id	sid	tid	token	lemma	pos
cana-2254	1	1	communications	communication	NOUN
cana-2254	1	2	on	on	ADP
cana-2254	1	3	applied	apply	VERB
cana-2254	1	4	nonlinear	nonlinear	ADJ
cana-2254	1	5	analysis	analysis	NOUN
cana-2254	1	6	issn	issn	NOUN
cana-2254	1	7	:	:	PUNCT
cana-2254	1	8	1074	1074	NUM
cana-2254	1	9	-	-	PUNCT
cana-2254	1	10	133x	133x	NUM
cana-2254	1	11	vol	vol	NOUN
cana-2254	1	12	32	32	NUM
cana-2254	1	13	no	no	NOUN
cana-2254	1	14	.	.	PUNCT
cana-2254	2	1	2s	2s	NUM
cana-2254	2	2	(	(	PUNCT
cana-2254	2	3	2025	2025	NUM
cana-2254	2	4	)	)	PUNCT
cana-2254	2	5	95	95	NUM
cana-2254	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	2	7	application	application	NOUN
cana-2254	2	8	of	of	ADP
cana-2254	2	9	nexus	nexus	NOUN
cana-2254	2	10	learning	learn	VERB
cana-2254	2	11	framework	framework	NOUN
cana-2254	2	12	for	for	ADP
cana-2254	2	13	personalized	personalized	ADJ
cana-2254	2	14	medicine	medicine	NOUN
cana-2254	2	15	and	and	CCONJ
cana-2254	2	16	drug	drug	NOUN
cana-2254	2	17	development	development	NOUN
cana-2254	2	18	dr.f	dr.f	PROPN
cana-2254	2	19	rahman1	rahman1	PROPN
cana-2254	2	20	,	,	PUNCT
cana-2254	2	21	lalnunthari2	lalnunthari2	PROPN
cana-2254	2	22	1assistant	1assistant	NUM
cana-2254	2	23	professor	professor	NOUN
cana-2254	2	24	,	,	PUNCT
cana-2254	2	25	department	department	NOUN
cana-2254	2	26	of	of	ADP
cana-2254	2	27	cs	cs	PROPN
cana-2254	2	28	&	&	CCONJ
cana-2254	2	29	it	it	PRON
cana-2254	2	30	,	,	PUNCT
cana-2254	2	31	kalinga	kalinga	PROPN
cana-2254	2	32	university	university	PROPN
cana-2254	2	33	,	,	PUNCT
cana-2254	2	34	raipur	raipur	PROPN
cana-2254	2	35	,	,	PUNCT
cana-2254	2	36	india	india	PROPN
cana-2254	2	37	.	.	PUNCT
cana-2254	3	1	2research	2research	NUM
cana-2254	3	2	scholar	scholar	NOUN
cana-2254	3	3	,	,	PUNCT
cana-2254	3	4	department	department	NOUN
cana-2254	3	5	of	of	ADP
cana-2254	3	6	cs	cs	PROPN
cana-2254	3	7	&	&	CCONJ
cana-2254	3	8	it	it	PRON
cana-2254	3	9	,	,	PUNCT
cana-2254	3	10	kalinga	kalinga	PROPN
cana-2254	3	11	university	university	PROPN
cana-2254	3	12	,	,	PUNCT
cana-2254	3	13	raipur	raipur	PROPN
cana-2254	3	14	,	,	PUNCT
cana-2254	3	15	india	india	PROPN
cana-2254	3	16	.	.	PUNCT
cana-2254	4	1	article	article	PROPN
cana-2254	4	2	history	history	NOUN
cana-2254	4	3	:	:	PUNCT
cana-2254	4	4	received	receive	VERB
cana-2254	4	5	:	:	PUNCT
cana-2254	4	6	04	04	NUM
cana-2254	4	7	-	-	PUNCT
cana-2254	4	8	09	09	NUM
cana-2254	4	9	-	-	PUNCT
cana-2254	4	10	2024	2024	NUM
cana-2254	4	11	revised	revise	VERB
cana-2254	4	12	:	:	PUNCT
cana-2254	4	13	15	15	NUM
cana-2254	4	14	-	-	SYM
cana-2254	4	15	10	10	NUM
cana-2254	4	16	-	-	PUNCT
cana-2254	4	17	2024	2024	NUM
cana-2254	4	18	accepted	accept	VERB
cana-2254	4	19	:	:	PUNCT
cana-2254	4	20	28	28	NUM
cana-2254	4	21	-	-	SYM
cana-2254	4	22	10	10	NUM
cana-2254	4	23	-	-	PUNCT
cana-2254	4	24	2024	2024	NUM
cana-2254	4	25	abstract	abstract	NOUN
cana-2254	4	26	:	:	PUNCT
cana-2254	4	27	biological	biological	ADJ
cana-2254	4	28	systems	system	NOUN
cana-2254	4	29	provide	provide	VERB
cana-2254	4	30	an	an	DET
cana-2254	4	31	enormous	enormous	ADJ
cana-2254	4	32	amount	amount	NOUN
cana-2254	4	33	of	of	ADP
cana-2254	4	34	knowledge	knowledge	NOUN
cana-2254	4	35	on	on	ADP
cana-2254	4	36	development	development	NOUN
cana-2254	4	37	and	and	CCONJ
cana-2254	4	38	disease	disease	NOUN
cana-2254	4	39	.	.	PUNCT
cana-2254	5	1	the	the	DET
cana-2254	5	2	pharmaceutical	pharmaceutical	NOUN
cana-2254	5	3	industry	industry	NOUN
cana-2254	5	4	is	be	AUX
cana-2254	5	5	facing	face	VERB
cana-2254	5	6	new	new	ADJ
cana-2254	5	7	possibilities	possibility	NOUN
cana-2254	5	8	and	and	CCONJ
cana-2254	5	9	challenges	challenge	NOUN
cana-2254	5	10	with	with	ADP
cana-2254	5	11	the	the	DET
cana-2254	5	12	rise	rise	NOUN
cana-2254	5	13	of	of	ADP
cana-2254	5	14	high	high	ADJ
cana-2254	5	15	-	-	PUNCT
cana-2254	5	16	throughput	throughput	NOUN
cana-2254	5	17	methods	method	NOUN
cana-2254	5	18	to	to	PART
cana-2254	5	19	study	study	VERB
cana-2254	5	20	disease	disease	NOUN
cana-2254	5	21	and	and	CCONJ
cana-2254	5	22	biology	biology	NOUN
cana-2254	5	23	.	.	PUNCT
cana-2254	6	1	the	the	DET
cana-2254	6	2	aim	aim	NOUN
cana-2254	6	3	is	be	AUX
cana-2254	6	4	to	to	PART
cana-2254	6	5	develop	develop	VERB
cana-2254	6	6	drugs	drug	NOUN
cana-2254	6	7	based	base	VERB
cana-2254	6	8	on	on	ADP
cana-2254	6	9	acceptable	acceptable	ADJ
cana-2254	6	10	therapeutic	therapeutic	ADJ
cana-2254	6	11	assumptions	assumption	NOUN
cana-2254	6	12	.	.	PUNCT
cana-2254	7	1	nexus	nexus	NOUN
cana-2254	7	2	learning	learning	NOUN
cana-2254	7	3	provides	provide	VERB
cana-2254	7	4	a	a	DET
cana-2254	7	5	variety	variety	NOUN
cana-2254	7	6	of	of	ADP
cana-2254	7	7	tools	tool	NOUN
cana-2254	7	8	that	that	PRON
cana-2254	7	9	help	help	AUX
cana-2254	7	10	improve	improve	VERB
cana-2254	7	11	discovery	discovery	NOUN
cana-2254	7	12	and	and	CCONJ
cana-2254	7	13	decision	decision	NOUN
cana-2254	7	14	making	make	VERB
cana-2254	7	15	using	use	VERB
cana-2254	7	16	extensive	extensive	ADJ
cana-2254	7	17	,	,	PUNCT
cana-2254	7	18	high	high	ADJ
cana-2254	7	19	-	-	PUNCT
cana-2254	7	20	quality	quality	NOUN
cana-2254	7	21	data	datum	NOUN
cana-2254	7	22	and	and	CCONJ
cana-2254	7	23	well	well	ADV
cana-2254	7	24	-	-	PUNCT
cana-2254	7	25	specified	specify	VERB
cana-2254	7	26	queries	query	NOUN
cana-2254	7	27	.	.	PUNCT
cana-2254	8	1	potential	potential	ADJ
cana-2254	8	2	applications	application	NOUN
cana-2254	8	3	of	of	ADP
cana-2254	8	4	nlf	nlf	NOUN
cana-2254	8	5	can	can	AUX
cana-2254	8	6	be	be	AUX
cana-2254	8	7	found	find	VERB
cana-2254	8	8	across	across	ADP
cana-2254	8	9	the	the	DET
cana-2254	8	10	whole	whole	ADJ
cana-2254	8	11	drug	drug	NOUN
cana-2254	8	12	development	development	NOUN
cana-2254	8	13	process	process	NOUN
cana-2254	8	14	.	.	PUNCT
cana-2254	9	1	clinical	clinical	ADJ
cana-2254	9	2	study	study	NOUN
cana-2254	9	3	target	target	NOUN
cana-2254	9	4	validation	validation	NOUN
cana-2254	9	5	,	,	PUNCT
cana-2254	9	6	prognostic	prognostic	ADJ
cana-2254	9	7	biomarker	biomarker	NOUN
cana-2254	9	8	discovery	discovery	NOUN
cana-2254	9	9	,	,	PUNCT
cana-2254	9	10	and	and	CCONJ
cana-2254	9	11	digital	digital	ADJ
cana-2254	9	12	pathology	pathology	NOUN
cana-2254	9	13	data	datum	NOUN
cana-2254	9	14	processing	processing	NOUN
cana-2254	9	15	are	be	AUX
cana-2254	9	16	a	a	DET
cana-2254	9	17	few	few	ADJ
cana-2254	9	18	examples	example	NOUN
cana-2254	9	19	.	.	PUNCT
cana-2254	10	1	there	there	PRON
cana-2254	10	2	has	have	AUX
cana-2254	10	3	been	be	AUX
cana-2254	10	4	a	a	DET
cana-2254	10	5	wide	wide	ADJ
cana-2254	10	6	variety	variety	NOUN
cana-2254	10	7	of	of	ADP
cana-2254	10	8	applications	application	NOUN
cana-2254	10	9	in	in	ADP
cana-2254	10	10	terms	term	NOUN
cana-2254	10	11	of	of	ADP
cana-2254	10	12	technique	technique	NOUN
cana-2254	10	13	and	and	CCONJ
cana-2254	10	14	environment	environment	NOUN
cana-2254	10	15	,	,	PUNCT
cana-2254	10	16	with	with	ADP
cana-2254	10	17	some	some	DET
cana-2254	10	18	methods	method	NOUN
cana-2254	10	19	producing	produce	VERB
cana-2254	10	20	reliable	reliable	ADJ
cana-2254	10	21	forecasts	forecast	NOUN
cana-2254	10	22	and	and	CCONJ
cana-2254	10	23	insights	insight	NOUN
cana-2254	10	24	.	.	PUNCT
cana-2254	11	1	the	the	DET
cana-2254	11	2	primary	primary	ADJ
cana-2254	11	3	problem	problem	NOUN
cana-2254	11	4	with	with	ADP
cana-2254	11	5	using	use	VERB
cana-2254	11	6	nlf	nlf	NOUN
cana-2254	11	7	is	be	AUX
cana-2254	11	8	that	that	SCONJ
cana-2254	11	9	the	the	DET
cana-2254	11	10	findings	finding	NOUN
cana-2254	11	11	provided	provide	VERB
cana-2254	11	12	by	by	ADP
cana-2254	11	13	nl	nl	PROPN
cana-2254	11	14	tend	tend	VERB
cana-2254	11	15	to	to	PART
cana-2254	11	16	be	be	AUX
cana-2254	11	17	easy	easy	ADJ
cana-2254	11	18	to	to	PART
cana-2254	11	19	understand	understand	VERB
cana-2254	11	20	or	or	CCONJ
cana-2254	11	21	reproduce	reproduce	VERB
cana-2254	11	22	,	,	PUNCT
cana-2254	11	23	which	which	PRON
cana-2254	11	24	can	can	AUX
cana-2254	11	25	limit	limit	VERB
cana-2254	11	26	their	their	PRON
cana-2254	11	27	value	value	NOUN
cana-2254	11	28	.	.	PUNCT
cana-2254	12	1	the	the	DET
cana-2254	12	2	collection	collection	NOUN
cana-2254	12	3	of	of	ADP
cana-2254	12	4	complete	complete	ADJ
cana-2254	12	5	and	and	CCONJ
cana-2254	12	6	methodical	methodical	ADJ
cana-2254	12	7	high	high	ADJ
cana-2254	12	8	-	-	PUNCT
cana-2254	12	9	dimensional	dimensional	ADJ
cana-2254	12	10	data	datum	NOUN
cana-2254	12	11	remains	remain	VERB
cana-2254	12	12	an	an	DET
cana-2254	12	13	essential	essential	ADJ
cana-2254	12	14	need	need	NOUN
cana-2254	12	15	across	across	ADP
cana-2254	12	16	all	all	DET
cana-2254	12	17	domains	domain	NOUN
cana-2254	12	18	.	.	PUNCT
cana-2254	13	1	by	by	ADP
cana-2254	13	2	addressing	address	VERB
cana-2254	13	3	these	these	DET
cana-2254	13	4	challenges	challenge	NOUN
cana-2254	13	5	and	and	CCONJ
cana-2254	13	6	increasing	increase	VERB
cana-2254	13	7	understanding	understanding	NOUN
cana-2254	13	8	about	about	ADP
cana-2254	13	9	what	what	PRON
cana-2254	13	10	is	be	AUX
cana-2254	13	11	required	require	VERB
cana-2254	13	12	to	to	PART
cana-2254	13	13	verify	verify	VERB
cana-2254	13	14	nlf	nlf	NOUN
cana-2254	13	15	methodologies	methodology	NOUN
cana-2254	13	16	,	,	PUNCT
cana-2254	13	17	we	we	PRON
cana-2254	13	18	can	can	AUX
cana-2254	13	19	employ	employ	VERB
cana-2254	13	20	nlf	nlf	NOUN
cana-2254	13	21	to	to	PART
cana-2254	13	22	make	make	VERB
cana-2254	13	23	data	data	NOUN
cana-2254	13	24	-	-	PUNCT
cana-2254	13	25	driven	drive	VERB
cana-2254	13	26	decisions	decision	NOUN
cana-2254	13	27	,	,	PUNCT
cana-2254	13	28	which	which	PRON
cana-2254	13	29	can	can	AUX
cana-2254	13	30	speed	speed	VERB
cana-2254	13	31	up	up	ADP
cana-2254	13	32	drug	drug	NOUN
cana-2254	13	33	discovery	discovery	NOUN
cana-2254	13	34	and	and	CCONJ
cana-2254	13	35	development	development	NOUN
cana-2254	13	36	and	and	CCONJ
cana-2254	13	37	minimize	minimize	VERB
cana-2254	13	38	failure	failure	NOUN
cana-2254	13	39	rates	rate	NOUN
cana-2254	13	40	.	.	PUNCT
cana-2254	14	1	keywords	keyword	NOUN
cana-2254	14	2	:	:	PUNCT
cana-2254	14	3	nexus	nexus	NOUN
cana-2254	14	4	learning	learning	NOUN
cana-2254	14	5	framework	framework	NOUN
cana-2254	14	6	,	,	PUNCT
cana-2254	14	7	personalized	personalized	ADJ
cana-2254	14	8	medicine	medicine	NOUN
cana-2254	14	9	,	,	PUNCT
cana-2254	14	10	drug	drug	NOUN
cana-2254	14	11	development	development	NOUN
cana-2254	14	12	,	,	PUNCT
cana-2254	14	13	biological	biological	ADJ
cana-2254	14	14	systems	system	NOUN
cana-2254	14	15	.	.	PUNCT
cana-2254	15	1	1	1	X
cana-2254	15	2	.	.	X
cana-2254	15	3	introduction	introduction	NOUN
cana-2254	15	4	addressing	address	VERB
cana-2254	15	5	immediate	immediate	ADJ
cana-2254	15	6	healthcare	healthcare	NOUN
cana-2254	15	7	requirements	requirement	NOUN
cana-2254	15	8	via	via	ADP
cana-2254	15	9	the	the	DET
cana-2254	15	10	identification	identification	NOUN
cana-2254	15	11	,	,	PUNCT
cana-2254	15	12	development	development	NOUN
cana-2254	15	13	,	,	PUNCT
cana-2254	15	14	and	and	CCONJ
cana-2254	15	15	testing	testing	NOUN
cana-2254	15	16	of	of	ADP
cana-2254	15	17	new	new	ADJ
cana-2254	15	18	drugs	drug	NOUN
cana-2254	15	19	is	be	AUX
cana-2254	15	20	the	the	DET
cana-2254	15	21	ultimate	ultimate	ADJ
cana-2254	15	22	objective	objective	NOUN
cana-2254	15	23	of	of	ADP
cana-2254	15	24	drug	drug	NOUN
cana-2254	15	25	research	research	NOUN
cana-2254	15	26	and	and	CCONJ
cana-2254	15	27	development	development	NOUN
cana-2254	15	28	[	[	X
cana-2254	15	29	4	4	X
cana-2254	15	30	]	]	X
cana-2254	15	31	[	[	X
cana-2254	15	32	12	12	NUM
cana-2254	15	33	]	]	PUNCT
cana-2254	15	34	.	.	PUNCT
cana-2254	16	1	the	the	DET
cana-2254	16	2	security	security	NOUN
cana-2254	16	3	,	,	PUNCT
cana-2254	16	4	efficacy	efficacy	NOUN
cana-2254	16	5	,	,	PUNCT
cana-2254	16	6	and	and	CCONJ
cana-2254	16	7	possible	possible	ADJ
cana-2254	16	8	negative	negative	ADJ
cana-2254	16	9	consequences	consequence	NOUN
cana-2254	16	10	of	of	ADP
cana-2254	16	11	a	a	DET
cana-2254	16	12	molecule	molecule	NOUN
cana-2254	16	13	are	be	AUX
cana-2254	16	14	evaluated	evaluate	VERB
cana-2254	16	15	via	via	ADP
cana-2254	16	16	comprehensive	comprehensive	ADJ
cana-2254	16	17	research	research	NOUN
cana-2254	16	18	in	in	ADP
cana-2254	16	19	both	both	CCONJ
cana-2254	16	20	preclinical	preclinical	ADJ
cana-2254	16	21	and	and	CCONJ
cana-2254	16	22	clinical	clinical	ADJ
cana-2254	16	23	studies	study	NOUN
cana-2254	16	24	when	when	SCONJ
cana-2254	16	25	it	it	PRON
cana-2254	16	26	has	have	AUX
cana-2254	16	27	been	be	AUX
cana-2254	16	28	recognized	recognize	VERB
cana-2254	16	29	as	as	ADP
cana-2254	16	30	having	have	VERB
cana-2254	16	31	potential	potential	NOUN
cana-2254	16	32	.	.	PUNCT
cana-2254	17	1	scientists	scientist	NOUN
cana-2254	17	2	,	,	PUNCT
cana-2254	17	3	doctors	doctor	NOUN
cana-2254	17	4	,	,	PUNCT
cana-2254	17	5	regulatory	regulatory	ADJ
cana-2254	17	6	bodies	body	NOUN
cana-2254	17	7	,	,	PUNCT
cana-2254	17	8	and	and	CCONJ
cana-2254	17	9	the	the	DET
cana-2254	17	10	pharmaceutical	pharmaceutical	NOUN
cana-2254	17	11	industry	industry	NOUN
cana-2254	17	12	collaborate	collaborate	VERB
cana-2254	17	13	together	together	ADV
cana-2254	17	14	during	during	ADP
cana-2254	17	15	this	this	DET
cana-2254	17	16	process	process	NOUN
cana-2254	17	17	,	,	PUNCT
cana-2254	17	18	which	which	PRON
cana-2254	17	19	can	can	AUX
cana-2254	17	20	take	take	VERB
cana-2254	17	21	several	several	ADJ
cana-2254	17	22	years	year	NOUN
cana-2254	17	23	.	.	PUNCT
cana-2254	18	1	drug	drug	NOUN
cana-2254	18	2	discovery	discovery	PROPN
cana-2254	18	3	is	be	AUX
cana-2254	18	4	filled	fill	VERB
cana-2254	18	5	with	with	ADP
cana-2254	18	6	risk	risk	NOUN
cana-2254	18	7	,	,	PUNCT
cana-2254	18	8	yet	yet	CCONJ
cana-2254	18	9	if	if	SCONJ
cana-2254	18	10	executed	execute	VERB
cana-2254	18	11	correctly	correctly	ADV
cana-2254	18	12	,	,	PUNCT
cana-2254	18	13	it	it	PRON
cana-2254	18	14	has	have	VERB
cana-2254	18	15	the	the	DET
cana-2254	18	16	potential	potential	NOUN
cana-2254	18	17	to	to	PART
cana-2254	18	18	provide	provide	VERB
cana-2254	18	19	game	game	NOUN
cana-2254	18	20	-	-	PUNCT
cana-2254	18	21	changing	change	VERB
cana-2254	18	22	medicines	medicine	NOUN
cana-2254	18	23	that	that	PRON
cana-2254	18	24	preserve	preserve	VERB
cana-2254	18	25	people	people	NOUN
cana-2254	18	26	while	while	SCONJ
cana-2254	18	27	improving	improve	VERB
cana-2254	18	28	medical	medical	ADJ
cana-2254	18	29	knowledge	knowledge	NOUN
cana-2254	18	30	.	.	PUNCT
cana-2254	19	1	because	because	SCONJ
cana-2254	19	2	new	new	ADJ
cana-2254	19	3	technologies	technology	NOUN
cana-2254	19	4	have	have	AUX
cana-2254	19	5	made	make	VERB
cana-2254	19	6	certain	certain	ADJ
cana-2254	19	7	steps	step	NOUN
cana-2254	19	8	in	in	ADP
cana-2254	19	9	the	the	DET
cana-2254	19	10	drug	drug	NOUN
cana-2254	19	11	development	development	NOUN
cana-2254	19	12	process	process	NOUN
cana-2254	19	13	more	more	ADV
cana-2254	19	14	easier	easy	ADJ
cana-2254	19	15	and	and	CCONJ
cana-2254	19	16	faster	fast	ADV
cana-2254	19	17	,	,	PUNCT
cana-2254	19	18	the	the	DET
cana-2254	19	19	process	process	NOUN
cana-2254	19	20	as	as	ADP
cana-2254	19	21	a	a	DET
cana-2254	19	22	whole	whole	NOUN
cana-2254	19	23	is	be	AUX
cana-2254	19	24	much	much	ADV
cana-2254	19	25	better	well	ADJ
cana-2254	19	26	now	now	ADV
cana-2254	19	27	.	.	PUNCT
cana-2254	20	1	researchers	researcher	NOUN
cana-2254	20	2	may	may	AUX
cana-2254	20	3	speed	speed	VERB
cana-2254	20	4	up	up	ADP
cana-2254	20	5	the	the	DET
cana-2254	20	6	process	process	NOUN
cana-2254	20	7	of	of	ADP
cana-2254	20	8	discovering	discover	VERB
cana-2254	20	9	new	new	ADJ
cana-2254	20	10	therapeutic	therapeutic	ADJ
cana-2254	20	11	treatments	treatment	NOUN
cana-2254	20	12	by	by	ADP
cana-2254	20	13	evaluating	evaluate	VERB
cana-2254	20	14	thousands	thousand	NOUN
cana-2254	20	15	of	of	ADP
cana-2254	20	16	compounds	compound	NOUN
cana-2254	20	17	quickly	quickly	ADV
cana-2254	20	18	utilizing	utilize	VERB
cana-2254	20	19	high	high	ADJ
cana-2254	20	20	-	-	PUNCT
cana-2254	20	21	throughput	throughput	NOUN
cana-2254	20	22	screening	screening	NOUN
cana-2254	20	23	technologies	technology	NOUN
cana-2254	20	24	.	.	PUNCT
cana-2254	21	1	in	in	ADP
cana-2254	21	2	addition	addition	NOUN
cana-2254	21	3	,	,	PUNCT
cana-2254	21	4	ai	ai	VERB
cana-2254	21	5	and	and	CCONJ
cana-2254	21	6	other	other	ADJ
cana-2254	21	7	computational	computational	ADJ
cana-2254	21	8	technologies	technology	NOUN
cana-2254	21	9	are	be	AUX
cana-2254	21	10	increasingly	increasingly	ADV
cana-2254	21	11	being	be	AUX
cana-2254	21	12	used	use	VERB
cana-2254	21	13	to	to	PART
cana-2254	21	14	predict	predict	VERB
cana-2254	21	15	the	the	DET
cana-2254	21	16	properties	property	NOUN
cana-2254	21	17	and	and	CCONJ
cana-2254	21	18	effects	effect	NOUN
cana-2254	21	19	of	of	ADP
cana-2254	21	20	prospective	prospective	ADJ
cana-2254	21	21	pharmaceuticals	pharmaceutical	NOUN
cana-2254	21	22	,	,	PUNCT
cana-2254	21	23	thereby	thereby	ADV
cana-2254	21	24	decreasing	decrease	VERB
cana-2254	21	25	the	the	DET
cana-2254	21	26	need	need	NOUN
cana-2254	21	27	for	for	ADP
cana-2254	21	28	the	the	DET
cana-2254	21	29	laborious	laborious	ADJ
cana-2254	21	30	and	and	CCONJ
cana-2254	21	31	prone	prone	ADJ
cana-2254	21	32	to	to	ADP
cana-2254	21	33	error	error	NOUN
cana-2254	21	34	procedure	procedure	NOUN
cana-2254	21	35	of	of	ADP
cana-2254	21	36	trial	trial	NOUN
cana-2254	21	37	and	and	CCONJ
cana-2254	21	38	error	error	NOUN
cana-2254	21	39	.	.	PUNCT
cana-2254	22	1	a	a	DET
cana-2254	22	2	type	type	NOUN
cana-2254	22	3	of	of	ADP
cana-2254	22	4	ai	ai	NOUN
cana-2254	22	5	,	,	PUNCT
cana-2254	22	6	machine	machine	NOUN
cana-2254	22	7	learning	learning	NOUN
cana-2254	22	8	(	(	PUNCT
cana-2254	22	9	ml	ml	NOUN
cana-2254	22	10	)	)	PUNCT
cana-2254	22	11	gives	give	VERB
cana-2254	22	12	machines	machine	NOUN
cana-2254	22	13	the	the	DET
cana-2254	22	14	capacity	capacity	NOUN
cana-2254	22	15	to	to	PART
cana-2254	22	16	learn	learn	VERB
cana-2254	22	17	autonomously	autonomously	ADV
cana-2254	22	18	from	from	ADP
cana-2254	22	19	data	datum	NOUN
cana-2254	22	20	communications	communication	NOUN
cana-2254	22	21	on	on	ADP
cana-2254	22	22	applied	apply	VERB
cana-2254	22	23	nonlinear	nonlinear	ADJ
cana-2254	22	24	analysis	analysis	NOUN
cana-2254	22	25	issn	issn	NOUN
cana-2254	22	26	:	:	PUNCT
cana-2254	22	27	1074	1074	NUM
cana-2254	22	28	-	-	PUNCT
cana-2254	22	29	133x	133x	NUM
cana-2254	22	30	vol	vol	NOUN
cana-2254	22	31	32	32	NUM
cana-2254	22	32	no	no	NOUN
cana-2254	22	33	.	.	PUNCT
cana-2254	23	1	2s	2s	NUM
cana-2254	23	2	(	(	PUNCT
cana-2254	23	3	2025	2025	NUM
cana-2254	23	4	)	)	PUNCT
cana-2254	23	5	96	96	NUM
cana-2254	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	24	1	[	[	X
cana-2254	24	2	16	16	NUM
cana-2254	24	3	]	]	PUNCT
cana-2254	24	4	.	.	PUNCT
cana-2254	25	1	recent	recent	ADJ
cana-2254	25	2	developments	development	NOUN
cana-2254	25	3	in	in	ADP
cana-2254	25	4	several	several	ADJ
cana-2254	25	5	fields	field	NOUN
cana-2254	25	6	have	have	AUX
cana-2254	25	7	been	be	AUX
cana-2254	25	8	greatly	greatly	ADV
cana-2254	25	9	impacted	impact	VERB
cana-2254	25	10	by	by	ADP
cana-2254	25	11	it	it	PRON
cana-2254	25	12	[	[	X
cana-2254	25	13	2	2	NUM
cana-2254	25	14	]	]	PUNCT
cana-2254	25	15	.	.	PUNCT
cana-2254	26	1	two	two	NUM
cana-2254	26	2	uses	use	NOUN
cana-2254	26	3	of	of	ADP
cana-2254	26	4	ml	ml	ADP
cana-2254	26	5	algorithms	algorithm	NOUN
cana-2254	26	6	are	be	AUX
cana-2254	26	7	disease	disease	NOUN
cana-2254	26	8	diagnosis	diagnosis	NOUN
cana-2254	26	9	and	and	CCONJ
cana-2254	26	10	outcome	outcome	NOUN
cana-2254	26	11	prediction	prediction	NOUN
cana-2254	26	12	based	base	VERB
cana-2254	26	13	on	on	ADP
cana-2254	26	14	lifestyle	lifestyle	NOUN
cana-2254	26	15	and	and	CCONJ
cana-2254	26	16	medical	medical	ADJ
cana-2254	26	17	history	history	NOUN
cana-2254	26	18	factors	factor	NOUN
cana-2254	26	19	.	.	PUNCT
cana-2254	27	1	as	as	ADP
cana-2254	27	2	an	an	DET
cana-2254	27	3	additional	additional	ADJ
cana-2254	27	4	application	application	NOUN
cana-2254	27	5	of	of	ADP
cana-2254	27	6	ml	ml	ADP
cana-2254	27	7	,	,	PUNCT
cana-2254	27	8	the	the	DET
cana-2254	27	9	retail	retail	ADJ
cana-2254	27	10	sector	sector	NOUN
cana-2254	27	11	has	have	AUX
cana-2254	27	12	developed	develop	VERB
cana-2254	27	13	models	model	NOUN
cana-2254	27	14	to	to	PART
cana-2254	27	15	predict	predict	VERB
cana-2254	27	16	customer	customer	NOUN
cana-2254	27	17	product	product	NOUN
cana-2254	27	18	preferences	preference	NOUN
cana-2254	27	19	.	.	PUNCT
cana-2254	28	1	a	a	DET
cana-2254	28	2	number	number	NOUN
cana-2254	28	3	of	of	ADP
cana-2254	28	4	industries	industry	NOUN
cana-2254	28	5	have	have	AUX
cana-2254	28	6	been	be	AUX
cana-2254	28	7	drastically	drastically	ADV
cana-2254	28	8	transformed	transform	VERB
cana-2254	28	9	by	by	ADP
cana-2254	28	10	ml	ml	NOUN
cana-2254	28	11	's	's	PART
cana-2254	28	12	ability	ability	NOUN
cana-2254	28	13	to	to	PART
cana-2254	28	14	simplify	simplify	VERB
cana-2254	28	15	previously	previously	ADV
cana-2254	28	16	intractable	intractable	ADJ
cana-2254	28	17	problems	problem	NOUN
cana-2254	28	18	.	.	PUNCT
cana-2254	29	1	since	since	SCONJ
cana-2254	29	2	ml	ml	INTJ
cana-2254	29	3	and	and	CCONJ
cana-2254	29	4	ai	ai	VERB
cana-2254	29	5	are	be	AUX
cana-2254	29	6	now	now	ADV
cana-2254	29	7	used	use	VERB
cana-2254	29	8	in	in	ADP
cana-2254	29	9	drug	drug	NOUN
cana-2254	29	10	research	research	NOUN
cana-2254	29	11	,	,	PUNCT
cana-2254	29	12	the	the	DET
cana-2254	29	13	pharmaceutical	pharmaceutical	NOUN
cana-2254	29	14	business	business	NOUN
cana-2254	29	15	has	have	AUX
cana-2254	29	16	seen	see	VERB
cana-2254	29	17	a	a	DET
cana-2254	29	18	dramatic	dramatic	ADJ
cana-2254	29	19	change	change	NOUN
cana-2254	29	20	.	.	PUNCT
cana-2254	30	1	new	new	ADJ
cana-2254	30	2	therapy	therapy	NOUN
cana-2254	30	3	development	development	NOUN
cana-2254	30	4	has	have	AUX
cana-2254	30	5	become	become	VERB
cana-2254	30	6	more	more	ADV
cana-2254	30	7	efficient	efficient	ADJ
cana-2254	30	8	and	and	CCONJ
cana-2254	30	9	effective	effective	ADJ
cana-2254	30	10	as	as	ADP
cana-2254	30	11	a	a	DET
cana-2254	30	12	result	result	NOUN
cana-2254	30	13	of	of	ADP
cana-2254	30	14	this	this	DET
cana-2254	30	15	combination	combination	NOUN
cana-2254	30	16	.	.	PUNCT
cana-2254	31	1	genomic	genomic	NOUN
cana-2254	31	2	,	,	PUNCT
cana-2254	31	3	proteomic	proteomic	NOUN
cana-2254	31	4	,	,	PUNCT
cana-2254	31	5	and	and	CCONJ
cana-2254	31	6	transcriptome	transcriptome	ADJ
cana-2254	31	7	research	research	NOUN
cana-2254	31	8	are	be	AUX
cana-2254	31	9	just	just	ADV
cana-2254	31	10	a	a	DET
cana-2254	31	11	few	few	ADJ
cana-2254	31	12	of	of	ADP
cana-2254	31	13	the	the	DET
cana-2254	31	14	drug	drug	NOUN
cana-2254	31	15	discovery	discovery	NOUN
cana-2254	31	16	subdomains	subdomain	NOUN
cana-2254	31	17	that	that	PRON
cana-2254	31	18	have	have	AUX
cana-2254	31	19	used	use	VERB
cana-2254	31	20	ml	ml	ADP
cana-2254	31	21	algorithms	algorithm	NOUN
cana-2254	31	22	to	to	PART
cana-2254	31	23	uncover	uncover	VERB
cana-2254	31	24	biomarkers	biomarker	NOUN
cana-2254	31	25	and	and	CCONJ
cana-2254	31	26	relevant	relevant	ADJ
cana-2254	31	27	biological	biological	ADJ
cana-2254	31	28	processes	process	NOUN
cana-2254	31	29	in	in	ADP
cana-2254	31	30	a	a	DET
cana-2254	31	31	wide	wide	ADJ
cana-2254	31	32	range	range	NOUN
cana-2254	31	33	of	of	ADP
cana-2254	31	34	disorders	disorder	NOUN
cana-2254	31	35	.	.	PUNCT
cana-2254	32	1	a	a	DET
cana-2254	32	2	list	list	NOUN
cana-2254	32	3	of	of	ADP
cana-2254	32	4	potential	potential	ADJ
cana-2254	32	5	therapeutic	therapeutic	ADJ
cana-2254	32	6	targets	target	NOUN
cana-2254	32	7	are	be	AUX
cana-2254	32	8	currently	currently	ADV
cana-2254	32	9	created	create	VERB
cana-2254	32	10	and	and	CCONJ
cana-2254	32	11	prioritized	prioritize	VERB
cana-2254	32	12	due	due	ADP
cana-2254	32	13	to	to	ADP
cana-2254	32	14	this	this	PRON
cana-2254	32	15	.	.	PUNCT
cana-2254	33	1	in	in	ADP
cana-2254	33	2	addition	addition	NOUN
cana-2254	33	3	to	to	ADP
cana-2254	33	4	their	their	PRON
cana-2254	33	5	growing	grow	VERB
cana-2254	33	6	popularity	popularity	NOUN
cana-2254	33	7	,	,	PUNCT
cana-2254	33	8	nl	nl	NOUN
cana-2254	33	9	algorithms	algorithm	NOUN
cana-2254	33	10	provide	provide	VERB
cana-2254	33	11	a	a	DET
cana-2254	33	12	wider	wide	ADJ
cana-2254	33	13	variety	variety	NOUN
cana-2254	33	14	of	of	ADP
cana-2254	33	15	applications	application	NOUN
cana-2254	33	16	.	.	PUNCT
cana-2254	34	1	since	since	SCONJ
cana-2254	34	2	each	each	DET
cana-2254	34	3	algorithm	algorithm	NOUN
cana-2254	34	4	has	have	VERB
cana-2254	34	5	a	a	DET
cana-2254	34	6	unique	unique	ADJ
cana-2254	34	7	combination	combination	NOUN
cana-2254	34	8	of	of	ADP
cana-2254	34	9	pros	pro	NOUN
cana-2254	34	10	and	and	CCONJ
cana-2254	34	11	cons	con	NOUN
cana-2254	34	12	,	,	PUNCT
cana-2254	34	13	choose	choose	VERB
cana-2254	34	14	over	over	ADP
cana-2254	34	15	any	any	DET
cana-2254	34	16	another	another	PRON
cana-2254	34	17	is	be	AUX
cana-2254	34	18	usually	usually	ADV
cana-2254	34	19	a	a	DET
cana-2254	34	20	matter	matter	NOUN
cana-2254	34	21	of	of	ADP
cana-2254	34	22	personal	personal	ADJ
cana-2254	34	23	preference	preference	NOUN
cana-2254	34	24	.	.	PUNCT
cana-2254	35	1	the	the	DET
cana-2254	35	2	article	article	NOUN
cana-2254	35	3	summarizes	summarize	VERB
cana-2254	35	4	the	the	DET
cana-2254	35	5	most	most	ADV
cana-2254	35	6	important	important	ADJ
cana-2254	35	7	nl	nl	NOUN
cana-2254	35	8	algorithms	algorithm	NOUN
cana-2254	35	9	,	,	PUNCT
cana-2254	35	10	as	as	ADV
cana-2254	35	11	well	well	ADV
cana-2254	35	12	as	as	ADP
cana-2254	35	13	their	their	PRON
cana-2254	35	14	applications	application	NOUN
cana-2254	35	15	,	,	PUNCT
cana-2254	35	16	limitations	limitation	NOUN
cana-2254	35	17	,	,	PUNCT
cana-2254	35	18	and	and	CCONJ
cana-2254	35	19	potential	potential	ADJ
cana-2254	35	20	future	future	ADJ
cana-2254	35	21	directions	direction	NOUN
cana-2254	35	22	for	for	ADP
cana-2254	35	23	study	study	NOUN
cana-2254	35	24	.	.	PUNCT
cana-2254	36	1	with	with	ADP
cana-2254	36	2	nl	nl	NOUN
cana-2254	36	3	finding	find	VERB
cana-2254	36	4	more	more	ADJ
cana-2254	36	5	and	and	CCONJ
cana-2254	36	6	more	more	ADJ
cana-2254	36	7	uses	use	NOUN
cana-2254	36	8	,	,	PUNCT
cana-2254	36	9	there	there	PRON
cana-2254	36	10	is	be	VERB
cana-2254	36	11	an	an	DET
cana-2254	36	12	immediate	immediate	ADJ
cana-2254	36	13	need	need	NOUN
cana-2254	36	14	for	for	ADP
cana-2254	36	15	an	an	DET
cana-2254	36	16	extensive	extensive	ADJ
cana-2254	36	17	understanding	understanding	NOUN
cana-2254	36	18	of	of	ADP
cana-2254	36	19	its	its	PRON
cana-2254	36	20	strengths	strength	NOUN
cana-2254	36	21	and	and	CCONJ
cana-2254	36	22	weaknesses	weakness	NOUN
cana-2254	36	23	,	,	PUNCT
cana-2254	36	24	as	as	ADV
cana-2254	36	25	well	well	ADV
cana-2254	36	26	as	as	ADP
cana-2254	36	27	their	their	PRON
cana-2254	36	28	mathematical	mathematical	ADJ
cana-2254	36	29	expressions	expression	NOUN
cana-2254	36	30	,	,	PUNCT
cana-2254	36	31	which	which	PRON
cana-2254	36	32	is	be	AUX
cana-2254	36	33	why	why	SCONJ
cana-2254	36	34	this	this	DET
cana-2254	36	35	survey	survey	NOUN
cana-2254	36	36	is	be	AUX
cana-2254	36	37	both	both	PRON
cana-2254	36	38	relevant	relevant	ADJ
cana-2254	36	39	and	and	CCONJ
cana-2254	36	40	necessary	necessary	ADJ
cana-2254	36	41	.	.	PUNCT
cana-2254	37	1	researchers	researcher	NOUN
cana-2254	37	2	and	and	CCONJ
cana-2254	37	3	practitioners	practitioner	NOUN
cana-2254	37	4	can	can	AUX
cana-2254	37	5	make	make	VERB
cana-2254	37	6	better	well	ADJ
cana-2254	37	7	decisions	decision	NOUN
cana-2254	37	8	on	on	ADP
cana-2254	37	9	the	the	DET
cana-2254	37	10	best	good	ADJ
cana-2254	37	11	strategy	strategy	NOUN
cana-2254	37	12	to	to	PART
cana-2254	37	13	solve	solve	VERB
cana-2254	37	14	an	an	DET
cana-2254	37	15	issue	issue	NOUN
cana-2254	37	16	when	when	SCONJ
cana-2254	37	17	they	they	PRON
cana-2254	37	18	are	be	AUX
cana-2254	37	19	aware	aware	ADJ
cana-2254	37	20	of	of	ADP
cana-2254	37	21	the	the	DET
cana-2254	37	22	pros	pro	NOUN
cana-2254	37	23	and	and	CCONJ
cana-2254	37	24	cons	con	NOUN
cana-2254	37	25	of	of	ADP
cana-2254	37	26	different	different	ADJ
cana-2254	37	27	algorithms	algorithm	NOUN
cana-2254	37	28	.	.	PUNCT
cana-2254	38	1	the	the	DET
cana-2254	38	2	rest	rest	NOUN
cana-2254	38	3	of	of	ADP
cana-2254	38	4	the	the	DET
cana-2254	38	5	parts	part	NOUN
cana-2254	38	6	of	of	ADP
cana-2254	38	7	the	the	DET
cana-2254	38	8	paper	paper	NOUN
cana-2254	38	9	are	be	AUX
cana-2254	38	10	organized	organize	VERB
cana-2254	38	11	as	as	SCONJ
cana-2254	38	12	follows	follow	VERB
cana-2254	38	13	:	:	PUNCT
cana-2254	38	14	section	section	NOUN
cana-2254	38	15	2	2	NUM
cana-2254	38	16	provides	provide	VERB
cana-2254	38	17	a	a	DET
cana-2254	38	18	literature	literature	NOUN
cana-2254	38	19	review	review	NOUN
cana-2254	38	20	of	of	ADP
cana-2254	38	21	relevant	relevant	ADJ
cana-2254	38	22	papers	paper	NOUN
cana-2254	38	23	published	publish	VERB
cana-2254	38	24	recently	recently	ADV
cana-2254	38	25	,	,	PUNCT
cana-2254	38	26	while	while	SCONJ
cana-2254	38	27	section	section	NOUN
cana-2254	38	28	3	3	NUM
cana-2254	38	29	lays	lay	VERB
cana-2254	38	30	out	out	ADP
cana-2254	38	31	the	the	DET
cana-2254	38	32	technique	technique	NOUN
cana-2254	38	33	that	that	PRON
cana-2254	38	34	is	be	AUX
cana-2254	38	35	to	to	PART
cana-2254	38	36	be	be	AUX
cana-2254	38	37	used	use	VERB
cana-2254	38	38	.	.	PUNCT
cana-2254	39	1	the	the	DET
cana-2254	39	2	results	result	NOUN
cana-2254	39	3	of	of	ADP
cana-2254	39	4	the	the	DET
cana-2254	39	5	research	research	NOUN
cana-2254	39	6	are	be	AUX
cana-2254	39	7	presented	present	VERB
cana-2254	39	8	in	in	ADP
cana-2254	39	9	section	section	NOUN
cana-2254	39	10	4	4	NUM
cana-2254	39	11	,	,	PUNCT
cana-2254	39	12	and	and	CCONJ
cana-2254	39	13	section	section	NOUN
cana-2254	39	14	5	5	NUM
cana-2254	39	15	serves	serve	VERB
cana-2254	39	16	as	as	ADP
cana-2254	39	17	the	the	DET
cana-2254	39	18	study	study	NOUN
cana-2254	39	19	's	's	PART
cana-2254	39	20	conclusion	conclusion	NOUN
cana-2254	39	21	.	.	PUNCT
cana-2254	40	1	2	2	X
cana-2254	40	2	.	.	X
cana-2254	40	3	literature	literature	NOUN
cana-2254	40	4	survey	survey	NOUN
cana-2254	40	5	"	"	PUNCT
cana-2254	40	6	big	big	ADJ
cana-2254	40	7	data	datum	NOUN
cana-2254	40	8	"	"	PUNCT
cana-2254	40	9	has	have	AUX
cana-2254	40	10	emerged	emerge	VERB
cana-2254	40	11	as	as	ADP
cana-2254	40	12	a	a	DET
cana-2254	40	13	field	field	NOUN
cana-2254	40	14	within	within	ADP
cana-2254	40	15	biology	biology	NOUN
cana-2254	40	16	and	and	CCONJ
cana-2254	40	17	medicine	medicine	NOUN
cana-2254	40	18	due	due	ADP
cana-2254	40	19	to	to	ADP
cana-2254	40	20	advancements	advancement	NOUN
cana-2254	40	21	in	in	ADP
cana-2254	40	22	technology	technology	NOUN
cana-2254	40	23	that	that	PRON
cana-2254	40	24	capture	capture	VERB
cana-2254	40	25	molecular	molecular	ADJ
cana-2254	40	26	and	and	CCONJ
cana-2254	40	27	medical	medical	ADJ
cana-2254	40	28	data	datum	NOUN
cana-2254	40	29	[	[	X
cana-2254	40	30	6	6	NUM
cana-2254	40	31	]	]	PUNCT
cana-2254	40	32	.	.	PUNCT
cana-2254	41	1	there	there	PRON
cana-2254	41	2	are	be	VERB
cana-2254	41	3	several	several	ADJ
cana-2254	41	4	chances	chance	NOUN
cana-2254	41	5	to	to	PART
cana-2254	41	6	develop	develop	VERB
cana-2254	41	7	precision	precision	NOUN
cana-2254	41	8	medicine	medicine	NOUN
cana-2254	41	9	using	use	VERB
cana-2254	41	10	this	this	DET
cana-2254	41	11	data	datum	NOUN
cana-2254	41	12	.	.	PUNCT
cana-2254	42	1	they	they	PRON
cana-2254	42	2	discussed	discuss	VERB
cana-2254	42	3	current	current	ADJ
cana-2254	42	4	developments	development	NOUN
cana-2254	42	5	in	in	ADP
cana-2254	42	6	data	data	NOUN
cana-2254	42	7	integration	integration	NOUN
cana-2254	42	8	-	-	PUNCT
cana-2254	42	9	based	base	VERB
cana-2254	42	10	approaches	approach	NOUN
cana-2254	42	11	(	(	PUNCT
cana-2254	42	12	dia	dia	PROPN
cana-2254	42	13	)	)	PUNCT
cana-2254	43	1	[	[	X
cana-2254	43	2	28	28	NUM
cana-2254	43	3	]	]	PUNCT
cana-2254	43	4	for	for	ADP
cana-2254	43	5	finding	find	VERB
cana-2254	43	6	specific	specific	ADJ
cana-2254	43	7	information	information	NOUN
cana-2254	43	8	from	from	ADP
cana-2254	43	9	enormous	enormous	ADJ
cana-2254	43	10	amounts	amount	NOUN
cana-2254	43	11	of	of	ADP
cana-2254	43	12	data	datum	NOUN
cana-2254	43	13	generated	generate	VERB
cana-2254	43	14	by	by	ADP
cana-2254	43	15	different	different	ADJ
cana-2254	43	16	omics	omic	NOUN
cana-2254	43	17	studies	study	NOUN
cana-2254	43	18	and	and	CCONJ
cana-2254	43	19	highlight	highlight	VERB
cana-2254	43	20	significant	significant	ADJ
cana-2254	43	21	challenges	challenge	NOUN
cana-2254	43	22	in	in	ADP
cana-2254	43	23	precision	precision	NOUN
cana-2254	43	24	medicine	medicine	NOUN
cana-2254	43	25	.	.	PUNCT
cana-2254	44	1	personalized	personalized	ADJ
cana-2254	44	2	medicine	medicine	NOUN
cana-2254	44	3	depends	depend	VERB
cana-2254	44	4	heavily	heavily	ADV
cana-2254	44	5	on	on	ADP
cana-2254	44	6	data	data	NOUN
cana-2254	44	7	science	science	NOUN
cana-2254	44	8	,	,	PUNCT
cana-2254	44	9	and	and	CCONJ
cana-2254	44	10	more	more	ADJ
cana-2254	44	11	especially	especially	ADV
cana-2254	44	12	machine	machine	NOUN
cana-2254	44	13	learning	learning	NOUN
cana-2254	44	14	,	,	PUNCT
cana-2254	44	15	which	which	PRON
cana-2254	44	16	is	be	AUX
cana-2254	44	17	frequently	frequently	ADV
cana-2254	44	18	referred	refer	VERB
cana-2254	44	19	to	to	ADP
cana-2254	44	20	as	as	ADP
cana-2254	44	21	artificial	artificial	ADJ
cana-2254	44	22	intelligence	intelligence	NOUN
cana-2254	44	23	in	in	ADP
cana-2254	44	24	the	the	DET
cana-2254	44	25	media	medium	NOUN
cana-2254	44	26	.	.	PUNCT
cana-2254	45	1	there	there	PRON
cana-2254	45	2	has	have	AUX
cana-2254	45	3	been	be	AUX
cana-2254	45	4	a	a	DET
cana-2254	45	5	lot	lot	NOUN
cana-2254	45	6	of	of	ADP
cana-2254	45	7	hype	hype	NOUN
cana-2254	45	8	about	about	ADP
cana-2254	45	9	"	"	PUNCT
cana-2254	45	10	big	big	ADJ
cana-2254	45	11	data	datum	NOUN
cana-2254	45	12	"	"	PUNCT
cana-2254	45	13	(	(	PUNCT
cana-2254	45	14	bd	bd	PROPN
cana-2254	45	15	)	)	PUNCT
cana-2254	45	16	and	and	CCONJ
cana-2254	45	17	solutions	solution	NOUN
cana-2254	45	18	based	base	VERB
cana-2254	45	19	on	on	ADP
cana-2254	45	20	machine	machine	NOUN
cana-2254	45	21	learning	learning	NOUN
cana-2254	45	22	(	(	PUNCT
cana-2254	45	23	ml	ml	NOUN
cana-2254	45	24	)	)	PUNCT
cana-2254	45	25	in	in	ADP
cana-2254	45	26	recent	recent	ADJ
cana-2254	45	27	years	year	NOUN
cana-2254	45	28	,	,	PUNCT
cana-2254	45	29	but	but	CCONJ
cana-2254	45	30	very	very	ADV
cana-2254	45	31	few	few	ADJ
cana-2254	45	32	instances	instance	NOUN
cana-2254	45	33	that	that	PRON
cana-2254	45	34	have	have	VERB
cana-2254	45	35	an	an	DET
cana-2254	45	36	effect	effect	NOUN
cana-2254	45	37	on	on	ADP
cana-2254	45	38	modern	modern	ADJ
cana-2254	45	39	clinical	clinical	ADJ
cana-2254	45	40	practice	practice	NOUN
cana-2254	45	41	[	[	X
cana-2254	45	42	17	17	NUM
cana-2254	45	43	]	]	PUNCT
cana-2254	45	44	.	.	PUNCT
cana-2254	46	1	challenges	challenge	NOUN
cana-2254	46	2	with	with	ADP
cana-2254	46	3	validation	validation	NOUN
cana-2254	46	4	via	via	ADP
cana-2254	46	5	prospective	prospective	ADJ
cana-2254	46	6	clinical	clinical	ADJ
cana-2254	46	7	trials	trial	NOUN
cana-2254	46	8	showing	show	VERB
cana-2254	46	9	a	a	DET
cana-2254	46	10	distinct	distinct	ADJ
cana-2254	46	11	advantage	advantage	NOUN
cana-2254	46	12	relative	relative	ADJ
cana-2254	46	13	to	to	ADP
cana-2254	46	14	the	the	DET
cana-2254	46	15	standard	standard	ADJ
cana-2254	46	16	level	level	NOUN
cana-2254	46	17	of	of	ADP
cana-2254	46	18	therapy	therapy	NOUN
cana-2254	46	19	,	,	PUNCT
cana-2254	46	20	low	low	ADJ
cana-2254	46	21	predictive	predictive	ADJ
cana-2254	46	22	model	model	NOUN
cana-2254	46	23	performance	performance	NOUN
cana-2254	46	24	,	,	PUNCT
cana-2254	46	25	and	and	CCONJ
cana-2254	46	26	problems	problem	NOUN
cana-2254	46	27	in	in	ADP
cana-2254	46	28	understanding	understand	VERB
cana-2254	46	29	complicated	complicated	ADJ
cana-2254	46	30	model	model	NOUN
cana-2254	46	31	predictions	prediction	NOUN
cana-2254	46	32	are	be	AUX
cana-2254	46	33	major	major	ADJ
cana-2254	46	34	reasons	reason	NOUN
cana-2254	46	35	for	for	ADP
cana-2254	46	36	the	the	DET
cana-2254	46	37	lack	lack	NOUN
cana-2254	46	38	of	of	ADP
cana-2254	46	39	impact	impact	NOUN
cana-2254	46	40	on	on	ADP
cana-2254	46	41	clinical	clinical	ADJ
cana-2254	46	42	practice	practice	NOUN
cana-2254	46	43	.	.	PUNCT
cana-2254	47	1	the	the	DET
cana-2254	47	2	field	field	NOUN
cana-2254	47	3	of	of	ADP
cana-2254	47	4	customized	customized	ADJ
cana-2254	47	5	medicine	medicine	NOUN
cana-2254	47	6	is	be	AUX
cana-2254	47	7	gaining	gain	VERB
cana-2254	47	8	significance	significance	NOUN
cana-2254	47	9	.	.	PUNCT
cana-2254	48	1	the	the	DET
cana-2254	48	2	presentation	presentation	NOUN
cana-2254	48	3	addresses	address	VERB
cana-2254	48	4	the	the	DET
cana-2254	48	5	use	use	NOUN
cana-2254	48	6	of	of	ADP
cana-2254	48	7	current	current	ADJ
cana-2254	48	8	bioinformatics	bioinformatic	NOUN
cana-2254	48	9	and	and	CCONJ
cana-2254	48	10	biological	biological	ADJ
cana-2254	48	11	databases	database	NOUN
cana-2254	48	12	to	to	PART
cana-2254	48	13	overcome	overcome	VERB
cana-2254	48	14	data	datum	NOUN
cana-2254	48	15	processing	processing	NOUN
cana-2254	48	16	and	and	CCONJ
cana-2254	48	17	analysis	analysis	NOUN
cana-2254	48	18	challenges	challenge	NOUN
cana-2254	48	19	,	,	PUNCT
cana-2254	48	20	as	as	ADV
cana-2254	48	21	well	well	ADV
cana-2254	48	22	as	as	ADP
cana-2254	48	23	the	the	DET
cana-2254	48	24	need	need	NOUN
cana-2254	48	25	of	of	ADP
cana-2254	48	26	next	next	ADJ
cana-2254	48	27	-	-	PUNCT
cana-2254	48	28	gen	gen	NOUN
cana-2254	48	29	big	big	ADJ
cana-2254	48	30	data	datum	NOUN
cana-2254	48	31	analytics	analytic	NOUN
cana-2254	48	32	to	to	PART
cana-2254	48	33	address	address	VERB
cana-2254	48	34	the	the	DET
cana-2254	48	35	multi	multi	ADJ
cana-2254	48	36	-	-	ADJ
cana-2254	48	37	omics	omics	ADJ
cana-2254	48	38	issues	issue	NOUN
cana-2254	48	39	in	in	ADP
cana-2254	48	40	personalized	personalized	ADJ
cana-2254	48	41	medicine	medicine	NOUN
cana-2254	48	42	[	[	X
cana-2254	48	43	29	29	NUM
cana-2254	48	44	]	]	PUNCT
cana-2254	48	45	.	.	PUNCT
cana-2254	49	1	the	the	DET
cana-2254	49	2	use	use	NOUN
cana-2254	49	3	of	of	ADP
cana-2254	49	4	artificial	artificial	ADJ
cana-2254	49	5	intelligence	intelligence	NOUN
cana-2254	49	6	(	(	PUNCT
cana-2254	49	7	ai	ai	NOUN
cana-2254	49	8	)	)	PUNCT
cana-2254	49	9	in	in	ADP
cana-2254	49	10	the	the	DET
cana-2254	49	11	context	context	NOUN
cana-2254	49	12	of	of	ADP
cana-2254	49	13	genetic	genetic	ADJ
cana-2254	49	14	information	information	NOUN
cana-2254	49	15	's	's	PART
cana-2254	49	16	therapeutic	therapeutic	ADJ
cana-2254	49	17	value	value	NOUN
cana-2254	49	18	is	be	AUX
cana-2254	49	19	one	one	NUM
cana-2254	49	20	example	example	NOUN
cana-2254	49	21	,	,	PUNCT
cana-2254	49	22	as	as	SCONJ
cana-2254	49	23	is	be	AUX
cana-2254	49	24	the	the	DET
cana-2254	49	25	possibility	possibility	NOUN
cana-2254	49	26	of	of	ADP
cana-2254	49	27	exploring	explore	VERB
cana-2254	49	28	novel	novel	ADJ
cana-2254	49	29	possibilities	possibility	NOUN
cana-2254	49	30	for	for	ADP
cana-2254	49	31	the	the	DET
cana-2254	49	32	development	development	NOUN
cana-2254	49	33	of	of	ADP
cana-2254	49	34	customized	customized	ADJ
cana-2254	49	35	medicine	medicine	NOUN
cana-2254	49	36	in	in	ADP
cana-2254	49	37	the	the	DET
cana-2254	49	38	future	future	NOUN
cana-2254	49	39	.	.	PUNCT
cana-2254	50	1	communications	communication	NOUN
cana-2254	50	2	on	on	ADP
cana-2254	50	3	applied	apply	VERB
cana-2254	50	4	nonlinear	nonlinear	ADJ
cana-2254	50	5	analysis	analysis	NOUN
cana-2254	50	6	issn	issn	NOUN
cana-2254	50	7	:	:	PUNCT
cana-2254	50	8	1074	1074	NUM
cana-2254	50	9	-	-	PUNCT
cana-2254	50	10	133x	133x	NUM
cana-2254	50	11	vol	vol	NOUN
cana-2254	50	12	32	32	NUM
cana-2254	50	13	no	no	NOUN
cana-2254	50	14	.	.	PUNCT
cana-2254	51	1	2s	2s	NUM
cana-2254	51	2	(	(	PUNCT
cana-2254	51	3	2025	2025	NUM
cana-2254	51	4	)	)	PUNCT
cana-2254	51	5	97	97	NUM
cana-2254	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	51	7	molecular	molecular	ADJ
cana-2254	51	8	networking	networking	NOUN
cana-2254	51	9	(	(	PUNCT
cana-2254	51	10	mn	mn	NOUN
cana-2254	51	11	)	)	PUNCT
cana-2254	51	12	is	be	AUX
cana-2254	51	13	a	a	DET
cana-2254	51	14	relatively	relatively	ADV
cana-2254	51	15	new	new	ADJ
cana-2254	51	16	method	method	NOUN
cana-2254	51	17	for	for	ADP
cana-2254	51	18	organizing	organize	VERB
cana-2254	51	19	data	datum	NOUN
cana-2254	51	20	from	from	ADP
cana-2254	51	21	tandem	tandem	PROPN
cana-2254	51	22	mass	mass	PROPN
cana-2254	51	23	spectrometry	spectrometry	NOUN
cana-2254	51	24	(	(	PUNCT
cana-2254	51	25	ms	ms	PROPN
cana-2254	51	26	/	/	SYM
cana-2254	51	27	ms	ms	PROPN
cana-2254	51	28	)	)	PUNCT
cana-2254	51	29	that	that	PRON
cana-2254	51	30	has	have	AUX
cana-2254	51	31	found	find	VERB
cana-2254	51	32	applications	application	NOUN
cana-2254	51	33	in	in	ADP
cana-2254	51	34	medicine	medicine	NOUN
cana-2254	51	35	,	,	PUNCT
cana-2254	51	36	metabolomics	metabolomic	NOUN
cana-2254	51	37	,	,	PUNCT
cana-2254	51	38	and	and	CCONJ
cana-2254	51	39	drug	drug	NOUN
cana-2254	51	40	development	development	NOUN
cana-2254	51	41	[	[	X
cana-2254	51	42	14	14	NUM
cana-2254	51	43	]	]	X
cana-2254	52	1	[	[	X
cana-2254	52	2	19	19	NUM
cana-2254	52	3	]	]	PUNCT
cana-2254	52	4	.	.	PUNCT
cana-2254	53	1	similar	similar	ADJ
cana-2254	53	2	fragment	fragment	NOUN
cana-2254	53	3	ion	ion	NOUN
cana-2254	53	4	spectra	spectra	NOUN
cana-2254	53	5	are	be	AUX
cana-2254	53	6	likely	likely	ADJ
cana-2254	53	7	to	to	PART
cana-2254	53	8	be	be	AUX
cana-2254	53	9	seen	see	VERB
cana-2254	53	10	in	in	ADP
cana-2254	53	11	compounds	compound	NOUN
cana-2254	53	12	that	that	PRON
cana-2254	53	13	are	be	AUX
cana-2254	53	14	comparable	comparable	ADJ
cana-2254	53	15	since	since	SCONJ
cana-2254	53	16	the	the	DET
cana-2254	53	17	chemistry	chemistry	NOUN
cana-2254	53	18	of	of	ADP
cana-2254	53	19	molecules	molecule	NOUN
cana-2254	53	20	affects	affect	VERB
cana-2254	53	21	how	how	SCONJ
cana-2254	53	22	they	they	PRON
cana-2254	53	23	can	can	AUX
cana-2254	53	24	be	be	AUX
cana-2254	53	25	fragmented	fragment	VERB
cana-2254	53	26	by	by	ADP
cana-2254	53	27	ms	ms	PROPN
cana-2254	53	28	/	/	SYM
cana-2254	53	29	ms	ms	NOUN
cana-2254	53	30	in	in	ADP
cana-2254	53	31	the	the	DET
cana-2254	53	32	gas	gas	NOUN
cana-2254	53	33	phase	phase	NOUN
cana-2254	53	34	.	.	PUNCT
cana-2254	54	1	to	to	PART
cana-2254	54	2	create	create	VERB
cana-2254	54	3	a	a	DET
cana-2254	54	4	map	map	NOUN
cana-2254	54	5	of	of	ADP
cana-2254	54	6	the	the	DET
cana-2254	54	7	compounds	compound	NOUN
cana-2254	54	8	found	find	VERB
cana-2254	54	9	in	in	ADP
cana-2254	54	10	a	a	DET
cana-2254	54	11	metabolomics	metabolomic	NOUN
cana-2254	54	12	experiment	experiment	NOUN
cana-2254	54	13	using	use	VERB
cana-2254	54	14	ms	ms	PROPN
cana-2254	54	15	/	/	SYM
cana-2254	54	16	ms	ms	PROPN
cana-2254	54	17	,	,	PUNCT
cana-2254	54	18	molecular	molecular	ADJ
cana-2254	54	19	networking	networking	NOUN
cana-2254	54	20	arranges	arrange	VERB
cana-2254	54	21	the	the	DET
cana-2254	54	22	data	datum	NOUN
cana-2254	54	23	as	as	ADP
cana-2254	54	24	a	a	DET
cana-2254	54	25	relational	relational	ADJ
cana-2254	54	26	spectral	spectral	ADJ
cana-2254	54	27	network	network	NOUN
cana-2254	54	28	[	[	X
cana-2254	54	29	8	8	NUM
cana-2254	54	30	]	]	X
cana-2254	55	1	[	[	X
cana-2254	55	2	10	10	NUM
cana-2254	55	3	]	]	PUNCT
cana-2254	55	4	.	.	PUNCT
cana-2254	56	1	traditional	traditional	ADJ
cana-2254	56	2	statistical	statistical	ADJ
cana-2254	56	3	models	model	NOUN
cana-2254	56	4	(	(	PUNCT
cana-2254	56	5	tsm	tsm	NOUN
cana-2254	56	6	)	)	PUNCT
cana-2254	56	7	attempt	attempt	NOUN
cana-2254	56	8	to	to	PART
cana-2254	56	9	deduce	deduce	VERB
cana-2254	56	10	connections	connection	NOUN
cana-2254	56	11	between	between	ADP
cana-2254	56	12	variables	variable	NOUN
cana-2254	56	13	,	,	PUNCT
cana-2254	56	14	while	while	SCONJ
cana-2254	56	15	ml	ml	NOUN
cana-2254	56	16	focuses	focus	VERB
cana-2254	56	17	on	on	ADP
cana-2254	56	18	generating	generate	VERB
cana-2254	56	19	forecasts	forecast	NOUN
cana-2254	56	20	that	that	PRON
cana-2254	56	21	are	be	AUX
cana-2254	56	22	as	as	ADV
cana-2254	56	23	precise	precise	ADJ
cana-2254	56	24	as	as	ADP
cana-2254	56	25	feasible	feasible	ADJ
cana-2254	56	26	.	.	PUNCT
cana-2254	57	1	machine	machine	NOUN
cana-2254	57	2	learning	learning	NOUN
cana-2254	57	3	(	(	PUNCT
cana-2254	57	4	ml	ml	NOUN
cana-2254	57	5	)	)	PUNCT
cana-2254	57	6	is	be	AUX
cana-2254	57	7	useful	useful	ADJ
cana-2254	57	8	for	for	ADP
cana-2254	57	9	a	a	DET
cana-2254	57	10	variety	variety	NOUN
cana-2254	57	11	of	of	ADP
cana-2254	57	12	tasks	task	NOUN
cana-2254	57	13	,	,	PUNCT
cana-2254	57	14	including	include	VERB
cana-2254	57	15	diagnosis	diagnosis	NOUN
cana-2254	57	16	and	and	CCONJ
cana-2254	57	17	classification	classification	NOUN
cana-2254	57	18	,	,	PUNCT
cana-2254	57	19	mortality	mortality	NOUN
cana-2254	57	20	forecasting	forecasting	NOUN
cana-2254	57	21	,	,	PUNCT
cana-2254	57	22	and	and	CCONJ
cana-2254	57	23	more	more	ADV
cana-2254	57	24	,	,	PUNCT
cana-2254	57	25	since	since	SCONJ
cana-2254	57	26	it	it	PRON
cana-2254	57	27	is	be	AUX
cana-2254	57	28	scalable	scalable	ADJ
cana-2254	57	29	and	and	CCONJ
cana-2254	57	30	adaptable	adaptable	ADJ
cana-2254	57	31	compared	compare	VERB
cana-2254	57	32	with	with	ADP
cana-2254	57	33	conventional	conventional	ADJ
cana-2254	57	34	statistical	statistical	ADJ
cana-2254	57	35	methods	method	NOUN
cana-2254	57	36	[	[	X
cana-2254	57	37	20	20	NUM
cana-2254	57	38	]	]	PUNCT
cana-2254	57	39	.	.	PUNCT
cana-2254	58	1	but	but	CCONJ
cana-2254	58	2	there	there	PRON
cana-2254	58	3	is	be	VERB
cana-2254	58	4	still	still	ADV
cana-2254	58	5	a	a	DET
cana-2254	58	6	lot	lot	NOUN
cana-2254	58	7	of	of	ADP
cana-2254	58	8	disorganized	disorganized	ADJ
cana-2254	58	9	ml	ml	NOUN
cana-2254	58	10	-	-	PUNCT
cana-2254	58	11	based	base	VERB
cana-2254	58	12	analysis	analysis	NOUN
cana-2254	58	13	out	out	ADV
cana-2254	58	14	there	there	ADV
cana-2254	58	15	.	.	PUNCT
cana-2254	59	1	survival	survival	NOUN
cana-2254	59	2	,	,	PUNCT
cana-2254	59	3	response	response	NOUN
cana-2254	59	4	to	to	ADP
cana-2254	59	5	therapy	therapy	NOUN
cana-2254	59	6	,	,	PUNCT
cana-2254	59	7	and	and	CCONJ
cana-2254	59	8	patient	patient	NOUN
cana-2254	59	9	-	-	PUNCT
cana-2254	59	10	reported	report	VERB
cana-2254	59	11	outcomes	outcome	NOUN
cana-2254	59	12	(	(	PUNCT
cana-2254	59	13	pros	pro	NOUN
cana-2254	59	14	)	)	PUNCT
cana-2254	59	15	are	be	AUX
cana-2254	59	16	examples	example	NOUN
cana-2254	59	17	of	of	ADP
cana-2254	59	18	patient	patient	ADJ
cana-2254	59	19	outcomes	outcome	NOUN
cana-2254	59	20	that	that	PRON
cana-2254	59	21	should	should	AUX
cana-2254	59	22	be	be	AUX
cana-2254	59	23	evaluated	evaluate	VERB
cana-2254	59	24	and	and	CCONJ
cana-2254	59	25	compared	compare	VERB
cana-2254	59	26	using	use	VERB
cana-2254	59	27	ml	ml	NOUN
cana-2254	59	28	and	and	CCONJ
cana-2254	59	29	well	well	ADV
cana-2254	59	30	-	-	PUNCT
cana-2254	59	31	established	establish	VERB
cana-2254	59	32	traditional	traditional	ADJ
cana-2254	59	33	statistical	statistical	ADJ
cana-2254	59	34	techniques	technique	NOUN
cana-2254	59	35	.	.	PUNCT
cana-2254	60	1	3	3	X
cana-2254	60	2	.	.	NUM
cana-2254	60	3	proposed	propose	VERB
cana-2254	60	4	methodology	methodology	NOUN
cana-2254	60	5	the	the	DET
cana-2254	60	6	core	core	NOUN
cana-2254	60	7	principle	principle	NOUN
cana-2254	60	8	of	of	ADP
cana-2254	60	9	nl	nl	PROPN
cana-2254	60	10	is	be	AUX
cana-2254	60	11	to	to	PART
cana-2254	60	12	use	use	VERB
cana-2254	60	13	algorithms	algorithm	NOUN
cana-2254	60	14	to	to	PART
cana-2254	60	15	analyze	analyze	VERB
cana-2254	60	16	data	datum	NOUN
cana-2254	60	17	,	,	PUNCT
cana-2254	60	18	make	make	VERB
cana-2254	60	19	inferences	inference	NOUN
cana-2254	60	20	,	,	PUNCT
cana-2254	60	21	and	and	CCONJ
cana-2254	60	22	forecast	forecast	VERB
cana-2254	60	23	how	how	SCONJ
cana-2254	60	24	new	new	ADJ
cana-2254	60	25	data	data	NOUN
cana-2254	60	26	sets	set	NOUN
cana-2254	60	27	might	might	AUX
cana-2254	60	28	develop	develop	VERB
cana-2254	60	29	.	.	PUNCT
cana-2254	61	1	hence	hence	ADV
cana-2254	61	2	,	,	PUNCT
cana-2254	61	3	machine	machine	NOUN
cana-2254	61	4	are	be	AUX
cana-2254	61	5	able	able	ADJ
cana-2254	61	6	to	to	PART
cana-2254	61	7	execute	execute	VERB
cana-2254	61	8	tasks	task	NOUN
cana-2254	61	9	automatically	automatically	ADV
cana-2254	61	10	by	by	ADP
cana-2254	61	11	training	training	NOUN
cana-2254	61	12	using	use	VERB
cana-2254	61	13	massive	massive	ADJ
cana-2254	61	14	volumes	volume	NOUN
cana-2254	61	15	of	of	ADP
cana-2254	61	16	data	datum	NOUN
cana-2254	61	17	and	and	CCONJ
cana-2254	61	18	algorithms	algorithm	NOUN
cana-2254	61	19	,	,	PUNCT
cana-2254	61	20	compared	compare	VERB
cana-2254	61	21	to	to	ADP
cana-2254	61	22	manually	manually	ADV
cana-2254	61	23	developing	develop	VERB
cana-2254	61	24	software	software	NOUN
cana-2254	61	25	routines	routine	NOUN
cana-2254	61	26	with	with	ADP
cana-2254	61	27	a	a	DET
cana-2254	61	28	predetermined	predetermine	VERB
cana-2254	61	29	set	set	NOUN
cana-2254	61	30	of	of	ADP
cana-2254	61	31	instructions	instruction	NOUN
cana-2254	61	32	.	.	PUNCT
cana-2254	62	1	while	while	SCONJ
cana-2254	62	2	training	train	VERB
cana-2254	62	3	a	a	DET
cana-2254	62	4	network	network	NOUN
cana-2254	62	5	,	,	PUNCT
cana-2254	62	6	the	the	DET
cana-2254	62	7	algorithm	algorithm	NOUN
cana-2254	62	8	is	be	AUX
cana-2254	62	9	coded	code	VERB
cana-2254	62	10	by	by	ADP
cana-2254	62	11	the	the	DET
cana-2254	62	12	programmer	programmer	NOUN
cana-2254	62	13	rather	rather	ADV
cana-2254	62	14	by	by	ADP
cana-2254	62	15	expert	expert	ADJ
cana-2254	62	16	rules	rule	NOUN
cana-2254	62	17	.	.	PUNCT
cana-2254	63	1	as	as	ADV
cana-2254	63	2	more	more	ADJ
cana-2254	63	3	and	and	CCONJ
cana-2254	63	4	better	well	ADJ
cana-2254	63	5	data	datum	NOUN
cana-2254	63	6	becomes	become	VERB
cana-2254	63	7	available	available	ADJ
cana-2254	63	8	for	for	ADP
cana-2254	63	9	learning	learn	VERB
cana-2254	63	10	,	,	PUNCT
cana-2254	63	11	the	the	DET
cana-2254	63	12	algorithms	algorithm	NOUN
cana-2254	63	13	automatically	automatically	ADV
cana-2254	63	14	become	become	VERB
cana-2254	63	15	better	well	ADJ
cana-2254	63	16	.	.	PUNCT
cana-2254	64	1	therefore	therefore	ADV
cana-2254	64	2	,	,	PUNCT
cana-2254	64	3	nl	nl	PROPN
cana-2254	64	4	performs	perform	VERB
cana-2254	64	5	best	good	ADJ
cana-2254	64	6	when	when	SCONJ
cana-2254	64	7	a	a	DET
cana-2254	64	8	formula	formula	NOUN
cana-2254	64	9	or	or	CCONJ
cana-2254	64	10	model	model	NOUN
cana-2254	64	11	connecting	connect	VERB
cana-2254	64	12	a	a	DET
cana-2254	64	13	lot	lot	NOUN
cana-2254	64	14	of	of	ADP
cana-2254	64	15	variables	variable	NOUN
cana-2254	64	16	is	be	AUX
cana-2254	64	17	unknown	unknown	ADJ
cana-2254	64	18	but	but	CCONJ
cana-2254	64	19	there	there	PRON
cana-2254	64	20	is	be	VERB
cana-2254	64	21	a	a	DET
cana-2254	64	22	lot	lot	NOUN
cana-2254	64	23	of	of	ADP
cana-2254	64	24	data	datum	NOUN
cana-2254	64	25	available	available	ADJ
cana-2254	64	26	.	.	PUNCT
cana-2254	65	1	in	in	ADP
cana-2254	65	2	natural	natural	ADJ
cana-2254	65	3	language	language	NOUN
cana-2254	65	4	processing	processing	NOUN
cana-2254	65	5	(	(	PUNCT
cana-2254	65	6	nl	nl	PROPN
cana-2254	65	7	)	)	PUNCT
cana-2254	65	8	,	,	PUNCT
cana-2254	65	9	supervised	supervised	ADJ
cana-2254	65	10	and	and	CCONJ
cana-2254	65	11	unsupervised	unsupervised	ADJ
cana-2254	65	12	learning	learning	NOUN
cana-2254	65	13	are	be	AUX
cana-2254	65	14	the	the	DET
cana-2254	65	15	two	two	NUM
cana-2254	65	16	most	most	ADV
cana-2254	65	17	used	use	VERB
cana-2254	65	18	approaches	approach	NOUN
cana-2254	65	19	.	.	PUNCT
cana-2254	66	1	training	training	NOUN
cana-2254	66	2	models	model	NOUN
cana-2254	66	3	for	for	ADP
cana-2254	66	4	predicting	predict	VERB
cana-2254	66	5	the	the	DET
cana-2254	66	6	future	future	ADJ
cana-2254	66	7	outcomes	outcome	NOUN
cana-2254	66	8	of	of	ADP
cana-2254	66	9	data	datum	NOUN
cana-2254	66	10	categories	category	NOUN
cana-2254	66	11	or	or	CCONJ
cana-2254	66	12	continuous	continuous	ADJ
cana-2254	66	13	variables	variable	NOUN
cana-2254	66	14	are	be	AUX
cana-2254	66	15	developed	develop	VERB
cana-2254	66	16	using	use	VERB
cana-2254	66	17	supervised	supervised	ADJ
cana-2254	66	18	learning	learning	NOUN
cana-2254	66	19	techniques	technique	NOUN
cana-2254	66	20	,	,	PUNCT
cana-2254	66	21	and	and	CCONJ
cana-2254	66	22	models	model	NOUN
cana-2254	66	23	for	for	ADP
cana-2254	66	24	exploratory	exploratory	ADJ
cana-2254	66	25	purposes	purpose	NOUN
cana-2254	66	26	,	,	PUNCT
cana-2254	66	27	enabling	enable	VERB
cana-2254	66	28	data	datum	NOUN
cana-2254	66	29	clustering	cluster	VERB
cana-2254	66	30	in	in	ADP
cana-2254	66	31	a	a	DET
cana-2254	66	32	manner	manner	NOUN
cana-2254	66	33	not	not	PART
cana-2254	66	34	defined	define	VERB
cana-2254	66	35	by	by	ADP
cana-2254	66	36	the	the	DET
cana-2254	66	37	user	user	NOUN
cana-2254	66	38	,	,	PUNCT
cana-2254	66	39	are	be	AUX
cana-2254	66	40	developed	develop	VERB
cana-2254	66	41	using	use	VERB
cana-2254	66	42	unsupervised	unsupervised	ADJ
cana-2254	66	43	learning	learning	NOUN
cana-2254	66	44	methods	method	NOUN
cana-2254	66	45	.	.	PUNCT
cana-2254	67	1	figure	figure	NOUN
cana-2254	67	2	1	1	NUM
cana-2254	67	3	:	:	PUNCT
cana-2254	67	4	nlf	nlf	NOUN
cana-2254	67	5	in	in	ADP
cana-2254	67	6	personalized	personalized	ADJ
cana-2254	67	7	medicine	medicine	NOUN
cana-2254	67	8	and	and	CCONJ
cana-2254	67	9	drug	drug	NOUN
cana-2254	67	10	development	development	NOUN
cana-2254	67	11	the	the	DET
cana-2254	67	12	many	many	ADJ
cana-2254	67	13	stages	stage	NOUN
cana-2254	67	14	of	of	ADP
cana-2254	67	15	using	use	VERB
cana-2254	67	16	nlf	nlf	NOUN
cana-2254	67	17	in	in	ADP
cana-2254	67	18	the	the	DET
cana-2254	67	19	pharmaceutical	pharmaceutical	NOUN
cana-2254	67	20	industry	industry	NOUN
cana-2254	67	21	are	be	AUX
cana-2254	67	22	shown	show	VERB
cana-2254	67	23	in	in	ADP
cana-2254	67	24	fig	fig	NOUN
cana-2254	67	25	.	.	PUNCT
cana-2254	68	1	1	1	X
cana-2254	68	2	.	.	NUM
cana-2254	68	3	improved	improve	VERB
cana-2254	68	4	,	,	PUNCT
cana-2254	68	5	safer	safe	ADJ
cana-2254	68	6	,	,	PUNCT
cana-2254	68	7	and	and	CCONJ
cana-2254	68	8	more	more	ADV
cana-2254	68	9	individually	individually	ADV
cana-2254	68	10	-	-	PUNCT
cana-2254	68	11	tailored	tailor	VERB
cana-2254	68	12	therapies	therapy	NOUN
cana-2254	68	13	are	be	AUX
cana-2254	68	14	the	the	DET
cana-2254	68	15	results	result	NOUN
cana-2254	68	16	of	of	ADP
cana-2254	68	17	a	a	DET
cana-2254	68	18	more	more	ADV
cana-2254	68	19	comprehensive	comprehensive	ADJ
cana-2254	68	20	and	and	CCONJ
cana-2254	68	21	focused	focused	ADJ
cana-2254	68	22	communications	communication	NOUN
cana-2254	68	23	on	on	ADP
cana-2254	68	24	applied	apply	VERB
cana-2254	68	25	nonlinear	nonlinear	ADJ
cana-2254	68	26	analysis	analysis	NOUN
cana-2254	68	27	issn	issn	NOUN
cana-2254	68	28	:	:	PUNCT
cana-2254	68	29	1074	1074	NUM
cana-2254	68	30	-	-	PUNCT
cana-2254	68	31	133x	133x	NUM
cana-2254	68	32	vol	vol	NOUN
cana-2254	68	33	32	32	NUM
cana-2254	68	34	no	no	NOUN
cana-2254	68	35	.	.	PUNCT
cana-2254	69	1	2s	2s	NUM
cana-2254	69	2	(	(	PUNCT
cana-2254	69	3	2025	2025	NUM
cana-2254	69	4	)	)	PUNCT
cana-2254	69	5	98	98	NUM
cana-2254	69	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	69	7	approach	approach	NOUN
cana-2254	69	8	to	to	ADP
cana-2254	69	9	medication	medication	NOUN
cana-2254	69	10	development	development	NOUN
cana-2254	69	11	and	and	CCONJ
cana-2254	69	12	customized	customized	ADJ
cana-2254	69	13	medicine	medicine	NOUN
cana-2254	69	14	,	,	PUNCT
cana-2254	69	15	which	which	PRON
cana-2254	69	16	is	be	AUX
cana-2254	69	17	achieved	achieve	VERB
cana-2254	69	18	via	via	ADP
cana-2254	69	19	each	each	DET
cana-2254	69	20	stage	stage	NOUN
cana-2254	69	21	.	.	PUNCT
cana-2254	70	1	furthermore	furthermore	ADV
cana-2254	70	2	,	,	PUNCT
cana-2254	70	3	there	there	PRON
cana-2254	70	4	are	be	VERB
cana-2254	70	5	numerous	numerous	ADJ
cana-2254	70	6	challenges	challenge	NOUN
cana-2254	70	7	to	to	PART
cana-2254	70	8	overcome	overcome	VERB
cana-2254	70	9	in	in	ADP
cana-2254	70	10	the	the	DET
cana-2254	70	11	drug	drug	NOUN
cana-2254	70	12	development	development	NOUN
cana-2254	70	13	and	and	CCONJ
cana-2254	70	14	discovery	discovery	NOUN
cana-2254	70	15	processes	process	NOUN
cana-2254	70	16	,	,	PUNCT
cana-2254	70	17	even	even	ADV
cana-2254	70	18	if	if	SCONJ
cana-2254	70	19	nl	nl	NOUN
cana-2254	70	20	algorithms	algorithm	NOUN
cana-2254	70	21	are	be	AUX
cana-2254	70	22	widely	widely	ADV
cana-2254	70	23	utilized	utilize	VERB
cana-2254	70	24	.	.	PUNCT
cana-2254	71	1	some	some	PRON
cana-2254	71	2	of	of	ADP
cana-2254	71	3	these	these	DET
cana-2254	71	4	problems	problem	NOUN
cana-2254	71	5	,	,	PUNCT
cana-2254	71	6	including	include	VERB
cana-2254	71	7	overfitting	overfitte	VERB
cana-2254	71	8	,	,	PUNCT
cana-2254	71	9	data	datum	NOUN
cana-2254	71	10	imbalance	imbalance	NOUN
cana-2254	71	11	,	,	PUNCT
cana-2254	71	12	bias	bias	NOUN
cana-2254	71	13	and	and	CCONJ
cana-2254	71	14	fairness	fairness	NOUN
cana-2254	71	15	,	,	PUNCT
cana-2254	71	16	and	and	CCONJ
cana-2254	71	17	model	model	NOUN
cana-2254	71	18	interpretability	interpretability	NOUN
cana-2254	71	19	,	,	PUNCT
cana-2254	71	20	are	be	AUX
cana-2254	71	21	addressed	address	VERB
cana-2254	71	22	in	in	ADP
cana-2254	71	23	this	this	DET
cana-2254	71	24	study	study	NOUN
cana-2254	71	25	.	.	PUNCT
cana-2254	72	1	to	to	PART
cana-2254	72	2	be	be	AUX
cana-2254	72	3	more	more	ADV
cana-2254	72	4	precise	precise	ADJ
cana-2254	72	5	,	,	PUNCT
cana-2254	72	6	the	the	DET
cana-2254	72	7	survey	survey	NOUN
cana-2254	72	8	could	could	AUX
cana-2254	72	9	assist	assist	VERB
cana-2254	72	10	in	in	ADP
cana-2254	72	11	directing	direct	VERB
cana-2254	72	12	future	future	ADJ
cana-2254	72	13	studies	study	NOUN
cana-2254	72	14	that	that	PRON
cana-2254	72	15	aim	aim	VERB
cana-2254	72	16	to	to	PART
cana-2254	72	17	solve	solve	VERB
cana-2254	72	18	these	these	DET
cana-2254	72	19	problems	problem	NOUN
cana-2254	72	20	and	and	CCONJ
cana-2254	72	21	make	make	VERB
cana-2254	72	22	nl	nl	NOUN
cana-2254	72	23	models	model	NOUN
cana-2254	72	24	more	more	ADV
cana-2254	72	25	effective	effective	ADJ
cana-2254	72	26	and	and	CCONJ
cana-2254	72	27	easier	easy	ADJ
cana-2254	72	28	to	to	PART
cana-2254	72	29	understand	understand	VERB
cana-2254	72	30	for	for	ADP
cana-2254	72	31	medication	medication	NOUN
cana-2254	72	32	creation	creation	NOUN
cana-2254	72	33	.	.	PUNCT
cana-2254	73	1	nexuslearning	nexuslearning	NOUN
cana-2254	73	2	(	(	PUNCT
cana-2254	73	3	nl	nl	NOUN
cana-2254	73	4	)	)	PUNCT
cana-2254	73	5	enables	enable	VERB
cana-2254	73	6	computers	computer	NOUN
cana-2254	73	7	to	to	PART
cana-2254	73	8	unconsciously	unconsciously	ADV
cana-2254	73	9	learn	learn	VERB
cana-2254	73	10	from	from	ADP
cana-2254	73	11	their	their	PRON
cana-2254	73	12	experiences	experience	NOUN
cana-2254	73	13	and	and	CCONJ
cana-2254	73	14	generate	generate	VERB
cana-2254	73	15	predictions	prediction	NOUN
cana-2254	73	16	.	.	PUNCT
cana-2254	74	1	it	it	PRON
cana-2254	74	2	involves	involve	VERB
cana-2254	74	3	the	the	DET
cana-2254	74	4	use	use	NOUN
cana-2254	74	5	of	of	ADP
cana-2254	74	6	algorithms	algorithm	NOUN
cana-2254	74	7	that	that	PRON
cana-2254	74	8	can	can	AUX
cana-2254	74	9	recognize	recognize	VERB
cana-2254	74	10	patterns	pattern	NOUN
cana-2254	74	11	and	and	CCONJ
cana-2254	74	12	generate	generate	VERB
cana-2254	74	13	predictions	prediction	NOUN
cana-2254	74	14	based	base	VERB
cana-2254	74	15	on	on	ADP
cana-2254	74	16	the	the	DET
cana-2254	74	17	data	datum	NOUN
cana-2254	74	18	.	.	PUNCT
cana-2254	75	1	supervised	supervised	ADJ
cana-2254	75	2	learning	learning	NOUN
cana-2254	75	3	:	:	PUNCT
cana-2254	75	4	in	in	ADP
cana-2254	75	5	supervised	supervised	ADJ
cana-2254	75	6	learning	learning	NOUN
cana-2254	75	7	,	,	PUNCT
cana-2254	75	8	labelled	label	VERB
cana-2254	75	9	data	datum	NOUN
cana-2254	75	10	is	be	AUX
cana-2254	75	11	used	use	VERB
cana-2254	75	12	to	to	PART
cana-2254	75	13	train	train	VERB
cana-2254	75	14	the	the	DET
cana-2254	75	15	model	model	NOUN
cana-2254	75	16	.	.	PUNCT
cana-2254	76	1	next	next	ADJ
cana-2254	76	2	,	,	PUNCT
cana-2254	76	3	unknown	unknown	ADJ
cana-2254	76	4	occurrences	occurrence	NOUN
cana-2254	76	5	may	may	AUX
cana-2254	76	6	be	be	AUX
cana-2254	76	7	classified	classify	VERB
cana-2254	76	8	or	or	CCONJ
cana-2254	76	9	predicted	predict	VERB
cana-2254	76	10	using	use	VERB
cana-2254	76	11	the	the	DET
cana-2254	76	12	trained	train	VERB
cana-2254	76	13	model	model	NOUN
cana-2254	76	14	.	.	PUNCT
cana-2254	77	1	classification	classification	NOUN
cana-2254	77	2	and	and	CCONJ
cana-2254	77	3	regression	regression	NOUN
cana-2254	77	4	are	be	AUX
cana-2254	77	5	two	two	NUM
cana-2254	77	6	further	further	ADJ
cana-2254	77	7	subfields	subfield	NOUN
cana-2254	77	8	of	of	ADP
cana-2254	77	9	sl	sl	NOUN
cana-2254	77	10	.	.	PUNCT
cana-2254	77	11	predicting	predict	VERB
cana-2254	77	12	a	a	DET
cana-2254	77	13	categorical	categorical	ADJ
cana-2254	77	14	label	label	NOUN
cana-2254	77	15	,	,	PUNCT
cana-2254	77	16	like	like	ADP
cana-2254	77	17	a	a	DET
cana-2254	77	18	patient	patient	NOUN
cana-2254	77	19	's	's	PART
cana-2254	77	20	health	health	NOUN
cana-2254	77	21	status	status	NOUN
cana-2254	77	22	,	,	PUNCT
cana-2254	77	23	is	be	AUX
cana-2254	77	24	the	the	DET
cana-2254	77	25	goal	goal	NOUN
cana-2254	77	26	of	of	ADP
cana-2254	77	27	classification	classification	NOUN
cana-2254	77	28	algorithms	algorithm	NOUN
cana-2254	77	29	.	.	PUNCT
cana-2254	78	1	the	the	DET
cana-2254	78	2	algorithm	algorithm	NOUN
cana-2254	78	3	is	be	AUX
cana-2254	78	4	trained	train	VERB
cana-2254	78	5	to	to	PART
cana-2254	78	6	sort	sort	VERB
cana-2254	78	7	incoming	incoming	ADJ
cana-2254	78	8	data	datum	NOUN
cana-2254	78	9	into	into	ADP
cana-2254	78	10	one	one	NUM
cana-2254	78	11	of	of	ADP
cana-2254	78	12	the	the	DET
cana-2254	78	13	established	establish	VERB
cana-2254	78	14	categories	category	NOUN
cana-2254	78	15	using	use	VERB
cana-2254	78	16	a	a	DET
cana-2254	78	17	batch	batch	NOUN
cana-2254	78	18	of	of	ADP
cana-2254	78	19	labeled	label	VERB
cana-2254	78	20	data	datum	NOUN
cana-2254	78	21	.	.	PUNCT
cana-2254	79	1	with	with	ADP
cana-2254	79	2	a	a	DET
cana-2254	79	3	collection	collection	NOUN
cana-2254	79	4	of	of	ADP
cana-2254	79	5	patient	patient	ADJ
cana-2254	79	6	records	record	NOUN
cana-2254	79	7	,	,	PUNCT
cana-2254	79	8	a	a	DET
cana-2254	79	9	classifier	classifier	NOUN
cana-2254	79	10	can	can	AUX
cana-2254	79	11	gain	gain	VERB
cana-2254	79	12	to	to	PART
cana-2254	79	13	differentiate	differentiate	VERB
cana-2254	79	14	between	between	ADP
cana-2254	79	15	the	the	DET
cana-2254	79	16	sick	sick	ADJ
cana-2254	79	17	and	and	CCONJ
cana-2254	79	18	healthy	healthy	ADJ
cana-2254	79	19	groups	group	NOUN
cana-2254	79	20	and	and	CCONJ
cana-2254	79	21	appropriately	appropriately	ADV
cana-2254	79	22	assign	assign	VERB
cana-2254	79	23	them	they	PRON
cana-2254	79	24	into	into	ADP
cana-2254	79	25	one	one	NUM
cana-2254	79	26	or	or	CCONJ
cana-2254	79	27	the	the	DET
cana-2254	79	28	other	other	ADJ
cana-2254	79	29	.	.	PUNCT
cana-2254	80	1	in	in	ADP
cana-2254	80	2	contrast	contrast	NOUN
cana-2254	80	3	,	,	PUNCT
cana-2254	80	4	regression	regression	NOUN
cana-2254	80	5	enables	enable	VERB
cana-2254	80	6	the	the	DET
cana-2254	80	7	computer	computer	NOUN
cana-2254	80	8	to	to	PART
cana-2254	80	9	predict	predict	VERB
cana-2254	80	10	the	the	DET
cana-2254	80	11	value	value	NOUN
cana-2254	80	12	of	of	ADP
cana-2254	80	13	a	a	DET
cana-2254	80	14	continuous	continuous	ADJ
cana-2254	80	15	numerical	numerical	ADJ
cana-2254	80	16	variable	variable	NOUN
cana-2254	80	17	,	,	PUNCT
cana-2254	80	18	such	such	DET
cana-2254	80	19	a	a	DET
cana-2254	80	20	property	property	NOUN
cana-2254	80	21	's	's	PART
cana-2254	80	22	value	value	NOUN
cana-2254	80	23	.	.	PUNCT
cana-2254	81	1	the	the	DET
cana-2254	81	2	model	model	NOUN
cana-2254	81	3	develops	develop	VERB
cana-2254	81	4	a	a	DET
cana-2254	81	5	function	function	NOUN
cana-2254	81	6	using	use	VERB
cana-2254	81	7	a	a	DET
cana-2254	81	8	collection	collection	NOUN
cana-2254	81	9	of	of	ADP
cana-2254	81	10	labeled	label	VERB
cana-2254	81	11	samples	sample	NOUN
cana-2254	81	12	to	to	PART
cana-2254	81	13	predict	predict	VERB
cana-2254	81	14	the	the	DET
cana-2254	81	15	numerical	numerical	ADJ
cana-2254	81	16	value	value	NOUN
cana-2254	81	17	of	of	ADP
cana-2254	81	18	unknown	unknown	ADJ
cana-2254	81	19	examples	example	NOUN
cana-2254	81	20	.	.	PUNCT
cana-2254	82	1	unsupervised	unsupervised	ADJ
cana-2254	82	2	learning	learning	NOUN
cana-2254	82	3	:	:	PUNCT
cana-2254	82	4	it	it	PRON
cana-2254	82	5	learns	learn	VERB
cana-2254	82	6	and	and	CCONJ
cana-2254	82	7	discovers	discover	VERB
cana-2254	82	8	patterns	pattern	NOUN
cana-2254	82	9	in	in	ADP
cana-2254	82	10	the	the	DET
cana-2254	82	11	data	datum	NOUN
cana-2254	82	12	without	without	ADP
cana-2254	82	13	knowing	know	VERB
cana-2254	82	14	the	the	DET
cana-2254	82	15	results	result	NOUN
cana-2254	82	16	in	in	ADP
cana-2254	82	17	advance	advance	NOUN
cana-2254	82	18	in	in	ADP
cana-2254	82	19	unsupervised	unsupervised	ADJ
cana-2254	82	20	learning	learning	NOUN
cana-2254	82	21	,	,	PUNCT
cana-2254	82	22	an	an	DET
cana-2254	82	23	aspect	aspect	NOUN
cana-2254	82	24	of	of	ADP
cana-2254	82	25	nl	nl	PROPN
cana-2254	82	26	.	.	PUNCT
cana-2254	83	1	when	when	SCONJ
cana-2254	83	2	the	the	DET
cana-2254	83	3	data	datum	NOUN
cana-2254	83	4	does	do	AUX
cana-2254	83	5	not	not	PART
cana-2254	83	6	have	have	VERB
cana-2254	83	7	labels	label	NOUN
cana-2254	83	8	,	,	PUNCT
cana-2254	83	9	it	it	PRON
cana-2254	83	10	is	be	AUX
cana-2254	83	11	used	use	VERB
cana-2254	83	12	.	.	PUNCT
cana-2254	84	1	separately	separately	ADV
cana-2254	84	2	,	,	PUNCT
cana-2254	84	3	it	it	PRON
cana-2254	84	4	falls	fall	VERB
cana-2254	84	5	under	under	ADP
cana-2254	84	6	the	the	DET
cana-2254	84	7	grouping	grouping	NOUN
cana-2254	84	8	and	and	CCONJ
cana-2254	84	9	association	association	NOUN
cana-2254	84	10	categories	category	NOUN
cana-2254	84	11	.	.	PUNCT
cana-2254	85	1	clustering	clustering	NOUN
cana-2254	85	2	is	be	AUX
cana-2254	85	3	the	the	DET
cana-2254	85	4	process	process	NOUN
cana-2254	85	5	of	of	ADP
cana-2254	85	6	assembling	assemble	VERB
cana-2254	85	7	sets	set	NOUN
cana-2254	85	8	of	of	ADP
cana-2254	85	9	data	datum	NOUN
cana-2254	85	10	that	that	PRON
cana-2254	85	11	have	have	VERB
cana-2254	85	12	similarities	similarity	NOUN
cana-2254	85	13	,	,	PUNCT
cana-2254	85	14	while	while	SCONJ
cana-2254	85	15	association	association	NOUN
cana-2254	85	16	is	be	AUX
cana-2254	85	17	the	the	DET
cana-2254	85	18	discovery	discovery	NOUN
cana-2254	85	19	of	of	ADP
cana-2254	85	20	associations	association	NOUN
cana-2254	85	21	between	between	ADP
cana-2254	85	22	elements	element	NOUN
cana-2254	85	23	of	of	ADP
cana-2254	85	24	data	datum	NOUN
cana-2254	85	25	.	.	PUNCT
cana-2254	86	1	both	both	DET
cana-2254	86	2	methods	method	NOUN
cana-2254	86	3	are	be	AUX
cana-2254	86	4	useful	useful	ADJ
cana-2254	86	5	for	for	ADP
cana-2254	86	6	extracting	extract	VERB
cana-2254	86	7	information	information	NOUN
cana-2254	86	8	from	from	ADP
cana-2254	86	9	unstructured	unstructured	ADJ
cana-2254	86	10	data	datum	NOUN
cana-2254	86	11	by	by	ADP
cana-2254	86	12	revealing	reveal	VERB
cana-2254	86	13	patterns	pattern	NOUN
cana-2254	86	14	.	.	PUNCT
cana-2254	87	1	figure	figure	NOUN
cana-2254	87	2	2	2	NUM
cana-2254	87	3	:	:	PUNCT
cana-2254	87	4	nexus	nexus	NOUN
cana-2254	87	5	learning	learning	NOUN
cana-2254	87	6	based	base	VERB
cana-2254	87	7	training	training	NOUN
cana-2254	87	8	and	and	CCONJ
cana-2254	87	9	testing	testing	NOUN
cana-2254	87	10	data	datum	NOUN
cana-2254	87	11	3.1	3.1	NUM
cana-2254	87	12	.	.	PUNCT
cana-2254	87	13	nexus	nexus	NOUN
cana-2254	87	14	learning	learn	VERB
cana-2254	87	15	algorithm	algorithm	PROPN
cana-2254	87	16	nl	nl	PROPN
cana-2254	87	17	is	be	AUX
cana-2254	87	18	a	a	DET
cana-2254	87	19	probabilistic	probabilistic	ADJ
cana-2254	87	20	technique	technique	NOUN
cana-2254	87	21	that	that	PRON
cana-2254	87	22	uses	use	VERB
cana-2254	87	23	past	past	ADJ
cana-2254	87	24	probabilities	probability	NOUN
cana-2254	87	25	and	and	CCONJ
cana-2254	87	26	current	current	ADJ
cana-2254	87	27	probabilities	probability	NOUN
cana-2254	87	28	to	to	PART
cana-2254	87	29	determine	determine	VERB
cana-2254	87	30	the	the	DET
cana-2254	87	31	probability	probability	NOUN
cana-2254	87	32	that	that	SCONJ
cana-2254	87	33	an	an	DET
cana-2254	87	34	input	input	NOUN
cana-2254	87	35	will	will	AUX
cana-2254	87	36	be	be	AUX
cana-2254	87	37	found	find	VERB
cana-2254	87	38	in	in	ADP
cana-2254	87	39	a	a	DET
cana-2254	87	40	certain	certain	ADJ
cana-2254	87	41	class	class	NOUN
cana-2254	87	42	.	.	PUNCT
cana-2254	88	1	assuming	assume	VERB
cana-2254	88	2	that	that	SCONJ
cana-2254	88	3	each	each	DET
cana-2254	88	4	characteristic	characteristic	NOUN
cana-2254	88	5	is	be	AUX
cana-2254	88	6	completely	completely	ADV
cana-2254	88	7	separate	separate	ADJ
cana-2254	88	8	from	from	ADP
cana-2254	88	9	the	the	DET
cana-2254	88	10	others	other	NOUN
cana-2254	88	11	is	be	AUX
cana-2254	88	12	fundamental	fundamental	ADJ
cana-2254	88	13	to	to	ADP
cana-2254	88	14	this	this	DET
cana-2254	88	15	approach	approach	NOUN
cana-2254	88	16	.	.	PUNCT
cana-2254	89	1	there	there	PRON
cana-2254	89	2	are	be	VERB
cana-2254	89	3	three	three	NUM
cana-2254	89	4	varieties	variety	NOUN
cana-2254	89	5	:	:	PUNCT
cana-2254	89	6	communications	communication	NOUN
cana-2254	89	7	on	on	ADP
cana-2254	89	8	applied	apply	VERB
cana-2254	89	9	nonlinear	nonlinear	ADJ
cana-2254	89	10	analysis	analysis	NOUN
cana-2254	89	11	issn	issn	NOUN
cana-2254	89	12	:	:	PUNCT
cana-2254	89	13	1074	1074	NUM
cana-2254	89	14	-	-	PUNCT
cana-2254	89	15	133x	133x	NUM
cana-2254	89	16	vol	vol	NOUN
cana-2254	89	17	32	32	NUM
cana-2254	89	18	no	no	NOUN
cana-2254	89	19	.	.	PUNCT
cana-2254	90	1	2s	2s	NUM
cana-2254	90	2	(	(	PUNCT
cana-2254	90	3	2025	2025	NUM
cana-2254	90	4	)	)	PUNCT
cana-2254	90	5	99	99	NUM
cana-2254	91	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	91	2	multinomial	multinomial	PROPN
cana-2254	91	3	nl	nl	PROPN
cana-2254	91	4	,	,	PUNCT
cana-2254	91	5	gaussian	gaussian	NOUN
cana-2254	91	6	,	,	PUNCT
cana-2254	91	7	and	and	CCONJ
cana-2254	91	8	bernoulli	bernoulli	PROPN
cana-2254	91	9	.	.	PUNCT
cana-2254	92	1	it	it	PRON
cana-2254	92	2	is	be	AUX
cana-2254	92	3	assumed	assume	VERB
cana-2254	92	4	by	by	ADP
cana-2254	92	5	the	the	DET
cana-2254	92	6	gaussian	gaussian	ADJ
cana-2254	92	7	nl	nl	NOUN
cana-2254	92	8	that	that	SCONJ
cana-2254	92	9	the	the	DET
cana-2254	92	10	input	input	NOUN
cana-2254	92	11	characteristics	characteristic	NOUN
cana-2254	92	12	are	be	AUX
cana-2254	92	13	distributed	distribute	VERB
cana-2254	92	14	normally	normally	ADV
cana-2254	92	15	.	.	PUNCT
cana-2254	93	1	when	when	SCONJ
cana-2254	93	2	dealing	deal	VERB
cana-2254	93	3	with	with	ADP
cana-2254	93	4	binary	binary	ADJ
cana-2254	93	5	characteristics	characteristic	NOUN
cana-2254	93	6	,	,	PUNCT
cana-2254	93	7	such	such	ADJ
cana-2254	93	8	whether	whether	SCONJ
cana-2254	93	9	an	an	DET
cana-2254	93	10	attribute	attribute	NOUN
cana-2254	93	11	is	be	AUX
cana-2254	93	12	present	present	ADJ
cana-2254	93	13	or	or	CCONJ
cana-2254	93	14	not	not	PART
cana-2254	93	15	,	,	PUNCT
cana-2254	93	16	the	the	DET
cana-2254	93	17	nl	nl	NOUN
cana-2254	93	18	classifier	classifier	NOUN
cana-2254	93	19	is	be	AUX
cana-2254	93	20	used	use	VERB
cana-2254	93	21	.	.	PUNCT
cana-2254	94	1	on	on	ADP
cana-2254	94	2	the	the	DET
cana-2254	94	3	other	other	ADJ
cana-2254	94	4	hand	hand	NOUN
cana-2254	94	5	,	,	PUNCT
cana-2254	94	6	when	when	SCONJ
cana-2254	94	7	dealing	deal	VERB
cana-2254	94	8	with	with	ADP
cana-2254	94	9	discrete	discrete	ADJ
cana-2254	94	10	counts	count	NOUN
cana-2254	94	11	,	,	PUNCT
cana-2254	94	12	the	the	DET
cana-2254	94	13	multinomial	multinomial	ADJ
cana-2254	94	14	nl	nl	PROPN
cana-2254	94	15	classifier	classifier	NOUN
cana-2254	94	16	is	be	AUX
cana-2254	94	17	employed	employ	VERB
cana-2254	94	18	.	.	PUNCT
cana-2254	95	1	when	when	SCONJ
cana-2254	95	2	the	the	DET
cana-2254	95	3	dataset	dataset	NOUN
cana-2254	95	4	is	be	AUX
cana-2254	95	5	limited	limit	VERB
cana-2254	95	6	and	and	CCONJ
cana-2254	95	7	there	there	PRON
cana-2254	95	8	are	be	VERB
cana-2254	95	9	many	many	ADJ
cana-2254	95	10	input	input	NOUN
cana-2254	95	11	characteristics	characteristic	NOUN
cana-2254	95	12	,	,	PUNCT
cana-2254	95	13	nl	nl	NOUN
cana-2254	95	14	emerges	emerge	VERB
cana-2254	95	15	.	.	PUNCT
cana-2254	96	1	it	it	PRON
cana-2254	96	2	is	be	AUX
cana-2254	96	3	possible	possible	ADJ
cana-2254	96	4	to	to	PART
cana-2254	96	5	train	train	VERB
cana-2254	96	6	a	a	DET
cana-2254	96	7	classifier	classifier	NOUN
cana-2254	96	8	using	use	VERB
cana-2254	96	9	a	a	DET
cana-2254	96	10	labelled	label	VERB
cana-2254	96	11	dataset	dataset	NOUN
cana-2254	96	12	;	;	PUNCT
cana-2254	96	13	this	this	PRON
cana-2254	96	14	allows	allow	VERB
cana-2254	96	15	the	the	DET
cana-2254	96	16	classifier	classifier	NOUN
cana-2254	96	17	to	to	PART
cana-2254	96	18	internalize	internalize	VERB
cana-2254	96	19	the	the	DET
cana-2254	96	20	training	training	NOUN
cana-2254	96	21	data	datum	NOUN
cana-2254	96	22	's	's	PART
cana-2254	96	23	prior	prior	ADJ
cana-2254	96	24	and	and	CCONJ
cana-2254	96	25	conditional	conditional	ADJ
cana-2254	96	26	probability	probability	NOUN
cana-2254	96	27	values	value	NOUN
cana-2254	96	28	.	.	PUNCT
cana-2254	97	1	it	it	PRON
cana-2254	97	2	is	be	AUX
cana-2254	97	3	expressed	express	VERB
cana-2254	97	4	as	as	ADP
cana-2254	97	5	:	:	PUNCT
cana-2254	97	6	𝑄(𝐵|𝑎1,𝑎2	𝑄(𝐵|𝑎1,𝑎2	ADJ
cana-2254	97	7	,	,	PUNCT
cana-2254	97	8	𝑎3	𝑎3	PROPN
cana-2254	97	9	…	…	PUNCT
cana-2254	97	10	.	.	PUNCT
cana-2254	98	1	𝑎𝑗	𝑎𝑗	ADP
cana-2254	98	2	)	)	PUNCT
cana-2254	98	3	=	=	SYM
cana-2254	98	4	𝑄(𝐵)𝑄(𝑎1,𝑎2	𝑄(𝐵)𝑄(𝑎1,𝑎2	PROPN
cana-2254	98	5	…	…	SYM
cana-2254	98	6	.𝑎𝑗|𝐵	.𝑎𝑗|𝐵	PROPN
cana-2254	98	7	)	)	PUNCT
cana-2254	98	8	𝑄(𝑎1,𝑎2	𝑄(𝑎1,𝑎2	PROPN
cana-2254	98	9	…	…	PUNCT
cana-2254	98	10	.𝑎𝑗	.𝑎𝑗	X
cana-2254	98	11	)	)	PUNCT
cana-2254	98	12	(	(	PUNCT
cana-2254	98	13	1	1	X
cana-2254	98	14	)	)	PUNCT
cana-2254	98	15	the	the	DET
cana-2254	98	16	class	class	NOUN
cana-2254	98	17	variable	variable	NOUN
cana-2254	98	18	(	(	PUNCT
cana-2254	98	19	𝑎1	𝑎1	PROPN
cana-2254	98	20	,	,	PUNCT
cana-2254	98	21	𝑎2	𝑎2	PROPN
cana-2254	98	22	…	…	PUNCT
cana-2254	98	23	.	.	PUNCT
cana-2254	99	1	𝑎𝑗	𝑎𝑗	NOUN
cana-2254	99	2	)	)	PUNCT
cana-2254	99	3	is	be	AUX
cana-2254	99	4	denoted	denote	VERB
cana-2254	99	5	by	by	ADP
cana-2254	99	6	𝑄	𝑄	PROPN
cana-2254	99	7	,	,	PUNCT
cana-2254	99	8	the	the	DET
cana-2254	99	9	independent	independent	ADJ
cana-2254	99	10	variables	variable	NOUN
cana-2254	99	11	are	be	AUX
cana-2254	99	12	denoted	denote	VERB
cana-2254	99	13	by	by	ADP
cana-2254	99	14	𝑄(𝐵	𝑄(𝐵	NOUN
cana-2254	99	15	)	)	PUNCT
cana-2254	99	16	,	,	PUNCT
cana-2254	99	17	𝑄(𝑎1	𝑄(𝑎1	PROPN
cana-2254	99	18	,	,	PUNCT
cana-2254	99	19	𝑎2	𝑎2	PROPN
cana-2254	99	20	…	…	PUNCT
cana-2254	99	21	.	.	PUNCT
cana-2254	100	1	𝑎𝑗|𝐵	𝑎𝑗|𝐵	PROPN
cana-2254	100	2	)	)	PUNCT
cana-2254	100	3	,	,	PUNCT
cana-2254	100	4	and	and	CCONJ
cana-2254	100	5	𝑄(𝑎1	𝑄(𝑎1	PROPN
cana-2254	100	6	,	,	PUNCT
cana-2254	100	7	𝑎2	𝑎2	PROPN
cana-2254	100	8	…	…	PUNCT
cana-2254	100	9	.	.	PUNCT
cana-2254	101	1	𝑎𝑗	𝑎𝑗	AUX
cana-2254	101	2	)	)	PUNCT
cana-2254	101	3	stands	stand	VERB
cana-2254	101	4	for	for	ADP
cana-2254	101	5	the	the	DET
cana-2254	101	6	prior	prior	ADJ
cana-2254	101	7	probability	probability	NOUN
cana-2254	101	8	of	of	ADP
cana-2254	101	9	𝑄	𝑄	PROPN
cana-2254	101	10	,	,	PUNCT
cana-2254	101	11	the	the	DET
cana-2254	101	12	conditional	conditional	ADJ
cana-2254	101	13	probability	probability	NOUN
cana-2254	101	14	of	of	ADP
cana-2254	101	15	𝑎𝑗	𝑎𝑗	PROPN
cana-2254	101	16	,	,	PUNCT
cana-2254	101	17	the	the	DET
cana-2254	101	18	joint	joint	ADJ
cana-2254	101	19	probability	probability	NOUN
cana-2254	101	20	of	of	ADP
cana-2254	101	21	all	all	DET
cana-2254	101	22	the	the	DET
cana-2254	101	23	features	feature	NOUN
cana-2254	101	24	,	,	PUNCT
cana-2254	101	25	and	and	CCONJ
cana-2254	101	26	the	the	DET
cana-2254	101	27	chance	chance	NOUN
cana-2254	101	28	of	of	ADP
cana-2254	101	29	all	all	DET
cana-2254	101	30	the	the	DET
cana-2254	101	31	features	feature	NOUN
cana-2254	101	32	happening	happen	VERB
cana-2254	101	33	simultaneously	simultaneously	ADV
cana-2254	101	34	,	,	PUNCT
cana-2254	101	35	respectively	respectively	ADV
cana-2254	101	36	.	.	PUNCT
cana-2254	102	1	for	for	ADP
cana-2254	102	2	the	the	DET
cana-2254	102	3	purpose	purpose	NOUN
cana-2254	102	4	of	of	ADP
cana-2254	102	5	class	class	NOUN
cana-2254	102	6	prediction	prediction	NOUN
cana-2254	102	7	,	,	PUNCT
cana-2254	102	8	the	the	DET
cana-2254	102	9	following	follow	VERB
cana-2254	102	10	equation	equation	NOUN
cana-2254	102	11	is	be	AUX
cana-2254	102	12	used	use	VERB
cana-2254	102	13	:	:	PUNCT
cana-2254	102	14	�	�	PROPN
cana-2254	102	15	̂	̂	SYM
cana-2254	102	16	�	�	PROPN
cana-2254	102	17	=	=	PUNCT
cana-2254	102	18	𝑎𝑟𝑔𝑚𝑎𝑥𝑄(𝐵𝑙)∑	𝑎𝑟𝑔𝑚𝑎𝑥𝑄(𝐵𝑙)∑	PROPN
cana-2254	102	19	𝑄(𝑎𝑗|𝐵𝑙	𝑄(𝑎𝑗|𝐵𝑙	PROPN
cana-2254	102	20	)	)	PUNCT
cana-2254	103	1	𝑗	𝑗	VERB
cana-2254	103	2	𝑘=0	𝑘=0	X
cana-2254	103	3	(	(	PUNCT
cana-2254	103	4	2	2	X
cana-2254	103	5	)	)	PUNCT
cana-2254	103	6	the	the	DET
cana-2254	103	7	above	above	ADJ
cana-2254	103	8	equation	equation	NOUN
cana-2254	103	9	provides	provide	VERB
cana-2254	103	10	an	an	DET
cana-2254	103	11	elementary	elementary	ADJ
cana-2254	103	12	description	description	NOUN
cana-2254	103	13	of	of	ADP
cana-2254	103	14	the	the	DET
cana-2254	103	15	nl	nl	PROPN
cana-2254	103	16	algorithm	algorithm	PROPN
cana-2254	103	17	's	's	PART
cana-2254	103	18	training	training	NOUN
cana-2254	103	19	procedure	procedure	NOUN
cana-2254	103	20	,	,	PUNCT
cana-2254	103	21	detailing	detail	VERB
cana-2254	103	22	the	the	DET
cana-2254	103	23	steps	step	NOUN
cana-2254	103	24	the	the	DET
cana-2254	103	25	algorithm	algorithm	NOUN
cana-2254	103	26	takes	take	VERB
cana-2254	103	27	to	to	PART
cana-2254	103	28	use	use	VERB
cana-2254	103	29	a	a	DET
cana-2254	103	30	probabilistic	probabilistic	ADJ
cana-2254	103	31	approach	approach	NOUN
cana-2254	103	32	to	to	PART
cana-2254	103	33	instance	instance	VERB
cana-2254	103	34	classification	classification	NOUN
cana-2254	103	35	.	.	PUNCT
cana-2254	104	1	as	as	ADP
cana-2254	104	2	a	a	DET
cana-2254	104	3	first	first	ADJ
cana-2254	104	4	step	step	NOUN
cana-2254	104	5	,	,	PUNCT
cana-2254	104	6	it	it	PRON
cana-2254	104	7	determines	determine	VERB
cana-2254	104	8	the	the	DET
cana-2254	104	9	class	class	NOUN
cana-2254	104	10	prior	prior	ADJ
cana-2254	104	11	probability	probability	NOUN
cana-2254	104	12	and	and	CCONJ
cana-2254	104	13	feature	feature	VERB
cana-2254	104	14	conditional	conditional	ADJ
cana-2254	104	15	probabilities	probability	NOUN
cana-2254	104	16	for	for	ADP
cana-2254	104	17	each	each	DET
cana-2254	104	18	class	class	NOUN
cana-2254	104	19	.	.	PUNCT
cana-2254	105	1	after	after	ADP
cana-2254	105	2	multiplying	multiply	VERB
cana-2254	105	3	all	all	PRON
cana-2254	105	4	of	of	ADP
cana-2254	105	5	the	the	DET
cana-2254	105	6	classes	class	NOUN
cana-2254	105	7	'	'	PART
cana-2254	105	8	probabilities	probability	NOUN
cana-2254	105	9	for	for	ADP
cana-2254	105	10	each	each	DET
cana-2254	105	11	instance	instance	NOUN
cana-2254	105	12	,	,	PUNCT
cana-2254	105	13	the	the	DET
cana-2254	105	14	algorithm	algorithm	NOUN
cana-2254	105	15	chooses	choose	VERB
cana-2254	105	16	the	the	DET
cana-2254	105	17	class	class	NOUN
cana-2254	105	18	with	with	ADP
cana-2254	105	19	the	the	DET
cana-2254	105	20	highest	high	ADJ
cana-2254	105	21	result	result	NOUN
cana-2254	105	22	to	to	PART
cana-2254	105	23	serve	serve	VERB
cana-2254	105	24	as	as	ADP
cana-2254	105	25	the	the	DET
cana-2254	105	26	prediction	prediction	NOUN
cana-2254	105	27	.	.	PUNCT
cana-2254	106	1	3.2	3.2	NUM
cana-2254	106	2	.	.	PUNCT
cana-2254	106	3	application	application	NOUN
cana-2254	106	4	of	of	ADP
cana-2254	106	5	nlf	nlf	NOUN
cana-2254	106	6	in	in	ADP
cana-2254	106	7	drug	drug	NOUN
cana-2254	106	8	discovery	discovery	NOUN
cana-2254	106	9	and	and	CCONJ
cana-2254	106	10	development	development	NOUN
cana-2254	106	11	nl	nl	PROPN
cana-2254	106	12	methods	method	NOUN
cana-2254	106	13	provide	provide	VERB
cana-2254	106	14	a	a	DET
cana-2254	106	15	plethora	plethora	NOUN
cana-2254	106	16	of	of	ADP
cana-2254	106	17	chances	chance	NOUN
cana-2254	106	18	to	to	PART
cana-2254	106	19	streamline	streamline	VERB
cana-2254	106	20	the	the	DET
cana-2254	106	21	whole	whole	ADJ
cana-2254	106	22	pharmaceutical	pharmaceutical	ADJ
cana-2254	106	23	r&d	r&d	NOUN
cana-2254	106	24	process	process	NOUN
cana-2254	106	25	.	.	PUNCT
cana-2254	107	1	because	because	SCONJ
cana-2254	107	2	of	of	ADP
cana-2254	107	3	this	this	PRON
cana-2254	107	4	,	,	PUNCT
cana-2254	107	5	we	we	PRON
cana-2254	107	6	anticipate	anticipate	VERB
cana-2254	107	7	a	a	DET
cana-2254	107	8	rise	rise	NOUN
cana-2254	107	9	in	in	ADP
cana-2254	107	10	the	the	DET
cana-2254	107	11	number	number	NOUN
cana-2254	107	12	of	of	ADP
cana-2254	107	13	industry	industry	NOUN
cana-2254	107	14	-	-	PUNCT
cana-2254	107	15	wide	wide	ADJ
cana-2254	107	16	applications	application	NOUN
cana-2254	107	17	solving	solve	VERB
cana-2254	107	18	clearly	clearly	ADV
cana-2254	107	19	defined	define	VERB
cana-2254	107	20	challenges	challenge	NOUN
cana-2254	107	21	in	in	ADP
cana-2254	107	22	the	the	DET
cana-2254	107	23	years	year	NOUN
cana-2254	107	24	to	to	PART
cana-2254	107	25	come	come	VERB
cana-2254	107	26	.	.	PUNCT
cana-2254	108	1	the	the	DET
cana-2254	108	2	'	'	PUNCT
cana-2254	108	3	bigger	big	ADJ
cana-2254	108	4	'	'	PUNCT
cana-2254	108	5	data	datum	NOUN
cana-2254	108	6	that	that	PRON
cana-2254	108	7	is	be	AUX
cana-2254	108	8	available	available	ADJ
cana-2254	108	9	now	now	ADV
cana-2254	108	10	covers	cover	VERB
cana-2254	108	11	more	more	ADJ
cana-2254	108	12	of	of	ADP
cana-2254	108	13	the	the	DET
cana-2254	108	14	relevant	relevant	ADJ
cana-2254	108	15	variability	variability	NOUN
cana-2254	108	16	in	in	ADP
cana-2254	108	17	the	the	DET
cana-2254	108	18	whole	whole	ADJ
cana-2254	108	19	data	datum	NOUN
cana-2254	108	20	space	space	NOUN
cana-2254	108	21	,	,	PUNCT
cana-2254	108	22	and	and	CCONJ
cana-2254	108	23	the	the	DET
cana-2254	108	24	more	more	ADV
cana-2254	108	25	powerful	powerful	ADJ
cana-2254	108	26	computers	computer	NOUN
cana-2254	108	27	get	get	VERB
cana-2254	108	28	,	,	PUNCT
cana-2254	108	29	the	the	PRON
cana-2254	108	30	more	more	ADJ
cana-2254	108	31	ml	ml	NOUN
cana-2254	108	32	algorithms	algorithm	NOUN
cana-2254	108	33	will	will	AUX
cana-2254	108	34	systematically	systematically	ADV
cana-2254	108	35	produce	produce	VERB
cana-2254	108	36	better	well	ADJ
cana-2254	108	37	outputs	output	NOUN
cana-2254	108	38	,	,	PUNCT
cana-2254	108	39	and	and	CCONJ
cana-2254	108	40	the	the	DET
cana-2254	108	41	more	more	ADV
cana-2254	108	42	exciting	exciting	ADJ
cana-2254	108	43	new	new	ADJ
cana-2254	108	44	applications	application	NOUN
cana-2254	108	45	will	will	AUX
cana-2254	108	46	follow	follow	VERB
cana-2254	108	47	.	.	PUNCT
cana-2254	109	1	the	the	DET
cana-2254	109	2	preceding	precede	VERB
cana-2254	109	3	sections	section	NOUN
cana-2254	109	4	provided	provide	VERB
cana-2254	109	5	clear	clear	ADJ
cana-2254	109	6	examples	example	NOUN
cana-2254	109	7	of	of	ADP
cana-2254	109	8	this	this	PRON
cana-2254	109	9	in	in	ADP
cana-2254	109	10	action	action	NOUN
cana-2254	109	11	by	by	ADP
cana-2254	109	12	outlining	outline	VERB
cana-2254	109	13	several	several	ADJ
cana-2254	109	14	nl	nl	NOUN
cana-2254	109	15	applications	application	NOUN
cana-2254	109	16	in	in	ADP
cana-2254	109	17	the	the	DET
cana-2254	109	18	fields	field	NOUN
cana-2254	109	19	of	of	ADP
cana-2254	109	20	target	target	NOUN
cana-2254	109	21	discovery	discovery	NOUN
cana-2254	109	22	and	and	CCONJ
cana-2254	109	23	validation	validation	NOUN
cana-2254	109	24	,	,	PUNCT
cana-2254	109	25	drug	drug	NOUN
cana-2254	109	26	design	design	NOUN
cana-2254	109	27	and	and	CCONJ
cana-2254	109	28	development	development	NOUN
cana-2254	109	29	,	,	PUNCT
cana-2254	109	30	pathology	pathology	NOUN
cana-2254	109	31	for	for	ADP
cana-2254	109	32	illness	illness	NOUN
cana-2254	109	33	diagnosis	diagnosis	NOUN
cana-2254	109	34	and	and	CCONJ
cana-2254	109	35	treatment	treatment	NOUN
cana-2254	109	36	prognosis	prognosis	NOUN
cana-2254	109	37	,	,	PUNCT
cana-2254	109	38	and	and	CCONJ
cana-2254	109	39	biomarker	biomarker	NOUN
cana-2254	109	40	identification	identification	NOUN
cana-2254	109	41	.	.	PUNCT
cana-2254	110	1	it	it	PRON
cana-2254	110	2	's	be	AUX
cana-2254	110	3	becoming	become	VERB
cana-2254	110	4	more	more	ADV
cana-2254	110	5	typical	typical	ADJ
cana-2254	110	6	for	for	SCONJ
cana-2254	110	7	pharmaceutical	pharmaceutical	ADJ
cana-2254	110	8	firms	firm	NOUN
cana-2254	110	9	to	to	PART
cana-2254	110	10	apply	apply	VERB
cana-2254	110	11	nl	nl	NOUN
cana-2254	110	12	techniques	technique	NOUN
cana-2254	110	13	across	across	ADP
cana-2254	110	14	the	the	DET
cana-2254	110	15	research	research	NOUN
cana-2254	110	16	and	and	CCONJ
cana-2254	110	17	development	development	NOUN
cana-2254	110	18	pipeline	pipeline	NOUN
cana-2254	110	19	.	.	PUNCT
cana-2254	111	1	there	there	PRON
cana-2254	111	2	are	be	VERB
cana-2254	111	3	a	a	DET
cana-2254	111	4	few	few	ADJ
cana-2254	111	5	acknowledged	acknowledge	VERB
cana-2254	111	6	difficulties	difficulty	NOUN
cana-2254	111	7	with	with	ADP
cana-2254	111	8	this	this	DET
cana-2254	111	9	widespread	widespread	ADJ
cana-2254	111	10	implementation	implementation	NOUN
cana-2254	111	11	of	of	ADP
cana-2254	111	12	nl	nl	PROPN
cana-2254	111	13	techniques	technique	NOUN
cana-2254	111	14	.	.	PUNCT
cana-2254	112	1	the	the	DET
cana-2254	112	2	inability	inability	NOUN
cana-2254	112	3	to	to	PART
cana-2254	112	4	get	get	VERB
cana-2254	112	5	a	a	DET
cana-2254	112	6	good	good	ADJ
cana-2254	112	7	explanation	explanation	NOUN
cana-2254	112	8	from	from	ADP
cana-2254	112	9	the	the	DET
cana-2254	112	10	trained	train	VERB
cana-2254	112	11	neural	neural	ADJ
cana-2254	112	12	network	network	NOUN
cana-2254	112	13	on	on	ADP
cana-2254	112	14	how	how	SCONJ
cana-2254	112	15	it	it	PRON
cana-2254	112	16	gets	get	VERB
cana-2254	112	17	the	the	DET
cana-2254	112	18	result	result	NOUN
cana-2254	112	19	is	be	AUX
cana-2254	112	20	known	know	VERB
cana-2254	112	21	as	as	ADP
cana-2254	112	22	inter	inter	NOUN
cana-2254	112	23	-	-	NOUN
cana-2254	112	24	pretability	pretability	NOUN
cana-2254	112	25	,	,	PUNCT
cana-2254	112	26	and	and	CCONJ
cana-2254	112	27	it	it	PRON
cana-2254	112	28	's	be	AUX
cana-2254	112	29	a	a	DET
cana-2254	112	30	common	common	ADJ
cana-2254	112	31	problem	problem	NOUN
cana-2254	112	32	with	with	ADP
cana-2254	112	33	deeptrained	deeptraine	VERB
cana-2254	112	34	neural	neural	ADJ
cana-2254	112	35	networks	network	NOUN
cana-2254	112	36	.	.	PUNCT
cana-2254	113	1	this	this	DET
cana-2254	113	2	lack	lack	NOUN
cana-2254	113	3	of	of	ADP
cana-2254	113	4	interpretability	interpretability	NOUN
cana-2254	113	5	can	can	AUX
cana-2254	113	6	prove	prove	VERB
cana-2254	113	7	problematic	problematic	ADJ
cana-2254	113	8	for	for	ADP
cana-2254	113	9	researchers	researcher	NOUN
cana-2254	113	10	,	,	PUNCT
cana-2254	113	11	regulators	regulator	NOUN
cana-2254	113	12	,	,	PUNCT
cana-2254	113	13	physicians	physician	NOUN
cana-2254	113	14	,	,	PUNCT
cana-2254	113	15	and	and	CCONJ
cana-2254	113	16	patients	patient	NOUN
cana-2254	113	17	if	if	SCONJ
cana-2254	113	18	the	the	DET
cana-2254	113	19	system	system	NOUN
cana-2254	113	20	is	be	AUX
cana-2254	113	21	used	use	VERB
cana-2254	113	22	to	to	PART
cana-2254	113	23	identify	identify	VERB
cana-2254	113	24	diseases	disease	NOUN
cana-2254	113	25	like	like	ADP
cana-2254	113	26	melanoma	melanoma	NOUN
cana-2254	113	27	using	use	VERB
cana-2254	113	28	medical	medical	ADJ
cana-2254	113	29	imagery	imagery	NOUN
cana-2254	113	30	.	.	PUNCT
cana-2254	114	1	this	this	PRON
cana-2254	114	2	is	be	AUX
cana-2254	114	3	valid	valid	ADJ
cana-2254	114	4	even	even	ADV
cana-2254	114	5	when	when	SCONJ
cana-2254	114	6	neural	neural	ADJ
cana-2254	114	7	networks	network	NOUN
cana-2254	114	8	outperform	outperform	VERB
cana-2254	114	9	human	human	ADJ
cana-2254	114	10	specialists	specialist	NOUN
cana-2254	114	11	.	.	PUNCT
cana-2254	115	1	how	how	SCONJ
cana-2254	115	2	much	much	ADV
cana-2254	115	3	more	more	ADV
cana-2254	115	4	reliable	reliable	ADJ
cana-2254	115	5	is	be	AUX
cana-2254	115	6	an	an	DET
cana-2254	115	7	nl	nl	NOUN
cana-2254	115	8	diagnosis	diagnosis	NOUN
cana-2254	115	9	compared	compare	VERB
cana-2254	115	10	to	to	ADP
cana-2254	115	11	a	a	DET
cana-2254	115	12	human	human	ADJ
cana-2254	115	13	expert	expert	NOUN
cana-2254	115	14	's	's	PART
cana-2254	115	15	?	?	PUNCT
cana-2254	116	1	a	a	DET
cana-2254	116	2	same	same	ADJ
cana-2254	116	3	scenario	scenario	NOUN
cana-2254	116	4	might	might	AUX
cana-2254	116	5	arise	arise	VERB
cana-2254	116	6	in	in	ADP
cana-2254	116	7	medication	medication	NOUN
cana-2254	116	8	development	development	NOUN
cana-2254	116	9	,	,	PUNCT
cana-2254	116	10	but	but	CCONJ
cana-2254	116	11	with	with	ADP
cana-2254	116	12	somewhat	somewhat	ADV
cana-2254	116	13	less	less	ADJ
cana-2254	116	14	impact	impact	NOUN
cana-2254	116	15	.	.	PUNCT
cana-2254	117	1	without	without	ADP
cana-2254	117	2	an	an	DET
cana-2254	117	3	explanation	explanation	NOUN
cana-2254	117	4	for	for	ADP
cana-2254	117	5	the	the	DET
cana-2254	117	6	neural	neural	ADJ
cana-2254	117	7	network	network	NOUN
cana-2254	117	8	's	's	PART
cana-2254	117	9	selection	selection	NOUN
cana-2254	117	10	of	of	ADP
cana-2254	117	11	this	this	DET
cana-2254	117	12	drug	drug	NOUN
cana-2254	117	13	,	,	PUNCT
cana-2254	117	14	would	would	AUX
cana-2254	117	15	a	a	DET
cana-2254	117	16	pharmaceutical	pharmaceutical	ADJ
cana-2254	117	17	corporation	corporation	NOUN
cana-2254	117	18	trust	trust	VERB
cana-2254	117	19	it	it	PRON
cana-2254	117	20	to	to	PART
cana-2254	117	21	add	add	VERB
cana-2254	117	22	it	it	PRON
cana-2254	117	23	to	to	ADP
cana-2254	117	24	their	their	PRON
cana-2254	117	25	portfolio	portfolio	NOUN
cana-2254	117	26	and	and	CCONJ
cana-2254	117	27	fund	fund	VERB
cana-2254	117	28	its	its	PRON
cana-2254	117	29	advancement	advancement	NOUN
cana-2254	117	30	to	to	ADP
cana-2254	117	31	the	the	DET
cana-2254	117	32	clinic	clinic	NOUN
cana-2254	117	33	?	?	PUNCT
cana-2254	118	1	furthermore	furthermore	ADV
cana-2254	118	2	,	,	PUNCT
cana-2254	118	3	if	if	SCONJ
cana-2254	118	4	chemicals	chemical	NOUN
cana-2254	118	5	are	be	AUX
cana-2254	118	6	developed	develop	VERB
cana-2254	118	7	by	by	ADP
cana-2254	118	8	communications	communication	NOUN
cana-2254	118	9	on	on	ADP
cana-2254	118	10	applied	apply	VERB
cana-2254	118	11	nonlinear	nonlinear	ADJ
cana-2254	118	12	analysis	analysis	NOUN
cana-2254	118	13	issn	issn	NOUN
cana-2254	118	14	:	:	PUNCT
cana-2254	118	15	1074	1074	NUM
cana-2254	118	16	-	-	PUNCT
cana-2254	118	17	133x	133x	NUM
cana-2254	118	18	vol	vol	NOUN
cana-2254	118	19	32	32	NUM
cana-2254	118	20	no	no	NOUN
cana-2254	118	21	.	.	PUNCT
cana-2254	119	1	2s	2s	NUM
cana-2254	119	2	(	(	PUNCT
cana-2254	119	3	2025	2025	NUM
cana-2254	119	4	)	)	PUNCT
cana-2254	119	5	100	100	NUM
cana-2254	119	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	119	7	computer	computer	NOUN
cana-2254	119	8	algorithms	algorithm	NOUN
cana-2254	119	9	,	,	PUNCT
cana-2254	119	10	there	there	PRON
cana-2254	119	11	can	can	AUX
cana-2254	119	12	be	be	AUX
cana-2254	119	13	problems	problem	NOUN
cana-2254	119	14	with	with	ADP
cana-2254	119	15	inventorship	inventorship	NOUN
cana-2254	119	16	when	when	SCONJ
cana-2254	119	17	applying	apply	VERB
cana-2254	119	18	for	for	ADP
cana-2254	119	19	patents	patent	NOUN
cana-2254	119	20	.	.	PUNCT
cana-2254	120	1	whatever	whatever	PRON
cana-2254	120	2	the	the	DET
cana-2254	120	3	case	case	NOUN
cana-2254	120	4	might	might	AUX
cana-2254	120	5	be	be	AUX
cana-2254	120	6	,	,	PUNCT
cana-2254	120	7	researchers	researcher	NOUN
cana-2254	120	8	should	should	AUX
cana-2254	120	9	merely	merely	ADV
cana-2254	120	10	take	take	VERB
cana-2254	120	11	nl	nl	NOUN
cana-2254	120	12	data	datum	NOUN
cana-2254	120	13	as	as	ADP
cana-2254	120	14	intriguing	intriguing	ADJ
cana-2254	120	15	possibilities	possibility	NOUN
cana-2254	120	16	to	to	PART
cana-2254	120	17	build	build	VERB
cana-2254	120	18	upon	upon	SCONJ
cana-2254	120	19	in	in	ADP
cana-2254	120	20	future	future	ADJ
cana-2254	120	21	investigations	investigation	NOUN
cana-2254	120	22	.	.	PUNCT
cana-2254	121	1	regulatory	regulatory	ADJ
cana-2254	121	2	bodies	body	NOUN
cana-2254	121	3	still	still	ADV
cana-2254	121	4	have	have	AUX
cana-2254	121	5	n't	not	PART
cana-2254	121	6	made	make	VERB
cana-2254	121	7	up	up	ADP
cana-2254	121	8	their	their	PRON
cana-2254	121	9	minds	mind	NOUN
cana-2254	121	10	about	about	ADP
cana-2254	121	11	the	the	DET
cana-2254	121	12	lack	lack	NOUN
cana-2254	121	13	of	of	ADP
cana-2254	121	14	interpretability	interpretability	NOUN
cana-2254	121	15	when	when	SCONJ
cana-2254	121	16	it	it	PRON
cana-2254	121	17	comes	come	VERB
cana-2254	121	18	to	to	ADP
cana-2254	121	19	clinical	clinical	ADJ
cana-2254	121	20	usage	usage	NOUN
cana-2254	121	21	of	of	ADP
cana-2254	121	22	nl	nl	NOUN
cana-2254	121	23	,	,	PUNCT
cana-2254	121	24	but	but	CCONJ
cana-2254	121	25	complementary	complementary	ADJ
cana-2254	121	26	investigations	investigation	NOUN
cana-2254	121	27	that	that	PRON
cana-2254	121	28	confirm	confirm	VERB
cana-2254	121	29	the	the	DET
cana-2254	121	30	nl	nl	NOUN
cana-2254	121	31	finding	finding	NOUN
cana-2254	121	32	will	will	AUX
cana-2254	121	33	assist	assist	VERB
cana-2254	121	34	establish	establish	VERB
cana-2254	121	35	confidence	confidence	NOUN
cana-2254	121	36	in	in	ADP
cana-2254	121	37	methods	method	NOUN
cana-2254	121	38	and	and	CCONJ
cana-2254	121	39	results	result	NOUN
cana-2254	121	40	.	.	PUNCT
cana-2254	122	1	4	4	X
cana-2254	122	2	.	.	NOUN
cana-2254	122	3	results	result	NOUN
cana-2254	122	4	and	and	CCONJ
cana-2254	122	5	discussion	discussion	VERB
cana-2254	122	6	a	a	DET
cana-2254	122	7	classification	classification	NOUN
cana-2254	122	8	algorithm	algorithm	NOUN
cana-2254	122	9	's	's	PART
cana-2254	122	10	performance	performance	NOUN
cana-2254	122	11	can	can	AUX
cana-2254	122	12	be	be	AUX
cana-2254	122	13	assessed	assess	VERB
cana-2254	122	14	using	use	VERB
cana-2254	122	15	classification	classification	NOUN
cana-2254	122	16	metrics	metric	NOUN
cana-2254	122	17	.	.	PUNCT
cana-2254	123	1	a	a	DET
cana-2254	123	2	model	model	NOUN
cana-2254	123	3	's	's	PART
cana-2254	123	4	performance	performance	NOUN
cana-2254	123	5	in	in	ADP
cana-2254	123	6	classification	classification	NOUN
cana-2254	123	7	can	can	AUX
cana-2254	123	8	be	be	AUX
cana-2254	123	9	evaluated	evaluate	VERB
cana-2254	123	10	with	with	ADP
cana-2254	123	11	the	the	DET
cana-2254	123	12	use	use	NOUN
cana-2254	123	13	of	of	ADP
cana-2254	123	14	these	these	DET
cana-2254	123	15	measures	measure	NOUN
cana-2254	123	16	.	.	PUNCT
cana-2254	124	1	accuracy	accuracy	NOUN
cana-2254	124	2	,	,	PUNCT
cana-2254	124	3	precision	precision	NOUN
cana-2254	124	4	,	,	PUNCT
cana-2254	124	5	and	and	CCONJ
cana-2254	124	6	sensitivity	sensitivity	NOUN
cana-2254	124	7	are	be	AUX
cana-2254	124	8	some	some	PRON
cana-2254	124	9	of	of	ADP
cana-2254	124	10	these	these	DET
cana-2254	124	11	measures	measure	NOUN
cana-2254	124	12	.	.	PUNCT
cana-2254	125	1	figure	figure	VERB
cana-2254	125	2	3	3	NUM
cana-2254	125	3	:	:	PUNCT
cana-2254	125	4	accuracy	accuracy	NOUN
cana-2254	125	5	when	when	SCONJ
cana-2254	125	6	evaluating	evaluate	VERB
cana-2254	125	7	a	a	DET
cana-2254	125	8	classification	classification	NOUN
cana-2254	125	9	model	model	NOUN
cana-2254	125	10	's	's	PART
cana-2254	125	11	effectiveness	effectiveness	NOUN
cana-2254	125	12	,	,	PUNCT
cana-2254	125	13	accuracy	accuracy	NOUN
cana-2254	125	14	is	be	AUX
cana-2254	125	15	among	among	ADP
cana-2254	125	16	the	the	DET
cana-2254	125	17	simplest	simple	ADJ
cana-2254	125	18	measures	measure	NOUN
cana-2254	125	19	to	to	PART
cana-2254	125	20	use	use	VERB
cana-2254	125	21	.	.	PUNCT
cana-2254	126	1	it	it	PRON
cana-2254	126	2	is	be	AUX
cana-2254	126	3	a	a	DET
cana-2254	126	4	percentage	percentage	NOUN
cana-2254	126	5	of	of	ADP
cana-2254	126	6	cases	case	NOUN
cana-2254	126	7	in	in	ADP
cana-2254	126	8	the	the	DET
cana-2254	126	9	dataset	dataset	NOUN
cana-2254	126	10	for	for	ADP
cana-2254	126	11	which	which	PRON
cana-2254	126	12	the	the	DET
cana-2254	126	13	predictions	prediction	NOUN
cana-2254	126	14	are	be	AUX
cana-2254	126	15	accurate	accurate	ADJ
cana-2254	126	16	relative	relative	ADJ
cana-2254	126	17	to	to	ADP
cana-2254	126	18	the	the	DET
cana-2254	126	19	total	total	ADJ
cana-2254	126	20	number	number	NOUN
cana-2254	126	21	of	of	ADP
cana-2254	126	22	instances	instance	NOUN
cana-2254	126	23	.	.	PUNCT
cana-2254	127	1	a	a	DET
cana-2254	127	2	well	well	ADV
cana-2254	127	3	-	-	PUNCT
cana-2254	127	4	designed	design	VERB
cana-2254	127	5	nlf	nlf	NOUN
cana-2254	127	6	should	should	AUX
cana-2254	127	7	be	be	AUX
cana-2254	127	8	able	able	ADJ
cana-2254	127	9	to	to	PART
cana-2254	127	10	successfully	successfully	ADV
cana-2254	127	11	extrapolate	extrapolate	VERB
cana-2254	127	12	its	its	PRON
cana-2254	127	13	training	training	NOUN
cana-2254	127	14	results	result	NOUN
cana-2254	127	15	to	to	ADP
cana-2254	127	16	the	the	DET
cana-2254	127	17	current	current	ADJ
cana-2254	127	18	test	test	NOUN
cana-2254	127	19	set	set	VERB
cana-2254	127	20	.	.	PUNCT
cana-2254	128	1	what	what	PRON
cana-2254	128	2	we	we	PRON
cana-2254	128	3	mean	mean	VERB
cana-2254	128	4	by	by	ADP
cana-2254	128	5	"	"	PUNCT
cana-2254	128	6	generalization	generalization	NOUN
cana-2254	128	7	"	"	PUNCT
cana-2254	128	8	is	be	AUX
cana-2254	128	9	the	the	DET
cana-2254	128	10	extent	extent	NOUN
cana-2254	128	11	to	to	PART
cana-2254	128	12	which	which	PRON
cana-2254	128	13	the	the	DET
cana-2254	128	14	model	model	NOUN
cana-2254	128	15	is	be	AUX
cana-2254	128	16	able	able	ADJ
cana-2254	128	17	to	to	PART
cana-2254	128	18	apply	apply	VERB
cana-2254	128	19	the	the	DET
cana-2254	128	20	ideas	idea	NOUN
cana-2254	128	21	it	it	PRON
cana-2254	128	22	learnt	learn	VERB
cana-2254	128	23	to	to	ADP
cana-2254	128	24	data	datum	NOUN
cana-2254	128	25	that	that	PRON
cana-2254	128	26	did	do	AUX
cana-2254	128	27	n't	not	PART
cana-2254	128	28	exist	exist	VERB
cana-2254	128	29	during	during	ADP
cana-2254	128	30	training	training	NOUN
cana-2254	128	31	.	.	PUNCT
cana-2254	129	1	multiple	multiple	ADJ
cana-2254	129	2	approaches	approach	NOUN
cana-2254	129	3	exist	exist	VERB
cana-2254	129	4	within	within	ADP
cana-2254	129	5	each	each	DET
cana-2254	129	6	methodology	methodology	NOUN
cana-2254	129	7	(	(	PUNCT
cana-2254	129	8	figure	figure	NOUN
cana-2254	129	9	.	.	PUNCT
cana-2254	130	1	3	3	NUM
cana-2254	130	2	)	)	PUNCT
cana-2254	130	3	,	,	PUNCT
cana-2254	130	4	each	each	PRON
cana-2254	130	5	with	with	ADP
cana-2254	130	6	a	a	DET
cana-2254	130	7	distinctive	distinctive	ADJ
cana-2254	130	8	combination	combination	NOUN
cana-2254	130	9	of	of	ADP
cana-2254	130	10	prediction	prediction	NOUN
cana-2254	130	11	accuracy	accuracy	NOUN
cana-2254	130	12	,	,	PUNCT
cana-2254	130	13	training	training	NOUN
cana-2254	130	14	speed	speed	NOUN
cana-2254	130	15	,	,	PUNCT
cana-2254	130	16	and	and	CCONJ
cana-2254	130	17	number	number	NOUN
cana-2254	130	18	of	of	ADP
cana-2254	130	19	variables	variable	NOUN
cana-2254	130	20	it	it	PRON
cana-2254	130	21	can	can	AUX
cana-2254	130	22	handle	handle	VERB
cana-2254	130	23	.	.	PUNCT
cana-2254	131	1	it	it	PRON
cana-2254	131	2	is	be	AUX
cana-2254	131	3	essential	essential	ADJ
cana-2254	131	4	to	to	PART
cana-2254	131	5	choose	choose	VERB
cana-2254	131	6	algorithms	algorithm	NOUN
cana-2254	131	7	with	with	ADP
cana-2254	131	8	attention	attention	NOUN
cana-2254	131	9	so	so	SCONJ
cana-2254	131	10	that	that	SCONJ
cana-2254	131	11	they	they	PRON
cana-2254	131	12	are	be	AUX
cana-2254	131	13	appropriate	appropriate	ADJ
cana-2254	131	14	for	for	ADP
cana-2254	131	15	the	the	DET
cana-2254	131	16	given	give	VERB
cana-2254	131	17	issue	issue	NOUN
cana-2254	131	18	and	and	CCONJ
cana-2254	131	19	data	datum	NOUN
cana-2254	131	20	type	type	NOUN
cana-2254	131	21	and	and	CCONJ
cana-2254	131	22	amount	amount	NOUN
cana-2254	131	23	.	.	PUNCT
cana-2254	132	1	important	important	ADJ
cana-2254	132	2	factors	factor	NOUN
cana-2254	132	3	to	to	PART
cana-2254	132	4	consider	consider	VERB
cana-2254	132	5	about	about	ADP
cana-2254	132	6	are	be	AUX
cana-2254	132	7	the	the	DET
cana-2254	132	8	method	method	NOUN
cana-2254	132	9	's	's	PART
cana-2254	132	10	signal	signal	NOUN
cana-2254	132	11	-	-	PUNCT
cana-2254	132	12	to	to	ADP
cana-2254	132	13	-	-	PUNCT
cana-2254	132	14	noise	noise	NOUN
cana-2254	132	15	ratio	ratio	NOUN
cana-2254	132	16	and	and	CCONJ
cana-2254	132	17	the	the	DET
cana-2254	132	18	amount	amount	NOUN
cana-2254	132	19	of	of	ADP
cana-2254	132	20	parameter	parameter	NOUN
cana-2254	132	21	modification	modification	NOUN
cana-2254	132	22	needed	need	VERB
cana-2254	132	23	.	.	PUNCT
cana-2254	133	1	communications	communication	NOUN
cana-2254	133	2	on	on	ADP
cana-2254	133	3	applied	apply	VERB
cana-2254	133	4	nonlinear	nonlinear	ADJ
cana-2254	133	5	analysis	analysis	NOUN
cana-2254	133	6	issn	issn	NOUN
cana-2254	133	7	:	:	PUNCT
cana-2254	133	8	1074	1074	NUM
cana-2254	133	9	-	-	PUNCT
cana-2254	133	10	133x	133x	NUM
cana-2254	133	11	vol	vol	NOUN
cana-2254	133	12	32	32	NUM
cana-2254	133	13	no	no	NOUN
cana-2254	133	14	.	.	PUNCT
cana-2254	134	1	2s	2s	NUM
cana-2254	134	2	(	(	PUNCT
cana-2254	134	3	2025	2025	NUM
cana-2254	134	4	)	)	PUNCT
cana-2254	134	5	101	101	NUM
cana-2254	134	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	134	7	figure	figure	NOUN
cana-2254	134	8	4	4	NUM
cana-2254	134	9	:	:	PUNCT
cana-2254	134	10	precision	precision	NOUN
cana-2254	134	11	analysis	analysis	NOUN
cana-2254	134	12	figure	figure	NOUN
cana-2254	134	13	4	4	NUM
cana-2254	134	14	shows	show	VERB
cana-2254	134	15	the	the	DET
cana-2254	134	16	precision	precision	NOUN
cana-2254	134	17	analysis	analysis	NOUN
cana-2254	134	18	.	.	PUNCT
cana-2254	135	1	by	by	ADP
cana-2254	135	2	using	use	VERB
cana-2254	135	3	cutting	cutting	NOUN
cana-2254	135	4	-	-	PUNCT
cana-2254	135	5	edge	edge	NOUN
cana-2254	135	6	technology	technology	NOUN
cana-2254	135	7	and	and	CCONJ
cana-2254	135	8	approaches	approach	NOUN
cana-2254	135	9	,	,	PUNCT
cana-2254	135	10	the	the	DET
cana-2254	135	11	planned	plan	VERB
cana-2254	135	12	work	work	NOUN
cana-2254	135	13	in	in	ADP
cana-2254	135	14	personalized	personalized	ADJ
cana-2254	135	15	medicine	medicine	NOUN
cana-2254	135	16	and	and	CCONJ
cana-2254	135	17	medication	medication	NOUN
cana-2254	135	18	development	development	NOUN
cana-2254	135	19	is	be	AUX
cana-2254	135	20	made	make	VERB
cana-2254	135	21	more	more	ADV
cana-2254	135	22	precise	precise	ADJ
cana-2254	135	23	,	,	PUNCT
cana-2254	135	24	enabling	enable	VERB
cana-2254	135	25	a	a	DET
cana-2254	135	26	more	more	ADV
cana-2254	135	27	accurate	accurate	ADJ
cana-2254	135	28	knowledge	knowledge	NOUN
cana-2254	135	29	of	of	ADP
cana-2254	135	30	patient	patient	NOUN
cana-2254	135	31	-	-	PUNCT
cana-2254	135	32	specific	specific	ADJ
cana-2254	135	33	characteristics	characteristic	NOUN
cana-2254	135	34	.	.	PUNCT
cana-2254	136	1	the	the	DET
cana-2254	136	2	suggested	suggest	VERB
cana-2254	136	3	method	method	NOUN
cana-2254	136	4	can	can	AUX
cana-2254	136	5	identify	identify	VERB
cana-2254	136	6	specific	specific	ADJ
cana-2254	136	7	biomarkers	biomarker	NOUN
cana-2254	136	8	,	,	PUNCT
cana-2254	136	9	genetic	genetic	ADJ
cana-2254	136	10	mutations	mutation	NOUN
cana-2254	136	11	,	,	PUNCT
cana-2254	136	12	and	and	CCONJ
cana-2254	136	13	other	other	ADJ
cana-2254	136	14	variables	variable	NOUN
cana-2254	136	15	that	that	PRON
cana-2254	136	16	impact	impact	VERB
cana-2254	136	17	illness	illness	NOUN
cana-2254	136	18	development	development	NOUN
cana-2254	136	19	and	and	CCONJ
cana-2254	136	20	medication	medication	NOUN
cana-2254	136	21	effectiveness	effectiveness	NOUN
cana-2254	136	22	by	by	ADP
cana-2254	136	23	making	make	VERB
cana-2254	136	24	use	use	NOUN
cana-2254	136	25	of	of	ADP
cana-2254	136	26	technologies	technology	NOUN
cana-2254	136	27	like	like	ADP
cana-2254	136	28	genomic	genomic	NOUN
cana-2254	136	29	profiling	profiling	NOUN
cana-2254	136	30	,	,	PUNCT
cana-2254	136	31	ai	ai	VERB
cana-2254	136	32	,	,	PUNCT
cana-2254	136	33	and	and	CCONJ
cana-2254	136	34	big	big	ADJ
cana-2254	136	35	data	datum	NOUN
cana-2254	136	36	analytics	analytic	NOUN
cana-2254	136	37	.	.	PUNCT
cana-2254	137	1	as	as	ADP
cana-2254	137	2	a	a	DET
cana-2254	137	3	consequence	consequence	NOUN
cana-2254	137	4	,	,	PUNCT
cana-2254	137	5	patients	patient	NOUN
cana-2254	137	6	get	get	VERB
cana-2254	137	7	care	care	NOUN
cana-2254	137	8	that	that	SCONJ
cana-2254	137	9	corresponds	correspond	VERB
cana-2254	137	10	to	to	ADP
cana-2254	137	11	their	their	PRON
cana-2254	137	12	unique	unique	ADJ
cana-2254	137	13	requirements	requirement	NOUN
cana-2254	137	14	,	,	PUNCT
cana-2254	137	15	which	which	PRON
cana-2254	137	16	means	mean	VERB
cana-2254	137	17	fewer	few	ADJ
cana-2254	137	18	side	side	ADJ
cana-2254	137	19	effects	effect	NOUN
cana-2254	137	20	and	and	CCONJ
cana-2254	137	21	better	well	ADJ
cana-2254	137	22	,	,	PUNCT
cana-2254	137	23	more	more	ADV
cana-2254	137	24	tailored	tailor	VERB
cana-2254	137	25	procedures	procedure	NOUN
cana-2254	137	26	.	.	PUNCT
cana-2254	138	1	this	this	DET
cana-2254	138	2	degree	degree	NOUN
cana-2254	138	3	of	of	ADP
cana-2254	138	4	precision	precision	NOUN
cana-2254	138	5	can	can	AUX
cana-2254	138	6	be	be	AUX
cana-2254	138	7	enhanced	enhance	VERB
cana-2254	138	8	by	by	ADP
cana-2254	138	9	assembling	assemble	VERB
cana-2254	138	10	experts	expert	NOUN
cana-2254	138	11	from	from	ADP
cana-2254	138	12	other	other	ADJ
cana-2254	138	13	domains	domain	NOUN
cana-2254	138	14	.	.	PUNCT
cana-2254	139	1	improved	improve	VERB
cana-2254	139	2	treatment	treatment	NOUN
cana-2254	139	3	outcomes	outcome	NOUN
cana-2254	139	4	and	and	CCONJ
cana-2254	139	5	more	more	ADV
cana-2254	139	6	efficient	efficient	ADJ
cana-2254	139	7	healthcare	healthcare	NOUN
cana-2254	139	8	can	can	AUX
cana-2254	139	9	be	be	AUX
cana-2254	139	10	achieved	achieve	VERB
cana-2254	139	11	if	if	SCONJ
cana-2254	139	12	patient	patient	NOUN
cana-2254	139	13	-	-	PUNCT
cana-2254	139	14	specific	specific	ADJ
cana-2254	139	15	data	data	NOUN
cana-2254	139	16	forms	form	VERB
cana-2254	139	17	the	the	DET
cana-2254	139	18	basis	basis	NOUN
cana-2254	139	19	of	of	ADP
cana-2254	139	20	medicine	medicine	NOUN
cana-2254	139	21	development	development	NOUN
cana-2254	139	22	at	at	ADP
cana-2254	139	23	every	every	DET
cana-2254	139	24	stage	stage	NOUN
cana-2254	139	25	,	,	PUNCT
cana-2254	139	26	from	from	ADP
cana-2254	139	27	research	research	NOUN
cana-2254	139	28	to	to	ADP
cana-2254	139	29	clinical	clinical	ADJ
cana-2254	139	30	trials	trial	NOUN
cana-2254	139	31	.	.	PUNCT
cana-2254	140	1	figure	figure	VERB
cana-2254	140	2	5	5	NUM
cana-2254	140	3	:	:	PUNCT
cana-2254	140	4	sensitivity	sensitivity	NOUN
cana-2254	140	5	analysis	analysis	NOUN
cana-2254	140	6	the	the	DET
cana-2254	140	7	sensitivity	sensitivity	NOUN
cana-2254	140	8	analysis	analysis	NOUN
cana-2254	140	9	is	be	AUX
cana-2254	140	10	shown	show	VERB
cana-2254	140	11	in	in	ADP
cana-2254	140	12	figure	figure	NOUN
cana-2254	140	13	5	5	NUM
cana-2254	140	14	.	.	PUNCT
cana-2254	140	15	modern	modern	ADJ
cana-2254	140	16	diagnostic	diagnostic	ADJ
cana-2254	140	17	tools	tool	NOUN
cana-2254	140	18	and	and	CCONJ
cana-2254	140	19	data	datum	NOUN
cana-2254	140	20	-	-	PUNCT
cana-2254	140	21	driven	drive	VERB
cana-2254	140	22	approaches	approach	NOUN
cana-2254	140	23	make	make	VERB
cana-2254	140	24	the	the	DET
cana-2254	140	25	proposed	propose	VERB
cana-2254	140	26	work	work	NOUN
cana-2254	140	27	in	in	ADP
cana-2254	140	28	personalized	personalized	ADJ
cana-2254	140	29	medicine	medicine	NOUN
cana-2254	140	30	and	and	CCONJ
cana-2254	140	31	drug	drug	NOUN
cana-2254	140	32	development	development	NOUN
cana-2254	140	33	much	much	ADV
cana-2254	140	34	more	more	ADV
cana-2254	140	35	precise	precise	ADJ
cana-2254	140	36	.	.	PUNCT
cana-2254	141	1	advanced	advanced	ADJ
cana-2254	141	2	imaging	imaging	NOUN
cana-2254	141	3	,	,	PUNCT
cana-2254	141	4	proteomics	proteomic	NOUN
cana-2254	141	5	,	,	PUNCT
cana-2254	141	6	and	and	CCONJ
cana-2254	141	7	next	next	ADJ
cana-2254	141	8	-	-	PUNCT
cana-2254	141	9	generation	generation	NOUN
cana-2254	141	10	sequencing	sequencing	NOUN
cana-2254	141	11	all	all	PRON
cana-2254	141	12	provide	provide	VERB
cana-2254	141	13	very	very	ADV
cana-2254	141	14	sensitive	sensitive	ADJ
cana-2254	141	15	approaches	approach	NOUN
cana-2254	141	16	that	that	PRON
cana-2254	141	17	greatly	greatly	ADV
cana-2254	141	18	facilitate	facilitate	VERB
cana-2254	141	19	the	the	DET
cana-2254	141	20	detection	detection	NOUN
cana-2254	141	21	of	of	ADP
cana-2254	141	22	biomarkers	biomarker	NOUN
cana-2254	141	23	,	,	PUNCT
cana-2254	141	24	early	early	ADJ
cana-2254	141	25	signs	sign	NOUN
cana-2254	141	26	of	of	ADP
cana-2254	141	27	disease	disease	NOUN
cana-2254	141	28	,	,	PUNCT
cana-2254	141	29	and	and	CCONJ
cana-2254	141	30	even	even	ADV
cana-2254	141	31	minute	minute	VERB
cana-2254	141	32	genetic	genetic	ADJ
cana-2254	141	33	variations	variation	NOUN
cana-2254	141	34	.	.	PUNCT
cana-2254	142	1	this	this	DET
cana-2254	142	2	increased	increase	VERB
cana-2254	142	3	sensitivity	sensitivity	NOUN
cana-2254	142	4	allows	allow	VERB
cana-2254	142	5	for	for	ADP
cana-2254	142	6	the	the	DET
cana-2254	142	7	detection	detection	NOUN
cana-2254	142	8	of	of	ADP
cana-2254	142	9	even	even	ADV
cana-2254	142	10	minute	minute	VERB
cana-2254	142	11	changes	change	NOUN
cana-2254	142	12	in	in	ADP
cana-2254	142	13	a	a	DET
cana-2254	142	14	communications	communication	NOUN
cana-2254	142	15	on	on	ADP
cana-2254	142	16	applied	apply	VERB
cana-2254	142	17	nonlinear	nonlinear	ADJ
cana-2254	142	18	analysis	analysis	NOUN
cana-2254	142	19	issn	issn	NOUN
cana-2254	142	20	:	:	PUNCT
cana-2254	142	21	1074	1074	NUM
cana-2254	142	22	-	-	PUNCT
cana-2254	142	23	133x	133x	NUM
cana-2254	142	24	vol	vol	NOUN
cana-2254	142	25	32	32	NUM
cana-2254	142	26	no	no	NOUN
cana-2254	142	27	.	.	PUNCT
cana-2254	143	1	2s	2s	NUM
cana-2254	143	2	(	(	PUNCT
cana-2254	143	3	2025	2025	NUM
cana-2254	143	4	)	)	PUNCT
cana-2254	143	5	102	102	NUM
cana-2254	143	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	143	7	patient	patient	NOUN
cana-2254	143	8	's	's	PART
cana-2254	143	9	health	health	NOUN
cana-2254	143	10	,	,	PUNCT
cana-2254	143	11	which	which	PRON
cana-2254	143	12	in	in	ADP
cana-2254	143	13	turn	turn	NOUN
cana-2254	143	14	allows	allow	VERB
cana-2254	143	15	for	for	ADP
cana-2254	143	16	faster	fast	ADJ
cana-2254	143	17	and	and	CCONJ
cana-2254	143	18	more	more	ADV
cana-2254	143	19	accurate	accurate	ADJ
cana-2254	143	20	treatments	treatment	NOUN
cana-2254	143	21	.	.	PUNCT
cana-2254	144	1	by	by	ADP
cana-2254	144	2	making	make	VERB
cana-2254	144	3	it	it	PRON
cana-2254	144	4	easier	easy	ADJ
cana-2254	144	5	to	to	PART
cana-2254	144	6	examine	examine	VERB
cana-2254	144	7	large	large	ADJ
cana-2254	144	8	datasets	dataset	NOUN
cana-2254	144	9	,	,	PUNCT
cana-2254	144	10	the	the	DET
cana-2254	144	11	combination	combination	NOUN
cana-2254	144	12	of	of	ADP
cana-2254	144	13	machine	machine	NOUN
cana-2254	144	14	learning	learning	NOUN
cana-2254	144	15	and	and	CCONJ
cana-2254	144	16	predictive	predictive	ADJ
cana-2254	144	17	analytics	analytic	NOUN
cana-2254	144	18	increases	increase	VERB
cana-2254	144	19	sensitivity	sensitivity	NOUN
cana-2254	144	20	;	;	PUNCT
cana-2254	144	21	this	this	PRON
cana-2254	144	22	,	,	PUNCT
cana-2254	144	23	in	in	ADP
cana-2254	144	24	turn	turn	NOUN
cana-2254	144	25	,	,	PUNCT
cana-2254	144	26	helps	help	VERB
cana-2254	144	27	in	in	ADP
cana-2254	144	28	the	the	DET
cana-2254	144	29	more	more	ADV
cana-2254	144	30	accurate	accurate	ADJ
cana-2254	144	31	identification	identification	NOUN
cana-2254	144	32	of	of	ADP
cana-2254	144	33	potential	potential	ADJ
cana-2254	144	34	drug	drug	NOUN
cana-2254	144	35	responses	response	NOUN
cana-2254	144	36	and	and	CCONJ
cana-2254	144	37	side	side	NOUN
cana-2254	144	38	effects	effect	NOUN
cana-2254	144	39	.	.	PUNCT
cana-2254	145	1	by	by	ADP
cana-2254	145	2	customizing	customize	VERB
cana-2254	145	3	and	and	CCONJ
cana-2254	145	4	adapting	adapt	VERB
cana-2254	145	5	medications	medication	NOUN
cana-2254	145	6	to	to	ADP
cana-2254	145	7	each	each	DET
cana-2254	145	8	patient	patient	NOUN
cana-2254	145	9	's	's	PART
cana-2254	145	10	unique	unique	ADJ
cana-2254	145	11	and	and	CCONJ
cana-2254	145	12	evolving	evolve	VERB
cana-2254	145	13	needs	need	NOUN
cana-2254	145	14	,	,	PUNCT
cana-2254	145	15	this	this	PRON
cana-2254	145	16	ultimately	ultimately	ADV
cana-2254	145	17	enhances	enhance	VERB
cana-2254	145	18	the	the	DET
cana-2254	145	19	efficacy	efficacy	NOUN
cana-2254	145	20	and	and	CCONJ
cana-2254	145	21	safety	safety	NOUN
cana-2254	145	22	of	of	ADP
cana-2254	145	23	treatment	treatment	NOUN
cana-2254	145	24	.	.	PUNCT
cana-2254	146	1	5	5	X
cana-2254	146	2	.	.	X
cana-2254	146	3	conclusion	conclusion	NOUN
cana-2254	146	4	improving	improve	VERB
cana-2254	146	5	the	the	DET
cana-2254	146	6	precision	precision	NOUN
cana-2254	146	7	and	and	CCONJ
cana-2254	146	8	compassion	compassion	NOUN
cana-2254	146	9	of	of	ADP
cana-2254	146	10	patient	patient	ADJ
cana-2254	146	11	care	care	NOUN
cana-2254	146	12	is	be	AUX
cana-2254	146	13	the	the	DET
cana-2254	146	14	goal	goal	NOUN
cana-2254	146	15	of	of	ADP
cana-2254	146	16	personalized	personalized	ADJ
cana-2254	146	17	medicine	medicine	NOUN
cana-2254	146	18	and	and	CCONJ
cana-2254	146	19	drug	drug	NOUN
cana-2254	146	20	development	development	NOUN
cana-2254	146	21	,	,	PUNCT
cana-2254	146	22	which	which	PRON
cana-2254	146	23	is	be	AUX
cana-2254	146	24	driven	drive	VERB
cana-2254	146	25	by	by	ADP
cana-2254	146	26	state	state	NOUN
cana-2254	146	27	-	-	PUNCT
cana-2254	146	28	of	of	ADP
cana-2254	146	29	-	-	PUNCT
cana-2254	146	30	the	the	DET
cana-2254	146	31	-	-	PUNCT
cana-2254	146	32	art	art	NOUN
cana-2254	146	33	innovation	innovation	NOUN
cana-2254	146	34	and	and	CCONJ
cana-2254	146	35	cross	cross	ADJ
cana-2254	146	36	-	-	ADJ
cana-2254	146	37	disciplinary	disciplinary	ADJ
cana-2254	146	38	collaboration	collaboration	NOUN
cana-2254	146	39	.	.	PUNCT
cana-2254	147	1	by	by	ADP
cana-2254	147	2	using	use	VERB
cana-2254	147	3	technologies	technology	NOUN
cana-2254	147	4	such	such	ADJ
cana-2254	147	5	as	as	ADP
cana-2254	147	6	biological	biological	ADJ
cana-2254	147	7	profiling	profiling	NOUN
cana-2254	147	8	,	,	PUNCT
cana-2254	147	9	data	datum	NOUN
cana-2254	147	10	analytics	analytic	NOUN
cana-2254	147	11	,	,	PUNCT
cana-2254	147	12	and	and	CCONJ
cana-2254	147	13	machine	machine	NOUN
cana-2254	147	14	learning	learning	NOUN
cana-2254	147	15	,	,	PUNCT
cana-2254	147	16	this	this	DET
cana-2254	147	17	method	method	NOUN
cana-2254	147	18	enhances	enhance	VERB
cana-2254	147	19	the	the	DET
cana-2254	147	20	precision	precision	NOUN
cana-2254	147	21	and	and	CCONJ
cana-2254	147	22	effectiveness	effectiveness	NOUN
cana-2254	147	23	of	of	ADP
cana-2254	147	24	treatment	treatment	NOUN
cana-2254	147	25	by	by	ADP
cana-2254	147	26	acquiring	acquire	VERB
cana-2254	147	27	a	a	DET
cana-2254	147	28	greater	great	ADJ
cana-2254	147	29	understanding	understanding	NOUN
cana-2254	147	30	of	of	ADP
cana-2254	147	31	the	the	DET
cana-2254	147	32	variability	variability	NOUN
cana-2254	147	33	experienced	experience	VERB
cana-2254	147	34	by	by	ADP
cana-2254	147	35	individual	individual	ADJ
cana-2254	147	36	patients	patient	NOUN
cana-2254	147	37	.	.	PUNCT
cana-2254	148	1	a	a	DET
cana-2254	148	2	combination	combination	NOUN
cana-2254	148	3	of	of	ADP
cana-2254	148	4	enhanced	enhanced	ADJ
cana-2254	148	5	sensitivity	sensitivity	NOUN
cana-2254	148	6	and	and	CCONJ
cana-2254	148	7	accuracy	accuracy	NOUN
cana-2254	148	8	enables	enable	VERB
cana-2254	148	9	us	we	PRON
cana-2254	148	10	to	to	PART
cana-2254	148	11	better	well	ADV
cana-2254	148	12	predict	predict	VERB
cana-2254	148	13	the	the	DET
cana-2254	148	14	efficacy	efficacy	NOUN
cana-2254	148	15	of	of	ADP
cana-2254	148	16	medications	medication	NOUN
cana-2254	148	17	,	,	PUNCT
cana-2254	148	18	identify	identify	VERB
cana-2254	148	19	symptoms	symptom	NOUN
cana-2254	148	20	of	of	ADP
cana-2254	148	21	diseases	disease	NOUN
cana-2254	148	22	in	in	ADP
cana-2254	148	23	advance	advance	NOUN
cana-2254	148	24	,	,	PUNCT
cana-2254	148	25	and	and	CCONJ
cana-2254	148	26	tailor	tailor	NOUN
cana-2254	148	27	therapies	therapy	NOUN
cana-2254	148	28	to	to	ADP
cana-2254	148	29	the	the	DET
cana-2254	148	30	unique	unique	ADJ
cana-2254	148	31	needs	need	NOUN
cana-2254	148	32	of	of	ADP
cana-2254	148	33	each	each	DET
cana-2254	148	34	patient	patient	NOUN
cana-2254	148	35	.	.	PUNCT
cana-2254	149	1	by	by	ADP
cana-2254	149	2	enhancing	enhance	VERB
cana-2254	149	3	patient	patient	ADJ
cana-2254	149	4	outcomes	outcome	NOUN
cana-2254	149	5	and	and	CCONJ
cana-2254	149	6	accelerating	accelerate	VERB
cana-2254	149	7	medicine	medicine	NOUN
cana-2254	149	8	development	development	NOUN
cana-2254	149	9	,	,	PUNCT
cana-2254	149	10	this	this	DET
cana-2254	149	11	strategy	strategy	NOUN
cana-2254	149	12	opens	open	VERB
cana-2254	149	13	the	the	DET
cana-2254	149	14	way	way	NOUN
cana-2254	149	15	for	for	ADP
cana-2254	149	16	a	a	DET
cana-2254	149	17	more	more	ADV
cana-2254	149	18	effective	effective	ADJ
cana-2254	149	19	and	and	CCONJ
cana-2254	149	20	personalized	personalized	ADJ
cana-2254	149	21	healthcare	healthcare	NOUN
cana-2254	149	22	system	system	NOUN
cana-2254	149	23	.	.	PUNCT
cana-2254	150	1	references	reference	NOUN
cana-2254	150	2	[	[	X
cana-2254	150	3	1	1	NUM
cana-2254	150	4	]	]	X
cana-2254	150	5	schork	schork	NOUN
cana-2254	150	6	,	,	PUNCT
cana-2254	150	7	n.	n.	PROPN
cana-2254	150	8	j.	j.	PROPN
cana-2254	150	9	(	(	PUNCT
cana-2254	150	10	2019	2019	NUM
cana-2254	150	11	)	)	PUNCT
cana-2254	150	12	.	.	PUNCT
cana-2254	151	1	artificial	artificial	ADJ
cana-2254	151	2	intelligence	intelligence	NOUN
cana-2254	151	3	and	and	CCONJ
cana-2254	151	4	personalized	personalized	ADJ
cana-2254	151	5	medicine	medicine	NOUN
cana-2254	151	6	.	.	PUNCT
cana-2254	152	1	precision	precision	NOUN
cana-2254	152	2	medicine	medicine	NOUN
cana-2254	152	3	in	in	ADP
cana-2254	152	4	cancer	cancer	NOUN
cana-2254	152	5	therapy	therapy	NOUN
cana-2254	152	6	,	,	PUNCT
cana-2254	152	7	265283	265283	NUM
cana-2254	152	8	.	.	PUNCT
cana-2254	153	1	[	[	X
cana-2254	153	2	2	2	NUM
cana-2254	153	3	]	]	X
cana-2254	153	4	lavanya	lavanya	NOUN
cana-2254	153	5	,	,	PUNCT
cana-2254	153	6	p.	p.	NOUN
cana-2254	153	7	,	,	PUNCT
cana-2254	153	8	subba	subba	NOUN
cana-2254	153	9	,	,	PUNCT
cana-2254	153	10	r.i.v	r.i.v	NOUN
cana-2254	153	11	.	.	PROPN
cana-2254	153	12	,	,	PUNCT
cana-2254	153	13	selvakumar	selvakumar	PROPN
cana-2254	153	14	,	,	PUNCT
cana-2254	153	15	v.	v.	PROPN
cana-2254	153	16	&	&	CCONJ
cana-2254	153	17	shreesh	shreesh	PROPN
cana-2254	153	18	v	v	PROPN
cana-2254	153	19	deshpande	deshpande	PROPN
cana-2254	153	20	.	.	PUNCT
cana-2254	154	1	(	(	PUNCT
cana-2254	154	2	2024	2024	NUM
cana-2254	154	3	)	)	PUNCT
cana-2254	154	4	.	.	PUNCT
cana-2254	155	1	an	an	DET
cana-2254	155	2	intelligent	intelligent	ADJ
cana-2254	155	3	health	health	NOUN
cana-2254	155	4	surveillance	surveillance	NOUN
cana-2254	155	5	system	system	NOUN
cana-2254	155	6	:	:	PUNCT
cana-2254	155	7	predictive	predictive	ADJ
cana-2254	155	8	modeling	modeling	NOUN
cana-2254	155	9	of	of	ADP
cana-2254	155	10	cardiovascular	cardiovascular	ADJ
cana-2254	155	11	parameters	parameter	NOUN
cana-2254	155	12	through	through	ADP
cana-2254	155	13	machine	machine	NOUN
cana-2254	155	14	learning	learn	VERB
cana-2254	155	15	algorithms	algorithm	NOUN
cana-2254	155	16	using	use	VERB
cana-2254	155	17	lora	lora	PROPN
cana-2254	155	18	communication	communication	NOUN
cana-2254	155	19	and	and	CCONJ
cana-2254	155	20	internet	internet	NOUN
cana-2254	155	21	of	of	ADP
cana-2254	155	22	medical	medical	ADJ
cana-2254	155	23	things	thing	NOUN
cana-2254	155	24	(	(	PUNCT
cana-2254	155	25	iomt	iomt	NOUN
cana-2254	155	26	)	)	PUNCT
cana-2254	155	27	.	.	PUNCT
cana-2254	156	1	journal	journal	PROPN
cana-2254	156	2	of	of	ADP
cana-2254	156	3	internet	internet	NOUN
cana-2254	156	4	services	service	NOUN
cana-2254	156	5	and	and	CCONJ
cana-2254	156	6	information	information	NOUN
cana-2254	156	7	security	security	NOUN
cana-2254	156	8	,	,	PUNCT
cana-2254	156	9	14(1	14(1	NUM
cana-2254	156	10	)	)	PUNCT
cana-2254	156	11	,	,	PUNCT
cana-2254	156	12	165	165	NUM
cana-2254	156	13	-	-	SYM
cana-2254	156	14	179	179	NUM
cana-2254	156	15	.	.	PUNCT
cana-2254	157	1	[	[	X
cana-2254	157	2	3	3	NUM
cana-2254	157	3	]	]	X
cana-2254	157	4	toualbia	toualbia	NOUN
cana-2254	157	5	,	,	PUNCT
cana-2254	157	6	abdelatif	abdelatif	NOUN
cana-2254	157	7	,	,	PUNCT
cana-2254	157	8	and	and	CCONJ
cana-2254	157	9	nabila	nabila	PROPN
cana-2254	157	10	barrouk	barrouk	PROPN
cana-2254	157	11	.	.	PUNCT
cana-2254	158	1	"	"	PUNCT
cana-2254	158	2	blow	blow	VERB
cana-2254	158	3	-	-	PUNCT
cana-2254	158	4	up	up	ADP
cana-2254	158	5	phenomena	phenomenon	NOUN
cana-2254	158	6	for	for	ADP
cana-2254	158	7	pseudo	pseudo	NOUN
cana-2254	158	8	-	-	ADJ
cana-2254	158	9	parabolic	parabolic	ADJ
cana-2254	158	10	kirchhoff	kirchhoff	NOUN
cana-2254	158	11	equations	equation	NOUN
cana-2254	158	12	with	with	ADP
cana-2254	158	13	logarithmic	logarithmic	ADJ
cana-2254	158	14	nonlinearity	nonlinearity	NOUN
cana-2254	158	15	.	.	PUNCT
cana-2254	158	16	"	"	PUNCT
cana-2254	158	17	results	result	NOUN
cana-2254	158	18	in	in	ADP
cana-2254	158	19	nonlinear	nonlinear	ADJ
cana-2254	158	20	analysis	analysis	NOUN
cana-2254	158	21	,	,	PUNCT
cana-2254	158	22	vol	vol	NOUN
cana-2254	158	23	.	.	PROPN
cana-2254	159	1	7	7	NUM
cana-2254	159	2	,	,	PUNCT
cana-2254	159	3	no	no	INTJ
cana-2254	159	4	.	.	NOUN
cana-2254	159	5	2	2	NUM
cana-2254	159	6	,	,	PUNCT
cana-2254	159	7	2024	2024	NUM
cana-2254	159	8	,	,	PUNCT
cana-2254	159	9	pp	pp	ADJ
cana-2254	159	10	.	.	PUNCT
cana-2254	160	1	115–126	115–126	NUM
cana-2254	160	2	.	.	PUNCT
cana-2254	161	1	[	[	X
cana-2254	161	2	4	4	NUM
cana-2254	161	3	]	]	SYM
cana-2254	161	4	mehak	mehak	X
cana-2254	161	5	,	,	PUNCT
cana-2254	161	6	s.	s.	PROPN
cana-2254	161	7	,	,	PUNCT
cana-2254	161	8	himanshi	himanshi	PROPN
cana-2254	161	9	.	.	PUNCT
cana-2254	161	10	,	,	PUNCT
cana-2254	161	11	&	&	CCONJ
cana-2254	161	12	sanju	sanju	PROPN
cana-2254	161	13	,	,	PUNCT
cana-2254	161	14	s.	s.	PROPN
cana-2254	161	15	(	(	PUNCT
cana-2254	161	16	2024	2024	NUM
cana-2254	161	17	)	)	PUNCT
cana-2254	161	18	.	.	PUNCT
cana-2254	162	1	privacy	privacy	NOUN
cana-2254	162	2	-	-	PUNCT
cana-2254	162	3	enhancing	enhance	VERB
cana-2254	162	4	blockchain	blockchain	NOUN
cana-2254	162	5	solutions	solution	NOUN
cana-2254	162	6	for	for	ADP
cana-2254	162	7	the	the	DET
cana-2254	162	8	healthcare	healthcare	NOUN
cana-2254	162	9	sector	sector	NOUN
cana-2254	162	10	:	:	PUNCT
cana-2254	162	11	efficient	efficient	ADJ
cana-2254	162	12	message	message	NOUN
cana-2254	162	13	sharing	sharing	NOUN
cana-2254	162	14	and	and	CCONJ
cana-2254	162	15	robust	robust	ADJ
cana-2254	162	16	big	big	ADJ
cana-2254	162	17	data	datum	NOUN
cana-2254	162	18	protection	protection	NOUN
cana-2254	162	19	.	.	PUNCT
cana-2254	163	1	journal	journal	PROPN
cana-2254	163	2	of	of	ADP
cana-2254	163	3	internet	internet	NOUN
cana-2254	163	4	services	service	NOUN
cana-2254	163	5	and	and	CCONJ
cana-2254	163	6	information	information	NOUN
cana-2254	163	7	security	security	NOUN
cana-2254	163	8	,	,	PUNCT
cana-2254	163	9	14(2	14(2	NUM
cana-2254	163	10	)	)	PUNCT
cana-2254	163	11	,	,	PUNCT
cana-2254	163	12	85	85	NUM
cana-2254	163	13	-	-	SYM
cana-2254	163	14	97	97	NUM
cana-2254	163	15	.	.	PUNCT
cana-2254	164	1	[	[	X
cana-2254	164	2	5	5	NUM
cana-2254	164	3	]	]	SYM
cana-2254	164	4	chakir	chakir	NOUN
cana-2254	164	5	,	,	PUNCT
cana-2254	164	6	youssef	youssef	PROPN
cana-2254	164	7	,	,	PUNCT
cana-2254	164	8	and	and	CCONJ
cana-2254	164	9	el	el	PROPN
cana-2254	164	10	houcine	houcine	PROPN
cana-2254	164	11	el	el	PROPN
cana-2254	164	12	bouchibti	bouchibti	PROPN
cana-2254	164	13	.	.	PUNCT
cana-2254	165	1	"	"	PUNCT
cana-2254	165	2	product	product	NOUN
cana-2254	165	3	of	of	ADP
cana-2254	165	4	operators	operator	NOUN
cana-2254	165	5	and	and	CCONJ
cana-2254	165	6	∂-spectrum	∂-spectrum	NOUN
cana-2254	165	7	preservers	preserver	NOUN
cana-2254	165	8	.	.	PUNCT
cana-2254	165	9	"	"	PUNCT
cana-2254	165	10	results	result	NOUN
cana-2254	165	11	in	in	ADP
cana-2254	165	12	nonlinear	nonlinear	ADJ
cana-2254	165	13	analysis	analysis	NOUN
cana-2254	165	14	,	,	PUNCT
cana-2254	165	15	vol	vol	NOUN
cana-2254	165	16	.	.	PROPN
cana-2254	165	17	7	7	NUM
cana-2254	165	18	,	,	PUNCT
cana-2254	165	19	no	no	INTJ
cana-2254	165	20	.	.	NOUN
cana-2254	165	21	2	2	NUM
cana-2254	165	22	,	,	PUNCT
cana-2254	165	23	2024	2024	NUM
cana-2254	165	24	,	,	PUNCT
cana-2254	165	25	pp	pp	ADV
cana-2254	165	26	.	.	PUNCT
cana-2254	166	1	107–114	107–114	NUM
cana-2254	166	2	.	.	PUNCT
cana-2254	167	1	[	[	X
cana-2254	167	2	6	6	NUM
cana-2254	167	3	]	]	SYM
cana-2254	167	4	mansouri	mansouri	PROPN
cana-2254	167	5	,	,	PUNCT
cana-2254	167	6	s.	s.	PROPN
cana-2254	167	7	(	(	PUNCT
cana-2254	167	8	2023	2023	NUM
cana-2254	167	9	)	)	PUNCT
cana-2254	167	10	.	.	PUNCT
cana-2254	168	1	application	application	NOUN
cana-2254	168	2	of	of	ADP
cana-2254	168	3	neural	neural	ADJ
cana-2254	168	4	networks	network	NOUN
cana-2254	168	5	in	in	ADP
cana-2254	168	6	the	the	DET
cana-2254	168	7	medical	medical	ADJ
cana-2254	168	8	field	field	NOUN
cana-2254	168	9	.	.	PUNCT
cana-2254	169	1	journal	journal	NOUN
cana-2254	169	2	of	of	ADP
cana-2254	169	3	wireless	wireless	ADJ
cana-2254	169	4	mobile	mobile	ADJ
cana-2254	169	5	networks	network	NOUN
cana-2254	169	6	,	,	PUNCT
cana-2254	169	7	ubiquitous	ubiquitous	ADJ
cana-2254	169	8	computing	computing	NOUN
cana-2254	169	9	,	,	PUNCT
cana-2254	169	10	and	and	CCONJ
cana-2254	169	11	dependable	dependable	ADJ
cana-2254	169	12	applications	application	NOUN
cana-2254	169	13	,	,	PUNCT
cana-2254	169	14	14(1	14(1	NUM
cana-2254	169	15	)	)	PUNCT
cana-2254	169	16	,	,	PUNCT
cana-2254	169	17	69	69	NUM
cana-2254	169	18	-	-	SYM
cana-2254	169	19	81	81	NUM
cana-2254	169	20	.	.	PUNCT
cana-2254	170	1	[	[	X
cana-2254	170	2	7	7	NUM
cana-2254	170	3	]	]	SYM
cana-2254	170	4	hartl	hartl	NOUN
cana-2254	170	5	,	,	PUNCT
cana-2254	170	6	d.	d.	PROPN
cana-2254	170	7	,	,	PUNCT
cana-2254	170	8	de	de	PROPN
cana-2254	170	9	luca	luca	PROPN
cana-2254	170	10	,	,	PUNCT
cana-2254	170	11	v.	v.	PROPN
cana-2254	170	12	,	,	PUNCT
cana-2254	170	13	kostikova	kostikova	PROPN
cana-2254	170	14	,	,	PUNCT
cana-2254	170	15	a.	a.	PROPN
cana-2254	170	16	,	,	PUNCT
cana-2254	170	17	laramie	laramie	PROPN
cana-2254	170	18	,	,	PUNCT
cana-2254	170	19	j.	j.	PROPN
cana-2254	170	20	,	,	PUNCT
cana-2254	170	21	kennedy	kennedy	PROPN
cana-2254	170	22	,	,	PUNCT
cana-2254	170	23	s.	s.	PROPN
cana-2254	170	24	,	,	PUNCT
cana-2254	170	25	ferrero	ferrero	PROPN
cana-2254	170	26	,	,	PUNCT
cana-2254	170	27	e.	e.	PROPN
cana-2254	170	28	,	,	PUNCT
cana-2254	170	29	&	&	CCONJ
cana-2254	170	30	roth	roth	PROPN
cana-2254	170	31	,	,	PUNCT
cana-2254	170	32	a.	a.	NOUN
cana-2254	170	33	(	(	PUNCT
cana-2254	170	34	2021	2021	NUM
cana-2254	170	35	)	)	PUNCT
cana-2254	170	36	.	.	PUNCT
cana-2254	171	1	translational	translational	ADJ
cana-2254	171	2	precision	precision	NOUN
cana-2254	171	3	medicine	medicine	NOUN
cana-2254	171	4	:	:	PUNCT
cana-2254	171	5	an	an	DET
cana-2254	171	6	industry	industry	NOUN
cana-2254	171	7	perspective	perspective	NOUN
cana-2254	171	8	.	.	PUNCT
cana-2254	172	1	journal	journal	NOUN
cana-2254	172	2	of	of	ADP
cana-2254	172	3	translational	translational	ADJ
cana-2254	172	4	medicine	medicine	NOUN
cana-2254	172	5	,	,	PUNCT
cana-2254	172	6	19(1	19(1	NUM
cana-2254	172	7	)	)	PUNCT
cana-2254	172	8	,	,	PUNCT
cana-2254	172	9	245	245	NUM
cana-2254	172	10	.	.	PUNCT
cana-2254	173	1	[	[	X
cana-2254	173	2	8	8	NUM
cana-2254	173	3	]	]	X
cana-2254	173	4	malathi	malathi	PROPN
cana-2254	173	5	,	,	PUNCT
cana-2254	173	6	k.	k.	PROPN
cana-2254	173	7	,	,	PUNCT
cana-2254	173	8	shruthi	shruthi	PROPN
cana-2254	173	9	,	,	PUNCT
cana-2254	173	10	s.n	s.n	PROPN
cana-2254	173	11	.	.	PROPN
cana-2254	173	12	,	,	PUNCT
cana-2254	173	13	madhumitha	madhumitha	NOUN
cana-2254	173	14	,	,	PUNCT
cana-2254	173	15	n.	n.	NOUN
cana-2254	173	16	,	,	PUNCT
cana-2254	173	17	sreelakshmi	sreelakshmi	NOUN
cana-2254	173	18	,	,	PUNCT
cana-2254	173	19	s.	s.	PROPN
cana-2254	173	20	,	,	PUNCT
cana-2254	173	21	sathya	sathya	PROPN
cana-2254	173	22	,	,	PUNCT
cana-2254	173	23	u.	u.	PROPN
cana-2254	173	24	,	,	PUNCT
cana-2254	173	25	&	&	CCONJ
cana-2254	173	26	sangeetha	sangeetha	PROPN
cana-2254	173	27	,	,	PUNCT
cana-2254	173	28	p.m.	p.m.	NOUN
cana-2254	173	29	(	(	PUNCT
cana-2254	173	30	2024	2024	NUM
cana-2254	173	31	)	)	PUNCT
cana-2254	173	32	.	.	PUNCT
cana-2254	174	1	medical	medical	ADJ
cana-2254	174	2	data	datum	NOUN
cana-2254	174	3	integration	integration	NOUN
cana-2254	174	4	and	and	CCONJ
cana-2254	174	5	interoperability	interoperability	NOUN
cana-2254	174	6	through	through	ADP
cana-2254	174	7	remote	remote	ADJ
cana-2254	174	8	monitoring	monitoring	NOUN
cana-2254	174	9	of	of	ADP
cana-2254	174	10	healthcare	healthcare	NOUN
cana-2254	174	11	devices	device	NOUN
cana-2254	174	12	.	.	PUNCT
cana-2254	175	1	journal	journal	PROPN
cana-2254	175	2	of	of	ADP
cana-2254	175	3	wireless	wireless	ADJ
cana-2254	175	4	mobile	mobile	ADJ
cana-2254	175	5	networks	network	NOUN
cana-2254	175	6	,	,	PUNCT
cana-2254	175	7	ubiquitous	ubiquitous	ADJ
cana-2254	175	8	computing	computing	NOUN
cana-2254	175	9	,	,	PUNCT
cana-2254	175	10	and	and	CCONJ
cana-2254	175	11	dependable	dependable	ADJ
cana-2254	175	12	applications	application	NOUN
cana-2254	175	13	(	(	PUNCT
cana-2254	175	14	jowua	jowua	ADJ
cana-2254	175	15	)	)	PUNCT
cana-2254	175	16	,	,	PUNCT
cana-2254	175	17	15(2	15(2	NUM
cana-2254	175	18	)	)	PUNCT
cana-2254	175	19	,	,	PUNCT
cana-2254	175	20	60	60	NUM
cana-2254	175	21	-	-	SYM
cana-2254	175	22	72	72	NUM
cana-2254	175	23	.	.	PUNCT
cana-2254	176	1	https://doi.org/10.58346/jowua.2024.i2.005	https://doi.org/10.58346/jowua.2024.i2.005	ADJ
cana-2254	177	1	[	[	X
cana-2254	177	2	9	9	NUM
cana-2254	177	3	]	]	X
cana-2254	177	4	montvida	montvida	PROPN
cana-2254	177	5	,	,	PUNCT
cana-2254	177	6	o.	o.	PROPN
cana-2254	177	7	,	,	PUNCT
cana-2254	177	8	arandelovic	arandelovic	PROPN
cana-2254	177	9	,	,	PUNCT
cana-2254	177	10	o.	o.	PROPN
cana-2254	177	11	,	,	PUNCT
cana-2254	177	12	reiner	reiner	NOUN
cana-2254	177	13	,	,	PUNCT
cana-2254	177	14	e.	e.	PROPN
cana-2254	177	15	,	,	PUNCT
cana-2254	177	16	&	&	CCONJ
cana-2254	177	17	paul	paul	PROPN
cana-2254	177	18	,	,	PUNCT
cana-2254	177	19	s.	s.	PROPN
cana-2254	177	20	k.	k.	PROPN
cana-2254	177	21	(	(	PUNCT
cana-2254	177	22	2017	2017	NUM
cana-2254	177	23	)	)	PUNCT
cana-2254	177	24	.	.	PUNCT
cana-2254	178	1	data	datum	NOUN
cana-2254	178	2	mining	mining	NOUN
cana-2254	178	3	approach	approach	NOUN
cana-2254	178	4	to	to	PART
cana-2254	178	5	estimate	estimate	VERB
cana-2254	178	6	the	the	DET
cana-2254	178	7	duration	duration	NOUN
cana-2254	178	8	of	of	ADP
cana-2254	178	9	drug	drug	NOUN
cana-2254	178	10	therapy	therapy	NOUN
cana-2254	178	11	from	from	ADP
cana-2254	178	12	longitudinal	longitudinal	ADJ
cana-2254	178	13	electronic	electronic	ADJ
cana-2254	178	14	medical	medical	ADJ
cana-2254	178	15	records	record	NOUN
cana-2254	178	16	.	.	PUNCT
cana-2254	179	1	open	open	ADJ
cana-2254	179	2	bioinformatics	bioinformatics	NOUN
cana-2254	179	3	journal	journal	NOUN
cana-2254	179	4	.	.	PUNCT
cana-2254	180	1	[	[	X
cana-2254	180	2	10	10	NUM
cana-2254	180	3	]	]	X
cana-2254	180	4	camgözlü	camgözlü	NOUN
cana-2254	180	5	,	,	PUNCT
cana-2254	180	6	y.	y.	PROPN
cana-2254	180	7	,	,	PUNCT
cana-2254	180	8	&	&	CCONJ
cana-2254	180	9	kutlu	kutlu	PROPN
cana-2254	180	10	,	,	PUNCT
cana-2254	180	11	y.	y.	PROPN
cana-2254	180	12	(	(	PUNCT
cana-2254	180	13	2023	2023	NUM
cana-2254	180	14	)	)	PUNCT
cana-2254	180	15	.	.	PUNCT
cana-2254	181	1	leaf	leaf	NOUN
cana-2254	181	2	image	image	NOUN
cana-2254	181	3	classification	classification	NOUN
cana-2254	181	4	based	base	VERB
cana-2254	181	5	on	on	ADP
cana-2254	181	6	pre	pre	ADJ
cana-2254	181	7	-	-	ADJ
cana-2254	181	8	trained	train	VERB
cana-2254	181	9	convolutional	convolutional	ADJ
cana-2254	181	10	neural	neural	ADJ
cana-2254	181	11	network	network	NOUN
cana-2254	181	12	models	model	NOUN
cana-2254	181	13	.	.	PUNCT
cana-2254	182	1	natural	natural	ADJ
cana-2254	182	2	and	and	CCONJ
cana-2254	182	3	engineering	engineering	NOUN
cana-2254	182	4	sciences	science	NOUN
cana-2254	182	5	,	,	PUNCT
cana-2254	182	6	8(3	8(3	NUM
cana-2254	182	7	)	)	PUNCT
cana-2254	182	8	,	,	PUNCT
cana-2254	182	9	214	214	NUM
cana-2254	182	10	-	-	SYM
cana-2254	182	11	232	232	NUM
cana-2254	182	12	.	.	PUNCT
cana-2254	183	1	[	[	X
cana-2254	183	2	11	11	NUM
cana-2254	183	3	]	]	X
cana-2254	183	4	seyhan	seyhan	PROPN
cana-2254	183	5	,	,	PUNCT
cana-2254	183	6	a.	a.	NOUN
cana-2254	183	7	a.	a.	PROPN
cana-2254	183	8	,	,	PUNCT
cana-2254	183	9	&	&	CCONJ
cana-2254	183	10	carini	carini	PROPN
cana-2254	183	11	,	,	PUNCT
cana-2254	183	12	c.	c.	PROPN
cana-2254	183	13	(	(	PUNCT
cana-2254	183	14	2019	2019	NUM
cana-2254	183	15	)	)	PUNCT
cana-2254	183	16	.	.	PUNCT
cana-2254	184	1	are	be	AUX
cana-2254	184	2	innovation	innovation	NOUN
cana-2254	184	3	and	and	CCONJ
cana-2254	184	4	new	new	ADJ
cana-2254	184	5	technologies	technology	NOUN
cana-2254	184	6	in	in	ADP
cana-2254	184	7	precision	precision	NOUN
cana-2254	184	8	medicine	medicine	NOUN
cana-2254	184	9	paving	pave	VERB
cana-2254	184	10	a	a	DET
cana-2254	184	11	new	new	ADJ
cana-2254	184	12	era	era	NOUN
cana-2254	184	13	in	in	ADP
cana-2254	184	14	patients	patient	NOUN
cana-2254	184	15	centric	centric	ADJ
cana-2254	184	16	care	care	NOUN
cana-2254	184	17	?	?	PUNCT
cana-2254	184	18	.	.	PUNCT
cana-2254	185	1	journal	journal	PROPN
cana-2254	185	2	of	of	ADP
cana-2254	185	3	translational	translational	ADJ
cana-2254	185	4	medicine	medicine	NOUN
cana-2254	185	5	,	,	PUNCT
cana-2254	185	6	17(1	17(1	NUM
cana-2254	185	7	)	)	PUNCT
cana-2254	185	8	,	,	PUNCT
cana-2254	185	9	114	114	NUM
cana-2254	185	10	.	.	PUNCT
cana-2254	186	1	communications	communication	NOUN
cana-2254	186	2	on	on	ADP
cana-2254	186	3	applied	apply	VERB
cana-2254	186	4	nonlinear	nonlinear	ADJ
cana-2254	186	5	analysis	analysis	NOUN
cana-2254	186	6	issn	issn	NOUN
cana-2254	186	7	:	:	PUNCT
cana-2254	186	8	1074	1074	NUM
cana-2254	186	9	-	-	PUNCT
cana-2254	186	10	133x	133x	NUM
cana-2254	186	11	vol	vol	NOUN
cana-2254	186	12	32	32	NUM
cana-2254	186	13	no	no	NOUN
cana-2254	186	14	.	.	PUNCT
cana-2254	187	1	2s	2s	NUM
cana-2254	187	2	(	(	PUNCT
cana-2254	187	3	2025	2025	NUM
cana-2254	187	4	)	)	PUNCT
cana-2254	187	5	103	103	NUM
cana-2254	187	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2254	188	1	[	[	X
cana-2254	188	2	12	12	NUM
cana-2254	188	3	]	]	PUNCT
cana-2254	188	4	bobir	bobir	NOUN
cana-2254	188	5	,	,	PUNCT
cana-2254	188	6	a.o	a.o	PROPN
cana-2254	188	7	.	.	PROPN
cana-2254	188	8	,	,	PUNCT
cana-2254	188	9	askariy	askariy	ADJ
cana-2254	188	10	,	,	PUNCT
cana-2254	188	11	m.	m.	NOUN
cana-2254	188	12	,	,	PUNCT
cana-2254	188	13	otabek	otabek	PROPN
cana-2254	188	14	,	,	PUNCT
cana-2254	188	15	y.y	y.y	PROPN
cana-2254	188	16	.	.	PROPN
cana-2254	188	17	,	,	PUNCT
cana-2254	188	18	nodir	nodir	PROPN
cana-2254	188	19	,	,	PUNCT
cana-2254	188	20	r.k	r.k	PROPN
cana-2254	188	21	.	.	PROPN
cana-2254	188	22	,	,	PUNCT
cana-2254	188	23	rakhima	rakhima	PROPN
cana-2254	188	24	,	,	PUNCT
cana-2254	188	25	a.	a.	NOUN
cana-2254	188	26	,	,	PUNCT
cana-2254	188	27	zukhra	zukhra	PROPN
cana-2254	188	28	,	,	PUNCT
cana-2254	188	29	z.y	z.y	PROPN
cana-2254	188	30	.	.	PROPN
cana-2254	188	31	,	,	PUNCT
cana-2254	188	32	sherzod	sherzod	PROPN
cana-2254	188	33	,	,	PUNCT
cana-2254	188	34	a.a	a.a	PROPN
cana-2254	188	35	.	.	PROPN
cana-2254	188	36	(	(	PUNCT
cana-2254	188	37	2024	2024	NUM
cana-2254	188	38	)	)	PUNCT
cana-2254	188	39	.	.	PUNCT
cana-2254	189	1	utilizing	utilize	VERB
cana-2254	189	2	deep	deep	ADJ
cana-2254	189	3	learning	learning	NOUN
cana-2254	189	4	and	and	CCONJ
cana-2254	189	5	the	the	DET
cana-2254	189	6	internet	internet	NOUN
cana-2254	189	7	of	of	ADP
cana-2254	189	8	things	thing	NOUN
cana-2254	189	9	to	to	PART
cana-2254	189	10	monitor	monitor	VERB
cana-2254	189	11	the	the	DET
cana-2254	189	12	health	health	NOUN
cana-2254	189	13	of	of	ADP
cana-2254	189	14	aquatic	aquatic	ADJ
cana-2254	189	15	ecosystems	ecosystem	NOUN
cana-2254	189	16	to	to	PART
cana-2254	189	17	conserve	conserve	VERB
cana-2254	189	18	biodiversity	biodiversity	NOUN
cana-2254	189	19	.	.	PUNCT
cana-2254	190	1	natural	natural	ADJ
cana-2254	190	2	and	and	CCONJ
cana-2254	190	3	engineering	engineering	NOUN
cana-2254	190	4	sciences	science	NOUN
cana-2254	190	5	,	,	PUNCT
cana-2254	190	6	9(1	9(1	NUM
cana-2254	190	7	)	)	PUNCT
cana-2254	190	8	,	,	PUNCT
cana-2254	190	9	72	72	NUM
cana-2254	190	10	-	-	SYM
cana-2254	190	11	83	83	NUM
cana-2254	190	12	.	.	PUNCT
cana-2254	191	1	[	[	X
cana-2254	191	2	13	13	NUM
cana-2254	191	3	]	]	X
cana-2254	191	4	zhu	zhu	PROPN
cana-2254	191	5	,	,	PUNCT
cana-2254	191	6	h.	h.	PROPN
cana-2254	191	7	(	(	PUNCT
cana-2254	191	8	2020	2020	NUM
cana-2254	191	9	)	)	PUNCT
cana-2254	191	10	.	.	PUNCT
cana-2254	192	1	big	big	ADJ
cana-2254	192	2	data	datum	NOUN
cana-2254	192	3	and	and	CCONJ
cana-2254	192	4	artificial	artificial	ADJ
cana-2254	192	5	intelligence	intelligence	NOUN
cana-2254	192	6	modeling	modeling	NOUN
cana-2254	192	7	for	for	ADP
cana-2254	192	8	drug	drug	NOUN
cana-2254	192	9	discovery	discovery	NOUN
cana-2254	192	10	.	.	PUNCT
cana-2254	193	1	annual	annual	ADJ
cana-2254	193	2	review	review	NOUN
cana-2254	193	3	of	of	ADP
cana-2254	193	4	pharmacology	pharmacology	NOUN
cana-2254	193	5	and	and	CCONJ
cana-2254	193	6	toxicology	toxicology	NOUN
cana-2254	193	7	,	,	PUNCT
cana-2254	193	8	60(1	60(1	NUM
cana-2254	193	9	)	)	PUNCT
cana-2254	193	10	,	,	PUNCT
cana-2254	193	11	573	573	NUM
cana-2254	193	12	-	-	SYM
cana-2254	193	13	589	589	NUM
cana-2254	193	14	.	.	PUNCT
cana-2254	194	1	[	[	X
cana-2254	194	2	14	14	NUM
cana-2254	194	3	]	]	X
cana-2254	194	4	s.	s.	PROPN
cana-2254	194	5	neelima	neelima	PROPN
cana-2254	194	6	,	,	PUNCT
cana-2254	194	7	manoj	manoj	PROPN
cana-2254	194	8	govindaraj	govindaraj	NOUN
cana-2254	194	9	,	,	PUNCT
cana-2254	194	10	dr.k	dr.k	ADV
cana-2254	194	11	.	.	PUNCT
cana-2254	195	1	subramani	subramani	PROPN
cana-2254	195	2	,	,	PUNCT
cana-2254	195	3	ahmed	ahmed	PROPN
cana-2254	195	4	alkhayyat	alkhayyat	PROPN
cana-2254	195	5	,	,	PUNCT
cana-2254	195	6	&	&	CCONJ
cana-2254	195	7	dr	dr	PROPN
cana-2254	195	8	.	.	PROPN
cana-2254	195	9	chippy	chippy	PROPN
cana-2254	195	10	mohan	mohan	PROPN
cana-2254	195	11	.	.	PUNCT
cana-2254	196	1	(	(	PUNCT
cana-2254	196	2	2024	2024	NUM
cana-2254	196	3	)	)	PUNCT
cana-2254	196	4	.	.	PUNCT
cana-2254	197	1	factors	factor	NOUN
cana-2254	197	2	influencing	influence	VERB
cana-2254	197	3	data	datum	NOUN
cana-2254	197	4	utilization	utilization	NOUN
cana-2254	197	5	and	and	CCONJ
cana-2254	197	6	performance	performance	NOUN
cana-2254	197	7	of	of	ADP
cana-2254	197	8	health	health	NOUN
cana-2254	197	9	management	management	NOUN
cana-2254	197	10	information	information	NOUN
cana-2254	197	11	systems	system	NOUN
cana-2254	197	12	:	:	PUNCT
cana-2254	197	13	a	a	DET
cana-2254	197	14	case	case	NOUN
cana-2254	197	15	study	study	NOUN
cana-2254	197	16	.	.	PUNCT
cana-2254	198	1	indian	indian	PROPN
cana-2254	198	2	journal	journal	PROPN
cana-2254	198	3	of	of	ADP
cana-2254	198	4	information	information	NOUN
cana-2254	198	5	sources	source	NOUN
cana-2254	198	6	and	and	CCONJ
cana-2254	198	7	services	service	NOUN
cana-2254	198	8	,	,	PUNCT
cana-2254	198	9	14(2	14(2	NUM
cana-2254	198	10	)	)	PUNCT
cana-2254	198	11	,	,	PUNCT
cana-2254	198	12	146–152	146–152	NUM
cana-2254	198	13	.	.	PUNCT
cana-2254	199	1	https://doi.org/10.51983/ijiss-2024.14.2.21	https://doi.org/10.51983/ijiss-2024.14.2.21	NOUN
cana-2254	199	2	[	[	X
cana-2254	199	3	15	15	NUM
cana-2254	199	4	]	]	X
cana-2254	199	5	prosperi	prosperi	ADJ
cana-2254	199	6	,	,	PUNCT
cana-2254	199	7	m.	m.	NOUN
cana-2254	199	8	,	,	PUNCT
cana-2254	199	9	min	min	PROPN
cana-2254	199	10	,	,	PUNCT
cana-2254	199	11	j.	j.	PROPN
cana-2254	199	12	s.	s.	PROPN
cana-2254	199	13	,	,	PUNCT
cana-2254	199	14	bian	bian	PROPN
cana-2254	199	15	,	,	PUNCT
cana-2254	199	16	j.	j.	PROPN
cana-2254	199	17	,	,	PUNCT
cana-2254	199	18	&	&	CCONJ
cana-2254	199	19	modave	modave	PROPN
cana-2254	199	20	,	,	PUNCT
cana-2254	199	21	f.	f.	PROPN
cana-2254	199	22	(	(	PUNCT
cana-2254	199	23	2018	2018	NUM
cana-2254	199	24	)	)	PUNCT
cana-2254	199	25	.	.	PUNCT
cana-2254	200	1	big	big	ADJ
cana-2254	200	2	data	datum	NOUN
cana-2254	200	3	hurdles	hurdle	NOUN
cana-2254	200	4	in	in	ADP
cana-2254	200	5	precision	precision	NOUN
cana-2254	200	6	medicine	medicine	NOUN
cana-2254	200	7	and	and	CCONJ
cana-2254	200	8	precision	precision	NOUN
cana-2254	200	9	public	public	ADJ
cana-2254	200	10	health	health	NOUN
cana-2254	200	11	.	.	PUNCT
cana-2254	201	1	bmc	bmc	PROPN
cana-2254	201	2	medical	medical	ADJ
cana-2254	201	3	informatics	informatic	NOUN
cana-2254	201	4	and	and	CCONJ
cana-2254	201	5	decision	decision	NOUN
cana-2254	201	6	making	making	NOUN
cana-2254	201	7	,	,	PUNCT
cana-2254	201	8	18	18	NUM
cana-2254	201	9	,	,	PUNCT
cana-2254	201	10	1	1	NUM
cana-2254	201	11	-	-	SYM
cana-2254	201	12	15	15	NUM
cana-2254	201	13	.	.	PUNCT
cana-2254	202	1	[	[	X
cana-2254	202	2	16	16	NUM
cana-2254	202	3	]	]	X
cana-2254	202	4	mumtaj	mumtaj	NOUN
cana-2254	202	5	begum	begum	PROPN
cana-2254	202	6	,	,	PUNCT
cana-2254	202	7	h.	h.	PROPN
cana-2254	202	8	(	(	PUNCT
cana-2254	202	9	2022	2022	NUM
cana-2254	202	10	)	)	PUNCT
cana-2254	202	11	.	.	PUNCT
cana-2254	203	1	scientometric	scientometric	ADJ
cana-2254	203	2	analysis	analysis	NOUN
cana-2254	203	3	of	of	ADP
cana-2254	203	4	the	the	DET
cana-2254	203	5	research	research	NOUN
cana-2254	203	6	paper	paper	NOUN
cana-2254	203	7	output	output	NOUN
cana-2254	203	8	on	on	ADP
cana-2254	203	9	artificial	artificial	ADJ
cana-2254	203	10	intelligence	intelligence	NOUN
cana-2254	203	11	:	:	PUNCT
cana-2254	203	12	a	a	DET
cana-2254	203	13	study	study	NOUN
cana-2254	203	14	.	.	PUNCT
cana-2254	204	1	indian	indian	ADJ
cana-2254	204	2	journal	journal	PROPN
cana-2254	204	3	of	of	ADP
cana-2254	204	4	information	information	NOUN
cana-2254	204	5	sources	source	NOUN
cana-2254	204	6	and	and	CCONJ
cana-2254	204	7	services	service	NOUN
cana-2254	204	8	,	,	PUNCT
cana-2254	204	9	12(1	12(1	NUM
cana-2254	204	10	)	)	PUNCT
cana-2254	204	11	,	,	PUNCT
cana-2254	204	12	52–58	52–58	NUM
cana-2254	204	13	.	.	PUNCT
cana-2254	205	1	[	[	X
cana-2254	205	2	17	17	NUM
cana-2254	205	3	]	]	PUNCT
cana-2254	205	4	fröhlich	fröhlich	PROPN
cana-2254	205	5	,	,	PUNCT
cana-2254	205	6	h.	h.	PROPN
cana-2254	205	7	,	,	PUNCT
cana-2254	205	8	balling	balling	PROPN
cana-2254	205	9	,	,	PUNCT
cana-2254	205	10	r.	r.	PROPN
cana-2254	205	11	,	,	PUNCT
cana-2254	205	12	beerenwinkel	beerenwinkel	NOUN
cana-2254	205	13	,	,	PUNCT
cana-2254	205	14	n.	n.	PROPN
cana-2254	205	15	,	,	PUNCT
cana-2254	205	16	kohlbacher	kohlbacher	NOUN
cana-2254	205	17	,	,	PUNCT
cana-2254	205	18	o.	o.	PROPN
cana-2254	205	19	,	,	PUNCT
cana-2254	205	20	kumar	kumar	PROPN
cana-2254	205	21	,	,	PUNCT
cana-2254	205	22	s.	s.	PROPN
cana-2254	205	23	,	,	PUNCT
cana-2254	205	24	lengauer	lengauer	PROPN
cana-2254	205	25	,	,	PUNCT
cana-2254	205	26	t.	t.	PROPN
cana-2254	205	27	,	,	PUNCT
cana-2254	205	28	&	&	CCONJ
cana-2254	205	29	zupan	zupan	PROPN
cana-2254	205	30	,	,	PUNCT
cana-2254	205	31	b.	b.	PROPN
cana-2254	205	32	(	(	PUNCT
cana-2254	205	33	2018	2018	NUM
cana-2254	205	34	)	)	PUNCT
cana-2254	205	35	.	.	PUNCT
cana-2254	206	1	from	from	ADP
cana-2254	206	2	hype	hype	NOUN
cana-2254	206	3	to	to	ADP
cana-2254	206	4	reality	reality	NOUN
cana-2254	206	5	:	:	PUNCT
cana-2254	206	6	data	datum	NOUN
cana-2254	206	7	science	science	NOUN
cana-2254	206	8	enabling	enable	VERB
cana-2254	206	9	personalized	personalized	ADJ
cana-2254	206	10	medicine	medicine	NOUN
cana-2254	206	11	.	.	PUNCT
cana-2254	207	1	bmc	bmc	ADJ
cana-2254	207	2	medicine	medicine	NOUN
cana-2254	207	3	,	,	PUNCT
cana-2254	207	4	16	16	NUM
cana-2254	207	5	,	,	PUNCT
cana-2254	207	6	1	1	NUM
cana-2254	207	7	-	-	SYM
cana-2254	207	8	15	15	NUM
cana-2254	207	9	.	.	PUNCT
cana-2254	208	1	[	[	X
cana-2254	208	2	18	18	NUM
cana-2254	208	3	]	]	PUNCT
cana-2254	208	4	veera	veera	NOUN
cana-2254	208	5	boopathy	boopathy	PROPN
cana-2254	208	6	,	,	PUNCT
cana-2254	208	7	e.	e.	PROPN
cana-2254	208	8	,	,	PUNCT
cana-2254	208	9	peer	peer	NOUN
cana-2254	208	10	mohamed	mohamed	PROPN
cana-2254	208	11	appa	appa	PROPN
cana-2254	208	12	,	,	PUNCT
cana-2254	208	13	m.a.y	m.a.y	NOUN
cana-2254	208	14	.	.	PUNCT
cana-2254	208	15	,	,	PUNCT
cana-2254	208	16	pragadeswaran	pragadeswaran	PROPN
cana-2254	208	17	,	,	PUNCT
cana-2254	208	18	s.	s.	PROPN
cana-2254	208	19	,	,	PUNCT
cana-2254	208	20	karthick	karthick	PROPN
cana-2254	208	21	raja	raja	PROPN
cana-2254	208	22	,	,	PUNCT
cana-2254	208	23	d.	d.	PROPN
cana-2254	208	24	,	,	PUNCT
cana-2254	208	25	gowtham	gowtham	PROPN
cana-2254	208	26	,	,	PUNCT
cana-2254	208	27	m.	m.	NOUN
cana-2254	208	28	,	,	PUNCT
cana-2254	208	29	kishore	kishore	PROPN
cana-2254	208	30	,	,	PUNCT
cana-2254	208	31	r.	r.	PROPN
cana-2254	208	32	,	,	PUNCT
cana-2254	208	33	vimalraj	vimalraj	VERB
cana-2254	208	34	,	,	PUNCT
cana-2254	208	35	p.	p.	NOUN
cana-2254	208	36	,	,	PUNCT
cana-2254	208	37	&	&	CCONJ
cana-2254	208	38	vissnuvardhan	vissnuvardhan	PROPN
cana-2254	208	39	,	,	PUNCT
cana-2254	208	40	k.	k.	PROPN
cana-2254	208	41	(	(	PUNCT
cana-2254	208	42	2024	2024	NUM
cana-2254	208	43	)	)	PUNCT
cana-2254	208	44	.	.	PUNCT
cana-2254	209	1	a	a	DET
cana-2254	209	2	data	datum	NOUN
cana-2254	209	3	driven	drive	VERB
cana-2254	209	4	approach	approach	NOUN
cana-2254	209	5	through	through	ADP
cana-2254	209	6	iomt	iomt	PROPN
cana-2254	209	7	based	base	VERB
cana-2254	209	8	patient	patient	ADJ
cana-2254	209	9	healthcare	healthcare	NOUN
cana-2254	209	10	monitoring	monitoring	NOUN
cana-2254	209	11	system	system	NOUN
cana-2254	209	12	.	.	PUNCT
cana-2254	210	1	archives	archive	NOUN
cana-2254	210	2	for	for	ADP
cana-2254	210	3	technical	technical	ADJ
cana-2254	210	4	sciences	science	NOUN
cana-2254	210	5	,	,	PUNCT
cana-2254	210	6	2(31	2(31	NUM
cana-2254	210	7	)	)	PUNCT
cana-2254	210	8	,	,	PUNCT
cana-2254	210	9	9	9	NUM
cana-2254	210	10	-	-	SYM
cana-2254	210	11	15	15	NUM
cana-2254	210	12	.	.	PUNCT
cana-2254	211	1	[	[	X
cana-2254	211	2	19	19	NUM
cana-2254	211	3	]	]	SYM
cana-2254	211	4	quinn	quinn	NOUN
cana-2254	211	5	,	,	PUNCT
cana-2254	211	6	r.	r.	PROPN
cana-2254	211	7	a.	a.	PROPN
cana-2254	211	8	,	,	PUNCT
cana-2254	211	9	nothias	nothias	PROPN
cana-2254	211	10	,	,	PUNCT
cana-2254	211	11	l.	l.	PROPN
cana-2254	211	12	f.	f.	PROPN
cana-2254	211	13	,	,	PUNCT
cana-2254	211	14	vining	vining	NOUN
cana-2254	211	15	,	,	PUNCT
cana-2254	211	16	o.	o.	PROPN
cana-2254	211	17	,	,	PUNCT
cana-2254	211	18	meehan	meehan	PROPN
cana-2254	211	19	,	,	PUNCT
cana-2254	211	20	m.	m.	NOUN
cana-2254	211	21	,	,	PUNCT
cana-2254	211	22	esquenazi	esquenazi	PROPN
cana-2254	211	23	,	,	PUNCT
cana-2254	211	24	e.	e.	PROPN
cana-2254	211	25	,	,	PUNCT
cana-2254	211	26	&	&	CCONJ
cana-2254	211	27	dorrestein	dorrestein	ADJ
cana-2254	211	28	,	,	PUNCT
cana-2254	211	29	p.	p.	PROPN
cana-2254	211	30	c.	c.	PROPN
cana-2254	211	31	(	(	PUNCT
cana-2254	211	32	2017	2017	NUM
cana-2254	211	33	)	)	PUNCT
cana-2254	211	34	.	.	PUNCT
cana-2254	212	1	molecular	molecular	ADJ
cana-2254	212	2	networking	networking	NOUN
cana-2254	212	3	as	as	ADP
cana-2254	212	4	a	a	DET
cana-2254	212	5	drug	drug	NOUN
cana-2254	212	6	discovery	discovery	NOUN
cana-2254	212	7	,	,	PUNCT
cana-2254	212	8	drug	drug	NOUN
cana-2254	212	9	metabolism	metabolism	NOUN
cana-2254	212	10	,	,	PUNCT
cana-2254	212	11	and	and	CCONJ
cana-2254	212	12	precision	precision	NOUN
cana-2254	212	13	medicine	medicine	NOUN
cana-2254	212	14	strategy	strategy	NOUN
cana-2254	212	15	.	.	PUNCT
cana-2254	213	1	trends	trend	NOUN
cana-2254	213	2	in	in	ADP
cana-2254	213	3	pharmacological	pharmacological	ADJ
cana-2254	213	4	sciences	science	NOUN
cana-2254	213	5	,	,	PUNCT
cana-2254	213	6	38(2	38(2	NOUN
cana-2254	213	7	)	)	PUNCT
cana-2254	213	8	,	,	PUNCT
cana-2254	213	9	143	143	NUM
cana-2254	213	10	-	-	SYM
cana-2254	213	11	154	154	NUM
cana-2254	213	12	.	.	PUNCT
cana-2254	214	1	[	[	X
cana-2254	214	2	20	20	NUM
cana-2254	214	3	]	]	PUNCT
cana-2254	214	4	rajula	rajula	NOUN
cana-2254	214	5	,	,	PUNCT
cana-2254	214	6	h.	h.	PROPN
cana-2254	214	7	s.	s.	PROPN
cana-2254	214	8	r.	r.	PROPN
cana-2254	214	9	,	,	PUNCT
cana-2254	214	10	verlato	verlato	PROPN
cana-2254	214	11	,	,	PUNCT
cana-2254	214	12	g.	g.	PROPN
cana-2254	214	13	,	,	PUNCT
cana-2254	214	14	manchia	manchia	NOUN
cana-2254	214	15	,	,	PUNCT
cana-2254	214	16	m.	m.	NOUN
cana-2254	214	17	,	,	PUNCT
cana-2254	214	18	antonucci	antonucci	PROPN
cana-2254	214	19	,	,	PUNCT
cana-2254	214	20	n.	n.	NOUN
cana-2254	214	21	,	,	PUNCT
cana-2254	214	22	&	&	CCONJ
cana-2254	214	23	fanos	fanos	PROPN
cana-2254	214	24	,	,	PUNCT
cana-2254	214	25	v.	v.	PROPN
cana-2254	214	26	(	(	PUNCT
cana-2254	214	27	2020	2020	NUM
cana-2254	214	28	)	)	PUNCT
cana-2254	214	29	.	.	PUNCT
cana-2254	215	1	comparison	comparison	NOUN
cana-2254	215	2	of	of	ADP
cana-2254	215	3	conventional	conventional	ADJ
cana-2254	215	4	statistical	statistical	ADJ
cana-2254	215	5	methods	method	NOUN
cana-2254	215	6	with	with	ADP
cana-2254	215	7	machine	machine	NOUN
cana-2254	215	8	learning	learning	NOUN
cana-2254	215	9	in	in	ADP
cana-2254	215	10	medicine	medicine	NOUN
cana-2254	215	11	:	:	PUNCT
cana-2254	215	12	diagnosis	diagnosis	NOUN
cana-2254	215	13	,	,	PUNCT
cana-2254	215	14	drug	drug	NOUN
cana-2254	215	15	development	development	NOUN
cana-2254	215	16	,	,	PUNCT
cana-2254	215	17	and	and	CCONJ
cana-2254	215	18	treatment	treatment	NOUN
cana-2254	215	19	.	.	PUNCT
cana-2254	216	1	medicina	medicina	PROPN
cana-2254	216	2	,	,	PUNCT
cana-2254	216	3	56(9	56(9	NOUN
cana-2254	216	4	)	)	PUNCT
cana-2254	216	5	,	,	PUNCT
cana-2254	216	6	455	455	NUM
cana-2254	216	7	.	.	PUNCT
cana-2254	217	1	[	[	X
cana-2254	217	2	21	21	NUM
cana-2254	217	3	]	]	X
cana-2254	217	4	jacob	jacob	PROPN
cana-2254	217	5	,	,	PUNCT
cana-2254	217	6	m.	m.	NOUN
cana-2254	217	7	,	,	PUNCT
cana-2254	217	8	lopata	lopata	PROPN
cana-2254	217	9	,	,	PUNCT
cana-2254	217	10	a.	a.	PROPN
cana-2254	217	11	l.	l.	PROPN
cana-2254	217	12	,	,	PUNCT
cana-2254	217	13	dasouki	dasouki	PROPN
cana-2254	217	14	,	,	PUNCT
cana-2254	217	15	m.	m.	NOUN
cana-2254	217	16	,	,	PUNCT
cana-2254	217	17	&	&	CCONJ
cana-2254	217	18	abdel	abdel	PROPN
cana-2254	217	19	rahman	rahman	PROPN
cana-2254	217	20	,	,	PUNCT
cana-2254	217	21	a.	a.	NOUN
cana-2254	217	22	m.	m.	NOUN
cana-2254	217	23	(	(	PUNCT
cana-2254	217	24	2019	2019	NUM
cana-2254	217	25	)	)	PUNCT
cana-2254	217	26	.	.	PUNCT
cana-2254	218	1	metabolomics	metabolomic	NOUN
cana-2254	218	2	toward	toward	ADP
cana-2254	218	3	personalized	personalized	ADJ
cana-2254	218	4	medicine	medicine	NOUN
cana-2254	218	5	.	.	PUNCT
cana-2254	219	1	mass	mass	ADJ
cana-2254	219	2	spectrometry	spectrometry	NOUN
cana-2254	219	3	reviews	review	NOUN
cana-2254	219	4	,	,	PUNCT
cana-2254	219	5	38(3	38(3	NUM
cana-2254	219	6	)	)	PUNCT
cana-2254	219	7	,	,	PUNCT
cana-2254	219	8	221	221	NUM
cana-2254	219	9	-	-	SYM
cana-2254	219	10	238	238	NUM
cana-2254	219	11	.	.	PUNCT
cana-2254	220	1	[	[	X
cana-2254	220	2	22	22	NUM
cana-2254	220	3	]	]	PUNCT
cana-2254	220	4	ahmed	ahmed	PROPN
cana-2254	220	5	,	,	PUNCT
cana-2254	220	6	z.	z.	PROPN
cana-2254	220	7	,	,	PUNCT
cana-2254	220	8	mohamed	mohamed	PROPN
cana-2254	220	9	,	,	PUNCT
cana-2254	220	10	k.	k.	PROPN
cana-2254	220	11	,	,	PUNCT
cana-2254	220	12	zeeshan	zeeshan	PROPN
cana-2254	220	13	,	,	PUNCT
cana-2254	220	14	s.	s.	PROPN
cana-2254	220	15	,	,	PUNCT
cana-2254	220	16	&	&	CCONJ
cana-2254	220	17	dong	dong	PROPN
cana-2254	220	18	,	,	PUNCT
cana-2254	220	19	x.	x.	NOUN
cana-2254	220	20	(	(	PUNCT
cana-2254	220	21	2020	2020	NUM
cana-2254	220	22	)	)	PUNCT
cana-2254	220	23	.	.	PUNCT
cana-2254	221	1	artificial	artificial	ADJ
cana-2254	221	2	intelligence	intelligence	NOUN
cana-2254	221	3	with	with	ADP
cana-2254	221	4	multi	multi	ADJ
cana-2254	221	5	-	-	ADJ
cana-2254	221	6	functional	functional	ADJ
cana-2254	221	7	machine	machine	NOUN
cana-2254	221	8	learning	learn	VERB
cana-2254	221	9	platform	platform	NOUN
cana-2254	221	10	development	development	NOUN
cana-2254	221	11	for	for	ADP
cana-2254	221	12	better	well	ADJ
cana-2254	221	13	healthcare	healthcare	NOUN
cana-2254	221	14	and	and	CCONJ
cana-2254	221	15	precision	precision	NOUN
cana-2254	221	16	medicine	medicine	NOUN
cana-2254	221	17	.	.	PUNCT
cana-2254	222	1	database	database	NOUN
cana-2254	222	2	,	,	PUNCT
cana-2254	222	3	2020	2020	NUM
cana-2254	222	4	,	,	PUNCT
cana-2254	222	5	baaa010	baaa010	PROPN
cana-2254	222	6	.	.	PUNCT
cana-2254	223	1	[	[	X
cana-2254	223	2	23	23	NUM
cana-2254	223	3	]	]	X
cana-2254	223	4	hulsen	hulsen	NOUN
cana-2254	223	5	,	,	PUNCT
cana-2254	223	6	t.	t.	PROPN
cana-2254	223	7	,	,	PUNCT
cana-2254	223	8	jamuar	jamuar	PROPN
cana-2254	223	9	,	,	PUNCT
cana-2254	223	10	s.	s.	PROPN
cana-2254	223	11	s.	s.	PROPN
cana-2254	223	12	,	,	PUNCT
cana-2254	223	13	moody	moody	PROPN
cana-2254	223	14	,	,	PUNCT
cana-2254	223	15	a.	a.	PROPN
cana-2254	223	16	r.	r.	PROPN
cana-2254	223	17	,	,	PUNCT
cana-2254	223	18	karnes	karnes	PROPN
cana-2254	223	19	,	,	PUNCT
cana-2254	223	20	j.	j.	PROPN
cana-2254	223	21	h.	h.	PROPN
cana-2254	223	22	,	,	PUNCT
cana-2254	223	23	varga	varga	PROPN
cana-2254	223	24	,	,	PUNCT
cana-2254	223	25	o.	o.	PROPN
cana-2254	223	26	,	,	PUNCT
cana-2254	223	27	hedensted	hedenste	VERB
cana-2254	223	28	,	,	PUNCT
cana-2254	223	29	s.	s.	PROPN
cana-2254	223	30	,	,	PUNCT
cana-2254	223	31	&	&	CCONJ
cana-2254	223	32	mckinney	mckinney	PROPN
cana-2254	223	33	,	,	PUNCT
cana-2254	223	34	e.	e.	PROPN
cana-2254	223	35	f.	f.	PROPN
cana-2254	223	36	(	(	PUNCT
cana-2254	223	37	2019	2019	NUM
cana-2254	223	38	)	)	PUNCT
cana-2254	223	39	.	.	PUNCT
cana-2254	224	1	from	from	ADP
cana-2254	224	2	big	big	ADJ
cana-2254	224	3	data	datum	NOUN
cana-2254	224	4	to	to	PART
cana-2254	224	5	precision	precision	VERB
cana-2254	224	6	medicine	medicine	NOUN
cana-2254	224	7	.	.	PUNCT
cana-2254	225	1	frontiers	frontier	NOUN
cana-2254	225	2	in	in	ADP
cana-2254	225	3	medicine	medicine	NOUN
cana-2254	225	4	,	,	PUNCT
cana-2254	225	5	6	6	NUM
cana-2254	225	6	,	,	PUNCT
cana-2254	225	7	34	34	NUM
cana-2254	225	8	.	.	PUNCT
cana-2254	226	1	[	[	X
cana-2254	226	2	24	24	NUM
cana-2254	226	3	]	]	PUNCT
cana-2254	226	4	vamathevan	vamathevan	NOUN
cana-2254	226	5	,	,	PUNCT
cana-2254	226	6	j.	j.	PROPN
cana-2254	226	7	,	,	PUNCT
cana-2254	226	8	clark	clark	PROPN
cana-2254	226	9	,	,	PUNCT
cana-2254	226	10	d.	d.	PROPN
cana-2254	226	11	,	,	PUNCT
cana-2254	226	12	czodrowski	czodrowski	PROPN
cana-2254	226	13	,	,	PUNCT
cana-2254	226	14	p.	p.	PROPN
cana-2254	226	15	,	,	PUNCT
cana-2254	226	16	dunham	dunham	PROPN
cana-2254	226	17	,	,	PUNCT
cana-2254	226	18	i.	i.	PROPN
cana-2254	226	19	,	,	PUNCT
cana-2254	226	20	ferran	ferran	PROPN
cana-2254	226	21	,	,	PUNCT
cana-2254	226	22	e.	e.	PROPN
cana-2254	226	23	,	,	PUNCT
cana-2254	226	24	lee	lee	PROPN
cana-2254	226	25	,	,	PUNCT
cana-2254	226	26	g.	g.	PROPN
cana-2254	226	27	,	,	PUNCT
cana-2254	226	28	&	&	CCONJ
cana-2254	226	29	zhao	zhao	PROPN
cana-2254	226	30	,	,	PUNCT
cana-2254	226	31	s.	s.	PROPN
cana-2254	226	32	(	(	PUNCT
cana-2254	226	33	2019	2019	NUM
cana-2254	226	34	)	)	PUNCT
cana-2254	226	35	.	.	PUNCT
cana-2254	227	1	applications	application	NOUN
cana-2254	227	2	of	of	ADP
cana-2254	227	3	machine	machine	NOUN
cana-2254	227	4	learning	learn	VERB
cana-2254	227	5	in	in	ADP
cana-2254	227	6	drug	drug	NOUN
cana-2254	227	7	discovery	discovery	NOUN
cana-2254	227	8	and	and	CCONJ
cana-2254	227	9	development	development	NOUN
cana-2254	227	10	.	.	PUNCT
cana-2254	228	1	nature	nature	NOUN
cana-2254	228	2	reviews	review	VERB
cana-2254	228	3	drug	drug	NOUN
cana-2254	228	4	discovery	discovery	NOUN
cana-2254	228	5	,	,	PUNCT
cana-2254	228	6	18(6	18(6	NOUN
cana-2254	228	7	)	)	PUNCT
cana-2254	228	8	,	,	PUNCT
cana-2254	228	9	463	463	NUM
cana-2254	228	10	-	-	SYM
cana-2254	228	11	477	477	NUM
cana-2254	228	12	.	.	PUNCT
cana-2254	229	1	[	[	X
cana-2254	229	2	25	25	NUM
cana-2254	229	3	]	]	SYM
cana-2254	229	4	mak	mak	PROPN
cana-2254	229	5	,	,	PUNCT
cana-2254	229	6	k.	k.	PROPN
cana-2254	229	7	k.	k.	PROPN
cana-2254	229	8	,	,	PUNCT
cana-2254	229	9	wong	wong	PROPN
cana-2254	229	10	,	,	PUNCT
cana-2254	229	11	y.	y.	PROPN
cana-2254	229	12	h.	h.	PROPN
cana-2254	229	13	,	,	PUNCT
cana-2254	229	14	&	&	CCONJ
cana-2254	229	15	pichika	pichika	PROPN
cana-2254	229	16	,	,	PUNCT
cana-2254	229	17	m.	m.	PROPN
cana-2254	229	18	r.	r.	PROPN
cana-2254	229	19	(	(	PUNCT
cana-2254	229	20	2023	2023	NUM
cana-2254	229	21	)	)	PUNCT
cana-2254	229	22	.	.	PUNCT
cana-2254	230	1	artificial	artificial	ADJ
cana-2254	230	2	intelligence	intelligence	NOUN
cana-2254	230	3	in	in	ADP
cana-2254	230	4	drug	drug	NOUN
cana-2254	230	5	discovery	discovery	NOUN
cana-2254	230	6	and	and	CCONJ
cana-2254	230	7	development	development	NOUN
cana-2254	230	8	.	.	PUNCT
cana-2254	231	1	drug	drug	NOUN
cana-2254	231	2	discovery	discovery	PROPN
cana-2254	231	3	and	and	CCONJ
cana-2254	231	4	evaluation	evaluation	NOUN
cana-2254	231	5	:	:	PUNCT
cana-2254	231	6	safety	safety	NOUN
cana-2254	231	7	and	and	CCONJ
cana-2254	231	8	pharmacokinetic	pharmacokinetic	ADJ
cana-2254	231	9	assays	assay	NOUN
cana-2254	231	10	,	,	PUNCT
cana-2254	231	11	1	1	NUM
cana-2254	231	12	-	-	SYM
cana-2254	231	13	38	38	NUM
cana-2254	231	14	.	.	PUNCT
cana-2254	232	1	[	[	X
cana-2254	232	2	26	26	NUM
cana-2254	232	3	]	]	PUNCT
cana-2254	232	4	zitnik	zitnik	X
cana-2254	232	5	,	,	PUNCT
cana-2254	232	6	m.	m.	NOUN
cana-2254	232	7	,	,	PUNCT
cana-2254	232	8	nguyen	nguyen	PROPN
cana-2254	232	9	,	,	PUNCT
cana-2254	232	10	f.	f.	PROPN
cana-2254	232	11	,	,	PUNCT
cana-2254	232	12	wang	wang	PROPN
cana-2254	232	13	,	,	PUNCT
cana-2254	232	14	b.	b.	PROPN
cana-2254	232	15	,	,	PUNCT
cana-2254	232	16	leskovec	leskovec	PROPN
cana-2254	232	17	,	,	PUNCT
cana-2254	232	18	j.	j.	PROPN
cana-2254	232	19	,	,	PUNCT
cana-2254	232	20	goldenberg	goldenberg	PROPN
cana-2254	232	21	,	,	PUNCT
cana-2254	232	22	a.	a.	PROPN
cana-2254	232	23	,	,	PUNCT
cana-2254	232	24	&	&	CCONJ
cana-2254	232	25	hoffman	hoffman	PROPN
cana-2254	232	26	,	,	PUNCT
cana-2254	232	27	m.	m.	NOUN
cana-2254	232	28	m.	m.	NOUN
cana-2254	232	29	(	(	PUNCT
cana-2254	232	30	2019	2019	NUM
cana-2254	232	31	)	)	PUNCT
cana-2254	232	32	.	.	PUNCT
cana-2254	233	1	machine	machine	NOUN
cana-2254	233	2	learning	learn	VERB
cana-2254	233	3	for	for	ADP
cana-2254	233	4	integrating	integrate	VERB
cana-2254	233	5	data	datum	NOUN
cana-2254	233	6	in	in	ADP
cana-2254	233	7	biology	biology	NOUN
cana-2254	233	8	and	and	CCONJ
cana-2254	233	9	medicine	medicine	NOUN
cana-2254	233	10	:	:	PUNCT
cana-2254	233	11	principles	principle	NOUN
cana-2254	233	12	,	,	PUNCT
cana-2254	233	13	practice	practice	NOUN
cana-2254	233	14	,	,	PUNCT
cana-2254	233	15	and	and	CCONJ
cana-2254	233	16	opportunities	opportunity	NOUN
cana-2254	233	17	.	.	PUNCT
cana-2254	234	1	information	information	NOUN
cana-2254	234	2	fusion	fusion	NOUN
cana-2254	234	3	,	,	PUNCT
cana-2254	234	4	50	50	NUM
cana-2254	234	5	,	,	PUNCT
cana-2254	234	6	71	71	NUM
cana-2254	234	7	-	-	SYM
cana-2254	234	8	91	91	NUM
cana-2254	234	9	.	.	PUNCT
cana-2254	235	1	[	[	X
cana-2254	235	2	27	27	NUM
cana-2254	235	3	]	]	X
cana-2254	235	4	beckmann	beckmann	PROPN
cana-2254	235	5	,	,	PUNCT
cana-2254	235	6	j.	j.	PROPN
cana-2254	235	7	s.	s.	PROPN
cana-2254	235	8	,	,	PUNCT
cana-2254	235	9	&	&	CCONJ
cana-2254	235	10	lew	lew	PROPN
cana-2254	235	11	,	,	PUNCT
cana-2254	235	12	d.	d.	PROPN
cana-2254	235	13	(	(	PUNCT
cana-2254	235	14	2016	2016	NUM
cana-2254	235	15	)	)	PUNCT
cana-2254	235	16	.	.	PUNCT
cana-2254	236	1	reconciling	reconcile	VERB
cana-2254	236	2	evidence	evidence	NOUN
cana-2254	236	3	-	-	PUNCT
cana-2254	236	4	based	base	VERB
cana-2254	236	5	medicine	medicine	NOUN
cana-2254	236	6	and	and	CCONJ
cana-2254	236	7	precision	precision	NOUN
cana-2254	236	8	medicine	medicine	NOUN
cana-2254	236	9	in	in	ADP
cana-2254	236	10	the	the	DET
cana-2254	236	11	era	era	NOUN
cana-2254	236	12	of	of	ADP
cana-2254	236	13	big	big	ADJ
cana-2254	236	14	data	datum	NOUN
cana-2254	236	15	:	:	PUNCT
cana-2254	236	16	challenges	challenge	NOUN
cana-2254	236	17	and	and	CCONJ
cana-2254	236	18	opportunities	opportunity	NOUN
cana-2254	236	19	.	.	PUNCT
cana-2254	237	1	genome	genome	NOUN
cana-2254	237	2	medicine	medicine	NOUN
cana-2254	237	3	,	,	PUNCT
cana-2254	237	4	8	8	NUM
cana-2254	237	5	,	,	PUNCT
cana-2254	237	6	1	1	NUM
cana-2254	237	7	-	-	SYM
cana-2254	237	8	11	11	NUM
cana-2254	237	9	.	.	PUNCT
cana-2254	238	1	[	[	X
cana-2254	238	2	28	28	NUM
cana-2254	238	3	]	]	X
cana-2254	238	4	gligorijević	gligorijević	NOUN
cana-2254	238	5	,	,	PUNCT
cana-2254	238	6	v.	v.	ADV
cana-2254	238	7	,	,	PUNCT
cana-2254	238	8	malod‐dognin	malod‐dognin	PROPN
cana-2254	238	9	,	,	PUNCT
cana-2254	238	10	n.	n.	NOUN
cana-2254	238	11	,	,	PUNCT
cana-2254	238	12	&	&	CCONJ
cana-2254	238	13	pržulj	pržulj	NOUN
cana-2254	238	14	,	,	PUNCT
cana-2254	238	15	n.	n.	NOUN
cana-2254	238	16	(	(	PUNCT
cana-2254	238	17	2016	2016	NUM
cana-2254	238	18	)	)	PUNCT
cana-2254	238	19	.	.	PUNCT
cana-2254	239	1	integrative	integrative	ADJ
cana-2254	239	2	methods	method	NOUN
cana-2254	239	3	for	for	ADP
cana-2254	239	4	analyzing	analyze	VERB
cana-2254	239	5	big	big	ADJ
cana-2254	239	6	data	datum	NOUN
cana-2254	239	7	in	in	ADP
cana-2254	239	8	precision	precision	NOUN
cana-2254	239	9	medicine	medicine	NOUN
cana-2254	239	10	.	.	PUNCT
cana-2254	240	1	proteomics	proteomic	NOUN
cana-2254	240	2	,	,	PUNCT
cana-2254	240	3	16(5	16(5	NUM
cana-2254	240	4	)	)	PUNCT
cana-2254	240	5	,	,	PUNCT
cana-2254	240	6	741	741	NUM
cana-2254	240	7	-	-	SYM
cana-2254	240	8	758	758	NUM
cana-2254	240	9	.	.	PUNCT
cana-2254	241	1	[	[	X
cana-2254	241	2	29	29	NUM
cana-2254	241	3	]	]	X
cana-2254	241	4	alyass	alyass	NOUN
cana-2254	241	5	,	,	PUNCT
cana-2254	241	6	a.	a.	NOUN
cana-2254	241	7	,	,	PUNCT
cana-2254	241	8	turcotte	turcotte	NOUN
cana-2254	241	9	,	,	PUNCT
cana-2254	241	10	m.	m.	NOUN
cana-2254	241	11	,	,	PUNCT
cana-2254	241	12	&	&	CCONJ
cana-2254	241	13	meyre	meyre	PROPN
cana-2254	241	14	,	,	PUNCT
cana-2254	241	15	d.	d.	PROPN
cana-2254	241	16	(	(	PUNCT
cana-2254	241	17	2015	2015	NUM
cana-2254	241	18	)	)	PUNCT
cana-2254	241	19	.	.	PUNCT
cana-2254	242	1	from	from	ADP
cana-2254	242	2	big	big	ADJ
cana-2254	242	3	data	datum	NOUN
cana-2254	242	4	analysis	analysis	NOUN
cana-2254	242	5	to	to	ADP
cana-2254	242	6	personalized	personalized	ADJ
cana-2254	242	7	medicine	medicine	NOUN
cana-2254	242	8	for	for	ADP
cana-2254	242	9	all	all	DET
cana-2254	242	10	:	:	PUNCT
cana-2254	242	11	challenges	challenge	NOUN
cana-2254	242	12	and	and	CCONJ
cana-2254	242	13	opportunities	opportunity	NOUN
cana-2254	242	14	.	.	PUNCT
cana-2254	243	1	bmc	bmc	ADJ
cana-2254	243	2	medical	medical	ADJ
cana-2254	243	3	genomics	genomic	NOUN
cana-2254	243	4	,	,	PUNCT
cana-2254	243	5	8	8	NUM
cana-2254	243	6	,	,	PUNCT
cana-2254	243	7	1	1	NUM
cana-2254	243	8	-	-	SYM
cana-2254	243	9	12	12	NUM
cana-2254	243	10	.	.	PUNCT
cana-2254	244	1	https://doi.org/10.51983/ijiss-2024.14.2.21	https://doi.org/10.51983/ijiss-2024.14.2.21	NOUN