id	sid	tid	token	lemma	pos
cana-6161	1	1	paper	paper	NOUN
cana-6161	1	2	title	title	NOUN
cana-6161	1	3	(	(	PUNCT
cana-6161	1	4	use	use	NOUN
cana-6161	1	5	style	style	NOUN
cana-6161	1	6	:	:	PUNCT
cana-6161	1	7	paper	paper	NOUN
cana-6161	1	8	title	title	NOUN
cana-6161	1	9	)	)	PUNCT
cana-6161	1	10	communications	communication	NOUN
cana-6161	1	11	on	on	ADP
cana-6161	1	12	applied	apply	VERB
cana-6161	1	13	nonlinear	nonlinear	ADJ
cana-6161	1	14	analysis	analysis	NOUN
cana-6161	1	15	issn	issn	NOUN
cana-6161	1	16	:	:	PUNCT
cana-6161	1	17	1074	1074	NUM
cana-6161	1	18	-	-	PUNCT
cana-6161	1	19	133x	133x	NUM
cana-6161	1	20	vol	vol	VERB
cana-6161	1	21	32	32	NUM
cana-6161	1	22	no	no	NOUN
cana-6161	1	23	.	.	PUNCT
cana-6161	2	1	10s	10	NOUN
cana-6161	2	2	(	(	PUNCT
cana-6161	2	3	2025	2025	NUM
cana-6161	2	4	)	)	PUNCT
cana-6161	2	5	3494	3494	NUM
cana-6161	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	2	7	a	a	DET
cana-6161	2	8	smart	smart	ADJ
cana-6161	2	9	system	system	NOUN
cana-6161	2	10	for	for	ADP
cana-6161	2	11	predictive	predictive	ADJ
cana-6161	2	12	health	health	NOUN
cana-6161	2	13	monitoring	monitoring	NOUN
cana-6161	2	14	for	for	ADP
cana-6161	2	15	next	next	ADJ
cana-6161	2	16	-	-	PUNCT
cana-6161	2	17	gen	gen	NOUN
cana-6161	2	18	patient	patient	NOUN
cana-6161	2	19	care	care	NOUN
cana-6161	2	20	using	use	VERB
cana-6161	2	21	iot	iot	PROPN
cana-6161	2	22	1st	1st	PROPN
cana-6161	2	23	dr	dr	PROPN
cana-6161	2	24	.	.	PROPN
cana-6161	2	25	rajashree	rajashree	PROPN
cana-6161	2	26	gadhave	gadhave	PROPN
cana-6161	2	27	pillai	pillai	PROPN
cana-6161	2	28	hoc	hoc	PROPN
cana-6161	2	29	college	college	PROPN
cana-6161	2	30	of	of	ADP
cana-6161	2	31	engineering	engineering	NOUN
cana-6161	2	32	and	and	CCONJ
cana-6161	2	33	technology	technology	NOUN
cana-6161	2	34	,	,	PUNCT
cana-6161	2	35	rasayani	rasayani	NOUN
cana-6161	2	36	,	,	PUNCT
cana-6161	2	37	university	university	NOUN
cana-6161	2	38	of	of	ADP
cana-6161	2	39	mumbai	mumbai	PROPN
cana-6161	2	40	mumbai	mumbai	PROPN
cana-6161	2	41	,	,	PUNCT
cana-6161	2	42	india	india	PROPN
cana-6161	2	43	2nd	2nd	PROPN
cana-6161	2	44	madhura	madhura	PROPN
cana-6161	2	45	mahindrakar	mahindrakar	PROPN
cana-6161	2	46	pillai	pillai	PROPN
cana-6161	2	47	hoc	hoc	PROPN
cana-6161	2	48	college	college	PROPN
cana-6161	2	49	of	of	ADP
cana-6161	2	50	engineering	engineering	NOUN
cana-6161	2	51	and	and	CCONJ
cana-6161	2	52	technology	technology	NOUN
cana-6161	2	53	,	,	PUNCT
cana-6161	2	54	rasayani	rasayani	NOUN
cana-6161	2	55	,	,	PUNCT
cana-6161	2	56	university	university	NOUN
cana-6161	2	57	of	of	ADP
cana-6161	2	58	mumbai	mumbai	PROPN
cana-6161	2	59	mumbai	mumbai	PROPN
cana-6161	2	60	,	,	PUNCT
cana-6161	2	61	india	india	PROPN
cana-6161	2	62	article	article	PROPN
cana-6161	2	63	history	history	NOUN
cana-6161	2	64	:	:	PUNCT
cana-6161	2	65	received	receive	VERB
cana-6161	2	66	:	:	PUNCT
cana-6161	2	67	06	06	NUM
cana-6161	2	68	-	-	SYM
cana-6161	2	69	08	08	NUM
cana-6161	2	70	-	-	PUNCT
cana-6161	2	71	2025	2025	NUM
cana-6161	2	72	revised	revise	VERB
cana-6161	2	73	:	:	PUNCT
cana-6161	2	74	27	27	NUM
cana-6161	2	75	-	-	SYM
cana-6161	2	76	09	09	NUM
cana-6161	2	77	-	-	PUNCT
cana-6161	2	78	2025	2025	NUM
cana-6161	2	79	accepted	accept	VERB
cana-6161	2	80	:	:	PUNCT
cana-6161	2	81	26	26	NUM
cana-6161	2	82	-	-	SYM
cana-6161	2	83	10	10	NUM
cana-6161	2	84	-	-	PUNCT
cana-6161	2	85	2025	2025	NUM
cana-6161	2	86	abstract	abstract	NOUN
cana-6161	2	87	:	:	PUNCT
cana-6161	2	88	heart	heart	NOUN
cana-6161	2	89	disease	disease	NOUN
cana-6161	2	90	is	be	AUX
cana-6161	2	91	a	a	DET
cana-6161	2	92	prevalent	prevalent	ADJ
cana-6161	2	93	health	health	NOUN
cana-6161	2	94	issue	issue	NOUN
cana-6161	2	95	,	,	PUNCT
cana-6161	2	96	especially	especially	ADV
cana-6161	2	97	among	among	ADP
cana-6161	2	98	the	the	DET
cana-6161	2	99	elderly	elderly	ADJ
cana-6161	2	100	and	and	CCONJ
cana-6161	2	101	individuals	individual	NOUN
cana-6161	2	102	with	with	ADP
cana-6161	2	103	unhealthy	unhealthy	ADJ
cana-6161	2	104	lifestyles	lifestyle	NOUN
cana-6161	2	105	,	,	PUNCT
cana-6161	2	106	and	and	CCONJ
cana-6161	2	107	can	can	AUX
cana-6161	2	108	often	often	ADV
cana-6161	2	109	lead	lead	VERB
cana-6161	2	110	to	to	ADP
cana-6161	2	111	fatal	fatal	ADJ
cana-6161	2	112	outcomes	outcome	NOUN
cana-6161	2	113	.	.	PUNCT
cana-6161	3	1	however	however	ADV
cana-6161	3	2	,	,	PUNCT
cana-6161	3	3	its	its	PRON
cana-6161	3	4	risk	risk	NOUN
cana-6161	3	5	can	can	AUX
cana-6161	3	6	be	be	AUX
cana-6161	3	7	reduced	reduce	VERB
cana-6161	3	8	through	through	ADP
cana-6161	3	9	routine	routine	ADJ
cana-6161	3	10	screenings	screening	NOUN
cana-6161	3	11	,	,	PUNCT
cana-6161	3	12	healthy	healthy	ADJ
cana-6161	3	13	dietary	dietary	ADJ
cana-6161	3	14	practices	practice	NOUN
cana-6161	3	15	,	,	PUNCT
cana-6161	3	16	and	and	CCONJ
cana-6161	3	17	consistent	consistent	ADJ
cana-6161	3	18	medical	medical	ADJ
cana-6161	3	19	checkups	checkup	NOUN
cana-6161	3	20	.	.	PUNCT
cana-6161	4	1	hospitals	hospital	NOUN
cana-6161	4	2	generate	generate	VERB
cana-6161	4	3	vast	vast	ADJ
cana-6161	4	4	amounts	amount	NOUN
cana-6161	4	5	of	of	ADP
cana-6161	4	6	patient	patient	NOUN
cana-6161	4	7	-	-	PUNCT
cana-6161	4	8	related	relate	VERB
cana-6161	4	9	information	information	NOUN
cana-6161	4	10	such	such	ADJ
cana-6161	4	11	as	as	ADP
cana-6161	4	12	x	x	NOUN
cana-6161	4	13	-	-	NOUN
cana-6161	4	14	rays	ray	NOUN
cana-6161	4	15	,	,	PUNCT
cana-6161	4	16	cardiac	cardiac	ADJ
cana-6161	4	17	assessments	assessment	NOUN
cana-6161	4	18	,	,	PUNCT
cana-6161	4	19	respiratory	respiratory	ADJ
cana-6161	4	20	evaluations	evaluation	NOUN
cana-6161	4	21	,	,	PUNCT
cana-6161	4	22	chest	chest	NOUN
cana-6161	4	23	pain	pain	NOUN
cana-6161	4	24	analyses	analysis	NOUN
cana-6161	4	25	,	,	PUNCT
cana-6161	4	26	and	and	CCONJ
cana-6161	4	27	personal	personal	ADJ
cana-6161	4	28	health	health	NOUN
cana-6161	4	29	records	record	NOUN
cana-6161	4	30	(	(	PUNCT
cana-6161	4	31	phrs	phrs	ADJ
cana-6161	4	32	)	)	PUNCT
cana-6161	4	33	.	.	PUNCT
cana-6161	5	1	these	these	DET
cana-6161	5	2	datasets	dataset	NOUN
cana-6161	5	3	contain	contain	VERB
cana-6161	5	4	vital	vital	ADJ
cana-6161	5	5	symptoms	symptom	NOUN
cana-6161	5	6	—	—	PUNCT
cana-6161	5	7	essential	essential	ADJ
cana-6161	5	8	features	feature	NOUN
cana-6161	5	9	for	for	ADP
cana-6161	5	10	prediction	prediction	NOUN
cana-6161	5	11	—	—	PUNCT
cana-6161	5	12	that	that	PRON
cana-6161	5	13	help	help	NOUN
cana-6161	5	14	in	in	ADP
cana-6161	5	15	constructing	construct	VERB
cana-6161	5	16	decision	decision	NOUN
cana-6161	5	17	tree	tree	NOUN
cana-6161	5	18	classifiers	classifier	NOUN
cana-6161	5	19	.	.	PUNCT
cana-6161	6	1	by	by	ADP
cana-6161	6	2	applying	apply	VERB
cana-6161	6	3	decision	decision	NOUN
cana-6161	6	4	tree	tree	NOUN
cana-6161	6	5	methods	method	NOUN
cana-6161	6	6	,	,	PUNCT
cana-6161	6	7	we	we	PRON
cana-6161	6	8	can	can	AUX
cana-6161	6	9	identify	identify	VERB
cana-6161	6	10	the	the	DET
cana-6161	6	11	most	most	ADV
cana-6161	6	12	relevant	relevant	ADJ
cana-6161	6	13	attributes	attribute	NOUN
cana-6161	6	14	that	that	PRON
cana-6161	6	15	enhance	enhance	VERB
cana-6161	6	16	the	the	DET
cana-6161	6	17	accuracy	accuracy	NOUN
cana-6161	6	18	of	of	ADP
cana-6161	6	19	predictions	prediction	NOUN
cana-6161	6	20	.	.	PUNCT
cana-6161	7	1	despite	despite	SCONJ
cana-6161	7	2	the	the	DET
cana-6161	7	3	availability	availability	NOUN
cana-6161	7	4	of	of	ADP
cana-6161	7	5	such	such	ADJ
cana-6161	7	6	data	datum	NOUN
cana-6161	7	7	,	,	PUNCT
cana-6161	7	8	hospital	hospital	NOUN
cana-6161	7	9	records	record	NOUN
cana-6161	7	10	are	be	AUX
cana-6161	7	11	often	often	ADV
cana-6161	7	12	underutilized	underutilize	VERB
cana-6161	7	13	.	.	PUNCT
cana-6161	8	1	while	while	SCONJ
cana-6161	8	2	some	some	DET
cana-6161	8	3	technologies	technology	NOUN
cana-6161	8	4	extract	extract	VERB
cana-6161	8	5	valuable	valuable	ADJ
cana-6161	8	6	insights	insight	NOUN
cana-6161	8	7	from	from	ADP
cana-6161	8	8	heart	heart	NOUN
cana-6161	8	9	disease	disease	NOUN
cana-6161	8	10	detection	detection	NOUN
cana-6161	8	11	databases	database	NOUN
cana-6161	8	12	,	,	PUNCT
cana-6161	8	13	their	their	PRON
cana-6161	8	14	broader	broad	ADJ
cana-6161	8	15	application	application	NOUN
cana-6161	8	16	remains	remain	VERB
cana-6161	8	17	limited	limited	ADJ
cana-6161	8	18	.	.	PUNCT
cana-6161	9	1	this	this	DET
cana-6161	9	2	research	research	NOUN
cana-6161	9	3	leverages	leverage	VERB
cana-6161	9	4	healthcare	healthcare	NOUN
cana-6161	9	5	data	datum	NOUN
cana-6161	9	6	,	,	PUNCT
cana-6161	9	7	optimization	optimization	NOUN
cana-6161	9	8	techniques	technique	NOUN
cana-6161	9	9	,	,	PUNCT
cana-6161	9	10	and	and	CCONJ
cana-6161	9	11	machine	machine	NOUN
cana-6161	9	12	learning	learn	VERB
cana-6161	9	13	algorithms	algorithm	NOUN
cana-6161	9	14	to	to	PART
cana-6161	9	15	assess	assess	VERB
cana-6161	9	16	whether	whether	SCONJ
cana-6161	9	17	a	a	DET
cana-6161	9	18	patient	patient	NOUN
cana-6161	9	19	is	be	AUX
cana-6161	9	20	likely	likely	ADJ
cana-6161	9	21	to	to	PART
cana-6161	9	22	suffer	suffer	VERB
cana-6161	9	23	from	from	ADP
cana-6161	9	24	heart	heart	NOUN
cana-6161	9	25	disease	disease	NOUN
cana-6161	9	26	.	.	PUNCT
cana-6161	10	1	the	the	DET
cana-6161	10	2	aim	aim	NOUN
cana-6161	10	3	is	be	AUX
cana-6161	10	4	to	to	PART
cana-6161	10	5	model	model	VERB
cana-6161	10	6	patient	patient	ADJ
cana-6161	10	7	data	datum	NOUN
cana-6161	10	8	to	to	PART
cana-6161	10	9	support	support	VERB
cana-6161	10	10	accurate	accurate	ADJ
cana-6161	10	11	diagnosis	diagnosis	NOUN
cana-6161	10	12	.	.	PUNCT
cana-6161	11	1	keywords	keyword	NOUN
cana-6161	11	2	—	—	PUNCT
cana-6161	11	3	personal	personal	ADJ
cana-6161	11	4	health	health	NOUN
cana-6161	11	5	records	record	NOUN
cana-6161	11	6	(	(	PUNCT
cana-6161	11	7	phrs	phrs	ADJ
cana-6161	11	8	)	)	PUNCT
cana-6161	11	9	,	,	PUNCT
cana-6161	11	10	machine	machine	NOUN
cana-6161	11	11	learning	learning	NOUN
cana-6161	11	12	,	,	PUNCT
cana-6161	11	13	and	and	CCONJ
cana-6161	11	14	iot	iot	ADJ
cana-6161	11	15	introduction	introduction	NOUN
cana-6161	11	16	maintaining	maintain	VERB
cana-6161	11	17	good	good	ADJ
cana-6161	11	18	health	health	NOUN
cana-6161	11	19	demands	demand	NOUN
cana-6161	11	20	proactive	proactive	ADJ
cana-6161	11	21	,	,	PUNCT
cana-6161	11	22	continuous	continuous	ADJ
cana-6161	11	23	monitoring	monitoring	NOUN
cana-6161	11	24	,	,	PUNCT
cana-6161	11	25	especially	especially	ADV
cana-6161	11	26	with	with	ADP
cana-6161	11	27	the	the	DET
cana-6161	11	28	increasing	increase	VERB
cana-6161	11	29	incidence	incidence	NOUN
cana-6161	11	30	of	of	ADP
cana-6161	11	31	chronic	chronic	ADJ
cana-6161	11	32	illnesses	illness	NOUN
cana-6161	11	33	.	.	PUNCT
cana-6161	12	1	advances	advance	NOUN
cana-6161	12	2	in	in	ADP
cana-6161	12	3	technologies	technology	NOUN
cana-6161	12	4	such	such	ADJ
cana-6161	12	5	as	as	ADP
cana-6161	12	6	the	the	DET
cana-6161	12	7	internet	internet	NOUN
cana-6161	12	8	of	of	ADP
cana-6161	12	9	things	thing	NOUN
cana-6161	12	10	(	(	PUNCT
cana-6161	12	11	iot	iot	NOUN
cana-6161	12	12	)	)	PUNCT
cana-6161	12	13	and	and	CCONJ
cana-6161	12	14	artificial	artificial	ADJ
cana-6161	12	15	intelligence	intelligence	NOUN
cana-6161	12	16	(	(	PUNCT
cana-6161	12	17	ai	ai	AUX
cana-6161	12	18	)	)	PUNCT
cana-6161	12	19	have	have	AUX
cana-6161	12	20	revolutionized	revolutionize	VERB
cana-6161	12	21	the	the	DET
cana-6161	12	22	field	field	NOUN
cana-6161	12	23	of	of	ADP
cana-6161	12	24	healthcare	healthcare	NOUN
cana-6161	12	25	,	,	PUNCT
cana-6161	12	26	enabling	enable	VERB
cana-6161	12	27	smarter	smart	ADJ
cana-6161	12	28	,	,	PUNCT
cana-6161	12	29	data	data	NOUN
cana-6161	12	30	-	-	PUNCT
cana-6161	12	31	driven	drive	VERB
cana-6161	12	32	approaches	approach	NOUN
cana-6161	12	33	for	for	ADP
cana-6161	12	34	disease	disease	NOUN
cana-6161	12	35	prediction	prediction	NOUN
cana-6161	12	36	and	and	CCONJ
cana-6161	12	37	patient	patient	ADJ
cana-6161	12	38	care	care	NOUN
cana-6161	12	39	.	.	PUNCT
cana-6161	13	1	a	a	DET
cana-6161	13	2	recent	recent	ADJ
cana-6161	13	3	study	study	NOUN
cana-6161	13	4	conducted	conduct	VERB
cana-6161	13	5	by	by	ADP
cana-6161	13	6	the	the	DET
cana-6161	13	7	university	university	NOUN
cana-6161	13	8	of	of	ADP
cana-6161	13	9	oxford	oxford	PROPN
cana-6161	13	10	showed	show	VERB
cana-6161	13	11	that	that	DET
cana-6161	13	12	wearable	wearable	ADJ
cana-6161	13	13	sensor	sensor	NOUN
cana-6161	13	14	data	datum	NOUN
cana-6161	13	15	,	,	PUNCT
cana-6161	13	16	such	such	ADJ
cana-6161	13	17	as	as	ADP
cana-6161	13	18	that	that	PRON
cana-6161	13	19	from	from	ADP
cana-6161	13	20	smartwatches	smartwatche	NOUN
cana-6161	13	21	,	,	PUNCT
cana-6161	13	22	can	can	AUX
cana-6161	13	23	detect	detect	VERB
cana-6161	13	24	parkinson	parkinson	NOUN
cana-6161	13	25	’s	’s	PART
cana-6161	13	26	disease	disease	NOUN
cana-6161	13	27	up	up	ADP
cana-6161	13	28	to	to	PART
cana-6161	13	29	seven	seven	NUM
cana-6161	13	30	years	year	NOUN
cana-6161	13	31	before	before	ADP
cana-6161	13	32	formal	formal	ADJ
cana-6161	13	33	diagnosis	diagnosis	NOUN
cana-6161	13	34	by	by	ADP
cana-6161	13	35	recognizing	recognize	VERB
cana-6161	13	36	subtle	subtle	ADJ
cana-6161	13	37	variations	variation	NOUN
cana-6161	13	38	in	in	ADP
cana-6161	13	39	movement	movement	NOUN
cana-6161	13	40	[	[	X
cana-6161	13	41	11	11	NUM
cana-6161	13	42	]	]	PUNCT
cana-6161	13	43	.	.	PUNCT
cana-6161	14	1	such	such	ADJ
cana-6161	14	2	advancements	advancement	NOUN
cana-6161	14	3	highlight	highlight	VERB
cana-6161	14	4	the	the	DET
cana-6161	14	5	transformative	transformative	ADJ
cana-6161	14	6	role	role	NOUN
cana-6161	14	7	of	of	ADP
cana-6161	14	8	ai	ai	PROPN
cana-6161	14	9	and	and	CCONJ
cana-6161	14	10	iot	iot	VERB
cana-6161	14	11	in	in	ADP
cana-6161	14	12	facilitating	facilitate	VERB
cana-6161	14	13	early	early	ADJ
cana-6161	14	14	detection	detection	NOUN
cana-6161	14	15	.	.	PUNCT
cana-6161	15	1	the	the	DET
cana-6161	15	2	proposed	propose	VERB
cana-6161	15	3	system	system	NOUN
cana-6161	15	4	utilizes	utilize	VERB
cana-6161	15	5	iot	iot	NOUN
cana-6161	15	6	-	-	PUNCT
cana-6161	15	7	based	base	VERB
cana-6161	15	8	sensors	sensor	NOUN
cana-6161	15	9	to	to	PART
cana-6161	15	10	collect	collect	VERB
cana-6161	15	11	physiological	physiological	ADJ
cana-6161	15	12	indicators	indicator	NOUN
cana-6161	15	13	like	like	ADP
cana-6161	15	14	ecg	ecg	PROPN
cana-6161	15	15	,	,	PUNCT
cana-6161	15	16	body	body	NOUN
cana-6161	15	17	temperature	temperature	NOUN
cana-6161	15	18	,	,	PUNCT
cana-6161	15	19	heart	heart	NOUN
cana-6161	15	20	rate	rate	NOUN
cana-6161	15	21	,	,	PUNCT
cana-6161	15	22	blood	blood	NOUN
cana-6161	15	23	pressure	pressure	NOUN
cana-6161	15	24	,	,	PUNCT
cana-6161	15	25	oxygen	oxygen	NOUN
cana-6161	15	26	saturation	saturation	NOUN
cana-6161	15	27	,	,	PUNCT
cana-6161	15	28	and	and	CCONJ
cana-6161	15	29	motion	motion	NOUN
cana-6161	15	30	activity	activity	NOUN
cana-6161	15	31	.	.	PUNCT
cana-6161	16	1	these	these	DET
cana-6161	16	2	signals	signal	NOUN
cana-6161	16	3	are	be	AUX
cana-6161	16	4	processed	process	VERB
cana-6161	16	5	and	and	CCONJ
cana-6161	16	6	analyzed	analyze	VERB
cana-6161	16	7	in	in	ADP
cana-6161	16	8	real	real	ADJ
cana-6161	16	9	time	time	NOUN
cana-6161	16	10	using	use	VERB
cana-6161	16	11	machine	machine	NOUN
cana-6161	16	12	learning	learn	VERB
cana-6161	16	13	algorithms	algorithm	NOUN
cana-6161	16	14	[	[	X
cana-6161	16	15	12	12	NUM
cana-6161	16	16	]	]	PUNCT
cana-6161	16	17	,	,	PUNCT
cana-6161	16	18	[	[	X
cana-6161	16	19	13	13	NUM
cana-6161	16	20	]	]	PUNCT
cana-6161	16	21	,	,	PUNCT
cana-6161	16	22	offering	offer	VERB
cana-6161	16	23	clinicians	clinician	NOUN
cana-6161	16	24	valuable	valuable	ADJ
cana-6161	16	25	insights	insight	NOUN
cana-6161	16	26	and	and	CCONJ
cana-6161	16	27	enhancing	enhance	VERB
cana-6161	16	28	diagnostic	diagnostic	ADJ
cana-6161	16	29	precision	precision	NOUN
cana-6161	16	30	.	.	PUNCT
cana-6161	17	1	communications	communication	NOUN
cana-6161	17	2	on	on	ADP
cana-6161	17	3	applied	apply	VERB
cana-6161	17	4	nonlinear	nonlinear	ADJ
cana-6161	17	5	analysis	analysis	NOUN
cana-6161	17	6	issn	issn	NOUN
cana-6161	17	7	:	:	PUNCT
cana-6161	17	8	1074	1074	NUM
cana-6161	17	9	-	-	PUNCT
cana-6161	17	10	133x	133x	NUM
cana-6161	17	11	vol	vol	VERB
cana-6161	17	12	32	32	NUM
cana-6161	17	13	no	no	NOUN
cana-6161	17	14	.	.	PUNCT
cana-6161	18	1	10s	10	NOUN
cana-6161	18	2	(	(	PUNCT
cana-6161	18	3	2025	2025	NUM
cana-6161	18	4	)	)	PUNCT
cana-6161	18	5	3495	3495	NUM
cana-6161	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	18	7	iot	iot	NOUN
cana-6161	18	8	’s	’s	PART
cana-6161	18	9	incorporation	incorporation	NOUN
cana-6161	18	10	into	into	ADP
cana-6161	18	11	healthcare	healthcare	PROPN
cana-6161	18	12	,	,	PUNCT
cana-6161	18	13	now	now	ADV
cana-6161	18	14	often	often	ADV
cana-6161	18	15	termed	term	VERB
cana-6161	18	16	the	the	DET
cana-6161	18	17	internet	internet	NOUN
cana-6161	18	18	of	of	ADP
cana-6161	18	19	medical	medical	ADJ
cana-6161	18	20	things	thing	NOUN
cana-6161	18	21	(	(	PUNCT
cana-6161	18	22	iomt	iomt	NOUN
cana-6161	18	23	)	)	PUNCT
cana-6161	18	24	,	,	PUNCT
cana-6161	18	25	provides	provide	VERB
cana-6161	18	26	continuous	continuous	ADJ
cana-6161	18	27	and	and	CCONJ
cana-6161	18	28	non	non	ADJ
cana-6161	18	29	-	-	ADJ
cana-6161	18	30	invasive	invasive	ADJ
cana-6161	18	31	data	datum	NOUN
cana-6161	18	32	collection	collection	NOUN
cana-6161	18	33	using	use	VERB
cana-6161	18	34	body	body	NOUN
cana-6161	18	35	sensor	sensor	NOUN
cana-6161	18	36	networks	network	NOUN
cana-6161	18	37	(	(	PUNCT
cana-6161	18	38	bsn	bsn	NOUN
cana-6161	18	39	)	)	PUNCT
cana-6161	19	1	[	[	X
cana-6161	19	2	5	5	NUM
cana-6161	19	3	]	]	PUNCT
cana-6161	19	4	,	,	PUNCT
cana-6161	19	5	[	[	X
cana-6161	19	6	15	15	NUM
cana-6161	19	7	]	]	PUNCT
cana-6161	19	8	.	.	PUNCT
cana-6161	20	1	secure	secure	ADJ
cana-6161	20	2	systems	system	NOUN
cana-6161	20	3	such	such	ADJ
cana-6161	20	4	as	as	ADP
cana-6161	20	5	bsn	bsn	NOUN
cana-6161	20	6	-	-	PUNCT
cana-6161	20	7	care	care	NOUN
cana-6161	20	8	ensure	ensure	VERB
cana-6161	20	9	reliable	reliable	ADJ
cana-6161	20	10	transmission	transmission	NOUN
cana-6161	20	11	and	and	CCONJ
cana-6161	20	12	privacy	privacy	NOUN
cana-6161	20	13	of	of	ADP
cana-6161	20	14	patient	patient	ADJ
cana-6161	20	15	data	datum	NOUN
cana-6161	20	16	,	,	PUNCT
cana-6161	20	17	enabling	enable	VERB
cana-6161	20	18	round	round	ADP
cana-6161	20	19	-	-	PUNCT
cana-6161	20	20	the	the	DET
cana-6161	20	21	-	-	PUNCT
cana-6161	20	22	clock	clock	NOUN
cana-6161	20	23	monitoring	monitoring	NOUN
cana-6161	20	24	without	without	ADP
cana-6161	20	25	manual	manual	ADJ
cana-6161	20	26	intervention	intervention	NOUN
cana-6161	20	27	.	.	PUNCT
cana-6161	21	1	cardiovascular	cardiovascular	ADJ
cana-6161	21	2	diseases	disease	NOUN
cana-6161	21	3	remain	remain	VERB
cana-6161	21	4	the	the	DET
cana-6161	21	5	leading	lead	VERB
cana-6161	21	6	cause	cause	NOUN
cana-6161	21	7	of	of	ADP
cana-6161	21	8	mortality	mortality	NOUN
cana-6161	21	9	globally	globally	ADV
cana-6161	21	10	.	.	PUNCT
cana-6161	22	1	in	in	ADP
cana-6161	22	2	india	india	PROPN
cana-6161	22	3	,	,	PUNCT
cana-6161	22	4	they	they	PRON
cana-6161	22	5	account	account	VERB
cana-6161	22	6	for	for	ADP
cana-6161	22	7	24	24	NUM
cana-6161	22	8	%	%	NOUN
cana-6161	22	9	of	of	ADP
cana-6161	22	10	total	total	ADJ
cana-6161	22	11	deaths	death	NOUN
cana-6161	22	12	and	and	CCONJ
cana-6161	22	13	approximately	approximately	ADV
cana-6161	22	14	33	33	NUM
cana-6161	22	15	%	%	NOUN
cana-6161	22	16	worldwide	worldwide	ADV
cana-6161	22	17	.	.	PUNCT
cana-6161	23	1	the	the	DET
cana-6161	23	2	asymptomatic	asymptomatic	ADJ
cana-6161	23	3	progression	progression	NOUN
cana-6161	23	4	of	of	ADP
cana-6161	23	5	heart	heart	NOUN
cana-6161	23	6	-	-	PUNCT
cana-6161	23	7	related	relate	VERB
cana-6161	23	8	conditions	condition	NOUN
cana-6161	23	9	often	often	ADV
cana-6161	23	10	leads	lead	VERB
cana-6161	23	11	to	to	ADP
cana-6161	23	12	late	late	ADJ
cana-6161	23	13	-	-	PUNCT
cana-6161	23	14	stage	stage	NOUN
cana-6161	23	15	diagnoses	diagnosis	NOUN
cana-6161	23	16	.	.	PUNCT
cana-6161	24	1	conventional	conventional	ADJ
cana-6161	24	2	diagnostic	diagnostic	ADJ
cana-6161	24	3	methods	method	NOUN
cana-6161	24	4	based	base	VERB
cana-6161	24	5	on	on	ADP
cana-6161	24	6	subjective	subjective	ADJ
cana-6161	24	7	patient	patient	ADJ
cana-6161	24	8	histories	history	NOUN
cana-6161	24	9	are	be	AUX
cana-6161	24	10	not	not	PART
cana-6161	24	11	always	always	ADV
cana-6161	24	12	reliable	reliable	ADJ
cana-6161	24	13	[	[	X
cana-6161	24	14	17	17	NUM
cana-6161	24	15	]	]	PUNCT
cana-6161	24	16	,	,	PUNCT
cana-6161	24	17	[	[	X
cana-6161	24	18	18	18	NUM
cana-6161	24	19	]	]	PUNCT
cana-6161	24	20	.	.	PUNCT
cana-6161	25	1	machine	machine	NOUN
cana-6161	25	2	learning	learning	NOUN
cana-6161	25	3	(	(	PUNCT
cana-6161	25	4	ml	ml	NOUN
cana-6161	25	5	)	)	PUNCT
cana-6161	25	6	has	have	AUX
cana-6161	25	7	emerged	emerge	VERB
cana-6161	25	8	as	as	ADP
cana-6161	25	9	a	a	DET
cana-6161	25	10	valuable	valuable	ADJ
cana-6161	25	11	tool	tool	NOUN
cana-6161	25	12	in	in	ADP
cana-6161	25	13	predicting	predict	VERB
cana-6161	25	14	cardiovascular	cardiovascular	ADJ
cana-6161	25	15	risks	risk	NOUN
cana-6161	25	16	by	by	ADP
cana-6161	25	17	analyzing	analyze	VERB
cana-6161	25	18	large	large	ADJ
cana-6161	25	19	-	-	PUNCT
cana-6161	25	20	scale	scale	NOUN
cana-6161	25	21	physiological	physiological	ADJ
cana-6161	25	22	data	datum	NOUN
cana-6161	25	23	[	[	X
cana-6161	25	24	6	6	NUM
cana-6161	25	25	]	]	PUNCT
cana-6161	25	26	,	,	PUNCT
cana-6161	25	27	[	[	X
cana-6161	25	28	7	7	NUM
cana-6161	25	29	]	]	PUNCT
cana-6161	25	30	.	.	PUNCT
cana-6161	26	1	in	in	ADP
cana-6161	26	2	our	our	PRON
cana-6161	26	3	approach	approach	NOUN
cana-6161	26	4	,	,	PUNCT
cana-6161	26	5	attributes	attribute	VERB
cana-6161	26	6	such	such	ADJ
cana-6161	26	7	as	as	ADP
cana-6161	26	8	cholesterol	cholesterol	NOUN
cana-6161	26	9	,	,	PUNCT
cana-6161	26	10	pulse	pulse	NOUN
cana-6161	26	11	rate	rate	NOUN
cana-6161	26	12	,	,	PUNCT
cana-6161	26	13	blood	blood	NOUN
cana-6161	26	14	pressure	pressure	NOUN
cana-6161	26	15	,	,	PUNCT
cana-6161	26	16	and	and	CCONJ
cana-6161	26	17	heart	heart	NOUN
cana-6161	26	18	rate	rate	NOUN
cana-6161	26	19	are	be	AUX
cana-6161	26	20	evaluated	evaluate	VERB
cana-6161	26	21	using	use	VERB
cana-6161	26	22	ml	ml	ADP
cana-6161	26	23	algorithms	algorithm	NOUN
cana-6161	26	24	to	to	PART
cana-6161	26	25	determine	determine	VERB
cana-6161	26	26	the	the	DET
cana-6161	26	27	likelihood	likelihood	NOUN
cana-6161	26	28	of	of	ADP
cana-6161	26	29	disease	disease	NOUN
cana-6161	26	30	onset	onset	VERB
cana-6161	27	1	[	[	X
cana-6161	27	2	4	4	NUM
cana-6161	27	3	]	]	PUNCT
cana-6161	27	4	,	,	PUNCT
cana-6161	27	5	[	[	X
cana-6161	27	6	8	8	NUM
cana-6161	27	7	]	]	PUNCT
cana-6161	27	8	,	,	PUNCT
cana-6161	27	9	[	[	X
cana-6161	27	10	10	10	NUM
cana-6161	27	11	]	]	PUNCT
cana-6161	27	12	.	.	PUNCT
cana-6161	28	1	with	with	ADP
cana-6161	28	2	vast	vast	ADJ
cana-6161	28	3	volumes	volume	NOUN
cana-6161	28	4	of	of	ADP
cana-6161	28	5	health	health	NOUN
cana-6161	28	6	data	datum	NOUN
cana-6161	28	7	now	now	ADV
cana-6161	28	8	available	available	ADJ
cana-6161	28	9	,	,	PUNCT
cana-6161	28	10	intelligent	intelligent	ADJ
cana-6161	28	11	systems	system	NOUN
cana-6161	28	12	capable	capable	ADJ
cana-6161	28	13	of	of	ADP
cana-6161	28	14	deriving	derive	VERB
cana-6161	28	15	meaningful	meaningful	ADJ
cana-6161	28	16	insights	insight	NOUN
cana-6161	28	17	are	be	AUX
cana-6161	28	18	essential	essential	ADJ
cana-6161	28	19	for	for	ADP
cana-6161	28	20	improving	improve	VERB
cana-6161	28	21	healthcare	healthcare	NOUN
cana-6161	28	22	delivery	delivery	NOUN
cana-6161	29	1	[	[	X
cana-6161	29	2	9	9	NUM
cana-6161	29	3	]	]	PUNCT
cana-6161	29	4	.	.	PUNCT
cana-6161	30	1	given	give	VERB
cana-6161	30	2	the	the	DET
cana-6161	30	3	rise	rise	NOUN
cana-6161	30	4	in	in	ADP
cana-6161	30	5	cardiac	cardiac	ADJ
cana-6161	30	6	mortality	mortality	NOUN
cana-6161	30	7	,	,	PUNCT
cana-6161	30	8	there	there	PRON
cana-6161	30	9	is	be	VERB
cana-6161	30	10	an	an	DET
cana-6161	30	11	urgent	urgent	ADJ
cana-6161	30	12	need	need	NOUN
cana-6161	30	13	for	for	ADP
cana-6161	30	14	predictive	predictive	ADJ
cana-6161	30	15	systems	system	NOUN
cana-6161	30	16	that	that	PRON
cana-6161	30	17	offer	offer	VERB
cana-6161	30	18	early	early	ADJ
cana-6161	30	19	warnings	warning	NOUN
cana-6161	30	20	.	.	PUNCT
cana-6161	31	1	sedentary	sedentary	ADJ
cana-6161	31	2	lifestyles	lifestyle	NOUN
cana-6161	31	3	,	,	PUNCT
cana-6161	31	4	poor	poor	ADJ
cana-6161	31	5	nutrition	nutrition	NOUN
cana-6161	31	6	,	,	PUNCT
cana-6161	31	7	and	and	CCONJ
cana-6161	31	8	increased	increase	VERB
cana-6161	31	9	stress	stress	NOUN
cana-6161	31	10	contribute	contribute	VERB
cana-6161	31	11	to	to	ADP
cana-6161	31	12	the	the	DET
cana-6161	31	13	growing	grow	VERB
cana-6161	31	14	burden	burden	NOUN
cana-6161	31	15	of	of	ADP
cana-6161	31	16	cardiovascular	cardiovascular	ADJ
cana-6161	31	17	conditions	condition	NOUN
cana-6161	31	18	[	[	X
cana-6161	31	19	13	13	NUM
cana-6161	31	20	]	]	PUNCT
cana-6161	31	21	,	,	PUNCT
cana-6161	31	22	[	[	X
cana-6161	31	23	14	14	NUM
cana-6161	31	24	]	]	PUNCT
cana-6161	31	25	,	,	PUNCT
cana-6161	31	26	[	[	X
cana-6161	31	27	16	16	NUM
cana-6161	31	28	]	]	PUNCT
cana-6161	31	29	.	.	PUNCT
cana-6161	32	1	leveraging	leverage	VERB
cana-6161	32	2	iot	iot	NOUN
cana-6161	32	3	and	and	CCONJ
cana-6161	32	4	ml	ml	PROPN
cana-6161	32	5	technologies	technology	NOUN
cana-6161	32	6	is	be	AUX
cana-6161	32	7	essential	essential	ADJ
cana-6161	32	8	to	to	ADP
cana-6161	32	9	developing	develop	VERB
cana-6161	32	10	affordable	affordable	ADJ
cana-6161	32	11	,	,	PUNCT
cana-6161	32	12	reliable	reliable	ADJ
cana-6161	32	13	,	,	PUNCT
cana-6161	32	14	and	and	CCONJ
cana-6161	32	15	accessible	accessible	ADJ
cana-6161	32	16	healthcare	healthcare	NOUN
cana-6161	32	17	solutions	solution	NOUN
cana-6161	32	18	to	to	PART
cana-6161	32	19	address	address	VERB
cana-6161	32	20	this	this	DET
cana-6161	32	21	global	global	ADJ
cana-6161	32	22	concern	concern	NOUN
cana-6161	32	23	.	.	PUNCT
cana-6161	33	1	i.	i.	PROPN
cana-6161	33	2	literature	literature	PROPN
cana-6161	33	3	review	review	PROPN
cana-6161	33	4	sun	sun	PROPN
cana-6161	33	5	and	and	CCONJ
cana-6161	33	6	pan	pan	VERB
cana-6161	33	7	[	[	X
cana-6161	33	8	11	11	NUM
cana-6161	33	9	]	]	PUNCT
cana-6161	33	10	explored	explore	VERB
cana-6161	33	11	the	the	DET
cana-6161	33	12	use	use	NOUN
cana-6161	33	13	of	of	ADP
cana-6161	33	14	machine	machine	NOUN
cana-6161	33	15	learning	learn	VERB
cana-6161	33	16	in	in	ADP
cana-6161	33	17	heart	heart	NOUN
cana-6161	33	18	disease	disease	NOUN
cana-6161	33	19	prediction	prediction	NOUN
cana-6161	33	20	by	by	ADP
cana-6161	33	21	analyzing	analyze	VERB
cana-6161	33	22	both	both	CCONJ
cana-6161	33	23	clinical	clinical	ADJ
cana-6161	33	24	and	and	CCONJ
cana-6161	33	25	self	self	NOUN
cana-6161	33	26	-	-	PUNCT
cana-6161	33	27	measurable	measurable	ADJ
cana-6161	33	28	physical	physical	ADJ
cana-6161	33	29	indicators	indicator	NOUN
cana-6161	33	30	.	.	PUNCT
cana-6161	34	1	their	their	PRON
cana-6161	34	2	study	study	NOUN
cana-6161	34	3	used	use	VERB
cana-6161	34	4	five	five	NUM
cana-6161	34	5	algorithms	algorithm	NOUN
cana-6161	34	6	to	to	PART
cana-6161	34	7	reduce	reduce	VERB
cana-6161	34	8	dependence	dependence	NOUN
cana-6161	34	9	on	on	ADP
cana-6161	34	10	clinical	clinical	ADJ
cana-6161	34	11	diagnostics.ahmed	diagnostics.ahmed	NOUN
cana-6161	34	12	and	and	CCONJ
cana-6161	34	13	husien	husien	NOUN
cana-6161	34	14	[	[	X
cana-6161	34	15	12	12	NUM
cana-6161	34	16	]	]	PUNCT
cana-6161	34	17	proposed	propose	VERB
cana-6161	34	18	a	a	DET
cana-6161	34	19	hybrid	hybrid	ADJ
cana-6161	34	20	machine	machine	NOUN
cana-6161	34	21	learning	learning	NOUN
cana-6161	34	22	model	model	NOUN
cana-6161	34	23	using	use	VERB
cana-6161	34	24	the	the	DET
cana-6161	34	25	ieee	ieee	NOUN
cana-6161	34	26	dataport	dataport	NOUN
cana-6161	34	27	dataset	dataset	VERB
cana-6161	34	28	to	to	PART
cana-6161	34	29	predict	predict	VERB
cana-6161	34	30	heart	heart	NOUN
cana-6161	34	31	disease	disease	NOUN
cana-6161	34	32	.	.	PUNCT
cana-6161	35	1	the	the	DET
cana-6161	35	2	approach	approach	NOUN
cana-6161	35	3	enhanced	enhance	VERB
cana-6161	35	4	accuracy	accuracy	NOUN
cana-6161	35	5	by	by	ADP
cana-6161	35	6	integrating	integrate	VERB
cana-6161	35	7	strengths	strength	NOUN
cana-6161	35	8	from	from	ADP
cana-6161	35	9	multiple	multiple	ADJ
cana-6161	35	10	algorithms.dahan	algorithms.dahan	PROPN
cana-6161	35	11	et	et	NOUN
cana-6161	35	12	al	al	PROPN
cana-6161	35	13	.	.	PUNCT
cana-6161	36	1	[	[	X
cana-6161	36	2	5	5	NUM
cana-6161	36	3	]	]	PUNCT
cana-6161	36	4	designed	design	VERB
cana-6161	36	5	an	an	DET
cana-6161	36	6	iomt	iomt	NOUN
cana-6161	36	7	-	-	PUNCT
cana-6161	36	8	based	base	VERB
cana-6161	36	9	healthcare	healthcare	NOUN
cana-6161	36	10	architecture	architecture	NOUN
cana-6161	36	11	where	where	SCONJ
cana-6161	36	12	data	datum	NOUN
cana-6161	36	13	is	be	AUX
cana-6161	36	14	collected	collect	VERB
cana-6161	36	15	via	via	ADP
cana-6161	36	16	sensors	sensor	NOUN
cana-6161	36	17	and	and	CCONJ
cana-6161	36	18	analyzed	analyze	VERB
cana-6161	36	19	using	use	VERB
cana-6161	36	20	lda	lda	PROPN
cana-6161	36	21	and	and	CCONJ
cana-6161	36	22	a	a	DET
cana-6161	36	23	cuckoo	cuckoo	NOUN
cana-6161	36	24	search	search	NOUN
cana-6161	36	25	algorithm	algorithm	NOUN
cana-6161	36	26	,	,	PUNCT
cana-6161	36	27	followed	follow	VERB
cana-6161	36	28	by	by	ADP
cana-6161	36	29	classification	classification	NOUN
cana-6161	36	30	with	with	ADP
cana-6161	36	31	a	a	DET
cana-6161	36	32	hybrid	hybrid	ADJ
cana-6161	36	33	resnet	resnet	NOUN
cana-6161	36	34	-	-	PUNCT
cana-6161	36	35	googlenet	googlenet	NOUN
cana-6161	36	36	model	model	NOUN
cana-6161	36	37	.	.	PUNCT
cana-6161	37	1	ayua	ayua	NOUN
cana-6161	38	1	[	[	X
cana-6161	38	2	14	14	NUM
cana-6161	38	3	]	]	PUNCT
cana-6161	38	4	presented	present	VERB
cana-6161	38	5	a	a	DET
cana-6161	38	6	random	random	ADJ
cana-6161	38	7	forest	forest	NOUN
cana-6161	38	8	-	-	PUNCT
cana-6161	38	9	based	base	VERB
cana-6161	38	10	ensemble	ensemble	ADJ
cana-6161	38	11	model	model	NOUN
cana-6161	38	12	to	to	PART
cana-6161	38	13	classify	classify	VERB
cana-6161	38	14	weight	weight	NOUN
cana-6161	38	15	categories	category	NOUN
cana-6161	38	16	.	.	PUNCT
cana-6161	39	1	the	the	DET
cana-6161	39	2	model	model	NOUN
cana-6161	39	3	utilized	utilize	VERB
cana-6161	39	4	health	health	NOUN
cana-6161	39	5	and	and	CCONJ
cana-6161	39	6	lifestyle	lifestyle	NOUN
cana-6161	39	7	data	datum	NOUN
cana-6161	39	8	to	to	PART
cana-6161	39	9	handle	handle	VERB
cana-6161	39	10	non	non	ADJ
cana-6161	39	11	-	-	ADJ
cana-6161	39	12	linear	linear	ADJ
cana-6161	39	13	patterns	pattern	NOUN
cana-6161	39	14	effectively.khatun	effectively.khatun	PROPN
cana-6161	39	15	et	et	PROPN
cana-6161	39	16	al	al	PROPN
cana-6161	39	17	.	.	PUNCT
cana-6161	40	1	[	[	X
cana-6161	40	2	7	7	NUM
cana-6161	40	3	]	]	SYM
cana-6161	40	4	reviewed	review	VERB
cana-6161	40	5	machine	machine	NOUN
cana-6161	40	6	learning	learning	NOUN
cana-6161	40	7	’s	’s	PART
cana-6161	40	8	role	role	NOUN
cana-6161	40	9	in	in	ADP
cana-6161	40	10	securing	secure	VERB
cana-6161	40	11	healthcare	healthcare	PROPN
cana-6161	40	12	-	-	PUNCT
cana-6161	40	13	iot	iot	NOUN
cana-6161	40	14	systems	system	NOUN
cana-6161	40	15	.	.	PUNCT
cana-6161	41	1	their	their	PRON
cana-6161	41	2	study	study	NOUN
cana-6161	41	3	emphasized	emphasize	VERB
cana-6161	41	4	risk	risk	NOUN
cana-6161	41	5	mitigation	mitigation	NOUN
cana-6161	41	6	strategies	strategy	NOUN
cana-6161	41	7	in	in	ADP
cana-6161	41	8	digital	digital	ADJ
cana-6161	41	9	health	health	NOUN
cana-6161	41	10	environments.sarker	environments.sarker	PROPN
cana-6161	42	1	[	[	X
cana-6161	42	2	17	17	NUM
cana-6161	42	3	]	]	PUNCT
cana-6161	42	4	developed	develop	VERB
cana-6161	42	5	a	a	DET
cana-6161	42	6	predictive	predictive	ADJ
cana-6161	42	7	model	model	NOUN
cana-6161	42	8	leveraging	leverage	VERB
cana-6161	42	9	machine	machine	NOUN
cana-6161	42	10	learning	learn	VERB
cana-6161	42	11	on	on	ADP
cana-6161	42	12	diverse	diverse	ADJ
cana-6161	42	13	patient	patient	ADJ
cana-6161	42	14	datasets	dataset	NOUN
cana-6161	42	15	.	.	PUNCT
cana-6161	43	1	the	the	DET
cana-6161	43	2	study	study	NOUN
cana-6161	43	3	focused	focus	VERB
cana-6161	43	4	on	on	ADP
cana-6161	43	5	optimizing	optimize	VERB
cana-6161	43	6	healthcare	healthcare	NOUN
cana-6161	43	7	delivery	delivery	NOUN
cana-6161	43	8	and	and	CCONJ
cana-6161	43	9	early	early	ADJ
cana-6161	43	10	illness	illness	NOUN
cana-6161	43	11	detection.islam	detection.islam	PROPN
cana-6161	43	12	et	et	PROPN
cana-6161	43	13	al	al	PROPN
cana-6161	43	14	.	.	PUNCT
cana-6161	44	1	[	[	X
cana-6161	44	2	6	6	NUM
cana-6161	44	3	]	]	PUNCT
cana-6161	44	4	used	use	VERB
cana-6161	44	5	a	a	DET
cana-6161	44	6	design	design	NOUN
cana-6161	44	7	science	science	NOUN
cana-6161	44	8	research	research	NOUN
cana-6161	44	9	framework	framework	NOUN
cana-6161	44	10	to	to	PART
cana-6161	44	11	build	build	VERB
cana-6161	44	12	an	an	DET
cana-6161	44	13	iot	iot	NOUN
cana-6161	44	14	-	-	PUNCT
cana-6161	44	15	based	base	VERB
cana-6161	44	16	cardiovascular	cardiovascular	ADJ
cana-6161	44	17	prediction	prediction	NOUN
cana-6161	44	18	system	system	NOUN
cana-6161	44	19	.	.	PUNCT
cana-6161	45	1	the	the	DET
cana-6161	45	2	conceptual	conceptual	ADJ
cana-6161	45	3	model	model	NOUN
cana-6161	45	4	was	be	AUX
cana-6161	45	5	informed	inform	VERB
cana-6161	45	6	by	by	ADP
cana-6161	45	7	healthcare	healthcare	PROPN
cana-6161	45	8	needs	need	NOUN
cana-6161	45	9	and	and	CCONJ
cana-6161	45	10	literature	literature	PROPN
cana-6161	45	11	gaps.bhatt	gaps.bhatt	PROPN
cana-6161	45	12	et	et	PROPN
cana-6161	45	13	al	al	PROPN
cana-6161	45	14	.	.	PUNCT
cana-6161	46	1	[	[	X
cana-6161	46	2	3	3	NUM
cana-6161	46	3	]	]	PUNCT
cana-6161	46	4	applied	apply	VERB
cana-6161	46	5	k	k	PROPN
cana-6161	46	6	-	-	PUNCT
cana-6161	46	7	modes	mode	NOUN
cana-6161	46	8	clustering	cluster	VERB
cana-6161	46	9	along	along	ADP
cana-6161	46	10	with	with	ADP
cana-6161	46	11	ml	ml	ADP
cana-6161	46	12	classifiers	classifier	NOUN
cana-6161	46	13	like	like	ADP
cana-6161	46	14	rf	rf	NOUN
cana-6161	46	15	,	,	PUNCT
cana-6161	46	16	dt	dt	X
cana-6161	46	17	,	,	PUNCT
cana-6161	46	18	and	and	CCONJ
cana-6161	46	19	xgboost	xgboost	X
cana-6161	46	20	.	.	PUNCT
cana-6161	47	1	they	they	PRON
cana-6161	47	2	used	use	VERB
cana-6161	47	3	gridsearchcv	gridsearchcv	NOUN
cana-6161	47	4	to	to	PART
cana-6161	47	5	enhance	enhance	VERB
cana-6161	47	6	performance	performance	NOUN
cana-6161	47	7	across	across	ADP
cana-6161	47	8	70,000	70,000	NUM
cana-6161	47	9	real	real	ADJ
cana-6161	47	10	-	-	PUNCT
cana-6161	47	11	world	world	NOUN
cana-6161	47	12	records	record	NOUN
cana-6161	47	13	.	.	PUNCT
cana-6161	48	1	ratta	ratta	PROPN
cana-6161	48	2	and	and	CCONJ
cana-6161	48	3	sharma	sharma	PROPN
cana-6161	49	1	[	[	X
cana-6161	49	2	16	16	NUM
cana-6161	49	3	]	]	PUNCT
cana-6161	49	4	proposed	propose	VERB
cana-6161	49	5	a	a	DET
cana-6161	49	6	blockchain	blockchain	PROPN
cana-6161	49	7	-	-	PUNCT
cana-6161	49	8	integrated	integrate	VERB
cana-6161	49	9	ml	ml	NOUN
cana-6161	49	10	ecosystem	ecosystem	NOUN
cana-6161	49	11	for	for	ADP
cana-6161	49	12	diabetic	diabetic	ADJ
cana-6161	49	13	patient	patient	ADJ
cana-6161	49	14	monitoring	monitoring	NOUN
cana-6161	49	15	.	.	PUNCT
cana-6161	50	1	the	the	DET
cana-6161	50	2	architecture	architecture	NOUN
cana-6161	50	3	ensured	ensure	VERB
cana-6161	50	4	data	datum	NOUN
cana-6161	50	5	integrity	integrity	NOUN
cana-6161	50	6	and	and	CCONJ
cana-6161	50	7	enabled	enable	VERB
cana-6161	50	8	secure	secure	ADJ
cana-6161	50	9	real	real	ADJ
cana-6161	50	10	-	-	PUNCT
cana-6161	50	11	time	time	NOUN
cana-6161	50	12	health	health	NOUN
cana-6161	50	13	insights.butt	insights.butt	PROPN
cana-6161	50	14	et	et	PROPN
cana-6161	50	15	al	al	PROPN
cana-6161	50	16	.	.	PUNCT
cana-6161	51	1	[	[	X
cana-6161	51	2	9	9	NUM
cana-6161	51	3	]	]	PUNCT
cana-6161	51	4	explored	explore	VERB
cana-6161	51	5	ai	ai	NOUN
cana-6161	51	6	and	and	CCONJ
cana-6161	51	7	ml	ml	NOUN
cana-6161	51	8	in	in	ADP
cana-6161	51	9	5g	5g	NUM
cana-6161	51	10	-	-	PUNCT
cana-6161	51	11	enabled	enable	VERB
cana-6161	51	12	healthcare	healthcare	NOUN
cana-6161	51	13	systems	system	NOUN
cana-6161	51	14	.	.	PUNCT
cana-6161	52	1	their	their	PRON
cana-6161	52	2	review	review	NOUN
cana-6161	52	3	addressed	address	VERB
cana-6161	52	4	issues	issue	NOUN
cana-6161	52	5	like	like	ADP
cana-6161	52	6	data	datum	NOUN
cana-6161	52	7	interoperability	interoperability	NOUN
cana-6161	52	8	and	and	CCONJ
cana-6161	52	9	infrastructure	infrastructure	NOUN
cana-6161	52	10	challenges	challenge	NOUN
cana-6161	52	11	in	in	ADP
cana-6161	52	12	smart	smart	ADJ
cana-6161	52	13	healthcare.kotagi	healthcare.kotagi	PROPN
cana-6161	52	14	et	et	NOUN
cana-6161	52	15	al	al	PROPN
cana-6161	52	16	.	.	PUNCT
cana-6161	53	1	[	[	X
cana-6161	53	2	15	15	NUM
cana-6161	53	3	]	]	X
cana-6161	53	4	focused	focus	VERB
cana-6161	53	5	on	on	ADP
cana-6161	53	6	ensuring	ensure	VERB
cana-6161	53	7	dataset	dataset	ADJ
cana-6161	53	8	accountability	accountability	NOUN
cana-6161	53	9	in	in	ADP
cana-6161	53	10	ml	ml	X
cana-6161	53	11	by	by	ADP
cana-6161	53	12	applying	apply	VERB
cana-6161	53	13	software	software	NOUN
cana-6161	53	14	engineering	engineering	NOUN
cana-6161	53	15	techniques	technique	NOUN
cana-6161	53	16	.	.	PUNCT
cana-6161	54	1	they	they	PRON
cana-6161	54	2	proposed	propose	VERB
cana-6161	54	3	structured	structure	VERB
cana-6161	54	4	mechanisms	mechanism	NOUN
cana-6161	54	5	for	for	ADP
cana-6161	54	6	data	datum	NOUN
cana-6161	54	7	traceability	traceability	NOUN
cana-6161	54	8	and	and	CCONJ
cana-6161	54	9	validation.more	validation.more	ADJ
cana-6161	54	10	et	et	NOUN
cana-6161	54	11	al	al	PROPN
cana-6161	54	12	.	.	PUNCT
cana-6161	55	1	[	[	X
cana-6161	55	2	8	8	NUM
cana-6161	55	3	]	]	PUNCT
cana-6161	55	4	reviewed	review	VERB
cana-6161	55	5	iot	iot	NOUN
cana-6161	55	6	-	-	PUNCT
cana-6161	55	7	based	base	VERB
cana-6161	55	8	smart	smart	ADJ
cana-6161	55	9	hearing	hearing	NOUN
cana-6161	55	10	devices	device	NOUN
cana-6161	55	11	that	that	PRON
cana-6161	55	12	enhance	enhance	VERB
cana-6161	55	13	communications	communication	NOUN
cana-6161	55	14	on	on	ADP
cana-6161	55	15	applied	apply	VERB
cana-6161	55	16	nonlinear	nonlinear	ADJ
cana-6161	55	17	analysis	analysis	NOUN
cana-6161	55	18	issn	issn	NOUN
cana-6161	55	19	:	:	PUNCT
cana-6161	55	20	1074	1074	NUM
cana-6161	55	21	-	-	PUNCT
cana-6161	55	22	133x	133x	NUM
cana-6161	55	23	vol	vol	VERB
cana-6161	55	24	32	32	NUM
cana-6161	55	25	no	no	NOUN
cana-6161	55	26	.	.	PUNCT
cana-6161	56	1	10s	10	NOUN
cana-6161	56	2	(	(	PUNCT
cana-6161	56	3	2025	2025	NUM
cana-6161	56	4	)	)	PUNCT
cana-6161	56	5	3496	3496	NUM
cana-6161	56	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	56	7	accessibility	accessibility	NOUN
cana-6161	56	8	.	.	PUNCT
cana-6161	57	1	the	the	DET
cana-6161	57	2	work	work	NOUN
cana-6161	57	3	highlighted	highlight	VERB
cana-6161	57	4	sensor	sensor	NOUN
cana-6161	57	5	integration	integration	NOUN
cana-6161	57	6	and	and	CCONJ
cana-6161	57	7	adaptive	adaptive	ADJ
cana-6161	57	8	processing	processing	NOUN
cana-6161	57	9	for	for	ADP
cana-6161	57	10	better	well	ADJ
cana-6161	57	11	hearing	hear	VERB
cana-6161	57	12	support.arabelli	support.arabelli	PROPN
cana-6161	57	13	et	et	PROPN
cana-6161	57	14	al	al	PROPN
cana-6161	57	15	.	.	PUNCT
cana-6161	58	1	[	[	X
cana-6161	58	2	20	20	NUM
cana-6161	58	3	]	]	PUNCT
cana-6161	58	4	explored	explore	VERB
cana-6161	58	5	the	the	DET
cana-6161	58	6	role	role	NOUN
cana-6161	58	7	of	of	ADP
cana-6161	58	8	artificial	artificial	ADJ
cana-6161	58	9	intelligence	intelligence	NOUN
cana-6161	58	10	in	in	ADP
cana-6161	58	11	evolving	evolve	VERB
cana-6161	58	12	iot	iot	ADJ
cana-6161	58	13	infrastructure	infrastructure	NOUN
cana-6161	58	14	to	to	PART
cana-6161	58	15	meet	meet	VERB
cana-6161	58	16	next	next	ADJ
cana-6161	58	17	-	-	PUNCT
cana-6161	58	18	generation	generation	NOUN
cana-6161	58	19	demands	demand	NOUN
cana-6161	58	20	.	.	PUNCT
cana-6161	59	1	the	the	DET
cana-6161	59	2	study	study	NOUN
cana-6161	59	3	highlighted	highlight	VERB
cana-6161	59	4	major	major	ADJ
cana-6161	59	5	challenges	challenge	NOUN
cana-6161	59	6	and	and	CCONJ
cana-6161	59	7	opportunities	opportunity	NOUN
cana-6161	59	8	in	in	ADP
cana-6161	59	9	enhancing	enhance	VERB
cana-6161	59	10	automation	automation	NOUN
cana-6161	59	11	,	,	PUNCT
cana-6161	59	12	connectivity	connectivity	NOUN
cana-6161	59	13	,	,	PUNCT
cana-6161	59	14	and	and	CCONJ
cana-6161	59	15	real	real	ADJ
cana-6161	59	16	-	-	PUNCT
cana-6161	59	17	time	time	NOUN
cana-6161	59	18	decision	decision	NOUN
cana-6161	59	19	-	-	PUNCT
cana-6161	59	20	making	making	NOUN
cana-6161	59	21	in	in	ADP
cana-6161	59	22	smart	smart	ADJ
cana-6161	59	23	systems	system	NOUN
cana-6161	59	24	.	.	PUNCT
cana-6161	60	1	a.	a.	NOUN
cana-6161	60	2	limitations	limitation	NOUN
cana-6161	60	3	of	of	ADP
cana-6161	60	4	the	the	DET
cana-6161	60	5	existing	exist	VERB
cana-6161	60	6	studies	study	NOUN
cana-6161	60	7	despite	despite	SCONJ
cana-6161	60	8	considerable	considerable	ADJ
cana-6161	60	9	progress	progress	NOUN
cana-6161	60	10	in	in	ADP
cana-6161	60	11	integrating	integrate	VERB
cana-6161	60	12	iot	iot	NOUN
cana-6161	60	13	and	and	CCONJ
cana-6161	60	14	machine	machine	NOUN
cana-6161	60	15	learning	learn	VERB
cana-6161	60	16	into	into	ADP
cana-6161	60	17	healthcare	healthcare	NOUN
cana-6161	60	18	systems	system	NOUN
cana-6161	60	19	,	,	PUNCT
cana-6161	60	20	several	several	ADJ
cana-6161	60	21	limitations	limitation	NOUN
cana-6161	60	22	persist	persist	VERB
cana-6161	60	23	across	across	ADP
cana-6161	60	24	existing	exist	VERB
cana-6161	60	25	studies	study	NOUN
cana-6161	60	26	.	.	PUNCT
cana-6161	61	1	notably	notably	ADV
cana-6161	61	2	,	,	PUNCT
cana-6161	61	3	the	the	DET
cana-6161	61	4	lack	lack	NOUN
cana-6161	61	5	of	of	ADP
cana-6161	61	6	comprehensive	comprehensive	ADJ
cana-6161	61	7	,	,	PUNCT
cana-6161	61	8	real	real	ADJ
cana-6161	61	9	-	-	PUNCT
cana-6161	61	10	time	time	NOUN
cana-6161	61	11	mitigation	mitigation	NOUN
cana-6161	61	12	strategies	strategy	NOUN
cana-6161	61	13	for	for	ADP
cana-6161	61	14	iomt	iomt	ADJ
cana-6161	61	15	security	security	NOUN
cana-6161	61	16	threats	threat	NOUN
cana-6161	61	17	remains	remain	VERB
cana-6161	61	18	a	a	DET
cana-6161	61	19	significant	significant	ADJ
cana-6161	61	20	concern	concern	NOUN
cana-6161	61	21	[	[	X
cana-6161	61	22	12	12	NUM
cana-6161	61	23	]	]	PUNCT
cana-6161	61	24	,	,	PUNCT
cana-6161	61	25	[	[	X
cana-6161	61	26	5	5	NUM
cana-6161	61	27	]	]	PUNCT
cana-6161	61	28	.	.	PUNCT
cana-6161	62	1	while	while	SCONJ
cana-6161	62	2	many	many	ADJ
cana-6161	62	3	frameworks	framework	NOUN
cana-6161	62	4	propose	propose	VERB
cana-6161	62	5	theoretical	theoretical	ADJ
cana-6161	62	6	security	security	NOUN
cana-6161	62	7	layers	layer	NOUN
cana-6161	62	8	,	,	PUNCT
cana-6161	62	9	practical	practical	ADJ
cana-6161	62	10	validation	validation	NOUN
cana-6161	62	11	and	and	CCONJ
cana-6161	62	12	deployment	deployment	NOUN
cana-6161	62	13	are	be	AUX
cana-6161	62	14	often	often	ADV
cana-6161	62	15	missing	miss	VERB
cana-6161	62	16	,	,	PUNCT
cana-6161	62	17	raising	raise	VERB
cana-6161	62	18	questions	question	NOUN
cana-6161	62	19	about	about	ADP
cana-6161	62	20	their	their	PRON
cana-6161	62	21	reliability	reliability	NOUN
cana-6161	62	22	in	in	ADP
cana-6161	62	23	live	live	ADJ
cana-6161	62	24	clinical	clinical	ADJ
cana-6161	62	25	environments	environment	NOUN
cana-6161	63	1	[	[	X
cana-6161	63	2	3	3	NUM
cana-6161	63	3	]	]	PUNCT
cana-6161	63	4	,	,	PUNCT
cana-6161	63	5	[	[	X
cana-6161	63	6	10	10	NUM
cana-6161	63	7	]	]	PUNCT
cana-6161	63	8	.	.	PUNCT
cana-6161	64	1	the	the	DET
cana-6161	64	2	absence	absence	NOUN
cana-6161	64	3	of	of	ADP
cana-6161	64	4	robust	robust	ADJ
cana-6161	64	5	privacy	privacy	NOUN
cana-6161	64	6	-	-	PUNCT
cana-6161	64	7	preserving	preserve	VERB
cana-6161	64	8	mechanisms	mechanism	NOUN
cana-6161	64	9	within	within	ADP
cana-6161	64	10	5g	5g	NUM
cana-6161	64	11	-	-	PUNCT
cana-6161	64	12	enabled	enable	VERB
cana-6161	64	13	infrastructures	infrastructure	NOUN
cana-6161	64	14	adds	add	VERB
cana-6161	64	15	further	further	ADJ
cana-6161	64	16	vulnerability	vulnerability	NOUN
cana-6161	64	17	to	to	ADP
cana-6161	64	18	patient	patient	ADJ
cana-6161	64	19	data	datum	NOUN
cana-6161	64	20	confidentiality	confidentiality	NOUN
cana-6161	64	21	[	[	X
cana-6161	64	22	6	6	NUM
cana-6161	64	23	]	]	PUNCT
cana-6161	64	24	.	.	PUNCT
cana-6161	65	1	additionally	additionally	ADV
cana-6161	65	2	,	,	PUNCT
cana-6161	65	3	scalability	scalability	NOUN
cana-6161	65	4	has	have	AUX
cana-6161	65	5	not	not	PART
cana-6161	65	6	been	be	AUX
cana-6161	65	7	thoroughly	thoroughly	ADV
cana-6161	65	8	evaluated	evaluate	VERB
cana-6161	65	9	,	,	PUNCT
cana-6161	65	10	particularly	particularly	ADV
cana-6161	65	11	in	in	ADP
cana-6161	65	12	systems	system	NOUN
cana-6161	65	13	designed	design	VERB
cana-6161	65	14	to	to	PART
cana-6161	65	15	operate	operate	VERB
cana-6161	65	16	across	across	ADP
cana-6161	65	17	large	large	ADJ
cana-6161	65	18	healthcare	healthcare	NOUN
cana-6161	65	19	facilities	facility	NOUN
cana-6161	65	20	or	or	CCONJ
cana-6161	65	21	serve	serve	VERB
cana-6161	65	22	geographically	geographically	ADV
cana-6161	65	23	dispersed	disperse	VERB
cana-6161	65	24	populations	population	NOUN
cana-6161	65	25	[	[	X
cana-6161	65	26	7	7	NUM
cana-6161	65	27	]	]	PUNCT
cana-6161	65	28	.	.	PUNCT
cana-6161	66	1	moreover	moreover	ADV
cana-6161	66	2	,	,	PUNCT
cana-6161	66	3	many	many	ADJ
cana-6161	66	4	studies	study	NOUN
cana-6161	66	5	rely	rely	VERB
cana-6161	66	6	on	on	ADP
cana-6161	66	7	limited	limited	ADJ
cana-6161	66	8	or	or	CCONJ
cana-6161	66	9	homogeneous	homogeneous	ADJ
cana-6161	66	10	datasets	dataset	NOUN
cana-6161	66	11	,	,	PUNCT
cana-6161	66	12	which	which	PRON
cana-6161	66	13	restrict	restrict	VERB
cana-6161	66	14	the	the	DET
cana-6161	66	15	generalizability	generalizability	NOUN
cana-6161	66	16	of	of	ADP
cana-6161	66	17	predictive	predictive	ADJ
cana-6161	66	18	models	model	NOUN
cana-6161	66	19	to	to	PART
cana-6161	66	20	diverse	diverse	VERB
cana-6161	66	21	patient	patient	ADJ
cana-6161	66	22	profiles	profile	NOUN
cana-6161	66	23	and	and	CCONJ
cana-6161	66	24	real	real	ADJ
cana-6161	66	25	-	-	PUNCT
cana-6161	66	26	world	world	NOUN
cana-6161	66	27	conditions	condition	NOUN
cana-6161	66	28	[	[	X
cana-6161	66	29	13	13	NUM
cana-6161	66	30	]	]	PUNCT
cana-6161	66	31	,	,	PUNCT
cana-6161	66	32	[	[	X
cana-6161	66	33	14	14	NUM
cana-6161	66	34	]	]	PUNCT
cana-6161	66	35	.	.	PUNCT
cana-6161	67	1	a	a	DET
cana-6161	67	2	standardized	standardized	ADJ
cana-6161	67	3	framework	framework	NOUN
cana-6161	67	4	for	for	ADP
cana-6161	67	5	managing	manage	VERB
cana-6161	67	6	cloud	cloud	NOUN
cana-6161	67	7	-	-	PUNCT
cana-6161	67	8	based	base	VERB
cana-6161	67	9	patient	patient	NOUN
cana-6161	67	10	records	record	NOUN
cana-6161	67	11	is	be	AUX
cana-6161	67	12	also	also	ADV
cana-6161	67	13	lacking	lack	VERB
cana-6161	67	14	,	,	PUNCT
cana-6161	67	15	thereby	thereby	ADV
cana-6161	67	16	amplifying	amplify	VERB
cana-6161	67	17	data	datum	NOUN
cana-6161	67	18	security	security	NOUN
cana-6161	67	19	risks	risk	NOUN
cana-6161	67	20	in	in	ADP
cana-6161	67	21	multi	multi	ADJ
cana-6161	67	22	-	-	NOUN
cana-6161	67	23	tenant	tenant	ADJ
cana-6161	67	24	or	or	CCONJ
cana-6161	67	25	distributed	distribute	VERB
cana-6161	67	26	architectures	architecture	NOUN
cana-6161	67	27	[	[	X
cana-6161	67	28	9	9	NUM
cana-6161	67	29	]	]	PUNCT
cana-6161	67	30	.	.	PUNCT
cana-6161	68	1	deep	deep	ADJ
cana-6161	68	2	learning	learning	NOUN
cana-6161	68	3	approaches	approach	NOUN
cana-6161	68	4	,	,	PUNCT
cana-6161	68	5	although	although	SCONJ
cana-6161	68	6	effective	effective	ADJ
cana-6161	68	7	,	,	PUNCT
cana-6161	68	8	are	be	AUX
cana-6161	68	9	often	often	ADV
cana-6161	68	10	hindered	hinder	VERB
cana-6161	68	11	by	by	ADP
cana-6161	68	12	constrained	constrain	VERB
cana-6161	68	13	training	training	NOUN
cana-6161	68	14	data	datum	NOUN
cana-6161	68	15	and	and	CCONJ
cana-6161	68	16	lack	lack	NOUN
cana-6161	68	17	flexibility	flexibility	NOUN
cana-6161	68	18	in	in	ADP
cana-6161	68	19	adapting	adapt	VERB
cana-6161	68	20	to	to	ADP
cana-6161	68	21	complex	complex	ADJ
cana-6161	68	22	clinical	clinical	ADJ
cana-6161	68	23	variations	variation	NOUN
cana-6161	68	24	[	[	X
cana-6161	68	25	4	4	NUM
cana-6161	68	26	]	]	PUNCT
cana-6161	68	27	.	.	PUNCT
cana-6161	69	1	numerous	numerous	ADJ
cana-6161	69	2	works	work	NOUN
cana-6161	69	3	also	also	ADV
cana-6161	69	4	remain	remain	VERB
cana-6161	69	5	largely	largely	ADV
cana-6161	69	6	conceptual	conceptual	ADJ
cana-6161	69	7	,	,	PUNCT
cana-6161	69	8	without	without	ADP
cana-6161	69	9	practical	practical	ADJ
cana-6161	69	10	demonstrations	demonstration	NOUN
cana-6161	69	11	or	or	CCONJ
cana-6161	69	12	pilot	pilot	NOUN
cana-6161	69	13	deployments	deployment	NOUN
cana-6161	69	14	that	that	PRON
cana-6161	69	15	could	could	AUX
cana-6161	69	16	validate	validate	VERB
cana-6161	69	17	performance	performance	NOUN
cana-6161	69	18	in	in	ADP
cana-6161	69	19	operational	operational	ADJ
cana-6161	69	20	settings	setting	NOUN
cana-6161	69	21	[	[	X
cana-6161	69	22	8	8	NUM
cana-6161	69	23	]	]	PUNCT
cana-6161	69	24	.	.	PUNCT
cana-6161	70	1	in	in	ADP
cana-6161	70	2	addition	addition	NOUN
cana-6161	70	3	,	,	PUNCT
cana-6161	70	4	factors	factor	NOUN
cana-6161	70	5	such	such	ADJ
cana-6161	70	6	as	as	ADP
cana-6161	70	7	sensor	sensor	NOUN
cana-6161	70	8	precision	precision	NOUN
cana-6161	70	9	,	,	PUNCT
cana-6161	70	10	reliability	reliability	NOUN
cana-6161	70	11	,	,	PUNCT
cana-6161	70	12	and	and	CCONJ
cana-6161	70	13	computational	computational	ADJ
cana-6161	70	14	efficiency	efficiency	NOUN
cana-6161	70	15	are	be	AUX
cana-6161	70	16	frequently	frequently	ADV
cana-6161	70	17	overlooked	overlook	VERB
cana-6161	70	18	,	,	PUNCT
cana-6161	70	19	despite	despite	SCONJ
cana-6161	70	20	their	their	PRON
cana-6161	70	21	critical	critical	ADJ
cana-6161	70	22	role	role	NOUN
cana-6161	70	23	in	in	ADP
cana-6161	70	24	ensuring	ensure	VERB
cana-6161	70	25	system	system	NOUN
cana-6161	70	26	effectiveness	effectiveness	NOUN
cana-6161	70	27	and	and	CCONJ
cana-6161	70	28	suitability	suitability	NOUN
cana-6161	70	29	for	for	ADP
cana-6161	70	30	real	real	ADJ
cana-6161	70	31	-	-	PUNCT
cana-6161	70	32	time	time	NOUN
cana-6161	70	33	healthcare	healthcare	NOUN
cana-6161	70	34	applications	application	NOUN
cana-6161	70	35	[	[	X
cana-6161	70	36	17	17	NUM
cana-6161	70	37	]	]	PUNCT
cana-6161	70	38	,	,	PUNCT
cana-6161	70	39	[	[	X
cana-6161	70	40	19	19	NUM
cana-6161	70	41	]	]	PUNCT
cana-6161	70	42	,	,	PUNCT
cana-6161	71	1	[	[	X
cana-6161	71	2	11	11	NUM
cana-6161	71	3	]	]	PUNCT
cana-6161	71	4	,	,	PUNCT
cana-6161	71	5	[	[	X
cana-6161	71	6	6	6	NUM
cana-6161	71	7	]	]	PUNCT
cana-6161	71	8	.	.	PUNCT
cana-6161	72	1	ii	ii	PROPN
cana-6161	72	2	.	.	PROPN
cana-6161	72	3	proposed	propose	VERB
cana-6161	72	4	architecture	architecture	NOUN
cana-6161	72	5	the	the	DET
cana-6161	72	6	proposed	propose	VERB
cana-6161	72	7	architecture	architecture	NOUN
cana-6161	72	8	,	,	PUNCT
cana-6161	72	9	as	as	SCONJ
cana-6161	72	10	shown	show	VERB
cana-6161	72	11	in	in	ADP
cana-6161	72	12	fig	fig	NOUN
cana-6161	72	13	.	.	PUNCT
cana-6161	73	1	1	1	NUM
cana-6161	73	2	,	,	PUNCT
cana-6161	73	3	represents	represent	VERB
cana-6161	73	4	an	an	DET
cana-6161	73	5	intelligent	intelligent	ADJ
cana-6161	73	6	healthcare	healthcare	NOUN
cana-6161	73	7	monitoring	monitoring	NOUN
cana-6161	73	8	system	system	NOUN
cana-6161	73	9	that	that	PRON
cana-6161	73	10	integrates	integrate	VERB
cana-6161	73	11	iot	iot	ADV
cana-6161	73	12	-	-	PUNCT
cana-6161	73	13	based	base	VERB
cana-6161	73	14	sensors	sensor	NOUN
cana-6161	73	15	and	and	CCONJ
cana-6161	73	16	machine	machine	NOUN
cana-6161	73	17	learning	learn	VERB
cana-6161	73	18	techniques	technique	NOUN
cana-6161	73	19	for	for	ADP
cana-6161	73	20	realtime	realtime	ADJ
cana-6161	73	21	health	health	NOUN
cana-6161	73	22	analysis	analysis	NOUN
cana-6161	73	23	.	.	PUNCT
cana-6161	74	1	physiological	physiological	ADJ
cana-6161	74	2	parameters	parameter	NOUN
cana-6161	74	3	such	such	ADJ
cana-6161	74	4	as	as	ADP
cana-6161	74	5	ecg	ecg	PROPN
cana-6161	74	6	,	,	PUNCT
cana-6161	74	7	body	body	NOUN
cana-6161	74	8	temperature	temperature	NOUN
cana-6161	74	9	,	,	PUNCT
cana-6161	74	10	motion	motion	NOUN
cana-6161	74	11	,	,	PUNCT
cana-6161	74	12	oxygen	oxygen	NOUN
cana-6161	74	13	saturation	saturation	NOUN
cana-6161	74	14	,	,	PUNCT
cana-6161	74	15	heart	heart	NOUN
cana-6161	74	16	rate	rate	NOUN
cana-6161	74	17	,	,	PUNCT
cana-6161	74	18	and	and	CCONJ
cana-6161	74	19	blood	blood	NOUN
cana-6161	74	20	pressure	pressure	NOUN
cana-6161	74	21	are	be	AUX
cana-6161	74	22	continuously	continuously	ADV
cana-6161	74	23	monitored	monitor	VERB
cana-6161	74	24	using	use	VERB
cana-6161	74	25	wearable	wearable	ADJ
cana-6161	74	26	sensors	sensor	NOUN
cana-6161	74	27	.	.	PUNCT
cana-6161	75	1	these	these	DET
cana-6161	75	2	analog	analog	NOUN
cana-6161	75	3	signals	signal	NOUN
cana-6161	75	4	are	be	AUX
cana-6161	75	5	converted	convert	VERB
cana-6161	75	6	into	into	ADP
cana-6161	75	7	digital	digital	ADJ
cana-6161	75	8	form	form	NOUN
cana-6161	75	9	through	through	ADP
cana-6161	75	10	an	an	DET
cana-6161	75	11	analog	analog	NOUN
cana-6161	75	12	-	-	PUNCT
cana-6161	75	13	to	to	ADP
cana-6161	75	14	-	-	PUNCT
cana-6161	75	15	digital	digital	ADJ
cana-6161	75	16	converter	converter	NOUN
cana-6161	75	17	(	(	PUNCT
cana-6161	75	18	adc	adc	PROPN
cana-6161	75	19	)	)	PUNCT
cana-6161	75	20	and	and	CCONJ
cana-6161	75	21	processed	process	VERB
cana-6161	75	22	by	by	ADP
cana-6161	75	23	a	a	DET
cana-6161	75	24	microcontroller	microcontroller	NOUN
cana-6161	75	25	.	.	PUNCT
cana-6161	76	1	the	the	DET
cana-6161	76	2	processed	process	VERB
cana-6161	76	3	data	data	NOUN
cana-6161	76	4	is	be	AUX
cana-6161	76	5	stored	store	VERB
cana-6161	76	6	in	in	ADP
cana-6161	76	7	a	a	DET
cana-6161	76	8	database	database	NOUN
cana-6161	76	9	(	(	PUNCT
cana-6161	76	10	db	db	PROPN
cana-6161	76	11	)	)	PUNCT
cana-6161	76	12	and	and	CCONJ
cana-6161	76	13	utilized	utilize	VERB
cana-6161	76	14	by	by	ADP
cana-6161	76	15	various	various	ADJ
cana-6161	76	16	machine	machine	NOUN
cana-6161	76	17	learning	learn	VERB
cana-6161	76	18	algorithms	algorithm	NOUN
cana-6161	76	19	including	include	VERB
cana-6161	76	20	q	q	NOUN
cana-6161	76	21	-	-	PUNCT
cana-6161	76	22	learning	learning	ADJ
cana-6161	76	23	,	,	PUNCT
cana-6161	76	24	fuzzy	fuzzy	ADJ
cana-6161	76	25	logic	logic	NOUN
cana-6161	76	26	,	,	PUNCT
cana-6161	76	27	random	random	ADJ
cana-6161	76	28	forest	forest	NOUN
cana-6161	76	29	,	,	PUNCT
cana-6161	76	30	linear	linear	PROPN
cana-6161	76	31	regression	regression	NOUN
cana-6161	76	32	,	,	PUNCT
cana-6161	76	33	artificial	artificial	ADJ
cana-6161	76	34	neural	neural	ADJ
cana-6161	76	35	network	network	NOUN
cana-6161	76	36	(	(	PUNCT
cana-6161	76	37	ann	ann	PROPN
cana-6161	76	38	)	)	PUNCT
cana-6161	76	39	,	,	PUNCT
cana-6161	76	40	and	and	CCONJ
cana-6161	76	41	naive	naive	ADJ
cana-6161	76	42	bayes	bayes	NOUN
cana-6161	76	43	for	for	ADP
cana-6161	76	44	health	health	NOUN
cana-6161	76	45	prediction	prediction	NOUN
cana-6161	76	46	.	.	PUNCT
cana-6161	77	1	in	in	ADP
cana-6161	77	2	parallel	parallel	NOUN
cana-6161	77	3	,	,	PUNCT
cana-6161	77	4	a	a	DET
cana-6161	77	5	training	training	NOUN
cana-6161	77	6	module	module	NOUN
cana-6161	77	7	collects	collect	VERB
cana-6161	77	8	external	external	ADJ
cana-6161	77	9	data	datum	NOUN
cana-6161	77	10	via	via	ADP
cana-6161	77	11	a	a	DET
cana-6161	77	12	network	network	NOUN
cana-6161	77	13	,	,	PUNCT
cana-6161	77	14	preprocesses	preprocesse	VERB
cana-6161	77	15	it	it	PRON
cana-6161	77	16	,	,	PUNCT
cana-6161	77	17	and	and	CCONJ
cana-6161	77	18	generates	generate	VERB
cana-6161	77	19	inference	inference	NOUN
cana-6161	77	20	rules	rule	NOUN
cana-6161	77	21	that	that	PRON
cana-6161	77	22	are	be	AUX
cana-6161	77	23	stored	store	VERB
cana-6161	77	24	in	in	ADP
cana-6161	77	25	a	a	DET
cana-6161	77	26	background	background	NOUN
cana-6161	77	27	knowledge	knowledge	NOUN
cana-6161	77	28	(	(	PUNCT
cana-6161	77	29	bk	bk	NOUN
cana-6161	77	30	)	)	PUNCT
cana-6161	77	31	database	database	NOUN
cana-6161	77	32	.	.	PUNCT
cana-6161	78	1	the	the	DET
cana-6161	78	2	bk	bk	PROPN
cana-6161	78	3	data	datum	NOUN
cana-6161	78	4	is	be	AUX
cana-6161	78	5	then	then	ADV
cana-6161	78	6	employed	employ	VERB
cana-6161	78	7	by	by	ADP
cana-6161	78	8	the	the	DET
cana-6161	78	9	proposed	propose	VERB
cana-6161	78	10	i	i	PROPN
cana-6161	78	11	-	-	PUNCT
cana-6161	78	12	heart	heart	NOUN
cana-6161	78	13	algorithm	algorithm	NOUN
cana-6161	78	14	to	to	PART
cana-6161	78	15	enhance	enhance	VERB
cana-6161	78	16	the	the	DET
cana-6161	78	17	prediction	prediction	NOUN
cana-6161	78	18	results	result	NOUN
cana-6161	78	19	and	and	CCONJ
cana-6161	78	20	support	support	VERB
cana-6161	78	21	advanced	advanced	ADJ
cana-6161	78	22	health	health	NOUN
cana-6161	78	23	condition	condition	NOUN
cana-6161	78	24	analysis	analysis	NOUN
cana-6161	78	25	.	.	PUNCT
cana-6161	79	1	communications	communication	NOUN
cana-6161	79	2	on	on	ADP
cana-6161	79	3	applied	apply	VERB
cana-6161	79	4	nonlinear	nonlinear	ADJ
cana-6161	79	5	analysis	analysis	NOUN
cana-6161	79	6	issn	issn	NOUN
cana-6161	79	7	:	:	PUNCT
cana-6161	79	8	1074	1074	NUM
cana-6161	79	9	-	-	PUNCT
cana-6161	79	10	133x	133x	NUM
cana-6161	79	11	vol	vol	VERB
cana-6161	79	12	32	32	NUM
cana-6161	79	13	no	no	NOUN
cana-6161	79	14	.	.	PUNCT
cana-6161	80	1	10s	10	NOUN
cana-6161	80	2	(	(	PUNCT
cana-6161	80	3	2025	2025	NUM
cana-6161	80	4	)	)	PUNCT
cana-6161	80	5	3497	3497	NUM
cana-6161	80	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	80	7	figure	figure	NOUN
cana-6161	80	8	1	1	NUM
cana-6161	80	9	:	:	PUNCT
cana-6161	80	10	proposed	propose	VERB
cana-6161	80	11	architecture	architecture	NOUN
cana-6161	80	12	in	in	ADP
cana-6161	80	13	below	below	ADP
cana-6161	80	14	section	section	NOUN
cana-6161	80	15	we	we	PRON
cana-6161	80	16	described	describe	VERB
cana-6161	80	17	each	each	DET
cana-6161	80	18	module	module	NOUN
cana-6161	80	19	in	in	ADP
cana-6161	80	20	detail	detail	NOUN
cana-6161	80	21	1	1	NUM
cana-6161	80	22	)	)	PUNCT
cana-6161	80	23	preprocessing	preprocesse	VERB
cana-6161	80	24	preprocessing	preprocessing	NOUN
cana-6161	80	25	is	be	AUX
cana-6161	80	26	a	a	DET
cana-6161	80	27	crucial	crucial	ADJ
cana-6161	80	28	phase	phase	NOUN
cana-6161	80	29	in	in	ADP
cana-6161	80	30	the	the	DET
cana-6161	80	31	proposed	propose	VERB
cana-6161	80	32	healthcare	healthcare	NOUN
cana-6161	80	33	monitoring	monitoring	NOUN
cana-6161	80	34	system	system	NOUN
cana-6161	80	35	,	,	PUNCT
cana-6161	80	36	responsible	responsible	ADJ
cana-6161	80	37	for	for	ADP
cana-6161	80	38	refining	refine	VERB
cana-6161	80	39	raw	raw	ADJ
cana-6161	80	40	patient	patient	NOUN
cana-6161	80	41	data	datum	NOUN
cana-6161	80	42	before	before	ADP
cana-6161	80	43	feeding	feed	VERB
cana-6161	80	44	it	it	PRON
cana-6161	80	45	into	into	ADP
cana-6161	80	46	machine	machine	NOUN
cana-6161	80	47	learning	learning	NOUN
cana-6161	80	48	models	model	NOUN
cana-6161	80	49	.	.	PUNCT
cana-6161	81	1	the	the	DET
cana-6161	81	2	main	main	ADJ
cana-6161	81	3	preprocessing	preprocessing	NOUN
cana-6161	81	4	steps	step	NOUN
cana-6161	81	5	include	include	VERB
cana-6161	81	6	:	:	PUNCT
cana-6161	81	7	●	●	NUM
cana-6161	81	8	data	datum	NOUN
cana-6161	81	9	cleaning	cleaning	NOUN
cana-6161	81	10	:	:	PUNCT
cana-6161	81	11	removes	remove	VERB
cana-6161	81	12	noise	noise	NOUN
cana-6161	81	13	,	,	PUNCT
cana-6161	81	14	missing	miss	VERB
cana-6161	81	15	values	value	NOUN
cana-6161	81	16	,	,	PUNCT
cana-6161	81	17	and	and	CCONJ
cana-6161	81	18	duplicates	duplicate	NOUN
cana-6161	81	19	using	use	VERB
cana-6161	81	20	methods	method	NOUN
cana-6161	81	21	such	such	ADJ
cana-6161	81	22	as	as	ADP
cana-6161	81	23	imputation	imputation	NOUN
cana-6161	81	24	and	and	CCONJ
cana-6161	81	25	outlier	outlier	NOUN
cana-6161	81	26	detection	detection	NOUN
cana-6161	81	27	to	to	PART
cana-6161	81	28	ensure	ensure	VERB
cana-6161	81	29	the	the	DET
cana-6161	81	30	integrity	integrity	NOUN
cana-6161	81	31	of	of	ADP
cana-6161	81	32	the	the	DET
cana-6161	81	33	dataset	dataset	NOUN
cana-6161	81	34	.	.	PUNCT
cana-6161	82	1	●	●	PUNCT
cana-6161	82	2	normalization	normalization	NOUN
cana-6161	82	3	:	:	PUNCT
cana-6161	82	4	scales	scale	VERB
cana-6161	82	5	sensor	sensor	NOUN
cana-6161	82	6	data	datum	NOUN
cana-6161	82	7	to	to	ADP
cana-6161	82	8	a	a	DET
cana-6161	82	9	consistent	consistent	ADJ
cana-6161	82	10	range	range	NOUN
cana-6161	82	11	,	,	PUNCT
cana-6161	82	12	typically	typically	ADV
cana-6161	82	13	between	between	ADP
cana-6161	82	14	0	0	NUM
cana-6161	82	15	and	and	CCONJ
cana-6161	82	16	1	1	NUM
cana-6161	82	17	,	,	PUNCT
cana-6161	82	18	to	to	PART
cana-6161	82	19	standardize	standardize	VERB
cana-6161	82	20	input	input	NOUN
cana-6161	82	21	values	value	NOUN
cana-6161	82	22	and	and	CCONJ
cana-6161	82	23	improve	improve	VERB
cana-6161	82	24	the	the	DET
cana-6161	82	25	performance	performance	NOUN
cana-6161	82	26	of	of	ADP
cana-6161	82	27	learning	learn	VERB
cana-6161	82	28	algorithms	algorithm	NOUN
cana-6161	82	29	.	.	PUNCT
cana-6161	83	1	●	●	NUM
cana-6161	83	2	data	data	NOUN
cana-6161	83	3	transformation	transformation	NOUN
cana-6161	83	4	:	:	PUNCT
cana-6161	83	5	converts	convert	VERB
cana-6161	83	6	unstructured	unstructured	ADJ
cana-6161	83	7	sensor	sensor	NOUN
cana-6161	83	8	readings	reading	NOUN
cana-6161	83	9	into	into	ADP
cana-6161	83	10	structured	structured	ADJ
cana-6161	83	11	and	and	CCONJ
cana-6161	83	12	analyzable	analyzable	ADJ
cana-6161	83	13	formats	format	NOUN
cana-6161	83	14	.	.	PUNCT
cana-6161	84	1	this	this	PRON
cana-6161	84	2	includes	include	VERB
cana-6161	84	3	encoding	encode	VERB
cana-6161	84	4	categorical	categorical	ADJ
cana-6161	84	5	variables	variable	NOUN
cana-6161	84	6	and	and	CCONJ
cana-6161	84	7	reshaping	reshape	VERB
cana-6161	84	8	timeseries	timeserie	NOUN
cana-6161	84	9	data	datum	NOUN
cana-6161	84	10	.	.	PUNCT
cana-6161	85	1	●	●	NUM
cana-6161	85	2	feature	feature	NOUN
cana-6161	85	3	selection	selection	NOUN
cana-6161	85	4	:	:	PUNCT
cana-6161	85	5	identifies	identify	VERB
cana-6161	85	6	the	the	DET
cana-6161	85	7	most	most	ADV
cana-6161	85	8	significant	significant	ADJ
cana-6161	85	9	attributes	attribute	NOUN
cana-6161	85	10	from	from	ADP
cana-6161	85	11	the	the	DET
cana-6161	85	12	dataset	dataset	NOUN
cana-6161	85	13	that	that	PRON
cana-6161	85	14	influence	influence	VERB
cana-6161	85	15	the	the	DET
cana-6161	85	16	prediction	prediction	NOUN
cana-6161	85	17	outcome	outcome	NOUN
cana-6161	85	18	.	.	PUNCT
cana-6161	86	1	this	this	DET
cana-6161	86	2	step	step	NOUN
cana-6161	86	3	reduces	reduce	VERB
cana-6161	86	4	dimensionality	dimensionality	NOUN
cana-6161	86	5	,	,	PUNCT
cana-6161	86	6	decreases	decrease	VERB
cana-6161	86	7	computational	computational	ADJ
cana-6161	86	8	complexity	complexity	NOUN
cana-6161	86	9	,	,	PUNCT
cana-6161	86	10	and	and	CCONJ
cana-6161	86	11	enhances	enhance	VERB
cana-6161	86	12	model	model	NOUN
cana-6161	86	13	accuracy	accuracy	NOUN
cana-6161	86	14	.	.	PUNCT
cana-6161	87	1	these	these	DET
cana-6161	87	2	preprocessing	preprocesse	VERB
cana-6161	87	3	steps	step	NOUN
cana-6161	87	4	collectively	collectively	ADV
cana-6161	87	5	ensure	ensure	VERB
cana-6161	87	6	that	that	SCONJ
cana-6161	87	7	the	the	DET
cana-6161	87	8	input	input	NOUN
cana-6161	87	9	data	data	NOUN
cana-6161	87	10	is	be	AUX
cana-6161	87	11	clean	clean	ADJ
cana-6161	87	12	,	,	PUNCT
cana-6161	87	13	well	well	ADV
cana-6161	87	14	-	-	PUNCT
cana-6161	87	15	structured	structure	VERB
cana-6161	87	16	,	,	PUNCT
cana-6161	87	17	and	and	CCONJ
cana-6161	87	18	optimized	optimize	VERB
cana-6161	87	19	for	for	ADP
cana-6161	87	20	effective	effective	ADJ
cana-6161	87	21	training	training	NOUN
cana-6161	87	22	and	and	CCONJ
cana-6161	87	23	testing	testing	NOUN
cana-6161	87	24	of	of	ADP
cana-6161	87	25	the	the	DET
cana-6161	87	26	machine	machine	NOUN
cana-6161	87	27	learning	learning	NOUN
cana-6161	87	28	-	-	PUNCT
cana-6161	87	29	based	base	VERB
cana-6161	87	30	diagnostic	diagnostic	ADJ
cana-6161	87	31	system	system	NOUN
cana-6161	87	32	.	.	PUNCT
cana-6161	88	1	2	2	X
cana-6161	88	2	)	)	PUNCT
cana-6161	88	3	training	training	NOUN
cana-6161	88	4	:	:	PUNCT
cana-6161	88	5	•	•	NUM
cana-6161	88	6	gather	gather	VERB
cana-6161	88	7	both	both	CCONJ
cana-6161	88	8	synthetic	synthetic	ADJ
cana-6161	88	9	and	and	CCONJ
cana-6161	88	10	real	real	ADJ
cana-6161	88	11	-	-	PUNCT
cana-6161	88	12	time	time	NOUN
cana-6161	88	13	patient	patient	ADJ
cana-6161	88	14	data	datum	NOUN
cana-6161	88	15	from	from	ADP
cana-6161	88	16	doctors	doctor	NOUN
cana-6161	88	17	and	and	CCONJ
cana-6161	88	18	iot	iot	PROPN
cana-6161	88	19	devices	device	NOUN
cana-6161	88	20	.	.	PUNCT
cana-6161	89	1	•	•	NUM
cana-6161	89	2	utilize	utilize	VERB
cana-6161	89	3	data	datum	NOUN
cana-6161	89	4	mining	mining	NOUN
cana-6161	89	5	methods	method	NOUN
cana-6161	89	6	,	,	PUNCT
cana-6161	89	7	including	include	VERB
cana-6161	89	8	preprocessing	preprocessing	NOUN
cana-6161	89	9	,	,	PUNCT
cana-6161	89	10	data	datum	NOUN
cana-6161	89	11	cleaning	cleaning	NOUN
cana-6161	89	12	,	,	PUNCT
cana-6161	89	13	and	and	CCONJ
cana-6161	89	14	classification	classification	NOUN
cana-6161	89	15	,	,	PUNCT
cana-6161	89	16	to	to	PART
cana-6161	89	17	process	process	VERB
cana-6161	89	18	the	the	DET
cana-6161	89	19	collected	collect	VERB
cana-6161	89	20	patient	patient	ADJ
cana-6161	89	21	information	information	NOUN
cana-6161	89	22	.	.	PUNCT
cana-6161	90	1	•	•	NUM
cana-6161	90	2	the	the	DET
cana-6161	90	3	processed	process	VERB
cana-6161	90	4	data	data	NOUN
cana-6161	90	5	is	be	AUX
cana-6161	90	6	then	then	ADV
cana-6161	90	7	stored	store	VERB
cana-6161	90	8	in	in	ADP
cana-6161	90	9	a	a	DET
cana-6161	90	10	database	database	NOUN
cana-6161	90	11	referred	refer	VERB
cana-6161	90	12	to	to	ADP
cana-6161	90	13	as	as	ADP
cana-6161	90	14	background	background	NOUN
cana-6161	90	15	knowledge	knowledge	NOUN
cana-6161	90	16	,	,	PUNCT
cana-6161	90	17	which	which	PRON
cana-6161	90	18	serves	serve	VERB
cana-6161	90	19	as	as	ADP
cana-6161	90	20	a	a	DET
cana-6161	90	21	reference	reference	NOUN
cana-6161	90	22	during	during	ADP
cana-6161	90	23	the	the	DET
cana-6161	90	24	testing	testing	NOUN
cana-6161	90	25	phase	phase	NOUN
cana-6161	90	26	.	.	PUNCT
cana-6161	91	1	3	3	X
cana-6161	91	2	)	)	PUNCT
cana-6161	91	3	testing	testing	NOUN
cana-6161	91	4	:	:	PUNCT
cana-6161	91	5	•	•	ADP
cana-6161	91	6	the	the	DET
cana-6161	91	7	system	system	NOUN
cana-6161	91	8	processes	process	VERB
cana-6161	91	9	both	both	CCONJ
cana-6161	91	10	synthetic	synthetic	ADJ
cana-6161	91	11	and	and	CCONJ
cana-6161	91	12	real	real	ADJ
cana-6161	91	13	-	-	PUNCT
cana-6161	91	14	time	time	NOUN
cana-6161	91	15	patient	patient	ADJ
cana-6161	91	16	data	datum	NOUN
cana-6161	91	17	received	receive	VERB
cana-6161	91	18	via	via	ADP
cana-6161	91	19	the	the	DET
cana-6161	91	20	internet	internet	NOUN
cana-6161	91	21	to	to	PART
cana-6161	91	22	predict	predict	VERB
cana-6161	91	23	the	the	DET
cana-6161	91	24	likelihood	likelihood	NOUN
cana-6161	91	25	of	of	ADP
cana-6161	91	26	disease	disease	NOUN
cana-6161	91	27	using	use	VERB
cana-6161	91	28	a	a	DET
cana-6161	91	29	pre	pre	ADJ
cana-6161	91	30	-	-	ADJ
cana-6161	91	31	trained	train	VERB
cana-6161	91	32	model	model	NOUN
cana-6161	91	33	.	.	PUNCT
cana-6161	92	1	•	•	NUM
cana-6161	92	2	a	a	DET
cana-6161	92	3	link	link	NOUN
cana-6161	92	4	-	-	PUNCT
cana-6161	92	5	based	base	VERB
cana-6161	92	6	architecture	architecture	NOUN
cana-6161	92	7	is	be	AUX
cana-6161	92	8	employed	employ	VERB
cana-6161	92	9	to	to	PART
cana-6161	92	10	store	store	VERB
cana-6161	92	11	all	all	DET
cana-6161	92	12	collected	collect	VERB
cana-6161	92	13	data	datum	NOUN
cana-6161	92	14	in	in	ADP
cana-6161	92	15	a	a	DET
cana-6161	92	16	centralized	centralized	ADJ
cana-6161	92	17	global	global	ADJ
cana-6161	92	18	database	database	NOUN
cana-6161	92	19	.	.	PUNCT
cana-6161	93	1	•	•	NUM
cana-6161	93	2	during	during	ADP
cana-6161	93	3	the	the	DET
cana-6161	93	4	testing	testing	NOUN
cana-6161	93	5	phase	phase	NOUN
cana-6161	93	6	,	,	PUNCT
cana-6161	93	7	both	both	DET
cana-6161	93	8	training	training	NOUN
cana-6161	93	9	and	and	CCONJ
cana-6161	93	10	testing	testing	NOUN
cana-6161	93	11	datasets	dataset	NOUN
cana-6161	93	12	are	be	AUX
cana-6161	93	13	accessed	access	VERB
cana-6161	93	14	concurrently	concurrently	ADV
cana-6161	93	15	.	.	PUNCT
cana-6161	94	1	•	•	NUM
cana-6161	94	2	machine	machine	NOUN
cana-6161	94	3	learning	learn	VERB
cana-6161	94	4	classification	classification	NOUN
cana-6161	94	5	techniques	technique	NOUN
cana-6161	94	6	are	be	AUX
cana-6161	94	7	applied	apply	VERB
cana-6161	94	8	to	to	PART
cana-6161	94	9	anticipate	anticipate	VERB
cana-6161	94	10	outcomes	outcome	NOUN
cana-6161	94	11	and	and	CCONJ
cana-6161	94	12	support	support	VERB
cana-6161	94	13	future	future	ADJ
cana-6161	94	14	decision	decision	NOUN
cana-6161	94	15	-	-	PUNCT
cana-6161	94	16	making	make	VERB
cana-6161	94	17	processes	process	NOUN
cana-6161	94	18	.	.	PUNCT
cana-6161	95	1	•	•	NOUN
cana-6161	95	2	ultimately	ultimately	ADV
cana-6161	95	3	,	,	PUNCT
cana-6161	95	4	the	the	DET
cana-6161	95	5	system	system	NOUN
cana-6161	95	6	evaluates	evaluate	VERB
cana-6161	95	7	its	its	PRON
cana-6161	95	8	performance	performance	NOUN
cana-6161	95	9	by	by	ADP
cana-6161	95	10	comparing	compare	VERB
cana-6161	95	11	accurate	accurate	ADJ
cana-6161	95	12	(	(	PUNCT
cana-6161	95	13	normal	normal	ADJ
cana-6161	95	14	)	)	PUNCT
cana-6161	95	15	and	and	CCONJ
cana-6161	95	16	(	(	PUNCT
cana-6161	95	17	critical	critical	ADJ
cana-6161	95	18	)	)	PUNCT
cana-6161	95	19	results	result	NOUN
cana-6161	95	20	,	,	PUNCT
cana-6161	95	21	ensuring	ensure	VERB
cana-6161	95	22	the	the	DET
cana-6161	95	23	reliability	reliability	NOUN
cana-6161	95	24	of	of	ADP
cana-6161	95	25	the	the	DET
cana-6161	95	26	study	study	NOUN
cana-6161	95	27	communications	communication	NOUN
cana-6161	95	28	on	on	ADP
cana-6161	95	29	applied	apply	VERB
cana-6161	95	30	nonlinear	nonlinear	ADJ
cana-6161	95	31	analysis	analysis	NOUN
cana-6161	95	32	issn	issn	NOUN
cana-6161	95	33	:	:	PUNCT
cana-6161	95	34	1074	1074	NUM
cana-6161	95	35	-	-	PUNCT
cana-6161	95	36	133x	133x	NUM
cana-6161	95	37	vol	vol	VERB
cana-6161	95	38	32	32	NUM
cana-6161	95	39	no	no	NOUN
cana-6161	95	40	.	.	PUNCT
cana-6161	96	1	10s	10	NOUN
cana-6161	96	2	(	(	PUNCT
cana-6161	96	3	2025	2025	NUM
cana-6161	96	4	)	)	PUNCT
cana-6161	96	5	3498	3498	NUM
cana-6161	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	96	7	iii	iii	PROPN
cana-6161	96	8	.	.	PUNCT
cana-6161	96	9	methodology	methodology	PROPN
cana-6161	96	10	the	the	DET
cana-6161	96	11	proposed	propose	VERB
cana-6161	96	12	system	system	NOUN
cana-6161	96	13	offers	offer	VERB
cana-6161	96	14	several	several	ADJ
cana-6161	96	15	advantages	advantage	NOUN
cana-6161	96	16	that	that	PRON
cana-6161	96	17	contribute	contribute	VERB
cana-6161	96	18	to	to	ADP
cana-6161	96	19	its	its	PRON
cana-6161	96	20	practicality	practicality	NOUN
cana-6161	96	21	,	,	PUNCT
cana-6161	96	22	costeffectiveness	costeffectiveness	NOUN
cana-6161	96	23	,	,	PUNCT
cana-6161	96	24	and	and	CCONJ
cana-6161	96	25	user	user	NOUN
cana-6161	96	26	accessibility	accessibility	NOUN
cana-6161	96	27	in	in	ADP
cana-6161	96	28	healthcare	healthcare	NOUN
cana-6161	96	29	environments	environment	NOUN
cana-6161	96	30	.	.	PUNCT
cana-6161	97	1	by	by	ADP
cana-6161	97	2	utilizing	utilize	VERB
cana-6161	97	3	a	a	DET
cana-6161	97	4	reduced	reduced	ADJ
cana-6161	97	5	number	number	NOUN
cana-6161	97	6	of	of	ADP
cana-6161	97	7	sensors	sensor	NOUN
cana-6161	97	8	while	while	SCONJ
cana-6161	97	9	maintaining	maintain	VERB
cana-6161	97	10	accurate	accurate	ADJ
cana-6161	97	11	outcomes	outcome	NOUN
cana-6161	97	12	,	,	PUNCT
cana-6161	97	13	the	the	DET
cana-6161	97	14	system	system	NOUN
cana-6161	97	15	ensures	ensure	VERB
cana-6161	97	16	efficient	efficient	ADJ
cana-6161	97	17	resource	resource	NOUN
cana-6161	97	18	usage	usage	NOUN
cana-6161	97	19	without	without	ADP
cana-6161	97	20	compromising	compromise	VERB
cana-6161	97	21	data	datum	NOUN
cana-6161	97	22	quality	quality	NOUN
cana-6161	97	23	.	.	PUNCT
cana-6161	98	1	this	this	DET
cana-6161	98	2	approach	approach	NOUN
cana-6161	98	3	directly	directly	ADV
cana-6161	98	4	contributes	contribute	VERB
cana-6161	98	5	to	to	ADP
cana-6161	98	6	lowering	lower	VERB
cana-6161	98	7	the	the	DET
cana-6161	98	8	overall	overall	ADJ
cana-6161	98	9	application	application	NOUN
cana-6161	98	10	cost	cost	NOUN
cana-6161	98	11	,	,	PUNCT
cana-6161	98	12	making	make	VERB
cana-6161	98	13	it	it	PRON
cana-6161	98	14	more	more	ADV
cana-6161	98	15	feasible	feasible	ADJ
cana-6161	98	16	for	for	ADP
cana-6161	98	17	widespread	widespread	ADJ
cana-6161	98	18	deployment	deployment	NOUN
cana-6161	98	19	.	.	PUNCT
cana-6161	99	1	additionally	additionally	ADV
cana-6161	99	2	,	,	PUNCT
cana-6161	99	3	the	the	DET
cana-6161	99	4	system	system	NOUN
cana-6161	99	5	is	be	AUX
cana-6161	99	6	designed	design	VERB
cana-6161	99	7	to	to	PART
cana-6161	99	8	be	be	AUX
cana-6161	99	9	energy	energy	NOUN
cana-6161	99	10	-	-	PUNCT
cana-6161	99	11	efficient	efficient	ADJ
cana-6161	99	12	,	,	PUNCT
cana-6161	99	13	enabling	enable	VERB
cana-6161	99	14	continuous	continuous	ADJ
cana-6161	99	15	operation	operation	NOUN
cana-6161	99	16	in	in	ADP
cana-6161	99	17	both	both	CCONJ
cana-6161	99	18	remote	remote	ADJ
cana-6161	99	19	and	and	CCONJ
cana-6161	99	20	resource	resource	NOUN
cana-6161	99	21	-	-	PUNCT
cana-6161	99	22	limited	limit	VERB
cana-6161	99	23	settings	setting	NOUN
cana-6161	99	24	.	.	PUNCT
cana-6161	100	1	one	one	NUM
cana-6161	100	2	of	of	ADP
cana-6161	100	3	the	the	DET
cana-6161	100	4	key	key	ADJ
cana-6161	100	5	benefits	benefit	NOUN
cana-6161	100	6	is	be	AUX
cana-6161	100	7	the	the	DET
cana-6161	100	8	automation	automation	NOUN
cana-6161	100	9	of	of	ADP
cana-6161	100	10	the	the	DET
cana-6161	100	11	monitoring	monitoring	NOUN
cana-6161	100	12	process	process	NOUN
cana-6161	100	13	,	,	PUNCT
cana-6161	100	14	which	which	PRON
cana-6161	100	15	eliminates	eliminate	VERB
cana-6161	100	16	the	the	DET
cana-6161	100	17	need	need	NOUN
cana-6161	100	18	for	for	ADP
cana-6161	100	19	manual	manual	ADJ
cana-6161	100	20	measurement	measurement	NOUN
cana-6161	100	21	,	,	PUNCT
cana-6161	100	22	thereby	thereby	ADV
cana-6161	100	23	reducing	reduce	VERB
cana-6161	100	24	human	human	ADJ
cana-6161	100	25	error	error	NOUN
cana-6161	100	26	and	and	CCONJ
cana-6161	100	27	increasing	increase	VERB
cana-6161	100	28	reliability	reliability	NOUN
cana-6161	100	29	.	.	PUNCT
cana-6161	101	1	furthermore	furthermore	ADV
cana-6161	101	2	,	,	PUNCT
cana-6161	101	3	patient	patient	ADJ
cana-6161	101	4	health	health	NOUN
cana-6161	101	5	conditions	condition	NOUN
cana-6161	101	6	are	be	AUX
cana-6161	101	7	analyzed	analyze	VERB
cana-6161	101	8	in	in	ADP
cana-6161	101	9	real	real	ADJ
cana-6161	101	10	time	time	NOUN
cana-6161	101	11	and	and	CCONJ
cana-6161	101	12	communicated	communicate	VERB
cana-6161	101	13	directly	directly	ADV
cana-6161	101	14	to	to	ADP
cana-6161	101	15	medical	medical	ADJ
cana-6161	101	16	professionals	professional	NOUN
cana-6161	101	17	via	via	ADP
cana-6161	101	18	email	email	NOUN
cana-6161	101	19	,	,	PUNCT
cana-6161	101	20	ensuring	ensure	VERB
cana-6161	101	21	timely	timely	ADJ
cana-6161	101	22	intervention	intervention	NOUN
cana-6161	101	23	with	with	ADP
cana-6161	101	24	high	high	ADJ
cana-6161	101	25	accuracy	accuracy	NOUN
cana-6161	101	26	.	.	PUNCT
cana-6161	102	1	the	the	DET
cana-6161	102	2	integration	integration	NOUN
cana-6161	102	3	of	of	ADP
cana-6161	102	4	all	all	DET
cana-6161	102	5	vital	vital	ADJ
cana-6161	102	6	health	health	NOUN
cana-6161	102	7	monitoring	monitoring	NOUN
cana-6161	102	8	parameters	parameter	NOUN
cana-6161	102	9	into	into	ADP
cana-6161	102	10	a	a	DET
cana-6161	102	11	single	single	ADJ
cana-6161	102	12	,	,	PUNCT
cana-6161	102	13	compact	compact	ADJ
cana-6161	102	14	unit	unit	NOUN
cana-6161	102	15	also	also	ADV
cana-6161	102	16	enhances	enhance	VERB
cana-6161	102	17	usability	usability	NOUN
cana-6161	102	18	,	,	PUNCT
cana-6161	102	19	making	make	VERB
cana-6161	102	20	the	the	DET
cana-6161	102	21	system	system	NOUN
cana-6161	102	22	easy	easy	ADJ
cana-6161	102	23	to	to	PART
cana-6161	102	24	operate	operate	VERB
cana-6161	102	25	even	even	ADV
cana-6161	102	26	for	for	ADP
cana-6161	102	27	individuals	individual	NOUN
cana-6161	102	28	without	without	ADP
cana-6161	102	29	technical	technical	ADJ
cana-6161	102	30	expertise	expertise	NOUN
cana-6161	102	31	.	.	PUNCT
cana-6161	103	1	overall	overall	ADV
cana-6161	103	2	,	,	PUNCT
cana-6161	103	3	these	these	DET
cana-6161	103	4	advantages	advantage	NOUN
cana-6161	103	5	make	make	VERB
cana-6161	103	6	the	the	DET
cana-6161	103	7	system	system	NOUN
cana-6161	103	8	a	a	DET
cana-6161	103	9	robust	robust	ADJ
cana-6161	103	10	and	and	CCONJ
cana-6161	103	11	user	user	NOUN
cana-6161	103	12	-	-	PUNCT
cana-6161	103	13	friendly	friendly	ADJ
cana-6161	103	14	solution	solution	NOUN
cana-6161	103	15	for	for	ADP
cana-6161	103	16	modern	modern	ADJ
cana-6161	103	17	healthcare	healthcare	NOUN
cana-6161	103	18	monitoring	monitoring	NOUN
cana-6161	103	19	needs	need	NOUN
cana-6161	103	20	.	.	PUNCT
cana-6161	104	1	algorithm	algorithm	NOUN
cana-6161	104	2	input	input	NOUN
cana-6161	104	3	:	:	PUNCT
cana-6161	104	4	input	input	NOUN
cana-6161	104	5	values	value	NOUN
cana-6161	104	6	for	for	ADP
cana-6161	104	7	all	all	DET
cana-6161	104	8	parameters	parameter	NOUN
cana-6161	104	9	hashmap	hashmap	VERB
cana-6161	104	10	<	<	X
cana-6161	104	11	double	double	ADJ
cana-6161	104	12	value	value	NOUN
cana-6161	104	13	,	,	PUNCT
cana-6161	104	14	string	string	NOUN
cana-6161	104	15	class	class	NOUN
cana-6161	104	16	>	>	X
cana-6161	104	17	which	which	PRON
cana-6161	104	18	contains	contain	VERB
cana-6161	104	19	the	the	DET
cana-6161	104	20	all	all	DET
cana-6161	104	21	attributes	attribute	NOUN
cana-6161	104	22	values	value	NOUN
cana-6161	104	23	like	like	ADP
cana-6161	104	24	{	{	PUNCT
cana-6161	104	25	ecg	ecg	PROPN
cana-6161	104	26	,	,	PUNCT
cana-6161	104	27	temperature	temperature	NOUN
cana-6161	104	28	,	,	PUNCT
cana-6161	104	29	heart	heart	NOUN
cana-6161	104	30	rate	rate	NOUN
cana-6161	104	31	,	,	PUNCT
cana-6161	104	32	motion	motion	NOUN
cana-6161	104	33	sensors	sensor	NOUN
cana-6161	104	34	,	,	PUNCT
cana-6161	104	35	blood	blood	NOUN
cana-6161	104	36	pressure	pressure	NOUN
cana-6161	104	37	,	,	PUNCT
cana-6161	104	38	oxygen	oxygen	NOUN
cana-6161	104	39	saturation	saturation	NOUN
cana-6161	104	40	}	}	PUNCT
cana-6161	104	41	etc	etc	X
cana-6161	104	42	.	.	X
cana-6161	104	43	policy	policy	NOUN
cana-6161	104	44	patterns	pattern	NOUN
cana-6161	104	45	{	{	PUNCT
cana-6161	104	46	p1	p1	NOUN
cana-6161	104	47	,	,	PUNCT
cana-6161	104	48	p2	p2	NOUN
cana-6161	104	49	,	,	PUNCT
cana-6161	104	50	and	and	CCONJ
cana-6161	104	51	pn	pn	ADJ
cana-6161	104	52	}	}	PUNCT
cana-6161	104	53	output	output	NOUN
cana-6161	104	54	:	:	PUNCT
cana-6161	104	55	generate	generate	VERB
cana-6161	104	56	sample	sample	NOUN
cana-6161	104	57	report	report	NOUN
cana-6161	104	58	for	for	ADP
cana-6161	104	59	individual	individual	ADJ
cana-6161	104	60	patient	patient	NOUN
cana-6161	104	61	.	.	PUNCT
cana-6161	105	1	step	step	NOUN
cana-6161	105	2	1	1	NUM
cana-6161	105	3	:	:	PUNCT
cana-6161	105	4	for	for	SCONJ
cana-6161	105	5	each	each	PRON
cana-6161	105	6	read	read	VERB
cana-6161	105	7	hashmap	hashmap	NOUN
cana-6161	105	8	(	(	PUNCT
cana-6161	105	9	1	1	NUM
cana-6161	105	10	)	)	PUNCT
cana-6161	105	11	step	step	NOUN
cana-6161	105	12	2	2	NUM
cana-6161	105	13	:	:	PUNCT
cana-6161	105	14	if	if	SCONJ
cana-6161	105	15	extracted_attribute[j	extracted_attribute[j	NOUN
cana-6161	105	16	]	]	X
cana-6161	105	17	similar	similar	ADJ
cana-6161	105	18	to	to	ADP
cana-6161	105	19	p[1	p[1	NOUN
cana-6161	105	20	]	]	X
cana-6161	105	21	normalpos	normalpos	NOUN
cana-6161	106	1	=	=	SYM
cana-6161	107	1	+1	+1	PROPN
cana-6161	107	2	masterlits1	masterlits1	NOUN
cana-6161	107	3	.	.	PUNCT
cana-6161	108	1	add(normalpos	add(normalpo	NOUN
cana-6161	108	2	)	)	PUNCT
cana-6161	108	3	step	step	NOUN
cana-6161	108	4	3	3	NUM
cana-6161	108	5	:	:	PUNCT
cana-6161	108	6	if	if	SCONJ
cana-6161	108	7	extracted_attribute[j	extracted_attribute[j	NOUN
cana-6161	108	8	]	]	X
cana-6161	108	9	similar	similar	ADJ
cana-6161	108	10	to	to	ADP
cana-6161	108	11	p[2	p[2	NOUN
cana-6161	108	12	]	]	PUNCT
cana-6161	108	13	abnpos	abnpos	NOUN
cana-6161	109	1	=	=	SYM
cana-6161	109	2	+1	+1	PROPN
cana-6161	109	3	masterlits2	masterlits2	NOUN
cana-6161	109	4	.	.	PUNCT
cana-6161	110	1	add	add	VERB
cana-6161	110	2	(	(	PUNCT
cana-6161	110	3	abnpos	abnpos	NOUN
cana-6161	110	4	)	)	PUNCT
cana-6161	110	5	step	step	NOUN
cana-6161	110	6	4	4	NUM
cana-6161	110	7	:	:	PUNCT
cana-6161	110	8	end	end	VERB
cana-6161	110	9	for	for	ADP
cana-6161	110	10	step	step	NOUN
cana-6161	110	11	5	5	NUM
cana-6161	110	12	:	:	PUNCT
cana-6161	110	13	calculate	calculate	VERB
cana-6161	110	14	the	the	DET
cana-6161	110	15	fitness	fitness	NOUN
cana-6161	110	16	factor	factor	NOUN
cana-6161	110	17	for	for	ADP
cana-6161	110	18	all	all	DET
cana-6161	110	19	classes	class	NOUN
cana-6161	110	20	using	use	VERB
cana-6161	110	21	below	below	ADP
cana-6161	110	22	formula	formula	NOUN
cana-6161	110	23	for	for	ADP
cana-6161	110	24	all	all	DET
cana-6161	110	25	class	class	NOUN
cana-6161	110	26	list	list	NOUN
cana-6161	110	27	(	(	PUNCT
cana-6161	110	28	2	2	X
cana-6161	110	29	)	)	PUNCT
cana-6161	110	30	step	step	NOUN
cana-6161	110	31	6	6	NUM
cana-6161	110	32	:	:	PUNCT
cana-6161	110	33	weight	weight	NOUN
cana-6161	110	34	_	_	DET
cana-6161	110	35	current	current	ADJ
cana-6161	110	36	list[w	list[w	NOUN
cana-6161	110	37	]	]	PUNCT
cana-6161	110	38	=	=	PUNCT
cana-6161	111	1	*	*	PUNCT
cana-6161	111	2	100	100	NUM
cana-6161	111	3	(	(	PUNCT
cana-6161	111	4	3	3	NUM
cana-6161	111	5	)	)	PUNCT
cana-6161	111	6	step	step	NOUN
cana-6161	111	7	7	7	NUM
cana-6161	111	8	:	:	PUNCT
cana-6161	112	1	sort	sort	X
cana-6161	112	2	_	_	DET
cana-6161	112	3	currentlist[w	currentlist[w	NOUN
cana-6161	112	4	]	]	PUNCT
cana-6161	112	5	using	use	VERB
cana-6161	112	6	desc	desc	NOUN
cana-6161	112	7	order	order	NOUN
cana-6161	112	8	step	step	NOUN
cana-6161	112	9	8	8	NUM
cana-6161	112	10	:	:	PUNCT
cana-6161	112	11	recommend	recommend	VERB
cana-6161	112	12	_	_	PUNCT
cana-6161	112	13	currentlist[0	currentlist[0	NOUN
cana-6161	112	14	]	]	X
cana-6161	112	15	for	for	ADP
cana-6161	112	16	final	final	ADJ
cana-6161	112	17	class	class	NOUN
cana-6161	112	18	for	for	ADP
cana-6161	112	19	patient	patient	ADJ
cana-6161	112	20	profile	profile	NOUN
cana-6161	112	21	.	.	PUNCT
cana-6161	113	1	step	step	NOUN
cana-6161	113	2	9	9	NUM
cana-6161	113	3	:	:	PUNCT
cana-6161	113	4	end	end	NOUN
cana-6161	113	5	procedure	procedure	NOUN
cana-6161	113	6	.	.	PUNCT
cana-6161	114	1	iv	iv	X
cana-6161	114	2	.	.	PROPN
cana-6161	114	3	result	result	PROPN
cana-6161	114	4	integrating	integrate	VERB
cana-6161	114	5	quantitative	quantitative	ADJ
cana-6161	114	6	assessments	assessment	NOUN
cana-6161	114	7	with	with	ADP
cana-6161	114	8	clinical	clinical	ADJ
cana-6161	114	9	ratings	rating	NOUN
cana-6161	114	10	is	be	AUX
cana-6161	114	11	logical	logical	ADJ
cana-6161	114	12	and	and	CCONJ
cana-6161	114	13	may	may	AUX
cana-6161	114	14	effectively	effectively	ADV
cana-6161	114	15	resolve	resolve	VERB
cana-6161	114	16	several	several	ADJ
cana-6161	114	17	evaluation	evaluation	NOUN
cana-6161	114	18	issues	issue	NOUN
cana-6161	114	19	.	.	PUNCT
cana-6161	115	1	we	we	PRON
cana-6161	115	2	used	use	VERB
cana-6161	115	3	hybrid	hybrid	NOUN
cana-6161	115	4	machine	machine	NOUN
cana-6161	115	5	learning	learning	NOUN
cana-6161	115	6	models	model	NOUN
cana-6161	115	7	on	on	ADP
cana-6161	115	8	the	the	DET
cana-6161	115	9	training	training	NOUN
cana-6161	115	10	dataset	dataset	NOUN
cana-6161	115	11	that	that	PRON
cana-6161	115	12	was	be	AUX
cana-6161	115	13	made	make	VERB
cana-6161	115	14	to	to	PART
cana-6161	115	15	find	find	VERB
cana-6161	115	16	common	common	ADJ
cana-6161	115	17	,	,	PUNCT
cana-6161	115	18	suspicious	suspicious	ADJ
cana-6161	115	19	,	,	PUNCT
cana-6161	115	20	and	and	CCONJ
cana-6161	115	21	dangerous	dangerous	ADJ
cana-6161	115	22	patterns	pattern	NOUN
cana-6161	115	23	of	of	ADP
cana-6161	115	24	behavior	behavior	NOUN
cana-6161	115	25	.	.	PUNCT
cana-6161	116	1	to	to	PART
cana-6161	116	2	test	test	VERB
cana-6161	116	3	and	and	CCONJ
cana-6161	116	4	evaluate	evaluate	VERB
cana-6161	116	5	the	the	DET
cana-6161	116	6	machine	machine	NOUN
cana-6161	116	7	learning	learning	NOUN
cana-6161	116	8	methods	method	NOUN
cana-6161	116	9	,	,	PUNCT
cana-6161	116	10	we	we	PRON
cana-6161	116	11	used	use	VERB
cana-6161	116	12	cross	cross	ADJ
cana-6161	116	13	-	-	ADJ
cana-6161	116	14	validation	validation	ADJ
cana-6161	116	15	models	model	NOUN
cana-6161	116	16	with	with	ADP
cana-6161	116	17	the	the	DET
cana-6161	116	18	behavioral	behavioral	ADJ
cana-6161	116	19	categorization	categorization	NOUN
cana-6161	116	20	training	training	NOUN
cana-6161	116	21	dataset	dataset	NOUN
cana-6161	116	22	.	.	PUNCT
cana-6161	117	1	figure	figure	VERB
cana-6161	117	2	1.2	1.2	NUM
cana-6161	117	3	depicts	depict	VERB
cana-6161	117	4	the	the	DET
cana-6161	117	5	classification	classification	NOUN
cana-6161	117	6	system	system	NOUN
cana-6161	117	7	in	in	ADP
cana-6161	117	8	overall	overall	ADJ
cana-6161	117	9	factors	factor	NOUN
cana-6161	117	10	and	and	CCONJ
cana-6161	117	11	illustrates	illustrate	VERB
cana-6161	117	12	the	the	DET
cana-6161	117	13	uniformity	uniformity	NOUN
cana-6161	117	14	of	of	ADP
cana-6161	117	15	classifiers	classifier	NOUN
cana-6161	117	16	.	.	PUNCT
cana-6161	118	1	communications	communication	NOUN
cana-6161	118	2	on	on	ADP
cana-6161	118	3	applied	apply	VERB
cana-6161	118	4	nonlinear	nonlinear	ADJ
cana-6161	118	5	analysis	analysis	NOUN
cana-6161	118	6	issn	issn	NOUN
cana-6161	118	7	:	:	PUNCT
cana-6161	118	8	1074	1074	NUM
cana-6161	118	9	-	-	PUNCT
cana-6161	118	10	133x	133x	NUM
cana-6161	118	11	vol	vol	VERB
cana-6161	118	12	32	32	NUM
cana-6161	118	13	no	no	NOUN
cana-6161	118	14	.	.	PUNCT
cana-6161	119	1	10s	10	NOUN
cana-6161	119	2	(	(	PUNCT
cana-6161	119	3	2025	2025	NUM
cana-6161	119	4	)	)	PUNCT
cana-6161	119	5	3499	3499	NUM
cana-6161	119	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	119	7	figure	figure	NOUN
cana-6161	119	8	2	2	NUM
cana-6161	119	9	:	:	PUNCT
cana-6161	119	10	the	the	DET
cana-6161	119	11	accuracy	accuracy	NOUN
cana-6161	119	12	evaluation	evaluation	NOUN
cana-6161	119	13	of	of	ADP
cana-6161	119	14	various	various	ADJ
cana-6161	119	15	ml	ml	NOUN
cana-6161	119	16	classifiers	classifier	NOUN
cana-6161	119	17	performance	performance	NOUN
cana-6161	119	18	analysis	analysis	NOUN
cana-6161	119	19	of	of	ADP
cana-6161	119	20	algorithm	algorithm	NOUN
cana-6161	119	21	the	the	DET
cana-6161	119	22	algorithm	algorithm	NOUN
cana-6161	119	23	's	's	PART
cana-6161	119	24	efficiency	efficiency	NOUN
cana-6161	119	25	has	have	AUX
cana-6161	119	26	been	be	AUX
cana-6161	119	27	analyzed	analyze	VERB
cana-6161	119	28	by	by	ADP
cana-6161	119	29	comparing	compare	VERB
cana-6161	119	30	the	the	DET
cana-6161	119	31	time	time	NOUN
cana-6161	119	32	complexity	complexity	NOUN
cana-6161	119	33	of	of	ADP
cana-6161	119	34	existing	exist	VERB
cana-6161	119	35	methods	method	NOUN
cana-6161	119	36	with	with	ADP
cana-6161	119	37	that	that	PRON
cana-6161	119	38	of	of	ADP
cana-6161	119	39	the	the	DET
cana-6161	119	40	proposed	propose	VERB
cana-6161	119	41	approach	approach	NOUN
cana-6161	119	42	.	.	PUNCT
cana-6161	120	1	table	table	NOUN
cana-6161	120	2	1	1	NUM
cana-6161	120	3	presents	present	VERB
cana-6161	120	4	a	a	DET
cana-6161	120	5	detailed	detailed	ADJ
cana-6161	120	6	performance	performance	NOUN
cana-6161	120	7	comparison	comparison	NOUN
cana-6161	120	8	of	of	ADP
cana-6161	120	9	all	all	DET
cana-6161	120	10	the	the	DET
cana-6161	120	11	algorithms	algorithm	NOUN
cana-6161	120	12	within	within	ADP
cana-6161	120	13	the	the	DET
cana-6161	120	14	specified	specified	ADJ
cana-6161	120	15	experimental	experimental	ADJ
cana-6161	120	16	setup	setup	NOUN
cana-6161	120	17	.	.	PUNCT
cana-6161	121	1	table	table	NOUN
cana-6161	121	2	1	1	NUM
cana-6161	121	3	:	:	PUNCT
cana-6161	121	4	comparative	comparative	ADJ
cana-6161	121	5	analysis	analysis	NOUN
cana-6161	121	6	of	of	ADP
cana-6161	121	7	system	system	NOUN
cana-6161	121	8	comparative	comparative	ADJ
cana-6161	121	9	factor	factor	NOUN
cana-6161	121	10	ml	ml	ADP
cana-6161	121	11	proposed	propose	VERB
cana-6161	121	12	nb	nb	INTJ
cana-6161	121	13	rf	rf	PROPN
cana-6161	121	14	ann	ann	PROPN
cana-6161	121	15	qlearning	qlearne	VERB
cana-6161	121	16	fuzzy	fuzzy	ADJ
cana-6161	121	17	lr	lr	X
cana-6161	121	18	reliability	reliability	NOUN
cana-6161	121	19	high	high	ADJ
cana-6161	121	20	mediu	mediu	PROPN
cana-6161	121	21	m	m	PROPN
cana-6161	121	22	low	low	ADJ
cana-6161	121	23	medium	medium	ADJ
cana-6161	121	24	low	low	ADJ
cana-6161	121	25	medium	medium	ADJ
cana-6161	121	26	medium	medium	NOUN
cana-6161	121	27	security	security	NOUN
cana-6161	121	28	medium	medium	ADJ
cana-6161	121	29	low	low	ADJ
cana-6161	121	30	medium	medium	ADJ
cana-6161	121	31	low	low	ADJ
cana-6161	121	32	medium	medium	ADJ
cana-6161	121	33	low	low	ADJ
cana-6161	121	34	low	low	ADJ
cana-6161	121	35	performance	performance	NOUN
cana-6161	121	36	high	high	ADJ
cana-6161	121	37	high	high	ADJ
cana-6161	121	38	low	low	ADJ
cana-6161	121	39	medium	medium	ADJ
cana-6161	121	40	low	low	ADJ
cana-6161	121	41	low	low	ADJ
cana-6161	121	42	high	high	ADJ
cana-6161	121	43	portability	portability	NOUN
cana-6161	122	1	yes	yes	INTJ
cana-6161	123	1	no	no	INTJ
cana-6161	124	1	yes	yes	INTJ
cana-6161	125	1	yes	yes	INTJ
cana-6161	126	1	yes	yes	INTJ
cana-6161	127	1	no	no	INTJ
cana-6161	127	2	no	no	DET
cana-6161	127	3	configuration	configuration	NOUN
cana-6161	127	4	medium	medium	ADJ
cana-6161	127	5	low	low	ADJ
cana-6161	127	6	medium	medium	ADJ
cana-6161	127	7	low	low	ADJ
cana-6161	127	8	medium	medium	ADJ
cana-6161	127	9	low	low	ADJ
cana-6161	127	10	low	low	ADJ
cana-6161	127	11	compatibility	compatibility	NOUN
cana-6161	127	12	highly	highly	ADV
cana-6161	127	13	mediu	mediu	ADJ
cana-6161	127	14	m	m	VERB
cana-6161	127	15	low	low	ADJ
cana-6161	127	16	low	low	ADJ
cana-6161	127	17	high	high	ADJ
cana-6161	127	18	medium	medium	ADJ
cana-6161	127	19	medium	medium	NOUN
cana-6161	127	20	to	to	PART
cana-6161	127	21	further	far	ADV
cana-6161	127	22	support	support	VERB
cana-6161	127	23	the	the	DET
cana-6161	127	24	evaluation	evaluation	NOUN
cana-6161	127	25	,	,	PUNCT
cana-6161	127	26	table	table	NOUN
cana-6161	127	27	2	2	NUM
cana-6161	127	28	presents	present	VERB
cana-6161	127	29	the	the	DET
cana-6161	127	30	accuracy	accuracy	NOUN
cana-6161	127	31	achieved	achieve	VERB
cana-6161	127	32	by	by	ADP
cana-6161	127	33	each	each	DET
cana-6161	127	34	classifier	classifier	NOUN
cana-6161	127	35	using	use	VERB
cana-6161	127	36	the	the	DET
cana-6161	127	37	cross	cross	ADJ
cana-6161	127	38	-	-	ADJ
cana-6161	127	39	validation	validation	ADJ
cana-6161	127	40	results	result	NOUN
cana-6161	127	41	.	.	PUNCT
cana-6161	128	1	it	it	PRON
cana-6161	128	2	confirms	confirm	VERB
cana-6161	128	3	the	the	DET
cana-6161	128	4	superior	superior	ADJ
cana-6161	128	5	performance	performance	NOUN
cana-6161	128	6	of	of	ADP
cana-6161	128	7	the	the	DET
cana-6161	128	8	proposed	propose	VERB
cana-6161	128	9	hybrid	hybrid	NOUN
cana-6161	128	10	model	model	NOUN
cana-6161	128	11	in	in	ADP
cana-6161	128	12	terms	term	NOUN
cana-6161	128	13	of	of	ADP
cana-6161	128	14	classification	classification	NOUN
cana-6161	128	15	accuracy	accuracy	NOUN
cana-6161	128	16	.	.	PUNCT
cana-6161	129	1	table	table	NOUN
cana-6161	129	2	2	2	NUM
cana-6161	129	3	:	:	PUNCT
cana-6161	129	4	accuracy	accuracy	NOUN
cana-6161	129	5	comparison	comparison	NOUN
cana-6161	129	6	of	of	ADP
cana-6161	129	7	classifiers	classifier	NOUN
cana-6161	129	8	classifier	classifier	NOUN
cana-6161	129	9	accuracy	accuracy	NOUN
cana-6161	129	10	(	(	PUNCT
cana-6161	129	11	%	%	INTJ
cana-6161	129	12	)	)	PUNCT
cana-6161	129	13	proposed	propose	VERB
cana-6161	129	14	model	model	NOUN
cana-6161	129	15	95.6	95.6	NUM
cana-6161	129	16	naive	naive	ADJ
cana-6161	129	17	bayes	bayes	NOUN
cana-6161	129	18	(	(	PUNCT
cana-6161	129	19	nb	nb	NOUN
cana-6161	129	20	)	)	PUNCT
cana-6161	129	21	83.4	83.4	NUM
cana-6161	129	22	random	random	ADJ
cana-6161	129	23	forest	forest	NOUN
cana-6161	129	24	(	(	PUNCT
cana-6161	129	25	rf	rf	NOUN
cana-6161	129	26	)	)	PUNCT
cana-6161	129	27	78.9	78.9	NUM
cana-6161	129	28	ann	ann	PROPN
cana-6161	129	29	85.2	85.2	NUM
cana-6161	129	30	q	q	NOUN
cana-6161	129	31	-	-	PUNCT
cana-6161	129	32	learning	learn	VERB
cana-6161	129	33	80.3	80.3	NUM
cana-6161	129	34	fuzzy	fuzzy	ADJ
cana-6161	129	35	logic	logic	NOUN
cana-6161	129	36	79.1	79.1	NUM
cana-6161	129	37	communications	communication	NOUN
cana-6161	129	38	on	on	ADP
cana-6161	129	39	applied	apply	VERB
cana-6161	129	40	nonlinear	nonlinear	ADJ
cana-6161	129	41	analysis	analysis	NOUN
cana-6161	129	42	issn	issn	NOUN
cana-6161	129	43	:	:	PUNCT
cana-6161	129	44	1074	1074	NUM
cana-6161	129	45	-	-	PUNCT
cana-6161	129	46	133x	133x	NUM
cana-6161	129	47	vol	vol	VERB
cana-6161	129	48	32	32	NUM
cana-6161	129	49	no	no	NOUN
cana-6161	129	50	.	.	PUNCT
cana-6161	130	1	10s	10	NOUN
cana-6161	130	2	(	(	PUNCT
cana-6161	130	3	2025	2025	NUM
cana-6161	130	4	)	)	PUNCT
cana-6161	130	5	3500	3500	NUM
cana-6161	130	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	130	7	linear	linear	ADJ
cana-6161	130	8	regression	regression	NOUN
cana-6161	130	9	84.7	84.7	NUM
cana-6161	130	10	the	the	DET
cana-6161	130	11	proposed	propose	VERB
cana-6161	130	12	system	system	NOUN
cana-6161	130	13	demonstrates	demonstrate	VERB
cana-6161	130	14	superior	superior	ADJ
cana-6161	130	15	reliability	reliability	NOUN
cana-6161	130	16	,	,	PUNCT
cana-6161	130	17	performance	performance	NOUN
cana-6161	130	18	and	and	CCONJ
cana-6161	130	19	accuracy	accuracy	NOUN
cana-6161	130	20	,	,	PUNCT
cana-6161	130	21	approximately	approximately	ADV
cana-6161	130	22	a	a	DET
cana-6161	130	23	12.21	12.21	NUM
cana-6161	130	24	%	%	NOUN
cana-6161	130	25	improvement	improvement	NOUN
cana-6161	130	26	when	when	SCONJ
cana-6161	130	27	compared	compare	VERB
cana-6161	130	28	to	to	ADP
cana-6161	130	29	traditional	traditional	ADJ
cana-6161	130	30	algorithms	algorithm	NOUN
cana-6161	130	31	,	,	PUNCT
cana-6161	130	32	establishing	establish	VERB
cana-6161	130	33	its	its	PRON
cana-6161	130	34	effectiveness	effectiveness	NOUN
cana-6161	130	35	in	in	ADP
cana-6161	130	36	real	real	ADJ
cana-6161	130	37	-	-	PUNCT
cana-6161	130	38	time	time	NOUN
cana-6161	130	39	intelligent	intelligent	ADJ
cana-6161	130	40	health	health	NOUN
cana-6161	130	41	monitoring	monitoring	NOUN
cana-6161	130	42	applications	application	NOUN
cana-6161	130	43	.	.	PUNCT
cana-6161	131	1	v.	v.	ADP
cana-6161	131	2	conclusion	conclusion	NOUN
cana-6161	131	3	the	the	DET
cana-6161	131	4	internet	internet	NOUN
cana-6161	131	5	of	of	ADP
cana-6161	131	6	things	thing	NOUN
cana-6161	131	7	(	(	PUNCT
cana-6161	131	8	iot	iot	NOUN
cana-6161	131	9	)	)	PUNCT
cana-6161	131	10	framework	framework	NOUN
cana-6161	131	11	stands	stand	VERB
cana-6161	131	12	out	out	ADP
cana-6161	131	13	as	as	ADP
cana-6161	131	14	a	a	DET
cana-6161	131	15	practical	practical	ADJ
cana-6161	131	16	and	and	CCONJ
cana-6161	131	17	efficient	efficient	ADJ
cana-6161	131	18	technology	technology	NOUN
cana-6161	131	19	,	,	PUNCT
cana-6161	131	20	offering	offer	VERB
cana-6161	131	21	an	an	DET
cana-6161	131	22	accessible	accessible	ADJ
cana-6161	131	23	platform	platform	NOUN
cana-6161	131	24	at	at	ADP
cana-6161	131	25	an	an	DET
cana-6161	131	26	affordable	affordable	ADJ
cana-6161	131	27	cost	cost	NOUN
cana-6161	131	28	,	,	PUNCT
cana-6161	131	29	even	even	ADV
cana-6161	131	30	in	in	ADP
cana-6161	131	31	specialized	specialized	ADJ
cana-6161	131	32	sectors	sector	NOUN
cana-6161	131	33	like	like	ADP
cana-6161	131	34	healthcare	healthcare	PROPN
cana-6161	131	35	.	.	PUNCT
cana-6161	132	1	healthcare	healthcare	PROPN
cana-6161	132	2	,	,	PUNCT
cana-6161	132	3	being	be	AUX
cana-6161	132	4	a	a	DET
cana-6161	132	5	vital	vital	ADJ
cana-6161	132	6	aspect	aspect	NOUN
cana-6161	132	7	of	of	ADP
cana-6161	132	8	our	our	PRON
cana-6161	132	9	daily	daily	ADJ
cana-6161	132	10	lives	life	NOUN
cana-6161	132	11	,	,	PUNCT
cana-6161	132	12	greatly	greatly	ADV
cana-6161	132	13	benefits	benefit	NOUN
cana-6161	132	14	from	from	ADP
cana-6161	132	15	iot	iot	NOUN
cana-6161	132	16	by	by	ADP
cana-6161	132	17	enabling	enable	VERB
cana-6161	132	18	the	the	DET
cana-6161	132	19	collection	collection	NOUN
cana-6161	132	20	and	and	CCONJ
cana-6161	132	21	transmission	transmission	NOUN
cana-6161	132	22	of	of	ADP
cana-6161	132	23	sensor	sensor	NOUN
cana-6161	132	24	data	datum	NOUN
cana-6161	132	25	through	through	ADP
cana-6161	132	26	smart	smart	ADJ
cana-6161	132	27	devices	device	NOUN
cana-6161	132	28	.	.	PUNCT
cana-6161	133	1	these	these	DET
cana-6161	133	2	intelligent	intelligent	ADJ
cana-6161	133	3	systems	system	NOUN
cana-6161	133	4	enhance	enhance	VERB
cana-6161	133	5	monitoring	monitoring	NOUN
cana-6161	133	6	and	and	CCONJ
cana-6161	133	7	care	care	NOUN
cana-6161	133	8	,	,	PUNCT
cana-6161	133	9	especially	especially	ADV
cana-6161	133	10	for	for	ADP
cana-6161	133	11	individuals	individual	NOUN
cana-6161	133	12	requiring	require	VERB
cana-6161	133	13	continuous	continuous	ADJ
cana-6161	133	14	attention	attention	NOUN
cana-6161	133	15	.	.	PUNCT
cana-6161	134	1	at	at	ADP
cana-6161	134	2	its	its	PRON
cana-6161	134	3	core	core	NOUN
cana-6161	134	4	,	,	PUNCT
cana-6161	134	5	this	this	DET
cana-6161	134	6	integration	integration	NOUN
cana-6161	134	7	of	of	ADP
cana-6161	134	8	sensory	sensory	ADJ
cana-6161	134	9	data	datum	NOUN
cana-6161	134	10	with	with	ADP
cana-6161	134	11	web	web	NOUN
cana-6161	134	12	-	-	PUNCT
cana-6161	134	13	based	base	VERB
cana-6161	134	14	applications	application	NOUN
cana-6161	134	15	or	or	CCONJ
cana-6161	134	16	smart	smart	ADJ
cana-6161	134	17	gadgets	gadget	NOUN
cana-6161	134	18	demonstrates	demonstrate	VERB
cana-6161	134	19	a	a	DET
cana-6161	134	20	high	high	ADJ
cana-6161	134	21	level	level	NOUN
cana-6161	134	22	of	of	ADP
cana-6161	134	23	intelligent	intelligent	ADJ
cana-6161	134	24	automation	automation	NOUN
cana-6161	134	25	.	.	PUNCT
cana-6161	135	1	as	as	SCONJ
cana-6161	135	2	outlined	outline	VERB
cana-6161	135	3	in	in	ADP
cana-6161	135	4	the	the	DET
cana-6161	135	5	referenced	referenced	ADJ
cana-6161	135	6	study	study	NOUN
cana-6161	135	7	,	,	PUNCT
cana-6161	135	8	we	we	PRON
cana-6161	135	9	focused	focus	VERB
cana-6161	135	10	on	on	ADP
cana-6161	135	11	converting	convert	VERB
cana-6161	135	12	sensor	sensor	NOUN
cana-6161	135	13	data	datum	NOUN
cana-6161	135	14	—	—	PUNCT
cana-6161	135	15	captured	capture	VERB
cana-6161	135	16	through	through	ADP
cana-6161	135	17	devices	device	NOUN
cana-6161	135	18	like	like	ADP
cana-6161	135	19	the	the	DET
cana-6161	135	20	arduino	arduino	NOUN
cana-6161	135	21	uno	uno	PROPN
cana-6161	135	22	—	—	PUNCT
cana-6161	135	23	into	into	ADP
cana-6161	135	24	web	web	NOUN
cana-6161	135	25	applications	application	NOUN
cana-6161	135	26	and	and	CCONJ
cana-6161	135	27	databases	database	NOUN
cana-6161	135	28	,	,	PUNCT
cana-6161	135	29	allowing	allow	VERB
cana-6161	135	30	real	real	ADJ
cana-6161	135	31	-	-	PUNCT
cana-6161	135	32	time	time	NOUN
cana-6161	135	33	access	access	NOUN
cana-6161	135	34	to	to	ADP
cana-6161	135	35	patient	patient	ADJ
cana-6161	135	36	information	information	NOUN
cana-6161	135	37	.	.	PUNCT
cana-6161	136	1	unlike	unlike	ADP
cana-6161	136	2	traditional	traditional	ADJ
cana-6161	136	3	methods	method	NOUN
cana-6161	136	4	,	,	PUNCT
cana-6161	136	5	which	which	PRON
cana-6161	136	6	often	often	ADV
cana-6161	136	7	involve	involve	VERB
cana-6161	136	8	invasive	invasive	ADJ
cana-6161	136	9	procedures	procedure	NOUN
cana-6161	136	10	that	that	PRON
cana-6161	136	11	can	can	AUX
cana-6161	136	12	cause	cause	VERB
cana-6161	136	13	discomfort	discomfort	NOUN
cana-6161	136	14	and	and	CCONJ
cana-6161	136	15	discourage	discourage	VERB
cana-6161	136	16	patients	patient	NOUN
cana-6161	136	17	from	from	ADP
cana-6161	136	18	regular	regular	ADJ
cana-6161	136	19	monitoring	monitoring	NOUN
cana-6161	136	20	,	,	PUNCT
cana-6161	136	21	this	this	DET
cana-6161	136	22	research	research	NOUN
cana-6161	136	23	promotes	promote	VERB
cana-6161	136	24	a	a	DET
cana-6161	136	25	non	non	ADJ
cana-6161	136	26	-	-	ADJ
cana-6161	136	27	invasive	invasive	ADJ
cana-6161	136	28	alternative	alternative	NOUN
cana-6161	136	29	.	.	PUNCT
cana-6161	137	1	the	the	DET
cana-6161	137	2	goal	goal	NOUN
cana-6161	137	3	is	be	AUX
cana-6161	137	4	to	to	PART
cana-6161	137	5	empower	empower	VERB
cana-6161	137	6	patients	patient	NOUN
cana-6161	137	7	with	with	ADP
cana-6161	137	8	a	a	DET
cana-6161	137	9	system	system	NOUN
cana-6161	137	10	that	that	PRON
cana-6161	137	11	provides	provide	VERB
cana-6161	137	12	their	their	PRON
cana-6161	137	13	vital	vital	ADJ
cana-6161	137	14	health	health	NOUN
cana-6161	137	15	information	information	NOUN
cana-6161	137	16	conveniently	conveniently	ADV
cana-6161	137	17	and	and	CCONJ
cana-6161	137	18	painlessly	painlessly	ADV
cana-6161	137	19	.	.	PUNCT
cana-6161	138	1	with	with	ADP
cana-6161	138	2	this	this	DET
cana-6161	138	3	iot	iot	NOUN
cana-6161	138	4	-	-	PUNCT
cana-6161	138	5	based	base	VERB
cana-6161	138	6	model	model	NOUN
cana-6161	138	7	,	,	PUNCT
cana-6161	138	8	patients	patient	NOUN
cana-6161	138	9	can	can	AUX
cana-6161	138	10	stay	stay	VERB
cana-6161	138	11	connected	connected	ADJ
cana-6161	138	12	to	to	ADP
cana-6161	138	13	healthcare	healthcare	NOUN
cana-6161	138	14	professionals	professional	NOUN
cana-6161	138	15	around	around	ADP
cana-6161	138	16	the	the	DET
cana-6161	138	17	clock	clock	NOUN
cana-6161	138	18	and	and	CCONJ
cana-6161	138	19	receive	receive	VERB
cana-6161	138	20	timely	timely	ADJ
cana-6161	138	21	alerts	alert	NOUN
cana-6161	138	22	during	during	ADP
cana-6161	138	23	emergencies	emergency	NOUN
cana-6161	138	24	.	.	PUNCT
cana-6161	139	1	the	the	DET
cana-6161	139	2	proposed	propose	VERB
cana-6161	139	3	framework	framework	NOUN
cana-6161	139	4	is	be	AUX
cana-6161	139	5	capable	capable	ADJ
cana-6161	139	6	of	of	ADP
cana-6161	139	7	tracking	track	VERB
cana-6161	139	8	key	key	ADJ
cana-6161	139	9	health	health	NOUN
cana-6161	139	10	metrics	metric	NOUN
cana-6161	139	11	such	such	ADJ
cana-6161	139	12	as	as	ADP
cana-6161	139	13	body	body	NOUN
cana-6161	139	14	temperature	temperature	NOUN
cana-6161	139	15	,	,	PUNCT
cana-6161	139	16	blood	blood	NOUN
cana-6161	139	17	pressure	pressure	NOUN
cana-6161	139	18	,	,	PUNCT
cana-6161	139	19	heart	heart	NOUN
cana-6161	139	20	rate	rate	NOUN
cana-6161	139	21	,	,	PUNCT
cana-6161	139	22	and	and	CCONJ
cana-6161	139	23	other	other	ADJ
cana-6161	139	24	critical	critical	ADJ
cana-6161	139	25	indicators	indicator	NOUN
cana-6161	139	26	necessary	necessary	ADJ
cana-6161	139	27	for	for	ADP
cana-6161	139	28	accurate	accurate	ADJ
cana-6161	139	29	heart	heart	NOUN
cana-6161	139	30	health	health	NOUN
cana-6161	139	31	analysis	analysis	NOUN
cana-6161	139	32	.	.	PUNCT
cana-6161	140	1	references	reference	NOUN
cana-6161	140	2	[	[	X
cana-6161	140	3	1	1	NUM
cana-6161	140	4	]	]	SYM
cana-6161	140	5	1	1	NUM
cana-6161	140	6	.	.	PUNCT
cana-6161	140	7	s.	s.	PROPN
cana-6161	140	8	s.	s.	PROPN
cana-6161	140	9	khatal	khatal	PROPN
cana-6161	140	10	and	and	CCONJ
cana-6161	140	11	y.	y.	PROPN
cana-6161	140	12	k.	k.	PROPN
cana-6161	140	13	sharma	sharma	PROPN
cana-6161	140	14	,	,	PUNCT
cana-6161	140	15	“	"	PUNCT
cana-6161	140	16	analyzing	analyze	VERB
cana-6161	140	17	the	the	DET
cana-6161	140	18	role	role	NOUN
cana-6161	140	19	of	of	ADP
cana-6161	140	20	heart	heart	NOUN
cana-6161	140	21	disease	disease	NOUN
cana-6161	140	22	prediction	prediction	NOUN
cana-6161	140	23	system	system	NOUN
cana-6161	140	24	using	use	VERB
cana-6161	140	25	iot	iot	NOUN
cana-6161	140	26	and	and	CCONJ
cana-6161	140	27	machine	machine	NOUN
cana-6161	140	28	learning	learning	NOUN
cana-6161	140	29	,	,	PUNCT
cana-6161	140	30	”	"	PUNCT
cana-6161	140	31	int	int	NOUN
cana-6161	140	32	.	.	PUNCT
cana-6161	141	1	j.	j.	PROPN
cana-6161	141	2	adv	adv	PROPN
cana-6161	141	3	.	.	PUNCT
cana-6161	142	1	sci	sci	PROPN
cana-6161	142	2	.	.	PROPN
cana-6161	142	3	technol	technol	PROPN
cana-6161	142	4	.	.	PROPN
cana-6161	142	5	,	,	PUNCT
cana-6161	142	6	vol	vol	NOUN
cana-6161	142	7	.	.	PROPN
cana-6161	142	8	29	29	NUM
cana-6161	142	9	,	,	PUNCT
cana-6161	142	10	no	no	INTJ
cana-6161	143	1	.	.	NOUN
cana-6161	143	2	9s	9s	NUM
cana-6161	143	3	,	,	PUNCT
cana-6161	143	4	pp	pp	ADJ
cana-6161	143	5	.	.	PUNCT
cana-6161	144	1	2340	2340	NUM
cana-6161	144	2	–	–	PUNCT
cana-6161	144	3	2346	2346	NUM
cana-6161	144	4	,	,	PUNCT
cana-6161	144	5	2020	2020	NUM
cana-6161	144	6	.	.	PUNCT
cana-6161	145	1	[	[	X
cana-6161	145	2	2	2	NUM
cana-6161	145	3	]	]	SYM
cana-6161	145	4	2	2	NUM
cana-6161	145	5	.	.	PUNCT
cana-6161	145	6	q.	q.	PROPN
cana-6161	145	7	he	he	PRON
cana-6161	145	8	,	,	PUNCT
cana-6161	145	9	a.	a.	NOUN
cana-6161	145	10	maag	maag	NOUN
cana-6161	145	11	,	,	PUNCT
cana-6161	145	12	and	and	CCONJ
cana-6161	145	13	a.	a.	NOUN
cana-6161	145	14	elchouemi	elchouemi	PROPN
cana-6161	145	15	,	,	PUNCT
cana-6161	145	16	“	"	PUNCT
cana-6161	145	17	heart	heart	NOUN
cana-6161	145	18	disease	disease	NOUN
cana-6161	145	19	monitoring	monitoring	NOUN
cana-6161	145	20	and	and	CCONJ
cana-6161	145	21	predicting	predict	VERB
cana-6161	145	22	by	by	ADP
cana-6161	145	23	using	use	VERB
cana-6161	145	24	machine	machine	NOUN
cana-6161	145	25	learning	learning	NOUN
cana-6161	145	26	based	base	VERB
cana-6161	145	27	on	on	ADP
cana-6161	145	28	iot	iot	PROPN
cana-6161	145	29	technology	technology	NOUN
cana-6161	145	30	,	,	PUNCT
cana-6161	145	31	”	"	PUNCT
cana-6161	145	32	in	in	ADP
cana-6161	145	33	proc	proc	NOUN
cana-6161	145	34	.	.	PUNCT
cana-6161	146	1	2020	2020	NUM
cana-6161	146	2	5th	5th	ADJ
cana-6161	146	3	int	int	NOUN
cana-6161	146	4	.	.	PUNCT
cana-6161	147	1	conf	conf	NOUN
cana-6161	147	2	.	.	PUNCT
cana-6161	148	1	innov	innov	PROPN
cana-6161	148	2	.	.	PUNCT
cana-6161	149	1	technol	technol	PROPN
cana-6161	149	2	.	.	PUNCT
cana-6161	149	3	intell	intell	PROPN
cana-6161	149	4	.	.	PUNCT
cana-6161	150	1	syst	syst	PROPN
cana-6161	150	2	.	.	PUNCT
cana-6161	151	1	ind	ind	PROPN
cana-6161	151	2	.	.	PUNCT
cana-6161	152	1	appl	appl	PROPN
cana-6161	152	2	.	.	PUNCT
cana-6161	153	1	(	(	PUNCT
cana-6161	153	2	citisia	citisia	NOUN
cana-6161	153	3	)	)	PUNCT
cana-6161	153	4	,	,	PUNCT
cana-6161	153	5	ieee	ieee	NOUN
cana-6161	153	6	,	,	PUNCT
cana-6161	153	7	2020	2020	NUM
cana-6161	153	8	.	.	PUNCT
cana-6161	154	1	[	[	X
cana-6161	154	2	3	3	NUM
cana-6161	154	3	]	]	SYM
cana-6161	154	4	3	3	NUM
cana-6161	154	5	.	.	PUNCT
cana-6161	154	6	c.	c.	PROPN
cana-6161	154	7	m.	m.	PROPN
cana-6161	154	8	bhatt	bhatt	PROPN
cana-6161	154	9	et	et	PROPN
cana-6161	154	10	al	al	PROPN
cana-6161	154	11	.	.	PROPN
cana-6161	154	12	,	,	PUNCT
cana-6161	154	13	“	"	PUNCT
cana-6161	154	14	effective	effective	ADJ
cana-6161	154	15	heart	heart	NOUN
cana-6161	154	16	disease	disease	NOUN
cana-6161	154	17	prediction	prediction	NOUN
cana-6161	154	18	using	use	VERB
cana-6161	154	19	machine	machine	NOUN
cana-6161	154	20	learning	learning	NOUN
cana-6161	154	21	techniques	technique	NOUN
cana-6161	154	22	,	,	PUNCT
cana-6161	154	23	”	"	PUNCT
cana-6161	154	24	algorithms	algorithm	NOUN
cana-6161	154	25	,	,	PUNCT
cana-6161	154	26	vol	vol	NOUN
cana-6161	154	27	.	.	PROPN
cana-6161	154	28	16	16	NUM
cana-6161	154	29	,	,	PUNCT
cana-6161	154	30	no	no	INTJ
cana-6161	154	31	.	.	NOUN
cana-6161	154	32	2	2	NUM
cana-6161	154	33	,	,	PUNCT
cana-6161	154	34	art	art	NOUN
cana-6161	154	35	.	.	PUNCT
cana-6161	155	1	no	no	INTJ
cana-6161	155	2	.	.	NOUN
cana-6161	155	3	88	88	NUM
cana-6161	155	4	,	,	PUNCT
cana-6161	155	5	2023	2023	NUM
cana-6161	155	6	.	.	PUNCT
cana-6161	156	1	[	[	X
cana-6161	156	2	4	4	NUM
cana-6161	156	3	]	]	SYM
cana-6161	156	4	4	4	NUM
cana-6161	156	5	.	.	PUNCT
cana-6161	156	6	m.	m.	NOUN
cana-6161	156	7	badawy	badawy	PROPN
cana-6161	156	8	,	,	PUNCT
cana-6161	156	9	n.	n.	PROPN
cana-6161	156	10	ramadan	ramadan	PROPN
cana-6161	156	11	,	,	PUNCT
cana-6161	156	12	and	and	CCONJ
cana-6161	156	13	h.	h.	PROPN
cana-6161	156	14	a.	a.	NOUN
cana-6161	156	15	hefny	hefny	PROPN
cana-6161	156	16	,	,	PUNCT
cana-6161	156	17	“	"	PUNCT
cana-6161	156	18	healthcare	healthcare	PROPN
cana-6161	156	19	predictive	predictive	ADJ
cana-6161	156	20	analytics	analytic	NOUN
cana-6161	156	21	using	use	VERB
cana-6161	156	22	machine	machine	NOUN
cana-6161	156	23	learning	learning	NOUN
cana-6161	156	24	and	and	CCONJ
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cana-6161	156	26	learning	learning	NOUN
cana-6161	156	27	techniques	technique	NOUN
cana-6161	156	28	:	:	PUNCT
cana-6161	156	29	a	a	DET
cana-6161	156	30	survey	survey	NOUN
cana-6161	156	31	,	,	PUNCT
cana-6161	156	32	”	"	PUNCT
cana-6161	156	33	j.	j.	PROPN
cana-6161	156	34	electr	electr	PROPN
cana-6161	156	35	.	.	PUNCT
cana-6161	157	1	syst	syst	PROPN
cana-6161	157	2	.	.	PUNCT
cana-6161	157	3	inf	inf	PROPN
cana-6161	157	4	.	.	PUNCT
cana-6161	157	5	technol	technol	PROPN
cana-6161	157	6	.	.	PROPN
cana-6161	157	7	,	,	PUNCT
cana-6161	157	8	vol	vol	NOUN
cana-6161	157	9	.	.	PROPN
cana-6161	158	1	10	10	NUM
cana-6161	158	2	,	,	PUNCT
cana-6161	158	3	no	no	INTJ
cana-6161	158	4	.	.	NOUN
cana-6161	158	5	1	1	NUM
cana-6161	158	6	,	,	PUNCT
cana-6161	158	7	art	art	NOUN
cana-6161	158	8	.	.	PUNCT
cana-6161	159	1	no	no	INTJ
cana-6161	159	2	.	.	NOUN
cana-6161	159	3	40	40	NUM
cana-6161	159	4	,	,	PUNCT
cana-6161	159	5	2023	2023	NUM
cana-6161	159	6	.	.	PUNCT
cana-6161	160	1	[	[	X
cana-6161	160	2	5	5	NUM
cana-6161	160	3	]	]	SYM
cana-6161	160	4	5	5	NUM
cana-6161	160	5	.	.	PUNCT
cana-6161	160	6	f.	f.	PROPN
cana-6161	160	7	dahan	dahan	PROPN
cana-6161	160	8	et	et	PROPN
cana-6161	160	9	al	al	PROPN
cana-6161	160	10	.	.	PROPN
cana-6161	160	11	,	,	PUNCT
cana-6161	160	12	“	"	PUNCT
cana-6161	160	13	a	a	DET
cana-6161	160	14	smart	smart	ADJ
cana-6161	160	15	iomt	iomt	NOUN
cana-6161	160	16	based	base	VERB
cana-6161	160	17	architecture	architecture	NOUN
cana-6161	160	18	for	for	ADP
cana-6161	160	19	e	e	NOUN
cana-6161	160	20	-	-	NOUN
cana-6161	160	21	healthcare	healthcare	ADJ
cana-6161	160	22	patient	patient	NOUN
cana-6161	160	23	monitoring	monitoring	NOUN
cana-6161	160	24	system	system	NOUN
cana-6161	160	25	using	use	VERB
cana-6161	160	26	artificial	artificial	ADJ
cana-6161	160	27	intelligence	intelligence	NOUN
cana-6161	160	28	algorithms	algorithm	NOUN
cana-6161	160	29	,	,	PUNCT
cana-6161	160	30	”	"	PUNCT
cana-6161	160	31	front	front	NOUN
cana-6161	160	32	.	.	PUNCT
cana-6161	161	1	physiol	physiol	PROPN
cana-6161	161	2	.	.	PUNCT
cana-6161	162	1	,	,	PUNCT
cana-6161	162	2	vol	vol	NOUN
cana-6161	162	3	.	.	PROPN
cana-6161	162	4	14	14	NUM
cana-6161	162	5	,	,	PUNCT
cana-6161	162	6	art	art	NOUN
cana-6161	162	7	.	.	PUNCT
cana-6161	163	1	no	no	INTJ
cana-6161	163	2	.	.	NOUN
cana-6161	163	3	1125952	1125952	NUM
cana-6161	163	4	,	,	PUNCT
cana-6161	163	5	2023	2023	NUM
cana-6161	163	6	.	.	PUNCT
cana-6161	164	1	[	[	X
cana-6161	164	2	6	6	NUM
cana-6161	164	3	]	]	SYM
cana-6161	164	4	6	6	NUM
cana-6161	164	5	.	.	PUNCT
cana-6161	164	6	m.	m.	NOUN
cana-6161	164	7	n.	n.	PROPN
cana-6161	164	8	islam	islam	PROPN
cana-6161	164	9	et	et	PROPN
cana-6161	164	10	al	al	PROPN
cana-6161	164	11	.	.	PROPN
cana-6161	164	12	,	,	PUNCT
cana-6161	164	13	“	"	PUNCT
cana-6161	164	14	predictis	predictis	NOUN
cana-6161	164	15	:	:	PUNCT
cana-6161	164	16	an	an	DET
cana-6161	164	17	iot	iot	NOUN
cana-6161	164	18	and	and	CCONJ
cana-6161	164	19	machine	machine	NOUN
cana-6161	164	20	learning	learning	NOUN
cana-6161	164	21	-	-	PUNCT
cana-6161	164	22	based	base	VERB
cana-6161	164	23	system	system	NOUN
cana-6161	164	24	to	to	PART
cana-6161	164	25	predict	predict	VERB
cana-6161	164	26	risk	risk	NOUN
cana-6161	164	27	level	level	NOUN
cana-6161	164	28	of	of	ADP
cana-6161	164	29	cardio	cardio	NOUN
cana-6161	164	30	-	-	PUNCT
cana-6161	164	31	vascular	vascular	ADJ
cana-6161	164	32	diseases	disease	NOUN
cana-6161	164	33	,	,	PUNCT
cana-6161	164	34	”	"	PUNCT
cana-6161	164	35	bmc	bmc	PROPN
cana-6161	164	36	health	health	NOUN
cana-6161	164	37	serv	serv	PROPN
cana-6161	164	38	.	.	PUNCT
cana-6161	165	1	res	re	NOUN
cana-6161	165	2	.	.	PROPN
cana-6161	165	3	,	,	PUNCT
cana-6161	165	4	vol	vol	NOUN
cana-6161	165	5	.	.	PROPN
cana-6161	165	6	23	23	NUM
cana-6161	165	7	,	,	PUNCT
cana-6161	165	8	no	no	INTJ
cana-6161	165	9	.	.	NOUN
cana-6161	165	10	1	1	NUM
cana-6161	165	11	,	,	PUNCT
cana-6161	165	12	art	art	NOUN
cana-6161	165	13	.	.	PUNCT
cana-6161	166	1	no	no	INTJ
cana-6161	166	2	.	.	NOUN
cana-6161	166	3	171	171	NUM
cana-6161	166	4	,	,	PUNCT
cana-6161	166	5	2023	2023	NUM
cana-6161	166	6	.	.	PUNCT
cana-6161	167	1	[	[	X
cana-6161	167	2	7	7	NUM
cana-6161	167	3	]	]	SYM
cana-6161	167	4	7	7	NUM
cana-6161	167	5	.	.	PUNCT
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cana-6161	167	9	et	et	PROPN
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cana-6161	167	12	,	,	PUNCT
cana-6161	167	13	“	"	PUNCT
cana-6161	167	14	machine	machine	NOUN
cana-6161	167	15	learning	learning	NOUN
cana-6161	167	16	for	for	ADP
cana-6161	167	17	healthcare	healthcare	NOUN
cana-6161	167	18	-	-	PUNCT
cana-6161	167	19	iot	iot	PROPN
cana-6161	167	20	security	security	NOUN
cana-6161	167	21	:	:	PUNCT
cana-6161	167	22	a	a	DET
cana-6161	167	23	review	review	NOUN
cana-6161	167	24	and	and	CCONJ
cana-6161	167	25	risk	risk	NOUN
cana-6161	167	26	mitigation	mitigation	NOUN
cana-6161	167	27	,	,	PUNCT
cana-6161	167	28	”	"	PUNCT
cana-6161	167	29	ieee	ieee	NOUN
cana-6161	167	30	access	access	NOUN
cana-6161	167	31	,	,	PUNCT
cana-6161	167	32	vol	vol	NOUN
cana-6161	167	33	.	.	PROPN
cana-6161	167	34	11	11	NUM
cana-6161	167	35	,	,	PUNCT
cana-6161	167	36	pp	pp	ADJ
cana-6161	167	37	.	.	PUNCT
cana-6161	168	1	145869–145896	145869–145896	NUM
cana-6161	168	2	,	,	PUNCT
cana-6161	168	3	2023	2023	NUM
cana-6161	168	4	.	.	PUNCT
cana-6161	169	1	communications	communication	NOUN
cana-6161	169	2	on	on	ADP
cana-6161	169	3	applied	apply	VERB
cana-6161	169	4	nonlinear	nonlinear	ADJ
cana-6161	169	5	analysis	analysis	NOUN
cana-6161	169	6	issn	issn	NOUN
cana-6161	169	7	:	:	PUNCT
cana-6161	169	8	1074	1074	NUM
cana-6161	169	9	-	-	PUNCT
cana-6161	169	10	133x	133x	NUM
cana-6161	169	11	vol	vol	VERB
cana-6161	169	12	32	32	NUM
cana-6161	169	13	no	no	NOUN
cana-6161	169	14	.	.	PUNCT
cana-6161	170	1	10s	10	NOUN
cana-6161	170	2	(	(	PUNCT
cana-6161	170	3	2025	2025	NUM
cana-6161	170	4	)	)	PUNCT
cana-6161	170	5	3501	3501	NUM
cana-6161	170	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6161	171	1	[	[	X
cana-6161	171	2	8	8	NUM
cana-6161	171	3	]	]	SYM
cana-6161	171	4	8	8	NUM
cana-6161	171	5	.	.	PUNCT
cana-6161	172	1	s.	s.	PROPN
cana-6161	172	2	more	more	ADV
cana-6161	172	3	,	,	PUNCT
cana-6161	172	4	s.	s.	PROPN
cana-6161	172	5	patil	patil	PROPN
cana-6161	172	6	,	,	PUNCT
cana-6161	172	7	p.	p.	PROPN
cana-6161	172	8	salvi	salvi	PROPN
cana-6161	172	9	,	,	PUNCT
cana-6161	172	10	and	and	CCONJ
cana-6161	172	11	r.	r.	PROPN
cana-6161	172	12	gadhave	gadhave	PROPN
cana-6161	172	13	,	,	PUNCT
cana-6161	172	14	“	"	PUNCT
cana-6161	172	15	enhancing	enhance	VERB
cana-6161	172	16	hearing	hearing	NOUN
cana-6161	172	17	accessibility	accessibility	NOUN
cana-6161	172	18	through	through	ADP
cana-6161	172	19	iot	iot	NOUN
cana-6161	172	20	:	:	PUNCT
cana-6161	172	21	a	a	DET
cana-6161	172	22	review	review	NOUN
cana-6161	172	23	of	of	ADP
cana-6161	172	24	smart	smart	ADJ
cana-6161	172	25	hearing	hearing	NOUN
cana-6161	172	26	device	device	NOUN
cana-6161	172	27	,	,	PUNCT
cana-6161	172	28	”	"	PUNCT
cana-6161	172	29	int	int	NOUN
cana-6161	172	30	.	.	PUNCT
cana-6161	173	1	j.	j.	PROPN
cana-6161	173	2	distrib	distrib	PROPN
cana-6161	173	3	.	.	PUNCT
cana-6161	174	1	comput	comput	PROPN
cana-6161	174	2	.	.	PUNCT
cana-6161	175	1	technol	technol	PROPN
cana-6161	175	2	.	.	PROPN
cana-6161	175	3	,	,	PUNCT
cana-6161	175	4	vol	vol	NOUN
cana-6161	175	5	.	.	PROPN
cana-6161	176	1	9	9	NUM
cana-6161	176	2	,	,	PUNCT
cana-6161	176	3	no	no	INTJ
cana-6161	176	4	.	.	NOUN
cana-6161	176	5	1	1	NUM
cana-6161	176	6	,	,	PUNCT
cana-6161	176	7	pp	pp	ADJ
cana-6161	176	8	.	.	PUNCT
cana-6161	177	1	11–17	11–17	NUM
cana-6161	177	2	,	,	PUNCT
cana-6161	177	3	2023	2023	NUM
cana-6161	177	4	.	.	PUNCT
cana-6161	178	1	[	[	X
cana-6161	178	2	9	9	NUM
cana-6161	178	3	]	]	SYM
cana-6161	178	4	9	9	NUM
cana-6161	178	5	.	.	PUNCT
cana-6161	178	6	h.	h.	PROPN
cana-6161	178	7	a.	a.	PROPN
cana-6161	178	8	butt	butt	PROPN
cana-6161	178	9	et	et	PROPN
cana-6161	178	10	al	al	PROPN
cana-6161	178	11	.	.	PROPN
cana-6161	178	12	,	,	PUNCT
cana-6161	178	13	“	"	PUNCT
cana-6161	178	14	5	5	NUM
cana-6161	178	15	g	g	NOUN
cana-6161	178	16	and	and	CCONJ
cana-6161	178	17	iot	iot	NOUN
cana-6161	178	18	for	for	ADP
cana-6161	178	19	intelligent	intelligent	ADJ
cana-6161	178	20	healthcare	healthcare	NOUN
cana-6161	178	21	:	:	PUNCT
cana-6161	178	22	ai	ai	VERB
cana-6161	178	23	and	and	CCONJ
cana-6161	178	24	machine	machine	NOUN
cana-6161	178	25	learning	learning	NOUN
cana-6161	178	26	approaches	approach	NOUN
cana-6161	178	27	—	—	PUNCT
cana-6161	178	28	a	a	DET
cana-6161	178	29	review	review	NOUN
cana-6161	178	30	,	,	PUNCT
cana-6161	178	31	”	"	PUNCT
cana-6161	178	32	in	in	ADP
cana-6161	178	33	proc	proc	NOUN
cana-6161	178	34	.	.	PUNCT
cana-6161	179	1	int	int	NOUN
cana-6161	179	2	.	.	PUNCT
cana-6161	179	3	conf	conf	NOUN
cana-6161	179	4	.	.	PUNCT
cana-6161	180	1	smart	smart	ADJ
cana-6161	180	2	objects	object	NOUN
cana-6161	180	3	technol	technol	ADJ
cana-6161	180	4	.	.	PUNCT
cana-6161	181	1	social	social	ADJ
cana-6161	181	2	good	good	NOUN
cana-6161	181	3	,	,	PUNCT
cana-6161	181	4	cham	cham	PROPN
cana-6161	181	5	,	,	PUNCT
cana-6161	181	6	switzerland	switzerland	PROPN
cana-6161	181	7	:	:	PUNCT
cana-6161	181	8	springer	springer	NOUN
cana-6161	181	9	,	,	PUNCT
cana-6161	181	10	2023	2023	NUM
cana-6161	181	11	.	.	PUNCT
cana-6161	182	1	[	[	X
cana-6161	182	2	10	10	NUM
cana-6161	182	3	]	]	SYM
cana-6161	182	4	10	10	NUM
cana-6161	182	5	.	.	PUNCT
cana-6161	182	6	s.	s.	PROPN
cana-6161	182	7	s.	s.	PROPN
cana-6161	182	8	khatal	khatal	PROPN
cana-6161	182	9	and	and	CCONJ
cana-6161	182	10	m.	m.	PROPN
cana-6161	182	11	d.	d.	PROPN
cana-6161	182	12	rokade	rokade	PROPN
cana-6161	182	13	,	,	PUNCT
cana-6161	182	14	“	"	PUNCT
cana-6161	182	15	an	an	DET
cana-6161	182	16	detection	detection	NOUN
cana-6161	182	17	of	of	ADP
cana-6161	182	18	cardiovascular	cardiovascular	ADJ
cana-6161	182	19	disease	disease	NOUN
cana-6161	182	20	using	use	VERB
cana-6161	182	21	deep	deep	ADJ
cana-6161	182	22	learning	learning	NOUN
cana-6161	182	23	,	,	PUNCT
cana-6161	182	24	”	"	PUNCT
cana-6161	182	25	in	in	ADP
cana-6161	182	26	proc	proc	NOUN
cana-6161	182	27	.	.	PUNCT
cana-6161	183	1	2023	2023	NUM
cana-6161	183	2	int	int	NOUN
cana-6161	183	3	.	.	PUNCT
cana-6161	183	4	conf	conf	PROPN
cana-6161	183	5	.	.	PUNCT
cana-6161	184	1	emerg	emerg	PROPN
cana-6161	184	2	.	.	PUNCT
cana-6161	185	1	smart	smart	ADJ
cana-6161	185	2	comput	comput	NOUN
cana-6161	185	3	.	.	PUNCT
cana-6161	186	1	informat	informat	ADJ
cana-6161	186	2	.	.	PUNCT
cana-6161	187	1	(	(	PUNCT
cana-6161	187	2	esci	esci	PROPN
cana-6161	187	3	)	)	PUNCT
cana-6161	187	4	,	,	PUNCT
cana-6161	187	5	ieee	ieee	NOUN
cana-6161	187	6	,	,	PUNCT
cana-6161	187	7	2023	2023	NUM
cana-6161	187	8	.	.	PUNCT
cana-6161	188	1	[	[	X
cana-6161	188	2	11	11	NUM
cana-6161	188	3	]	]	SYM
cana-6161	188	4	11	11	NUM
cana-6161	188	5	.	.	PUNCT
cana-6161	189	1	h.	h.	PROPN
cana-6161	189	2	sun	sun	PROPN
cana-6161	189	3	and	and	CCONJ
cana-6161	189	4	j.	j.	PROPN
cana-6161	189	5	pan	pan	PROPN
cana-6161	189	6	,	,	PUNCT
cana-6161	189	7	“	"	PUNCT
cana-6161	189	8	heart	heart	NOUN
cana-6161	189	9	disease	disease	NOUN
cana-6161	189	10	prediction	prediction	NOUN
cana-6161	189	11	using	use	VERB
cana-6161	189	12	machine	machine	NOUN
cana-6161	189	13	learning	learn	VERB
cana-6161	189	14	algorithms	algorithm	NOUN
cana-6161	189	15	with	with	ADP
cana-6161	189	16	self	self	NOUN
cana-6161	189	17	-	-	PUNCT
cana-6161	189	18	measurable	measurable	ADJ
cana-6161	189	19	physical	physical	ADJ
cana-6161	189	20	condition	condition	NOUN
cana-6161	189	21	indicators	indicator	NOUN
cana-6161	189	22	,	,	PUNCT
cana-6161	189	23	”	"	PUNCT
cana-6161	189	24	j.	j.	PROPN
cana-6161	189	25	data	data	PROPN
cana-6161	189	26	anal	anal	PROPN
cana-6161	189	27	.	.	PUNCT
cana-6161	189	28	inf	inf	PROPN
cana-6161	189	29	.	.	PUNCT
cana-6161	189	30	process	process	NOUN
cana-6161	189	31	.	.	PUNCT
cana-6161	190	1	,	,	PUNCT
cana-6161	190	2	vol	vol	NOUN
cana-6161	190	3	.	.	PROPN
cana-6161	191	1	11	11	NUM
cana-6161	191	2	,	,	PUNCT
cana-6161	191	3	no	no	INTJ
cana-6161	191	4	.	.	NOUN
cana-6161	191	5	1	1	NUM
cana-6161	191	6	,	,	PUNCT
cana-6161	191	7	pp	pp	ADJ
cana-6161	191	8	.	.	PUNCT
cana-6161	192	1	1–10	1–10	NOUN
cana-6161	192	2	,	,	PUNCT
cana-6161	192	3	2023	2023	NUM
cana-6161	192	4	.	.	PUNCT
cana-6161	193	1	[	[	X
cana-6161	193	2	12	12	NUM
cana-6161	193	3	]	]	SYM
cana-6161	193	4	12	12	NUM
cana-6161	193	5	.	.	PUNCT
cana-6161	193	6	m.	m.	NOUN
cana-6161	193	7	ahmed	ahmed	PROPN
cana-6161	193	8	and	and	CCONJ
cana-6161	193	9	i.	i.	PROPN
cana-6161	193	10	husien	husien	PROPN
cana-6161	193	11	,	,	PUNCT
cana-6161	193	12	“	"	PUNCT
cana-6161	193	13	heart	heart	NOUN
cana-6161	193	14	disease	disease	NOUN
cana-6161	193	15	prediction	prediction	NOUN
cana-6161	193	16	using	use	VERB
cana-6161	193	17	hybrid	hybrid	ADJ
cana-6161	193	18	machine	machine	NOUN
cana-6161	193	19	learning	learning	NOUN
cana-6161	193	20	:	:	PUNCT
cana-6161	193	21	a	a	DET
cana-6161	193	22	brief	brief	ADJ
cana-6161	193	23	review	review	NOUN
cana-6161	193	24	,	,	PUNCT
cana-6161	193	25	”	"	PUNCT
cana-6161	193	26	j.	j.	PROPN
cana-6161	193	27	robot	robot	PROPN
cana-6161	193	28	.	.	PUNCT
cana-6161	194	1	control	control	PROPN
cana-6161	194	2	,	,	PUNCT
cana-6161	194	3	vol	vol	NOUN
cana-6161	194	4	.	.	PROPN
cana-6161	194	5	5	5	NUM
cana-6161	194	6	,	,	PUNCT
cana-6161	194	7	no	no	INTJ
cana-6161	194	8	.	.	NOUN
cana-6161	194	9	3	3	NUM
cana-6161	194	10	,	,	PUNCT
cana-6161	194	11	pp	pp	ADJ
cana-6161	194	12	.	.	PUNCT
cana-6161	195	1	884–892	884–892	NUM
cana-6161	195	2	,	,	PUNCT
cana-6161	195	3	2024	2024	NUM
cana-6161	195	4	.	.	PUNCT
cana-6161	196	1	[	[	X
cana-6161	196	2	13	13	NUM
cana-6161	196	3	]	]	SYM
cana-6161	196	4	13	13	NUM
cana-6161	196	5	.	.	PUNCT
cana-6161	196	6	n.	n.	PROPN
cana-6161	196	7	alharbe	alharbe	NOUN
cana-6161	196	8	and	and	CCONJ
cana-6161	196	9	m.	m.	NOUN
cana-6161	196	10	almalki	almalki	ADV
cana-6161	196	11	,	,	PUNCT
cana-6161	196	12	“	"	PUNCT
cana-6161	196	13	iot	iot	VERB
cana-6161	196	14	-	-	PUNCT
cana-6161	196	15	enabled	enable	VERB
cana-6161	196	16	healthcare	healthcare	NOUN
cana-6161	196	17	transformation	transformation	NOUN
cana-6161	196	18	leveraging	leverage	VERB
cana-6161	196	19	deep	deep	ADJ
cana-6161	196	20	learning	learning	NOUN
cana-6161	196	21	for	for	ADP
cana-6161	196	22	advanced	advanced	ADJ
cana-6161	196	23	patient	patient	ADJ
cana-6161	196	24	monitoring	monitoring	NOUN
cana-6161	196	25	and	and	CCONJ
cana-6161	196	26	diagnosis	diagnosis	NOUN
cana-6161	196	27	,	,	PUNCT
cana-6161	196	28	”	"	PUNCT
cana-6161	196	29	multimed	multime	VERB
cana-6161	196	30	.	.	PUNCT
cana-6161	197	1	tools	tool	NOUN
cana-6161	197	2	appl	appl	PROPN
cana-6161	197	3	.	.	PUNCT
cana-6161	197	4	,	,	PUNCT
cana-6161	198	1	pp	pp	ADJ
cana-6161	198	2	.	.	PUNCT
cana-6161	199	1	1	1	NUM
cana-6161	199	2	–	–	PUNCT
cana-6161	199	3	14	14	NUM
cana-6161	199	4	,	,	PUNCT
cana-6161	199	5	2024	2024	NUM
cana-6161	199	6	.	.	PUNCT
cana-6161	200	1	[	[	X
cana-6161	200	2	14	14	NUM
cana-6161	200	3	]	]	SYM
cana-6161	200	4	14	14	NUM
cana-6161	200	5	.	.	PUNCT
cana-6161	201	1	s.	s.	PROPN
cana-6161	201	2	i.	i.	PROPN
cana-6161	201	3	ayua	ayua	PROPN
cana-6161	201	4	,	,	PUNCT
cana-6161	201	5	“	"	PUNCT
cana-6161	201	6	random	random	ADJ
cana-6161	201	7	forest	forest	NOUN
cana-6161	201	8	ensemble	ensemble	ADJ
cana-6161	201	9	machine	machine	NOUN
cana-6161	201	10	learning	learning	NOUN
cana-6161	201	11	model	model	NOUN
cana-6161	201	12	for	for	ADP
cana-6161	201	13	early	early	ADJ
cana-6161	201	14	detection	detection	NOUN
cana-6161	201	15	and	and	CCONJ
cana-6161	201	16	prediction	prediction	NOUN
cana-6161	201	17	of	of	ADP
cana-6161	201	18	weight	weight	NOUN
cana-6161	201	19	category	category	NOUN
cana-6161	201	20	,	,	PUNCT
cana-6161	201	21	”	"	PUNCT
cana-6161	201	22	j.	j.	PROPN
cana-6161	201	23	data	data	PROPN
cana-6161	201	24	sci	sci	PROPN
cana-6161	201	25	.	.	PROPN
cana-6161	201	26	intell	intell	PROPN
cana-6161	201	27	.	.	PUNCT
cana-6161	202	1	syst	syst	PROPN
cana-6161	202	2	.	.	PUNCT
cana-6161	202	3	,	,	PUNCT
cana-6161	202	4	vol	vol	NOUN
cana-6161	202	5	.	.	PROPN
cana-6161	202	6	2	2	NUM
cana-6161	202	7	,	,	PUNCT
cana-6161	202	8	no	no	INTJ
cana-6161	202	9	.	.	NOUN
cana-6161	202	10	4	4	NUM
cana-6161	202	11	,	,	PUNCT
cana-6161	202	12	pp	pp	ADJ
cana-6161	202	13	.	.	PUNCT
cana-6161	203	1	233–240	233–240	NUM
cana-6161	203	2	,	,	PUNCT
cana-6161	203	3	2024	2024	NUM
cana-6161	203	4	.	.	PUNCT
cana-6161	204	1	[	[	X
cana-6161	204	2	15	15	NUM
cana-6161	204	3	]	]	SYM
cana-6161	204	4	15	15	NUM
cana-6161	204	5	.	.	PUNCT
cana-6161	204	6	kotagi	kotagi	PROPN
cana-6161	204	7	,	,	PUNCT
cana-6161	204	8	v.	v.	ADV
cana-6161	204	9	,	,	PUNCT
cana-6161	204	10	nassa	nassa	PROPN
cana-6161	204	11	,	,	PUNCT
cana-6161	204	12	v.	v.	PROPN
cana-6161	204	13	k.	k.	PROPN
cana-6161	204	14	,	,	PUNCT
cana-6161	204	15	patil	patil	PROPN
cana-6161	204	16	,	,	PUNCT
cana-6161	204	17	d.	d.	PROPN
cana-6161	204	18	,	,	PUNCT
cana-6161	204	19	gadhave	gadhave	PROPN
cana-6161	204	20	,	,	PUNCT
cana-6161	204	21	r.	r.	PROPN
cana-6161	204	22	,	,	PUNCT
cana-6161	204	23	adusumilli	adusumilli	PROPN
cana-6161	204	24	,	,	PUNCT
cana-6161	204	25	s.	s.	PROPN
cana-6161	204	26	b.	b.	PROPN
cana-6161	204	27	k.	k.	PROPN
cana-6161	204	28	,	,	PUNCT
cana-6161	204	29	&	&	CCONJ
cana-6161	204	30	kumar	kumar	PROPN
cana-6161	204	31	,	,	PUNCT
cana-6161	204	32	p.	p.	NOUN
cana-6161	204	33	p.	p.	NOUN
cana-6161	204	34	(	(	PUNCT
cana-6161	204	35	2024	2024	NUM
cana-6161	204	36	,	,	PUNCT
cana-6161	204	37	september	september	PROPN
cana-6161	204	38	)	)	PUNCT
cana-6161	204	39	.	.	PUNCT
cana-6161	205	1	ensuring	ensure	VERB
cana-6161	205	2	dataset	dataset	ADJ
cana-6161	205	3	accountability	accountability	NOUN
cana-6161	205	4	in	in	ADP
cana-6161	205	5	machine	machine	NOUN
cana-6161	205	6	learning	learning	NOUN
cana-6161	205	7	:	:	PUNCT
cana-6161	205	8	insights	insight	NOUN
cana-6161	205	9	from	from	ADP
cana-6161	205	10	software	software	NOUN
cana-6161	205	11	engineering	engineering	NOUN
cana-6161	205	12	.	.	PUNCT
cana-6161	206	1	in	in	ADP
cana-6161	206	2	2024	2024	NUM
cana-6161	206	3	7th	7th	ADJ
cana-6161	206	4	international	international	ADJ
cana-6161	206	5	conference	conference	NOUN
cana-6161	206	6	on	on	ADP
cana-6161	206	7	contemporary	contemporary	ADJ
cana-6161	206	8	computing	computing	NOUN
cana-6161	206	9	and	and	CCONJ
cana-6161	206	10	informatics	informatic	NOUN
cana-6161	206	11	(	(	PUNCT
cana-6161	206	12	ic3i	ic3i	X
cana-6161	206	13	)	)	PUNCT
cana-6161	206	14	(	(	PUNCT
cana-6161	206	15	vol	vol	NOUN
cana-6161	206	16	.	.	PROPN
cana-6161	206	17	7	7	NUM
cana-6161	206	18	,	,	PUNCT
cana-6161	206	19	pp	pp	ADJ
cana-6161	206	20	.	.	PUNCT
cana-6161	207	1	385	385	NUM
cana-6161	207	2	-	-	SYM
cana-6161	207	3	389	389	NUM
cana-6161	207	4	)	)	PUNCT
cana-6161	207	5	.	.	PUNCT
cana-6161	208	1	ieee	ieee	NOUN
cana-6161	208	2	.	.	PUNCT
cana-6161	209	1	[	[	X
cana-6161	209	2	16	16	NUM
cana-6161	209	3	]	]	SYM
cana-6161	209	4	16	16	NUM
cana-6161	209	5	.	.	PUNCT
cana-6161	210	1	p.	p.	NOUN
cana-6161	210	2	ratta	ratta	PROPN
cana-6161	210	3	and	and	CCONJ
cana-6161	210	4	s.	s.	PROPN
cana-6161	210	5	sharma	sharma	PROPN
cana-6161	210	6	,	,	PUNCT
cana-6161	210	7	“	"	PUNCT
cana-6161	210	8	a	a	DET
cana-6161	210	9	blockchain	blockchain	NOUN
cana-6161	210	10	-	-	PUNCT
cana-6161	210	11	machine	machine	NOUN
cana-6161	210	12	learning	learn	VERB
cana-6161	210	13	ecosystem	ecosystem	NOUN
cana-6161	210	14	for	for	ADP
cana-6161	210	15	iot	iot	NOUN
cana-6161	210	16	-	-	PUNCT
cana-6161	210	17	based	base	VERB
cana-6161	210	18	remote	remote	ADJ
cana-6161	210	19	health	health	NOUN
cana-6161	210	20	monitoring	monitoring	NOUN
cana-6161	210	21	of	of	ADP
cana-6161	210	22	diabetic	diabetic	ADJ
cana-6161	210	23	patients	patient	NOUN
cana-6161	210	24	,	,	PUNCT
cana-6161	210	25	”	"	PUNCT
cana-6161	210	26	healthc	healthc	PROPN
cana-6161	210	27	.	.	PUNCT
cana-6161	211	1	anal	anal	PROPN
cana-6161	211	2	.	.	PUNCT
cana-6161	211	3	,	,	PUNCT
cana-6161	211	4	vol	vol	NOUN
cana-6161	211	5	.	.	PROPN
cana-6161	211	6	5	5	NUM
cana-6161	211	7	,	,	PUNCT
cana-6161	211	8	art	art	NOUN
cana-6161	211	9	.	.	PUNCT
cana-6161	212	1	no	no	INTJ
cana-6161	212	2	.	.	NOUN
cana-6161	213	1	100338	100338	NUM
cana-6161	213	2	,	,	PUNCT
cana-6161	213	3	2024	2024	NUM
cana-6161	213	4	.	.	PUNCT
cana-6161	214	1	[	[	X
cana-6161	214	2	17	17	NUM
cana-6161	214	3	]	]	SYM
cana-6161	214	4	17	17	NUM
cana-6161	214	5	.	.	PUNCT
cana-6161	214	6	m.	m.	NOUN
cana-6161	214	7	sarker	sarker	NOUN
cana-6161	214	8	,	,	PUNCT
cana-6161	214	9	“	"	PUNCT
cana-6161	214	10	revolutionizing	revolutionize	VERB
cana-6161	214	11	healthcare	healthcare	NOUN
cana-6161	214	12	:	:	PUNCT
cana-6161	214	13	the	the	DET
cana-6161	214	14	role	role	NOUN
cana-6161	214	15	of	of	ADP
cana-6161	214	16	machine	machine	NOUN
cana-6161	214	17	learning	learning	NOUN
cana-6161	214	18	in	in	ADP
cana-6161	214	19	the	the	DET
cana-6161	214	20	health	health	NOUN
cana-6161	214	21	sector	sector	NOUN
cana-6161	214	22	,	,	PUNCT
cana-6161	214	23	”	"	PUNCT
cana-6161	214	24	j.	j.	PROPN
cana-6161	214	25	artif	artif	PROPN
cana-6161	214	26	.	.	PUNCT
cana-6161	215	1	intell	intell	PROPN
cana-6161	215	2	.	.	PUNCT
cana-6161	216	1	gen	gen	PROPN
cana-6161	216	2	.	.	PROPN
cana-6161	216	3	sci	sci	PROPN
cana-6161	216	4	.	.	PROPN
cana-6161	216	5	,	,	PUNCT
cana-6161	216	6	vol	vol	NOUN
cana-6161	216	7	.	.	PROPN
cana-6161	216	8	2	2	NUM
cana-6161	216	9	,	,	PUNCT
cana-6161	216	10	no	no	INTJ
cana-6161	216	11	.	.	NOUN
cana-6161	216	12	1	1	NUM
cana-6161	216	13	,	,	PUNCT
cana-6161	216	14	pp	pp	ADJ
cana-6161	216	15	.	.	PUNCT
cana-6161	217	1	36–61	36–61	NUM
cana-6161	217	2	,	,	PUNCT
cana-6161	217	3	2024	2024	NUM
cana-6161	217	4	.	.	PUNCT
cana-6161	218	1	[	[	X
cana-6161	218	2	18	18	NUM
cana-6161	218	3	]	]	SYM
cana-6161	218	4	18	18	NUM
cana-6161	218	5	.	.	PUNCT
cana-6161	218	6	a.	a.	NOUN
cana-6161	218	7	sundas	sundas	PROPN
cana-6161	218	8	et	et	PROPN
cana-6161	218	9	al	al	PROPN
cana-6161	218	10	.	.	PROPN
cana-6161	218	11	,	,	PUNCT
cana-6161	218	12	“	"	PUNCT
cana-6161	218	13	smart	smart	ADJ
cana-6161	218	14	patient	patient	NOUN
cana-6161	218	15	monitoring	monitoring	NOUN
cana-6161	218	16	and	and	CCONJ
cana-6161	218	17	recommendation	recommendation	NOUN
cana-6161	218	18	(	(	PUNCT
cana-6161	218	19	spmr	spmr	NOUN
cana-6161	218	20	)	)	PUNCT
cana-6161	218	21	using	use	VERB
cana-6161	218	22	cloud	cloud	NOUN
cana-6161	218	23	analytics	analytic	NOUN
cana-6161	218	24	and	and	CCONJ
cana-6161	218	25	deep	deep	ADJ
cana-6161	218	26	learning	learning	NOUN
cana-6161	218	27	,	,	PUNCT
cana-6161	218	28	”	"	PUNCT
cana-6161	218	29	ieee	ieee	NOUN
cana-6161	218	30	access	access	NOUN
cana-6161	218	31	,	,	PUNCT
cana-6161	218	32	2024	2024	NUM
cana-6161	218	33	.	.	PUNCT
cana-6161	219	1	[	[	X
cana-6161	219	2	19	19	NUM
cana-6161	219	3	]	]	SYM
cana-6161	219	4	19	19	NUM
cana-6161	219	5	.	.	PUNCT
cana-6161	219	6	a.	a.	PROPN
cana-6161	219	7	h.	h.	PROPN
cana-6161	219	8	najim	najim	PROPN
cana-6161	219	9	et	et	PROPN
cana-6161	219	10	al	al	PROPN
cana-6161	219	11	.	.	PROPN
cana-6161	219	12	,	,	PUNCT
cana-6161	219	13	“	"	PUNCT
cana-6161	219	14	an	an	DET
cana-6161	219	15	iot	iot	ADJ
cana-6161	219	16	healthcare	healthcare	NOUN
cana-6161	219	17	system	system	NOUN
cana-6161	219	18	with	with	ADP
cana-6161	219	19	deep	deep	ADJ
cana-6161	219	20	learning	learning	NOUN
cana-6161	219	21	functionality	functionality	NOUN
cana-6161	219	22	for	for	ADP
cana-6161	219	23	patient	patient	ADJ
cana-6161	219	24	monitoring	monitoring	NOUN
cana-6161	219	25	,	,	PUNCT
cana-6161	219	26	”	"	PUNCT
cana-6161	219	27	int	int	NOUN
cana-6161	219	28	.	.	PUNCT
cana-6161	220	1	j.	j.	PROPN
cana-6161	220	2	commun	commun	PROPN
cana-6161	220	3	.	.	PUNCT
cana-6161	221	1	syst	syst	PROPN
cana-6161	221	2	.	.	PUNCT
cana-6161	221	3	,	,	PUNCT
cana-6161	221	4	vol	vol	NOUN
cana-6161	221	5	.	.	PROPN
cana-6161	222	1	38	38	NUM
cana-6161	222	2	,	,	PUNCT
cana-6161	222	3	no	no	INTJ
cana-6161	222	4	.	.	NOUN
cana-6161	222	5	4	4	NUM
cana-6161	222	6	,	,	PUNCT
cana-6161	222	7	art	art	NOUN
cana-6161	222	8	.	.	PUNCT
cana-6161	223	1	no	no	INTJ
cana-6161	223	2	.	.	PUNCT
cana-6161	224	1	e6020	e6020	NOUN
cana-6161	224	2	,	,	PUNCT
cana-6161	224	3	2025	2025	NUM
cana-6161	224	4	.	.	PUNCT
cana-6161	225	1	[	[	X
cana-6161	225	2	20	20	NUM
cana-6161	225	3	]	]	X
cana-6161	225	4	r.	r.	PROPN
cana-6161	225	5	arabelli	arabelli	PROPN
cana-6161	225	6	,	,	PUNCT
cana-6161	225	7	d.	d.	PROPN
cana-6161	225	8	k.	k.	PROPN
cana-6161	225	9	chotaliya	chotaliya	PROPN
cana-6161	225	10	,	,	PUNCT
cana-6161	225	11	r.	r.	PROPN
cana-6161	225	12	t.	t.	PROPN
cana-6161	225	13	gadhave	gadhave	PROPN
cana-6161	225	14	,	,	PUNCT
cana-6161	225	15	b.	b.	PROPN
cana-6161	225	16	haritha	haritha	PROPN
cana-6161	225	17	,	,	PUNCT
cana-6161	225	18	l.	l.	PROPN
cana-6161	225	19	c.	c.	PROPN
cana-6161	225	20	kasireddy	kasireddy	PROPN
cana-6161	225	21	and	and	CCONJ
cana-6161	225	22	m.	m.	PROPN
cana-6161	225	23	soni	soni	PROPN
cana-6161	225	24	,	,	PUNCT
cana-6161	225	25	"	"	PUNCT
cana-6161	225	26	artificial	artificial	ADJ
cana-6161	225	27	intelligence	intelligence	NOUN
cana-6161	225	28	in	in	ADP
cana-6161	225	29	next	next	ADJ
cana-6161	225	30	generation	generation	NOUN
cana-6161	225	31	iot	iot	NOUN
cana-6161	225	32	infrastructure	infrastructure	NOUN
cana-6161	225	33	:	:	PUNCT
cana-6161	225	34	challenges	challenge	NOUN
cana-6161	225	35	and	and	CCONJ
cana-6161	225	36	opportunities	opportunity	NOUN
cana-6161	225	37	,	,	PUNCT
cana-6161	225	38	"	"	PUNCT
cana-6161	225	39	2025	2025	NUM
cana-6161	225	40	first	first	ADJ
cana-6161	225	41	international	international	ADJ
cana-6161	225	42	conference	conference	NOUN
cana-6161	225	43	on	on	ADP
cana-6161	225	44	advances	advance	NOUN
cana-6161	225	45	in	in	ADP
cana-6161	225	46	computer	computer	NOUN
cana-6161	225	47	science	science	NOUN
cana-6161	225	48	,	,	PUNCT
cana-6161	225	49	electrical	electrical	ADJ
cana-6161	225	50	,	,	PUNCT
cana-6161	225	51	electronics	electronic	NOUN
cana-6161	225	52	,	,	PUNCT
cana-6161	225	53	and	and	CCONJ
cana-6161	225	54	communication	communication	NOUN
cana-6161	225	55	technologies	technology	NOUN
cana-6161	225	56	(	(	PUNCT
cana-6161	225	57	ce2ct	ce2ct	NOUN
cana-6161	225	58	)	)	PUNCT
cana-6161	225	59	,	,	PUNCT
cana-6161	225	60	bhimtal	bhimtal	NOUN
cana-6161	225	61	,	,	PUNCT
cana-6161	225	62	nainital	nainital	PROPN
cana-6161	225	63	,	,	PUNCT
cana-6161	225	64	india	india	PROPN
cana-6161	225	65	,	,	PUNCT
cana-6161	225	66	2025	2025	NUM
cana-6161	225	67	,	,	PUNCT
cana-6161	225	68	pp	pp	ADJ
cana-6161	225	69	.	.	PUNCT
cana-6161	226	1	1436	1436	NUM
cana-6161	226	2	-	-	SYM
cana-6161	226	3	1440	1440	NUM
cana-6161	226	4	,	,	PUNCT
cana-6161	226	5	doi	doi	NOUN
cana-6161	226	6	:	:	PUNCT
cana-6161	226	7	10.1109	10.1109	NUM
cana-6161	226	8	/	/	SYM
cana-6161	226	9	ce2ct64011.2025.10939142	ce2ct64011.2025.10939142	INTJ