id	sid	tid	token	lemma	pos
cana-5756	1	1	communications	communication	NOUN
cana-5756	1	2	on	on	ADP
cana-5756	1	3	applied	apply	VERB
cana-5756	1	4	nonlinear	nonlinear	ADJ
cana-5756	1	5	analysis	analysis	NOUN
cana-5756	1	6	issn	issn	NOUN
cana-5756	1	7	:	:	PUNCT
cana-5756	1	8	1074	1074	NUM
cana-5756	1	9	-	-	PUNCT
cana-5756	1	10	133x	133x	NUM
cana-5756	1	11	vol	vol	NOUN
cana-5756	1	12	32	32	NUM
cana-5756	1	13	no	no	NOUN
cana-5756	1	14	.	.	PUNCT
cana-5756	2	1	3s	3s	NUM
cana-5756	2	2	(	(	PUNCT
cana-5756	2	3	2025	2025	NUM
cana-5756	2	4	)	)	PUNCT
cana-5756	2	5	799	799	NUM
cana-5756	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	2	7	deep	deep	ADJ
cana-5756	2	8	learning	learning	NOUN
cana-5756	2	9	-	-	PUNCT
cana-5756	2	10	driven	drive	VERB
cana-5756	2	11	prognostic	prognostic	ADJ
cana-5756	2	12	modeling	modeling	NOUN
cana-5756	2	13	for	for	ADP
cana-5756	2	14	alzheimer	alzheimer	PROPN
cana-5756	2	15	’s	’s	PART
cana-5756	2	16	disease	disease	NOUN
cana-5756	2	17	identification	identification	NOUN
cana-5756	2	18	awais	awais	PROPN
cana-5756	2	19	ahmed1	ahmed1	PROPN
cana-5756	3	1	mr	mr	PROPN
cana-5756	3	2	.	.	PROPN
cana-5756	3	3	rizwan	rizwan	PROPN
cana-5756	3	4	uz	uz	PROPN
cana-5756	3	5	zaman2	zaman2	PROPN
cana-5756	3	6	mrs	mrs	PROPN
cana-5756	3	7	.	.	PROPN
cana-5756	3	8	md	md	PROPN
cana-5756	3	9	asma3	asma3	PROPN
cana-5756	3	10	1	1	NUM
cana-5756	3	11	research	research	NOUN
cana-5756	3	12	scholar	scholar	NOUN
cana-5756	3	13	,	,	PUNCT
cana-5756	3	14	dept	dept	NOUN
cana-5756	3	15	.	.	PROPN
cana-5756	3	16	of	of	ADP
cana-5756	3	17	computer	computer	NOUN
cana-5756	3	18	science	science	NOUN
cana-5756	3	19	and	and	CCONJ
cana-5756	3	20	engineering	engineering	NOUN
cana-5756	3	21	,	,	PUNCT
cana-5756	3	22	lords	lords	PROPN
cana-5756	3	23	institute	institute	PROPN
cana-5756	3	24	of	of	ADP
cana-5756	3	25	engineering	engineering	NOUN
cana-5756	3	26	and	and	CCONJ
cana-5756	3	27	technology	technology	NOUN
cana-5756	3	28	,	,	PUNCT
cana-5756	3	29	hyderabad	hyderabad	PROPN
cana-5756	3	30	,	,	PUNCT
cana-5756	3	31	telangana	telangana	PROPN
cana-5756	3	32	2assistant	2assistant	PROPN
cana-5756	3	33	professor	professor	PROPN
cana-5756	3	34	,	,	PUNCT
cana-5756	3	35	dept	dept	NOUN
cana-5756	3	36	.	.	PROPN
cana-5756	3	37	of	of	ADP
cana-5756	3	38	computer	computer	NOUN
cana-5756	3	39	science	science	NOUN
cana-5756	3	40	and	and	CCONJ
cana-5756	3	41	engineering	engineering	NOUN
cana-5756	3	42	,	,	PUNCT
cana-5756	3	43	lords	lords	PROPN
cana-5756	3	44	institute	institute	PROPN
cana-5756	3	45	of	of	ADP
cana-5756	3	46	engineering	engineering	NOUN
cana-5756	3	47	and	and	CCONJ
cana-5756	3	48	technology	technology	NOUN
cana-5756	3	49	,	,	PUNCT
cana-5756	3	50	hyderabad	hyderabad	PROPN
cana-5756	3	51	,	,	PUNCT
cana-5756	3	52	telangana	telangana	PROPN
cana-5756	3	53	3associate	3associate	NUM
cana-5756	3	54	professor	professor	NOUN
cana-5756	3	55	,	,	PUNCT
cana-5756	3	56	dept	dept	NOUN
cana-5756	3	57	.	.	PROPN
cana-5756	3	58	of	of	ADP
cana-5756	3	59	computer	computer	NOUN
cana-5756	3	60	science	science	NOUN
cana-5756	3	61	and	and	CCONJ
cana-5756	3	62	engineering	engineering	NOUN
cana-5756	3	63	,	,	PUNCT
cana-5756	3	64	lords	lords	PROPN
cana-5756	3	65	institute	institute	PROPN
cana-5756	3	66	of	of	ADP
cana-5756	3	67	engineering	engineering	NOUN
cana-5756	3	68	and	and	CCONJ
cana-5756	3	69	technology	technology	NOUN
cana-5756	3	70	,	,	PUNCT
cana-5756	3	71	hyderabad	hyderabad	PROPN
cana-5756	3	72	,	,	PUNCT
cana-5756	3	73	telangana	telangana	PROPN
cana-5756	3	74	article	article	PROPN
cana-5756	3	75	history	history	NOUN
cana-5756	3	76	:	:	PUNCT
cana-5756	3	77	received	receive	VERB
cana-5756	3	78	:	:	PUNCT
cana-5756	3	79	12	12	NUM
cana-5756	3	80	-	-	SYM
cana-5756	3	81	01	01	NUM
cana-5756	3	82	-	-	PUNCT
cana-5756	3	83	2025	2025	NUM
cana-5756	3	84	revised	revise	VERB
cana-5756	3	85	:	:	PUNCT
cana-5756	3	86	15	15	NUM
cana-5756	3	87	-	-	NUM
cana-5756	3	88	02	02	NUM
cana-5756	3	89	-	-	PUNCT
cana-5756	3	90	2025	2025	NUM
cana-5756	3	91	accepted	accept	VERB
cana-5756	3	92	:	:	PUNCT
cana-5756	3	93	01	01	NUM
cana-5756	3	94	-	-	SYM
cana-5756	3	95	03	03	NUM
cana-5756	3	96	-	-	PUNCT
cana-5756	3	97	2025	2025	NUM
cana-5756	3	98	abstract	abstract	ADJ
cana-5756	3	99	alzheimer	alzheimer	PROPN
cana-5756	3	100	’s	’s	PART
cana-5756	3	101	disease	disease	NOUN
cana-5756	3	102	is	be	AUX
cana-5756	3	103	an	an	DET
cana-5756	3	104	genuine	genuine	ADJ
cana-5756	3	105	neurodegenerative	neurodegenerative	ADJ
cana-5756	3	106	sickness	sickness	NOUN
cana-5756	3	107	that	that	PRON
cana-5756	3	108	impacts	impact	VERB
cana-5756	3	109	brain	brain	NOUN
cana-5756	3	110	memory	memory	NOUN
cana-5756	3	111	fundamentally	fundamentally	ADV
cana-5756	3	112	in	in	ADP
cana-5756	3	113	developed	developed	ADJ
cana-5756	3	114	people	people	NOUN
cana-5756	3	115	.	.	PUNCT
cana-5756	4	1	alzheimer	alzheimer	PROPN
cana-5756	4	2	’s	’s	PART
cana-5756	4	3	contamination	contamination	NOUN
cana-5756	4	4	happens	happen	VERB
cana-5756	4	5	around	around	ADP
cana-5756	4	6	the	the	DET
cana-5756	4	7	world	world	NOUN
cana-5756	4	8	and	and	CCONJ
cana-5756	4	9	fundamentally	fundamentally	ADV
cana-5756	4	10	impacts	impact	VERB
cana-5756	4	11	people	people	NOUN
cana-5756	4	12	developed	develop	VERB
cana-5756	4	13	more	more	ADV
cana-5756	4	14	prepared	prepared	ADJ
cana-5756	4	15	than	than	ADP
cana-5756	4	16	65	65	NUM
cana-5756	4	17	a	a	DET
cana-5756	4	18	long	long	ADJ
cana-5756	4	19	time	time	NOUN
cana-5756	4	20	.	.	PUNCT
cana-5756	5	1	early	early	ADJ
cana-5756	5	2	assurance	assurance	NOUN
cana-5756	5	3	for	for	ADP
cana-5756	5	4	correct	correct	ADJ
cana-5756	5	5	area	area	NOUN
cana-5756	5	6	is	be	AUX
cana-5756	5	7	required	require	VERB
cana-5756	5	8	for	for	ADP
cana-5756	5	9	this	this	DET
cana-5756	5	10	ailment	ailment	NOUN
cana-5756	5	11	.	.	PUNCT
cana-5756	6	1	manual	manual	ADJ
cana-5756	6	2	assurance	assurance	NOUN
cana-5756	6	3	by	by	ADP
cana-5756	6	4	prosperity	prosperity	NOUN
cana-5756	6	5	masters	master	NOUN
cana-5756	6	6	is	be	AUX
cana-5756	6	7	botch	botch	ADJ
cana-5756	6	8	slanted	slanted	ADJ
cana-5756	6	9	and	and	CCONJ
cana-5756	6	10	time	time	NOUN
cana-5756	6	11	exhausting	exhausting	ADJ
cana-5756	6	12	due	due	ADP
cana-5756	6	13	to	to	ADP
cana-5756	6	14	the	the	DET
cana-5756	6	15	broad	broad	ADJ
cana-5756	6	16	number	number	NOUN
cana-5756	6	17	of	of	ADP
cana-5756	6	18	patients	patient	NOUN
cana-5756	6	19	showing	show	VERB
cana-5756	6	20	with	with	ADP
cana-5756	6	21	the	the	DET
cana-5756	6	22	illness	illness	NOUN
cana-5756	6	23	.	.	PUNCT
cana-5756	7	1	diverse	diverse	ADJ
cana-5756	7	2	procedures	procedure	NOUN
cana-5756	7	3	have	have	AUX
cana-5756	7	4	been	be	AUX
cana-5756	7	5	associated	associate	VERB
cana-5756	7	6	to	to	ADP
cana-5756	7	7	the	the	DET
cana-5756	7	8	assurance	assurance	NOUN
cana-5756	7	9	and	and	CCONJ
cana-5756	7	10	classification	classification	NOUN
cana-5756	7	11	of	of	ADP
cana-5756	7	12	alzheimer	alzheimer	PROPN
cana-5756	7	13	’s	’s	PART
cana-5756	7	14	disease	disease	NOUN
cana-5756	7	15	but	but	CCONJ
cana-5756	7	16	there	there	PRON
cana-5756	7	17	's	be	VERB
cana-5756	7	18	a	a	DET
cana-5756	7	19	require	require	NOUN
cana-5756	7	20	for	for	ADP
cana-5756	7	21	more	more	ADJ
cana-5756	7	22	precision	precision	NOUN
cana-5756	7	23	in	in	ADP
cana-5756	7	24	early	early	ADJ
cana-5756	7	25	conclusion	conclusion	NOUN
cana-5756	7	26	courses	course	NOUN
cana-5756	7	27	of	of	ADP
cana-5756	7	28	action	action	NOUN
cana-5756	7	29	.	.	PUNCT
cana-5756	8	1	the	the	DET
cana-5756	8	2	appear	appear	NOUN
cana-5756	8	3	proposed	propose	VERB
cana-5756	8	4	in	in	ADP
cana-5756	8	5	this	this	DET
cana-5756	8	6	examine	examine	NOUN
cana-5756	8	7	prescribes	prescribe	VERB
cana-5756	8	8	a	a	DET
cana-5756	8	9	significant	significant	ADJ
cana-5756	8	10	learning	learning	NOUN
cana-5756	8	11	-	-	PUNCT
cana-5756	8	12	based	base	VERB
cana-5756	8	13	course	course	NOUN
cana-5756	8	14	of	of	ADP
cana-5756	8	15	action	action	NOUN
cana-5756	8	16	utilizing	utilize	VERB
cana-5756	8	17	densenet-169	densenet-169	NOUN
cana-5756	8	18	and	and	CCONJ
cana-5756	8	19	resnet-50	resnet-50	PROPN
cana-5756	8	20	cnn	cnn	PROPN
cana-5756	8	21	plans	plan	NOUN
cana-5756	8	22	for	for	ADP
cana-5756	8	23	the	the	DET
cana-5756	8	24	assurance	assurance	NOUN
cana-5756	8	25	and	and	CCONJ
cana-5756	8	26	classification	classification	NOUN
cana-5756	8	27	of	of	ADP
cana-5756	8	28	alzheimer	alzheimer	PROPN
cana-5756	8	29	’s	’s	PART
cana-5756	8	30	disease	disease	NOUN
cana-5756	8	31	.	.	PUNCT
cana-5756	9	1	the	the	DET
cana-5756	9	2	proposed	propose	VERB
cana-5756	9	3	illustrate	illustrate	NOUN
cana-5756	9	4	classifies	classify	VERB
cana-5756	9	5	alzheimer	alzheimer	PROPN
cana-5756	9	6	’s	’s	PART
cana-5756	9	7	disease	disease	NOUN
cana-5756	9	8	into	into	ADP
cana-5756	9	9	non	non	ADJ
cana-5756	9	10	-	-	NOUN
cana-5756	9	11	dementia	dementia	NOUN
cana-5756	9	12	,	,	PUNCT
cana-5756	9	13	especially	especially	ADV
cana-5756	9	14	tender	tender	ADJ
cana-5756	9	15	dementia	dementia	NOUN
cana-5756	9	16	,	,	PUNCT
cana-5756	9	17	tender	tender	NOUN
cana-5756	9	18	dementia	dementia	NOUN
cana-5756	9	19	,	,	PUNCT
cana-5756	9	20	and	and	CCONJ
cana-5756	9	21	coordinate	coordinate	NOUN
cana-5756	9	22	dementia	dementia	NOUN
cana-5756	9	23	.	.	PUNCT
cana-5756	10	1	the	the	DET
cana-5756	10	2	densenet-169	densenet-169	NOUN
cana-5756	10	3	designing	designing	NOUN
cana-5756	10	4	beated	beat	VERB
cana-5756	10	5	inside	inside	ADP
cana-5756	10	6	the	the	DET
cana-5756	10	7	planning	planning	NOUN
cana-5756	10	8	and	and	CCONJ
cana-5756	10	9	testing	testing	NOUN
cana-5756	10	10	stages	stage	NOUN
cana-5756	10	11	.	.	PUNCT
cana-5756	11	1	the	the	DET
cana-5756	11	2	planning	planning	NOUN
cana-5756	11	3	and	and	CCONJ
cana-5756	11	4	testing	testing	NOUN
cana-5756	11	5	precision	precision	NOUN
cana-5756	11	6	values	value	NOUN
cana-5756	11	7	for	for	ADP
cana-5756	11	8	densenet-169	densenet-169	NOUN
cana-5756	11	9	are	be	AUX
cana-5756	11	10	0.977	0.977	NUM
cana-5756	11	11	and	and	CCONJ
cana-5756	11	12	0.8382	0.8382	NUM
cana-5756	11	13	,	,	PUNCT
cana-5756	11	14	though	though	SCONJ
cana-5756	11	15	the	the	DET
cana-5756	11	16	exactness	exactness	ADJ
cana-5756	11	17	values	value	NOUN
cana-5756	11	18	for	for	ADP
cana-5756	11	19	resnet-50	resnet-50	PROPN
cana-5756	11	20	were	be	AUX
cana-5756	11	21	0.8870	0.8870	NUM
cana-5756	11	22	and	and	CCONJ
cana-5756	11	23	0.8192	0.8192	NUM
cana-5756	11	24	.	.	PUNCT
cana-5756	12	1	the	the	DET
cana-5756	12	2	proposed	propose	VERB
cana-5756	12	3	illustrate	illustrate	NOUN
cana-5756	12	4	is	be	AUX
cana-5756	12	5	usable	usable	ADJ
cana-5756	12	6	for	for	ADP
cana-5756	12	7	real	real	ADJ
cana-5756	12	8	-	-	PUNCT
cana-5756	12	9	time	time	NOUN
cana-5756	12	10	examination	examination	NOUN
cana-5756	12	11	and	and	CCONJ
cana-5756	12	12	classification	classification	NOUN
cana-5756	12	13	of	of	ADP
cana-5756	12	14	alzheimer	alzheimer	PROPN
cana-5756	12	15	’s	’s	PART
cana-5756	12	16	disease	disease	NOUN
cana-5756	12	17	keywords	keyword	NOUN
cana-5756	12	18	:	:	PUNCT
cana-5756	12	19	alzheimer	alzheimer	PROPN
cana-5756	12	20	's	's	PART
cana-5756	12	21	disease	disease	NOUN
cana-5756	12	22	;	;	PUNCT
cana-5756	12	23	artificial	artificial	ADJ
cana-5756	12	24	intelligence	intelligence	NOUN
cana-5756	12	25	;	;	PUNCT
cana-5756	12	26	classification	classification	NOUN
cana-5756	12	27	;	;	PUNCT
cana-5756	12	28	deep	deep	ADJ
cana-5756	12	29	learning	learning	NOUN
cana-5756	12	30	;	;	PUNCT
cana-5756	12	31	machine	machine	NOUN
cana-5756	12	32	learning	learning	NOUN
cana-5756	12	33	;	;	PUNCT
cana-5756	12	34	magnetic	magnetic	ADJ
cana-5756	12	35	resonance	resonance	NOUN
cana-5756	12	36	imaging	imaging	NOUN
cana-5756	12	37	;	;	PUNCT
cana-5756	12	38	neuroimaging	neuroimaging	NOUN
cana-5756	12	39	;	;	PUNCT
cana-5756	12	40	positron	positron	NOUN
cana-5756	12	41	emission	emission	NOUN
cana-5756	12	42	tomography	tomography	NOUN
cana-5756	12	43	.	.	PUNCT
cana-5756	13	1	1	1	X
cana-5756	13	2	.	.	X
cana-5756	13	3	introduction	introduction	PROPN
cana-5756	13	4	alzheimer	alzheimer	PROPN
cana-5756	13	5	’s	’s	PART
cana-5756	13	6	ailment	ailment	NOUN
cana-5756	13	7	(	(	PUNCT
cana-5756	13	8	promotion	promotion	NOUN
cana-5756	13	9	)	)	PUNCT
cana-5756	13	10	might	might	AUX
cana-5756	13	11	be	be	AUX
cana-5756	13	12	a	a	DET
cana-5756	13	13	sort	sort	NOUN
cana-5756	13	14	of	of	ADP
cana-5756	13	15	miserable	miserable	ADJ
cana-5756	13	16	brain	brain	NOUN
cana-5756	13	17	disease	disease	NOUN
cana-5756	13	18	due	due	ADP
cana-5756	13	19	to	to	ADP
cana-5756	13	20	neurodegeneration	neurodegeneration	NOUN
cana-5756	13	21	.	.	PUNCT
cana-5756	14	1	notice	notice	NOUN
cana-5756	14	2	is	be	AUX
cana-5756	14	3	appear	appear	VERB
cana-5756	14	4	around	around	ADP
cana-5756	14	5	the	the	DET
cana-5756	14	6	world	world	NOUN
cana-5756	14	7	.	.	PUNCT
cana-5756	15	1	promotion	promotion	NOUN
cana-5756	15	2	is	be	AUX
cana-5756	15	3	characterized	characterize	VERB
cana-5756	15	4	by	by	ADP
cana-5756	15	5	βamyloid	βamyloid	PROPN
cana-5756	15	6	(	(	PUNCT
cana-5756	15	7	aβ	aβ	NOUN
cana-5756	15	8	)	)	PUNCT
cana-5756	15	9	,	,	PUNCT
cana-5756	15	10	which	which	PRON
cana-5756	15	11	contains	contain	VERB
cana-5756	15	12	extracellular	extracellular	ADJ
cana-5756	15	13	plaques	plaque	NOUN
cana-5756	15	14	and	and	CCONJ
cana-5756	15	15	tau	tau	NOUN
cana-5756	15	16	-	-	PUNCT
cana-5756	15	17	containing	contain	VERB
cana-5756	15	18	intracellular	intracellular	ADJ
cana-5756	15	19	neurofibrillary	neurofibrillary	ADJ
cana-5756	15	20	tangles	tangle	NOUN
cana-5756	15	21	cognitive	cognitive	ADJ
cana-5756	15	22	capacity[1	capacity[1	PROPN
cana-5756	15	23	]	]	X
cana-5756	15	24	clutter	clutter	NOUN
cana-5756	15	25	is	be	AUX
cana-5756	15	26	the	the	DET
cana-5756	15	27	major	major	ADJ
cana-5756	15	28	side	side	NOUN
cana-5756	15	29	impact	impact	NOUN
cana-5756	15	30	due	due	ADP
cana-5756	15	31	to	to	ADP
cana-5756	15	32	promotion	promotion	NOUN
cana-5756	15	33	.	.	PUNCT
cana-5756	16	1	this	this	DET
cana-5756	16	2	sickness	sickness	NOUN
cana-5756	16	3	is	be	AUX
cana-5756	16	4	more	more	ADV
cana-5756	16	5	transcendent	transcendent	ADJ
cana-5756	16	6	in	in	ADP
cana-5756	16	7	developed	develop	VERB
cana-5756	16	8	people	people	NOUN
cana-5756	16	9	,	,	PUNCT
cana-5756	16	10	commonly	commonly	ADV
cana-5756	16	11	impacting	impact	VERB
cana-5756	16	12	those	those	PRON
cana-5756	16	13	developed	develop	VERB
cana-5756	16	14	65	65	NUM
cana-5756	16	15	or	or	CCONJ
cana-5756	16	16	more	more	ADV
cana-5756	16	17	prepared	prepared	ADJ
cana-5756	16	18	;	;	PUNCT
cana-5756	16	19	10	10	NUM
cana-5756	16	20	%	%	NOUN
cana-5756	16	21	of	of	ADP
cana-5756	16	22	cases	case	NOUN
cana-5756	16	23	are	be	AUX
cana-5756	16	24	early	early	ADJ
cana-5756	16	25	onset	onset	NOUN
cana-5756	16	26	happening	happen	VERB
cana-5756	16	27	in	in	ADP
cana-5756	16	28	people	people	NOUN
cana-5756	16	29	more	more	ADV
cana-5756	16	30	young	young	ADJ
cana-5756	16	31	than	than	ADP
cana-5756	16	32	65	65	NUM
cana-5756	16	33	.	.	PUNCT
cana-5756	17	1	notice	notice	NOUN
cana-5756	17	2	as	as	ADV
cana-5756	17	3	well	well	ADV
cana-5756	17	4	impacts	impact	NOUN
cana-5756	17	5	lingo,[2	lingo,[2	NUM
cana-5756	17	6	]	]	PUNCT
cana-5756	17	7	thought	thought	NOUN
cana-5756	17	8	,	,	PUNCT
cana-5756	17	9	comprehension	comprehension	NOUN
cana-5756	17	10	,	,	PUNCT
cana-5756	17	11	considering	considering	NOUN
cana-5756	17	12	,	,	PUNCT
cana-5756	17	13	and	and	CCONJ
cana-5756	17	14	memory	memory	NOUN
cana-5756	17	15	.	.	PUNCT
cana-5756	18	1	specialists	specialist	NOUN
cana-5756	18	2	can	can	AUX
cana-5756	18	3	be	be	AUX
cana-5756	18	4	careful	careful	ADJ
cana-5756	18	5	of	of	ADP
cana-5756	18	6	patients	patient	NOUN
cana-5756	18	7	persevering	persevere	VERB
cana-5756	18	8	from	from	ADP
cana-5756	18	9	this	this	DET
cana-5756	18	10	disease	disease	NOUN
cana-5756	18	11	’s	’s	PART
cana-5756	18	12	side	side	NOUN
cana-5756	18	13	impacts	impact	NOUN
cana-5756	18	14	.	.	PUNCT
cana-5756	19	1	the	the	DET
cana-5756	19	2	rot	rot	NOUN
cana-5756	19	3	in	in	ADP
cana-5756	19	4	cognitive	cognitive	ADJ
cana-5756	19	5	communications	communication	NOUN
cana-5756	19	6	on	on	ADP
cana-5756	19	7	applied	apply	VERB
cana-5756	19	8	nonlinear	nonlinear	ADJ
cana-5756	19	9	analysis	analysis	NOUN
cana-5756	19	10	issn	issn	NOUN
cana-5756	19	11	:	:	PUNCT
cana-5756	19	12	1074	1074	NUM
cana-5756	19	13	-	-	PUNCT
cana-5756	19	14	133x	133x	NUM
cana-5756	19	15	vol	vol	NOUN
cana-5756	19	16	32	32	NUM
cana-5756	19	17	no	no	NOUN
cana-5756	19	18	.	.	PUNCT
cana-5756	20	1	3s	3s	NUM
cana-5756	20	2	(	(	PUNCT
cana-5756	20	3	2025	2025	NUM
cana-5756	20	4	)	)	PUNCT
cana-5756	20	5	800	800	NUM
cana-5756	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	20	7	capacity	capacity	NOUN
cana-5756	20	8	happens	happen	VERB
cana-5756	20	9	due	due	ADJ
cana-5756	20	10	to	to	ADP
cana-5756	20	11	dementia	dementia	NOUN
cana-5756	20	12	which	which	PRON
cana-5756	20	13	impacts	impact	VERB
cana-5756	20	14	day	day	NOUN
cana-5756	20	15	by	by	ADP
cana-5756	20	16	day	day	NOUN
cana-5756	20	17	works	work	VERB
cana-5756	20	18	out	out	ADP
cana-5756	20	19	.	.	PUNCT
cana-5756	21	1	notice	notice	NOUN
cana-5756	21	2	is	be	AUX
cana-5756	21	3	the	the	DET
cana-5756	21	4	preeminent	preeminent	ADJ
cana-5756	21	5	common	common	ADJ
cana-5756	21	6	sort	sort	NOUN
cana-5756	21	7	of	of	ADP
cana-5756	21	8	dementia	dementia	NOUN
cana-5756	21	9	,	,	PUNCT
cana-5756	21	10	bookkeeping	bookkeepe	VERB
cana-5756	21	11	for	for	ADP
cana-5756	21	12	nearly	nearly	ADV
cana-5756	21	13	two	two	NUM
cana-5756	21	14	-	-	PUNCT
cana-5756	21	15	thirds	third	NOUN
cana-5756	21	16	of	of	ADP
cana-5756	21	17	the	the	DET
cana-5756	21	18	cases	case	NOUN
cana-5756	21	19	due	due	ADJ
cana-5756	21	20	to	to	ADP
cana-5756	21	21	age	age	NOUN
cana-5756	21	22	factors	factor	NOUN
cana-5756	21	23	.	.	PUNCT
cana-5756	22	1	in	in	ADP
cana-5756	22	2	2020	2020	NUM
cana-5756	22	3	,	,	PUNCT
cana-5756	22	4	promotion	promotion	NOUN
cana-5756	22	5	was	be	AUX
cana-5756	22	6	the	the	DET
cana-5756	22	7	seventh	seventh	ADJ
cana-5756	22	8	driving[3	driving[3	PROPN
cana-5756	22	9	]	]	PUNCT
cana-5756	22	10	cause	cause	NOUN
cana-5756	22	11	of	of	ADP
cana-5756	22	12	passing	pass	VERB
cana-5756	22	13	inside	inside	ADV
cana-5756	22	14	the	the	DET
cana-5756	22	15	joined	join	VERB
cana-5756	22	16	together	together	ADV
cana-5756	22	17	states	state	NOUN
cana-5756	22	18	of	of	ADP
cana-5756	22	19	america	america	PROPN
cana-5756	22	20	.	.	PUNCT
cana-5756	23	1	promotion	promotion	NOUN
cana-5756	23	2	incorporates	incorporate	VERB
cana-5756	23	3	a	a	DET
cana-5756	23	4	few	few	ADJ
cana-5756	23	5	medicines	medicine	NOUN
cana-5756	23	6	to	to	PART
cana-5756	23	7	create	create	VERB
cana-5756	23	8	strides	stride	NOUN
cana-5756	23	9	the	the	DET
cana-5756	23	10	signs	sign	NOUN
cana-5756	23	11	,	,	PUNCT
cana-5756	23	12	but	but	CCONJ
cana-5756	23	13	there	there	PRON
cana-5756	23	14	's	be	VERB
cana-5756	23	15	no	no	DET
cana-5756	23	16	genuine	genuine	ADJ
cana-5756	23	17	treatment	treatment	NOUN
cana-5756	23	18	to	to	PART
cana-5756	23	19	recover	recover	VERB
cana-5756	23	20	notice	notice	NOUN
cana-5756	23	21	sorts	sort	NOUN
cana-5756	23	22	are	be	AUX
cana-5756	23	23	classified	classify	VERB
cana-5756	23	24	as	as	ADP
cana-5756	23	25	non	non	ADJ
cana-5756	23	26	-	-	NOUN
cana-5756	23	27	dementia	dementia	NOUN
cana-5756	23	28	,	,	PUNCT
cana-5756	23	29	verymild	verymild	NOUN
cana-5756	23	30	dementia[3	dementia[3	PROPN
cana-5756	23	31	]	]	X
cana-5756	23	32	,	,	PUNCT
cana-5756	23	33	delicate	delicate	ADJ
cana-5756	23	34	dementia	dementia	NOUN
cana-5756	23	35	,	,	PUNCT
cana-5756	23	36	and	and	CCONJ
cana-5756	23	37	coordinate	coordinate	NOUN
cana-5756	23	38	dementia	dementia	NOUN
cana-5756	23	39	.	.	PUNCT
cana-5756	24	1	concurring	concur	VERB
cana-5756	24	2	to	to	PART
cana-5756	24	3	notice	notice	NOUN
cana-5756	24	4	examination	examination	NOUN
cana-5756	24	5	,	,	PUNCT
cana-5756	24	6	these	these	DET
cana-5756	24	7	stages	stage	NOUN
cana-5756	24	8	are	be	AUX
cana-5756	24	9	characterized	characterize	VERB
cana-5756	24	10	concurring	concur	VERB
cana-5756	24	11	to	to	ADP
cana-5756	24	12	other	other	ADJ
cana-5756	24	13	examine	examine	NOUN
cana-5756	24	14	strategies	strategy	NOUN
cana-5756	24	15	and	and	CCONJ
cana-5756	24	16	are	be	AUX
cana-5756	24	17	particular	particular	ADJ
cana-5756	24	18	from	from	ADP
cana-5756	24	19	the	the	DET
cana-5756	24	20	dsm-5	dsm-5	NOUN
cana-5756	24	21	classification	classification	NOUN
cana-5756	24	22	of	of	ADP
cana-5756	24	23	promotion	promotion	NOUN
cana-5756	24	24	signs	sign	NOUN
cana-5756	24	25	of	of	ADP
cana-5756	24	26	notice	notice	NOUN
cana-5756	24	27	depend	depend	VERB
cana-5756	24	28	upon	upon	SCONJ
cana-5756	24	29	the	the	DET
cana-5756	24	30	orchestrate	orchestrate	NOUN
cana-5756	24	31	of	of	ADP
cana-5756	24	32	the	the	DET
cana-5756	24	33	illness.[4	illness.[4	NOUN
cana-5756	24	34	]	]	X
cana-5756	24	35	the	the	DET
cana-5756	24	36	first	first	ADJ
cana-5756	24	37	common	common	ADJ
cana-5756	24	38	and	and	CCONJ
cana-5756	24	39	especially	especially	ADV
cana-5756	24	40	to	to	PART
cana-5756	24	41	start	start	VERB
cana-5756	24	42	with	with	ADP
cana-5756	24	43	side	side	NOUN
cana-5756	24	44	impact	impact	NOUN
cana-5756	24	45	is	be	AUX
cana-5756	24	46	shortterm	shortterm	PROPN
cana-5756	24	47	memory	memory	NOUN
cana-5756	24	48	hardship	hardship	NOUN
cana-5756	24	49	.	.	PUNCT
cana-5756	25	1	as	as	ADV
cana-5756	25	2	well	well	ADV
cana-5756	25	3	,	,	PUNCT
cana-5756	25	4	a	a	DET
cana-5756	25	5	tongue	tongue	NOUN
cana-5756	25	6	clutter	clutter	NOUN
cana-5756	25	7	is	be	AUX
cana-5756	25	8	common	common	ADJ
cana-5756	25	9	in	in	ADP
cana-5756	25	10	promotion	promotion	NOUN
cana-5756	25	11	patients	patient	NOUN
cana-5756	25	12	.	.	PUNCT
cana-5756	26	1	promotion	promotion	NOUN
cana-5756	26	2	side	side	NOUN
cana-5756	26	3	impacts	impact	NOUN
cana-5756	26	4	routinely	routinely	ADV
cana-5756	26	5	do	do	AUX
cana-5756	26	6	not	not	PART
cana-5756	26	7	show	show	VERB
cana-5756	26	8	up	up	ADP
cana-5756	26	9	inside	inside	ADP
cana-5756	26	10	the	the	DET
cana-5756	26	11	early	early	ADJ
cana-5756	26	12	stages	stage	NOUN
cana-5756	26	13	,	,	PUNCT
cana-5756	26	14	which	which	PRON
cana-5756	26	15	is	be	AUX
cana-5756	26	16	the	the	DET
cana-5756	26	17	major	major	ADJ
cana-5756	26	18	boundary	boundary	NOUN
cana-5756	26	19	to	to	AUX
cana-5756	26	20	genuine	genuine	ADJ
cana-5756	26	21	treatment.[5	treatment.[5	NOUN
cana-5756	26	22	]	]	PUNCT
cana-5756	26	23	as	as	SCONJ
cana-5756	26	24	there	there	PRON
cana-5756	26	25	's	be	VERB
cana-5756	26	26	no	no	DET
cana-5756	26	27	true	true	ADJ
cana-5756	26	28	blue	blue	ADJ
cana-5756	26	29	treatment	treatment	NOUN
cana-5756	26	30	for	for	ADP
cana-5756	26	31	notice	notice	NOUN
cana-5756	26	32	,	,	PUNCT
cana-5756	26	33	early	early	ADJ
cana-5756	26	34	conclusion	conclusion	NOUN
cana-5756	26	35	engages	engage	VERB
cana-5756	26	36	potential	potential	ADJ
cana-5756	26	37	treatment	treatment	NOUN
cana-5756	26	38	to	to	PART
cana-5756	26	39	cover	cover	VERB
cana-5756	26	40	the	the	DET
cana-5756	26	41	early	early	ADJ
cana-5756	26	42	stages	stage	NOUN
cana-5756	26	43	.	.	PUNCT
cana-5756	27	1	in	in	ADP
cana-5756	27	2	any	any	DET
cana-5756	27	3	case	case	NOUN
cana-5756	27	4	,	,	PUNCT
cana-5756	27	5	early	early	ADJ
cana-5756	27	6	assurance	assurance	NOUN
cana-5756	27	7	is	be	AUX
cana-5756	27	8	challenging	challenge	VERB
cana-5756	27	9	due	due	ADJ
cana-5756	27	10	to	to	ADP
cana-5756	27	11	the	the	DET
cana-5756	27	12	presentation	presentation	NOUN
cana-5756	27	13	of	of	ADP
cana-5756	27	14	minor	minor	ADJ
cana-5756	27	15	side	side	NOUN
cana-5756	27	16	impacts	impact	NOUN
cana-5756	27	17	and	and	CCONJ
cana-5756	27	18	presently	presently	ADV
cana-5756	27	19	and	and	CCONJ
cana-5756	27	20	after	after	ADP
cana-5756	27	21	that	that	PRON
cana-5756	27	22	it	it	PRON
cana-5756	27	23	is	be	AUX
cana-5756	27	24	n't	not	PART
cana-5756	27	25	conceivable	conceivable	ADJ
cana-5756	27	26	to	to	PART
cana-5756	27	27	suitably	suitably	ADV
cana-5756	27	28	recognize	recognize	VERB
cana-5756	27	29	the	the	DET
cana-5756	27	30	signs[6	signs[6	NOUN
cana-5756	27	31	]	]	PUNCT
cana-5756	27	32	.	.	PUNCT
cana-5756	28	1	commonly	commonly	ADV
cana-5756	28	2	,	,	PUNCT
cana-5756	28	3	a	a	DET
cana-5756	28	4	neuropsychological	neuropsychological	ADJ
cana-5756	28	5	examination	examination	NOUN
cana-5756	28	6	is	be	AUX
cana-5756	28	7	utilized	utilize	VERB
cana-5756	28	8	for	for	ADP
cana-5756	28	9	the	the	DET
cana-5756	28	10	early	early	ADJ
cana-5756	28	11	assurance	assurance	NOUN
cana-5756	28	12	of	of	ADP
cana-5756	28	13	notice	notice	NOUN
cana-5756	28	14	.	.	PUNCT
cana-5756	29	1	clinicians	clinician	NOUN
cana-5756	29	2	are	be	AUX
cana-5756	29	3	careful	careful	ADJ
cana-5756	29	4	for	for	ADP
cana-5756	29	5	suitably	suitably	ADV
cana-5756	29	6	analyzing	analyze	VERB
cana-5756	29	7	the	the	DET
cana-5756	29	8	notice	notice	NOUN
cana-5756	29	9	calm	calm	NOUN
cana-5756	29	10	,	,	PUNCT
cana-5756	29	11	but	but	CCONJ
cana-5756	29	12	the	the	DET
cana-5756	29	13	manual	manual	ADJ
cana-5756	29	14	examination	examination	NOUN
cana-5756	29	15	is	be	AUX
cana-5756	29	16	gloomy	gloomy	ADJ
cana-5756	29	17	and	and	CCONJ
cana-5756	29	18	takes	take	VERB
cana-5756	29	19	time	time	NOUN
cana-5756	29	20	for	for	ADP
cana-5756	29	21	the	the	DET
cana-5756	29	22	number	number	NOUN
cana-5756	29	23	of	of	ADP
cana-5756	29	24	patients	patient	NOUN
cana-5756	29	25	symptomatic	symptomatic	ADJ
cana-5756	29	26	for	for	SCONJ
cana-5756	29	27	the	the	DET
cana-5756	29	28	ailment	ailment	ADJ
cana-5756	29	29	helpful	helpful	ADJ
cana-5756	29	30	pros	pro	NOUN
cana-5756	29	31	are	be	AUX
cana-5756	29	32	careful	careful	ADJ
cana-5756	29	33	for	for	ADP
cana-5756	29	34	notice	notice	NOUN
cana-5756	29	35	conclusion	conclusion	NOUN
cana-5756	29	36	,	,	PUNCT
cana-5756	29	37	in	in	ADP
cana-5756	29	38	a	a	DET
cana-5756	29	39	idealize	idealize	NOUN
cana-5756	29	40	world[7],[8	world[7],[8	PROPN
cana-5756	29	41	]	]	PUNCT
cana-5756	29	42	found	find	VERB
cana-5756	29	43	inside	inside	ADP
cana-5756	29	44	the	the	DET
cana-5756	29	45	early	early	ADJ
cana-5756	29	46	stages	stage	NOUN
cana-5756	29	47	.	.	PUNCT
cana-5756	30	1	in	in	ADP
cana-5756	30	2	any	any	DET
cana-5756	30	3	case	case	NOUN
cana-5756	30	4	,	,	PUNCT
cana-5756	30	5	appallingly	appallingly	ADV
cana-5756	30	6	,	,	PUNCT
cana-5756	30	7	due	due	ADP
cana-5756	30	8	to	to	ADP
cana-5756	30	9	the	the	DET
cana-5756	30	10	sweeping	sweeping	ADJ
cana-5756	30	11	volume	volume	NOUN
cana-5756	30	12	of	of	ADP
cana-5756	30	13	data	datum	NOUN
cana-5756	30	14	in	in	ADP
cana-5756	30	15	therapeutic	therapeutic	ADJ
cana-5756	30	16	pictures	picture	NOUN
cana-5756	30	17	,	,	PUNCT
cana-5756	30	18	and	and	CCONJ
cana-5756	30	19	the	the	DET
cana-5756	30	20	tremendous	tremendous	ADJ
cana-5756	30	21	number	number	NOUN
cana-5756	30	22	of	of	ADP
cana-5756	30	23	patients	patient	NOUN
cana-5756	30	24	,	,	PUNCT
cana-5756	30	25	it	it	PRON
cana-5756	30	26	is	be	AUX
cana-5756	30	27	boundless	boundless	ADJ
cana-5756	30	28	to	to	PART
cana-5756	30	29	accurately	accurately	ADV
cana-5756	30	30	and	and	CCONJ
cana-5756	30	31	quickly	quickly	ADV
cana-5756	30	32	analyze	analyze	VERB
cana-5756	30	33	them	they	PRON
cana-5756	30	34	physically	physically	ADV
cana-5756	30	35	.	.	PUNCT
cana-5756	31	1	each	each	DET
cana-5756	31	2	clinician	clinician	NOUN
cana-5756	31	3	or	or	CCONJ
cana-5756	31	4	restorative	restorative	ADJ
cana-5756	31	5	ace	ace	NOUN
cana-5756	31	6	physically	physically	ADV
cana-5756	31	7	analyzes	analyze	VERB
cana-5756	31	8	numerous	numerous	ADJ
cana-5756	31	9	of	of	ADP
cana-5756	31	10	the	the	DET
cana-5756	31	11	records	record	NOUN
cana-5756	31	12	and	and	CCONJ
cana-5756	31	13	gives	give	VERB
cana-5756	31	14	an	an	DET
cana-5756	31	15	examination	examination	NOUN
cana-5756	31	16	based	base	VERB
cana-5756	31	17	on	on	ADP
cana-5756	31	18	their	their	PRON
cana-5756	31	19	experience	experience	NOUN
cana-5756	31	20	and	and	CCONJ
cana-5756	31	21	data	datum	NOUN
cana-5756	31	22	.	.	PUNCT
cana-5756	32	1	2	2	X
cana-5756	32	2	.	.	X
cana-5756	32	3	literature	literature	NOUN
cana-5756	32	4	review	review	NOUN
cana-5756	32	5	1	1	NUM
cana-5756	32	6	.	.	PUNCT
cana-5756	32	7	nanomaterials	nanomaterial	NOUN
cana-5756	32	8	for	for	ADP
cana-5756	32	9	the	the	DET
cana-5756	32	10	treatment	treatment	NOUN
cana-5756	32	11	and	and	CCONJ
cana-5756	32	12	conclusion	conclusion	NOUN
cana-5756	32	13	of	of	ADP
cana-5756	32	14	alzheimer	alzheimer	PROPN
cana-5756	32	15	’s	’s	PART
cana-5756	32	16	disease	disease	NOUN
cana-5756	32	17	:	:	PUNCT
cana-5756	32	18	an	an	DET
cana-5756	32	19	chart	chart	NOUN
cana-5756	32	20	bilal	bilal	NOUN
cana-5756	32	21	m.	m.	NOUN
cana-5756	32	22	,	,	PUNCT
cana-5756	32	23	barani	barani	PROPN
cana-5756	32	24	m.	m.	PROPN
cana-5756	32	25	,	,	PUNCT
cana-5756	32	26	sabir	sabir	PROPN
cana-5756	32	27	f.	f.	PROPN
cana-5756	32	28	,	,	PUNCT
cana-5756	32	29	rahdar	rahdar	PROPN
cana-5756	32	30	a.	a.	PROPN
cana-5756	32	31	,	,	PUNCT
cana-5756	32	32	kyzas	kyzas	PROPN
cana-5756	32	33	g.	g.	PROPN
cana-5756	32	34	 	 	SPACE
cana-5756	32	35	z.	z.	PROPN
cana-5756	32	36	(	(	PUNCT
cana-5756	32	37	2020	2020	NUM
cana-5756	32	38	):	):	PUNCT
cana-5756	32	39	this	this	DET
cana-5756	32	40	wide	wide	ADJ
cana-5756	32	41	overview	overview	NOUN
cana-5756	32	42	examines	examine	VERB
cana-5756	32	43	how	how	SCONJ
cana-5756	32	44	advanced	advanced	ADJ
cana-5756	32	45	nanomaterials	nanomaterial	NOUN
cana-5756	32	46	—	—	PUNCT
cana-5756	32	47	such	such	ADJ
cana-5756	32	48	as	as	ADP
cana-5756	32	49	appealing	appealing	ADJ
cana-5756	32	50	nanoparticles	nanoparticle	NOUN
cana-5756	32	51	,	,	PUNCT
cana-5756	32	52	carbon	carbon	NOUN
cana-5756	32	53	nanotubes	nanotube	NOUN
cana-5756	32	54	,	,	PUNCT
cana-5756	32	55	quantum	quantum	NOUN
cana-5756	32	56	bits	bit	NOUN
cana-5756	32	57	,	,	PUNCT
cana-5756	32	58	and	and	CCONJ
cana-5756	32	59	polymeric	polymeric	ADJ
cana-5756	32	60	nanocapsules	nanocapsule	NOUN
cana-5756	32	61	—	—	PUNCT
cana-5756	32	62	are	be	AUX
cana-5756	32	63	being	be	AUX
cana-5756	32	64	planned	plan	VERB
cana-5756	32	65	as	as	ADP
cana-5756	32	66	sensitive	sensitive	ADJ
cana-5756	32	67	expressive	expressive	ADJ
cana-5756	32	68	devices	device	NOUN
cana-5756	32	69	and	and	CCONJ
cana-5756	32	70	potential	potential	ADJ
cana-5756	32	71	accommodating	accommodate	VERB
cana-5756	32	72	pros	pro	NOUN
cana-5756	32	73	for	for	ADP
cana-5756	32	74	alzheimer	alzheimer	PROPN
cana-5756	32	75	’s	’s	PART
cana-5756	32	76	disease	disease	NOUN
cana-5756	32	77	(	(	PUNCT
cana-5756	32	78	notice	notice	NOUN
cana-5756	32	79	)	)	PUNCT
cana-5756	32	80	.	.	PUNCT
cana-5756	33	1	the	the	DET
cana-5756	33	2	article	article	NOUN
cana-5756	33	3	looks	look	VERB
cana-5756	33	4	at	at	ADP
cana-5756	33	5	applications	application	NOUN
cana-5756	33	6	amplifying	amplify	VERB
cana-5756	33	7	from	from	ADP
cana-5756	33	8	nanocarrier	nanocarrier	NOUN
cana-5756	33	9	engaged	engage	VERB
cana-5756	33	10	calm	calm	ADJ
cana-5756	33	11	movement	movement	NOUN
cana-5756	33	12	over	over	ADP
cana-5756	33	13	the	the	DET
cana-5756	33	14	blood	blood	NOUN
cana-5756	33	15	-	-	PUNCT
cana-5756	33	16	brain	brain	NOUN
cana-5756	33	17	obstacle	obstacle	NOUN
cana-5756	33	18	to	to	PART
cana-5756	33	19	nanobiosensors	nanobiosensor	NOUN
cana-5756	33	20	able	able	ADJ
cana-5756	33	21	of	of	ADP
cana-5756	33	22	distinguishing	distinguish	VERB
cana-5756	33	23	notice	notice	NOUN
cana-5756	33	24	biomarkers	biomarker	NOUN
cana-5756	33	25	.	.	PUNCT
cana-5756	34	1	it	it	PRON
cana-5756	34	2	emphasizes	emphasize	VERB
cana-5756	34	3	that	that	SCONJ
cana-5756	34	4	such	such	ADJ
cana-5756	34	5	nanotechnology	nanotechnology	NOUN
cana-5756	34	6	stages	stage	NOUN
cana-5756	34	7	have	have	VERB
cana-5756	34	8	the	the	DET
cana-5756	34	9	potential	potential	NOUN
cana-5756	34	10	to	to	PART
cana-5756	34	11	move	move	VERB
cana-5756	34	12	forward	forward	ADV
cana-5756	34	13	early	early	ADJ
cana-5756	34	14	ailment	ailment	ADJ
cana-5756	34	15	revelation	revelation	NOUN
cana-5756	34	16	,	,	PUNCT
cana-5756	34	17	progress	progress	NOUN
cana-5756	34	18	centered	center	VERB
cana-5756	34	19	on	on	ADP
cana-5756	34	20	treatment	treatment	NOUN
cana-5756	34	21	transport	transport	NOUN
cana-5756	34	22	,	,	PUNCT
cana-5756	34	23	and	and	CCONJ
cana-5756	34	24	address	address	VERB
cana-5756	34	25	current	current	ADJ
cana-5756	34	26	gaps	gap	NOUN
cana-5756	34	27	in	in	ADP
cana-5756	34	28	alzheimer	alzheimer	PROPN
cana-5756	34	29	’s	’s	PART
cana-5756	34	30	diagnostics	diagnostic	NOUN
cana-5756	34	31	and	and	CCONJ
cana-5756	34	32	therapeutics	therapeutic	NOUN
cana-5756	34	33	2	2	NUM
cana-5756	34	34	.	.	X
cana-5756	35	1	alzheimer	alzheimer	PROPN
cana-5756	35	2	’s	’s	PART
cana-5756	35	3	sickness	sickness	NOUN
cana-5756	35	4	classification	classification	NOUN
cana-5756	35	5	utilizing	utilize	VERB
cana-5756	35	6	trade	trade	NOUN
cana-5756	35	7	learning	learn	VERB
cana-5756	35	8	budhiraja	budhiraja	PROPN
cana-5756	35	9	i.	i.	PROPN
cana-5756	35	10	,	,	PUNCT
cana-5756	35	11	garg	garg	PROPN
cana-5756	35	12	d.	d.	PROPN
cana-5756	35	13	this	this	PRON
cana-5756	35	14	think	think	VERB
cana-5756	35	15	almost	almost	ADV
cana-5756	35	16	benchmarks	benchmark	VERB
cana-5756	35	17	the	the	DET
cana-5756	35	18	practicality	practicality	NOUN
cana-5756	35	19	of	of	ADP
cana-5756	35	20	diverse	diverse	ADJ
cana-5756	35	21	significant	significant	ADJ
cana-5756	35	22	learning	learning	NOUN
cana-5756	35	23	architectures	architecture	NOUN
cana-5756	35	24	—	—	PUNCT
cana-5756	35	25	vgg	vgg	NOUN
cana-5756	35	26	19	19	NUM
cana-5756	35	27	,	,	PUNCT
cana-5756	35	28	start	start	NOUN
cana-5756	35	29	v3	v3	PROPN
cana-5756	35	30	,	,	PUNCT
cana-5756	35	31	resnet	resnet	VERB
cana-5756	35	32	50	50	NUM
cana-5756	35	33	,	,	PUNCT
cana-5756	35	34	densenet	densenet	NOUN
cana-5756	35	35	169	169	NUM
cana-5756	35	36	,	,	PUNCT
cana-5756	35	37	and	and	CCONJ
cana-5756	35	38	vanilla	vanilla	NOUN
cana-5756	35	39	cnns	cnn	NOUN
cana-5756	35	40	—	—	PUNCT
cana-5756	35	41	on	on	ADP
cana-5756	35	42	a	a	DET
cana-5756	35	43	multi	multi	ADJ
cana-5756	35	44	-	-	ADJ
cana-5756	35	45	class	class	ADJ
cana-5756	35	46	mri	mri	NOUN
cana-5756	35	47	dataset	dataset	NOUN
cana-5756	35	48	for	for	ADP
cana-5756	35	49	promotion	promotion	NOUN
cana-5756	35	50	(	(	PUNCT
cana-5756	35	51	crossing	cross	VERB
cana-5756	35	52	non	non	ADJ
cana-5756	35	53	dementia	dementia	NOUN
cana-5756	35	54	,	,	PUNCT
cana-5756	35	55	outstandingly	outstandingly	ADV
cana-5756	35	56	tender	tender	ADJ
cana-5756	35	57	,	,	PUNCT
cana-5756	35	58	tender	tender	NOUN
cana-5756	35	59	,	,	PUNCT
cana-5756	35	60	coordinate	coordinate	VERB
cana-5756	35	61	stages	stage	NOUN
cana-5756	35	62	)	)	PUNCT
cana-5756	35	63	.	.	PUNCT
cana-5756	36	1	leveraging	leverage	VERB
cana-5756	36	2	pre	pre	ADJ
cana-5756	36	3	-	-	ADJ
cana-5756	36	4	trained	train	VERB
cana-5756	36	5	imagenet	imagenet	NOUN
cana-5756	36	6	weights	weight	NOUN
cana-5756	36	7	and	and	CCONJ
cana-5756	36	8	fine	fine	ADV
cana-5756	36	9	-	-	PUNCT
cana-5756	36	10	tuning	tuning	NOUN
cana-5756	36	11	for	for	ADP
cana-5756	36	12	mri	mri	NOUN
cana-5756	36	13	data	datum	NOUN
cana-5756	36	14	,	,	PUNCT
cana-5756	36	15	the	the	DET
cana-5756	36	16	makers	maker	NOUN
cana-5756	36	17	report	report	VERB
cana-5756	36	18	communications	communication	NOUN
cana-5756	36	19	on	on	ADP
cana-5756	36	20	applied	apply	VERB
cana-5756	36	21	nonlinear	nonlinear	ADJ
cana-5756	36	22	analysis	analysis	NOUN
cana-5756	36	23	issn	issn	NOUN
cana-5756	36	24	:	:	PUNCT
cana-5756	36	25	1074	1074	NUM
cana-5756	36	26	-	-	PUNCT
cana-5756	36	27	133x	133x	NUM
cana-5756	36	28	vol	vol	NOUN
cana-5756	36	29	32	32	NUM
cana-5756	36	30	no	no	NOUN
cana-5756	36	31	.	.	PUNCT
cana-5756	37	1	3s	3s	NUM
cana-5756	37	2	(	(	PUNCT
cana-5756	37	3	2025	2025	NUM
cana-5756	37	4	)	)	PUNCT
cana-5756	37	5	801	801	NUM
cana-5756	37	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	37	7	promising	promise	VERB
cana-5756	37	8	classification	classification	NOUN
cana-5756	37	9	comes	come	VERB
cana-5756	37	10	approximately	approximately	ADV
cana-5756	37	11	.	.	PUNCT
cana-5756	38	1	they	they	PRON
cana-5756	38	2	as	as	ADV
cana-5756	38	3	well	well	ADV
cana-5756	38	4	look	look	VERB
cana-5756	38	5	at	at	ADP
cana-5756	38	6	challenges	challenge	NOUN
cana-5756	38	7	posed	pose	VERB
cana-5756	38	8	by	by	ADP
cana-5756	38	9	compelled	compel	VERB
cana-5756	38	10	labeled	label	VERB
cana-5756	38	11	therapeutic	therapeutic	ADJ
cana-5756	38	12	data	datum	NOUN
cana-5756	38	13	and	and	CCONJ
cana-5756	38	14	propose	propose	VERB
cana-5756	38	15	methods	method	NOUN
cana-5756	38	16	for	for	ADP
cana-5756	38	17	trade	trade	NOUN
cana-5756	38	18	learning	learn	VERB
cana-5756	38	19	to	to	PART
cana-5756	38	20	overcome	overcome	VERB
cana-5756	38	21	these	these	DET
cana-5756	38	22	obstacles	obstacle	NOUN
cana-5756	38	23	.	.	PUNCT
cana-5756	39	1	3	3	X
cana-5756	39	2	.	.	X
cana-5756	39	3	examination	examination	NOUN
cana-5756	39	4	of	of	ADP
cana-5756	39	5	brain	brain	NOUN
cana-5756	39	6	sub	sub	ADJ
cana-5756	39	7	-	-	NOUN
cana-5756	39	8	regions	region	NOUN
cana-5756	39	9	utilizing	utilize	VERB
cana-5756	39	10	optimization	optimization	NOUN
cana-5756	39	11	procedures	procedure	NOUN
cana-5756	39	12	and	and	CCONJ
cana-5756	39	13	significant	significant	ADJ
cana-5756	39	14	learning	learning	NOUN
cana-5756	39	15	technique	technique	NOUN
cana-5756	39	16	in	in	ADP
cana-5756	39	17	alzheimer	alzheimer	PROPN
cana-5756	39	18	ailment	ailment	PROPN
cana-5756	39	19	chitradevi	chitradevi	PROPN
cana-5756	39	20	d.	d.	PROPN
cana-5756	39	21	,	,	PUNCT
cana-5756	39	22	prabha	prabha	PROPN
cana-5756	39	23	s.	s.	PROPN
cana-5756	39	24	centering	center	VERB
cana-5756	39	25	on	on	ADP
cana-5756	39	26	specific	specific	ADJ
cana-5756	39	27	brain	brain	NOUN
cana-5756	39	28	locale	locale	NOUN
cana-5756	39	29	,	,	PUNCT
cana-5756	39	30	this	this	DET
cana-5756	39	31	work	work	NOUN
cana-5756	39	32	utilizes	utilize	VERB
cana-5756	39	33	picture	picture	NOUN
cana-5756	39	34	division	division	NOUN
cana-5756	39	35	(	(	PUNCT
cana-5756	39	36	utilizing	utilize	VERB
cana-5756	39	37	thresholding	thresholding	NOUN
cana-5756	39	38	and	and	CCONJ
cana-5756	39	39	u	u	NOUN
cana-5756	39	40	-	-	NOUN
cana-5756	39	41	net	net	ADJ
cana-5756	39	42	)	)	PUNCT
cana-5756	39	43	and	and	CCONJ
cana-5756	39	44	optimization	optimization	NOUN
cana-5756	39	45	techniques	technique	NOUN
cana-5756	39	46	like	like	ADP
cana-5756	39	47	innate	innate	ADJ
cana-5756	39	48	calculations	calculation	NOUN
cana-5756	39	49	and	and	CCONJ
cana-5756	39	50	particle	particle	NOUN
cana-5756	39	51	swarm	swarm	NOUN
cana-5756	39	52	optimization	optimization	NOUN
cana-5756	39	53	to	to	PART
cana-5756	39	54	move	move	VERB
cana-5756	39	55	forward	forward	ADV
cana-5756	39	56	notice	notice	NOUN
cana-5756	39	57	disclosure	disclosure	NOUN
cana-5756	39	58	.	.	PUNCT
cana-5756	40	1	morphological	morphological	ADJ
cana-5756	40	2	highlights	highlight	NOUN
cana-5756	40	3	are	be	AUX
cana-5756	40	4	removed	remove	VERB
cana-5756	40	5	and	and	CCONJ
cana-5756	40	6	energized	energize	VERB
cana-5756	40	7	into	into	ADP
cana-5756	40	8	machine	machine	NOUN
cana-5756	40	9	/	/	SYM
cana-5756	40	10	deep	deep	ADJ
cana-5756	40	11	learning	learning	NOUN
cana-5756	40	12	classifiers	classifier	NOUN
cana-5756	40	13	to	to	PART
cana-5756	40	14	recognize	recognize	VERB
cana-5756	40	15	promotion	promotion	NOUN
cana-5756	40	16	patients	patient	NOUN
cana-5756	40	17	from	from	ADP
cana-5756	40	18	controls	control	NOUN
cana-5756	40	19	.	.	PUNCT
cana-5756	41	1	comes	comes	AUX
cana-5756	41	2	almost	almost	ADV
cana-5756	41	3	show	show	VERB
cana-5756	41	4	up	up	ADP
cana-5756	41	5	progressed	progress	VERB
cana-5756	41	6	symptomatic	symptomatic	ADJ
cana-5756	41	7	precision	precision	NOUN
cana-5756	41	8	and	and	CCONJ
cana-5756	41	9	offer	offer	VERB
cana-5756	41	10	bits	bit	NOUN
cana-5756	41	11	of	of	ADP
cana-5756	41	12	information	information	NOUN
cana-5756	41	13	into	into	ADP
cana-5756	41	14	utilitarian	utilitarian	ADJ
cana-5756	41	15	organize	organize	NOUN
cana-5756	41	16	alterations	alteration	NOUN
cana-5756	41	17	,	,	PUNCT
cana-5756	41	18	appearing	appear	VERB
cana-5756	41	19	a	a	DET
cana-5756	41	20	framework	framework	NOUN
cana-5756	41	21	that	that	PRON
cana-5756	41	22	planning	plan	VERB
cana-5756	41	23	optimization	optimization	NOUN
cana-5756	41	24	over	over	ADP
cana-5756	41	25	preprocessing	preprocessing	NOUN
cana-5756	41	26	,	,	PUNCT
cana-5756	41	27	classification	classification	NOUN
cana-5756	41	28	,	,	PUNCT
cana-5756	41	29	and	and	CCONJ
cana-5756	41	30	treatment	treatment	NOUN
cana-5756	41	31	orchestrating	orchestrating	NOUN
cana-5756	41	32	.	.	PUNCT
cana-5756	42	1	4	4	X
cana-5756	42	2	.	.	X
cana-5756	42	3	significant	significant	ADJ
cana-5756	42	4	learning	learning	NOUN
cana-5756	42	5	-	-	PUNCT
cana-5756	42	6	driven	drive	VERB
cana-5756	42	7	alzheimer	alzheimer	NOUN
cana-5756	42	8	’s	’s	PART
cana-5756	42	9	ailment	ailment	ADJ
cana-5756	42	10	classification	classification	NOUN
cana-5756	42	11	:	:	PUNCT
cana-5756	42	12	custom	custom	PROPN
cana-5756	42	13	cnn	cnn	PROPN
cana-5756	42	14	and	and	CCONJ
cana-5756	42	15	pretrained	pretraine	VERB
cana-5756	42	16	structures	structure	NOUN
cana-5756	42	17	for	for	ADP
cana-5756	42	18	exact	exact	ADJ
cana-5756	42	19	mri	mri	NOUN
cana-5756	42	20	examination	examination	NOUN
cana-5756	42	21	santos	santos	PROPN
cana-5756	42	22	d.f	d.f	PROPN
cana-5756	42	23	.	.	PROPN
cana-5756	42	24	et	et	PROPN
cana-5756	42	25	 	 	SPACE
cana-5756	42	26	al	al	PROPN
cana-5756	42	27	.	.	PROPN
cana-5756	43	1	(	(	PUNCT
cana-5756	43	2	2023	2023	NUM
cana-5756	43	3	)	)	PUNCT
cana-5756	43	4	a	a	DET
cana-5756	43	5	novel	novel	ADJ
cana-5756	43	6	classification	classification	NOUN
cana-5756	43	7	pipeline	pipeline	NOUN
cana-5756	43	8	is	be	AUX
cana-5756	43	9	proposed	propose	VERB
cana-5756	43	10	,	,	PUNCT
cana-5756	43	11	combining	combine	VERB
cana-5756	43	12	a	a	DET
cana-5756	43	13	custom	custom	ADV
cana-5756	43	14	-	-	PUNCT
cana-5756	43	15	built	build	VERB
cana-5756	43	16	cnn	cnn	PROPN
cana-5756	43	17	with	with	ADP
cana-5756	43	18	pre	pre	ADJ
cana-5756	43	19	-	-	ADJ
cana-5756	43	20	trained	train	VERB
cana-5756	43	21	models	model	NOUN
cana-5756	43	22	(	(	PUNCT
cana-5756	43	23	densenet121	densenet121	PROPN
cana-5756	43	24	,	,	PUNCT
cana-5756	43	25	vgg16	vgg16	PROPN
cana-5756	43	26	,	,	PUNCT
cana-5756	43	27	inceptionv3	inceptionv3	NOUN
cana-5756	43	28	,	,	PUNCT
cana-5756	43	29	resnet50	resnet50	NOUN
cana-5756	43	30	)	)	PUNCT
cana-5756	43	31	to	to	PART
cana-5756	43	32	recognize	recognize	VERB
cana-5756	43	33	promotion	promotion	NOUN
cana-5756	43	34	stages	stage	NOUN
cana-5756	43	35	through	through	ADP
cana-5756	43	36	mri	mri	NOUN
cana-5756	43	37	imaging	imaging	NOUN
cana-5756	43	38	.	.	PUNCT
cana-5756	44	1	assessed	assess	VERB
cana-5756	44	2	on	on	ADP
cana-5756	44	3	multiclass	multiclass	ADJ
cana-5756	44	4	datasets	dataset	NOUN
cana-5756	44	5	,	,	PUNCT
cana-5756	44	6	the	the	DET
cana-5756	44	7	cross	cross	NOUN
cana-5756	44	8	breed	breed	PROPN
cana-5756	44	9	demonstrate	demonstrate	PROPN
cana-5756	44	10	accomplished	accomplish	VERB
cana-5756	44	11	98.18	98.18	NUM
cana-5756	44	12	%	%	NOUN
cana-5756	44	13	exactness	exactness	NOUN
cana-5756	44	14	,	,	PUNCT
cana-5756	44	15	beating	beat	VERB
cana-5756	44	16	person	person	NOUN
cana-5756	44	17	design	design	NOUN
cana-5756	44	18	baselines	baseline	NOUN
cana-5756	44	19	.	.	PUNCT
cana-5756	44	20	.	.	PUNCT
cana-5756	45	1	5	5	X
cana-5756	45	2	.	.	X
cana-5756	45	3	classification	classification	NOUN
cana-5756	45	4	of	of	ADP
cana-5756	45	5	alzheimer	alzheimer	PROPN
cana-5756	45	6	’s	’s	PART
cana-5756	45	7	disease	disease	NOUN
cana-5756	45	8	utilizing	utilize	VERB
cana-5756	45	9	cnn	cnn	PROPN
cana-5756	45	10	with	with	ADP
cana-5756	45	11	trade	trade	NOUN
cana-5756	45	12	learning	learning	NOUN
cana-5756	45	13	and	and	CCONJ
cana-5756	45	14	weighted	weight	VERB
cana-5756	45	15	incident	incident	PROPN
cana-5756	45	16	oktavian	oktavian	PROPN
cana-5756	45	17	m.w	m.w	PROPN
cana-5756	45	18	.	.	PROPN
cana-5756	45	19	,	,	PUNCT
cana-5756	45	20	yudistira	yudistira	PROPN
cana-5756	45	21	n.	n.	PROPN
cana-5756	45	22	,	,	PUNCT
cana-5756	45	23	ridok	ridok	PROPN
cana-5756	45	24	a.	a.	NOUN
cana-5756	45	25	(	(	PUNCT
cana-5756	45	26	2022	2022	NUM
cana-5756	45	27	)	)	PUNCT
cana-5756	45	28	tending	tend	VERB
cana-5756	45	29	to	to	ADP
cana-5756	45	30	issues	issue	NOUN
cana-5756	45	31	of	of	ADP
cana-5756	45	32	lesson	lesson	NOUN
cana-5756	45	33	lopsidedness	lopsidedness	NOUN
cana-5756	45	34	and	and	CCONJ
cana-5756	45	35	dataset	dataset	NOUN
cana-5756	45	36	hindrances	hindrance	NOUN
cana-5756	45	37	,	,	PUNCT
cana-5756	45	38	this	this	PRON
cana-5756	45	39	think	think	VERB
cana-5756	45	40	approximately	approximately	ADV
cana-5756	45	41	leverages	leverage	VERB
cana-5756	45	42	trade	trade	NOUN
cana-5756	45	43	learning	learn	VERB
cana-5756	45	44	with	with	ADP
cana-5756	45	45	resnet	resnet	PROPN
cana-5756	45	46	18	18	NUM
cana-5756	45	47	and	and	CCONJ
cana-5756	45	48	a	a	DET
cana-5756	45	49	weighted	weighted	ADJ
cana-5756	45	50	incident	incident	NOUN
cana-5756	45	51	work	work	NOUN
cana-5756	45	52	to	to	PART
cana-5756	45	53	classify	classify	VERB
cana-5756	45	54	alzheimer	alzheimer	PROPN
cana-5756	45	55	’s	’s	PART
cana-5756	45	56	contamination	contamination	NOUN
cana-5756	45	57	stages	stage	NOUN
cana-5756	45	58	.	.	PUNCT
cana-5756	46	1	3	3	X
cana-5756	46	2	.	.	NUM
cana-5756	46	3	proposed	propose	VERB
cana-5756	46	4	system	system	NOUN
cana-5756	46	5	we	we	PRON
cana-5756	46	6	propose	propose	VERB
cana-5756	46	7	a	a	DET
cana-5756	46	8	solid	solid	ADJ
cana-5756	46	9	cnn	cnn	NOUN
cana-5756	46	10	-	-	PUNCT
cana-5756	46	11	based	base	VERB
cana-5756	46	12	framework	framework	NOUN
cana-5756	46	13	utilizing	utilize	VERB
cana-5756	46	14	densenet-169	densenet-169	NOUN
cana-5756	46	15	and	and	CCONJ
cana-5756	46	16	resnet-50	resnet-50	PROPN
cana-5756	46	17	for	for	ADP
cana-5756	46	18	multistage	multistage	NOUN
cana-5756	46	19	alzheimer	alzheimer	NOUN
cana-5756	46	20	’s	’s	PART
cana-5756	46	21	contamination	contamination	NOUN
cana-5756	46	22	conclusion	conclusion	NOUN
cana-5756	46	23	from	from	ADP
cana-5756	46	24	mri	mri	NOUN
cana-5756	46	25	checks	check	NOUN
cana-5756	46	26	.	.	PUNCT
cana-5756	47	1	the	the	DET
cana-5756	47	2	system	system	NOUN
cana-5756	47	3	begins	begin	VERB
cana-5756	47	4	with	with	ADP
cana-5756	47	5	comprehensive	comprehensive	ADJ
cana-5756	47	6	picture	picture	NOUN
cana-5756	47	7	preprocessing	preprocessing	NOUN
cana-5756	47	8	—	—	PUNCT
cana-5756	47	9	applying	apply	VERB
cana-5756	47	10	clamor	clamor	NOUN
cana-5756	47	11	diminishment	diminishment	NOUN
cana-5756	47	12	methodologies	methodology	NOUN
cana-5756	47	13	like	like	ADP
cana-5756	47	14	clahe	clahe	NOUN
cana-5756	47	15	or	or	CCONJ
cana-5756	47	16	anisotropic	anisotropic	NOUN
cana-5756	47	17	dispersal	dispersal	NOUN
cana-5756	47	18	,	,	PUNCT
cana-5756	47	19	and	and	CCONJ
cana-5756	47	20	brain	brain	NOUN
cana-5756	47	21	division	division	NOUN
cana-5756	47	22	by	by	ADP
cana-5756	47	23	recommends	recommend	NOUN
cana-5756	47	24	of	of	ADP
cana-5756	47	25	k	k	NOUN
cana-5756	47	26	-	-	PUNCT
cana-5756	47	27	means	mean	NOUN
cana-5756	47	28	or	or	CCONJ
cana-5756	47	29	u	u	NOUN
cana-5756	47	30	-	-	NOUN
cana-5756	47	31	net	net	ADJ
cana-5756	47	32	—	—	PUNCT
cana-5756	47	33	to	to	PART
cana-5756	47	34	progress	progress	VERB
cana-5756	47	35	solidify	solidify	VERB
cana-5756	47	36	clarity	clarity	NOUN
cana-5756	47	37	 	 	SPACE
cana-5756	47	38	.	.	PUNCT
cana-5756	48	1	preprocessedimages	preprocessedimage	NOUN
cana-5756	48	2	are	be	AUX
cana-5756	48	3	at	at	ADP
cana-5756	48	4	that	that	DET
cana-5756	48	5	point	point	NOUN
cana-5756	48	6	classified	classified	ADJ
cana-5756	48	7	utilizing	utilize	VERB
cana-5756	48	8	two	two	NUM
cana-5756	48	9	unmistakable	unmistakable	ADJ
cana-5756	48	10	basic	basic	ADJ
cana-5756	48	11	learning	learning	NOUN
cana-5756	48	12	structures	structure	NOUN
cana-5756	48	13	fine	fine	ADV
cana-5756	48	14	-	-	PUNCT
cana-5756	48	15	tuned	tune	VERB
cana-5756	48	16	on	on	ADP
cana-5756	48	17	a	a	DET
cana-5756	48	18	four	four	NUM
cana-5756	48	19	-	-	PUNCT
cana-5756	48	20	class	class	NOUN
cana-5756	48	21	mri	mri	NOUN
cana-5756	48	22	dataset	dataset	NOUN
cana-5756	48	23	(	(	PUNCT
cana-5756	48	24	non	non	X
cana-5756	48	25	dementia	dementia	NOUN
cana-5756	48	26	,	,	PUNCT
cana-5756	48	27	surprisingly	surprisingly	ADV
cana-5756	48	28	smooth	smooth	ADJ
cana-5756	48	29	,	,	PUNCT
cana-5756	48	30	smooth	smooth	ADJ
cana-5756	48	31	,	,	PUNCT
cana-5756	48	32	encourage	encourage	VERB
cana-5756	48	33	dementia	dementia	NOUN
cana-5756	48	34	)	)	PUNCT
cana-5756	48	35	.	.	PUNCT
cana-5756	49	1	densenet-169	densenet-169	PROPN
cana-5756	49	2	stands	stand	VERB
cana-5756	49	3	out	out	ADP
cana-5756	49	4	,	,	PUNCT
cana-5756	49	5	fulfilling	fulfil	VERB
cana-5756	49	6	organizing	organize	VERB
cana-5756	49	7	and	and	CCONJ
cana-5756	49	8	testing	testing	NOUN
cana-5756	49	9	correctnesses	correctness	NOUN
cana-5756	49	10	of	of	ADP
cana-5756	49	11	97.7	97.7	NUM
cana-5756	49	12	%	%	NOUN
cana-5756	49	13	and	and	CCONJ
cana-5756	49	14	83.8	83.8	NUM
cana-5756	49	15	%	%	NOUN
cana-5756	49	16	,	,	PUNCT
cana-5756	49	17	autonomously	autonomously	ADV
cana-5756	49	18	,	,	PUNCT
cana-5756	49	19	compared	compare	VERB
cana-5756	49	20	to	to	ADP
cana-5756	49	21	88.7	88.7	NUM
cana-5756	49	22	%	%	NOUN
cana-5756	49	23	and	and	CCONJ
cana-5756	49	24	81.9	81.9	NUM
cana-5756	49	25	%	%	NOUN
cana-5756	49	26	for	for	ADP
cana-5756	49	27	resnet-50	resnet-50	NOUN
cana-5756	49	28	 	 	SPACE
cana-5756	49	29	the	the	DET
cana-5756	49	30	pipeline	pipeline	NOUN
cana-5756	49	31	sets	set	VERB
cana-5756	49	32	explainability	explainability	NOUN
cana-5756	49	33	layers	layer	NOUN
cana-5756	49	34	(	(	PUNCT
cana-5756	49	35	e.g.	e.g.	ADV
cana-5756	49	36	,	,	PUNCT
cana-5756	49	37	grad	grad	NOUN
cana-5756	49	38	-	-	PUNCT
cana-5756	49	39	cam	cam	NOUN
cana-5756	49	40	heatmaps	heatmap	NOUN
cana-5756	49	41	)	)	PUNCT
cana-5756	49	42	communications	communication	NOUN
cana-5756	49	43	on	on	ADP
cana-5756	49	44	applied	apply	VERB
cana-5756	49	45	nonlinear	nonlinear	ADJ
cana-5756	49	46	analysis	analysis	NOUN
cana-5756	49	47	issn	issn	NOUN
cana-5756	49	48	:	:	PUNCT
cana-5756	49	49	1074	1074	NUM
cana-5756	49	50	-	-	PUNCT
cana-5756	49	51	133x	133x	NUM
cana-5756	49	52	vol	vol	NOUN
cana-5756	49	53	32	32	NUM
cana-5756	49	54	no	no	NOUN
cana-5756	49	55	.	.	PUNCT
cana-5756	50	1	3s	3s	NUM
cana-5756	50	2	(	(	PUNCT
cana-5756	50	3	2025	2025	NUM
cana-5756	50	4	)	)	PUNCT
cana-5756	50	5	802	802	NUM
cana-5756	50	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	50	7	to	to	PART
cana-5756	50	8	highlight	highlight	VERB
cana-5756	50	9	illustrative	illustrative	ADJ
cana-5756	50	10	brain	brain	NOUN
cana-5756	50	11	locale	locale	NOUN
cana-5756	50	12	,	,	PUNCT
cana-5756	50	13	moving	move	VERB
cana-5756	50	14	forward	forward	ADV
cana-5756	50	15	diagram	diagram	NOUN
cana-5756	50	16	straightforwardness	straightforwardness	NOUN
cana-5756	50	17	and	and	CCONJ
cana-5756	50	18	clinician	clinician	NOUN
cana-5756	50	19	confidence	confidence	NOUN
cana-5756	50	20	 	 	SPACE
cana-5756	50	21	.	.	PUNCT
cana-5756	51	1	coordinated	coordinate	VERB
cana-5756	51	2	for	for	ADP
cana-5756	51	3	real	real	ADJ
cana-5756	51	4	-	-	PUNCT
cana-5756	51	5	time	time	NOUN
cana-5756	51	6	clinical	clinical	ADJ
cana-5756	51	7	course	course	NOUN
cana-5756	51	8	of	of	ADP
cana-5756	51	9	action	action	NOUN
cana-5756	51	10	,	,	PUNCT
cana-5756	51	11	the	the	DET
cana-5756	51	12	system	system	NOUN
cana-5756	51	13	sets	set	VERB
cana-5756	51	14	data	datum	NOUN
cana-5756	51	15	broadening	broaden	VERB
cana-5756	51	16	inside	inside	ADP
cana-5756	51	17	the	the	DET
cana-5756	51	18	center	center	NOUN
cana-5756	51	19	of	of	ADP
cana-5756	51	20	orchestrating	orchestrating	NOUN
cana-5756	51	21	and	and	CCONJ
cana-5756	51	22	keeps	keep	VERB
cana-5756	51	23	up	up	ADP
cana-5756	51	24	a	a	DET
cana-5756	51	25	input	input	NOUN
cana-5756	51	26	circle	circle	NOUN
cana-5756	51	27	for	for	ADP
cana-5756	51	28	diagram	diagram	NOUN
cana-5756	51	29	redesigns	redesign	NOUN
cana-5756	51	30	.	.	PUNCT
cana-5756	52	1	this	this	DET
cana-5756	52	2	arranging	arrange	VERB
cana-5756	52	3	offers	offer	VERB
cana-5756	52	4	a	a	DET
cana-5756	52	5	clinically	clinically	ADV
cana-5756	52	6	down	down	ADV
cana-5756	52	7	to	to	ADP
cana-5756	52	8	soil	soil	NOUN
cana-5756	52	9	,	,	PUNCT
cana-5756	52	10	interpretable	interpretable	ADJ
cana-5756	52	11	contraption	contraption	NOUN
cana-5756	52	12	for	for	ADP
cana-5756	52	13	rectify	rectify	VERB
cana-5756	52	14	,	,	PUNCT
cana-5756	52	15	multi	multi	ADJ
cana-5756	52	16	-	-	ADJ
cana-5756	52	17	stage	stage	ADJ
cana-5756	52	18	alzheimer	alzheimer	NOUN
cana-5756	52	19	’s	’s	PART
cana-5756	52	20	classification	classification	NOUN
cana-5756	52	21	from	from	ADP
cana-5756	52	22	mri	mri	NOUN
cana-5756	52	23	input	input	NOUN
cana-5756	52	24	.	.	PUNCT
cana-5756	53	1	4	4	X
cana-5756	53	2	.	.	X
cana-5756	53	3	system	system	NOUN
cana-5756	53	4	architecture	architecture	NOUN
cana-5756	53	5	fig	fig	NOUN
cana-5756	53	6	5.1	5.1	NUM
cana-5756	53	7	system	system	NOUN
cana-5756	53	8	architecture	architecture	NOUN
cana-5756	53	9	the	the	DET
cana-5756	53	10	system	system	NOUN
cana-5756	53	11	retrieves	retrieve	VERB
cana-5756	53	12	3d	3d	NUM
cana-5756	53	13	mri	mri	NOUN
cana-5756	53	14	volumes	volume	NOUN
cana-5756	53	15	,	,	PUNCT
cana-5756	53	16	applies	apply	VERB
cana-5756	53	17	operations	operation	NOUN
cana-5756	53	18	such	such	ADJ
cana-5756	53	19	as	as	ADP
cana-5756	53	20	slice	slice	NOUN
cana-5756	53	21	-	-	PUNCT
cana-5756	53	22	by	by	ADP
cana-5756	53	23	-	-	PUNCT
cana-5756	53	24	slice	slice	NOUN
cana-5756	53	25	extraction	extraction	NOUN
cana-5756	53	26	,	,	PUNCT
cana-5756	53	27	intensity	intensity	NOUN
cana-5756	53	28	normalization	normalization	NOUN
cana-5756	53	29	,	,	PUNCT
cana-5756	53	30	registration	registration	NOUN
cana-5756	53	31	,	,	PUNCT
cana-5756	53	32	and	and	CCONJ
cana-5756	53	33	segmentation	segmentation	NOUN
cana-5756	53	34	to	to	PART
cana-5756	53	35	produce	produce	VERB
cana-5756	53	36	standardized	standardized	ADJ
cana-5756	53	37	2d/3d	2d/3d	NUM
cana-5756	53	38	inputs	input	NOUN
cana-5756	53	39	fig	fig	NOUN
cana-5756	53	40	5.1	5.1	NUM
cana-5756	53	41	for	for	ADP
cana-5756	53	42	deep	deep	ADJ
cana-5756	53	43	cnn	cnn	PROPN
cana-5756	53	44	training	training	NOUN
cana-5756	53	45	(	(	PUNCT
cana-5756	53	46	e.g.	e.g.	ADV
cana-5756	53	47	,	,	PUNCT
cana-5756	53	48	densenet	densenet	NOUN
cana-5756	53	49	,	,	PUNCT
cana-5756	53	50	resnet	resnet	ADJ
cana-5756	53	51	architectures	architecture	NOUN
cana-5756	53	52	)	)	PUNCT
cana-5756	53	53	.	.	PUNCT
cana-5756	54	1	communications	communication	NOUN
cana-5756	54	2	on	on	ADP
cana-5756	54	3	applied	apply	VERB
cana-5756	54	4	nonlinear	nonlinear	ADJ
cana-5756	54	5	analysis	analysis	NOUN
cana-5756	54	6	issn	issn	NOUN
cana-5756	54	7	:	:	PUNCT
cana-5756	54	8	1074	1074	NUM
cana-5756	54	9	-	-	PUNCT
cana-5756	54	10	133x	133x	NUM
cana-5756	54	11	vol	vol	NOUN
cana-5756	54	12	32	32	NUM
cana-5756	54	13	no	no	NOUN
cana-5756	54	14	.	.	PUNCT
cana-5756	55	1	3s	3s	NUM
cana-5756	55	2	(	(	PUNCT
cana-5756	55	3	2025	2025	NUM
cana-5756	55	4	)	)	PUNCT
cana-5756	55	5	803	803	NUM
cana-5756	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	55	7	5	5	NUM
cana-5756	55	8	.	.	NOUN
cana-5756	55	9	results	result	NOUN
cana-5756	55	10	and	and	CCONJ
cana-5756	55	11	discussion	discussion	NOUN
cana-5756	55	12	observations	observation	NOUN
cana-5756	55	13	for	for	ADP
cana-5756	55	14	the	the	DET
cana-5756	55	15	given	give	VERB
cana-5756	55	16	dementia	dementia	NOUN
cana-5756	55	17	classification	classification	NOUN
cana-5756	55	18	bar	bar	NOUN
cana-5756	55	19	chart	chart	NOUN
cana-5756	55	20	:	:	PUNCT
cana-5756	55	21	class	class	NOUN
cana-5756	55	22	imbalance	imbalance	NOUN
cana-5756	55	23	:	:	PUNCT
cana-5756	55	24	the	the	DET
cana-5756	55	25	dataset	dataset	NOUN
cana-5756	55	26	is	be	AUX
cana-5756	55	27	highly	highly	ADV
cana-5756	55	28	imbalanced	imbalanced	ADJ
cana-5756	55	29	.	.	PUNCT
cana-5756	56	1	the	the	DET
cana-5756	56	2	majority	majority	NOUN
cana-5756	56	3	class	class	NOUN
cana-5756	56	4	is	be	AUX
cana-5756	56	5	"	"	PUNCT
cana-5756	56	6	nondemented	nondemente	VERB
cana-5756	56	7	"	"	PUNCT
cana-5756	56	8	with	with	ADP
cana-5756	56	9	over	over	ADP
cana-5756	56	10	2500	2500	NUM
cana-5756	56	11	instances	instance	NOUN
cana-5756	56	12	,	,	PUNCT
cana-5756	56	13	followed	follow	VERB
cana-5756	56	14	by	by	ADP
cana-5756	56	15	"	"	PUNCT
cana-5756	56	16	verymilddemented	verymilddemente	VERB
cana-5756	56	17	"	"	PUNCT
cana-5756	56	18	(	(	PUNCT
cana-5756	56	19	~1800	~1800	NOUN
cana-5756	56	20	)	)	PUNCT
cana-5756	56	21	,	,	PUNCT
cana-5756	56	22	while	while	SCONJ
cana-5756	56	23	"	"	PUNCT
cana-5756	56	24	milddemented	milddemente	VERB
cana-5756	56	25	"	"	PUNCT
cana-5756	56	26	and	and	CCONJ
cana-5756	56	27	"	"	PUNCT
cana-5756	56	28	moderatedemented	moderatedemente	VERB
cana-5756	56	29	"	"	PUNCT
cana-5756	56	30	have	have	VERB
cana-5756	56	31	significantly	significantly	ADV
cana-5756	56	32	fewer	few	ADJ
cana-5756	56	33	instances	instance	NOUN
cana-5756	56	34	,	,	PUNCT
cana-5756	56	35	especially	especially	ADV
cana-5756	56	36	the	the	DET
cana-5756	56	37	latter	latter	ADJ
cana-5756	56	38	.	.	PUNCT
cana-5756	57	1	risk	risk	NOUN
cana-5756	57	2	of	of	ADP
cana-5756	57	3	biased	biased	ADJ
cana-5756	57	4	learning	learning	NOUN
cana-5756	57	5	:	:	PUNCT
cana-5756	57	6	the	the	DET
cana-5756	57	7	imbalance	imbalance	NOUN
cana-5756	57	8	may	may	AUX
cana-5756	57	9	lead	lead	VERB
cana-5756	57	10	to	to	ADP
cana-5756	57	11	machine	machine	NOUN
cana-5756	57	12	learning	learning	NOUN
cana-5756	57	13	models	model	NOUN
cana-5756	57	14	being	be	AUX
cana-5756	57	15	biased	bias	VERB
cana-5756	57	16	towards	towards	ADP
cana-5756	57	17	the	the	DET
cana-5756	57	18	more	more	ADV
cana-5756	57	19	frequent	frequent	ADJ
cana-5756	57	20	classes	class	NOUN
cana-5756	57	21	,	,	PUNCT
cana-5756	57	22	resulting	result	VERB
cana-5756	57	23	in	in	ADP
cana-5756	57	24	poor	poor	ADJ
cana-5756	57	25	performance	performance	NOUN
cana-5756	57	26	for	for	ADP
cana-5756	57	27	minority	minority	NOUN
cana-5756	57	28	classes	class	NOUN
cana-5756	57	29	like	like	ADP
cana-5756	57	30	"	"	PUNCT
cana-5756	57	31	moderatedemented	moderatedemente	VERB
cana-5756	57	32	"	"	PUNCT
cana-5756	57	33	.	.	PUNCT
cana-5756	58	1	need	need	VERB
cana-5756	58	2	for	for	ADP
cana-5756	58	3	resampling	resample	VERB
cana-5756	58	4	:	:	PUNCT
cana-5756	58	5	techniques	technique	NOUN
cana-5756	58	6	such	such	ADJ
cana-5756	58	7	as	as	ADP
cana-5756	58	8	oversampling	oversampling	ADJ
cana-5756	58	9	,	,	PUNCT
cana-5756	58	10	undersampling	undersampling	ADJ
cana-5756	58	11	,	,	PUNCT
cana-5756	58	12	or	or	CCONJ
cana-5756	58	13	synthetic	synthetic	ADJ
cana-5756	58	14	data	data	NOUN
cana-5756	58	15	generation	generation	NOUN
cana-5756	58	16	(	(	PUNCT
cana-5756	58	17	e.g.	e.g.	ADV
cana-5756	58	18	,	,	PUNCT
cana-5756	58	19	smote	smote	ADJ
cana-5756	58	20	)	)	PUNCT
cana-5756	58	21	might	might	AUX
cana-5756	58	22	be	be	AUX
cana-5756	58	23	necessary	necessary	ADJ
cana-5756	58	24	to	to	PART
cana-5756	58	25	address	address	VERB
cana-5756	58	26	the	the	DET
cana-5756	58	27	imbalance	imbalance	NOUN
cana-5756	58	28	and	and	CCONJ
cana-5756	58	29	ensure	ensure	VERB
cana-5756	58	30	fair	fair	ADJ
cana-5756	58	31	learning	learning	NOUN
cana-5756	58	32	.	.	PUNCT
cana-5756	59	1	real	real	ADJ
cana-5756	59	2	-	-	PUNCT
cana-5756	59	3	world	world	NOUN
cana-5756	59	4	reflection	reflection	NOUN
cana-5756	59	5	:	:	PUNCT
cana-5756	59	6	the	the	DET
cana-5756	59	7	distribution	distribution	NOUN
cana-5756	59	8	likely	likely	ADV
cana-5756	59	9	reflects	reflect	VERB
cana-5756	59	10	real	real	ADJ
cana-5756	59	11	-	-	PUNCT
cana-5756	59	12	world	world	NOUN
cana-5756	59	13	trends	trend	NOUN
cana-5756	59	14	where	where	SCONJ
cana-5756	59	15	early	early	ADJ
cana-5756	59	16	or	or	CCONJ
cana-5756	59	17	non	non	ADJ
cana-5756	59	18	-	-	ADJ
cana-5756	59	19	demented	demented	ADJ
cana-5756	59	20	conditions	condition	NOUN
cana-5756	59	21	are	be	AUX
cana-5756	59	22	more	more	ADV
cana-5756	59	23	common	common	ADJ
cana-5756	59	24	than	than	ADP
cana-5756	59	25	moderate	moderate	ADJ
cana-5756	59	26	dementia	dementia	NOUN
cana-5756	59	27	in	in	ADP
cana-5756	59	28	screened	screen	VERB
cana-5756	59	29	populations	population	NOUN
cana-5756	59	30	.	.	PUNCT
cana-5756	60	1	model	model	NOUN
cana-5756	60	2	evaluation	evaluation	NOUN
cana-5756	60	3	consideration	consideration	NOUN
cana-5756	60	4	:	:	PUNCT
cana-5756	60	5	accuracy	accuracy	NOUN
cana-5756	60	6	alone	alone	ADV
cana-5756	60	7	would	would	AUX
cana-5756	60	8	be	be	AUX
cana-5756	60	9	misleading	misleading	ADJ
cana-5756	60	10	;	;	PUNCT
cana-5756	60	11	metrics	metric	NOUN
cana-5756	60	12	like	like	ADP
cana-5756	60	13	f1	f1	NOUN
cana-5756	60	14	-	-	PUNCT
cana-5756	60	15	score	score	NOUN
cana-5756	60	16	,	,	PUNCT
cana-5756	60	17	auc	auc	NOUN
cana-5756	60	18	,	,	PUNCT
cana-5756	60	19	and	and	CCONJ
cana-5756	60	20	confusion	confusion	NOUN
cana-5756	60	21	matrix	matrix	NOUN
cana-5756	60	22	analysis	analysis	NOUN
cana-5756	60	23	are	be	AUX
cana-5756	60	24	crucial	crucial	ADJ
cana-5756	60	25	for	for	ADP
cana-5756	60	26	proper	proper	ADJ
cana-5756	60	27	evaluation	evaluation	NOUN
cana-5756	60	28	,	,	PUNCT
cana-5756	60	29	especially	especially	ADV
cana-5756	60	30	for	for	ADP
cana-5756	60	31	the	the	DET
cana-5756	60	32	underrepresented	underrepresented	ADJ
cana-5756	60	33	classes	class	NOUN
cana-5756	60	34	.	.	PUNCT
cana-5756	61	1	communications	communication	NOUN
cana-5756	61	2	on	on	ADP
cana-5756	61	3	applied	apply	VERB
cana-5756	61	4	nonlinear	nonlinear	ADJ
cana-5756	61	5	analysis	analysis	NOUN
cana-5756	61	6	issn	issn	NOUN
cana-5756	61	7	:	:	PUNCT
cana-5756	61	8	1074	1074	NUM
cana-5756	61	9	-	-	PUNCT
cana-5756	61	10	133x	133x	NUM
cana-5756	61	11	vol	vol	NOUN
cana-5756	61	12	32	32	NUM
cana-5756	61	13	no	no	NOUN
cana-5756	61	14	.	.	PUNCT
cana-5756	62	1	3s	3s	NUM
cana-5756	62	2	(	(	PUNCT
cana-5756	62	3	2025	2025	NUM
cana-5756	62	4	)	)	PUNCT
cana-5756	62	5	804	804	NUM
cana-5756	62	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	62	7	general	general	ADJ
cana-5756	62	8	observations	observation	NOUN
cana-5756	62	9	decreasing	decrease	VERB
cana-5756	62	10	trend	trend	NOUN
cana-5756	62	11	:	:	PUNCT
cana-5756	62	12	both	both	DET
cana-5756	62	13	training	training	NOUN
cana-5756	62	14	and	and	CCONJ
cana-5756	62	15	validation	validation	NOUN
cana-5756	62	16	losses	loss	NOUN
cana-5756	62	17	decrease	decrease	VERB
cana-5756	62	18	consistently	consistently	ADV
cana-5756	62	19	over	over	ADP
cana-5756	62	20	epochs	epoch	NOUN
cana-5756	62	21	,	,	PUNCT
cana-5756	62	22	indicating	indicate	VERB
cana-5756	62	23	that	that	SCONJ
cana-5756	62	24	the	the	DET
cana-5756	62	25	model	model	NOUN
cana-5756	62	26	is	be	AUX
cana-5756	62	27	learning	learn	VERB
cana-5756	62	28	and	and	CCONJ
cana-5756	62	29	improving	improve	VERB
cana-5756	62	30	over	over	ADP
cana-5756	62	31	time	time	NOUN
cana-5756	62	32	.	.	PUNCT
cana-5756	63	1	early	early	ADJ
cana-5756	63	2	overfitting	overfitte	VERB
cana-5756	63	3	risk	risk	NOUN
cana-5756	63	4	:	:	PUNCT
cana-5756	63	5	in	in	ADP
cana-5756	63	6	the	the	DET
cana-5756	63	7	initial	initial	ADJ
cana-5756	63	8	epochs	epoch	NOUN
cana-5756	63	9	(	(	PUNCT
cana-5756	63	10	up	up	ADP
cana-5756	63	11	to	to	ADP
cana-5756	63	12	around	around	ADP
cana-5756	63	13	epoch	epoch	NOUN
cana-5756	63	14	10	10	NUM
cana-5756	63	15	)	)	PUNCT
cana-5756	63	16	,	,	PUNCT
cana-5756	63	17	the	the	DET
cana-5756	63	18	validation	validation	NOUN
cana-5756	63	19	loss	loss	NOUN
cana-5756	63	20	fluctuates	fluctuate	VERB
cana-5756	63	21	more	more	ADJ
cana-5756	63	22	than	than	ADP
cana-5756	63	23	the	the	DET
cana-5756	63	24	training	training	NOUN
cana-5756	63	25	loss	loss	NOUN
cana-5756	63	26	,	,	PUNCT
cana-5756	63	27	but	but	CCONJ
cana-5756	63	28	the	the	DET
cana-5756	63	29	gap	gap	NOUN
cana-5756	63	30	between	between	ADP
cana-5756	63	31	them	they	PRON
cana-5756	63	32	remains	remain	VERB
cana-5756	63	33	manageable	manageable	ADJ
cana-5756	63	34	.	.	PUNCT
cana-5756	64	1	noise	noise	NOUN
cana-5756	64	2	in	in	ADP
cana-5756	64	3	validation	validation	NOUN
cana-5756	64	4	loss	loss	NOUN
cana-5756	64	5	:	:	PUNCT
cana-5756	64	6	the	the	DET
cana-5756	64	7	validation	validation	NOUN
cana-5756	64	8	loss	loss	NOUN
cana-5756	64	9	shows	show	VERB
cana-5756	64	10	noticeable	noticeable	ADJ
cana-5756	64	11	fluctuations	fluctuation	NOUN
cana-5756	64	12	,	,	PUNCT
cana-5756	64	13	especially	especially	ADV
cana-5756	64	14	compared	compare	VERB
cana-5756	64	15	to	to	ADP
cana-5756	64	16	the	the	DET
cana-5756	64	17	smoother	smooth	ADJ
cana-5756	64	18	training	training	NOUN
cana-5756	64	19	loss	loss	NOUN
cana-5756	64	20	,	,	PUNCT
cana-5756	64	21	suggesting	suggest	VERB
cana-5756	64	22	some	some	DET
cana-5756	64	23	variance	variance	NOUN
cana-5756	64	24	or	or	CCONJ
cana-5756	64	25	instability	instability	NOUN
cana-5756	64	26	in	in	ADP
cana-5756	64	27	validation	validation	NOUN
cana-5756	64	28	performance	performance	NOUN
cana-5756	64	29	.	.	PUNCT
cana-5756	65	1	training	training	NOUN
cana-5756	65	2	vs.	vs.	ADP
cana-5756	65	3	validation	validation	NOUN
cana-5756	65	4	loss	loss	NOUN
cana-5756	65	5	gap	gap	NOUN
cana-5756	65	6	:	:	PUNCT
cana-5756	65	7	after	after	ADP
cana-5756	65	8	epoch	epoch	PROPN
cana-5756	65	9	20	20	NUM
cana-5756	65	10	,	,	PUNCT
cana-5756	65	11	the	the	DET
cana-5756	65	12	training	training	NOUN
cana-5756	65	13	loss	loss	NOUN
cana-5756	65	14	continues	continue	VERB
cana-5756	65	15	to	to	PART
cana-5756	65	16	drop	drop	VERB
cana-5756	65	17	steadily	steadily	ADV
cana-5756	65	18	,	,	PUNCT
cana-5756	65	19	while	while	SCONJ
cana-5756	65	20	the	the	DET
cana-5756	65	21	validation	validation	NOUN
cana-5756	65	22	loss	loss	NOUN
cana-5756	65	23	plateaus	plateaus	NOUN
cana-5756	65	24	and	and	CCONJ
cana-5756	65	25	shows	show	VERB
cana-5756	65	26	irregular	irregular	ADJ
cana-5756	65	27	spikes	spike	NOUN
cana-5756	65	28	,	,	PUNCT
cana-5756	65	29	indicating	indicate	VERB
cana-5756	65	30	potential	potential	ADJ
cana-5756	65	31	overfitting	overfitting	NOUN
cana-5756	65	32	.	.	PUNCT
cana-5756	66	1	model	model	NOUN
cana-5756	66	2	performance	performance	NOUN
cana-5756	66	3	implications	implication	VERB
cana-5756	66	4	the	the	DET
cana-5756	66	5	training	training	NOUN
cana-5756	66	6	process	process	NOUN
cana-5756	66	7	is	be	AUX
cana-5756	66	8	effective	effective	ADJ
cana-5756	66	9	,	,	PUNCT
cana-5756	66	10	as	as	SCONJ
cana-5756	66	11	the	the	DET
cana-5756	66	12	training	training	NOUN
cana-5756	66	13	loss	loss	NOUN
cana-5756	66	14	steadily	steadily	ADV
cana-5756	66	15	reduces	reduce	VERB
cana-5756	66	16	with	with	ADP
cana-5756	66	17	epochs	epoch	NOUN
cana-5756	66	18	.	.	PUNCT
cana-5756	67	1	the	the	DET
cana-5756	67	2	validation	validation	NOUN
cana-5756	67	3	loss	loss	NOUN
cana-5756	67	4	fluctuates	fluctuate	NOUN
cana-5756	67	5	,	,	PUNCT
cana-5756	67	6	which	which	PRON
cana-5756	67	7	could	could	AUX
cana-5756	67	8	be	be	AUX
cana-5756	67	9	due	due	ADJ
cana-5756	67	10	to	to	PART
cana-5756	67	11	:	:	PUNCT
cana-5756	67	12	a	a	DET
cana-5756	67	13	small	small	ADJ
cana-5756	67	14	or	or	CCONJ
cana-5756	67	15	imbalanced	imbalanced	ADJ
cana-5756	67	16	validation	validation	NOUN
cana-5756	67	17	dataset	dataset	NOUN
cana-5756	67	18	.	.	PUNCT
cana-5756	68	1	noisy	noisy	ADJ
cana-5756	68	2	labels	label	NOUN
cana-5756	68	3	or	or	CCONJ
cana-5756	68	4	inconsistent	inconsistent	ADJ
cana-5756	68	5	input	input	NOUN
cana-5756	68	6	quality	quality	NOUN
cana-5756	68	7	.	.	PUNCT
cana-5756	69	1	model	model	PROPN
cana-5756	69	2	starting	start	VERB
cana-5756	69	3	to	to	PART
cana-5756	69	4	overfit	overfit	VERB
cana-5756	69	5	to	to	ADP
cana-5756	69	6	training	training	NOUN
cana-5756	69	7	data	datum	NOUN
cana-5756	69	8	after	after	ADP
cana-5756	69	9	a	a	DET
cana-5756	69	10	certain	certain	ADJ
cana-5756	69	11	point	point	NOUN
cana-5756	69	12	.	.	PUNCT
cana-5756	70	1	recommendations	recommendation	NOUN
cana-5756	70	2	early	early	ADJ
cana-5756	70	3	stopping	stop	VERB
cana-5756	70	4	:	:	PUNCT
cana-5756	70	5	consider	consider	VERB
cana-5756	70	6	using	use	VERB
cana-5756	70	7	early	early	ADJ
cana-5756	70	8	stopping	stop	VERB
cana-5756	70	9	around	around	ADP
cana-5756	70	10	epoch	epoch	NOUN
cana-5756	70	11	25–30	25–30	NUM
cana-5756	70	12	to	to	PART
cana-5756	70	13	prevent	prevent	VERB
cana-5756	70	14	overfitting	overfitting	NOUN
cana-5756	70	15	.	.	PUNCT
cana-5756	71	1	regularization	regularization	NOUN
cana-5756	71	2	techniques	technique	NOUN
cana-5756	71	3	:	:	PUNCT
cana-5756	71	4	apply	apply	VERB
cana-5756	71	5	dropout	dropout	NOUN
cana-5756	71	6	,	,	PUNCT
cana-5756	71	7	l2	l2	NOUN
cana-5756	71	8	regularization	regularization	NOUN
cana-5756	71	9	,	,	PUNCT
cana-5756	71	10	or	or	CCONJ
cana-5756	71	11	data	datum	NOUN
cana-5756	71	12	augmentation	augmentation	NOUN
cana-5756	71	13	to	to	PART
cana-5756	71	14	improve	improve	VERB
cana-5756	71	15	generalization	generalization	NOUN
cana-5756	71	16	.	.	PUNCT
cana-5756	72	1	cross	cross	ADJ
cana-5756	72	2	-	-	NOUN
cana-5756	72	3	validation	validation	ADJ
cana-5756	72	4	:	:	PUNCT
cana-5756	72	5	use	use	VERB
cana-5756	72	6	k	k	ADJ
cana-5756	72	7	-	-	ADJ
cana-5756	72	8	fold	fold	ADJ
cana-5756	72	9	cross	cross	NOUN
cana-5756	72	10	-	-	NOUN
cana-5756	72	11	validation	validation	NOUN
cana-5756	72	12	to	to	PART
cana-5756	72	13	verify	verify	VERB
cana-5756	72	14	model	model	NOUN
cana-5756	72	15	stability	stability	NOUN
cana-5756	72	16	across	across	ADP
cana-5756	72	17	different	different	ADJ
cana-5756	72	18	splits	split	NOUN
cana-5756	72	19	.	.	PUNCT
cana-5756	73	1	communications	communication	NOUN
cana-5756	73	2	on	on	ADP
cana-5756	73	3	applied	apply	VERB
cana-5756	73	4	nonlinear	nonlinear	ADJ
cana-5756	73	5	analysis	analysis	NOUN
cana-5756	73	6	issn	issn	NOUN
cana-5756	73	7	:	:	PUNCT
cana-5756	73	8	1074	1074	NUM
cana-5756	73	9	-	-	PUNCT
cana-5756	73	10	133x	133x	NUM
cana-5756	73	11	vol	vol	NOUN
cana-5756	73	12	32	32	NUM
cana-5756	73	13	no	no	NOUN
cana-5756	73	14	.	.	PUNCT
cana-5756	74	1	3s	3s	NUM
cana-5756	74	2	(	(	PUNCT
cana-5756	74	3	2025	2025	NUM
cana-5756	74	4	)	)	PUNCT
cana-5756	74	5	805	805	NUM
cana-5756	74	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	74	7	validation	validation	NOUN
cana-5756	74	8	set	set	VERB
cana-5756	74	9	review	review	NOUN
cana-5756	74	10	:	:	PUNCT
cana-5756	74	11	check	check	VERB
cana-5756	74	12	the	the	DET
cana-5756	74	13	quality	quality	NOUN
cana-5756	74	14	and	and	CCONJ
cana-5756	74	15	balance	balance	NOUN
cana-5756	74	16	of	of	ADP
cana-5756	74	17	the	the	DET
cana-5756	74	18	validation	validation	NOUN
cana-5756	74	19	dataset	dataset	NOUN
cana-5756	74	20	to	to	PART
cana-5756	74	21	ensure	ensure	VERB
cana-5756	74	22	consistent	consistent	ADJ
cana-5756	74	23	performance	performance	NOUN
cana-5756	74	24	measurement	measurement	NOUN
cana-5756	74	25	.	.	PUNCT
cana-5756	75	1	contextual	contextual	ADJ
cana-5756	75	2	insight	insight	NOUN
cana-5756	75	3	:	:	PUNCT
cana-5756	75	4	in	in	ADP
cana-5756	75	5	the	the	DET
cana-5756	75	6	context	context	NOUN
cana-5756	75	7	of	of	ADP
cana-5756	75	8	alzheimer	alzheimer	PROPN
cana-5756	75	9	’s	’s	PART
cana-5756	75	10	detection	detection	NOUN
cana-5756	75	11	,	,	PUNCT
cana-5756	75	12	model	model	NOUN
cana-5756	75	13	generalization	generalization	NOUN
cana-5756	75	14	is	be	AUX
cana-5756	75	15	critical	critical	ADJ
cana-5756	75	16	.	.	PUNCT
cana-5756	76	1	overfitting	overfitte	VERB
cana-5756	76	2	could	could	AUX
cana-5756	76	3	lead	lead	VERB
cana-5756	76	4	to	to	ADP
cana-5756	76	5	misclassification	misclassification	NOUN
cana-5756	76	6	of	of	ADP
cana-5756	76	7	patient	patient	ADJ
cana-5756	76	8	brain	brain	NOUN
cana-5756	76	9	scans	scan	NOUN
cana-5756	76	10	,	,	PUNCT
cana-5756	76	11	resulting	result	VERB
cana-5756	76	12	in	in	ADP
cana-5756	76	13	false	false	ADJ
cana-5756	76	14	positives	positive	NOUN
cana-5756	76	15	/	/	SYM
cana-5756	76	16	negatives	negative	NOUN
cana-5756	76	17	.	.	PUNCT
cana-5756	77	1	ensuring	ensure	VERB
cana-5756	77	2	stable	stable	ADJ
cana-5756	77	3	validation	validation	NOUN
cana-5756	77	4	loss	loss	NOUN
cana-5756	77	5	and	and	CCONJ
cana-5756	77	6	balanced	balanced	ADJ
cana-5756	77	7	model	model	NOUN
cana-5756	77	8	performance	performance	NOUN
cana-5756	77	9	is	be	AUX
cana-5756	77	10	vital	vital	ADJ
cana-5756	77	11	for	for	ADP
cana-5756	77	12	clinical	clinical	ADJ
cana-5756	77	13	reliability	reliability	NOUN
cana-5756	77	14	and	and	CCONJ
cana-5756	77	15	trust	trust	NOUN
cana-5756	77	16	in	in	ADP
cana-5756	77	17	aibased	aibased	ADJ
cana-5756	77	18	diagnostic	diagnostic	ADJ
cana-5756	77	19	tools	tool	NOUN
cana-5756	77	20	.	.	PUNCT
cana-5756	78	1	the	the	DET
cana-5756	78	2	graph	graph	NOUN
cana-5756	78	3	shows	show	VERB
cana-5756	78	4	training	training	NOUN
cana-5756	78	5	and	and	CCONJ
cana-5756	78	6	validation	validation	NOUN
cana-5756	78	7	accuracy	accuracy	NOUN
cana-5756	78	8	over	over	ADP
cana-5756	78	9	50	50	NUM
cana-5756	78	10	epochs	epoch	NOUN
cana-5756	78	11	for	for	ADP
cana-5756	78	12	alzheimer	alzheimer	PROPN
cana-5756	78	13	’s	’s	PART
cana-5756	78	14	disease	disease	NOUN
cana-5756	78	15	detection	detection	NOUN
cana-5756	78	16	.	.	PUNCT
cana-5756	79	1	training	training	NOUN
cana-5756	79	2	accuracy	accuracy	NOUN
cana-5756	79	3	steadily	steadily	ADV
cana-5756	79	4	improves	improve	VERB
cana-5756	79	5	,	,	PUNCT
cana-5756	79	6	reaching	reach	VERB
cana-5756	79	7	over	over	ADP
cana-5756	79	8	95	95	NUM
cana-5756	79	9	%	%	NOUN
cana-5756	79	10	,	,	PUNCT
cana-5756	79	11	indicating	indicate	VERB
cana-5756	79	12	effective	effective	ADJ
cana-5756	79	13	learning	learning	NOUN
cana-5756	79	14	.	.	PUNCT
cana-5756	80	1	validation	validation	NOUN
cana-5756	80	2	accuracy	accuracy	NOUN
cana-5756	80	3	also	also	ADV
cana-5756	80	4	increases	increase	VERB
cana-5756	80	5	but	but	CCONJ
cana-5756	80	6	fluctuates	fluctuate	NOUN
cana-5756	80	7	slightly	slightly	ADV
cana-5756	80	8	,	,	PUNCT
cana-5756	80	9	stabilizing	stabilize	VERB
cana-5756	80	10	above	above	ADP
cana-5756	80	11	90	90	NUM
cana-5756	80	12	%	%	NOUN
cana-5756	80	13	,	,	PUNCT
cana-5756	80	14	suggesting	suggest	VERB
cana-5756	80	15	good	good	ADJ
cana-5756	80	16	generalization	generalization	NOUN
cana-5756	80	17	with	with	ADP
cana-5756	80	18	some	some	DET
cana-5756	80	19	variance	variance	NOUN
cana-5756	80	20	.	.	PUNCT
cana-5756	81	1	the	the	DET
cana-5756	81	2	consistent	consistent	ADJ
cana-5756	81	3	gap	gap	NOUN
cana-5756	81	4	between	between	ADP
cana-5756	81	5	training	training	NOUN
cana-5756	81	6	and	and	CCONJ
cana-5756	81	7	validation	validation	NOUN
cana-5756	81	8	accuracy	accuracy	NOUN
cana-5756	81	9	after	after	ADP
cana-5756	81	10	epoch	epoch	NOUN
cana-5756	81	11	30	30	NUM
cana-5756	81	12	hints	hint	NOUN
cana-5756	81	13	at	at	ADP
cana-5756	81	14	mild	mild	ADJ
cana-5756	81	15	overfitting	overfitting	NOUN
cana-5756	81	16	.	.	PUNCT
cana-5756	82	1	overall	overall	ADV
cana-5756	82	2	,	,	PUNCT
cana-5756	82	3	the	the	DET
cana-5756	82	4	model	model	NOUN
cana-5756	82	5	performs	perform	VERB
cana-5756	82	6	well	well	ADV
cana-5756	82	7	with	with	ADP
cana-5756	82	8	high	high	ADJ
cana-5756	82	9	predictive	predictive	ADJ
cana-5756	82	10	accuracy	accuracy	NOUN
cana-5756	82	11	,	,	PUNCT
cana-5756	82	12	but	but	CCONJ
cana-5756	82	13	incorporating	incorporate	VERB
cana-5756	82	14	regularization	regularization	NOUN
cana-5756	82	15	or	or	CCONJ
cana-5756	82	16	early	early	ADJ
cana-5756	82	17	stopping	stopping	NOUN
cana-5756	82	18	may	may	AUX
cana-5756	82	19	further	far	ADV
cana-5756	82	20	enhance	enhance	VERB
cana-5756	82	21	validation	validation	NOUN
cana-5756	82	22	stability	stability	NOUN
cana-5756	82	23	and	and	CCONJ
cana-5756	82	24	real	real	ADJ
cana-5756	82	25	-	-	PUNCT
cana-5756	82	26	world	world	NOUN
cana-5756	82	27	performance	performance	NOUN
cana-5756	82	28	.	.	PUNCT
cana-5756	83	1	this	this	DET
cana-5756	83	2	level	level	NOUN
cana-5756	83	3	of	of	ADP
cana-5756	83	4	accuracy	accuracy	NOUN
cana-5756	83	5	is	be	AUX
cana-5756	83	6	promising	promise	VERB
cana-5756	83	7	for	for	ADP
cana-5756	83	8	clinical	clinical	ADJ
cana-5756	83	9	applications	application	NOUN
cana-5756	83	10	where	where	SCONJ
cana-5756	83	11	reliable	reliable	ADJ
cana-5756	83	12	early	early	ADJ
cana-5756	83	13	detection	detection	NOUN
cana-5756	83	14	is	be	AUX
cana-5756	83	15	critical	critical	ADJ
cana-5756	83	16	.	.	PUNCT
cana-5756	84	1	7	7	X
cana-5756	84	2	.	.	X
cana-5756	84	3	conclusions	conclusion	NOUN
cana-5756	84	4	and	and	CCONJ
cana-5756	84	5	future	future	ADJ
cana-5756	84	6	work	work	NOUN
cana-5756	84	7	conclusion	conclusion	NOUN
cana-5756	84	8	:	:	PUNCT
cana-5756	84	9	it	it	PRON
cana-5756	84	10	has	have	AUX
cana-5756	84	11	been	be	AUX
cana-5756	84	12	chosen	choose	VERB
cana-5756	84	13	that	that	SCONJ
cana-5756	84	14	alzheimer	alzheimer	PROPN
cana-5756	84	15	’s	’s	PART
cana-5756	84	16	defilement	defilement	NOUN
cana-5756	84	17	is	be	AUX
cana-5756	84	18	an	an	DET
cana-5756	84	19	hopeless	hopeless	ADJ
cana-5756	84	20	neurodegenerative	neurodegenerative	ADJ
cana-5756	84	21	affliction	affliction	NOUN
cana-5756	84	22	that	that	PRON
cana-5756	84	23	impacts	impact	VERB
cana-5756	84	24	brain	brain	NOUN
cana-5756	84	25	memory	memory	NOUN
cana-5756	84	26	,	,	PUNCT
cana-5756	84	27	especially	especially	ADV
cana-5756	84	28	interior	interior	ADJ
cana-5756	84	29	the	the	DET
cana-5756	84	30	elderly	elderly	ADJ
cana-5756	84	31	.	.	PUNCT
cana-5756	85	1	owing	owe	VERB
cana-5756	85	2	to	to	ADP
cana-5756	85	3	the	the	DET
cana-5756	85	4	colossal	colossal	ADJ
cana-5756	85	5	number	number	NOUN
cana-5756	85	6	of	of	ADP
cana-5756	85	7	patients	patient	NOUN
cana-5756	85	8	,	,	PUNCT
cana-5756	85	9	it	it	PRON
cana-5756	85	10	is	be	AUX
cana-5756	85	11	stunning	stunning	ADJ
cana-5756	85	12	to	to	PART
cana-5756	85	13	perform	perform	VERB
cana-5756	85	14	manual	manual	ADJ
cana-5756	85	15	affirmation	affirmation	NOUN
cana-5756	85	16	capably	capably	ADV
cana-5756	85	17	and	and	CCONJ
cana-5756	85	18	thriving	thrive	VERB
cana-5756	85	19	stars	star	NOUN
cana-5756	85	20	make	make	VERB
cana-5756	85	21	goofs	goof	NOUN
cana-5756	85	22	within	within	ADP
cana-5756	85	23	the	the	DET
cana-5756	85	24	middle	middle	NOUN
cana-5756	85	25	of	of	ADP
cana-5756	85	26	assessment	assessment	NOUN
cana-5756	85	27	due	due	ADP
cana-5756	85	28	to	to	ADP
cana-5756	85	29	time	time	NOUN
cana-5756	85	30	destinations	destination	NOUN
cana-5756	85	31	and	and	CCONJ
cana-5756	85	32	the	the	DET
cana-5756	85	33	bother	bother	NOUN
cana-5756	85	34	of	of	ADP
cana-5756	85	35	the	the	DET
cana-5756	85	36	methodology	methodology	NOUN
cana-5756	85	37	.	.	PUNCT
cana-5756	86	1	particular	particular	ADJ
cana-5756	86	2	strategies	strategy	NOUN
cana-5756	86	3	are	be	AUX
cana-5756	86	4	utilized	utilize	VERB
cana-5756	86	5	to	to	PART
cana-5756	86	6	analyze	analyze	VERB
cana-5756	86	7	and	and	CCONJ
cana-5756	86	8	characterize	characterize	VERB
cana-5756	86	9	alzheimer	alzheimer	PROPN
cana-5756	86	10	’s	’s	NOUN
cana-5756	86	11	,	,	PUNCT
cana-5756	86	12	but	but	CCONJ
cana-5756	86	13	an	an	DET
cana-5756	86	14	correct	correct	ADJ
cana-5756	86	15	and	and	CCONJ
cana-5756	86	16	beneficial	beneficial	ADJ
cana-5756	86	17	symptomatic	symptomatic	ADJ
cana-5756	86	18	course	course	NOUN
cana-5756	86	19	of	of	ADP
cana-5756	86	20	activity	activity	NOUN
cana-5756	86	21	is	be	AUX
cana-5756	86	22	required	require	VERB
cana-5756	86	23	.	.	PUNCT
cana-5756	87	1	the	the	DET
cana-5756	87	2	proposed	propose	VERB
cana-5756	87	3	show	show	NOUN
cana-5756	87	4	up	up	ADP
cana-5756	87	5	proposes	propose	VERB
cana-5756	87	6	a	a	DET
cana-5756	87	7	noteworthy	noteworthy	ADJ
cana-5756	87	8	learning	learning	NOUN
cana-5756	87	9	-	-	PUNCT
cana-5756	87	10	based	base	VERB
cana-5756	87	11	strategy	strategy	NOUN
cana-5756	87	12	for	for	ADP
cana-5756	87	13	diagnosing	diagnose	VERB
cana-5756	87	14	and	and	CCONJ
cana-5756	87	15	classifying	classify	VERB
cana-5756	87	16	alzheimer	alzheimer	PROPN
cana-5756	87	17	’s	’s	PART
cana-5756	87	18	malady	malady	ADJ
cana-5756	87	19	utilizing	utilize	VERB
cana-5756	87	20	the	the	DET
cana-5756	87	21	densenet-169	densenet-169	NOUN
cana-5756	87	22	and	and	CCONJ
cana-5756	87	23	resnet-50	resnet-50	PROPN
cana-5756	87	24	cnn	cnn	PROPN
cana-5756	87	25	plans	plan	NOUN
cana-5756	87	26	.	.	PUNCT
cana-5756	88	1	non	non	ADJ
cana-5756	88	2	-	-	NOUN
cana-5756	88	3	dementia	dementia	NOUN
cana-5756	88	4	,	,	PUNCT
cana-5756	88	5	remarkably	remarkably	ADV
cana-5756	88	6	mild	mild	ADJ
cana-5756	88	7	-	-	PUNCT
cana-5756	88	8	dementia	dementia	NOUN
cana-5756	88	9	,	,	PUNCT
cana-5756	88	10	communications	communication	NOUN
cana-5756	88	11	on	on	ADP
cana-5756	88	12	applied	apply	VERB
cana-5756	88	13	nonlinear	nonlinear	ADJ
cana-5756	88	14	analysis	analysis	NOUN
cana-5756	88	15	issn	issn	NOUN
cana-5756	88	16	:	:	PUNCT
cana-5756	88	17	1074	1074	NUM
cana-5756	88	18	-	-	PUNCT
cana-5756	88	19	133x	133x	NUM
cana-5756	88	20	vol	vol	NOUN
cana-5756	88	21	32	32	NUM
cana-5756	88	22	no	no	NOUN
cana-5756	88	23	.	.	PUNCT
cana-5756	89	1	3s	3s	NUM
cana-5756	89	2	(	(	PUNCT
cana-5756	89	3	2025	2025	NUM
cana-5756	89	4	)	)	PUNCT
cana-5756	89	5	806	806	NUM
cana-5756	89	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5756	89	7	sensitive	sensitive	ADJ
cana-5756	89	8	dementia	dementia	NOUN
cana-5756	89	9	,	,	PUNCT
cana-5756	89	10	and	and	CCONJ
cana-5756	89	11	arrange	arrange	NOUN
cana-5756	89	12	dementia	dementia	NOUN
cana-5756	89	13	were	be	AUX
cana-5756	89	14	the	the	DET
cana-5756	89	15	four	four	NUM
cana-5756	89	16	classifications	classification	NOUN
cana-5756	89	17	of	of	ADP
cana-5756	89	18	alzheimer	alzheimer	PROPN
cana-5756	89	19	’s	’s	PART
cana-5756	89	20	sickness	sickness	NOUN
cana-5756	89	21	in	in	ADP
cana-5756	89	22	this	this	DET
cana-5756	89	23	outline	outline	NOUN
cana-5756	89	24	.	.	PUNCT
cana-5756	90	1	within	within	ADP
cana-5756	90	2	the	the	DET
cana-5756	90	3	middle	middle	NOUN
cana-5756	90	4	of	of	ADP
cana-5756	90	5	the	the	DET
cana-5756	90	6	arranging	arrange	VERB
cana-5756	90	7	and	and	CCONJ
cana-5756	90	8	testing	testing	NOUN
cana-5756	90	9	stages	stage	NOUN
cana-5756	90	10	,	,	PUNCT
cana-5756	90	11	the	the	DET
cana-5756	90	12	densenet169	densenet169	PROPN
cana-5756	90	13	strategy	strategy	NOUN
cana-5756	90	14	outmaneuvered	outmaneuver	VERB
cana-5756	90	15	.	.	PUNCT
cana-5756	91	1	this	this	DET
cana-5756	91	2	proposed	propose	VERB
cana-5756	91	3	approach	approach	NOUN
cana-5756	91	4	may	may	AUX
cana-5756	91	5	be	be	AUX
cana-5756	91	6	utilized	utilize	VERB
cana-5756	91	7	to	to	PART
cana-5756	91	8	do	do	VERB
cana-5756	91	9	real	real	ADJ
cana-5756	91	10	-	-	PUNCT
cana-5756	91	11	time	time	NOUN
cana-5756	91	12	examination	examination	NOUN
cana-5756	91	13	and	and	CCONJ
cana-5756	91	14	classification	classification	NOUN
cana-5756	91	15	of	of	ADP
cana-5756	91	16	alzheimer	alzheimer	PROPN
cana-5756	91	17	’s	’s	PART
cana-5756	91	18	defilement	defilement	NOUN
cana-5756	91	19	.	.	PUNCT
cana-5756	92	1	interior	interior	ADJ
cana-5756	92	2	long	long	ADJ
cana-5756	92	3	run	run	NOUN
cana-5756	92	4	,	,	PUNCT
cana-5756	92	5	we	we	PRON
cana-5756	92	6	organize	organize	VERB
cana-5756	92	7	to	to	PART
cana-5756	92	8	open	open	VERB
cana-5756	92	9	up	up	ADP
cana-5756	92	10	the	the	DET
cana-5756	92	11	defilement	defilement	ADJ
cana-5756	92	12	range	range	NOUN
cana-5756	92	13	with	with	ADP
cana-5756	92	14	more	more	ADJ
cana-5756	92	15	information	information	NOUN
cana-5756	92	16	sets	set	NOUN
cana-5756	92	17	and	and	CCONJ
cana-5756	92	18	utilize	utilize	VERB
cana-5756	92	19	the	the	DET
cana-5756	92	20	specific	specific	ADJ
cana-5756	92	21	measures	measure	NOUN
cana-5756	92	22	to	to	PART
cana-5756	92	23	recognize	recognize	VERB
cana-5756	92	24	the	the	DET
cana-5756	92	25	system	system	NOUN
cana-5756	92	26	’s	’s	PART
cana-5756	92	27	accuracy	accuracy	NOUN
cana-5756	92	28	.	.	PUNCT
cana-5756	93	1	future	future	ADJ
cana-5756	93	2	scope	scope	NOUN
cana-5756	93	3	:	:	PUNCT
cana-5756	93	4	creating	create	VERB
cana-5756	93	5	examine	examine	NOUN
cana-5756	93	6	underscores	underscore	VERB
cana-5756	93	7	a	a	DET
cana-5756	93	8	incredible	incredible	ADJ
cana-5756	93	9	and	and	CCONJ
cana-5756	93	10	multifaceted	multifaceted	ADJ
cana-5756	93	11	future	future	NOUN
cana-5756	93	12	for	for	ADP
cana-5756	93	13	alzheimer	alzheimer	PROPN
cana-5756	93	14	’s	’s	PART
cana-5756	93	15	revelation	revelation	NOUN
cana-5756	93	16	utilizing	utilize	VERB
cana-5756	93	17	significant	significant	ADJ
cana-5756	93	18	learning	learning	NOUN
cana-5756	93	19	.	.	PUNCT
cana-5756	94	1	a	a	DET
cana-5756	94	2	basic	basic	ADJ
cana-5756	94	3	street	street	NOUN
cana-5756	94	4	is	be	AUX
cana-5756	94	5	multimodal	multimodal	ADJ
cana-5756	94	6	integration	integration	NOUN
cana-5756	94	7	—	—	PUNCT
cana-5756	94	8	combining	combine	VERB
cana-5756	94	9	mri	mri	NOUN
cana-5756	94	10	,	,	PUNCT
cana-5756	94	11	pet	pet	ADJ
cana-5756	94	12	channels	channel	NOUN
cana-5756	94	13	,	,	PUNCT
cana-5756	94	14	genomic	genomic	NOUN
cana-5756	94	15	,	,	PUNCT
cana-5756	94	16	and	and	CCONJ
cana-5756	94	17	clinical	clinical	ADJ
cana-5756	94	18	data	datum	NOUN
cana-5756	94	19	—	—	PUNCT
cana-5756	94	20	with	with	ADP
cana-5756	94	21	temporal	temporal	ADJ
cana-5756	94	22	modeling	modeling	NOUN
cana-5756	94	23	by	by	ADP
cana-5756	94	24	implies	implie	NOUN
cana-5756	94	25	of	of	ADP
cana-5756	94	26	rnns	rnn	NOUN
cana-5756	94	27	,	,	PUNCT
cana-5756	94	28	lstms	lstms	ADJ
cana-5756	94	29	,	,	PUNCT
cana-5756	94	30	or	or	CCONJ
cana-5756	94	31	gnns	gnns	NOUN
cana-5756	94	32	to	to	PART
cana-5756	94	33	progress	progress	VERB
cana-5756	94	34	illustrative	illustrative	ADJ
cana-5756	94	35	exactness	exactness	NOUN
cana-5756	94	36	and	and	CCONJ
cana-5756	94	37	screen	screen	NOUN
cana-5756	94	38	ailment	ailment	NOUN
cana-5756	94	39	development	development	NOUN
cana-5756	94	40	effectively	effectively	ADV
cana-5756	94	41	to	to	ADP
cana-5756	94	42	combat	combat	NOUN
cana-5756	94	43	data	datum	NOUN
cana-5756	94	44	deficiency	deficiency	NOUN
cana-5756	94	45	and	and	CCONJ
cana-5756	94	46	inclination	inclination	NOUN
cana-5756	94	47	,	,	PUNCT
cana-5756	94	48	methodologies	methodology	NOUN
cana-5756	94	49	like	like	ADP
cana-5756	94	50	trade	trade	NOUN
cana-5756	94	51	learning	learning	NOUN
cana-5756	94	52	,	,	PUNCT
cana-5756	94	53	gan	gan	PROPN
cana-5756	94	54	/	/	SYM
cana-5756	94	55	vae	vae	PROPN
cana-5756	94	56	based	base	VERB
cana-5756	94	57	data	data	NOUN
cana-5756	94	58	increment	increment	NOUN
cana-5756	94	59	,	,	PUNCT
cana-5756	94	60	bound	bind	VERB
cana-5756	94	61	together	together	ADP
cana-5756	94	62	learning	learn	VERB
cana-5756	94	63	,	,	PUNCT
cana-5756	94	64	and	and	CCONJ
cana-5756	94	65	the	the	DET
cana-5756	94	66	standardization	standardization	NOUN
cana-5756	94	67	of	of	ADP
cana-5756	94	68	clarified	clarify	VERB
cana-5756	94	69	datasets	dataset	NOUN
cana-5756	94	70	are	be	AUX
cana-5756	94	71	picking	pick	VERB
cana-5756	94	72	up	up	ADP
cana-5756	94	73	unmistakable	unmistakable	ADJ
cana-5756	94	74	quality	quality	NOUN
cana-5756	94	75	adjacent	adjacent	ADJ
cana-5756	94	76	these	these	DET
cana-5756	94	77	endeavors	endeavor	NOUN
cana-5756	94	78	,	,	PUNCT
cana-5756	94	79	joining	join	VERB
cana-5756	94	80	sensible	sensible	ADJ
cana-5756	94	81	ai	ai	VERB
cana-5756	94	82	—	—	PUNCT
cana-5756	94	83	including	include	VERB
cana-5756	94	84	thought	think	VERB
cana-5756	94	85	components	component	NOUN
cana-5756	94	86	,	,	PUNCT
cana-5756	94	87	grad	grad	ADJ
cana-5756	94	88	cam	cam	PROPN
cana-5756	94	89	,	,	PUNCT
cana-5756	94	90	shap	shap	NOUN
cana-5756	94	91	,	,	PUNCT
cana-5756	94	92	and	and	CCONJ
cana-5756	94	93	lime	lime	NOUN
cana-5756	94	94	—	—	PUNCT
cana-5756	94	95	has	have	AUX
cana-5756	94	96	gotten	get	VERB
cana-5756	94	97	to	to	PART
cana-5756	94	98	be	be	AUX
cana-5756	94	99	imperative	imperative	ADJ
cana-5756	94	100	for	for	SCONJ
cana-5756	94	101	clinician	clinician	NOUN
cana-5756	94	102	accept	accept	VERB
cana-5756	94	103	and	and	CCONJ
cana-5756	94	104	appear	appear	VERB
cana-5756	94	105	straightforwardness	straightforwardness	NOUN
cana-5756	94	106	too	too	ADV
cana-5756	94	107	,	,	PUNCT
cana-5756	94	108	lightweight	lightweight	ADJ
cana-5756	94	109	structures	structure	NOUN
cana-5756	94	110	like	like	ADP
cana-5756	94	111	efficientnet	efficientnet	NOUN
cana-5756	94	112	b0	b0	NOUN
cana-5756	94	113	support	support	NOUN
cana-5756	94	114	course	course	NOUN
cana-5756	94	115	of	of	ADP
cana-5756	94	116	action	action	NOUN
cana-5756	94	117	on	on	ADP
cana-5756	94	118	edge	edge	NOUN
cana-5756	94	119	contraptions	contraption	NOUN
cana-5756	94	120	,	,	PUNCT
cana-5756	94	121	empowering	empower	VERB
cana-5756	94	122	broader	broad	ADJ
cana-5756	94	123	get	get	VERB
cana-5756	94	124	to	to	ADP
cana-5756	94	125	in	in	ADP
cana-5756	94	126	resource	resource	NOUN
cana-5756	94	127	-	-	PUNCT
cana-5756	94	128	limited	limit	VERB
cana-5756	94	129	settings	setting	NOUN
cana-5756	94	130	another	another	DET
cana-5756	94	131	promising	promising	ADJ
cana-5756	94	132	way	way	NOUN
cana-5756	94	133	is	be	AUX
cana-5756	94	134	the	the	DET
cana-5756	94	135	gathering	gathering	NOUN
cana-5756	94	136	and	and	CCONJ
cana-5756	94	137	hybrid	hybrid	NOUN
cana-5756	94	138	modeling	modeling	NOUN
cana-5756	94	139	approach	approach	NOUN
cana-5756	94	140	,	,	PUNCT
cana-5756	94	141	blending	blend	VERB
cana-5756	94	142	cnns	cnn	NOUN
cana-5756	94	143	,	,	PUNCT
cana-5756	94	144	lstms	lstms	ADJ
cana-5756	94	145	,	,	PUNCT
cana-5756	94	146	and	and	CCONJ
cana-5756	94	147	thought	think	VERB
cana-5756	94	148	frameworks	framework	NOUN
cana-5756	94	149	for	for	ADP
cana-5756	94	150	higher	high	ADJ
cana-5756	94	151	adaptability	adaptability	NOUN
cana-5756	94	152	and	and	CCONJ
cana-5756	94	153	accuracy	accuracy	NOUN
cana-5756	94	154	other	other	ADJ
cana-5756	94	155	than	than	ADP
cana-5756	94	156	,	,	PUNCT
cana-5756	94	157	non	non	ADJ
cana-5756	94	158	-	-	ADJ
cana-5756	94	159	invasive	invasive	ADJ
cana-5756	94	160	progressed	progress	VERB
cana-5756	94	161	biomarkers	biomarker	NOUN
cana-5756	94	162	—	—	PUNCT
cana-5756	94	163	such	such	ADJ
cana-5756	94	164	as	as	ADP
cana-5756	94	165	wearable	wearable	ADJ
cana-5756	94	166	sensors	sensor	NOUN
cana-5756	94	167	,	,	PUNCT
cana-5756	94	168	talk	talk	NOUN
cana-5756	94	169	and	and	CCONJ
cana-5756	94	170	behavioral	behavioral	ADJ
cana-5756	94	171	data	datum	NOUN
cana-5756	94	172	examination	examination	NOUN
cana-5756	94	173	,	,	PUNCT
cana-5756	94	174	and	and	CCONJ
cana-5756	94	175	eye	eye	NOUN
cana-5756	94	176	tracking	tracking	NOUN
cana-5756	94	177	—	—	PUNCT
cana-5756	94	178	are	be	AUX
cana-5756	94	179	creating	create	VERB
cana-5756	94	180	as	as	ADP
cana-5756	94	181	beneficial	beneficial	ADJ
cana-5756	94	182	early	early	ADJ
cana-5756	94	183	pointers	pointer	NOUN
cana-5756	94	184	.	.	PUNCT
cana-5756	95	1	at	at	ADP
cana-5756	95	2	last	last	ADJ
cana-5756	95	3	,	,	PUNCT
cana-5756	95	4	finishing	finish	VERB
cana-5756	95	5	real	real	ADJ
cana-5756	95	6	-	-	PUNCT
cana-5756	95	7	world	world	NOUN
cana-5756	95	8	influence	influence	NOUN
cana-5756	95	9	will	will	AUX
cana-5756	95	10	require	require	VERB
cana-5756	95	11	sweeping	sweeping	ADJ
cana-5756	95	12	scale	scale	NOUN
cana-5756	95	13	,	,	PUNCT
cana-5756	95	14	up	up	ADV
cana-5756	95	15	and	and	CCONJ
cana-5756	95	16	coming	come	VERB
cana-5756	95	17	clinical	clinical	ADJ
cana-5756	95	18	endorsement	endorsement	NOUN
cana-5756	95	19	through	through	ADP
cana-5756	95	20	randomized	randomized	ADJ
cana-5756	95	21	trials	trial	NOUN
cana-5756	95	22	,	,	PUNCT
cana-5756	95	23	ethical	ethical	ADJ
cana-5756	95	24	data	datum	NOUN
cana-5756	95	25	sharpens	sharpen	NOUN
cana-5756	95	26	,	,	PUNCT
cana-5756	95	27	standardized	standardized	ADJ
cana-5756	95	28	traditions	tradition	NOUN
cana-5756	95	29	(	(	PUNCT
cana-5756	95	30	e.g.	e.g.	ADV
cana-5756	95	31	,	,	PUNCT
cana-5756	95	32	minimar	minimar	NOUN
cana-5756	95	33	)	)	PUNCT
cana-5756	95	34	,	,	PUNCT
cana-5756	95	35	and	and	CCONJ
cana-5756	95	36	integration	integration	NOUN
cana-5756	95	37	into	into	ADP
cana-5756	95	38	clinical	clinical	ADJ
cana-5756	95	39	workflows	workflow	NOUN
cana-5756	95	40	to	to	PART
cana-5756	95	41	ensure	ensure	VERB
cana-5756	95	42	fair	fair	ADJ
cana-5756	95	43	-	-	PUNCT
cana-5756	95	44	minded	minded	ADJ
cana-5756	95	45	,	,	PUNCT
cana-5756	95	46	solid	solid	ADJ
cana-5756	95	47	,	,	PUNCT
cana-5756	95	48	and	and	CCONJ
cana-5756	95	49	regulatory	regulatory	ADJ
cana-5756	95	50	compliant	compliant	ADJ
cana-5756	95	51	sending	send	VERB
cana-5756	95	52	references	reference	NOUN
cana-5756	95	53	1	1	NUM
cana-5756	95	54	.	.	PUNCT
cana-5756	95	55	bilal	bilal	PROPN
cana-5756	95	56	et	et	PROPN
cana-5756	95	57	al	al	PROPN
cana-5756	95	58	.	.	PUNCT
cana-5756	96	1	(	(	PUNCT
cana-5756	96	2	2020).bilal	2020).bilal	NUM
cana-5756	96	3	m	m	NOUN
cana-5756	96	4	,	,	PUNCT
cana-5756	96	5	barani	barani	PROPN
cana-5756	96	6	m	m	PROPN
cana-5756	96	7	,	,	PUNCT
cana-5756	96	8	sabir	sabir	PROPN
cana-5756	96	9	f	f	PROPN
cana-5756	96	10	,	,	PUNCT
cana-5756	96	11	rahdar	rahdar	ADV
cana-5756	96	12	a	a	X
cana-5756	96	13	,	,	PUNCT
cana-5756	96	14	kyzas	kyzas	PROPN
cana-5756	96	15	gz	gz	PROPN
cana-5756	96	16	.	.	PUNCT
cana-5756	96	17	nanomaterials	nanomaterial	NOUN
cana-5756	96	18	for	for	ADP
cana-5756	96	19	the	the	DET
cana-5756	96	20	treatment	treatment	NOUN
cana-5756	96	21	and	and	CCONJ
cana-5756	96	22	diagnosis	diagnosis	NOUN
cana-5756	96	23	of	of	ADP
cana-5756	96	24	alzheimer	alzheimer	PROPN
cana-5756	96	25	’s	’s	PART
cana-5756	96	26	disease	disease	NOUN
cana-5756	96	27	:	:	PUNCT
cana-5756	96	28	an	an	DET
cana-5756	96	29	overview	overview	NOUN
cana-5756	96	30	.	.	PUNCT
cana-5756	97	1	nanoimpact	nanoimpact	ADJ
cana-5756	97	2	.	.	PUNCT
cana-5756	98	1	2020;20:100251	2020;20:100251	NUM
cana-5756	98	2	.	.	PUNCT
cana-5756	98	3	doi	doi	NOUN
cana-5756	98	4	:	:	PUNCT
cana-5756	98	5	10.1016	10.1016	NUM
cana-5756	98	6	/	/	SYM
cana-5756	98	7	j.impact.2020.100251	j.impact.2020.100251	PROPN
cana-5756	98	8	.	.	PUNCT
cana-5756	99	1	[	[	X
cana-5756	99	2	doi	doi	X
cana-5756	99	3	]	]	X
cana-5756	99	4	[	[	X
cana-5756	99	5	google	google	NOUN
cana-5756	99	6	scholar	scholar	NOUN
cana-5756	99	7	]	]	X
cana-5756	99	8	2	2	X
cana-5756	99	9	.	.	X
cana-5756	99	10	budhiraja	budhiraja	PROPN
cana-5756	99	11	&	&	CCONJ
cana-5756	99	12	garg	garg	PROPN
cana-5756	99	13	(	(	PUNCT
cana-5756	99	14	2021).budhiraja	2021).budhiraja	PROPN
cana-5756	99	15	i	i	PROPN
cana-5756	99	16	,	,	PUNCT
cana-5756	99	17	garg	garg	PROPN
cana-5756	99	18	d.	d.	PROPN
cana-5756	99	19	alzheimer	alzheimer	PROPN
cana-5756	99	20	’s	’s	PART
cana-5756	99	21	disease	disease	NOUN
cana-5756	99	22	classification	classification	NOUN
cana-5756	99	23	using	use	VERB
cana-5756	99	24	transfer	transfer	NOUN
cana-5756	99	25	learning	learning	NOUN
cana-5756	99	26	.	.	PUNCT
cana-5756	100	1	international	international	ADJ
cana-5756	100	2	advanced	advanced	ADJ
cana-5756	100	3	computing	computing	NOUN
cana-5756	100	4	conference	conference	NOUN
cana-5756	100	5	;	;	PUNCT
cana-5756	100	6	cham	cham	PROPN
cana-5756	100	7	:	:	PUNCT
cana-5756	100	8	springer	springer	NOUN
cana-5756	100	9	;	;	PUNCT
cana-5756	100	10	2021	2021	NUM
cana-5756	100	11	.	.	PUNCT
cana-5756	101	1	pp	pp	ADV
cana-5756	101	2	.	.	PUNCT
cana-5756	102	1	73–81	73–81	NUM
cana-5756	102	2	.	.	PUNCT
cana-5756	103	1	[	[	X
cana-5756	103	2	google	google	NOUN
cana-5756	103	3	scholar	scholar	NOUN
cana-5756	103	4	]	]	X
cana-5756	103	5	3	3	X
cana-5756	103	6	.	.	X
cana-5756	103	7	butt	butt	PROPN
cana-5756	103	8	et	et	PROPN
cana-5756	103	9	al	al	PROPN
cana-5756	103	10	.	.	PUNCT
cana-5756	104	1	(	(	PUNCT
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cana-5756	104	3	aur	aur	PROPN
cana-5756	104	4	,	,	PUNCT
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cana-5756	104	7	,	,	PUNCT
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cana-5756	104	10	,	,	PUNCT
cana-5756	104	11	asif	asif	PROPN
cana-5756	104	12	m	m	PROPN
cana-5756	104	13	,	,	PUNCT
cana-5756	104	14	cheema	cheema	PROPN
cana-5756	104	15	sa	sa	PROPN
cana-5756	104	16	.	.	PUNCT
cana-5756	105	1	computer	computer	NOUN
cana-5756	105	2	aided	aid	VERB
cana-5756	105	3	diagnosis	diagnosis	NOUN
cana-5756	105	4	(	(	PUNCT
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cana-5756	105	6	)	)	PUNCT
cana-5756	105	7	for	for	ADP
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cana-5756	105	10	classification	classification	NOUN
cana-5756	105	11	of	of	ADP
cana-5756	105	12	burnt	burn	VERB
cana-5756	105	13	human	human	ADJ
cana-5756	105	14	skin	skin	NOUN
cana-5756	105	15	.	.	PUNCT
cana-5756	106	1	2019	2019	NUM
cana-5756	106	2	international	international	ADJ
cana-5756	106	3	conference	conference	NOUN
cana-5756	106	4	on	on	ADP
cana-5756	106	5	electrical	electrical	ADJ
cana-5756	106	6	,	,	PUNCT
cana-5756	106	7	communication	communication	NOUN
cana-5756	106	8	,	,	PUNCT
cana-5756	106	9	and	and	CCONJ
cana-5756	106	10	computer	computer	NOUN
cana-5756	106	11	engineering	engineering	NOUN
cana-5756	106	12	(	(	PUNCT
cana-5756	106	13	icecce	icecce	NOUN
cana-5756	106	14	)	)	PUNCT
cana-5756	106	15	;	;	PUNCT
cana-5756	106	16	piscataway	piscataway	NOUN
cana-5756	106	17	:	:	PUNCT
cana-5756	106	18	ieee	ieee	NOUN
cana-5756	106	19	;	;	PUNCT
cana-5756	106	20	2019	2019	NUM
cana-5756	106	21	.	.	PUNCT
cana-5756	107	1	pp	pp	ADV
cana-5756	107	2	.	.	PUNCT
cana-5756	108	1	1–5	1–5	X
cana-5756	108	2	.	.	PUNCT
cana-5756	109	1	[	[	X
cana-5756	109	2	google	google	NOUN
cana-5756	109	3	scholar	scholar	NOUN
cana-5756	109	4	]	]	X
cana-5756	109	5	4	4	X
cana-5756	109	6	.	.	X
cana-5756	109	7	chitradevi	chitradevi	PROPN
cana-5756	109	8	&	&	CCONJ
cana-5756	109	9	prabha	prabha	PROPN
cana-5756	109	10	(	(	PUNCT
cana-5756	109	11	2020).chitradevi	2020).chitradevi	NUM
cana-5756	109	12	d	d	PROPN
cana-5756	109	13	,	,	PUNCT
cana-5756	109	14	prabha	prabha	PROPN
cana-5756	109	15	s.	s.	PROPN
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cana-5756	109	17	of	of	ADP
cana-5756	109	18	brain	brain	NOUN
cana-5756	109	19	sub	sub	NOUN
cana-5756	109	20	regions	region	NOUN
cana-5756	109	21	using	use	VERB
cana-5756	109	22	optimization	optimization	NOUN
cana-5756	109	23	techniques	technique	NOUN
cana-5756	109	24	and	and	CCONJ
cana-5756	109	25	deep	deep	ADJ
cana-5756	109	26	learning	learning	NOUN
cana-5756	109	27	method	method	NOUN
cana-5756	109	28	in	in	ADP
cana-5756	109	29	alzheimer	alzheimer	PROPN
cana-5756	109	30	disease	disease	PROPN
cana-5756	109	31	.	.	PUNCT
cana-5756	110	1	applied	apply	VERB
cana-5756	110	2	soft	soft	ADJ
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cana-5756	110	5	&	&	CCONJ
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cana-5756	151	11	https://scholar.google.com/scholar_lookup?journal=applied%20soft%20computing&title=analysis%20of%20brain%20sub%20regions%20using%20optimization%20techniques%20and%20deep%20learning%20method%20in%20alzheimer%20disease&author=d%20chitradevi&author=s%20prabha&volume=86&issue=4&publication_year=2020&pages=105857&doi=10.1016/j.asoc.2019.105857	https://scholar.google.com/scholar_lookup?journal=applied%20soft%20computing&title=analysis%20of%20brain%20sub%20regions%20using%20optimization%20techniques%20and%20deep%20learning%20method%20in%20alzheimer%20disease&author=d%20chitradevi&author=s%20prabha&volume=86&issue=4&publication_year=2020&pages=105857&doi=10.1016/j.asoc.2019.105857	PROPN
cana-5756	151	12	&	&	CCONJ
cana-5756	151	13	https://doi.org/10.1186/s13024-019-0333-5	https://doi.org/10.1186/s13024-019-0333-5	NUM
cana-5756	151	14	https://pmc.ncbi.nlm.nih.gov/articles/pmc6679484/	https://pmc.ncbi.nlm.nih.gov/articles/pmc6679484/	PROPN
cana-5756	151	15	https://pubmed.ncbi.nlm.nih.gov/31375134/	https://pubmed.ncbi.nlm.nih.gov/31375134/	PROPN
cana-5756	151	16	https://scholar.google.com/scholar_lookup?journal=molecular%20neurodegeneration&title=the%20neuropathological%20diagnosis%20of%20alzheimer%e2%80%99s%20disease&author=ma%20deture&author=dw%20dickson&volume=14&issue=1&publication_year=2019&pages=1-18&pmid=31375134&doi=10.1186/s13024-019-0333-5	https://scholar.google.com/scholar_lookup?journal=molecular%20neurodegeneration&title=the%20neuropathological%20diagnosis%20of%20alzheimer%e2%80%99s%20disease&author=ma%20deture&author=dw%20dickson&volume=14&issue=1&publication_year=2019&pages=1-18&pmid=31375134&doi=10.1186/s13024-019-0333-5	NOUN
cana-5756	151	17	&	&	CCONJ
cana-5756	151	18	https://doi.org/10.3389/fnins.2018.00037	https://doi.org/10.3389/fnins.2018.00037	PROPN
cana-5756	151	19	https://pmc.ncbi.nlm.nih.gov/articles/pmc5808215/	https://pmc.ncbi.nlm.nih.gov/articles/pmc5808215/	PROPN
cana-5756	151	20	https://pubmed.ncbi.nlm.nih.gov/29467605/	https://pubmed.ncbi.nlm.nih.gov/29467605/	PROPN
cana-5756	151	21	https://scholar.google.com/scholar_lookup?journal=frontiers%20in%20neuroscience&title=challenges%20for%20alzheimer%e2%80%99s%20disease%20therapy:%20insights%20from%20novel%20mechanisms%20beyond%20memory%20defects&author=rl%20frozza&author=mv%20lourenco&author=fg%20de%20felice&volume=12&publication_year=2018&pages=37&pmid=29467605&doi=10.3389/fnins.2018.00037	https://scholar.google.com/scholar_lookup?journal=frontiers%20in%20neuroscience&title=challenges%20for%20alzheimer%e2%80%99s%20disease%20therapy:%20insights%20from%20novel%20mechanisms%20beyond%20memory%20defects&author=rl%20frozza&author=mv%20lourenco&author=fg%20de%20felice&volume=12&publication_year=2018&pages=37&pmid=29467605&doi=10.3389/fnins.2018.00037	PROPN
cana-5756	151	22	&	&	CCONJ
cana-5756	151	23	https://doi.org/10.3390/brainsci9090212	https://doi.org/10.3390/brainsci9090212	PROPN
cana-5756	152	1	https://pmc.ncbi.nlm.nih.gov/articles/pmc6770938/	https://pmc.ncbi.nlm.nih.gov/articles/pmc6770938/	PROPN
cana-5756	152	2	https://pubmed.ncbi.nlm.nih.gov/31443556/	https://pubmed.ncbi.nlm.nih.gov/31443556/	PROPN
cana-5756	152	3	https://scholar.google.com/scholar_lookup?journal=brain%20sciences&title=classification%20of%20alzheimer%e2%80%99s%20disease%20with%20and%20without%20imagery%20using%20gradient%20boosted%20machines%20and%20resnet-50&author=lv%20fulton&author=d%20dolezel&author=j%20harrop&author=y%20yan&author=cp%20fulton&volume=9&issue=9&publication_year=2019&pages=212&pmid=31443556&doi=10.3390/brainsci9090212	https://scholar.google.com/scholar_lookup?journal=brain%20sciences&title=classification%20of%20alzheimer%e2%80%99s%20disease%20with%20and%20without%20imagery%20using%20gradient%20boosted%20machines%20and%20resnet-50&author=lv%20fulton&author=d%20dolezel&author=j%20harrop&author=y%20yan&author=cp%20fulton&volume=9&issue=9&publication_year=2019&pages=212&pmid=31443556&doi=10.3390/brainsci9090212	PROPN
cana-5756	152	4	&	&	CCONJ
cana-5756	152	5	https://doi.org/10.1016/j.sab.2020.105931	https://doi.org/10.1016/j.sab.2020.105931	PROPN
cana-5756	152	6	https://pmc.ncbi.nlm.nih.gov/articles/pmc8293921/	https://pmc.ncbi.nlm.nih.gov/articles/pmc8293921/	PROPN
cana-5756	152	7	https://pubmed.ncbi.nlm.nih.gov/34295017/	https://pubmed.ncbi.nlm.nih.gov/34295017/	PROPN
cana-5756	152	8	https://scholar.google.com/scholar_lookup?journal=spectrochimica%20acta%20part%20b:%20atomic%20spectroscopy&title=diagnosis%20of%20alzheimer%e2%80%99s%20disease%20using%20laser-induced%20breakdown%20spectroscopy%20and%20machine%20learning&author=r%20gaudiuso&author=e%20ewusi-annan&author=w%20xia&author=n%20melikechi&volume=171&publication_year=2020&pages=105931&pmid=34295017&doi=10.1016/j.sab.2020.105931	https://scholar.google.com/scholar_lookup?journal=spectrochimica%20acta%20part%20b:%20atomic%20spectroscopy&title=diagnosis%20of%20alzheimer%e2%80%99s%20disease%20using%20laser-induced%20breakdown%20spectroscopy%20and%20machine%20learning&author=r%20gaudiuso&author=e%20ewusi-annan&author=w%20xia&author=n%20melikechi&volume=171&publication_year=2020&pages=105931&pmid=34295017&doi=10.1016/j.sab.2020.105931	NOUN
cana-5756	152	9	&	&	CCONJ
cana-5756	152	10	https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-images	https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-image	NOUN
cana-5756	152	11	https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-images	https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-image	NOUN
cana-5756	152	12	https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-images	https://www.kaggle.com/tourist55/alzheimers-dataset-4-class-of-image	NOUN
cana-5756	152	13	https://doi.org/10.1007/s11042-020-08768-y	https://doi.org/10.1007/s11042-020-08768-y	PROPN
cana-5756	152	14	https://scholar.google.com/scholar_lookup?journal=multimedia%20tools%20and%20applications&title=computer-aided%20diagnosis%20for%20burnt%20skin%20images%20using%20deep%20convolutional%20neural%20network&author=fa%20khan&author=aur%20butt&author=m%20asif&author=w%20ahmad&author=m%20nawaz&volume=79&issue=45&publication_year=2020&pages=34545-34568&doi=10.1007/s11042-020-08768-y	https://scholar.google.com/scholar_lookup?journal=multimedia%20tools%20and%20applications&title=computer-aided%20diagnosis%20for%20burnt%20skin%20images%20using%20deep%20convolutional%20neural%20network&author=fa%20khan&author=aur%20butt&author=m%20asif&author=w%20ahmad&author=m%20nawaz&volume=79&issue=45&publication_year=2020&pages=34545-34568&doi=10.1007/s11042-020-08768-y	PROPN
cana-5756	152	15	&	&	CCONJ
cana-5756	152	16	https://scholar.google.com/scholar_lookup?journal=multimedia%20tools%20and%20applications&title=computer-aided%20diagnosis%20for%20burnt%20skin%20images%20using%20deep%20convolutional%20neural%20network&author=fa%20khan&author=aur%20butt&author=m%20asif&author=w%20ahmad&author=m%20nawaz&volume=79&issue=45&publication_year=2020&pages=34545-34568&doi=10.1007/s11042-020-08768-y	https://scholar.google.com/scholar_lookup?journal=multimedia%20tools%20and%20applications&title=computer-aided%20diagnosis%20for%20burnt%20skin%20images%20using%20deep%20convolutional%20neural%20network&author=fa%20khan&author=aur%20butt&author=m%20asif&author=w%20ahmad&author=m%20nawaz&volume=79&issue=45&publication_year=2020&pages=34545-34568&doi=10.1007/s11042-020-08768-y	PROPN
cana-5756	152	17	&	&	CCONJ