id	sid	tid	token	lemma	pos
cana-1236	1	1	communications	communication	NOUN
cana-1236	1	2	on	on	ADP
cana-1236	1	3	applied	apply	VERB
cana-1236	1	4	nonlinear	nonlinear	ADJ
cana-1236	1	5	analysis	analysis	NOUN
cana-1236	1	6	issn	issn	NOUN
cana-1236	1	7	:	:	PUNCT
cana-1236	1	8	1074	1074	NUM
cana-1236	1	9	-	-	PUNCT
cana-1236	1	10	133x	133x	NUM
cana-1236	1	11	vol	vol	NOUN
cana-1236	1	12	31	31	NUM
cana-1236	1	13	no	no	NOUN
cana-1236	1	14	.	.	PUNCT
cana-1236	2	1	6s	6s	NUM
cana-1236	2	2	(	(	PUNCT
cana-1236	2	3	2024	2024	NUM
cana-1236	2	4	)	)	PUNCT
cana-1236	2	5	452	452	NUM
cana-1236	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	2	7	implementation	implementation	NOUN
cana-1236	2	8	and	and	CCONJ
cana-1236	2	9	evaluation	evaluation	NOUN
cana-1236	2	10	of	of	ADP
cana-1236	2	11	ensemble	ensemble	ADJ
cana-1236	2	12	learning	learning	NOUN
cana-1236	2	13	algorithm	algorithm	NOUN
cana-1236	2	14	for	for	ADP
cana-1236	2	15	improved	improved	ADJ
cana-1236	2	16	drug	drug	NOUN
cana-1236	2	17	development	development	NOUN
cana-1236	2	18	dr.k.vijayalakshmi1	dr.k.vijayalakshmi1	PROPN
cana-1236	2	19	,	,	PUNCT
cana-1236	2	20	dr.e.sreedevi2	dr.e.sreedevi2	PROPN
cana-1236	2	21	,	,	PUNCT
cana-1236	2	22	dr	dr	PROPN
cana-1236	2	23	.	.	PROPN
cana-1236	2	24	p.jyotsna3	p.jyotsna3	PROPN
cana-1236	2	25	,	,	PUNCT
cana-1236	2	26	yavanaboina	yavanaboina	INTJ
cana-1236	2	27	tezaaw4	tezaaw4	PROPN
cana-1236	2	28	,	,	PUNCT
cana-1236	2	29	chengamma	chengamma	PROPN
cana-1236	2	30	chitteti5	chitteti5	PROPN
cana-1236	3	1	1professor	1professor	NUM
cana-1236	3	2	,	,	PUNCT
cana-1236	3	3	department	department	NOUN
cana-1236	3	4	of	of	ADP
cana-1236	3	5	computer	computer	NOUN
cana-1236	3	6	science	science	NOUN
cana-1236	3	7	,	,	PUNCT
cana-1236	3	8	sri	sri	PROPN
cana-1236	3	9	venkateswara	venkateswara	PROPN
cana-1236	3	10	university	university	PROPN
cana-1236	3	11	,	,	PUNCT
cana-1236	3	12	tirupati	tirupati	PROPN
cana-1236	3	13	,	,	PUNCT
cana-1236	3	14	vijayalakshmik4@gmail.com	vijayalakshmik4@gmail.com	X
cana-1236	3	15	2professor	2professor	NUM
cana-1236	3	16	&	&	CCONJ
cana-1236	3	17	hod	hod	PROPN
cana-1236	3	18	,	,	PUNCT
cana-1236	3	19	department	department	PROPN
cana-1236	3	20	of	of	ADP
cana-1236	3	21	mca	mca	PROPN
cana-1236	3	22	,	,	PUNCT
cana-1236	3	23	sri	sri	PROPN
cana-1236	3	24	venkateswara	venkateswara	PROPN
cana-1236	3	25	college	college	PROPN
cana-1236	3	26	of	of	ADP
cana-1236	3	27	engineering	engineering	NOUN
cana-1236	3	28	,	,	PUNCT
cana-1236	3	29	tirupati	tirupati	PROPN
cana-1236	3	30	.	.	PUNCT
cana-1236	4	1	sreedevi.mca15@gmail.com	sreedevi.mca15@gmail.com	X
cana-1236	5	1	3academic	3academic	NUM
cana-1236	5	2	consultant	consultant	NOUN
cana-1236	5	3	,	,	PUNCT
cana-1236	5	4	dept	dept	NOUN
cana-1236	5	5	of	of	ADP
cana-1236	5	6	computer	computer	NOUN
cana-1236	5	7	science	science	NOUN
cana-1236	5	8	,	,	PUNCT
cana-1236	5	9	s.v.university	s.v.university	NOUN
cana-1236	5	10	,	,	PUNCT
cana-1236	5	11	tirupati	tirupati	PROPN
cana-1236	5	12	,	,	PUNCT
cana-1236	5	13	india	india	PROPN
cana-1236	5	14	,	,	PUNCT
cana-1236	5	15	jyotsnasudha16@gmail.com	jyotsnasudha16@gmail.com	X
cana-1236	5	16	4research	4research	PROPN
cana-1236	5	17	scholar(ft	scholar(ft	PROPN
cana-1236	5	18	)	)	PUNCT
cana-1236	5	19	,	,	PUNCT
cana-1236	5	20	dept.of	dept.of	PROPN
cana-1236	5	21	computer	computer	NOUN
cana-1236	5	22	science	science	NOUN
cana-1236	5	23	,	,	PUNCT
cana-1236	5	24	s.v.university	s.v.university	NOUN
cana-1236	5	25	tezaawyavanaboina@gmail.com	tezaawyavanaboina@gmail.com	X
cana-1236	6	1	5assistant	5assistant	NUM
cana-1236	6	2	professor	professor	NOUN
cana-1236	6	3	,	,	PUNCT
cana-1236	6	4	department	department	NOUN
cana-1236	6	5	of	of	ADP
cana-1236	6	6	data	data	PROPN
cana-1236	6	7	science	science	NOUN
cana-1236	6	8	,	,	PUNCT
cana-1236	6	9	school	school	NOUN
cana-1236	6	10	of	of	ADP
cana-1236	6	11	computing	computing	NOUN
cana-1236	6	12	,	,	PUNCT
cana-1236	6	13	mohan	mohan	PROPN
cana-1236	6	14	babu	babu	PROPN
cana-1236	6	15	university	university	PROPN
cana-1236	6	16	,	,	PUNCT
cana-1236	6	17	erstwhile	erstwhile	VERB
cana-1236	6	18	sree	sree	PROPN
cana-1236	6	19	vidyanikethan	vidyanikethan	PROPN
cana-1236	6	20	engineering	engineering	PROPN
cana-1236	6	21	college	college	PROPN
cana-1236	6	22	)	)	PUNCT
cana-1236	6	23	,	,	PUNCT
cana-1236	7	1	sailusrav@gmail.com	sailusrav@gmail.com	X
cana-1236	8	1	article	article	NOUN
cana-1236	8	2	history	history	NOUN
cana-1236	8	3	:	:	PUNCT
cana-1236	8	4	received	receive	VERB
cana-1236	8	5	:	:	PUNCT
cana-1236	8	6	22	22	NUM
cana-1236	8	7	-	-	SYM
cana-1236	8	8	06	06	NUM
cana-1236	8	9	-	-	PUNCT
cana-1236	8	10	2024	2024	NUM
cana-1236	8	11	revised	revise	VERB
cana-1236	8	12	:	:	PUNCT
cana-1236	8	13	25	25	NUM
cana-1236	8	14	-	-	PUNCT
cana-1236	8	15	07	07	NUM
cana-1236	8	16	-	-	PUNCT
cana-1236	8	17	2024	2024	NUM
cana-1236	8	18	accepted	accept	VERB
cana-1236	8	19	:	:	PUNCT
cana-1236	8	20	06	06	NUM
cana-1236	8	21	-	-	SYM
cana-1236	8	22	08	08	NUM
cana-1236	8	23	-	-	PUNCT
cana-1236	8	24	2024	2024	NUM
cana-1236	8	25	abstract	abstract	NOUN
cana-1236	8	26	:	:	PUNCT
cana-1236	8	27	artificial	artificial	ADJ
cana-1236	8	28	intelligence	intelligence	NOUN
cana-1236	8	29	(	(	PUNCT
cana-1236	8	30	ai	ai	PROPN
cana-1236	8	31	)	)	PUNCT
cana-1236	8	32	&	&	CCONJ
cana-1236	8	33	machine	machine	NOUN
cana-1236	8	34	learning	learning	NOUN
cana-1236	8	35	(	(	PUNCT
cana-1236	8	36	ml	ml	NOUN
cana-1236	8	37	)	)	PUNCT
cana-1236	8	38	has	have	AUX
cana-1236	8	39	emerged	emerge	VERB
cana-1236	8	40	as	as	ADP
cana-1236	8	41	the	the	DET
cana-1236	8	42	cutting	cutting	NOUN
cana-1236	8	43	-	-	PUNCT
cana-1236	8	44	edge	edge	NOUN
cana-1236	8	45	technologies	technology	NOUN
cana-1236	8	46	most	most	ADV
cana-1236	8	47	expected	expect	VERB
cana-1236	8	48	to	to	PART
cana-1236	8	49	revolutionize	revolutionize	VERB
cana-1236	8	50	the	the	DET
cana-1236	8	51	pharmaceutical	pharmaceutical	ADJ
cana-1236	8	52	r&d	r&d	NOUN
cana-1236	8	53	industry	industry	NOUN
cana-1236	8	54	during	during	ADP
cana-1236	8	55	the	the	DET
cana-1236	8	56	previous	previous	ADJ
cana-1236	8	57	decade	decade	NOUN
cana-1236	8	58	(	(	PUNCT
cana-1236	8	59	r&d	r&d	NOUN
cana-1236	8	60	)	)	PUNCT
cana-1236	8	61	.	.	PUNCT
cana-1236	9	1	part	part	NOUN
cana-1236	9	2	of	of	ADP
cana-1236	9	3	the	the	DET
cana-1236	9	4	reason	reason	NOUN
cana-1236	9	5	for	for	ADP
cana-1236	9	6	this	this	PRON
cana-1236	9	7	is	be	AUX
cana-1236	9	8	that	that	SCONJ
cana-1236	9	9	barriers	barrier	NOUN
cana-1236	9	10	that	that	PRON
cana-1236	9	11	once	once	ADV
cana-1236	9	12	prevented	prevent	VERB
cana-1236	9	13	the	the	DET
cana-1236	9	14	collection	collection	NOUN
cana-1236	9	15	and	and	CCONJ
cana-1236	9	16	processing	processing	NOUN
cana-1236	9	17	of	of	ADP
cana-1236	9	18	massive	massive	ADJ
cana-1236	9	19	amounts	amount	NOUN
cana-1236	9	20	of	of	ADP
cana-1236	9	21	data	datum	NOUN
cana-1236	9	22	have	have	AUX
cana-1236	9	23	been	be	AUX
cana-1236	9	24	largely	largely	ADV
cana-1236	9	25	removed	remove	VERB
cana-1236	9	26	as	as	ADP
cana-1236	9	27	a	a	DET
cana-1236	9	28	result	result	NOUN
cana-1236	9	29	of	of	ADP
cana-1236	9	30	breakthrough	breakthrough	ADJ
cana-1236	9	31	developments	development	NOUN
cana-1236	9	32	in	in	ADP
cana-1236	9	33	computer	computer	NOUN
cana-1236	9	34	technology	technology	NOUN
cana-1236	9	35	.	.	PUNCT
cana-1236	10	1	meanwhile	meanwhile	ADV
cana-1236	10	2	,	,	PUNCT
cana-1236	10	3	the	the	DET
cana-1236	10	4	expense	expense	NOUN
cana-1236	10	5	of	of	ADP
cana-1236	10	6	developing	develop	VERB
cana-1236	10	7	,	,	PUNCT
cana-1236	10	8	testing	testing	NOUN
cana-1236	10	9	,	,	PUNCT
cana-1236	10	10	and	and	CCONJ
cana-1236	10	11	delivering	deliver	VERB
cana-1236	10	12	a	a	DET
cana-1236	10	13	new	new	ADJ
cana-1236	10	14	drug	drug	NOUN
cana-1236	10	15	to	to	ADP
cana-1236	10	16	market	market	NOUN
cana-1236	10	17	and	and	CCONJ
cana-1236	10	18	eventually	eventually	ADV
cana-1236	10	19	to	to	ADP
cana-1236	10	20	patients	patient	NOUN
cana-1236	10	21	has	have	AUX
cana-1236	10	22	skyrocketed	skyrocket	VERB
cana-1236	10	23	.	.	PUNCT
cana-1236	11	1	the	the	DET
cana-1236	11	2	international	international	ADJ
cana-1236	11	3	health	health	NOUN
cana-1236	11	4	organization	organization	NOUN
cana-1236	11	5	has	have	AUX
cana-1236	11	6	advocated	advocate	VERB
cana-1236	11	7	for	for	ADP
cana-1236	11	8	pharma	pharma	PROPN
cana-1236	11	9	covigilance	covigilance	NOUN
cana-1236	11	10	,	,	PUNCT
cana-1236	11	11	the	the	DET
cana-1236	11	12	monitoring	monitoring	NOUN
cana-1236	11	13	of	of	ADP
cana-1236	11	14	adverse	adverse	ADJ
cana-1236	11	15	drug	drug	NOUN
cana-1236	11	16	events	event	NOUN
cana-1236	11	17	,	,	PUNCT
cana-1236	11	18	as	as	ADP
cana-1236	11	19	a	a	DET
cana-1236	11	20	means	means	NOUN
cana-1236	11	21	of	of	ADP
cana-1236	11	22	ensuring	ensure	VERB
cana-1236	11	23	the	the	DET
cana-1236	11	24	security	security	NOUN
cana-1236	11	25	of	of	ADP
cana-1236	11	26	medicines	medicine	NOUN
cana-1236	11	27	by	by	ADP
cana-1236	11	28	facilitating	facilitate	VERB
cana-1236	11	29	the	the	DET
cana-1236	11	30	rapid	rapid	ADJ
cana-1236	11	31	and	and	CCONJ
cana-1236	11	32	trustworthy	trustworthy	ADJ
cana-1236	11	33	transmission	transmission	NOUN
cana-1236	11	34	of	of	ADP
cana-1236	11	35	information	information	NOUN
cana-1236	11	36	pertaining	pertain	VERB
cana-1236	11	37	to	to	ADP
cana-1236	11	38	drug	drug	NOUN
cana-1236	11	39	safety	safety	NOUN
cana-1236	11	40	issues	issue	NOUN
cana-1236	11	41	.	.	PUNCT
cana-1236	12	1	our	our	PRON
cana-1236	12	2	goal	goal	NOUN
cana-1236	12	3	is	be	AUX
cana-1236	12	4	to	to	PART
cana-1236	12	5	have	have	VERB
cana-1236	12	6	a	a	DET
cana-1236	12	7	conversation	conversation	NOUN
cana-1236	12	8	about	about	ADP
cana-1236	12	9	the	the	DET
cana-1236	12	10	use	use	NOUN
cana-1236	12	11	of	of	ADP
cana-1236	12	12	machine	machine	NOUN
cana-1236	12	13	learning	learn	VERB
cana-1236	12	14	techniques	technique	NOUN
cana-1236	12	15	and	and	CCONJ
cana-1236	12	16	causal	causal	ADJ
cana-1236	12	17	reasoning	reasoning	NOUN
cana-1236	12	18	paradigms	paradigm	VERB
cana-1236	12	19	in	in	ADP
cana-1236	12	20	the	the	DET
cana-1236	12	21	field	field	NOUN
cana-1236	12	22	of	of	ADP
cana-1236	12	23	pharma	pharma	PROPN
cana-1236	12	24	covigilance	covigilance	NOUN
cana-1236	12	25	.	.	PUNCT
cana-1236	13	1	over	over	ADP
cana-1236	13	2	the	the	DET
cana-1236	13	3	past	past	ADJ
cana-1236	13	4	two	two	NUM
cana-1236	13	5	decades	decade	NOUN
cana-1236	13	6	,	,	PUNCT
cana-1236	13	7	ml	ml	ADP
cana-1236	13	8	methods	method	NOUN
cana-1236	13	9	have	have	AUX
cana-1236	13	10	become	become	AUX
cana-1236	13	11	increasingly	increasingly	ADV
cana-1236	13	12	integrated	integrate	VERB
cana-1236	13	13	into	into	ADP
cana-1236	13	14	the	the	DET
cana-1236	13	15	pharmaceutical	pharmaceutical	ADJ
cana-1236	13	16	industry	industry	NOUN
cana-1236	13	17	's	's	PART
cana-1236	13	18	search	search	NOUN
cana-1236	13	19	for	for	ADP
cana-1236	13	20	new	new	ADJ
cana-1236	13	21	therapeutics	therapeutic	NOUN
cana-1236	13	22	.	.	PUNCT
cana-1236	14	1	clinical	clinical	ADJ
cana-1236	14	2	study	study	NOUN
cana-1236	14	3	design	design	NOUN
cana-1236	14	4	,	,	PUNCT
cana-1236	14	5	conduct	conduct	NOUN
cana-1236	14	6	,	,	PUNCT
cana-1236	14	7	&	&	CCONJ
cana-1236	14	8	analysis	analysis	NOUN
cana-1236	14	9	are	be	AUX
cana-1236	14	10	the	the	DET
cana-1236	14	11	most	most	ADV
cana-1236	14	12	recent	recent	ADJ
cana-1236	14	13	areas	area	NOUN
cana-1236	14	14	of	of	ADP
cana-1236	14	15	drug	drug	NOUN
cana-1236	14	16	research	research	NOUN
cana-1236	14	17	to	to	PART
cana-1236	14	18	see	see	VERB
cana-1236	14	19	beneficial	beneficial	ADJ
cana-1236	14	20	disruption	disruption	NOUN
cana-1236	14	21	from	from	ADP
cana-1236	14	22	ai	ai	NOUN
cana-1236	14	23	/	/	SYM
cana-1236	14	24	ml	ml	NOUN
cana-1236	14	25	.	.	PUNCT
cana-1236	15	1	we	we	PRON
cana-1236	15	2	highlight	highlight	VERB
cana-1236	15	3	three	three	NUM
cana-1236	15	4	current	current	ADJ
cana-1236	15	5	paths	path	NOUN
cana-1236	15	6	or	or	CCONJ
cana-1236	15	7	voids	voids	NOUN
cana-1236	15	8	being	be	AUX
cana-1236	15	9	explored	explore	VERB
cana-1236	15	10	to	to	PART
cana-1236	15	11	combine	combine	VERB
cana-1236	15	12	causal	causal	ADJ
cana-1236	15	13	inference	inference	NOUN
cana-1236	15	14	and	and	CCONJ
cana-1236	15	15	machine	machine	NOUN
cana-1236	15	16	learning	learning	NOUN
cana-1236	15	17	in	in	ADP
cana-1236	15	18	drug	drug	NOUN
cana-1236	15	19	safety	safety	NOUN
cana-1236	15	20	studies	study	NOUN
cana-1236	15	21	.	.	PUNCT
cana-1236	16	1	finally	finally	ADV
cana-1236	16	2	,	,	PUNCT
cana-1236	16	3	our	our	PRON
cana-1236	16	4	research	research	NOUN
cana-1236	16	5	found	find	VERB
cana-1236	16	6	that	that	SCONJ
cana-1236	16	7	using	use	VERB
cana-1236	16	8	causal	causal	ADJ
cana-1236	16	9	paradigms	paradigm	NOUN
cana-1236	16	10	can	can	AUX
cana-1236	16	11	help	help	VERB
cana-1236	16	12	prevent	prevent	VERB
cana-1236	16	13	common	common	ADJ
cana-1236	16	14	problems	problem	NOUN
cana-1236	16	15	with	with	ADP
cana-1236	16	16	ml	ml	NOUN
cana-1236	16	17	models	model	NOUN
cana-1236	16	18	.	.	PUNCT
cana-1236	17	1	through	through	ADP
cana-1236	17	2	a	a	DET
cana-1236	17	3	series	series	NOUN
cana-1236	17	4	of	of	ADP
cana-1236	17	5	comparisons	comparison	NOUN
cana-1236	17	6	,	,	PUNCT
cana-1236	17	7	we	we	PRON
cana-1236	17	8	demonstrate	demonstrate	VERB
cana-1236	17	9	that	that	SCONJ
cana-1236	17	10	the	the	DET
cana-1236	17	11	proposed	propose	VERB
cana-1236	17	12	ensemble	ensemble	ADJ
cana-1236	17	13	algorithms	algorithm	NOUN
cana-1236	17	14	outperform	outperform	VERB
cana-1236	17	15	state	state	NOUN
cana-1236	17	16	-	-	PUNCT
cana-1236	17	17	of	of	ADP
cana-1236	17	18	-	-	PUNCT
cana-1236	17	19	the	the	DET
cana-1236	17	20	-	-	PUNCT
cana-1236	17	21	art	art	NOUN
cana-1236	17	22	ml	ml	NOUN
cana-1236	17	23	prediction	prediction	NOUN
cana-1236	17	24	algorithms	algorithm	NOUN
cana-1236	17	25	over	over	ADP
cana-1236	17	26	a	a	DET
cana-1236	17	27	wide	wide	ADJ
cana-1236	17	28	range	range	NOUN
cana-1236	17	29	of	of	ADP
cana-1236	17	30	metrics	metric	NOUN
cana-1236	17	31	.	.	PUNCT
cana-1236	18	1	keywords	keyword	NOUN
cana-1236	18	2	:	:	PUNCT
cana-1236	18	3	pharma	pharma	PROPN
cana-1236	18	4	covigilance	covigilance	NOUN
cana-1236	18	5	,	,	PUNCT
cana-1236	18	6	machine	machine	NOUN
cana-1236	18	7	learning	learning	NOUN
cana-1236	18	8	,	,	PUNCT
cana-1236	18	9	artificial	artificial	ADJ
cana-1236	18	10	intelligence	intelligence	NOUN
cana-1236	18	11	,	,	PUNCT
cana-1236	18	12	drug	drug	NOUN
cana-1236	18	13	discovery	discovery	PROPN
cana-1236	18	14	&	&	CCONJ
cana-1236	18	15	management	management	PROPN
cana-1236	18	16	,	,	PUNCT
cana-1236	18	17	ensemble	ensemble	ADJ
cana-1236	18	18	algorithms	algorithm	NOUN
cana-1236	18	19	.	.	PUNCT
cana-1236	19	1	1	1	X
cana-1236	19	2	.	.	X
cana-1236	19	3	introduction	introduction	NOUN
cana-1236	19	4	:	:	PUNCT
cana-1236	19	5	especially	especially	ADV
cana-1236	19	6	in	in	ADP
cana-1236	19	7	the	the	DET
cana-1236	19	8	realm	realm	NOUN
cana-1236	19	9	of	of	ADP
cana-1236	19	10	health	health	NOUN
cana-1236	19	11	and	and	CCONJ
cana-1236	19	12	pharmaceuticals	pharmaceutical	NOUN
cana-1236	19	13	,	,	PUNCT
cana-1236	19	14	it	it	PRON
cana-1236	19	15	is	be	AUX
cana-1236	19	16	one	one	NUM
cana-1236	19	17	of	of	ADP
cana-1236	19	18	humanity	humanity	NOUN
cana-1236	19	19	's	's	PART
cana-1236	19	20	primary	primary	ADJ
cana-1236	19	21	goals	goal	NOUN
cana-1236	19	22	to	to	PART
cana-1236	19	23	exert	exert	VERB
cana-1236	19	24	control	control	NOUN
cana-1236	19	25	over	over	ADP
cana-1236	19	26	the	the	DET
cana-1236	19	27	inevitable	inevitable	ADJ
cana-1236	19	28	and	and	CCONJ
cana-1236	19	29	unavoidable	unavoidable	ADJ
cana-1236	19	30	flux	flux	NOUN
cana-1236	19	31	that	that	PRON
cana-1236	19	32	permeates	permeate	VERB
cana-1236	19	33	every	every	DET
cana-1236	19	34	facet	facet	NOUN
cana-1236	19	35	of	of	ADP
cana-1236	19	36	life	life	NOUN
cana-1236	19	37	.	.	PUNCT
cana-1236	20	1	the	the	DET
cana-1236	20	2	goal	goal	NOUN
cana-1236	20	3	of	of	ADP
cana-1236	20	4	these	these	DET
cana-1236	20	5	fields	field	NOUN
cana-1236	20	6	is	be	AUX
cana-1236	20	7	to	to	PART
cana-1236	20	8	alleviate	alleviate	VERB
cana-1236	20	9	both	both	DET
cana-1236	20	10	physical	physical	ADJ
cana-1236	20	11	and	and	CCONJ
cana-1236	20	12	mental	mental	ADJ
cana-1236	20	13	pain	pain	NOUN
cana-1236	20	14	by	by	ADP
cana-1236	20	15	developing	develop	VERB
cana-1236	20	16	and	and	CCONJ
cana-1236	20	17	discovering	discover	VERB
cana-1236	20	18	new	new	ADJ
cana-1236	20	19	chemical	chemical	NOUN
cana-1236	20	20	compounds	compound	NOUN
cana-1236	20	21	and	and	CCONJ
cana-1236	20	22	mixes	mix	NOUN
cana-1236	20	23	.	.	PUNCT
cana-1236	21	1	drug	drug	NOUN
cana-1236	21	2	goods	good	NOUN
cana-1236	21	3	have	have	AUX
cana-1236	21	4	been	be	AUX
cana-1236	21	5	tested	test	VERB
cana-1236	21	6	for	for	ADP
cana-1236	21	7	many	many	ADJ
cana-1236	21	8	decades	decade	NOUN
cana-1236	21	9	to	to	PART
cana-1236	21	10	verify	verify	VERB
cana-1236	21	11	quality	quality	NOUN
cana-1236	21	12	of	of	ADP
cana-1236	21	13	raw	raw	ADJ
cana-1236	21	14	materials	material	NOUN
cana-1236	21	15	,	,	PUNCT
cana-1236	21	16	in	in	ADP
cana-1236	21	17	-	-	PUNCT
cana-1236	21	18	process	process	NOUN
cana-1236	21	19	elements	element	NOUN
cana-1236	21	20	,	,	PUNCT
cana-1236	21	21	finished	finish	VERB
cana-1236	21	22	product	product	NOUN
cana-1236	21	23	features	feature	NOUN
cana-1236	21	24	,	,	PUNCT
cana-1236	21	25	batch	batch	NOUN
cana-1236	21	26	-	-	PUNCT
cana-1236	21	27	based	base	VERB
cana-1236	21	28	processes	process	NOUN
cana-1236	21	29	,	,	PUNCT
cana-1236	21	30	and	and	CCONJ
cana-1236	21	31	set	set	VERB
cana-1236	21	32	process	process	NOUN
cana-1236	21	33	variables	variable	NOUN
cana-1236	21	34	.	.	PUNCT
cana-1236	22	1	[	[	X
cana-1236	22	2	1	1	NUM
cana-1236	22	3	]	]	PUNCT
cana-1236	22	4	.	.	PUNCT
cana-1236	23	1	communications	communication	NOUN
cana-1236	23	2	on	on	ADP
cana-1236	23	3	applied	apply	VERB
cana-1236	23	4	nonlinear	nonlinear	ADJ
cana-1236	23	5	analysis	analysis	NOUN
cana-1236	23	6	issn	issn	NOUN
cana-1236	23	7	:	:	PUNCT
cana-1236	23	8	1074	1074	NUM
cana-1236	23	9	-	-	PUNCT
cana-1236	23	10	133x	133x	NUM
cana-1236	23	11	vol	vol	NOUN
cana-1236	23	12	31	31	NUM
cana-1236	23	13	no	no	NOUN
cana-1236	23	14	.	.	PUNCT
cana-1236	24	1	6s	6s	NUM
cana-1236	24	2	(	(	PUNCT
cana-1236	24	3	2024	2024	NUM
cana-1236	24	4	)	)	PUNCT
cana-1236	24	5	453	453	NUM
cana-1236	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	24	7	few	few	ADJ
cana-1236	24	8	other	other	ADJ
cana-1236	24	9	sectors	sector	NOUN
cana-1236	24	10	have	have	AUX
cana-1236	24	11	contributed	contribute	VERB
cana-1236	24	12	as	as	ADV
cana-1236	24	13	much	much	ADJ
cana-1236	24	14	to	to	ADP
cana-1236	24	15	the	the	DET
cana-1236	24	16	advancement	advancement	NOUN
cana-1236	24	17	of	of	ADP
cana-1236	24	18	fresh	fresh	ADJ
cana-1236	24	19	ideas	idea	NOUN
cana-1236	24	20	or	or	CCONJ
cana-1236	24	21	interpretations	interpretation	NOUN
cana-1236	24	22	in	in	ADP
cana-1236	24	23	basic	basic	ADJ
cana-1236	24	24	chemical	chemical	NOUN
cana-1236	24	25	and	and	CCONJ
cana-1236	24	26	mechatronics	mechatronic	NOUN
cana-1236	24	27	as	as	ADP
cana-1236	24	28	the	the	DET
cana-1236	24	29	drug	drug	NOUN
cana-1236	24	30	and	and	CCONJ
cana-1236	24	31	biotech	biotech	ADJ
cana-1236	24	32	industries	industry	NOUN
cana-1236	24	33	.	.	PUNCT
cana-1236	25	1	there	there	PRON
cana-1236	25	2	is	be	VERB
cana-1236	25	3	a	a	DET
cana-1236	25	4	dire	dire	ADJ
cana-1236	25	5	need	need	NOUN
cana-1236	25	6	for	for	ADP
cana-1236	25	7	mechanical	mechanical	ADJ
cana-1236	25	8	advancements	advancement	NOUN
cana-1236	25	9	in	in	ADP
cana-1236	25	10	the	the	DET
cana-1236	25	11	pharmaceutical	pharmaceutical	ADJ
cana-1236	25	12	industry	industry	NOUN
cana-1236	25	13	that	that	PRON
cana-1236	25	14	would	would	AUX
cana-1236	25	15	make	make	VERB
cana-1236	25	16	it	it	PRON
cana-1236	25	17	simpler	simple	ADJ
cana-1236	25	18	to	to	PART
cana-1236	25	19	develop	develop	VERB
cana-1236	25	20	medicines	medicine	NOUN
cana-1236	25	21	for	for	ADP
cana-1236	25	22	human	human	ADJ
cana-1236	25	23	consumption	consumption	NOUN
cana-1236	25	24	.	.	PUNCT
cana-1236	26	1	due	due	ADP
cana-1236	26	2	to	to	ADP
cana-1236	26	3	current	current	ADJ
cana-1236	26	4	constraints	constraint	NOUN
cana-1236	26	5	on	on	ADP
cana-1236	26	6	technological	technological	ADJ
cana-1236	26	7	resources	resource	NOUN
cana-1236	26	8	[	[	X
cana-1236	26	9	1	1	NUM
cana-1236	26	10	]	]	PUNCT
cana-1236	26	11	,	,	PUNCT
cana-1236	26	12	it	it	PRON
cana-1236	26	13	has	have	AUX
cana-1236	26	14	been	be	AUX
cana-1236	26	15	difficult	difficult	ADJ
cana-1236	26	16	to	to	PART
cana-1236	26	17	develop	develop	VERB
cana-1236	26	18	and	and	CCONJ
cana-1236	26	19	commercially	commercially	ADV
cana-1236	26	20	produce	produce	VERB
cana-1236	26	21	complex	complex	ADJ
cana-1236	26	22	process	process	NOUN
cana-1236	26	23	medications	medication	NOUN
cana-1236	26	24	that	that	PRON
cana-1236	26	25	really	really	ADV
cana-1236	26	26	are	be	AUX
cana-1236	26	27	safe	safe	ADJ
cana-1236	26	28	for	for	ADP
cana-1236	26	29	human	human	ADJ
cana-1236	26	30	use	use	NOUN
cana-1236	26	31	.	.	PUNCT
cana-1236	27	1	the	the	DET
cana-1236	27	2	"	"	PUNCT
cana-1236	27	3	one	one	NUM
cana-1236	27	4	size	size	NOUN
cana-1236	27	5	fits	fit	VERB
cana-1236	27	6	all	all	DET
cana-1236	27	7	"	"	PUNCT
cana-1236	27	8	approach	approach	NOUN
cana-1236	27	9	used	use	VERB
cana-1236	27	10	in	in	ADP
cana-1236	27	11	conventional	conventional	ADJ
cana-1236	27	12	drug	drug	NOUN
cana-1236	27	13	prescription	prescription	NOUN
cana-1236	27	14	is	be	AUX
cana-1236	27	15	not	not	PART
cana-1236	27	16	optimal	optimal	ADJ
cana-1236	27	17	.	.	PUNCT
cana-1236	28	1	new	new	ADJ
cana-1236	28	2	pharmacological	pharmacological	ADJ
cana-1236	28	3	advancement	advancement	NOUN
cana-1236	28	4	processes	process	NOUN
cana-1236	28	5	are	be	AUX
cana-1236	28	6	needed	need	VERB
cana-1236	28	7	,	,	PUNCT
cana-1236	28	8	and	and	CCONJ
cana-1236	28	9	novel	novel	ADJ
cana-1236	28	10	approaches	approach	NOUN
cana-1236	28	11	are	be	AUX
cana-1236	28	12	needed	need	VERB
cana-1236	28	13	in	in	ADP
cana-1236	28	14	crucial	crucial	ADJ
cana-1236	28	15	areas	area	NOUN
cana-1236	28	16	of	of	ADP
cana-1236	28	17	medicine	medicine	NOUN
cana-1236	28	18	.	.	PUNCT
cana-1236	29	1	recently	recently	ADV
cana-1236	29	2	developed	develop	VERB
cana-1236	29	3	analytical	analytical	ADJ
cana-1236	29	4	instruments	instrument	NOUN
cana-1236	29	5	and	and	CCONJ
cana-1236	29	6	precise	precise	ADJ
cana-1236	29	7	dosages	dosage	NOUN
cana-1236	29	8	have	have	AUX
cana-1236	29	9	allowed	allow	VERB
cana-1236	29	10	for	for	ADP
cana-1236	29	11	the	the	DET
cana-1236	29	12	development	development	NOUN
cana-1236	29	13	of	of	ADP
cana-1236	29	14	novel	novel	ADJ
cana-1236	29	15	pharmaceuticals	pharmaceutical	NOUN
cana-1236	29	16	and	and	CCONJ
cana-1236	29	17	approaches	approach	NOUN
cana-1236	29	18	thanks	thank	NOUN
cana-1236	29	19	to	to	ADP
cana-1236	29	20	advancements	advancement	NOUN
cana-1236	29	21	in	in	ADP
cana-1236	29	22	genomics	genomic	NOUN
cana-1236	29	23	and	and	CCONJ
cana-1236	29	24	diagnostics	diagnostic	NOUN
cana-1236	29	25	.	.	PUNCT
cana-1236	30	1	the	the	DET
cana-1236	30	2	pharmaceutical	pharmaceutical	NOUN
cana-1236	30	3	industry	industry	NOUN
cana-1236	30	4	as	as	ADP
cana-1236	30	5	a	a	DET
cana-1236	30	6	whole	whole	NOUN
cana-1236	30	7	would	would	AUX
cana-1236	30	8	benefit	benefit	VERB
cana-1236	30	9	from	from	ADP
cana-1236	30	10	the	the	DET
cana-1236	30	11	development	development	NOUN
cana-1236	30	12	of	of	ADP
cana-1236	30	13	such	such	ADJ
cana-1236	30	14	personalized	personalized	ADJ
cana-1236	30	15	medicines	medicine	NOUN
cana-1236	30	16	.	.	PUNCT
cana-1236	31	1	medical	medical	ADJ
cana-1236	31	2	planning	planning	NOUN
cana-1236	31	3	and	and	CCONJ
cana-1236	31	4	manufacturing	manufacturing	NOUN
cana-1236	31	5	have	have	AUX
cana-1236	31	6	progressed	progress	VERB
cana-1236	31	7	to	to	ADP
cana-1236	31	8	a	a	DET
cana-1236	31	9	point	point	NOUN
cana-1236	31	10	where	where	SCONJ
cana-1236	31	11	they	they	PRON
cana-1236	31	12	ca	can	AUX
cana-1236	31	13	n't	not	PART
cana-1236	31	14	yet	yet	ADV
cana-1236	31	15	address	address	VERB
cana-1236	31	16	the	the	DET
cana-1236	31	17	problems	problem	NOUN
cana-1236	31	18	with	with	ADP
cana-1236	31	19	personalized	personalized	ADJ
cana-1236	31	20	medicine	medicine	NOUN
cana-1236	31	21	.	.	PUNCT
cana-1236	32	1	the	the	DET
cana-1236	32	2	pharmaceutical	pharmaceutical	NOUN
cana-1236	32	3	industry	industry	NOUN
cana-1236	32	4	needs	need	VERB
cana-1236	32	5	innovative	innovative	ADJ
cana-1236	32	6	manufacturing	manufacturing	NOUN
cana-1236	32	7	assembly	assembly	NOUN
cana-1236	32	8	arrangements	arrangement	NOUN
cana-1236	32	9	that	that	PRON
cana-1236	32	10	enable	enable	VERB
cana-1236	32	11	the	the	DET
cana-1236	32	12	flexible	flexible	ADJ
cana-1236	32	13	assembly	assembly	NOUN
cana-1236	32	14	of	of	ADP
cana-1236	32	15	individualized	individualized	ADJ
cana-1236	32	16	machinery	machinery	NOUN
cana-1236	32	17	and	and	CCONJ
cana-1236	32	18	technology	technology	NOUN
cana-1236	32	19	[	[	X
cana-1236	32	20	1	1	NUM
cana-1236	32	21	]	]	PUNCT
cana-1236	32	22	.	.	PUNCT
cana-1236	33	1	the	the	DET
cana-1236	33	2	increasing	increase	VERB
cana-1236	33	3	prevalence	prevalence	NOUN
cana-1236	33	4	of	of	ADP
cana-1236	33	5	ai	ai	NOUN
cana-1236	33	6	has	have	VERB
cana-1236	33	7	the	the	DET
cana-1236	33	8	potential	potential	NOUN
cana-1236	33	9	to	to	PART
cana-1236	33	10	alter	alter	VERB
cana-1236	33	11	the	the	DET
cana-1236	33	12	nature	nature	NOUN
cana-1236	33	13	of	of	ADP
cana-1236	33	14	clinical	clinical	ADJ
cana-1236	33	15	evaluation	evaluation	NOUN
cana-1236	33	16	and	and	CCONJ
cana-1236	33	17	education	education	NOUN
cana-1236	33	18	.	.	PUNCT
cana-1236	34	1	the	the	DET
cana-1236	34	2	promise	promise	NOUN
cana-1236	34	3	of	of	ADP
cana-1236	34	4	ai	ai	VERB
cana-1236	34	5	to	to	PART
cana-1236	34	6	considerably	considerably	ADV
cana-1236	34	7	develop	develop	VERB
cana-1236	34	8	health	health	NOUN
cana-1236	34	9	care	care	NOUN
cana-1236	34	10	can	can	AUX
cana-1236	34	11	be	be	AUX
cana-1236	34	12	realized	realize	VERB
cana-1236	34	13	[	[	X
cana-1236	34	14	2	2	X
cana-1236	34	15	]	]	PUNCT
cana-1236	34	16	if	if	SCONJ
cana-1236	34	17	doctors	doctor	NOUN
cana-1236	34	18	are	be	AUX
cana-1236	34	19	involved	involve	VERB
cana-1236	34	20	in	in	ADP
cana-1236	34	21	developing	develop	VERB
cana-1236	34	22	the	the	DET
cana-1236	34	23	knowledge	knowledge	NOUN
cana-1236	34	24	for	for	ADP
cana-1236	34	25	application	application	NOUN
cana-1236	34	26	in	in	ADP
cana-1236	34	27	medicinal	medicinal	PROPN
cana-1236	34	28	&	&	CCONJ
cana-1236	34	29	pharmaceutical	pharmaceutical	NOUN
cana-1236	34	30	businesses	business	NOUN
cana-1236	34	31	.	.	PUNCT
cana-1236	35	1	there	there	PRON
cana-1236	35	2	are	be	VERB
cana-1236	35	3	now	now	ADV
cana-1236	35	4	four	four	NUM
cana-1236	35	5	major	major	ADJ
cana-1236	35	6	purposes	purpose	NOUN
cana-1236	35	7	of	of	ADP
cana-1236	35	8	ai	ai	NOUN
cana-1236	35	9	in	in	ADP
cana-1236	35	10	pharmacy	pharmacy	NOUN
cana-1236	35	11	division	division	NOUN
cana-1236	35	12	.	.	PUNCT
cana-1236	36	1	the	the	DET
cana-1236	36	2	first	first	ADJ
cana-1236	36	3	is	be	AUX
cana-1236	36	4	in	in	ADP
cana-1236	36	5	diagnosing	diagnose	VERB
cana-1236	36	6	illness	illness	NOUN
cana-1236	36	7	and	and	CCONJ
cana-1236	36	8	determining	determine	VERB
cana-1236	36	9	whether	whether	SCONJ
cana-1236	36	10	a	a	DET
cana-1236	36	11	given	give	VERB
cana-1236	36	12	treatment	treatment	NOUN
cana-1236	36	13	will	will	AUX
cana-1236	36	14	be	be	AUX
cana-1236	36	15	effective	effective	ADJ
cana-1236	36	16	before	before	SCONJ
cana-1236	36	17	it	it	PRON
cana-1236	36	18	's	be	AUX
cana-1236	36	19	even	even	ADV
cana-1236	36	20	given	give	VERB
cana-1236	36	21	to	to	ADP
cana-1236	36	22	a	a	DET
cana-1236	36	23	patient	patient	NOUN
cana-1236	36	24	.	.	PUNCT
cana-1236	37	1	second	second	ADJ
cana-1236	37	2	,	,	PUNCT
cana-1236	37	3	it	it	PRON
cana-1236	37	4	is	be	AUX
cana-1236	37	5	employed	employ	VERB
cana-1236	37	6	to	to	ADP
cana-1236	37	7	either	either	CCONJ
cana-1236	37	8	forestall	forestall	VERB
cana-1236	37	9	or	or	CCONJ
cana-1236	37	10	remedy	remedy	VERB
cana-1236	37	11	treatment	treatment	NOUN
cana-1236	37	12	-	-	PUNCT
cana-1236	37	13	related	relate	VERB
cana-1236	37	14	problems	problem	NOUN
cana-1236	37	15	.	.	PUNCT
cana-1236	38	1	thirdly	thirdly	ADV
cana-1236	38	2	,	,	PUNCT
cana-1236	38	3	it	it	PRON
cana-1236	38	4	is	be	AUX
cana-1236	38	5	used	use	VERB
cana-1236	38	6	as	as	ADP
cana-1236	38	7	a	a	DET
cana-1236	38	8	tool	tool	NOUN
cana-1236	38	9	to	to	PART
cana-1236	38	10	help	help	VERB
cana-1236	38	11	medical	medical	ADJ
cana-1236	38	12	professionals	professional	NOUN
cana-1236	38	13	perform	perform	VERB
cana-1236	38	14	their	their	PRON
cana-1236	38	15	jobs	job	NOUN
cana-1236	38	16	while	while	SCONJ
cana-1236	38	17	caring	care	VERB
cana-1236	38	18	for	for	ADP
cana-1236	38	19	patients	patient	NOUN
cana-1236	38	20	.	.	PUNCT
cana-1236	39	1	last	last	ADJ
cana-1236	39	2	but	but	CCONJ
cana-1236	39	3	not	not	PART
cana-1236	39	4	least	least	ADJ
cana-1236	39	5	,	,	PUNCT
cana-1236	39	6	in	in	ADP
cana-1236	39	7	order	order	NOUN
cana-1236	39	8	to	to	PART
cana-1236	39	9	improve	improve	VERB
cana-1236	39	10	patient	patient	ADJ
cana-1236	39	11	safety	safety	NOUN
cana-1236	39	12	and	and	CCONJ
cana-1236	39	13	treatment	treatment	NOUN
cana-1236	39	14	efficacy	efficacy	NOUN
cana-1236	39	15	,	,	PUNCT
cana-1236	39	16	it	it	PRON
cana-1236	39	17	is	be	AUX
cana-1236	39	18	used	use	VERB
cana-1236	39	19	to	to	PART
cana-1236	39	20	determine	determine	VERB
cana-1236	39	21	the	the	DET
cana-1236	39	22	rationale	rationale	NOUN
cana-1236	39	23	behind	behind	ADP
cana-1236	39	24	of	of	ADP
cana-1236	39	25	choice	choice	NOUN
cana-1236	39	26	of	of	ADP
cana-1236	39	27	particular	particular	ADJ
cana-1236	39	28	medicinal	medicinal	ADJ
cana-1236	39	29	instruments	instrument	NOUN
cana-1236	39	30	or	or	CCONJ
cana-1236	39	31	substances	substance	NOUN
cana-1236	39	32	,	,	PUNCT
cana-1236	39	33	and	and	CCONJ
cana-1236	39	34	to	to	PART
cana-1236	39	35	develop	develop	VERB
cana-1236	39	36	or	or	CCONJ
cana-1236	39	37	infer	infer	VERB
cana-1236	39	38	new	new	ADJ
cana-1236	39	39	applications	application	NOUN
cana-1236	39	40	for	for	ADP
cana-1236	39	41	these	these	DET
cana-1236	39	42	tools	tool	NOUN
cana-1236	39	43	&	&	CCONJ
cana-1236	39	44	drugs	drug	NOUN
cana-1236	39	45	.	.	PUNCT
cana-1236	40	1	the	the	DET
cana-1236	40	2	administration	administration	NOUN
cana-1236	40	3	and	and	CCONJ
cana-1236	40	4	analysis	analysis	NOUN
cana-1236	40	5	of	of	ADP
cana-1236	40	6	massive	massive	ADJ
cana-1236	40	7	data	datum	NOUN
cana-1236	40	8	[	[	X
cana-1236	40	9	3	3	X
cana-1236	40	10	]	]	PUNCT
cana-1236	40	11	is	be	AUX
cana-1236	40	12	another	another	DET
cana-1236	40	13	area	area	NOUN
cana-1236	40	14	where	where	SCONJ
cana-1236	40	15	ai	ai	VERB
cana-1236	40	16	plays	play	VERB
cana-1236	40	17	a	a	DET
cana-1236	40	18	more	more	ADV
cana-1236	40	19	broad	broad	ADJ
cana-1236	40	20	role	role	NOUN
cana-1236	40	21	.	.	PUNCT
cana-1236	41	1	the	the	DET
cana-1236	41	2	term	term	NOUN
cana-1236	41	3	"	"	PUNCT
cana-1236	41	4	big	big	ADJ
cana-1236	41	5	data	datum	NOUN
cana-1236	41	6	"	"	PUNCT
cana-1236	41	7	refers	refer	VERB
cana-1236	41	8	to	to	ADP
cana-1236	41	9	a	a	DET
cana-1236	41	10	relatively	relatively	ADV
cana-1236	41	11	new	new	ADJ
cana-1236	41	12	paradigm	paradigm	NOUN
cana-1236	41	13	that	that	PRON
cana-1236	41	14	describes	describe	VERB
cana-1236	41	15	the	the	DET
cana-1236	41	16	accumulation	accumulation	NOUN
cana-1236	41	17	of	of	ADP
cana-1236	41	18	massive	massive	ADJ
cana-1236	41	19	datasets	dataset	NOUN
cana-1236	41	20	and	and	CCONJ
cana-1236	41	21	the	the	DET
cana-1236	41	22	use	use	NOUN
cana-1236	41	23	of	of	ADP
cana-1236	41	24	advanced	advanced	ADJ
cana-1236	41	25	analytics	analytic	NOUN
cana-1236	41	26	to	to	PART
cana-1236	41	27	get	get	VERB
cana-1236	41	28	new	new	ADJ
cana-1236	41	29	insights	insight	NOUN
cana-1236	41	30	from	from	ADP
cana-1236	41	31	these	these	DET
cana-1236	41	32	datasets	dataset	NOUN
cana-1236	41	33	[	[	X
cana-1236	41	34	4,5	4,5	NUM
cana-1236	41	35	]	]	PUNCT
cana-1236	41	36	.	.	PUNCT
cana-1236	42	1	therefore	therefore	ADV
cana-1236	42	2	,	,	PUNCT
cana-1236	42	3	as	as	SCONJ
cana-1236	42	4	the	the	DET
cana-1236	42	5	amount	amount	NOUN
cana-1236	42	6	of	of	ADP
cana-1236	42	7	data	datum	NOUN
cana-1236	42	8	generated	generate	VERB
cana-1236	42	9	in	in	ADP
cana-1236	42	10	the	the	DET
cana-1236	42	11	pharmaceutical	pharmaceutical	NOUN
cana-1236	42	12	industry	industry	NOUN
cana-1236	42	13	continues	continue	VERB
cana-1236	42	14	to	to	PART
cana-1236	42	15	grow	grow	VERB
cana-1236	42	16	,	,	PUNCT
cana-1236	42	17	conventional	conventional	ADJ
cana-1236	42	18	methods	method	NOUN
cana-1236	42	19	of	of	ADP
cana-1236	42	20	storing	store	VERB
cana-1236	42	21	this	this	DET
cana-1236	42	22	information	information	NOUN
cana-1236	42	23	are	be	AUX
cana-1236	42	24	becoming	become	VERB
cana-1236	42	25	inadequate	inadequate	ADJ
cana-1236	42	26	.	.	PUNCT
cana-1236	43	1	pharmaceutical	pharmaceutical	ADJ
cana-1236	43	2	production	production	NOUN
cana-1236	43	3	could	could	AUX
cana-1236	43	4	benefit	benefit	VERB
cana-1236	43	5	from	from	ADP
cana-1236	43	6	a	a	DET
cana-1236	43	7	three	three	NUM
cana-1236	43	8	-	-	PUNCT
cana-1236	43	9	stage	stage	NOUN
cana-1236	43	10	process	process	NOUN
cana-1236	43	11	following	follow	VERB
cana-1236	43	12	acquiring	acquire	VERB
cana-1236	43	13	,	,	PUNCT
cana-1236	43	14	including	include	VERB
cana-1236	43	15	the	the	DET
cana-1236	43	16	process	process	NOUN
cana-1236	43	17	listed	list	VERB
cana-1236	43	18	:	:	PUNCT
cana-1236	43	19	excavation	excavation	NOUN
cana-1236	43	20	&	&	CCONJ
cana-1236	43	21	spread	spread	NOUN
cana-1236	43	22	of	of	ADP
cana-1236	43	23	big	big	ADJ
cana-1236	43	24	sections	section	NOUN
cana-1236	43	25	of	of	ADP
cana-1236	43	26	dissolved	dissolve	VERB
cana-1236	43	27	&	&	CCONJ
cana-1236	43	28	blueprint	blueprint	PROPN
cana-1236	43	29	;	;	PUNCT
cana-1236	43	30	data	datum	NOUN
cana-1236	43	31	arrangement	arrangement	NOUN
cana-1236	43	32	to	to	PART
cana-1236	43	33	guarantee	guarantee	VERB
cana-1236	43	34	standardized	standardized	ADJ
cana-1236	43	35	spelling	spelling	NOUN
cana-1236	43	36	&	&	CCONJ
cana-1236	43	37	punctuation	punctuation	NOUN
cana-1236	43	38	;	;	PUNCT
cana-1236	43	39	and	and	CCONJ
cana-1236	43	40	information	information	NOUN
cana-1236	43	41	processing	processing	NOUN
cana-1236	43	42	by	by	ADP
cana-1236	43	43	means	mean	NOUN
cana-1236	43	44	of	of	ADP
cana-1236	43	45	wide	wide	ADJ
cana-1236	43	46	range	range	NOUN
cana-1236	43	47	of	of	ADP
cana-1236	43	48	logical	logical	ADJ
cana-1236	43	49	systems	system	NOUN
cana-1236	43	50	to	to	PART
cana-1236	43	51	generate	generate	VERB
cana-1236	43	52	a	a	DET
cana-1236	43	53	correct	correct	ADJ
cana-1236	43	54	outcome	outcome	NOUN
cana-1236	43	55	,	,	PUNCT
cana-1236	43	56	&	&	CCONJ
cana-1236	43	57	interpretable	interpretable	ADJ
cana-1236	43	58	results	result	NOUN
cana-1236	43	59	.	.	PUNCT
cana-1236	44	1	because	because	SCONJ
cana-1236	44	2	of	of	ADP
cana-1236	44	3	these	these	DET
cana-1236	44	4	developments	development	NOUN
cana-1236	44	5	,	,	PUNCT
cana-1236	44	6	expansion	expansion	NOUN
cana-1236	44	7	,	,	PUNCT
cana-1236	44	8	and	and	CCONJ
cana-1236	44	9	adaptations	adaptation	NOUN
cana-1236	44	10	in	in	ADP
cana-1236	44	11	the	the	DET
cana-1236	44	12	availability	availability	NOUN
cana-1236	44	13	of	of	ADP
cana-1236	44	14	excess	excess	ADJ
cana-1236	44	15	quantities	quantity	NOUN
cana-1236	44	16	of	of	ADP
cana-1236	44	17	information	information	NOUN
cana-1236	44	18	for	for	ADP
cana-1236	44	19	producing	produce	VERB
cana-1236	44	20	useful	useful	ADJ
cana-1236	44	21	insights	insight	NOUN
cana-1236	44	22	,	,	PUNCT
cana-1236	44	23	ai	ai	VERB
cana-1236	44	24	permitted	permit	VERB
cana-1236	44	25	knowledge	knowledge	NOUN
cana-1236	44	26	is	be	AUX
cana-1236	44	27	constantly	constantly	ADV
cana-1236	44	28	used	use	VERB
cana-1236	44	29	to	to	PART
cana-1236	44	30	undertake	undertake	VERB
cana-1236	44	31	trivial	trivial	ADJ
cana-1236	44	32	yet	yet	CCONJ
cana-1236	44	33	significant	significant	ADJ
cana-1236	44	34	concerned	concerned	ADJ
cana-1236	44	35	issues	issue	NOUN
cana-1236	44	36	in	in	ADP
cana-1236	44	37	the	the	DET
cana-1236	44	38	medication	medication	NOUN
cana-1236	44	39	&	&	CCONJ
cana-1236	44	40	improving	improve	VERB
cana-1236	44	41	industries	industry	NOUN
cana-1236	44	42	.	.	PUNCT
cana-1236	45	1	because	because	SCONJ
cana-1236	45	2	of	of	ADP
cana-1236	45	3	this	this	PRON
cana-1236	45	4	,	,	PUNCT
cana-1236	45	5	the	the	DET
cana-1236	45	6	authors	author	NOUN
cana-1236	45	7	believe	believe	VERB
cana-1236	45	8	it	it	PRON
cana-1236	45	9	is	be	AUX
cana-1236	45	10	important	important	ADJ
cana-1236	45	11	to	to	PART
cana-1236	45	12	compile	compile	VERB
cana-1236	45	13	an	an	DET
cana-1236	45	14	in	in	ADP
cana-1236	45	15	-	-	PUNCT
cana-1236	45	16	depth	depth	NOUN
cana-1236	45	17	article	article	NOUN
cana-1236	45	18	analyzing	analyze	VERB
cana-1236	45	19	the	the	DET
cana-1236	45	20	role	role	NOUN
cana-1236	45	21	of	of	ADP
cana-1236	45	22	artificial	artificial	ADJ
cana-1236	45	23	intelligence	intelligence	NOUN
cana-1236	45	24	(	(	PUNCT
cana-1236	45	25	ai	ai	NOUN
cana-1236	45	26	)	)	PUNCT
cana-1236	45	27	&	&	CCONJ
cana-1236	45	28	machine	machine	NOUN
cana-1236	45	29	learning	learning	NOUN
cana-1236	45	30	(	(	PUNCT
cana-1236	45	31	ml	ml	NOUN
cana-1236	45	32	)	)	PUNCT
cana-1236	45	33	,	,	PUNCT
cana-1236	45	34	in	in	ADP
cana-1236	45	35	the	the	DET
cana-1236	45	36	pharmacy	pharmacy	NOUN
cana-1236	45	37	sector	sector	NOUN
cana-1236	45	38	,	,	PUNCT
cana-1236	45	39	including	include	VERB
cana-1236	45	40	the	the	DET
cana-1236	45	41	most	most	ADV
cana-1236	45	42	recent	recent	ADJ
cana-1236	45	43	developments	development	NOUN
cana-1236	45	44	in	in	ADP
cana-1236	45	45	these	these	DET
cana-1236	45	46	areas	area	NOUN
cana-1236	45	47	,	,	PUNCT
cana-1236	45	48	as	as	ADV
cana-1236	45	49	well	well	ADV
cana-1236	45	50	as	as	ADP
cana-1236	45	51	the	the	DET
cana-1236	45	52	most	most	ADV
cana-1236	45	53	novel	novel	ADJ
cana-1236	45	54	studies	study	NOUN
cana-1236	45	55	conducted	conduct	VERB
cana-1236	45	56	in	in	ADP
cana-1236	45	57	this	this	DET
cana-1236	45	58	area	area	NOUN
cana-1236	45	59	and	and	CCONJ
cana-1236	45	60	their	their	PRON
cana-1236	45	61	implications	implication	NOUN
cana-1236	45	62	for	for	ADP
cana-1236	45	63	the	the	DET
cana-1236	45	64	future	future	NOUN
cana-1236	45	65	of	of	ADP
cana-1236	45	66	the	the	DET
cana-1236	45	67	pharmaceutical	pharmaceutical	ADJ
cana-1236	45	68	industry	industry	NOUN
cana-1236	45	69	.	.	PUNCT
cana-1236	46	1	communications	communication	NOUN
cana-1236	46	2	on	on	ADP
cana-1236	46	3	applied	apply	VERB
cana-1236	46	4	nonlinear	nonlinear	ADJ
cana-1236	46	5	analysis	analysis	NOUN
cana-1236	46	6	issn	issn	NOUN
cana-1236	46	7	:	:	PUNCT
cana-1236	46	8	1074	1074	NUM
cana-1236	46	9	-	-	PUNCT
cana-1236	46	10	133x	133x	NUM
cana-1236	46	11	vol	vol	NOUN
cana-1236	46	12	31	31	NUM
cana-1236	46	13	no	no	NOUN
cana-1236	46	14	.	.	PUNCT
cana-1236	47	1	6s	6s	NUM
cana-1236	47	2	(	(	PUNCT
cana-1236	47	3	2024	2024	NUM
cana-1236	47	4	)	)	PUNCT
cana-1236	47	5	454	454	NUM
cana-1236	47	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1236	47	7	1.1	1.1	NUM
cana-1236	47	8	current	current	ADJ
cana-1236	47	9	context	context	NOUN
cana-1236	47	10	in	in	ADP
cana-1236	47	11	drug	drug	NOUN
cana-1236	47	12	development	development	NOUN
cana-1236	47	13	:	:	PUNCT
cana-1236	47	14	creating	create	VERB
cana-1236	47	15	a	a	DET
cana-1236	47	16	brand	brand	NOUN
cana-1236	47	17	novel	novel	NOUN
cana-1236	47	18	pharmaceutical	pharmaceutical	NOUN
cana-1236	47	19	is	be	AUX
cana-1236	47	20	an	an	DET
cana-1236	47	21	expensive	expensive	ADJ
cana-1236	47	22	and	and	CCONJ
cana-1236	47	23	lengthy	lengthy	ADJ
cana-1236	47	24	endeavor	endeavor	NOUN
cana-1236	47	25	.	.	PUNCT
cana-1236	48	1	an	an	DET
cana-1236	48	2	intensely	intensely	ADV
cana-1236	48	3	competitive	competitive	ADJ
cana-1236	48	4	and	and	CCONJ
cana-1236	48	5	time	time	NOUN
cana-1236	48	6	-	-	PUNCT
cana-1236	48	7	consuming	consume	VERB
cana-1236	48	8	process	process	NOUN
cana-1236	48	9	is	be	AUX
cana-1236	48	10	required	require	VERB
cana-1236	48	11	of	of	ADP
cana-1236	48	12	all	all	DET
cana-1236	48	13	potential	potential	ADJ
cana-1236	48	14	medications	medication	NOUN
cana-1236	48	15	before	before	SCONJ
cana-1236	48	16	they	they	PRON
cana-1236	48	17	may	may	AUX
cana-1236	48	18	be	be	AUX
cana-1236	48	19	used	use	VERB
cana-1236	48	20	in	in	ADP
cana-1236	48	21	patients	patient	NOUN
cana-1236	48	22	.	.	PUNCT
cana-1236	49	1	there	there	PRON
cana-1236	49	2	are	be	VERB
cana-1236	49	3	four	four	NUM
cana-1236	49	4	main	main	ADJ
cana-1236	49	5	"	"	PUNCT
cana-1236	49	6	phases	phase	NOUN
cana-1236	49	7	"	"	PUNCT
cana-1236	49	8	in	in	ADP
cana-1236	49	9	the	the	DET
cana-1236	49	10	drug	drug	NOUN
cana-1236	49	11	development	development	NOUN
cana-1236	49	12	process	process	NOUN
cana-1236	49	13	.	.	PUNCT
cana-1236	50	1	stage	stage	NOUN
cana-1236	50	2	0	0	NUM
cana-1236	50	3	includes	include	VERB
cana-1236	50	4	fundamental	fundamental	ADJ
cana-1236	50	5	study	study	NOUN
cana-1236	50	6	/	/	SYM
cana-1236	50	7	drug	drug	NOUN
cana-1236	50	8	development	development	NOUN
cana-1236	50	9	&	&	CCONJ
cana-1236	50	10	preclinical	preclinical	ADJ
cana-1236	50	11	examination	examination	NOUN
cana-1236	50	12	to	to	PART
cana-1236	50	13	evaluate	evaluate	VERB
cana-1236	50	14	the	the	DET
cana-1236	50	15	drug	drug	NOUN
cana-1236	50	16	candidate	candidate	NOUN
cana-1236	50	17	's	's	PART
cana-1236	50	18	efficacy	efficacy	NOUN
cana-1236	50	19	and	and	CCONJ
cana-1236	50	20	how	how	SCONJ
cana-1236	50	21	the	the	DET
cana-1236	50	22	body	body	NOUN
cana-1236	50	23	processes	process	VERB
cana-1236	50	24	it	it	PRON
cana-1236	50	25	.	.	PUNCT
cana-1236	51	1	clinical	clinical	ADJ
cana-1236	51	2	trials	trial	NOUN
cana-1236	51	3	are	be	AUX
cana-1236	51	4	the	the	DET
cana-1236	51	5	final	final	ADJ
cana-1236	51	6	step	step	NOUN
cana-1236	51	7	,	,	PUNCT
cana-1236	51	8	and	and	CCONJ
cana-1236	51	9	they	they	PRON
cana-1236	51	10	consist	consist	VERB
cana-1236	51	11	of	of	ADP
cana-1236	51	12	three	three	NUM
cana-1236	51	13	phases	phase	NOUN
cana-1236	51	14	:	:	PUNCT
cana-1236	51	15	phase	phase	NOUN
cana-1236	51	16	i	i	PRON
cana-1236	51	17	,	,	PUNCT
cana-1236	51	18	in	in	ADP
cana-1236	51	19	which	which	PRON
cana-1236	51	20	dose	dose	NOUN
cana-1236	51	21	-	-	PUNCT
cana-1236	51	22	toxicity	toxicity	NOUN
cana-1236	51	23	,	,	PUNCT
cana-1236	51	24	short	short	ADJ
cana-1236	51	25	-	-	PUNCT
cana-1236	51	26	term	term	NOUN
cana-1236	51	27	adverse	adverse	ADJ
cana-1236	51	28	effects	effect	NOUN
cana-1236	51	29	,	,	PUNCT
cana-1236	51	30	and	and	CCONJ
cana-1236	51	31	kinetics	kinetic	NOUN
cana-1236	51	32	relationships	relationship	NOUN
cana-1236	51	33	are	be	AUX
cana-1236	51	34	studied	study	VERB
cana-1236	51	35	;	;	PUNCT
cana-1236	51	36	phase	phase	NOUN
cana-1236	51	37	ii	ii	NOUN
cana-1236	51	38	,	,	PUNCT
cana-1236	51	39	in	in	ADP
cana-1236	51	40	which	which	PRON
cana-1236	51	41	therapeutic	therapeutic	ADJ
cana-1236	51	42	performance	performance	NOUN
cana-1236	51	43	is	be	AUX
cana-1236	51	44	determined	determine	VERB
cana-1236	51	45	;	;	PUNCT
cana-1236	51	46	and	and	CCONJ
cana-1236	51	47	phase	phase	NOUN
cana-1236	51	48	iii	iii	NOUN
cana-1236	51	49	,	,	PUNCT
cana-1236	51	50	in	in	ADP
cana-1236	51	51	which	which	PRON
cana-1236	51	52	the	the	DET
cana-1236	51	53	molecule	molecule	NOUN
cana-1236	51	54	is	be	AUX
cana-1236	51	55	compared	compare	VERB
cana-1236	51	56	to	to	ADP
cana-1236	51	57	the	the	DET
cana-1236	51	58	gold	gold	ADJ
cana-1236	51	59	standard	standard	NOUN
cana-1236	51	60	(	(	PUNCT
cana-1236	51	61	phase	phase	NOUN
cana-1236	51	62	iii	iii	NOUN
cana-1236	51	63	)	)	PUNCT
cana-1236	51	64	.	.	PUNCT
cana-1236	52	1	phase	phase	NOUN
cana-1236	52	2	iv	iv	NUM
cana-1236	52	3	research	research	NOUN
cana-1236	52	4	is	be	AUX
cana-1236	52	5	not	not	PART
cana-1236	52	6	required	require	VERB
cana-1236	52	7	but	but	CCONJ
cana-1236	52	8	is	be	AUX
cana-1236	52	9	recommended	recommend	VERB
cana-1236	52	10	after	after	SCONJ
cana-1236	52	11	a	a	DET
cana-1236	52	12	medicine	medicine	NOUN
cana-1236	52	13	has	have	AUX
cana-1236	52	14	been	be	AUX
cana-1236	52	15	commercialized	commercialize	VERB
cana-1236	52	16	to	to	PART
cana-1236	52	17	track	track	VERB
cana-1236	52	18	any	any	DET
cana-1236	52	19	potential	potential	ADJ
cana-1236	52	20	adverse	adverse	ADJ
cana-1236	52	21	effects	effect	NOUN
cana-1236	52	22	or	or	CCONJ
cana-1236	52	23	interactions	interaction	NOUN
cana-1236	52	24	with	with	ADP
cana-1236	52	25	other	other	ADJ
cana-1236	52	26	treatments	treatment	NOUN
cana-1236	52	27	.	.	PUNCT
cana-1236	53	1	the	the	DET
cana-1236	53	2	entire	entire	ADJ
cana-1236	53	3	process	process	NOUN
cana-1236	53	4	of	of	ADP
cana-1236	53	5	creating	create	VERB
cana-1236	53	6	a	a	DET
cana-1236	53	7	new	new	ADJ
cana-1236	53	8	medicine	medicine	NOUN
cana-1236	53	9	is	be	AUX
cana-1236	53	10	depicted	depict	VERB
cana-1236	53	11	in	in	ADP
cana-1236	53	12	fig	fig	NOUN
cana-1236	53	13	.	.	PUNCT
cana-1236	54	1	1	1	X
cana-1236	54	2	.	.	X
cana-1236	55	1	it	it	PRON
cana-1236	55	2	requires	require	VERB
cana-1236	55	3	a	a	DET
cana-1236	55	4	minimum	minimum	NOUN
cana-1236	55	5	of	of	ADP
cana-1236	55	6	5	5	NUM
cana-1236	55	7	years	year	NOUN
cana-1236	55	8	[	[	X
cana-1236	55	9	6	6	NUM
cana-1236	55	10	]	]	PUNCT
cana-1236	55	11	and	and	CCONJ
cana-1236	55	12	maybe	maybe	ADV
cana-1236	55	13	up	up	ADP
cana-1236	55	14	to	to	PART
cana-1236	55	15	15	15	NUM
cana-1236	55	16	years	year	NOUN
cana-1236	56	1	[	[	X
cana-1236	56	2	7	7	X
cana-1236	56	3	]	]	PUNCT
cana-1236	56	4	to	to	PART
cana-1236	56	5	build	build	VERB
cana-1236	56	6	this	this	DET
cana-1236	56	7	pipe	pipe	NOUN
cana-1236	56	8	.	.	PUNCT
cana-1236	57	1	the	the	DET
cana-1236	57	2	minimum	minimum	PROPN
cana-1236	57	3	instance	instance	NOUN
cana-1236	57	4	covers	cover	VERB
cana-1236	57	5	the	the	DET
cana-1236	57	6	preparation	preparation	NOUN
cana-1236	57	7	of	of	ADP
cana-1236	57	8	clinical	clinical	ADJ
cana-1236	57	9	&	&	CCONJ
cana-1236	57	10	preclinical	preclinical	ADJ
cana-1236	57	11	testing	testing	NOUN
cana-1236	57	12	(	(	PUNCT
cana-1236	57	13	stage	stage	NOUN
cana-1236	57	14	0	0	NUM
cana-1236	57	15	to	to	ADP
cana-1236	57	16	3	3	NUM
cana-1236	57	17	)	)	PUNCT
cana-1236	57	18	,	,	PUNCT
cana-1236	57	19	including	include	VERB
cana-1236	57	20	the	the	DET
cana-1236	57	21	moment	moment	NOUN
cana-1236	57	22	to	to	PART
cana-1236	57	23	think	think	VERB
cana-1236	57	24	about	about	ADP
cana-1236	57	25	&	&	CCONJ
cana-1236	57	26	jot	jot	PROPN
cana-1236	57	27	behind	behind	ADP
cana-1236	57	28	the	the	DET
cana-1236	57	29	plan	plan	NOUN
cana-1236	57	30	of	of	ADP
cana-1236	57	31	the	the	DET
cana-1236	57	32	study	study	NOUN
cana-1236	57	33	,	,	PUNCT
cana-1236	57	34	to	to	PART
cana-1236	57	35	recruit	recruit	VERB
cana-1236	57	36	and	and	CCONJ
cana-1236	57	37	choose	choose	VERB
cana-1236	57	38	participants	participant	NOUN
cana-1236	57	39	,	,	PUNCT
cana-1236	57	40	to	to	PART
cana-1236	57	41	evaluate	evaluate	VERB
cana-1236	57	42	the	the	DET
cana-1236	57	43	findings	finding	NOUN
cana-1236	57	44	,	,	PUNCT
cana-1236	57	45	and	and	CCONJ
cana-1236	57	46	so	so	ADV
cana-1236	57	47	on	on	ADV
cana-1236	57	48	.	.	PUNCT
cana-1236	58	1	the	the	DET
cana-1236	58	2	duration	duration	NOUN
cana-1236	58	3	of	of	ADP
cana-1236	58	4	each	each	DET
cana-1236	58	5	subsequent	subsequent	ADJ
cana-1236	58	6	phase	phase	NOUN
cana-1236	58	7	of	of	ADP
cana-1236	58	8	a	a	DET
cana-1236	58	9	drug	drug	NOUN
cana-1236	58	10	's	's	PART
cana-1236	58	11	clinical	clinical	ADJ
cana-1236	58	12	development	development	NOUN
cana-1236	58	13	has	have	AUX
cana-1236	58	14	grown	grow	VERB
cana-1236	58	15	longer	long	ADV
cana-1236	58	16	.	.	PUNCT
cana-1236	59	1	the	the	DET
cana-1236	59	2	average	average	ADJ
cana-1236	59	3	clinical	clinical	ADJ
cana-1236	59	4	development	development	NOUN
cana-1236	59	5	period	period	NOUN
cana-1236	59	6	for	for	ADP
cana-1236	59	7	pharmaceuticals	pharmaceutical	NOUN
cana-1236	59	8	approved	approve	VERB
cana-1236	59	9	in	in	ADP
cana-1236	59	10	2015	2015	NUM
cana-1236	59	11	-	-	SYM
cana-1236	59	12	2016	2016	NUM
cana-1236	59	13	was	be	AUX
cana-1236	59	14	6.4	6.4	NUM
cana-1236	59	15	years	year	NOUN
cana-1236	59	16	,	,	PUNCT
cana-1236	59	17	compared	compare	VERB
cana-1236	59	18	to	to	ADP
cana-1236	59	19	9.1	9.1	NUM
cana-1236	59	20	years	year	NOUN
cana-1236	59	21	for	for	ADP
cana-1236	59	22	medication	medication	NOUN
cana-1236	59	23	candidates	candidate	NOUN
cana-1236	59	24	in	in	ADP
cana-1236	59	25	2008	2008	NUM
cana-1236	59	26	-	-	SYM
cana-1236	59	27	2012	2012	NUM
cana-1236	59	28	[	[	X
cana-1236	59	29	8	8	NUM
cana-1236	59	30	]	]	PUNCT
cana-1236	59	31	.	.	PUNCT
cana-1236	60	1	this	this	PRON
cana-1236	60	2	could	could	AUX
cana-1236	60	3	be	be	AUX
cana-1236	60	4	an	an	DET
cana-1236	60	5	indication	indication	NOUN
cana-1236	60	6	of	of	ADP
cana-1236	60	7	a	a	DET
cana-1236	60	8	problem	problem	NOUN
cana-1236	60	9	with	with	ADP
cana-1236	60	10	how	how	SCONJ
cana-1236	60	11	drug	drug	NOUN
cana-1236	60	12	benefits	benefit	NOUN
cana-1236	60	13	and	and	CCONJ
cana-1236	60	14	risks	risk	NOUN
cana-1236	60	15	are	be	AUX
cana-1236	60	16	calculated	calculate	VERB
cana-1236	60	17	.	.	PUNCT
cana-1236	61	1	however	however	ADV
cana-1236	61	2	,	,	PUNCT
cana-1236	61	3	a	a	DET
cana-1236	61	4	major	major	ADJ
cana-1236	61	5	problem	problem	NOUN
cana-1236	61	6	that	that	PRON
cana-1236	61	7	has	have	AUX
cana-1236	61	8	persisted	persist	VERB
cana-1236	61	9	for	for	ADP
cana-1236	61	10	a	a	DET
cana-1236	61	11	long	long	ADJ
cana-1236	61	12	time	time	NOUN
cana-1236	62	1	[	[	X
cana-1236	62	2	9	9	NUM
cana-1236	62	3	]	]	PUNCT
cana-1236	62	4	is	be	AUX
cana-1236	62	5	the	the	DET
cana-1236	62	6	high	high	ADJ
cana-1236	62	7	rate	rate	NOUN
cana-1236	62	8	of	of	ADP
cana-1236	62	9	drug	drug	NOUN
cana-1236	62	10	discovery	discovery	NOUN
cana-1236	62	11	pipeline	pipeline	NOUN
cana-1236	62	12	failure	failure	NOUN
cana-1236	62	13	,	,	PUNCT
cana-1236	62	14	which	which	PRON
cana-1236	62	15	typically	typically	ADV
cana-1236	62	16	occurs	occur	VERB
cana-1236	62	17	during	during	ADP
cana-1236	62	18	the	the	DET
cana-1236	62	19	later	later	ADJ
cana-1236	62	20	stages	stage	NOUN
cana-1236	62	21	of	of	ADP
cana-1236	62	22	clinical	clinical	ADJ
cana-1236	62	23	testing	testing	NOUN
cana-1236	62	24	.	.	PUNCT
cana-1236	63	1	there	there	PRON
cana-1236	63	2	was	be	VERB
cana-1236	63	3	a	a	DET
cana-1236	63	4	54	54	NUM
cana-1236	63	5	percent	percent	NOUN
cana-1236	63	6	failure	failure	NOUN
cana-1236	63	7	rate	rate	NOUN
cana-1236	63	8	in	in	ADP
cana-1236	63	9	phase	phase	NOUN
cana-1236	63	10	ii	ii	PROPN
cana-1236	63	11	and	and	CCONJ
cana-1236	63	12	iii	iii	NUM
cana-1236	63	13	clinical	clinical	ADJ
cana-1236	63	14	studies	study	NOUN
cana-1236	63	15	that	that	PRON
cana-1236	63	16	took	take	VERB
cana-1236	63	17	place	place	NOUN
cana-1236	63	18	between	between	ADP
cana-1236	63	19	1998	1998	NUM
cana-1236	63	20	and	and	CCONJ
cana-1236	63	21	2008	2008	NUM
cana-1236	63	22	,	,	PUNCT
cana-1236	63	23	according	accord	VERB
cana-1236	63	24	to	to	ADP
cana-1236	63	25	reports	report	NOUN
cana-1236	63	26	in	in	ADP
cana-1236	63	27	[	[	X
cana-1236	63	28	10	10	NUM
cana-1236	63	29	]	]	PUNCT
cana-1236	63	30	.	.	PUNCT
cana-1236	64	1	the	the	DET
cana-1236	64	2	absence	absence	NOUN
cana-1236	64	3	of	of	ADP
cana-1236	64	4	efficacy	efficacy	NOUN
cana-1236	64	5	was	be	AUX
cana-1236	64	6	the	the	DET
cana-1236	64	7	primary	primary	ADJ
cana-1236	64	8	reason	reason	NOUN
cana-1236	64	9	for	for	ADP
cana-1236	64	10	failure	failure	NOUN
cana-1236	64	11	(	(	PUNCT
cana-1236	64	12	57	57	NUM
cana-1236	64	13	%	%	NOUN
cana-1236	64	14	of	of	ADP
cana-1236	64	15	the	the	DET
cana-1236	64	16	unsuccessful	unsuccessful	ADJ
cana-1236	64	17	medication	medication	NOUN
cana-1236	64	18	candidates	candidate	NOUN
cana-1236	64	19	)	)	PUNCT
cana-1236	64	20	whereas	whereas	SCONJ
cana-1236	64	21	safety	safety	NOUN
cana-1236	64	22	concerns	concern	NOUN
cana-1236	64	23	were	be	AUX
cana-1236	64	24	the	the	DET
cana-1236	64	25	secondary	secondary	ADJ
cana-1236	64	26	reason	reason	NOUN
cana-1236	64	27	for	for	ADP
cana-1236	64	28	failure	failure	NOUN
cana-1236	64	29	(	(	PUNCT
cana-1236	64	30	17	17	NUM
cana-1236	64	31	%	%	NOUN
cana-1236	64	32	)	)	PUNCT
cana-1236	64	33	.	.	PUNCT
cana-1236	65	1	increasing	increase	VERB
cana-1236	65	2	death	death	NOUN
cana-1236	65	3	risk	risk	NOUN
cana-1236	65	4	or	or	CCONJ
cana-1236	65	5	significant	significant	ADJ
cana-1236	65	6	adverse	adverse	ADJ
cana-1236	65	7	effects	effect	NOUN
cana-1236	65	8	were	be	AUX
cana-1236	65	9	the	the	DET
cana-1236	65	10	primary	primary	ADJ
cana-1236	65	11	causes	cause	NOUN
cana-1236	65	12	for	for	ADP
cana-1236	65	13	failing	fail	VERB
cana-1236	65	14	in	in	ADP
cana-1236	65	15	phases	phase	NOUN
cana-1236	65	16	iii	iii	NUM
cana-1236	65	17	and	and	CCONJ
cana-1236	65	18	iv	iv	NUM
cana-1236	65	19	in	in	ADP
cana-1236	65	20	2012	2012	NUM
cana-1236	65	21	[	[	X
cana-1236	65	22	8	8	NUM
cana-1236	65	23	]	]	PUNCT
cana-1236	65	24	and	and	CCONJ
cana-1236	65	25	2019	2019	NUM
cana-1236	65	26	[	[	X
cana-1236	65	27	11	11	NUM
cana-1236	65	28	]	]	PUNCT
cana-1236	65	29	.	.	PUNCT
cana-1236	66	1	differences	difference	NOUN
cana-1236	66	2	in	in	ADP
cana-1236	66	3	predicted	predict	VERB
cana-1236	66	4	success	success	NOUN
cana-1236	66	5	rates	rate	NOUN
cana-1236	66	6	across	across	ADP
cana-1236	66	7	phase	phase	NOUN
cana-1236	66	8	ii	ii	PROPN
cana-1236	66	9	(	(	PUNCT
cana-1236	66	10	first	first	ADJ
cana-1236	66	11	patient	patient	ADJ
cana-1236	66	12	dosage	dosage	NOUN
cana-1236	66	13	)	)	PUNCT
cana-1236	66	14	and	and	CCONJ
cana-1236	66	15	phase	phase	NOUN
cana-1236	66	16	iii	iii	NOUN
cana-1236	66	17	(	(	PUNCT
cana-1236	66	18	later	later	ADJ
cana-1236	66	19	stages	stage	NOUN
cana-1236	66	20	of	of	ADP
cana-1236	66	21	drug	drug	NOUN
cana-1236	66	22	development	development	NOUN
cana-1236	66	23	)	)	PUNCT
cana-1236	66	24	were	be	AUX
cana-1236	66	25	especially	especially	ADV
cana-1236	66	26	large	large	ADJ
cana-1236	66	27	in	in	ADP
cana-1236	66	28	2012	2012	NUM
cana-1236	66	29	for	for	ADP
cana-1236	66	30	drug	drug	NOUN
cana-1236	66	31	pipelines	pipeline	NOUN
cana-1236	66	32	that	that	PRON
cana-1236	66	33	had	have	VERB
cana-1236	66	34	their	their	PRON
cana-1236	66	35	genesis	genesis	NOUN
cana-1236	66	36	in	in	ADP
cana-1236	66	37	2007	2007	NUM
cana-1236	66	38	-	-	SYM
cana-1236	66	39	2009	2009	NUM
cana-1236	66	40	.	.	PUNCT
cana-1236	67	1	(	(	PUNCT
cana-1236	67	2	first	first	ADJ
cana-1236	67	3	clinical	clinical	ADJ
cana-1236	67	4	trial	trial	NOUN
cana-1236	67	5	-	-	PUNCT
cana-1236	67	6	dose	dose	NOUN
cana-1236	67	7	)	)	PUNCT
cana-1236	67	8	.	.	PUNCT
cana-1236	68	1	only	only	ADV
cana-1236	68	2	14	14	NUM
cana-1236	68	3	%	%	NOUN
cana-1236	68	4	of	of	ADP
cana-1236	68	5	medication	medication	NOUN
cana-1236	68	6	candidates	candidate	NOUN
cana-1236	68	7	that	that	PRON
cana-1236	68	8	made	make	VERB
cana-1236	68	9	it	it	PRON
cana-1236	68	10	to	to	PART
cana-1236	68	11	step	step	VERB
cana-1236	68	12	2	2	NUM
cana-1236	68	13	,	,	PUNCT
cana-1236	68	14	which	which	PRON
cana-1236	68	15	is	be	AUX
cana-1236	68	16	associated	associate	VERB
cana-1236	68	17	to	to	ADP
cana-1236	68	18	drug	drug	NOUN
cana-1236	68	19	measuring	measuring	NOUN
cana-1236	68	20	performance	performance	NOUN
cana-1236	68	21	,	,	PUNCT
cana-1236	68	22	were	be	AUX
cana-1236	68	23	subsequently	subsequently	ADV
cana-1236	68	24	launched	launch	VERB
cana-1236	68	25	,	,	PUNCT
cana-1236	68	26	whereas	whereas	SCONJ
cana-1236	68	27	64	64	NUM
cana-1236	68	28	%	%	NOUN
cana-1236	68	29	of	of	ADP
cana-1236	68	30	drug	drug	NOUN
cana-1236	68	31	pipelines	pipeline	NOUN
cana-1236	68	32	made	make	VERB
cana-1236	68	33	it	it	PRON
cana-1236	68	34	to	to	PART
cana-1236	68	35	phase	phase	VERB
cana-1236	68	36	iii	iii	NOUN
cana-1236	69	1	[	[	X
cana-1236	69	2	11	11	NUM
cana-1236	69	3	]	]	PUNCT
cana-1236	69	4	.	.	PUNCT
cana-1236	70	1	for	for	ADP
cana-1236	70	2	drug	drug	NOUN
cana-1236	70	3	pipelines	pipeline	NOUN
cana-1236	70	4	,	,	PUNCT
cana-1236	70	5	this	this	DET
cana-1236	70	6	trend	trend	NOUN
cana-1236	70	7	persists	persist	VERB
cana-1236	70	8	as	as	ADP
cana-1236	70	9	of	of	ADP
cana-1236	70	10	2015–2017	2015–2017	NUM
cana-1236	70	11	[	[	X
cana-1236	70	12	12	12	NUM
cana-1236	70	13	]	]	PUNCT
cana-1236	70	14	.	.	PUNCT
cana-1236	71	1	while	while	SCONJ
cana-1236	71	2	62	62	NUM
cana-1236	71	3	%	%	NOUN
cana-1236	71	4	of	of	ADP
cana-1236	71	5	drug	drug	NOUN
cana-1236	71	6	pipelines	pipeline	NOUN
cana-1236	71	7	make	make	VERB
cana-1236	71	8	it	it	PRON
cana-1236	71	9	to	to	PART
cana-1236	71	10	phase	phase	VERB
cana-1236	71	11	iii	iii	NOUN
cana-1236	71	12	,	,	PUNCT
cana-1236	71	13	just	just	ADV
cana-1236	71	14	25	25	NUM
cana-1236	71	15	%	%	NOUN
cana-1236	71	16	of	of	ADP
cana-1236	71	17	phase	phase	NOUN
cana-1236	71	18	ii	ii	NOUN
cana-1236	71	19	medication	medication	NOUN
cana-1236	71	20	candidates	candidate	NOUN
cana-1236	71	21	are	be	AUX
cana-1236	71	22	authorized	authorize	VERB
cana-1236	71	23	.	.	PUNCT
cana-1236	72	1	communications	communication	NOUN
cana-1236	72	2	on	on	ADP
cana-1236	72	3	applied	apply	VERB
cana-1236	72	4	nonlinear	nonlinear	ADJ
cana-1236	72	5	analysis	analysis	NOUN
cana-1236	72	6	issn	issn	NOUN
cana-1236	72	7	:	:	PUNCT
cana-1236	72	8	1074	1074	NUM
cana-1236	72	9	-	-	PUNCT
cana-1236	72	10	133x	133x	NUM
cana-1236	72	11	vol	vol	NOUN
cana-1236	72	12	31	31	NUM
cana-1236	72	13	no	no	NOUN
cana-1236	72	14	.	.	PUNCT
cana-1236	73	1	6s	6s	NUM
cana-1236	73	2	(	(	PUNCT
cana-1236	73	3	2024	2024	NUM
cana-1236	73	4	)	)	PUNCT
cana-1236	73	5	455	455	NUM
cana-1236	74	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	74	2	figure	figure	NOUN
cana-1236	74	3	1	1	NUM
cana-1236	74	4	:	:	PUNCT
cana-1236	74	5	various	various	ADJ
cana-1236	74	6	phases	phase	NOUN
cana-1236	74	7	of	of	ADP
cana-1236	74	8	drug	drug	NOUN
cana-1236	74	9	development	development	NOUN
cana-1236	74	10	[	[	X
cana-1236	74	11	13	13	NUM
cana-1236	74	12	]	]	SYM
cana-1236	74	13	2	2	NUM
cana-1236	74	14	.	.	X
cana-1236	74	15	related	relate	VERB
cana-1236	74	16	works	work	NOUN
cana-1236	74	17	:	:	PUNCT
cana-1236	74	18	novel	novel	ADJ
cana-1236	74	19	target	target	NOUN
cana-1236	74	20	identification	identification	NOUN
cana-1236	74	21	,	,	PUNCT
cana-1236	74	22	target	target	NOUN
cana-1236	74	23	-	-	PUNCT
cana-1236	74	24	disease	disease	NOUN
cana-1236	74	25	association	association	NOUN
cana-1236	74	26	understanding	understanding	NOUN
cana-1236	74	27	,	,	PUNCT
cana-1236	74	28	drug	drug	NOUN
cana-1236	74	29	election	election	NOUN
cana-1236	74	30	campaigns	campaign	NOUN
cana-1236	74	31	,	,	PUNCT
cana-1236	74	32	protein	protein	NOUN
cana-1236	74	33	predictions	prediction	NOUN
cana-1236	74	34	,	,	PUNCT
cana-1236	74	35	molecular	molecular	ADJ
cana-1236	74	36	chemical	chemical	NOUN
cana-1236	74	37	optimization	optimization	NOUN
cana-1236	74	38	and	and	CCONJ
cana-1236	74	39	design	design	NOUN
cana-1236	74	40	comprehension	comprehension	NOUN
cana-1236	74	41	of	of	ADP
cana-1236	74	42	pathogenic	pathogenic	ADJ
cana-1236	74	43	mechanisms	mechanism	NOUN
cana-1236	74	44	,	,	PUNCT
cana-1236	74	45	creation	creation	NOUN
cana-1236	74	46	of	of	ADP
cana-1236	74	47	novel	novel	ADJ
cana-1236	74	48	predictive	predictive	ADJ
cana-1236	74	49	&	&	CCONJ
cana-1236	74	50	prognostic	prognostic	ADJ
cana-1236	74	51	biomarkers	biomarker	NOUN
cana-1236	74	52	,	,	PUNCT
cana-1236	74	53	biometric	biometric	ADJ
cana-1236	74	54	information	information	NOUN
cana-1236	74	55	study	study	NOUN
cana-1236	74	56	as	as	ADP
cana-1236	74	57	of	of	ADP
cana-1236	74	58	wearable	wearable	ADJ
cana-1236	74	59	’s	’s	NOUN
cana-1236	74	60	,	,	PUNCT
cana-1236	74	61	and	and	CCONJ
cana-1236	74	62	many	many	ADJ
cana-1236	74	63	other	other	ADJ
cana-1236	74	64	areas	area	NOUN
cana-1236	74	65	of	of	ADP
cana-1236	74	66	r&d	r&d	NOUN
cana-1236	74	67	stand	stand	NOUN
cana-1236	74	68	to	to	PART
cana-1236	74	69	benefit	benefit	VERB
cana-1236	74	70	greatly	greatly	ADV
cana-1236	74	71	from	from	ADP
cana-1236	74	72	the	the	DET
cana-1236	74	73	application	application	NOUN
cana-1236	74	74	of	of	ADP
cana-1236	74	75	ai	ai	NOUN
cana-1236	74	76	/	/	SYM
cana-1236	74	77	ml	ml	NOUN
cana-1236	74	78	techniques	technique	NOUN
cana-1236	74	79	,	,	PUNCT
cana-1236	74	80	which	which	PRON
cana-1236	74	81	could	could	AUX
cana-1236	74	82	ultimately	ultimately	ADV
cana-1236	74	83	enhance	enhance	VERB
cana-1236	74	84	the	the	DET
cana-1236	74	85	probability	probability	NOUN
cana-1236	74	86	of	of	ADP
cana-1236	74	87	achievement	achievement	NOUN
cana-1236	74	88	in	in	ADP
cana-1236	74	89	drug	drug	NOUN
cana-1236	74	90	improvement	improvement	NOUN
cana-1236	74	91	.	.	PUNCT
cana-1236	75	1	due	due	ADP
cana-1236	75	2	to	to	ADP
cana-1236	75	3	the	the	DET
cana-1236	75	4	rising	rise	VERB
cana-1236	75	5	trust	trust	NOUN
cana-1236	75	6	on	on	ADP
cana-1236	75	7	digital	digital	ADJ
cana-1236	75	8	technologies	technology	NOUN
cana-1236	75	9	for	for	ADP
cana-1236	75	10	information	information	NOUN
cana-1236	75	11	collecting	collecting	NOUN
cana-1236	75	12	&	&	CCONJ
cana-1236	75	13	monitoring	monitoring	NOUN
cana-1236	75	14	,	,	PUNCT
cana-1236	75	15	the	the	DET
cana-1236	75	16	covid19	covid19	NOUN
cana-1236	75	17	pandemic	pandemic	NOUN
cana-1236	75	18	may	may	AUX
cana-1236	75	19	hasten	hasten	VERB
cana-1236	75	20	the	the	DET
cana-1236	75	21	adoption	adoption	NOUN
cana-1236	75	22	of	of	ADP
cana-1236	75	23	ai	ai	NOUN
cana-1236	75	24	and	and	CCONJ
cana-1236	75	25	ml	ml	X
cana-1236	75	26	in	in	ADP
cana-1236	75	27	scientific	scientific	ADJ
cana-1236	75	28	study	study	NOUN
cana-1236	75	29	execution	execution	NOUN
cana-1236	75	30	.	.	PUNCT
cana-1236	76	1	identifying	identify	VERB
cana-1236	76	2	novel	novel	ADJ
cana-1236	76	3	targets	target	NOUN
cana-1236	76	4	requires	require	VERB
cana-1236	76	5	the	the	DET
cana-1236	76	6	use	use	NOUN
cana-1236	76	7	of	of	ADP
cana-1236	76	8	both	both	DET
cana-1236	76	9	prescriptive	prescriptive	ADJ
cana-1236	76	10	analytics	analytic	NOUN
cana-1236	76	11	(	(	PUNCT
cana-1236	76	12	used	use	VERB
cana-1236	76	13	to	to	PART
cana-1236	76	14	predict	predict	VERB
cana-1236	76	15	protein	protein	NOUN
cana-1236	76	16	complexes	complex	NOUN
cana-1236	76	17	&	&	CCONJ
cana-1236	76	18	facilitate	facilitate	VERB
cana-1236	76	19	single	single	ADJ
cana-1236	76	20	molecule	molecule	NOUN
cana-1236	76	21	chemical	chemical	NOUN
cana-1236	76	22	design	design	NOUN
cana-1236	76	23	and	and	CCONJ
cana-1236	76	24	optimization	optimization	NOUN
cana-1236	76	25	)	)	PUNCT
cana-1236	76	26	and	and	CCONJ
cana-1236	76	27	natural	natural	ADJ
cana-1236	76	28	-	-	PUNCT
cana-1236	76	29	language	language	NOUN
cana-1236	76	30	processing	processing	NOUN
cana-1236	76	31	(	(	PUNCT
cana-1236	76	32	used	use	VERB
cana-1236	76	33	to	to	PART
cana-1236	76	34	fetch	fetch	VERB
cana-1236	76	35	the	the	DET
cana-1236	76	36	tool	tool	NOUN
cana-1236	76	37	to	to	PART
cana-1236	76	38	identify	identify	VERB
cana-1236	76	39	from	from	ADP
cana-1236	76	40	science	science	NOUN
cana-1236	76	41	journals	journal	NOUN
cana-1236	76	42	)	)	PUNCT
cana-1236	76	43	.	.	PUNCT
cana-1236	77	1	rapid	rapid	ADJ
cana-1236	77	2	developments	development	NOUN
cana-1236	77	3	in	in	ADP
cana-1236	77	4	ml	ml	ADP
cana-1236	77	5	algorithms	algorithm	NOUN
cana-1236	77	6	to	to	PART
cana-1236	77	7	deal	deal	VERB
cana-1236	77	8	with	with	ADP
cana-1236	77	9	"	"	PUNCT
cana-1236	77	10	large	large	ADJ
cana-1236	77	11	p	p	NOUN
cana-1236	77	12	,	,	PUNCT
cana-1236	77	13	small	small	ADJ
cana-1236	77	14	n	n	CCONJ
cana-1236	77	15	"	"	PUNCT
cana-1236	77	16	dilemma	dilemma	NOUN
cana-1236	77	17	,	,	PUNCT
cana-1236	77	18	in	in	ADP
cana-1236	77	19	which	which	DET
cana-1236	77	20	amount	amount	NOUN
cana-1236	77	21	of	of	ADP
cana-1236	77	22	changeables	changeable	NOUN
cana-1236	77	23	(	(	PUNCT
cana-1236	77	24	"	"	PUNCT
cana-1236	77	25	p	p	X
cana-1236	77	26	"	"	PUNCT
cana-1236	77	27	)	)	PUNCT
cana-1236	77	28	is	be	AUX
cana-1236	77	29	larger	large	ADJ
cana-1236	77	30	than	than	ADP
cana-1236	77	31	amount	amount	NOUN
cana-1236	77	32	of	of	ADP
cana-1236	77	33	examples	example	NOUN
cana-1236	77	34	(	(	PUNCT
cana-1236	77	35	"	"	PUNCT
cana-1236	77	36	n	n	CCONJ
cana-1236	77	37	"	"	PUNCT
cana-1236	77	38	)	)	PUNCT
cana-1236	77	39	,	,	PUNCT
cana-1236	77	40	have	have	AUX
cana-1236	77	41	been	be	AUX
cana-1236	77	42	spurred	spur	VERB
cana-1236	77	43	by	by	ADP
cana-1236	77	44	the	the	DET
cana-1236	77	45	growing	grow	VERB
cana-1236	77	46	volume	volume	NOUN
cana-1236	77	47	of	of	ADP
cana-1236	77	48	subject	subject	NOUN
cana-1236	77	49	to	to	ADP
cana-1236	77	50	excessive	excessive	ADJ
cana-1236	77	51	like	like	ADP
cana-1236	77	52	genomics	genomics	NOUN
cana-1236	77	53	,	,	PUNCT
cana-1236	77	54	photography	photography	NOUN
cana-1236	77	55	,	,	PUNCT
cana-1236	77	56	and	and	CCONJ
cana-1236	77	57	the	the	DET
cana-1236	77	58	utilization	utilization	NOUN
cana-1236	77	59	of	of	ADP
cana-1236	77	60	electronic	electronic	ADJ
cana-1236	77	61	wearable	wearable	ADJ
cana-1236	77	62	devices	device	NOUN
cana-1236	77	63	.	.	PUNCT
cana-1236	78	1	after	after	SCONJ
cana-1236	78	2	a	a	DET
cana-1236	78	3	drug	drug	NOUN
cana-1236	78	4	has	have	AUX
cana-1236	78	5	been	be	AUX
cana-1236	78	6	on	on	ADP
cana-1236	78	7	the	the	DET
cana-1236	78	8	market	market	NOUN
cana-1236	78	9	,	,	PUNCT
cana-1236	78	10	researchers	researcher	NOUN
cana-1236	78	11	can	can	AUX
cana-1236	78	12	use	use	VERB
cana-1236	78	13	"	"	PUNCT
cana-1236	78	14	big	big	ADJ
cana-1236	78	15	data	datum	NOUN
cana-1236	78	16	"	"	PUNCT
cana-1236	78	17	from	from	ADP
cana-1236	78	18	real	real	ADJ
cana-1236	78	19	-	-	PUNCT
cana-1236	78	20	time	time	NOUN
cana-1236	78	21	resources	resource	NOUN
cana-1236	78	22	of	of	ADP
cana-1236	78	23	data	datum	NOUN
cana-1236	78	24	to	to	PART
cana-1236	78	25	do	do	VERB
cana-1236	78	26	three	three	NUM
cana-1236	78	27	things	thing	NOUN
cana-1236	78	28	:	:	PUNCT
cana-1236	78	29	i	i	PRON
cana-1236	78	30	learn	learn	VERB
cana-1236	78	31	more	more	ADJ
cana-1236	78	32	about	about	ADP
cana-1236	78	33	the	the	DET
cana-1236	78	34	drug	drug	NOUN
cana-1236	78	35	's	's	PART
cana-1236	78	36	profit	profit	NOUN
cana-1236	78	37	risk	risk	NOUN
cana-1236	78	38	profile	profile	NOUN
cana-1236	78	39	;	;	PUNCT
cana-1236	78	40	(	(	PUNCT
cana-1236	78	41	ii	ii	NOUN
cana-1236	78	42	)	)	PUNCT
cana-1236	78	43	learn	learn	VERB
cana-1236	78	44	more	more	ADJ
cana-1236	78	45	about	about	ADP
cana-1236	78	46	how	how	SCONJ
cana-1236	78	47	treatments	treatment	NOUN
cana-1236	78	48	are	be	AUX
cana-1236	78	49	typically	typically	ADV
cana-1236	78	50	administered	administer	VERB
cana-1236	78	51	;	;	PUNCT
cana-1236	78	52	and	and	CCONJ
cana-1236	78	53	(	(	PUNCT
cana-1236	78	54	iii	iii	X
cana-1236	78	55	)	)	PUNCT
cana-1236	78	56	find	find	VERB
cana-1236	78	57	patient	patient	ADJ
cana-1236	78	58	subgroups	subgroup	NOUN
cana-1236	78	59	who	who	PRON
cana-1236	78	60	are	be	AUX
cana-1236	78	61	more	more	ADV
cana-1236	78	62	likely	likely	ADJ
cana-1236	78	63	to	to	PART
cana-1236	78	64	experience	experience	VERB
cana-1236	78	65	positive	positive	ADJ
cana-1236	78	66	outcomes	outcome	NOUN
cana-1236	78	67	from	from	ADP
cana-1236	78	68	a	a	DET
cana-1236	78	69	particular	particular	ADJ
cana-1236	78	70	treatment	treatment	NOUN
cana-1236	78	71	(	(	PUNCT
cana-1236	78	72	precision	precision	NOUN
cana-1236	78	73	medicine	medicine	NOUN
cana-1236	78	74	)	)	PUNCT
cana-1236	78	75	.	.	PUNCT
cana-1236	79	1	although	although	SCONJ
cana-1236	79	2	ai	ai	VERB
cana-1236	79	3	/	/	SYM
cana-1236	79	4	ml	ml	VERB
cana-1236	79	5	have	have	AUX
cana-1236	79	6	become	become	VERB
cana-1236	79	7	increasingly	increasingly	ADV
cana-1236	79	8	prevalent	prevalent	ADJ
cana-1236	79	9	in	in	ADP
cana-1236	79	10	the	the	DET
cana-1236	79	11	last	last	ADJ
cana-1236	79	12	two	two	NUM
cana-1236	79	13	decades	decade	NOUN
cana-1236	79	14	in	in	ADP
cana-1236	79	15	areas	area	NOUN
cana-1236	79	16	such	such	ADJ
cana-1236	79	17	as	as	ADP
cana-1236	79	18	drug	drug	NOUN
cana-1236	79	19	discovery	discovery	NOUN
cana-1236	79	20	,	,	PUNCT
cana-1236	79	21	research	research	NOUN
cana-1236	79	22	programs	program	NOUN
cana-1236	79	23	,	,	PUNCT
cana-1236	79	24	and	and	CCONJ
cana-1236	79	25	the	the	DET
cana-1236	79	26	which	which	PRON
cana-1236	79	27	was	be	AUX
cana-1236	79	28	before	before	ADP
cana-1236	79	29	phase	phase	NOUN
cana-1236	79	30	,	,	PUNCT
cana-1236	79	31	their	their	PRON
cana-1236	79	32	adoption	adoption	NOUN
cana-1236	79	33	in	in	ADP
cana-1236	79	34	clinical	clinical	ADJ
cana-1236	79	35	study	study	NOUN
cana-1236	79	36	processes	process	NOUN
cana-1236	79	37	and	and	CCONJ
cana-1236	79	38	data	datum	NOUN
cana-1236	79	39	analysis	analysis	NOUN
cana-1236	79	40	has	have	AUX
cana-1236	79	41	been	be	AUX
cana-1236	79	42	slower	slow	ADJ
cana-1236	79	43	.	.	PUNCT
cana-1236	80	1	in	in	ADP
cana-1236	80	2	this	this	DET
cana-1236	80	3	context	context	NOUN
cana-1236	80	4	,	,	PUNCT
cana-1236	80	5	"	"	PUNCT
cana-1236	80	6	clinical	clinical	ADJ
cana-1236	80	7	trial	trial	NOUN
cana-1236	80	8	operations	operation	NOUN
cana-1236	80	9	"	"	PUNCT
cana-1236	80	10	refers	refer	VERB
cana-1236	80	11	to	to	ADP
cana-1236	80	12	the	the	DET
cana-1236	80	13	actions	action	NOUN
cana-1236	80	14	necessary	necessary	ADJ
cana-1236	80	15	for	for	ADP
cana-1236	80	16	the	the	DET
cana-1236	80	17	planning	planning	NOUN
cana-1236	80	18	,	,	PUNCT
cana-1236	80	19	initiation	initiation	NOUN
cana-1236	80	20	,	,	PUNCT
cana-1236	80	21	&	&	CCONJ
cana-1236	80	22	completion	completion	NOUN
cana-1236	80	23	of	of	ADP
cana-1236	80	24	a	a	DET
cana-1236	80	25	clinical	clinical	ADJ
cana-1236	80	26	trial	trial	NOUN
cana-1236	80	27	,	,	PUNCT
cana-1236	80	28	for	for	ADP
cana-1236	80	29	example	example	NOUN
cana-1236	80	30	finding	find	VERB
cana-1236	80	31	a	a	DET
cana-1236	80	32	suitable	suitable	ADJ
cana-1236	80	33	trial	trial	NOUN
cana-1236	80	34	location	location	NOUN
cana-1236	80	35	,	,	PUNCT
cana-1236	80	36	finding	find	VERB
cana-1236	80	37	and	and	CCONJ
cana-1236	80	38	enrolling	enrol	VERB
cana-1236	80	39	patients	patient	NOUN
cana-1236	80	40	,	,	PUNCT
cana-1236	80	41	monitoring	monitor	VERB
cana-1236	80	42	the	the	DET
cana-1236	80	43	experiment	experiment	NOUN
cana-1236	80	44	,	,	PUNCT
cana-1236	80	45	and	and	CCONJ
cana-1236	80	46	analyzing	analyze	VERB
cana-1236	80	47	the	the	DET
cana-1236	80	48	results	result	NOUN
cana-1236	80	49	.	.	PUNCT
cana-1236	81	1	clinical	clinical	ADJ
cana-1236	81	2	data	datum	NOUN
cana-1236	81	3	analysis	analysis	NOUN
cana-1236	81	4	entails	entail	VERB
cana-1236	81	5	information	information	NOUN
cana-1236	81	6	management	management	NOUN
cana-1236	81	7	,	,	PUNCT
cana-1236	81	8	data	datum	NOUN
cana-1236	81	9	analysis	analysis	NOUN
cana-1236	81	10	,	,	PUNCT
cana-1236	81	11	and	and	CCONJ
cana-1236	81	12	statistical	statistical	ADJ
cana-1236	81	13	analysis	analysis	NOUN
cana-1236	81	14	of	of	ADP
cana-1236	81	15	user	user	NOUN
cana-1236	81	16	medical	medical	ADJ
cana-1236	81	17	studies	study	NOUN
cana-1236	81	18	.	.	PUNCT
cana-1236	82	1	it	it	PRON
cana-1236	82	2	has	have	AUX
cana-1236	82	3	been	be	AUX
cana-1236	82	4	difficult	difficult	ADJ
cana-1236	82	5	to	to	PART
cana-1236	82	6	recruit	recruit	VERB
cana-1236	82	7	patients	patient	NOUN
cana-1236	82	8	for	for	ADP
cana-1236	82	9	clinical	clinical	ADJ
cana-1236	82	10	trials	trial	NOUN
cana-1236	82	11	;	;	PUNCT
cana-1236	82	12	80	80	NUM
cana-1236	82	13	%	%	NOUN
cana-1236	82	14	of	of	ADP
cana-1236	82	15	trials	trial	NOUN
cana-1236	82	16	fail	fail	VERB
cana-1236	82	17	to	to	PART
cana-1236	82	18	enroll	enroll	VERB
cana-1236	82	19	participants	participant	NOUN
cana-1236	82	20	by	by	ADP
cana-1236	82	21	their	their	PRON
cana-1236	82	22	target	target	NOUN
cana-1236	82	23	dates	date	NOUN
cana-1236	82	24	,	,	PUNCT
cana-1236	82	25	and	and	CCONJ
cana-1236	82	26	30	30	NUM
cana-1236	82	27	%	%	NOUN
cana-1236	82	28	of	of	ADP
cana-1236	82	29	step	step	NOUN
cana-1236	82	30	iii	iii	NUM
cana-1236	82	31	trials	trial	NOUN
cana-1236	82	32	are	be	AUX
cana-1236	82	33	stopped	stop	VERB
cana-1236	82	34	early	early	ADV
cana-1236	82	35	because	because	SCONJ
cana-1236	82	36	of	of	ADP
cana-1236	82	37	this	this	DET
cana-1236	82	38	issue	issue	NOUN
cana-1236	82	39	[	[	X
cana-1236	82	40	14	14	NUM
cana-1236	82	41	]	]	PUNCT
cana-1236	82	42	.	.	PUNCT
cana-1236	83	1	regulation	regulation	NOUN
cana-1236	83	2	requires	require	VERB
cana-1236	83	3	a	a	DET
cana-1236	83	4	significant	significant	ADJ
cana-1236	83	5	and	and	CCONJ
cana-1236	83	6	costly	costly	ADJ
cana-1236	83	7	quality	quality	NOUN
cana-1236	83	8	control	control	NOUN
cana-1236	83	9	step	step	NOUN
cana-1236	83	10	:	:	PUNCT
cana-1236	83	11	monitoring	monitoring	NOUN
cana-1236	83	12	of	of	ADP
cana-1236	83	13	trial	trial	NOUN
cana-1236	83	14	sites	site	NOUN
cana-1236	83	15	(	(	PUNCT
cana-1236	83	16	which	which	PRON
cana-1236	83	17	requires	require	VERB
cana-1236	83	18	actual	actual	ADJ
cana-1236	83	19	travel	travel	NOUN
cana-1236	83	20	to	to	ADP
cana-1236	83	21	sites	site	NOUN
cana-1236	83	22	)	)	PUNCT
cana-1236	83	23	.	.	PUNCT
cana-1236	84	1	clinical	clinical	ADJ
cana-1236	84	2	trial	trial	NOUN
cana-1236	84	3	management	management	NOUN
cana-1236	84	4	has	have	AUX
cana-1236	84	5	also	also	ADV
cana-1236	84	6	become	become	VERB
cana-1236	84	7	more	more	ADJ
cana-1236	84	8	time	time	NOUN
cana-1236	84	9	-	-	PUNCT
cana-1236	84	10	consuming	consume	VERB
cana-1236	84	11	,	,	PUNCT
cana-1236	84	12	expensive	expensive	ADJ
cana-1236	84	13	,	,	PUNCT
cana-1236	84	14	and	and	CCONJ
cana-1236	84	15	labor	labor	NOUN
cana-1236	84	16	-	-	PUNCT
cana-1236	84	17	intensive	intensive	ADJ
cana-1236	84	18	when	when	SCONJ
cana-1236	84	19	multi	multi	ADJ
cana-1236	84	20	-	-	ADJ
cana-1236	84	21	center	center	ADJ
cana-1236	84	22	,	,	PUNCT
cana-1236	84	23	global	global	ADJ
cana-1236	84	24	trials	trial	NOUN
cana-1236	84	25	are	be	AUX
cana-1236	84	26	conducted	conduct	VERB
cana-1236	84	27	.	.	PUNCT
cana-1236	85	1	furthermore	furthermore	ADV
cana-1236	85	2	,	,	PUNCT
cana-1236	85	3	the	the	DET
cana-1236	85	4	time	time	NOUN
cana-1236	85	5	it	it	PRON
cana-1236	85	6	takes	take	VERB
cana-1236	85	7	to	to	PART
cana-1236	85	8	finish	finish	VERB
cana-1236	85	9	a	a	DET
cana-1236	85	10	study	study	NOUN
cana-1236	85	11	first	first	ADV
cana-1236	85	12	from	from	ADP
cana-1236	85	13	"	"	PUNCT
cana-1236	85	14	last	last	ADJ
cana-1236	85	15	subjects	subject	NOUN
cana-1236	85	16	last	last	ADJ
cana-1236	85	17	visit	visit	NOUN
cana-1236	85	18	"	"	PUNCT
cana-1236	85	19	endpoint	endpoint	NOUN
cana-1236	85	20	of	of	ADP
cana-1236	85	21	from	from	ADP
cana-1236	85	22	the	the	DET
cana-1236	85	23	end	end	NOUN
cana-1236	85	24	of	of	ADP
cana-1236	85	25	the	the	DET
cana-1236	85	26	last	last	ADJ
cana-1236	85	27	phase	phase	NOUN
cana-1236	85	28	3	3	NUM
cana-1236	85	29	study	study	NOUN
cana-1236	85	30	to	to	ADP
cana-1236	85	31	when	when	SCONJ
cana-1236	85	32	the	the	DET
cana-1236	85	33	data	data	NOUN
cana-1236	85	34	communications	communication	NOUN
cana-1236	85	35	on	on	ADP
cana-1236	85	36	applied	apply	VERB
cana-1236	85	37	nonlinear	nonlinear	ADJ
cana-1236	85	38	analysis	analysis	NOUN
cana-1236	85	39	issn	issn	NOUN
cana-1236	85	40	:	:	PUNCT
cana-1236	85	41	1074	1074	NUM
cana-1236	85	42	-	-	PUNCT
cana-1236	85	43	133x	133x	NUM
cana-1236	85	44	vol	vol	NOUN
cana-1236	85	45	31	31	NUM
cana-1236	85	46	no	no	NOUN
cana-1236	85	47	.	.	PUNCT
cana-1236	86	1	6s	6s	NUM
cana-1236	86	2	(	(	PUNCT
cana-1236	86	3	2024	2024	NUM
cana-1236	86	4	)	)	PUNCT
cana-1236	86	5	456	456	NUM
cana-1236	86	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	86	7	package	package	NOUN
cana-1236	86	8	is	be	AUX
cana-1236	86	9	submitted	submit	VERB
cana-1236	86	10	to	to	ADP
cana-1236	86	11	the	the	DET
cana-1236	86	12	fda	fda	PROPN
cana-1236	86	13	for	for	ADP
cana-1236	86	14	review	review	NOUN
cana-1236	86	15	is	be	AUX
cana-1236	86	16	another	another	DET
cana-1236	86	17	region	region	NOUN
cana-1236	86	18	where	where	SCONJ
cana-1236	86	19	ai	ai	VERB
cana-1236	86	20	/	/	SYM
cana-1236	86	21	ml	ml	PROPN
cana-1236	86	22	may	may	AUX
cana-1236	86	23	have	have	VERB
cana-1236	86	24	a	a	DET
cana-1236	86	25	big	big	ADJ
cana-1236	86	26	positive	positive	ADJ
cana-1236	86	27	impact	impact	NOUN
cana-1236	86	28	.	.	PUNCT
cana-1236	87	1	for	for	ADP
cana-1236	87	2	the	the	DET
cana-1236	87	3	better	well	ADJ
cana-1236	87	4	part	part	NOUN
cana-1236	87	5	of	of	ADP
cana-1236	87	6	two	two	NUM
cana-1236	87	7	decades	decade	NOUN
cana-1236	87	8	,	,	PUNCT
cana-1236	87	9	this	this	DET
cana-1236	87	10	time	time	NOUN
cana-1236	87	11	has	have	AUX
cana-1236	87	12	stayed	stay	VERB
cana-1236	87	13	the	the	DET
cana-1236	87	14	same	same	ADJ
cana-1236	87	15	.	.	PUNCT
cana-1236	88	1	if	if	SCONJ
cana-1236	88	2	we	we	PRON
cana-1236	88	3	can	can	AUX
cana-1236	88	4	reduce	reduce	VERB
cana-1236	88	5	this	this	DET
cana-1236	88	6	time	time	NOUN
cana-1236	88	7	significantly	significantly	ADV
cana-1236	88	8	,	,	PUNCT
cana-1236	88	9	we	we	PRON
cana-1236	88	10	can	can	AUX
cana-1236	88	11	get	get	VERB
cana-1236	88	12	medicines	medicine	NOUN
cana-1236	88	13	to	to	ADP
cana-1236	88	14	patients	patient	NOUN
cana-1236	88	15	sooner	soon	ADV
cana-1236	88	16	at	at	ADP
cana-1236	88	17	a	a	DET
cana-1236	88	18	lower	low	ADJ
cana-1236	88	19	cost	cost	NOUN
cana-1236	88	20	.	.	PUNCT
cana-1236	89	1	in	in	ADP
cana-1236	89	2	between	between	ADP
cana-1236	89	3	,	,	PUNCT
cana-1236	89	4	you	you	PRON
cana-1236	89	5	'll	will	AUX
cana-1236	89	6	have	have	VERB
cana-1236	89	7	to	to	PART
cana-1236	89	8	do	do	VERB
cana-1236	89	9	things	thing	NOUN
cana-1236	89	10	like	like	ADP
cana-1236	89	11	clean	clean	ADJ
cana-1236	89	12	and	and	CCONJ
cana-1236	89	13	lock	lock	VERB
cana-1236	89	14	the	the	DET
cana-1236	89	15	trial	trial	NOUN
cana-1236	89	16	database	database	NOUN
cana-1236	89	17	,	,	PUNCT
cana-1236	89	18	run	run	VERB
cana-1236	89	19	the	the	DET
cana-1236	89	20	final	final	ADJ
cana-1236	89	21	analysis	analysis	NOUN
cana-1236	89	22	for	for	ADP
cana-1236	89	23	the	the	DET
cana-1236	89	24	phase	phase	NOUN
cana-1236	89	25	3	3	NUM
cana-1236	89	26	trial	trial	NOUN
cana-1236	89	27	(	(	PUNCT
cana-1236	89	28	which	which	PRON
cana-1236	89	29	can	can	AUX
cana-1236	89	30	involve	involve	VERB
cana-1236	89	31	hundreds	hundred	NOUN
cana-1236	89	32	of	of	ADP
cana-1236	89	33	review	review	NOUN
cana-1236	89	34	tables	table	NOUN
cana-1236	89	35	,	,	PUNCT
cana-1236	89	36	information	information	NOUN
cana-1236	89	37	classifieds	classified	NOUN
cana-1236	89	38	,	,	PUNCT
cana-1236	89	39	&	&	CCONJ
cana-1236	89	40	records	record	NOUN
cana-1236	89	41	)	)	PUNCT
cana-1236	89	42	,	,	PUNCT
cana-1236	89	43	write	write	VERB
cana-1236	89	44	up	up	ADP
cana-1236	89	45	the	the	DET
cana-1236	89	46	scientific	scientific	ADJ
cana-1236	89	47	study	study	NOUN
cana-1236	89	48	,	,	PUNCT
cana-1236	89	49	finish	finish	NOUN
cana-1236	89	50	incorporated	incorporate	VERB
cana-1236	89	51	outline	outline	NOUN
cana-1236	89	52	of	of	ADP
cana-1236	89	53	efficiency	efficiency	NOUN
cana-1236	89	54	&	&	CCONJ
cana-1236	89	55	security	security	NOUN
cana-1236	89	56	,	,	PUNCT
cana-1236	89	57	and	and	CCONJ
cana-1236	89	58	put	put	VERB
cana-1236	89	59	together	together	ADV
cana-1236	89	60	the	the	DET
cana-1236	89	61	application	application	NOUN
cana-1236	89	62	requires	require	VERB
cana-1236	89	63	pack	pack	VERB
cana-1236	89	64	up	up	ADP
cana-1236	89	65	.	.	PUNCT
cana-1236	90	1	because	because	SCONJ
cana-1236	90	2	of	of	ADP
cana-1236	90	3	the	the	DET
cana-1236	90	4	rising	rise	VERB
cana-1236	90	5	drive	drive	NOUN
cana-1236	90	6	towards	towards	ADP
cana-1236	90	7	99.56	99.56	NUM
cana-1236	90	8	%	%	NOUN
cana-1236	90	9	or	or	CCONJ
cana-1236	90	10	partly	partly	ADV
cana-1236	90	11	virtual	virtual	ADJ
cana-1236	90	12	(	(	PUNCT
cana-1236	90	13	or	or	CCONJ
cana-1236	90	14	"	"	PUNCT
cana-1236	90	15	decentralized	decentralize	VERB
cana-1236	90	16	"	"	PUNCT
cana-1236	90	17	)	)	PUNCT
cana-1236	90	18	trial	trial	NOUN
cana-1236	90	19	as	as	ADV
cana-1236	90	20	well	well	ADV
cana-1236	90	21	as	as	ADP
cana-1236	90	22	the	the	DET
cana-1236	90	23	increasing	increase	VERB
cana-1236	90	24	utilization	utilization	NOUN
cana-1236	90	25	of	of	ADP
cana-1236	90	26	digital	digital	ADJ
cana-1236	90	27	technologies	technology	NOUN
cana-1236	90	28	in	in	ADP
cana-1236	90	29	collecting	collect	VERB
cana-1236	90	30	patient	patient	ADJ
cana-1236	90	31	information	information	NOUN
cana-1236	90	32	,	,	PUNCT
cana-1236	90	33	covid-19	covid-19	PROPN
cana-1236	90	34	may	may	AUX
cana-1236	90	35	have	have	VERB
cana-1236	90	36	an	an	DET
cana-1236	90	37	impact	impact	NOUN
cana-1236	90	38	that	that	PRON
cana-1236	90	39	further	far	ADV
cana-1236	90	40	accelerates	accelerate	VERB
cana-1236	90	41	the	the	DET
cana-1236	90	42	drive	drive	NOUN
cana-1236	90	43	to	to	PART
cana-1236	90	44	incorporate	incorporate	VERB
cana-1236	90	45	ai	ai	NOUN
cana-1236	90	46	/	/	SYM
cana-1236	90	47	ml	ml	X
cana-1236	90	48	in	in	ADP
cana-1236	90	49	clinical	clinical	ADJ
cana-1236	90	50	examination	examination	NOUN
cana-1236	90	51	operations	operation	NOUN
cana-1236	90	52	.	.	PUNCT
cana-1236	91	1	in	in	ADP
cana-1236	91	2	addition	addition	NOUN
cana-1236	91	3	to	to	ADP
cana-1236	91	4	improving	improve	VERB
cana-1236	91	5	patient	patient	ADJ
cana-1236	91	6	recruiting	recruiting	NOUN
cana-1236	91	7	and	and	CCONJ
cana-1236	91	8	project	project	NOUN
cana-1236	91	9	enrollment	enrollment	NOUN
cana-1236	91	10	,	,	PUNCT
cana-1236	91	11	ai	ai	VERB
cana-1236	91	12	/	/	SYM
cana-1236	91	13	ml	ml	NOUN
cana-1236	91	14	techniques	technique	NOUN
cana-1236	91	15	can	can	AUX
cana-1236	91	16	facilitate	facilitate	VERB
cana-1236	91	17	real	real	ADJ
cana-1236	91	18	-	-	PUNCT
cana-1236	91	19	time	time	NOUN
cana-1236	91	20	,	,	PUNCT
cana-1236	91	21	robotic	robotic	ADJ
cana-1236	91	22	,	,	PUNCT
cana-1236	91	23	and	and	CCONJ
cana-1236	91	24	"	"	PUNCT
cana-1236	91	25	smart	smart	ADJ
cana-1236	91	26	"	"	PUNCT
cana-1236	91	27	checking	checking	NOUN
cana-1236	91	28	of	of	ADP
cana-1236	91	29	clinical	clinical	ADJ
cana-1236	91	30	value	value	NOUN
cana-1236	91	31	control	control	NOUN
cana-1236	91	32	&	&	CCONJ
cana-1236	91	33	test	test	NOUN
cana-1236	91	34	site	site	NOUN
cana-1236	91	35	presentation	presentation	NOUN
cana-1236	91	36	.	.	PUNCT
cana-1236	92	1	when	when	SCONJ
cana-1236	92	2	it	it	PRON
cana-1236	92	3	comes	come	VERB
cana-1236	92	4	to	to	ADP
cana-1236	92	5	trial	trial	NOUN
cana-1236	92	6	data	datum	NOUN
cana-1236	92	7	analysis	analysis	NOUN
cana-1236	92	8	,	,	PUNCT
cana-1236	92	9	creating	create	VERB
cana-1236	92	10	drug	drug	NOUN
cana-1236	92	11	trial	trial	NOUN
cana-1236	92	12	reports	report	NOUN
cana-1236	92	13	,	,	PUNCT
cana-1236	92	14	and	and	CCONJ
cana-1236	92	15	putting	put	VERB
cana-1236	92	16	together	together	ADP
cana-1236	92	17	data	data	NOUN
cana-1236	92	18	packages	package	NOUN
cana-1236	92	19	for	for	ADP
cana-1236	92	20	regulatory	regulatory	ADJ
cana-1236	92	21	submissions	submission	NOUN
cana-1236	92	22	,	,	PUNCT
cana-1236	92	23	we	we	PRON
cana-1236	92	24	think	think	VERB
cana-1236	92	25	ai	ai	VERB
cana-1236	92	26	/	/	SYM
cana-1236	92	27	ml	ml	AUX
cana-1236	92	28	have	have	VERB
cana-1236	92	29	the	the	DET
cana-1236	92	30	prospective	prospective	ADJ
cana-1236	92	31	to	to	PART
cana-1236	92	32	contain	contain	VERB
cana-1236	92	33	a	a	DET
cana-1236	92	34	game	game	NOUN
cana-1236	92	35	-	-	PUNCT
cana-1236	92	36	changing	change	VERB
cana-1236	92	37	impact	impact	NOUN
cana-1236	92	38	on	on	ADP
cana-1236	92	39	research	research	NOUN
cana-1236	92	40	trial	trial	NOUN
cana-1236	92	41	action	action	NOUN
cana-1236	92	42	&	&	CCONJ
cana-1236	92	43	analysis	analysis	NOUN
cana-1236	92	44	.	.	PUNCT
cana-1236	93	1	fig	fig	NOUN
cana-1236	93	2	.	.	PUNCT
cana-1236	94	1	2	2	NUM
cana-1236	94	2	summary	summary	NOUN
cana-1236	94	3	of	of	ADP
cana-1236	94	4	unsupervised	unsupervised	ADJ
cana-1236	94	5	and	and	CCONJ
cana-1236	94	6	supervised	supervised	ADJ
cana-1236	94	7	learning[15	learning[15	NOUN
cana-1236	94	8	]	]	X
cana-1236	94	9	novel	novel	ADJ
cana-1236	94	10	pharmacological	pharmacological	ADJ
cana-1236	94	11	success	success	NOUN
cana-1236	94	12	rate	rate	NOUN
cana-1236	94	13	and	and	CCONJ
cana-1236	94	14	experimental	experimental	ADJ
cana-1236	94	15	validation	validation	NOUN
cana-1236	94	16	are	be	AUX
cana-1236	94	17	time	time	NOUN
cana-1236	94	18	-	-	PUNCT
cana-1236	94	19	consuming	consume	VERB
cana-1236	94	20	and	and	CCONJ
cana-1236	94	21	expensive	expensive	ADJ
cana-1236	94	22	.	.	PUNCT
cana-1236	95	1	when	when	SCONJ
cana-1236	95	2	combined	combine	VERB
cana-1236	95	3	with	with	ADP
cana-1236	95	4	cutting	cut	VERB
cana-1236	95	5	-	-	PUNCT
cana-1236	95	6	edge	edge	NOUN
cana-1236	95	7	innovations	innovation	NOUN
cana-1236	95	8	,	,	PUNCT
cana-1236	95	9	high	high	ADJ
cana-1236	95	10	-	-	PUNCT
cana-1236	95	11	throughput	throughput	NOUN
cana-1236	95	12	virtual	virtual	ADJ
cana-1236	95	13	screening	screening	NOUN
cana-1236	95	14	(	(	PUNCT
cana-1236	95	15	htvs	htv	NOUN
cana-1236	95	16	)	)	PUNCT
cana-1236	95	17	has	have	AUX
cana-1236	95	18	become	become	VERB
cana-1236	95	19	an	an	DET
cana-1236	95	20	indispensable	indispensable	ADJ
cana-1236	95	21	tool	tool	NOUN
cana-1236	95	22	in	in	ADP
cana-1236	95	23	the	the	DET
cana-1236	95	24	drug	drug	NOUN
cana-1236	95	25	development	development	NOUN
cana-1236	95	26	process	process	NOUN
cana-1236	95	27	.	.	PUNCT
cana-1236	96	1	thus	thus	ADV
cana-1236	96	2	,	,	PUNCT
cana-1236	96	3	ai	ai	VERB
cana-1236	96	4	/	/	SYM
cana-1236	96	5	ml	ml	NOUN
cana-1236	96	6	techniques	technique	NOUN
cana-1236	96	7	are	be	AUX
cana-1236	96	8	employed	employ	VERB
cana-1236	96	9	to	to	PART
cana-1236	96	10	comprehend	comprehend	VERB
cana-1236	96	11	the	the	DET
cana-1236	96	12	priority	priority	NOUN
cana-1236	96	13	of	of	ADP
cana-1236	96	14	promising	promise	VERB
cana-1236	96	15	therapeutic	therapeutic	ADJ
cana-1236	96	16	targets	target	NOUN
cana-1236	96	17	,	,	PUNCT
cana-1236	96	18	which	which	PRON
cana-1236	96	19	are	be	AUX
cana-1236	96	20	taken	take	VERB
cana-1236	96	21	forward	forward	ADV
cana-1236	96	22	for	for	ADP
cana-1236	96	23	the	the	DET
cana-1236	96	24	succeeding	succeed	VERB
cana-1236	96	25	tests	test	NOUN
cana-1236	96	26	[	[	X
cana-1236	96	27	16	16	NUM
cana-1236	96	28	]	]	PUNCT
cana-1236	96	29	.	.	PUNCT
cana-1236	97	1	[	[	X
cana-1236	97	2	17	17	NUM
cana-1236	97	3	]	]	X
cana-1236	97	4	valentini	valentini	PROPN
cana-1236	97	5	et	et	PROPN
cana-1236	97	6	al	al	PROPN
cana-1236	97	7	.	.	PROPN
cana-1236	97	8	created	create	VERB
cana-1236	97	9	a	a	DET
cana-1236	97	10	method	method	NOUN
cana-1236	97	11	to	to	PART
cana-1236	97	12	rank	rank	VERB
cana-1236	97	13	the	the	DET
cana-1236	97	14	ordering	ordering	NOUN
cana-1236	97	15	of	of	ADP
cana-1236	97	16	genes	gene	NOUN
cana-1236	97	17	by	by	ADP
cana-1236	97	18	combining	combine	VERB
cana-1236	97	19	functionally	functionally	ADV
cana-1236	97	20	distinct	distinct	ADJ
cana-1236	97	21	gene	gene	NOUN
cana-1236	97	22	network	network	NOUN
cana-1236	97	23	with	with	ADP
cana-1236	97	24	kernel	kernel	NOUN
cana-1236	97	25	-	-	PUNCT
cana-1236	97	26	based	base	VERB
cana-1236	97	27	algorithms	algorithm	NOUN
cana-1236	97	28	.	.	PUNCT
cana-1236	98	1	target	target	NOUN
cana-1236	98	2	-	-	PUNCT
cana-1236	98	3	disease	disease	NOUN
cana-1236	98	4	association	association	NOUN
cana-1236	98	5	data	datum	NOUN
cana-1236	98	6	from	from	ADP
cana-1236	98	7	public	public	ADJ
cana-1236	98	8	databases	database	NOUN
cana-1236	98	9	was	be	AUX
cana-1236	98	10	used	use	VERB
cana-1236	98	11	by	by	ADP
cana-1236	98	12	ferrero	ferrero	PROPN
cana-1236	98	13	et	et	PROPN
cana-1236	98	14	al	al	PROPN
cana-1236	98	15	.	.	PUNCT
cana-1236	99	1	[	[	X
cana-1236	99	2	18	18	NUM
cana-1236	99	3	]	]	PUNCT
cana-1236	99	4	to	to	PART
cana-1236	99	5	anticipate	anticipate	VERB
cana-1236	99	6	new	new	ADJ
cana-1236	99	7	medication	medication	NOUN
cana-1236	99	8	targets	target	NOUN
cana-1236	99	9	.	.	PUNCT
cana-1236	100	1	to	to	PART
cana-1236	100	2	classify	classify	VERB
cana-1236	100	3	the	the	DET
cana-1236	100	4	human	human	ADJ
cana-1236	100	5	genes	gene	NOUN
cana-1236	100	6	in	in	ADP
cana-1236	100	7	light	light	NOUN
cana-1236	100	8	of	of	ADP
cana-1236	100	9	this	this	DET
cana-1236	100	10	implication	implication	NOUN
cana-1236	100	11	of	of	ADP
cana-1236	100	12	aging	age	VERB
cana-1236	100	13	,	,	PUNCT
cana-1236	100	14	arabfard	arabfard	NOUN
cana-1236	100	15	et	et	NOUN
cana-1236	100	16	al	al	PROPN
cana-1236	100	17	.	.	PUNCT
cana-1236	101	1	[	[	X
cana-1236	101	2	19	19	NUM
cana-1236	101	3	]	]	PUNCT
cana-1236	101	4	used	use	VERB
cana-1236	101	5	three	three	NUM
cana-1236	101	6	positive	positive	ADJ
cana-1236	101	7	unlabelled	unlabelled	ADJ
cana-1236	101	8	algorithms	algorithm	NOUN
cana-1236	101	9	,	,	PUNCT
cana-1236	101	10	including	include	VERB
cana-1236	101	11	nave	nave	NOUN
cana-1236	101	12	bayes	baye	NOUN
cana-1236	101	13	,	,	PUNCT
cana-1236	101	14	spy	spy	NOUN
cana-1236	101	15	,	,	PUNCT
cana-1236	101	16	and	and	CCONJ
cana-1236	101	17	branched	branched	ADJ
cana-1236	101	18	structure	structure	NOUN
cana-1236	101	19	,	,	PUNCT
cana-1236	101	20	to	to	PART
cana-1236	101	21	predict	predict	VERB
cana-1236	101	22	and	and	CCONJ
cana-1236	101	23	rank	rank	VERB
cana-1236	101	24	around	around	ADP
cana-1236	101	25	3000	3000	NUM
cana-1236	101	26	target	target	NOUN
cana-1236	101	27	associated	associate	VERB
cana-1236	101	28	with	with	ADP
cana-1236	101	29	an	an	DET
cana-1236	101	30	aging	age	VERB
cana-1236	101	31	gene	gene	NOUN
cana-1236	101	32	.	.	PUNCT
cana-1236	102	1	in	in	ADP
cana-1236	102	2	drug	drug	NOUN
cana-1236	102	3	research	research	NOUN
cana-1236	102	4	,	,	PUNCT
cana-1236	102	5	the	the	DET
cana-1236	102	6	link	link	NOUN
cana-1236	102	7	between	between	ADP
cana-1236	102	8	drugs	drug	NOUN
cana-1236	102	9	'	'	PART
cana-1236	102	10	targets	target	NOUN
cana-1236	102	11	and	and	CCONJ
cana-1236	102	12	illness	illness	NOUN
cana-1236	102	13	is	be	AUX
cana-1236	102	14	a	a	DET
cana-1236	102	15	hot	hot	ADJ
cana-1236	102	16	topic	topic	NOUN
cana-1236	102	17	[	[	X
cana-1236	102	18	20	20	NUM
cana-1236	102	19	]	]	PUNCT
cana-1236	102	20	.	.	PUNCT
cana-1236	103	1	finding	find	VERB
cana-1236	103	2	a	a	DET
cana-1236	103	3	small	small	ADJ
cana-1236	103	4	suitable	suitable	ADJ
cana-1236	103	5	chemical	chemical	NOUN
cana-1236	103	6	to	to	PART
cana-1236	103	7	disrupt	disrupt	VERB
cana-1236	103	8	the	the	DET
cana-1236	103	9	illness	illness	NOUN
cana-1236	103	10	mechanism	mechanism	NOUN
cana-1236	103	11	is	be	AUX
cana-1236	103	12	the	the	DET
cana-1236	103	13	first	first	ADJ
cana-1236	103	14	step	step	NOUN
cana-1236	103	15	in	in	ADP
cana-1236	103	16	the	the	DET
cana-1236	103	17	extensive	extensive	ADJ
cana-1236	103	18	process	process	NOUN
cana-1236	103	19	that	that	PRON
cana-1236	103	20	follows	follow	VERB
cana-1236	103	21	.	.	PUNCT
cana-1236	104	1	in	in	ADP
cana-1236	104	2	most	most	ADJ
cana-1236	104	3	cases	case	NOUN
cana-1236	104	4	,	,	PUNCT
cana-1236	104	5	pharmaceutical	pharmaceutical	ADJ
cana-1236	104	6	companies	company	NOUN
cana-1236	104	7	are	be	AUX
cana-1236	104	8	made	make	VERB
cana-1236	104	9	aware	aware	ADJ
cana-1236	104	10	of	of	ADP
cana-1236	104	11	a	a	DET
cana-1236	104	12	promising	promising	ADJ
cana-1236	104	13	drug	drug	NOUN
cana-1236	104	14	candidate	candidate	NOUN
cana-1236	104	15	after	after	SCONJ
cana-1236	104	16	the	the	DET
cana-1236	104	17	candidate	candidate	NOUN
cana-1236	104	18	has	have	AUX
cana-1236	104	19	been	be	AUX
cana-1236	104	20	designed	design	VERB
cana-1236	104	21	and	and	CCONJ
cana-1236	104	22	submitted	submit	VERB
cana-1236	104	23	to	to	ADP
cana-1236	104	24	or	or	CCONJ
cana-1236	104	25	placed	place	VERB
cana-1236	104	26	in	in	ADP
cana-1236	104	27	a	a	DET
cana-1236	104	28	large	large	ADJ
cana-1236	104	29	chemical	chemical	NOUN
cana-1236	104	30	library	library	NOUN
cana-1236	104	31	.	.	PUNCT
cana-1236	105	1	the	the	DET
cana-1236	105	2	svm	svm	PROPN
cana-1236	105	3	technique	technique	NOUN
cana-1236	105	4	was	be	AUX
cana-1236	105	5	created	create	VERB
cana-1236	105	6	by	by	ADP
cana-1236	105	7	vapnik	vapnik	PROPN
cana-1236	105	8	et	et	PROPN
cana-1236	105	9	al	al	PROPN
cana-1236	105	10	.	.	PUNCT
cana-1236	106	1	[	[	X
cana-1236	106	2	21	21	NUM
cana-1236	106	3	]	]	PUNCT
cana-1236	106	4	,	,	PUNCT
cana-1236	106	5	while	while	SCONJ
cana-1236	106	6	burbidge	burbidge	VERB
cana-1236	106	7	et	et	PROPN
cana-1236	106	8	al	al	PROPN
cana-1236	106	9	.	.	PUNCT
cana-1236	107	1	[	[	X
cana-1236	107	2	22	22	NUM
cana-1236	107	3	]	]	PUNCT
cana-1236	107	4	combined	combine	VERB
cana-1236	107	5	the	the	DET
cana-1236	107	6	svm	svm	ADJ
cana-1236	107	7	model	model	NOUN
cana-1236	107	8	with	with	ADP
cana-1236	107	9	chem	chem	NOUN
cana-1236	107	10	.	.	PUNCT
cana-1236	108	1	informatics	informatic	NOUN
cana-1236	108	2	.	.	PUNCT
cana-1236	109	1	this	this	PRON
cana-1236	109	2	separating	separate	VERB
cana-1236	109	3	hyper	hyper	ADJ
cana-1236	109	4	plane	plane	NOUN
cana-1236	109	5	has	have	VERB
cana-1236	109	6	crucial	crucial	ADJ
cana-1236	109	7	characteristic	characteristic	NOUN
cana-1236	109	8	for	for	ADP
cana-1236	109	9	classifying	classify	VERB
cana-1236	109	10	the	the	DET
cana-1236	109	11	need	need	NOUN
cana-1236	109	12	of	of	ADP
cana-1236	109	13	initial	initial	ADJ
cana-1236	109	14	environment	environment	NOUN
cana-1236	110	1	[	[	X
cana-1236	110	2	23	23	NUM
cana-1236	110	3	]	]	PUNCT
cana-1236	110	4	,	,	PUNCT
cana-1236	110	5	and	and	CCONJ
cana-1236	110	6	the	the	DET
cana-1236	110	7	svm	svm	ADJ
cana-1236	110	8	classification	classification	NOUN
cana-1236	110	9	is	be	AUX
cana-1236	110	10	similar	similar	ADJ
cana-1236	110	11	to	to	ADP
cana-1236	110	12	other	other	ADJ
cana-1236	110	13	sample	sample	NOUN
cana-1236	110	14	approaches	approach	NOUN
cana-1236	110	15	as	as	ADP
cana-1236	110	16	linear	linear	NOUN
cana-1236	110	17	discrimination	discrimination	NOUN
cana-1236	110	18	.	.	PUNCT
cana-1236	111	1	while	while	SCONJ
cana-1236	111	2	level	level	NOUN
cana-1236	111	3	is	be	AUX
cana-1236	111	4	crucial	crucial	ADJ
cana-1236	111	5	,	,	PUNCT
cana-1236	111	6	distance	distance	NOUN
cana-1236	111	7	among	among	ADP
cana-1236	111	8	the	the	DET
cana-1236	111	9	example	example	NOUN
cana-1236	111	10	&	&	CCONJ
cana-1236	111	11	the	the	DET
cana-1236	111	12	flat	flat	ADJ
cana-1236	111	13	surface	surface	NOUN
cana-1236	111	14	is	be	AUX
cana-1236	111	15	communications	communication	NOUN
cana-1236	111	16	on	on	ADP
cana-1236	111	17	applied	apply	VERB
cana-1236	111	18	nonlinear	nonlinear	ADJ
cana-1236	111	19	analysis	analysis	NOUN
cana-1236	111	20	issn	issn	NOUN
cana-1236	111	21	:	:	PUNCT
cana-1236	111	22	1074	1074	NUM
cana-1236	111	23	-	-	PUNCT
cana-1236	111	24	133x	133x	NUM
cana-1236	111	25	vol	vol	NOUN
cana-1236	111	26	31	31	NUM
cana-1236	111	27	no	no	NOUN
cana-1236	111	28	.	.	PUNCT
cana-1236	112	1	6s	6s	NUM
cana-1236	112	2	(	(	PUNCT
cana-1236	112	3	2024	2024	NUM
cana-1236	112	4	)	)	PUNCT
cana-1236	112	5	457	457	NUM
cana-1236	113	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	113	2	increased	increase	VERB
cana-1236	113	3	,	,	PUNCT
cana-1236	113	4	and	and	CCONJ
cana-1236	113	5	the	the	DET
cana-1236	113	6	boundary	boundary	NOUN
cana-1236	113	7	is	be	AUX
cana-1236	113	8	defined	define	VERB
cana-1236	113	9	by	by	ADP
cana-1236	113	10	a	a	DET
cana-1236	113	11	relatively	relatively	ADV
cana-1236	113	12	small	small	ADJ
cana-1236	113	13	portion	portion	NOUN
cana-1236	113	14	of	of	ADP
cana-1236	113	15	the	the	DET
cana-1236	113	16	training	training	NOUN
cana-1236	113	17	example	example	NOUN
cana-1236	114	1	[	[	X
cana-1236	114	2	24	24	NUM
cana-1236	114	3	]	]	PUNCT
cana-1236	114	4	.	.	PUNCT
cana-1236	115	1	some	some	DET
cana-1236	115	2	cases	case	NOUN
cana-1236	115	3	placed	place	VERB
cana-1236	115	4	on	on	ADP
cana-1236	115	5	the	the	DET
cana-1236	115	6	incorrect	incorrect	ADJ
cana-1236	115	7	side	side	NOUN
cana-1236	115	8	of	of	ADP
cana-1236	115	9	the	the	DET
cana-1236	115	10	hyper	hyper	ADJ
cana-1236	115	11	plane	plane	NOUN
cana-1236	115	12	could	could	AUX
cana-1236	115	13	be	be	AUX
cana-1236	115	14	attributed	attribute	VERB
cana-1236	115	15	to	to	ADP
cana-1236	115	16	experimental	experimental	ADJ
cana-1236	115	17	mistake	mistake	NOUN
cana-1236	115	18	data	datum	NOUN
cana-1236	115	19	or	or	CCONJ
cana-1236	115	20	noisy	noisy	ADJ
cana-1236	115	21	data	datum	NOUN
cana-1236	115	22	.	.	PUNCT
cana-1236	116	1	in	in	ADP
cana-1236	116	2	addition	addition	NOUN
cana-1236	116	3	to	to	ADP
cana-1236	116	4	the	the	DET
cana-1236	116	5	nonlinear	nonlinear	ADJ
cana-1236	116	6	and	and	CCONJ
cana-1236	116	7	linear	linear	ADJ
cana-1236	116	8	hyperplanes	hyperplane	NOUN
cana-1236	116	9	related	relate	VERB
cana-1236	116	10	with	with	ADP
cana-1236	116	11	mercer	mercer	PROPN
cana-1236	116	12	's	's	PART
cana-1236	116	13	theorem	theorem	NOUN
cana-1236	116	14	[	[	X
cana-1236	116	15	25	25	NUM
cana-1236	116	16	]	]	PUNCT
cana-1236	116	17	,	,	PUNCT
cana-1236	116	18	the	the	DET
cana-1236	116	19	knn	knn	PROPN
cana-1236	116	20	algorithm	algorithm	PROPN
cana-1236	116	21	is	be	AUX
cana-1236	116	22	an	an	DET
cana-1236	116	23	innovative	innovative	ADJ
cana-1236	116	24	use	use	NOUN
cana-1236	116	25	of	of	ADP
cana-1236	116	26	the	the	DET
cana-1236	116	27	svm	svm	PROPN
cana-1236	116	28	approach	approach	NOUN
cana-1236	116	29	.	.	PUNCT
cana-1236	117	1	using	use	VERB
cana-1236	117	2	this	this	DET
cana-1236	117	3	property	property	NOUN
cana-1236	117	4	,	,	PUNCT
cana-1236	117	5	distances	distance	NOUN
cana-1236	117	6	in	in	ADP
cana-1236	117	7	strong	strong	ADJ
cana-1236	117	8	nonlinear	nonlinear	ADJ
cana-1236	117	9	spaces	space	NOUN
cana-1236	117	10	can	can	AUX
cana-1236	117	11	be	be	AUX
cana-1236	117	12	computed	compute	VERB
cana-1236	117	13	without	without	ADP
cana-1236	117	14	resorting	resort	VERB
cana-1236	117	15	to	to	ADP
cana-1236	117	16	an	an	DET
cana-1236	117	17	explicit	explicit	ADJ
cana-1236	117	18	length	length	NOUN
cana-1236	117	19	transformation	transformation	NOUN
cana-1236	118	1	[	[	X
cana-1236	118	2	26	26	NUM
cana-1236	118	3	]	]	PUNCT
cana-1236	118	4	.	.	PUNCT
cana-1236	119	1	svms	svms	NOUN
cana-1236	119	2	use	use	VERB
cana-1236	119	3	a	a	DET
cana-1236	119	4	wide	wide	ADJ
cana-1236	119	5	range	range	NOUN
cana-1236	119	6	of	of	ADP
cana-1236	119	7	decomposition	decomposition	NOUN
cana-1236	119	8	algorithms	algorithm	NOUN
cana-1236	119	9	for	for	ADP
cana-1236	119	10	large	large	ADJ
cana-1236	119	11	-	-	PUNCT
cana-1236	119	12	scale	scale	NOUN
cana-1236	119	13	dataset	dataset	NOUN
cana-1236	119	14	analysis	analysis	NOUN
cana-1236	119	15	and	and	CCONJ
cana-1236	119	16	regression	regression	NOUN
cana-1236	119	17	(	(	PUNCT
cana-1236	119	18	svr	svr	PROPN
cana-1236	119	19	)	)	PUNCT
cana-1236	119	20	.	.	PUNCT
cana-1236	120	1	about	about	ADV
cana-1236	120	2	46,879	46,879	NUM
cana-1236	120	3	chemicals	chemical	NOUN
cana-1236	120	4	in	in	ADP
cana-1236	120	5	the	the	DET
cana-1236	120	6	nih	nih	PROPN
cana-1236	120	7	(	(	PUNCT
cana-1236	120	8	cancer	cancer	PROPN
cana-1236	120	9	institute	institute	PROPN
cana-1236	120	10	center	center	PROPN
cana-1236	120	11	)	)	PUNCT
cana-1236	120	12	aids	aids	PROPN
cana-1236	120	13	data	datum	NOUN
cana-1236	120	14	set	set	VERB
cana-1236	120	15	were	be	AUX
cana-1236	120	16	tested	test	VERB
cana-1236	120	17	using	use	VERB
cana-1236	120	18	svm	svm	ADJ
cana-1236	120	19	approaches	approach	NOUN
cana-1236	120	20	from	from	ADP
cana-1236	120	21	syngenta	syngenta	PROPN
cana-1236	120	22	and	and	CCONJ
cana-1236	120	23	willett	willett	NOUN
cana-1236	120	24	,	,	PUNCT
cana-1236	120	25	and	and	CCONJ
cana-1236	120	26	they	they	PRON
cana-1236	120	27	were	be	AUX
cana-1236	120	28	significantly	significantly	ADV
cana-1236	120	29	less	less	ADV
cana-1236	120	30	effective	effective	ADJ
cana-1236	120	31	than	than	ADP
cana-1236	120	32	using	use	VERB
cana-1236	120	33	bkd	bkd	NOUN
cana-1236	120	34	with	with	ADP
cana-1236	120	35	the	the	DET
cana-1236	120	36	unity	unity	NOUN
cana-1236	120	37	fingerprint	fingerprint	NOUN
cana-1236	120	38	as	as	ADP
cana-1236	120	39	a	a	DET
cana-1236	120	40	descriptor	descriptor	NOUN
cana-1236	120	41	[	[	X
cana-1236	120	42	27	27	NUM
cana-1236	120	43	,	,	PUNCT
cana-1236	120	44	28	28	NUM
cana-1236	120	45	]	]	PUNCT
cana-1236	120	46	.	.	PUNCT
cana-1236	121	1	subsequently	subsequently	ADV
cana-1236	121	2	,	,	PUNCT
cana-1236	121	3	245,789	245,789	NUM
cana-1236	121	4	chemicals	chemical	NOUN
cana-1236	121	5	were	be	AUX
cana-1236	121	6	tested	test	VERB
cana-1236	121	7	for	for	ADP
cana-1236	121	8	their	their	PRON
cana-1236	121	9	pesticide	pesticide	NOUN
cana-1236	121	10	efficacy	efficacy	NOUN
cana-1236	121	11	,	,	PUNCT
cana-1236	121	12	and	and	CCONJ
cana-1236	121	13	it	it	PRON
cana-1236	121	14	was	be	AUX
cana-1236	121	15	shown	show	VERB
cana-1236	121	16	that	that	SCONJ
cana-1236	121	17	the	the	DET
cana-1236	121	18	polynomial	polynomial	ADJ
cana-1236	121	19	kernel	kernel	NOUN
cana-1236	121	20	with	with	ADP
cana-1236	121	21	degree	degree	NOUN
cana-1236	121	22	five	five	NUM
cana-1236	121	23	was	be	AUX
cana-1236	121	24	superior	superior	ADJ
cana-1236	121	25	than	than	ADP
cana-1236	121	26	binary	binary	ADJ
cana-1236	121	27	kernel	kernel	PROPN
cana-1236	121	28	differentiation	differentiation	PROPN
cana-1236	121	29	(	(	PUNCT
cana-1236	121	30	bkd	bkd	NOUN
cana-1236	121	31	)	)	PUNCT
cana-1236	121	32	.	.	PUNCT
cana-1236	122	1	after	after	ADP
cana-1236	122	2	using	use	VERB
cana-1236	122	3	a	a	DET
cana-1236	122	4	collection	collection	NOUN
cana-1236	122	5	of	of	ADP
cana-1236	122	6	120	120	NUM
cana-1236	122	7	samples	sample	NOUN
cana-1236	122	8	containing	contain	VERB
cana-1236	122	9	cox-2	cox-2	VERB
cana-1236	122	10	antagonistic	antagonistic	ADJ
cana-1236	122	11	elements	element	NOUN
cana-1236	122	12	as	as	ADP
cana-1236	122	13	a	a	DET
cana-1236	122	14	infirmation	infirmation	NOUN
cana-1236	122	15	set	set	NOUN
cana-1236	122	16	,	,	PUNCT
cana-1236	122	17	franke	franke	PROPN
cana-1236	122	18	et	et	PROPN
cana-1236	122	19	al	al	PROPN
cana-1236	122	20	.	.	PROPN
cana-1236	123	1	(	(	PUNCT
cana-1236	123	2	2015	2015	NUM
cana-1236	123	3	)	)	PUNCT
cana-1236	123	4	analyzed	analyze	VERB
cana-1236	123	5	3.2	3.2	NUM
cana-1236	123	6	million	million	NUM
cana-1236	123	7	molecules	molecule	NOUN
cana-1236	123	8	from	from	ADP
cana-1236	123	9	of	of	ADP
cana-1236	123	10	the	the	DET
cana-1236	123	11	cobra	cobra	NOUN
cana-1236	123	12	ligands	ligand	NOUN
cana-1236	123	13	database	database	NOUN
cana-1236	123	14	.	.	PUNCT
cana-1236	124	1	several	several	ADJ
cana-1236	124	2	compounds	compound	NOUN
cana-1236	124	3	were	be	AUX
cana-1236	124	4	investigated	investigate	VERB
cana-1236	124	5	for	for	ADP
cana-1236	124	6	this	this	DET
cana-1236	124	7	screening	screening	NOUN
cana-1236	124	8	,	,	PUNCT
cana-1236	124	9	however	however	ADV
cana-1236	124	10	only	only	ADV
cana-1236	124	11	three	three	NUM
cana-1236	124	12	molecules	molecule	NOUN
cana-1236	124	13	showed	show	VERB
cana-1236	124	14	significant	significant	ADJ
cana-1236	124	15	activity	activity	NOUN
cana-1236	124	16	.	.	PUNCT
cana-1236	125	1	particularly	particularly	ADV
cana-1236	125	2	,	,	PUNCT
cana-1236	125	3	one	one	NUM
cana-1236	125	4	drug	drug	NOUN
cana-1236	125	5	has	have	AUX
cana-1236	125	6	demonstrated	demonstrate	VERB
cana-1236	125	7	more	more	ADV
cana-1236	125	8	potent	potent	ADJ
cana-1236	125	9	inhibitory	inhibitory	ADJ
cana-1236	125	10	characteristics	characteristic	NOUN
cana-1236	125	11	than	than	ADP
cana-1236	125	12	both	both	CCONJ
cana-1236	125	13	cele	cele	PROPN
cana-1236	125	14	coxib	coxib	PROPN
cana-1236	125	15	&	&	CCONJ
cana-1236	125	16	rofe	rofe	PROPN
cana-1236	125	17	coxib	coxib	PROPN
cana-1236	126	1	[	[	X
cana-1236	126	2	29	29	NUM
cana-1236	126	3	]	]	PUNCT
cana-1236	126	4	.	.	PUNCT
cana-1236	127	1	lepp	lepp	PROPN
cana-1236	127	2	et	et	PROPN
cana-1236	127	3	al.[30	al.[30	PROPN
cana-1236	127	4	]	]	PUNCT
cana-1236	127	5	analyzed	analyze	VERB
cana-1236	127	6	21	21	NUM
cana-1236	127	7	mddr	mddr	NOUN
cana-1236	127	8	depression	depression	NOUN
cana-1236	127	9	-	-	PUNCT
cana-1236	127	10	related	relate	VERB
cana-1236	127	11	data	data	NOUN
cana-1236	127	12	sets	set	NOUN
cana-1236	127	13	,	,	PUNCT
cana-1236	127	14	classifying	classify	VERB
cana-1236	127	15	30,000	30,000	NUM
cana-1236	127	16	ligands	ligand	NOUN
cana-1236	127	17	compounds	compound	NOUN
cana-1236	127	18	per	per	ADP
cana-1236	127	19	data	datum	NOUN
cana-1236	127	20	set	set	VERB
cana-1236	127	21	using	use	VERB
cana-1236	127	22	svm	svm	PROPN
cana-1236	127	23	and	and	CCONJ
cana-1236	127	24	atom	atom	NOUN
cana-1236	127	25	-	-	PUNCT
cana-1236	127	26	count	count	NOUN
cana-1236	127	27	descriptors	descriptor	NOUN
cana-1236	127	28	.	.	PUNCT
cana-1236	128	1	the	the	DET
cana-1236	128	2	positive	positive	ADJ
cana-1236	128	3	recall	recall	NOUN
cana-1236	128	4	in	in	ADP
cana-1236	128	5	ml	ml	ADV
cana-1236	128	6	-	-	PUNCT
cana-1236	128	7	based	base	VERB
cana-1236	128	8	screening	screening	NOUN
cana-1236	128	9	ranges	range	VERB
cana-1236	128	10	from	from	ADP
cana-1236	128	11	44	44	NUM
cana-1236	128	12	%	%	NOUN
cana-1236	128	13	to	to	PART
cana-1236	128	14	89	89	NUM
cana-1236	128	15	%	%	NOUN
cana-1236	128	16	[	[	X
cana-1236	128	17	31	31	NUM
cana-1236	128	18	]	]	PUNCT
cana-1236	128	19	,	,	PUNCT
cana-1236	128	20	indicating	indicate	VERB
cana-1236	128	21	that	that	SCONJ
cana-1236	128	22	false	false	ADJ
cana-1236	128	23	negatives	negative	NOUN
cana-1236	128	24	are	be	AUX
cana-1236	128	25	accurately	accurately	ADV
cana-1236	128	26	anticipated	anticipate	VERB
cana-1236	128	27	.	.	PUNCT
cana-1236	129	1	using	use	VERB
cana-1236	129	2	the	the	DET
cana-1236	129	3	50	50	NUM
cana-1236	129	4	known	know	VERB
cana-1236	129	5	compounds	compound	NOUN
cana-1236	129	6	for	for	ADP
cana-1236	129	7	each	each	DET
cana-1236	129	8	pharmacological	pharmacological	ADJ
cana-1236	129	9	target	target	NOUN
cana-1236	129	10	as	as	ADP
cana-1236	129	11	a	a	DET
cana-1236	129	12	training	training	NOUN
cana-1236	129	13	set	set	NOUN
cana-1236	129	14	,	,	PUNCT
cana-1236	129	15	jorissen	jorissen	NOUN
cana-1236	129	16	and	and	CCONJ
cana-1236	129	17	gilson	gilson	NOUN
cana-1236	129	18	[	[	X
cana-1236	129	19	32	32	NUM
cana-1236	129	20	]	]	PUNCT
cana-1236	129	21	reported	report	VERB
cana-1236	129	22	the	the	DET
cana-1236	129	23	screening	screening	NOUN
cana-1236	129	24	of	of	ADP
cana-1236	129	25	2058	2058	NUM
cana-1236	129	26	elements	element	NOUN
cana-1236	129	27	from	from	ADP
cana-1236	129	28	nci	nci	PROPN
cana-1236	129	29	data	data	PROPN
cana-1236	129	30	&	&	CCONJ
cana-1236	129	31	34,256	34,256	NUM
cana-1236	129	32	chemicals	chemical	NOUN
cana-1236	129	33	from	from	ADP
cana-1236	129	34	the	the	DET
cana-1236	129	35	may	may	PROPN
cana-1236	129	36	bridge	bridge	NOUN
cana-1236	129	37	library	library	NOUN
cana-1236	129	38	[	[	X
cana-1236	129	39	33	33	NUM
cana-1236	129	40	]	]	PUNCT
cana-1236	129	41	beside	beside	ADP
cana-1236	129	42	4	4	NUM
cana-1236	129	43	compunds	compund	NOUN
cana-1236	129	44	:	:	PUNCT
cana-1236	129	45	1aar	1aar	NUM
cana-1236	129	46	,	,	PUNCT
cana-1236	129	47	cox-2	cox-2	NOUN
cana-1236	129	48	,	,	PUNCT
cana-1236	129	49	pde5	pde5	NOUN
cana-1236	129	50	,	,	PUNCT
cana-1236	129	51	and	and	CCONJ
cana-1236	129	52	cdk2	cdk2	PROPN
cana-1236	129	53	.	.	PUNCT
cana-1236	130	1	and	and	CCONJ
cana-1236	130	2	over	over	ADP
cana-1236	130	3	10	10	NUM
cana-1236	130	4	%	%	NOUN
cana-1236	130	5	of	of	ADP
cana-1236	130	6	the	the	DET
cana-1236	130	7	screening	screening	NOUN
cana-1236	130	8	database	database	NOUN
cana-1236	130	9	was	be	AUX
cana-1236	130	10	obtained	obtain	VERB
cana-1236	130	11	utilizing	utilize	VERB
cana-1236	130	12	the	the	DET
cana-1236	130	13	dragon	dragon	NOUN
cana-1236	130	14	software	software	PROPN
cana-1236	130	15	's	's	PART
cana-1236	130	16	projected	project	VERB
cana-1236	130	17	2d	2d	NUM
cana-1236	130	18	descriptors	descriptor	NOUN
cana-1236	130	19	using	use	VERB
cana-1236	130	20	the	the	DET
cana-1236	130	21	svm	svm	ADJ
cana-1236	130	22	technique	technique	NOUN
cana-1236	130	23	,	,	PUNCT
cana-1236	130	24	making	make	VERB
cana-1236	130	25	it	it	PRON
cana-1236	130	26	superior	superior	ADJ
cana-1236	130	27	to	to	ADP
cana-1236	130	28	previous	previous	ADJ
cana-1236	130	29	fusion	fusion	NOUN
cana-1236	130	30	methods	method	NOUN
cana-1236	130	31	that	that	PRON
cana-1236	130	32	rely	rely	VERB
cana-1236	130	33	on	on	ADP
cana-1236	130	34	fingerprints	fingerprint	NOUN
cana-1236	130	35	[	[	X
cana-1236	130	36	34	34	NUM
cana-1236	130	37	]	]	PUNCT
cana-1236	130	38	.	.	PUNCT
cana-1236	131	1	using	use	VERB
cana-1236	131	2	support	support	NOUN
cana-1236	131	3	vector	vector	NOUN
cana-1236	131	4	machine	machine	NOUN
cana-1236	131	5	(	(	PUNCT
cana-1236	131	6	svm	svm	ADJ
cana-1236	131	7	)	)	PUNCT
cana-1236	131	8	techniques	technique	NOUN
cana-1236	131	9	for	for	ADP
cana-1236	131	10	g	g	PROPN
cana-1236	131	11	protein	protein	NOUN
cana-1236	131	12	-	-	PUNCT
cana-1236	131	13	coupled	couple	VERB
cana-1236	131	14	receptors	receptor	NOUN
cana-1236	131	15	(	(	PUNCT
cana-1236	131	16	gpcrs	gpcrs	PROPN
cana-1236	131	17	)	)	PUNCT
cana-1236	131	18	,	,	PUNCT
cana-1236	131	19	saeh	saeh	VERB
cana-1236	131	20	et	et	PROPN
cana-1236	131	21	al	al	PROPN
cana-1236	131	22	.	.	PROPN
cana-1236	132	1	(	(	PUNCT
cana-1236	132	2	2005	2005	NUM
cana-1236	132	3	)	)	PUNCT
cana-1236	132	4	identified	identify	VERB
cana-1236	132	5	8975	8975	NUM
cana-1236	132	6	elements	element	NOUN
cana-1236	132	7	as	as	ADV
cana-1236	132	8	highest	high	ADJ
cana-1236	132	9	in	in	ADP
cana-1236	132	10	a	a	DET
cana-1236	132	11	catalog	catalog	NOUN
cana-1236	132	12	of	of	ADP
cana-1236	132	13	129,994	129,994	NUM
cana-1236	132	14	compounds	compound	NOUN
cana-1236	132	15	,	,	PUNCT
cana-1236	132	16	with	with	ADP
cana-1236	132	17	a	a	DET
cana-1236	132	18	success	success	NOUN
cana-1236	132	19	rate	rate	NOUN
cana-1236	132	20	69	69	NUM
cana-1236	132	21	times	time	NOUN
cana-1236	132	22	greater	great	ADJ
cana-1236	132	23	than	than	ADP
cana-1236	132	24	randomized	randomized	ADJ
cana-1236	132	25	choice	choice	NOUN
cana-1236	132	26	-	-	PUNCT
cana-1236	132	27	based	base	VERB
cana-1236	132	28	selections	selection	NOUN
cana-1236	132	29	[	[	X
cana-1236	132	30	35	35	NUM
cana-1236	132	31	]	]	SYM
cana-1236	132	32	.	.	PUNCT
cana-1236	133	1	3	3	X
cana-1236	133	2	.	.	X
cana-1236	133	3	methodology	methodology	NOUN
cana-1236	133	4	:	:	PUNCT
cana-1236	133	5	it	it	PRON
cana-1236	133	6	is	be	AUX
cana-1236	133	7	the	the	DET
cana-1236	133	8	three	three	NUM
cana-1236	133	9	-	-	PUNCT
cana-1236	133	10	dimensional	dimensional	ADJ
cana-1236	133	11	(	(	PUNCT
cana-1236	133	12	3d	3d	NOUN
cana-1236	133	13	)	)	PUNCT
cana-1236	133	14	structure	structure	NOUN
cana-1236	133	15	of	of	ADP
cana-1236	133	16	a	a	DET
cana-1236	133	17	protein	protein	NOUN
cana-1236	133	18	that	that	PRON
cana-1236	133	19	determines	determine	VERB
cana-1236	133	20	its	its	PRON
cana-1236	133	21	biological	biological	ADJ
cana-1236	133	22	mechanism	mechanism	NOUN
cana-1236	133	23	,	,	PUNCT
cana-1236	133	24	and	and	CCONJ
cana-1236	133	25	this	this	DET
cana-1236	133	26	structure	structure	NOUN
cana-1236	133	27	is	be	AUX
cana-1236	133	28	encoded	encode	VERB
cana-1236	133	29	in	in	ADP
cana-1236	133	30	the	the	DET
cana-1236	133	31	protein	protein	NOUN
cana-1236	133	32	's	's	PART
cana-1236	133	33	one	one	NUM
cana-1236	133	34	-	-	PUNCT
cana-1236	133	35	dimensional	dimensional	ADJ
cana-1236	133	36	(	(	PUNCT
cana-1236	133	37	1d	1d	NUM
cana-1236	133	38	)	)	PUNCT
cana-1236	133	39	strings	string	NOUN
cana-1236	133	40	of	of	ADP
cana-1236	133	41	amino	amino	NOUN
cana-1236	133	42	acid	acid	NOUN
cana-1236	133	43	.	.	PUNCT
cana-1236	134	1	understanding	understand	VERB
cana-1236	134	2	the	the	DET
cana-1236	134	3	biological	biological	ADJ
cana-1236	134	4	mechanisms	mechanism	NOUN
cana-1236	134	5	of	of	ADP
cana-1236	134	6	proteins	protein	NOUN
cana-1236	134	7	requires	require	VERB
cana-1236	134	8	an	an	DET
cana-1236	134	9	understanding	understanding	NOUN
cana-1236	134	10	of	of	ADP
cana-1236	134	11	their	their	PRON
cana-1236	134	12	structures	structure	NOUN
cana-1236	134	13	,	,	PUNCT
cana-1236	134	14	which	which	PRON
cana-1236	134	15	in	in	ADP
cana-1236	134	16	turn	turn	NOUN
cana-1236	134	17	leads	lead	VERB
cana-1236	134	18	to	to	ADP
cana-1236	134	19	the	the	DET
cana-1236	134	20	discovery	discovery	NOUN
cana-1236	134	21	of	of	ADP
cana-1236	134	22	new	new	ADJ
cana-1236	134	23	medicines	medicine	NOUN
cana-1236	134	24	that	that	PRON
cana-1236	134	25	can	can	AUX
cana-1236	134	26	either	either	CCONJ
cana-1236	134	27	block	block	VERB
cana-1236	134	28	or	or	CCONJ
cana-1236	134	29	stimulate	stimulate	VERB
cana-1236	134	30	the	the	DET
cana-1236	134	31	protein	protein	NOUN
cana-1236	134	32	in	in	ADP
cana-1236	134	33	question	question	NOUN
cana-1236	134	34	,	,	PUNCT
cana-1236	134	35	which	which	PRON
cana-1236	134	36	can	can	AUX
cana-1236	134	37	then	then	ADV
cana-1236	134	38	be	be	AUX
cana-1236	134	39	used	use	VERB
cana-1236	134	40	to	to	PART
cana-1236	134	41	treat	treat	VERB
cana-1236	134	42	certain	certain	ADJ
cana-1236	134	43	diseases	disease	NOUN
cana-1236	134	44	.	.	PUNCT
cana-1236	135	1	many	many	ADJ
cana-1236	135	2	illnesses	illness	NOUN
cana-1236	135	3	,	,	PUNCT
cana-1236	135	4	including	include	VERB
cana-1236	135	5	type	type	NOUN
cana-1236	135	6	ii	ii	NOUN
cana-1236	135	7	diabetes	diabetes	NOUN
cana-1236	135	8	and	and	CCONJ
cana-1236	135	9	neurodegenerative	neurodegenerative	ADJ
cana-1236	135	10	disorders	disorder	NOUN
cana-1236	135	11	including	include	VERB
cana-1236	135	12	alzheimer	alzheimer	PROPN
cana-1236	135	13	's	's	PART
cana-1236	135	14	,	,	PUNCT
cana-1236	135	15	parkinson	parkinson	NOUN
cana-1236	135	16	's	's	PART
cana-1236	135	17	,	,	PUNCT
cana-1236	135	18	huntington	huntington	PROPN
cana-1236	135	19	's	's	PART
cana-1236	135	20	,	,	PUNCT
cana-1236	135	21	and	and	CCONJ
cana-1236	135	22	amyotrophic	amyotrophic	ADJ
cana-1236	135	23	lateral	lateral	ADJ
cana-1236	135	24	sclerosis	sclerosis	NOUN
cana-1236	135	25	,	,	PUNCT
cana-1236	135	26	have	have	AUX
cana-1236	135	27	been	be	AUX
cana-1236	135	28	linked	link	VERB
cana-1236	135	29	to	to	ADP
cana-1236	135	30	protein	protein	NOUN
cana-1236	135	31	misfolding	misfolde	VERB
cana-1236	135	32	[	[	X
cana-1236	135	33	36	36	NUM
cana-1236	135	34	,	,	PUNCT
cana-1236	135	35	37	37	NUM
cana-1236	135	36	]	]	PUNCT
cana-1236	135	37	.	.	PUNCT
cana-1236	136	1	the	the	DET
cana-1236	136	2	ability	ability	NOUN
cana-1236	136	3	to	to	PART
cana-1236	136	4	reliably	reliably	ADV
cana-1236	136	5	predict	predict	VERB
cana-1236	136	6	protein	protein	NOUN
cana-1236	136	7	3d	3d	NOUN
cana-1236	136	8	structures	structure	NOUN
cana-1236	136	9	would	would	AUX
cana-1236	136	10	greatly	greatly	ADV
cana-1236	136	11	benefit	benefit	VERB
cana-1236	136	12	the	the	DET
cana-1236	136	13	fields	field	NOUN
cana-1236	136	14	of	of	ADP
cana-1236	136	15	drug	drug	NOUN
cana-1236	136	16	development	development	NOUN
cana-1236	136	17	and	and	CCONJ
cana-1236	136	18	protein	protein	NOUN
cana-1236	136	19	-	-	PUNCT
cana-1236	136	20	folding	fold	VERB
cana-1236	136	21	illness	illness	NOUN
cana-1236	136	22	research	research	NOUN
cana-1236	136	23	,	,	PUNCT
cana-1236	136	24	given	give	VERB
cana-1236	136	25	the	the	DET
cana-1236	136	26	large	large	ADJ
cana-1236	136	27	gap	gap	NOUN
cana-1236	136	28	in	in	ADP
cana-1236	136	29	knowledge	knowledge	NOUN
cana-1236	136	30	between	between	ADP
cana-1236	136	31	a	a	DET
cana-1236	136	32	protein	protein	NOUN
cana-1236	136	33	's	's	PART
cana-1236	136	34	1d	1d	NUM
cana-1236	136	35	strand	strand	NOUN
cana-1236	136	36	of	of	ADP
cana-1236	136	37	amino	amino	NOUN
cana-1236	136	38	acid	acid	NOUN
cana-1236	136	39	sequences	sequence	NOUN
cana-1236	136	40	and	and	CCONJ
cana-1236	136	41	its	its	PRON
cana-1236	136	42	3d	3d	NUM
cana-1236	136	43	structure	structure	NOUN
cana-1236	136	44	.	.	PUNCT
cana-1236	137	1	deep	deep	ADJ
cana-1236	137	2	mind	mind	NOUN
cana-1236	137	3	(	(	PUNCT
cana-1236	137	4	googlealpha	googlealpha	NOUN
cana-1236	137	5	)	)	PUNCT
cana-1236	137	6	's	's	PART
cana-1236	137	7	fold	fold	NOUN
cana-1236	137	8	[	[	X
cana-1236	137	9	37	37	NUM
cana-1236	137	10	,	,	PUNCT
cana-1236	137	11	38	38	NUM
cana-1236	137	12	]	]	PUNCT
cana-1236	137	13	is	be	AUX
cana-1236	137	14	an	an	DET
cana-1236	137	15	artificial	artificial	ADJ
cana-1236	137	16	intelligence	intelligence	NOUN
cana-1236	137	17	network	network	NOUN
cana-1236	137	18	that	that	PRON
cana-1236	137	19	can	can	AUX
cana-1236	137	20	predict	predict	VERB
cana-1236	137	21	the	the	DET
cana-1236	137	22	three	three	NUM
cana-1236	137	23	-	-	PUNCT
cana-1236	137	24	dimensional	dimensional	ADJ
cana-1236	137	25	structure	structure	NOUN
cana-1236	137	26	of	of	ADP
cana-1236	137	27	a	a	DET
cana-1236	137	28	protein	protein	NOUN
cana-1236	137	29	from	from	ADP
cana-1236	137	30	its	its	PRON
cana-1236	137	31	sequence	sequence	NOUN
cana-1236	137	32	of	of	ADP
cana-1236	137	33	amino	amino	ADJ
cana-1236	137	34	acids	acid	NOUN
cana-1236	137	35	.	.	PUNCT
cana-1236	138	1	the	the	DET
cana-1236	138	2	protein	protein	NOUN
cana-1236	138	3	structure	structure	NOUN
cana-1236	138	4	was	be	AUX
cana-1236	138	5	predicted	predict	VERB
cana-1236	138	6	from	from	ADP
cana-1236	138	7	its	its	PRON
cana-1236	138	8	sequence	sequence	NOUN
cana-1236	138	9	using	use	VERB
cana-1236	138	10	a	a	DET
cana-1236	138	11	dl	dl	PROPN
cana-1236	138	12	method	method	NOUN
cana-1236	138	13	.	.	PUNCT
cana-1236	139	1	the	the	DET
cana-1236	139	2	heart	heart	NOUN
cana-1236	139	3	of	of	ADP
cana-1236	139	4	alpha	alpha	NOUN
cana-1236	139	5	fold	fold	NOUN
cana-1236	139	6	is	be	AUX
cana-1236	139	7	a	a	DET
cana-1236	139	8	convolution	convolution	NOUN
cana-1236	139	9	neural	neural	ADJ
cana-1236	139	10	network	network	NOUN
cana-1236	139	11	that	that	PRON
cana-1236	139	12	has	have	AUX
cana-1236	139	13	been	be	AUX
cana-1236	139	14	trained	train	VERB
cana-1236	139	15	to	to	PART
cana-1236	139	16	make	make	VERB
cana-1236	139	17	a	a	DET
cana-1236	139	18	probabilistic	probabilistic	ADJ
cana-1236	139	19	approximation	approximation	NOUN
cana-1236	139	20	of	of	ADP
cana-1236	139	21	a	a	DET
cana-1236	139	22	89	89	NUM
cana-1236	139	23	sections	section	NOUN
cana-1236	139	24	of	of	ADP
cana-1236	139	25	proximity	proximity	NOUN
cana-1236	139	26	map	map	NOUN
cana-1236	139	27	,	,	PUNCT
cana-1236	139	28	based	base	VERB
cana-1236	139	29	on	on	ADP
cana-1236	139	30	predictions	prediction	NOUN
cana-1236	139	31	of	of	ADP
cana-1236	139	32	the	the	DET
cana-1236	139	33	lengths	length	NOUN
cana-1236	139	34	among	among	ADP
cana-1236	139	35	each	each	DET
cana-1236	139	36	communications	communication	NOUN
cana-1236	139	37	on	on	ADP
cana-1236	139	38	applied	apply	VERB
cana-1236	139	39	nonlinear	nonlinear	ADJ
cana-1236	139	40	analysis	analysis	NOUN
cana-1236	139	41	issn	issn	NOUN
cana-1236	139	42	:	:	PUNCT
cana-1236	139	43	1074	1074	NUM
cana-1236	139	44	-	-	PUNCT
cana-1236	139	45	133x	133x	NUM
cana-1236	139	46	vol	vol	NOUN
cana-1236	139	47	31	31	NUM
cana-1236	139	48	no	no	NOUN
cana-1236	139	49	.	.	PUNCT
cana-1236	140	1	6s	6s	NUM
cana-1236	140	2	(	(	PUNCT
cana-1236	140	3	2024	2024	NUM
cana-1236	140	4	)	)	PUNCT
cana-1236	140	5	458	458	NUM
cana-1236	140	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	140	7	pair	pair	NOUN
cana-1236	140	8	of	of	ADP
cana-1236	140	9	residues	residue	NOUN
cana-1236	140	10	in	in	ADP
cana-1236	140	11	a	a	DET
cana-1236	140	12	query	query	NOUN
cana-1236	140	13	protein	protein	NOUN
cana-1236	140	14	.	.	PUNCT
cana-1236	141	1	using	use	VERB
cana-1236	141	2	information	information	NOUN
cana-1236	141	3	from	from	ADP
cana-1236	141	4	the	the	DET
cana-1236	141	5	protein	protein	NOUN
cana-1236	141	6	sequence	sequence	NOUN
cana-1236	141	7	alignment	alignment	NOUN
cana-1236	141	8	bank	bank	NOUN
cana-1236	141	9	.	.	PUNCT
cana-1236	142	1	these	these	DET
cana-1236	142	2	sections	section	NOUN
cana-1236	142	3	are	be	AUX
cana-1236	142	4	tiled	tile	VERB
cana-1236	142	5	together	together	ADV
cana-1236	142	6	solely	solely	ADV
cana-1236	142	7	to	to	PART
cana-1236	142	8	obtain	obtain	VERB
cana-1236	142	9	global	global	ADJ
cana-1236	142	10	distance	distance	NOUN
cana-1236	142	11	predictions	prediction	NOUN
cana-1236	142	12	,	,	PUNCT
cana-1236	142	13	and	and	CCONJ
cana-1236	142	14	this	this	PRON
cana-1236	142	15	is	be	AUX
cana-1236	142	16	done	do	VERB
cana-1236	142	17	so	so	SCONJ
cana-1236	142	18	that	that	SCONJ
cana-1236	142	19	the	the	DET
cana-1236	142	20	generated	generate	VERB
cana-1236	142	21	protein	protein	NOUN
cana-1236	142	22	structure	structure	NOUN
cana-1236	142	23	will	will	AUX
cana-1236	142	24	be	be	AUX
cana-1236	142	25	in	in	ADP
cana-1236	142	26	agreement	agreement	NOUN
cana-1236	142	27	with	with	ADP
cana-1236	142	28	the	the	DET
cana-1236	142	29	distance	distance	NOUN
cana-1236	142	30	predictions	prediction	NOUN
cana-1236	142	31	.	.	PUNCT
cana-1236	143	1	in	in	ADP
cana-1236	143	2	2020	2020	NUM
cana-1236	143	3	,	,	PUNCT
cana-1236	143	4	alphafold	alphafold	VERB
cana-1236	143	5	[	[	X
cana-1236	143	6	39	39	NUM
cana-1236	143	7	]	]	PUNCT
cana-1236	143	8	plans	plan	VERB
cana-1236	143	9	to	to	PART
cana-1236	143	10	reveal	reveal	VERB
cana-1236	143	11	structural	structural	ADJ
cana-1236	143	12	estimates	estimate	NOUN
cana-1236	143	13	of	of	ADP
cana-1236	143	14	5	5	NUM
cana-1236	143	15	sars	sar	NOUN
cana-1236	143	16	-	-	PUNCT
cana-1236	143	17	cov-2	cov-2	NOUN
cana-1236	143	18	target	target	NOUN
cana-1236	143	19	,	,	PUNCT
cana-1236	143	20	such	such	ADJ
cana-1236	143	21	as	as	ADP
cana-1236	143	22	the	the	DET
cana-1236	143	23	sarscov-2	sarscov-2	NUM
cana-1236	143	24	cell	cell	NOUN
cana-1236	143	25	membranes	membrane	NOUN
cana-1236	143	26	,	,	PUNCT
cana-1236	143	27	nsp2	nsp2	PROPN
cana-1236	143	28	,	,	PUNCT
cana-1236	143	29	nsp4	nsp4	PROPN
cana-1236	143	30	,	,	PUNCT
cana-1236	143	31	nsp6	nsp6	PROPN
cana-1236	143	32	,	,	PUNCT
cana-1236	143	33	&	&	CCONJ
cana-1236	143	34	nuclease	nuclease	NOUN
cana-1236	143	35	enzyme	enzyme	NOUN
cana-1236	143	36	ase	ase	NOUN
cana-1236	143	37	(	(	PUNCT
cana-1236	143	38	c	c	PROPN
cana-1236	143	39	terminal	terminal	ADJ
cana-1236	143	40	domain	domain	NOUN
cana-1236	143	41	domain	domain	NOUN
cana-1236	143	42	)	)	PUNCT
cana-1236	143	43	.	.	PUNCT
cana-1236	144	1	3.1	3.1	NUM
cana-1236	144	2	ensemble	ensemble	ADJ
cana-1236	144	3	outperform	outperform	ADJ
cana-1236	144	4	single	single	ADJ
cana-1236	144	5	learning	learning	NOUN
cana-1236	144	6	algorithm	algorithm	NOUN
cana-1236	144	7	ensemble	ensemble	ADJ
cana-1236	144	8	approaches	approach	NOUN
cana-1236	144	9	have	have	AUX
cana-1236	144	10	been	be	AUX
cana-1236	144	11	shown	show	VERB
cana-1236	144	12	to	to	PART
cana-1236	144	13	significantly	significantly	ADV
cana-1236	144	14	increase	increase	VERB
cana-1236	144	15	performance	performance	NOUN
cana-1236	144	16	in	in	ADP
cana-1236	144	17	a	a	DET
cana-1236	144	18	number	number	NOUN
cana-1236	144	19	of	of	ADP
cana-1236	144	20	studies	study	NOUN
cana-1236	144	21	.	.	PUNCT
cana-1236	145	1	you	you	PRON
cana-1236	145	2	can	can	AUX
cana-1236	145	3	break	break	VERB
cana-1236	145	4	this	this	PRON
cana-1236	145	5	down	down	ADP
cana-1236	145	6	into	into	ADP
cana-1236	145	7	three	three	NUM
cana-1236	145	8	main	main	ADJ
cana-1236	145	9	factors	factor	NOUN
cana-1236	145	10	:	:	PUNCT
cana-1236	145	11	this	this	PRON
cana-1236	145	12	is	be	AUX
cana-1236	145	13	due	due	ADJ
cana-1236	145	14	to	to	ADP
cana-1236	145	15	statistics	statistic	NOUN
cana-1236	145	16	,	,	PUNCT
cana-1236	145	17	which	which	PRON
cana-1236	145	18	is	be	AUX
cana-1236	145	19	the	the	DET
cana-1236	145	20	first	first	ADJ
cana-1236	145	21	explanation	explanation	NOUN
cana-1236	145	22	.	.	PUNCT
cana-1236	146	1	learning	learn	VERB
cana-1236	146	2	algorithms	algorithm	NOUN
cana-1236	146	3	can	can	AUX
cana-1236	146	4	be	be	AUX
cana-1236	146	5	thought	think	VERB
cana-1236	146	6	of	of	ADP
cana-1236	146	7	as	as	ADP
cana-1236	146	8	a	a	DET
cana-1236	146	9	search	search	NOUN
cana-1236	146	10	over	over	ADP
cana-1236	146	11	a	a	DET
cana-1236	146	12	field	field	NOUN
cana-1236	146	13	h	h	NOUN
cana-1236	146	14	of	of	ADP
cana-1236	146	15	hypotheses	hypothesis	NOUN
cana-1236	146	16	,	,	PUNCT
cana-1236	146	17	with	with	ADP
cana-1236	146	18	the	the	DET
cana-1236	146	19	goal	goal	NOUN
cana-1236	146	20	of	of	ADP
cana-1236	146	21	finding	find	VERB
cana-1236	146	22	the	the	DET
cana-1236	146	23	most	most	ADV
cana-1236	146	24	promising	promising	ADJ
cana-1236	146	25	one	one	NUM
cana-1236	146	26	.	.	PUNCT
cana-1236	147	1	this	this	DET
cana-1236	147	2	statistical	statistical	ADJ
cana-1236	147	3	issue	issue	NOUN
cana-1236	147	4	manifests	manifest	VERB
cana-1236	147	5	when	when	SCONJ
cana-1236	147	6	the	the	DET
cana-1236	147	7	quantity	quantity	NOUN
cana-1236	147	8	of	of	ADP
cana-1236	147	9	training	training	NOUN
cana-1236	147	10	examples	example	NOUN
cana-1236	147	11	is	be	AUX
cana-1236	147	12	insufficient	insufficient	ADJ
cana-1236	147	13	in	in	ADP
cana-1236	147	14	relation	relation	NOUN
cana-1236	147	15	to	to	ADP
cana-1236	147	16	the	the	DET
cana-1236	147	17	scope	scope	NOUN
cana-1236	147	18	of	of	ADP
cana-1236	147	19	the	the	DET
cana-1236	147	20	space	space	NOUN
cana-1236	147	21	of	of	ADP
cana-1236	147	22	possible	possible	ADJ
cana-1236	147	23	.	.	PUNCT
cana-1236	148	1	a	a	DET
cana-1236	148	2	learning	learn	VERB
cana-1236	148	3	algorithm	algorithm	NOUN
cana-1236	148	4	can	can	AUX
cana-1236	148	5	identify	identify	VERB
cana-1236	148	6	several	several	ADJ
cana-1236	148	7	hypothesis	hypothesis	NOUN
cana-1236	148	8	in	in	ADP
cana-1236	148	9	h	h	NOUN
cana-1236	148	10	yields	yield	NOUN
cana-1236	148	11	the	the	DET
cana-1236	148	12	identical	identical	ADJ
cana-1236	148	13	reliability	reliability	NOUN
cana-1236	148	14	on	on	ADP
cana-1236	148	15	the	the	DET
cana-1236	148	16	preparation	preparation	NOUN
cana-1236	148	17	information	information	NOUN
cana-1236	148	18	if	if	SCONJ
cana-1236	148	19	there	there	PRON
cana-1236	148	20	is	be	VERB
cana-1236	148	21	n't	not	PART
cana-1236	148	22	enough	enough	ADJ
cana-1236	148	23	information	information	NOUN
cana-1236	148	24	to	to	PART
cana-1236	148	25	choose	choose	VERB
cana-1236	148	26	from	from	ADP
cana-1236	148	27	.	.	PUNCT
cana-1236	149	1	the	the	DET
cana-1236	149	2	method	method	NOUN
cana-1236	149	3	can	can	AUX
cana-1236	149	4	lower	lower	VERB
cana-1236	149	5	the	the	DET
cana-1236	149	6	likelihood	likelihood	NOUN
cana-1236	149	7	of	of	ADP
cana-1236	149	8	making	make	VERB
cana-1236	149	9	a	a	DET
cana-1236	149	10	poor	poor	ADJ
cana-1236	149	11	classification	classification	NOUN
cana-1236	149	12	decision	decision	NOUN
cana-1236	149	13	by	by	ADP
cana-1236	149	14	"	"	PUNCT
cana-1236	149	15	averaging	average	VERB
cana-1236	149	16	"	"	PUNCT
cana-1236	149	17	the	the	DET
cana-1236	149	18	votes	vote	NOUN
cana-1236	149	19	of	of	ADP
cana-1236	149	20	multiple	multiple	ADJ
cana-1236	149	21	accurate	accurate	ADJ
cana-1236	149	22	classifiers	classifier	NOUN
cana-1236	149	23	that	that	SCONJ
cana-1236	149	24	it	it	PRON
cana-1236	149	25	has	have	AUX
cana-1236	149	26	assembled	assemble	VERB
cana-1236	149	27	into	into	ADP
cana-1236	149	28	an	an	DET
cana-1236	149	29	ensemble	ensemble	NOUN
cana-1236	149	30	.	.	PUNCT
cana-1236	150	1	a	a	DET
cana-1236	150	2	computational	computational	ADJ
cana-1236	150	3	consideration	consideration	NOUN
cana-1236	150	4	is	be	AUX
cana-1236	150	5	the	the	DET
cana-1236	150	6	second	second	ADJ
cana-1236	150	7	.	.	PUNCT
cana-1236	151	1	many	many	ADJ
cana-1236	151	2	learning	learn	VERB
cana-1236	151	3	algorithms	algorithm	NOUN
cana-1236	151	4	rely	rely	VERB
cana-1236	151	5	on	on	ADP
cana-1236	151	6	a	a	DET
cana-1236	151	7	sort	sort	NOUN
cana-1236	151	8	of	of	ADP
cana-1236	151	9	local	local	ADJ
cana-1236	151	10	search	search	NOUN
cana-1236	151	11	,	,	PUNCT
cana-1236	151	12	which	which	PRON
cana-1236	151	13	can	can	AUX
cana-1236	151	14	get	get	AUX
cana-1236	151	15	trapped	trap	VERB
cana-1236	151	16	at	at	ADP
cana-1236	151	17	local	local	ADJ
cana-1236	151	18	optima	optima	NOUN
cana-1236	151	19	.	.	PUNCT
cana-1236	152	1	even	even	ADV
cana-1236	152	2	when	when	SCONJ
cana-1236	152	3	there	there	PRON
cana-1236	152	4	is	be	VERB
cana-1236	152	5	an	an	DET
cana-1236	152	6	abundance	abundance	NOUN
cana-1236	152	7	of	of	ADP
cana-1236	152	8	training	training	NOUN
cana-1236	152	9	data	datum	NOUN
cana-1236	152	10	(	(	PUNCT
cana-1236	152	11	and	and	CCONJ
cana-1236	152	12	thus	thus	ADV
cana-1236	152	13	no	no	DET
cana-1236	152	14	statistical	statistical	ADJ
cana-1236	152	15	issue	issue	NOUN
cana-1236	152	16	)	)	PUNCT
cana-1236	152	17	,	,	PUNCT
cana-1236	152	18	the	the	DET
cana-1236	152	19	learning	learning	NOUN
cana-1236	152	20	algorithm	algorithm	NOUN
cana-1236	152	21	may	may	AUX
cana-1236	152	22	have	have	VERB
cana-1236	152	23	a	a	DET
cana-1236	152	24	hard	hard	ADJ
cana-1236	152	25	time	time	NOUN
cana-1236	152	26	computationally	computationally	ADV
cana-1236	152	27	determining	determine	VERB
cana-1236	152	28	which	which	DET
cana-1236	152	29	hypothesis	hypothesis	NOUN
cana-1236	152	30	is	be	AUX
cana-1236	152	31	most	most	ADV
cana-1236	152	32	plausible	plausible	ADJ
cana-1236	152	33	.	.	PUNCT
cana-1236	153	1	the	the	DET
cana-1236	153	2	local	local	ADJ
cana-1236	153	3	search	search	NOUN
cana-1236	153	4	may	may	AUX
cana-1236	153	5	be	be	AUX
cana-1236	153	6	approximated	approximate	VERB
cana-1236	153	7	more	more	ADV
cana-1236	153	8	closely	closely	ADV
cana-1236	153	9	to	to	ADP
cana-1236	153	10	the	the	DET
cana-1236	153	11	genuine	genuine	ADJ
cana-1236	153	12	undiscovered	undiscovered	ADJ
cana-1236	153	13	function	function	NOUN
cana-1236	153	14	using	use	VERB
cana-1236	153	15	a	a	DET
cana-1236	153	16	group	group	NOUN
cana-1236	153	17	created	create	VERB
cana-1236	153	18	by	by	ADP
cana-1236	153	19	conducting	conduct	VERB
cana-1236	153	20	the	the	DET
cana-1236	153	21	hunt	hunt	NOUN
cana-1236	153	22	from	from	ADP
cana-1236	153	23	many	many	ADJ
cana-1236	153	24	starting	starting	NOUN
cana-1236	153	25	points	point	NOUN
cana-1236	153	26	.	.	PUNCT
cana-1236	154	1	that	that	PRON
cana-1236	154	2	's	be	AUX
cana-1236	154	3	the	the	DET
cana-1236	154	4	third	third	ADJ
cana-1236	154	5	justification	justification	NOUN
cana-1236	154	6	:	:	PUNCT
cana-1236	154	7	it	it	PRON
cana-1236	154	8	's	be	AUX
cana-1236	154	9	symbolic	symbolic	ADJ
cana-1236	154	10	.	.	PUNCT
cana-1236	155	1	in	in	ADP
cana-1236	155	2	most	most	ADJ
cana-1236	155	3	ml	ml	AUX
cana-1236	155	4	use	use	NOUN
cana-1236	155	5	cases	case	NOUN
cana-1236	155	6	,	,	PUNCT
cana-1236	155	7	none	none	NOUN
cana-1236	155	8	of	of	ADP
cana-1236	155	9	the	the	DET
cana-1236	155	10	hypotheses	hypothesis	NOUN
cana-1236	155	11	can	can	AUX
cana-1236	155	12	accurately	accurately	ADV
cana-1236	155	13	capture	capture	VERB
cana-1236	155	14	the	the	DET
cana-1236	155	15	underlying	underlie	VERB
cana-1236	155	16	classification	classification	NOUN
cana-1236	155	17	function	function	NOUN
cana-1236	155	18	.	.	PUNCT
cana-1236	156	1	one	one	NUM
cana-1236	156	2	alternative	alternative	ADJ
cana-1236	156	3	method	method	NOUN
cana-1236	156	4	for	for	ADP
cana-1236	156	5	increasing	increase	VERB
cana-1236	156	6	the	the	DET
cana-1236	156	7	number	number	NOUN
cana-1236	156	8	of	of	ADP
cana-1236	156	9	functions	function	NOUN
cana-1236	156	10	that	that	PRON
cana-1236	156	11	can	can	AUX
cana-1236	156	12	be	be	AUX
cana-1236	156	13	represented	represent	VERB
cana-1236	156	14	is	be	AUX
cana-1236	156	15	to	to	PART
cana-1236	156	16	create	create	VERB
cana-1236	156	17	weighted	weight	VERB
cana-1236	156	18	sum	sum	NOUN
cana-1236	156	19	of	of	ADP
cana-1236	156	20	hypotheses	hypothesis	NOUN
cana-1236	156	21	derived	derive	VERB
cana-1236	156	22	from	from	ADP
cana-1236	156	23	h.	h.	PROPN
cana-1236	156	24	the	the	DET
cana-1236	156	25	current	current	ADJ
cana-1236	156	26	generation	generation	NOUN
cana-1236	156	27	of	of	ADP
cana-1236	156	28	learning	learn	VERB
cana-1236	156	29	algorithms	algorithm	NOUN
cana-1236	156	30	largely	largely	ADV
cana-1236	156	31	suffers	suffer	VERB
cana-1236	156	32	from	from	ADP
cana-1236	156	33	these	these	DET
cana-1236	156	34	three	three	NUM
cana-1236	156	35	primary	primary	ADJ
cana-1236	156	36	flaws	flaw	NOUN
cana-1236	156	37	.	.	PUNCT
cana-1236	157	1	these	these	DET
cana-1236	157	2	three	three	NUM
cana-1236	157	3	major	major	ADJ
cana-1236	157	4	flaws	flaw	NOUN
cana-1236	157	5	of	of	ADP
cana-1236	157	6	traditional	traditional	ADJ
cana-1236	157	7	learning	learning	NOUN
cana-1236	157	8	algorithms	algorithm	NOUN
cana-1236	157	9	[	[	X
cana-1236	157	10	40	40	NUM
cana-1236	157	11	]	]	PUNCT
cana-1236	157	12	may	may	AUX
cana-1236	157	13	be	be	AUX
cana-1236	157	14	mitigated	mitigate	VERB
cana-1236	157	15	(	(	PUNCT
cana-1236	157	16	or	or	CCONJ
cana-1236	157	17	perhaps	perhaps	ADV
cana-1236	157	18	eliminated	eliminate	VERB
cana-1236	157	19	)	)	PUNCT
cana-1236	157	20	with	with	ADP
cana-1236	157	21	the	the	DET
cana-1236	157	22	help	help	NOUN
cana-1236	157	23	of	of	ADP
cana-1236	157	24	ensemble	ensemble	ADJ
cana-1236	157	25	approaches	approach	NOUN
cana-1236	157	26	.	.	PUNCT
cana-1236	158	1	to	to	PART
cana-1236	158	2	be	be	AUX
cana-1236	158	3	more	more	ADV
cana-1236	158	4	precise	precise	ADJ
cana-1236	158	5	than	than	ADP
cana-1236	158	6	the	the	DET
cana-1236	158	7	sum	sum	NOUN
cana-1236	158	8	of	of	ADP
cana-1236	158	9	its	its	PRON
cana-1236	158	10	parts	part	NOUN
cana-1236	158	11	,	,	PUNCT
cana-1236	158	12	an	an	DET
cana-1236	158	13	ensemble	ensemble	ADJ
cana-1236	158	14	algorithm	algorithm	NOUN
cana-1236	158	15	needs	need	VERB
cana-1236	158	16	to	to	PART
cana-1236	158	17	have	have	VERB
cana-1236	158	18	both	both	CCONJ
cana-1236	158	19	accurate	accurate	ADJ
cana-1236	158	20	and	and	CCONJ
cana-1236	158	21	diverse	diverse	VERB
cana-1236	158	22	individual	individual	ADJ
cana-1236	158	23	members	member	NOUN
cana-1236	158	24	[	[	PUNCT
cana-1236	158	25	40	40	NUM
cana-1236	158	26	-	-	SYM
cana-1236	158	27	41	41	NUM
cana-1236	158	28	]	]	PUNCT
cana-1236	158	29	.	.	PUNCT
cana-1236	159	1	bagging	bagging	NOUN
cana-1236	159	2	and	and	CCONJ
cana-1236	159	3	adaboost	adaboost	ADV
cana-1236	159	4	,	,	PUNCT
cana-1236	159	5	as	as	SCONJ
cana-1236	159	6	claimed	claim	VERB
cana-1236	159	7	by	by	ADP
cana-1236	159	8	dietterich	dietterich	PROPN
cana-1236	159	9	(	(	PUNCT
cana-1236	159	10	2000a	2000a	NOUN
cana-1236	159	11	)	)	PUNCT
cana-1236	160	1	[	[	X
cana-1236	160	2	40if	40if	NOUN
cana-1236	160	3	your	your	PRON
cana-1236	160	4	learning	learn	VERB
cana-1236	160	5	algorithm	algorithm	NOUN
cana-1236	160	6	's	's	PART
cana-1236	160	7	output	output	NOUN
cana-1236	160	8	classifier	classifier	NOUN
cana-1236	160	9	fluctuates	fluctuate	VERB
cana-1236	160	10	dramatically	dramatically	ADV
cana-1236	160	11	in	in	ADP
cana-1236	160	12	response	response	NOUN
cana-1236	160	13	to	to	ADP
cana-1236	160	14	even	even	ADV
cana-1236	160	15	little	little	ADJ
cana-1236	160	16	varies	varie	NOUN
cana-1236	160	17	in	in	ADP
cana-1236	160	18	the	the	DET
cana-1236	160	19	training	training	NOUN
cana-1236	160	20	data	datum	NOUN
cana-1236	160	21	,	,	PUNCT
cana-1236	160	22	you	you	PRON
cana-1236	160	23	may	may	AUX
cana-1236	160	24	benefit	benefit	VERB
cana-1236	160	25	from	from	ADP
cana-1236	160	26	using	use	VERB
cana-1236	160	27	a	a	PRON
cana-1236	160	28	]	]	PUNCT
cana-1236	160	29	which	which	PRON
cana-1236	160	30	works	work	VERB
cana-1236	160	31	well	well	ADV
cana-1236	160	32	for	for	ADP
cana-1236	160	33	unstable	unstable	ADJ
cana-1236	160	34	learning	learning	NOUN
cana-1236	160	35	algorithms	algorithm	NOUN
cana-1236	160	36	.	.	PUNCT
cana-1236	161	1	decision	decision	NOUN
cana-1236	161	2	-	-	PUNCT
cana-1236	161	3	tree	tree	NOUN
cana-1236	161	4	and	and	CCONJ
cana-1236	161	5	rule	rule	NOUN
cana-1236	161	6	-	-	PUNCT
cana-1236	161	7	based	base	VERB
cana-1236	161	8	learning	learning	NOUN
cana-1236	161	9	methods	method	NOUN
cana-1236	161	10	are	be	AUX
cana-1236	161	11	both	both	PRON
cana-1236	161	12	highly	highly	ADV
cana-1236	161	13	volatile	volatile	ADJ
cana-1236	161	14	.	.	PUNCT
cana-1236	162	1	most	most	ADV
cana-1236	162	2	naive	naive	ADJ
cana-1236	162	3	bayesian	bayesian	NOUN
cana-1236	162	4	and	and	CCONJ
cana-1236	162	5	nearest	near	ADJ
cana-1236	162	6	neighbor	neighbor	NOUN
cana-1236	162	7	algorithms	algorithm	NOUN
cana-1236	162	8	are	be	AUX
cana-1236	162	9	quite	quite	ADV
cana-1236	162	10	stable	stable	ADJ
cana-1236	162	11	[	[	X
cana-1236	162	12	42	42	NUM
cana-1236	162	13	]	]	PUNCT
cana-1236	162	14	.	.	PUNCT
cana-1236	163	1	the	the	DET
cana-1236	163	2	research	research	NOUN
cana-1236	163	3	backs	back	VERB
cana-1236	163	4	up	up	ADP
cana-1236	163	5	the	the	DET
cana-1236	163	6	assertion	assertion	NOUN
cana-1236	163	7	.	.	PUNCT
cana-1236	164	1	however	however	ADV
cana-1236	164	2	,	,	PUNCT
cana-1236	164	3	when	when	SCONJ
cana-1236	164	4	1nn	1nn	PROPN
cana-1236	164	5	&	&	CCONJ
cana-1236	164	6	nb	nb	PROPN
cana-1236	164	7	are	be	AUX
cana-1236	164	8	not	not	PART
cana-1236	164	9	employed	employ	VERB
cana-1236	164	10	as	as	ADP
cana-1236	164	11	the	the	DET
cana-1236	164	12	basis	basis	NOUN
cana-1236	164	13	novices	novice	NOUN
cana-1236	164	14	,	,	PUNCT
cana-1236	164	15	bagging	bagging	NOUN
cana-1236	164	16	nor	nor	CCONJ
cana-1236	164	17	ada	ada	PROPN
cana-1236	164	18	boost	boost	VERB
cana-1236	164	19	improved	improved	ADJ
cana-1236	164	20	performance	performance	NOUN
cana-1236	164	21	.	.	PUNCT
cana-1236	165	1	this	this	PRON
cana-1236	165	2	was	be	AUX
cana-1236	165	3	the	the	DET
cana-1236	165	4	case	case	NOUN
cana-1236	165	5	when	when	SCONJ
cana-1236	165	6	tree	tree	NOUN
cana-1236	165	7	based	base	VERB
cana-1236	165	8	c4.5	c4.5	PROPN
cana-1236	165	9	and	and	CCONJ
cana-1236	165	10	1r	1r	NUM
cana-1236	165	11	were	be	AUX
cana-1236	165	12	utilized	utilize	VERB
cana-1236	165	13	as	as	ADP
cana-1236	165	14	the	the	DET
cana-1236	165	15	base	base	NOUN
cana-1236	165	16	learners	learner	NOUN
cana-1236	165	17	.	.	PUNCT
cana-1236	166	1	communications	communication	NOUN
cana-1236	166	2	on	on	ADP
cana-1236	166	3	applied	apply	VERB
cana-1236	166	4	nonlinear	nonlinear	ADJ
cana-1236	166	5	analysis	analysis	NOUN
cana-1236	166	6	issn	issn	NOUN
cana-1236	166	7	:	:	PUNCT
cana-1236	166	8	1074	1074	NUM
cana-1236	166	9	-	-	PUNCT
cana-1236	166	10	133x	133x	NUM
cana-1236	166	11	vol	vol	NOUN
cana-1236	166	12	31	31	NUM
cana-1236	166	13	no	no	NOUN
cana-1236	166	14	.	.	PUNCT
cana-1236	167	1	6s	6s	NUM
cana-1236	167	2	(	(	PUNCT
cana-1236	167	3	2024	2024	NUM
cana-1236	167	4	)	)	PUNCT
cana-1236	167	5	459	459	NUM
cana-1236	167	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	167	7	figure	figure	NOUN
cana-1236	167	8	3.ensemble	3.ensemble	NUM
cana-1236	167	9	algorithm	algorithm	NOUN
cana-1236	167	10	working	work	VERB
cana-1236	167	11	4	4	NUM
cana-1236	167	12	.	.	PUNCT
cana-1236	167	13	evaluation	evaluation	NOUN
cana-1236	167	14	:	:	PUNCT
cana-1236	167	15	the	the	DET
cana-1236	167	16	java	java	PROPN
cana-1236	167	17	awt	awt	PROPN
cana-1236	167	18	(	(	PUNCT
cana-1236	167	19	abstract	abstract	ADJ
cana-1236	167	20	windows	window	NOUN
cana-1236	167	21	toolkit	toolkit	NOUN
cana-1236	167	22	)	)	PUNCT
cana-1236	167	23	was	be	AUX
cana-1236	167	24	utilized	utilize	VERB
cana-1236	167	25	by	by	ADP
cana-1236	167	26	the	the	DET
cana-1236	167	27	development	development	NOUN
cana-1236	167	28	team	team	NOUN
cana-1236	167	29	to	to	PART
cana-1236	167	30	create	create	VERB
cana-1236	167	31	the	the	DET
cana-1236	167	32	program	program	NOUN
cana-1236	167	33	.	.	PUNCT
cana-1236	168	1	there	there	PRON
cana-1236	168	2	are	be	VERB
cana-1236	168	3	3,000	3,000	NUM
cana-1236	168	4	individual	individual	ADJ
cana-1236	168	5	patient	patient	NOUN
cana-1236	168	6	records	record	NOUN
cana-1236	168	7	and	and	CCONJ
cana-1236	168	8	30	30	NUM
cana-1236	168	9	health	health	NOUN
cana-1236	168	10	attributes	attribute	NOUN
cana-1236	168	11	included	include	VERB
cana-1236	168	12	in	in	ADP
cana-1236	168	13	the.arff	the.arff	NUM
cana-1236	168	14	file	file	NOUN
cana-1236	168	15	.	.	PUNCT
cana-1236	169	1	the	the	DET
cana-1236	169	2	data	data	NOUN
cana-1236	169	3	is	be	AUX
cana-1236	169	4	then	then	ADV
cana-1236	169	5	used	use	VERB
cana-1236	169	6	to	to	PART
cana-1236	169	7	generate	generate	VERB
cana-1236	169	8	a	a	DET
cana-1236	169	9	training	training	NOUN
cana-1236	169	10	dataset	dataset	NOUN
cana-1236	169	11	and	and	CCONJ
cana-1236	169	12	a	a	DET
cana-1236	169	13	testing	testing	NOUN
cana-1236	169	14	dataset	dataset	NOUN
cana-1236	169	15	.	.	PUNCT
cana-1236	170	1	explore	explore	VERB
cana-1236	170	2	the	the	DET
cana-1236	170	3	test	test	NOUN
cana-1236	170	4	findings	finding	NOUN
cana-1236	170	5	and	and	CCONJ
cana-1236	170	6	select	select	VERB
cana-1236	170	7	a	a	DET
cana-1236	170	8	prediction	prediction	NOUN
cana-1236	170	9	algorithm	algorithm	NOUN
cana-1236	170	10	from	from	ADP
cana-1236	170	11	a	a	DET
cana-1236	170	12	pull	pull	NOUN
cana-1236	170	13	-	-	PUNCT
cana-1236	170	14	down	down	ADP
cana-1236	170	15	menu	menu	NOUN
cana-1236	170	16	,	,	PUNCT
cana-1236	170	17	all	all	PRON
cana-1236	170	18	within	within	ADP
cana-1236	170	19	the	the	DET
cana-1236	170	20	user	user	NOUN
cana-1236	170	21	interface	interface	NOUN
cana-1236	170	22	.	.	PUNCT
cana-1236	171	1	results	result	NOUN
cana-1236	171	2	are	be	AUX
cana-1236	171	3	summarized	summarize	VERB
cana-1236	171	4	and	and	CCONJ
cana-1236	171	5	shown	show	VERB
cana-1236	171	6	in	in	ADP
cana-1236	171	7	further	further	ADJ
cana-1236	171	8	depth	depth	NOUN
cana-1236	171	9	.	.	PUNCT
cana-1236	172	1	the	the	DET
cana-1236	172	2	analysis	analysis	NOUN
cana-1236	172	3	is	be	AUX
cana-1236	172	4	carried	carry	VERB
cana-1236	172	5	out	out	ADP
cana-1236	172	6	by	by	ADP
cana-1236	172	7	making	make	VERB
cana-1236	172	8	predictions	prediction	NOUN
cana-1236	172	9	about	about	ADP
cana-1236	172	10	the	the	DET
cana-1236	172	11	algorithms	algorithm	NOUN
cana-1236	172	12	each	each	DET
cana-1236	172	13	time	time	NOUN
cana-1236	172	14	,	,	PUNCT
cana-1236	172	15	while	while	SCONJ
cana-1236	172	16	keeping	keep	VERB
cana-1236	172	17	in	in	ADP
cana-1236	172	18	mind	mind	NOUN
cana-1236	172	19	the	the	DET
cana-1236	172	20	quality	quality	NOUN
cana-1236	172	21	parameters	parameter	NOUN
cana-1236	172	22	.	.	PUNCT
cana-1236	173	1	in	in	ADP
cana-1236	173	2	this	this	DET
cana-1236	173	3	program	program	NOUN
cana-1236	173	4	,	,	PUNCT
cana-1236	173	5	we	we	PRON
cana-1236	173	6	use	use	VERB
cana-1236	173	7	machine	machine	NOUN
cana-1236	173	8	learning	learn	VERB
cana-1236	173	9	methods	method	NOUN
cana-1236	173	10	to	to	PART
cana-1236	173	11	create	create	VERB
cana-1236	173	12	a	a	DET
cana-1236	173	13	user	user	NOUN
cana-1236	173	14	interface	interface	NOUN
cana-1236	173	15	for	for	ADP
cana-1236	173	16	determining	determine	VERB
cana-1236	173	17	the	the	DET
cana-1236	173	18	likelihood	likelihood	NOUN
cana-1236	173	19	of	of	ADP
cana-1236	173	20	coronary	coronary	ADJ
cana-1236	173	21	heart	heart	NOUN
cana-1236	173	22	disease	disease	NOUN
cana-1236	173	23	.	.	PUNCT
cana-1236	174	1	the	the	DET
cana-1236	174	2	module	module	NOUN
cana-1236	174	3	is	be	AUX
cana-1236	174	4	comprised	comprise	VERB
cana-1236	174	5	of	of	ADP
cana-1236	174	6	a	a	DET
cana-1236	174	7	computer	computer	NOUN
cana-1236	174	8	and	and	CCONJ
cana-1236	174	9	a	a	DET
cana-1236	174	10	user	user	NOUN
cana-1236	174	11	.	.	PUNCT
cana-1236	175	1	it	it	PRON
cana-1236	175	2	takes	take	VERB
cana-1236	175	3	data	datum	NOUN
cana-1236	175	4	and	and	CCONJ
cana-1236	175	5	algorithm	algorithm	NOUN
cana-1236	175	6	runs	run	VERB
cana-1236	175	7	for	for	SCONJ
cana-1236	175	8	the	the	DET
cana-1236	175	9	system	system	NOUN
cana-1236	175	10	to	to	PART
cana-1236	175	11	produce	produce	VERB
cana-1236	175	12	results	result	NOUN
cana-1236	175	13	for	for	ADP
cana-1236	175	14	each	each	DET
cana-1236	175	15	model	model	NOUN
cana-1236	175	16	.	.	PUNCT
cana-1236	176	1	users	user	NOUN
cana-1236	176	2	,	,	PUNCT
cana-1236	176	3	on	on	ADP
cana-1236	176	4	the	the	DET
cana-1236	176	5	other	other	ADJ
cana-1236	176	6	hand	hand	NOUN
cana-1236	176	7	,	,	PUNCT
cana-1236	176	8	are	be	AUX
cana-1236	176	9	restricted	restrict	VERB
cana-1236	176	10	to	to	ADP
cana-1236	176	11	viewing	view	VERB
cana-1236	176	12	only	only	ADV
cana-1236	176	13	their	their	PRON
cana-1236	176	14	information	information	NOUN
cana-1236	176	15	and	and	CCONJ
cana-1236	176	16	the	the	DET
cana-1236	176	17	model	model	NOUN
cana-1236	176	18	's	's	PART
cana-1236	176	19	predictions	prediction	NOUN
cana-1236	176	20	.	.	PUNCT
cana-1236	177	1	however	however	ADV
cana-1236	177	2	,	,	PUNCT
cana-1236	177	3	they	they	PRON
cana-1236	177	4	need	need	VERB
cana-1236	177	5	to	to	PART
cana-1236	177	6	sign	sign	VERB
cana-1236	177	7	up	up	ADP
cana-1236	177	8	and	and	CCONJ
cana-1236	177	9	log	log	VERB
cana-1236	177	10	in	in	ADP
cana-1236	177	11	first	first	ADV
cana-1236	177	12	.	.	PUNCT
cana-1236	178	1	the	the	DET
cana-1236	178	2	user	user	NOUN
cana-1236	178	3	can	can	AUX
cana-1236	178	4	access	access	VERB
cana-1236	178	5	the	the	DET
cana-1236	178	6	models	model	NOUN
cana-1236	178	7	and	and	CCONJ
cana-1236	178	8	the	the	DET
cana-1236	178	9	projected	project	VERB
cana-1236	178	10	results	result	NOUN
cana-1236	178	11	once	once	ADV
cana-1236	178	12	registration	registration	NOUN
cana-1236	178	13	is	be	AUX
cana-1236	178	14	complete	complete	ADJ
cana-1236	178	15	.	.	PUNCT
cana-1236	179	1	1	1	X
cana-1236	179	2	.	.	X
cana-1236	179	3	correctly	correctly	ADV
cana-1236	179	4	classified	classified	ADJ
cana-1236	179	5	instances	instance	NOUN
cana-1236	179	6	:	:	PUNCT
cana-1236	179	7	it	it	PRON
cana-1236	179	8	will	will	AUX
cana-1236	179	9	tell	tell	VERB
cana-1236	179	10	us	we	PRON
cana-1236	179	11	how	how	SCONJ
cana-1236	179	12	many	many	ADJ
cana-1236	179	13	of	of	ADP
cana-1236	179	14	the	the	DET
cana-1236	179	15	test	test	NOUN
cana-1236	179	16	scenarios	scenario	NOUN
cana-1236	179	17	were	be	AUX
cana-1236	179	18	successful	successful	ADJ
cana-1236	179	19	.	.	PUNCT
cana-1236	180	1	2	2	X
cana-1236	180	2	.	.	NOUN
cana-1236	180	3	relative	relative	ADJ
cana-1236	180	4	absolute	absolute	ADJ
cana-1236	180	5	error	error	NOUN
cana-1236	180	6	:	:	PUNCT
cana-1236	180	7	one	one	PRON
cana-1236	180	8	can	can	AUX
cana-1236	180	9	use	use	VERB
cana-1236	180	10	this	this	DET
cana-1236	180	11	method	method	NOUN
cana-1236	180	12	to	to	PART
cana-1236	180	13	calculate	calculate	VERB
cana-1236	180	14	the	the	DET
cana-1236	180	15	magnitude	magnitude	NOUN
cana-1236	180	16	of	of	ADP
cana-1236	180	17	the	the	DET
cana-1236	180	18	gap	gap	NOUN
cana-1236	180	19	between	between	ADP
cana-1236	180	20	the	the	DET
cana-1236	180	21	observed	observe	VERB
cana-1236	180	22	value	value	NOUN
cana-1236	180	23	and	and	CCONJ
cana-1236	180	24	the	the	DET
cana-1236	180	25	predicted	predict	VERB
cana-1236	180	26	one	one	NUM
cana-1236	180	27	.	.	PUNCT
cana-1236	181	1	3.root	3.root	NUM
cana-1236	181	2	relative	relative	ADJ
cana-1236	181	3	squared	square	VERB
cana-1236	181	4	error	error	NOUN
cana-1236	181	5	:	:	PUNCT
cana-1236	181	6	if	if	SCONJ
cana-1236	181	7	a	a	DET
cana-1236	181	8	straightforward	straightforward	ADJ
cana-1236	181	9	forecast	forecast	NOUN
cana-1236	181	10	had	have	AUX
cana-1236	181	11	been	be	AUX
cana-1236	181	12	used	use	VERB
cana-1236	181	13	instead	instead	ADV
cana-1236	181	14	,	,	PUNCT
cana-1236	181	15	this	this	PRON
cana-1236	181	16	would	would	AUX
cana-1236	181	17	've	've	AUX
cana-1236	181	18	been	be	AUX
cana-1236	181	19	a	a	DET
cana-1236	181	20	step	step	NOUN
cana-1236	181	21	up	up	ADP
cana-1236	181	22	.	.	PUNCT
cana-1236	182	1	the	the	DET
cana-1236	182	2	relative	relative	ADJ
cana-1236	182	3	mean	mean	NOUN
cana-1236	182	4	square	square	ADJ
cana-1236	182	5	error	error	NOUN
cana-1236	182	6	is	be	AUX
cana-1236	182	7	an	an	DET
cana-1236	182	8	estimate	estimate	NOUN
cana-1236	182	9	obtained	obtain	VERB
cana-1236	182	10	from	from	ADP
cana-1236	182	11	a	a	DET
cana-1236	182	12	simple	simple	ADJ
cana-1236	182	13	predictor	predictor	NOUN
cana-1236	182	14	by	by	ADP
cana-1236	182	15	halves	half	NOUN
cana-1236	182	16	the	the	DET
cana-1236	182	17	total	total	ADJ
cana-1236	182	18	squared	square	VERB
cana-1236	182	19	error	error	NOUN
cana-1236	182	20	.	.	PUNCT
cana-1236	183	1	.table	.table	PROPN
cana-1236	183	2	1.analysis	1.analysis	NUM
cana-1236	183	3	results	result	NOUN
cana-1236	183	4	of	of	ADP
cana-1236	183	5	various	various	ADJ
cana-1236	183	6	quality	quality	NOUN
cana-1236	183	7	parameters	parameter	NOUN
cana-1236	183	8	quality	quality	NOUN
cana-1236	183	9	parameters	parameter	NOUN
cana-1236	183	10	performance	performance	NOUN
cana-1236	183	11	of	of	ADP
cana-1236	183	12	various	various	ADJ
cana-1236	183	13	prediction	prediction	NOUN
cana-1236	183	14	algorithms	algorithm	NOUN
cana-1236	184	1	linear	linear	ADJ
cana-1236	184	2	regression	regression	NOUN
cana-1236	184	3	logistic	logistic	ADJ
cana-1236	184	4	regression	regression	NOUN
cana-1236	184	5	ada	ada	PROPN
cana-1236	184	6	boost	boost	VERB
cana-1236	184	7	ensemble	ensemble	ADJ
cana-1236	184	8	prediction	prediction	NOUN
cana-1236	184	9	correctly	correctly	ADV
cana-1236	184	10	classified	classify	VERB
cana-1236	184	11	instances	instance	NOUN
cana-1236	184	12	14.53	14.53	NUM
cana-1236	184	13	22.53	22.53	NUM
cana-1236	184	14	28.56	28.56	NUM
cana-1236	184	15	35.45	35.45	NUM
cana-1236	184	16	relative	relative	ADJ
cana-1236	184	17	absolute	absolute	ADJ
cana-1236	184	18	error	error	NOUN
cana-1236	184	19	16.53	16.53	NUM
cana-1236	184	20	14.57	14.57	NUM
cana-1236	184	21	11.59	11.59	NUM
cana-1236	184	22	9.25	9.25	NUM
cana-1236	184	23	root	root	NOUN
cana-1236	184	24	relative	relative	ADJ
cana-1236	184	25	error	error	NOUN
cana-1236	184	26	22.56	22.56	NUM
cana-1236	184	27	18.96	18.96	NUM
cana-1236	184	28	16.53	16.53	NUM
cana-1236	184	29	11.56	11.56	NUM
cana-1236	184	30	r	r	NOUN
cana-1236	184	31	-	-	PUNCT
cana-1236	184	32	squared	square	VERB
cana-1236	184	33	21.53	21.53	NUM
cana-1236	184	34	18.59	18.59	NUM
cana-1236	184	35	14.56	14.56	NUM
cana-1236	184	36	9.53	9.53	NUM
cana-1236	184	37	communications	communication	NOUN
cana-1236	184	38	on	on	ADP
cana-1236	184	39	applied	apply	VERB
cana-1236	184	40	nonlinear	nonlinear	ADJ
cana-1236	184	41	analysis	analysis	NOUN
cana-1236	184	42	issn	issn	NOUN
cana-1236	184	43	:	:	PUNCT
cana-1236	184	44	1074	1074	NUM
cana-1236	184	45	-	-	PUNCT
cana-1236	184	46	133x	133x	NUM
cana-1236	184	47	vol	vol	NOUN
cana-1236	184	48	31	31	NUM
cana-1236	184	49	no	no	NOUN
cana-1236	184	50	.	.	PUNCT
cana-1236	185	1	6s	6s	NUM
cana-1236	185	2	(	(	PUNCT
cana-1236	185	3	2024	2024	NUM
cana-1236	185	4	)	)	PUNCT
cana-1236	185	5	460	460	NUM
cana-1236	186	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1236	186	2	figure	figure	NOUN
cana-1236	186	3	4	4	NUM
cana-1236	186	4	.	.	PUNCT
cana-1236	186	5	evaluation	evaluation	NOUN
cana-1236	186	6	results	result	NOUN
cana-1236	186	7	of	of	ADP
cana-1236	186	8	various	various	ADJ
cana-1236	186	9	parameters	parameter	NOUN
cana-1236	186	10	the	the	DET
cana-1236	186	11	above	above	ADJ
cana-1236	186	12	graph	graph	NOUN
cana-1236	186	13	shows	show	VERB
cana-1236	186	14	the	the	DET
cana-1236	186	15	comparison	comparison	NOUN
cana-1236	186	16	evaluation	evaluation	NOUN
cana-1236	186	17	results	result	NOUN
cana-1236	186	18	of	of	ADP
cana-1236	186	19	various	various	ADJ
cana-1236	186	20	prediction	prediction	NOUN
cana-1236	186	21	algorithms	algorithm	NOUN
cana-1236	186	22	.	.	PUNCT
cana-1236	187	1	from	from	ADP
cana-1236	187	2	the	the	DET
cana-1236	187	3	results	result	NOUN
cana-1236	187	4	of	of	ADP
cana-1236	187	5	the	the	DET
cana-1236	187	6	graph	graph	NOUN
cana-1236	187	7	it	it	PRON
cana-1236	187	8	is	be	AUX
cana-1236	187	9	evident	evident	ADJ
cana-1236	187	10	that	that	SCONJ
cana-1236	187	11	ensemble	ensemble	ADJ
cana-1236	187	12	algorithm	algorithm	NOUN
cana-1236	187	13	performs	perform	VERB
cana-1236	187	14	well	well	ADV
cana-1236	187	15	when	when	SCONJ
cana-1236	187	16	compared	compare	VERB
cana-1236	187	17	to	to	ADP
cana-1236	187	18	remaining	remain	VERB
cana-1236	187	19	prediction	prediction	NOUN
cana-1236	187	20	algorithms	algorithm	NOUN
cana-1236	187	21	.	.	PUNCT
cana-1236	188	1	5	5	X
cana-1236	188	2	.	.	X
cana-1236	188	3	conclusion	conclusion	NOUN
cana-1236	188	4	:	:	PUNCT
cana-1236	188	5	the	the	DET
cana-1236	188	6	pharmaceutical	pharmaceutical	NOUN
cana-1236	188	7	business	business	NOUN
cana-1236	188	8	is	be	AUX
cana-1236	188	9	rapidly	rapidly	ADV
cana-1236	188	10	using	use	VERB
cana-1236	188	11	machine	machine	NOUN
cana-1236	188	12	learning	learning	NOUN
cana-1236	188	13	.	.	PUNCT
cana-1236	189	1	while	while	SCONJ
cana-1236	189	2	group	group	NOUN
cana-1236	189	3	machine	machine	NOUN
cana-1236	189	4	learning	learning	NOUN
cana-1236	189	5	has	have	AUX
cana-1236	189	6	long	long	ADV
cana-1236	189	7	been	be	AUX
cana-1236	189	8	a	a	DET
cana-1236	189	9	hot	hot	ADJ
cana-1236	189	10	topic	topic	NOUN
cana-1236	189	11	in	in	ADP
cana-1236	189	12	the	the	DET
cana-1236	189	13	machine	machine	NOUN
cana-1236	189	14	learning	learn	VERB
cana-1236	189	15	research	research	NOUN
cana-1236	189	16	field	field	NOUN
cana-1236	189	17	,	,	PUNCT
cana-1236	189	18	it	it	PRON
cana-1236	189	19	is	be	AUX
cana-1236	189	20	just	just	ADV
cana-1236	189	21	recently	recently	ADV
cana-1236	189	22	begun	begin	VERB
cana-1236	189	23	to	to	PART
cana-1236	189	24	be	be	AUX
cana-1236	189	25	utilized	utilize	VERB
cana-1236	189	26	by	by	ADP
cana-1236	189	27	the	the	DET
cana-1236	189	28	drug	drug	NOUN
cana-1236	189	29	discovery	discovery	NOUN
cana-1236	189	30	scientific	scientific	ADJ
cana-1236	189	31	community	community	NOUN
cana-1236	189	32	.	.	PUNCT
cana-1236	190	1	most	most	ADJ
cana-1236	190	2	studies	study	NOUN
cana-1236	190	3	involving	involve	VERB
cana-1236	190	4	machine	machine	NOUN
cana-1236	190	5	learning	learning	NOUN
cana-1236	190	6	and	and	CCONJ
cana-1236	190	7	the	the	DET
cana-1236	190	8	development	development	NOUN
cana-1236	190	9	of	of	ADP
cana-1236	190	10	new	new	ADJ
cana-1236	190	11	drugs	drug	NOUN
cana-1236	190	12	still	still	ADV
cana-1236	190	13	rely	rely	VERB
cana-1236	190	14	heavily	heavily	ADV
cana-1236	190	15	on	on	ADP
cana-1236	190	16	single	single	ADJ
cana-1236	190	17	-	-	PUNCT
cana-1236	190	18	learning	learn	VERB
cana-1236	190	19	strategies	strategy	NOUN
cana-1236	190	20	.	.	PUNCT
cana-1236	191	1	the	the	DET
cana-1236	191	2	classifiers	classifier	NOUN
cana-1236	191	3	in	in	ADP
cana-1236	191	4	ensemble	ensemble	ADJ
cana-1236	191	5	learning	learning	NOUN
cana-1236	191	6	are	be	AUX
cana-1236	191	7	thought	think	VERB
cana-1236	191	8	to	to	PART
cana-1236	191	9	be	be	AUX
cana-1236	191	10	well	well	ADV
cana-1236	191	11	-	-	PUNCT
cana-1236	191	12	suited	suit	VERB
cana-1236	191	13	for	for	ADP
cana-1236	191	14	drug	drug	NOUN
cana-1236	191	15	discovery	discovery	NOUN
cana-1236	191	16	and	and	CCONJ
cana-1236	191	17	development	development	NOUN
cana-1236	191	18	application	application	NOUN
cana-1236	191	19	since	since	SCONJ
cana-1236	191	20	they	they	PRON
cana-1236	191	21	are	be	AUX
cana-1236	191	22	encouraged	encourage	VERB
cana-1236	191	23	from	from	ADP
cana-1236	191	24	imperfect	imperfect	ADJ
cana-1236	191	25	&	&	CCONJ
cana-1236	191	26	noisy	noisy	ADJ
cana-1236	191	27	information	information	NOUN
cana-1236	191	28	.	.	PUNCT
cana-1236	192	1	we	we	PRON
cana-1236	192	2	verified	verify	VERB
cana-1236	192	3	here	here	ADV
cana-1236	192	4	the	the	DET
cana-1236	192	5	value	value	NOUN
cana-1236	192	6	of	of	ADP
cana-1236	192	7	using	use	VERB
cana-1236	192	8	a	a	DET
cana-1236	192	9	variety	variety	NOUN
cana-1236	192	10	of	of	ADP
cana-1236	192	11	ensemble	ensemble	ADJ
cana-1236	192	12	methods	method	NOUN
cana-1236	192	13	in	in	ADP
cana-1236	192	14	the	the	DET
cana-1236	192	15	process	process	NOUN
cana-1236	192	16	of	of	ADP
cana-1236	192	17	finding	find	VERB
cana-1236	192	18	new	new	ADJ
cana-1236	192	19	medicines	medicine	NOUN
cana-1236	192	20	.	.	PUNCT
cana-1236	193	1	when	when	SCONJ
cana-1236	193	2	compared	compare	VERB
cana-1236	193	3	to	to	ADP
cana-1236	193	4	other	other	ADJ
cana-1236	193	5	classifiers	classifier	NOUN
cana-1236	193	6	,	,	PUNCT
cana-1236	193	7	the	the	DET
cana-1236	193	8	accuracy	accuracy	NOUN
cana-1236	193	9	gained	gain	VERB
cana-1236	193	10	through	through	ADP
cana-1236	193	11	the	the	DET
cana-1236	193	12	use	use	NOUN
cana-1236	193	13	of	of	ADP
cana-1236	193	14	ensemble	ensemble	ADJ
cana-1236	193	15	learning	learning	NOUN
cana-1236	193	16	approaches	approach	NOUN
cana-1236	193	17	is	be	AUX
cana-1236	193	18	clear	clear	ADJ
cana-1236	193	19	.	.	PUNCT
cana-1236	194	1	references	reference	NOUN
cana-1236	194	2	:	:	PUNCT
cana-1236	195	1	[	[	X
cana-1236	195	2	1	1	X
cana-1236	195	3	]	]	X
cana-1236	195	4	rantanen	rantanen	PROPN
cana-1236	195	5	j	j	PROPN
cana-1236	195	6	,	,	PUNCT
cana-1236	195	7	khinast	khinast	VERB
cana-1236	195	8	j.	j.	PROPN
cana-1236	195	9	the	the	DET
cana-1236	195	10	future	future	NOUN
cana-1236	195	11	of	of	ADP
cana-1236	195	12	pharmaceutical	pharmaceutical	NOUN
cana-1236	195	13	manufacturing	manufacturing	NOUN
cana-1236	195	14	sciences	science	NOUN
cana-1236	195	15	.	.	PUNCT
cana-1236	196	1	j	j	PROPN
cana-1236	196	2	pharm	pharm	PROPN
cana-1236	196	3	sci	sci	PROPN
cana-1236	196	4	2015;104(11):3612–38	2015;104(11):3612–38	PROPN
cana-1236	196	5	.	.	PUNCT
cana-1236	196	6	doi:10.1002	doi:10.1002	NOUN
cana-1236	196	7	/	/	SYM
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cana-1236	196	9	.	.	PUNCT
cana-1236	197	1	[	[	X
cana-1236	197	2	2	2	NUM
cana-1236	197	3	]	]	PUNCT
cana-1236	197	4	greenhill	greenhill	NOUN
cana-1236	197	5	at	at	ADP
cana-1236	197	6	,	,	PUNCT
cana-1236	197	7	edmunds	edmund	VERB
cana-1236	197	8	br	br	PROPN
cana-1236	197	9	.	.	PUNCT
cana-1236	198	1	a	a	DET
cana-1236	198	2	primer	primer	NOUN
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cana-1236	198	5	intelligence	intelligence	NOUN
cana-1236	198	6	in	in	ADP
cana-1236	198	7	medicine	medicine	NOUN
cana-1236	198	8	.	.	PUNCT
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cana-1236	199	2	innov	innov	PROPN
cana-1236	199	3	gastrointest	gastrointest	PROPN
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cana-1236	199	6	.	.	PUNCT
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cana-1236	199	8	/	/	SYM
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cana-1236	200	2	3	3	X
cana-1236	200	3	]	]	PUNCT
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cana-1236	200	5	p	p	PROPN
cana-1236	200	6	,	,	PUNCT
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cana-1236	200	14	al	al	PROPN
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cana-1236	201	4	.	.	PUNCT
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cana-1236	202	4	.	.	PUNCT
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cana-1236	203	2	4	4	X
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cana-1236	203	27	.	.	PUNCT
cana-1236	204	1	adv	adv	PROPN
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cana-1236	204	6	.	.	PUNCT
cana-1236	205	1	doi:10.1088/978	doi:10.1088/978	PROPN
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cana-1236	205	4	-	-	PUNCT
cana-1236	205	5	7503	7503	NUM
cana-1236	205	6	-	-	PUNCT
cana-1236	205	7	3735	3735	NUM
cana-1236	205	8	-	-	SYM
cana-1236	205	9	9ch7	9ch7	NUM
cana-1236	205	10	.	.	PUNCT
cana-1236	206	1	[	[	X
cana-1236	206	2	5	5	X
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cana-1236	206	11	:	:	PUNCT
cana-1236	206	12	the	the	DET
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cana-1236	206	16	.	.	PUNCT
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cana-1236	207	5	.	.	PUNCT
cana-1236	208	1	doi:10.1016	doi:10.1016	PROPN
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cana-1236	209	15	,	,	PUNCT
cana-1236	209	16	leahy	leahy	PROPN
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cana-1236	209	24	:	:	PUNCT
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cana-1236	210	5	.	.	PUNCT
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cana-1236	211	2	7	7	X
cana-1236	211	3	]	]	X
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cana-1236	211	5	h	h	PROPN
cana-1236	211	6	,	,	PUNCT
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cana-1236	211	9	,	,	PUNCT
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cana-1236	211	22	.	.	PUNCT
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cana-1236	212	6	.	.	PUNCT
cana-1236	213	1	[	[	X
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cana-1236	213	6	,	,	PUNCT
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cana-1236	213	9	,	,	PUNCT
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cana-1236	213	11	m.	m.	NOUN
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cana-1236	213	14	models	model	NOUN
cana-1236	213	15	in	in	ADP
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cana-1236	213	19	.	.	PUNCT
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cana-1236	215	11	:	:	PUNCT
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cana-1236	215	16	.	.	PUNCT
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cana-1236	216	5	.	.	PUNCT
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cana-1236	217	26	in	in	ADP
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cana-1236	217	28	-	-	PUNCT
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cana-1236	217	37	.	.	PUNCT
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cana-1236	218	2	internal	internal	PROPN
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cana-1236	218	5	.	.	PUNCT
cana-1236	219	1	[	[	X
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cana-1236	219	13	rates	rate	NOUN
cana-1236	219	14	.	.	PUNCT
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cana-1236	220	11	http://refhub.elsevier.com/s2001-0370(19)30398-8/h0010	http://refhub.elsevier.com/s2001-0370(19)30398-8/h0010	PROPN
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cana-1236	221	11	communications	communication	NOUN
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cana-1236	222	2	(	(	PUNCT
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cana-1236	222	5	461	461	NUM
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cana-1236	223	2	12	12	NUM
cana-1236	223	3	]	]	PUNCT
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cana-1236	223	5	at	at	ADP
cana-1236	223	6	:	:	PUNCT
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cana-1236	223	8	.	.	PUNCT
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cana-1236	224	8	.	.	PUNCT
cana-1236	225	1	[	[	X
cana-1236	225	2	13	13	NUM
cana-1236	225	3	]	]	X
cana-1236	225	4	thomson	thomson	PROPN
cana-1236	225	5	reuters	reuters	PROPN
cana-1236	225	6	(	(	PUNCT
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cana-1236	225	8	)	)	PUNCT
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cana-1236	226	2	at	at	ADP
cana-1236	226	3	:	:	PUNCT
cana-1236	226	4	citeseerx.ist.psu.edu/view	citeseerx.ist.psu.edu/view	PROPN
cana-1236	226	5	doc	doc	PROPN
cana-1236	226	6	/	/	SYM
cana-1236	226	7	download	download	NOUN
cana-1236	226	8	?	?	PUNCT
cana-1236	227	1	doi=10.1.1	doi=10.1.1	NOUN
cana-1236	227	2	.	.	PUNCT
cana-1236	228	1	675.2511	675.2511	NUM
cana-1236	228	2	.	.	PUNCT
cana-1236	228	3	accessed	access	VERB
cana-1236	228	4	[	[	X
cana-1236	228	5	september	september	PROPN
cana-1236	228	6	17	17	NUM
cana-1236	228	7	,	,	PUNCT
cana-1236	228	8	2019	2019	NUM
cana-1236	228	9	]	]	PUNCT
cana-1236	228	10	.	.	PUNCT
cana-1236	229	1	[	[	X
cana-1236	229	2	14	14	NUM
cana-1236	229	3	]	]	X
cana-1236	229	4	clémence	clémence	PROPN
cana-1236	229	5	réda	réda	PROPN
cana-1236	229	6	,	,	PUNCT
cana-1236	229	7	emilie	emilie	PROPN
cana-1236	229	8	kaufmann	kaufmann	PROPN
cana-1236	229	9	,	,	PUNCT
cana-1236	229	10	andrée	andrée	PROPN
cana-1236	229	11	delahaye	delahaye	PROPN
cana-1236	229	12	-	-	PUNCT
cana-1236	229	13	duriez	duriez	NOUN
cana-1236	229	14	,	,	PUNCT
cana-1236	229	15	“	"	PUNCT
cana-1236	229	16	machine	machine	NOUN
cana-1236	229	17	learning	learning	NOUN
cana-1236	229	18	applications	application	NOUN
cana-1236	229	19	in	in	ADP
cana-1236	229	20	drug	drug	NOUN
cana-1236	229	21	development	development	NOUN
cana-1236	229	22	”	"	PUNCT
cana-1236	229	23	,	,	PUNCT
cana-1236	229	24	computational	computational	ADJ
cana-1236	229	25	and	and	CCONJ
cana-1236	229	26	structural	structural	ADJ
cana-1236	229	27	biotechnology	biotechnology	NOUN
cana-1236	229	28	journal	journal	NOUN
cana-1236	229	29	,	,	PUNCT
cana-1236	229	30	volume	volume	NOUN
cana-1236	229	31	18	18	NUM
cana-1236	229	32	,	,	PUNCT
cana-1236	229	33	2020,pages	2020,pages	NUM
cana-1236	229	34	241	241	NUM
cana-1236	229	35	-	-	NUM
cana-1236	229	36	252	252	NUM
cana-1236	229	37	.	.	PUNCT
cana-1236	230	1	[	[	X
cana-1236	230	2	15	15	NUM
cana-1236	230	3	]	]	X
cana-1236	230	4	mitchell	mitchell	PROPN
cana-1236	230	5	a	a	PROPN
cana-1236	230	6	,	,	PUNCT
cana-1236	230	7	sharma	sharma	PROPN
cana-1236	230	8	y	y	PROPN
cana-1236	230	9	,	,	PUNCT
cana-1236	230	10	ramanathan	ramanathan	PROPN
cana-1236	230	11	s	s	PROPN
cana-1236	230	12	,	,	PUNCT
cana-1236	230	13	sethuraman	sethuraman	NOUN
cana-1236	230	14	v.	v.	PROPN
cana-1236	230	15	is	be	AUX
cana-1236	230	16	data	datum	NOUN
cana-1236	230	17	science	science	NOUN
cana-1236	230	18	the	the	DET
cana-1236	230	19	treatment	treatment	NOUN
cana-1236	230	20	for	for	ADP
cana-1236	230	21	inefficiencies	inefficiency	NOUN
cana-1236	230	22	in	in	ADP
cana-1236	230	23	clinical	clinical	ADJ
cana-1236	230	24	trial	trial	NOUN
cana-1236	230	25	operations	operation	NOUN
cana-1236	230	26	?	?	PUNCT
cana-1236	231	1	white	white	ADJ
cana-1236	231	2	paper	paper	PROPN
cana-1236	232	1	[	[	X
cana-1236	232	2	16	16	NUM
cana-1236	232	3	]	]	X
cana-1236	232	4	kumar	kumar	PROPN
cana-1236	232	5	,	,	PUNCT
cana-1236	232	6	m.s	m.s	PROPN
cana-1236	232	7	.	.	PROPN
cana-1236	232	8	,harsha	,harsha	PROPN
cana-1236	232	9	,	,	PUNCT
cana-1236	232	10	b.k	b.k	PROPN
cana-1236	232	11	.	.	PROPN
cana-1236	232	12	,jule	,jule	PUNCT
cana-1236	232	13	,	,	PUNCT
cana-1236	232	14	l.t	l.t	PROPN
cana-1236	232	15	.	.	PROPN
cana-1236	232	16	,"ai	,"ai	ADJ
cana-1236	232	17	-	-	PUNCT
cana-1236	232	18	driven	drive	VERB
cana-1236	232	19	cybersecurity	cybersecurity	NOUN
cana-1236	232	20	modeling	modeling	NOUN
cana-1236	232	21	using	use	VERB
cana-1236	232	22	quantum	quantum	NOUN
cana-1236	232	23	computing	computing	NOUN
cana-1236	232	24	for	for	ADP
cana-1236	232	25	mitigation	mitigation	NOUN
cana-1236	232	26	of	of	ADP
cana-1236	232	27	attacks	attack	NOUN
cana-1236	232	28	in	in	ADP
cana-1236	232	29	iot	iot	ADJ
cana-1236	232	30	-	-	PUNCT
cana-1236	232	31	sdn	sdn	NOUN
cana-1236	232	32	network",quantum	network",quantum	ADJ
cana-1236	232	33	-	-	PUNCT
cana-1236	232	34	safe	safe	ADJ
cana-1236	232	35	cryptography	cryptography	NOUN
cana-1236	232	36	algorithms	algorithm	NOUN
cana-1236	232	37	and	and	CCONJ
cana-1236	232	38	approaches	approach	NOUN
cana-1236	232	39	:	:	PUNCT
cana-1236	232	40	impacts	impact	NOUN
cana-1236	232	41	of	of	ADP
cana-1236	232	42	quantum	quantum	NOUN
cana-1236	232	43	computing	computing	NOUN
cana-1236	232	44	on	on	ADP
cana-1236	232	45	cybersecur	cybersecur	NOUN
cana-1236	232	46	,	,	PUNCT
cana-1236	232	47	2023	2023	NUM
cana-1236	232	48	,	,	PUNCT
cana-1236	232	49	pp	pp	ADJ
cana-1236	232	50	.	.	PUNCT
cana-1236	232	51	37–47	37–47	NUM
cana-1236	232	52	.	.	PUNCT
cana-1236	233	1	[	[	X
cana-1236	233	2	17	17	NUM
cana-1236	233	3	]	]	X
cana-1236	233	4	natarajan	natarajan	PROPN
cana-1236	233	5	,	,	PUNCT
cana-1236	233	6	v.	v.	PROPN
cana-1236	233	7	anantha	anantha	PROPN
cana-1236	233	8	,	,	PUNCT
cana-1236	233	9	et	et	PROPN
cana-1236	233	10	al	al	PROPN
cana-1236	233	11	.	.	PUNCT
cana-1236	234	1	"	"	PUNCT
cana-1236	234	2	segmentation	segmentation	NOUN
cana-1236	234	3	of	of	ADP
cana-1236	234	4	nuclei	nucleus	NOUN
cana-1236	234	5	in	in	ADP
cana-1236	234	6	histopathology	histopathology	NOUN
cana-1236	234	7	images	image	NOUN
cana-1236	234	8	using	use	VERB
cana-1236	234	9	fully	fully	ADV
cana-1236	234	10	convolutional	convolutional	ADJ
cana-1236	234	11	deep	deep	ADJ
cana-1236	234	12	neural	neural	ADJ
cana-1236	234	13	architecture	architecture	NOUN
cana-1236	234	14	.	.	PUNCT
cana-1236	234	15	"	"	PUNCT
cana-1236	235	1	2020	2020	NUM
cana-1236	235	2	international	international	ADJ
cana-1236	235	3	conference	conference	NOUN
cana-1236	235	4	on	on	ADP
cana-1236	235	5	computing	computing	NOUN
cana-1236	235	6	and	and	CCONJ
cana-1236	235	7	information	information	NOUN
cana-1236	235	8	technology	technology	NOUN
cana-1236	235	9	(	(	PUNCT
cana-1236	235	10	iccit-1441	iccit-1441	NOUN
cana-1236	235	11	)	)	PUNCT
cana-1236	235	12	.	.	PUNCT
cana-1236	236	1	ieee	ieee	PROPN
cana-1236	236	2	,	,	PUNCT
cana-1236	236	3	2020	2020	NUM
cana-1236	236	4	.	.	PUNCT
cana-1236	237	1	[	[	X
cana-1236	237	2	18	18	NUM
cana-1236	237	3	]	]	PUNCT
cana-1236	237	4	sreedhar	sreedhar	PROPN
cana-1236	237	5	,	,	PUNCT
cana-1236	237	6	b.	b.	PROPN
cana-1236	237	7	,	,	PUNCT
cana-1236	237	8	be	be	AUX
cana-1236	237	9	,	,	PUNCT
cana-1236	237	10	m.	m.	NOUN
cana-1236	237	11	s.	s.	PROPN
cana-1236	237	12	,	,	PUNCT
cana-1236	237	13	&	&	CCONJ
cana-1236	237	14	kumar	kumar	PROPN
cana-1236	237	15	,	,	PUNCT
cana-1236	237	16	m.	m.	NOUN
cana-1236	237	17	s.	s.	PROPN
cana-1236	237	18	(	(	PUNCT
cana-1236	237	19	2020	2020	NUM
cana-1236	237	20	,	,	PUNCT
cana-1236	237	21	october	october	PROPN
cana-1236	237	22	)	)	PUNCT
cana-1236	237	23	.	.	PUNCT
cana-1236	238	1	a	a	DET
cana-1236	238	2	comparative	comparative	ADJ
cana-1236	238	3	study	study	NOUN
cana-1236	238	4	of	of	ADP
cana-1236	238	5	melanoma	melanoma	NOUN
cana-1236	238	6	skin	skin	NOUN
cana-1236	238	7	cancer	cancer	NOUN
cana-1236	238	8	detection	detection	NOUN
cana-1236	238	9	in	in	ADP
cana-1236	238	10	traditional	traditional	ADJ
cana-1236	238	11	and	and	CCONJ
cana-1236	238	12	current	current	ADJ
cana-1236	238	13	image	image	NOUN
cana-1236	238	14	processing	processing	NOUN
cana-1236	238	15	techniques	technique	NOUN
cana-1236	238	16	.	.	PUNCT
cana-1236	239	1	in	in	ADP
cana-1236	239	2	2020	2020	NUM
cana-1236	239	3	fourth	fourth	ADJ
cana-1236	239	4	international	international	ADJ
cana-1236	239	5	conference	conference	NOUN
cana-1236	239	6	on	on	ADP
cana-1236	239	7	i	i	PROPN
cana-1236	239	8	-	-	PUNCT
cana-1236	239	9	smac	smac	PROPN
cana-1236	239	10	(	(	PUNCT
cana-1236	239	11	iot	iot	PROPN
cana-1236	239	12	in	in	ADP
cana-1236	239	13	social	social	ADJ
cana-1236	239	14	,	,	PUNCT
cana-1236	239	15	mobile	mobile	ADJ
cana-1236	239	16	,	,	PUNCT
cana-1236	239	17	analytics	analytic	NOUN
cana-1236	239	18	and	and	CCONJ
cana-1236	239	19	cloud)(i	cloud)(i	PROPN
cana-1236	239	20	-	-	PUNCT
cana-1236	239	21	smac	smac	PROPN
cana-1236	239	22	)	)	PUNCT
cana-1236	239	23	(	(	PUNCT
cana-1236	239	24	pp	pp	X
cana-1236	239	25	.	.	PUNCT
cana-1236	240	1	654	654	NUM
cana-1236	240	2	-	-	SYM
cana-1236	240	3	658	658	NUM
cana-1236	240	4	)	)	PUNCT
cana-1236	240	5	.	.	PUNCT
cana-1236	241	1	ieee	ieee	PROPN
cana-1236	241	2	.	.	PUNCT
cana-1236	242	1	[	[	X
cana-1236	242	2	19	19	NUM
cana-1236	242	3	]	]	PUNCT
cana-1236	242	4	ananthanatarajan	ananthanatarajan	PROPN
cana-1236	242	5	,	,	PUNCT
cana-1236	242	6	v.	v.	PROPN
cana-1236	242	7	,	,	PUNCT
cana-1236	242	8	kumar	kumar	PROPN
cana-1236	242	9	,	,	PUNCT
cana-1236	242	10	m.	m.	NOUN
cana-1236	242	11	s.	s.	PROPN
cana-1236	242	12	,	,	PUNCT
cana-1236	242	13	&	&	CCONJ
cana-1236	242	14	tamizhazhagan	tamizhazhagan	VERB
cana-1236	242	15	,	,	PUNCT
cana-1236	242	16	v.	v.	CCONJ
cana-1236	242	17	(	(	PUNCT
cana-1236	242	18	2020	2020	NUM
cana-1236	242	19	)	)	PUNCT
cana-1236	242	20	.	.	PUNCT
cana-1236	243	1	forecasting	forecasting	NOUN
cana-1236	243	2	of	of	ADP
cana-1236	243	3	wind	wind	NOUN
cana-1236	243	4	power	power	NOUN
cana-1236	243	5	using	use	VERB
cana-1236	243	6	lstm	lstm	ADJ
cana-1236	243	7	recurrent	recurrent	ADJ
cana-1236	243	8	neural	neural	ADJ
cana-1236	243	9	network	network	NOUN
cana-1236	243	10	.	.	PUNCT
cana-1236	244	1	journal	journal	PROPN
cana-1236	244	2	of	of	ADP
cana-1236	244	3	green	green	ADJ
cana-1236	244	4	engineering	engineering	NOUN
cana-1236	244	5	,	,	PUNCT
cana-1236	244	6	10	10	NUM
cana-1236	244	7	.	.	PUNCT
cana-1236	245	1	[	[	X
cana-1236	245	2	20	20	NUM
cana-1236	245	3	]	]	PUNCT
cana-1236	245	4	arabfard	arabfard	PROPN
cana-1236	245	5	m	m	PROPN
cana-1236	245	6	,	,	PUNCT
cana-1236	245	7	ohadi	ohadi	PROPN
cana-1236	245	8	m	m	PROPN
cana-1236	245	9	,	,	PUNCT
cana-1236	245	10	rezaei	rezaei	PROPN
cana-1236	245	11	tabar	tabar	PROPN
cana-1236	245	12	v	v	ADP
cana-1236	245	13	et	et	PROPN
cana-1236	245	14	al	al	PROPN
cana-1236	245	15	(	(	PUNCT
cana-1236	245	16	2019	2019	NUM
cana-1236	245	17	)	)	PUNCT
cana-1236	245	18	genomewide	genomewide	NOUN
cana-1236	245	19	prediction	prediction	NOUN
cana-1236	245	20	and	and	CCONJ
cana-1236	245	21	prioritization	prioritization	NOUN
cana-1236	245	22	of	of	ADP
cana-1236	245	23	human	human	ADJ
cana-1236	245	24	aging	age	VERB
cana-1236	245	25	genes	gene	NOUN
cana-1236	245	26	by	by	ADP
cana-1236	245	27	data	datum	NOUN
cana-1236	245	28	fusion	fusion	NOUN
cana-1236	245	29	:	:	PUNCT
cana-1236	245	30	a	a	DET
cana-1236	245	31	machine	machine	NOUN
cana-1236	245	32	learning	learning	NOUN
cana-1236	245	33	approach	approach	NOUN
cana-1236	245	34	.	.	PUNCT
cana-1236	246	1	bmc	bmc	PROPN
cana-1236	246	2	genom	genom	PROPN
cana-1236	246	3	20:832	20:832	NUM
cana-1236	246	4	.	.	PUNCT
cana-1236	247	1	https://doi.org/10.1186/s12864-019-61400	https://doi.org/10.1186/s12864-019-61400	PRON
cana-1236	248	1	[	[	X
cana-1236	248	2	21	21	NUM
cana-1236	248	3	]	]	PUNCT
cana-1236	248	4	selvaraj	selvaraj	PROPN
cana-1236	248	5	c	c	PROPN
cana-1236	248	6	,	,	PUNCT
cana-1236	248	7	vierra	vierra	PROPN
cana-1236	248	8	m	m	PROPN
cana-1236	248	9	,	,	PUNCT
cana-1236	248	10	dinesh	dinesh	PROPN
cana-1236	248	11	dc	dc	PROPN
cana-1236	248	12	et	et	PROPN
cana-1236	248	13	al	al	PROPN
cana-1236	248	14	(	(	PUNCT
cana-1236	248	15	2021	2021	NUM
cana-1236	248	16	)	)	PUNCT
cana-1236	248	17	structural	structural	ADJ
cana-1236	248	18	insights	insight	NOUN
cana-1236	248	19	of	of	ADP
cana-1236	248	20	macromolecules	macromolecule	NOUN
cana-1236	248	21	involved	involve	VERB
cana-1236	248	22	in	in	ADP
cana-1236	248	23	bacteria	bacteria	NOUN
cana-1236	248	24	-	-	PUNCT
cana-1236	248	25	induced	induce	VERB
cana-1236	248	26	apoptosis	apoptosis	NOUN
cana-1236	248	27	in	in	ADP
cana-1236	248	28	the	the	DET
cana-1236	248	29	pathogenesis	pathogenesis	NOUN
cana-1236	248	30	of	of	ADP
cana-1236	248	31	human	human	ADJ
cana-1236	248	32	diseases	disease	NOUN
cana-1236	248	33	.	.	PUNCT
cana-1236	249	1	adv	adv	PROPN
cana-1236	249	2	protein	protein	NOUN
cana-1236	249	3	chem	chem	NOUN
cana-1236	249	4	struct	struct	VERB
cana-1236	249	5	biol	biol	NOUN
cana-1236	249	6	126:1–38	126:1–38	NUM
cana-1236	249	7	.	.	PUNCT
cana-1236	249	8	https://doi.org/10.1016/bs.apcsb.2021.02.001	https://doi.org/10.1016/bs.apcsb.2021.02.001	PUNCT
cana-1236	250	1	[	[	X
cana-1236	250	2	22	22	NUM
cana-1236	250	3	]	]	PUNCT
cana-1236	250	4	davanam	davanam	NOUN
cana-1236	250	5	,	,	PUNCT
cana-1236	250	6	g.	g.	PROPN
cana-1236	250	7	,	,	PUNCT
cana-1236	250	8	pavan	pavan	PROPN
cana-1236	250	9	kumar	kumar	PROPN
cana-1236	250	10	,	,	PUNCT
cana-1236	250	11	t.	t.	PROPN
cana-1236	250	12	,	,	PUNCT
cana-1236	250	13	&	&	CCONJ
cana-1236	250	14	sunil	sunil	PROPN
cana-1236	250	15	kumar	kumar	PROPN
cana-1236	250	16	,	,	PUNCT
cana-1236	250	17	m.	m.	NOUN
cana-1236	250	18	(	(	PUNCT
cana-1236	250	19	2021	2021	NUM
cana-1236	250	20	)	)	PUNCT
cana-1236	250	21	.	.	PUNCT
cana-1236	251	1	novel	novel	ADJ
cana-1236	251	2	defense	defense	NOUN
cana-1236	251	3	framework	framework	NOUN
cana-1236	251	4	for	for	ADP
cana-1236	251	5	cross	cross	ADJ
cana-1236	251	6	-	-	ADJ
cana-1236	251	7	layer	layer	ADJ
cana-1236	251	8	attacks	attack	NOUN
cana-1236	251	9	in	in	ADP
cana-1236	251	10	cognitive	cognitive	ADJ
cana-1236	251	11	radio	radio	NOUN
cana-1236	251	12	networks	network	NOUN
cana-1236	251	13	.	.	PUNCT
cana-1236	252	1	in	in	ADP
cana-1236	252	2	international	international	ADJ
cana-1236	252	3	conference	conference	NOUN
cana-1236	252	4	on	on	ADP
cana-1236	252	5	intelligent	intelligent	ADJ
cana-1236	252	6	and	and	CCONJ
cana-1236	252	7	smart	smart	ADJ
cana-1236	252	8	computing	computing	NOUN
cana-1236	252	9	in	in	ADP
cana-1236	252	10	data	datum	NOUN
cana-1236	252	11	analytics	analytic	NOUN
cana-1236	252	12	(	(	PUNCT
cana-1236	252	13	pp	pp	ADJ
cana-1236	252	14	.	.	PUNCT
cana-1236	253	1	23	23	NUM
cana-1236	253	2	-	-	SYM
cana-1236	253	3	33	33	NUM
cana-1236	253	4	)	)	PUNCT
cana-1236	253	5	.	.	PUNCT
cana-1236	254	1	springer	springer	PROPN
cana-1236	254	2	,	,	PUNCT
cana-1236	254	3	singapore	singapore	PROPN
cana-1236	254	4	.	.	PUNCT
cana-1236	255	1	[	[	X
cana-1236	255	2	23	23	NUM
cana-1236	255	3	]	]	X
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cana-1236	255	10	kumar	kumar	PROPN
cana-1236	255	11	,	,	PUNCT
cana-1236	255	12	and	and	CCONJ
cana-1236	255	13	malchi	malchi	PROPN
cana-1236	255	14	sunil	sunil	PROPN
cana-1236	255	15	kumar	kumar	PROPN
cana-1236	255	16	.	.	PUNCT
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cana-1236	256	4	centroid	centroid	PROPN
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cana-1236	256	6	defence	defence	PROPN
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cana-1236	256	8	multi‐hop	multi‐hop	PROPN
cana-1236	256	9	cognitive	cognitive	ADJ
cana-1236	256	10	radio	radio	NOUN
cana-1236	256	11	networks	network	NOUN
cana-1236	256	12	.	.	PUNCT
cana-1236	256	13	"	"	PUNCT
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cana-1236	257	3	15.2	15.2	NUM
cana-1236	257	4	(	(	PUNCT
cana-1236	257	5	2021	2021	NUM
cana-1236	257	6	):	):	PUNCT
cana-1236	257	7	245	245	NUM
cana-1236	257	8	-	-	SYM
cana-1236	257	9	256	256	NUM
cana-1236	257	10	.	.	PUNCT
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cana-1236	258	2	24	24	NUM
cana-1236	258	3	]	]	SYM
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cana-1236	259	1	"	"	PUNCT
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cana-1236	259	4	nuclei	nucleus	NOUN
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cana-1236	259	6	histopathology	histopathology	NOUN
cana-1236	259	7	images	image	NOUN
cana-1236	259	8	using	use	VERB
cana-1236	259	9	fully	fully	ADV
cana-1236	259	10	convolutional	convolutional	ADJ
cana-1236	259	11	deep	deep	ADJ
cana-1236	259	12	neural	neural	ADJ
cana-1236	259	13	architecture	architecture	NOUN
cana-1236	259	14	.	.	PUNCT
cana-1236	259	15	"	"	PUNCT
cana-1236	260	1	2020	2020	NUM
cana-1236	260	2	international	international	ADJ
cana-1236	260	3	conference	conference	NOUN
cana-1236	260	4	on	on	ADP
cana-1236	260	5	computing	computing	NOUN
cana-1236	260	6	and	and	CCONJ
cana-1236	260	7	information	information	NOUN
cana-1236	260	8	technology	technology	NOUN
cana-1236	260	9	(	(	PUNCT
cana-1236	260	10	iccit-1441	iccit-1441	NOUN
cana-1236	260	11	)	)	PUNCT
cana-1236	260	12	.	.	PUNCT
cana-1236	261	1	ieee	ieee	PROPN
cana-1236	261	2	,	,	PUNCT
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cana-1236	261	4	.	.	PUNCT
cana-1236	262	1	[	[	X
cana-1236	262	2	25	25	NUM
cana-1236	262	3	]	]	PUNCT
cana-1236	262	4	sreedhar	sreedhar	PROPN
cana-1236	262	5	,	,	PUNCT
cana-1236	262	6	b.	b.	PROPN
cana-1236	262	7	,	,	PUNCT
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cana-1236	262	9	,	,	PUNCT
cana-1236	262	10	m.	m.	NOUN
cana-1236	262	11	s.	s.	PROPN
cana-1236	262	12	,	,	PUNCT
cana-1236	262	13	&	&	CCONJ
cana-1236	262	14	kumar	kumar	PROPN
cana-1236	262	15	,	,	PUNCT
cana-1236	262	16	m.	m.	NOUN
cana-1236	262	17	s.	s.	PROPN
cana-1236	262	18	(	(	PUNCT
cana-1236	262	19	2020	2020	NUM
cana-1236	262	20	,	,	PUNCT
cana-1236	262	21	october	october	PROPN
cana-1236	262	22	)	)	PUNCT
cana-1236	262	23	.	.	PUNCT
cana-1236	263	1	a	a	DET
cana-1236	263	2	comparative	comparative	ADJ
cana-1236	263	3	study	study	NOUN
cana-1236	263	4	of	of	ADP
cana-1236	263	5	melanoma	melanoma	NOUN
cana-1236	263	6	skin	skin	NOUN
cana-1236	263	7	cancer	cancer	NOUN
cana-1236	263	8	detection	detection	NOUN
cana-1236	263	9	in	in	ADP
cana-1236	263	10	traditional	traditional	ADJ
cana-1236	263	11	and	and	CCONJ
cana-1236	263	12	current	current	ADJ
cana-1236	263	13	image	image	NOUN
cana-1236	263	14	processing	processing	NOUN
cana-1236	263	15	techniques	technique	NOUN
cana-1236	263	16	.	.	PUNCT
cana-1236	264	1	in	in	ADP
cana-1236	264	2	2020	2020	NUM
cana-1236	264	3	fourth	fourth	ADJ
cana-1236	264	4	international	international	ADJ
cana-1236	264	5	conference	conference	NOUN
cana-1236	264	6	on	on	ADP
cana-1236	264	7	i	i	PROPN
cana-1236	264	8	-	-	PUNCT
cana-1236	264	9	smac	smac	PROPN
cana-1236	264	10	(	(	PUNCT
cana-1236	264	11	iot	iot	PROPN
cana-1236	264	12	in	in	ADP
cana-1236	264	13	social	social	ADJ
cana-1236	264	14	,	,	PUNCT
cana-1236	264	15	mobile	mobile	ADJ
cana-1236	264	16	,	,	PUNCT
cana-1236	264	17	analytics	analytic	NOUN
cana-1236	264	18	and	and	CCONJ
cana-1236	264	19	cloud)(i	cloud)(i	PROPN
cana-1236	264	20	-	-	PUNCT
cana-1236	264	21	smac	smac	PROPN
cana-1236	264	22	)	)	PUNCT
cana-1236	264	23	(	(	PUNCT
cana-1236	264	24	pp	pp	X
cana-1236	264	25	.	.	PUNCT
cana-1236	265	1	654	654	NUM
cana-1236	265	2	-	-	SYM
cana-1236	265	3	658	658	NUM
cana-1236	265	4	)	)	PUNCT
cana-1236	265	5	.	.	PUNCT
cana-1236	266	1	ieee	ieee	NOUN
cana-1236	266	2	.	.	PUNCT
cana-1236	267	1	[	[	X
cana-1236	267	2	26	26	NUM
cana-1236	267	3	]	]	X
cana-1236	267	4	ganesh	ganesh	PROPN
cana-1236	267	5	,	,	PUNCT
cana-1236	267	6	d.	d.	PROPN
cana-1236	267	7	,	,	PUNCT
cana-1236	267	8	kumar	kumar	PROPN
cana-1236	267	9	,	,	PUNCT
cana-1236	267	10	t.	t.	PROPN
cana-1236	267	11	p.	p.	PROPN
cana-1236	267	12	,	,	PUNCT
cana-1236	267	13	&	&	CCONJ
cana-1236	267	14	kumar	kumar	PROPN
cana-1236	267	15	,	,	PUNCT
cana-1236	267	16	m.	m.	NOUN
cana-1236	267	17	s.	s.	PROPN
cana-1236	267	18	(	(	PUNCT
cana-1236	267	19	2021	2021	NUM
cana-1236	267	20	)	)	PUNCT
cana-1236	267	21	.	.	PUNCT
cana-1236	268	1	optimised	optimise	VERB
cana-1236	268	2	levenshtein	levenshtein	PROPN
cana-1236	268	3	centroid	centroid	PROPN
cana-1236	268	4	cross‐layer	cross‐layer	PROPN
cana-1236	268	5	defence	defence	PROPN
cana-1236	268	6	for	for	ADP
cana-1236	268	7	multi‐hop	multi‐hop	PROPN
cana-1236	268	8	cognitive	cognitive	ADJ
cana-1236	268	9	radio	radio	NOUN
cana-1236	268	10	networks	network	NOUN
cana-1236	268	11	.	.	PUNCT
cana-1236	269	1	iet	iet	PROPN
cana-1236	269	2	communications	communication	NOUN
cana-1236	269	3	,	,	PUNCT
cana-1236	269	4	15(2	15(2	NUM
cana-1236	269	5	)	)	PUNCT
cana-1236	269	6	,	,	PUNCT
cana-1236	269	7	245	245	NUM
cana-1236	269	8	-	-	SYM
cana-1236	269	9	256	256	NUM
cana-1236	269	10	.	.	PUNCT
cana-1236	270	1	[	[	X
cana-1236	270	2	27	27	NUM
cana-1236	270	3	]	]	X
cana-1236	270	4	balaji	balaji	PROPN
cana-1236	270	5	,	,	PUNCT
cana-1236	270	6	k.	k.	PROPN
cana-1236	270	7	,	,	PUNCT
cana-1236	270	8	p.	p.	PROPN
cana-1236	270	9	sai	sai	PROPN
cana-1236	270	10	kiran	kiran	PROPN
cana-1236	270	11	,	,	PUNCT
cana-1236	270	12	and	and	CCONJ
cana-1236	270	13	m.	m.	PROPN
cana-1236	270	14	sunil	sunil	PROPN
cana-1236	270	15	kumar	kumar	PROPN
cana-1236	270	16	.	.	PUNCT
cana-1236	271	1	"	"	PUNCT
cana-1236	271	2	resource	resource	NOUN
cana-1236	271	3	aware	aware	ADJ
cana-1236	271	4	virtual	virtual	ADJ
cana-1236	271	5	machine	machine	NOUN
cana-1236	271	6	placement	placement	NOUN
cana-1236	271	7	in	in	ADP
cana-1236	271	8	iaas	iaas	PROPN
cana-1236	271	9	cloud	cloud	NOUN
cana-1236	271	10	using	use	VERB
cana-1236	271	11	bioinspired	bioinspire	VERB
cana-1236	271	12	firefly	firefly	NOUN
cana-1236	271	13	algorithm	algorithm	NOUN
cana-1236	271	14	.	.	PUNCT
cana-1236	271	15	"	"	PUNCT
cana-1236	272	1	journal	journal	NOUN
cana-1236	272	2	of	of	ADP
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cana-1236	272	4	engineering	engineering	NOUN
cana-1236	272	5	10	10	NUM
cana-1236	272	6	(	(	PUNCT
cana-1236	272	7	2020	2020	NUM
cana-1236	272	8	):	):	PUNCT
cana-1236	272	9	9315	9315	NUM
cana-1236	272	10	-	-	SYM
cana-1236	272	11	9327	9327	NUM
cana-1236	272	12	.	.	PUNCT
cana-1236	273	1	[	[	X
cana-1236	273	2	28	28	NUM
cana-1236	273	3	]	]	X
cana-1236	273	4	peneti	peneti	NOUN
cana-1236	273	5	,	,	PUNCT
cana-1236	273	6	s.	s.	PROPN
cana-1236	273	7	,	,	PUNCT
cana-1236	273	8	sunil	sunil	PROPN
cana-1236	273	9	kumar	kumar	PROPN
cana-1236	273	10	,	,	PUNCT
cana-1236	273	11	m.	m.	NOUN
cana-1236	273	12	,	,	PUNCT
cana-1236	273	13	kallam	kallam	PROPN
cana-1236	273	14	,	,	PUNCT
cana-1236	273	15	s.	s.	PROPN
cana-1236	273	16	,	,	PUNCT
cana-1236	273	17	patan	patan	PROPN
cana-1236	273	18	,	,	PUNCT
cana-1236	273	19	r.	r.	PROPN
cana-1236	273	20	,	,	PUNCT
cana-1236	273	21	bhaskar	bhaskar	NOUN
cana-1236	273	22	,	,	PUNCT
cana-1236	273	23	v.	v.	PROPN
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cana-1236	273	25	&	&	CCONJ
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cana-1236	273	32	.	.	PUNCT
cana-1236	274	1	bdn	bdn	PROPN
cana-1236	274	2	-	-	PUNCT
cana-1236	274	3	gwmnn	gwmnn	NOUN
cana-1236	274	4	:	:	PUNCT
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cana-1236	274	8	(	(	PUNCT
cana-1236	274	9	iot	iot	NOUN
cana-1236	274	10	)	)	PUNCT
cana-1236	274	11	enabled	enable	VERB
cana-1236	274	12	secure	secure	ADJ
cana-1236	274	13	smart	smart	ADJ
cana-1236	274	14	city	city	NOUN
cana-1236	274	15	applications	application	NOUN
cana-1236	274	16	.	.	PUNCT
cana-1236	275	1	wireless	wireless	ADJ
cana-1236	275	2	personal	personal	ADJ
cana-1236	275	3	communications	communication	NOUN
cana-1236	275	4	,	,	PUNCT
cana-1236	275	5	119(3	119(3	NUM
cana-1236	275	6	)	)	PUNCT
cana-1236	275	7	,	,	PUNCT
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cana-1236	275	9	.	.	PUNCT
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cana-1236	277	8	iaas	iaas	PROPN
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cana-1236	277	11	discrete	discrete	ADJ
cana-1236	277	12	firefly	firefly	NOUN
cana-1236	277	13	algorithm	algorithm	NOUN
cana-1236	277	14	.	.	PUNCT
cana-1236	277	15	"	"	PUNCT
cana-1236	278	1	applied	apply	VERB
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cana-1236	278	3	(	(	PUNCT
cana-1236	278	4	2022	2022	NUM
cana-1236	278	5	):	):	PUNCT
cana-1236	278	6	1	1	NUM
cana-1236	278	7	-	-	SYM
cana-1236	278	8	9	9	NUM
cana-1236	278	9	.	.	PUNCT
cana-1236	279	1	[	[	X
cana-1236	279	2	30	30	NUM
cana-1236	279	3	]	]	X
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cana-1236	279	5	,	,	PUNCT
cana-1236	279	6	g.	g.	PROPN
cana-1236	279	7	,	,	PUNCT
cana-1236	279	8	kumar	kumar	PROPN
cana-1236	279	9	,	,	PUNCT
cana-1236	279	10	t.	t.	PROPN
cana-1236	279	11	p.	p.	PROPN
cana-1236	279	12	,	,	PUNCT
cana-1236	279	13	&	&	CCONJ
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cana-1236	279	15	,	,	PUNCT
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cana-1236	279	20	)	)	PUNCT
cana-1236	279	21	.	.	PUNCT
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cana-1236	280	3	management	management	NOUN
cana-1236	280	4	for	for	ADP
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cana-1236	280	6	cross	cross	NOUN
cana-1236	280	7	layer	layer	NOUN
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cana-1236	280	9	in	in	ADP
cana-1236	280	10	cognitive	cognitive	ADJ
cana-1236	280	11	radio	radio	NOUN
cana-1236	280	12	networks	network	NOUN
cana-1236	280	13	.	.	PUNCT
cana-1236	281	1	journal	journal	NOUN
cana-1236	281	2	of	of	ADP
cana-1236	281	3	green	green	ADJ
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cana-1236	281	5	,	,	PUNCT
cana-1236	281	6	11	11	NUM
cana-1236	281	7	,	,	PUNCT
cana-1236	281	8	1412	1412	NUM
cana-1236	281	9	-	-	SYM
cana-1236	281	10	1426	1426	NUM
cana-1236	281	11	.	.	PUNCT
cana-1236	282	1	[	[	X
cana-1236	282	2	31	31	NUM
cana-1236	282	3	]	]	X
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cana-1236	282	5	,	,	PUNCT
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cana-1236	282	7	sunil	sunil	PROPN
cana-1236	282	8	,	,	PUNCT
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cana-1236	282	10	k.	k.	PROPN
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cana-1236	282	13	.	.	PUNCT
cana-1236	283	1	"	"	PUNCT
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cana-1236	283	4	things	thing	NOUN
cana-1236	283	5	:	:	PUNCT
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cana-1236	283	7	protocols	protocol	NOUN
cana-1236	283	8	,	,	PUNCT
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cana-1236	283	11	applications	application	NOUN
cana-1236	283	12	.	.	PUNCT
cana-1236	283	13	"	"	PUNCT
cana-1236	284	1	int	int	NOUN
cana-1236	284	2	.	.	PUNCT
cana-1236	285	1	j.	j.	PROPN
cana-1236	285	2	innov	innov	PROPN
cana-1236	285	3	.	.	PUNCT
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cana-1236	286	3	explor	explor	PROPN
cana-1236	286	4	.	.	PUNCT
cana-1236	287	1	eng	eng	PROPN
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cana-1236	287	3	(	(	PUNCT
cana-1236	287	4	2019	2019	NUM
cana-1236	287	5	):	):	PUNCT
cana-1236	287	6	2853	2853	NUM
cana-1236	287	7	-	-	SYM
cana-1236	287	8	2857	2857	NUM
cana-1236	287	9	.	.	PUNCT
cana-1236	288	1	[	[	X
cana-1236	288	2	32	32	NUM
cana-1236	288	3	]	]	SYM
cana-1236	288	4	ananthanatarajan	ananthanatarajan	PROPN
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cana-1236	288	15	,	,	PUNCT
cana-1236	288	16	v.	v.	CCONJ
cana-1236	288	17	(	(	PUNCT
cana-1236	288	18	2020	2020	NUM
cana-1236	288	19	)	)	PUNCT
cana-1236	288	20	.	.	PUNCT
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cana-1236	289	6	lstm	lstm	ADJ
cana-1236	289	7	recurrent	recurrent	ADJ
cana-1236	289	8	neural	neural	ADJ
cana-1236	289	9	network	network	NOUN
cana-1236	289	10	.	.	PUNCT
cana-1236	290	1	journal	journal	PROPN
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cana-1236	290	5	,	,	PUNCT
cana-1236	290	6	10	10	NUM
cana-1236	290	7	.	.	PUNCT
cana-1236	291	1	[	[	X
cana-1236	291	2	33	33	NUM
cana-1236	291	3	]	]	X
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cana-1236	291	5	,	,	PUNCT
cana-1236	291	6	b.	b.	PROPN
cana-1236	291	7	,	,	PUNCT
cana-1236	291	8	&	&	CCONJ
cana-1236	291	9	kumar	kumar	PROPN
cana-1236	291	10	,	,	PUNCT
cana-1236	291	11	m.	m.	NOUN
cana-1236	291	12	s.	s.	PROPN
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cana-1236	291	15	)	)	PUNCT
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cana-1236	292	4	keyword	keyword	NOUN
cana-1236	292	5	queries	query	VERB
cana-1236	292	6	over	over	ADP
cana-1236	292	7	relational	relational	ADJ
cana-1236	292	8	databases	database	NOUN
cana-1236	292	9	.	.	PUNCT
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cana-1236	293	2	journal	journal	NOUN
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cana-1236	293	4	applied	apply	VERB
cana-1236	293	5	engineering	engineering	NOUN
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cana-1236	293	7	,	,	PUNCT
cana-1236	293	8	10(10	10(10	NUM
cana-1236	293	9	)	)	PUNCT
cana-1236	293	10	,	,	PUNCT
cana-1236	293	11	26629	26629	NUM
cana-1236	293	12	-	-	SYM
cana-1236	293	13	26640	26640	NUM
cana-1236	293	14	.	.	PUNCT
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cana-1236	294	2	http://blogs.sciencemag.org/pipeline/archives/2019/05/09/the-latest-on-drug-failure-and-approval-rates	http://blogs.sciencemag.org/pipeline/archives/2019/05/09/the-latest-on-drug-failure-and-approval-rate	NOUN
cana-1236	294	3	http://citeseerx.ist.psu.edu/viewdoc/download%3fdoi%3d10.1.1.675.2511	http://citeseerx.ist.psu.edu/viewdoc/download%3fdoi%3d10.1.1.675.2511	NOUN
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cana-1236	294	6	https://doi.org/10.1186/s12864-019-6140-0	https://doi.org/10.1186/s12864-019-6140-0	NUM
cana-1236	294	7	https://doi.org/10.1016/bs.apcsb.2021.02.001	https://doi.org/10.1016/bs.apcsb.2021.02.001	NUM
cana-1236	294	8	communications	communication	NOUN
cana-1236	294	9	on	on	ADP
cana-1236	294	10	applied	apply	VERB
cana-1236	294	11	nonlinear	nonlinear	ADJ
cana-1236	294	12	analysis	analysis	NOUN
cana-1236	294	13	issn	issn	NOUN
cana-1236	294	14	:	:	PUNCT
cana-1236	294	15	1074	1074	NUM
cana-1236	294	16	-	-	PUNCT
cana-1236	294	17	133x	133x	NUM
cana-1236	294	18	vol	vol	NOUN
cana-1236	294	19	31	31	NUM
cana-1236	294	20	no	no	NOUN
cana-1236	294	21	.	.	PUNCT
cana-1236	295	1	6s	6s	NUM
cana-1236	295	2	(	(	PUNCT
cana-1236	295	3	2024	2024	NUM
cana-1236	295	4	)	)	PUNCT
cana-1236	295	5	462	462	NUM
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cana-1236	296	1	[	[	X
cana-1236	296	2	34	34	NUM
cana-1236	296	3	]	]	X
cana-1236	296	4	aversa	aversa	PROPN
cana-1236	296	5	a	a	PROPN
cana-1236	296	6	,	,	PUNCT
cana-1236	296	7	duca	duca	PROPN
cana-1236	296	8	y	y	PROPN
cana-1236	296	9	,	,	PUNCT
cana-1236	296	10	condorelli	condorelli	PROPN
cana-1236	296	11	ra	ra	PROPN
cana-1236	296	12	et	et	PROPN
cana-1236	296	13	al	al	PROPN
cana-1236	296	14	(	(	PUNCT
cana-1236	296	15	2019	2019	NUM
cana-1236	296	16	)	)	PUNCT
cana-1236	296	17	androgen	androgen	NOUN
cana-1236	296	18	deficiency	deficiency	NOUN
cana-1236	296	19	and	and	CCONJ
cana-1236	296	20	phosphodiesterase	phosphodiesterase	NOUN
cana-1236	296	21	type	type	NOUN
cana-1236	296	22	5	5	NUM
cana-1236	296	23	expression	expression	NOUN
cana-1236	296	24	changes	change	NOUN
cana-1236	296	25	in	in	ADP
cana-1236	296	26	aging	age	VERB
cana-1236	296	27	male	male	NOUN
cana-1236	296	28	:	:	PUNCT
cana-1236	296	29	therapeutic	therapeutic	ADJ
cana-1236	296	30	implications	implication	NOUN
cana-1236	296	31	.	.	PUNCT
cana-1236	297	1	front	front	ADJ
cana-1236	297	2	endocrinol	endocrinol	NOUN
cana-1236	297	3	(	(	PUNCT
cana-1236	297	4	lausanne	lausanne	PROPN
cana-1236	297	5	)	)	PUNCT
cana-1236	297	6	10:225	10:225	NUM
cana-1236	297	7	.	.	PUNCT
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cana-1236	299	1	[	[	X
cana-1236	299	2	35	35	NUM
cana-1236	299	3	]	]	X
cana-1236	299	4	lo	lo	PROPN
cana-1236	299	5	yc	yc	PROPN
cana-1236	299	6	,	,	PUNCT
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cana-1236	299	8	se	se	ADV
cana-1236	299	9	,	,	PUNCT
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cana-1236	299	14	(	(	PUNCT
cana-1236	299	15	2018	2018	NUM
cana-1236	299	16	)	)	PUNCT
cana-1236	299	17	machine	machine	NOUN
cana-1236	299	18	learning	learning	NOUN
cana-1236	299	19	in	in	ADP
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cana-1236	299	21	and	and	CCONJ
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cana-1236	299	24	.	.	PUNCT
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cana-1236	300	5	.	.	PUNCT
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cana-1236	301	2	[	[	X
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cana-1236	301	4	]	]	X
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cana-1236	301	6	s	s	PROPN
cana-1236	301	7	,	,	PUNCT
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cana-1236	301	10	,	,	PUNCT
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cana-1236	301	12	pp	pp	PROPN
cana-1236	301	13	et	et	PROPN
cana-1236	301	14	al	al	PROPN
cana-1236	301	15	(	(	PUNCT
cana-1236	301	16	2018	2018	NUM
cana-1236	301	17	)	)	PUNCT
cana-1236	301	18	applications	application	NOUN
cana-1236	301	19	of	of	ADP
cana-1236	301	20	support	support	NOUN
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cana-1236	301	22	machine	machine	NOUN
cana-1236	301	23	(	(	PUNCT
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cana-1236	301	25	)	)	PUNCT
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cana-1236	301	27	in	in	ADP
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cana-1236	301	30	.	.	PUNCT
cana-1236	302	1	cancer	cancer	NOUN
cana-1236	302	2	genom	genom	PROPN
cana-1236	302	3	proteom	proteom	PROPN
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cana-1236	302	5	.	.	PUNCT
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cana-1236	304	3	]	]	SYM
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cana-1236	304	6	and	and	CCONJ
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cana-1236	304	9	.	.	PUNCT
cana-1236	305	1	the	the	DET
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cana-1236	305	3	-	-	PUNCT
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cana-1236	305	10	.	.	PUNCT
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cana-1236	306	2	.	.	PUNCT
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cana-1236	307	2	.	.	PUNCT
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cana-1236	308	2	.	.	PUNCT
cana-1236	309	1	1126	1126	NUM
cana-1236	309	2	/	/	SYM
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cana-1236	309	4	.	.	PUNCT
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cana-1236	310	3	]	]	PUNCT
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cana-1236	310	5	a	a	X
cana-1236	310	6	,	,	PUNCT
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cana-1236	310	23	c	c	X
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cana-1236	310	30	,	,	PUNCT
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cana-1236	310	32	a	a	PRON
cana-1236	310	33	,	,	PUNCT
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cana-1236	310	36	,	,	PUNCT
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cana-1236	310	42	,	,	PUNCT
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cana-1236	310	45	,	,	PUNCT
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cana-1236	310	63	using	use	VERB
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cana-1236	310	70	13th	13th	ADJ
cana-1236	310	71	critical	critical	ADJ
cana-1236	310	72	assessment	assessment	NOUN
cana-1236	310	73	of	of	ADP
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cana-1236	310	77	(	(	PUNCT
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cana-1236	310	79	)	)	PUNCT
cana-1236	310	80	.	.	PUNCT
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cana-1236	311	2	.	.	PUNCT
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cana-1236	312	2	.	.	PUNCT
cana-1236	313	1	https://	https://	PROPN
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cana-1236	314	3	]	]	PUNCT
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cana-1236	314	9	,	,	PUNCT
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cana-1236	314	12	,	,	PUNCT
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cana-1236	314	23	c	c	X
cana-1236	314	24	,	,	PUNCT
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cana-1236	314	26	a	a	PROPN
cana-1236	314	27	,	,	PUNCT
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cana-1236	314	30	,	,	PUNCT
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cana-1236	314	32	a	a	PRON
cana-1236	314	33	,	,	PUNCT
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cana-1236	314	35	h	h	VERB
cana-1236	314	36	,	,	PUNCT
cana-1236	314	37	petersen	petersen	PROPN
cana-1236	314	38	s	s	PROPN
cana-1236	314	39	,	,	PUNCT
cana-1236	314	40	simonyan	simonyan	ADJ
cana-1236	314	41	k	k	NOUN
cana-1236	314	42	,	,	PUNCT
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cana-1236	314	44	s	s	PROPN
cana-1236	314	45	,	,	PUNCT
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cana-1236	314	48	,	,	PUNCT
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cana-1236	314	50	d.	d.	PROPN
cana-1236	314	51	t	t	PROPN
cana-1236	314	52	,	,	PUNCT
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cana-1236	314	55	,	,	PUNCT
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cana-1236	314	57	k	k	PROPN
cana-1236	314	58	,	,	PUNCT
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cana-1236	314	60	.	.	PUNCT
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cana-1236	315	3	structure	structure	NOUN
cana-1236	315	4	prediction	prediction	NOUN
cana-1236	315	5	using	use	VERB
cana-1236	315	6	potentials	potential	NOUN
cana-1236	315	7	from	from	ADP
cana-1236	315	8	deep	deep	ADJ
cana-1236	315	9	learning	learning	NOUN
cana-1236	315	10	.	.	PUNCT
cana-1236	316	1	nature	nature	NOUN
cana-1236	316	2	.	.	PUNCT
cana-1236	317	1	2020;577	2020;577	X
cana-1236	317	2	.	.	PUNCT
cana-1236	318	1	https://doi.org/	https://doi.org/	VERB
cana-1236	318	2	10.1038	10.1038	NUM
cana-1236	318	3	/	/	SYM
cana-1236	318	4	s41586	s41586	ADJ
cana-1236	318	5	-	-	PUNCT
cana-1236	318	6	019	019	NUM
cana-1236	318	7	-	-	PUNCT
cana-1236	318	8	1923	1923	NUM
cana-1236	318	9	-	-	SYM
cana-1236	318	10	7	7	NUM
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cana-1236	319	1	[	[	X
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cana-1236	319	3	]	]	X
cana-1236	319	4	john	john	PROPN
cana-1236	319	5	jumper	jumper	PROPN
cana-1236	319	6	,	,	PUNCT
cana-1236	319	7	kathryn	kathryn	PROPN
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cana-1236	319	9	,	,	PUNCT
cana-1236	319	10	pushmeet	pushmeet	NOUN
cana-1236	319	11	kohli	kohli	PROPN
cana-1236	319	12	,	,	PUNCT
cana-1236	319	13	demis	demis	PROPN
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cana-1236	319	15	,	,	PUNCT
cana-1236	319	16	and	and	CCONJ
cana-1236	319	17	the	the	DET
cana-1236	319	18	alphafold	alphafold	ADJ
cana-1236	319	19	team	team	NOUN
cana-1236	319	20	,	,	PUNCT
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cana-1236	319	22	predictions	prediction	NOUN
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cana-1236	319	27	with	with	ADP
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cana-1236	319	29	,	,	PUNCT
cana-1236	319	30	version	version	NOUN
cana-1236	319	31	3	3	NUM
cana-1236	319	32	,	,	PUNCT
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cana-1236	319	34	website	website	NOUN
cana-1236	319	35	,	,	PUNCT
cana-1236	319	36	4	4	NUM
cana-1236	319	37	august	august	NOUN
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cana-1236	319	39	,	,	PUNCT
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cana-1236	319	42	-	-	PUNCT
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cana-1236	319	44	/	/	SYM
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cana-1236	319	46	-	-	PUNCT
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cana-1236	320	10	protocols	protocol	NOUN
cana-1236	320	11	to	to	PART
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cana-1236	320	13	multiple	multiple	ADJ
cana-1236	320	14	therapies	therapy	NOUN
cana-1236	320	15	,	,	PUNCT
cana-1236	320	16	multiple	multiple	ADJ
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cana-1236	321	1	n	n	PROPN
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cana-1236	321	3	j	j	PROPN
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cana-1236	322	2	.	.	PUNCT
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cana-1236	330	3	https://	https://	PROPN
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cana-1236	333	1	https://deepmind.com/research/open-source/computational-predictions-of-protein-structures-associated-with-covid-19	https://deepmind.com/research/open-source/computational-predictions-of-protein-structures-associated-with-covid-19	INTJ
cana-1236	333	2	https://deepmind.com/research/open-source/computational-predictions-of-protein-structures-associated-with-covid-19	https://deepmind.com/research/open-source/computational-predictions-of-protein-structures-associated-with-covid-19	VERB
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