id	sid	tid	token	lemma	pos
cana-2145	1	1	communications	communication	NOUN
cana-2145	1	2	on	on	ADP
cana-2145	1	3	applied	apply	VERB
cana-2145	1	4	nonlinear	nonlinear	ADJ
cana-2145	1	5	analysis	analysis	NOUN
cana-2145	1	6	issn	issn	NOUN
cana-2145	1	7	:	:	PUNCT
cana-2145	1	8	1074	1074	NUM
cana-2145	1	9	-	-	PUNCT
cana-2145	1	10	133x	133x	NUM
cana-2145	1	11	vol	vol	NOUN
cana-2145	1	12	32	32	NUM
cana-2145	1	13	no	no	NOUN
cana-2145	1	14	.	.	PUNCT
cana-2145	2	1	1s	1s	NUM
cana-2145	2	2	(	(	PUNCT
cana-2145	2	3	2025	2025	NUM
cana-2145	2	4	)	)	PUNCT
cana-2145	2	5	150	150	NUM
cana-2145	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	2	7	leveraging	leverage	VERB
cana-2145	2	8	flask	flask	NOUN
cana-2145	2	9	api	api	NOUN
cana-2145	2	10	and	and	CCONJ
cana-2145	2	11	machine	machine	NOUN
cana-2145	2	12	learning	learn	VERB
cana-2145	2	13	to	to	PART
cana-2145	2	14	forecast	forecast	VERB
cana-2145	2	15	multiple	multiple	ADJ
cana-2145	2	16	diseases	disease	NOUN
cana-2145	2	17	k	k	PROPN
cana-2145	2	18	venkateswara	venkateswara	PROPN
cana-2145	2	19	rao1,d	rao1,d	PROPN
cana-2145	2	20	srilatha2,sridevi	srilatha2,sridevi	PROPN
cana-2145	3	1	sakhamuri3,venkata	sakhamuri3,venkata	X
cana-2145	4	1	subbaiah	subbaiah	PROPN
cana-2145	4	2	desanamukula4,m	desanamukula4,m	PROPN
cana-2145	4	3	asha	asha	PROPN
cana-2145	4	4	priyadarshini5,p	priyadarshini5,p	PROPN
cana-2145	4	5	ramya6	ramya6	PROPN
cana-2145	4	6	1professor	1professor	NUM
cana-2145	4	7	,	,	PUNCT
cana-2145	4	8	department	department	NOUN
cana-2145	4	9	of	of	ADP
cana-2145	4	10	cse	cse	PROPN
cana-2145	4	11	,	,	PUNCT
cana-2145	4	12	vignan	vignan	NOUN
cana-2145	4	13	’s	’s	PART
cana-2145	4	14	lara	lara	PROPN
cana-2145	4	15	institute	institute	PROPN
cana-2145	4	16	of	of	ADP
cana-2145	4	17	technology	technology	PROPN
cana-2145	4	18	&	&	CCONJ
cana-2145	4	19	science	science	PROPN
cana-2145	4	20	,	,	PUNCT
cana-2145	4	21	vadlamudi	vadlamudi	NOUN
cana-2145	4	22	,	,	PUNCT
cana-2145	4	23	guntur(dt	guntur(dt	PROPN
cana-2145	4	24	)	)	PUNCT
cana-2145	4	25	,	,	PUNCT
cana-2145	4	26	ap	ap	PROPN
cana-2145	4	27	,	,	PUNCT
cana-2145	4	28	india	india	PROPN
cana-2145	4	29	,	,	PUNCT
cana-2145	4	30	venkat545@gmail.com	venkat545@gmail.com	X
cana-2145	4	31	2professor	2professor	NUM
cana-2145	4	32	,	,	PUNCT
cana-2145	4	33	department	department	NOUN
cana-2145	4	34	of	of	ADP
cana-2145	4	35	eee	eee	PROPN
cana-2145	4	36	,	,	PUNCT
cana-2145	4	37	vasi	vasi	PROPN
cana-2145	4	38	reddy	reddy	PROPN
cana-2145	4	39	venkatadri	venkatadri	PROPN
cana-2145	4	40	institute	institute	PROPN
cana-2145	4	41	of	of	ADP
cana-2145	4	42	technology	technology	NOUN
cana-2145	4	43	,	,	PUNCT
cana-2145	4	44	namburu-522508	namburu-522508	NOUN
cana-2145	4	45	,	,	PUNCT
cana-2145	4	46	guntur(dt),ap	guntur(dt),ap	PROPN
cana-2145	4	47	,	,	PUNCT
cana-2145	4	48	india	india	PROPN
cana-2145	4	49	.	.	PUNCT
cana-2145	5	1	srilatha.dande@gmail.com	srilatha.dande@gmail.com	PROPN
cana-2145	5	2	3assistant	3assistant	NUM
cana-2145	5	3	professor	professor	NOUN
cana-2145	5	4	,	,	PUNCT
cana-2145	5	5	department	department	NOUN
cana-2145	5	6	of	of	ADP
cana-2145	5	7	iot	iot	PROPN
cana-2145	5	8	,	,	PUNCT
cana-2145	5	9	koneru	koneru	PROPN
cana-2145	5	10	lakshmaiah	lakshmaiah	PROPN
cana-2145	5	11	education	education	PROPN
cana-2145	5	12	foundation	foundation	PROPN
cana-2145	5	13	,	,	PUNCT
cana-2145	5	14	vaddeswaram	vaddeswaram	PROPN
cana-2145	5	15	,	,	PUNCT
cana-2145	5	16	ap	ap	PROPN
cana-2145	5	17	,	,	PUNCT
cana-2145	5	18	india	india	PROPN
cana-2145	5	19	,	,	PUNCT
cana-2145	5	20	522302	522302	NUM
cana-2145	5	21	.	.	PUNCT
cana-2145	5	22	srisat1617@gmail.com	srisat1617@gmail.com	PROPN
cana-2145	6	1	4professor	4professor	NUM
cana-2145	6	2	,	,	PUNCT
cana-2145	6	3	department	department	NOUN
cana-2145	6	4	of	of	ADP
cana-2145	6	5	computer	computer	NOUN
cana-2145	6	6	science	science	NOUN
cana-2145	6	7	and	and	CCONJ
cana-2145	6	8	engineering	engineering	NOUN
cana-2145	6	9	,	,	PUNCT
cana-2145	6	10	lakireddy	lakireddy	PROPN
cana-2145	6	11	bali	bali	PROPN
cana-2145	6	12	reddy	reddy	PROPN
cana-2145	6	13	college	college	PROPN
cana-2145	6	14	of	of	ADP
cana-2145	6	15	engineering	engineering	PROPN
cana-2145	6	16	,	,	PUNCT
cana-2145	6	17	mylavaram	mylavaram	PROPN
cana-2145	6	18	,	,	PUNCT
cana-2145	6	19	ntr	ntr	VERB
cana-2145	6	20	dist	dist	PROPN
cana-2145	6	21	andhra	andhra	PROPN
cana-2145	6	22	pradesh	pradesh	PROPN
cana-2145	6	23	,	,	PUNCT
cana-2145	6	24	india	india	PROPN
cana-2145	6	25	.	.	PUNCT
cana-2145	7	1	desanamukula@gmail.com	desanamukula@gmail.com	X
cana-2145	8	1	5assistant	5assistant	NUM
cana-2145	8	2	professor	professor	NOUN
cana-2145	8	3	,	,	PUNCT
cana-2145	8	4	department	department	PROPN
cana-2145	8	5	of	of	ADP
cana-2145	8	6	cse	cse	PROPN
cana-2145	8	7	,	,	PUNCT
cana-2145	8	8	vignan	vignan	NOUN
cana-2145	8	9	’s	’s	PART
cana-2145	8	10	lara	lara	PROPN
cana-2145	8	11	institute	institute	PROPN
cana-2145	8	12	of	of	ADP
cana-2145	8	13	technology	technology	PROPN
cana-2145	8	14	&	&	CCONJ
cana-2145	8	15	science	science	PROPN
cana-2145	8	16	,	,	PUNCT
cana-2145	8	17	vadlamudi	vadlamudi	NOUN
cana-2145	8	18	,	,	PUNCT
cana-2145	8	19	india	india	PROPN
cana-2145	8	20	.	.	PUNCT
cana-2145	9	1	ashapriyadarshini16@gmail.com	ashapriyadarshini16@gmail.com	X
cana-2145	9	2	6	6	NUM
cana-2145	9	3	assistant	assistant	NOUN
cana-2145	9	4	professor	professor	NOUN
cana-2145	9	5	,	,	PUNCT
cana-2145	9	6	department	department	PROPN
cana-2145	9	7	of	of	ADP
cana-2145	9	8	cse	cse	PROPN
cana-2145	9	9	,	,	PUNCT
cana-2145	9	10	vignan	vignan	NOUN
cana-2145	9	11	’s	’s	PART
cana-2145	9	12	lara	lara	PROPN
cana-2145	9	13	institute	institute	PROPN
cana-2145	9	14	of	of	ADP
cana-2145	9	15	technology	technology	PROPN
cana-2145	9	16	&	&	CCONJ
cana-2145	9	17	science	science	PROPN
cana-2145	9	18	,	,	PUNCT
cana-2145	9	19	vadlamudi	vadlamudi	NOUN
cana-2145	9	20	,	,	PUNCT
cana-2145	9	21	india	india	PROPN
cana-2145	9	22	.	.	PUNCT
cana-2145	10	1	ramya458@gmail.com	ramya458@gmail.com	X
cana-2145	10	2	article	article	NOUN
cana-2145	10	3	history	history	NOUN
cana-2145	10	4	:	:	PUNCT
cana-2145	10	5	received	receive	VERB
cana-2145	10	6	:	:	PUNCT
cana-2145	10	7	09	09	NUM
cana-2145	10	8	-	-	SYM
cana-2145	10	9	08	08	NUM
cana-2145	10	10	-	-	PUNCT
cana-2145	10	11	2024	2024	NUM
cana-2145	10	12	revised	revise	VERB
cana-2145	10	13	:	:	PUNCT
cana-2145	10	14	25	25	NUM
cana-2145	10	15	-	-	PUNCT
cana-2145	10	16	09	09	NUM
cana-2145	10	17	-	-	PUNCT
cana-2145	10	18	2024	2024	NUM
cana-2145	10	19	accepted	accept	VERB
cana-2145	10	20	:	:	PUNCT
cana-2145	10	21	12	12	NUM
cana-2145	10	22	-	-	SYM
cana-2145	10	23	10	10	NUM
cana-2145	10	24	-	-	PUNCT
cana-2145	10	25	2024	2024	NUM
cana-2145	10	26	abstract	abstract	NOUN
cana-2145	10	27	:	:	PUNCT
cana-2145	10	28	the	the	DET
cana-2145	10	29	study	study	NOUN
cana-2145	10	30	described	describe	VERB
cana-2145	10	31	in	in	ADP
cana-2145	10	32	this	this	DET
cana-2145	10	33	abstract	abstract	ADJ
cana-2145	10	34	used	use	VERB
cana-2145	10	35	machine	machine	NOUN
cana-2145	10	36	learning	learn	VERB
cana-2145	10	37	to	to	PART
cana-2145	10	38	predict	predict	VERB
cana-2145	10	39	several	several	ADJ
cana-2145	10	40	diseases	disease	NOUN
cana-2145	10	41	,	,	PUNCT
cana-2145	10	42	and	and	CCONJ
cana-2145	10	43	it	it	PRON
cana-2145	10	44	integrated	integrate	VERB
cana-2145	10	45	the	the	DET
cana-2145	10	46	model	model	NOUN
cana-2145	10	47	into	into	ADP
cana-2145	10	48	a	a	DET
cana-2145	10	49	flask	flask	NOUN
cana-2145	10	50	api	api	NOUN
cana-2145	10	51	.	.	PUNCT
cana-2145	11	1	a	a	DET
cana-2145	11	2	user	user	NOUN
cana-2145	11	3	-	-	PUNCT
cana-2145	11	4	friendly	friendly	ADJ
cana-2145	11	5	platform	platform	NOUN
cana-2145	11	6	for	for	ADP
cana-2145	11	7	disease	disease	NOUN
cana-2145	11	8	prediction	prediction	NOUN
cana-2145	11	9	based	base	VERB
cana-2145	11	10	on	on	ADP
cana-2145	11	11	patient	patient	ADJ
cana-2145	11	12	symptoms	symptom	NOUN
cana-2145	11	13	and	and	CCONJ
cana-2145	11	14	medical	medical	ADJ
cana-2145	11	15	history	history	NOUN
cana-2145	11	16	was	be	AUX
cana-2145	11	17	the	the	DET
cana-2145	11	18	goal	goal	NOUN
cana-2145	11	19	of	of	ADP
cana-2145	11	20	the	the	DET
cana-2145	11	21	paper	paper	NOUN
cana-2145	11	22	.	.	PUNCT
cana-2145	12	1	a	a	DET
cana-2145	12	2	number	number	NOUN
cana-2145	12	3	of	of	ADP
cana-2145	12	4	strategies	strategy	NOUN
cana-2145	12	5	were	be	AUX
cana-2145	12	6	used	use	VERB
cana-2145	12	7	to	to	PART
cana-2145	12	8	optimize	optimize	VERB
cana-2145	12	9	the	the	DET
cana-2145	12	10	predictive	predictive	ADJ
cana-2145	12	11	performance	performance	NOUN
cana-2145	12	12	once	once	SCONJ
cana-2145	12	13	the	the	DET
cana-2145	12	14	machine	machine	NOUN
cana-2145	12	15	learning	learning	NOUN
cana-2145	12	16	model	model	NOUN
cana-2145	12	17	had	have	AUX
cana-2145	12	18	been	be	AUX
cana-2145	12	19	trained	train	VERB
cana-2145	12	20	on	on	ADP
cana-2145	12	21	a	a	DET
cana-2145	12	22	sizable	sizable	ADJ
cana-2145	12	23	dataset	dataset	NOUN
cana-2145	12	24	of	of	ADP
cana-2145	12	25	patient	patient	ADJ
cana-2145	12	26	records	record	NOUN
cana-2145	12	27	.	.	PUNCT
cana-2145	13	1	the	the	DET
cana-2145	13	2	model	model	NOUN
cana-2145	13	3	was	be	AUX
cana-2145	13	4	made	make	VERB
cana-2145	13	5	accessible	accessible	ADJ
cana-2145	13	6	as	as	ADP
cana-2145	13	7	a	a	DET
cana-2145	13	8	web	web	NOUN
cana-2145	13	9	service	service	NOUN
cana-2145	13	10	through	through	ADP
cana-2145	13	11	the	the	DET
cana-2145	13	12	usage	usage	NOUN
cana-2145	13	13	of	of	ADP
cana-2145	13	14	the	the	DET
cana-2145	13	15	flask	flask	PROPN
cana-2145	13	16	api	api	NOUN
cana-2145	13	17	,	,	PUNCT
cana-2145	13	18	enabling	enable	VERB
cana-2145	13	19	simple	simple	ADJ
cana-2145	13	20	deployment	deployment	NOUN
cana-2145	13	21	and	and	CCONJ
cana-2145	13	22	integration	integration	NOUN
cana-2145	13	23	into	into	ADP
cana-2145	13	24	current	current	ADJ
cana-2145	13	25	healthcare	healthcare	NOUN
cana-2145	13	26	systems	system	NOUN
cana-2145	13	27	.	.	PUNCT
cana-2145	14	1	the	the	DET
cana-2145	14	2	study	study	NOUN
cana-2145	14	3	's	's	PART
cana-2145	14	4	findings	finding	NOUN
cana-2145	14	5	demonstrated	demonstrate	VERB
cana-2145	14	6	that	that	SCONJ
cana-2145	14	7	the	the	DET
cana-2145	14	8	model	model	NOUN
cana-2145	14	9	could	could	AUX
cana-2145	14	10	accurately	accurately	ADV
cana-2145	14	11	forecast	forecast	VERB
cana-2145	14	12	diseases	disease	NOUN
cana-2145	14	13	with	with	ADP
cana-2145	14	14	a	a	DET
cana-2145	14	15	high	high	ADJ
cana-2145	14	16	degree	degree	NOUN
cana-2145	14	17	of	of	ADP
cana-2145	14	18	precision	precision	NOUN
cana-2145	14	19	,	,	PUNCT
cana-2145	14	20	and	and	CCONJ
cana-2145	14	21	the	the	DET
cana-2145	14	22	flask	flask	NOUN
cana-2145	14	23	api	api	NOUN
cana-2145	14	24	gave	give	VERB
cana-2145	14	25	healthcare	healthcare	NOUN
cana-2145	14	26	professionals	professional	NOUN
cana-2145	14	27	an	an	DET
cana-2145	14	28	easy	easy	ADJ
cana-2145	14	29	way	way	NOUN
cana-2145	14	30	to	to	PART
cana-2145	14	31	use	use	VERB
cana-2145	14	32	the	the	DET
cana-2145	14	33	model	model	NOUN
cana-2145	14	34	in	in	ADP
cana-2145	14	35	real	real	ADJ
cana-2145	14	36	-	-	PUNCT
cana-2145	14	37	world	world	NOUN
cana-2145	14	38	settings	setting	NOUN
cana-2145	14	39	.	.	PUNCT
cana-2145	15	1	the	the	DET
cana-2145	15	2	study	study	NOUN
cana-2145	15	3	underscores	underscore	VERB
cana-2145	15	4	the	the	DET
cana-2145	15	5	significance	significance	NOUN
cana-2145	15	6	of	of	ADP
cana-2145	15	7	developing	develop	VERB
cana-2145	15	8	open	open	ADJ
cana-2145	15	9	and	and	CCONJ
cana-2145	15	10	user	user	NOUN
cana-2145	15	11	-	-	PUNCT
cana-2145	15	12	friendly	friendly	ADJ
cana-2145	15	13	platforms	platform	NOUN
cana-2145	15	14	for	for	ADP
cana-2145	15	15	healthcare	healthcare	NOUN
cana-2145	15	16	applications	application	NOUN
cana-2145	15	17	and	and	CCONJ
cana-2145	15	18	shows	show	VERB
cana-2145	15	19	the	the	DET
cana-2145	15	20	potential	potential	NOUN
cana-2145	15	21	of	of	ADP
cana-2145	15	22	machine	machine	NOUN
cana-2145	15	23	learning	learning	NOUN
cana-2145	15	24	and	and	CCONJ
cana-2145	15	25	online	online	NOUN
cana-2145	15	26	apis	apis	ADJ
cana-2145	15	27	in	in	ADP
cana-2145	15	28	improving	improve	VERB
cana-2145	15	29	disease	disease	NOUN
cana-2145	15	30	detection	detection	NOUN
cana-2145	15	31	.	.	PUNCT
cana-2145	16	1	additionally	additionally	ADV
cana-2145	16	2	,	,	PUNCT
cana-2145	16	3	the	the	DET
cana-2145	16	4	study	study	NOUN
cana-2145	16	5	discovered	discover	VERB
cana-2145	16	6	that	that	SCONJ
cana-2145	16	7	the	the	DET
cana-2145	16	8	model	model	NOUN
cana-2145	16	9	could	could	AUX
cana-2145	16	10	correctly	correctly	ADV
cana-2145	16	11	identify	identify	VERB
cana-2145	16	12	disorders	disorder	NOUN
cana-2145	16	13	even	even	ADV
cana-2145	16	14	in	in	ADP
cana-2145	16	15	the	the	DET
cana-2145	16	16	absence	absence	NOUN
cana-2145	16	17	of	of	ADP
cana-2145	16	18	conclusive	conclusive	ADJ
cana-2145	16	19	diagnostic	diagnostic	ADJ
cana-2145	16	20	tests	test	NOUN
cana-2145	16	21	.	.	PUNCT
cana-2145	17	1	keywords	keyword	NOUN
cana-2145	17	2	:	:	PUNCT
cana-2145	17	3	flask	flask	NOUN
cana-2145	17	4	,	,	PUNCT
cana-2145	17	5	extratrees	extratree	NOUN
cana-2145	17	6	classifier	classifier	NOUN
cana-2145	17	7	,	,	PUNCT
cana-2145	17	8	grid	grid	NOUN
cana-2145	17	9	search	search	PROPN
cana-2145	17	10	cv	cv	PROPN
cana-2145	17	11	.	.	PROPN
cana-2145	17	12	i.	i.	PROPN
cana-2145	17	13	introduction	introduction	NOUN
cana-2145	17	14	with	with	ADP
cana-2145	17	15	the	the	DET
cana-2145	17	16	development	development	NOUN
cana-2145	17	17	of	of	ADP
cana-2145	17	18	technology	technology	NOUN
cana-2145	17	19	and	and	CCONJ
cana-2145	17	20	machine	machine	NOUN
cana-2145	17	21	learning	learning	NOUN
cana-2145	17	22	,	,	PUNCT
cana-2145	17	23	the	the	DET
cana-2145	17	24	field	field	NOUN
cana-2145	17	25	of	of	ADP
cana-2145	17	26	medical	medical	ADJ
cana-2145	17	27	science	science	NOUN
cana-2145	17	28	has	have	AUX
cana-2145	17	29	experienced	experience	VERB
cana-2145	17	30	enormous	enormous	ADJ
cana-2145	17	31	progress	progress	NOUN
cana-2145	17	32	in	in	ADP
cana-2145	17	33	recent	recent	ADJ
cana-2145	17	34	years	year	NOUN
cana-2145	17	35	.	.	PUNCT
cana-2145	18	1	the	the	DET
cana-2145	18	2	foretelling	foretelling	NOUN
cana-2145	18	3	of	of	ADP
cana-2145	18	4	diseases	disease	NOUN
cana-2145	18	5	is	be	AUX
cana-2145	18	6	one	one	NUM
cana-2145	18	7	such	such	ADJ
cana-2145	18	8	application	application	NOUN
cana-2145	18	9	of	of	ADP
cana-2145	18	10	machine	machine	NOUN
cana-2145	18	11	learning	learning	NOUN
cana-2145	18	12	.	.	PUNCT
cana-2145	19	1	machine	machine	NOUN
cana-2145	19	2	learning	learn	VERB
cana-2145	19	3	algorithms	algorithm	NOUN
cana-2145	19	4	can	can	AUX
cana-2145	19	5	evaluate	evaluate	VERB
cana-2145	19	6	trends	trend	NOUN
cana-2145	19	7	and	and	CCONJ
cana-2145	19	8	estimate	estimate	VERB
cana-2145	19	9	the	the	DET
cana-2145	19	10	likelihood	likelihood	NOUN
cana-2145	19	11	that	that	SCONJ
cana-2145	19	12	a	a	DET
cana-2145	19	13	person	person	NOUN
cana-2145	19	14	would	would	AUX
cana-2145	19	15	contract	contract	VERB
cana-2145	19	16	a	a	DET
cana-2145	19	17	specific	specific	ADJ
cana-2145	19	18	disease	disease	NOUN
cana-2145	19	19	with	with	ADP
cana-2145	19	20	the	the	DET
cana-2145	19	21	aid	aid	NOUN
cana-2145	19	22	of	of	ADP
cana-2145	19	23	massive	massive	ADJ
cana-2145	19	24	datasets	dataset	NOUN
cana-2145	19	25	.	.	PUNCT
cana-2145	20	1	in	in	ADP
cana-2145	20	2	identifying	identify	VERB
cana-2145	20	3	and	and	CCONJ
cana-2145	20	4	treating	treat	VERB
cana-2145	20	5	different	different	ADJ
cana-2145	20	6	disorders	disorder	NOUN
cana-2145	20	7	,	,	PUNCT
cana-2145	20	8	this	this	PRON
cana-2145	20	9	can	can	AUX
cana-2145	20	10	be	be	AUX
cana-2145	20	11	very	very	ADV
cana-2145	20	12	helpful	helpful	ADJ
cana-2145	20	13	to	to	ADP
cana-2145	20	14	medical	medical	ADJ
cana-2145	20	15	experts	expert	NOUN
cana-2145	20	16	.	.	PUNCT
cana-2145	21	1	as	as	ADV
cana-2145	21	2	fast	fast	ADJ
cana-2145	21	3	and	and	CCONJ
cana-2145	21	4	precise	precise	ADJ
cana-2145	21	5	diagnosis	diagnosis	NOUN
cana-2145	21	6	is	be	AUX
cana-2145	21	7	essential	essential	ADJ
cana-2145	21	8	for	for	ADP
cana-2145	21	9	successful	successful	ADJ
cana-2145	21	10	treatment	treatment	NOUN
cana-2145	21	11	and	and	CCONJ
cana-2145	21	12	positive	positive	ADJ
cana-2145	21	13	patient	patient	ADJ
cana-2145	21	14	outcomes	outcome	NOUN
cana-2145	21	15	,	,	PUNCT
cana-2145	21	16	disease	disease	NOUN
cana-2145	21	17	prediction	prediction	NOUN
cana-2145	21	18	is	be	AUX
cana-2145	21	19	a	a	DET
cana-2145	21	20	vital	vital	ADJ
cana-2145	21	21	responsibility	responsibility	NOUN
cana-2145	21	22	in	in	ADP
cana-2145	21	23	healthcare	healthcare	PROPN
cana-2145	21	24	.	.	PUNCT
cana-2145	22	1	recent	recent	ADJ
cana-2145	22	2	developments	development	NOUN
cana-2145	22	3	in	in	ADP
cana-2145	22	4	machine	machine	NOUN
cana-2145	22	5	learning	learning	NOUN
cana-2145	22	6	have	have	AUX
cana-2145	22	7	made	make	VERB
cana-2145	22	8	it	it	PRON
cana-2145	22	9	possible	possible	ADJ
cana-2145	22	10	to	to	ADP
cana-2145	22	11	mailto:venkat545@gmail.com	mailto:venkat545@gmail.com	PROPN
cana-2145	22	12	mailto:ashapriyadarshini16@gmail.com	mailto:ashapriyadarshini16@gmail.com	NOUN
cana-2145	22	13	mailto:ramya458@gmail.com	mailto:ramya458@gmail.com	PROPN
cana-2145	22	14	communications	communication	NOUN
cana-2145	22	15	on	on	ADP
cana-2145	22	16	applied	apply	VERB
cana-2145	22	17	nonlinear	nonlinear	ADJ
cana-2145	22	18	analysis	analysis	NOUN
cana-2145	22	19	issn	issn	NOUN
cana-2145	22	20	:	:	PUNCT
cana-2145	22	21	1074	1074	NUM
cana-2145	22	22	-	-	PUNCT
cana-2145	22	23	133x	133x	NUM
cana-2145	22	24	vol	vol	NOUN
cana-2145	22	25	32	32	NUM
cana-2145	22	26	no	no	NOUN
cana-2145	22	27	.	.	PUNCT
cana-2145	23	1	1s	1s	NUM
cana-2145	23	2	(	(	PUNCT
cana-2145	23	3	2025	2025	NUM
cana-2145	23	4	)	)	PUNCT
cana-2145	23	5	151	151	NUM
cana-2145	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	23	7	create	create	VERB
cana-2145	23	8	predictive	predictive	ADJ
cana-2145	23	9	models	model	NOUN
cana-2145	23	10	that	that	PRON
cana-2145	23	11	can	can	AUX
cana-2145	23	12	correctly	correctly	ADV
cana-2145	23	13	identify	identify	VERB
cana-2145	23	14	diseases	disease	NOUN
cana-2145	23	15	based	base	VERB
cana-2145	23	16	on	on	ADP
cana-2145	23	17	the	the	DET
cana-2145	23	18	symptoms	symptom	NOUN
cana-2145	23	19	of	of	ADP
cana-2145	23	20	the	the	DET
cana-2145	23	21	patient	patient	NOUN
cana-2145	23	22	and	and	CCONJ
cana-2145	23	23	their	their	PRON
cana-2145	23	24	medical	medical	ADJ
cana-2145	23	25	background	background	NOUN
cana-2145	23	26	.	.	PUNCT
cana-2145	24	1	the	the	DET
cana-2145	24	2	absence	absence	NOUN
cana-2145	24	3	of	of	ADP
cana-2145	24	4	user	user	NOUN
cana-2145	24	5	-	-	PUNCT
cana-2145	24	6	friendly	friendly	ADJ
cana-2145	24	7	interfaces	interface	NOUN
cana-2145	24	8	and	and	CCONJ
cana-2145	24	9	technical	technical	ADJ
cana-2145	24	10	obstacles	obstacle	NOUN
cana-2145	24	11	have	have	AUX
cana-2145	24	12	prevented	prevent	VERB
cana-2145	24	13	these	these	DET
cana-2145	24	14	models	model	NOUN
cana-2145	24	15	from	from	ADP
cana-2145	24	16	being	be	AUX
cana-2145	24	17	fully	fully	ADV
cana-2145	24	18	implemented	implement	VERB
cana-2145	24	19	in	in	ADP
cana-2145	24	20	real	real	ADJ
cana-2145	24	21	-	-	PUNCT
cana-2145	24	22	world	world	NOUN
cana-2145	24	23	healthcare	healthcare	NOUN
cana-2145	24	24	settings	setting	NOUN
cana-2145	24	25	,	,	PUNCT
cana-2145	24	26	despite	despite	SCONJ
cana-2145	24	27	their	their	PRON
cana-2145	24	28	potential	potential	NOUN
cana-2145	24	29	.	.	PUNCT
cana-2145	25	1	through	through	ADP
cana-2145	25	2	the	the	DET
cana-2145	25	3	creation	creation	NOUN
cana-2145	25	4	of	of	ADP
cana-2145	25	5	a	a	DET
cana-2145	25	6	machine	machine	NOUN
cana-2145	25	7	learning	learn	VERB
cana-2145	25	8	model	model	NOUN
cana-2145	25	9	for	for	ADP
cana-2145	25	10	disease	disease	NOUN
cana-2145	25	11	prediction	prediction	NOUN
cana-2145	25	12	and	and	CCONJ
cana-2145	25	13	its	its	PRON
cana-2145	25	14	integration	integration	NOUN
cana-2145	25	15	into	into	ADP
cana-2145	25	16	a	a	DET
cana-2145	25	17	flask	flask	NOUN
cana-2145	25	18	api	api	NOUN
cana-2145	25	19	,	,	PUNCT
cana-2145	25	20	this	this	DET
cana-2145	25	21	work	work	NOUN
cana-2145	25	22	tries	try	VERB
cana-2145	25	23	to	to	PART
cana-2145	25	24	address	address	VERB
cana-2145	25	25	these	these	DET
cana-2145	25	26	issues	issue	NOUN
cana-2145	25	27	.	.	PUNCT
cana-2145	26	1	in	in	ADP
cana-2145	26	2	order	order	NOUN
cana-2145	26	3	to	to	PART
cana-2145	26	4	make	make	VERB
cana-2145	26	5	machine	machine	NOUN
cana-2145	26	6	learning	learning	NOUN
cana-2145	26	7	models	model	NOUN
cana-2145	26	8	easily	easily	ADV
cana-2145	26	9	accessible	accessible	ADJ
cana-2145	26	10	to	to	ADP
cana-2145	26	11	healthcare	healthcare	NOUN
cana-2145	26	12	practitioners	practitioner	NOUN
cana-2145	26	13	,	,	PUNCT
cana-2145	26	14	flask	flask	NOUN
cana-2145	26	15	is	be	AUX
cana-2145	26	16	a	a	DET
cana-2145	26	17	lightweight	lightweight	ADJ
cana-2145	26	18	web	web	NOUN
cana-2145	26	19	framework	framework	NOUN
cana-2145	26	20	for	for	ADP
cana-2145	26	21	python	python	NOUN
cana-2145	26	22	that	that	PRON
cana-2145	26	23	enables	enable	VERB
cana-2145	26	24	their	their	PRON
cana-2145	26	25	deployment	deployment	NOUN
cana-2145	26	26	as	as	ADP
cana-2145	26	27	web	web	NOUN
cana-2145	26	28	services	service	NOUN
cana-2145	26	29	.	.	PUNCT
cana-2145	27	1	it	it	PRON
cana-2145	27	2	is	be	AUX
cana-2145	27	3	simpler	simple	ADJ
cana-2145	27	4	for	for	SCONJ
cana-2145	27	5	healthcare	healthcare	NOUN
cana-2145	27	6	providers	provider	NOUN
cana-2145	27	7	to	to	PART
cana-2145	27	8	apply	apply	VERB
cana-2145	27	9	the	the	DET
cana-2145	27	10	model	model	NOUN
cana-2145	27	11	in	in	ADP
cana-2145	27	12	practice	practice	NOUN
cana-2145	27	13	since	since	SCONJ
cana-2145	27	14	it	it	PRON
cana-2145	27	15	has	have	AUX
cana-2145	27	16	been	be	AUX
cana-2145	27	17	integrated	integrate	VERB
cana-2145	27	18	into	into	ADP
cana-2145	27	19	a	a	DET
cana-2145	27	20	flask	flask	NOUN
cana-2145	27	21	api	api	NOUN
cana-2145	27	22	,	,	PUNCT
cana-2145	27	23	which	which	PRON
cana-2145	27	24	enables	enable	VERB
cana-2145	27	25	convenient	convenient	ADJ
cana-2145	27	26	and	and	CCONJ
cana-2145	27	27	user	user	NOUN
cana-2145	27	28	-	-	PUNCT
cana-2145	27	29	friendly	friendly	ADJ
cana-2145	27	30	access	access	NOUN
cana-2145	27	31	to	to	ADP
cana-2145	27	32	the	the	DET
cana-2145	27	33	model	model	NOUN
cana-2145	27	34	.	.	PUNCT
cana-2145	28	1	this	this	DET
cana-2145	28	2	study	study	NOUN
cana-2145	28	3	's	's	PART
cana-2145	28	4	goals	goal	NOUN
cana-2145	28	5	are	be	AUX
cana-2145	28	6	to	to	PART
cana-2145	28	7	show	show	VERB
cana-2145	28	8	that	that	PRON
cana-2145	28	9	machine	machine	NOUN
cana-2145	28	10	learning	learning	NOUN
cana-2145	28	11	and	and	CCONJ
cana-2145	28	12	flask	flask	NOUN
cana-2145	28	13	apis	apis	PROPN
cana-2145	28	14	may	may	AUX
cana-2145	28	15	be	be	AUX
cana-2145	28	16	used	use	VERB
cana-2145	28	17	to	to	PART
cana-2145	28	18	improve	improve	VERB
cana-2145	28	19	disease	disease	NOUN
cana-2145	28	20	detection	detection	NOUN
cana-2145	28	21	and	and	CCONJ
cana-2145	28	22	to	to	PART
cana-2145	28	23	underline	underline	VERB
cana-2145	28	24	how	how	SCONJ
cana-2145	28	25	crucial	crucial	ADJ
cana-2145	28	26	it	it	PRON
cana-2145	28	27	is	be	AUX
cana-2145	28	28	to	to	PART
cana-2145	28	29	design	design	VERB
cana-2145	28	30	accessible	accessible	ADJ
cana-2145	28	31	and	and	CCONJ
cana-2145	28	32	userfriendly	userfriendly	ADV
cana-2145	28	33	platforms	platform	NOUN
cana-2145	28	34	for	for	ADP
cana-2145	28	35	healthcare	healthcare	NOUN
cana-2145	28	36	apps	app	NOUN
cana-2145	28	37	.	.	PUNCT
cana-2145	29	1	to	to	PART
cana-2145	29	2	train	train	VERB
cana-2145	29	3	the	the	DET
cana-2145	29	4	machine	machine	NOUN
cana-2145	29	5	learning	learning	NOUN
cana-2145	29	6	model	model	NOUN
cana-2145	29	7	,	,	PUNCT
cana-2145	29	8	the	the	DET
cana-2145	29	9	study	study	NOUN
cana-2145	29	10	will	will	AUX
cana-2145	29	11	use	use	VERB
cana-2145	29	12	a	a	DET
cana-2145	29	13	sizable	sizable	ADJ
cana-2145	29	14	dataset	dataset	NOUN
cana-2145	29	15	of	of	ADP
cana-2145	29	16	patient	patient	ADJ
cana-2145	29	17	records	record	NOUN
cana-2145	29	18	,	,	PUNCT
cana-2145	29	19	and	and	CCONJ
cana-2145	29	20	it	it	PRON
cana-2145	29	21	will	will	AUX
cana-2145	29	22	assess	assess	VERB
cana-2145	29	23	the	the	DET
cana-2145	29	24	model	model	NOUN
cana-2145	29	25	's	's	PART
cana-2145	29	26	performance	performance	NOUN
cana-2145	29	27	in	in	ADP
cana-2145	29	28	terms	term	NOUN
cana-2145	29	29	of	of	ADP
cana-2145	29	30	accuracy	accuracy	NOUN
cana-2145	29	31	and	and	CCONJ
cana-2145	29	32	speed	speed	NOUN
cana-2145	29	33	.	.	PUNCT
cana-2145	30	1	the	the	DET
cana-2145	30	2	study	study	NOUN
cana-2145	30	3	's	's	PART
cana-2145	30	4	findings	finding	NOUN
cana-2145	30	5	will	will	AUX
cana-2145	30	6	shed	shed	VERB
cana-2145	30	7	light	light	NOUN
cana-2145	30	8	on	on	ADP
cana-2145	30	9	the	the	DET
cana-2145	30	10	potential	potential	NOUN
cana-2145	30	11	of	of	ADP
cana-2145	30	12	machine	machine	NOUN
cana-2145	30	13	learning	learning	NOUN
cana-2145	30	14	and	and	CCONJ
cana-2145	30	15	flask	flask	NOUN
cana-2145	30	16	apis	apis	ADJ
cana-2145	30	17	in	in	ADP
cana-2145	30	18	the	the	DET
cana-2145	30	19	healthcare	healthcare	NOUN
cana-2145	30	20	sector	sector	NOUN
cana-2145	30	21	and	and	CCONJ
cana-2145	30	22	guide	guide	VERB
cana-2145	30	23	future	future	ADJ
cana-2145	30	24	work	work	NOUN
cana-2145	30	25	on	on	ADP
cana-2145	30	26	creating	create	VERB
cana-2145	30	27	systems	system	NOUN
cana-2145	30	28	similar	similar	ADJ
cana-2145	30	29	to	to	ADP
cana-2145	30	30	this	this	DET
cana-2145	30	31	one	one	NOUN
cana-2145	30	32	for	for	ADP
cana-2145	30	33	disease	disease	NOUN
cana-2145	30	34	prediction	prediction	NOUN
cana-2145	30	35	.	.	PUNCT
cana-2145	31	1	machine	machine	NOUN
cana-2145	31	2	learning	learning	NOUN
cana-2145	31	3	can	can	AUX
cana-2145	31	4	be	be	AUX
cana-2145	31	5	used	use	VERB
cana-2145	31	6	to	to	PART
cana-2145	31	7	diagnose	diagnose	VERB
cana-2145	31	8	four	four	NUM
cana-2145	31	9	important	important	ADJ
cana-2145	31	10	diseases	disease	NOUN
cana-2145	31	11	,	,	PUNCT
cana-2145	31	12	including	include	VERB
cana-2145	31	13	pneumonia	pneumonia	NOUN
cana-2145	31	14	,	,	PUNCT
cana-2145	31	15	malaria	malaria	NOUN
cana-2145	31	16	,	,	PUNCT
cana-2145	31	17	liver	liver	NOUN
cana-2145	31	18	disease	disease	NOUN
cana-2145	31	19	,	,	PUNCT
cana-2145	31	20	and	and	CCONJ
cana-2145	31	21	kidney	kidney	NOUN
cana-2145	31	22	disease	disease	NOUN
cana-2145	31	23	.	.	PUNCT
cana-2145	32	1	the	the	DET
cana-2145	32	2	algorithms	algorithm	NOUN
cana-2145	32	3	may	may	AUX
cana-2145	32	4	be	be	AUX
cana-2145	32	5	taught	teach	VERB
cana-2145	32	6	to	to	PART
cana-2145	32	7	spot	spot	VERB
cana-2145	32	8	patterns	pattern	NOUN
cana-2145	32	9	and	and	CCONJ
cana-2145	32	10	symptoms	symptom	NOUN
cana-2145	32	11	related	relate	VERB
cana-2145	32	12	to	to	ADP
cana-2145	32	13	each	each	DET
cana-2145	32	14	disease	disease	NOUN
cana-2145	32	15	by	by	ADP
cana-2145	32	16	using	use	VERB
cana-2145	32	17	large	large	ADJ
cana-2145	32	18	datasets	dataset	NOUN
cana-2145	32	19	of	of	ADP
cana-2145	32	20	patient	patient	ADJ
cana-2145	32	21	information	information	NOUN
cana-2145	32	22	and	and	CCONJ
cana-2145	32	23	medical	medical	ADJ
cana-2145	32	24	images	image	NOUN
cana-2145	32	25	for	for	ADP
cana-2145	32	26	machine	machine	NOUN
cana-2145	32	27	learning	learn	VERB
cana-2145	32	28	training	training	NOUN
cana-2145	32	29	datasets	dataset	NOUN
cana-2145	32	30	of	of	ADP
cana-2145	32	31	patient	patient	ADJ
cana-2145	32	32	information	information	NOUN
cana-2145	32	33	and	and	CCONJ
cana-2145	32	34	medical	medical	ADJ
cana-2145	32	35	images	image	NOUN
cana-2145	32	36	for	for	ADP
cana-2145	32	37	machine	machine	NOUN
cana-2145	32	38	learning	learn	VERB
cana-2145	32	39	training	training	NOUN
cana-2145	32	40	.	.	PUNCT
cana-2145	33	1	in	in	ADP
cana-2145	33	2	impoverished	impoverished	ADJ
cana-2145	33	3	nations	nation	NOUN
cana-2145	33	4	with	with	ADP
cana-2145	33	5	limited	limited	ADJ
cana-2145	33	6	access	access	NOUN
cana-2145	33	7	to	to	ADP
cana-2145	33	8	healthcare	healthcare	NOUN
cana-2145	33	9	specialists	specialist	NOUN
cana-2145	33	10	,	,	PUNCT
cana-2145	33	11	this	this	PRON
cana-2145	33	12	can	can	AUX
cana-2145	33	13	significantly	significantly	ADV
cana-2145	33	14	increase	increase	VERB
cana-2145	33	15	the	the	DET
cana-2145	33	16	efficacy	efficacy	NOUN
cana-2145	33	17	and	and	CCONJ
cana-2145	33	18	accuracy	accuracy	NOUN
cana-2145	33	19	of	of	ADP
cana-2145	33	20	diagnostics	diagnostic	NOUN
cana-2145	33	21	.	.	PUNCT
cana-2145	34	1	for	for	ADP
cana-2145	34	2	instance	instance	NOUN
cana-2145	34	3	,	,	PUNCT
cana-2145	34	4	machine	machine	NOUN
cana-2145	34	5	learning	learning	NOUN
cana-2145	34	6	models	model	NOUN
cana-2145	34	7	can	can	AUX
cana-2145	34	8	use	use	VERB
cana-2145	34	9	information	information	NOUN
cana-2145	34	10	about	about	ADP
cana-2145	34	11	kidney	kidney	NOUN
cana-2145	34	12	function	function	NOUN
cana-2145	34	13	,	,	PUNCT
cana-2145	34	14	such	such	ADJ
cana-2145	34	15	as	as	ADP
cana-2145	34	16	creatinine	creatinine	NOUN
cana-2145	34	17	levels	level	NOUN
cana-2145	34	18	and	and	CCONJ
cana-2145	34	19	many	many	ADJ
cana-2145	34	20	other	other	ADJ
cana-2145	34	21	parameters	parameter	NOUN
cana-2145	34	22	,	,	PUNCT
cana-2145	34	23	to	to	PART
cana-2145	34	24	forecast	forecast	VERB
cana-2145	34	25	the	the	DET
cana-2145	34	26	risk	risk	NOUN
cana-2145	34	27	that	that	SCONJ
cana-2145	34	28	a	a	DET
cana-2145	34	29	patient	patient	NOUN
cana-2145	34	30	would	would	AUX
cana-2145	34	31	acquire	acquire	VERB
cana-2145	34	32	kidney	kidney	NOUN
cana-2145	34	33	disease	disease	NOUN
cana-2145	34	34	.	.	PUNCT
cana-2145	35	1	in	in	ADP
cana-2145	35	2	a	a	DET
cana-2145	35	3	similar	similar	ADJ
cana-2145	35	4	way	way	NOUN
cana-2145	35	5	,	,	PUNCT
cana-2145	35	6	chest	chest	NOUN
cana-2145	35	7	x	x	NOUN
cana-2145	35	8	-	-	NOUN
cana-2145	35	9	rays	ray	NOUN
cana-2145	35	10	can	can	AUX
cana-2145	35	11	be	be	AUX
cana-2145	35	12	used	use	VERB
cana-2145	35	13	to	to	PART
cana-2145	35	14	identify	identify	VERB
cana-2145	35	15	pneumonia	pneumonia	NOUN
cana-2145	35	16	,	,	PUNCT
cana-2145	35	17	and	and	CCONJ
cana-2145	35	18	liver	liver	NOUN
cana-2145	35	19	function	function	NOUN
cana-2145	35	20	tests	test	NOUN
cana-2145	35	21	can	can	AUX
cana-2145	35	22	be	be	AUX
cana-2145	35	23	studied	study	VERB
cana-2145	35	24	to	to	PART
cana-2145	35	25	identify	identify	VERB
cana-2145	35	26	liver	liver	NOUN
cana-2145	35	27	illness	illness	NOUN
cana-2145	35	28	.	.	PUNCT
cana-2145	36	1	machine	machine	NOUN
cana-2145	36	2	learning	learn	VERB
cana-2145	36	3	algorithms	algorithm	NOUN
cana-2145	36	4	can	can	AUX
cana-2145	36	5	examine	examine	VERB
cana-2145	36	6	microscope	microscope	NOUN
cana-2145	36	7	images	image	NOUN
cana-2145	36	8	in	in	ADP
cana-2145	36	9	the	the	DET
cana-2145	36	10	instance	instance	NOUN
cana-2145	36	11	of	of	ADP
cana-2145	36	12	malaria	malaria	NOUN
cana-2145	36	13	to	to	PART
cana-2145	36	14	determine	determine	VERB
cana-2145	36	15	whether	whether	SCONJ
cana-2145	36	16	the	the	DET
cana-2145	36	17	parasite	parasite	NOUN
cana-2145	36	18	is	be	AUX
cana-2145	36	19	present	present	ADJ
cana-2145	36	20	.	.	PUNCT
cana-2145	37	1	in	in	ADP
cana-2145	37	2	conclusion	conclusion	NOUN
cana-2145	37	3	,	,	PUNCT
cana-2145	37	4	using	use	VERB
cana-2145	37	5	machine	machine	NOUN
cana-2145	37	6	learning	learn	VERB
cana-2145	37	7	to	to	PART
cana-2145	37	8	diagnose	diagnose	VERB
cana-2145	37	9	kidney	kidney	NOUN
cana-2145	37	10	,	,	PUNCT
cana-2145	37	11	liver	liver	NOUN
cana-2145	37	12	,	,	PUNCT
cana-2145	37	13	malaria	malaria	NOUN
cana-2145	37	14	,	,	PUNCT
cana-2145	37	15	and	and	CCONJ
cana-2145	37	16	pneumonia	pneumonia	NOUN
cana-2145	37	17	disorders	disorder	NOUN
cana-2145	37	18	has	have	VERB
cana-2145	37	19	the	the	DET
cana-2145	37	20	potential	potential	NOUN
cana-2145	37	21	to	to	PART
cana-2145	37	22	completely	completely	ADV
cana-2145	37	23	transform	transform	VERB
cana-2145	37	24	the	the	DET
cana-2145	37	25	healthcare	healthcare	NOUN
cana-2145	37	26	sector	sector	NOUN
cana-2145	37	27	by	by	ADP
cana-2145	37	28	delivering	deliver	VERB
cana-2145	37	29	quicker	quick	ADV
cana-2145	37	30	and	and	CCONJ
cana-2145	37	31	more	more	ADV
cana-2145	37	32	precise	precise	ADJ
cana-2145	37	33	diagnoses	diagnosis	NOUN
cana-2145	37	34	,	,	PUNCT
cana-2145	37	35	particularly	particularly	ADV
cana-2145	37	36	in	in	ADP
cana-2145	37	37	situations	situation	NOUN
cana-2145	37	38	with	with	ADP
cana-2145	37	39	limited	limited	ADJ
cana-2145	37	40	resources	resource	NOUN
cana-2145	37	41	.	.	PUNCT
cana-2145	38	1	ii	ii	PROPN
cana-2145	38	2	.	.	PUNCT
cana-2145	39	1	literature	literature	PROPN
cana-2145	39	2	review	review	VERB
cana-2145	39	3	a.	a.	NOUN
cana-2145	39	4	system	system	NOUN
cana-2145	39	5	for	for	ADP
cana-2145	39	6	support	support	NOUN
cana-2145	39	7	vector	vector	NOUN
cana-2145	39	8	machine	machine	NOUN
cana-2145	39	9	-	-	PUNCT
cana-2145	39	10	based	base	VERB
cana-2145	39	11	diagnosis	diagnosis	NOUN
cana-2145	39	12	of	of	ADP
cana-2145	39	13	chronic	chronic	ADJ
cana-2145	39	14	kidney	kidney	NOUN
cana-2145	39	15	disease	disease	NOUN
cana-2145	39	16	:	:	PUNCT
cana-2145	39	17	in	in	ADP
cana-2145	39	18	this	this	DET
cana-2145	39	19	paper	paper	NOUN
cana-2145	39	20	,	,	PUNCT
cana-2145	39	21	we	we	PRON
cana-2145	39	22	propose	propose	VERB
cana-2145	39	23	the	the	DET
cana-2145	39	24	diagnosing	diagnosing	NOUN
cana-2145	39	25	the	the	DET
cana-2145	39	26	kidney	kidney	NOUN
cana-2145	39	27	infection	infection	NOUN
cana-2145	39	28	utilizing	utilize	VERB
cana-2145	39	29	support	support	NOUN
cana-2145	39	30	vector	vector	NOUN
cana-2145	39	31	machine	machine	NOUN
cana-2145	39	32	.	.	PUNCT
cana-2145	40	1	svm	svm	PROPN
cana-2145	40	2	is	be	AUX
cana-2145	40	3	the	the	DET
cana-2145	40	4	calculation	calculation	NOUN
cana-2145	40	5	is	be	AUX
cana-2145	40	6	employed	employ	VERB
cana-2145	40	7	for	for	ADP
cana-2145	40	8	grouping	grouping	NOUN
cana-2145	40	9	and	and	CCONJ
cana-2145	40	10	bunching	bunching	NOUN
cana-2145	40	11	.	.	PUNCT
cana-2145	41	1	the	the	DET
cana-2145	41	2	essential	essential	ADJ
cana-2145	41	3	thought	thought	NOUN
cana-2145	41	4	of	of	ADP
cana-2145	41	5	the	the	DET
cana-2145	41	6	calculation	calculation	NOUN
cana-2145	41	7	support	support	NOUN
cana-2145	41	8	vector	vector	NOUN
cana-2145	41	9	machine	machine	NOUN
cana-2145	41	10	is	be	AUX
cana-2145	41	11	searching	search	VERB
cana-2145	41	12	for	for	ADP
cana-2145	41	13	the	the	DET
cana-2145	41	14	ideal	ideal	ADJ
cana-2145	41	15	limit	limit	NOUN
cana-2145	41	16	that	that	PRON
cana-2145	41	17	is	be	AUX
cana-2145	41	18	utilized	utilize	VERB
cana-2145	41	19	to	to	PART
cana-2145	41	20	isolate	isolate	VERB
cana-2145	41	21	the	the	DET
cana-2145	41	22	two	two	NUM
cana-2145	41	23	bits	bit	NOUN
cana-2145	41	24	of	of	ADP
cana-2145	41	25	a	a	DET
cana-2145	41	26	class	class	NOUN
cana-2145	41	27	called	call	VERB
cana-2145	41	28	the	the	DET
cana-2145	41	29	hyperplane	hyperplane	NOUN
cana-2145	41	30	.	.	PUNCT
cana-2145	42	1	scientists	scientist	NOUN
cana-2145	42	2	have	have	AUX
cana-2145	42	3	applied	apply	VERB
cana-2145	42	4	svm	svm	NOUN
cana-2145	42	5	to	to	PART
cana-2145	42	6	do	do	VERB
cana-2145	42	7	the	the	DET
cana-2145	42	8	arrangement	arrangement	NOUN
cana-2145	42	9	task	task	NOUN
cana-2145	42	10	over	over	ADP
cana-2145	42	11	different	different	ADJ
cana-2145	42	12	fields	field	NOUN
cana-2145	42	13	,	,	PUNCT
cana-2145	42	14	for	for	ADP
cana-2145	42	15	example	example	NOUN
cana-2145	42	16	,	,	PUNCT
cana-2145	42	17	emotional	emotional	ADJ
cana-2145	42	18	registering	registering	NOUN
cana-2145	42	19	.	.	PUNCT
cana-2145	43	1	the	the	DET
cana-2145	43	2	motivation	motivation	NOUN
cana-2145	43	3	behind	behind	ADP
cana-2145	43	4	the	the	DET
cana-2145	43	5	improvement	improvement	NOUN
cana-2145	43	6	of	of	ADP
cana-2145	43	7	this	this	DET
cana-2145	43	8	framework	framework	NOUN
cana-2145	43	9	is	be	AUX
cana-2145	43	10	a	a	DET
cana-2145	43	11	choice	choice	NOUN
cana-2145	43	12	emotionally	emotionally	ADV
cana-2145	43	13	supportive	supportive	ADJ
cana-2145	43	14	network	network	NOUN
cana-2145	43	15	in	in	ADP
cana-2145	43	16	diagnosing	diagnosing	NOUN
cana-2145	43	17	of	of	ADP
cana-2145	43	18	kidney	kidney	NOUN
cana-2145	43	19	illness	illness	NOUN
cana-2145	43	20	what	what	PRON
cana-2145	43	21	's	be	AUX
cana-2145	43	22	more	more	ADJ
cana-2145	43	23	,	,	PUNCT
cana-2145	43	24	foreseeing	foresee	VERB
cana-2145	43	25	whether	whether	SCONJ
cana-2145	43	26	or	or	CCONJ
cana-2145	43	27	not	not	PART
cana-2145	43	28	renal	renal	ADJ
cana-2145	43	29	disease	disease	NOUN
cana-2145	43	30	patients	patient	NOUN
cana-2145	43	31	have	have	AUX
cana-2145	43	32	started	start	VERB
cana-2145	43	33	to	to	PART
cana-2145	43	34	have	have	VERB
cana-2145	43	35	persistent	persistent	ADJ
cana-2145	43	36	kidney	kidney	NOUN
cana-2145	43	37	disease	disease	NOUN
cana-2145	43	38	.	.	PUNCT
cana-2145	44	1	b.	b.	PROPN
cana-2145	44	2	liver	liver	PROPN
cana-2145	44	3	disease	disease	NOUN
cana-2145	44	4	prediction	prediction	NOUN
cana-2145	44	5	using	use	VERB
cana-2145	44	6	classification	classification	NOUN
cana-2145	44	7	algorithms	algorithm	NOUN
cana-2145	44	8	:	:	PUNCT
cana-2145	44	9	in	in	ADP
cana-2145	44	10	this	this	DET
cana-2145	44	11	exploration	exploration	NOUN
cana-2145	44	12	work	work	NOUN
cana-2145	44	13	,	,	PUNCT
cana-2145	44	14	different	different	ADJ
cana-2145	44	15	characterization	characterization	NOUN
cana-2145	44	16	calculations	calculation	NOUN
cana-2145	44	17	in	in	ADP
cana-2145	44	18	particular	particular	ADJ
cana-2145	44	19	support	support	NOUN
cana-2145	44	20	vector	vector	NOUN
cana-2145	44	21	machine	machine	NOUN
cana-2145	44	22	and	and	CCONJ
cana-2145	44	23	k	k	NOUN
cana-2145	44	24	-	-	PUNCT
cana-2145	44	25	nearest	near	ADJ
cana-2145	44	26	neighbors	neighbor	NOUN
cana-2145	44	27	have	have	AUX
cana-2145	44	28	been	be	AUX
cana-2145	44	29	utilized	utilize	VERB
cana-2145	44	30	for	for	ADP
cana-2145	44	31	liver	liver	NOUN
cana-2145	44	32	illness	illness	NOUN
cana-2145	44	33	expectation	expectation	NOUN
cana-2145	44	34	.	.	PUNCT
cana-2145	45	1	the	the	DET
cana-2145	45	2	correlation	correlation	NOUN
cana-2145	45	3	of	of	ADP
cana-2145	45	4	this	this	DET
cana-2145	45	5	multitude	multitude	NOUN
cana-2145	45	6	of	of	ADP
cana-2145	45	7	calculations	calculation	NOUN
cana-2145	45	8	been	be	AUX
cana-2145	45	9	finished	finish	VERB
cana-2145	45	10	in	in	ADP
cana-2145	45	11	light	light	NOUN
cana-2145	45	12	of	of	ADP
cana-2145	45	13	characterization	characterization	NOUN
cana-2145	45	14	exactness	exactness	NOUN
cana-2145	45	15	which	which	PRON
cana-2145	45	16	is	be	AUX
cana-2145	45	17	viewed	view	VERB
cana-2145	45	18	as	as	ADP
cana-2145	45	19	communications	communication	NOUN
cana-2145	45	20	on	on	ADP
cana-2145	45	21	applied	apply	VERB
cana-2145	45	22	nonlinear	nonlinear	ADJ
cana-2145	45	23	analysis	analysis	NOUN
cana-2145	45	24	issn	issn	NOUN
cana-2145	45	25	:	:	PUNCT
cana-2145	45	26	1074	1074	NUM
cana-2145	45	27	-	-	PUNCT
cana-2145	45	28	133x	133x	NUM
cana-2145	45	29	vol	vol	NOUN
cana-2145	45	30	32	32	NUM
cana-2145	45	31	no	no	NOUN
cana-2145	45	32	.	.	PUNCT
cana-2145	46	1	1s	1s	NUM
cana-2145	46	2	(	(	PUNCT
cana-2145	46	3	2025	2025	NUM
cana-2145	46	4	)	)	PUNCT
cana-2145	46	5	152	152	NUM
cana-2145	46	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	46	7	through	through	ADP
cana-2145	46	8	confusion	confusion	NOUN
cana-2145	46	9	grid	grid	NOUN
cana-2145	46	10	.	.	PUNCT
cana-2145	47	1	from	from	ADP
cana-2145	47	2	the	the	DET
cana-2145	47	3	trial	trial	NOUN
cana-2145	47	4	,	,	PUNCT
cana-2145	47	5	logistic	logistic	ADJ
cana-2145	47	6	regression	regression	NOUN
cana-2145	47	7	also	also	ADV
cana-2145	47	8	,	,	PUNCT
cana-2145	47	9	k	k	ADJ
cana-2145	47	10	-	-	PUNCT
cana-2145	47	11	nearest	near	ADJ
cana-2145	47	12	neighbors	neighbor	NOUN
cana-2145	47	13	have	have	VERB
cana-2145	47	14	the	the	DET
cana-2145	47	15	most	most	ADV
cana-2145	47	16	noteworthy	noteworthy	ADJ
cana-2145	47	17	exactness	exactness	NOUN
cana-2145	47	18	yet	yet	CCONJ
cana-2145	47	19	logistic	logistic	ADJ
cana-2145	47	20	regression	regression	NOUN
cana-2145	47	21	have	have	VERB
cana-2145	47	22	the	the	DET
cana-2145	47	23	most	most	ADV
cana-2145	47	24	note	note	NOUN
cana-2145	47	25	worthy	worthy	ADJ
cana-2145	47	26	responsiveness	responsiveness	NOUN
cana-2145	47	27	.	.	PUNCT
cana-2145	48	1	in	in	ADP
cana-2145	48	2	this	this	DET
cana-2145	48	3	way	way	NOUN
cana-2145	48	4	it	it	PRON
cana-2145	48	5	can	can	AUX
cana-2145	48	6	be	be	AUX
cana-2145	48	7	reasoned	reason	VERB
cana-2145	48	8	that	that	SCONJ
cana-2145	48	9	logistic	logistic	ADJ
cana-2145	48	10	regression	regression	NOUN
cana-2145	48	11	is	be	AUX
cana-2145	48	12	fitting	fitting	ADJ
cana-2145	48	13	for	for	ADP
cana-2145	48	14	anticipating	anticipate	VERB
cana-2145	48	15	liver	liver	NOUN
cana-2145	48	16	illness	illness	NOUN
cana-2145	48	17	.	.	PUNCT
cana-2145	49	1	c.	c.	NOUN
cana-2145	49	2	malaria	malaria	PROPN
cana-2145	49	3	disease	disease	NOUN
cana-2145	49	4	prediction	prediction	NOUN
cana-2145	49	5	based	base	VERB
cana-2145	49	6	on	on	ADP
cana-2145	49	7	machine	machine	NOUN
cana-2145	49	8	learning	learning	NOUN
cana-2145	49	9	:	:	PUNCT
cana-2145	49	10	as	as	SCONJ
cana-2145	49	11	referenced	reference	VERB
cana-2145	49	12	,	,	PUNCT
cana-2145	49	13	this	this	DET
cana-2145	49	14	paper	paper	NOUN
cana-2145	49	15	has	have	AUX
cana-2145	49	16	effectively	effectively	ADV
cana-2145	49	17	satisfied	satisfy	VERB
cana-2145	49	18	its	its	PRON
cana-2145	49	19	objectives	objective	NOUN
cana-2145	49	20	with	with	ADP
cana-2145	49	21	a	a	DET
cana-2145	49	22	significant	significant	ADJ
cana-2145	49	23	commitment	commitment	NOUN
cana-2145	49	24	over	over	ADP
cana-2145	49	25	existing	exist	VERB
cana-2145	49	26	machine	machine	NOUN
cana-2145	49	27	learning	learn	VERB
cana-2145	49	28	innovation	innovation	NOUN
cana-2145	49	29	where	where	SCONJ
cana-2145	49	30	elm	elm	NOUN
cana-2145	49	31	beats	beat	VERB
cana-2145	49	32	generally	generally	ADV
cana-2145	49	33	existing	exist	VERB
cana-2145	49	34	models	model	NOUN
cana-2145	49	35	on	on	ADP
cana-2145	49	36	malaria	malaria	PROPN
cana-2145	49	37	rbc	rbc	PROPN
cana-2145	49	38	illness	illness	NOUN
cana-2145	49	39	expectation	expectation	NOUN
cana-2145	49	40	with	with	ADP
cana-2145	49	41	a	a	DET
cana-2145	49	42	precision	precision	NOUN
cana-2145	49	43	of	of	ADP
cana-2145	49	44	97	97	NUM
cana-2145	49	45	.	.	PUNCT
cana-2145	50	1	furthermore	furthermore	ADV
cana-2145	50	2	,	,	PUNCT
cana-2145	50	3	this	this	DET
cana-2145	50	4	outcomes	outcome	NOUN
cana-2145	50	5	in	in	ADP
cana-2145	50	6	a	a	DET
cana-2145	50	7	high	high	ADJ
cana-2145	50	8	preparation	preparation	NOUN
cana-2145	50	9	speed	speed	NOUN
cana-2145	50	10	.	.	PUNCT
cana-2145	51	1	its	its	PRON
cana-2145	51	2	execution	execution	NOUN
cana-2145	51	3	is	be	AUX
cana-2145	51	4	straightforward	straightforward	ADJ
cana-2145	51	5	,	,	PUNCT
cana-2145	51	6	and	and	CCONJ
cana-2145	51	7	addressing	address	VERB
cana-2145	51	8	complex	complex	NOUN
cana-2145	51	9	can	can	AUX
cana-2145	51	10	be	be	AUX
cana-2145	51	11	utilized	utilize	VERB
cana-2145	51	12	issues	issue	NOUN
cana-2145	51	13	in	in	ADP
cana-2145	51	14	related	related	ADJ
cana-2145	51	15	region	region	NOUN
cana-2145	51	16	.	.	PUNCT
cana-2145	52	1	inside	inside	ADP
cana-2145	52	2	the	the	DET
cana-2145	52	3	benefits	benefit	NOUN
cana-2145	52	4	of	of	ADP
cana-2145	52	5	elm	elm	PROPN
cana-2145	52	6	and	and	CCONJ
cana-2145	52	7	its	its	PRON
cana-2145	52	8	extremely	extremely	ADJ
cana-2145	52	9	execution	execution	NOUN
cana-2145	52	10	contrasted	contrast	VERB
cana-2145	52	11	and	and	CCONJ
cana-2145	52	12	other	other	ADJ
cana-2145	52	13	ml	ml	NOUN
cana-2145	52	14	,	,	PUNCT
cana-2145	52	15	its	its	PRON
cana-2145	52	16	verification	verification	NOUN
cana-2145	52	17	that	that	DET
cana-2145	52	18	elm	elm	NOUN
cana-2145	52	19	is	be	AUX
cana-2145	52	20	strongly	strongly	ADV
cana-2145	52	21	suggest	suggest	VERB
cana-2145	52	22	being	be	AUX
cana-2145	52	23	utilized	utilize	VERB
cana-2145	52	24	in	in	ADP
cana-2145	52	25	malaria	malaria	NOUN
cana-2145	52	26	fever	fever	NOUN
cana-2145	52	27	rbcs	rbcs	NOUN
cana-2145	52	28	prediction	prediction	NOUN
cana-2145	52	29	.	.	PUNCT
cana-2145	53	1	d.	d.	PROPN
cana-2145	53	2	deep	deep	PROPN
cana-2145	53	3	learning	learn	VERB
cana-2145	53	4	for	for	ADP
cana-2145	53	5	pneumonia	pneumonia	NOUN
cana-2145	53	6	diagnosis	diagnosis	NOUN
cana-2145	53	7	from	from	ADP
cana-2145	53	8	chest	chest	NOUN
cana-2145	53	9	x	x	NOUN
cana-2145	53	10	-	-	NOUN
cana-2145	53	11	ray	ray	NOUN
cana-2145	53	12	images	image	NOUN
cana-2145	53	13	:	:	PUNCT
cana-2145	53	14	the	the	DET
cana-2145	53	15	two	two	NUM
cana-2145	53	16	cnn	cnn	PROPN
cana-2145	53	17	networks	network	NOUN
cana-2145	53	18	coverage	coverage	NOUN
cana-2145	53	19	of	of	ADP
cana-2145	53	20	the	the	DET
cana-2145	53	21	pneumonia	pneumonia	NOUN
cana-2145	53	22	disease	disease	NOUN
cana-2145	53	23	was	be	AUX
cana-2145	53	24	taken	take	VERB
cana-2145	53	25	into	into	ADP
cana-2145	53	26	consideration	consideration	NOUN
cana-2145	53	27	when	when	SCONJ
cana-2145	53	28	writing	write	VERB
cana-2145	53	29	this	this	DET
cana-2145	53	30	evaluation	evaluation	NOUN
cana-2145	53	31	.	.	PUNCT
cana-2145	54	1	transfer	transfer	NOUN
cana-2145	54	2	learning	learning	NOUN
cana-2145	54	3	and	and	CCONJ
cana-2145	54	4	fine	fine	ADV
cana-2145	54	5	-	-	PUNCT
cana-2145	54	6	tuning	tuning	NOUN
cana-2145	54	7	were	be	AUX
cana-2145	54	8	both	both	PRON
cana-2145	54	9	used	use	VERB
cana-2145	54	10	in	in	ADP
cana-2145	54	11	the	the	DET
cana-2145	54	12	development	development	NOUN
cana-2145	54	13	of	of	ADP
cana-2145	54	14	our	our	PRON
cana-2145	54	15	model	model	NOUN
cana-2145	54	16	.	.	PUNCT
cana-2145	55	1	they	they	PRON
cana-2145	55	2	examined	examine	VERB
cana-2145	55	3	the	the	DET
cana-2145	55	4	outcomes	outcome	NOUN
cana-2145	55	5	of	of	ADP
cana-2145	55	6	two	two	NUM
cana-2145	55	7	network	network	NOUN
cana-2145	55	8	tests	test	NOUN
cana-2145	55	9	after	after	ADP
cana-2145	55	10	the	the	DET
cana-2145	55	11	stage	stage	NOUN
cana-2145	55	12	of	of	ADP
cana-2145	55	13	preparation	preparation	NOUN
cana-2145	55	14	.	.	PUNCT
cana-2145	56	1	vgg16	vgg16	NOUN
cana-2145	56	2	network	network	NOUN
cana-2145	56	3	performs	perform	VERB
cana-2145	56	4	worse	bad	ADJ
cana-2145	56	5	than	than	ADP
cana-2145	56	6	exception	exception	NOUN
cana-2145	56	7	network	network	NOUN
cana-2145	56	8	for	for	ADP
cana-2145	56	9	identifying	identify	VERB
cana-2145	56	10	pneumonia	pneumonia	NOUN
cana-2145	56	11	patients	patient	NOUN
cana-2145	56	12	.	.	PUNCT
cana-2145	57	1	at	at	ADP
cana-2145	57	2	separating	separate	VERB
cana-2145	57	3	common	common	ADJ
cana-2145	57	4	cases	case	NOUN
cana-2145	57	5	,	,	PUNCT
cana-2145	57	6	the	the	DET
cana-2145	57	7	vgg16	vgg16	NOUN
cana-2145	57	8	network	network	NOUN
cana-2145	57	9	is	be	AUX
cana-2145	57	10	more	more	ADV
cana-2145	57	11	successful	successful	ADJ
cana-2145	57	12	concurrently	concurrently	ADV
cana-2145	57	13	.	.	PUNCT
cana-2145	58	1	iii	iii	X
cana-2145	58	2	.	.	PROPN
cana-2145	58	3	proposed	propose	VERB
cana-2145	58	4	work	work	NOUN
cana-2145	58	5	and	and	CCONJ
cana-2145	58	6	design	design	NOUN
cana-2145	58	7	methods	method	NOUN
cana-2145	58	8	for	for	ADP
cana-2145	58	9	models	model	NOUN
cana-2145	58	10	a.	a.	NOUN
cana-2145	58	11	system	system	NOUN
cana-2145	58	12	for	for	ADP
cana-2145	58	13	existing	exist	VERB
cana-2145	58	14	approach	approach	NOUN
cana-2145	58	15	a	a	DET
cana-2145	58	16	significant	significant	ADJ
cana-2145	58	17	number	number	NOUN
cana-2145	58	18	of	of	ADP
cana-2145	58	19	surviving	survive	VERB
cana-2145	58	20	investigations	investigation	NOUN
cana-2145	58	21	included	include	VERB
cana-2145	58	22	examining	examine	VERB
cana-2145	58	23	specific	specific	ADJ
cana-2145	58	24	sickness	sickness	NOUN
cana-2145	58	25	.	.	PUNCT
cana-2145	59	1	at	at	ADP
cana-2145	59	2	the	the	DET
cana-2145	59	3	point	point	NOUN
cana-2145	59	4	when	when	SCONJ
cana-2145	59	5	a	a	DET
cana-2145	59	6	user	user	NOUN
cana-2145	59	7	needs	need	VERB
cana-2145	59	8	to	to	PART
cana-2145	59	9	examine	examine	VERB
cana-2145	59	10	diabetes	diabetes	NOUN
cana-2145	59	11	necessities	necessity	NOUN
cana-2145	59	12	to	to	PART
cana-2145	59	13	utilize	utilize	VERB
cana-2145	59	14	one	one	NUM
cana-2145	59	15	doctor	doctor	NOUN
cana-2145	59	16	’s	’s	PART
cana-2145	59	17	prescription	prescription	NOUN
cana-2145	59	18	and	and	CCONJ
cana-2145	59	19	same	same	ADJ
cana-2145	59	20	user	user	NOUN
cana-2145	59	21	needs	need	VERB
cana-2145	59	22	to	to	PART
cana-2145	59	23	investigate	investigate	VERB
cana-2145	59	24	coronary	coronary	ADJ
cana-2145	59	25	illness	illness	NOUN
cana-2145	59	26	then	then	ADV
cana-2145	59	27	client	client	NOUN
cana-2145	59	28	needs	need	VERB
cana-2145	59	29	to	to	PART
cana-2145	59	30	utilize	utilize	VERB
cana-2145	59	31	another	another	DET
cana-2145	59	32	doctor	doctor	NOUN
cana-2145	59	33	’s	’s	PART
cana-2145	59	34	prescription	prescription	NOUN
cana-2145	59	35	.	.	PUNCT
cana-2145	60	1	this	this	PRON
cana-2145	60	2	is	be	AUX
cana-2145	60	3	a	a	DET
cana-2145	60	4	time	time	NOUN
cana-2145	60	5	taking	take	VERB
cana-2145	60	6	process	process	NOUN
cana-2145	60	7	.	.	PUNCT
cana-2145	61	1	and	and	CCONJ
cana-2145	61	2	further	far	ADV
cana-2145	61	3	more	more	ADV
cana-2145	61	4	in	in	ADP
cana-2145	61	5	the	the	DET
cana-2145	61	6	event	event	NOUN
cana-2145	61	7	that	that	PRON
cana-2145	61	8	any	any	DET
cana-2145	61	9	client	client	NOUN
cana-2145	61	10	having	have	VERB
cana-2145	61	11	more	more	ADJ
cana-2145	61	12	than	than	ADP
cana-2145	61	13	one	one	NUM
cana-2145	61	14	sickness	sickness	NOUN
cana-2145	61	15	be	be	AUX
cana-2145	61	16	that	that	SCONJ
cana-2145	61	17	as	as	SCONJ
cana-2145	61	18	it	it	PRON
cana-2145	61	19	may	may	AUX
cana-2145	61	20	,	,	PUNCT
cana-2145	61	21	in	in	ADP
cana-2145	61	22	existing	exist	VERB
cana-2145	61	23	framework	framework	NOUN
cana-2145	61	24	in	in	ADP
cana-2145	61	25	the	the	DET
cana-2145	61	26	event	event	NOUN
cana-2145	61	27	that	that	SCONJ
cana-2145	61	28	anticipating	anticipate	VERB
cana-2145	61	29	just	just	ADV
cana-2145	61	30	a	a	DET
cana-2145	61	31	single	single	ADJ
cana-2145	61	32	disease	disease	NOUN
cana-2145	61	33	is	be	AUX
cana-2145	61	34	capable	capable	ADJ
cana-2145	61	35	then	then	ADV
cana-2145	61	36	there	there	PRON
cana-2145	61	37	is	be	VERB
cana-2145	61	38	an	an	DET
cana-2145	61	39	opportunity	opportunity	NOUN
cana-2145	61	40	of	of	ADP
cana-2145	61	41	death	death	NOUN
cana-2145	61	42	rate	rate	NOUN
cana-2145	61	43	increment	increment	NOUN
cana-2145	61	44	due	due	ADP
cana-2145	61	45	to	to	ADP
cana-2145	61	46	not	not	PART
cana-2145	61	47	ready	ready	ADJ
cana-2145	61	48	to	to	PART
cana-2145	61	49	foresee	foresee	VERB
cana-2145	61	50	the	the	DET
cana-2145	61	51	other	other	ADJ
cana-2145	61	52	illness	illness	NOUN
cana-2145	61	53	ahead	ahead	ADV
cana-2145	61	54	of	of	ADP
cana-2145	61	55	time	time	NOUN
cana-2145	61	56	.	.	PUNCT
cana-2145	62	1	b.proposedapproach	b.proposedapproach	VERB
cana-2145	62	2	it	it	PRON
cana-2145	62	3	is	be	AUX
cana-2145	62	4	possible	possible	ADJ
cana-2145	62	5	to	to	PART
cana-2145	62	6	predict	predict	VERB
cana-2145	62	7	more	more	ADJ
cana-2145	62	8	than	than	ADP
cana-2145	62	9	one	one	NUM
cana-2145	62	10	illness	illness	NOUN
cana-2145	62	11	at	at	ADP
cana-2145	62	12	a	a	DET
cana-2145	62	13	time	time	NOUN
cana-2145	62	14	using	use	VERB
cana-2145	62	15	a	a	DET
cana-2145	62	16	multi	multi	ADJ
cana-2145	62	17	-	-	ADJ
cana-2145	62	18	sickness	sickness	ADJ
cana-2145	62	19	model	model	NOUN
cana-2145	62	20	.	.	PUNCT
cana-2145	63	1	so	so	ADV
cana-2145	63	2	,	,	PUNCT
cana-2145	63	3	user	user	NOUN
cana-2145	63	4	compelling	compelling	ADJ
cana-2145	63	5	reason	reason	NOUN
cana-2145	63	6	need	need	VERB
cana-2145	63	7	to	to	PART
cana-2145	63	8	navigate	navigate	VERB
cana-2145	63	9	many	many	ADJ
cana-2145	63	10	models	model	NOUN
cana-2145	63	11	to	to	PART
cana-2145	63	12	foresee	foresee	VERB
cana-2145	63	13	the	the	DET
cana-2145	63	14	illnesses	illness	NOUN
cana-2145	63	15	.	.	PUNCT
cana-2145	64	1	it	it	PRON
cana-2145	64	2	will	will	AUX
cana-2145	64	3	lessen	lessen	VERB
cana-2145	64	4	time	time	NOUN
cana-2145	64	5	and	and	CCONJ
cana-2145	64	6	further	far	ADV
cana-2145	64	7	more	more	ADV
cana-2145	64	8	due	due	ADJ
cana-2145	64	9	to	to	ADP
cana-2145	64	10	foreseeing	foresee	VERB
cana-2145	64	11	various	various	ADJ
cana-2145	64	12	illnesses	illness	NOUN
cana-2145	64	13	all	all	ADV
cana-2145	64	14	at	at	ADP
cana-2145	64	15	once	once	ADV
cana-2145	64	16	there	there	PRON
cana-2145	64	17	is	be	VERB
cana-2145	64	18	a	a	DET
cana-2145	64	19	possibility	possibility	NOUN
cana-2145	64	20	decreasing	decrease	VERB
cana-2145	64	21	death	death	NOUN
cana-2145	64	22	rate	rate	NOUN
cana-2145	64	23	.	.	PUNCT
cana-2145	65	1	in	in	ADP
cana-2145	65	2	multiple	multiple	ADJ
cana-2145	65	3	diseases	disease	NOUN
cana-2145	65	4	prediction	prediction	NOUN
cana-2145	65	5	,	,	PUNCT
cana-2145	65	6	it	it	PRON
cana-2145	65	7	is	be	AUX
cana-2145	65	8	feasible	feasible	ADJ
cana-2145	65	9	to	to	PART
cana-2145	65	10	anticipate	anticipate	VERB
cana-2145	65	11	more	more	ADJ
cana-2145	65	12	than	than	ADP
cana-2145	65	13	each	each	DET
cana-2145	65	14	illness	illness	NOUN
cana-2145	65	15	in	in	ADP
cana-2145	65	16	turn	turn	NOUN
cana-2145	65	17	.	.	PUNCT
cana-2145	66	1	so	so	ADV
cana-2145	66	2	,	,	PUNCT
cana-2145	66	3	the	the	DET
cana-2145	66	4	client	client	NOUN
cana-2145	66	5	does	do	AUX
cana-2145	66	6	n't	not	PART
cana-2145	66	7	need	need	VERB
cana-2145	66	8	to	to	PART
cana-2145	66	9	cross	cross	VERB
cana-2145	66	10	various	various	ADJ
cana-2145	66	11	destinations	destination	NOUN
cana-2145	66	12	to	to	PART
cana-2145	66	13	anticipate	anticipate	VERB
cana-2145	66	14	the	the	DET
cana-2145	66	15	sicknesses	sickness	NOUN
cana-2145	66	16	.	.	PUNCT
cana-2145	67	1	we	we	PRON
cana-2145	67	2	are	be	AUX
cana-2145	67	3	taking	take	VERB
cana-2145	67	4	four	four	NUM
cana-2145	67	5	sicknesses	sickness	NOUN
cana-2145	67	6	that	that	PRON
cana-2145	67	7	are	be	AUX
cana-2145	67	8	kidney	kidney	NOUN
cana-2145	67	9	,	,	PUNCT
cana-2145	67	10	liver	liver	NOUN
cana-2145	67	11	,	,	PUNCT
cana-2145	67	12	malaria	malaria	NOUN
cana-2145	67	13	and	and	CCONJ
cana-2145	67	14	pneumonia	pneumonia	NOUN
cana-2145	67	15	.	.	PUNCT
cana-2145	68	1	to	to	PART
cana-2145	68	2	execute	execute	VERB
cana-2145	68	3	numerous	numerous	ADJ
cana-2145	68	4	illness	illness	NOUN
cana-2145	68	5	investigations	investigation	NOUN
cana-2145	68	6	,	,	PUNCT
cana-2145	68	7	we	we	PRON
cana-2145	68	8	will	will	AUX
cana-2145	68	9	utilize	utilize	VERB
cana-2145	68	10	ml	ml	ADP
cana-2145	68	11	algorithms	algorithm	NOUN
cana-2145	68	12	and	and	CCONJ
cana-2145	68	13	deep	deep	ADJ
cana-2145	68	14	learning	learning	NOUN
cana-2145	68	15	algorithms	algorithm	NOUN
cana-2145	68	16	and	and	CCONJ
cana-2145	68	17	flask	flask	NOUN
cana-2145	68	18	.	.	PUNCT
cana-2145	69	1	at	at	ADP
cana-2145	69	2	the	the	DET
cana-2145	69	3	point	point	NOUN
cana-2145	69	4	when	when	SCONJ
cana-2145	69	5	the	the	DET
cana-2145	69	6	client	client	NOUN
cana-2145	69	7	is	be	AUX
cana-2145	69	8	getting	get	VERB
cana-2145	69	9	to	to	ADP
cana-2145	69	10	this	this	DET
cana-2145	69	11	programming	programming	NOUN
cana-2145	69	12	interface	interface	NOUN
cana-2145	69	13	,	,	PUNCT
cana-2145	69	14	the	the	DET
cana-2145	69	15	client	client	NOUN
cana-2145	69	16	needs	need	VERB
cana-2145	69	17	to	to	PART
cana-2145	69	18	send	send	VERB
cana-2145	69	19	the	the	DET
cana-2145	69	20	boundaries	boundary	NOUN
cana-2145	69	21	of	of	ADP
cana-2145	69	22	the	the	DET
cana-2145	69	23	sickness	sickness	NOUN
cana-2145	69	24	alongside	alongside	ADP
cana-2145	69	25	the	the	DET
cana-2145	69	26	sickness	sickness	NOUN
cana-2145	69	27	name	name	NOUN
cana-2145	69	28	.	.	PUNCT
cana-2145	70	1	the	the	DET
cana-2145	70	2	following	follow	VERB
cana-2145	70	3	stages	stage	NOUN
cana-2145	70	4	are	be	AUX
cana-2145	70	5	part	part	NOUN
cana-2145	70	6	of	of	ADP
cana-2145	70	7	the	the	DET
cana-2145	70	8	suggested	suggest	VERB
cana-2145	70	9	method	method	NOUN
cana-2145	70	10	for	for	ADP
cana-2145	70	11	using	use	VERB
cana-2145	70	12	machine	machine	NOUN
cana-2145	70	13	learning	learning	NOUN
cana-2145	70	14	and	and	CCONJ
cana-2145	70	15	the	the	DET
cana-2145	70	16	flask	flask	NOUN
cana-2145	70	17	api	api	NOUN
cana-2145	70	18	to	to	PART
cana-2145	70	19	predict	predict	VERB
cana-2145	70	20	kidney	kidney	NOUN
cana-2145	70	21	,	,	PUNCT
cana-2145	70	22	liver	liver	NOUN
cana-2145	70	23	,	,	PUNCT
cana-2145	70	24	malaria	malaria	NOUN
cana-2145	70	25	,	,	PUNCT
cana-2145	70	26	and	and	CCONJ
cana-2145	70	27	pneumonia	pneumonia	NOUN
cana-2145	70	28	diseases	disease	NOUN
cana-2145	70	29	.	.	PUNCT
cana-2145	71	1	the	the	DET
cana-2145	71	2	initial	initial	ADJ
cana-2145	71	3	stage	stage	NOUN
cana-2145	71	4	is	be	AUX
cana-2145	71	5	to	to	PART
cana-2145	71	6	acquire	acquire	VERB
cana-2145	71	7	sizable	sizable	ADJ
cana-2145	71	8	communications	communication	NOUN
cana-2145	71	9	on	on	ADP
cana-2145	71	10	applied	apply	VERB
cana-2145	71	11	nonlinear	nonlinear	ADJ
cana-2145	71	12	analysis	analysis	NOUN
cana-2145	71	13	issn	issn	NOUN
cana-2145	71	14	:	:	PUNCT
cana-2145	71	15	1074	1074	NUM
cana-2145	71	16	-	-	PUNCT
cana-2145	71	17	133x	133x	NUM
cana-2145	71	18	vol	vol	NOUN
cana-2145	71	19	32	32	NUM
cana-2145	71	20	no	no	NOUN
cana-2145	71	21	.	.	PUNCT
cana-2145	72	1	1s	1s	NUM
cana-2145	72	2	(	(	PUNCT
cana-2145	72	3	2025	2025	NUM
cana-2145	72	4	)	)	PUNCT
cana-2145	72	5	153	153	NUM
cana-2145	72	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	72	7	datasets	dataset	NOUN
cana-2145	72	8	of	of	ADP
cana-2145	72	9	patient	patient	ADJ
cana-2145	72	10	data	datum	NOUN
cana-2145	72	11	and	and	CCONJ
cana-2145	72	12	medical	medical	ADJ
cana-2145	72	13	pictures	picture	NOUN
cana-2145	72	14	pertinent	pertinent	ADJ
cana-2145	72	15	to	to	ADP
cana-2145	72	16	the	the	DET
cana-2145	72	17	diseases	disease	NOUN
cana-2145	72	18	of	of	ADP
cana-2145	72	19	interest	interest	NOUN
cana-2145	72	20	.	.	PUNCT
cana-2145	73	1	then	then	ADV
cana-2145	73	2	,	,	PUNCT
cana-2145	73	3	any	any	DET
cana-2145	73	4	unnecessary	unnecessary	ADJ
cana-2145	73	5	or	or	CCONJ
cana-2145	73	6	missing	missing	ADJ
cana-2145	73	7	information	information	NOUN
cana-2145	73	8	is	be	AUX
cana-2145	73	9	removed	remove	VERB
cana-2145	73	10	from	from	ADP
cana-2145	73	11	this	this	DET
cana-2145	73	12	data	datum	NOUN
cana-2145	73	13	through	through	ADP
cana-2145	73	14	preprocessing	preprocessing	NOUN
cana-2145	73	15	and	and	CCONJ
cana-2145	73	16	cleaning	cleaning	NOUN
cana-2145	73	17	.	.	PUNCT
cana-2145	74	1	after	after	ADP
cana-2145	74	2	preprocessing	preprocesse	VERB
cana-2145	74	3	the	the	DET
cana-2145	74	4	data	datum	NOUN
cana-2145	74	5	,	,	PUNCT
cana-2145	74	6	supervised	supervise	VERB
cana-2145	74	7	learning	learning	NOUN
cana-2145	74	8	techniques	technique	NOUN
cana-2145	74	9	are	be	AUX
cana-2145	74	10	used	use	VERB
cana-2145	74	11	to	to	PART
cana-2145	74	12	train	train	VERB
cana-2145	74	13	machine	machine	NOUN
cana-2145	74	14	learning	learning	NOUN
cana-2145	74	15	algorithms	algorithm	NOUN
cana-2145	74	16	.	.	PUNCT
cana-2145	75	1	on	on	ADP
cana-2145	75	2	the	the	DET
cana-2145	75	3	basis	basis	NOUN
cana-2145	75	4	of	of	ADP
cana-2145	75	5	the	the	DET
cana-2145	75	6	labeled	label	VERB
cana-2145	75	7	data	datum	NOUN
cana-2145	75	8	,	,	PUNCT
cana-2145	75	9	the	the	DET
cana-2145	75	10	algorithms	algorithm	NOUN
cana-2145	75	11	learn	learn	VERB
cana-2145	75	12	to	to	PART
cana-2145	75	13	make	make	VERB
cana-2145	75	14	predictions	prediction	NOUN
cana-2145	75	15	(	(	PUNCT
cana-2145	75	16	i.e.	i.e.	X
cana-2145	75	17	,	,	PUNCT
cana-2145	75	18	data	datum	NOUN
cana-2145	75	19	where	where	SCONJ
cana-2145	75	20	the	the	DET
cana-2145	75	21	diagnosis	diagnosis	NOUN
cana-2145	75	22	is	be	AUX
cana-2145	75	23	known	know	VERB
cana-2145	75	24	)	)	PUNCT
cana-2145	75	25	.	.	PUNCT
cana-2145	76	1	to	to	PART
cana-2145	76	2	reach	reach	VERB
cana-2145	76	3	an	an	DET
cana-2145	76	4	acceptable	acceptable	ADJ
cana-2145	76	5	degree	degree	NOUN
cana-2145	76	6	of	of	ADP
cana-2145	76	7	accuracy	accuracy	NOUN
cana-2145	76	8	,	,	PUNCT
cana-2145	76	9	the	the	DET
cana-2145	76	10	models	model	NOUN
cana-2145	76	11	can	can	AUX
cana-2145	76	12	be	be	AUX
cana-2145	76	13	adjusted	adjust	VERB
cana-2145	76	14	and	and	CCONJ
cana-2145	76	15	retrained	retrain	VERB
cana-2145	76	16	as	as	ADP
cana-2145	76	17	necessary	necessary	ADJ
cana-2145	76	18	.	.	PUNCT
cana-2145	77	1	after	after	ADP
cana-2145	77	2	training	training	NOUN
cana-2145	77	3	,	,	PUNCT
cana-2145	77	4	numerous	numerous	ADJ
cana-2145	77	5	metrics	metric	NOUN
cana-2145	77	6	,	,	PUNCT
cana-2145	77	7	including	include	VERB
cana-2145	77	8	accuracy	accuracy	NOUN
cana-2145	77	9	,	,	PUNCT
cana-2145	77	10	precision	precision	NOUN
cana-2145	77	11	,	,	PUNCT
cana-2145	77	12	recall	recall	NOUN
cana-2145	77	13	,	,	PUNCT
cana-2145	77	14	and	and	CCONJ
cana-2145	77	15	f1	f1	PROPN
cana-2145	77	16	score	score	NOUN
cana-2145	77	17	,	,	PUNCT
cana-2145	77	18	are	be	AUX
cana-2145	77	19	used	use	VERB
cana-2145	77	20	to	to	PART
cana-2145	77	21	assess	assess	VERB
cana-2145	77	22	how	how	SCONJ
cana-2145	77	23	well	well	ADV
cana-2145	77	24	the	the	DET
cana-2145	77	25	machine	machine	NOUN
cana-2145	77	26	learning	learning	NOUN
cana-2145	77	27	models	model	NOUN
cana-2145	77	28	performed	perform	VERB
cana-2145	77	29	.	.	PUNCT
cana-2145	78	1	the	the	DET
cana-2145	78	2	models	model	NOUN
cana-2145	78	3	are	be	AUX
cana-2145	78	4	then	then	ADV
cana-2145	78	5	adjusted	adjust	VERB
cana-2145	78	6	or	or	CCONJ
cana-2145	78	7	retrained	retrain	VERB
cana-2145	78	8	in	in	ADP
cana-2145	78	9	order	order	NOUN
cana-2145	78	10	to	to	PART
cana-2145	78	11	obtain	obtain	VERB
cana-2145	78	12	an	an	DET
cana-2145	78	13	acceptable	acceptable	ADJ
cana-2145	78	14	degree	degree	NOUN
cana-2145	78	15	of	of	ADP
cana-2145	78	16	accuracy	accuracy	NOUN
cana-2145	78	17	.	.	PUNCT
cana-2145	79	1	the	the	DET
cana-2145	79	2	development	development	NOUN
cana-2145	79	3	of	of	ADP
cana-2145	79	4	a	a	DET
cana-2145	79	5	flask	flask	NOUN
cana-2145	79	6	api	api	NOUN
cana-2145	79	7	incorporates	incorporate	VERB
cana-2145	79	8	the	the	DET
cana-2145	79	9	machine	machine	NOUN
cana-2145	79	10	learning	learning	NOUN
cana-2145	79	11	models	model	NOUN
cana-2145	79	12	after	after	SCONJ
cana-2145	79	13	they	they	PRON
cana-2145	79	14	have	have	AUX
cana-2145	79	15	been	be	AUX
cana-2145	79	16	trained	train	VERB
cana-2145	79	17	and	and	CCONJ
cana-2145	79	18	assessed	assess	VERB
cana-2145	79	19	.	.	PUNCT
cana-2145	80	1	the	the	DET
cana-2145	80	2	api	api	NOUN
cana-2145	80	3	returns	return	VERB
cana-2145	80	4	the	the	DET
cana-2145	80	5	estimated	estimate	VERB
cana-2145	80	6	likelihood	likelihood	NOUN
cana-2145	80	7	that	that	SCONJ
cana-2145	80	8	a	a	DET
cana-2145	80	9	patient	patient	NOUN
cana-2145	80	10	will	will	AUX
cana-2145	80	11	contract	contract	VERB
cana-2145	80	12	a	a	DET
cana-2145	80	13	specific	specific	ADJ
cana-2145	80	14	disease	disease	NOUN
cana-2145	80	15	after	after	ADP
cana-2145	80	16	receiving	receive	VERB
cana-2145	80	17	patient	patient	ADJ
cana-2145	80	18	data	datum	NOUN
cana-2145	80	19	and	and	CCONJ
cana-2145	80	20	medical	medical	ADJ
cana-2145	80	21	photos	photo	NOUN
cana-2145	80	22	as	as	ADP
cana-2145	80	23	inputs	input	NOUN
cana-2145	80	24	.	.	PUNCT
cana-2145	81	1	the	the	DET
cana-2145	81	2	flask	flask	PROPN
cana-2145	81	3	api	api	NOUN
cana-2145	81	4	is	be	AUX
cana-2145	81	5	then	then	ADV
cana-2145	81	6	made	make	VERB
cana-2145	81	7	available	available	ADJ
cana-2145	81	8	to	to	ADP
cana-2145	81	9	users	user	NOUN
cana-2145	81	10	over	over	ADP
cana-2145	81	11	the	the	DET
cana-2145	81	12	internet	internet	NOUN
cana-2145	81	13	by	by	ADP
cana-2145	81	14	being	be	AUX
cana-2145	81	15	deployed	deploy	VERB
cana-2145	81	16	to	to	ADP
cana-2145	81	17	a	a	DET
cana-2145	81	18	web	web	NOUN
cana-2145	81	19	server	server	NOUN
cana-2145	81	20	.	.	PUNCT
cana-2145	82	1	this	this	PRON
cana-2145	82	2	makes	make	VERB
cana-2145	82	3	it	it	PRON
cana-2145	82	4	simple	simple	ADJ
cana-2145	82	5	for	for	ADP
cana-2145	82	6	individuals	individual	NOUN
cana-2145	82	7	and	and	CCONJ
cana-2145	82	8	medical	medical	ADJ
cana-2145	82	9	professionals	professional	NOUN
cana-2145	82	10	to	to	PART
cana-2145	82	11	utilize	utilize	VERB
cana-2145	82	12	the	the	DET
cana-2145	82	13	disease	disease	NOUN
cana-2145	82	14	prediction	prediction	NOUN
cana-2145	82	15	system	system	NOUN
cana-2145	82	16	and	and	CCONJ
cana-2145	82	17	get	get	VERB
cana-2145	82	18	precise	precise	ADJ
cana-2145	82	19	diagnoses	diagnosis	NOUN
cana-2145	82	20	.	.	PUNCT
cana-2145	83	1	a	a	DET
cana-2145	83	2	user	user	NOUN
cana-2145	83	3	-	-	PUNCT
cana-2145	83	4	friendly	friendly	ADJ
cana-2145	83	5	interface	interface	NOUN
cana-2145	83	6	that	that	PRON
cana-2145	83	7	enables	enable	VERB
cana-2145	83	8	patients	patient	NOUN
cana-2145	83	9	to	to	PART
cana-2145	83	10	simply	simply	ADV
cana-2145	83	11	input	input	VERB
cana-2145	83	12	their	their	PRON
cana-2145	83	13	data	datum	NOUN
cana-2145	83	14	and	and	CCONJ
cana-2145	83	15	medical	medical	ADJ
cana-2145	83	16	photos	photo	NOUN
cana-2145	83	17	and	and	CCONJ
cana-2145	83	18	receive	receive	VERB
cana-2145	83	19	forecasts	forecast	NOUN
cana-2145	83	20	regarding	regard	VERB
cana-2145	83	21	the	the	DET
cana-2145	83	22	propensity	propensity	NOUN
cana-2145	83	23	to	to	PART
cana-2145	83	24	develop	develop	VERB
cana-2145	83	25	a	a	DET
cana-2145	83	26	specific	specific	ADJ
cana-2145	83	27	condition	condition	NOUN
cana-2145	83	28	can	can	AUX
cana-2145	83	29	be	be	AUX
cana-2145	83	30	created	create	VERB
cana-2145	83	31	.	.	PUNCT
cana-2145	84	1	the	the	DET
cana-2145	84	2	flask	flask	PROPN
cana-2145	84	3	api	api	NOUN
cana-2145	84	4	can	can	AUX
cana-2145	84	5	be	be	AUX
cana-2145	84	6	combined	combine	VERB
cana-2145	84	7	with	with	ADP
cana-2145	84	8	this	this	DET
cana-2145	84	9	interface	interface	NOUN
cana-2145	84	10	to	to	PART
cana-2145	84	11	increase	increase	VERB
cana-2145	84	12	the	the	DET
cana-2145	84	13	illness	illness	NOUN
cana-2145	84	14	prediction	prediction	NOUN
cana-2145	84	15	system	system	NOUN
cana-2145	84	16	's	's	PART
cana-2145	84	17	usability	usability	NOUN
cana-2145	84	18	and	and	CCONJ
cana-2145	84	19	accessibility	accessibility	NOUN
cana-2145	84	20	.	.	PUNCT
cana-2145	85	1	by	by	ADP
cana-2145	85	2	allowing	allow	VERB
cana-2145	85	3	for	for	ADP
cana-2145	85	4	early	early	ADJ
cana-2145	85	5	intervention	intervention	NOUN
cana-2145	85	6	to	to	PART
cana-2145	85	7	stop	stop	VERB
cana-2145	85	8	the	the	DET
cana-2145	85	9	onset	onset	NOUN
cana-2145	85	10	of	of	ADP
cana-2145	85	11	catastrophic	catastrophic	ADJ
cana-2145	85	12	diseases	disease	NOUN
cana-2145	85	13	and	and	CCONJ
cana-2145	85	14	by	by	ADP
cana-2145	85	15	offering	offer	VERB
cana-2145	85	16	quick	quick	ADJ
cana-2145	85	17	and	and	CCONJ
cana-2145	85	18	precise	precise	ADJ
cana-2145	85	19	diagnostics	diagnostic	NOUN
cana-2145	85	20	,	,	PUNCT
cana-2145	85	21	this	this	DET
cana-2145	85	22	technology	technology	NOUN
cana-2145	85	23	has	have	VERB
cana-2145	85	24	the	the	DET
cana-2145	85	25	potential	potential	NOUN
cana-2145	85	26	to	to	PART
cana-2145	85	27	completely	completely	ADV
cana-2145	85	28	transform	transform	VERB
cana-2145	85	29	the	the	DET
cana-2145	85	30	healthcare	healthcare	NOUN
cana-2145	85	31	sector	sector	NOUN
cana-2145	85	32	.	.	PUNCT
cana-2145	86	1	c.proposed	c.propose	VERB
cana-2145	86	2	system	system	NOUN
cana-2145	86	3	architecture	architecture	NOUN
cana-2145	86	4	fig:1	fig:1	NOUN
cana-2145	86	5	proposed	propose	VERB
cana-2145	86	6	system	system	NOUN
cana-2145	86	7	architecture	architecture	NOUN
cana-2145	86	8	d.dataset	d.dataset	ADJ
cana-2145	86	9	preparation	preparation	NOUN
cana-2145	86	10	for	for	ADP
cana-2145	86	11	a	a	DET
cana-2145	86	12	framework	framework	NOUN
cana-2145	86	13	to	to	PART
cana-2145	86	14	anticipate	anticipate	VERB
cana-2145	86	15	legitimate	legitimate	ADJ
cana-2145	86	16	outcomes	outcome	NOUN
cana-2145	86	17	,	,	PUNCT
cana-2145	86	18	first	first	ADV
cana-2145	86	19	it	it	PRON
cana-2145	86	20	ought	ought	AUX
cana-2145	86	21	to	to	PART
cana-2145	86	22	be	be	AUX
cana-2145	86	23	prepared	prepare	VERB
cana-2145	86	24	appropriately	appropriately	ADV
cana-2145	86	25	with	with	ADP
cana-2145	86	26	existing	exist	VERB
cana-2145	86	27	information	information	NOUN
cana-2145	86	28	.	.	PUNCT
cana-2145	87	1	pre	pre	VERB
cana-2145	87	2	-	-	VERB
cana-2145	87	3	handling	handle	VERB
cana-2145	87	4	the	the	DET
cana-2145	87	5	information	information	NOUN
cana-2145	87	6	is	be	AUX
cana-2145	87	7	significant	significant	ADJ
cana-2145	87	8	so	so	ADV
cana-2145	87	9	great	great	ADJ
cana-2145	87	10	quality	quality	NOUN
cana-2145	87	11	information	information	NOUN
cana-2145	87	12	is	be	AUX
cana-2145	87	13	communications	communication	NOUN
cana-2145	87	14	on	on	ADP
cana-2145	87	15	applied	apply	VERB
cana-2145	87	16	nonlinear	nonlinear	ADJ
cana-2145	87	17	analysis	analysis	NOUN
cana-2145	87	18	issn	issn	NOUN
cana-2145	87	19	:	:	PUNCT
cana-2145	87	20	1074	1074	NUM
cana-2145	87	21	-	-	PUNCT
cana-2145	87	22	133x	133x	NUM
cana-2145	87	23	vol	vol	NOUN
cana-2145	87	24	32	32	NUM
cana-2145	87	25	no	no	NOUN
cana-2145	87	26	.	.	PUNCT
cana-2145	88	1	1s	1s	NUM
cana-2145	88	2	(	(	PUNCT
cana-2145	88	3	2025	2025	NUM
cana-2145	88	4	)	)	PUNCT
cana-2145	88	5	154	154	NUM
cana-2145	88	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	88	7	utilized	utilize	VERB
cana-2145	88	8	for	for	ADP
cana-2145	88	9	preparing	prepare	VERB
cana-2145	88	10	the	the	DET
cana-2145	88	11	model	model	NOUN
cana-2145	88	12	.	.	PUNCT
cana-2145	89	1	information	information	NOUN
cana-2145	89	2	cleaning	cleaning	NOUN
cana-2145	89	3	and	and	CCONJ
cana-2145	89	4	evacuation	evacuation	NOUN
cana-2145	89	5	of	of	ADP
cana-2145	89	6	missing	miss	VERB
cana-2145	89	7	values	value	NOUN
cana-2145	89	8	is	be	AUX
cana-2145	89	9	a	a	DET
cana-2145	89	10	portion	portion	NOUN
cana-2145	89	11	of	of	ADP
cana-2145	89	12	the	the	DET
cana-2145	89	13	cycles	cycle	NOUN
cana-2145	89	14	engaged	engage	VERB
cana-2145	89	15	with	with	ADP
cana-2145	89	16	pre	pre	ADJ
cana-2145	89	17	-	-	ADJ
cana-2145	89	18	processing	processing	ADJ
cana-2145	89	19	.	.	PUNCT
cana-2145	90	1	we	we	PRON
cana-2145	90	2	utilized	utilize	VERB
cana-2145	90	3	the	the	DET
cana-2145	90	4	datasets	dataset	NOUN
cana-2145	90	5	of	of	ADP
cana-2145	90	6	diseases	disease	NOUN
cana-2145	90	7	from	from	ADP
cana-2145	90	8	kaggle	kaggle	ADJ
cana-2145	90	9	information	information	NOUN
cana-2145	90	10	from	from	ADP
cana-2145	90	11	different	different	ADJ
cana-2145	90	12	sources	source	NOUN
cana-2145	90	13	has	have	AUX
cana-2145	90	14	been	be	AUX
cana-2145	90	15	gathered	gather	VERB
cana-2145	90	16	and	and	CCONJ
cana-2145	90	17	collected	collect	VERB
cana-2145	90	18	e.prediction	e.prediction	NOUN
cana-2145	90	19	using	use	VERB
cana-2145	90	20	various	various	ADJ
cana-2145	90	21	deep	deep	ADJ
cana-2145	90	22	learning	learning	NOUN
cana-2145	90	23	and	and	CCONJ
cana-2145	90	24	machine	machine	NOUN
cana-2145	90	25	learning	learn	VERB
cana-2145	90	26	algorihtms	algorihtms	NOUN
cana-2145	90	27	article	article	PROPN
cana-2145	90	28	primary	primary	ADJ
cana-2145	90	29	center	center	NOUN
cana-2145	90	30	is	be	AUX
cana-2145	90	31	to	to	PART
cana-2145	90	32	construct	construct	VERB
cana-2145	90	33	a	a	DET
cana-2145	90	34	multi	multi	ADJ
cana-2145	90	35	disease	disease	NOUN
cana-2145	90	36	prediction	prediction	NOUN
cana-2145	90	37	model	model	NOUN
cana-2145	90	38	so	so	SCONJ
cana-2145	90	39	ml	ml	PROPN
cana-2145	90	40	and	and	CCONJ
cana-2145	90	41	profound	profound	ADJ
cana-2145	90	42	learning	learning	NOUN
cana-2145	90	43	strategies	strategy	NOUN
cana-2145	90	44	utilized	utilize	VERB
cana-2145	90	45	are	be	AUX
cana-2145	90	46	momentarily	momentarily	ADV
cana-2145	90	47	summed	sum	VERB
cana-2145	90	48	up	up	ADP
cana-2145	90	49	here	here	ADV
cana-2145	90	50	.	.	PUNCT
cana-2145	91	1	kidney	kidney	NOUN
cana-2145	91	2	disease	disease	NOUN
cana-2145	91	3	,	,	PUNCT
cana-2145	91	4	liver	liver	NOUN
cana-2145	91	5	sickness	sickness	NOUN
cana-2145	91	6	prediction	prediction	NOUN
cana-2145	91	7	and	and	CCONJ
cana-2145	91	8	malaria	malaria	NOUN
cana-2145	91	9	and	and	CCONJ
cana-2145	91	10	pneumonia	pneumonia	NOUN
cana-2145	91	11	discovery	discovery	PROPN
cana-2145	91	12	are	be	AUX
cana-2145	91	13	broken	break	VERB
cana-2145	91	14	down	down	ADP
cana-2145	91	15	by	by	ADP
cana-2145	91	16	different	different	ADJ
cana-2145	91	17	profound	profound	ADJ
cana-2145	91	18	learning	learning	NOUN
cana-2145	91	19	methods	method	NOUN
cana-2145	91	20	have	have	AUX
cana-2145	91	21	been	be	AUX
cana-2145	91	22	utilized	utilize	VERB
cana-2145	91	23	to	to	PART
cana-2145	91	24	view	view	VERB
cana-2145	91	25	the	the	DET
cana-2145	91	26	status	status	NOUN
cana-2145	91	27	of	of	ADP
cana-2145	91	28	the	the	DET
cana-2145	91	29	patient	patient	NOUN
cana-2145	91	30	.	.	PUNCT
cana-2145	92	1	for	for	ADP
cana-2145	92	2	kidney	kidney	NOUN
cana-2145	92	3	disease	disease	NOUN
cana-2145	92	4	prediction	prediction	NOUN
cana-2145	92	5	we	we	PRON
cana-2145	92	6	have	have	AUX
cana-2145	92	7	utilized	utilize	VERB
cana-2145	92	8	many	many	ADJ
cana-2145	92	9	ml	ml	NOUN
cana-2145	92	10	algorithms	algorithm	NOUN
cana-2145	92	11	like	like	ADP
cana-2145	92	12	gradient	gradient	NOUN
cana-2145	92	13	boosting	boost	VERB
cana-2145	92	14	classifier	classifier	NOUN
cana-2145	92	15	,	,	PUNCT
cana-2145	92	16	stochastic	stochastic	ADJ
cana-2145	92	17	gradient	gradient	NOUN
cana-2145	92	18	boosting	boosting	NOUN
cana-2145	92	19	,	,	PUNCT
cana-2145	92	20	xg	xg	PROPN
cana-2145	92	21	boost	boost	PROPN
cana-2145	92	22	,	,	PUNCT
cana-2145	92	23	ada	ada	PROPN
cana-2145	92	24	boost	boost	PROPN
cana-2145	92	25	,	,	PUNCT
cana-2145	92	26	cat	cat	NOUN
cana-2145	92	27	boost	boost	NOUN
cana-2145	92	28	classifier	classifier	NOUN
cana-2145	92	29	,	,	PUNCT
cana-2145	92	30	gradient	gradient	ADJ
cana-2145	92	31	boosting	boost	VERB
cana-2145	92	32	classifier	classifier	NOUN
cana-2145	92	33	etc	etc	X
cana-2145	92	34	.	.	X
cana-2145	93	1	among	among	ADP
cana-2145	93	2	these	these	DET
cana-2145	93	3	extra	extra	ADJ
cana-2145	93	4	trees	tree	NOUN
cana-2145	93	5	classifier	classifier	NOUN
cana-2145	93	6	results	result	VERB
cana-2145	93	7	about	about	ADP
cana-2145	93	8	99	99	NUM
cana-2145	93	9	%	%	NOUN
cana-2145	93	10	exactness	exactness	NOUN
cana-2145	93	11	,	,	PUNCT
cana-2145	93	12	for	for	ADP
cana-2145	93	13	liver	liver	NOUN
cana-2145	93	14	disease	disease	NOUN
cana-2145	93	15	characterization	characterization	NOUN
cana-2145	93	16	random	random	ADJ
cana-2145	93	17	forest	forest	NOUN
cana-2145	93	18	yield	yield	NOUN
cana-2145	93	19	77	77	NUM
cana-2145	93	20	%	%	NOUN
cana-2145	93	21	exactness	exactness	NOUN
cana-2145	93	22	among	among	ADP
cana-2145	93	23	all	all	DET
cana-2145	93	24	other	other	ADJ
cana-2145	93	25	algorithms	algorithm	NOUN
cana-2145	93	26	such	such	ADJ
cana-2145	93	27	as	as	ADP
cana-2145	93	28	ada	ada	PROPN
cana-2145	93	29	boost	boost	PROPN
cana-2145	93	30	,	,	PUNCT
cana-2145	93	31	gradient	gradient	ADJ
cana-2145	93	32	boosting	boosting	NOUN
cana-2145	93	33	,	,	PUNCT
cana-2145	93	34	randomized	randomize	VERB
cana-2145	93	35	search	search	NOUN
cana-2145	93	36	cv	cv	PROPN
cana-2145	93	37	,	,	PUNCT
cana-2145	93	38	grid	grid	NOUN
cana-2145	93	39	search	search	PROPN
cana-2145	93	40	cv	cv	PROPN
cana-2145	93	41	.	.	PROPN
cana-2145	93	42	malaria	malaria	PROPN
cana-2145	93	43	and	and	CCONJ
cana-2145	93	44	pneumonia	pneumonia	NOUN
cana-2145	93	45	examination	examination	NOUN
cana-2145	93	46	contains	contain	VERB
cana-2145	93	47	red	red	ADJ
cana-2145	93	48	blood	blood	NOUN
cana-2145	93	49	cell	cell	NOUN
cana-2145	93	50	pictures	picture	NOUN
cana-2145	93	51	and	and	CCONJ
cana-2145	93	52	chest	chest	NOUN
cana-2145	93	53	x	x	SYM
cana-2145	93	54	ray	ray	NOUN
cana-2145	93	55	pictures	picture	NOUN
cana-2145	93	56	.	.	PUNCT
cana-2145	94	1	so	so	ADV
cana-2145	94	2	utilized	utilize	VERB
cana-2145	94	3	the	the	DET
cana-2145	94	4	python	python	NOUN
cana-2145	94	5	’s	’s	PART
cana-2145	94	6	tensor	tensor	NOUN
cana-2145	94	7	flow	flow	NOUN
cana-2145	94	8	library	library	NOUN
cana-2145	94	9	for	for	ADP
cana-2145	94	10	investigating	investigate	VERB
cana-2145	94	11	the	the	DET
cana-2145	94	12	pictures	picture	NOUN
cana-2145	94	13	.	.	PUNCT
cana-2145	95	1	convolution	convolution	NOUN
cana-2145	95	2	neural	neural	ADJ
cana-2145	95	3	networks	network	NOUN
cana-2145	95	4	and	and	CCONJ
cana-2145	95	5	deep	deep	ADJ
cana-2145	95	6	learning	learning	NOUN
cana-2145	95	7	techniques	technique	NOUN
cana-2145	95	8	are	be	AUX
cana-2145	95	9	used	use	VERB
cana-2145	95	10	in	in	ADP
cana-2145	95	11	the	the	DET
cana-2145	95	12	model	model	NOUN
cana-2145	95	13	's	's	PART
cana-2145	95	14	construction	construction	NOUN
cana-2145	95	15	and	and	CCONJ
cana-2145	95	16	testing	testing	NOUN
cana-2145	95	17	on	on	ADP
cana-2145	95	18	the	the	DET
cana-2145	95	19	test	test	NOUN
cana-2145	95	20	set	set	VERB
cana-2145	95	21	.	.	PUNCT
cana-2145	96	1	for	for	ADP
cana-2145	96	2	malaria	malaria	NOUN
cana-2145	96	3	prediction	prediction	NOUN
cana-2145	96	4	we	we	PRON
cana-2145	96	5	have	have	AUX
cana-2145	96	6	used	use	VERB
cana-2145	96	7	inception	inception	ADJ
cana-2145	96	8	v3	v3	PROPN
cana-2145	96	9	algorithm	algorithm	NOUN
cana-2145	96	10	.	.	PUNCT
cana-2145	97	1	inceptionv3is	inceptionv3is	NOUN
cana-2145	97	2	a	a	DET
cana-2145	97	3	convolution	convolution	NOUN
cana-2145	97	4	neural	neural	ADJ
cana-2145	97	5	network	network	NOUN
cana-2145	97	6	for	for	ADP
cana-2145	97	7	aiding	aid	VERB
cana-2145	97	8	picture	picture	NOUN
cana-2145	97	9	investigation	investigation	NOUN
cana-2145	97	10	and	and	CCONJ
cana-2145	97	11	item	item	NOUN
cana-2145	97	12	discovery	discovery	NOUN
cana-2145	97	13	.	.	PUNCT
cana-2145	98	1	the	the	DET
cana-2145	98	2	discussed	discuss	VERB
cana-2145	98	3	algorithm	algorithm	NOUN
cana-2145	98	4	gave	give	VERB
cana-2145	98	5	96	96	NUM
cana-2145	98	6	%	%	NOUN
cana-2145	98	7	accuracy	accuracy	NOUN
cana-2145	98	8	.	.	PUNCT
cana-2145	99	1	for	for	ADP
cana-2145	99	2	pneumonia	pneumonia	NOUN
cana-2145	99	3	prediction	prediction	NOUN
cana-2145	99	4	we	we	PRON
cana-2145	99	5	have	have	AUX
cana-2145	99	6	utilized	utilize	VERB
cana-2145	99	7	vgg	vgg	PROPN
cana-2145	99	8	19	19	NUM
cana-2145	99	9	algorithmwhichgaveabout92%accuracy	algorithmwhichgaveabout92%accuracy	NOUN
cana-2145	99	10	.	.	PUNCT
cana-2145	100	1	f.data	f.data	PROPN
cana-2145	100	2	flow	flow	NOUN
cana-2145	100	3	fig:2	fig:2	X
cana-2145	100	4	working	working	NOUN
cana-2145	100	5	model	model	NOUN
cana-2145	100	6	of	of	ADP
cana-2145	100	7	the	the	DET
cana-2145	100	8	proposed	propose	VERB
cana-2145	100	9	system	system	NOUN
cana-2145	100	10	communications	communication	NOUN
cana-2145	100	11	on	on	ADP
cana-2145	100	12	applied	apply	VERB
cana-2145	100	13	nonlinear	nonlinear	ADJ
cana-2145	100	14	analysis	analysis	NOUN
cana-2145	100	15	issn	issn	NOUN
cana-2145	100	16	:	:	PUNCT
cana-2145	100	17	1074	1074	NUM
cana-2145	100	18	-	-	PUNCT
cana-2145	100	19	133x	133x	NUM
cana-2145	100	20	vol	vol	NOUN
cana-2145	100	21	32	32	NUM
cana-2145	100	22	no	no	NOUN
cana-2145	100	23	.	.	PUNCT
cana-2145	101	1	1s	1s	NUM
cana-2145	101	2	(	(	PUNCT
cana-2145	101	3	2025	2025	NUM
cana-2145	101	4	)	)	PUNCT
cana-2145	101	5	155	155	NUM
cana-2145	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	101	7	we	we	PRON
cana-2145	101	8	conducted	conduct	VERB
cana-2145	101	9	experiments	experiment	NOUN
cana-2145	101	10	on	on	ADP
cana-2145	101	11	these	these	DET
cana-2145	101	12	four	four	NUM
cana-2145	101	13	diseases	disease	NOUN
cana-2145	101	14	in	in	ADP
cana-2145	101	15	the	the	DET
cana-2145	101	16	above	above	ADJ
cana-2145	101	17	figure	figure	NOUN
cana-2145	101	18	.	.	PUNCT
cana-2145	102	1	the	the	DET
cana-2145	102	2	chronic	chronic	ADJ
cana-2145	102	3	kidney	kidney	NOUN
cana-2145	102	4	disease	disease	NOUN
cana-2145	102	5	dataset	dataset	VERB
cana-2145	102	6	,	,	PUNCT
cana-2145	102	7	indian	indian	ADJ
cana-2145	102	8	liver	liver	NOUN
cana-2145	102	9	dataset	dataset	NOUN
cana-2145	102	10	,	,	PUNCT
cana-2145	102	11	malaria	malaria	NOUN
cana-2145	102	12	cells	cell	NOUN
cana-2145	102	13	images	image	VERB
cana-2145	102	14	dataset	dataset	NOUN
cana-2145	102	15	and	and	CCONJ
cana-2145	102	16	chest	chest	NOUN
cana-2145	102	17	x	x	NOUN
cana-2145	102	18	-	-	NOUN
cana-2145	102	19	rays	ray	NOUN
cana-2145	102	20	image	image	NOUN
cana-2145	102	21	dataset	dataset	VERB
cana-2145	102	22	respectively	respectively	ADV
cana-2145	102	23	,	,	PUNCT
cana-2145	102	24	have	have	AUX
cana-2145	102	25	been	be	AUX
cana-2145	102	26	imported	import	VERB
cana-2145	102	27	as	as	ADP
cana-2145	102	28	the	the	DET
cana-2145	102	29	first	first	ADJ
cana-2145	102	30	stage	stage	NOUN
cana-2145	102	31	for	for	ADP
cana-2145	102	32	the	the	DET
cana-2145	102	33	datasets	dataset	NOUN
cana-2145	102	34	for	for	ADP
cana-2145	102	35	kidney	kidney	NOUN
cana-2145	102	36	disease	disease	NOUN
cana-2145	102	37	,	,	PUNCT
cana-2145	102	38	liver	liver	NOUN
cana-2145	102	39	disease	disease	NOUN
cana-2145	102	40	,	,	PUNCT
cana-2145	102	41	malaria	malaria	NOUN
cana-2145	102	42	and	and	CCONJ
cana-2145	102	43	pneumonia	pneumonia	NOUN
cana-2145	102	44	disease	disease	NOUN
cana-2145	102	45	.	.	PUNCT
cana-2145	103	1	the	the	DET
cana-2145	103	2	depiction	depiction	NOUN
cana-2145	103	3	of	of	ADP
cana-2145	103	4	each	each	DET
cana-2145	103	5	inputted	inputte	VERB
cana-2145	103	6	value	value	NOUN
cana-2145	103	7	occurs	occur	VERB
cana-2145	103	8	once	once	SCONJ
cana-2145	103	9	the	the	DET
cana-2145	103	10	dataset	dataset	NOUN
cana-2145	103	11	has	have	AUX
cana-2145	103	12	been	be	AUX
cana-2145	103	13	imported	import	VERB
cana-2145	103	14	.	.	PUNCT
cana-2145	104	1	the	the	DET
cana-2145	104	2	data	data	NOUN
cana-2145	104	3	is	be	AUX
cana-2145	104	4	split	split	VERB
cana-2145	104	5	into	into	ADP
cana-2145	104	6	training	training	NOUN
cana-2145	104	7	as	as	ADV
cana-2145	104	8	well	well	ADV
cana-2145	104	9	as	as	ADP
cana-2145	104	10	testing	test	VERB
cana-2145	104	11	on	on	ADP
cana-2145	104	12	the	the	DET
cana-2145	104	13	updated	update	VERB
cana-2145	104	14	dataset	dataset	NOUN
cana-2145	104	15	following	follow	VERB
cana-2145	104	16	preprocessing	preprocessing	NOUN
cana-2145	104	17	,	,	PUNCT
cana-2145	104	18	which	which	PRON
cana-2145	104	19	includes	include	VERB
cana-2145	104	20	checking	check	VERB
cana-2145	104	21	for	for	ADP
cana-2145	104	22	outliers	outlier	NOUN
cana-2145	104	23	,	,	PUNCT
cana-2145	104	24	missing	miss	VERB
cana-2145	104	25	values	value	NOUN
cana-2145	104	26	,	,	PUNCT
cana-2145	104	27	and	and	CCONJ
cana-2145	104	28	scaling	scale	VERB
cana-2145	104	29	the	the	DET
cana-2145	104	30	dataset	dataset	NOUN
cana-2145	104	31	.	.	PUNCT
cana-2145	105	1	next	next	ADV
cana-2145	105	2	,	,	PUNCT
cana-2145	105	3	we	we	PRON
cana-2145	105	4	applied	apply	VERB
cana-2145	105	5	various	various	ADJ
cana-2145	105	6	learning	learn	VERB
cana-2145	105	7	algorithms	algorithm	NOUN
cana-2145	105	8	to	to	ADP
cana-2145	105	9	the	the	DET
cana-2145	105	10	training	training	NOUN
cana-2145	105	11	dataset	dataset	NOUN
cana-2145	105	12	,	,	PUNCT
cana-2145	105	13	then	then	ADV
cana-2145	105	14	we	we	PRON
cana-2145	105	15	used	use	VERB
cana-2145	105	16	the	the	DET
cana-2145	105	17	testing	testing	NOUN
cana-2145	105	18	dataset	dataset	VERB
cana-2145	105	19	to	to	PART
cana-2145	105	20	apply	apply	VERB
cana-2145	105	21	what	what	PRON
cana-2145	105	22	we	we	PRON
cana-2145	105	23	knew	know	VERB
cana-2145	105	24	about	about	ADP
cana-2145	105	25	the	the	DET
cana-2145	105	26	classified	classified	ADJ
cana-2145	105	27	algorithm	algorithm	NOUN
cana-2145	105	28	.	.	PUNCT
cana-2145	106	1	knowledge	knowledge	NOUN
cana-2145	106	2	will	will	AUX
cana-2145	106	3	be	be	AUX
cana-2145	106	4	put	put	VERB
cana-2145	106	5	to	to	PART
cana-2145	106	6	use	use	VERB
cana-2145	106	7	,	,	PUNCT
cana-2145	106	8	and	and	CCONJ
cana-2145	106	9	the	the	DET
cana-2145	106	10	best	good	ADJ
cana-2145	106	11	algorithm	algorithm	NOUN
cana-2145	106	12	will	will	AUX
cana-2145	106	13	be	be	AUX
cana-2145	106	14	chosen	choose	VERB
cana-2145	106	15	.	.	PUNCT
cana-2145	107	1	the	the	DET
cana-2145	107	2	model	model	NOUN
cana-2145	107	3	behavior	behavior	NOUN
cana-2145	107	4	of	of	ADP
cana-2145	107	5	the	the	DET
cana-2145	107	6	best	good	ADJ
cana-2145	107	7	algorithm	algorithm	NOUN
cana-2145	107	8	for	for	ADP
cana-2145	107	9	each	each	DET
cana-2145	107	10	disease	disease	NOUN
cana-2145	107	11	is	be	AUX
cana-2145	107	12	saved	save	VERB
cana-2145	107	13	using	use	VERB
cana-2145	107	14	pickle	pickle	NOUN
cana-2145	107	15	processing	processing	NOUN
cana-2145	107	16	,	,	PUNCT
cana-2145	107	17	which	which	PRON
cana-2145	107	18	includes	include	VERB
cana-2145	107	19	checking	check	VERB
cana-2145	107	20	for	for	ADP
cana-2145	107	21	outliers	outlier	NOUN
cana-2145	107	22	,	,	PUNCT
cana-2145	107	23	missing	miss	VERB
cana-2145	107	24	values	value	NOUN
cana-2145	107	25	,	,	PUNCT
cana-2145	107	26	and	and	CCONJ
cana-2145	107	27	scaling	scale	VERB
cana-2145	107	28	the	the	DET
cana-2145	107	29	dataset	dataset	NOUN
cana-2145	107	30	.	.	PUNCT
cana-2145	108	1	next	next	ADV
cana-2145	108	2	,	,	PUNCT
cana-2145	108	3	we	we	PRON
cana-2145	108	4	applied	apply	VERB
cana-2145	108	5	various	various	ADJ
cana-2145	108	6	learning	learn	VERB
cana-2145	108	7	algorithms	algorithm	NOUN
cana-2145	108	8	to	to	ADP
cana-2145	108	9	the	the	DET
cana-2145	108	10	training	training	NOUN
cana-2145	108	11	dataset	dataset	NOUN
cana-2145	108	12	,	,	PUNCT
cana-2145	108	13	then	then	ADV
cana-2145	108	14	we	we	PRON
cana-2145	108	15	used	use	VERB
cana-2145	108	16	the	the	DET
cana-2145	108	17	testing	testing	NOUN
cana-2145	108	18	dataset	dataset	VERB
cana-2145	108	19	to	to	PART
cana-2145	108	20	apply	apply	VERB
cana-2145	108	21	what	what	PRON
cana-2145	108	22	we	we	PRON
cana-2145	108	23	knew	know	VERB
cana-2145	108	24	about	about	ADP
cana-2145	108	25	the	the	DET
cana-2145	108	26	classified	classified	ADJ
cana-2145	108	27	algorithm	algorithm	NOUN
cana-2145	108	28	.	.	PUNCT
cana-2145	109	1	knowledge	knowledge	NOUN
cana-2145	109	2	will	will	AUX
cana-2145	109	3	be	be	AUX
cana-2145	109	4	put	put	VERB
cana-2145	109	5	to	to	PART
cana-2145	109	6	use	use	VERB
cana-2145	109	7	and	and	CCONJ
cana-2145	109	8	the	the	DET
cana-2145	109	9	best	good	ADJ
cana-2145	109	10	algorithm	algorithm	NOUN
cana-2145	109	11	will	will	AUX
cana-2145	109	12	be	be	AUX
cana-2145	109	13	chosen	choose	VERB
cana-2145	109	14	.	.	PUNCT
cana-2145	110	1	the	the	DET
cana-2145	110	2	model	model	NOUN
cana-2145	110	3	behavior	behavior	NOUN
cana-2145	110	4	of	of	ADP
cana-2145	110	5	the	the	DET
cana-2145	110	6	best	good	ADJ
cana-2145	110	7	algorithm	algorithm	NOUN
cana-2145	110	8	for	for	ADP
cana-2145	110	9	each	each	DET
cana-2145	110	10	disease	disease	NOUN
cana-2145	110	11	is	be	AUX
cana-2145	110	12	saved	save	VERB
cana-2145	110	13	using	use	VERB
cana-2145	110	14	pickle	pickle	NOUN
cana-2145	110	15	.	.	PUNCT
cana-2145	111	1	iv	iv	X
cana-2145	111	2	.	.	PUNCT
cana-2145	112	1	datasets	dataset	NOUN
cana-2145	112	2	used	use	VERB
cana-2145	112	3	:	:	PUNCT
cana-2145	112	4	kidney	kidney	NOUN
cana-2145	112	5	disease	disease	NOUN
cana-2145	112	6	dataset	dataset	VERB
cana-2145	112	7	:	:	PUNCT
cana-2145	112	8	table:1	table:1	NOUN
cana-2145	112	9	sample	sample	NOUN
cana-2145	112	10	kidney	kidney	NOUN
cana-2145	112	11	disease	disease	NOUN
cana-2145	112	12	dataset	dataset	NOUN
cana-2145	112	13	.	.	PUNCT
cana-2145	113	1	communications	communication	NOUN
cana-2145	113	2	on	on	ADP
cana-2145	113	3	applied	apply	VERB
cana-2145	113	4	nonlinear	nonlinear	ADJ
cana-2145	113	5	analysis	analysis	NOUN
cana-2145	113	6	issn	issn	NOUN
cana-2145	113	7	:	:	PUNCT
cana-2145	113	8	1074	1074	NUM
cana-2145	113	9	-	-	PUNCT
cana-2145	113	10	133x	133x	NUM
cana-2145	113	11	vol	vol	NOUN
cana-2145	113	12	32	32	NUM
cana-2145	113	13	no	no	NOUN
cana-2145	113	14	.	.	PUNCT
cana-2145	114	1	1s	1s	NUM
cana-2145	114	2	(	(	PUNCT
cana-2145	114	3	2025	2025	NUM
cana-2145	114	4	)	)	PUNCT
cana-2145	114	5	156	156	NUM
cana-2145	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	114	7	liver	liver	NOUN
cana-2145	114	8	disease	disease	NOUN
cana-2145	114	9	dataset	dataset	VERB
cana-2145	114	10	:	:	PUNCT
cana-2145	114	11	table:3	table:3	ADP
cana-2145	114	12	sample	sample	NOUN
cana-2145	114	13	liver	liver	NOUN
cana-2145	114	14	disease	disease	NOUN
cana-2145	114	15	dataset	dataset	VERB
cana-2145	114	16	.	.	PUNCT
cana-2145	115	1	malaria	malaria	NOUN
cana-2145	115	2	disease	disease	NOUN
cana-2145	115	3	dataset	dataset	VERB
cana-2145	115	4	:	:	PUNCT
cana-2145	115	5	table:4	table:4	NOUN
cana-2145	115	6	sample	sample	NOUN
cana-2145	115	7	malaria	malaria	NOUN
cana-2145	115	8	disease	disease	NOUN
cana-2145	115	9	dataset	dataset	VERB
cana-2145	115	10	.	.	PUNCT
cana-2145	116	1	communications	communication	NOUN
cana-2145	116	2	on	on	ADP
cana-2145	116	3	applied	apply	VERB
cana-2145	116	4	nonlinear	nonlinear	ADJ
cana-2145	116	5	analysis	analysis	NOUN
cana-2145	116	6	issn	issn	NOUN
cana-2145	116	7	:	:	PUNCT
cana-2145	116	8	1074	1074	NUM
cana-2145	116	9	-	-	PUNCT
cana-2145	116	10	133x	133x	NUM
cana-2145	116	11	vol	vol	NOUN
cana-2145	116	12	32	32	NUM
cana-2145	116	13	no	no	NOUN
cana-2145	116	14	.	.	PUNCT
cana-2145	117	1	1s	1s	NUM
cana-2145	117	2	(	(	PUNCT
cana-2145	117	3	2025	2025	NUM
cana-2145	117	4	)	)	PUNCT
cana-2145	117	5	157	157	NUM
cana-2145	117	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	117	7	pneumonia	pneumonia	NOUN
cana-2145	117	8	disease	disease	NOUN
cana-2145	117	9	dataset	dataset	VERB
cana-2145	117	10	:	:	PUNCT
cana-2145	117	11	table:5	table:5	NOUN
cana-2145	117	12	sample	sample	NOUN
cana-2145	117	13	pneumonia	pneumonia	NOUN
cana-2145	117	14	disease	disease	NOUN
cana-2145	117	15	dataset	dataset	VERB
cana-2145	117	16	.	.	PUNCT
cana-2145	118	1	v.	v.	ADP
cana-2145	118	2	results	result	NOUN
cana-2145	118	3	login	login	NOUN
cana-2145	118	4	and	and	CCONJ
cana-2145	118	5	registration	registration	NOUN
cana-2145	118	6	page	page	NOUN
cana-2145	118	7	:	:	PUNCT
cana-2145	118	8	interface	interface	NOUN
cana-2145	118	9	for	for	ADP
cana-2145	118	10	kidney	kidney	NOUN
cana-2145	118	11	disease	disease	NOUN
cana-2145	118	12	prediction	prediction	NOUN
cana-2145	118	13	:	:	PUNCT
cana-2145	118	14	communications	communication	NOUN
cana-2145	118	15	on	on	ADP
cana-2145	118	16	applied	apply	VERB
cana-2145	118	17	nonlinear	nonlinear	ADJ
cana-2145	118	18	analysis	analysis	NOUN
cana-2145	118	19	issn	issn	NOUN
cana-2145	118	20	:	:	PUNCT
cana-2145	118	21	1074	1074	NUM
cana-2145	118	22	-	-	PUNCT
cana-2145	118	23	133x	133x	NUM
cana-2145	118	24	vol	vol	NOUN
cana-2145	118	25	32	32	NUM
cana-2145	119	1	no	no	NOUN
cana-2145	119	2	.	.	PUNCT
cana-2145	120	1	1s	1s	NUM
cana-2145	120	2	(	(	PUNCT
cana-2145	120	3	2025	2025	NUM
cana-2145	120	4	)	)	PUNCT
cana-2145	120	5	158	158	NUM
cana-2145	121	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	121	2	result	result	VERB
cana-2145	121	3	for	for	ADP
cana-2145	121	4	kidney	kidney	NOUN
cana-2145	121	5	disease	disease	NOUN
cana-2145	121	6	prediction	prediction	NOUN
cana-2145	121	7	:	:	PUNCT
cana-2145	121	8	interface	interface	NOUN
cana-2145	121	9	for	for	ADP
cana-2145	121	10	liver	liver	NOUN
cana-2145	121	11	disease	disease	NOUN
cana-2145	121	12	prediction	prediction	NOUN
cana-2145	121	13	:	:	PUNCT
cana-2145	121	14	result	result	NOUN
cana-2145	121	15	for	for	ADP
cana-2145	121	16	liver	liver	NOUN
cana-2145	121	17	disease	disease	NOUN
cana-2145	121	18	prediction	prediction	NOUN
cana-2145	121	19	:	:	PUNCT
cana-2145	121	20	communications	communication	NOUN
cana-2145	121	21	on	on	ADP
cana-2145	121	22	applied	apply	VERB
cana-2145	121	23	nonlinear	nonlinear	ADJ
cana-2145	121	24	analysis	analysis	NOUN
cana-2145	121	25	issn	issn	NOUN
cana-2145	121	26	:	:	PUNCT
cana-2145	121	27	1074	1074	NUM
cana-2145	121	28	-	-	PUNCT
cana-2145	121	29	133x	133x	NUM
cana-2145	121	30	vol	vol	NOUN
cana-2145	121	31	32	32	NUM
cana-2145	121	32	no	no	NOUN
cana-2145	121	33	.	.	PUNCT
cana-2145	122	1	1s	1s	NUM
cana-2145	122	2	(	(	PUNCT
cana-2145	122	3	2025	2025	NUM
cana-2145	122	4	)	)	PUNCT
cana-2145	122	5	159	159	NUM
cana-2145	122	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	122	7	interface	interface	NOUN
cana-2145	122	8	for	for	ADP
cana-2145	122	9	malaria	malaria	NOUN
cana-2145	122	10	disease	disease	NOUN
cana-2145	122	11	prediction	prediction	NOUN
cana-2145	122	12	:	:	PUNCT
cana-2145	122	13	result	result	NOUN
cana-2145	122	14	after	after	ADP
cana-2145	122	15	uploading	upload	VERB
cana-2145	122	16	the	the	DET
cana-2145	122	17	rbc	rbc	PROPN
cana-2145	122	18	picture	picture	NOUN
cana-2145	122	19	:	:	PUNCT
cana-2145	122	20	interface	interface	NOUN
cana-2145	122	21	for	for	ADP
cana-2145	122	22	pneumonia	pneumonia	NOUN
cana-2145	122	23	disease	disease	NOUN
cana-2145	122	24	predictor	predictor	NOUN
cana-2145	122	25	:	:	PUNCT
cana-2145	122	26	communications	communication	NOUN
cana-2145	122	27	on	on	ADP
cana-2145	122	28	applied	apply	VERB
cana-2145	122	29	nonlinear	nonlinear	ADJ
cana-2145	122	30	analysis	analysis	NOUN
cana-2145	122	31	issn	issn	NOUN
cana-2145	122	32	:	:	PUNCT
cana-2145	122	33	1074	1074	NUM
cana-2145	122	34	-	-	PUNCT
cana-2145	122	35	133x	133x	NUM
cana-2145	122	36	vol	vol	NOUN
cana-2145	122	37	32	32	NUM
cana-2145	123	1	no	no	NOUN
cana-2145	123	2	.	.	PUNCT
cana-2145	124	1	1s	1s	NUM
cana-2145	124	2	(	(	PUNCT
cana-2145	124	3	2025	2025	NUM
cana-2145	124	4	)	)	PUNCT
cana-2145	124	5	160	160	NUM
cana-2145	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	124	7	displaying	display	VERB
cana-2145	124	8	the	the	DET
cana-2145	124	9	status	status	NOUN
cana-2145	124	10	of	of	ADP
cana-2145	124	11	patient	patient	NOUN
cana-2145	124	12	after	after	ADP
cana-2145	124	13	uploading	upload	VERB
cana-2145	124	14	chest	chest	NOUN
cana-2145	124	15	x	x	NOUN
cana-2145	124	16	-	-	NOUN
cana-2145	124	17	ray	ray	NOUN
cana-2145	124	18	picture	picture	NOUN
cana-2145	124	19	:	:	PUNCT
cana-2145	124	20	accuracies	accuracy	NOUN
cana-2145	124	21	:	:	PUNCT
cana-2145	124	22	vi.conclusion	vi.conclusion	NOUN
cana-2145	124	23	to	to	PART
cana-2145	124	24	sum	sum	VERB
cana-2145	124	25	up	up	ADP
cana-2145	124	26	,	,	PUNCT
cana-2145	124	27	the	the	DET
cana-2145	124	28	application	application	NOUN
cana-2145	124	29	of	of	ADP
cana-2145	124	30	machine	machine	NOUN
cana-2145	124	31	learning	learning	NOUN
cana-2145	124	32	and	and	CCONJ
cana-2145	124	33	the	the	DET
cana-2145	124	34	flask	flask	NOUN
cana-2145	124	35	api	api	NOUN
cana-2145	124	36	to	to	ADP
cana-2145	124	37	the	the	DET
cana-2145	124	38	multi	multi	ADJ
cana-2145	124	39	-	-	ADJ
cana-2145	124	40	illness	illness	ADJ
cana-2145	124	41	prediction	prediction	NOUN
cana-2145	124	42	process	process	NOUN
cana-2145	124	43	has	have	VERB
cana-2145	124	44	the	the	DET
cana-2145	124	45	potential	potential	NOUN
cana-2145	124	46	to	to	PART
cana-2145	124	47	significantly	significantly	ADV
cana-2145	124	48	raise	raise	VERB
cana-2145	124	49	the	the	DET
cana-2145	124	50	precision	precision	NOUN
cana-2145	124	51	and	and	CCONJ
cana-2145	124	52	effectiveness	effectiveness	NOUN
cana-2145	124	53	of	of	ADP
cana-2145	124	54	disease	disease	NOUN
cana-2145	124	55	detection	detection	NOUN
cana-2145	124	56	in	in	ADP
cana-2145	124	57	the	the	DET
cana-2145	124	58	healthcare	healthcare	NOUN
cana-2145	124	59	sector	sector	NOUN
cana-2145	124	60	.	.	PUNCT
cana-2145	125	1	machine	machine	NOUN
cana-2145	125	2	learning	learn	VERB
cana-2145	125	3	algorithms	algorithm	NOUN
cana-2145	125	4	can	can	AUX
cana-2145	125	5	learn	learn	VERB
cana-2145	125	6	to	to	PART
cana-2145	125	7	spot	spot	VERB
cana-2145	125	8	patterns	pattern	NOUN
cana-2145	125	9	and	and	CCONJ
cana-2145	125	10	symptoms	symptom	NOUN
cana-2145	125	11	associated	associate	VERB
cana-2145	125	12	with	with	ADP
cana-2145	125	13	different	different	ADJ
cana-2145	125	14	diseases	disease	NOUN
cana-2145	125	15	by	by	ADP
cana-2145	125	16	being	be	AUX
cana-2145	125	17	trained	train	VERB
cana-2145	125	18	on	on	ADP
cana-2145	125	19	vast	vast	ADJ
cana-2145	125	20	datasets	dataset	NOUN
cana-2145	125	21	of	of	ADP
cana-2145	125	22	patient	patient	ADJ
cana-2145	125	23	information	information	NOUN
cana-2145	125	24	and	and	CCONJ
cana-2145	125	25	medical	medical	ADJ
cana-2145	125	26	pictures	picture	NOUN
cana-2145	125	27	.	.	PUNCT
cana-2145	126	1	this	this	PRON
cana-2145	126	2	allows	allow	VERB
cana-2145	126	3	for	for	ADP
cana-2145	126	4	more	more	ADJ
cana-2145	126	5	precisediagnosis	precisediagnosis	NOUN
cana-2145	126	6	.	.	PUNCT
cana-2145	127	1	healthcare	healthcare	NOUN
cana-2145	127	2	professionals	professional	NOUN
cana-2145	127	3	and	and	CCONJ
cana-2145	127	4	patients	patient	NOUN
cana-2145	127	5	can	can	AUX
cana-2145	127	6	readily	readily	ADV
cana-2145	127	7	access	access	VERB
cana-2145	127	8	the	the	DET
cana-2145	127	9	disease	disease	NOUN
cana-2145	127	10	prediction	prediction	NOUN
cana-2145	127	11	system	system	NOUN
cana-2145	127	12	online	online	ADV
cana-2145	127	13	thanks	thank	NOUN
cana-2145	127	14	to	to	ADP
cana-2145	127	15	the	the	DET
cana-2145	127	16	machine	machine	NOUN
cana-2145	127	17	learning	learning	NOUN
cana-2145	127	18	models	model	NOUN
cana-2145	127	19	'	'	PART
cana-2145	127	20	deployment	deployment	NOUN
cana-2145	127	21	as	as	ADP
cana-2145	127	22	a	a	DET
cana-2145	127	23	flask	flask	NOUN
cana-2145	127	24	api	api	NOUN
cana-2145	127	25	.	.	PUNCT
cana-2145	128	1	the	the	DET
cana-2145	128	2	creation	creation	NOUN
cana-2145	128	3	of	of	ADP
cana-2145	128	4	a	a	DET
cana-2145	128	5	user	user	NOUN
cana-2145	128	6	-	-	PUNCT
cana-2145	128	7	friendly	friendly	ADJ
cana-2145	128	8	interface	interface	NOUN
cana-2145	128	9	can	can	AUX
cana-2145	128	10	improve	improve	VERB
cana-2145	128	11	the	the	DET
cana-2145	128	12	disease	disease	NOUN
cana-2145	128	13	prediction	prediction	NOUN
cana-2145	128	14	system	system	NOUN
cana-2145	128	15	's	's	PART
cana-2145	128	16	usability	usability	NOUN
cana-2145	128	17	and	and	CCONJ
cana-2145	128	18	accessibility	accessibility	NOUN
cana-2145	128	19	by	by	ADP
cana-2145	128	20	allowing	allow	VERB
cana-2145	128	21	patients	patient	NOUN
cana-2145	128	22	to	to	PART
cana-2145	128	23	enter	enter	VERB
cana-2145	128	24	their	their	PRON
cana-2145	128	25	data	datum	NOUN
cana-2145	128	26	and	and	CCONJ
cana-2145	128	27	get	get	VERB
cana-2145	128	28	estimates	estimate	NOUN
cana-2145	128	29	of	of	ADP
cana-2145	128	30	how	how	SCONJ
cana-2145	128	31	likely	likely	ADJ
cana-2145	128	32	they	they	PRON
cana-2145	128	33	are	be	AUX
cana-2145	128	34	to	to	PART
cana-2145	128	35	contract	contract	VERB
cana-2145	128	36	a	a	DET
cana-2145	128	37	specific	specific	ADJ
cana-2145	128	38	condition	condition	NOUN
cana-2145	128	39	.	.	PUNCT
cana-2145	129	1	overall	overall	ADV
cana-2145	129	2	,	,	PUNCT
cana-2145	129	3	the	the	DET
cana-2145	129	4	application	application	NOUN
cana-2145	129	5	of	of	ADP
cana-2145	129	6	machine	machine	NOUN
cana-2145	129	7	learning	learning	NOUN
cana-2145	129	8	and	and	CCONJ
cana-2145	129	9	the	the	DET
cana-2145	129	10	flask	flask	NOUN
cana-2145	129	11	api	api	NOUN
cana-2145	129	12	for	for	ADP
cana-2145	129	13	multi	multi	ADJ
cana-2145	129	14	-	-	ADJ
cana-2145	129	15	disease	disease	ADJ
cana-2145	129	16	prediction	prediction	NOUN
cana-2145	129	17	has	have	VERB
cana-2145	129	18	the	the	DET
cana-2145	129	19	potential	potential	NOUN
cana-2145	129	20	to	to	PART
cana-2145	129	21	significantly	significantly	ADV
cana-2145	129	22	raise	raise	VERB
cana-2145	129	23	the	the	DET
cana-2145	129	24	standard	standard	NOUN
cana-2145	129	25	of	of	ADP
cana-2145	129	26	healthcare	healthcare	PROPN
cana-2145	129	27	,	,	PUNCT
cana-2145	129	28	particularly	particularly	ADV
cana-2145	129	29	in	in	ADP
cana-2145	129	30	places	place	NOUN
cana-2145	129	31	with	with	ADP
cana-2145	129	32	limited	limited	ADJ
cana-2145	129	33	resources	resource	NOUN
cana-2145	129	34	,	,	PUNCT
cana-2145	129	35	and	and	CCONJ
cana-2145	129	36	to	to	PART
cana-2145	129	37	save	save	VERB
cana-2145	129	38	lives	life	NOUN
cana-2145	129	39	by	by	ADP
cana-2145	129	40	enabling	enable	VERB
cana-2145	129	41	early	early	ADJ
cana-2145	129	42	intervention	intervention	NOUN
cana-2145	129	43	and	and	CCONJ
cana-2145	129	44	the	the	DET
cana-2145	129	45	avoidance	avoidance	NOUN
cana-2145	129	46	of	of	ADP
cana-2145	129	47	dangerous	dangerous	ADJ
cana-2145	129	48	diseases	disease	NOUN
cana-2145	129	49	.	.	PUNCT
cana-2145	130	1	vii	vii	PROPN
cana-2145	130	2	.	.	PUNCT
cana-2145	130	3	future	future	ADJ
cana-2145	130	4	enhancements	enhancement	NOUN
cana-2145	130	5	the	the	DET
cana-2145	130	6	future	future	ADJ
cana-2145	130	7	enhancements	enhancement	NOUN
cana-2145	130	8	for	for	ADP
cana-2145	130	9	multi	multi	ADJ
cana-2145	130	10	-	-	ADJ
cana-2145	130	11	disease	disease	ADJ
cana-2145	130	12	prediction	prediction	NOUN
cana-2145	130	13	using	use	VERB
cana-2145	130	14	machine	machine	NOUN
cana-2145	130	15	learning	learning	NOUN
cana-2145	130	16	and	and	CCONJ
cana-2145	130	17	flask	flask	NOUN
cana-2145	130	18	api	api	NOUN
cana-2145	130	19	could	could	AUX
cana-2145	130	20	include	include	VERB
cana-2145	130	21	disease	disease	NOUN
cana-2145	130	22	best	good	ADJ
cana-2145	130	23	algorithm	algorithm	NOUN
cana-2145	130	24	detected	detect	VERB
cana-2145	130	25	resulted	result	VERB
cana-2145	130	26	accuracy	accuracy	NOUN
cana-2145	130	27	kidney	kidney	NOUN
cana-2145	130	28	disease	disease	NOUN
cana-2145	130	29	extra	extra	ADJ
cana-2145	130	30	trees	tree	NOUN
cana-2145	130	31	classifier	classifier	VERB
cana-2145	130	32	99	99	NUM
cana-2145	130	33	%	%	NOUN
cana-2145	130	34	liver	liver	NOUN
cana-2145	130	35	disease	disease	NOUN
cana-2145	130	36	random	random	ADJ
cana-2145	130	37	forest	forest	NOUN
cana-2145	131	1	77	77	NUM
cana-2145	131	2	%	%	NOUN
cana-2145	131	3	malaria	malaria	NOUN
cana-2145	131	4	inceptionv3	inceptionv3	NOUN
cana-2145	132	1	96	96	NUM
cana-2145	132	2	%	%	NOUN
cana-2145	132	3	pneumonia	pneumonia	NOUN
cana-2145	132	4	vgg-19algorithm	vgg-19algorithm	PROPN
cana-2145	132	5	92	92	NUM
cana-2145	132	6	%	%	NOUN
cana-2145	132	7	communications	communication	NOUN
cana-2145	132	8	on	on	ADP
cana-2145	132	9	applied	apply	VERB
cana-2145	132	10	nonlinear	nonlinear	ADJ
cana-2145	132	11	analysis	analysis	NOUN
cana-2145	132	12	issn	issn	NOUN
cana-2145	132	13	:	:	PUNCT
cana-2145	132	14	1074	1074	NUM
cana-2145	132	15	-	-	PUNCT
cana-2145	132	16	133x	133x	NUM
cana-2145	132	17	vol	vol	NOUN
cana-2145	132	18	32	32	NUM
cana-2145	132	19	no	no	NOUN
cana-2145	132	20	.	.	PUNCT
cana-2145	133	1	1s	1s	NUM
cana-2145	133	2	(	(	PUNCT
cana-2145	133	3	2025	2025	NUM
cana-2145	133	4	)	)	PUNCT
cana-2145	133	5	161	161	NUM
cana-2145	133	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2145	133	7	improved	improve	VERB
cana-2145	133	8	data	datum	NOUN
cana-2145	133	9	collection	collection	NOUN
cana-2145	133	10	:	:	PUNCT
cana-2145	133	11	as	as	SCONJ
cana-2145	133	12	more	more	ADV
cana-2145	133	13	patient	patient	ADJ
cana-2145	133	14	information	information	NOUN
cana-2145	133	15	and	and	CCONJ
cana-2145	133	16	medical	medical	ADJ
cana-2145	133	17	images	image	NOUN
cana-2145	133	18	become	become	VERB
cana-2145	133	19	available	available	ADJ
cana-2145	133	20	,	,	PUNCT
cana-2145	133	21	the	the	DET
cana-2145	133	22	size	size	NOUN
cana-2145	133	23	and	and	CCONJ
cana-2145	133	24	quality	quality	NOUN
cana-2145	133	25	of	of	ADP
cana-2145	133	26	the	the	DET
cana-2145	133	27	datasets	dataset	NOUN
cana-2145	133	28	used	use	VERB
cana-2145	133	29	to	to	PART
cana-2145	133	30	train	train	VERB
cana-2145	133	31	the	the	DET
cana-2145	133	32	machine	machine	NOUN
cana-2145	133	33	learning	learn	VERB
cana-2145	133	34	algorithms	algorithm	NOUN
cana-2145	133	35	can	can	AUX
cana-2145	133	36	be	be	AUX
cana-2145	133	37	improved	improve	VERB
cana-2145	133	38	,	,	PUNCT
cana-2145	133	39	leading	lead	VERB
cana-2145	133	40	to	to	ADP
cana-2145	133	41	more	more	ADV
cana-2145	133	42	accurate	accurate	ADJ
cana-2145	133	43	diagnoses	diagnosis	NOUN
cana-2145	133	44	integration	integration	NOUN
cana-2145	133	45	with	with	ADP
cana-2145	133	46	electronic	electronic	ADJ
cana-2145	133	47	health	health	NOUN
cana-2145	133	48	records	record	NOUN
cana-2145	133	49	(	(	PUNCT
cana-2145	133	50	ehrs	ehrs	INTJ
cana-2145	133	51	):	):	PUNCT
cana-2145	133	52	the	the	DET
cana-2145	133	53	disease	disease	NOUN
cana-2145	133	54	prediction	prediction	NOUN
cana-2145	133	55	system	system	NOUN
cana-2145	133	56	could	could	AUX
cana-2145	133	57	be	be	AUX
cana-2145	133	58	integrated	integrate	VERB
cana-2145	133	59	with	with	ADP
cana-2145	133	60	ehrs	ehrs	NUM
cana-2145	133	61	,	,	PUNCT
cana-2145	133	62	allowing	allow	VERB
cana-2145	133	63	healthcare	healthcare	NOUN
cana-2145	133	64	professionals	professional	NOUN
cana-2145	133	65	to	to	PART
cana-2145	133	66	quickly	quickly	ADV
cana-2145	133	67	and	and	CCONJ
cana-2145	133	68	easily	easily	ADV
cana-2145	133	69	access	access	VERB
cana-2145	133	70	patient	patient	ADJ
cana-2145	133	71	information	information	NOUN
cana-2145	133	72	and	and	CCONJ
cana-2145	133	73	receive	receive	VERB
cana-2145	133	74	predictions	prediction	NOUN
cana-2145	133	75	about	about	ADP
cana-2145	133	76	the	the	DET
cana-2145	133	77	likelihood	likelihood	NOUN
cana-2145	133	78	of	of	ADP
cana-2145	133	79	developing	develop	VERB
cana-2145	133	80	a	a	DET
cana-2145	133	81	particular	particular	ADJ
cana-2145	133	82	disease	disease	NOUN
cana-2145	133	83	real	real	ADJ
cana-2145	133	84	-	-	PUNCT
cana-2145	133	85	time	time	NOUN
cana-2145	133	86	predictions	prediction	NOUN
cana-2145	133	87	:	:	PUNCT
cana-2145	133	88	the	the	DET
cana-2145	133	89	flask	flask	NOUN
cana-2145	133	90	api	api	NOUN
cana-2145	133	91	could	could	AUX
cana-2145	133	92	be	be	AUX
cana-2145	133	93	optimized	optimize	VERB
cana-2145	133	94	to	to	PART
cana-2145	133	95	provide	provide	VERB
cana-2145	133	96	real	real	ADJ
cana-2145	133	97	-	-	PUNCT
cana-2145	133	98	time	time	NOUN
cana-2145	133	99	predictions	prediction	NOUN
cana-2145	133	100	,	,	PUNCT
cana-2145	133	101	enabling	enable	VERB
cana-2145	133	102	healthcare	healthcare	NOUN
cana-2145	133	103	professionals	professional	NOUN
cana-2145	133	104	to	to	PART
cana-2145	133	105	make	make	VERB
cana-2145	133	106	fast	fast	ADJ
cana-2145	133	107	and	and	CCONJ
cana-2145	133	108	accurate	accurate	ADJ
cana-2145	133	109	diagnoses	diagnosis	NOUN
cana-2145	133	110	and	and	CCONJ
cana-2145	133	111	enabling	enable	VERB
cana-2145	133	112	early	early	ADJ
cana-2145	133	113	intervention	intervention	NOUN
cana-2145	133	114	to	to	PART
cana-2145	133	115	prevent	prevent	VERB
cana-2145	133	116	the	the	DET
cana-2145	133	117	onset	onset	NOUN
cana-2145	133	118	of	of	ADP
cana-2145	133	119	serious	serious	ADJ
cana-2145	133	120	diseases	disease	NOUN
cana-2145	133	121	.	.	PUNCT
cana-2145	134	1	incorporation	incorporation	NOUN
cana-2145	134	2	of	of	ADP
cana-2145	134	3	additional	additional	ADJ
cana-2145	134	4	data	datum	NOUN
cana-2145	134	5	sources	source	NOUN
cana-2145	134	6	:	:	PUNCT
cana-2145	134	7	the	the	DET
cana-2145	134	8	machine	machine	NOUN
cana-2145	134	9	learning	learn	VERB
cana-2145	134	10	algorithms	algorithm	NOUN
cana-2145	134	11	could	could	AUX
cana-2145	134	12	be	be	AUX
cana-2145	134	13	trained	train	VERB
cana-2145	134	14	on	on	ADP
cana-2145	134	15	additional	additional	ADJ
cana-2145	134	16	data	datum	NOUN
cana-2145	134	17	sources	source	NOUN
cana-2145	134	18	,	,	PUNCT
cana-2145	134	19	such	such	ADJ
cana-2145	134	20	as	as	ADP
cana-2145	134	21	genetic	genetic	ADJ
cana-2145	134	22	information	information	NOUN
cana-2145	134	23	or	or	CCONJ
cana-2145	134	24	environmental	environmental	ADJ
cana-2145	134	25	data	datum	NOUN
cana-2145	134	26	,	,	PUNCT
cana-2145	134	27	to	to	PART
cana-2145	134	28	provide	provide	VERB
cana-2145	134	29	even	even	ADV
cana-2145	134	30	more	more	ADV
cana-2145	134	31	accurate	accurate	ADJ
cana-2145	134	32	predictions	prediction	NOUN
cana-2145	134	33	.	.	PUNCT
cana-2145	135	1	improved	improve	VERB
cana-2145	135	2	interpretability	interpretability	NOUN
cana-2145	135	3	:	:	PUNCT
cana-2145	135	4	the	the	DET
cana-2145	135	5	machine	machine	NOUN
cana-2145	135	6	learning	learn	VERB
cana-2145	135	7	algorithms	algorithm	NOUN
cana-2145	135	8	could	could	AUX
cana-2145	135	9	be	be	AUX
cana-2145	135	10	developed	develop	VERB
cana-2145	135	11	to	to	PART
cana-2145	135	12	provide	provide	VERB
cana-2145	135	13	interpretable	interpretable	ADJ
cana-2145	135	14	predictions	prediction	NOUN
cana-2145	135	15	,	,	PUNCT
cana-2145	135	16	allowing	allow	VERB
cana-2145	135	17	healthcare	healthcare	NOUN
cana-2145	135	18	professionals	professional	NOUN
cana-2145	135	19	to	to	PART
cana-2145	135	20	understand	understand	VERB
cana-2145	135	21	the	the	DET
cana-2145	135	22	reasoning	reasoning	NOUN
cana-2145	135	23	behind	behind	ADP
cana-2145	135	24	a	a	DET
cana-2145	135	25	particular	particular	ADJ
cana-2145	135	26	prediction	prediction	NOUN
cana-2145	135	27	and	and	CCONJ
cana-2145	135	28	to	to	PART
cana-2145	135	29	make	make	VERB
cana-2145	135	30	more	more	ADV
cana-2145	135	31	informed	informed	ADJ
cana-2145	135	32	decisions	decision	NOUN
cana-2145	135	33	.	.	PUNCT
cana-2145	136	1	personalized	personalized	ADJ
cana-2145	136	2	predictions	prediction	NOUN
cana-2145	136	3	:	:	PUNCT
cana-2145	136	4	the	the	DET
cana-2145	136	5	disease	disease	NOUN
cana-2145	136	6	prediction	prediction	NOUN
cana-2145	136	7	system	system	NOUN
cana-2145	136	8	could	could	AUX
cana-2145	136	9	be	be	AUX
cana-2145	136	10	developed	develop	VERB
cana-2145	136	11	to	to	PART
cana-2145	136	12	provide	provide	VERB
cana-2145	136	13	personalized	personalized	ADJ
cana-2145	136	14	predictions	prediction	NOUN
cana-2145	136	15	based	base	VERB
cana-2145	136	16	on	on	ADP
cana-2145	136	17	individual	individual	ADJ
cana-2145	136	18	patient	patient	ADJ
cana-2145	136	19	information	information	NOUN
cana-2145	136	20	,	,	PUNCT
cana-2145	136	21	leading	lead	VERB
cana-2145	136	22	to	to	ADP
cana-2145	136	23	more	more	ADV
cana-2145	136	24	accurate	accurate	ADJ
cana-2145	136	25	diagnoses	diagnosis	NOUN
cana-2145	136	26	and	and	CCONJ
cana-2145	136	27	better	well	ADJ
cana-2145	136	28	patient	patient	ADJ
cana-2145	136	29	outcomes	outcome	NOUN
cana-2145	136	30	.	.	PUNCT
cana-2145	137	1	viii.references	viii.reference	NOUN
cana-2145	137	2	[	[	SYM
cana-2145	137	3	1	1	NUM
cana-2145	137	4	]	]	PUNCT
cana-2145	137	5	e.e.shair	e.e.shair	NOUN
cana-2145	137	6	,	,	PUNCT
cana-2145	137	7	m.m.mehdyand	m.m.mehdyand	NOUN
cana-2145	137	8	p.y.ng	p.y.ng	NOUN
cana-2145	137	9	,	,	PUNCT
cana-2145	137	10	"	"	PUNCT
cana-2145	137	11	artificial	artificial	ADJ
cana-2145	137	12	neural	neural	ADJ
cana-2145	137	13	networks	network	NOUN
cana-2145	137	14	in	in	ADP
cana-2145	137	15	image	image	NOUN
cana-2145	137	16	processing	processing	NOUN
cana-2145	137	17	for	for	ADP
cana-2145	137	18	earlier	early	ADJ
cana-2145	137	19	detection	detection	NOUN
cana-2145	137	20	of	of	ADP
cana-2145	137	21	breast	breast	NOUN
cana-2145	137	22	cancer	cancer	NOUN
cana-2145	137	23	"	"	PUNCT
cana-2145	137	24	.	.	PUNCT
cana-2145	138	1	[	[	X
cana-2145	138	2	2	2	NUM
cana-2145	138	3	]	]	PUNCT
cana-2145	138	4	jwan	jwan	PROPN
cana-2145	138	5	k.	k.	PROPN
cana-2145	139	1	alwan	alwan	PROPN
cana-2145	139	2	,	,	PUNCT
cana-2145	139	3	mohammad	mohammad	PROPN
cana-2145	139	4	b.	b.	PROPN
cana-2145	139	5	naeem	naeem	PROPN
cana-2145	139	6	mohamed	mohamed	PROPN
cana-2145	139	7	ibrahim	ibrahim	PROPN
cana-2145	139	8	,	,	PUNCT
cana-2145	139	9	dhafarhamed,"the	dhafarhamed,"the	PRON
cana-2145	139	10	utilisationof	utilisationof	PROPN
cana-2145	139	11	machine	machine	NOUN
cana-2145	139	12	learning	learn	VERB
cana-2145	139	13	approaches	approach	NOUN
cana-2145	139	14	for	for	ADP
cana-2145	139	15	medical	medical	ADJ
cana-2145	139	16	data	datum	NOUN
cana-2145	139	17	classification	classification	NOUN
cana-2145	139	18	[	[	X
cana-2145	139	19	3	3	NUM
cana-2145	139	20	]	]	X
cana-2145	139	21	rakesh	rakesh	PROPN
cana-2145	139	22	kumar	kumar	PROPN
cana-2145	139	23	,	,	PUNCT
cana-2145	139	24	archana	archana	PROPN
cana-2145	139	25	singh	singh	PROPN
cana-2145	139	26	“	"	PUNCT
cana-2145	139	27	heart	heart	NOUN
cana-2145	139	28	disease	disease	NOUN
cana-2145	139	29	prediction	prediction	NOUN
cana-2145	139	30	using	use	VERB
cana-2145	139	31	machine	machine	NOUN
cana-2145	139	32	learning	learn	VERB
cana-2145	139	33	algorithms	algorithm	NOUN
cana-2145	139	34	”	"	PUNCT
cana-2145	140	1	[	[	X
cana-2145	140	2	4	4	NUM
cana-2145	140	3	]	]	X
cana-2145	140	4	baddigam	baddigam	PROPN
cana-2145	140	5	jaya	jaya	PROPN
cana-2145	140	6	krishna	krishna	PROPN
cana-2145	140	7	reddy	reddy	PROPN
cana-2145	140	8	,	,	PUNCT
cana-2145	140	9	a.sivasangari	a.sivasangari	PROPN
cana-2145	140	10	,	,	PUNCT
cana-2145	140	11	annamareddy	annamareddy	ADJ
cana-2145	140	12	kiran	kiran	NOUN
cana-2145	140	13	,	,	PUNCT
cana-2145	140	14	p.ajitha	p.ajitha	VERB
cana-2145	140	15	,	,	PUNCT
cana-2145	140	16	”	"	PUNCT
cana-2145	140	17	diagnosis	diagnosis	NOUN
cana-2145	140	18	of	of	ADP
cana-2145	140	19	liver	liver	NOUN
cana-2145	140	20	disease	disease	NOUN
cana-2145	140	21	using	use	VERB
cana-2145	140	22	machine	machine	NOUN
cana-2145	140	23	learning	learning	NOUN
cana-2145	140	24	models	model	NOUN
cana-2145	140	25	”	"	PUNCT
cana-2145	140	26	[	[	X
cana-2145	140	27	5	5	NUM
cana-2145	140	28	]	]	PUNCT
cana-2145	140	29	priyanka	priyanka	NOUN
cana-2145	140	30	sonar	sonar	PROPN
cana-2145	140	31	,	,	PUNCT
cana-2145	140	32	prof	prof	PROPN
cana-2145	140	33	.	.	PUNCT
cana-2145	141	1	k.	k.	PROPN
cana-2145	141	2	jayamalini	jayamalini	PROPN
cana-2145	141	3	,	,	PUNCT
cana-2145	141	4	”	"	PUNCT
cana-2145	141	5	diabetes	diabetes	NOUN
cana-2145	141	6	prediction	prediction	NOUN
cana-2145	141	7	using	use	VERB
cana-2145	141	8	different	different	ADJ
cana-2145	141	9	machine	machine	NOUN
cana-2145	141	10	learning	learn	VERB
cana-2145	141	11	approaches	approach	NOUN
cana-2145	141	12	.	.	PUNCT
cana-2145	142	1	[	[	X
cana-2145	142	2	6	6	NUM
cana-2145	142	3	]	]	PUNCT
cana-2145	142	4	”	"	PUNCT
cana-2145	142	5	support	support	NOUN
cana-2145	142	6	vector	vector	NOUN
cana-2145	142	7	machine	machine	NOUN
cana-2145	142	8	based	base	VERB
cana-2145	142	9	disease	disease	NOUN
cana-2145	142	10	classification	classification	NOUN
cana-2145	142	11	model	model	NOUN
cana-2145	142	12	employing	employ	VERB
cana-2145	142	13	hasten	hasten	PROPN
cana-2145	142	14	eagle	eagle	PROPN
cana-2145	142	15	cuculidae	cuculidae	VERB
cana-2145	142	16	search	search	NOUN
cana-2145	142	17	optimization	optimization	NOUN
cana-2145	142	18	”	"	PUNCT
cana-2145	142	19	,	,	PUNCT
cana-2145	142	20	concurrency	concurrency	NOUN
cana-2145	142	21	and	and	CCONJ
cana-2145	142	22	computation	computation	NOUN
cana-2145	142	23	:	:	PUNCT
cana-2145	142	24	practice	practice	NOUN
cana-2145	142	25	and	and	CCONJ
cana-2145	142	26	experience	experience	NOUN
cana-2145	142	27	,	,	PUNCT
cana-2145	142	28	issn	issn	PROPN
cana-2145	142	29	:	:	PUNCT
cana-2145	142	30	1532	1532	NUM
cana-2145	142	31	-	-	SYM
cana-2145	142	32	0626	0626	NUM
cana-2145	142	33	,	,	PUNCT
cana-2145	142	34	vol-34	vol-34	NUM
cana-2145	142	35	,	,	PUNCT
cana-2145	142	36	issue-25	issue-25	PROPN
cana-2145	142	37	(	(	PUNCT
cana-2145	142	38	nov-2022	nov-2022	NOUN
cana-2145	142	39	)	)	PUNCT
cana-2145	142	40	,	,	PUNCT
cana-2145	142	41	wiley	wiley	NOUN
cana-2145	142	42	publisher	publisher	NOUN
cana-2145	142	43	.	.	PUNCT
cana-2145	143	1	[	[	X
cana-2145	143	2	7	7	X
cana-2145	143	3	]	]	PUNCT
cana-2145	143	4	“	"	PUNCT
cana-2145	143	5	regression	regression	NOUN
cana-2145	143	6	based	base	VERB
cana-2145	143	7	price	price	NOUN
cana-2145	143	8	prediction	prediction	NOUN
cana-2145	143	9	of	of	ADP
cana-2145	143	10	staple	staple	ADJ
cana-2145	143	11	food	food	NOUN
cana-2145	143	12	materials	material	NOUN
cana-2145	143	13	using	use	VERB
cana-2145	143	14	multivariate	multivariate	NOUN
cana-2145	143	15	models	model	NOUN
cana-2145	143	16	”	"	PUNCT
cana-2145	143	17	,	,	PUNCT
cana-2145	143	18	scientific	scientific	ADJ
cana-2145	143	19	programming	programming	NOUN
cana-2145	143	20	,	,	PUNCT
cana-2145	143	21	issn	issn	PROPN
cana-2145	143	22	:	:	PUNCT
cana-2145	143	23	1058	1058	NUM
cana-2145	143	24	-	-	SYM
cana-2145	143	25	9244	9244	NUM
cana-2145	143	26	,	,	PUNCT
cana-2145	143	27	vol-2022(june	vol-2022(june	PROPN
cana-2145	143	28	)	)	PUNCT
cana-2145	143	29	,	,	PUNCT
cana-2145	143	30	hindawi	hindawi	ADJ
cana-2145	143	31	publisher	publisher	NOUN
cana-2145	143	32	.	.	PUNCT
cana-2145	144	1	[	[	X
cana-2145	144	2	8	8	NUM
cana-2145	144	3	]	]	PUNCT
cana-2145	144	4	“	"	PUNCT
cana-2145	144	5	parkinson	parkinson	NOUN
cana-2145	144	6	’s	’s	PART
cana-2145	144	7	disease	disease	NOUN
cana-2145	144	8	prediction	prediction	NOUN
cana-2145	144	9	and	and	CCONJ
cana-2145	144	10	classification	classification	NOUN
cana-2145	144	11	using	use	VERB
cana-2145	144	12	machine	machine	NOUN
cana-2145	144	13	learning	learn	VERB
cana-2145	144	14	techniques	technique	NOUN
cana-2145	144	15	”	"	PUNCT
cana-2145	144	16	,	,	PUNCT
cana-2145	144	17	journal	journal	NOUN
cana-2145	144	18	of	of	ADP
cana-2145	144	19	optoelectronics	optoelectronic	NOUN
cana-2145	144	20	laser	laser	NOUN
cana-2145	144	21	,	,	PUNCT
cana-2145	144	22	issn	issn	PROPN
cana-2145	144	23	:	:	PUNCT
cana-2145	144	24	1005	1005	NUM
cana-2145	144	25	-	-	SYM
cana-2145	144	26	0086	0086	NUM
cana-2145	144	27	,	,	PUNCT
cana-2145	144	28	vol-41	vol-41	NOUN
cana-2145	144	29	,	,	PUNCT
cana-2145	144	30	issue-5	issue-5	NUM
cana-2145	144	31	,	,	PUNCT
cana-2145	144	32	2022	2022	NUM
cana-2145	144	33	,	,	PUNCT
cana-2145	144	34	page	page	NOUN
cana-2145	144	35	no	no	NOUN
cana-2145	144	36	:	:	PUNCT
cana-2145	144	37	690	690	NUM
cana-2145	144	38	-	-	NOUN
cana-2145	144	39	698	698	NUM
cana-2145	144	40	.	.	PUNCT
cana-2145	145	1	[	[	X
cana-2145	145	2	9	9	NUM
cana-2145	145	3	]	]	PUNCT
cana-2145	145	4	“	"	PUNCT
cana-2145	145	5	a	a	DET
cana-2145	145	6	study	study	NOUN
cana-2145	145	7	on	on	ADP
cana-2145	145	8	defensive	defensive	ADJ
cana-2145	145	9	issues	issue	NOUN
cana-2145	145	10	and	and	CCONJ
cana-2145	145	11	challenges	challenge	NOUN
cana-2145	145	12	in	in	ADP
cana-2145	145	13	internet	internet	NOUN
cana-2145	145	14	of	of	ADP
cana-2145	145	15	things	thing	NOUN
cana-2145	145	16	”	"	PUNCT
cana-2145	145	17	,	,	PUNCT
cana-2145	145	18	lecture	lecture	NOUN
cana-2145	145	19	notes	note	NOUN
cana-2145	145	20	in	in	ADP
cana-2145	145	21	electrical	electrical	ADJ
cana-2145	145	22	[	[	X
cana-2145	145	23	10	10	NUM
cana-2145	145	24	]	]	PUNCT
cana-2145	145	25	”	"	PUNCT
cana-2145	145	26	disease	disease	NOUN
cana-2145	145	27	prediction	prediction	NOUN
cana-2145	145	28	and	and	CCONJ
cana-2145	145	29	diagnosis	diagnosis	NOUN
cana-2145	145	30	implementing	implement	VERB
cana-2145	145	31	fuzzy	fuzzy	ADJ
cana-2145	145	32	neural	neural	ADJ
cana-2145	145	33	classifier	classifier	NOUN
cana-2145	145	34	based	base	VERB
cana-2145	145	35	on	on	ADP
cana-2145	145	36	iot	iot	PROPN
cana-2145	145	37	and	and	CCONJ
cana-2145	145	38	cloud	cloud	NOUN
cana-2145	145	39	”	"	PUNCT
cana-2145	145	40	,	,	PUNCT
cana-2145	145	41	international	international	ADJ
cana-2145	145	42	journal	journal	NOUN
cana-2145	145	43	of	of	ADP
cana-2145	145	44	advanced	advanced	ADJ
cana-2145	145	45	science	science	NOUN
cana-2145	145	46	and	and	CCONJ
cana-2145	145	47	technology	technology	NOUN
cana-2145	145	48	(	(	PUNCT
cana-2145	145	49	ijast	ijast	ADJ
cana-2145	145	50	)	)	PUNCT
cana-2145	145	51	,	,	PUNCT
cana-2145	145	52	issn	issn	PROPN
cana-2145	145	53	:	:	PUNCT
cana-2145	145	54	2005	2005	NUM
cana-2145	145	55	-	-	SYM
cana-2145	145	56	4238	4238	NUM
cana-2145	145	57	,	,	PUNCT
cana-2145	145	58	vol-29	vol-29	ADJ
cana-2145	145	59	issue-5	issue-5	NUM
cana-2145	145	60	,	,	PUNCT
cana-2145	145	61	may	may	AUX
cana-2145	145	62	2020	2020	NUM
cana-2145	145	63	,	,	PUNCT
cana-2145	145	64	page	page	NOUN
cana-2145	145	65	no	no	NOUN
cana-2145	145	66	:	:	PUNCT
cana-2145	145	67	737	737	NUM
cana-2145	145	68	-	-	SYM
cana-2145	145	69	745	745	NUM
cana-2145	145	70	.	.	PUNCT
cana-2145	146	1	communications	communication	NOUN
cana-2145	146	2	on	on	ADP
cana-2145	146	3	applied	apply	VERB
cana-2145	146	4	nonlinear	nonlinear	ADJ
cana-2145	146	5	analysis	analysis	NOUN
cana-2145	146	6	issn	issn	NOUN
cana-2145	146	7	:	:	PUNCT
cana-2145	146	8	1074	1074	NUM
cana-2145	146	9	-	-	PUNCT
cana-2145	146	10	133x	133x	NUM
cana-2145	146	11	vol	vol	NOUN
cana-2145	146	12	32	32	NUM
cana-2145	146	13	no	no	NOUN
cana-2145	146	14	.	.	PUNCT
cana-2145	147	1	1s	1s	NUM
cana-2145	147	2	(	(	PUNCT
cana-2145	147	3	2025	2025	NUM
cana-2145	147	4	)	)	PUNCT
cana-2145	147	5	162	162	NUM
cana-2145	147	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2145	148	1	[	[	X
cana-2145	148	2	11	11	NUM
cana-2145	148	3	]	]	PUNCT
cana-2145	148	4	"	"	PUNCT
cana-2145	148	5	rotating	rotate	VERB
cana-2145	148	6	solar	solar	ADJ
cana-2145	148	7	trees	tree	NOUN
cana-2145	148	8	"	"	PUNCT
cana-2145	148	9	,	,	PUNCT
cana-2145	148	10	lecture	lecture	NOUN
cana-2145	148	11	notes	note	NOUN
cana-2145	148	12	in	in	ADP
cana-2145	148	13	electrical	electrical	ADJ
cana-2145	148	14	engineering	engineering	NOUN
cana-2145	148	15	601	601	NUM
cana-2145	148	16	,	,	PUNCT
cana-2145	148	17	springer	springer	NOUN
cana-2145	148	18	nature	nature	PROPN
cana-2145	148	19	singapore	singapore	PROPN
cana-2145	148	20	pte	pte	PROPN
cana-2145	148	21	ltd	ltd	PROPN
cana-2145	148	22	.	.	PROPN
cana-2145	148	23	2020	2020	NUM
cana-2145	148	24	,	,	PUNCT
cana-2145	148	25	page	page	NOUN
cana-2145	148	26	no	no	NOUN
cana-2145	148	27	:	:	PUNCT
cana-2145	148	28	482	482	NUM
cana-2145	148	29	-	-	SYM
cana-2145	148	30	487	487	NUM
cana-2145	148	31	.	.	PUNCT
cana-2145	149	1	[	[	X
cana-2145	149	2	12	12	NUM
cana-2145	149	3	]	]	X
cana-2145	149	4	"	"	PUNCT
cana-2145	149	5	wireless	wireless	ADJ
cana-2145	149	6	-	-	PUNCT
cana-2145	149	7	sensor	sensor	NOUN
cana-2145	149	8	-	-	PUNCT
cana-2145	149	9	network	network	NOUN
cana-2145	149	10	with	with	ADP
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cana-2145	149	13	using	use	VERB
cana-2145	149	14	energy	energy	NOUN
cana-2145	149	15	efficient	efficient	ADJ
cana-2145	149	16	clustering	clustering	NOUN
cana-2145	149	17	"	"	PUNCT
cana-2145	149	18	,	,	PUNCT
cana-2145	149	19	lecture	lecture	NOUN
cana-2145	149	20	notes	note	NOUN
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cana-2145	149	22	data	datum	NOUN
cana-2145	149	23	engineering	engineering	NOUN
cana-2145	149	24	and	and	CCONJ
cana-2145	149	25	communications	communication	NOUN
cana-2145	149	26	technologies	technology	NOUN
cana-2145	149	27	,	,	PUNCT
cana-2145	149	28	springer	springer	NOUN
cana-2145	149	29	nature	nature	PROPN
cana-2145	149	30	switzerland	switzerland	PROPN
cana-2145	149	31	ag	ag	PROPN
cana-2145	149	32	.	.	PROPN
cana-2145	149	33	2020	2020	NUM
cana-2145	149	34	,	,	PUNCT
cana-2145	149	35	page	page	NOUN
cana-2145	149	36	no	no	NOUN
cana-2145	149	37	:	:	PUNCT
cana-2145	149	38	582	582	NUM
cana-2145	149	39	-	-	SYM
cana-2145	149	40	589	589	NUM
cana-2145	149	41	.	.	PUNCT
cana-2145	150	1	[	[	X
cana-2145	150	2	13	13	NUM
cana-2145	150	3	]	]	PUNCT
cana-2145	150	4	"	"	PUNCT
cana-2145	150	5	research	research	NOUN
cana-2145	150	6	of	of	ADP
cana-2145	150	7	feature	feature	NOUN
cana-2145	150	8	selection	selection	NOUN
cana-2145	150	9	methods	method	NOUN
cana-2145	150	10	to	to	PART
cana-2145	150	11	predict	predict	VERB
cana-2145	150	12	breast	breast	NOUN
cana-2145	150	13	cancer	cancer	NOUN
cana-2145	150	14	"	"	PUNCT
cana-2145	150	15	,	,	PUNCT
cana-2145	150	16	international	international	ADJ
cana-2145	150	17	journal	journal	NOUN
cana-2145	150	18	of	of	ADP
cana-2145	150	19	recent	recent	ADJ
cana-2145	150	20	technology	technology	NOUN
cana-2145	150	21	and	and	CCONJ
cana-2145	150	22	engineering(ijrte	engineering(ijrte	PROPN
cana-2145	150	23	)	)	PUNCT
cana-2145	150	24	,	,	PUNCT
cana-2145	150	25	issn	issn	PROPN
cana-2145	150	26	:	:	PUNCT
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cana-2145	150	28	-	-	SYM
cana-2145	150	29	3878	3878	NUM
cana-2145	150	30	,	,	PUNCT
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cana-2145	150	32	issue-2s11	issue-2s11	PROPN
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cana-2145	150	39	:	:	PUNCT
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cana-2145	150	41	-	-	SYM
cana-2145	150	42	2355	2355	NUM
cana-2145	150	43	.	.	PUNCT
cana-2145	151	1	[	[	X
cana-2145	151	2	14	14	NUM
cana-2145	151	3	]	]	PUNCT
cana-2145	151	4	”	"	PUNCT
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cana-2145	151	6	prediction	prediction	NOUN
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cana-2145	151	9	media	medium	NOUN
cana-2145	151	10	by	by	ADP
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cana-2145	151	14	along	along	ADP
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cana-2145	151	18	”	"	PUNCT
cana-2145	151	19	,	,	PUNCT
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cana-2145	151	27	)	)	PUNCT
cana-2145	151	28	,	,	PUNCT
cana-2145	151	29	issn	issn	PROPN
cana-2145	151	30	:	:	PUNCT
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cana-2145	151	32	-	-	SYM
cana-2145	151	33	3878	3878	NUM
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cana-2145	151	37	,	,	PUNCT
cana-2145	151	38	july	july	PROPN
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cana-2145	151	40	,	,	PUNCT
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cana-2145	151	42	no	no	NOUN
cana-2145	151	43	:	:	PUNCT
cana-2145	151	44	4833	4833	NUM
cana-2145	151	45	-	-	SYM
cana-2145	151	46	4837	4837	NUM
cana-2145	151	47	.	.	PUNCT
cana-2145	152	1	[	[	X
cana-2145	152	2	15	15	NUM
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cana-2145	152	10	intelligent	intelligent	ADJ
cana-2145	152	11	system	system	NOUN
cana-2145	152	12	”	"	PUNCT
cana-2145	152	13	jardcs	jardc	NOUN
cana-2145	152	14	,	,	PUNCT
cana-2145	152	15	vol-7	vol-7	X
cana-2145	152	16	issue-13	issue-13	PROPN
cana-2145	152	17	,	,	PUNCT
cana-2145	152	18	dec	dec	PROPN
cana-2145	152	19	2018	2018	NUM
cana-2145	152	20	,	,	PUNCT
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cana-2145	153	2	16	16	NUM
cana-2145	153	3	]	]	PUNCT
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cana-2145	153	6	patterns	pattern	NOUN
cana-2145	153	7	in	in	ADP
cana-2145	153	8	chart	chart	NOUN
cana-2145	153	9	model	model	NOUN
cana-2145	153	10	for	for	ADP
cana-2145	153	11	content	content	NOUN
cana-2145	153	12	examination	examination	NOUN
cana-2145	153	13	and	and	CCONJ
cana-2145	153	14	content	content	NOUN
cana-2145	153	15	mining	mining	NOUN
cana-2145	153	16	”	"	PUNCT
cana-2145	153	17	ijpt	ijpt	PROPN
cana-2145	153	18	,	,	PUNCT
cana-2145	153	19	issn	issn	PROPN
cana-2145	153	20	:	:	PUNCT
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cana-2145	153	23	766x	766x	PROPN
cana-2145	153	24	,	,	PUNCT
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cana-2145	153	26	,	,	PUNCT
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cana-2145	153	35	-	-	SYM
cana-2145	153	36	14736	14736	NUM
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cana-2145	154	2	17	17	NUM
cana-2145	154	3	]	]	X
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cana-2145	155	1	"	"	PUNCT
cana-2145	155	2	a	a	DET
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cana-2145	155	4	-	-	ADJ
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cana-2145	155	16	learning	learning	NOUN
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cana-2145	155	18	"	"	PUNCT
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cana-2145	156	2	.	.	PUNCT
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cana-2145	157	2	press	press	PROPN
cana-2145	157	3	,	,	PUNCT
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cana-2145	157	6	[	[	X
cana-2145	157	7	18	18	NUM
cana-2145	157	8	]	]	PUNCT
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cana-2145	157	10	,	,	PUNCT
cana-2145	157	11	pramoda	pramoda	PROPN
cana-2145	157	12	,	,	PUNCT
cana-2145	157	13	et	et	PROPN
cana-2145	157	14	al	al	PROPN
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cana-2145	158	1	"	"	PUNCT
cana-2145	158	2	a	a	DET
cana-2145	158	3	hybrid	hybrid	ADJ
cana-2145	158	4	approach	approach	NOUN
cana-2145	158	5	estimates	estimate	VERB
cana-2145	158	6	the	the	DET
cana-2145	158	7	real	real	ADJ
cana-2145	158	8	-	-	PUNCT
cana-2145	158	9	time	time	NOUN
cana-2145	158	10	health	health	NOUN
cana-2145	158	11	state	state	NOUN
cana-2145	158	12	of	of	ADP
cana-2145	158	13	a	a	DET
cana-2145	158	14	bearing	bearing	NOUN
cana-2145	158	15	by	by	ADP
cana-2145	158	16	accelerated	accelerate	VERB
cana-2145	158	17	degradation	degradation	NOUN
cana-2145	158	18	tests	test	NOUN
cana-2145	158	19	,	,	PUNCT
cana-2145	158	20	machine	machine	NOUN
cana-2145	158	21	learning	learning	NOUN
cana-2145	158	22	.	.	PUNCT
cana-2145	158	23	"	"	PUNCT
cana-2145	159	1	2021	2021	NUM
cana-2145	159	2	second	second	ADJ
cana-2145	159	3	international	international	ADJ
cana-2145	159	4	conference	conference	NOUN
cana-2145	159	5	on	on	ADP
cana-2145	159	6	smart	smart	ADJ
cana-2145	159	7	technologies	technology	NOUN
cana-2145	159	8	in	in	ADP
cana-2145	159	9	computing	computing	NOUN
cana-2145	159	10	,	,	PUNCT
cana-2145	159	11	electrical	electrical	ADJ
cana-2145	159	12	and	and	CCONJ
cana-2145	159	13	electronics	electronics	NOUN
cana-2145	159	14	(	(	PUNCT
cana-2145	159	15	icstcee	icstcee	NOUN
cana-2145	159	16	)	)	PUNCT
cana-2145	159	17	.	.	PUNCT
cana-2145	160	1	ieee	ieee	NOUN
cana-2145	160	2	,	,	PUNCT
cana-2145	160	3	2021	2021	NUM
cana-2145	160	4	[	[	X
cana-2145	160	5	19	19	NUM
cana-2145	160	6	]	]	PUNCT
cana-2145	160	7	priyadarshini	priyadarshini	NOUN
cana-2145	160	8	,	,	PUNCT
cana-2145	160	9	m.	m.	PROPN
cana-2145	160	10	asha	asha	PROPN
cana-2145	160	11	,	,	PUNCT
cana-2145	160	12	et	et	PROPN
cana-2145	160	13	al	al	PROPN
cana-2145	160	14	.	.	PUNCT
cana-2145	161	1	"	"	PUNCT
cana-2145	161	2	a	a	DET
cana-2145	161	3	visionary	visionary	ADJ
cana-2145	161	4	approach	approach	NOUN
cana-2145	161	5	to	to	ADP
cana-2145	161	6	anemia	anemia	NOUN
cana-2145	161	7	detection	detection	NOUN
cana-2145	161	8	:	:	PUNCT
cana-2145	161	9	integrating	integrate	VERB
cana-2145	161	10	eye	eye	NOUN
cana-2145	161	11	condition	condition	NOUN
cana-2145	161	12	data	datum	NOUN
cana-2145	161	13	and	and	CCONJ
cana-2145	161	14	machine	machine	NOUN
cana-2145	161	15	learning	learning	NOUN
cana-2145	161	16	.	.	PUNCT
cana-2145	161	17	"	"	PUNCT
cana-2145	162	1	icciet-2024	icciet-2024	ADJ
cana-2145	162	2	.	.	PUNCT
cana-2145	163	1	atlantis	atlantis	PROPN
cana-2145	163	2	press	press	PROPN
cana-2145	163	3	,	,	PUNCT
cana-2145	163	4	2024	2024	NUM
cana-2145	163	5	.	.	PUNCT
cana-2145	164	1	https://doi.org/10.2991/978-94-6463-471-6_75	https://doi.org/10.2991/978-94-6463-471-6_75	PROPN
cana-2145	164	2	.	.	PUNCT
cana-2145	165	1	https://link.springer.com/bookseries/15362	https://link.springer.com/bookseries/15362	VERB
cana-2145	165	2	https://link.springer.com/bookseries/15362	https://link.springer.com/bookseries/15362	VERB
cana-2145	165	3	https://doi.org/10.2991/978-94-6463-471-6_80	https://doi.org/10.2991/978-94-6463-471-6_80	ADJ
cana-2145	165	4	https://doi.org/10.2991/978-94-6463-471-6_80	https://doi.org/10.2991/978-94-6463-471-6_80	ADV
cana-2145	166	1	https://doi.org/10.2991/978-94-6463-471-6_75	https://doi.org/10.2991/978-94-6463-471-6_75	PROPN