id	sid	tid	token	lemma	pos
cana-4249	1	1	paper	paper	NOUN
cana-4249	1	2	title	title	NOUN
cana-4249	1	3	(	(	PUNCT
cana-4249	1	4	use	use	NOUN
cana-4249	1	5	style	style	NOUN
cana-4249	1	6	:	:	PUNCT
cana-4249	1	7	paper	paper	NOUN
cana-4249	1	8	title	title	NOUN
cana-4249	1	9	)	)	PUNCT
cana-4249	1	10	communications	communication	NOUN
cana-4249	1	11	on	on	ADP
cana-4249	1	12	applied	apply	VERB
cana-4249	1	13	nonlinear	nonlinear	ADJ
cana-4249	1	14	analysis	analysis	NOUN
cana-4249	1	15	issn	issn	NOUN
cana-4249	1	16	:	:	PUNCT
cana-4249	1	17	1074	1074	NUM
cana-4249	1	18	-	-	PUNCT
cana-4249	1	19	133x	133x	NUM
cana-4249	1	20	vol	vol	NOUN
cana-4249	1	21	32	32	NUM
cana-4249	1	22	no	no	NOUN
cana-4249	1	23	.	.	PUNCT
cana-4249	2	1	9s	9s	NUM
cana-4249	2	2	(	(	PUNCT
cana-4249	2	3	2025	2025	NUM
cana-4249	2	4	)	)	PUNCT
cana-4249	2	5	1605	1605	NUM
cana-4249	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	3	2	healthcare	healthcare	PROPN
cana-4249	3	3	:	:	PUNCT
cana-4249	3	4	a	a	DET
cana-4249	3	5	medical	medical	ADJ
cana-4249	3	6	diagnostic	diagnostic	ADJ
cana-4249	3	7	solution	solution	NOUN
cana-4249	3	8	using	use	VERB
cana-4249	3	9	ai	ai	PROPN
cana-4249	3	10	dr	dr	PROPN
cana-4249	3	11	.	.	PROPN
cana-4249	3	12	m.v.b	m.v.b	PROPN
cana-4249	3	13	chandhrasekhar1	chandhrasekhar1	PROPN
cana-4249	3	14	,	,	PUNCT
cana-4249	3	15	asi	asi	NOUN
cana-4249	3	16	deepthi2	deepthi2	PROPN
cana-4249	3	17	,	,	PUNCT
cana-4249	3	18	marpu	marpu	PROPN
cana-4249	3	19	rashmitha3	rashmitha3	PROPN
cana-4249	3	20	,	,	PUNCT
cana-4249	3	21	pirigidi	pirigidi	PROPN
cana-4249	3	22	sai	sai	PROPN
cana-4249	3	23	neelima4	neelima4	PROPN
cana-4249	3	24	,	,	PUNCT
cana-4249	3	25	malla	malla	PROPN
cana-4249	3	26	reddy	reddy	PROPN
cana-4249	3	27	pavan5	pavan5	PROPN
cana-4249	3	28	department	department	PROPN
cana-4249	3	29	of	of	ADP
cana-4249	3	30	cse(ai	cse(ai	PROPN
cana-4249	3	31	-	-	PUNCT
cana-4249	3	32	ml	ml	ADJ
cana-4249	3	33	)	)	PUNCT
cana-4249	3	34	1professor	1professor	PROPN
cana-4249	3	35	&	&	CCONJ
cana-4249	3	36	hod	hod	PROPN
cana-4249	3	37	,	,	PUNCT
cana-4249	3	38	department	department	NOUN
cana-4249	3	39	of	of	ADP
cana-4249	3	40	cse(ai&ml	cse(ai&ml	PROPN
cana-4249	3	41	)	)	PUNCT
cana-4249	3	42	,	,	PUNCT
cana-4249	3	43	aditya	aditya	PROPN
cana-4249	3	44	institute	institute	PROPN
cana-4249	3	45	of	of	ADP
cana-4249	3	46	technology	technology	NOUN
cana-4249	3	47	and	and	CCONJ
cana-4249	3	48	management	management	NOUN
cana-4249	3	49	,	,	PUNCT
cana-4249	3	50	tekkali-532201	tekkali-532201	ADJ
cana-4249	3	51	,	,	PUNCT
cana-4249	3	52	india	india	PROPN
cana-4249	3	53	.	.	PUNCT
cana-4249	4	1	2,3,4,5ug	2,3,4,5ug	NUM
cana-4249	4	2	students	student	NOUN
cana-4249	4	3	,	,	PUNCT
cana-4249	4	4	department	department	NOUN
cana-4249	4	5	of	of	ADP
cana-4249	4	6	computer	computer	NOUN
cana-4249	4	7	science	science	NOUN
cana-4249	4	8	and	and	CCONJ
cana-4249	4	9	engineering	engineering	NOUN
cana-4249	4	10	(	(	PUNCT
cana-4249	4	11	ai&ml	ai&ml	NOUN
cana-4249	4	12	)	)	PUNCT
cana-4249	4	13	,	,	PUNCT
cana-4249	4	14	aditya	aditya	PROPN
cana-4249	4	15	institute	institute	PROPN
cana-4249	4	16	of	of	ADP
cana-4249	4	17	technology	technology	NOUN
cana-4249	4	18	and	and	CCONJ
cana-4249	4	19	management	management	NOUN
cana-4249	4	20	,	,	PUNCT
cana-4249	4	21	tekkali-532201	tekkali-532201	ADJ
cana-4249	4	22	,	,	PUNCT
cana-4249	4	23	india	india	PROPN
cana-4249	4	24	.	.	PUNCT
cana-4249	5	1	corresponding	correspond	VERB
cana-4249	5	2	author	author	NOUN
cana-4249	5	3	email	email	NOUN
cana-4249	5	4	:	:	PUNCT
cana-4249	5	5	asideepthireddy@gmail.com	asideepthireddy@gmail.com	X
cana-4249	6	1	article	article	NOUN
cana-4249	6	2	history	history	NOUN
cana-4249	6	3	:	:	PUNCT
cana-4249	6	4	received	receive	VERB
cana-4249	6	5	:	:	PUNCT
cana-4249	6	6	12	12	NUM
cana-4249	6	7	-	-	SYM
cana-4249	6	8	01	01	NUM
cana-4249	6	9	-	-	PUNCT
cana-4249	6	10	2025	2025	NUM
cana-4249	6	11	revised	revise	VERB
cana-4249	6	12	:	:	PUNCT
cana-4249	6	13	15	15	NUM
cana-4249	6	14	-	-	NUM
cana-4249	6	15	02	02	NUM
cana-4249	6	16	-	-	PUNCT
cana-4249	6	17	2025	2025	NUM
cana-4249	6	18	accepted	accept	VERB
cana-4249	6	19	:	:	PUNCT
cana-4249	6	20	01	01	NUM
cana-4249	6	21	-	-	SYM
cana-4249	6	22	03	03	NUM
cana-4249	6	23	-	-	PUNCT
cana-4249	6	24	2025	2025	NUM
cana-4249	6	25	abstract	abstract	NOUN
cana-4249	6	26	:	:	PUNCT
cana-4249	6	27	there	there	PRON
cana-4249	6	28	have	have	AUX
cana-4249	6	29	been	be	AUX
cana-4249	6	30	various	various	ADJ
cana-4249	6	31	advancements	advancement	NOUN
cana-4249	6	32	in	in	ADP
cana-4249	6	33	deep	deep	ADJ
cana-4249	6	34	learning	learning	NOUN
cana-4249	6	35	due	due	ADP
cana-4249	6	36	to	to	ADP
cana-4249	6	37	their	their	PRON
cana-4249	6	38	emergence	emergence	NOUN
cana-4249	6	39	in	in	ADP
cana-4249	6	40	different	different	ADJ
cana-4249	6	41	fields	field	NOUN
cana-4249	6	42	,	,	PUNCT
cana-4249	6	43	notably	notably	ADV
cana-4249	6	44	in	in	ADP
cana-4249	6	45	health	health	NOUN
cana-4249	6	46	.	.	PUNCT
cana-4249	7	1	in	in	ADP
cana-4249	7	2	the	the	DET
cana-4249	7	3	healthcare	healthcare	NOUN
cana-4249	7	4	realm	realm	NOUN
cana-4249	7	5	,	,	PUNCT
cana-4249	7	6	deep	deep	ADJ
cana-4249	7	7	learning	learning	NOUN
cana-4249	7	8	has	have	AUX
cana-4249	7	9	been	be	AUX
cana-4249	7	10	employed	employ	VERB
cana-4249	7	11	for	for	ADP
cana-4249	7	12	better	well	ADJ
cana-4249	7	13	detection	detection	NOUN
cana-4249	7	14	of	of	ADP
cana-4249	7	15	diseases	disease	NOUN
cana-4249	7	16	and	and	CCONJ
cana-4249	7	17	diagnoses	diagnosis	NOUN
cana-4249	7	18	.	.	PUNCT
cana-4249	8	1	healthcare	healthcare	PROPN
cana-4249	8	2	demonstrates	demonstrate	VERB
cana-4249	8	3	as	as	ADP
cana-4249	8	4	an	an	DET
cana-4249	8	5	integrated	integrated	ADJ
cana-4249	8	6	medical	medical	ADJ
cana-4249	8	7	solution	solution	NOUN
cana-4249	8	8	,	,	PUNCT
cana-4249	8	9	which	which	PRON
cana-4249	8	10	utilizes	utilize	VERB
cana-4249	8	11	ai	ai	VERB
cana-4249	8	12	to	to	PART
cana-4249	8	13	accurately	accurately	ADV
cana-4249	8	14	identify	identify	VERB
cana-4249	8	15	multiple	multiple	ADJ
cana-4249	8	16	diseases	disease	NOUN
cana-4249	8	17	.	.	PUNCT
cana-4249	9	1	seven	seven	NUM
cana-4249	9	2	important	important	ADJ
cana-4249	9	3	conditions	condition	NOUN
cana-4249	9	4	have	have	AUX
cana-4249	9	5	been	be	AUX
cana-4249	9	6	identified	identify	VERB
cana-4249	9	7	via	via	ADP
cana-4249	9	8	deep	deep	ADJ
cana-4249	9	9	learning	learning	NOUN
cana-4249	9	10	in	in	ADP
cana-4249	9	11	healthcare	healthcare	PROPN
cana-4249	9	12	,	,	PUNCT
cana-4249	9	13	including	include	VERB
cana-4249	9	14	covid-19	covid-19	PROPN
cana-4249	9	15	,	,	PUNCT
cana-4249	9	16	brain	brain	NOUN
cana-4249	9	17	tumor	tumor	NOUN
cana-4249	9	18	,	,	PUNCT
cana-4249	9	19	breast	breast	NOUN
cana-4249	9	20	cancer	cancer	NOUN
cana-4249	9	21	,	,	PUNCT
cana-4249	9	22	alzheimer	alzheimer	PROPN
cana-4249	9	23	's	's	PART
cana-4249	9	24	,	,	PUNCT
cana-4249	9	25	diabetes	diabetes	NOUN
cana-4249	9	26	,	,	PUNCT
cana-4249	9	27	pneumonia	pneumonia	NOUN
cana-4249	9	28	,	,	PUNCT
cana-4249	9	29	and	and	CCONJ
cana-4249	9	30	heart	heart	NOUN
cana-4249	9	31	disease	disease	NOUN
cana-4249	9	32	.	.	PUNCT
cana-4249	10	1	the	the	DET
cana-4249	10	2	model	model	NOUN
cana-4249	10	3	works	work	VERB
cana-4249	10	4	with	with	ADP
cana-4249	10	5	various	various	ADJ
cana-4249	10	6	machine	machine	NOUN
cana-4249	10	7	learning	learning	NOUN
cana-4249	10	8	models	model	NOUN
cana-4249	10	9	adapted	adapt	VERB
cana-4249	10	10	to	to	ADP
cana-4249	10	11	each	each	DET
cana-4249	10	12	type	type	NOUN
cana-4249	10	13	of	of	ADP
cana-4249	10	14	disease	disease	NOUN
cana-4249	10	15	;	;	PUNCT
cana-4249	10	16	for	for	ADP
cana-4249	10	17	example	example	NOUN
cana-4249	10	18	,	,	PUNCT
cana-4249	10	19	cnns	cnn	NOUN
cana-4249	10	20	are	be	AUX
cana-4249	10	21	used	use	VERB
cana-4249	10	22	for	for	ADP
cana-4249	10	23	image	image	NOUN
cana-4249	10	24	-	-	PUNCT
cana-4249	10	25	based	base	VERB
cana-4249	10	26	diagnosis	diagnosis	NOUN
cana-4249	10	27	and	and	CCONJ
cana-4249	10	28	random	random	ADJ
cana-4249	10	29	forests	forest	NOUN
cana-4249	10	30	for	for	ADP
cana-4249	10	31	numbers	number	NOUN
cana-4249	10	32	analysis	analysis	NOUN
cana-4249	10	33	.	.	PUNCT
cana-4249	11	1	the	the	DET
cana-4249	11	2	project	project	NOUN
cana-4249	11	3	itself	itself	PRON
cana-4249	11	4	employs	employ	VERB
cana-4249	11	5	a	a	DET
cana-4249	11	6	custom	custom	NOUN
cana-4249	11	7	cnn	cnn	NOUN
cana-4249	11	8	architecture	architecture	NOUN
cana-4249	11	9	for	for	ADP
cana-4249	11	10	the	the	DET
cana-4249	11	11	detection	detection	NOUN
cana-4249	11	12	of	of	ADP
cana-4249	11	13	covid-19	covid-19	PROPN
cana-4249	11	14	and	and	CCONJ
cana-4249	11	15	pneumonia	pneumonia	NOUN
cana-4249	11	16	,	,	PUNCT
cana-4249	11	17	brain	brain	NOUN
cana-4249	11	18	tumor	tumor	NOUN
cana-4249	11	19	detection	detection	NOUN
cana-4249	11	20	,	,	PUNCT
cana-4249	11	21	with	with	ADP
cana-4249	11	22	heart	heart	NOUN
cana-4249	11	23	disease	disease	NOUN
cana-4249	11	24	detection	detection	NOUN
cana-4249	11	25	using	use	VERB
cana-4249	11	26	random	random	ADJ
cana-4249	11	27	forests	forest	NOUN
cana-4249	11	28	.	.	PUNCT
cana-4249	12	1	models	model	NOUN
cana-4249	12	2	have	have	AUX
cana-4249	12	3	also	also	ADV
cana-4249	12	4	provided	provide	VERB
cana-4249	12	5	immense	immense	ADJ
cana-4249	12	6	prediction	prediction	NOUN
cana-4249	12	7	accuracy	accuracy	NOUN
cana-4249	12	8	.	.	PUNCT
cana-4249	13	1	adding	add	VERB
cana-4249	13	2	to	to	ADP
cana-4249	13	3	the	the	DET
cana-4249	13	4	advantage	advantage	NOUN
cana-4249	13	5	,	,	PUNCT
cana-4249	13	6	healthcare	healthcare	NOUN
cana-4249	13	7	can	can	AUX
cana-4249	13	8	provide	provide	VERB
cana-4249	13	9	even	even	ADV
cana-4249	13	10	direct	direct	ADJ
cana-4249	13	11	on	on	ADP
cana-4249	13	12	-	-	PUNCT
cana-4249	13	13	field	field	NOUN
cana-4249	13	14	performance	performance	NOUN
cana-4249	13	15	of	of	ADP
cana-4249	13	16	medical	medical	ADJ
cana-4249	13	17	tests	test	NOUN
cana-4249	13	18	automatic	automatic	ADJ
cana-4249	13	19	tests	test	NOUN
cana-4249	13	20	and	and	CCONJ
cana-4249	13	21	keen	keen	ADJ
cana-4249	13	22	data	datum	NOUN
cana-4249	13	23	analysis	analysis	NOUN
cana-4249	13	24	on	on	ADP
cana-4249	13	25	monitored	monitored	ADJ
cana-4249	13	26	parameters	parameter	NOUN
cana-4249	13	27	to	to	ADP
cana-4249	13	28	users	user	NOUN
cana-4249	13	29	at	at	ADP
cana-4249	13	30	a	a	DET
cana-4249	13	31	reduced	reduce	VERB
cana-4249	13	32	turn	turn	NOUN
cana-4249	13	33	of	of	ADP
cana-4249	13	34	in	in	ADP
cana-4249	13	35	-	-	PUNCT
cana-4249	13	36	person	person	NOUN
cana-4249	13	37	consultations	consultation	NOUN
cana-4249	13	38	with	with	ADP
cana-4249	13	39	early	early	ADJ
cana-4249	13	40	diagnosis	diagnosis	NOUN
cana-4249	13	41	and	and	CCONJ
cana-4249	13	42	treatment	treatment	NOUN
cana-4249	13	43	.	.	PUNCT
cana-4249	14	1	this	this	PRON
cana-4249	14	2	is	be	AUX
cana-4249	14	3	extremely	extremely	ADV
cana-4249	14	4	important	important	ADJ
cana-4249	14	5	for	for	ADP
cana-4249	14	6	timely	timely	ADJ
cana-4249	14	7	intervention	intervention	NOUN
cana-4249	14	8	in	in	ADP
cana-4249	14	9	case	case	NOUN
cana-4249	14	10	of	of	ADP
cana-4249	14	11	diagnostics	diagnostic	NOUN
cana-4249	14	12	,	,	PUNCT
cana-4249	14	13	whatever	whatever	PRON
cana-4249	14	14	the	the	DET
cana-4249	14	15	case	case	NOUN
cana-4249	14	16	may	may	AUX
cana-4249	14	17	be	be	AUX
cana-4249	14	18	,	,	PUNCT
cana-4249	14	19	and	and	CCONJ
cana-4249	14	20	the	the	DET
cana-4249	14	21	possibility	possibility	NOUN
cana-4249	14	22	of	of	ADP
cana-4249	14	23	influencing	influence	VERB
cana-4249	14	24	more	more	ADV
cana-4249	14	25	positive	positive	ADJ
cana-4249	14	26	patient	patient	ADJ
cana-4249	14	27	outcomes	outcome	NOUN
cana-4249	14	28	.	.	PUNCT
cana-4249	15	1	a	a	DET
cana-4249	15	2	row	row	NOUN
cana-4249	15	3	of	of	ADP
cana-4249	15	4	important	important	ADJ
cana-4249	15	5	improvements	improvement	NOUN
cana-4249	15	6	will	will	AUX
cana-4249	15	7	be	be	AUX
cana-4249	15	8	to	to	PART
cana-4249	15	9	improve	improve	VERB
cana-4249	15	10	accuracy	accuracy	NOUN
cana-4249	15	11	through	through	ADP
cana-4249	15	12	larger	large	ADJ
cana-4249	15	13	datasets	dataset	NOUN
cana-4249	15	14	and	and	CCONJ
cana-4249	15	15	expansion	expansion	NOUN
cana-4249	15	16	of	of	ADP
cana-4249	15	17	diagnostics	diagnostic	NOUN
cana-4249	15	18	.	.	PUNCT
cana-4249	16	1	other	other	ADJ
cana-4249	16	2	future	future	ADJ
cana-4249	16	3	improvements	improvement	NOUN
cana-4249	16	4	involve	involve	VERB
cana-4249	16	5	personalized	personalized	ADJ
cana-4249	16	6	recommendations	recommendation	NOUN
cana-4249	16	7	of	of	ADP
cana-4249	16	8	care	care	NOUN
cana-4249	16	9	and	and	CCONJ
cana-4249	16	10	expanded	expand	VERB
cana-4249	16	11	record	record	NOUN
cana-4249	16	12	-	-	PUNCT
cana-4249	16	13	keeping	keep	VERB
cana-4249	16	14	capabilities	capability	NOUN
cana-4249	16	15	that	that	PRON
cana-4249	16	16	would	would	AUX
cana-4249	16	17	assist	assist	VERB
cana-4249	16	18	the	the	DET
cana-4249	16	19	users	user	NOUN
cana-4249	16	20	in	in	ADP
cana-4249	16	21	combination	combination	NOUN
cana-4249	16	22	to	to	ADP
cana-4249	16	23	better	well	ADV
cana-4249	16	24	managing	manage	VERB
cana-4249	16	25	their	their	PRON
cana-4249	16	26	health	health	NOUN
cana-4249	16	27	.	.	PUNCT
cana-4249	17	1	a	a	DET
cana-4249	17	2	requirement	requirement	NOUN
cana-4249	17	3	for	for	ADP
cana-4249	17	4	such	such	ADJ
cana-4249	17	5	implementation	implementation	NOUN
cana-4249	17	6	entails	entail	VERB
cana-4249	17	7	libraries	library	NOUN
cana-4249	17	8	in	in	ADP
cana-4249	17	9	opencv	opencv	PROPN
cana-4249	17	10	,	,	PUNCT
cana-4249	17	11	tensorflow	tensorflow	NOUN
cana-4249	17	12	,	,	PUNCT
cana-4249	17	13	scikit	scikit	NOUN
cana-4249	17	14	-	-	PUNCT
cana-4249	17	15	learn	learn	VERB
cana-4249	17	16	,	,	PUNCT
cana-4249	17	17	flask	flask	NOUN
cana-4249	17	18	as	as	ADV
cana-4249	17	19	well	well	ADV
cana-4249	17	20	as	as	ADP
cana-4249	17	21	xgboost	xgboost	ADV
cana-4249	17	22	.	.	PUNCT
cana-4249	18	1	in	in	ADP
cana-4249	18	2	bringing	bring	VERB
cana-4249	18	3	together	together	ADV
cana-4249	18	4	several	several	ADJ
cana-4249	18	5	single	single	ADJ
cana-4249	18	6	disease	disease	NOUN
cana-4249	18	7	functions	function	NOUN
cana-4249	18	8	in	in	ADP
cana-4249	18	9	one	one	NUM
cana-4249	18	10	solution	solution	NOUN
cana-4249	18	11	with	with	ADP
cana-4249	18	12	ai	ai	ADJ
cana-4249	18	13	-	-	PUNCT
cana-4249	18	14	powered	power	VERB
cana-4249	18	15	solutions	solution	NOUN
cana-4249	18	16	appearing	appear	VERB
cana-4249	18	17	as	as	ADP
cana-4249	18	18	breakthrough	breakthrough	NOUN
cana-4249	18	19	milestones	milestone	NOUN
cana-4249	18	20	in	in	ADP
cana-4249	18	21	the	the	DET
cana-4249	18	22	healthcare	healthcare	NOUN
cana-4249	18	23	domain	domain	NOUN
cana-4249	18	24	,	,	PUNCT
cana-4249	18	25	healthcare	healthcare	PROPN
cana-4249	18	26	has	have	AUX
cana-4249	18	27	provided	provide	VERB
cana-4249	18	28	a	a	DET
cana-4249	18	29	demonstration	demonstration	NOUN
cana-4249	18	30	of	of	ADP
cana-4249	18	31	deep	deep	ADJ
cana-4249	18	32	learning	learning	NOUN
cana-4249	18	33	's	's	PART
cana-4249	18	34	potential	potential	NOUN
cana-4249	18	35	to	to	PART
cana-4249	18	36	change	change	VERB
cana-4249	18	37	health	health	NOUN
cana-4249	18	38	diagnostics	diagnostic	NOUN
cana-4249	18	39	through	through	ADP
cana-4249	18	40	a	a	DET
cana-4249	18	41	more	more	ADV
cana-4249	18	42	holistic	holistic	ADJ
cana-4249	18	43	user	user	NOUN
cana-4249	18	44	experience	experience	NOUN
cana-4249	18	45	and	and	CCONJ
cana-4249	18	46	simpler	simple	ADJ
cana-4249	18	47	management	management	NOUN
cana-4249	18	48	of	of	ADP
cana-4249	18	49	health[1	health[1	NOUN
cana-4249	18	50	-	-	PUNCT
cana-4249	18	51	7	7	NUM
cana-4249	18	52	]	]	PUNCT
cana-4249	18	53	.	.	PUNCT
cana-4249	19	1	keywords	keyword	NOUN
cana-4249	19	2	:	:	PUNCT
cana-4249	19	3	early	early	ADJ
cana-4249	19	4	detection	detection	NOUN
cana-4249	19	5	,	,	PUNCT
cana-4249	19	6	covid-19	covid-19	PROPN
cana-4249	19	7	diagnosis	diagnosis	NOUN
cana-4249	19	8	,	,	PUNCT
cana-4249	19	9	brain	brain	NOUN
cana-4249	19	10	tumor	tumor	NOUN
cana-4249	19	11	detection	detection	NOUN
cana-4249	19	12	,	,	PUNCT
cana-4249	19	13	breast	breast	NOUN
cana-4249	19	14	cancer	cancer	NOUN
cana-4249	19	15	prediction	prediction	NOUN
cana-4249	19	16	,	,	PUNCT
cana-4249	19	17	alzheimer	alzheimer	PROPN
cana-4249	19	18	’s	’s	PART
cana-4249	19	19	diagnosis	diagnosis	NOUN
cana-4249	19	20	,	,	PUNCT
cana-4249	19	21	diabetes	diabetes	NOUN
cana-4249	19	22	detection	detection	NOUN
cana-4249	19	23	,	,	PUNCT
cana-4249	19	24	pneumonia	pneumonia	NOUN
cana-4249	19	25	diagnosis	diagnosis	NOUN
cana-4249	19	26	,	,	PUNCT
cana-4249	19	27	heart	heart	NOUN
cana-4249	19	28	disease	disease	NOUN
cana-4249	19	29	prediction	prediction	NOUN
cana-4249	19	30	.	.	PUNCT
cana-4249	20	1	communications	communication	NOUN
cana-4249	20	2	on	on	ADP
cana-4249	20	3	applied	apply	VERB
cana-4249	20	4	nonlinear	nonlinear	ADJ
cana-4249	20	5	analysis	analysis	NOUN
cana-4249	20	6	issn	issn	NOUN
cana-4249	20	7	:	:	PUNCT
cana-4249	20	8	1074	1074	NUM
cana-4249	20	9	-	-	PUNCT
cana-4249	20	10	133x	133x	NUM
cana-4249	20	11	vol	vol	NOUN
cana-4249	20	12	32	32	NUM
cana-4249	20	13	no	no	NOUN
cana-4249	20	14	.	.	PUNCT
cana-4249	21	1	9s	9s	NUM
cana-4249	21	2	(	(	PUNCT
cana-4249	21	3	2025	2025	NUM
cana-4249	21	4	)	)	PUNCT
cana-4249	21	5	1606	1606	NUM
cana-4249	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	21	7	1	1	X
cana-4249	21	8	.	.	PUNCT
cana-4249	22	1	introduction	introduction	NOUN
cana-4249	22	2	rapid	rapid	ADJ
cana-4249	22	3	diagnosis	diagnosis	NOUN
cana-4249	22	4	of	of	ADP
cana-4249	22	5	diseases	disease	NOUN
cana-4249	22	6	is	be	AUX
cana-4249	22	7	a	a	DET
cana-4249	22	8	significant	significant	ADJ
cana-4249	22	9	point	point	NOUN
cana-4249	22	10	of	of	ADP
cana-4249	22	11	successful	successful	ADJ
cana-4249	22	12	treatment	treatment	NOUN
cana-4249	22	13	and	and	CCONJ
cana-4249	22	14	better	well	ADJ
cana-4249	22	15	clinical	clinical	ADJ
cana-4249	22	16	outcomes	outcome	NOUN
cana-4249	22	17	.	.	PUNCT
cana-4249	23	1	the	the	DET
cana-4249	23	2	traditional	traditional	ADJ
cana-4249	23	3	diagnosis	diagnosis	NOUN
cana-4249	23	4	involved	involve	VERB
cana-4249	23	5	investigational	investigational	ADJ
cana-4249	23	6	tools	tool	NOUN
cana-4249	23	7	and	and	CCONJ
cana-4249	23	8	analyses	analysis	NOUN
cana-4249	23	9	based	base	VERB
cana-4249	23	10	on	on	ADP
cana-4249	23	11	the	the	DET
cana-4249	23	12	data	datum	NOUN
cana-4249	23	13	for	for	ADP
cana-4249	23	14	the	the	DET
cana-4249	23	15	diseases	disease	NOUN
cana-4249	23	16	,	,	PUNCT
cana-4249	23	17	notoriously	notoriously	ADV
cana-4249	23	18	lengthy	lengthy	ADJ
cana-4249	23	19	,	,	PUNCT
cana-4249	23	20	prone	prone	ADJ
cana-4249	23	21	to	to	ADP
cana-4249	23	22	errors	error	NOUN
cana-4249	23	23	,	,	PUNCT
cana-4249	23	24	and	and	CCONJ
cana-4249	23	25	unreachable	unreachable	ADJ
cana-4249	23	26	by	by	ADP
cana-4249	23	27	millions	million	NOUN
cana-4249	23	28	.	.	PUNCT
cana-4249	24	1	however	however	ADV
cana-4249	24	2	,	,	PUNCT
cana-4249	24	3	advancement	advancement	NOUN
cana-4249	24	4	in	in	ADP
cana-4249	24	5	ai	ai	PROPN
cana-4249	24	6	and	and	CCONJ
cana-4249	24	7	machine	machine	NOUN
cana-4249	24	8	learning	learning	NOUN
cana-4249	24	9	paved	pave	VERB
cana-4249	24	10	the	the	DET
cana-4249	24	11	way	way	NOUN
cana-4249	24	12	for	for	ADP
cana-4249	24	13	automated	automate	VERB
cana-4249	24	14	and	and	CCONJ
cana-4249	24	15	sharpened	sharpen	VERB
cana-4249	24	16	diagnostic	diagnostic	ADJ
cana-4249	24	17	processes	process	NOUN
cana-4249	24	18	for	for	ADP
cana-4249	24	19	a	a	DET
cana-4249	24	20	number	number	NOUN
cana-4249	24	21	of	of	ADP
cana-4249	24	22	diseases	disease	NOUN
cana-4249	24	23	addressing	address	VERB
cana-4249	24	24	time	time	NOUN
cana-4249	24	25	-	-	PUNCT
cana-4249	24	26	consuming	consume	VERB
cana-4249	24	27	protocols	protocol	NOUN
cana-4249	24	28	currently	currently	ADV
cana-4249	24	29	industry	industry	NOUN
cana-4249	24	30	standard	standard	NOUN
cana-4249	24	31	.	.	PUNCT
cana-4249	25	1	this	this	PRON
cana-4249	25	2	will	will	AUX
cana-4249	25	3	be	be	AUX
cana-4249	25	4	possible	possible	ADJ
cana-4249	25	5	upon	upon	SCONJ
cana-4249	25	6	integrating	integrate	VERB
cana-4249	25	7	sweeping	sweeping	ADJ
cana-4249	25	8	arrays	array	NOUN
cana-4249	25	9	of	of	ADP
cana-4249	25	10	ai	ai	PROPN
cana-4249	25	11	models	model	NOUN
cana-4249	25	12	into	into	ADP
cana-4249	25	13	single	single	ADJ
cana-4249	25	14	healthcare	healthcare	NOUN
cana-4249	25	15	platforms	platform	NOUN
cana-4249	25	16	role	role	NOUN
cana-4249	25	17	played	play	VERB
cana-4249	25	18	in	in	ADP
cana-4249	25	19	the	the	DET
cana-4249	25	20	bridging	bridging	NOUN
cana-4249	25	21	of	of	ADP
cana-4249	25	22	technology	technology	NOUN
cana-4249	25	23	and	and	CCONJ
cana-4249	25	24	real	real	ADJ
cana-4249	25	25	-	-	PUNCT
cana-4249	25	26	world	world	NOUN
cana-4249	25	27	applications	application	NOUN
cana-4249	25	28	within	within	ADP
cana-4249	25	29	healthcare	healthcare	PROPN
cana-4249	25	30	.	.	PUNCT
cana-4249	26	1	such	such	ADJ
cana-4249	26	2	solutions	solution	NOUN
cana-4249	26	3	can	can	AUX
cana-4249	26	4	process	process	VERB
cana-4249	26	5	medical	medical	ADJ
cana-4249	26	6	images	image	NOUN
cana-4249	26	7	with	with	ADP
cana-4249	26	8	disease	disease	NOUN
cana-4249	26	9	data	datum	NOUN
cana-4249	26	10	points	point	NOUN
cana-4249	26	11	into	into	ADP
cana-4249	26	12	detecting	detect	VERB
cana-4249	26	13	covid-19	covid-19	PROPN
cana-4249	26	14	,	,	PUNCT
cana-4249	26	15	brain	brain	NOUN
cana-4249	26	16	tumor	tumor	NOUN
cana-4249	26	17	,	,	PUNCT
cana-4249	26	18	breast	breast	NOUN
cana-4249	26	19	cancer	cancer	NOUN
cana-4249	26	20	,	,	PUNCT
cana-4249	26	21	alzheimer	alzheimer	PROPN
cana-4249	26	22	's	's	PART
cana-4249	26	23	,	,	PUNCT
cana-4249	26	24	diabetes	diabetes	NOUN
cana-4249	26	25	,	,	PUNCT
cana-4249	26	26	pneumonia	pneumonia	NOUN
cana-4249	26	27	,	,	PUNCT
cana-4249	26	28	and	and	CCONJ
cana-4249	26	29	heart	heart	NOUN
cana-4249	26	30	disease	disease	NOUN
cana-4249	26	31	.	.	PUNCT
cana-4249	27	1	machine	machine	NOUN
cana-4249	27	2	learning	learning	NOUN
cana-4249	27	3	and	and	CCONJ
cana-4249	27	4	advanced	advanced	ADJ
cana-4249	27	5	algorithms	algorithm	NOUN
cana-4249	27	6	can	can	AUX
cana-4249	27	7	be	be	AUX
cana-4249	27	8	adapted	adapt	VERB
cana-4249	27	9	in	in	ADP
cana-4249	27	10	healthcare	healthcare	NOUN
cana-4249	27	11	to	to	PART
cana-4249	27	12	bring	bring	VERB
cana-4249	27	13	automation	automation	NOUN
cana-4249	27	14	into	into	ADP
cana-4249	27	15	detection	detection	NOUN
cana-4249	27	16	,	,	PUNCT
cana-4249	27	17	hence	hence	ADV
cana-4249	27	18	making	make	VERB
cana-4249	27	19	timesensitive	timesensitive	ADJ
cana-4249	27	20	diagnosis	diagnosis	NOUN
cana-4249	27	21	globally	globally	ADV
cana-4249	27	22	accessible	accessible	ADJ
cana-4249	27	23	with	with	ADP
cana-4249	27	24	ease	ease	NOUN
cana-4249	27	25	for	for	ADP
cana-4249	27	26	the	the	DET
cana-4249	27	27	patients	patient	NOUN
cana-4249	27	28	.	.	PUNCT
cana-4249	28	1	quick	quick	ADJ
cana-4249	28	2	and	and	CCONJ
cana-4249	28	3	accurate	accurate	ADJ
cana-4249	28	4	diagnoses	diagnosis	NOUN
cana-4249	28	5	in	in	ADP
cana-4249	28	6	health	health	NOUN
cana-4249	28	7	sectors	sector	NOUN
cana-4249	28	8	are	be	AUX
cana-4249	28	9	no	no	ADV
cana-4249	28	10	doubt	doubt	ADV
cana-4249	28	11	essential	essential	ADJ
cana-4249	28	12	for	for	ADP
cana-4249	28	13	improved	improve	VERB
cana-4249	28	14	clinical	clinical	ADJ
cana-4249	28	15	outcomes	outcome	NOUN
cana-4249	28	16	that	that	PRON
cana-4249	28	17	translate	translate	VERB
cana-4249	28	18	into	into	ADP
cana-4249	28	19	lower	low	ADJ
cana-4249	28	20	morbidity	morbidity	NOUN
cana-4249	28	21	and	and	CCONJ
cana-4249	28	22	mortality	mortality	NOUN
cana-4249	28	23	rates	rate	NOUN
cana-4249	28	24	.	.	PUNCT
cana-4249	29	1	in	in	ADP
cana-4249	29	2	addition	addition	NOUN
cana-4249	29	3	to	to	ADP
cana-4249	29	4	that	that	PRON
cana-4249	29	5	,	,	PUNCT
cana-4249	29	6	there	there	PRON
cana-4249	29	7	are	be	VERB
cana-4249	29	8	concerns	concern	NOUN
cana-4249	29	9	over	over	ADP
cana-4249	29	10	delivering	deliver	VERB
cana-4249	29	11	timely	timely	ADJ
cana-4249	29	12	interventions	intervention	NOUN
cana-4249	29	13	should	should	AUX
cana-4249	29	14	cancer	cancer	NOUN
cana-4249	29	15	,	,	PUNCT
cana-4249	29	16	cardiovascular	cardiovascular	ADJ
cana-4249	29	17	diseases	disease	NOUN
cana-4249	29	18	,	,	PUNCT
cana-4249	29	19	and	and	CCONJ
cana-4249	29	20	neurological	neurological	ADJ
cana-4249	29	21	disorders	disorder	NOUN
cana-4249	29	22	become	become	VERB
cana-4249	29	23	more	more	ADV
cana-4249	29	24	complicated	complicated	ADJ
cana-4249	29	25	,	,	PUNCT
cana-4249	29	26	while	while	SCONJ
cana-4249	29	27	many	many	ADJ
cana-4249	29	28	patients	patient	NOUN
cana-4249	29	29	would	would	AUX
cana-4249	29	30	probably	probably	ADV
cana-4249	29	31	not	not	PART
cana-4249	29	32	be	be	AUX
cana-4249	29	33	able	able	ADJ
cana-4249	29	34	to	to	PART
cana-4249	29	35	access	access	VERB
cana-4249	29	36	diagnostic	diagnostic	ADJ
cana-4249	29	37	services	service	NOUN
cana-4249	29	38	as	as	SCONJ
cana-4249	29	39	those	those	PRON
cana-4249	29	40	make	make	VERB
cana-4249	29	41	waiting	wait	VERB
cana-4249	29	42	longer	long	ADV
cana-4249	29	43	accordingly	accordingly	ADV
cana-4249	29	44	.	.	PUNCT
cana-4249	30	1	yet	yet	ADV
cana-4249	30	2	,	,	PUNCT
cana-4249	30	3	healthcare	healthcare	PROPN
cana-4249	30	4	has	have	AUX
cana-4249	30	5	facilitated	facilitate	VERB
cana-4249	30	6	and	and	CCONJ
cana-4249	30	7	widened	widen	VERB
cana-4249	30	8	the	the	DET
cana-4249	30	9	focus	focus	NOUN
cana-4249	30	10	of	of	ADP
cana-4249	30	11	highquality	highquality	NOUN
cana-4249	30	12	diagnostics	diagnostic	NOUN
cana-4249	30	13	that	that	PRON
cana-4249	30	14	allow	allow	VERB
cana-4249	30	15	early	early	ADJ
cana-4249	30	16	detection	detection	NOUN
cana-4249	30	17	in	in	ADP
cana-4249	30	18	developed	developed	ADJ
cana-4249	30	19	and	and	CCONJ
cana-4249	30	20	underdeveloped	underdeveloped	ADJ
cana-4249	30	21	communities	community	NOUN
cana-4249	30	22	.	.	PUNCT
cana-4249	31	1	the	the	DET
cana-4249	31	2	ultimate	ultimate	ADJ
cana-4249	31	3	and	and	CCONJ
cana-4249	31	4	practically	practically	ADV
cana-4249	31	5	conceivable	conceivable	ADJ
cana-4249	31	6	hurdle	hurdle	NOUN
cana-4249	31	7	to	to	ADP
cana-4249	31	8	healthcare	healthcare	NOUN
cana-4249	31	9	systems	system	NOUN
cana-4249	31	10	may	may	AUX
cana-4249	31	11	be	be	AUX
cana-4249	31	12	lessened	lessen	VERB
cana-4249	31	13	such	such	ADJ
cana-4249	31	14	that	that	SCONJ
cana-4249	31	15	patients	patient	NOUN
cana-4249	31	16	could	could	AUX
cana-4249	31	17	focus	focus	VERB
cana-4249	31	18	on	on	ADP
cana-4249	31	19	their	their	PRON
cana-4249	31	20	health	health	NOUN
cana-4249	31	21	problems	problem	NOUN
cana-4249	31	22	before	before	SCONJ
cana-4249	31	23	they	they	PRON
cana-4249	31	24	become	become	VERB
cana-4249	31	25	acute	acute	ADJ
cana-4249	31	26	without	without	ADP
cana-4249	31	27	barriers	barrier	NOUN
cana-4249	31	28	subject	subject	ADJ
cana-4249	31	29	to	to	ADP
cana-4249	31	30	geographical	geographical	ADJ
cana-4249	31	31	distance	distance	NOUN
cana-4249	31	32	or	or	CCONJ
cana-4249	31	33	shortages	shortage	NOUN
cana-4249	31	34	of	of	ADP
cana-4249	31	35	medical	medical	ADJ
cana-4249	31	36	infrastructure	infrastructure	NOUN
cana-4249	31	37	.	.	PUNCT
cana-4249	32	1	the	the	DET
cana-4249	32	2	other	other	ADJ
cana-4249	32	3	side	side	NOUN
cana-4249	32	4	is	be	AUX
cana-4249	32	5	speed	speed	NOUN
cana-4249	32	6	and	and	CCONJ
cana-4249	32	7	accuracy	accuracy	NOUN
cana-4249	32	8	in	in	ADP
cana-4249	32	9	processing	process	VERB
cana-4249	32	10	massive	massive	ADJ
cana-4249	32	11	datasets	dataset	NOUN
cana-4249	32	12	to	to	ADP
cana-4249	32	13	the	the	DET
cana-4249	32	14	recognition	recognition	NOUN
cana-4249	32	15	of	of	ADP
cana-4249	32	16	patterns	pattern	NOUN
cana-4249	32	17	missed	miss	VERB
cana-4249	32	18	by	by	ADP
cana-4249	32	19	human	human	ADJ
cana-4249	32	20	doctors	doctor	NOUN
cana-4249	32	21	.	.	PUNCT
cana-4249	33	1	this	this	DET
cana-4249	33	2	innovation	innovation	NOUN
cana-4249	33	3	could	could	AUX
cana-4249	33	4	transform	transform	VERB
cana-4249	33	5	delivery	delivery	NOUN
cana-4249	33	6	by	by	ADP
cana-4249	33	7	allowing	allow	VERB
cana-4249	33	8	precise	precise	ADJ
cana-4249	33	9	detection	detection	NOUN
cana-4249	33	10	,	,	PUNCT
cana-4249	33	11	affordably	affordably	ADV
cana-4249	33	12	and	and	CCONJ
cana-4249	33	13	efficiently	efficiently	ADV
cana-4249	33	14	.	.	PUNCT
cana-4249	34	1	this	this	PRON
cana-4249	34	2	will	will	AUX
cana-4249	34	3	give	give	VERB
cana-4249	34	4	a	a	DET
cana-4249	34	5	better	well	ADJ
cana-4249	34	6	life	life	NOUN
cana-4249	34	7	to	to	ADP
cana-4249	34	8	millions	million	NOUN
cana-4249	34	9	.	.	PUNCT
cana-4249	35	1	healthcare	healthcare	PROPN
cana-4249	35	2	is	be	AUX
cana-4249	35	3	a	a	DET
cana-4249	35	4	tool	tool	NOUN
cana-4249	35	5	with	with	ADP
cana-4249	35	6	a	a	DET
cana-4249	35	7	number	number	NOUN
cana-4249	35	8	of	of	ADP
cana-4249	35	9	applications	application	NOUN
cana-4249	35	10	that	that	PRON
cana-4249	35	11	have	have	VERB
cana-4249	35	12	the	the	DET
cana-4249	35	13	potential	potential	NOUN
cana-4249	35	14	to	to	PART
cana-4249	35	15	affect	affect	VERB
cana-4249	35	16	several	several	ADJ
cana-4249	35	17	facets	facet	NOUN
cana-4249	35	18	of	of	ADP
cana-4249	35	19	the	the	DET
cana-4249	35	20	healthcare	healthcare	NOUN
cana-4249	35	21	sector	sector	NOUN
cana-4249	35	22	,	,	PUNCT
cana-4249	35	23	starting	start	VERB
cana-4249	35	24	with	with	ADP
cana-4249	35	25	the	the	DET
cana-4249	35	26	clinical	clinical	ADJ
cana-4249	35	27	settings	setting	NOUN
cana-4249	35	28	.	.	PUNCT
cana-4249	36	1	a	a	DET
cana-4249	36	2	platform	platform	NOUN
cana-4249	36	3	for	for	ADP
cana-4249	36	4	diagnostic	diagnostic	ADJ
cana-4249	36	5	support	support	NOUN
cana-4249	36	6	for	for	ADP
cana-4249	36	7	healthcare	healthcare	NOUN
cana-4249	36	8	professionals	professional	NOUN
cana-4249	36	9	will	will	AUX
cana-4249	36	10	assist	assist	VERB
cana-4249	36	11	him	he	PRON
cana-4249	36	12	/	/	SYM
cana-4249	36	13	her	she	PRON
cana-4249	36	14	in	in	ADP
cana-4249	36	15	the	the	DET
cana-4249	36	16	diagnosis	diagnosis	NOUN
cana-4249	36	17	and	and	CCONJ
cana-4249	36	18	treatment	treatment	NOUN
cana-4249	36	19	using	use	VERB
cana-4249	36	20	timely	timely	ADJ
cana-4249	36	21	and	and	CCONJ
cana-4249	36	22	accurate	accurate	ADJ
cana-4249	36	23	methods	method	NOUN
cana-4249	36	24	.	.	PUNCT
cana-4249	37	1	this	this	PRON
cana-4249	37	2	can	can	AUX
cana-4249	37	3	be	be	AUX
cana-4249	37	4	then	then	ADV
cana-4249	37	5	fed	feed	VERB
cana-4249	37	6	into	into	ADP
cana-4249	37	7	hospital	hospital	NOUN
cana-4249	37	8	it	it	PRON
cana-4249	37	9	infrastructures	infrastructure	VERB
cana-4249	37	10	where	where	SCONJ
cana-4249	37	11	all	all	DET
cana-4249	37	12	ai	ai	AUX
cana-4249	37	13	-	-	PUNCT
cana-4249	37	14	driven	drive	VERB
cana-4249	37	15	capacities	capacity	NOUN
cana-4249	37	16	to	to	PART
cana-4249	37	17	identify	identify	VERB
cana-4249	37	18	a	a	DET
cana-4249	37	19	disease	disease	NOUN
cana-4249	37	20	in	in	ADP
cana-4249	37	21	an	an	DET
cana-4249	37	22	emergency	emergency	NOUN
cana-4249	37	23	case	case	NOUN
cana-4249	37	24	can	can	AUX
cana-4249	37	25	be	be	AUX
cana-4249	37	26	put	put	VERB
cana-4249	37	27	to	to	ADP
cana-4249	37	28	good	good	ADJ
cana-4249	37	29	use	use	NOUN
cana-4249	37	30	by	by	ADP
cana-4249	37	31	medical	medical	ADJ
cana-4249	37	32	professionals	professional	NOUN
cana-4249	37	33	.	.	PUNCT
cana-4249	38	1	in	in	ADP
cana-4249	38	2	addition	addition	NOUN
cana-4249	38	3	,	,	PUNCT
cana-4249	38	4	this	this	PRON
cana-4249	38	5	minimizes	minimize	VERB
cana-4249	38	6	diagnostic	diagnostic	ADJ
cana-4249	38	7	errors	error	NOUN
cana-4249	38	8	,	,	PUNCT
cana-4249	38	9	which	which	PRON
cana-4249	38	10	represent	represent	VERB
cana-4249	38	11	a	a	DET
cana-4249	38	12	big	big	ADJ
cana-4249	38	13	challenge	challenge	NOUN
cana-4249	38	14	in	in	ADP
cana-4249	38	15	the	the	DET
cana-4249	38	16	healthcare	healthcare	NOUN
cana-4249	38	17	sector	sector	NOUN
cana-4249	38	18	and	and	CCONJ
cana-4249	38	19	,	,	PUNCT
cana-4249	38	20	therefore	therefore	ADV
cana-4249	38	21	,	,	PUNCT
cana-4249	38	22	maximize	maximize	VERB
cana-4249	38	23	the	the	DET
cana-4249	38	24	overall	overall	ADJ
cana-4249	38	25	quality	quality	NOUN
cana-4249	38	26	of	of	ADP
cana-4249	38	27	care	care	NOUN
cana-4249	38	28	for	for	ADP
cana-4249	38	29	patients	patient	NOUN
cana-4249	38	30	.	.	PUNCT
cana-4249	39	1	besides	besides	SCONJ
cana-4249	39	2	its	its	PRON
cana-4249	39	3	medical	medical	ADJ
cana-4249	39	4	applications	application	NOUN
cana-4249	39	5	,	,	PUNCT
cana-4249	39	6	healthcare	healthcare	PROPN
cana-4249	39	7	also	also	ADV
cana-4249	39	8	offers	offer	VERB
cana-4249	39	9	telemedicine	telemedicine	NOUN
cana-4249	39	10	,	,	PUNCT
cana-4249	39	11	providing	provide	VERB
cana-4249	39	12	diagnostics	diagnostic	NOUN
cana-4249	39	13	from	from	ADP
cana-4249	39	14	a	a	DET
cana-4249	39	15	distance	distance	NOUN
cana-4249	39	16	,	,	PUNCT
cana-4249	39	17	which	which	PRON
cana-4249	39	18	can	can	AUX
cana-4249	39	19	be	be	AUX
cana-4249	39	20	a	a	DET
cana-4249	39	21	great	great	ADJ
cana-4249	39	22	lifeline	lifeline	NOUN
cana-4249	39	23	for	for	ADP
cana-4249	39	24	semi	semi	ADJ
cana-4249	39	25	-	-	ADJ
cana-4249	39	26	urban	urban	ADJ
cana-4249	39	27	and	and	CCONJ
cana-4249	39	28	underdeveloped	underdeveloped	ADJ
cana-4249	39	29	areas	area	NOUN
cana-4249	39	30	.	.	PUNCT
cana-4249	40	1	given	give	VERB
cana-4249	40	2	that	that	SCONJ
cana-4249	40	3	it	it	PRON
cana-4249	40	4	also	also	ADV
cana-4249	40	5	allows	allow	VERB
cana-4249	40	6	patients	patient	NOUN
cana-4249	40	7	to	to	PART
cana-4249	40	8	upload	upload	VERB
cana-4249	40	9	health	health	NOUN
cana-4249	40	10	data	datum	NOUN
cana-4249	40	11	or	or	CCONJ
cana-4249	40	12	even	even	ADV
cana-4249	40	13	medical	medical	ADJ
cana-4249	40	14	images	image	NOUN
cana-4249	40	15	alerts	alert	NOUN
cana-4249	40	16	are	be	AUX
cana-4249	40	17	provided	provide	VERB
cana-4249	40	18	in	in	ADP
cana-4249	40	19	order	order	NOUN
cana-4249	40	20	to	to	PART
cana-4249	40	21	alert	alert	VERB
cana-4249	40	22	doctors	doctor	NOUN
cana-4249	40	23	who	who	PRON
cana-4249	40	24	will	will	AUX
cana-4249	40	25	be	be	AUX
cana-4249	40	26	able	able	ADJ
cana-4249	40	27	to	to	PART
cana-4249	40	28	analyze	analyze	VERB
cana-4249	40	29	the	the	DET
cana-4249	40	30	information	information	NOUN
cana-4249	40	31	remotely	remotely	ADV
cana-4249	40	32	and	and	CCONJ
cana-4249	40	33	intervene	intervene	VERB
cana-4249	40	34	if	if	SCONJ
cana-4249	40	35	need	need	NOUN
cana-4249	40	36	be	be	AUX
cana-4249	40	37	.	.	PUNCT
cana-4249	41	1	healthcare	healthcare	PROPN
cana-4249	41	2	also	also	ADV
cana-4249	41	3	finds	find	VERB
cana-4249	41	4	a	a	DET
cana-4249	41	5	practical	practical	ADJ
cana-4249	41	6	use	use	NOUN
cana-4249	41	7	in	in	ADP
cana-4249	41	8	monitoring	monitor	VERB
cana-4249	41	9	an	an	DET
cana-4249	41	10	individual	individual	NOUN
cana-4249	41	11	's	's	PART
cana-4249	41	12	own	own	ADJ
cana-4249	41	13	health	health	NOUN
cana-4249	41	14	so	so	SCONJ
cana-4249	41	15	that	that	SCONJ
cana-4249	41	16	they	they	PRON
cana-4249	41	17	have	have	VERB
cana-4249	41	18	a	a	DET
cana-4249	41	19	kind	kind	NOUN
cana-4249	41	20	of	of	ADP
cana-4249	41	21	trace	trace	NOUN
cana-4249	41	22	and	and	CCONJ
cana-4249	41	23	have	have	VERB
cana-4249	41	24	follow	follow	VERB
cana-4249	41	25	-	-	PUNCT
cana-4249	41	26	up	up	NOUN
cana-4249	41	27	on	on	ADP
cana-4249	41	28	their	their	PRON
cana-4249	41	29	condition	condition	NOUN
cana-4249	41	30	over	over	ADP
cana-4249	41	31	time	time	NOUN
cana-4249	41	32	and	and	CCONJ
cana-4249	41	33	be	be	AUX
cana-4249	41	34	alerted	alert	VERB
cana-4249	41	35	whenever	whenever	SCONJ
cana-4249	41	36	a	a	DET
cana-4249	41	37	problem	problem	NOUN
cana-4249	41	38	exists	exist	VERB
cana-4249	41	39	.	.	PUNCT
cana-4249	42	1	many	many	ADJ
cana-4249	42	2	research	research	NOUN
cana-4249	42	3	groups	group	NOUN
cana-4249	42	4	appreciate	appreciate	VERB
cana-4249	42	5	healthcare	healthcare	NOUN
cana-4249	42	6	because	because	SCONJ
cana-4249	42	7	it	it	PRON
cana-4249	42	8	allows	allow	VERB
cana-4249	42	9	the	the	DET
cana-4249	42	10	tracking	tracking	NOUN
cana-4249	42	11	of	of	ADP
cana-4249	42	12	disease	disease	NOUN
cana-4249	42	13	patterns	pattern	NOUN
cana-4249	42	14	,	,	PUNCT
cana-4249	42	15	leading	lead	VERB
cana-4249	42	16	to	to	ADP
cana-4249	42	17	more	more	ADV
cana-4249	42	18	targeted	targeted	ADJ
cana-4249	42	19	and	and	CCONJ
cana-4249	42	20	personalized	personalized	ADJ
cana-4249	42	21	treatments	treatment	NOUN
cana-4249	42	22	.	.	PUNCT
cana-4249	43	1	healthcare	healthcare	NOUN
cana-4249	43	2	promises	promise	VERB
cana-4249	43	3	various	various	ADJ
cana-4249	43	4	benefits	benefit	NOUN
cana-4249	43	5	over	over	ADP
cana-4249	43	6	existing	exist	VERB
cana-4249	43	7	diagnostic	diagnostic	ADJ
cana-4249	43	8	systems	system	NOUN
cana-4249	43	9	.	.	PUNCT
cana-4249	44	1	the	the	DET
cana-4249	44	2	system	system	NOUN
cana-4249	44	3	aims	aim	VERB
cana-4249	44	4	at	at	ADP
cana-4249	44	5	the	the	DET
cana-4249	44	6	integration	integration	NOUN
cana-4249	44	7	of	of	ADP
cana-4249	44	8	multiple	multiple	ADJ
cana-4249	44	9	models	model	NOUN
cana-4249	44	10	of	of	ADP
cana-4249	44	11	diseases	disease	NOUN
cana-4249	44	12	into	into	ADP
cana-4249	44	13	one	one	NUM
cana-4249	44	14	platform	platform	NOUN
cana-4249	44	15	,	,	PUNCT
cana-4249	44	16	thus	thus	ADV
cana-4249	44	17	enabling	enable	VERB
cana-4249	44	18	a	a	DET
cana-4249	44	19	more	more	ADV
cana-4249	44	20	efficient	efficient	ADJ
cana-4249	44	21	process	process	NOUN
cana-4249	44	22	of	of	ADP
cana-4249	44	23	diagnosis	diagnosis	NOUN
cana-4249	44	24	for	for	ADP
cana-4249	44	25	the	the	DET
cana-4249	44	26	healthcare	healthcare	NOUN
cana-4249	44	27	provider	provider	NOUN
cana-4249	44	28	.	.	PUNCT
cana-4249	45	1	communications	communication	NOUN
cana-4249	45	2	on	on	ADP
cana-4249	45	3	applied	apply	VERB
cana-4249	45	4	nonlinear	nonlinear	ADJ
cana-4249	45	5	analysis	analysis	NOUN
cana-4249	45	6	issn	issn	NOUN
cana-4249	45	7	:	:	PUNCT
cana-4249	45	8	1074	1074	NUM
cana-4249	45	9	-	-	PUNCT
cana-4249	45	10	133x	133x	NUM
cana-4249	45	11	vol	vol	NOUN
cana-4249	45	12	32	32	NUM
cana-4249	45	13	no	no	NOUN
cana-4249	45	14	.	.	PUNCT
cana-4249	46	1	9s	9s	NUM
cana-4249	46	2	(	(	PUNCT
cana-4249	46	3	2025	2025	NUM
cana-4249	46	4	)	)	PUNCT
cana-4249	46	5	1607	1607	NUM
cana-4249	46	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	46	7	besides	besides	SCONJ
cana-4249	46	8	,	,	PUNCT
cana-4249	46	9	too	too	ADV
cana-4249	46	10	much	much	ADJ
cana-4249	46	11	divisive	divisive	ADJ
cana-4249	46	12	treatment	treatment	NOUN
cana-4249	46	13	of	of	ADP
cana-4249	46	14	the	the	DET
cana-4249	46	15	patients	patient	NOUN
cana-4249	46	16	may	may	AUX
cana-4249	46	17	lead	lead	VERB
cana-4249	46	18	to	to	ADP
cana-4249	46	19	some	some	DET
cana-4249	46	20	weaknesses	weakness	NOUN
cana-4249	46	21	for	for	ADP
cana-4249	46	22	the	the	DET
cana-4249	46	23	hospital	hospital	NOUN
cana-4249	46	24	.	.	PUNCT
cana-4249	47	1	the	the	DET
cana-4249	47	2	end	end	NOUN
cana-4249	47	3	user	user	NOUN
cana-4249	47	4	will	will	AUX
cana-4249	47	5	not	not	PART
cana-4249	47	6	have	have	VERB
cana-4249	47	7	to	to	PART
cana-4249	47	8	move	move	VERB
cana-4249	47	9	even	even	ADV
cana-4249	47	10	half	half	DET
cana-4249	47	11	a	a	DET
cana-4249	47	12	mile	mile	NOUN
cana-4249	47	13	to	to	PART
cana-4249	47	14	procure	procure	VERB
cana-4249	47	15	friendly	friendly	ADJ
cana-4249	47	16	services	service	NOUN
cana-4249	47	17	of	of	ADP
cana-4249	47	18	diagnosis	diagnosis	NOUN
cana-4249	47	19	for	for	ADP
cana-4249	47	20	several	several	ADJ
cana-4249	47	21	diseases	disease	NOUN
cana-4249	47	22	with	with	ADP
cana-4249	47	23	the	the	DET
cana-4249	47	24	same	same	ADJ
cana-4249	47	25	tool	tool	NOUN
cana-4249	47	26	.	.	PUNCT
cana-4249	48	1	other	other	ADJ
cana-4249	48	2	healthcare	healthcare	PROPN
cana-4249	48	3	solutions	solution	NOUN
cana-4249	48	4	integrate	integrate	VERB
cana-4249	48	5	aidriven	aidriven	ADJ
cana-4249	48	6	models	model	NOUN
cana-4249	48	7	-	-	PUNCT
cana-4249	48	8	for	for	ADP
cana-4249	48	9	example	example	NOUN
cana-4249	48	10	,	,	PUNCT
cana-4249	48	11	cnn	cnn	PROPN
cana-4249	48	12	for	for	ADP
cana-4249	48	13	image	image	NOUN
cana-4249	48	14	analysis	analysis	NOUN
cana-4249	48	15	,	,	PUNCT
cana-4249	48	16	xgboost	xgboost	X
cana-4249	48	17	for	for	ADP
cana-4249	48	18	tabular	tabular	PROPN
cana-4249	48	19	data	datum	NOUN
cana-4249	48	20	.	.	PUNCT
cana-4249	49	1	this	this	PRON
cana-4249	49	2	assures	assure	VERB
cana-4249	49	3	a	a	DET
cana-4249	49	4	great	great	ADJ
cana-4249	49	5	measure	measure	NOUN
cana-4249	49	6	and	and	CCONJ
cana-4249	49	7	scope	scope	NOUN
cana-4249	49	8	of	of	ADP
cana-4249	49	9	accuracy	accuracy	NOUN
cana-4249	49	10	in	in	ADP
cana-4249	49	11	disease	disease	NOUN
cana-4249	49	12	detection	detection	NOUN
cana-4249	49	13	thus	thus	ADV
cana-4249	49	14	giving	give	VERB
cana-4249	49	15	fast	fast	ADJ
cana-4249	49	16	and	and	CCONJ
cana-4249	49	17	reliable	reliable	ADJ
cana-4249	49	18	results	result	NOUN
cana-4249	49	19	with	with	ADP
cana-4249	49	20	a	a	DET
cana-4249	49	21	minimal	minimal	ADJ
cana-4249	49	22	chance	chance	NOUN
cana-4249	49	23	for	for	ADP
cana-4249	49	24	misdiagnosis	misdiagnosis	NOUN
cana-4249	49	25	.	.	PUNCT
cana-4249	50	1	besides	besides	SCONJ
cana-4249	50	2	,	,	PUNCT
cana-4249	50	3	the	the	DET
cana-4249	50	4	healthcare	healthcare	NOUN
cana-4249	50	5	is	be	AUX
cana-4249	50	6	also	also	ADV
cana-4249	50	7	an	an	DET
cana-4249	50	8	inexpensive	inexpensive	ADJ
cana-4249	50	9	solution	solution	NOUN
cana-4249	50	10	that	that	PRON
cana-4249	50	11	affords	afford	VERB
cana-4249	50	12	advanced	advanced	ADJ
cana-4249	50	13	diagnostic	diagnostic	ADJ
cana-4249	50	14	technology	technology	NOUN
cana-4249	50	15	to	to	ADP
cana-4249	50	16	a	a	DET
cana-4249	50	17	plethora	plethora	NOUN
cana-4249	50	18	of	of	ADP
cana-4249	50	19	users	user	NOUN
cana-4249	50	20	.	.	PUNCT
cana-4249	51	1	this	this	PRON
cana-4249	51	2	also	also	ADV
cana-4249	51	3	enhances	enhance	VERB
cana-4249	51	4	access	access	NOUN
cana-4249	51	5	,	,	PUNCT
cana-4249	51	6	letting	let	VERB
cana-4249	51	7	them	they	PRON
cana-4249	51	8	access	access	VERB
cana-4249	51	9	their	their	PRON
cana-4249	51	10	diseases	disease	NOUN
cana-4249	51	11	from	from	ADP
cana-4249	51	12	home	home	ADV
cana-4249	51	13	early	early	ADV
cana-4249	51	14	on	on	ADV
cana-4249	51	15	,	,	PUNCT
cana-4249	51	16	which	which	PRON
cana-4249	51	17	stands	stand	VERB
cana-4249	51	18	especially	especially	ADV
cana-4249	51	19	important	important	ADJ
cana-4249	51	20	for	for	ADP
cana-4249	51	21	patients	patient	NOUN
cana-4249	51	22	situated	situate	VERB
cana-4249	51	23	farther	far	ADV
cana-4249	51	24	from	from	ADP
cana-4249	51	25	healthcare	healthcare	NOUN
cana-4249	51	26	services	service	NOUN
cana-4249	51	27	or	or	CCONJ
cana-4249	51	28	for	for	ADP
cana-4249	51	29	those	those	PRON
cana-4249	51	30	limited	limit	VERB
cana-4249	51	31	by	by	ADP
cana-4249	51	32	space	space	NOUN
cana-4249	51	33	removal	removal	NOUN
cana-4249	51	34	from	from	ADP
cana-4249	51	35	the	the	DET
cana-4249	51	36	healthcare	healthcare	NOUN
cana-4249	51	37	locations	location	NOUN
cana-4249	51	38	.	.	PUNCT
cana-4249	52	1	scalable	scalable	ADJ
cana-4249	52	2	solutions	solution	NOUN
cana-4249	52	3	are	be	AUX
cana-4249	52	4	one	one	NUM
cana-4249	52	5	of	of	ADP
cana-4249	52	6	these	these	PRON
cana-4249	52	7	features	feature	VERB
cana-4249	52	8	healthcare	healthcare	NOUN
cana-4249	52	9	implements	implement	NOUN
cana-4249	52	10	since	since	SCONJ
cana-4249	52	11	they	they	PRON
cana-4249	52	12	can	can	AUX
cana-4249	52	13	be	be	AUX
cana-4249	52	14	deployed	deploy	VERB
cana-4249	52	15	across	across	ADP
cana-4249	52	16	health	health	NOUN
cana-4249	52	17	systems	system	NOUN
cana-4249	52	18	in	in	ADP
cana-4249	52	19	various	various	ADJ
cana-4249	52	20	regions	region	NOUN
cana-4249	52	21	worldwide	worldwide	ADV
cana-4249	52	22	,	,	PUNCT
cana-4249	52	23	generally	generally	ADV
cana-4249	52	24	increasing	increase	VERB
cana-4249	52	25	the	the	DET
cana-4249	52	26	reach	reach	NOUN
cana-4249	52	27	and	and	CCONJ
cana-4249	52	28	impact	impact	NOUN
cana-4249	52	29	of	of	ADP
cana-4249	52	30	the	the	DET
cana-4249	52	31	health	health	NOUN
cana-4249	52	32	organization	organization	NOUN
cana-4249	52	33	per	per	ADP
cana-4249	52	34	area	area	NOUN
cana-4249	52	35	.	.	PUNCT
cana-4249	53	1	most	most	ADJ
cana-4249	53	2	of	of	ADP
cana-4249	53	3	the	the	DET
cana-4249	53	4	currently	currently	ADV
cana-4249	53	5	available	available	ADJ
cana-4249	53	6	diagnostic	diagnostic	ADJ
cana-4249	53	7	systems	system	NOUN
cana-4249	53	8	are	be	AUX
cana-4249	53	9	specified	specify	VERB
cana-4249	53	10	for	for	ADP
cana-4249	53	11	use	use	NOUN
cana-4249	53	12	in	in	ADP
cana-4249	53	13	determining	determine	VERB
cana-4249	53	14	only	only	ADV
cana-4249	53	15	certain	certain	ADJ
cana-4249	53	16	diseases	disease	NOUN
cana-4249	53	17	,	,	PUNCT
cana-4249	53	18	which	which	PRON
cana-4249	53	19	in	in	ADP
cana-4249	53	20	turn	turn	NOUN
cana-4249	53	21	compels	compel	VERB
cana-4249	53	22	healthcare	healthcare	NOUN
cana-4249	53	23	providers	provider	NOUN
cana-4249	53	24	to	to	PART
cana-4249	53	25	grow	grow	VERB
cana-4249	53	26	dependent	dependent	ADJ
cana-4249	53	27	on	on	ADP
cana-4249	53	28	a	a	DET
cana-4249	53	29	number	number	NOUN
cana-4249	53	30	of	of	ADP
cana-4249	53	31	different	different	ADJ
cana-4249	53	32	diagnostic	diagnostic	ADJ
cana-4249	53	33	instruments	instrument	NOUN
cana-4249	53	34	for	for	ADP
cana-4249	53	35	making	make	VERB
cana-4249	53	36	diagnoses	diagnosis	NOUN
cana-4249	53	37	for	for	ADP
cana-4249	53	38	various	various	ADJ
cana-4249	53	39	diseases	disease	NOUN
cana-4249	53	40	.	.	PUNCT
cana-4249	54	1	piecemeal	piecemeal	ADJ
cana-4249	54	2	as	as	SCONJ
cana-4249	54	3	it	it	PRON
cana-4249	54	4	is	be	AUX
cana-4249	54	5	,	,	PUNCT
cana-4249	54	6	such	such	ADJ
cana-4249	54	7	treatments	treatment	NOUN
cana-4249	54	8	may	may	AUX
cana-4249	54	9	be	be	AUX
cana-4249	54	10	slow	slow	ADJ
cana-4249	54	11	and	and	CCONJ
cana-4249	54	12	burdensome	burdensome	ADJ
cana-4249	54	13	.	.	PUNCT
cana-4249	55	1	segmentation	segmentation	NOUN
cana-4249	55	2	of	of	ADP
cana-4249	55	3	diagnosis	diagnosis	NOUN
cana-4249	55	4	by	by	ADP
cana-4249	55	5	referring	refer	VERB
cana-4249	55	6	patients	patient	NOUN
cana-4249	55	7	to	to	ADP
cana-4249	55	8	one	one	NUM
cana-4249	55	9	or	or	CCONJ
cana-4249	55	10	another	another	DET
cana-4249	55	11	specialist	specialist	NOUN
cana-4249	55	12	or	or	CCONJ
cana-4249	55	13	facility	facility	NOUN
cana-4249	55	14	is	be	AUX
cana-4249	55	15	likely	likely	ADJ
cana-4249	55	16	to	to	PART
cana-4249	55	17	take	take	VERB
cana-4249	55	18	time	time	NOUN
cana-4249	55	19	and	and	CCONJ
cana-4249	55	20	usually	usually	ADV
cana-4249	55	21	more	more	ADV
cana-4249	55	22	expensive	expensive	ADJ
cana-4249	55	23	than	than	ADP
cana-4249	55	24	the	the	DET
cana-4249	55	25	basis	basis	NOUN
cana-4249	55	26	for	for	ADP
cana-4249	55	27	diagnosis	diagnosis	NOUN
cana-4249	55	28	tests	test	NOUN
cana-4249	55	29	.	.	PUNCT
cana-4249	56	1	other	other	ADJ
cana-4249	56	2	tribulations	tribulation	NOUN
cana-4249	56	3	to	to	ADP
cana-4249	56	4	the	the	DET
cana-4249	56	5	modes	mode	NOUN
cana-4249	56	6	of	of	ADP
cana-4249	56	7	diagnosis	diagnosis	NOUN
cana-4249	56	8	usually	usually	ADV
cana-4249	56	9	applied	apply	VERB
cana-4249	56	10	,	,	PUNCT
cana-4249	56	11	other	other	ADJ
cana-4249	56	12	than	than	ADP
cana-4249	56	13	blood	blood	NOUN
cana-4249	56	14	tests	test	NOUN
cana-4249	56	15	when	when	SCONJ
cana-4249	56	16	indicated	indicate	VERB
cana-4249	56	17	,	,	PUNCT
cana-4249	56	18	are	be	AUX
cana-4249	56	19	limited	limit	VERB
cana-4249	56	20	poor	poor	ADJ
cana-4249	56	21	access	access	NOUN
cana-4249	56	22	to	to	ADP
cana-4249	56	23	advanced	advanced	ADJ
cana-4249	56	24	diagnostic	diagnostic	ADJ
cana-4249	56	25	devices	device	NOUN
cana-4249	56	26	and	and	CCONJ
cana-4249	56	27	expertise	expertise	NOUN
cana-4249	56	28	in	in	ADP
cana-4249	56	29	the	the	DET
cana-4249	56	30	rural	rural	ADJ
cana-4249	56	31	areas	area	NOUN
cana-4249	56	32	or	or	CCONJ
cana-4249	56	33	the	the	DET
cana-4249	56	34	low	low	ADJ
cana-4249	56	35	-	-	PUNCT
cana-4249	56	36	income	income	NOUN
cana-4249	56	37	regions	region	NOUN
cana-4249	56	38	.	.	PUNCT
cana-4249	57	1	most	most	ADJ
cana-4249	57	2	traditional	traditional	ADJ
cana-4249	57	3	methods	method	NOUN
cana-4249	57	4	rely	rely	VERB
cana-4249	57	5	on	on	ADP
cana-4249	57	6	manual	manual	ADJ
cana-4249	57	7	interpretation	interpretation	NOUN
cana-4249	57	8	,	,	PUNCT
cana-4249	57	9	leading	lead	VERB
cana-4249	57	10	many	many	ADJ
cana-4249	57	11	specialists	specialist	NOUN
cana-4249	57	12	to	to	PART
cana-4249	57	13	be	be	AUX
cana-4249	57	14	susceptible	susceptible	ADJ
cana-4249	57	15	to	to	ADP
cana-4249	57	16	human	human	ADJ
cana-4249	57	17	errors	error	NOUN
cana-4249	57	18	.	.	PUNCT
cana-4249	58	1	drawing	draw	VERB
cana-4249	58	2	out	out	ADP
cana-4249	58	3	the	the	DET
cana-4249	58	4	processes	process	NOUN
cana-4249	58	5	imposes	impose	VERB
cana-4249	58	6	insufferable	insufferable	ADJ
cana-4249	58	7	pressure	pressure	NOUN
cana-4249	58	8	of	of	ADP
cana-4249	58	9	delayed	delay	VERB
cana-4249	58	10	diagnosis	diagnosis	NOUN
cana-4249	58	11	and	and	CCONJ
cana-4249	58	12	treatment	treatment	NOUN
cana-4249	58	13	on	on	ADP
cana-4249	58	14	the	the	DET
cana-4249	58	15	health	health	NOUN
cana-4249	58	16	systems	system	NOUN
cana-4249	58	17	.	.	PUNCT
cana-4249	59	1	it	it	PRON
cana-4249	59	2	has	have	AUX
cana-4249	59	3	given	give	VERB
cana-4249	59	4	rise	rise	NOUN
cana-4249	59	5	to	to	ADP
cana-4249	59	6	an	an	DET
cana-4249	59	7	urgent	urgent	ADJ
cana-4249	59	8	need	need	NOUN
cana-4249	59	9	for	for	ADP
cana-4249	59	10	more	more	ADV
cana-4249	59	11	integrated	integrated	ADJ
cana-4249	59	12	and	and	CCONJ
cana-4249	59	13	automated	automate	VERB
cana-4249	59	14	diagnostic	diagnostic	ADJ
cana-4249	59	15	solutions	solution	NOUN
cana-4249	59	16	.	.	PUNCT
cana-4249	60	1	healthcare	healthcare	PROPN
cana-4249	60	2	tries	try	VERB
cana-4249	60	3	to	to	PART
cana-4249	60	4	meet	meet	VERB
cana-4249	60	5	the	the	DET
cana-4249	60	6	challenge	challenge	NOUN
cana-4249	60	7	with	with	ADP
cana-4249	60	8	the	the	DET
cana-4249	60	9	development	development	NOUN
cana-4249	60	10	of	of	ADP
cana-4249	60	11	a	a	DET
cana-4249	60	12	unified	unified	ADJ
cana-4249	60	13	computer	computer	NOUN
cana-4249	60	14	-	-	PUNCT
cana-4249	60	15	based	base	VERB
cana-4249	60	16	ai	ai	NOUN
cana-4249	60	17	platform	platform	NOUN
cana-4249	60	18	,	,	PUNCT
cana-4249	60	19	providing	provide	VERB
cana-4249	60	20	fast	fast	ADJ
cana-4249	60	21	and	and	CCONJ
cana-4249	60	22	reliable	reliable	ADJ
cana-4249	60	23	diagnosis	diagnosis	NOUN
cana-4249	60	24	for	for	ADP
cana-4249	60	25	various	various	ADJ
cana-4249	60	26	diseases	disease	NOUN
cana-4249	60	27	,	,	PUNCT
cana-4249	60	28	and	and	CCONJ
cana-4249	60	29	thus	thus	ADV
cana-4249	60	30	recognized	recognize	VERB
cana-4249	60	31	as	as	ADP
cana-4249	60	32	a	a	DET
cana-4249	60	33	popular	popular	ADJ
cana-4249	60	34	substitute	substitute	NOUN
cana-4249	60	35	for	for	ADP
cana-4249	60	36	present	present	ADJ
cana-4249	60	37	-	-	PUNCT
cana-4249	60	38	day	day	NOUN
cana-4249	60	39	diagnostic	diagnostic	ADJ
cana-4249	60	40	fragmentation	fragmentation	NOUN
cana-4249	60	41	.	.	PUNCT
cana-4249	61	1	it	it	PRON
cana-4249	61	2	combines	combine	VERB
cana-4249	61	3	various	various	ADJ
cana-4249	61	4	machine	machine	NOUN
cana-4249	61	5	learning	learning	NOUN
cana-4249	61	6	models	model	NOUN
cana-4249	61	7	into	into	ADP
cana-4249	61	8	an	an	DET
cana-4249	61	9	integrated	integrated	ADJ
cana-4249	61	10	platform	platform	NOUN
cana-4249	61	11	,	,	PUNCT
cana-4249	61	12	capable	capable	ADJ
cana-4249	61	13	of	of	ADP
cana-4249	61	14	diagnosing	diagnose	VERB
cana-4249	61	15	multiple	multiple	ADJ
cana-4249	61	16	diseases	disease	NOUN
cana-4249	61	17	.	.	PUNCT
cana-4249	62	1	by	by	ADP
cana-4249	62	2	utilizing	utilize	VERB
cana-4249	62	3	advanced	advanced	ADJ
cana-4249	62	4	techniques	technique	NOUN
cana-4249	62	5	such	such	ADJ
cana-4249	62	6	as	as	ADP
cana-4249	62	7	cnn	cnn	PROPN
cana-4249	62	8	for	for	ADP
cana-4249	62	9	image	image	NOUN
cana-4249	62	10	-	-	PUNCT
cana-4249	62	11	based	base	VERB
cana-4249	62	12	disease	disease	NOUN
cana-4249	62	13	detection	detection	NOUN
cana-4249	62	14	and	and	CCONJ
cana-4249	62	15	xgboost	xgboost	ADV
cana-4249	62	16	for	for	ADP
cana-4249	62	17	tabular	tabular	PROPN
cana-4249	62	18	health	health	NOUN
cana-4249	62	19	data	datum	NOUN
cana-4249	62	20	analysis	analysis	NOUN
cana-4249	62	21	,	,	PUNCT
cana-4249	62	22	it	it	PRON
cana-4249	62	23	provides	provide	VERB
cana-4249	62	24	accurate	accurate	ADJ
cana-4249	62	25	predictive	predictive	ADJ
cana-4249	62	26	analysis	analysis	NOUN
cana-4249	62	27	having	have	VERB
cana-4249	62	28	a	a	DET
cana-4249	62	29	very	very	ADV
cana-4249	62	30	good	good	ADJ
cana-4249	62	31	percentage	percentage	NOUN
cana-4249	62	32	of	of	ADP
cana-4249	62	33	accuracy	accuracy	NOUN
cana-4249	62	34	against	against	ADP
cana-4249	62	35	many	many	ADJ
cana-4249	62	36	kinds	kind	NOUN
cana-4249	62	37	of	of	ADP
cana-4249	62	38	inputs	input	NOUN
cana-4249	62	39	.	.	PUNCT
cana-4249	63	1	it	it	PRON
cana-4249	63	2	automates	automate	VERB
cana-4249	63	3	diagnostics	diagnostic	NOUN
cana-4249	63	4	and	and	CCONJ
cana-4249	63	5	,	,	PUNCT
cana-4249	63	6	consequently	consequently	ADV
cana-4249	63	7	,	,	PUNCT
cana-4249	63	8	reduces	reduce	VERB
cana-4249	63	9	time	time	NOUN
cana-4249	63	10	to	to	PART
cana-4249	63	11	diagnosis	diagnosis	VERB
cana-4249	63	12	as	as	ADV
cana-4249	63	13	well	well	ADV
cana-4249	63	14	as	as	ADP
cana-4249	63	15	the	the	DET
cana-4249	63	16	possibility	possibility	NOUN
cana-4249	63	17	of	of	ADP
cana-4249	63	18	human	human	ADJ
cana-4249	63	19	error	error	NOUN
cana-4249	63	20	and	and	CCONJ
cana-4249	63	21	provides	provide	VERB
cana-4249	63	22	very	very	ADV
cana-4249	63	23	accurate	accurate	ADJ
cana-4249	63	24	results	result	NOUN
cana-4249	63	25	much	much	ADV
cana-4249	63	26	faster	fast	ADV
cana-4249	63	27	than	than	ADP
cana-4249	63	28	existing	exist	VERB
cana-4249	63	29	methods	method	NOUN
cana-4249	63	30	.	.	PUNCT
cana-4249	64	1	as	as	SCONJ
cana-4249	64	2	healthcare	healthcare	PROPN
cana-4249	64	3	's	's	PART
cana-4249	64	4	web	web	NOUN
cana-4249	64	5	application	application	NOUN
cana-4249	64	6	is	be	AUX
cana-4249	64	7	based	base	VERB
cana-4249	64	8	on	on	ADP
cana-4249	64	9	the	the	DET
cana-4249	64	10	internet	internet	NOUN
cana-4249	64	11	,	,	PUNCT
cana-4249	64	12	it	it	PRON
cana-4249	64	13	also	also	ADV
cana-4249	64	14	democratizes	democratize	VERB
cana-4249	64	15	access	access	NOUN
cana-4249	64	16	to	to	ADP
cana-4249	64	17	health	health	NOUN
cana-4249	64	18	care	care	NOUN
cana-4249	64	19	at	at	ADP
cana-4249	64	20	both	both	CCONJ
cana-4249	64	21	geographic	geographic	ADJ
cana-4249	64	22	and	and	CCONJ
cana-4249	64	23	economic	economic	ADJ
cana-4249	64	24	levels	level	NOUN
cana-4249	64	25	.	.	PUNCT
cana-4249	65	1	so	so	ADV
cana-4249	65	2	the	the	DET
cana-4249	65	3	people	people	NOUN
cana-4249	65	4	in	in	ADP
cana-4249	65	5	the	the	DET
cana-4249	65	6	most	most	ADV
cana-4249	65	7	underserved	underserved	ADJ
cana-4249	65	8	and	and	CCONJ
cana-4249	65	9	neglected	neglect	VERB
cana-4249	65	10	areas	area	NOUN
cana-4249	65	11	may	may	AUX
cana-4249	65	12	not	not	PART
cana-4249	65	13	have	have	VERB
cana-4249	65	14	to	to	PART
cana-4249	65	15	go	go	VERB
cana-4249	65	16	to	to	ADP
cana-4249	65	17	the	the	DET
cana-4249	65	18	health	health	NOUN
cana-4249	65	19	facility	facility	NOUN
cana-4249	65	20	for	for	ADP
cana-4249	65	21	a	a	DET
cana-4249	65	22	correct	correct	ADJ
cana-4249	65	23	diagnosis	diagnosis	NOUN
cana-4249	65	24	.	.	PUNCT
cana-4249	66	1	also	also	ADV
cana-4249	66	2	,	,	PUNCT
cana-4249	66	3	it	it	PRON
cana-4249	66	4	is	be	AUX
cana-4249	66	5	scalable	scalable	ADJ
cana-4249	66	6	,	,	PUNCT
cana-4249	66	7	easy	easy	ADJ
cana-4249	66	8	to	to	PART
cana-4249	66	9	deploy	deploy	VERB
cana-4249	66	10	across	across	ADP
cana-4249	66	11	different	different	ADJ
cana-4249	66	12	healthcare	healthcare	NOUN
cana-4249	66	13	systems	system	NOUN
cana-4249	66	14	,	,	PUNCT
cana-4249	66	15	and	and	CCONJ
cana-4249	66	16	can	can	AUX
cana-4249	66	17	be	be	AUX
cana-4249	66	18	adapted	adapt	VERB
cana-4249	66	19	to	to	ADP
cana-4249	66	20	a	a	DET
cana-4249	66	21	range	range	NOUN
cana-4249	66	22	of	of	ADP
cana-4249	66	23	diseases	disease	NOUN
cana-4249	66	24	and	and	CCONJ
cana-4249	66	25	medical	medical	ADJ
cana-4249	66	26	conditions	condition	NOUN
cana-4249	66	27	.	.	PUNCT
cana-4249	67	1	this	this	PRON
cana-4249	67	2	,	,	PUNCT
cana-4249	67	3	therefore	therefore	ADV
cana-4249	67	4	,	,	PUNCT
cana-4249	67	5	offers	offer	VERB
cana-4249	67	6	a	a	DET
cana-4249	67	7	global	global	ADJ
cana-4249	67	8	solution	solution	NOUN
cana-4249	67	9	to	to	ADP
cana-4249	67	10	the	the	DET
cana-4249	67	11	challenges	challenge	NOUN
cana-4249	67	12	faced	face	VERB
cana-4249	67	13	by	by	ADP
cana-4249	67	14	present	present	ADJ
cana-4249	67	15	diagnostic	diagnostic	ADJ
cana-4249	67	16	methods	method	NOUN
cana-4249	67	17	.	.	PUNCT
cana-4249	68	1	ai	ai	VERB
cana-4249	68	2	and	and	CCONJ
cana-4249	68	3	machine	machine	NOUN
cana-4249	68	4	learning	learning	NOUN
cana-4249	68	5	have	have	AUX
cana-4249	68	6	been	be	AUX
cana-4249	68	7	virtually	virtually	ADV
cana-4249	68	8	chosen	choose	VERB
cana-4249	68	9	for	for	ADP
cana-4249	68	10	this	this	PRON
cana-4249	68	11	since	since	SCONJ
cana-4249	68	12	the	the	DET
cana-4249	68	13	potential	potential	NOUN
cana-4249	68	14	of	of	ADP
cana-4249	68	15	the	the	DET
cana-4249	68	16	technology	technology	NOUN
cana-4249	68	17	to	to	PART
cana-4249	68	18	transform	transform	VERB
cana-4249	68	19	healthcare	healthcare	NOUN
cana-4249	68	20	is	be	AUX
cana-4249	68	21	striking	strike	VERB
cana-4249	68	22	.	.	PUNCT
cana-4249	69	1	cnns	cnns	PROPN
cana-4249	69	2	and	and	CCONJ
cana-4249	69	3	xgboost	xgboost	NOUN
cana-4249	69	4	are	be	AUX
cana-4249	69	5	fitsuited	fitsuite	VERB
cana-4249	69	6	for	for	ADP
cana-4249	69	7	complex	complex	ADJ
cana-4249	69	8	medical	medical	ADJ
cana-4249	69	9	data	datum	NOUN
cana-4249	69	10	analysis	analysis	NOUN
cana-4249	69	11	,	,	PUNCT
cana-4249	69	12	and	and	CCONJ
cana-4249	69	13	indeed	indeed	ADV
cana-4249	69	14	,	,	PUNCT
cana-4249	69	15	the	the	DET
cana-4249	69	16	algorithms	algorithm	NOUN
cana-4249	69	17	can	can	AUX
cana-4249	69	18	predict	predict	VERB
cana-4249	69	19	at	at	ADP
cana-4249	69	20	a	a	DET
cana-4249	69	21	speed	speed	NOUN
cana-4249	69	22	yet	yet	ADV
cana-4249	69	23	unseen	unseen	ADJ
cana-4249	69	24	and	and	CCONJ
cana-4249	69	25	a	a	DET
cana-4249	69	26	very	very	ADV
cana-4249	69	27	high	high	ADJ
cana-4249	69	28	degree	degree	NOUN
cana-4249	69	29	of	of	ADP
cana-4249	69	30	accuracy	accuracy	NOUN
cana-4249	69	31	.	.	PUNCT
cana-4249	70	1	with	with	ADP
cana-4249	70	2	these	these	PRON
cana-4249	70	3	undergoing	undergo	VERB
cana-4249	70	4	within	within	ADP
cana-4249	70	5	a	a	DET
cana-4249	70	6	single	single	ADJ
cana-4249	70	7	comprehensive	comprehensive	ADJ
cana-4249	70	8	format	format	NOUN
cana-4249	70	9	,	,	PUNCT
cana-4249	70	10	the	the	DET
cana-4249	70	11	healthcare	healthcare	NOUN
cana-4249	70	12	can	can	AUX
cana-4249	70	13	then	then	ADV
cana-4249	70	14	treat	treat	VERB
cana-4249	70	15	a	a	DET
cana-4249	70	16	wide	wide	ADJ
cana-4249	70	17	spectrum	spectrum	NOUN
cana-4249	70	18	of	of	ADP
cana-4249	70	19	diseases	disease	NOUN
cana-4249	70	20	and	and	CCONJ
cana-4249	70	21	come	come	VERB
cana-4249	70	22	out	out	ADP
cana-4249	70	23	as	as	ADP
cana-4249	70	24	a	a	DET
cana-4249	70	25	communications	communication	NOUN
cana-4249	70	26	on	on	ADP
cana-4249	70	27	applied	apply	VERB
cana-4249	70	28	nonlinear	nonlinear	ADJ
cana-4249	70	29	analysis	analysis	NOUN
cana-4249	70	30	issn	issn	NOUN
cana-4249	70	31	:	:	PUNCT
cana-4249	70	32	1074	1074	NUM
cana-4249	70	33	-	-	PUNCT
cana-4249	70	34	133x	133x	NUM
cana-4249	70	35	vol	vol	NOUN
cana-4249	70	36	32	32	NUM
cana-4249	70	37	no	no	NOUN
cana-4249	70	38	.	.	PUNCT
cana-4249	71	1	9s	9s	NUM
cana-4249	71	2	(	(	PUNCT
cana-4249	71	3	2025	2025	NUM
cana-4249	71	4	)	)	PUNCT
cana-4249	71	5	1608	1608	NUM
cana-4249	72	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	72	2	flexible	flexible	ADJ
cana-4249	72	3	solution	solution	NOUN
cana-4249	72	4	for	for	ADP
cana-4249	72	5	the	the	DET
cana-4249	72	6	healthcare	healthcare	NOUN
cana-4249	72	7	provider	provider	NOUN
cana-4249	72	8	and	and	CCONJ
cana-4249	72	9	patients	patient	NOUN
cana-4249	72	10	alike	alike	ADV
cana-4249	72	11	.	.	PUNCT
cana-4249	73	1	because	because	SCONJ
cana-4249	73	2	of	of	ADP
cana-4249	73	3	its	its	PRON
cana-4249	73	4	flexibility	flexibility	NOUN
cana-4249	73	5	and	and	CCONJ
cana-4249	73	6	ease	ease	NOUN
cana-4249	73	7	of	of	ADP
cana-4249	73	8	use	use	NOUN
cana-4249	73	9	,	,	PUNCT
cana-4249	73	10	a	a	DET
cana-4249	73	11	web	web	NOUN
cana-4249	73	12	application	application	NOUN
cana-4249	73	13	based	base	VERB
cana-4249	73	14	on	on	ADP
cana-4249	73	15	flask	flask	NOUN
cana-4249	73	16	was	be	AUX
cana-4249	73	17	chosen	choose	VERB
cana-4249	73	18	that	that	PRON
cana-4249	73	19	widens	widen	VERB
cana-4249	73	20	the	the	DET
cana-4249	73	21	accessibility	accessibility	NOUN
cana-4249	73	22	of	of	ADP
cana-4249	73	23	healthcare	healthcare	NOUN
cana-4249	73	24	to	to	ADP
cana-4249	73	25	many	many	ADJ
cana-4249	73	26	people	people	NOUN
cana-4249	73	27	.	.	PUNCT
cana-4249	74	1	it	it	PRON
cana-4249	74	2	also	also	ADV
cana-4249	74	3	allows	allow	VERB
cana-4249	74	4	for	for	ADP
cana-4249	74	5	very	very	ADV
cana-4249	74	6	simple	simple	ADJ
cana-4249	74	7	updating	updating	NOUN
cana-4249	74	8	;	;	PUNCT
cana-4249	74	9	it	it	PRON
cana-4249	74	10	is	be	AUX
cana-4249	74	11	remote	remote	ADJ
cana-4249	74	12	-	-	PUNCT
cana-4249	74	13	accessible	accessible	ADJ
cana-4249	74	14	;	;	PUNCT
cana-4249	74	15	it	it	PRON
cana-4249	74	16	's	be	AUX
cana-4249	74	17	scalable	scalable	ADJ
cana-4249	74	18	,	,	PUNCT
cana-4249	74	19	making	make	VERB
cana-4249	74	20	it	it	PRON
cana-4249	74	21	easily	easily	ADV
cana-4249	74	22	applicable	applicable	ADJ
cana-4249	74	23	to	to	ADP
cana-4249	74	24	various	various	ADJ
cana-4249	74	25	circumstances	circumstance	NOUN
cana-4249	74	26	of	of	ADP
cana-4249	74	27	health	health	NOUN
cana-4249	74	28	care	care	NOUN
cana-4249	74	29	.	.	PUNCT
cana-4249	75	1	it	it	PRON
cana-4249	75	2	provides	provide	VERB
cana-4249	75	3	the	the	DET
cana-4249	75	4	best	good	ADJ
cana-4249	75	5	compromise	compromise	NOUN
cana-4249	75	6	of	of	ADP
cana-4249	75	7	accuracy	accuracy	NOUN
cana-4249	75	8	,	,	PUNCT
cana-4249	75	9	accessibility	accessibility	NOUN
cana-4249	75	10	,	,	PUNCT
cana-4249	75	11	and	and	CCONJ
cana-4249	75	12	affordability	affordability	NOUN
cana-4249	75	13	for	for	ADP
cana-4249	75	14	the	the	DET
cana-4249	75	15	purposes	purpose	NOUN
cana-4249	75	16	of	of	ADP
cana-4249	75	17	allowing	allow	VERB
cana-4249	75	18	fairly	fairly	ADV
cana-4249	75	19	early	early	ADJ
cana-4249	75	20	and	and	CCONJ
cana-4249	75	21	reasonable	reasonable	ADJ
cana-4249	75	22	detection	detection	NOUN
cana-4249	75	23	of	of	ADP
cana-4249	75	24	diseases	disease	NOUN
cana-4249	75	25	on	on	ADP
cana-4249	75	26	a	a	DET
cana-4249	75	27	global	global	ADJ
cana-4249	75	28	scale	scale	NOUN
cana-4249	75	29	,	,	PUNCT
cana-4249	75	30	but	but	CCONJ
cana-4249	75	31	it	it	PRON
cana-4249	75	32	is	be	AUX
cana-4249	75	33	easy	easy	ADJ
cana-4249	75	34	to	to	PART
cana-4249	75	35	adopt	adopt	VERB
cana-4249	75	36	across	across	ADP
cana-4249	75	37	various	various	ADJ
cana-4249	75	38	healthcare	healthcare	NOUN
cana-4249	75	39	systems	system	NOUN
cana-4249	75	40	and	and	CCONJ
cana-4249	75	41	regions[1	regions[1	NOUN
cana-4249	75	42	-	-	SYM
cana-4249	75	43	7	7	NUM
cana-4249	75	44	]	]	PUNCT
cana-4249	75	45	.	.	PUNCT
cana-4249	76	1	2	2	X
cana-4249	76	2	.	.	X
cana-4249	76	3	literature	literature	NOUN
cana-4249	76	4	review	review	PROPN
cana-4249	76	5	title	title	NOUN
cana-4249	76	6	author	author	NOUN
cana-4249	76	7	techniques	technique	NOUN
cana-4249	76	8	limitations	limitation	NOUN
cana-4249	76	9	1.a	1.a	NUM
cana-4249	76	10	review	review	NOUN
cana-4249	76	11	of	of	ADP
cana-4249	76	12	convolutional	convolutional	ADJ
cana-4249	76	13	neural	neural	ADJ
cana-4249	76	14	network	network	NOUN
cana-4249	76	15	based	base	VERB
cana-4249	76	16	methods	method	NOUN
cana-4249	76	17	for	for	ADP
cana-4249	76	18	medical	medical	ADJ
cana-4249	76	19	image	image	NOUN
cana-4249	76	20	classificatio	classificatio	PROPN
cana-4249	76	21	n.	n.	PROPN
cana-4249	76	22	chao	chao	PROPN
cana-4249	76	23	chen	chen	PROPN
cana-4249	76	24	,	,	PUNCT
cana-4249	76	25	nor	nor	CCONJ
cana-4249	76	26	ashidi	ashidi	NOUN
cana-4249	76	27	mat	mat	PROPN
cana-4249	76	28	isa	isa	PROPN
cana-4249	76	29	,	,	PUNCT
cana-4249	76	30	xin	xin	PROPN
cana-4249	76	31	liu	liu	PROPN
cana-4249	76	32	cnn	cnn	PROPN
cana-4249	76	33	,	,	PUNCT
cana-4249	76	34	da	da	PROPN
cana-4249	76	35	,	,	PUNCT
cana-4249	76	36	tl	tl	PROPN
cana-4249	76	37	techniques	technique	NOUN
cana-4249	76	38	,	,	PUNCT
cana-4249	76	39	multi	multi	ADJ
cana-4249	76	40	-	-	ADJ
cana-4249	76	41	modal	modal	ADJ
cana-4249	76	42	and	and	CCONJ
cana-4249	76	43	multi	multi	ADJ
cana-4249	76	44	-	-	ADJ
cana-4249	76	45	task	task	ADJ
cana-4249	76	46	learning	learning	NOUN
cana-4249	76	47	.	.	PUNCT
cana-4249	77	1	limited	limited	ADJ
cana-4249	77	2	availability	availability	NOUN
cana-4249	77	3	of	of	ADP
cana-4249	77	4	labeled	label	VERB
cana-4249	77	5	data	datum	NOUN
cana-4249	77	6	,	,	PUNCT
cana-4249	77	7	data	datum	NOUN
cana-4249	77	8	imbalance	imbalance	NOUN
cana-4249	77	9	,	,	PUNCT
cana-4249	77	10	generalizatio	generalizatio	NOUN
cana-4249	77	11	n	n	CCONJ
cana-4249	77	12	across	across	ADP
cana-4249	77	13	different	different	ADJ
cana-4249	77	14	populations	population	NOUN
cana-4249	77	15	and	and	CCONJ
cana-4249	77	16	imaging	imaging	NOUN
cana-4249	77	17	modalities	modality	NOUN
cana-4249	77	18	.	.	PUNCT
cana-4249	78	1	2.determin	2.determin	NUM
cana-4249	78	2	ation	ation	NOUN
cana-4249	78	3	of	of	ADP
cana-4249	78	4	covid-19	covid-19	PROPN
cana-4249	78	5	pneumonia	pneumonia	NOUN
cana-4249	78	6	based	base	VERB
cana-4249	78	7	on	on	ADP
cana-4249	78	8	generalized	generalized	ADJ
cana-4249	78	9	convolution	convolution	NOUN
cana-4249	78	10	al	al	PROPN
cana-4249	78	11	neural	neural	ADJ
cana-4249	78	12	network	network	NOUN
cana-4249	78	13	model	model	NOUN
cana-4249	78	14	from	from	ADP
cana-4249	78	15	chest	chest	NOUN
cana-4249	78	16	x	x	NOUN
cana-4249	78	17	-	-	NOUN
cana-4249	78	18	ray	ray	NOUN
cana-4249	78	19	images	image	NOUN
cana-4249	78	20	.	.	PUNCT
cana-4249	79	1	adi	adi	PROPN
cana-4249	79	2	alh	alh	PROPN
cana-4249	79	3	udhaif	udhaif	PROPN
cana-4249	79	4	,	,	PUNCT
cana-4249	79	5	kemal	kemal	PROPN
cana-4249	79	6	p	p	PROPN
cana-4249	79	7	olat	olat	NOUN
cana-4249	79	8	,	,	PUNCT
cana-4249	79	9	on	on	ADP
cana-4249	79	10	ur	ur	INTJ
cana-4249	79	11	kara	kara	PROPN
cana-4249	79	12	man	man	PROPN
cana-4249	79	13	cnn	cnn	PROPN
cana-4249	79	14	models	model	NOUN
cana-4249	79	15	with	with	ADP
cana-4249	79	16	tl	tl	PROPN
cana-4249	79	17	,	,	PUNCT
cana-4249	79	18	stochastic	stochastic	ADJ
cana-4249	79	19	gradient	gradient	ADJ
cana-4249	79	20	descent	descent	NOUN
cana-4249	79	21	(	(	PUNCT
cana-4249	79	22	sgd	sgd	NOUN
cana-4249	79	23	)	)	PUNCT
cana-4249	79	24	,	,	PUNCT
cana-4249	79	25	image	image	NOUN
cana-4249	79	26	augmentation	augmentation	NOUN
cana-4249	79	27	,	,	PUNCT
cana-4249	79	28	gcam	gcam	NOUN
cana-4249	79	29	,	,	PUNCT
cana-4249	79	30	confusion	confusion	NOUN
cana-4249	79	31	matrices	matrix	NOUN
cana-4249	79	32	dependence	dependence	NOUN
cana-4249	79	33	on	on	ADP
cana-4249	79	34	radiological	radiological	ADJ
cana-4249	79	35	expertise	expertise	NOUN
cana-4249	79	36	,	,	PUNCT
cana-4249	79	37	model	model	NOUN
cana-4249	79	38	performance	performance	NOUN
cana-4249	79	39	,	,	PUNCT
cana-4249	79	40	data	datum	NOUN
cana-4249	79	41	imbalance	imbalance	NOUN
cana-4249	79	42	,	,	PUNCT
cana-4249	79	43	data	datum	NOUN
cana-4249	79	44	bias	bias	NOUN
cana-4249	79	45	3	3	NUM
cana-4249	79	46	.	.	PUNCT
cana-4249	80	1	an	an	DET
cana-4249	80	2	integrated	integrate	VERB
cana-4249	80	3	deep	deep	ADJ
cana-4249	80	4	learning	learning	NOUN
cana-4249	80	5	and	and	CCONJ
cana-4249	80	6	supervised	supervise	VERB
cana-4249	80	7	kamini	kamini	PROPN
cana-4249	80	8	lamba	lamba	NOUN
cana-4249	80	9	,	,	PUNCT
cana-4249	80	10	shalli	shalli	PROPN
cana-4249	80	11	rani	rani	PROPN
cana-4249	80	12	,	,	PUNCT
cana-4249	80	13	monika	monika	PROPN
cana-4249	80	14	anand	anand	PROPN
cana-4249	80	15	vgg16	vgg16	VERB
cana-4249	80	16	deep	deep	ADJ
cana-4249	80	17	convolutional	convolutional	ADJ
cana-4249	80	18	network	network	NOUN
cana-4249	80	19	and	and	CCONJ
cana-4249	80	20	linear	linear	ADJ
cana-4249	80	21	support	support	NOUN
cana-4249	80	22	vector	vector	NOUN
cana-4249	80	23	machines	machine	NOUN
cana-4249	80	24	imaging	imaging	NOUN
cana-4249	80	25	modalities	modality	NOUN
cana-4249	80	26	,	,	PUNCT
cana-4249	80	27	dependence	dependence	NOUN
cana-4249	80	28	on	on	ADP
cana-4249	80	29	radiological	radiological	ADJ
cana-4249	80	30	expertise	expertise	NOUN
cana-4249	80	31	,	,	PUNCT
cana-4249	80	32	learning	learn	VERB
cana-4249	80	33	approach	approach	NOUN
cana-4249	80	34	for	for	ADP
cana-4249	80	35	early	early	ADJ
cana-4249	80	36	detection	detection	NOUN
cana-4249	80	37	of	of	ADP
cana-4249	80	38	brain	brain	NOUN
cana-4249	80	39	tumor	tumor	NOUN
cana-4249	80	40	using	use	VERB
cana-4249	80	41	magnetic	magnetic	ADJ
cana-4249	80	42	resonance	resonance	NOUN
cana-4249	80	43	imaging	imaging	NOUN
cana-4249	80	44	,	,	PUNCT
cana-4249	80	45	laks	laks	PROPN
cana-4249	80	46	hmana	hmana	PROPN
cana-4249	80	47	phanee	phanee	PROPN
cana-4249	80	48	ndra	ndra	PROPN
cana-4249	80	49	m	m	VERB
cana-4249	80	50	aguluri	aguluri	PROPN
cana-4249	80	51	(	(	PUNCT
cana-4249	80	52	svm),image	svm),image	NOUN
cana-4249	80	53	augumentation	augumentation	NOUN
cana-4249	80	54	data	datum	NOUN
cana-4249	80	55	imbalance	imbalance	NOUN
cana-4249	80	56	4.heart	4.heart	NUM
cana-4249	80	57	disease	disease	NOUN
cana-4249	80	58	detection	detection	NOUN
cana-4249	80	59	using	use	VERB
cana-4249	80	60	machine	machine	NOUN
cana-4249	80	61	learning	learning	NOUN
cana-4249	80	62	models	model	NOUN
cana-4249	80	63	amrit	amrit	VERB
cana-4249	80	64	singh	singh	PROPN
cana-4249	80	65	,	,	PUNCT
cana-4249	80	66	harisan	harisan	ADJ
cana-4249	80	67	kar	kar	PROPN
cana-4249	80	68	ma	ma	PROPN
cana-4249	80	69	hapatra	hapatra	PROPN
cana-4249	80	70	,	,	PUNCT
cana-4249	80	71	anil	anil	PROPN
cana-4249	80	72	kumar	kumar	PROPN
cana-4249	80	73	biswal	biswal	PROPN
cana-4249	80	74	,	,	PUNCT
cana-4249	80	75	madhu	madhu	PROPN
cana-4249	80	76	mita	mita	PROPN
cana-4249	80	77	m	m	VERB
cana-4249	80	78	ahapatr	ahapatr	VERB
cana-4249	80	79	a	a	PRON
cana-4249	80	80	,	,	PUNCT
cana-4249	80	81	deba	deba	PROPN
cana-4249	80	82	brata	brata	PROPN
cana-4249	80	83	si	si	PROPN
cana-4249	80	84	ngh	ngh	PROPN
cana-4249	80	85	,	,	PUNCT
cana-4249	80	86	m	m	PROPN
cana-4249	80	87	ilan	ilan	PROPN
cana-4249	80	88	sa	sa	PROPN
cana-4249	80	89	mantar	mantar	PROPN
cana-4249	80	90	ay	ay	PROPN
cana-4249	80	91	dt	dt	PROPN
cana-4249	80	92	,	,	PUNCT
cana-4249	80	93	rf	rf	ADJ
cana-4249	80	94	,	,	PUNCT
cana-4249	80	95	svm	svm	ADJ
cana-4249	80	96	,	,	PUNCT
cana-4249	80	97	pca	pca	NOUN
cana-4249	80	98	feature	feature	NOUN
cana-4249	80	99	selection	selection	NOUN
cana-4249	80	100	,	,	PUNCT
cana-4249	80	101	generalizatio	generalizatio	NOUN
cana-4249	80	102	n	n	CCONJ
cana-4249	80	103	,	,	PUNCT
cana-4249	80	104	data	datum	NOUN
cana-4249	80	105	dependency	dependency	NOUN
cana-4249	80	106	,	,	PUNCT
cana-4249	80	107	overfitting	overfitting	NOUN
cana-4249	80	108	,	,	PUNCT
cana-4249	80	109	co	co	NOUN
cana-4249	80	110	mputational	mputational	ADJ
cana-4249	80	111	complexity	complexity	NOUN
cana-4249	80	112	5.develope	5.develope	NUM
cana-4249	80	113	d	d	NOUN
cana-4249	80	114	a	a	DET
cana-4249	80	115	diagnostic	diagnostic	ADJ
cana-4249	80	116	system	system	NOUN
cana-4249	80	117	using	use	VERB
cana-4249	80	118	an	an	DET
cana-4249	80	119	optimized	optimize	VERB
cana-4249	80	120	xgboost	xgboost	NOUN
cana-4249	80	121	classifier	classifier	NOUN
cana-4249	80	122	to	to	PART
cana-4249	80	123	predict	predict	VERB
cana-4249	80	124	heart	heart	NOUN
cana-4249	80	125	disease	disease	NOUN
cana-4249	80	126	.	.	PUNCT
cana-4249	81	1	kartik	kartik	PROPN
cana-4249	81	2	budhol	budhol	PROPN
cana-4249	81	3	iya	iya	PROPN
cana-4249	81	4	,	,	PUNCT
cana-4249	81	5	shailen	shailen	PROPN
cana-4249	81	6	dra	dra	PROPN
cana-4249	81	7	kumar	kumar	PROPN
cana-4249	81	8	shrivas	shrivas	PROPN
cana-4249	81	9	tava	tava	PROPN
cana-4249	81	10	,	,	PUNCT
cana-4249	81	11	vivek	vivek	PROPN
cana-4249	81	12	sharma	sharma	PROPN
cana-4249	81	13	xgboost	xgboost	X
cana-4249	81	14	with	with	ADP
cana-4249	81	15	bayesian	bayesian	NOUN
cana-4249	81	16	optimization	optimization	NOUN
cana-4249	81	17	for	for	ADP
cana-4249	81	18	tuning	tune	VERB
cana-4249	81	19	hyper	hyper	ADJ
cana-4249	81	20	parameters	parameter	NOUN
cana-4249	81	21	and	and	CCONJ
cana-4249	81	22	one	one	NUM
cana-4249	81	23	-	-	PUNCT
cana-4249	81	24	hot	hot	ADJ
cana-4249	81	25	encoding	encoding	NOUN
cana-4249	81	26	for	for	ADP
cana-4249	81	27	categorical	categorical	ADJ
cana-4249	81	28	features	feature	NOUN
cana-4249	81	29	.	.	PUNCT
cana-4249	82	1	interpretabilit	interpretabilit	PROPN
cana-4249	82	2	y	y	PROPN
cana-4249	82	3	,	,	PUNCT
cana-4249	82	4	generalizatio	generalizatio	NOUN
cana-4249	82	5	n	n	CCONJ
cana-4249	82	6	across	across	ADP
cana-4249	82	7	diverse	diverse	ADJ
cana-4249	82	8	datasets	dataset	NOUN
cana-4249	82	9	,	,	PUNCT
cana-4249	82	10	optimizing	optimize	VERB
cana-4249	82	11	for	for	ADP
cana-4249	82	12	computational	computational	ADJ
cana-4249	82	13	efficiency	efficiency	NOUN
cana-4249	82	14	,	,	PUNCT
cana-4249	82	15	enh	enh	AUX
cana-4249	82	16	ancing	ance	VERB
cana-4249	82	17	fairness	fairness	NOUN
cana-4249	82	18	and	and	CCONJ
cana-4249	82	19	ethical	ethical	ADJ
cana-4249	82	20	considerations	consideration	NOUN
cana-4249	82	21	in	in	ADP
cana-4249	82	22	medical	medical	ADJ
cana-4249	82	23	diagnostics	diagnostic	NOUN
cana-4249	82	24	.	.	PUNCT
cana-4249	83	1	communications	communication	NOUN
cana-4249	83	2	on	on	ADP
cana-4249	83	3	applied	apply	VERB
cana-4249	83	4	nonlinear	nonlinear	ADJ
cana-4249	83	5	analysis	analysis	NOUN
cana-4249	83	6	issn	issn	NOUN
cana-4249	83	7	:	:	PUNCT
cana-4249	83	8	1074	1074	NUM
cana-4249	83	9	-	-	PUNCT
cana-4249	83	10	133x	133x	NUM
cana-4249	83	11	vol	vol	NOUN
cana-4249	83	12	32	32	NUM
cana-4249	83	13	no	no	NOUN
cana-4249	83	14	.	.	PUNCT
cana-4249	84	1	9s	9s	NUM
cana-4249	84	2	(	(	PUNCT
cana-4249	84	3	2025	2025	NUM
cana-4249	84	4	)	)	PUNCT
cana-4249	84	5	1609	1609	NUM
cana-4249	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	84	7	and	and	CCONJ
cana-4249	84	8	augmentation	augmentation	NOUN
cana-4249	84	9	of	of	ADP
cana-4249	84	10	the	the	DET
cana-4249	84	11	training	training	NOUN
cana-4249	84	12	and	and	CCONJ
cana-4249	84	13	test	test	NOUN
cana-4249	84	14	datasets	dataset	NOUN
cana-4249	84	15	.	.	PUNCT
cana-4249	85	1	it	it	PRON
cana-4249	85	2	constructs	construct	VERB
cana-4249	85	3	a	a	DET
cana-4249	85	4	cnn	cnn	NOUN
cana-4249	85	5	with	with	ADP
cana-4249	85	6	convolutional	convolutional	ADJ
cana-4249	85	7	pooling	pooling	NOUN
cana-4249	85	8	combined	combine	VERB
cana-4249	85	9	and	and	CCONJ
cana-4249	85	10	fully	fully	ADV
cana-4249	85	11	connected	connected	ADJ
cana-4249	85	12	layers	layer	NOUN
cana-4249	85	13	.	.	PUNCT
cana-4249	86	1	it	it	PRON
cana-4249	86	2	is	be	AUX
cana-4249	86	3	then	then	ADV
cana-4249	86	4	compiled	compile	VERB
cana-4249	86	5	with	with	ADP
cana-4249	86	6	an	an	DET
cana-4249	86	7	adam	adam	PROPN
cana-4249	86	8	optimizer	optimizer	NOUN
cana-4249	86	9	and	and	CCONJ
cana-4249	86	10	binary	binary	PROPN
cana-4249	86	11	crossentropy	crossentropy	PROPN
cana-4249	86	12	loss	loss	NOUN
cana-4249	86	13	,	,	PUNCT
cana-4249	86	14	trained	train	VERB
cana-4249	86	15	on	on	ADP
cana-4249	86	16	the	the	DET
cana-4249	86	17	dataset	dataset	NOUN
cana-4249	86	18	and	and	CCONJ
cana-4249	86	19	saved	save	VERB
cana-4249	86	20	into	into	ADP
cana-4249	86	21	a	a	DET
cana-4249	86	22	file	file	NOUN
cana-4249	86	23	.	.	PUNCT
cana-4249	87	1	this	this	DET
cana-4249	87	2	framework	framework	NOUN
cana-4249	87	3	aids	aid	NOUN
cana-4249	87	4	in	in	ADP
cana-4249	87	5	the	the	DET
cana-4249	87	6	classification	classification	NOUN
cana-4249	87	7	of	of	ADP
cana-4249	87	8	chest	chest	NOUN
cana-4249	87	9	x	x	NOUN
cana-4249	87	10	-	-	NOUN
cana-4249	87	11	ray	ray	NOUN
cana-4249	87	12	images	image	NOUN
cana-4249	87	13	for	for	ADP
cana-4249	87	14	detecting	detect	VERB
cana-4249	87	15	covid19	covid19	NOUN
cana-4249	87	16	.	.	PUNCT
cana-4249	88	1	3	3	X
cana-4249	88	2	.	.	X
cana-4249	88	3	methodology	methodology	NOUN
cana-4249	88	4	1	1	X
cana-4249	88	5	.	.	PUNCT
cana-4249	88	6	covid	covid	VERB
cana-4249	88	7	this	this	DET
cana-4249	88	8	code	code	NOUN
cana-4249	88	9	sets	set	VERB
cana-4249	88	10	up	up	ADP
cana-4249	88	11	image	image	NOUN
cana-4249	88	12	data	datum	NOUN
cana-4249	88	13	generators	generator	NOUN
cana-4249	88	14	for	for	ADP
cana-4249	88	15	preprocessing	preprocesse	VERB
cana-4249	88	16	pneumonia	pneumonia	NOUN
cana-4249	88	17	this	this	DET
cana-4249	88	18	code	code	NOUN
cana-4249	88	19	build	build	VERB
cana-4249	88	20	a	a	DET
cana-4249	88	21	convolutional	convolutional	ADJ
cana-4249	88	22	neural	neural	ADJ
cana-4249	88	23	network	network	NOUN
cana-4249	88	24	that	that	PRON
cana-4249	88	25	is	be	AUX
cana-4249	88	26	supposed	suppose	VERB
cana-4249	88	27	to	to	PART
cana-4249	88	28	classify	classify	VERB
cana-4249	88	29	chest	chest	NOUN
cana-4249	88	30	x	x	NOUN
cana-4249	88	31	-	-	NOUN
cana-4249	88	32	rays	ray	NOUN
cana-4249	88	33	in	in	ADP
cana-4249	88	34	the	the	DET
cana-4249	88	35	detection	detection	NOUN
cana-4249	88	36	of	of	ADP
cana-4249	88	37	pneumonia	pneumonia	NOUN
cana-4249	88	38	.	.	PUNCT
cana-4249	89	1	it	it	PRON
cana-4249	89	2	starts	start	VERB
cana-4249	89	3	by	by	ADP
cana-4249	89	4	the	the	DET
cana-4249	89	5	importing	importing	NOUN
cana-4249	89	6	of	of	ADP
cana-4249	89	7	requisite	requisite	ADJ
cana-4249	89	8	libraries	library	NOUN
cana-4249	89	9	and	and	CCONJ
cana-4249	89	10	specifying	specify	VERB
cana-4249	89	11	the	the	DET
cana-4249	89	12	dataset	dataset	NOUN
cana-4249	89	13	paths	path	NOUN
cana-4249	89	14	.	.	PUNCT
cana-4249	90	1	the	the	DET
cana-4249	90	2	images	image	NOUN
cana-4249	90	3	are	be	AUX
cana-4249	90	4	otherwise	otherwise	ADV
cana-4249	90	5	preprocessed	preprocesse	VERB
cana-4249	90	6	using	use	VERB
cana-4249	90	7	image	image	NOUN
cana-4249	90	8	data	datum	NOUN
cana-4249	90	9	generators	generator	NOUN
cana-4249	90	10	,	,	PUNCT
cana-4249	90	11	which	which	PRON
cana-4249	90	12	involve	involve	VERB
cana-4249	90	13	rescaling	rescale	VERB
cana-4249	90	14	and	and	CCONJ
cana-4249	90	15	augmentation	augmentation	NOUN
cana-4249	90	16	techniques	technique	NOUN
cana-4249	90	17	.	.	PUNCT
cana-4249	91	1	the	the	DET
cana-4249	91	2	layers	layer	NOUN
cana-4249	91	3	of	of	ADP
cana-4249	91	4	the	the	DET
cana-4249	91	5	cnn	cnn	PROPN
cana-4249	91	6	model	model	NOUN
cana-4249	91	7	include	include	VERB
cana-4249	91	8	convolution	convolution	NOUN
cana-4249	91	9	,	,	PUNCT
cana-4249	91	10	pooling	pooling	NOUN
cana-4249	91	11	,	,	PUNCT
cana-4249	91	12	flatten	flatten	VERB
cana-4249	91	13	and	and	CCONJ
cana-4249	91	14	also	also	ADV
cana-4249	91	15	full	full	ADJ
cana-4249	91	16	connected	connected	ADJ
cana-4249	91	17	.	.	PUNCT
cana-4249	92	1	the	the	DET
cana-4249	92	2	adam	adam	PROPN
cana-4249	92	3	optimizer	optimizer	NOUN
cana-4249	92	4	and	and	CCONJ
cana-4249	92	5	binary	binary	ADJ
cana-4249	92	6	crossentropy	crossentropy	NOUN
cana-4249	92	7	in	in	ADP
cana-4249	92	8	the	the	DET
cana-4249	92	9	model	model	NOUN
cana-4249	92	10	is	be	AUX
cana-4249	92	11	compiled	compile	VERB
cana-4249	92	12	and	and	CCONJ
cana-4249	92	13	trained	train	VERB
cana-4249	92	14	using	use	VERB
cana-4249	92	15	the	the	DET
cana-4249	92	16	given	give	VERB
cana-4249	92	17	dataset	dataset	NOUN
cana-4249	92	18	with	with	ADP
cana-4249	92	19	early	early	ADJ
cana-4249	92	20	stopping	stopping	NOUN
cana-4249	92	21	and	and	CCONJ
cana-4249	92	22	model	model	NOUN
cana-4249	92	23	checkpoints	checkpoint	NOUN
cana-4249	92	24	.	.	PUNCT
cana-4249	93	1	the	the	DET
cana-4249	93	2	model	model	NOUN
cana-4249	93	3	is	be	AUX
cana-4249	93	4	thus	thus	ADV
cana-4249	93	5	evaluated	evaluate	VERB
cana-4249	93	6	on	on	ADP
cana-4249	93	7	a	a	DET
cana-4249	93	8	test	test	NOUN
cana-4249	93	9	dataset	dataset	NOUN
cana-4249	93	10	and	and	CCONJ
cana-4249	93	11	a	a	DET
cana-4249	93	12	function	function	NOUN
cana-4249	93	13	is	be	AUX
cana-4249	93	14	provided	provide	VERB
cana-4249	93	15	to	to	PART
cana-4249	93	16	make	make	VERB
cana-4249	93	17	predictions	prediction	NOUN
cana-4249	93	18	upon	upon	SCONJ
cana-4249	93	19	single	single	ADJ
cana-4249	93	20	images	image	NOUN
cana-4249	93	21	.	.	PUNCT
cana-4249	94	1	the	the	DET
cana-4249	94	2	accuracy	accuracy	NOUN
cana-4249	94	3	through	through	ADP
cana-4249	94	4	training	training	NOUN
cana-4249	94	5	and	and	CCONJ
cana-4249	94	6	validation	validation	NOUN
cana-4249	94	7	will	will	AUX
cana-4249	94	8	be	be	AUX
cana-4249	94	9	plotted	plot	VERB
cana-4249	94	10	for	for	ADP
cana-4249	94	11	the	the	DET
cana-4249	94	12	sake	sake	NOUN
cana-4249	94	13	of	of	ADP
cana-4249	94	14	seeing	see	VERB
cana-4249	94	15	how	how	SCONJ
cana-4249	94	16	well	well	ADV
cana-4249	94	17	the	the	DET
cana-4249	94	18	model	model	NOUN
cana-4249	94	19	performed	perform	VERB
cana-4249	94	20	.	.	PUNCT
cana-4249	95	1	communications	communication	NOUN
cana-4249	95	2	on	on	ADP
cana-4249	95	3	applied	apply	VERB
cana-4249	95	4	nonlinear	nonlinear	ADJ
cana-4249	95	5	analysis	analysis	NOUN
cana-4249	95	6	issn	issn	NOUN
cana-4249	95	7	:	:	PUNCT
cana-4249	95	8	1074	1074	NUM
cana-4249	95	9	-	-	PUNCT
cana-4249	95	10	133x	133x	NUM
cana-4249	95	11	vol	vol	NOUN
cana-4249	95	12	32	32	NUM
cana-4249	95	13	no	no	NOUN
cana-4249	95	14	.	.	PUNCT
cana-4249	96	1	9s	9s	NUM
cana-4249	96	2	(	(	PUNCT
cana-4249	96	3	2025	2025	NUM
cana-4249	96	4	)	)	PUNCT
cana-4249	96	5	1610	1610	NUM
cana-4249	97	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	97	2	2	2	X
cana-4249	97	3	.	.	PUNCT
cana-4249	97	4	heart	heart	NOUN
cana-4249	97	5	disease	disease	NOUN
cana-4249	97	6	it	it	PRON
cana-4249	97	7	works	work	VERB
cana-4249	97	8	on	on	ADP
cana-4249	97	9	creating	create	VERB
cana-4249	97	10	a	a	DET
cana-4249	97	11	random	random	ADJ
cana-4249	97	12	forest	forest	NOUN
cana-4249	97	13	classifier	classifier	NOUN
cana-4249	97	14	to	to	PART
cana-4249	97	15	predict	predict	VERB
cana-4249	97	16	the	the	DET
cana-4249	97	17	chance	chance	NOUN
cana-4249	97	18	of	of	ADP
cana-4249	97	19	heart	heart	NOUN
cana-4249	97	20	disease	disease	NOUN
cana-4249	97	21	in	in	ADP
cana-4249	97	22	persons	person	NOUN
cana-4249	97	23	.	.	PUNCT
cana-4249	98	1	it	it	PRON
cana-4249	98	2	commences	commence	VERB
cana-4249	98	3	with	with	ADP
cana-4249	98	4	the	the	DET
cana-4249	98	5	importation	importation	NOUN
cana-4249	98	6	of	of	ADP
cana-4249	98	7	necessary	necessary	ADJ
cana-4249	98	8	libraries	library	NOUN
cana-4249	98	9	and	and	CCONJ
cana-4249	98	10	loads	load	VERB
cana-4249	98	11	the	the	DET
cana-4249	98	12	dataset	dataset	NOUN
cana-4249	98	13	.	.	PUNCT
cana-4249	99	1	features	feature	NOUN
cana-4249	99	2	and	and	CCONJ
cana-4249	99	3	target	target	NOUN
cana-4249	99	4	variables	variable	NOUN
cana-4249	99	5	are	be	AUX
cana-4249	99	6	defined	define	VERB
cana-4249	99	7	,	,	PUNCT
cana-4249	99	8	splitting	split	VERB
cana-4249	99	9	the	the	DET
cana-4249	99	10	data	datum	NOUN
cana-4249	99	11	into	into	ADP
cana-4249	99	12	training	training	NOUN
cana-4249	99	13	and	and	CCONJ
cana-4249	99	14	test	test	NOUN
cana-4249	99	15	sets	set	NOUN
cana-4249	99	16	.	.	PUNCT
cana-4249	100	1	a	a	DET
cana-4249	100	2	random	random	ADJ
cana-4249	100	3	forest	forest	NOUN
cana-4249	100	4	model	model	NOUN
cana-4249	100	5	is	be	AUX
cana-4249	100	6	initialized	initialize	VERB
cana-4249	100	7	and	and	CCONJ
cana-4249	100	8	is	be	AUX
cana-4249	100	9	trained	train	VERB
cana-4249	100	10	on	on	ADP
cana-4249	100	11	the	the	DET
cana-4249	100	12	training	training	NOUN
cana-4249	100	13	data	datum	NOUN
cana-4249	100	14	.	.	PUNCT
cana-4249	101	1	a	a	DET
cana-4249	101	2	trained	train	VERB
cana-4249	101	3	model	model	NOUN
cana-4249	101	4	is	be	AUX
cana-4249	101	5	saved	save	VERB
cana-4249	101	6	to	to	ADP
cana-4249	101	7	a	a	DET
cana-4249	101	8	file	file	NOUN
cana-4249	101	9	for	for	ADP
cana-4249	101	10	further	further	ADJ
cana-4249	101	11	usage	usage	NOUN
cana-4249	101	12	.	.	PUNCT
cana-4249	102	1	the	the	DET
cana-4249	102	2	prediction	prediction	NOUN
cana-4249	102	3	,	,	PUNCT
cana-4249	102	4	with	with	ADP
cana-4249	102	5	the	the	DET
cana-4249	102	6	test	test	NOUN
cana-4249	102	7	set	set	NOUN
cana-4249	102	8	,	,	PUNCT
cana-4249	102	9	evaluates	evaluate	VERB
cana-4249	102	10	the	the	DET
cana-4249	102	11	model	model	NOUN
cana-4249	102	12	performance	performance	NOUN
cana-4249	102	13	in	in	ADP
cana-4249	102	14	terms	term	NOUN
cana-4249	102	15	of	of	ADP
cana-4249	102	16	accuracy	accuracy	NOUN
cana-4249	102	17	,	,	PUNCT
cana-4249	102	18	confusion	confusion	NOUN
cana-4249	102	19	matrix	matrix	NOUN
cana-4249	102	20	,	,	PUNCT
cana-4249	102	21	and	and	CCONJ
cana-4249	102	22	classification	classification	NOUN
cana-4249	102	23	report	report	NOUN
cana-4249	102	24	.	.	PUNCT
cana-4249	103	1	feature	feature	NOUN
cana-4249	103	2	importance	importance	NOUN
cana-4249	103	3	calculations	calculation	NOUN
cana-4249	103	4	are	be	AUX
cana-4249	103	5	displayed	display	VERB
cana-4249	103	6	thereafter	thereafter	ADV
cana-4249	103	7	.	.	PUNCT
cana-4249	104	1	the	the	DET
cana-4249	104	2	saved	save	VERB
cana-4249	104	3	suit	suit	NOUN
cana-4249	104	4	is	be	AUX
cana-4249	104	5	loaded	load	VERB
cana-4249	104	6	to	to	PART
cana-4249	104	7	make	make	VERB
cana-4249	104	8	a	a	DET
cana-4249	104	9	single	single	ADJ
cana-4249	104	10	prediction	prediction	NOUN
cana-4249	104	11	with	with	ADP
cana-4249	104	12	a	a	DET
cana-4249	104	13	sample	sample	NOUN
cana-4249	104	14	input	input	NOUN
cana-4249	104	15	data	datum	NOUN
cana-4249	104	16	.	.	PUNCT
cana-4249	105	1	the	the	DET
cana-4249	105	2	structure	structure	NOUN
cana-4249	105	3	depicts	depict	VERB
cana-4249	105	4	the	the	DET
cana-4249	105	5	entire	entire	ADJ
cana-4249	105	6	process	process	NOUN
cana-4249	105	7	of	of	ADP
cana-4249	105	8	training	training	NOUN
cana-4249	105	9	,	,	PUNCT
cana-4249	105	10	testing	testing	NOUN
cana-4249	105	11	,	,	PUNCT
cana-4249	105	12	and	and	CCONJ
cana-4249	105	13	deploying	deploying	NOUN
cana-4249	105	14	of	of	ADP
cana-4249	105	15	a	a	DET
cana-4249	105	16	random	random	ADJ
cana-4249	105	17	forest	forest	NOUN
cana-4249	105	18	classifier	classifier	NOUN
cana-4249	105	19	for	for	ADP
cana-4249	105	20	heart	heart	NOUN
cana-4249	105	21	disease	disease	NOUN
cana-4249	105	22	prediction	prediction	NOUN
cana-4249	105	23	3	3	NUM
cana-4249	105	24	.	.	PUNCT
cana-4249	105	25	alhemeries	alhemerie	NOUN
cana-4249	105	26	this	this	DET
cana-4249	105	27	code	code	NOUN
cana-4249	105	28	snippet	snippet	NOUN
cana-4249	105	29	provides	provide	VERB
cana-4249	105	30	steps	step	NOUN
cana-4249	105	31	involved	involve	VERB
cana-4249	105	32	in	in	ADP
cana-4249	105	33	the	the	DET
cana-4249	105	34	construction	construction	NOUN
cana-4249	105	35	of	of	ADP
cana-4249	105	36	a	a	DET
cana-4249	105	37	random	random	ADJ
cana-4249	105	38	forest	forest	NOUN
cana-4249	105	39	classifier	classifier	NOUN
cana-4249	105	40	for	for	ADP
cana-4249	105	41	the	the	DET
cana-4249	105	42	prediction	prediction	NOUN
cana-4249	105	43	of	of	ADP
cana-4249	105	44	alzheimer	alzheimer	PROPN
cana-4249	105	45	's	's	PART
cana-4249	105	46	disease	disease	NOUN
cana-4249	105	47	.	.	PUNCT
cana-4249	106	1	it	it	PRON
cana-4249	106	2	imports	import	VERB
cana-4249	106	3	necessary	necessary	ADJ
cana-4249	106	4	libraries	library	NOUN
cana-4249	106	5	and	and	CCONJ
cana-4249	106	6	loads	load	VERB
cana-4249	106	7	the	the	DET
cana-4249	106	8	dataset	dataset	NOUN
cana-4249	106	9	.	.	PUNCT
cana-4249	107	1	features	feature	NOUN
cana-4249	107	2	and	and	CCONJ
cana-4249	107	3	target	target	NOUN
cana-4249	107	4	variables	variable	NOUN
cana-4249	107	5	are	be	AUX
cana-4249	107	6	defined	define	VERB
cana-4249	107	7	,	,	PUNCT
cana-4249	107	8	after	after	ADP
cana-4249	107	9	which	which	PRON
cana-4249	107	10	the	the	DET
cana-4249	107	11	dataset	dataset	NOUN
cana-4249	107	12	is	be	AUX
cana-4249	107	13	split	split	VERB
cana-4249	107	14	into	into	ADP
cana-4249	107	15	training	training	NOUN
cana-4249	107	16	and	and	CCONJ
cana-4249	107	17	testing	testing	NOUN
cana-4249	107	18	sets	set	NOUN
cana-4249	107	19	.	.	PUNCT
cana-4249	108	1	smote	smote	NOUN
cana-4249	108	2	is	be	AUX
cana-4249	108	3	applied	apply	VERB
cana-4249	108	4	for	for	ADP
cana-4249	108	5	the	the	DET
cana-4249	108	6	resolution	resolution	NOUN
cana-4249	108	7	of	of	ADP
cana-4249	108	8	class	class	NOUN
cana-4249	108	9	imbalance	imbalance	NOUN
cana-4249	108	10	.	.	PUNCT
cana-4249	109	1	after	after	ADP
cana-4249	109	2	that	that	PRON
cana-4249	109	3	,	,	PUNCT
cana-4249	109	4	a	a	DET
cana-4249	109	5	random	random	ADJ
cana-4249	109	6	forest	forest	NOUN
cana-4249	109	7	model	model	NOUN
cana-4249	109	8	is	be	AUX
cana-4249	109	9	built	build	VERB
cana-4249	109	10	,	,	PUNCT
cana-4249	109	11	and	and	CCONJ
cana-4249	109	12	randomizedsearchcv	randomizedsearchcv	NOUN
cana-4249	109	13	is	be	AUX
cana-4249	109	14	applied	apply	VERB
cana-4249	109	15	for	for	ADP
cana-4249	109	16	hyperparameter	hyperparameter	NOUN
cana-4249	109	17	tuning	tuning	NOUN
cana-4249	109	18	.	.	PUNCT
cana-4249	110	1	finally	finally	ADV
cana-4249	110	2	,	,	PUNCT
cana-4249	110	3	the	the	DET
cana-4249	110	4	cross	cross	ADJ
cana-4249	110	5	-	-	ADJ
cana-4249	110	6	validation	validation	ADJ
cana-4249	110	7	evaluation	evaluation	NOUN
cana-4249	110	8	metrics	metric	NOUN
cana-4249	110	9	are	be	AUX
cana-4249	110	10	acquired	acquire	VERB
cana-4249	110	11	using	use	VERB
cana-4249	110	12	the	the	DET
cana-4249	110	13	best	good	ADJ
cana-4249	110	14	estimator	estimator	NOUN
cana-4249	110	15	from	from	ADP
cana-4249	110	16	the	the	DET
cana-4249	110	17	random	random	ADJ
cana-4249	110	18	search	search	NOUN
cana-4249	110	19	.	.	PUNCT
cana-4249	111	1	predictions	prediction	NOUN
cana-4249	111	2	for	for	ADP
cana-4249	111	3	the	the	DET
cana-4249	111	4	test	test	NOUN
cana-4249	111	5	set	set	NOUN
cana-4249	111	6	are	be	AUX
cana-4249	111	7	then	then	ADV
cana-4249	111	8	made	make	VERB
cana-4249	111	9	by	by	ADP
cana-4249	111	10	measuring	measure	VERB
cana-4249	111	11	the	the	DET
cana-4249	111	12	accuracy	accuracy	NOUN
cana-4249	111	13	and	and	CCONJ
cana-4249	111	14	classification	classification	NOUN
cana-4249	111	15	report	report	NOUN
cana-4249	111	16	.	.	PUNCT
cana-4249	112	1	the	the	DET
cana-4249	112	2	trained	train	VERB
cana-4249	112	3	model	model	NOUN
cana-4249	112	4	is	be	AUX
cana-4249	112	5	further	far	ADV
cana-4249	112	6	saved	save	VERB
cana-4249	112	7	to	to	PART
cana-4249	112	8	fulfill	fulfill	VERB
cana-4249	112	9	the	the	DET
cana-4249	112	10	future	future	ADJ
cana-4249	112	11	use	use	NOUN
cana-4249	112	12	.	.	PUNCT
cana-4249	113	1	a	a	DET
cana-4249	113	2	function	function	NOUN
cana-4249	113	3	is	be	AUX
cana-4249	113	4	thereby	thereby	ADV
cana-4249	113	5	defined	define	VERB
cana-4249	113	6	to	to	PART
cana-4249	113	7	load	load	VERB
cana-4249	113	8	the	the	DET
cana-4249	113	9	stored	store	VERB
cana-4249	113	10	model	model	NOUN
cana-4249	113	11	for	for	ADP
cana-4249	113	12	predictions	prediction	NOUN
cana-4249	113	13	on	on	ADP
cana-4249	113	14	new	new	ADJ
cana-4249	113	15	data	datum	NOUN
cana-4249	113	16	.	.	PUNCT
cana-4249	114	1	an	an	DET
cana-4249	114	2	example	example	NOUN
cana-4249	114	3	usage	usage	NOUN
cana-4249	114	4	has	have	AUX
cana-4249	114	5	been	be	AUX
cana-4249	114	6	provided	provide	VERB
cana-4249	114	7	as	as	ADV
cana-4249	114	8	well	well	ADV
cana-4249	114	9	.	.	PUNCT
cana-4249	115	1	communications	communication	NOUN
cana-4249	115	2	on	on	ADP
cana-4249	115	3	applied	apply	VERB
cana-4249	115	4	nonlinear	nonlinear	ADJ
cana-4249	115	5	analysis	analysis	NOUN
cana-4249	115	6	issn	issn	NOUN
cana-4249	115	7	:	:	PUNCT
cana-4249	115	8	1074	1074	NUM
cana-4249	115	9	-	-	PUNCT
cana-4249	115	10	133x	133x	NUM
cana-4249	115	11	vol	vol	NOUN
cana-4249	115	12	32	32	NUM
cana-4249	115	13	no	no	NOUN
cana-4249	115	14	.	.	PUNCT
cana-4249	116	1	9s	9s	NUM
cana-4249	116	2	(	(	PUNCT
cana-4249	116	3	2025	2025	NUM
cana-4249	116	4	)	)	PUNCT
cana-4249	116	5	1611	1611	NUM
cana-4249	116	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	116	7	4	4	X
cana-4249	116	8	.	.	PUNCT
cana-4249	116	9	breast	breast	NOUN
cana-4249	116	10	cancer	cancer	NOUN
cana-4249	116	11	the	the	DET
cana-4249	116	12	code	code	NOUN
cana-4249	116	13	snippet	snippet	NOUN
cana-4249	116	14	demonstrates	demonstrate	VERB
cana-4249	116	15	how	how	SCONJ
cana-4249	116	16	to	to	PART
cana-4249	116	17	build	build	VERB
cana-4249	116	18	a	a	DET
cana-4249	116	19	random	random	ADJ
cana-4249	116	20	forest	forest	NOUN
cana-4249	116	21	classifier	classifier	NOUN
cana-4249	116	22	for	for	ADP
cana-4249	116	23	breast	breast	NOUN
cana-4249	116	24	cancer	cancer	NOUN
cana-4249	116	25	prediction	prediction	NOUN
cana-4249	116	26	.	.	PUNCT
cana-4249	117	1	it	it	PRON
cana-4249	117	2	starts	start	VERB
cana-4249	117	3	by	by	ADP
cana-4249	117	4	importing	import	VERB
cana-4249	117	5	necessary	necessary	ADJ
cana-4249	117	6	libraries	library	NOUN
cana-4249	117	7	and	and	CCONJ
cana-4249	117	8	loading	load	VERB
cana-4249	117	9	the	the	DET
cana-4249	117	10	dataset	dataset	NOUN
cana-4249	117	11	.	.	PUNCT
cana-4249	118	1	the	the	DET
cana-4249	118	2	'	'	PUNCT
cana-4249	118	3	diagnosis	diagnosis	NOUN
cana-4249	118	4	'	'	PUNCT
cana-4249	118	5	column	column	NOUN
cana-4249	118	6	is	be	AUX
cana-4249	118	7	encoded	encode	VERB
cana-4249	118	8	,	,	PUNCT
cana-4249	118	9	and	and	CCONJ
cana-4249	118	10	the	the	DET
cana-4249	118	11	'	'	PUNCT
cana-4249	118	12	i	i	PROPN
cana-4249	118	13	d	d	NOUN
cana-4249	118	14	'	'	PUNCT
cana-4249	118	15	column	column	NOUN
cana-4249	118	16	is	be	AUX
cana-4249	118	17	dropped	drop	VERB
cana-4249	118	18	.	.	PUNCT
cana-4249	119	1	missing	miss	VERB
cana-4249	119	2	values	value	NOUN
cana-4249	119	3	in	in	ADP
cana-4249	119	4	the	the	DET
cana-4249	119	5	features	feature	NOUN
cana-4249	119	6	are	be	AUX
cana-4249	119	7	handled	handle	VERB
cana-4249	119	8	using	use	VERB
cana-4249	119	9	simple	simple	ADJ
cana-4249	119	10	imputer	imputer	NOUN
cana-4249	119	11	.	.	PUNCT
cana-4249	120	1	the	the	DET
cana-4249	120	2	dataset	dataset	NOUN
cana-4249	120	3	is	be	AUX
cana-4249	120	4	split	split	VERB
cana-4249	120	5	into	into	ADP
cana-4249	120	6	training	training	NOUN
cana-4249	120	7	and	and	CCONJ
cana-4249	120	8	testing	testing	NOUN
cana-4249	120	9	sets	set	NOUN
cana-4249	120	10	.	.	PUNCT
cana-4249	121	1	a	a	DET
cana-4249	121	2	random	random	ADJ
cana-4249	121	3	forest	forest	NOUN
cana-4249	121	4	model	model	NOUN
cana-4249	121	5	is	be	AUX
cana-4249	121	6	initialized	initialize	VERB
cana-4249	121	7	and	and	CCONJ
cana-4249	121	8	trained	train	VERB
cana-4249	121	9	on	on	ADP
cana-4249	121	10	the	the	DET
cana-4249	121	11	training	training	NOUN
cana-4249	121	12	data	datum	NOUN
cana-4249	121	13	.	.	PUNCT
cana-4249	122	1	the	the	DET
cana-4249	122	2	model	model	NOUN
cana-4249	122	3	's	's	PART
cana-4249	122	4	performance	performance	NOUN
cana-4249	122	5	is	be	AUX
cana-4249	122	6	evaluated	evaluate	VERB
cana-4249	122	7	using	use	VERB
cana-4249	122	8	accuracy	accuracy	NOUN
cana-4249	122	9	and	and	CCONJ
cana-4249	122	10	confusion	confusion	NOUN
cana-4249	122	11	matrix	matrix	NOUN
cana-4249	122	12	.	.	PUNCT
cana-4249	123	1	the	the	DET
cana-4249	123	2	trained	train	VERB
cana-4249	123	3	model	model	NOUN
cana-4249	123	4	is	be	AUX
cana-4249	123	5	saved	save	VERB
cana-4249	123	6	to	to	ADP
cana-4249	123	7	a	a	DET
cana-4249	123	8	file	file	NOUN
cana-4249	123	9	using	use	VERB
cana-4249	123	10	joblib	joblib	NOUN
cana-4249	123	11	.	.	PUNCT
cana-4249	124	1	an	an	DET
cana-4249	124	2	example	example	NOUN
cana-4249	124	3	prediction	prediction	NOUN
cana-4249	124	4	is	be	AUX
cana-4249	124	5	made	make	VERB
cana-4249	124	6	using	use	VERB
cana-4249	124	7	input	input	NOUN
cana-4249	124	8	data	datum	NOUN
cana-4249	124	9	,	,	PUNCT
cana-4249	124	10	and	and	CCONJ
cana-4249	124	11	the	the	DET
cana-4249	124	12	result	result	NOUN
cana-4249	124	13	is	be	AUX
cana-4249	124	14	printed	print	VERB
cana-4249	124	15	.	.	PUNCT
cana-4249	125	1	this	this	DET
cana-4249	125	2	workflow	workflow	NOUN
cana-4249	125	3	provides	provide	VERB
cana-4249	125	4	a	a	DET
cana-4249	125	5	complete	complete	ADJ
cana-4249	125	6	process	process	NOUN
cana-4249	125	7	for	for	ADP
cana-4249	125	8	training	training	NOUN
cana-4249	125	9	,	,	PUNCT
cana-4249	125	10	evaluating	evaluating	NOUN
cana-4249	125	11	,	,	PUNCT
cana-4249	125	12	and	and	CCONJ
cana-4249	125	13	using	use	VERB
cana-4249	125	14	a	a	DET
cana-4249	125	15	random	random	ADJ
cana-4249	125	16	forest	forest	NOUN
cana-4249	125	17	classifier	classifier	NOUN
cana-4249	125	18	for	for	ADP
cana-4249	125	19	breast	breast	NOUN
cana-4249	125	20	cancer	cancer	NOUN
cana-4249	125	21	prediction	prediction	NOUN
cana-4249	125	22	.	.	PUNCT
cana-4249	126	1	brain	brain	NOUN
cana-4249	126	2	tumor	tumor	NOUN
cana-4249	126	3	the	the	DET
cana-4249	126	4	work	work	NOUN
cana-4249	126	5	describes	describe	VERB
cana-4249	126	6	the	the	DET
cana-4249	126	7	construction	construction	NOUN
cana-4249	126	8	and	and	CCONJ
cana-4249	126	9	training	training	NOUN
cana-4249	126	10	of	of	ADP
cana-4249	126	11	a	a	DET
cana-4249	126	12	cnn	cnn	NOUN
cana-4249	126	13	for	for	ADP
cana-4249	126	14	brachial	brachial	ADJ
cana-4249	126	15	tumor	tumor	NOUN
cana-4249	126	16	classification	classification	NOUN
cana-4249	126	17	using	use	VERB
cana-4249	126	18	tensorflow	tensorflow	NOUN
cana-4249	126	19	and	and	CCONJ
cana-4249	126	20	keras	keras	PROPN
cana-4249	126	21	.	.	PUNCT
cana-4249	127	1	first	first	ADV
cana-4249	127	2	is	be	AUX
cana-4249	127	3	library	library	NOUN
cana-4249	127	4	importing	import	VERB
cana-4249	127	5	and	and	CCONJ
cana-4249	127	6	then	then	ADV
cana-4249	127	7	setting	set	VERB
cana-4249	127	8	the	the	DET
cana-4249	127	9	directory	directory	NOUN
cana-4249	127	10	paths	path	NOUN
cana-4249	127	11	for	for	ADP
cana-4249	127	12	training	training	NOUN
cana-4249	127	13	and	and	CCONJ
cana-4249	127	14	validation	validation	NOUN
cana-4249	127	15	datasets	dataset	NOUN
cana-4249	127	16	.	.	PUNCT
cana-4249	128	1	the	the	DET
cana-4249	128	2	images	image	NOUN
cana-4249	128	3	are	be	AUX
cana-4249	128	4	preprocessed	preprocesse	VERB
cana-4249	128	5	for	for	ADP
cana-4249	128	6	augmentation	augmentation	NOUN
cana-4249	128	7	and	and	CCONJ
cana-4249	128	8	normalization	normalization	NOUN
cana-4249	128	9	with	with	ADP
cana-4249	128	10	imagedatagenerator	imagedatagenerator	NOUN
cana-4249	128	11	.	.	PUNCT
cana-4249	129	1	the	the	DET
cana-4249	129	2	cnn	cnn	PROPN
cana-4249	129	3	model	model	NOUN
cana-4249	129	4	consists	consist	VERB
cana-4249	129	5	of	of	ADP
cana-4249	129	6	several	several	ADJ
cana-4249	129	7	convolution	convolution	NOUN
cana-4249	129	8	and	and	CCONJ
cana-4249	129	9	pooling	pool	VERB
cana-4249	129	10	layers	layer	NOUN
cana-4249	129	11	where	where	SCONJ
cana-4249	129	12	the	the	DET
cana-4249	129	13	convolutional	convolutional	ADJ
cana-4249	129	14	layers	layer	NOUN
cana-4249	129	15	are	be	AUX
cana-4249	129	16	followed	follow	VERB
cana-4249	129	17	by	by	ADP
cana-4249	129	18	a	a	DET
cana-4249	129	19	series	series	NOUN
cana-4249	129	20	of	of	ADP
cana-4249	129	21	fully	fully	ADV
cana-4249	129	22	connected	connected	ADJ
cana-4249	129	23	layers	layer	NOUN
cana-4249	129	24	.	.	PUNCT
cana-4249	130	1	compiled	compile	VERB
cana-4249	130	2	with	with	ADP
cana-4249	130	3	categorical	categorical	ADJ
cana-4249	130	4	cross	cross	ADJ
cana-4249	130	5	-	-	ADJ
cana-4249	130	6	entropy	entropy	ADJ
cana-4249	130	7	loss	loss	NOUN
cana-4249	130	8	and	and	CCONJ
cana-4249	130	9	vors	vor	NOUN
cana-4249	130	10	on	on	ADP
cana-4249	130	11	,	,	PUNCT
cana-4249	130	12	generally	generally	ADV
cana-4249	130	13	,	,	PUNCT
cana-4249	130	14	adam	adam	PROPN
cana-4249	130	15	optimization	optimization	NOUN
cana-4249	130	16	algorithm	algorithm	NOUN
cana-4249	130	17	.	.	PUNCT
cana-4249	131	1	early	early	ADJ
cana-4249	131	2	stopping	stopping	NOUN
cana-4249	131	3	is	be	AUX
cana-4249	131	4	introduced	introduce	VERB
cana-4249	131	5	communications	communication	NOUN
cana-4249	131	6	on	on	ADP
cana-4249	131	7	applied	apply	VERB
cana-4249	131	8	nonlinear	nonlinear	ADJ
cana-4249	131	9	analysis	analysis	NOUN
cana-4249	131	10	issn	issn	NOUN
cana-4249	131	11	:	:	PUNCT
cana-4249	131	12	1074	1074	NUM
cana-4249	131	13	-	-	PUNCT
cana-4249	131	14	133x	133x	NUM
cana-4249	131	15	vol	vol	NOUN
cana-4249	131	16	32	32	NUM
cana-4249	131	17	no	no	NOUN
cana-4249	131	18	.	.	PUNCT
cana-4249	132	1	9s	9s	NUM
cana-4249	132	2	(	(	PUNCT
cana-4249	132	3	2025	2025	NUM
cana-4249	132	4	)	)	PUNCT
cana-4249	132	5	1612	1612	NUM
cana-4249	132	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	132	7	to	to	PART
cana-4249	132	8	prevent	prevent	VERB
cana-4249	132	9	overfitting	overfitting	NOUN
cana-4249	132	10	.	.	PUNCT
cana-4249	133	1	the	the	DET
cana-4249	133	2	model	model	NOUN
cana-4249	133	3	trains	train	VERB
cana-4249	133	4	on	on	ADP
cana-4249	133	5	train	train	NOUN
cana-4249	133	6	data	datum	NOUN
cana-4249	133	7	and	and	CCONJ
cana-4249	133	8	is	be	AUX
cana-4249	133	9	validated	validate	VERB
cana-4249	133	10	with	with	ADP
cana-4249	133	11	the	the	DET
cana-4249	133	12	validation	validation	NOUN
cana-4249	133	13	dataset	dataset	NOUN
cana-4249	133	14	.	.	PUNCT
cana-4249	134	1	the	the	DET
cana-4249	134	2	model	model	NOUN
cana-4249	134	3	is	be	AUX
cana-4249	134	4	saved	save	VERB
cana-4249	134	5	to	to	ADP
cana-4249	134	6	a	a	DET
cana-4249	134	7	file	file	NOUN
cana-4249	134	8	.	.	PUNCT
cana-4249	135	1	a	a	DET
cana-4249	135	2	function	function	NOUN
cana-4249	135	3	is	be	AUX
cana-4249	135	4	provided	provide	VERB
cana-4249	135	5	to	to	PART
cana-4249	135	6	load	load	VERB
cana-4249	135	7	the	the	DET
cana-4249	135	8	saved	save	VERB
cana-4249	135	9	model	model	NOUN
cana-4249	135	10	and	and	CCONJ
cana-4249	135	11	prepare	prepare	VERB
cana-4249	135	12	predictions	prediction	NOUN
cana-4249	135	13	for	for	ADP
cana-4249	135	14	new	new	ADJ
cana-4249	135	15	images	image	NOUN
cana-4249	135	16	.	.	PUNCT
cana-4249	136	1	an	an	DET
cana-4249	136	2	example	example	NOUN
cana-4249	136	3	usage	usage	NOUN
cana-4249	136	4	of	of	ADP
cana-4249	136	5	the	the	DET
cana-4249	136	6	prediction	prediction	NOUN
cana-4249	136	7	function	function	NOUN
cana-4249	136	8	is	be	AUX
cana-4249	136	9	included	include	VERB
cana-4249	136	10	.	.	PUNCT
cana-4249	137	1	this	this	DET
cana-4249	137	2	workflow	workflow	NOUN
cana-4249	137	3	provides	provide	VERB
cana-4249	137	4	a	a	DET
cana-4249	137	5	cohesive	cohesive	ADJ
cana-4249	137	6	workflow	workflow	NOUN
cana-4249	137	7	for	for	ADP
cana-4249	137	8	training	training	NOUN
cana-4249	137	9	,	,	PUNCT
cana-4249	137	10	evaluating	evaluating	NOUN
cana-4249	137	11	,	,	PUNCT
cana-4249	137	12	and	and	CCONJ
cana-4249	137	13	using	use	VERB
cana-4249	137	14	cnn	cnn	PROPN
cana-4249	137	15	for	for	ADP
cana-4249	137	16	brain	brain	NOUN
cana-4249	137	17	tumor	tumor	NOUN
cana-4249	137	18	classification	classification	NOUN
cana-4249	137	19	.	.	PUNCT
cana-4249	138	1	5	5	X
cana-4249	138	2	.	.	X
cana-4249	138	3	diabetes	diabetes	NOUN
cana-4249	138	4	this	this	DET
cana-4249	138	5	code	code	NOUN
cana-4249	138	6	snippet	snippet	NOUN
cana-4249	138	7	shows	show	VERB
cana-4249	138	8	how	how	SCONJ
cana-4249	138	9	to	to	PART
cana-4249	138	10	build	build	VERB
cana-4249	138	11	a	a	DET
cana-4249	138	12	random	random	ADJ
cana-4249	138	13	forest	forest	NOUN
cana-4249	138	14	classifier	classifier	NOUN
cana-4249	138	15	for	for	ADP
cana-4249	138	16	diabetes	diabetes	NOUN
cana-4249	138	17	prediction	prediction	NOUN
cana-4249	138	18	.	.	PUNCT
cana-4249	139	1	it	it	PRON
cana-4249	139	2	begins	begin	VERB
cana-4249	139	3	with	with	ADP
cana-4249	139	4	importing	import	VERB
cana-4249	139	5	the	the	DET
cana-4249	139	6	needed	need	VERB
cana-4249	139	7	libraries	library	NOUN
cana-4249	139	8	and	and	CCONJ
cana-4249	139	9	loading	load	VERB
cana-4249	139	10	the	the	DET
cana-4249	139	11	dataset	dataset	NOUN
cana-4249	139	12	.	.	PUNCT
cana-4249	140	1	features	feature	NOUN
cana-4249	140	2	and	and	CCONJ
cana-4249	140	3	target	target	NOUN
cana-4249	140	4	variables	variable	NOUN
cana-4249	140	5	are	be	AUX
cana-4249	140	6	defined	define	VERB
cana-4249	140	7	,	,	PUNCT
cana-4249	140	8	and	and	CCONJ
cana-4249	140	9	the	the	DET
cana-4249	140	10	data	data	NOUN
cana-4249	140	11	is	be	AUX
cana-4249	140	12	split	split	VERB
cana-4249	140	13	into	into	ADP
cana-4249	140	14	training	training	NOUN
cana-4249	140	15	and	and	CCONJ
cana-4249	140	16	testing	testing	NOUN
cana-4249	140	17	data	datum	NOUN
cana-4249	140	18	.	.	PUNCT
cana-4249	141	1	random	random	ADJ
cana-4249	141	2	forest	forest	NOUN
cana-4249	141	3	is	be	AUX
cana-4249	141	4	initialized	initialize	VERB
cana-4249	141	5	and	and	CCONJ
cana-4249	141	6	trained	train	VERB
cana-4249	141	7	on	on	ADP
cana-4249	141	8	the	the	DET
cana-4249	141	9	training	training	NOUN
cana-4249	141	10	data	datum	NOUN
cana-4249	141	11	.	.	PUNCT
cana-4249	142	1	after	after	ADP
cana-4249	142	2	training	training	NOUN
cana-4249	142	3	,	,	PUNCT
cana-4249	142	4	the	the	DET
cana-4249	142	5	model	model	NOUN
cana-4249	142	6	is	be	AUX
cana-4249	142	7	kept	keep	VERB
cana-4249	142	8	in	in	ADP
cana-4249	142	9	a	a	DET
cana-4249	142	10	file	file	NOUN
cana-4249	142	11	for	for	ADP
cana-4249	142	12	future	future	ADJ
cana-4249	142	13	use	use	NOUN
cana-4249	142	14	.	.	PUNCT
cana-4249	143	1	predictions	prediction	NOUN
cana-4249	143	2	are	be	AUX
cana-4249	143	3	made	make	VERB
cana-4249	143	4	on	on	ADP
cana-4249	143	5	the	the	DET
cana-4249	143	6	test	test	NOUN
cana-4249	143	7	set	set	NOUN
cana-4249	143	8	,	,	PUNCT
cana-4249	143	9	and	and	CCONJ
cana-4249	143	10	performance	performance	NOUN
cana-4249	143	11	evaluation	evaluation	NOUN
cana-4249	143	12	is	be	AUX
cana-4249	143	13	done	do	VERB
cana-4249	143	14	using	use	VERB
cana-4249	143	15	accuracy	accuracy	NOUN
cana-4249	143	16	,	,	PUNCT
cana-4249	143	17	confusion	confusion	NOUN
cana-4249	143	18	matrix	matrix	NOUN
cana-4249	143	19	,	,	PUNCT
cana-4249	143	20	and	and	CCONJ
cana-4249	143	21	classification	classification	NOUN
cana-4249	143	22	report	report	NOUN
cana-4249	143	23	.	.	PUNCT
cana-4249	144	1	feature	feature	NOUN
cana-4249	144	2	importance	importance	NOUN
cana-4249	144	3	is	be	AUX
cana-4249	144	4	calculated	calculate	VERB
cana-4249	144	5	and	and	CCONJ
cana-4249	144	6	displayed	display	VERB
cana-4249	144	7	.	.	PUNCT
cana-4249	145	1	the	the	DET
cana-4249	145	2	saved	save	VERB
cana-4249	145	3	model	model	NOUN
cana-4249	145	4	is	be	AUX
cana-4249	145	5	loaded	load	VERB
cana-4249	145	6	and	and	CCONJ
cana-4249	145	7	single	single	ADJ
cana-4249	145	8	predictions	prediction	NOUN
cana-4249	145	9	can	can	AUX
cana-4249	145	10	be	be	AUX
cana-4249	145	11	made	make	VERB
cana-4249	145	12	using	use	VERB
cana-4249	145	13	test	test	NOUN
cana-4249	145	14	input	input	NOUN
cana-4249	145	15	data	datum	NOUN
cana-4249	145	16	.	.	PUNCT
cana-4249	146	1	this	this	DET
cana-4249	146	2	procedure	procedure	NOUN
cana-4249	146	3	is	be	AUX
cana-4249	146	4	a	a	DET
cana-4249	146	5	complete	complete	ADJ
cana-4249	146	6	training	training	NOUN
cana-4249	146	7	,	,	PUNCT
cana-4249	146	8	evaluation	evaluation	NOUN
cana-4249	146	9	,	,	PUNCT
cana-4249	146	10	and	and	CCONJ
cana-4249	146	11	usage	usage	NOUN
cana-4249	146	12	process	process	NOUN
cana-4249	146	13	for	for	ADP
cana-4249	146	14	diabetes	diabetes	NOUN
cana-4249	146	15	prediction	prediction	NOUN
cana-4249	146	16	via	via	ADP
cana-4249	146	17	a	a	DET
cana-4249	146	18	random	random	ADJ
cana-4249	146	19	forest	forest	NOUN
cana-4249	146	20	classifier	classifier	NOUN
cana-4249	146	21	.	.	PUNCT
cana-4249	147	1	4	4	X
cana-4249	147	2	.	.	NUM
cana-4249	147	3	proposed	propose	VERB
cana-4249	147	4	model	model	NOUN
cana-4249	147	5	the	the	DET
cana-4249	147	6	healthcare	healthcare	NOUN
cana-4249	147	7	system	system	NOUN
cana-4249	147	8	merges	merge	VERB
cana-4249	147	9	high	high	ADJ
cana-4249	147	10	-	-	PUNCT
cana-4249	147	11	end	end	NOUN
cana-4249	147	12	medical	medical	ADJ
cana-4249	147	13	diagnostic	diagnostic	ADJ
cana-4249	147	14	technologies	technology	NOUN
cana-4249	147	15	that	that	PRON
cana-4249	147	16	help	help	VERB
cana-4249	147	17	in	in	ADP
cana-4249	147	18	timely	timely	ADJ
cana-4249	147	19	detection	detection	NOUN
cana-4249	147	20	of	of	ADP
cana-4249	147	21	diseases	disease	NOUN
cana-4249	147	22	with	with	ADP
cana-4249	147	23	personalized	personalized	ADJ
cana-4249	147	24	health	health	NOUN
cana-4249	147	25	assessments	assessment	NOUN
cana-4249	147	26	.	.	PUNCT
cana-4249	148	1	this	this	DET
cana-4249	148	2	process	process	NOUN
cana-4249	148	3	starts	start	VERB
cana-4249	148	4	with	with	ADP
cana-4249	148	5	the	the	DET
cana-4249	148	6	uploading	uploading	NOUN
cana-4249	148	7	of	of	ADP
cana-4249	148	8	medical	medical	ADJ
cana-4249	148	9	images	image	NOUN
cana-4249	148	10	and	and	CCONJ
cana-4249	148	11	tabular	tabular	PROPN
cana-4249	148	12	data	datum	NOUN
cana-4249	148	13	.	.	PUNCT
cana-4249	149	1	the	the	DET
cana-4249	149	2	system	system	NOUN
cana-4249	149	3	verifies	verify	VERB
cana-4249	149	4	the	the	DET
cana-4249	149	5	accuracy	accuracy	NOUN
cana-4249	149	6	of	of	ADP
cana-4249	149	7	these	these	DET
cana-4249	149	8	inputs	input	NOUN
cana-4249	149	9	and	and	CCONJ
cana-4249	149	10	their	their	PRON
cana-4249	149	11	completion	completion	NOUN
cana-4249	149	12	.	.	PUNCT
cana-4249	150	1	data	datum	NOUN
cana-4249	150	2	is	be	AUX
cana-4249	150	3	thus	thus	ADV
cana-4249	150	4	validated	validate	VERB
cana-4249	150	5	by	by	ADP
cana-4249	150	6	the	the	DET
cana-4249	150	7	system	system	NOUN
cana-4249	150	8	,	,	PUNCT
cana-4249	150	9	which	which	PRON
cana-4249	150	10	then	then	ADV
cana-4249	150	11	goes	go	VERB
cana-4249	150	12	back	back	ADV
cana-4249	150	13	to	to	ADP
cana-4249	150	14	pre	pre	ADJ
cana-4249	150	15	-	-	ADJ
cana-4249	150	16	processing	processing	ADJ
cana-4249	150	17	:	:	PUNCT
cana-4249	150	18	image	image	NOUN
cana-4249	150	19	normalization	normalization	NOUN
cana-4249	150	20	in	in	ADP
cana-4249	150	21	order	order	NOUN
cana-4249	150	22	to	to	PART
cana-4249	150	23	give	give	VERB
cana-4249	150	24	fixed	fix	VERB
cana-4249	150	25	inputs	input	NOUN
cana-4249	150	26	for	for	ADP
cana-4249	150	27	all	all	DET
cana-4249	150	28	models	model	NOUN
cana-4249	150	29	,	,	PUNCT
cana-4249	150	30	and	and	CCONJ
cana-4249	150	31	clean	clean	ADJ
cana-4249	150	32	tabular	tabular	NOUN
cana-4249	150	33	data	datum	NOUN
cana-4249	150	34	in	in	ADP
cana-4249	150	35	order	order	NOUN
cana-4249	150	36	to	to	PART
cana-4249	150	37	delete	delete	VERB
cana-4249	150	38	null	null	ADJ
cana-4249	150	39	or	or	CCONJ
cana-4249	150	40	inconsistent	inconsistent	ADJ
cana-4249	150	41	rows	row	NOUN
cana-4249	150	42	.	.	PUNCT
cana-4249	151	1	the	the	DET
cana-4249	151	2	system	system	NOUN
cana-4249	151	3	in	in	ADP
cana-4249	151	4	the	the	DET
cana-4249	151	5	end	end	NOUN
cana-4249	151	6	employs	employ	VERB
cana-4249	151	7	various	various	ADJ
cana-4249	151	8	models	model	NOUN
cana-4249	151	9	that	that	PRON
cana-4249	151	10	help	help	VERB
cana-4249	151	11	give	give	VERB
cana-4249	151	12	accurate	accurate	ADJ
cana-4249	151	13	diagnosis	diagnosis	NOUN
cana-4249	151	14	;	;	PUNCT
cana-4249	151	15	for	for	ADP
cana-4249	151	16	imagebased	imagebase	VERB
cana-4249	151	17	disease	disease	NOUN
cana-4249	151	18	detection	detection	NOUN
cana-4249	151	19	,	,	PUNCT
cana-4249	151	20	cnn	cnn	PROPN
cana-4249	151	21	is	be	AUX
cana-4249	151	22	employed	employ	VERB
cana-4249	151	23	.	.	PUNCT
cana-4249	152	1	for	for	ADP
cana-4249	152	2	the	the	DET
cana-4249	152	3	prediction	prediction	NOUN
cana-4249	152	4	of	of	ADP
cana-4249	152	5	tabular	tabular	NOUN
cana-4249	152	6	data	datum	NOUN
cana-4249	152	7	such	such	ADJ
cana-4249	152	8	as	as	ADP
cana-4249	152	9	heart	heart	NOUN
cana-4249	152	10	diseases	disease	NOUN
cana-4249	152	11	and	and	CCONJ
cana-4249	152	12	diabetes	diabetes	NOUN
cana-4249	152	13	conditions	condition	NOUN
cana-4249	152	14	,	,	PUNCT
cana-4249	152	15	xgboost	xgboost	ADV
cana-4249	152	16	and	and	CCONJ
cana-4249	152	17	random	random	ADJ
cana-4249	152	18	forest	forest	NOUN
cana-4249	152	19	are	be	AUX
cana-4249	152	20	applied	apply	VERB
cana-4249	152	21	.	.	PUNCT
cana-4249	153	1	the	the	DET
cana-4249	153	2	results	result	NOUN
cana-4249	153	3	from	from	ADP
cana-4249	153	4	these	these	DET
cana-4249	153	5	models	model	NOUN
cana-4249	153	6	are	be	AUX
cana-4249	153	7	aggregated	aggregate	VERB
cana-4249	153	8	to	to	PART
cana-4249	153	9	give	give	VERB
cana-4249	153	10	a	a	DET
cana-4249	153	11	combined	combine	VERB
cana-4249	153	12	prediction	prediction	NOUN
cana-4249	153	13	of	of	ADP
cana-4249	153	14	the	the	DET
cana-4249	153	15	disease	disease	NOUN
cana-4249	153	16	,	,	PUNCT
cana-4249	153	17	which	which	PRON
cana-4249	153	18	will	will	AUX
cana-4249	153	19	determine	determine	VERB
cana-4249	153	20	the	the	DET
cana-4249	153	21	risk	risk	NOUN
cana-4249	153	22	level	level	NOUN
cana-4249	153	23	for	for	ADP
cana-4249	153	24	assessment	assessment	NOUN
cana-4249	153	25	that	that	PRON
cana-4249	153	26	can	can	AUX
cana-4249	153	27	be	be	AUX
cana-4249	153	28	low	low	ADJ
cana-4249	153	29	,	,	PUNCT
cana-4249	153	30	moderate	moderate	ADJ
cana-4249	153	31	,	,	PUNCT
cana-4249	153	32	or	or	CCONJ
cana-4249	153	33	high	high	ADJ
cana-4249	153	34	.	.	PUNCT
cana-4249	154	1	such	such	DET
cana-4249	154	2	an	an	DET
cana-4249	154	3	output	output	NOUN
cana-4249	154	4	will	will	AUX
cana-4249	154	5	help	help	VERB
cana-4249	154	6	a	a	DET
cana-4249	154	7	doctor	doctor	NOUN
cana-4249	154	8	to	to	PART
cana-4249	154	9	know	know	VERB
cana-4249	154	10	whether	whether	SCONJ
cana-4249	154	11	treatment	treatment	NOUN
cana-4249	154	12	should	should	AUX
cana-4249	154	13	be	be	AUX
cana-4249	154	14	based	base	VERB
cana-4249	154	15	on	on	ADP
cana-4249	154	16	risk	risk	NOUN
cana-4249	154	17	or	or	CCONJ
cana-4249	154	18	not	not	PART
cana-4249	154	19	.	.	PUNCT
cana-4249	155	1	a	a	DET
cana-4249	155	2	diagnostic	diagnostic	ADJ
cana-4249	155	3	report	report	NOUN
cana-4249	155	4	is	be	AUX
cana-4249	155	5	produced	produce	VERB
cana-4249	155	6	consisting	consist	VERB
cana-4249	155	7	of	of	ADP
cana-4249	155	8	diseasespecific	diseasespecific	NOUN
cana-4249	155	9	results	result	NOUN
cana-4249	155	10	with	with	ADP
cana-4249	155	11	personal	personal	ADJ
cana-4249	155	12	recommendations	recommendation	NOUN
cana-4249	155	13	.	.	PUNCT
cana-4249	156	1	real	real	ADJ
cana-4249	156	2	-	-	PUNCT
cana-4249	156	3	time	time	NOUN
cana-4249	156	4	availability	availability	NOUN
cana-4249	156	5	is	be	AUX
cana-4249	156	6	granted	grant	VERB
cana-4249	156	7	by	by	ADP
cana-4249	156	8	the	the	DET
cana-4249	156	9	report	report	NOUN
cana-4249	156	10	that	that	PRON
cana-4249	156	11	may	may	AUX
cana-4249	156	12	either	either	CCONJ
cana-4249	156	13	be	be	AUX
cana-4249	156	14	on	on	ADP
cana-4249	156	15	a	a	DET
cana-4249	156	16	web	web	NOUN
cana-4249	156	17	interface	interface	NOUN
cana-4249	156	18	or	or	CCONJ
cana-4249	156	19	downloadable	downloadable	ADJ
cana-4249	156	20	as	as	ADP
cana-4249	156	21	a	a	DET
cana-4249	156	22	pdf	pdf	NOUN
cana-4249	156	23	to	to	ADP
cana-4249	156	24	the	the	DET
cana-4249	156	25	user	user	NOUN
cana-4249	156	26	for	for	ADP
cana-4249	156	27	offline	offline	ADJ
cana-4249	156	28	access	access	NOUN
cana-4249	156	29	.	.	PUNCT
cana-4249	157	1	the	the	DET
cana-4249	157	2	system	system	NOUN
cana-4249	157	3	furthermore	furthermore	ADV
cana-4249	157	4	offers	offer	VERB
cana-4249	157	5	an	an	DET
cana-4249	157	6	easy	easy	ADJ
cana-4249	157	7	-	-	PUNCT
cana-4249	157	8	to	to	ADP
cana-4249	157	9	-	-	PUNCT
cana-4249	157	10	use	use	NOUN
cana-4249	157	11	interface	interface	NOUN
cana-4249	157	12	where	where	SCONJ
cana-4249	157	13	people	people	NOUN
cana-4249	157	14	can	can	AUX
cana-4249	157	15	monitor	monitor	VERB
cana-4249	157	16	their	their	PRON
cana-4249	157	17	health	health	NOUN
cana-4249	157	18	over	over	ADP
cana-4249	157	19	time	time	NOUN
cana-4249	157	20	by	by	ADP
cana-4249	157	21	reviewing	review	VERB
cana-4249	157	22	their	their	PRON
cana-4249	157	23	diagnostic	diagnostic	ADJ
cana-4249	157	24	history	history	NOUN
cana-4249	157	25	,	,	PUNCT
cana-4249	157	26	receiving	receive	VERB
cana-4249	157	27	health	health	NOUN
cana-4249	157	28	tips	tip	NOUN
cana-4249	157	29	,	,	PUNCT
cana-4249	157	30	and	and	CCONJ
cana-4249	157	31	tracking	tracking	NOUN
cana-4249	157	32	improvements	improvement	NOUN
cana-4249	157	33	.	.	PUNCT
cana-4249	158	1	the	the	DET
cana-4249	158	2	planned	plan	VERB
cana-4249	158	3	healthcare	healthcare	NOUN
cana-4249	158	4	system	system	NOUN
cana-4249	158	5	offers	offer	VERB
cana-4249	158	6	several	several	ADJ
cana-4249	158	7	advantages	advantage	NOUN
cana-4249	158	8	over	over	ADP
cana-4249	158	9	existing	exist	VERB
cana-4249	158	10	systems	system	NOUN
cana-4249	158	11	:	:	PUNCT
cana-4249	158	12	⚫	⚫	VERB
cana-4249	158	13	a	a	DET
cana-4249	158	14	completely	completely	ADV
cana-4249	158	15	integrated	integrate	VERB
cana-4249	158	16	platform	platform	NOUN
cana-4249	158	17	for	for	ADP
cana-4249	158	18	detecting	detect	VERB
cana-4249	158	19	multiple	multiple	ADJ
cana-4249	158	20	diseases	disease	NOUN
cana-4249	158	21	in	in	ADP
cana-4249	158	22	a	a	DET
cana-4249	158	23	single	single	ADJ
cana-4249	158	24	system	system	NOUN
cana-4249	158	25	,	,	PUNCT
cana-4249	158	26	communications	communication	NOUN
cana-4249	158	27	on	on	ADP
cana-4249	158	28	applied	apply	VERB
cana-4249	158	29	nonlinear	nonlinear	ADJ
cana-4249	158	30	analysis	analysis	NOUN
cana-4249	158	31	issn	issn	NOUN
cana-4249	158	32	:	:	PUNCT
cana-4249	158	33	1074	1074	NUM
cana-4249	158	34	-	-	PUNCT
cana-4249	158	35	133x	133x	NUM
cana-4249	158	36	vol	vol	NOUN
cana-4249	158	37	32	32	NUM
cana-4249	159	1	no	no	NOUN
cana-4249	159	2	.	.	PUNCT
cana-4249	160	1	9s	9s	NUM
cana-4249	160	2	(	(	PUNCT
cana-4249	160	3	2025	2025	NUM
cana-4249	160	4	)	)	PUNCT
cana-4249	160	5	1613	1613	NUM
cana-4249	160	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	160	7	providing	provide	VERB
cana-4249	160	8	broad	broad	ADJ
cana-4249	160	9	perspectives	perspective	NOUN
cana-4249	160	10	toward	toward	ADP
cana-4249	160	11	health	health	NOUN
cana-4249	160	12	management	management	NOUN
cana-4249	160	13	,	,	PUNCT
cana-4249	160	14	instead	instead	ADV
cana-4249	160	15	of	of	ADP
cana-4249	160	16	many	many	ADJ
cana-4249	160	17	existing	exist	VERB
cana-4249	160	18	systems	system	NOUN
cana-4249	160	19	that	that	PRON
cana-4249	160	20	detect	detect	VERB
cana-4249	160	21	single	single	ADJ
cana-4249	160	22	diseases	disease	NOUN
cana-4249	160	23	.	.	PUNCT
cana-4249	161	1	⚫	⚫	VERB
cana-4249	161	2	early	early	ADJ
cana-4249	161	3	detection	detection	NOUN
cana-4249	161	4	and	and	CCONJ
cana-4249	161	5	early	early	ADJ
cana-4249	161	6	treatment	treatment	NOUN
cana-4249	161	7	,	,	PUNCT
cana-4249	161	8	thanks	thank	NOUN
cana-4249	161	9	in	in	ADP
cana-4249	161	10	all	all	DET
cana-4249	161	11	ways	way	NOUN
cana-4249	161	12	to	to	PART
cana-4249	161	13	prompt	prompt	VERB
cana-4249	161	14	and	and	CCONJ
cana-4249	161	15	accurate	accurate	ADJ
cana-4249	161	16	diagnostics	diagnostic	NOUN
cana-4249	161	17	,	,	PUNCT
cana-4249	161	18	afford	afford	VERB
cana-4249	161	19	early	early	ADJ
cana-4249	161	20	detection	detection	NOUN
cana-4249	161	21	and	and	CCONJ
cana-4249	161	22	treatment	treatment	NOUN
cana-4249	161	23	of	of	ADP
cana-4249	161	24	diseases	disease	NOUN
cana-4249	161	25	that	that	PRON
cana-4249	161	26	immensely	immensely	ADV
cana-4249	161	27	sprout	sprout	VERB
cana-4249	161	28	outcomes	outcome	NOUN
cana-4249	161	29	for	for	ADP
cana-4249	161	30	the	the	DET
cana-4249	161	31	betterment	betterment	NOUN
cana-4249	161	32	of	of	ADP
cana-4249	161	33	both	both	DET
cana-4249	161	34	patients	patient	NOUN
cana-4249	161	35	and	and	CCONJ
cana-4249	161	36	human	human	ADJ
cana-4249	161	37	lives	life	NOUN
cana-4249	161	38	at	at	ADP
cana-4249	161	39	large	large	ADJ
cana-4249	161	40	.	.	PUNCT
cana-4249	162	1	⚫	⚫	VERB
cana-4249	162	2	remote	remote	ADJ
cana-4249	162	3	diagnostics	diagnostic	NOUN
cana-4249	162	4	ensure	ensure	VERB
cana-4249	162	5	users	user	NOUN
cana-4249	162	6	can	can	AUX
cana-4249	162	7	receive	receive	VERB
cana-4249	162	8	diagnostic	diagnostic	ADJ
cana-4249	162	9	results	result	NOUN
cana-4249	162	10	and	and	CCONJ
cana-4249	162	11	professional	professional	ADJ
cana-4249	162	12	medical	medical	ADJ
cana-4249	162	13	insight	insight	NOUN
cana-4249	162	14	from	from	ADP
cana-4249	162	15	their	their	PRON
cana-4249	162	16	own	own	ADJ
cana-4249	162	17	homes	home	NOUN
cana-4249	162	18	without	without	ADP
cana-4249	162	19	going	go	VERB
cana-4249	162	20	into	into	ADP
cana-4249	162	21	the	the	DET
cana-4249	162	22	doctor	doctor	NOUN
cana-4249	162	23	's	's	PART
cana-4249	162	24	office	office	NOUN
cana-4249	162	25	.	.	PUNCT
cana-4249	163	1	though	though	SCONJ
cana-4249	163	2	it	it	PRON
cana-4249	163	3	has	have	AUX
cana-4249	163	4	not	not	PART
cana-4249	163	5	made	make	VERB
cana-4249	163	6	changes	change	NOUN
cana-4249	163	7	,	,	PUNCT
cana-4249	163	8	remote	remote	ADJ
cana-4249	163	9	testing	testing	NOUN
cana-4249	163	10	has	have	AUX
cana-4249	163	11	made	make	VERB
cana-4249	163	12	it	it	PRON
cana-4249	163	13	easier	easy	ADJ
cana-4249	163	14	to	to	PART
cana-4249	163	15	access	access	VERB
cana-4249	163	16	healthcare	healthcare	PROPN
cana-4249	163	17	.	.	PUNCT
cana-4249	164	1	⚫	⚫	VERB
cana-4249	164	2	an	an	DET
cana-4249	164	3	extremely	extremely	ADV
cana-4249	164	4	user	user	NOUN
cana-4249	164	5	-	-	PUNCT
cana-4249	164	6	friendly	friendly	ADJ
cana-4249	164	7	and	and	CCONJ
cana-4249	164	8	easy	easy	ADJ
cana-4249	164	9	-	-	PUNCT
cana-4249	164	10	to	to	ADP
cana-4249	164	11	-	-	PUNCT
cana-4249	164	12	use	use	NOUN
cana-4249	164	13	system	system	NOUN
cana-4249	164	14	would	would	AUX
cana-4249	164	15	be	be	AUX
cana-4249	164	16	made	make	VERB
cana-4249	164	17	available	available	ADJ
cana-4249	164	18	to	to	PART
cana-4249	164	19	ensure	ensure	VERB
cana-4249	164	20	users	user	NOUN
cana-4249	164	21	can	can	AUX
cana-4249	164	22	properly	properly	ADV
cana-4249	164	23	interact	interact	VERB
cana-4249	164	24	with	with	ADP
cana-4249	164	25	the	the	DET
cana-4249	164	26	website	website	NOUN
cana-4249	164	27	without	without	ADP
cana-4249	164	28	excessive	excessive	ADJ
cana-4249	164	29	technical	technical	ADJ
cana-4249	164	30	knowledge	knowledge	NOUN
cana-4249	164	31	.	.	PUNCT
cana-4249	165	1	⚫	⚫	VERB
cana-4249	165	2	several	several	ADJ
cana-4249	165	3	machine	machine	NOUN
cana-4249	165	4	learning	learning	NOUN
cana-4249	165	5	models	model	NOUN
cana-4249	165	6	will	will	AUX
cana-4249	165	7	.be	.be	PUNCT
cana-4249	165	8	designed	design	VERB
cana-4249	165	9	around	around	ADP
cana-4249	165	10	specific	specific	ADJ
cana-4249	165	11	diseases	disease	NOUN
cana-4249	165	12	,	,	PUNCT
cana-4249	165	13	be	be	AUX
cana-4249	165	14	it	it	PRON
cana-4249	165	15	towards	towards	ADP
cana-4249	165	16	image	image	NOUN
cana-4249	165	17	processing	processing	NOUN
cana-4249	165	18	with	with	ADP
cana-4249	165	19	cnns	cnns	ADJ
cana-4249	165	20	or	or	CCONJ
cana-4249	165	21	numerical	numerical	ADJ
cana-4249	165	22	evaluation	evaluation	NOUN
cana-4249	165	23	with	with	ADP
cana-4249	165	24	⚫	⚫	ADJ
cana-4249	165	25	random	random	ADJ
cana-4249	165	26	forests	forest	NOUN
cana-4249	165	27	.	.	PUNCT
cana-4249	166	1	this	this	PRON
cana-4249	166	2	increases	increase	VERB
cana-4249	166	3	the	the	DET
cana-4249	166	4	accuracy	accuracy	NOUN
cana-4249	166	5	and	and	CCONJ
cana-4249	166	6	reliability	reliability	NOUN
cana-4249	166	7	of	of	ADP
cana-4249	166	8	the	the	DET
cana-4249	166	9	screens	screen	NOUN
cana-4249	166	10	.	.	PUNCT
cana-4249	167	1	⚫	⚫	NOUN
cana-4249	167	2	users	user	NOUN
cana-4249	167	3	will	will	AUX
cana-4249	167	4	be	be	AUX
cana-4249	167	5	able	able	ADJ
cana-4249	167	6	to	to	PART
cana-4249	167	7	use	use	VERB
cana-4249	167	8	this	this	DET
cana-4249	167	9	framework	framework	NOUN
cana-4249	167	10	to	to	PART
cana-4249	167	11	be	be	AUX
cana-4249	167	12	the	the	DET
cana-4249	167	13	most	most	ADV
cana-4249	167	14	affordable	affordable	ADJ
cana-4249	167	15	and	and	CCONJ
cana-4249	167	16	in	in	ADP
cana-4249	167	17	-	-	PUNCT
cana-4249	167	18	demand	demand	NOUN
cana-4249	167	19	to	to	ADP
cana-4249	167	20	the	the	DET
cana-4249	167	21	benefit	benefit	NOUN
cana-4249	167	22	of	of	ADP
cana-4249	167	23	the	the	DET
cana-4249	167	24	public	public	NOUN
cana-4249	167	25	such	such	ADJ
cana-4249	167	26	that	that	ADV
cana-4249	167	27	far	far	ADV
cana-4249	167	28	more	more	ADJ
cana-4249	167	29	individuals	individual	NOUN
cana-4249	167	30	can	can	AUX
cana-4249	167	31	be	be	AUX
cana-4249	167	32	able	able	ADJ
cana-4249	167	33	to	to	PART
cana-4249	167	34	read	read	VERB
cana-4249	167	35	the	the	DET
cana-4249	167	36	benefits	benefit	NOUN
cana-4249	167	37	of	of	ADP
cana-4249	167	38	modern	modern	ADJ
cana-4249	167	39	medical	medical	ADJ
cana-4249	167	40	diagnostics	diagnostic	NOUN
cana-4249	167	41	.	.	PUNCT
cana-4249	168	1	⚫	⚫	VERB
cana-4249	168	2	personalized	personalized	ADJ
cana-4249	168	3	care	care	NOUN
cana-4249	168	4	recommendations	recommendation	NOUN
cana-4249	168	5	will	will	AUX
cana-4249	168	6	also	also	ADV
cana-4249	168	7	be	be	AUX
cana-4249	168	8	customized	customize	VERB
cana-4249	168	9	in	in	ADP
cana-4249	168	10	the	the	DET
cana-4249	168	11	future	future	ADJ
cana-4249	168	12	developments	development	NOUN
cana-4249	168	13	of	of	ADP
cana-4249	168	14	health	health	NOUN
cana-4249	168	15	care	care	NOUN
cana-4249	168	16	,	,	PUNCT
cana-4249	168	17	which	which	PRON
cana-4249	168	18	is	be	AUX
cana-4249	168	19	certain	certain	ADJ
cana-4249	168	20	to	to	PART
cana-4249	168	21	assist	assist	VERB
cana-4249	168	22	users	user	NOUN
cana-4249	168	23	in	in	ADP
cana-4249	168	24	getting	get	VERB
cana-4249	168	25	the	the	DET
cana-4249	168	26	best	good	ADJ
cana-4249	168	27	out	out	ADP
cana-4249	168	28	of	of	ADP
cana-4249	168	29	their	their	PRON
cana-4249	168	30	health	health	NOUN
cana-4249	168	31	management	management	NOUN
cana-4249	168	32	practices	practice	NOUN
cana-4249	168	33	.	.	PUNCT
cana-4249	169	1	communications	communication	NOUN
cana-4249	169	2	on	on	ADP
cana-4249	169	3	applied	apply	VERB
cana-4249	169	4	nonlinear	nonlinear	ADJ
cana-4249	169	5	analysis	analysis	NOUN
cana-4249	169	6	issn	issn	NOUN
cana-4249	169	7	:	:	PUNCT
cana-4249	169	8	1074	1074	NUM
cana-4249	169	9	-	-	PUNCT
cana-4249	169	10	133x	133x	NUM
cana-4249	169	11	vol	vol	NOUN
cana-4249	169	12	32	32	NUM
cana-4249	169	13	no	no	NOUN
cana-4249	169	14	.	.	PUNCT
cana-4249	170	1	9s	9s	NUM
cana-4249	170	2	(	(	PUNCT
cana-4249	170	3	2025	2025	NUM
cana-4249	170	4	)	)	PUNCT
cana-4249	170	5	1614	1614	NUM
cana-4249	170	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	170	7	5	5	X
cana-4249	170	8	.	.	PUNCT
cana-4249	170	9	flow	flow	NOUN
cana-4249	170	10	chart	chart	NOUN
cana-4249	170	11	the	the	DET
cana-4249	170	12	functioning	function	VERB
cana-4249	170	13	sequence	sequence	NOUN
cana-4249	170	14	of	of	ADP
cana-4249	170	15	the	the	DET
cana-4249	170	16	healthcare	healthcare	NOUN
cana-4249	170	17	platform	platform	NOUN
cana-4249	170	18	has	have	VERB
cana-4249	170	19	user	user	NOUN
cana-4249	170	20	inputs	input	NOUN
cana-4249	170	21	including	include	VERB
cana-4249	170	22	medical	medical	ADJ
cana-4249	170	23	images	image	NOUN
cana-4249	170	24	and	and	CCONJ
cana-4249	170	25	tabular	tabular	NOUN
cana-4249	170	26	data	datum	NOUN
cana-4249	170	27	from	from	ADP
cana-4249	170	28	which	which	PRON
cana-4249	170	29	input	input	NOUN
cana-4249	170	30	validation	validation	NOUN
cana-4249	170	31	and	and	CCONJ
cana-4249	170	32	data	datum	NOUN
cana-4249	170	33	preprocessing	preprocessing	NOUN
cana-4249	170	34	are	be	AUX
cana-4249	170	35	performed	perform	VERB
cana-4249	170	36	.	.	PUNCT
cana-4249	171	1	then	then	ADV
cana-4249	171	2	it	it	PRON
cana-4249	171	3	uses	use	VERB
cana-4249	171	4	diseasespecific	diseasespecific	NOUN
cana-4249	171	5	models	model	NOUN
cana-4249	171	6	such	such	ADJ
cana-4249	171	7	as	as	ADP
cana-4249	171	8	cnnxgboost	cnnxgboost	NOUN
cana-4249	171	9	,	,	PUNCT
cana-4249	171	10	and	and	CCONJ
cana-4249	171	11	random	random	ADJ
cana-4249	171	12	forest	forest	NOUN
cana-4249	171	13	for	for	ADP
cana-4249	171	14	disease	disease	NOUN
cana-4249	171	15	predictions	prediction	NOUN
cana-4249	171	16	.	.	PUNCT
cana-4249	172	1	aggregation	aggregation	NOUN
cana-4249	172	2	is	be	AUX
cana-4249	172	3	performed	perform	VERB
cana-4249	172	4	,	,	PUNCT
cana-4249	172	5	and	and	CCONJ
cana-4249	172	6	a	a	DET
cana-4249	172	7	risk	risk	NOUN
cana-4249	172	8	assessment	assessment	NOUN
cana-4249	172	9	categorizes	categorize	VERB
cana-4249	172	10	risk	risk	NOUN
cana-4249	172	11	levels	level	NOUN
cana-4249	172	12	as	as	ADP
cana-4249	172	13	low	low	ADJ
cana-4249	172	14	,	,	PUNCT
cana-4249	172	15	moderate	moderate	ADJ
cana-4249	172	16	,	,	PUNCT
cana-4249	172	17	or	or	CCONJ
cana-4249	172	18	high	high	ADJ
cana-4249	172	19	.	.	PUNCT
cana-4249	173	1	a	a	DET
cana-4249	173	2	diagnostic	diagnostic	ADJ
cana-4249	173	3	report	report	NOUN
cana-4249	173	4	is	be	AUX
cana-4249	173	5	prepared	prepare	VERB
cana-4249	173	6	with	with	ADP
cana-4249	173	7	disease	disease	NOUN
cana-4249	173	8	-	-	PUNCT
cana-4249	173	9	specific	specific	ADJ
cana-4249	173	10	results	result	NOUN
cana-4249	173	11	and	and	CCONJ
cana-4249	173	12	recommendations	recommendation	NOUN
cana-4249	173	13	.	.	PUNCT
cana-4249	174	1	the	the	DET
cana-4249	174	2	results	result	NOUN
cana-4249	174	3	can	can	AUX
cana-4249	174	4	be	be	AUX
cana-4249	174	5	displayed	display	VERB
cana-4249	174	6	in	in	ADP
cana-4249	174	7	real	real	ADJ
cana-4249	174	8	-	-	PUNCT
cana-4249	174	9	time	time	NOUN
cana-4249	174	10	or	or	CCONJ
cana-4249	174	11	sent	send	VERB
cana-4249	174	12	out	out	ADP
cana-4249	174	13	as	as	ADP
cana-4249	174	14	pdf	pdf	NOUN
cana-4249	174	15	reports	report	NOUN
cana-4249	174	16	.	.	PUNCT
cana-4249	175	1	users	user	NOUN
cana-4249	175	2	can	can	AUX
cana-4249	175	3	directly	directly	ADV
cana-4249	175	4	connect	connect	VERB
cana-4249	175	5	to	to	ADP
cana-4249	175	6	the	the	DET
cana-4249	175	7	platform	platform	NOUN
cana-4249	175	8	to	to	PART
cana-4249	175	9	access	access	VERB
cana-4249	175	10	history	history	NOUN
cana-4249	175	11	and	and	CCONJ
cana-4249	175	12	follow	follow	VERB
cana-4249	175	13	health	health	NOUN
cana-4249	175	14	management	management	NOUN
cana-4249	175	15	over	over	ADP
cana-4249	175	16	time	time	NOUN
cana-4249	175	17	alongside	alongside	ADP
cana-4249	175	18	health	health	NOUN
cana-4249	175	19	tips	tip	NOUN
cana-4249	175	20	.	.	PUNCT
cana-4249	176	1	future	future	ADJ
cana-4249	176	2	enhancements	enhancement	NOUN
cana-4249	176	3	will	will	AUX
cana-4249	176	4	include	include	VERB
cana-4249	176	5	the	the	DET
cana-4249	176	6	incorporation	incorporation	NOUN
cana-4249	176	7	of	of	ADP
cana-4249	176	8	more	more	ADJ
cana-4249	176	9	diseases	disease	NOUN
cana-4249	176	10	,	,	PUNCT
cana-4249	176	11	a	a	DET
cana-4249	176	12	larger	large	ADJ
cana-4249	176	13	dataset	dataset	NOUN
cana-4249	176	14	,	,	PUNCT
cana-4249	176	15	and	and	CCONJ
cana-4249	176	16	integration	integration	NOUN
cana-4249	176	17	of	of	ADP
cana-4249	176	18	chatbots	chatbot	NOUN
cana-4249	176	19	to	to	PART
cana-4249	176	20	ensure	ensure	VERB
cana-4249	176	21	a	a	DET
cana-4249	176	22	much	much	ADV
cana-4249	176	23	broader	broad	ADJ
cana-4249	176	24	and	and	CCONJ
cana-4249	176	25	more	more	ADV
cana-4249	176	26	lovable	lovable	ADJ
cana-4249	176	27	health	health	NOUN
cana-4249	176	28	management	management	NOUN
cana-4249	176	29	.	.	PUNCT
cana-4249	177	1	6	6	X
cana-4249	177	2	.	.	X
cana-4249	177	3	results	result	VERB
cana-4249	177	4	alziemers	alziemer	NOUN
cana-4249	177	5	braintumor	braintumor	NOUN
cana-4249	177	6	breast_cancer	breast_cancer	VERB
cana-4249	177	7	communications	communication	NOUN
cana-4249	177	8	on	on	ADP
cana-4249	177	9	applied	apply	VERB
cana-4249	177	10	nonlinear	nonlinear	ADJ
cana-4249	177	11	analysis	analysis	NOUN
cana-4249	177	12	issn	issn	NOUN
cana-4249	177	13	:	:	PUNCT
cana-4249	177	14	1074	1074	NUM
cana-4249	177	15	-	-	PUNCT
cana-4249	177	16	133x	133x	NUM
cana-4249	177	17	vol	vol	NOUN
cana-4249	177	18	32	32	NUM
cana-4249	178	1	no	no	NOUN
cana-4249	178	2	.	.	PUNCT
cana-4249	179	1	9s	9s	NUM
cana-4249	179	2	(	(	PUNCT
cana-4249	179	3	2025	2025	NUM
cana-4249	179	4	)	)	PUNCT
cana-4249	179	5	1615	1615	NUM
cana-4249	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	180	1	covid_19	covid_19	PROPN
cana-4249	180	2	heart	heart	NOUN
cana-4249	180	3	pneumonia	pneumonia	NOUN
cana-4249	180	4	diabetics	diabetic	NOUN
cana-4249	180	5	7	7	NUM
cana-4249	180	6	.	.	PUNCT
cana-4249	180	7	conclusion	conclusion	VERB
cana-4249	180	8	the	the	DET
cana-4249	180	9	health	health	NOUN
cana-4249	180	10	care	care	NOUN
cana-4249	180	11	initiative	initiative	NOUN
cana-4249	180	12	transforms	transform	VERB
cana-4249	180	13	early	early	ADJ
cana-4249	180	14	disease	disease	NOUN
cana-4249	180	15	identification	identification	NOUN
cana-4249	180	16	and	and	CCONJ
cana-4249	180	17	detection	detection	NOUN
cana-4249	180	18	using	use	VERB
cana-4249	180	19	the	the	DET
cana-4249	180	20	latest	late	ADJ
cana-4249	180	21	algorithms	algorithm	NOUN
cana-4249	180	22	in	in	ADP
cana-4249	180	23	machine	machine	NOUN
cana-4249	180	24	learning	learning	NOUN
cana-4249	180	25	.	.	PUNCT
cana-4249	181	1	it	it	PRON
cana-4249	181	2	correctly	correctly	ADV
cana-4249	181	3	classifies	classify	VERB
cana-4249	181	4	critical	critical	ADJ
cana-4249	181	5	illnesses	illness	NOUN
cana-4249	181	6	such	such	ADJ
cana-4249	181	7	as	as	ADP
cana-4249	181	8	covid-19	covid-19	PROPN
cana-4249	181	9	,	,	PUNCT
cana-4249	181	10	brain	brain	NOUN
cana-4249	181	11	tumors	tumor	NOUN
cana-4249	181	12	,	,	PUNCT
cana-4249	181	13	breast	breast	NOUN
cana-4249	181	14	cancer	cancer	NOUN
cana-4249	181	15	,	,	PUNCT
cana-4249	181	16	alzheimer	alzheimer	PROPN
cana-4249	181	17	's	's	PART
cana-4249	181	18	,	,	PUNCT
cana-4249	181	19	diabetes	diabetes	NOUN
cana-4249	181	20	,	,	PUNCT
cana-4249	181	21	pneumonia	pneumonia	NOUN
cana-4249	181	22	,	,	PUNCT
cana-4249	181	23	and	and	CCONJ
cana-4249	181	24	heart	heart	NOUN
cana-4249	181	25	disease	disease	NOUN
cana-4249	181	26	.	.	PUNCT
cana-4249	182	1	it	it	PRON
cana-4249	182	2	uses	use	VERB
cana-4249	182	3	the	the	DET
cana-4249	182	4	random	random	ADJ
cana-4249	182	5	forest	forest	NOUN
cana-4249	182	6	model	model	NOUN
cana-4249	182	7	for	for	ADP
cana-4249	182	8	numerical	numerical	ADJ
cana-4249	182	9	assessment	assessment	NOUN
cana-4249	182	10	and	and	CCONJ
cana-4249	182	11	the	the	DET
cana-4249	182	12	cnn	cnn	PROPN
cana-4249	182	13	model	model	NOUN
cana-4249	182	14	for	for	ADP
cana-4249	182	15	image	image	NOUN
cana-4249	182	16	processing	processing	NOUN
cana-4249	182	17	.	.	PUNCT
cana-4249	183	1	the	the	DET
cana-4249	183	2	health	health	NOUN
cana-4249	183	3	care	care	NOUN
cana-4249	183	4	platform	platform	NOUN
cana-4249	183	5	allows	allow	VERB
cana-4249	183	6	the	the	DET
cana-4249	183	7	early	early	ADJ
cana-4249	183	8	detection	detection	NOUN
cana-4249	183	9	of	of	ADP
cana-4249	183	10	diseases	disease	NOUN
cana-4249	183	11	and	and	CCONJ
cana-4249	183	12	gives	give	VERB
cana-4249	183	13	immediate	immediate	ADJ
cana-4249	183	14	tests	test	NOUN
cana-4249	183	15	,	,	PUNCT
cana-4249	183	16	which	which	PRON
cana-4249	183	17	means	mean	VERB
cana-4249	183	18	no	no	DET
cana-4249	183	19	need	need	NOUN
cana-4249	183	20	to	to	PART
cana-4249	183	21	seek	seek	VERB
cana-4249	183	22	a	a	DET
cana-4249	183	23	consulting	consulting	NOUN
cana-4249	183	24	doctor	doctor	NOUN
cana-4249	183	25	.	.	PUNCT
cana-4249	184	1	healthcare	healthcare	PROPN
cana-4249	184	2	is	be	AUX
cana-4249	184	3	a	a	DET
cana-4249	184	4	set	set	NOUN
cana-4249	184	5	of	of	ADP
cana-4249	184	6	elements	element	NOUN
cana-4249	184	7	consisting	consist	VERB
cana-4249	184	8	of	of	ADP
cana-4249	184	9	several	several	ADJ
cana-4249	184	10	forms	form	NOUN
cana-4249	184	11	of	of	ADP
cana-4249	184	12	illness	illness	NOUN
cana-4249	184	13	communications	communication	NOUN
cana-4249	184	14	on	on	ADP
cana-4249	184	15	applied	apply	VERB
cana-4249	184	16	nonlinear	nonlinear	ADJ
cana-4249	184	17	analysis	analysis	NOUN
cana-4249	184	18	issn	issn	NOUN
cana-4249	184	19	:	:	PUNCT
cana-4249	184	20	1074	1074	NUM
cana-4249	184	21	-	-	PUNCT
cana-4249	184	22	133x	133x	NUM
cana-4249	184	23	vol	vol	NOUN
cana-4249	184	24	32	32	NUM
cana-4249	184	25	no	no	NOUN
cana-4249	184	26	.	.	PUNCT
cana-4249	185	1	9s	9s	NUM
cana-4249	185	2	(	(	PUNCT
cana-4249	185	3	2025	2025	NUM
cana-4249	185	4	)	)	PUNCT
cana-4249	185	5	1616	1616	NUM
cana-4249	186	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4249	186	2	detection	detection	NOUN
cana-4249	186	3	in	in	ADP
cana-4249	186	4	one	one	NUM
cana-4249	186	5	package	package	NOUN
cana-4249	186	6	,	,	PUNCT
cana-4249	186	7	providing	provide	VERB
cana-4249	186	8	recommendations	recommendation	NOUN
cana-4249	186	9	for	for	ADP
cana-4249	186	10	individual	individual	ADJ
cana-4249	186	11	care	care	NOUN
cana-4249	186	12	and	and	CCONJ
cana-4249	186	13	maintaining	maintain	VERB
cana-4249	186	14	significant	significant	ADJ
cana-4249	186	15	record	record	NOUN
cana-4249	186	16	-	-	PUNCT
cana-4249	186	17	keeping	keep	VERB
cana-4249	186	18	capabilities	capability	NOUN
cana-4249	186	19	for	for	ADP
cana-4249	186	20	optimal	optimal	ADJ
cana-4249	186	21	health	health	NOUN
cana-4249	186	22	management	management	NOUN
cana-4249	186	23	;	;	PUNCT
cana-4249	186	24	it	it	PRON
cana-4249	186	25	is	be	AUX
cana-4249	186	26	built	build	VERB
cana-4249	186	27	to	to	PART
cana-4249	186	28	be	be	AUX
cana-4249	186	29	intuitive	intuitive	ADJ
cana-4249	186	30	,	,	PUNCT
cana-4249	186	31	scalable	scalable	ADJ
cana-4249	186	32	,	,	PUNCT
cana-4249	186	33	and	and	CCONJ
cana-4249	186	34	affordable	affordable	ADJ
cana-4249	186	35	.	.	PUNCT
cana-4249	187	1	this	this	DET
cana-4249	187	2	new	new	ADJ
cana-4249	187	3	way	way	NOUN
cana-4249	187	4	significantly	significantly	ADV
cana-4249	187	5	enhances	enhance	VERB
cana-4249	187	6	patients	patient	NOUN
cana-4249	187	7	'	'	PART
cana-4249	187	8	outcomes	outcome	NOUN
cana-4249	187	9	as	as	ADV
cana-4249	187	10	well	well	ADV
cana-4249	187	11	as	as	ADP
cana-4249	187	12	diagnostic	diagnostic	ADJ
cana-4249	187	13	medicine	medicine	NOUN
cana-4249	187	14	.	.	PUNCT
cana-4249	188	1	references	reference	NOUN
cana-4249	188	2	1	1	NUM
cana-4249	188	3	.	.	PUNCT
cana-4249	188	4	abdullakutty	abdullakutty	PROPN
cana-4249	188	5	,	,	PUNCT
cana-4249	188	6	f.	f.	PROPN
cana-4249	188	7	,	,	PUNCT
cana-4249	188	8	akbari	akbari	PROPN
cana-4249	188	9	,	,	PUNCT
cana-4249	188	10	y.	y.	PROPN
cana-4249	188	11	,	,	PUNCT
cana-4249	188	12	al	al	PROPN
cana-4249	188	13	-	-	PUNCT
cana-4249	188	14	maadeed	maadeed	PROPN
cana-4249	188	15	,	,	PUNCT
cana-4249	188	16	s.	s.	PROPN
cana-4249	188	17	,	,	PUNCT
cana-4249	188	18	bouridane	bouridane	PROPN
cana-4249	188	19	,	,	PUNCT
cana-4249	188	20	a.	a.	NOUN
cana-4249	188	21	,	,	PUNCT
cana-4249	188	22	talaat	talaat	PROPN
cana-4249	188	23	,	,	PUNCT
cana-4249	188	24	i.	i.	NOUN
cana-4249	188	25	m.	m.	PROPN
cana-4249	188	26	,	,	PUNCT
cana-4249	188	27	&	&	CCONJ
cana-4249	188	28	hamoudi	hamoudi	PROPN
cana-4249	188	29	,	,	PUNCT
cana-4249	188	30	r.	r.	PROPN
cana-4249	188	31	(	(	PUNCT
cana-4249	188	32	2024	2024	NUM
cana-4249	188	33	)	)	PUNCT
cana-4249	188	34	.	.	PUNCT
cana-4249	189	1	towards	towards	ADP
cana-4249	189	2	improved	improve	VERB
cana-4249	189	3	breast	breast	NOUN
cana-4249	189	4	cancer	cancer	NOUN
cana-4249	189	5	detection	detection	NOUN
cana-4249	189	6	via	via	ADP
cana-4249	189	7	multi	multi	ADJ
cana-4249	189	8	-	-	ADJ
cana-4249	189	9	modal	modal	ADJ
cana-4249	189	10	fusion	fusion	NOUN
cana-4249	189	11	and	and	CCONJ
cana-4249	189	12	dimensionality	dimensionality	NOUN
cana-4249	189	13	adjustment	adjustment	NOUN
cana-4249	189	14	.	.	PUNCT
cana-4249	190	1	computational	computational	ADJ
cana-4249	190	2	and	and	CCONJ
cana-4249	190	3	structural	structural	ADJ
cana-4249	190	4	biotechnology	biotechnology	NOUN
cana-4249	190	5	reports	report	NOUN
cana-4249	190	6	,	,	PUNCT
cana-4249	190	7	1	1	NUM
cana-4249	190	8	,	,	PUNCT
cana-4249	190	9	100019	100019	NUM
cana-4249	190	10	.	.	PUNCT
cana-4249	191	1	2	2	X
cana-4249	191	2	.	.	X
cana-4249	191	3	chamakuri	chamakuri	PROPN
cana-4249	191	4	,	,	PUNCT
cana-4249	191	5	r.	r.	PROPN
cana-4249	191	6	,	,	PUNCT
cana-4249	191	7	&	&	CCONJ
cana-4249	191	8	janapana	janapana	PROPN
cana-4249	191	9	,	,	PUNCT
cana-4249	191	10	h.	h.	PROPN
cana-4249	191	11	(	(	PUNCT
cana-4249	191	12	2024	2024	NUM
cana-4249	191	13	)	)	PUNCT
cana-4249	191	14	.	.	PUNCT
cana-4249	192	1	a	a	DET
cana-4249	192	2	systematic	systematic	ADJ
cana-4249	192	3	review	review	NOUN
cana-4249	192	4	on	on	ADP
cana-4249	192	5	recent	recent	ADJ
cana-4249	192	6	methods	method	NOUN
cana-4249	192	7	on	on	ADP
cana-4249	192	8	deep	deep	ADJ
cana-4249	192	9	learning	learning	NOUN
cana-4249	192	10	for	for	ADP
cana-4249	192	11	automatic	automatic	ADJ
cana-4249	192	12	detection	detection	NOUN
cana-4249	192	13	of	of	ADP
cana-4249	192	14	alzheimer	alzheimer	PROPN
cana-4249	192	15	’s	’s	PART
cana-4249	192	16	disease	disease	NOUN
cana-4249	192	17	.	.	PUNCT
cana-4249	193	1	medicine	medicine	NOUN
cana-4249	193	2	in	in	ADP
cana-4249	193	3	novel	novel	ADJ
cana-4249	193	4	technology	technology	NOUN
cana-4249	193	5	and	and	CCONJ
cana-4249	193	6	devices	device	NOUN
cana-4249	193	7	,	,	PUNCT
cana-4249	193	8	100343	100343	NUM
cana-4249	193	9	.	.	PUNCT
cana-4249	194	1	3	3	X
cana-4249	194	2	.	.	X
cana-4249	194	3	zhang	zhang	PROPN
cana-4249	194	4	,	,	PUNCT
cana-4249	194	5	z.	z.	PROPN
cana-4249	194	6	,	,	PUNCT
cana-4249	194	7	shen	shen	PROPN
cana-4249	194	8	,	,	PUNCT
cana-4249	194	9	y.	y.	PROPN
cana-4249	194	10	,	,	PUNCT
cana-4249	194	11	wang	wang	PROPN
cana-4249	194	12	,	,	PUNCT
cana-4249	194	13	h.	h.	PROPN
cana-4249	194	14	,	,	PUNCT
cana-4249	194	15	zhao	zhao	PROPN
cana-4249	194	16	,	,	PUNCT
cana-4249	194	17	l.	l.	PROPN
cana-4249	194	18	,	,	PUNCT
cana-4249	194	19	&	&	CCONJ
cana-4249	194	20	hu	hu	PROPN
cana-4249	194	21	,	,	PUNCT
cana-4249	194	22	d.	d.	PROPN
cana-4249	194	23	(	(	PUNCT
cana-4249	194	24	2020	2020	NUM
cana-4249	194	25	)	)	PUNCT
cana-4249	194	26	.	.	PUNCT
cana-4249	195	1	highresolution	highresolution	NOUN
cana-4249	195	2	computed	compute	VERB
cana-4249	195	3	tomographic	tomographic	ADJ
cana-4249	195	4	imaging	imaging	NOUN
cana-4249	195	5	disclosing	disclose	VERB
cana-4249	195	6	covid-19	covid-19	PROPN
cana-4249	195	7	pneumonia	pneumonia	NOUN
cana-4249	195	8	:	:	PUNCT
cana-4249	195	9	a	a	DET
cana-4249	195	10	powerful	powerful	ADJ
cana-4249	195	11	tool	tool	NOUN
cana-4249	195	12	in	in	ADP
cana-4249	195	13	diagnosis	diagnosis	NOUN
cana-4249	195	14	.	.	PUNCT
cana-4249	196	1	the	the	DET
cana-4249	196	2	journal	journal	NOUN
cana-4249	196	3	of	of	ADP
cana-4249	196	4	infection	infection	NOUN
cana-4249	196	5	,	,	PUNCT
cana-4249	196	6	81(2	81(2	NUM
cana-4249	196	7	)	)	PUNCT
cana-4249	196	8	,	,	PUNCT
cana-4249	196	9	318	318	NUM
cana-4249	196	10	.	.	PUNCT
cana-4249	196	11	4	4	NUM
cana-4249	196	12	.	.	PUNCT
cana-4249	196	13	j.	j.	PROPN
cana-4249	196	14	shu	shu	PROPN
cana-4249	196	15	,	,	PUNCT
cana-4249	196	16	n.	n.	PROPN
cana-4249	196	17	li	li	PROPN
cana-4249	196	18	,	,	PUNCT
cana-4249	196	19	w.	w.	PROPN
cana-4249	196	20	wei	wei	PROPN
cana-4249	196	21	,	,	PUNCT
cana-4249	196	22	and	and	CCONJ
cana-4249	196	23	l.	l.	PROPN
cana-4249	196	24	zhang,“detection	zhang,“detection	PROPN
cana-4249	196	25	of	of	ADP
cana-4249	196	26	molecularsignatures	molecularsignature	NOUN
cana-4249	196	27	and	and	CCONJ
cana-4249	196	28	pathways	pathway	NOUN
cana-4249	196	29	shared	share	VERB
cana-4249	196	30	by	by	ADP
cana-4249	196	31	alzheimer	alzheimer	PROPN
cana-4249	196	32	’s	’s	PART
cana-4249	196	33	disease	disease	NOUN
cana-4249	196	34	and	and	CCONJ
cana-4249	196	35	type	type	NOUN
cana-4249	196	36	2	2	NUM
cana-4249	196	37	diabetes,”gene	diabetes,”gene	NOUN
cana-4249	196	38	,	,	PUNCT
cana-4249	196	39	vol	vol	NOUN
cana-4249	196	40	.	.	PROPN
cana-4249	196	41	32	32	NUM
cana-4249	196	42	,	,	PUNCT
cana-4249	196	43	p.	p.	NOUN
cana-4249	196	44	146070	146070	NUM
cana-4249	196	45	,	,	PUNCT
cana-4249	196	46	2021	2021	NUM
cana-4249	196	47	,	,	PUNCT
cana-4249	196	48	doi	doi	NOUN
cana-4249	196	49	:	:	PUNCT
cana-4249	196	50	10.1016	10.1016	NUM
cana-4249	196	51	/	/	SYM
cana-4249	196	52	j.gene.2021.146070	j.gene.2021.146070	NOUN
cana-4249	196	53	.	.	PUNCT
cana-4249	197	1	5	5	X
cana-4249	197	2	.	.	X
cana-4249	197	3	singh	singh	PROPN
cana-4249	197	4	,	,	PUNCT
cana-4249	197	5	a.	a.	NOUN
cana-4249	197	6	,	,	PUNCT
cana-4249	197	7	mahapatra	mahapatra	PROPN
cana-4249	197	8	,	,	PUNCT
cana-4249	197	9	h.	h.	PROPN
cana-4249	197	10	,	,	PUNCT
cana-4249	197	11	biswal	biswal	PROPN
cana-4249	197	12	,	,	PUNCT
cana-4249	197	13	a.	a.	PROPN
cana-4249	197	14	k.	k.	PROPN
cana-4249	197	15	,	,	PUNCT
cana-4249	197	16	mahapatra	mahapatra	PROPN
cana-4249	197	17	,	,	PUNCT
cana-4249	197	18	m.	m.	NOUN
cana-4249	197	19	,	,	PUNCT
cana-4249	197	20	singh	singh	PROPN
cana-4249	197	21	,	,	PUNCT
cana-4249	197	22	d.	d.	PROPN
cana-4249	197	23	,	,	PUNCT
cana-4249	197	24	&	&	CCONJ
cana-4249	197	25	samantaray	samantaray	PROPN
cana-4249	197	26	,	,	PUNCT
cana-4249	197	27	m.	m.	NOUN
cana-4249	197	28	(	(	PUNCT
cana-4249	197	29	2024	2024	NUM
cana-4249	197	30	)	)	PUNCT
cana-4249	197	31	.	.	PUNCT
cana-4249	198	1	heart	heart	NOUN
cana-4249	198	2	disease	disease	NOUN
cana-4249	198	3	detection	detection	NOUN
cana-4249	198	4	using	use	VERB
cana-4249	198	5	machine	machine	NOUN
cana-4249	198	6	learning	learning	NOUN
cana-4249	198	7	models	model	NOUN
cana-4249	198	8	.	.	PUNCT
cana-4249	199	1	procedia	procedia	PROPN
cana-4249	199	2	computer	computer	NOUN
cana-4249	199	3	science	science	NOUN
cana-4249	199	4	,	,	PUNCT
cana-4249	199	5	235	235	NUM
cana-4249	199	6	,	,	PUNCT
cana-4249	199	7	937	937	NUM
cana-4249	199	8	-	-	SYM
cana-4249	199	9	947	947	NUM
cana-4249	199	10	.	.	PUNCT
cana-4249	200	1	6	6	NUM
cana-4249	200	2	.	.	X
cana-4249	200	3	lamba	lamba	NOUN
cana-4249	200	4	,	,	PUNCT
cana-4249	200	5	k.	k.	PROPN
cana-4249	200	6	,	,	PUNCT
cana-4249	200	7	rani	rani	PROPN
cana-4249	200	8	,	,	PUNCT
cana-4249	200	9	s.	s.	PROPN
cana-4249	200	10	,	,	PUNCT
cana-4249	200	11	anand	anand	PROPN
cana-4249	200	12	,	,	PUNCT
cana-4249	200	13	m.	m.	NOUN
cana-4249	200	14	,	,	PUNCT
cana-4249	200	15	&	&	CCONJ
cana-4249	200	16	maguluri	maguluri	PROPN
cana-4249	200	17	,	,	PUNCT
cana-4249	200	18	l.	l.	PROPN
cana-4249	200	19	p.	p.	PROPN
cana-4249	200	20	(	(	PUNCT
cana-4249	200	21	2024	2024	NUM
cana-4249	200	22	)	)	PUNCT
cana-4249	200	23	.	.	PUNCT
cana-4249	201	1	an	an	DET
cana-4249	201	2	integrated	integrate	VERB
cana-4249	201	3	deep	deep	ADJ
cana-4249	201	4	learning	learning	NOUN
cana-4249	201	5	and	and	CCONJ
cana-4249	201	6	supervised	supervise	VERB
cana-4249	201	7	learning	learn	VERB
cana-4249	201	8	approach	approach	NOUN
cana-4249	201	9	for	for	ADP
cana-4249	201	10	early	early	ADJ
cana-4249	201	11	detection	detection	NOUN
cana-4249	201	12	of	of	ADP
cana-4249	201	13	brain	brain	NOUN
cana-4249	201	14	tumor	tumor	NOUN
cana-4249	201	15	using	use	VERB
cana-4249	201	16	magnetic	magnetic	ADJ
cana-4249	201	17	resonance	resonance	NOUN
cana-4249	201	18	imaging	imaging	NOUN
cana-4249	201	19	.	.	PUNCT
cana-4249	202	1	healthcare	healthcare	PROPN
cana-4249	202	2	analytic	analytic	PROPN
cana-4249	202	3	,	,	PUNCT
cana-4249	202	4	5	5	NUM
cana-4249	202	5	,	,	PUNCT
cana-4249	202	6	100336	100336	NUM
cana-4249	202	7	.	.	PUNCT
cana-4249	203	1	7	7	X
cana-4249	203	2	.	.	X
cana-4249	203	3	lakshmi	lakshmi	PROPN
cana-4249	203	4	,	,	PUNCT
cana-4249	203	5	k.	k.	PROPN
cana-4249	203	6	l.	l.	PROPN
cana-4249	203	7	,	,	PUNCT
cana-4249	203	8	umadevi	umadevi	ADJ
cana-4249	203	9	,	,	PUNCT
cana-4249	203	10	m.	m.	NOUN
cana-4249	203	11	,	,	PUNCT
cana-4249	203	12	&	&	CCONJ
cana-4249	203	13	bellamkonda	bellamkonda	PROPN
cana-4249	203	14	,	,	PUNCT
cana-4249	203	15	l.	l.	PROPN
cana-4249	203	16	p.	p.	PROPN
cana-4249	203	17	(	(	PUNCT
cana-4249	203	18	2025	2025	NUM
cana-4249	203	19	)	)	PUNCT
cana-4249	203	20	.	.	PUNCT
cana-4249	204	1	optimized	optimize	VERB
cana-4249	204	2	truncated	truncate	VERB
cana-4249	204	3	singular	singular	ADJ
cana-4249	204	4	value	value	NOUN
cana-4249	204	5	decomposition	decomposition	NOUN
cana-4249	204	6	and	and	CCONJ
cana-4249	204	7	hybrid	hybrid	ADJ
cana-4249	204	8	deep	deep	ADJ
cana-4249	204	9	neural	neural	ADJ
cana-4249	204	10	network	network	NOUN
cana-4249	204	11	with	with	ADP
cana-4249	204	12	random	random	ADJ
cana-4249	204	13	forest	forest	NOUN
cana-4249	204	14	for	for	ADP
cana-4249	204	15	automated	automate	VERB
cana-4249	204	16	disease	disease	NOUN
cana-4249	204	17	prediction	prediction	NOUN
cana-4249	204	18	.	.	PUNCT
cana-4249	205	1	biomedical	biomedical	ADJ
cana-4249	205	2	signal	signal	NOUN
cana-4249	205	3	processing	processing	NOUN
cana-4249	205	4	and	and	CCONJ
cana-4249	205	5	control	control	NOUN
cana-4249	205	6	,	,	PUNCT
cana-4249	205	7	100	100	NUM
cana-4249	205	8	,	,	PUNCT
cana-4249	205	9	107010	107010	NUM
cana-4249	205	10	.	.	PUNCT