	adopt	VERB
brainmatters-1063	35	20	these	these	DET
brainmatters-1063	35	21	models	model	NOUN
brainmatters-1063	35	22	in	in	ADP
brainmatters-1063	35	23	practice	practice	NOUN
brainmatters-1063	35	24	,	,	PUNCT
brainmatters-1063	35	25	despite	despite	SCONJ
brainmatters-1063	35	26	their	their	PRON
brainmatters-1063	35	27	accuracy	accuracy	NOUN
brainmatters-1063	35	28	(	(	PUNCT
brainmatters-1063	35	29	patil	patil	PROPN
brainmatters-1063	35	30	et	et	PROPN
brainmatters-1063	35	31	al	al	PROPN
brainmatters-1063	35	32	.	.	PROPN
brainmatters-1063	35	33	,	,	PUNCT
brainmatters-1063	35	34	2022	2022	NUM
brainmatters-1063	35	35	)	)	PUNCT
brainmatters-1063	35	36	.	.	PUNCT
brainmatters-1063	36	1	svms	svms	NOUN
brainmatters-1063	36	2	:	:	PUNCT
brainmatters-1063	36	3	precise	precise	ADJ
brainmatters-1063	36	4	classification	classification	NOUN
brainmatters-1063	36	5	but	but	CCONJ
brainmatters-1063	36	6	limited	limit	VERB
brainmatters-1063	36	7	in	in	ADP
brainmatters-1063	36	8	complex	complex	ADJ
brainmatters-1063	36	9	data	datum	NOUN
brainmatters-1063	36	10	while	while	SCONJ
brainmatters-1063	36	11	cnns	cnn	NOUN
brainmatters-1063	36	12	are	be	AUX
brainmatters-1063	36	13	excellent	excellent	ADJ
brainmatters-1063	36	14	for	for	ADP
brainmatters-1063	36	15	identifying	identify	VERB
brainmatters-1063	36	16	features	feature	NOUN
brainmatters-1063	36	17	in	in	ADP
brainmatters-1063	36	18	images	image	NOUN
brainmatters-1063	36	19	,	,	PUNCT
brainmatters-1063	36	20	support	support	VERB
brainmatters-1063	36	21	vector	vector	NOUN
brainmatters-1063	36	22	machines	machine	NOUN
brainmatters-1063	36	23	(	(	PUNCT
brainmatters-1063	36	24	svms	svms	NOUN
brainmatters-1063	36	25	)	)	PUNCT
brainmatters-1063	36	26	are	be	AUX
brainmatters-1063	36	27	highly	highly	ADV
brainmatters-1063	36	28	effective	effective	ADJ
brainmatters-1063	36	29	for	for	ADP
brainmatters-1063	36	30	classifying	classify	VERB
brainmatters-1063	36	31	data	datum	NOUN
brainmatters-1063	36	32	once	once	SCONJ
brainmatters-1063	36	33	those	those	DET
brainmatters-1063	36	34	features	feature	NOUN
brainmatters-1063	36	35	are	be	AUX
brainmatters-1063	36	36	identified	identify	VERB
brainmatters-1063	36	37	.	.	PUNCT
brainmatters-1063	37	1	the	the	DET
brainmatters-1063	37	2	image	image	NOUN
brainmatters-1063	37	3	above	above	ADV
brainmatters-1063	37	4	illustrates	illustrate	VERB
brainmatters-1063	37	5	how	how	SCONJ
brainmatters-1063	37	6	an	an	DET
brainmatters-1063	37	7	svm	svm	ADJ
brainmatters-1063	37	8	functions	function	NOUN
brainmatters-1063	37	9	:	:	PUNCT
brainmatters-1063	37	10	two	two	NUM
brainmatters-1063	37	11	sets	set	NOUN
brainmatters-1063	37	12	of	of	ADP
brainmatters-1063	37	13	data	datum	NOUN
brainmatters-1063	37	14	points	point	NOUN
brainmatters-1063	37	15	,	,	PUNCT
brainmatters-1063	37	16	shown	show	VERB
brainmatters-1063	37	17	as	as	ADP
brainmatters-1063	37	18	green	green	ADJ
brainmatters-1063	37	19	and	and	CCONJ
brainmatters-1063	37	20	red	red	ADJ
brainmatters-1063	37	21	dots	dot	NOUN
brainmatters-1063	37	22	,	,	PUNCT
brainmatters-1063	37	23	represent	represent	VERB
brainmatters-1063	37	24	two	two	NUM
brainmatters-1063	37	25	different	different	ADJ
brainmatters-1063	37	26	classes	class	NOUN
brainmatters-1063	37	27	the	the	DET
brainmatters-1063	37	28	svm	svm	PROPN
brainmatters-1063	37	29	aims	aim	VERB
brainmatters-1063	37	30	to	to	PART
brainmatters-1063	37	31	separate	separate	VERB
brainmatters-1063	37	32	.	.	PUNCT
brainmatters-1063	38	1	the	the	DET
brainmatters-1063	38	2	axes	axis	NOUN
brainmatters-1063	38	3	,	,	PUNCT
brainmatters-1063	38	4	labeled	label	VERB
brainmatters-1063	38	5	x1	x1	PROPN
brainmatters-1063	38	6	and	and	CCONJ
brainmatters-1063	38	7	x2	x2	PROPN
brainmatters-1063	38	8	,	,	PUNCT
brainmatters-1063	38	9	represent	represent	VERB
brainmatters-1063	38	10	a	a	DET
brainmatters-1063	38	11	two	two	NUM
brainmatters-1063	38	12	-	-	PUNCT
brainmatters-1063	38	13	dimensional	dimensional	ADJ
brainmatters-1063	38	14	feature	feature	NOUN
brainmatters-1063	38	15	space	space	NOUN
brainmatters-1063	38	16	where	where	SCONJ
brainmatters-1063	38	17	the	the	DET
brainmatters-1063	38	18	data	data	NOUN
brainmatters-1063	38	19	points	point	NOUN
brainmatters-1063	38	20	are	be	AUX
brainmatters-1063	38	21	plotted	plot	VERB
brainmatters-1063	38	22	.	.	PUNCT
brainmatters-1063	39	1	the	the	DET
brainmatters-1063	39	2	blue	blue	ADJ
brainmatters-1063	39	3	line	line	NOUN
brainmatters-1063	39	4	running	run	VERB
brainmatters-1063	39	5	diagonally	diagonally	ADV
brainmatters-1063	39	6	across	across	ADP
brainmatters-1063	39	7	the	the	DET
brainmatters-1063	39	8	plot	plot	NOUN
brainmatters-1063	39	9	is	be	AUX
brainmatters-1063	39	10	the	the	DET
brainmatters-1063	39	11	decision	decision	NOUN
brainmatters-1063	39	12	boundary	boundary	NOUN
brainmatters-1063	39	13	,	,	PUNCT
brainmatters-1063	39	14	which	which	PRON
brainmatters-1063	39	15	separates	separate	VERB
brainmatters-1063	39	16	the	the	DET
brainmatters-1063	39	17	two	two	NUM
brainmatters-1063	39	18	classes	class	NOUN
brainmatters-1063	39	19	.	.	PUNCT
brainmatters-1063	40	1	this	this	DET
brainmatters-1063	40	2	boundary	boundary	NOUN
brainmatters-1063	40	3	is	be	AUX
brainmatters-1063	40	4	n’t	not	PART
brainmatters-1063	40	5	just	just	ADV
brainmatters-1063	40	6	any	any	DET
brainmatters-1063	40	7	line	line	NOUN
brainmatters-1063	40	8	—	—	PUNCT
brainmatters-1063	40	9	it	it	PRON
brainmatters-1063	40	10	is	be	AUX
brainmatters-1063	40	11	chosen	choose	VERB
brainmatters-1063	40	12	to	to	PART
brainmatters-1063	40	13	maximize	maximize	VERB
brainmatters-1063	40	14	the	the	DET
brainmatters-1063	40	15	distance	distance	NOUN
brainmatters-1063	40	16	between	between	ADP
brainmatters-1063	40	17	itself	itself	PRON
brainmatters-1063	40	18	and	and	CCONJ
brainmatters-1063	40	19	the	the	DET
brainmatters-1063	40	20	nearest	near	ADJ
brainmatters-1063	40	21	data	data	NOUN
brainmatters-1063	40	22	points	point	NOUN
brainmatters-1063	40	23	from	from	ADP
brainmatters-1063	40	24	each	each	DET
brainmatters-1063	40	25	class	class	NOUN
brainmatters-1063	40	26	,	,	PUNCT
brainmatters-1063	40	27	a	a	DET
brainmatters-1063	40	28	concept	concept	NOUN
brainmatters-1063	40	29	known	know	VERB
brainmatters-1063	40	30	as	as	ADP
brainmatters-1063	40	31	the	the	DET
brainmatters-1063	40	32	“	"	PUNCT
brainmatters-1063	40	33	margin	margin	NOUN
brainmatters-1063	40	34	.	.	PUNCT
brainmatters-1063	40	35	”	"	PUNCT
brainmatters-1063	41	1	one	one	NUM
brainmatters-1063	41	2	of	of	ADP
brainmatters-1063	41	3	the	the	DET
brainmatters-1063	41	4	points	point	NOUN
brainmatters-1063	41	5	closest	close	ADJ
brainmatters-1063	41	6	to	to	ADP
brainmatters-1063	41	7	the	the	DET
brainmatters-1063	41	8	boundary	boundary	NOUN
brainmatters-1063	41	9	,	,	PUNCT
brainmatters-1063	41	10	called	call	VERB
brainmatters-1063	41	11	a	a	DET
brainmatters-1063	41	12	“	"	PUNCT
brainmatters-1063	41	13	support	support	NOUN
brainmatters-1063	41	14	vector	vector	NOUN
brainmatters-1063	41	15	”	"	PUNCT
brainmatters-1063	41	16	(	(	PUNCT
brainmatters-1063	41	17	represented	represent	VERB
brainmatters-1063	41	18	by	by	ADP
brainmatters-1063	41	19	the	the	DET
brainmatters-1063	41	20	purple	purple	ADJ
brainmatters-1063	41	21	dot	dot	NOUN
brainmatters-1063	41	22	)	)	PUNCT
brainmatters-1063	41	23	,	,	PUNCT
brainmatters-1063	41	24	plays	play	VERB
brainmatters-1063	41	25	a	a	DET
brainmatters-1063	41	26	crucial	crucial	ADJ
brainmatters-1063	41	27	role	role	NOUN
brainmatters-1063	41	28	in	in	ADP
brainmatters-1063	41	29	defining	define	VERB
brainmatters-1063	41	30	this	this	DET
brainmatters-1063	41	31	margin	margin	NOUN
brainmatters-1063	41	32	(	(	PUNCT
brainmatters-1063	41	33	tan	tan	NOUN
brainmatters-1063	41	34	2020	2020	NUM
brainmatters-1063	41	35	)	)	PUNCT
brainmatters-1063	41	36	.	.	PUNCT
brainmatters-1063	42	1	the	the	DET
brainmatters-1063	42	2	potential	potential	NOUN
brainmatters-1063	42	3	of	of	ADP
brainmatters-1063	42	4	hybrid	hybrid	ADJ
brainmatters-1063	42	5	models	model	NOUN
brainmatters-1063	42	6	in	in	ADP
brainmatters-1063	42	7	alzheimer	alzheimer	PROPN
brainmatters-1063	42	8	's	's	PART
brainmatters-1063	42	9	diagnosis	diagnosis	NOUN
brainmatters-1063	42	10	:	:	PUNCT
brainmatters-1063	42	11	combining	combine	VERB
brainmatters-1063	42	12	neural	neural	ADJ
brainmatters-1063	42	13	networks	network	NOUN
brainmatters-1063	42	14	and	and	CCONJ
brainmatters-1063	42	15	svms	svms	NOUN
brainmatters-1063	42	16	for	for	ADP
brainmatters-1063	42	17	enhanced	enhanced	ADJ
brainmatters-1063	42	18	accuracy	accuracy	NOUN
brainmatters-1063	42	19	figure	figure	NOUN
brainmatters-1063	42	20	1	1	NUM
brainmatters-1063	42	21	.	.	PUNCT
brainmatters-1063	43	1	clock	clock	NOUN
brainmatters-1063	43	2	drawings	drawing	NOUN
brainmatters-1063	43	3	showing	show	VERB
brainmatters-1063	43	4	cognitive	cognitive	ADJ
brainmatters-1063	43	5	decline	decline	NOUN
brainmatters-1063	43	6	:	:	PUNCT
brainmatters-1063	43	7	normal	normal	ADJ
brainmatters-1063	43	8	(	(	PUNCT
brainmatters-1063	43	9	accurate	accurate	ADJ
brainmatters-1063	43	10	)	)	PUNCT
brainmatters-1063	43	11	,	,	PUNCT
brainmatters-1063	43	12	early	early	ADJ
brainmatters-1063	43	13	ad	ad	NOUN
brainmatters-1063	43	14	(	(	PUNCT
brainmatters-1063	43	15	slightly	slightly	ADV
brainmatters-1063	43	16	distorted	distort	VERB
brainmatters-1063	43	17	)	)	PUNCT
brainmatters-1063	43	18	,	,	PUNCT
brainmatters-1063	43	19	late	late	ADJ
brainmatters-1063	43	20	ad	ad	NOUN
brainmatters-1063	43	21	(	(	PUNCT
brainmatters-1063	43	22	severely	severely	ADV
brainmatters-1063	43	23	disorganized	disorganized	ADJ
brainmatters-1063	43	24	)	)	PUNCT
brainmatters-1063	43	25	.	.	PUNCT
brainmatters-1063	44	1	(	(	PUNCT
brainmatters-1063	44	2	linus	linus	PROPN
brainmatters-1063	44	3	health	health	PROPN
brainmatters-1063	44	4	)	)	PUNCT
brainmatters-1063	44	5	figure	figure	NOUN
brainmatters-1063	44	6	2	2	NUM
brainmatters-1063	44	7	.	.	PUNCT
brainmatters-1063	44	8	brain	brain	NOUN
brainmatters-1063	44	9	atrophy	atrophy	NOUN
brainmatters-1063	44	10	progression	progression	NOUN
brainmatters-1063	44	11	:	:	PUNCT
brainmatters-1063	44	12	healthy	healthy	ADJ
brainmatters-1063	44	13	,	,	PUNCT
brainmatters-1063	44	14	early	early	ADJ
brainmatters-1063	44	15	alzheimer	alzheimer	PROPN
brainmatters-1063	44	16	's	's	PART
brainmatters-1063	44	17	(	(	PUNCT
brainmatters-1063	44	18	mild	mild	ADJ
brainmatters-1063	44	19	shrinkage	shrinkage	NOUN
brainmatters-1063	44	20	)	)	PUNCT
brainmatters-1063	44	21	,	,	PUNCT
brainmatters-1063	44	22	severe	severe	ADJ
brainmatters-1063	44	23	alzheimer	alzheimer	PROPN
brainmatters-1063	44	24	's	's	PART
brainmatters-1063	44	25	(	(	PUNCT
brainmatters-1063	44	26	significant	significant	ADJ
brainmatters-1063	44	27	shrinkage	shrinkage	NOUN
brainmatters-1063	44	28	)	)	PUNCT
brainmatters-1063	44	29	.	.	PUNCT
brainmatters-1063	45	1	(	(	PUNCT
brainmatters-1063	45	2	first	first	ADJ
brainmatters-1063	45	3	choice	choice	NOUN
brainmatters-1063	45	4	neurology	neurology	NOUN
brainmatters-1063	45	5	2019	2019	NUM
brainmatters-1063	45	6	)	)	PUNCT
brainmatters-1063	45	7	.	.	PUNCT
brainmatters-1063	46	1	19	19	NUM
brainmatters-1063	46	2	svms	svms	NOUN
brainmatters-1063	46	3	have	have	AUX
brainmatters-1063	46	4	demonstrated	demonstrate	VERB
brainmatters-1063	46	5	reliable	reliable	ADJ
brainmatters-1063	46	6	performance	performance	NOUN
brainmatters-1063	46	7	in	in	ADP
brainmatters-1063	46	8	classifying	classify	VERB
brainmatters-1063	46	9	patients	patient	NOUN
brainmatters-1063	46	10	by	by	ADP
brainmatters-1063	46	11	analyzing	analyze	VERB
brainmatters-1063	46	12	mri	mri	NOUN
brainmatters-1063	46	13	data	datum	NOUN
brainmatters-1063	46	14	,	,	PUNCT
brainmatters-1063	46	15	with	with	ADP
brainmatters-1063	46	16	their	their	PRON
brainmatters-1063	46	17	highest	high	ADJ
brainmatters-1063	46	18	accuracy	accuracy	NOUN
brainmatters-1063	46	19	reaching	reach	VERB
brainmatters-1063	46	20	89	89	NUM
brainmatters-1063	46	21	%	%	NOUN
brainmatters-1063	46	22	.	.	PUNCT
brainmatters-1063	47	1	they	they	PRON
brainmatters-1063	47	2	excel	excel	VERB
brainmatters-1063	47	3	in	in	ADP
brainmatters-1063	47	4	identifying	identify	VERB
brainmatters-1063	47	5	key	key	ADJ
brainmatters-1063	47	6	features	feature	NOUN
brainmatters-1063	47	7	like	like	ADP
brainmatters-1063	47	8	gray	gray	ADJ
brainmatters-1063	47	9	matter	matter	NOUN
brainmatters-1063	47	10	volume	volume	NOUN
brainmatters-1063	47	11	and	and	CCONJ
brainmatters-1063	47	12	brain	brain	NOUN
brainmatters-1063	47	13	asymmetry	asymmetry	NOUN
brainmatters-1063	47	14	to	to	PART
brainmatters-1063	47	15	distinguish	distinguish	VERB
brainmatters-1063	47	16	between	between	ADP
brainmatters-1063	47	17	control	control	NOUN
brainmatters-1063	47	18	groups	group	NOUN
brainmatters-1063	47	19	,	,	PUNCT
brainmatters-1063	47	20	early	early	ADJ
brainmatters-1063	47	21	mild	mild	ADJ
brainmatters-1063	47	22	cognitive	cognitive	ADJ
brainmatters-1063	47	23	impairment	impairment	NOUN
brainmatters-1063	47	24	(	(	PUNCT
brainmatters-1063	47	25	emci	emci	NOUN
brainmatters-1063	47	26	)	)	PUNCT
brainmatters-1063	47	27	,	,	PUNCT
brainmatters-1063	47	28	late	late	ADJ
brainmatters-1063	47	29	mild	mild	ADJ
brainmatters-1063	47	30	cognitive	cognitive	ADJ
brainmatters-1063	47	31	impairment	impairment	NOUN
brainmatters-1063	47	32	(	(	PUNCT
brainmatters-1063	47	33	lmci	lmci	NOUN
brainmatters-1063	47	34	)	)	PUNCT
brainmatters-1063	47	35	,	,	PUNCT
brainmatters-1063	47	36	and	and	CCONJ
brainmatters-1063	47	37	alzheimer	alzheimer	PROPN
brainmatters-1063	47	38	’s	’s	PART
brainmatters-1063	47	39	disease	disease	NOUN
brainmatters-1063	47	40	stages	stage	NOUN
brainmatters-1063	47	41	.	.	PUNCT
brainmatters-1063	48	1	in	in	ADP
brainmatters-1063	48	2	one	one	NUM
brainmatters-1063	48	3	approach	approach	NOUN
brainmatters-1063	48	4	,	,	PUNCT
brainmatters-1063	48	5	researchers	researcher	NOUN
brainmatters-1063	48	6	used	use	VERB
brainmatters-1063	48	7	hippocampal	hippocampal	ADJ
brainmatters-1063	48	8	volume	volume	NOUN
brainmatters-1063	48	9	—	—	PUNCT
brainmatters-1063	48	10	a	a	DET
brainmatters-1063	48	11	primary	primary	ADJ
brainmatters-1063	48	12	indicator	indicator	NOUN
brainmatters-1063	48	13	of	of	ADP
brainmatters-1063	48	14	alzheimer’s	alzheimer’	NOUN
brainmatters-1063	48	15	—	—	PUNCT
brainmatters-1063	48	16	as	as	ADP
brainmatters-1063	48	17	the	the	DET
brainmatters-1063	48	18	main	main	ADJ
brainmatters-1063	48	19	feature	feature	NOUN
brainmatters-1063	48	20	,	,	PUNCT
brainmatters-1063	48	21	which	which	PRON
brainmatters-1063	48	22	contributed	contribute	VERB
brainmatters-1063	48	23	to	to	ADP
brainmatters-1063	48	24	the	the	DET
brainmatters-1063	48	25	high	high	ADJ
brainmatters-1063	48	26	accuracy	accuracy	NOUN
brainmatters-1063	48	27	achieved	achieve	VERB
brainmatters-1063	48	28	in	in	ADP
brainmatters-1063	48	29	their	their	PRON
brainmatters-1063	48	30	study	study	NOUN
brainmatters-1063	48	31	(	(	PUNCT
brainmatters-1063	48	32	ahmadi	ahmadi	PROPN
brainmatters-1063	48	33	et	et	PROPN
brainmatters-1063	48	34	al	al	PROPN
brainmatters-1063	48	35	.	.	PROPN
brainmatters-1063	48	36	,	,	PUNCT
brainmatters-1063	48	37	2024	2024	NUM
brainmatters-1063	48	38	)	)	PUNCT
brainmatters-1063	48	39	.	.	PUNCT
brainmatters-1063	49	1	despite	despite	SCONJ
brainmatters-1063	49	2	their	their	PRON
brainmatters-1063	49	3	strengths	strength	NOUN
brainmatters-1063	49	4	,	,	PUNCT
brainmatters-1063	49	5	svms	svms	NOUN
brainmatters-1063	49	6	face	face	NOUN
brainmatters-1063	49	7	challenges	challenge	NOUN
brainmatters-1063	49	8	,	,	PUNCT
brainmatters-1063	49	9	particularly	particularly	ADV
brainmatters-1063	49	10	with	with	ADP
brainmatters-1063	49	11	high	high	ADJ
brainmatters-1063	49	12	-	-	PUNCT
brainmatters-1063	49	13	dimensional	dimensional	ADJ
brainmatters-1063	49	14	data	datum	NOUN
brainmatters-1063	49	15	,	,	PUNCT
brainmatters-1063	49	16	where	where	SCONJ
brainmatters-1063	49	17	each	each	DET
brainmatters-1063	49	18	data	data	NOUN
brainmatters-1063	49	19	point	point	NOUN
brainmatters-1063	49	20	has	have	VERB
brainmatters-1063	49	21	numerous	numerous	ADJ
brainmatters-1063	49	22	characteristics	characteristic	NOUN
brainmatters-1063	49	23	or	or	CCONJ
brainmatters-1063	49	24	“	"	PUNCT
brainmatters-1063	49	25	dimensions	dimension	NOUN
brainmatters-1063	49	26	.	.	PUNCT
brainmatters-1063	49	27	”	"	PUNCT
brainmatters-1063	50	1	in	in	ADP
brainmatters-1063	50	2	such	such	ADJ
brainmatters-1063	50	3	cases	case	NOUN
brainmatters-1063	50	4	,	,	PUNCT
brainmatters-1063	50	5	it	it	PRON
brainmatters-1063	50	6	becomes	become	VERB
brainmatters-1063	50	7	harder	hard	ADJ
brainmatters-1063	50	8	for	for	SCONJ
brainmatters-1063	50	9	svms	svms	NOUN
brainmatters-1063	50	10	to	to	PART
brainmatters-1063	50	11	identify	identify	VERB
brainmatters-1063	50	12	clear	clear	ADJ
brainmatters-1063	50	13	patterns	pattern	NOUN
brainmatters-1063	50	14	or	or	CCONJ
brainmatters-1063	50	15	find	find	VERB
brainmatters-1063	50	16	a	a	DET
brainmatters-1063	50	17	meaningful	meaningful	ADJ
brainmatters-1063	50	18	decision	decision	NOUN
brainmatters-1063	50	19	boundary	boundary	NOUN
brainmatters-1063	50	20	.	.	PUNCT
brainmatters-1063	51	1	without	without	ADP
brainmatters-1063	51	2	careful	careful	ADJ
brainmatters-1063	51	3	feature	feature	NOUN
brainmatters-1063	51	4	selection	selection	NOUN
brainmatters-1063	51	5	and	and	CCONJ
brainmatters-1063	51	6	model	model	NOUN
brainmatters-1063	51	7	tuning	tuning	NOUN
brainmatters-1063	51	8	,	,	PUNCT
brainmatters-1063	51	9	svms	svms	NOUN
brainmatters-1063	51	10	may	may	AUX
brainmatters-1063	51	11	struggle	struggle	VERB
brainmatters-1063	51	12	to	to	PART
brainmatters-1063	51	13	classify	classify	VERB
brainmatters-1063	51	14	complex	complex	ADJ
brainmatters-1063	51	15	data	datum	NOUN
brainmatters-1063	51	16	accurately	accurately	ADV
brainmatters-1063	51	17	,	,	PUNCT
brainmatters-1063	51	18	leading	lead	VERB
brainmatters-1063	51	19	to	to	ADP
brainmatters-1063	51	20	overfitting	overfitte	VERB
brainmatters-1063	51	21	.	.	PUNCT
brainmatters-1063	52	1	overfitting	overfitting	NOUN
brainmatters-1063	52	2	occurs	occur	VERB
brainmatters-1063	52	3	when	when	SCONJ
brainmatters-1063	52	4	a	a	DET
brainmatters-1063	52	5	model	model	NOUN
brainmatters-1063	52	6	performs	perform	VERB
brainmatters-1063	52	7	well	well	ADV
brainmatters-1063	52	8	on	on	ADP
brainmatters-1063	52	9	training	training	NOUN
brainmatters-1063	52	10	data	datum	NOUN
brainmatters-1063	52	11	but	but	CCONJ
brainmatters-1063	52	12	poorly	poorly	ADV
brainmatters-1063	52	13	on	on	ADP
brainmatters-1063	52	14	new	new	ADJ
brainmatters-1063	52	15	,	,	PUNCT
brainmatters-1063	52	16	unseen	unseen	ADJ
brainmatters-1063	52	17	data	datum	NOUN
brainmatters-1063	52	18	,	,	PUNCT
brainmatters-1063	52	19	reducing	reduce	VERB
brainmatters-1063	52	20	its	its	PRON
brainmatters-1063	52	21	real	real	ADJ
brainmatters-1063	52	22	-	-	PUNCT
brainmatters-1063	52	23	world	world	NOUN
brainmatters-1063	52	24	effectiveness	effectiveness	NOUN
brainmatters-1063	52	25	(	(	PUNCT
brainmatters-1063	52	26	ameen	ameen	NOUN
brainmatters-1063	52	27	et	et	PROPN
brainmatters-1063	52	28	al	al	PROPN
brainmatters-1063	52	29	.	.	PROPN
brainmatters-1063	52	30	,	,	PUNCT
brainmatters-1063	52	31	2024	2024	NUM
brainmatters-1063	52	32	)	)	PUNCT
brainmatters-1063	52	33	.	.	PUNCT
brainmatters-1063	53	1	hybrid	hybrid	ADJ
brainmatters-1063	53	2	models	model	NOUN
brainmatters-1063	53	3	:	:	PUNCT
brainmatters-1063	53	4	combining	combine	VERB
brainmatters-1063	53	5	neural	neural	ADJ
brainmatters-1063	53	6	networks	network	NOUN
brainmatters-1063	53	7	and	and	CCONJ
brainmatters-1063	53	8	svms	svms	NOUN
brainmatters-1063	53	9	for	for	ADP
brainmatters-1063	53	10	enhanced	enhanced	ADJ
brainmatters-1063	53	11	accuracy	accuracy	NOUN
brainmatters-1063	53	12	in	in	ADP
brainmatters-1063	53	13	recent	recent	ADJ
brainmatters-1063	53	14	years	year	NOUN
brainmatters-1063	53	15	,	,	PUNCT
brainmatters-1063	53	16	hybrid	hybrid	NOUN
brainmatters-1063	53	17	models	model	NOUN
brainmatters-1063	53	18	that	that	PRON
brainmatters-1063	53	19	combine	combine	VERB
brainmatters-1063	53	20	convolutional	convolutional	ADJ
brainmatters-1063	53	21	neural	neural	ADJ
brainmatters-1063	53	22	networks	network	NOUN
brainmatters-1063	53	23	(	(	PUNCT
brainmatters-1063	53	24	cnns	cnns	PROPN
brainmatters-1063	53	25	)	)	PUNCT
brainmatters-1063	53	26	and	and	CCONJ
brainmatters-1063	53	27	support	support	VERB
brainmatters-1063	53	28	vector	vector	NOUN
brainmatters-1063	53	29	machines	machine	NOUN
brainmatters-1063	53	30	(	(	PUNCT
brainmatters-1063	53	31	svms	svms	NOUN
brainmatters-1063	53	32	)	)	PUNCT
brainmatters-1063	53	33	have	have	AUX
brainmatters-1063	53	34	gained	gain	VERB
brainmatters-1063	53	35	attention	attention	NOUN
brainmatters-1063	53	36	in	in	ADP
brainmatters-1063	53	37	alzheimer	alzheimer	PROPN
brainmatters-1063	53	38	’s	’s	PART
brainmatters-1063	53	39	disease	disease	NOUN
brainmatters-1063	53	40	diagnosis	diagnosis	NOUN
brainmatters-1063	53	41	,	,	PUNCT
brainmatters-1063	53	42	offering	offer	VERB
brainmatters-1063	53	43	a	a	DET
brainmatters-1063	53	44	more	more	ADV
brainmatters-1063	53	45	comprehensive	comprehensive	ADJ
brainmatters-1063	53	46	approach	approach	NOUN
brainmatters-1063	53	47	to	to	ADP
brainmatters-1063	53	48	early	early	ADJ
brainmatters-1063	53	49	detection	detection	NOUN
brainmatters-1063	53	50	and	and	CCONJ
brainmatters-1063	53	51	classification	classification	NOUN
brainmatters-1063	53	52	(	(	PUNCT
brainmatters-1063	53	53	li	li	PROPN
brainmatters-1063	53	54	2023	2023	NUM
brainmatters-1063	53	55	)	)	PUNCT
brainmatters-1063	53	56	.	.	PUNCT
brainmatters-1063	54	1	by	by	ADP
brainmatters-1063	54	2	integrating	integrate	VERB
brainmatters-1063	54	3	cnns	cnn	NOUN
brainmatters-1063	54	4	and	and	CCONJ
brainmatters-1063	54	5	svms	svms	NOUN
brainmatters-1063	54	6	,	,	PUNCT
brainmatters-1063	54	7	these	these	DET
brainmatters-1063	54	8	models	model	NOUN
brainmatters-1063	54	9	provide	provide	VERB
brainmatters-1063	54	10	a	a	DET
brainmatters-1063	54	11	robust	robust	ADJ
brainmatters-1063	54	12	framework	framework	NOUN
brainmatters-1063	54	13	to	to	PART
brainmatters-1063	54	14	handle	handle	VERB
brainmatters-1063	54	15	the	the	DET
brainmatters-1063	54	16	complexity	complexity	NOUN
brainmatters-1063	54	17	of	of	ADP
brainmatters-1063	54	18	high	high	ADJ
brainmatters-1063	54	19	-	-	PUNCT
brainmatters-1063	54	20	dimensional	dimensional	ADJ
brainmatters-1063	54	21	neuroimaging	neuroimaging	ADJ
brainmatters-1063	54	22	data	datum	NOUN
brainmatters-1063	54	23	,	,	PUNCT
brainmatters-1063	54	24	which	which	PRON
brainmatters-1063	54	25	is	be	AUX
brainmatters-1063	54	26	essential	essential	ADJ
brainmatters-1063	54	27	for	for	ADP
brainmatters-1063	54	28	identifying	identify	VERB
brainmatters-1063	54	29	subtle	subtle	ADJ
brainmatters-1063	54	30	early	early	ADJ
brainmatters-1063	54	31	-	-	PUNCT
brainmatters-1063	54	32	stage	stage	NOUN
brainmatters-1063	54	33	markers	marker	NOUN
brainmatters-1063	54	34	of	of	ADP
brainmatters-1063	54	35	alzheimer	alzheimer	PROPN
brainmatters-1063	54	36	’s	’s	PART
brainmatters-1063	54	37	.	.	PUNCT
brainmatters-1063	55	1	hybrid	hybrid	ADJ
brainmatters-1063	55	2	models	model	NOUN
brainmatters-1063	55	3	leverage	leverage	VERB
brainmatters-1063	55	4	the	the	DET
brainmatters-1063	55	5	unique	unique	ADJ
brainmatters-1063	55	6	strengths	strength	NOUN
brainmatters-1063	55	7	of	of	ADP
brainmatters-1063	55	8	cnns	cnn	NOUN
brainmatters-1063	55	9	and	and	CCONJ
brainmatters-1063	55	10	svms	svms	NOUN
brainmatters-1063	55	11	.	.	PUNCT
brainmatters-1063	56	1	cnns	cnns	PROPN
brainmatters-1063	56	2	are	be	AUX
brainmatters-1063	56	3	particularly	particularly	ADV
brainmatters-1063	56	4	skilled	skilled	ADJ
brainmatters-1063	56	5	at	at	ADP
brainmatters-1063	56	6	extracting	extract	VERB
brainmatters-1063	56	7	features	feature	NOUN
brainmatters-1063	56	8	brain	brain	NOUN
brainmatters-1063	56	9	matters	matter	NOUN
brainmatters-1063	56	10	vol	vol	NOUN
brainmatters-1063	56	11	.	.	PROPN
brainmatters-1063	56	12	8	8	NUM
brainmatters-1063	56	13	2025	2025	NUM
brainmatters-1063	56	14	figure	figure	NOUN
brainmatters-1063	56	15	3	3	NUM
brainmatters-1063	56	16	.	.	PUNCT
brainmatters-1063	57	1	support	support	NOUN
brainmatters-1063	57	2	vector	vector	NOUN
brainmatters-1063	57	3	machine	machine	NOUN
brainmatters-1063	57	4	(	(	PUNCT
brainmatters-1063	57	5	svm	svm	PROPN
brainmatters-1063	57	6	)	)	PUNCT
brainmatters-1063	57	7	diagram	diagram	NOUN
brainmatters-1063	57	8	showing	show	VERB
brainmatters-1063	57	9	a	a	DET
brainmatters-1063	57	10	decision	decision	NOUN
brainmatters-1063	57	11	boundary	boundary	NOUN
brainmatters-1063	57	12	separating	separate	VERB
brainmatters-1063	57	13	two	two	NUM
brainmatters-1063	57	14	classes	class	NOUN
brainmatters-1063	57	15	.	.	PUNCT
brainmatters-1063	58	1	(	(	PUNCT
brainmatters-1063	58	2	tan	tan	NOUN
brainmatters-1063	58	3	2020	2020	NUM
brainmatters-1063	58	4	)	)	PUNCT
brainmatters-1063	58	5	.	.	PUNCT
brainmatters-1063	59	1	from	from	ADP
brainmatters-1063	59	2	complex	complex	ADJ
brainmatters-1063	59	3	neuroimaging	neuroimaging	ADJ
brainmatters-1063	59	4	data	datum	NOUN
brainmatters-1063	59	5	,	,	PUNCT
brainmatters-1063	59	6	such	such	ADJ
brainmatters-1063	59	7	as	as	ADP
brainmatters-1063	59	8	magnetic	magnetic	ADJ
brainmatters-1063	59	9	resonance	resonance	NOUN
brainmatters-1063	59	10	imaging	imaging	NOUN
brainmatters-1063	59	11	(	(	PUNCT
brainmatters-1063	59	12	mri	mri	NOUN
brainmatters-1063	59	13	)	)	PUNCT
brainmatters-1063	59	14	and	and	CCONJ
brainmatters-1063	59	15	positron	positron	NOUN
brainmatters-1063	59	16	emission	emission	NOUN
brainmatters-1063	59	17	tomography	tomography	NOUN
brainmatters-1063	59	18	(	(	PUNCT
brainmatters-1063	59	19	pet	pet	NOUN
brainmatters-1063	59	20	)	)	PUNCT
brainmatters-1063	59	21	scans	scan	NOUN
brainmatters-1063	59	22	.	.	PUNCT
brainmatters-1063	60	1	these	these	DET
brainmatters-1063	60	2	models	model	NOUN
brainmatters-1063	60	3	can	can	AUX
brainmatters-1063	60	4	detect	detect	VERB
brainmatters-1063	60	5	early	early	ADJ
brainmatters-1063	60	6	neurodegenerative	neurodegenerative	ADJ
brainmatters-1063	60	7	changes	change	NOUN
brainmatters-1063	60	8	,	,	PUNCT
brainmatters-1063	60	9	including	include	VERB
brainmatters-1063	60	10	hippocampal	hippocampal	ADJ
brainmatters-1063	60	11	atrophy	atrophy	NOUN
brainmatters-1063	60	12	,	,	PUNCT
brainmatters-1063	60	13	cortical	cortical	ADJ
brainmatters-1063	60	14	thinning	thinning	NOUN
brainmatters-1063	60	15	,	,	PUNCT
brainmatters-1063	60	16	and	and	CCONJ
brainmatters-1063	60	17	ventricular	ventricular	ADJ
brainmatters-1063	60	18	enlargement	enlargement	NOUN
brainmatters-1063	60	19	—	—	PUNCT
brainmatters-1063	60	20	key	key	ADJ
brainmatters-1063	60	21	biomarkers	biomarker	NOUN
brainmatters-1063	60	22	for	for	ADP
brainmatters-1063	60	23	diagnosing	diagnose	VERB
brainmatters-1063	60	24	alzheimer	alzheimer	NOUN
brainmatters-1063	60	25	’s	’s	X
brainmatters-1063	60	26	at	at	ADP
brainmatters-1063	60	27	its	its	PRON
brainmatters-1063	60	28	early	early	ADJ
brainmatters-1063	60	29	stages	stage	NOUN
brainmatters-1063	60	30	(	(	PUNCT
brainmatters-1063	60	31	oostven	oostven	ADJ
brainmatters-1063	60	32	2021	2021	NUM
brainmatters-1063	60	33	)	)	PUNCT
brainmatters-1063	60	34	.	.	PUNCT
brainmatters-1063	61	1	however	however	ADV
brainmatters-1063	61	2	,	,	PUNCT
brainmatters-1063	61	3	while	while	SCONJ
brainmatters-1063	61	4	cnns	cnn	NOUN
brainmatters-1063	61	5	excel	excel	VERB
brainmatters-1063	61	6	at	at	ADP
brainmatters-1063	61	7	identifying	identify	VERB
brainmatters-1063	61	8	these	these	DET
brainmatters-1063	61	9	features	feature	NOUN
brainmatters-1063	61	10	,	,	PUNCT
brainmatters-1063	61	11	they	they	PRON
brainmatters-1063	61	12	often	often	ADV
brainmatters-1063	61	13	lack	lack	VERB
brainmatters-1063	61	14	the	the	DET
brainmatters-1063	61	15	precision	precision	NOUN
brainmatters-1063	61	16	needed	need	VERB
brainmatters-1063	61	17	for	for	ADP
brainmatters-1063	61	18	effective	effective	ADJ
brainmatters-1063	61	19	classification	classification	NOUN
brainmatters-1063	61	20	.	.	PUNCT
brainmatters-1063	62	1	this	this	PRON
brainmatters-1063	62	2	is	be	AUX
brainmatters-1063	62	3	where	where	SCONJ
brainmatters-1063	62	4	svms	svms	NOUN
brainmatters-1063	62	5	become	become	VERB
brainmatters-1063	62	6	valuable	valuable	ADJ
brainmatters-1063	62	7	,	,	PUNCT
brainmatters-1063	62	8	as	as	SCONJ
brainmatters-1063	62	9	they	they	PRON
brainmatters-1063	62	10	create	create	VERB
brainmatters-1063	62	11	precise	precise	ADJ
brainmatters-1063	62	12	boundaries	boundary	NOUN
brainmatters-1063	62	13	that	that	PRON
brainmatters-1063	62	14	distinguish	distinguish	VERB
brainmatters-1063	62	15	different	different	ADJ
brainmatters-1063	62	16	cognitive	cognitive	ADJ
brainmatters-1063	62	17	states	state	NOUN
brainmatters-1063	62	18	,	,	PUNCT
brainmatters-1063	62	19	such	such	ADJ
brainmatters-1063	62	20	as	as	ADP
brainmatters-1063	62	21	healthy	healthy	ADJ
brainmatters-1063	62	22	controls	control	NOUN
brainmatters-1063	62	23	,	,	PUNCT
brainmatters-1063	62	24	patients	patient	NOUN
brainmatters-1063	62	25	with	with	ADP
brainmatters-1063	62	26	mild	mild	ADJ
brainmatters-1063	62	27	cognitive	cognitive	ADJ
brainmatters-1063	62	28	impairment	impairment	NOUN
brainmatters-1063	62	29	(	(	PUNCT
brainmatters-1063	62	30	mci	mci	NOUN
brainmatters-1063	62	31	)	)	PUNCT
brainmatters-1063	62	32	,	,	PUNCT
brainmatters-1063	62	33	and	and	CCONJ
brainmatters-1063	62	34	those	those	PRON
brainmatters-1063	62	35	with	with	ADP
brainmatters-1063	62	36	alzheimer	alzheimer	PROPN
brainmatters-1063	62	37	’s	’s	PART
brainmatters-1063	62	38	disease	disease	NOUN
brainmatters-1063	62	39	(	(	PUNCT
brainmatters-1063	62	40	ahmadi	ahmadi	PROPN
brainmatters-1063	62	41	et	et	PROPN
brainmatters-1063	62	42	al	al	PROPN
brainmatters-1063	62	43	.	.	PROPN
brainmatters-1063	62	44	,	,	PUNCT
brainmatters-1063	62	45	2024	2024	NUM
brainmatters-1063	62	46	)	)	PUNCT
brainmatters-1063	62	47	.	.	PUNCT
brainmatters-1063	63	1	a	a	DET
brainmatters-1063	63	2	study	study	NOUN
brainmatters-1063	63	3	by	by	ADP
brainmatters-1063	63	4	al	al	PROPN
brainmatters-1063	63	5	subaie	subaie	PROPN
brainmatters-1063	63	6	et	et	PROPN
brainmatters-1063	63	7	al	al	PROPN
brainmatters-1063	63	8	.	.	PROPN
brainmatters-1063	63	9	demonstrated	demonstrate	VERB
brainmatters-1063	63	10	the	the	DET
brainmatters-1063	63	11	effectiveness	effectiveness	NOUN
brainmatters-1063	63	12	of	of	ADP
brainmatters-1063	63	13	a	a	DET
brainmatters-1063	63	14	cnn	cnn	PROPN
brainmatters-1063	63	15	-	-	PUNCT
brainmatters-1063	63	16	svm	svm	ADJ
brainmatters-1063	63	17	hybrid	hybrid	NOUN
brainmatters-1063	63	18	model	model	NOUN
brainmatters-1063	63	19	applied	apply	VERB
brainmatters-1063	63	20	to	to	ADP
brainmatters-1063	63	21	neuroimaging	neuroimage	VERB
brainmatters-1063	63	22	data	datum	NOUN
brainmatters-1063	63	23	,	,	PUNCT
brainmatters-1063	63	24	showing	show	VERB
brainmatters-1063	63	25	the	the	DET
brainmatters-1063	63	26	model	model	NOUN
brainmatters-1063	63	27	’s	’s	PART
brainmatters-1063	63	28	ability	ability	NOUN
brainmatters-1063	63	29	to	to	PART
brainmatters-1063	63	30	distinguish	distinguish	VERB
brainmatters-1063	63	31	between	between	ADP
brainmatters-1063	63	32	mci	mci	PROPN
brainmatters-1063	63	33	patients	patient	NOUN
brainmatters-1063	63	34	likely	likely	ADJ
brainmatters-1063	63	35	to	to	PART
brainmatters-1063	63	36	progress	progress	VERB
brainmatters-1063	63	37	to	to	ADP
brainmatters-1063	63	38	alzheimer	alzheimer	PROPN
brainmatters-1063	63	39	’s	’s	PART
brainmatters-1063	63	40	and	and	CCONJ
brainmatters-1063	63	41	those	those	PRON
brainmatters-1063	63	42	who	who	PRON
brainmatters-1063	63	43	are	be	AUX
brainmatters-1063	63	44	not	not	PART
brainmatters-1063	63	45	.	.	PUNCT
brainmatters-1063	64	1	this	this	DET
brainmatters-1063	64	2	research	research	NOUN
brainmatters-1063	64	3	highlighted	highlight	VERB
brainmatters-1063	64	4	the	the	DET
brainmatters-1063	64	5	advantage	advantage	NOUN
brainmatters-1063	64	6	of	of	ADP
brainmatters-1063	64	7	combining	combine	VERB
brainmatters-1063	64	8	cnns	cnn	NOUN
brainmatters-1063	64	9	’	'	PUNCT
brainmatters-1063	64	10	feature	feature	NOUN
brainmatters-1063	64	11	extraction	extraction	NOUN
brainmatters-1063	64	12	capabilities	capability	NOUN
brainmatters-1063	64	13	with	with	ADP
brainmatters-1063	64	14	svms	svms	NOUN
brainmatters-1063	64	15	’	'	PUNCT
brainmatters-1063	64	16	classification	classification	NOUN
brainmatters-1063	64	17	strength	strength	NOUN
brainmatters-1063	64	18	.	.	PUNCT
brainmatters-1063	65	1	the	the	DET
brainmatters-1063	65	2	hybrid	hybrid	NOUN
brainmatters-1063	65	3	model	model	NOUN
brainmatters-1063	65	4	achieved	achieve	VERB
brainmatters-1063	65	5	a	a	DET
brainmatters-1063	65	6	higher	high	ADJ
brainmatters-1063	65	7	accuracy	accuracy	NOUN
brainmatters-1063	65	8	of	of	ADP
brainmatters-1063	65	9	98.20	98.20	NUM
brainmatters-1063	65	10	%	%	NOUN
brainmatters-1063	65	11	,	,	PUNCT
brainmatters-1063	65	12	compared	compare	VERB
brainmatters-1063	65	13	to	to	ADP
brainmatters-1063	65	14	91.70	91.70	NUM
brainmatters-1063	65	15	%	%	NOUN
brainmatters-1063	65	16	for	for	ADP
brainmatters-1063	65	17	models	model	NOUN
brainmatters-1063	65	18	relying	rely	VERB
brainmatters-1063	65	19	solely	solely	ADV
brainmatters-1063	65	20	on	on	ADP
brainmatters-1063	65	21	cnns	cnn	NOUN
brainmatters-1063	65	22	or	or	CCONJ
brainmatters-1063	65	23	svms	svms	NOUN
brainmatters-1063	65	24	.	.	PUNCT
brainmatters-1063	66	1	the	the	DET
brainmatters-1063	66	2	model	model	NOUN
brainmatters-1063	66	3	was	be	AUX
brainmatters-1063	66	4	particularly	particularly	ADV
brainmatters-1063	66	5	successful	successful	ADJ
brainmatters-1063	66	6	in	in	ADP
brainmatters-1063	66	7	detecting	detect	VERB
brainmatters-1063	66	8	subtle	subtle	ADJ
brainmatters-1063	66	9	brain	brain	NOUN
brainmatters-1063	66	10	changes	change	NOUN
brainmatters-1063	66	11	indicative	indicative	ADJ
brainmatters-1063	66	12	of	of	ADP
brainmatters-1063	66	13	mci	mci	PROPN
brainmatters-1063	66	14	conversion	conversion	NOUN
brainmatters-1063	66	15	,	,	PUNCT
brainmatters-1063	66	16	which	which	PRON
brainmatters-1063	66	17	is	be	AUX
brainmatters-1063	66	18	essential	essential	ADJ
brainmatters-1063	66	19	for	for	ADP
brainmatters-1063	66	20	timely	timely	ADJ
brainmatters-1063	66	21	intervention	intervention	NOUN
brainmatters-1063	66	22	(	(	PUNCT
brainmatters-1063	66	23	al	al	PROPN
brainmatters-1063	66	24	subaie	subaie	PROPN
brainmatters-1063	66	25	et	et	PROPN
brainmatters-1063	66	26	al	al	PROPN
brainmatters-1063	66	27	.	.	PROPN
brainmatters-1063	66	28	,	,	PUNCT
brainmatters-1063	66	29	2024	2024	NUM
brainmatters-1063	66	30	)	)	PUNCT
brainmatters-1063	66	31	.	.	PUNCT
brainmatters-1063	67	1	basheera	basheera	NOUN
brainmatters-1063	67	2	et	et	PROPN
brainmatters-1063	67	3	al	al	PROPN
brainmatters-1063	67	4	.	.	PROPN
brainmatters-1063	67	5	explored	explore	VERB
brainmatters-1063	67	6	hybrid	hybrid	ADJ
brainmatters-1063	67	7	deep	deep	ADJ
brainmatters-1063	67	8	learning	learning	NOUN
brainmatters-1063	67	9	models	model	NOUN
brainmatters-1063	67	10	using	use	VERB
brainmatters-1063	67	11	multimodal	multimodal	ADJ
brainmatters-1063	67	12	neuroimaging	neuroimaging	ADJ
brainmatters-1063	67	13	data	datum	NOUN
brainmatters-1063	67	14	,	,	PUNCT
brainmatters-1063	67	15	combining	combine	VERB
brainmatters-1063	67	16	mri	mri	NOUN
brainmatters-1063	67	17	and	and	CCONJ
brainmatters-1063	67	18	pet	pet	NOUN
brainmatters-1063	67	19	scans	scan	NOUN
brainmatters-1063	67	20	(	(	PUNCT
brainmatters-1063	67	21	basheera	basheera	NOUN
brainmatters-1063	67	22	et	et	PROPN
brainmatters-1063	67	23	al	al	PROPN
brainmatters-1063	67	24	.	.	PROPN
brainmatters-1063	67	25	,	,	PUNCT
brainmatters-1063	67	26	2019	2019	NUM
brainmatters-1063	67	27	)	)	PUNCT
brainmatters-1063	67	28	.	.	PUNCT
brainmatters-1063	68	1	in	in	ADP
brainmatters-1063	68	2	this	this	DET
brainmatters-1063	68	3	approach	approach	NOUN
brainmatters-1063	68	4	,	,	PUNCT
brainmatters-1063	68	5	the	the	DET
brainmatters-1063	68	6	cnn	cnn	PROPN
brainmatters-1063	68	7	component	component	NOUN
brainmatters-1063	68	8	analyzed	analyze	VERB
brainmatters-1063	68	9	the	the	DET
brainmatters-1063	68	10	raw	raw	ADJ
brainmatters-1063	68	11	imaging	imaging	NOUN
brainmatters-1063	68	12	data	datum	NOUN
brainmatters-1063	68	13	to	to	PART
brainmatters-1063	68	14	extract	extract	VERB
brainmatters-1063	68	15	patterns	pattern	NOUN
brainmatters-1063	68	16	of	of	ADP
brainmatters-1063	68	17	brain	brain	NOUN
brainmatters-1063	68	18	degeneration	degeneration	NOUN
brainmatters-1063	68	19	,	,	PUNCT
brainmatters-1063	68	20	which	which	PRON
brainmatters-1063	68	21	the	the	DET
brainmatters-1063	68	22	svm	svm	NOUN
brainmatters-1063	68	23	then	then	ADV
brainmatters-1063	68	24	classified	classify	VERB
brainmatters-1063	68	25	into	into	ADP
brainmatters-1063	68	26	diagnostic	diagnostic	ADJ
brainmatters-1063	68	27	categories	category	NOUN
brainmatters-1063	68	28	like	like	ADP
brainmatters-1063	68	29	non	non	ADJ
brainmatters-1063	68	30	-	-	ADJ
brainmatters-1063	68	31	demented	demented	ADJ
brainmatters-1063	68	32	,	,	PUNCT
brainmatters-1063	68	33	mci	mci	NOUN
brainmatters-1063	68	34	,	,	PUNCT
brainmatters-1063	68	35	and	and	CCONJ
brainmatters-1063	68	36	ad	ad	NOUN
brainmatters-1063	68	37	.	.	PUNCT
brainmatters-1063	69	1	this	this	DET
brainmatters-1063	69	2	hybrid	hybrid	ADJ
brainmatters-1063	69	3	method	method	NOUN
brainmatters-1063	69	4	demonstrated	demonstrate	VERB
brainmatters-1063	69	5	superior	superior	ADJ
brainmatters-1063	69	6	diagnostic	diagnostic	ADJ
brainmatters-1063	69	7	accuracy	accuracy	NOUN
brainmatters-1063	69	8	,	,	PUNCT
brainmatters-1063	69	9	especially	especially	ADV
brainmatters-1063	69	10	in	in	ADP
brainmatters-1063	69	11	differentiating	differentiate	VERB
brainmatters-1063	69	12	between	between	ADP
brainmatters-1063	69	13	early	early	ADJ
brainmatters-1063	69	14	mci	mci	PROPN
brainmatters-1063	69	15	and	and	CCONJ
brainmatters-1063	69	16	advanced	advanced	ADJ
brainmatters-1063	69	17	cognitive	cognitive	ADJ
brainmatters-1063	69	18	decline	decline	NOUN
brainmatters-1063	69	19	stages	stage	NOUN
brainmatters-1063	69	20	.	.	PUNCT
brainmatters-1063	70	1	the	the	DET
brainmatters-1063	70	2	results	result	NOUN
brainmatters-1063	70	3	showed	show	VERB
brainmatters-1063	70	4	that	that	SCONJ
brainmatters-1063	70	5	the	the	DET
brainmatters-1063	70	6	cnn	cnn	PROPN
brainmatters-1063	70	7	-	-	PUNCT
brainmatters-1063	70	8	svm	svm	PROPN
brainmatters-1063	70	9	model	model	NOUN
brainmatters-1063	70	10	outperformed	outperform	VERB
brainmatters-1063	70	11	traditional	traditional	ADJ
brainmatters-1063	70	12	diagnostic	diagnostic	ADJ
brainmatters-1063	70	13	methods	method	NOUN
brainmatters-1063	70	14	and	and	CCONJ
brainmatters-1063	70	15	standalone	standalone	NOUN
brainmatters-1063	70	16	machine	machine	NOUN
brainmatters-1063	70	17	-	-	PUNCT
brainmatters-1063	70	18	learning	learn	VERB
brainmatters-1063	70	19	models	model	NOUN
brainmatters-1063	70	20	in	in	ADP
brainmatters-1063	70	21	terms	term	NOUN
brainmatters-1063	70	22	of	of	ADP
brainmatters-1063	70	23	accuracy	accuracy	NOUN
brainmatters-1063	70	24	,	,	PUNCT
brainmatters-1063	70	25	sensitivity	sensitivity	NOUN
brainmatters-1063	70	26	,	,	PUNCT
brainmatters-1063	70	27	and	and	CCONJ
brainmatters-1063	70	28	specificity	specificity	NOUN
brainmatters-1063	70	29	,	,	PUNCT
brainmatters-1063	70	30	achieving	achieve	VERB
brainmatters-1063	70	31	90.47	90.47	NUM
brainmatters-1063	70	32	%	%	NOUN
brainmatters-1063	70	33	accuracy	accuracy	NOUN
brainmatters-1063	70	34	,	,	PUNCT
brainmatters-1063	70	35	86.66	86.66	NUM
brainmatters-1063	70	36	%	%	NOUN
brainmatters-1063	70	37	recall	recall	NOUN
brainmatters-1063	70	38	,	,	PUNCT
brainmatters-1063	70	39	and	and	CCONJ
brainmatters-1063	70	40	92.59	92.59	NUM
brainmatters-1063	70	41	%	%	NOUN
brainmatters-1063	70	42	precision	precision	NOUN
brainmatters-1063	70	43	(	(	PUNCT
brainmatters-1063	70	44	basheera	basheera	NOUN
brainmatters-1063	70	45	et	et	PROPN
brainmatters-1063	70	46	al	al	PROPN
brainmatters-1063	70	47	.	.	PROPN
brainmatters-1063	70	48	,	,	PUNCT
brainmatters-1063	70	49	2019	2019	NUM
brainmatters-1063	70	50	)	)	PUNCT
brainmatters-1063	70	51	.	.	PUNCT
brainmatters-1063	71	1	both	both	DET
brainmatters-1063	71	2	studies	study	NOUN
brainmatters-1063	71	3	emphasize	emphasize	VERB
brainmatters-1063	71	4	the	the	DET
brainmatters-1063	71	5	potential	potential	NOUN
brainmatters-1063	71	6	of	of	ADP
brainmatters-1063	71	7	hybrid	hybrid	ADJ
brainmatters-1063	71	8	models	model	NOUN
brainmatters-1063	71	9	to	to	PART
brainmatters-1063	71	10	bridge	bridge	VERB
brainmatters-1063	71	11	the	the	DET
brainmatters-1063	71	12	gap	gap	NOUN
brainmatters-1063	71	13	between	between	ADP
brainmatters-1063	71	14	feature	feature	NOUN
brainmatters-1063	71	15	extraction	extraction	NOUN
brainmatters-1063	71	16	and	and	CCONJ
brainmatters-1063	71	17	classification	classification	NOUN
brainmatters-1063	71	18	,	,	PUNCT
brainmatters-1063	71	19	especially	especially	ADV
brainmatters-1063	71	20	when	when	SCONJ
brainmatters-1063	71	21	dealing	deal	VERB
brainmatters-1063	71	22	with	with	ADP
brainmatters-1063	71	23	high	high	ADJ
brainmatters-1063	71	24	-	-	PUNCT
brainmatters-1063	71	25	dimensional	dimensional	ADJ
brainmatters-1063	71	26	neuroimaging	neuroimaging	ADJ
brainmatters-1063	71	27	data	datum	NOUN
brainmatters-1063	71	28	.	.	PUNCT
brainmatters-1063	72	1	by	by	ADP
brainmatters-1063	72	2	allowing	allow	VERB
brainmatters-1063	72	3	cnns	cnn	NOUN
brainmatters-1063	72	4	to	to	PART
brainmatters-1063	72	5	identify	identify	VERB
brainmatters-1063	72	6	complex	complex	ADJ
brainmatters-1063	72	7	biomarkers	biomarker	NOUN
brainmatters-1063	72	8	and	and	CCONJ
brainmatters-1063	72	9	enabling	enable	VERB
brainmatters-1063	72	10	svms	svms	NOUN
brainmatters-1063	72	11	to	to	PART
brainmatters-1063	72	12	classify	classify	VERB
brainmatters-1063	72	13	these	these	DET
brainmatters-1063	72	14	features	feature	NOUN
brainmatters-1063	72	15	accurately	accurately	ADV
brainmatters-1063	72	16	,	,	PUNCT
brainmatters-1063	72	17	hybrid	hybrid	ADJ
brainmatters-1063	72	18	models	model	NOUN
brainmatters-1063	72	19	offer	offer	VERB
brainmatters-1063	72	20	a	a	DET
brainmatters-1063	72	21	more	more	ADV
brainmatters-1063	72	22	nuanced	nuanced	ADJ
brainmatters-1063	72	23	approach	approach	NOUN
brainmatters-1063	72	24	to	to	ADP
brainmatters-1063	72	25	diagnosing	diagnose	VERB
brainmatters-1063	72	26	alzheimer	alzheimer	PROPN
brainmatters-1063	72	27	’s	’s	PART
brainmatters-1063	72	28	disease	disease	NOUN
brainmatters-1063	72	29	.	.	PUNCT
brainmatters-1063	73	1	this	this	DET
brainmatters-1063	73	2	combination	combination	NOUN
brainmatters-1063	73	3	captures	capture	VERB
brainmatters-1063	73	4	subtle	subtle	ADJ
brainmatters-1063	73	5	brain	brain	NOUN
brainmatters-1063	73	6	patterns	pattern	NOUN
brainmatters-1063	73	7	that	that	SCONJ
brainmatters-1063	73	8	conventional	conventional	ADJ
brainmatters-1063	73	9	methods	method	NOUN
brainmatters-1063	73	10	might	might	AUX
brainmatters-1063	73	11	miss	miss	VERB
brainmatters-1063	73	12	,	,	PUNCT
brainmatters-1063	73	13	which	which	PRON
brainmatters-1063	73	14	is	be	AUX
brainmatters-1063	73	15	crucial	crucial	ADJ
brainmatters-1063	73	16	for	for	ADP
brainmatters-1063	73	17	early	early	ADJ
brainmatters-1063	73	18	detection	detection	NOUN
brainmatters-1063	73	19	.	.	PUNCT
brainmatters-1063	74	1	with	with	ADP
brainmatters-1063	74	2	earlier	early	ADJ
brainmatters-1063	74	3	intervention	intervention	NOUN
brainmatters-1063	74	4	,	,	PUNCT
brainmatters-1063	74	5	hybrid	hybrid	ADJ
brainmatters-1063	74	6	models	model	NOUN
brainmatters-1063	74	7	could	could	AUX
brainmatters-1063	74	8	lead	lead	VERB
brainmatters-1063	74	9	to	to	ADP
brainmatters-1063	74	10	more	more	ADV
brainmatters-1063	74	11	accurate	accurate	ADJ
brainmatters-1063	74	12	diagnoses	diagnosis	NOUN
brainmatters-1063	74	13	and	and	CCONJ
brainmatters-1063	74	14	better	well	ADJ
brainmatters-1063	74	15	treatment	treatment	NOUN
brainmatters-1063	74	16	options	option	NOUN
brainmatters-1063	74	17	,	,	PUNCT
brainmatters-1063	74	18	potentially	potentially	ADV
brainmatters-1063	74	19	improving	improve	VERB
brainmatters-1063	74	20	patient	patient	ADJ
brainmatters-1063	74	21	outcomes	outcome	NOUN
brainmatters-1063	74	22	.	.	PUNCT
brainmatters-1063	75	1	20	20	NUM
brainmatters-1063	75	2	considerations	consideration	NOUN
brainmatters-1063	75	3	and	and	CCONJ
brainmatters-1063	75	4	future	future	ADJ
brainmatters-1063	75	5	directions	direction	NOUN
brainmatters-1063	75	6	:	:	PUNCT
brainmatters-1063	75	7	evaluating	evaluate	VERB
brainmatters-1063	75	8	the	the	DET
brainmatters-1063	75	9	potential	potential	NOUN
brainmatters-1063	75	10	of	of	ADP
brainmatters-1063	75	11	hybrid	hybrid	ADJ
brainmatters-1063	75	12	models	model	NOUN
brainmatters-1063	75	13	for	for	ADP
brainmatters-1063	75	14	clinical	clinical	ADJ
brainmatters-1063	75	15	adoption	adoption	NOUN
brainmatters-1063	75	16	while	while	SCONJ
brainmatters-1063	75	17	hybrid	hybrid	ADJ
brainmatters-1063	75	18	models	model	NOUN
brainmatters-1063	75	19	combining	combine	VERB
brainmatters-1063	75	20	neural	neural	ADJ
brainmatters-1063	75	21	networks	network	NOUN
brainmatters-1063	75	22	(	(	PUNCT
brainmatters-1063	75	23	nns	nn	NOUN
brainmatters-1063	75	24	)	)	PUNCT
brainmatters-1063	75	25	and	and	CCONJ
brainmatters-1063	75	26	support	support	VERB
brainmatters-1063	75	27	vector	vector	NOUN
brainmatters-1063	75	28	machines	machine	NOUN
brainmatters-1063	75	29	(	(	PUNCT
brainmatters-1063	75	30	svms	svms	NOUN
brainmatters-1063	75	31	)	)	PUNCT
brainmatters-1063	75	32	show	show	VERB
brainmatters-1063	75	33	significant	significant	ADJ
brainmatters-1063	75	34	potential	potential	NOUN
brainmatters-1063	75	35	in	in	ADP
brainmatters-1063	75	36	improving	improve	VERB
brainmatters-1063	75	37	the	the	DET
brainmatters-1063	75	38	accuracy	accuracy	NOUN
brainmatters-1063	75	39	of	of	ADP
brainmatters-1063	75	40	alzheimer	alzheimer	PROPN
brainmatters-1063	75	41	’s	’s	PART
brainmatters-1063	75	42	diagnosis	diagnosis	NOUN
brainmatters-1063	75	43	,	,	PUNCT
brainmatters-1063	75	44	several	several	ADJ
brainmatters-1063	75	45	challenges	challenge	NOUN
brainmatters-1063	75	46	currently	currently	ADV
brainmatters-1063	75	47	limit	limit	VERB
brainmatters-1063	75	48	their	their	PRON
brainmatters-1063	75	49	adoption	adoption	NOUN
brainmatters-1063	75	50	in	in	ADP
brainmatters-1063	75	51	clinical	clinical	ADJ
brainmatters-1063	75	52	practice	practice	NOUN
brainmatters-1063	75	53	.	.	PUNCT
brainmatters-1063	76	1	one	one	NUM
brainmatters-1063	76	2	major	major	ADJ
brainmatters-1063	76	3	challenge	challenge	NOUN
brainmatters-1063	76	4	is	be	AUX
brainmatters-1063	76	5	the	the	DET
brainmatters-1063	76	6	complexity	complexity	NOUN
brainmatters-1063	76	7	and	and	CCONJ
brainmatters-1063	76	8	quality	quality	NOUN
brainmatters-1063	76	9	of	of	ADP
brainmatters-1063	76	10	data	datum	NOUN
brainmatters-1063	76	11	required	require	VERB
brainmatters-1063	76	12	for	for	ADP
brainmatters-1063	76	13	these	these	DET
brainmatters-1063	76	14	models	model	NOUN
brainmatters-1063	76	15	to	to	PART
brainmatters-1063	76	16	perform	perform	VERB
brainmatters-1063	76	17	effectively	effectively	ADV
brainmatters-1063	76	18	.	.	PUNCT
brainmatters-1063	77	1	cnns	cnns	PROPN
brainmatters-1063	77	2	,	,	PUNCT
brainmatters-1063	77	3	a	a	DET
brainmatters-1063	77	4	critical	critical	ADJ
brainmatters-1063	77	5	component	component	NOUN
brainmatters-1063	77	6	of	of	ADP
brainmatters-1063	77	7	hybrid	hybrid	NOUN
brainmatters-1063	77	8	models	model	NOUN
brainmatters-1063	77	9	,	,	PUNCT
brainmatters-1063	77	10	rely	rely	VERB
brainmatters-1063	77	11	heavily	heavily	ADV
brainmatters-1063	77	12	on	on	ADP
brainmatters-1063	77	13	neuroimaging	neuroimaging	ADJ
brainmatters-1063	77	14	data	datum	NOUN
brainmatters-1063	77	15	,	,	PUNCT
brainmatters-1063	77	16	which	which	PRON
brainmatters-1063	77	17	is	be	AUX
brainmatters-1063	77	18	often	often	ADV
brainmatters-1063	77	19	difficult	difficult	ADJ
brainmatters-1063	77	20	and	and	CCONJ
brainmatters-1063	77	21	costly	costly	ADJ
brainmatters-1063	77	22	to	to	PART
brainmatters-1063	77	23	obtain	obtain	VERB
brainmatters-1063	77	24	at	at	ADP
brainmatters-1063	77	25	the	the	DET
brainmatters-1063	77	26	scale	scale	NOUN
brainmatters-1063	77	27	needed	need	VERB
brainmatters-1063	77	28	for	for	ADP
brainmatters-1063	77	29	robust	robust	ADJ
brainmatters-1063	77	30	machine	machine	NOUN
brainmatters-1063	77	31	learning	learning	NOUN
brainmatters-1063	77	32	.	.	PUNCT
brainmatters-1063	78	1	studies	study	NOUN
brainmatters-1063	78	2	,	,	PUNCT
brainmatters-1063	78	3	including	include	VERB
brainmatters-1063	78	4	those	those	PRON
brainmatters-1063	78	5	focusing	focus	VERB
brainmatters-1063	78	6	on	on	ADP
brainmatters-1063	78	7	multimodal	multimodal	ADJ
brainmatters-1063	78	8	approaches	approach	NOUN
brainmatters-1063	78	9	,	,	PUNCT
brainmatters-1063	78	10	have	have	AUX
brainmatters-1063	78	11	highlighted	highlight	VERB
brainmatters-1063	78	12	that	that	SCONJ
brainmatters-1063	78	13	even	even	ADV
brainmatters-1063	78	14	well	well	ADV
brainmatters-1063	78	15	-	-	PUNCT
brainmatters-1063	78	16	curated	curate	VERB
brainmatters-1063	78	17	datasets	dataset	NOUN
brainmatters-1063	78	18	like	like	ADP
brainmatters-1063	78	19	the	the	DET
brainmatters-1063	78	20	alzheimer	alzheimer	PROPN
brainmatters-1063	78	21	’s	’s	PART
brainmatters-1063	78	22	disease	disease	NOUN
brainmatters-1063	78	23	neuroimaging	neuroimaging	NOUN
brainmatters-1063	78	24	initiative	initiative	NOUN
brainmatters-1063	78	25	(	(	PUNCT
brainmatters-1063	78	26	adni	adni	NOUN
brainmatters-1063	78	27	)	)	PUNCT
brainmatters-1063	78	28	are	be	AUX
brainmatters-1063	78	29	often	often	ADV
brainmatters-1063	78	30	insufficiently	insufficiently	ADV
brainmatters-1063	78	31	large	large	ADJ
brainmatters-1063	78	32	or	or	CCONJ
brainmatters-1063	78	33	diverse	diverse	ADJ
brainmatters-1063	78	34	to	to	PART
brainmatters-1063	78	35	ensure	ensure	VERB
brainmatters-1063	78	36	the	the	DET
brainmatters-1063	78	37	generalizability	generalizability	NOUN
brainmatters-1063	78	38	of	of	ADP
brainmatters-1063	78	39	cnns	cnn	NOUN
brainmatters-1063	78	40	across	across	ADP
brainmatters-1063	78	41	various	various	ADJ
brainmatters-1063	78	42	populations	population	NOUN
brainmatters-1063	78	43	.	.	PUNCT
brainmatters-1063	79	1	additionally	additionally	ADV
brainmatters-1063	79	2	,	,	PUNCT
brainmatters-1063	79	3	collecting	collect	VERB
brainmatters-1063	79	4	such	such	ADJ
brainmatters-1063	79	5	data	datum	NOUN
brainmatters-1063	79	6	is	be	AUX
brainmatters-1063	79	7	complicated	complicate	VERB
brainmatters-1063	79	8	by	by	ADP
brainmatters-1063	79	9	privacy	privacy	NOUN
brainmatters-1063	79	10	concerns	concern	NOUN
brainmatters-1063	79	11	,	,	PUNCT
brainmatters-1063	79	12	which	which	PRON
brainmatters-1063	79	13	can	can	AUX
brainmatters-1063	79	14	further	far	ADV
brainmatters-1063	79	15	limit	limit	VERB
brainmatters-1063	79	16	the	the	DET
brainmatters-1063	79	17	availability	availability	NOUN
brainmatters-1063	79	18	of	of	ADP
brainmatters-1063	79	19	comprehensive	comprehensive	ADJ
brainmatters-1063	79	20	datasets	dataset	NOUN
brainmatters-1063	79	21	(	(	PUNCT
brainmatters-1063	79	22	ismail	ismail	NOUN
brainmatters-1063	79	23	et	et	PROPN
brainmatters-1063	79	24	al	al	PROPN
brainmatters-1063	79	25	.	.	PROPN
brainmatters-1063	79	26	,	,	PUNCT
brainmatters-1063	79	27	2022	2022	NUM
brainmatters-1063	79	28	)	)	PUNCT
brainmatters-1063	79	29	.	.	PUNCT
brainmatters-1063	80	1	another	another	DET
brainmatters-1063	80	2	significant	significant	ADJ
brainmatters-1063	80	3	challenge	challenge	NOUN
brainmatters-1063	80	4	is	be	AUX
brainmatters-1063	80	5	the	the	DET
brainmatters-1063	80	6	interpretability	interpretability	NOUN
brainmatters-1063	80	7	of	of	ADP
brainmatters-1063	80	8	hybrid	hybrid	ADJ
brainmatters-1063	80	9	models	model	NOUN
brainmatters-1063	80	10	.	.	PUNCT
brainmatters-1063	81	1	neural	neural	ADJ
brainmatters-1063	81	2	networks	network	NOUN
brainmatters-1063	81	3	,	,	PUNCT
brainmatters-1063	81	4	especially	especially	ADV
brainmatters-1063	81	5	cnns	cnns	ADJ
brainmatters-1063	81	6	,	,	PUNCT
brainmatters-1063	81	7	often	often	ADV
brainmatters-1063	81	8	function	function	VERB
brainmatters-1063	81	9	as	as	ADP
brainmatters-1063	81	10	“	"	PUNCT
brainmatters-1063	81	11	black	black	ADJ
brainmatters-1063	81	12	boxes	box	NOUN
brainmatters-1063	81	13	,	,	PUNCT
brainmatters-1063	81	14	”	"	PUNCT
brainmatters-1063	81	15	producing	produce	VERB
brainmatters-1063	81	16	diagnostic	diagnostic	ADJ
brainmatters-1063	81	17	results	result	NOUN
brainmatters-1063	81	18	without	without	ADP
brainmatters-1063	81	19	revealing	reveal	VERB
brainmatters-1063	81	20	how	how	SCONJ
brainmatters-1063	81	21	they	they	PRON
brainmatters-1063	81	22	arrived	arrive	VERB
brainmatters-1063	81	23	at	at	ADP
brainmatters-1063	81	24	those	those	DET
brainmatters-1063	81	25	conclusions	conclusion	NOUN
brainmatters-1063	81	26	.	.	PUNCT
brainmatters-1063	82	1	this	this	DET
brainmatters-1063	82	2	lack	lack	NOUN
brainmatters-1063	82	3	of	of	ADP
brainmatters-1063	82	4	transparency	transparency	NOUN
brainmatters-1063	82	5	makes	make	VERB
brainmatters-1063	82	6	it	it	PRON
brainmatters-1063	82	7	difficult	difficult	ADJ
brainmatters-1063	82	8	for	for	SCONJ
brainmatters-1063	82	9	healthcare	healthcare	NOUN
brainmatters-1063	82	10	professionals	professional	NOUN
brainmatters-1063	82	11	to	to	PART
brainmatters-1063	82	12	understand	understand	VERB
brainmatters-1063	82	13	and	and	CCONJ
brainmatters-1063	82	14	trust	trust	VERB
brainmatters-1063	82	15	the	the	DET
brainmatters-1063	82	16	model	model	NOUN
brainmatters-1063	82	17	’s	’s	PART
brainmatters-1063	82	18	rationale	rationale	NOUN
brainmatters-1063	82	19	,	,	PUNCT
brainmatters-1063	82	20	particularly	particularly	ADV
brainmatters-1063	82	21	when	when	SCONJ
brainmatters-1063	82	22	making	make	VERB
brainmatters-1063	82	23	critical	critical	ADJ
brainmatters-1063	82	24	patient	patient	NOUN
brainmatters-1063	82	25	care	care	NOUN
brainmatters-1063	82	26	decisions	decision	NOUN
brainmatters-1063	82	27	.	.	PUNCT
brainmatters-1063	83	1	while	while	SCONJ
brainmatters-1063	83	2	efforts	effort	NOUN
brainmatters-1063	83	3	like	like	ADP
brainmatters-1063	83	4	explainable	explainable	ADJ
brainmatters-1063	83	5	ai	ai	VERB
brainmatters-1063	83	6	have	have	AUX
brainmatters-1063	83	7	aimed	aim	VERB
brainmatters-1063	83	8	to	to	PART
brainmatters-1063	83	9	make	make	VERB
brainmatters-1063	83	10	machine	machine	NOUN
brainmatters-1063	83	11	learning	learning	NOUN
brainmatters-1063	83	12	models	model	NOUN
brainmatters-1063	83	13	more	more	ADV
brainmatters-1063	83	14	interpretable	interpretable	ADJ
brainmatters-1063	83	15	,	,	PUNCT
brainmatters-1063	83	16	the	the	DET
brainmatters-1063	83	17	need	need	NOUN
brainmatters-1063	83	18	for	for	ADP
brainmatters-1063	83	19	transparent	transparent	ADJ
brainmatters-1063	83	20	decision	decision	NOUN
brainmatters-1063	83	21	-	-	PUNCT
brainmatters-1063	83	22	making	making	NOUN
brainmatters-1063	83	23	remains	remain	VERB
brainmatters-1063	83	24	a	a	DET
brainmatters-1063	83	25	major	major	ADJ
brainmatters-1063	83	26	barrier	barrier	NOUN
brainmatters-1063	83	27	to	to	ADP
brainmatters-1063	83	28	adoption	adoption	NOUN
brainmatters-1063	83	29	in	in	ADP
brainmatters-1063	83	30	clinical	clinical	ADJ
brainmatters-1063	83	31	settings	setting	NOUN
brainmatters-1063	83	32	(	(	PUNCT
brainmatters-1063	83	33	prijs	prijs	PROPN
brainmatters-1063	83	34	et	et	PROPN
brainmatters-1063	83	35	al	al	PROPN
brainmatters-1063	83	36	.	.	PROPN
brainmatters-1063	83	37	,	,	PUNCT
brainmatters-1063	83	38	2022	2022	NUM
brainmatters-1063	83	39	)	)	PUNCT
brainmatters-1063	83	40	.	.	PUNCT
brainmatters-1063	84	1	in	in	ADP
brainmatters-1063	84	2	addition	addition	NOUN
brainmatters-1063	84	3	,	,	PUNCT
brainmatters-1063	84	4	hybrid	hybrid	ADJ
brainmatters-1063	84	5	models	model	NOUN
brainmatters-1063	84	6	are	be	AUX
brainmatters-1063	84	7	prone	prone	ADJ
brainmatters-1063	84	8	to	to	ADP
brainmatters-1063	84	9	overfitting	overfitte	VERB
brainmatters-1063	84	10	—	—	PUNCT
brainmatters-1063	84	11	a	a	DET
brainmatters-1063	84	12	problem	problem	NOUN
brainmatters-1063	84	13	where	where	SCONJ
brainmatters-1063	84	14	the	the	DET
brainmatters-1063	84	15	model	model	NOUN
brainmatters-1063	84	16	performs	perform	VERB
brainmatters-1063	84	17	well	well	ADV
brainmatters-1063	84	18	on	on	ADP
brainmatters-1063	84	19	training	training	NOUN
brainmatters-1063	84	20	data	datum	NOUN
brainmatters-1063	84	21	but	but	CCONJ
brainmatters-1063	84	22	poorly	poorly	ADV
brainmatters-1063	84	23	on	on	ADP
brainmatters-1063	84	24	new	new	ADJ
brainmatters-1063	84	25	,	,	PUNCT
brainmatters-1063	84	26	unseen	unseen	ADJ
brainmatters-1063	84	27	data	datum	NOUN
brainmatters-1063	84	28	.	.	PUNCT
brainmatters-1063	85	1	this	this	PRON
brainmatters-1063	85	2	is	be	AUX
brainmatters-1063	85	3	especially	especially	ADV
brainmatters-1063	85	4	relevant	relevant	ADJ
brainmatters-1063	85	5	for	for	ADP
brainmatters-1063	85	6	models	model	NOUN
brainmatters-1063	85	7	that	that	PRON
brainmatters-1063	85	8	incorporate	incorporate	VERB
brainmatters-1063	85	9	both	both	CCONJ
brainmatters-1063	85	10	svms	svms	NOUN
brainmatters-1063	85	11	and	and	CCONJ
brainmatters-1063	85	12	cnns	cnn	NOUN
brainmatters-1063	85	13	,	,	PUNCT
brainmatters-1063	85	14	as	as	SCONJ
brainmatters-1063	85	15	svms	svms	NOUN
brainmatters-1063	85	16	can	can	AUX
brainmatters-1063	85	17	struggle	struggle	VERB
brainmatters-1063	85	18	with	with	ADP
brainmatters-1063	85	19	high	high	ADJ
brainmatters-1063	85	20	-	-	PUNCT
brainmatters-1063	85	21	dimensional	dimensional	ADJ
brainmatters-1063	85	22	data	datum	NOUN
brainmatters-1063	85	23	without	without	ADP
brainmatters-1063	85	24	careful	careful	ADJ
brainmatters-1063	85	25	feature	feature	NOUN
brainmatters-1063	85	26	selection	selection	NOUN
brainmatters-1063	85	27	,	,	PUNCT
brainmatters-1063	85	28	and	and	CCONJ
brainmatters-1063	85	29	cnns	cnn	NOUN
brainmatters-1063	85	30	require	require	VERB
brainmatters-1063	85	31	extensive	extensive	ADJ
brainmatters-1063	85	32	computational	computational	ADJ
brainmatters-1063	85	33	resources	resource	NOUN
brainmatters-1063	85	34	and	and	CCONJ
brainmatters-1063	85	35	large	large	ADJ
brainmatters-1063	85	36	datasets	dataset	NOUN
brainmatters-1063	85	37	to	to	PART
brainmatters-1063	85	38	avoid	avoid	VERB
brainmatters-1063	85	39	overfitting	overfitte	VERB
brainmatters-1063	85	40	.	.	PUNCT
brainmatters-1063	86	1	if	if	SCONJ
brainmatters-1063	86	2	not	not	PART
brainmatters-1063	86	3	properly	properly	ADV
brainmatters-1063	86	4	managed	manage	VERB
brainmatters-1063	86	5	,	,	PUNCT
brainmatters-1063	86	6	overfitting	overfitte	VERB
brainmatters-1063	86	7	can	can	AUX
brainmatters-1063	86	8	undermine	undermine	VERB
brainmatters-1063	86	9	the	the	DET
brainmatters-1063	86	10	model	model	NOUN
brainmatters-1063	86	11	’s	’s	PART
brainmatters-1063	86	12	real	real	ADJ
brainmatters-1063	86	13	-	-	PUNCT
brainmatters-1063	86	14	world	world	NOUN
brainmatters-1063	86	15	effectiveness	effectiveness	NOUN
brainmatters-1063	86	16	and	and	CCONJ
brainmatters-1063	86	17	limit	limit	VERB
brainmatters-1063	86	18	its	its	PRON
brainmatters-1063	86	19	reliability	reliability	NOUN
brainmatters-1063	86	20	in	in	ADP
brainmatters-1063	86	21	clinical	clinical	ADJ
brainmatters-1063	86	22	settings	setting	NOUN
brainmatters-1063	86	23	(	(	PUNCT
brainmatters-1063	86	24	ying	ying	NOUN
brainmatters-1063	86	25	2019	2019	NUM
brainmatters-1063	86	26	)	)	PUNCT
brainmatters-1063	86	27	.	.	PUNCT
brainmatters-1063	87	1	overall	overall	ADV
brainmatters-1063	87	2	,	,	PUNCT
brainmatters-1063	87	3	while	while	SCONJ
brainmatters-1063	87	4	hybrid	hybrid	ADJ
brainmatters-1063	87	5	models	model	NOUN
brainmatters-1063	87	6	hold	hold	VERB
brainmatters-1063	87	7	great	great	ADJ
brainmatters-1063	87	8	promise	promise	NOUN
brainmatters-1063	87	9	,	,	PUNCT
brainmatters-1063	87	10	they	they	PRON
brainmatters-1063	87	11	are	be	AUX
brainmatters-1063	87	12	not	not	PART
brainmatters-1063	87	13	yet	yet	ADV
brainmatters-1063	87	14	ready	ready	ADJ
brainmatters-1063	87	15	for	for	ADP
brainmatters-1063	87	16	widespread	widespread	ADJ
brainmatters-1063	87	17	clinical	clinical	ADJ
brainmatters-1063	87	18	adoption	adoption	NOUN
brainmatters-1063	87	19	.	.	PUNCT
brainmatters-1063	88	1	more	more	ADJ
brainmatters-1063	88	2	research	research	NOUN
brainmatters-1063	88	3	is	be	AUX
brainmatters-1063	88	4	needed	need	VERB
brainmatters-1063	88	5	to	to	PART
brainmatters-1063	88	6	validate	validate	VERB
brainmatters-1063	88	7	their	their	PRON
brainmatters-1063	88	8	performance	performance	NOUN
brainmatters-1063	88	9	across	across	ADP
brainmatters-1063	88	10	larger	large	ADJ
brainmatters-1063	88	11	,	,	PUNCT
brainmatters-1063	88	12	more	more	ADV
brainmatters-1063	88	13	diverse	diverse	ADJ
brainmatters-1063	88	14	datasets	dataset	NOUN
brainmatters-1063	88	15	and	and	CCONJ
brainmatters-1063	88	16	to	to	PART
brainmatters-1063	88	17	address	address	VERB
brainmatters-1063	88	18	issues	issue	NOUN
brainmatters-1063	88	19	related	relate	VERB
brainmatters-1063	88	20	to	to	ADP
brainmatters-1063	88	21	interpretability	interpretability	NOUN
brainmatters-1063	88	22	and	and	CCONJ
brainmatters-1063	88	23	scalability	scalability	NOUN
brainmatters-1063	88	24	.	.	PUNCT
brainmatters-1063	89	1	addressing	address	VERB
brainmatters-1063	89	2	these	these	DET
brainmatters-1063	89	3	challenges	challenge	NOUN
brainmatters-1063	89	4	will	will	AUX
brainmatters-1063	89	5	be	be	AUX
brainmatters-1063	89	6	essential	essential	ADJ
brainmatters-1063	89	7	for	for	ADP
brainmatters-1063	89	8	realizing	realize	VERB
brainmatters-1063	89	9	the	the	DET
brainmatters-1063	89	10	full	full	ADJ
brainmatters-1063	89	11	potential	potential	NOUN
brainmatters-1063	89	12	of	of	ADP
brainmatters-1063	89	13	hybrid	hybrid	ADJ
brainmatters-1063	89	14	models	model	NOUN
brainmatters-1063	89	15	in	in	ADP
brainmatters-1063	89	16	alzheimer	alzheimer	PROPN
brainmatters-1063	89	17	’s	’s	PART
brainmatters-1063	89	18	diagnosis	diagnosis	NOUN
brainmatters-1063	89	19	and	and	CCONJ
brainmatters-1063	89	20	ensuring	ensure	VERB
brainmatters-1063	89	21	they	they	PRON
brainmatters-1063	89	22	can	can	AUX
brainmatters-1063	89	23	be	be	AUX
brainmatters-1063	89	24	safely	safely	ADV
brainmatters-1063	89	25	and	and	CCONJ
brainmatters-1063	89	26	effectively	effectively	ADV
brainmatters-1063	89	27	integrated	integrate	VERB
brainmatters-1063	89	28	into	into	ADP
brainmatters-1063	89	29	everyday	everyday	ADJ
brainmatters-1063	89	30	clinical	clinical	ADJ
brainmatters-1063	89	31	practice	practice	NOUN
brainmatters-1063	89	32	(	(	PUNCT
brainmatters-1063	89	33	wang	wang	PROPN
brainmatters-1063	89	34	et	et	PROPN
brainmatters-1063	89	35	al	al	PROPN
brainmatters-1063	89	36	.	.	PROPN
brainmatters-1063	89	37	,	,	PUNCT
brainmatters-1063	89	38	2024	2024	NUM
brainmatters-1063	89	39	)	)	PUNCT
brainmatters-1063	89	40	.	.	PUNCT
brainmatters-1063	90	1	conclusion	conclusion	VERB
brainmatters-1063	90	2	the	the	DET
brainmatters-1063	90	3	integration	integration	NOUN
brainmatters-1063	90	4	of	of	ADP
brainmatters-1063	90	5	neural	neural	ADJ
brainmatters-1063	90	6	networks	network	NOUN
brainmatters-1063	90	7	and	and	CCONJ
brainmatters-1063	90	8	support	support	NOUN
brainmatters-1063	90	9	vector	vector	NOUN
brainmatters-1063	90	10	machines	machine	NOUN
brainmatters-1063	90	11	represents	represent	VERB
brainmatters-1063	90	12	a	a	DET
brainmatters-1063	90	13	promising	promising	ADJ
brainmatters-1063	90	14	approach	approach	NOUN
brainmatters-1063	90	15	to	to	ADP
brainmatters-1063	90	16	improving	improve	VERB
brainmatters-1063	90	17	early	early	ADJ
brainmatters-1063	90	18	alzheimer	alzheimer	PROPN
brainmatters-1063	90	19	’s	’s	PART
brainmatters-1063	90	20	diagnosis	diagnosis	NOUN
brainmatters-1063	90	21	.	.	PUNCT
brainmatters-1063	91	1	neural	neural	ADJ
brainmatters-1063	91	2	networks	network	NOUN
brainmatters-1063	91	3	,	,	PUNCT
brainmatters-1063	91	4	particularly	particularly	ADV
brainmatters-1063	91	5	convolutional	convolutional	ADJ
brainmatters-1063	91	6	neural	neural	ADJ
brainmatters-1063	91	7	networks	network	NOUN
brainmatters-1063	91	8	(	(	PUNCT
brainmatters-1063	91	9	cnns	cnns	PROPN
brainmatters-1063	91	10	)	)	PUNCT
brainmatters-1063	91	11	,	,	PUNCT
brainmatters-1063	91	12	excel	excel	VERB
brainmatters-1063	91	13	at	at	ADP
brainmatters-1063	91	14	identifying	identify	VERB
brainmatters-1063	91	15	subtle	subtle	ADJ
brainmatters-1063	91	16	patterns	pattern	NOUN
brainmatters-1063	91	17	in	in	ADP
brainmatters-1063	91	18	neuroimaging	neuroimage	VERB
brainmatters-1063	91	19	data	datum	NOUN
brainmatters-1063	91	20	,	,	PUNCT
brainmatters-1063	91	21	while	while	SCONJ
brainmatters-1063	91	22	svms	svms	NOUN
brainmatters-1063	91	23	provide	provide	VERB
brainmatters-1063	91	24	precise	precise	ADJ
brainmatters-1063	91	25	classification	classification	NOUN
brainmatters-1063	91	26	capabilities	capability	NOUN
brainmatters-1063	91	27	.	.	PUNCT
brainmatters-1063	92	1	by	by	ADP
brainmatters-1063	92	2	combining	combine	VERB
brainmatters-1063	92	3	these	these	DET
brainmatters-1063	92	4	techniques	technique	NOUN
brainmatters-1063	92	5	in	in	ADP
brainmatters-1063	92	6	hybrid	hybrid	ADJ
brainmatters-1063	92	7	models	model	NOUN
brainmatters-1063	92	8	,	,	PUNCT
brainmatters-1063	92	9	diagnostic	diagnostic	ADJ
brainmatters-1063	92	10	accuracy	accuracy	NOUN
brainmatters-1063	92	11	can	can	AUX
brainmatters-1063	92	12	be	be	AUX
brainmatters-1063	92	13	significantly	significantly	ADV
brainmatters-1063	92	14	enhanced	enhance	VERB
brainmatters-1063	92	15	,	,	PUNCT
brainmatters-1063	92	16	potentially	potentially	ADV
brainmatters-1063	92	17	enabling	enable	VERB
brainmatters-1063	92	18	earlier	early	ADJ
brainmatters-1063	92	19	intervention	intervention	NOUN
brainmatters-1063	92	20	and	and	CCONJ
brainmatters-1063	92	21	improved	improve	VERB
brainmatters-1063	92	22	patient	patient	ADJ
brainmatters-1063	92	23	outcomes	outcome	NOUN
brainmatters-1063	92	24	(	(	PUNCT
brainmatters-1063	92	25	oostven	oostven	PROPN
brainmatters-1063	92	26	et	et	PROPN
brainmatters-1063	92	27	.	.	PUNCT
brainmatters-1063	93	1	al	al	PROPN
brainmatters-1063	93	2	.	.	PROPN
brainmatters-1063	93	3	,	,	PUNCT
brainmatters-1063	93	4	2021	2021	NUM
brainmatters-1063	93	5	)	)	PUNCT
brainmatters-1063	93	6	.	.	PUNCT
brainmatters-1063	94	1	however	however	ADV
brainmatters-1063	94	2	,	,	PUNCT
brainmatters-1063	94	3	despite	despite	SCONJ
brainmatters-1063	94	4	these	these	DET
brainmatters-1063	94	5	advancements	advancement	NOUN
brainmatters-1063	94	6	,	,	PUNCT
brainmatters-1063	94	7	the	the	DET
brainmatters-1063	94	8	field	field	NOUN
brainmatters-1063	94	9	remains	remain	VERB
brainmatters-1063	94	10	under	under	ADV
brainmatters-1063	94	11	-	-	PUNCT
brainmatters-1063	94	12	researched	research	VERB
brainmatters-1063	94	13	.	.	PUNCT
brainmatters-1063	95	1	the	the	DET
brainmatters-1063	95	2	studies	study	NOUN
brainmatters-1063	95	3	conducted	conduct	VERB
brainmatters-1063	95	4	so	so	ADV
brainmatters-1063	95	5	far	far	ADV
brainmatters-1063	95	6	,	,	PUNCT
brainmatters-1063	95	7	while	while	SCONJ
brainmatters-1063	95	8	encouraging	encouraging	ADJ
brainmatters-1063	95	9	,	,	PUNCT
brainmatters-1063	95	10	are	be	AUX
brainmatters-1063	95	11	not	not	PART
brainmatters-1063	95	12	yet	yet	ADV
brainmatters-1063	95	13	sufficient	sufficient	ADJ
brainmatters-1063	95	14	to	to	PART
brainmatters-1063	95	15	support	support	VERB
brainmatters-1063	95	16	the	the	DET
brainmatters-1063	95	17	widespread	widespread	ADJ
brainmatters-1063	95	18	adoption	adoption	NOUN
brainmatters-1063	95	19	of	of	ADP
brainmatters-1063	95	20	hybrid	hybrid	ADJ
brainmatters-1063	95	21	models	model	NOUN
brainmatters-1063	95	22	in	in	ADP
brainmatters-1063	95	23	clinical	clinical	ADJ
brainmatters-1063	95	24	practice	practice	NOUN
brainmatters-1063	95	25	.	.	PUNCT
brainmatters-1063	96	1	more	more	ADJ
brainmatters-1063	96	2	research	research	NOUN
brainmatters-1063	96	3	is	be	AUX
brainmatters-1063	96	4	necessary	necessary	ADJ
brainmatters-1063	96	5	to	to	PART
brainmatters-1063	96	6	validate	validate	VERB
brainmatters-1063	96	7	these	these	DET
brainmatters-1063	96	8	models	model	NOUN
brainmatters-1063	96	9	on	on	ADP
brainmatters-1063	96	10	larger	large	ADJ
brainmatters-1063	96	11	and	and	CCONJ
brainmatters-1063	96	12	more	more	ADV
brainmatters-1063	96	13	diverse	diverse	ADJ
brainmatters-1063	96	14	datasets	dataset	NOUN
brainmatters-1063	96	15	and	and	CCONJ
brainmatters-1063	96	16	to	to	PART
brainmatters-1063	96	17	address	address	VERB
brainmatters-1063	96	18	their	their	PRON
brainmatters-1063	96	19	limitations	limitation	NOUN
brainmatters-1063	96	20	,	,	PUNCT
brainmatters-1063	96	21	particularly	particularly	ADV
brainmatters-1063	96	22	in	in	ADP
brainmatters-1063	96	23	terms	term	NOUN
brainmatters-1063	96	24	of	of	ADP
brainmatters-1063	96	25	neural	neural	ADJ
brainmatters-1063	96	26	network	network	NOUN
brainmatters-1063	96	27	interpretability	interpretability	NOUN
brainmatters-1063	96	28	and	and	CCONJ
brainmatters-1063	96	29	the	the	DET
brainmatters-1063	96	30	extensive	extensive	ADJ
brainmatters-1063	96	31	feature	feature	NOUN
brainmatters-1063	96	32	selection	selection	NOUN
brainmatters-1063	96	33	required	require	VERB
brainmatters-1063	96	34	for	for	ADP
brainmatters-1063	96	35	svms	svms	NOUN
brainmatters-1063	96	36	.	.	PUNCT
brainmatters-1063	97	1	as	as	SCONJ
brainmatters-1063	97	2	machine	machine	NOUN
brainmatters-1063	97	3	learning	learning	NOUN
brainmatters-1063	97	4	continues	continue	VERB
brainmatters-1063	97	5	to	to	PART
brainmatters-1063	97	6	evolve	evolve	VERB
brainmatters-1063	97	7	,	,	PUNCT
brainmatters-1063	97	8	hybrid	hybrid	NOUN
brainmatters-1063	97	9	models	model	NOUN
brainmatters-1063	97	10	combining	combine	VERB
brainmatters-1063	97	11	neural	neural	ADJ
brainmatters-1063	97	12	networks	network	NOUN
brainmatters-1063	97	13	and	and	CCONJ
brainmatters-1063	97	14	svms	svms	NOUN
brainmatters-1063	97	15	may	may	AUX
brainmatters-1063	97	16	ultimately	ultimately	ADV
brainmatters-1063	97	17	transform	transform	VERB
brainmatters-1063	97	18	alzheimer	alzheimer	PROPN
brainmatters-1063	97	19	’s	’s	PART
brainmatters-1063	97	20	diagnosis	diagnosis	NOUN
brainmatters-1063	97	21	,	,	PUNCT
brainmatters-1063	97	22	enabling	enable	VERB
brainmatters-1063	97	23	more	more	ADV
brainmatters-1063	97	24	accurate	accurate	ADJ
brainmatters-1063	97	25	and	and	CCONJ
brainmatters-1063	97	26	timely	timely	ADJ
brainmatters-1063	97	27	detection	detection	NOUN
brainmatters-1063	97	28	.	.	PUNCT
brainmatters-1063	98	1	for	for	ADP
brainmatters-1063	98	2	now	now	ADV
brainmatters-1063	98	3	,	,	PUNCT
brainmatters-1063	98	4	however	however	ADV
brainmatters-1063	98	5	,	,	PUNCT
brainmatters-1063	98	6	these	these	DET
brainmatters-1063	98	7	methods	method	NOUN
brainmatters-1063	98	8	should	should	AUX
brainmatters-1063	98	9	be	be	AUX
brainmatters-1063	98	10	approached	approach	VERB
brainmatters-1063	98	11	with	with	ADP
brainmatters-1063	98	12	caution	caution	NOUN
brainmatters-1063	98	13	,	,	PUNCT
brainmatters-1063	98	14	as	as	SCONJ
brainmatters-1063	98	15	further	far	ADV
brainmatters-1063	98	16	rigorous	rigorous	ADJ
brainmatters-1063	98	17	and	and	CCONJ
brainmatters-1063	98	18	repetitive	repetitive	ADJ
brainmatters-1063	98	19	studies	study	NOUN
brainmatters-1063	98	20	are	be	AUX
brainmatters-1063	98	21	needed	need	VERB
brainmatters-1063	98	22	to	to	PART
brainmatters-1063	98	23	confirm	confirm	VERB
brainmatters-1063	98	24	their	their	PRON
brainmatters-1063	98	25	reliability	reliability	NOUN
brainmatters-1063	98	26	in	in	ADP
brainmatters-1063	98	27	clinical	clinical	ADJ
brainmatters-1063	98	28	settings	setting	NOUN
brainmatters-1063	98	29	.	.	PUNCT
brainmatters-1063	99	1	with	with	ADP
brainmatters-1063	99	2	continued	continued	ADJ
brainmatters-1063	99	3	research	research	NOUN
brainmatters-1063	99	4	,	,	PUNCT
brainmatters-1063	99	5	these	these	DET
brainmatters-1063	99	6	models	model	NOUN
brainmatters-1063	99	7	could	could	AUX
brainmatters-1063	99	8	one	one	NUM
brainmatters-1063	99	9	day	day	NOUN
brainmatters-1063	99	10	offer	offer	VERB
brainmatters-1063	99	11	a	a	DET
brainmatters-1063	99	12	breakthrough	breakthrough	NOUN
brainmatters-1063	99	13	in	in	ADP
brainmatters-1063	99	14	diagnosing	diagnose	VERB
brainmatters-1063	99	15	and	and	CCONJ
brainmatters-1063	99	16	managing	manage	VERB
brainmatters-1063	99	17	alzheimer	alzheimer	PROPN
brainmatters-1063	99	18	’s	’s	PART
brainmatters-1063	99	19	disease	disease	NOUN
brainmatters-1063	99	20	.	.	PUNCT
brainmatters-1063	100	1	references	reference	NOUN
brainmatters-1063	100	2	1	1	NUM
brainmatters-1063	100	3	.	.	PUNCT
brainmatters-1063	101	1	ahmadi	ahmadi	PROPN
brainmatters-1063	101	2	,	,	PUNCT
brainmatters-1063	101	3	m.	m.	NOUN
brainmatters-1063	101	4	,	,	PUNCT
brainmatters-1063	101	5	javaheri	javaheri	PROPN
brainmatters-1063	101	6	,	,	PUNCT
brainmatters-1063	101	7	d.	d.	PROPN
brainmatters-1063	101	8	,	,	PUNCT
brainmatters-1063	101	9	khajavi	khajavi	NOUN
brainmatters-1063	101	10	,	,	PUNCT
brainmatters-1063	101	11	m.	m.	NOUN
brainmatters-1063	101	12	,	,	PUNCT
brainmatters-1063	101	13	danesh	danesh	NOUN
brainmatters-1063	101	14	,	,	PUNCT
brainmatters-1063	101	15	k.	k.	PROPN
brainmatters-1063	101	16	,	,	PUNCT
brainmatters-1063	101	17	&	&	CCONJ
brainmatters-1063	101	18	hur	hur	PROPN
brainmatters-1063	101	19	,	,	PUNCT
brainmatters-1063	101	20	j.	j.	PROPN
brainmatters-1063	101	21	(	(	PUNCT
brainmatters-1063	101	22	2024	2024	NUM
brainmatters-1063	101	23	)	)	PUNCT
brainmatters-1063	101	24	.	.	PUNCT
brainmatters-1063	102	1	a	a	DET
brainmatters-1063	102	2	deeply	deeply	ADV
brainmatters-1063	102	3	supervised	supervised	ADJ
brainmatters-1063	102	4	adaptable	adaptable	ADJ
brainmatters-1063	102	5	neural	neural	ADJ
brainmatters-1063	102	6	network	network	NOUN
brainmatters-1063	102	7	for	for	ADP
brainmatters-1063	102	8	diagnosis	diagnosis	NOUN
brainmatters-1063	102	9	and	and	CCONJ
brainmatters-1063	102	10	classification	classification	NOUN
brainmatters-1063	102	11	of	of	ADP
brainmatters-1063	102	12	alzheimer	alzheimer	PROPN
brainmatters-1063	102	13	’s	’s	PART
brainmatters-1063	102	14	severity	severity	NOUN
brainmatters-1063	102	15	using	use	VERB
brainmatters-1063	102	16	multitask	multitask	ADJ
brainmatters-1063	102	17	feature	feature	NOUN
brainmatters-1063	102	18	extraction	extraction	NOUN
brainmatters-1063	102	19	.	.	PUNCT
brainmatters-1063	103	1	plos	plos	PROPN
brainmatters-1063	103	2	one	one	NUM
brainmatters-1063	103	3	,	,	PUNCT
brainmatters-1063	103	4	19(3	19(3	NUM
brainmatters-1063	103	5	)	)	PUNCT
brainmatters-1063	103	6	,	,	PUNCT
brainmatters-1063	103	7	e0297996	e0297996	PROPN
brainmatters-1063	103	8	.	.	PUNCT
brainmatters-1063	104	1	https://doi.org/10.1371/journal.pone.0297996	https://doi.org/10.1371/journal.pone.0297996	NOUN
brainmatters-1063	104	2	2	2	X
brainmatters-1063	104	3	.	.	X
brainmatters-1063	104	4	ameen	ameen	PROPN
brainmatters-1063	104	5	,	,	PUNCT
brainmatters-1063	104	6	t.	t.	PROPN
brainmatters-1063	104	7	b.	b.	PROPN
brainmatters-1063	104	8	,	,	PUNCT
brainmatters-1063	104	9	kashif	kashif	PROPN
brainmatters-1063	104	10	,	,	PUNCT
brainmatters-1063	104	11	s.	s.	PROPN
brainmatters-1063	104	12	n.	n.	PROPN
brainmatters-1063	104	13	,	,	PUNCT
brainmatters-1063	104	14	abbas	abbas	PROPN
brainmatters-1063	104	15	,	,	PUNCT
brainmatters-1063	104	16	s.	s.	PROPN
brainmatters-1063	104	17	m.	m.	PROPN
brainmatters-1063	104	18	i.	i.	PROPN
brainmatters-1063	104	19	,	,	PUNCT
brainmatters-1063	104	20	babar	babar	PROPN
brainmatters-1063	104	21	,	,	PUNCT
brainmatters-1063	104	22	k.	k.	PROPN
brainmatters-1063	104	23	,	,	PUNCT
brainmatters-1063	104	24	ali	ali	PROPN
brainmatters-1063	104	25	,	,	PUNCT
brainmatters-1063	104	26	s.	s.	PROPN
brainmatters-1063	104	27	m.	m.	PROPN
brainmatters-1063	104	28	s.	s.	PROPN
brainmatters-1063	104	29	,	,	PUNCT
brainmatters-1063	104	30	&	&	CCONJ
brainmatters-1063	104	31	raheem	raheem	PROPN
brainmatters-1063	104	32	,	,	PUNCT
brainmatters-1063	104	33	a.	a.	NOUN
brainmatters-1063	104	34	(	(	PUNCT
brainmatters-1063	104	35	2024	2024	NUM
brainmatters-1063	104	36	)	)	PUNCT
brainmatters-1063	104	37	.	.	PUNCT
brainmatters-1063	105	1	unraveling	unravel	VERB
brainmatters-1063	105	2	alzheimer	alzheimer	PROPN
brainmatters-1063	105	3	’s	’s	PART
brainmatters-1063	105	4	:	:	PUNCT
brainmatters-1063	105	5	the	the	DET
brainmatters-1063	105	6	promise	promise	NOUN
brainmatters-1063	105	7	of	of	ADP
brainmatters-1063	105	8	aducanumab	aducanumab	NOUN
brainmatters-1063	105	9	,	,	PUNCT
brainmatters-1063	105	10	lecanemab	lecanemab	NOUN
brainmatters-1063	105	11	,	,	PUNCT
brainmatters-1063	105	12	and	and	CCONJ
brainmatters-1063	105	13	donanemab	donanemab	PROPN
brainmatters-1063	105	14	.	.	PUNCT
brainmatters-1063	106	1	the	the	DET
brainmatters-1063	106	2	egyptian	egyptian	ADJ
brainmatters-1063	106	3	journal	journal	PROPN
brainmatters-1063	106	4	of	of	ADP
brainmatters-1063	106	5	neurology	neurology	NOUN
brainmatters-1063	106	6	psychiatry	psychiatry	NOUN
brainmatters-1063	106	7	and	and	CCONJ
brainmatters-1063	106	8	neurosurgery	neurosurgery	NOUN
brainmatters-1063	106	9	,	,	PUNCT
brainmatters-1063	106	10	60(1	60(1	NUM
brainmatters-1063	106	11	)	)	PUNCT
brainmatters-1063	106	12	.	.	PUNCT
brainmatters-1063	107	1	https://doi.org/10.1186/s41983-02400845-5	https://doi.org/10.1186/s41983-02400845-5	NOUN
brainmatters-1063	107	2	3	3	NUM
brainmatters-1063	107	3	.	.	PUNCT
brainmatters-1063	107	4	alsubaie	alsubaie	PROPN
brainmatters-1063	107	5	,	,	PUNCT
brainmatters-1063	107	6	m.	m.	NOUN
brainmatters-1063	107	7	g.	g.	PROPN
brainmatters-1063	107	8	,	,	PUNCT
brainmatters-1063	107	9	luo	luo	PROPN
brainmatters-1063	107	10	,	,	PUNCT
brainmatters-1063	107	11	s.	s.	PROPN
brainmatters-1063	107	12	,	,	PUNCT
brainmatters-1063	107	13	&	&	CCONJ
brainmatters-1063	107	14	shaukat	shaukat	PROPN
brainmatters-1063	107	15	,	,	PUNCT
brainmatters-1063	107	16	k.	k.	PROPN
brainmatters-1063	107	17	(	(	PUNCT
brainmatters-1063	107	18	2024	2024	NUM
brainmatters-1063	107	19	)	)	PUNCT
brainmatters-1063	107	20	.	.	PUNCT
brainmatters-1063	108	1	alzheimer	alzheimer	PROPN
brainmatters-1063	108	2	’s	’s	PART
brainmatters-1063	108	3	disease	disease	NOUN
brainmatters-1063	108	4	detection	detection	NOUN
brainmatters-1063	108	5	using	use	VERB
brainmatters-1063	108	6	deep	deep	ADJ
brainmatters-1063	108	7	learning	learning	NOUN
brainmatters-1063	108	8	on	on	ADP
brainmatters-1063	108	9	neuroimaging	neuroimage	VERB
brainmatters-1063	108	10	:	:	PUNCT
brainmatters-1063	108	11	a	a	DET
brainmatters-1063	108	12	systematic	systematic	ADJ
brainmatters-1063	108	13	review	review	NOUN
brainmatters-1063	108	14	.	.	PUNCT
brainmatters-1063	109	1	machine	machine	NOUN
brainmatters-1063	109	2	learning	learning	NOUN
brainmatters-1063	109	3	and	and	CCONJ
brainmatters-1063	109	4	knowledge	knowledge	NOUN
brainmatters-1063	109	5	extraction	extraction	NOUN
brainmatters-1063	109	6	,	,	PUNCT
brainmatters-1063	109	7	6(1	6(1	NUM
brainmatters-1063	109	8	)	)	PUNCT
brainmatters-1063	109	9	,	,	PUNCT
brainmatters-1063	109	10	464–505	464–505	NUM
brainmatters-1063	109	11	.	.	PUNCT
brainmatters-1063	109	12	https://doi.org/10.3390/make6010024	https://doi.org/10.3390/make6010024	PROPN
brainmatters-1063	109	13	4	4	PROPN
brainmatters-1063	109	14	.	.	X
brainmatters-1063	109	15	basheera	basheera	PROPN
brainmatters-1063	109	16	,	,	PUNCT
brainmatters-1063	109	17	s.	s.	PROPN
brainmatters-1063	109	18	,	,	PUNCT
brainmatters-1063	109	19	&	&	CCONJ
brainmatters-1063	109	20	ram	ram	PROPN
brainmatters-1063	109	21	,	,	PUNCT
brainmatters-1063	109	22	m.	m.	NOUN
brainmatters-1063	109	23	s.	s.	PROPN
brainmatters-1063	109	24	s.	s.	PROPN
brainmatters-1063	109	25	(	(	PUNCT
brainmatters-1063	109	26	2019	2019	NUM
brainmatters-1063	109	27	)	)	PUNCT
brainmatters-1063	109	28	.	.	PUNCT
brainmatters-1063	110	1	convolution	convolution	NOUN
brainmatters-1063	110	2	neural	neural	ADJ
brainmatters-1063	110	3	network	network	NOUN
brainmatters-1063	110	4	–	–	PUNCT
brainmatters-1063	110	5	based	base	VERB
brainmatters-1063	110	6	alzheimer	alzheimer	PROPN
brainmatters-1063	110	7	’s	’s	PART
brainmatters-1063	110	8	disease	disease	NOUN
brainmatters-1063	110	9	classification	classification	NOUN
brainmatters-1063	110	10	using	use	VERB
brainmatters-1063	110	11	hybrid	hybrid	ADJ
brainmatters-1063	110	12	enhanced	enhance	VERB
brainmatters-1063	110	13	independent	independent	ADJ
brainmatters-1063	110	14	component	component	NOUN
brainmatters-1063	110	15	analysis	analysis	NOUN
brainmatters-1063	110	16	based	base	VERB
brainmatters-1063	110	17	segmented	segment	VERB
brainmatters-1063	110	18	gray	gray	ADJ
brainmatters-1063	110	19	matter	matter	NOUN
brainmatters-1063	110	20	of	of	ADP
brainmatters-1063	110	21	t2	t2	PROPN
brainmatters-1063	110	22	weighted	weight	VERB
brainmatters-1063	110	23	magnetic	magnetic	ADJ
brainmatters-1063	110	24	resonance	resonance	NOUN
brainmatters-1063	110	25	imaging	imaging	NOUN
brainmatters-1063	110	26	with	with	ADP
brainmatters-1063	110	27	clinical	clinical	ADJ
brainmatters-1063	110	28	valuation	valuation	NOUN
brainmatters-1063	110	29	.	.	PUNCT
brainmatters-1063	111	1	alzheimer	alzheimer	PROPN
brainmatters-1063	111	2	’s	’s	PART
brainmatters-1063	111	3	&	&	CCONJ
brainmatters-1063	111	4	dementia	dementia	PROPN
brainmatters-1063	111	5	:	:	PUNCT
brainmatters-1063	111	6	translational	translational	ADJ
brainmatters-1063	111	7	research	research	PROPN
brainmatters-1063	111	8	&	&	CCONJ
brainmatters-1063	111	9	clinical	clinical	ADJ
brainmatters-1063	111	10	interventions	intervention	NOUN
brainmatters-1063	111	11	,	,	PUNCT
brainmatters-1063	111	12	5(1	5(1	NUM
brainmatters-1063	111	13	)	)	PUNCT
brainmatters-1063	111	14	,	,	PUNCT
brainmatters-1063	111	15	974	974	NUM
brainmatters-1063	111	16	–	–	PUNCT
brainmatters-1063	111	17	986	986	NUM
brainmatters-1063	111	18	.	.	PUNCT
brainmatters-1063	111	19	https://doi.org/10.1016/j.trci.2019.10.001	https://doi.org/10.1016/j.trci.2019.10.001	NOUN
brainmatters-1063	111	20	21	21	NUM
brainmatters-1063	111	21	the	the	DET
brainmatters-1063	111	22	potential	potential	NOUN
brainmatters-1063	111	23	of	of	ADP
brainmatters-1063	111	24	hybrid	hybrid	ADJ
brainmatters-1063	111	25	models	model	NOUN
brainmatters-1063	111	26	in	in	ADP
brainmatters-1063	111	27	alzheimer	alzheimer	PROPN
brainmatters-1063	111	28	's	's	PART
brainmatters-1063	111	29	diagnosis	diagnosis	NOUN
brainmatters-1063	111	30	:	:	PUNCT
brainmatters-1063	111	31	combining	combine	VERB
brainmatters-1063	111	32	neural	neural	ADJ
brainmatters-1063	111	33	networks	network	NOUN
brainmatters-1063	111	34	and	and	CCONJ
brainmatters-1063	111	35	svms	svms	NOUN
brainmatters-1063	111	36	for	for	ADP
brainmatters-1063	111	37	enhanced	enhanced	ADJ
brainmatters-1063	111	38	accuracy	accuracy	NOUN
brainmatters-1063	111	39	5	5	NUM
brainmatters-1063	111	40	.	.	PUNCT
brainmatters-1063	111	41	ismail	ismail	PROPN
brainmatters-1063	111	42	,	,	PUNCT
brainmatters-1063	111	43	w.	w.	PROPN
brainmatters-1063	111	44	n.	n.	PROPN
brainmatters-1063	111	45	,	,	PUNCT
brainmatters-1063	111	46	pp	pp	PROPN
brainmatters-1063	111	47	,	,	PUNCT
brainmatters-1063	111	48	f.	f.	PROPN
brainmatters-1063	111	49	r.	r.	PROPN
brainmatters-1063	111	50	,	,	PUNCT
brainmatters-1063	111	51	&	&	CCONJ
brainmatters-1063	111	52	ali	ali	PROPN
brainmatters-1063	111	53	,	,	PUNCT
brainmatters-1063	111	54	m.	m.	PROPN
brainmatters-1063	111	55	a.	a.	PROPN
brainmatters-1063	111	56	s.	s.	PROPN
brainmatters-1063	111	57	(	(	PUNCT
brainmatters-1063	111	58	2022	2022	NUM
brainmatters-1063	111	59	)	)	PUNCT
brainmatters-1063	111	60	.	.	PUNCT
brainmatters-1063	112	1	multforad	multforad	PROPN
brainmatters-1063	112	2	:	:	PUNCT
brainmatters-1063	112	3	multimodal	multimodal	NOUN
brainmatters-1063	112	4	mri	mri	NOUN
brainmatters-1063	112	5	neuroimaging	neuroimaging	NOUN
brainmatters-1063	112	6	for	for	ADP
brainmatters-1063	112	7	alzheimer	alzheimer	PROPN
brainmatters-1063	112	8	’s	’s	PART
brainmatters-1063	112	9	disease	disease	NOUN
brainmatters-1063	112	10	detection	detection	NOUN
brainmatters-1063	112	11	based	base	VERB
brainmatters-1063	112	12	on	on	ADP
brainmatters-1063	112	13	a	a	DET
brainmatters-1063	112	14	3d	3d	NUM
brainmatters-1063	112	15	convolution	convolution	NOUN
brainmatters-1063	112	16	model	model	NOUN
brainmatters-1063	112	17	.	.	PUNCT
brainmatters-1063	113	1	electronics	electronic	NOUN
brainmatters-1063	113	2	,	,	PUNCT
brainmatters-1063	113	3	11(23	11(23	NOUN
brainmatters-1063	113	4	)	)	PUNCT
brainmatters-1063	113	5	,	,	PUNCT
brainmatters-1063	113	6	3893	3893	NUM
brainmatters-1063	113	7	.	.	PUNCT
brainmatters-1063	113	8	https://doi.org/10.3390/electronics11233893	https://doi.org/10.3390/electronics11233893	VERB
brainmatters-1063	113	9	6	6	NUM
brainmatters-1063	113	10	.	.	PUNCT
brainmatters-1063	114	1	li	li	PROPN
brainmatters-1063	114	2	,	,	PUNCT
brainmatters-1063	114	3	m.	m.	NOUN
brainmatters-1063	114	4	,	,	PUNCT
brainmatters-1063	114	5	jiang	jiang	PROPN
brainmatters-1063	114	6	,	,	PUNCT
brainmatters-1063	114	7	y.	y.	PROPN
brainmatters-1063	114	8	,	,	PUNCT
brainmatters-1063	114	9	zhang	zhang	PROPN
brainmatters-1063	114	10	,	,	PUNCT
brainmatters-1063	114	11	y.	y.	PROPN
brainmatters-1063	114	12	,	,	PUNCT
brainmatters-1063	114	13	&	&	CCONJ
brainmatters-1063	114	14	zhu	zhu	PROPN
brainmatters-1063	114	15	,	,	PUNCT
brainmatters-1063	114	16	h.	h.	PROPN
brainmatters-1063	114	17	(	(	PUNCT
brainmatters-1063	114	18	2023	2023	NUM
brainmatters-1063	114	19	)	)	PUNCT
brainmatters-1063	114	20	.	.	PUNCT
brainmatters-1063	115	1	medical	medical	ADJ
brainmatters-1063	115	2	image	image	NOUN
brainmatters-1063	115	3	analysis	analysis	NOUN
brainmatters-1063	115	4	using	use	VERB
brainmatters-1063	115	5	deep	deep	ADJ
brainmatters-1063	115	6	learning	learning	NOUN
brainmatters-1063	115	7	algorithms	algorithm	NOUN
brainmatters-1063	115	8	.	.	PUNCT
brainmatters-1063	116	1	frontiers	frontier	NOUN
brainmatters-1063	116	2	in	in	ADP
brainmatters-1063	116	3	public	public	ADJ
brainmatters-1063	116	4	health	health	NOUN
brainmatters-1063	116	5	,	,	PUNCT
brainmatters-1063	116	6	11	11	NUM
brainmatters-1063	116	7	,	,	PUNCT
brainmatters-1063	116	8	1273253	1273253	NUM
brainmatters-1063	116	9	.	.	PUNCT
brainmatters-1063	117	1	https://doi.org/10.3389/fpubh.2023.1273253	https://doi.org/10.3389/fpubh.2023.1273253	PROPN
brainmatters-1063	117	2	7	7	X
brainmatters-1063	117	3	.	.	X
brainmatters-1063	117	4	odusami	odusami	NOUN
brainmatters-1063	117	5	,	,	PUNCT
brainmatters-1063	117	6	m.	m.	NOUN
brainmatters-1063	117	7	,	,	PUNCT
brainmatters-1063	117	8	maskeliūnas	maskeliūnas	PROPN
brainmatters-1063	117	9	,	,	PUNCT
brainmatters-1063	117	10	r.	r.	PROPN
brainmatters-1063	117	11	,	,	PUNCT
brainmatters-1063	117	12	damaševičius	damaševičius	PROPN
brainmatters-1063	117	13	,	,	PUNCT
brainmatters-1063	117	14	r.	r.	PROPN
brainmatters-1063	117	15	,	,	PUNCT
brainmatters-1063	117	16	&	&	CCONJ
brainmatters-1063	117	17	krilavičius	krilavičius	PROPN
brainmatters-1063	117	18	,	,	PUNCT
brainmatters-1063	117	19	t.	t.	PROPN
brainmatters-1063	117	20	(	(	PUNCT
brainmatters-1063	117	21	2021	2021	NUM
brainmatters-1063	117	22	)	)	PUNCT
brainmatters-1063	117	23	.	.	PUNCT
brainmatters-1063	118	1	analysis	analysis	NOUN
brainmatters-1063	118	2	of	of	ADP
brainmatters-1063	118	3	features	feature	NOUN
brainmatters-1063	118	4	of	of	ADP
brainmatters-1063	118	5	alzheimer	alzheimer	PROPN
brainmatters-1063	118	6	’s	’s	PART
brainmatters-1063	118	7	disease	disease	NOUN
brainmatters-1063	118	8	:	:	PUNCT
brainmatters-1063	118	9	detection	detection	NOUN
brainmatters-1063	118	10	of	of	ADP
brainmatters-1063	118	11	early	early	ADJ
brainmatters-1063	118	12	stage	stage	NOUN
brainmatters-1063	118	13	from	from	ADP
brainmatters-1063	118	14	functional	functional	ADJ
brainmatters-1063	118	15	brain	brain	NOUN
brainmatters-1063	118	16	changes	change	NOUN
brainmatters-1063	118	17	in	in	ADP
brainmatters-1063	118	18	magnetic	magnetic	ADJ
brainmatters-1063	118	19	resonance	resonance	NOUN
brainmatters-1063	118	20	images	image	NOUN
brainmatters-1063	118	21	using	use	VERB
brainmatters-1063	118	22	a	a	DET
brainmatters-1063	118	23	finetuned	finetune	VERB
brainmatters-1063	118	24	resnet18	resnet18	NOUN
brainmatters-1063	118	25	network	network	NOUN
brainmatters-1063	118	26	.	.	PUNCT
brainmatters-1063	119	1	diagnostics	diagnostic	NOUN
brainmatters-1063	119	2	,	,	PUNCT
brainmatters-1063	119	3	11(6	11(6	NUM
brainmatters-1063	119	4	)	)	PUNCT
brainmatters-1063	119	5	,	,	PUNCT
brainmatters-1063	119	6	1071	1071	NUM
brainmatters-1063	119	7	.	.	PUNCT
brainmatters-1063	120	1	https://doi.org/10.3390/diagnostics11061071	https://doi.org/10.3390/diagnostics11061071	PROPN
brainmatters-1063	120	2	8	8	NUM
brainmatters-1063	120	3	.	.	PUNCT
brainmatters-1063	121	1	patil	patil	PROPN
brainmatters-1063	121	2	,	,	PUNCT
brainmatters-1063	121	3	v.	v.	PROPN
brainmatters-1063	121	4	,	,	PUNCT
brainmatters-1063	121	5	madgi	madgi	PROPN
brainmatters-1063	121	6	,	,	PUNCT
brainmatters-1063	121	7	m.	m.	NOUN
brainmatters-1063	121	8	,	,	PUNCT
brainmatters-1063	121	9	&	&	CCONJ
brainmatters-1063	121	10	kiran	kiran	PROPN
brainmatters-1063	121	11	,	,	PUNCT
brainmatters-1063	121	12	a.	a.	NOUN
brainmatters-1063	121	13	(	(	PUNCT
brainmatters-1063	121	14	2022	2022	NUM
brainmatters-1063	121	15	)	)	PUNCT
brainmatters-1063	121	16	.	.	PUNCT
brainmatters-1063	122	1	early	early	ADJ
brainmatters-1063	122	2	prediction	prediction	NOUN
brainmatters-1063	122	3	of	of	ADP
brainmatters-1063	122	4	alzheimer	alzheimer	PROPN
brainmatters-1063	122	5	’s	’s	PART
brainmatters-1063	122	6	disease	disease	NOUN
brainmatters-1063	122	7	using	use	VERB
brainmatters-1063	122	8	convolutional	convolutional	ADJ
brainmatters-1063	122	9	neural	neural	ADJ
brainmatters-1063	122	10	network	network	NOUN
brainmatters-1063	122	11	:	:	PUNCT
brainmatters-1063	122	12	a	a	DET
brainmatters-1063	122	13	review	review	NOUN
brainmatters-1063	122	14	.	.	PUNCT
brainmatters-1063	123	1	the	the	DET
brainmatters-1063	123	2	egyptian	egyptian	ADJ
brainmatters-1063	123	3	journal	journal	PROPN
brainmatters-1063	123	4	of	of	ADP
brainmatters-1063	123	5	neurology	neurology	NOUN
brainmatters-1063	123	6	psychiatry	psychiatry	NOUN
brainmatters-1063	123	7	and	and	CCONJ
brainmatters-1063	123	8	neurosurgery	neurosurgery	NOUN
brainmatters-1063	123	9	,	,	PUNCT
brainmatters-1063	123	10	58(1	58(1	NOUN
brainmatters-1063	123	11	)	)	PUNCT
brainmatters-1063	123	12	.	.	PUNCT
brainmatters-1063	124	1	https://doi.org/10.1186/s41983-02200571-w	https://doi.org/10.1186/s41983-02200571-w	NOUN
brainmatters-1063	124	2	9	9	NUM
brainmatters-1063	124	3	.	.	X
brainmatters-1063	124	4	taherdoost	taherdoost	ADJ
brainmatters-1063	124	5	,	,	PUNCT
brainmatters-1063	124	6	h.	h.	PROPN
brainmatters-1063	124	7	(	(	PUNCT
brainmatters-1063	124	8	2023	2023	NUM
brainmatters-1063	124	9	)	)	PUNCT
brainmatters-1063	124	10	.	.	PUNCT
brainmatters-1063	125	1	deep	deep	ADJ
brainmatters-1063	125	2	learning	learning	NOUN
brainmatters-1063	125	3	and	and	CCONJ
brainmatters-1063	125	4	neural	neural	ADJ
brainmatters-1063	125	5	networks	network	NOUN
brainmatters-1063	125	6	:	:	PUNCT
brainmatters-1063	125	7	decision	decision	NOUN
brainmatters-1063	125	8	-	-	PUNCT
brainmatters-1063	125	9	making	make	VERB
brainmatters-1063	125	10	implications	implication	NOUN
brainmatters-1063	125	11	.	.	PUNCT
brainmatters-1063	126	1	symmetry	symmetry	NOUN
brainmatters-1063	126	2	,	,	PUNCT
brainmatters-1063	126	3	15(9	15(9	NUM
brainmatters-1063	126	4	)	)	PUNCT
brainmatters-1063	126	5	,	,	PUNCT
brainmatters-1063	126	6	1723	1723	NUM
brainmatters-1063	126	7	.	.	PUNCT
brainmatters-1063	127	1	https://doi.org/10.3390/sym15091723	https://doi.org/10.3390/sym15091723	NUM
brainmatters-1063	127	2	10	10	NUM
brainmatters-1063	127	3	.	.	PUNCT
brainmatters-1063	128	1	van	van	PROPN
brainmatters-1063	128	2	oostveen	oostveen	PROPN
brainmatters-1063	128	3	,	,	PUNCT
brainmatters-1063	128	4	w.	w.	PROPN
brainmatters-1063	128	5	m.	m.	PROPN
brainmatters-1063	128	6	,	,	PUNCT
brainmatters-1063	128	7	&	&	CCONJ
brainmatters-1063	128	8	de	de	PROPN
brainmatters-1063	128	9	lange	lange	PROPN
brainmatters-1063	128	10	,	,	PUNCT
brainmatters-1063	128	11	e.	e.	PROPN
brainmatters-1063	128	12	c.	c.	PROPN
brainmatters-1063	128	13	m.	m.	PROPN
brainmatters-1063	128	14	(	(	PUNCT
brainmatters-1063	128	15	2021	2021	NUM
brainmatters-1063	128	16	)	)	PUNCT
brainmatters-1063	128	17	.	.	PUNCT
brainmatters-1063	129	1	imaging	imaging	NOUN
brainmatters-1063	129	2	techniques	technique	NOUN
brainmatters-1063	129	3	in	in	ADP
brainmatters-1063	129	4	alzheimer	alzheimer	PROPN
brainmatters-1063	129	5	’s	’s	PART
brainmatters-1063	129	6	disease	disease	NOUN
brainmatters-1063	129	7	:	:	PUNCT
brainmatters-1063	129	8	a	a	DET
brainmatters-1063	129	9	review	review	NOUN
brainmatters-1063	129	10	of	of	ADP
brainmatters-1063	129	11	applications	application	NOUN
brainmatters-1063	129	12	in	in	ADP
brainmatters-1063	129	13	early	early	ADJ
brainmatters-1063	129	14	diagnosis	diagnosis	NOUN
brainmatters-1063	129	15	and	and	CCONJ
brainmatters-1063	129	16	longitudinal	longitudinal	ADJ
brainmatters-1063	129	17	monitoring	monitoring	NOUN
brainmatters-1063	129	18	.	.	PUNCT
brainmatters-1063	130	1	international	international	ADJ
brainmatters-1063	130	2	journal	journal	NOUN
brainmatters-1063	130	3	of	of	ADP
brainmatters-1063	130	4	molecular	molecular	ADJ
brainmatters-1063	130	5	sciences	science	NOUN
brainmatters-1063	130	6	,	,	PUNCT
brainmatters-1063	130	7	22(4	22(4	NUM
brainmatters-1063	130	8	)	)	PUNCT
brainmatters-1063	130	9	,	,	PUNCT
brainmatters-1063	130	10	2110	2110	NUM
brainmatters-1063	130	11	.	.	PUNCT
brainmatters-1063	131	1	https://doi.org/10.3390/ijms22042110	https://doi.org/10.3390/ijms22042110	PROPN
brainmatters-1063	131	2	11	11	NUM
brainmatters-1063	131	3	.	.	PUNCT
brainmatters-1063	132	1	wang	wang	PROPN
brainmatters-1063	132	2	,	,	PUNCT
brainmatters-1063	132	3	y.	y.	PROPN
brainmatters-1063	132	4	,	,	PUNCT
brainmatters-1063	132	5	gao	gao	PROPN
brainmatters-1063	132	6	,	,	PUNCT
brainmatters-1063	132	7	r.	r.	PROPN
brainmatters-1063	132	8	,	,	PUNCT
brainmatters-1063	132	9	wei	wei	PROPN
brainmatters-1063	132	10	,	,	PUNCT
brainmatters-1063	132	11	t.	t.	PROPN
brainmatters-1063	132	12	,	,	PUNCT
brainmatters-1063	132	13	johnston	johnston	PROPN
brainmatters-1063	132	14	,	,	PUNCT
brainmatters-1063	132	15	l.	l.	PROPN
brainmatters-1063	132	16	,	,	PUNCT
brainmatters-1063	132	17	yuan	yuan	PROPN
brainmatters-1063	132	18	,	,	PUNCT
brainmatters-1063	132	19	x.	x.	PROPN
brainmatters-1063	132	20	,	,	PUNCT
brainmatters-1063	132	21	zhang	zhang	PROPN
brainmatters-1063	132	22	,	,	PUNCT
brainmatters-1063	132	23	y.	y.	PROPN
brainmatters-1063	132	24	,	,	PUNCT
brainmatters-1063	132	25	&	&	CCONJ
brainmatters-1063	132	26	yu	yu	PROPN
brainmatters-1063	132	27	,	,	PUNCT
brainmatters-1063	132	28	z.	z.	PROPN
brainmatters-1063	132	29	(	(	PUNCT
brainmatters-1063	132	30	2024	2024	NUM
brainmatters-1063	132	31	)	)	PUNCT
brainmatters-1063	132	32	.	.	PUNCT
brainmatters-1063	133	1	predicting	predict	VERB
brainmatters-1063	133	2	long	long	ADJ
brainmatters-1063	133	3	-	-	PUNCT
brainmatters-1063	133	4	term	term	NOUN
brainmatters-1063	133	5	progression	progression	NOUN
brainmatters-1063	133	6	of	of	ADP
brainmatters-1063	133	7	alzheimer	alzheimer	PROPN
brainmatters-1063	133	8	’s	’s	PART
brainmatters-1063	133	9	disease	disease	NOUN
brainmatters-1063	133	10	using	use	VERB
brainmatters-1063	133	11	a	a	DET
brainmatters-1063	133	12	multimodal	multimodal	ADJ
brainmatters-1063	133	13	deep	deep	ADJ
brainmatters-1063	133	14	learning	learning	NOUN
brainmatters-1063	133	15	model	model	NOUN
brainmatters-1063	133	16	incorporating	incorporate	VERB
brainmatters-1063	133	17	interaction	interaction	NOUN
brainmatters-1063	133	18	effects	effect	NOUN
brainmatters-1063	133	19	.	.	PUNCT
brainmatters-1063	134	1	journal	journal	NOUN
brainmatters-1063	134	2	of	of	ADP
brainmatters-1063	134	3	translational	translational	ADJ
brainmatters-1063	134	4	medicine	medicine	NOUN
brainmatters-1063	134	5	,	,	PUNCT
brainmatters-1063	134	6	22(1	22(1	NUM
brainmatters-1063	134	7	)	)	PUNCT
brainmatters-1063	134	8	.	.	PUNCT
brainmatters-1063	135	1	https://doi.org/10.1186/s12967-024-05025-w	https://doi.org/10.1186/s12967-024-05025-w	NOUN
brainmatters-1063	135	2	12	12	NUM
brainmatters-1063	135	3	.	.	PUNCT
brainmatters-1063	136	1	ying	ying	PROPN
brainmatters-1063	136	2	,	,	PUNCT
brainmatters-1063	136	3	x.	x.	NOUN
brainmatters-1063	136	4	(	(	PUNCT
brainmatters-1063	136	5	2019	2019	NUM
brainmatters-1063	136	6	)	)	PUNCT
brainmatters-1063	136	7	.	.	PUNCT
brainmatters-1063	137	1	an	an	DET
brainmatters-1063	137	2	overview	overview	NOUN
brainmatters-1063	137	3	of	of	ADP
brainmatters-1063	137	4	overfitting	overfitting	NOUN
brainmatters-1063	137	5	and	and	CCONJ
brainmatters-1063	137	6	its	its	PRON
brainmatters-1063	137	7	solutions	solution	NOUN
brainmatters-1063	137	8	.	.	PUNCT
brainmatters-1063	138	1	journal	journal	PROPN
brainmatters-1063	138	2	of	of	ADP
brainmatters-1063	138	3	physics	physics	PROPN
brainmatters-1063	138	4	:	:	PUNCT
brainmatters-1063	138	5	conference	conference	NOUN
brainmatters-1063	138	6	series	series	NOUN
brainmatters-1063	138	7	,	,	PUNCT
brainmatters-1063	138	8	1168	1168	NUM
brainmatters-1063	138	9	,	,	PUNCT
brainmatters-1063	138	10	022022	022022	NUM
brainmatters-1063	138	11	.	.	PUNCT
brainmatters-1063	139	1	https://doi.org/10.1088/1742-6596/1168/2/022022	https://doi.org/10.1088/1742-6596/1168/2/022022	NOUN
brainmatters-1063	139	2	brain	brain	NOUN
brainmatters-1063	139	3	matters	matter	NOUN
brainmatters-1063	139	4	vol	vol	NOUN
brainmatters-1063	139	5	.	.	PROPN
brainmatters-1063	139	6	8	8	NUM
brainmatters-1063	139	7	2025	2025	NUM
brainmatters-1063	139	8	images	image	NOUN
brainmatters-1063	139	9	:	:	PUNCT
brainmatters-1063	139	10	1	1	NUM
brainmatters-1063	139	11	.	.	X
brainmatters-1063	139	12	first	first	ADJ
brainmatters-1063	139	13	choice	choice	NOUN
brainmatters-1063	139	14	neurology	neurology	NOUN
brainmatters-1063	139	15	.	.	PUNCT
brainmatters-1063	140	1	(	(	PUNCT
brainmatters-1063	140	2	2019	2019	NUM
brainmatters-1063	140	3	)	)	PUNCT
brainmatters-1063	140	4	.	.	PUNCT
brainmatters-1063	141	1	june	june	PROPN
brainmatters-1063	141	2	is	be	AUX
brainmatters-1063	141	3	alzheimer	alzheimer	PROPN
brainmatters-1063	141	4	’s	’s	PART
brainmatters-1063	141	5	and	and	CCONJ
brainmatters-1063	141	6	brain	brain	NOUN
brainmatters-1063	141	7	awareness	awareness	NOUN
brainmatters-1063	141	8	month	month	NOUN
brainmatters-1063	141	9	.	.	PUNCT
brainmatters-1063	142	1	first	first	ADJ
brainmatters-1063	142	2	choice	choice	NOUN
brainmatters-1063	142	3	neurology	neurology	NOUN
brainmatters-1063	142	4	.	.	PUNCT
brainmatters-1063	143	1	retrieved	retrieve	VERB
brainmatters-1063	143	2	february	february	PROPN
brainmatters-1063	143	3	18	18	NUM
brainmatters-1063	143	4	,	,	PUNCT
brainmatters-1063	143	5	2025	2025	NUM
brainmatters-1063	143	6	,	,	PUNCT
brainmatters-1063	143	7	from	from	ADP
brainmatters-1063	143	8	https://www.fcneurology.net/june-is-alzheimers-andbrain-awareness-month/	https://www.fcneurology.net/june-is-alzheimers-andbrain-awareness-month/	NOUN
brainmatters-1063	143	9	2	2	NUM
brainmatters-1063	143	10	.	.	PUNCT
brainmatters-1063	144	1	linus	linus	PROPN
brainmatters-1063	144	2	health	health	PROPN
brainmatters-1063	144	3	.	.	PUNCT
brainmatters-1063	145	1	(	(	PUNCT
brainmatters-1063	145	2	n.d	n.d	PROPN
brainmatters-1063	145	3	.	.	PROPN
brainmatters-1063	145	4	)	)	PUNCT
brainmatters-1063	145	5	.	.	PUNCT
brainmatters-1063	146	1	history	history	NOUN
brainmatters-1063	146	2	of	of	ADP
brainmatters-1063	146	3	the	the	DET
brainmatters-1063	146	4	clock	clock	NOUN
brainmatters-1063	146	5	drawing	drawing	NOUN
brainmatters-1063	146	6	test	test	NOUN
brainmatters-1063	146	7	and	and	CCONJ
brainmatters-1063	146	8	the	the	DET
brainmatters-1063	146	9	linus	linus	PROPN
brainmatters-1063	146	10	health	health	NOUN
brainmatters-1063	146	11	platform	platform	NOUN
brainmatters-1063	146	12	.	.	PUNCT
brainmatters-1063	147	1	linus	linus	PROPN
brainmatters-1063	147	2	health	health	PROPN
brainmatters-1063	147	3	.	.	PUNCT
brainmatters-1063	148	1	retrieved	retrieve	VERB
brainmatters-1063	148	2	february	february	PROPN
brainmatters-1063	148	3	18	18	NUM
brainmatters-1063	148	4	,	,	PUNCT
brainmatters-1063	148	5	2025	2025	NUM
brainmatters-1063	148	6	,	,	PUNCT
brainmatters-1063	148	7	from	from	ADP
brainmatters-1063	148	8	https://linushealth.com/history-of-clockdrawing-test-and-dctclock	https://linushealth.com/history-of-clockdrawing-test-and-dctclock	NOUN
brainmatters-1063	148	9	3	3	NUM
brainmatters-1063	148	10	.	.	PUNCT
brainmatters-1063	149	1	tan	tan	PROPN
brainmatters-1063	149	2	,	,	PUNCT
brainmatters-1063	149	3	a.	a.	NOUN
brainmatters-1063	149	4	(	(	PUNCT
brainmatters-1063	149	5	2020	2020	NUM
brainmatters-1063	149	6	)	)	PUNCT
brainmatters-1063	149	7	.	.	PUNCT
brainmatters-1063	150	1	support	support	NOUN
brainmatters-1063	150	2	vector	vector	NOUN
brainmatters-1063	150	3	machine	machine	NOUN
brainmatters-1063	150	4	.	.	PUNCT
brainmatters-1063	151	1	anthony	anthony	PROPN
brainmatters-1063	151	2	’s	’s	PART
brainmatters-1063	151	3	blogs	blog	NOUN
brainmatters-1063	151	4	.	.	PUNCT
brainmatters-1063	152	1	retrieved	retrieve	VERB
brainmatters-1063	152	2	february	february	PROPN
brainmatters-1063	152	3	18	18	NUM
brainmatters-1063	152	4	,	,	PUNCT
brainmatters-1063	152	5	2025	2025	NUM
brainmatters-1063	152	6	,	,	PUNCT
brainmatters-1063	152	7	from	from	ADP
brainmatters-1063	152	8	https://anthonytan.com/discriminant-functions-and-decision-boundary/	https://anthonytan.com/discriminant-functions-and-decision-boundary/	PROPN
brainmatters-1063	152	9	22	22	NUM
brainmatters-1063	152	10	about	about	ADP
brainmatters-1063	152	11	the	the	DET
brainmatters-1063	152	12	author	author	NOUN
brainmatters-1063	152	13	rayyan	rayyan	PROPN
brainmatters-1063	152	14	iqbal	iqbal	PROPN
brainmatters-1063	152	15	is	be	AUX
brainmatters-1063	152	16	a	a	DET
brainmatters-1063	152	17	sophomore	sophomore	NOUN
brainmatters-1063	152	18	at	at	ADP
brainmatters-1063	152	19	the	the	DET
brainmatters-1063	152	20	university	university	PROPN
brainmatters-1063	152	21	of	of	ADP
brainmatters-1063	152	22	illinois	illinois	PROPN
brainmatters-1063	152	23	,	,	PUNCT
brainmatters-1063	152	24	majoring	major	VERB
brainmatters-1063	152	25	in	in	ADP
brainmatters-1063	152	26	chemistry	chemistry	NOUN
brainmatters-1063	152	27	.	.	PUNCT
brainmatters-1063	153	1	he	he	PRON
brainmatters-1063	153	2	is	be	AUX
brainmatters-1063	153	3	currently	currently	ADV
brainmatters-1063	153	4	conducting	conduct	VERB
brainmatters-1063	153	5	research	research	NOUN
brainmatters-1063	153	6	in	in	ADP
brainmatters-1063	153	7	the	the	DET
brainmatters-1063	153	8	physical	physical	ADJ
brainmatters-1063	153	9	activity	activity	NOUN
brainmatters-1063	153	10	and	and	CCONJ
brainmatters-1063	153	11	neurocognitive	neurocognitive	ADJ
brainmatters-1063	153	12	health	health	NOUN
brainmatters-1063	153	13	lab	lab	NOUN
brainmatters-1063	153	14	,	,	PUNCT
brainmatters-1063	153	15	where	where	SCONJ
brainmatters-1063	153	16	he	he	PRON
brainmatters-1063	153	17	studies	study	VERB
brainmatters-1063	153	18	the	the	DET
brainmatters-1063	153	19	impact	impact	NOUN
brainmatters-1063	153	20	of	of	ADP
brainmatters-1063	153	21	physical	physical	ADJ
brainmatters-1063	153	22	behaviors	behavior	NOUN
brainmatters-1063	153	23	—	—	PUNCT
brainmatters-1063	153	24	such	such	ADJ
brainmatters-1063	153	25	as	as	ADP
brainmatters-1063	153	26	physical	physical	ADJ
brainmatters-1063	153	27	activity	activity	NOUN
brainmatters-1063	153	28	and	and	CCONJ
brainmatters-1063	153	29	sedentary	sedentary	ADJ
brainmatters-1063	153	30	time	time	NOUN
brainmatters-1063	153	31	—	—	PUNCT
brainmatters-1063	153	32	on	on	ADP
brainmatters-1063	153	33	brain	brain	NOUN
brainmatters-1063	153	34	health	health	NOUN
brainmatters-1063	153	35	.	.	PUNCT
brainmatters-1063	154	1	beyond	beyond	ADP
brainmatters-1063	154	2	his	his	PRON
brainmatters-1063	154	3	research	research	NOUN
brainmatters-1063	154	4	,	,	PUNCT
brainmatters-1063	154	5	rayyan	rayyan	PROPN
brainmatters-1063	154	6	is	be	AUX
brainmatters-1063	154	7	actively	actively	ADV
brainmatters-1063	154	8	involved	involve	VERB
brainmatters-1063	154	9	in	in	ADP
brainmatters-1063	154	10	react	react	NOUN
brainmatters-1063	154	11	,	,	PUNCT
brainmatters-1063	154	12	an	an	DET
brainmatters-1063	154	13	outreach	outreach	NOUN
brainmatters-1063	154	14	program	program	NOUN
brainmatters-1063	154	15	that	that	PRON
brainmatters-1063	154	16	brings	bring	VERB
brainmatters-1063	154	17	science	science	NOUN
brainmatters-1063	154	18	to	to	ADP
brainmatters-1063	154	19	life	life	NOUN
brainmatters-1063	154	20	for	for	ADP
brainmatters-1063	154	21	young	young	ADJ
brainmatters-1063	154	22	students	student	NOUN
brainmatters-1063	154	23	in	in	ADP
brainmatters-1063	154	24	the	the	DET
brainmatters-1063	154	25	champaign	champaign	PROPN
brainmatters-1063	154	26	-	-	PUNCT
brainmatters-1063	154	27	urbana	urbana	PROPN
brainmatters-1063	154	28	area	area	NOUN
brainmatters-1063	154	29	.	.	PUNCT
brainmatters-1063	155	1	23	23	NUM