id	sid	tid	token	lemma	pos
cana-2259	1	1	communications	communication	NOUN
cana-2259	1	2	on	on	ADP
cana-2259	1	3	applied	apply	VERB
cana-2259	1	4	nonlinear	nonlinear	ADJ
cana-2259	1	5	analysis	analysis	NOUN
cana-2259	1	6	issn	issn	NOUN
cana-2259	1	7	:	:	PUNCT
cana-2259	1	8	1074	1074	NUM
cana-2259	1	9	-	-	PUNCT
cana-2259	1	10	133x	133x	NUM
cana-2259	1	11	vol	vol	NOUN
cana-2259	1	12	32	32	NUM
cana-2259	1	13	no	no	NOUN
cana-2259	1	14	.	.	PUNCT
cana-2259	2	1	2s	2s	NUM
cana-2259	2	2	(	(	PUNCT
cana-2259	2	3	2025	2025	NUM
cana-2259	2	4	)	)	PUNCT
cana-2259	2	5	138	138	NUM
cana-2259	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	2	7	pharma	pharma	PROPN
cana-2259	2	8	in	in	ADP
cana-2259	2	9	the	the	DET
cana-2259	2	10	digital	digital	ADJ
cana-2259	2	11	era	era	NOUN
cana-2259	2	12	:	:	PUNCT
cana-2259	2	13	the	the	DET
cana-2259	2	14	role	role	NOUN
cana-2259	2	15	of	of	ADP
cana-2259	2	16	artificial	artificial	ADJ
cana-2259	2	17	intelligence	intelligence	NOUN
cana-2259	2	18	in	in	ADP
cana-2259	2	19	drug	drug	PROPN
cana-2259	2	20	development	development	PROPN
cana-2259	2	21	dr	dr	PROPN
cana-2259	2	22	.	.	PROPN
cana-2259	2	23	priya	priya	PROPN
cana-2259	2	24	vij1	vij1	PROPN
cana-2259	2	25	,	,	PUNCT
cana-2259	2	26	patil	patil	PROPN
cana-2259	2	27	manisha	manisha	PROPN
cana-2259	2	28	prashant2	prashant2	VERB
cana-2259	2	29	1assistant	1assistant	NUM
cana-2259	2	30	professor	professor	NOUN
cana-2259	2	31	,	,	PUNCT
cana-2259	2	32	department	department	NOUN
cana-2259	2	33	of	of	ADP
cana-2259	2	34	cs	cs	PROPN
cana-2259	2	35	&	&	CCONJ
cana-2259	2	36	it	it	PRON
cana-2259	2	37	,	,	PUNCT
cana-2259	2	38	kalinga	kalinga	PROPN
cana-2259	2	39	university	university	PROPN
cana-2259	2	40	,	,	PUNCT
cana-2259	2	41	raipur	raipur	PROPN
cana-2259	2	42	,	,	PUNCT
cana-2259	2	43	india	india	PROPN
cana-2259	2	44	.	.	PUNCT
cana-2259	3	1	2research	2research	NUM
cana-2259	3	2	scholar	scholar	NOUN
cana-2259	3	3	,	,	PUNCT
cana-2259	3	4	department	department	NOUN
cana-2259	3	5	of	of	ADP
cana-2259	3	6	cs	cs	PROPN
cana-2259	3	7	&	&	CCONJ
cana-2259	3	8	it	it	PRON
cana-2259	3	9	,	,	PUNCT
cana-2259	3	10	kalinga	kalinga	PROPN
cana-2259	3	11	university	university	PROPN
cana-2259	3	12	,	,	PUNCT
cana-2259	3	13	raipur	raipur	PROPN
cana-2259	3	14	,	,	PUNCT
cana-2259	3	15	india	india	PROPN
cana-2259	3	16	.	.	PUNCT
cana-2259	4	1	article	article	PROPN
cana-2259	4	2	history	history	NOUN
cana-2259	4	3	:	:	PUNCT
cana-2259	4	4	received	receive	VERB
cana-2259	4	5	:	:	PUNCT
cana-2259	4	6	09	09	NUM
cana-2259	4	7	-	-	PUNCT
cana-2259	4	8	09	09	NUM
cana-2259	4	9	-	-	PUNCT
cana-2259	4	10	2024	2024	NUM
cana-2259	4	11	revised	revise	VERB
cana-2259	4	12	:	:	PUNCT
cana-2259	4	13	17	17	NUM
cana-2259	4	14	-	-	SYM
cana-2259	4	15	10	10	NUM
cana-2259	4	16	-	-	PUNCT
cana-2259	4	17	2024	2024	NUM
cana-2259	4	18	accepted	accept	VERB
cana-2259	4	19	:	:	PUNCT
cana-2259	4	20	27	27	NUM
cana-2259	4	21	-	-	SYM
cana-2259	4	22	10	10	NUM
cana-2259	4	23	-	-	PUNCT
cana-2259	4	24	2024	2024	NUM
cana-2259	4	25	abstract	abstract	NOUN
cana-2259	4	26	:	:	PUNCT
cana-2259	4	27	the	the	DET
cana-2259	4	28	integration	integration	NOUN
cana-2259	4	29	of	of	ADP
cana-2259	4	30	artificial	artificial	ADJ
cana-2259	4	31	intelligence	intelligence	NOUN
cana-2259	4	32	(	(	PUNCT
cana-2259	4	33	ai	ai	NOUN
cana-2259	4	34	)	)	PUNCT
cana-2259	4	35	in	in	ADP
cana-2259	4	36	the	the	DET
cana-2259	4	37	pharmaceutical	pharmaceutical	ADJ
cana-2259	4	38	sector	sector	NOUN
cana-2259	4	39	marks	mark	VERB
cana-2259	4	40	a	a	DET
cana-2259	4	41	transformative	transformative	ADJ
cana-2259	4	42	era	era	NOUN
cana-2259	4	43	,	,	PUNCT
cana-2259	4	44	where	where	SCONJ
cana-2259	4	45	technology	technology	NOUN
cana-2259	4	46	reshapes	reshape	VERB
cana-2259	4	47	traditional	traditional	ADJ
cana-2259	4	48	drug	drug	NOUN
cana-2259	4	49	development	development	NOUN
cana-2259	4	50	processes	process	NOUN
cana-2259	4	51	.	.	PUNCT
cana-2259	5	1	this	this	DET
cana-2259	5	2	paper	paper	NOUN
cana-2259	5	3	delves	delve	VERB
cana-2259	5	4	into	into	ADP
cana-2259	5	5	the	the	DET
cana-2259	5	6	pivotal	pivotal	ADJ
cana-2259	5	7	role	role	NOUN
cana-2259	5	8	ai	ai	VERB
cana-2259	5	9	plays	play	NOUN
cana-2259	5	10	in	in	ADP
cana-2259	5	11	enhancing	enhance	VERB
cana-2259	5	12	efficiency	efficiency	NOUN
cana-2259	5	13	and	and	CCONJ
cana-2259	5	14	precision	precision	NOUN
cana-2259	5	15	in	in	ADP
cana-2259	5	16	drug	drug	NOUN
cana-2259	5	17	discovery	discovery	NOUN
cana-2259	5	18	,	,	PUNCT
cana-2259	5	19	testing	testing	NOUN
cana-2259	5	20	,	,	PUNCT
cana-2259	5	21	and	and	CCONJ
cana-2259	5	22	approval	approval	NOUN
cana-2259	5	23	.	.	PUNCT
cana-2259	6	1	existing	exist	VERB
cana-2259	6	2	methods	method	NOUN
cana-2259	6	3	in	in	ADP
cana-2259	6	4	drug	drug	NOUN
cana-2259	6	5	development	development	NOUN
cana-2259	6	6	often	often	ADV
cana-2259	6	7	suffer	suffer	VERB
cana-2259	6	8	from	from	ADP
cana-2259	6	9	high	high	ADJ
cana-2259	6	10	costs	cost	NOUN
cana-2259	6	11	,	,	PUNCT
cana-2259	6	12	extended	extended	ADJ
cana-2259	6	13	timelines	timeline	NOUN
cana-2259	6	14	,	,	PUNCT
cana-2259	6	15	and	and	CCONJ
cana-2259	6	16	high	high	ADJ
cana-2259	6	17	attrition	attrition	NOUN
cana-2259	6	18	rates	rate	NOUN
cana-2259	6	19	in	in	ADP
cana-2259	6	20	clinical	clinical	ADJ
cana-2259	6	21	trials	trial	NOUN
cana-2259	6	22	,	,	PUNCT
cana-2259	6	23	posing	pose	VERB
cana-2259	6	24	significant	significant	ADJ
cana-2259	6	25	barriers	barrier	NOUN
cana-2259	6	26	to	to	ADP
cana-2259	6	27	timely	timely	ADJ
cana-2259	6	28	patient	patient	ADJ
cana-2259	6	29	care	care	NOUN
cana-2259	6	30	.	.	PUNCT
cana-2259	7	1	to	to	PART
cana-2259	7	2	address	address	VERB
cana-2259	7	3	these	these	DET
cana-2259	7	4	issues	issue	NOUN
cana-2259	7	5	,	,	PUNCT
cana-2259	7	6	we	we	PRON
cana-2259	7	7	propose	propose	VERB
cana-2259	7	8	the	the	DET
cana-2259	7	9	drug	drug	NOUN
cana-2259	7	10	development	development	NOUN
cana-2259	7	11	based	base	VERB
cana-2259	7	12	on	on	ADP
cana-2259	7	13	artificial	artificial	ADJ
cana-2259	7	14	intelligence	intelligence	NOUN
cana-2259	7	15	(	(	PUNCT
cana-2259	7	16	dd	dd	NOUN
cana-2259	7	17	-	-	PUNCT
cana-2259	7	18	ai	ai	NOUN
cana-2259	7	19	)	)	PUNCT
cana-2259	7	20	framework	framework	NOUN
cana-2259	7	21	,	,	PUNCT
cana-2259	7	22	leveraging	leverage	VERB
cana-2259	7	23	ai	ai	NOUN
cana-2259	7	24	-	-	PUNCT
cana-2259	7	25	driven	drive	VERB
cana-2259	7	26	algorithms	algorithm	NOUN
cana-2259	7	27	and	and	CCONJ
cana-2259	7	28	machine	machine	NOUN
cana-2259	7	29	learning	learning	NOUN
cana-2259	7	30	models	model	NOUN
cana-2259	7	31	.	.	PUNCT
cana-2259	8	1	the	the	DET
cana-2259	8	2	dd	dd	ADJ
cana-2259	8	3	-	-	PUNCT
cana-2259	8	4	ai	ai	NOUN
cana-2259	8	5	framework	framework	NOUN
cana-2259	8	6	enhances	enhance	VERB
cana-2259	8	7	the	the	DET
cana-2259	8	8	identification	identification	NOUN
cana-2259	8	9	and	and	CCONJ
cana-2259	8	10	optimization	optimization	NOUN
cana-2259	8	11	of	of	ADP
cana-2259	8	12	drug	drug	NOUN
cana-2259	8	13	candidates	candidate	NOUN
cana-2259	8	14	,	,	PUNCT
cana-2259	8	15	predicts	predict	VERB
cana-2259	8	16	clinical	clinical	ADJ
cana-2259	8	17	trial	trial	NOUN
cana-2259	8	18	outcomes	outcome	NOUN
cana-2259	8	19	,	,	PUNCT
cana-2259	8	20	and	and	CCONJ
cana-2259	8	21	personalizes	personalize	VERB
cana-2259	8	22	patient	patient	ADJ
cana-2259	8	23	treatment	treatment	NOUN
cana-2259	8	24	plans	plan	NOUN
cana-2259	8	25	.	.	PUNCT
cana-2259	9	1	ai	ai	AUX
cana-2259	9	2	algorithms	algorithm	NOUN
cana-2259	9	3	analyze	analyze	VERB
cana-2259	9	4	vast	vast	ADJ
cana-2259	9	5	datasets	dataset	NOUN
cana-2259	9	6	to	to	PART
cana-2259	9	7	discover	discover	VERB
cana-2259	9	8	potential	potential	ADJ
cana-2259	9	9	drug	drug	NOUN
cana-2259	9	10	molecules	molecule	NOUN
cana-2259	9	11	,	,	PUNCT
cana-2259	9	12	simulate	simulate	VERB
cana-2259	9	13	their	their	PRON
cana-2259	9	14	interactions	interaction	NOUN
cana-2259	9	15	,	,	PUNCT
cana-2259	9	16	and	and	CCONJ
cana-2259	9	17	streamline	streamline	VERB
cana-2259	9	18	the	the	DET
cana-2259	9	19	clinical	clinical	ADJ
cana-2259	9	20	trial	trial	NOUN
cana-2259	9	21	process	process	NOUN
cana-2259	9	22	by	by	ADP
cana-2259	9	23	identifying	identify	VERB
cana-2259	9	24	the	the	DET
cana-2259	9	25	most	most	ADV
cana-2259	9	26	promising	promising	ADJ
cana-2259	9	27	candidates	candidate	NOUN
cana-2259	9	28	.	.	PUNCT
cana-2259	10	1	implementing	implement	VERB
cana-2259	10	2	the	the	DET
cana-2259	10	3	dd	dd	ADJ
cana-2259	10	4	-	-	PUNCT
cana-2259	10	5	ai	ai	NOUN
cana-2259	10	6	framework	framework	NOUN
cana-2259	10	7	has	have	AUX
cana-2259	10	8	demonstrated	demonstrate	VERB
cana-2259	10	9	substantial	substantial	ADJ
cana-2259	10	10	improvements	improvement	NOUN
cana-2259	10	11	in	in	ADP
cana-2259	10	12	reducing	reduce	VERB
cana-2259	10	13	drug	drug	NOUN
cana-2259	10	14	development	development	NOUN
cana-2259	10	15	costs	cost	NOUN
cana-2259	10	16	and	and	CCONJ
cana-2259	10	17	timelines	timeline	NOUN
cana-2259	10	18	while	while	SCONJ
cana-2259	10	19	increasing	increase	VERB
cana-2259	10	20	the	the	DET
cana-2259	10	21	accuracy	accuracy	NOUN
cana-2259	10	22	of	of	ADP
cana-2259	10	23	trial	trial	NOUN
cana-2259	10	24	outcomes	outcome	NOUN
cana-2259	10	25	.	.	PUNCT
cana-2259	11	1	ai	ai	VERB
cana-2259	11	2	's	's	PART
cana-2259	11	3	predictive	predictive	ADJ
cana-2259	11	4	capabilities	capability	NOUN
cana-2259	11	5	also	also	ADV
cana-2259	11	6	personalize	personalize	VERB
cana-2259	11	7	treatments	treatment	NOUN
cana-2259	11	8	,	,	PUNCT
cana-2259	11	9	optimizing	optimize	VERB
cana-2259	11	10	efficacy	efficacy	NOUN
cana-2259	11	11	and	and	CCONJ
cana-2259	11	12	minimizing	minimize	VERB
cana-2259	11	13	adverse	adverse	ADJ
cana-2259	11	14	effects	effect	NOUN
cana-2259	11	15	for	for	ADP
cana-2259	11	16	patients	patient	NOUN
cana-2259	11	17	.	.	PUNCT
cana-2259	12	1	the	the	DET
cana-2259	12	2	dd	dd	ADJ
cana-2259	12	3	-	-	PUNCT
cana-2259	12	4	ai	ai	NOUN
cana-2259	12	5	framework	framework	NOUN
cana-2259	12	6	offers	offer	VERB
cana-2259	12	7	a	a	DET
cana-2259	12	8	robust	robust	ADJ
cana-2259	12	9	solution	solution	NOUN
cana-2259	12	10	to	to	ADP
cana-2259	12	11	existing	exist	VERB
cana-2259	12	12	challenges	challenge	NOUN
cana-2259	12	13	in	in	ADP
cana-2259	12	14	drug	drug	NOUN
cana-2259	12	15	development	development	NOUN
cana-2259	12	16	,	,	PUNCT
cana-2259	12	17	fostering	foster	VERB
cana-2259	12	18	a	a	DET
cana-2259	12	19	more	more	ADV
cana-2259	12	20	efficient	efficient	ADJ
cana-2259	12	21	,	,	PUNCT
cana-2259	12	22	cost	cost	NOUN
cana-2259	12	23	-	-	PUNCT
cana-2259	12	24	effective	effective	ADJ
cana-2259	12	25	,	,	PUNCT
cana-2259	12	26	and	and	CCONJ
cana-2259	12	27	patient	patient	NOUN
cana-2259	12	28	-	-	PUNCT
cana-2259	12	29	centered	center	VERB
cana-2259	12	30	approach	approach	NOUN
cana-2259	12	31	.	.	PUNCT
cana-2259	13	1	the	the	DET
cana-2259	13	2	findings	finding	NOUN
cana-2259	13	3	underscore	underscore	VERB
cana-2259	13	4	ai	ai	VERB
cana-2259	13	5	's	's	PART
cana-2259	13	6	transformative	transformative	ADJ
cana-2259	13	7	potential	potential	NOUN
cana-2259	13	8	in	in	ADP
cana-2259	13	9	revolutionizing	revolutionize	VERB
cana-2259	13	10	pharmaceutical	pharmaceutical	ADJ
cana-2259	13	11	practices	practice	NOUN
cana-2259	13	12	,	,	PUNCT
cana-2259	13	13	ultimately	ultimately	ADV
cana-2259	13	14	benefiting	benefit	VERB
cana-2259	13	15	patients	patient	NOUN
cana-2259	13	16	with	with	ADP
cana-2259	13	17	faster	fast	ADJ
cana-2259	13	18	and	and	CCONJ
cana-2259	13	19	more	more	ADV
cana-2259	13	20	precise	precise	ADJ
cana-2259	13	21	medical	medical	ADJ
cana-2259	13	22	solutions	solution	NOUN
cana-2259	13	23	.	.	PUNCT
cana-2259	14	1	keywords	keyword	NOUN
cana-2259	14	2	:	:	PUNCT
cana-2259	14	3	drug	drug	NOUN
cana-2259	14	4	development	development	NOUN
cana-2259	14	5	,	,	PUNCT
cana-2259	14	6	artificial	artificial	ADJ
cana-2259	14	7	intelligence	intelligence	NOUN
cana-2259	14	8	,	,	PUNCT
cana-2259	14	9	patient	patient	ADJ
cana-2259	14	10	treatment	treatment	NOUN
cana-2259	14	11	plans	plan	NOUN
cana-2259	14	12	.	.	PUNCT
cana-2259	15	1	1	1	X
cana-2259	15	2	.	.	X
cana-2259	15	3	introduction	introduction	NOUN
cana-2259	15	4	ai	ai	VERB
cana-2259	15	5	can	can	AUX
cana-2259	15	6	help	help	VERB
cana-2259	15	7	with	with	ADP
cana-2259	15	8	rational	rational	ADJ
cana-2259	15	9	drug	drug	NOUN
cana-2259	15	10	design	design	NOUN
cana-2259	15	11	,	,	PUNCT
cana-2259	15	12	decision	decision	NOUN
cana-2259	15	13	-	-	PUNCT
cana-2259	15	14	making	making	NOUN
cana-2259	15	15	,	,	PUNCT
cana-2259	15	16	determining	determine	VERB
cana-2259	15	17	the	the	DET
cana-2259	15	18	right	right	ADJ
cana-2259	15	19	therapy	therapy	NOUN
cana-2259	15	20	for	for	ADP
cana-2259	15	21	a	a	DET
cana-2259	15	22	patient	patient	NOUN
cana-2259	15	23	,	,	PUNCT
cana-2259	15	24	and	and	CCONJ
cana-2259	15	25	managing	manage	VERB
cana-2259	15	26	and	and	CCONJ
cana-2259	15	27	using	use	VERB
cana-2259	15	28	generated	generate	VERB
cana-2259	15	29	clinical	clinical	ADJ
cana-2259	15	30	data	datum	NOUN
cana-2259	15	31	for	for	ADP
cana-2259	15	32	future	future	ADJ
cana-2259	15	33	drug	drug	NOUN
cana-2259	15	34	development	development	NOUN
cana-2259	15	35	,	,	PUNCT
cana-2259	15	36	it	it	PRON
cana-2259	15	37	is	be	AUX
cana-2259	15	38	easy	easy	ADJ
cana-2259	15	39	to	to	PART
cana-2259	15	40	imagine	imagine	VERB
cana-2259	15	41	its	its	PRON
cana-2259	15	42	involvement	involvement	NOUN
cana-2259	15	43	in	in	ADP
cana-2259	15	44	the	the	DET
cana-2259	15	45	entire	entire	ADJ
cana-2259	15	46	pharmaceutical	pharmaceutical	ADJ
cana-2259	15	47	product	product	NOUN
cana-2259	15	48	life	life	NOUN
cana-2259	15	49	cycle	cycle	NOUN
cana-2259	15	50	[	[	X
cana-2259	15	51	1	1	NUM
cana-2259	15	52	]	]	PUNCT
cana-2259	15	53	.	.	PUNCT
cana-2259	16	1	with	with	ADP
cana-2259	16	2	the	the	DET
cana-2259	16	3	use	use	NOUN
cana-2259	16	4	of	of	ADP
cana-2259	16	5	machine	machine	NOUN
cana-2259	16	6	learning	learn	VERB
cana-2259	16	7	algorithms	algorithm	NOUN
cana-2259	16	8	and	and	CCONJ
cana-2259	16	9	an	an	DET
cana-2259	16	10	intuitive	intuitive	ADJ
cana-2259	16	11	user	user	NOUN
cana-2259	16	12	interface	interface	NOUN
cana-2259	16	13	,	,	PUNCT
cana-2259	16	14	e	e	X
cana-2259	16	15	-	-	ADJ
cana-2259	16	16	vai	vai	ADJ
cana-2259	16	17	generates	generate	VERB
cana-2259	16	18	analytical	analytical	ADJ
cana-2259	16	19	roadmaps	roadmap	NOUN
cana-2259	16	20	based	base	VERB
cana-2259	16	21	on	on	ADP
cana-2259	16	22	competitors	competitor	NOUN
cana-2259	16	23	,	,	PUNCT
cana-2259	16	24	important	important	ADJ
cana-2259	16	25	stakeholders	stakeholder	NOUN
cana-2259	16	26	,	,	PUNCT
cana-2259	16	27	and	and	CCONJ
cana-2259	16	28	current	current	ADJ
cana-2259	16	29	market	market	NOUN
cana-2259	16	30	share	share	NOUN
cana-2259	17	1	[	[	X
cana-2259	17	2	23	23	NUM
cana-2259	17	3	]	]	PUNCT
cana-2259	17	4	.	.	PUNCT
cana-2259	18	1	these	these	DET
cana-2259	18	2	roadmaps	roadmap	NOUN
cana-2259	18	3	then	then	ADV
cana-2259	18	4	predict	predict	VERB
cana-2259	18	5	the	the	DET
cana-2259	18	6	key	key	ADJ
cana-2259	18	7	drivers	driver	NOUN
cana-2259	18	8	of	of	ADP
cana-2259	18	9	pharmaceutical	pharmaceutical	NOUN
cana-2259	18	10	sales	sale	NOUN
cana-2259	18	11	,	,	PUNCT
cana-2259	18	12	allowing	allow	VERB
cana-2259	18	13	marketing	marketing	NOUN
cana-2259	18	14	executives	executive	NOUN
cana-2259	18	15	to	to	PART
cana-2259	18	16	reinvest	reinvest	VERB
cana-2259	18	17	in	in	ADP
cana-2259	18	18	areas	area	NOUN
cana-2259	18	19	with	with	ADP
cana-2259	18	20	poor	poor	ADJ
cana-2259	18	21	performance	performance	NOUN
cana-2259	18	22	and	and	CCONJ
cana-2259	18	23	maximise	maximise	NOUN
cana-2259	18	24	market	market	NOUN
cana-2259	18	25	share	share	NOUN
cana-2259	18	26	[	[	X
cana-2259	18	27	3	3	NUM
cana-2259	18	28	]	]	PUNCT
cana-2259	18	29	.	.	PUNCT
cana-2259	19	1	this	this	DET
cana-2259	19	2	paper	paper	NOUN
cana-2259	19	3	provides	provide	VERB
cana-2259	19	4	a	a	DET
cana-2259	19	5	concise	concise	ADJ
cana-2259	19	6	overview	overview	NOUN
cana-2259	19	7	of	of	ADP
cana-2259	19	8	the	the	DET
cana-2259	19	9	many	many	ADJ
cana-2259	19	10	ai	ai	ADJ
cana-2259	19	11	applications	application	NOUN
cana-2259	19	12	used	use	VERB
cana-2259	19	13	in	in	ADP
cana-2259	19	14	the	the	DET
cana-2259	19	15	pharmaceutical	pharmaceutical	ADJ
cana-2259	19	16	industry	industry	NOUN
cana-2259	19	17	[	[	X
cana-2259	19	18	17	17	NUM
cana-2259	19	19	]	]	PUNCT
cana-2259	19	20	.	.	PUNCT
cana-2259	20	1	the	the	DET
cana-2259	20	2	pharmaceutical	pharmaceutical	NOUN
cana-2259	20	3	business	business	NOUN
cana-2259	20	4	is	be	AUX
cana-2259	20	5	one	one	NUM
cana-2259	20	6	of	of	ADP
cana-2259	20	7	several	several	ADJ
cana-2259	20	8	that	that	PRON
cana-2259	20	9	has	have	AUX
cana-2259	20	10	seen	see	VERB
cana-2259	20	11	a	a	DET
cana-2259	20	12	rise	rise	NOUN
cana-2259	20	13	in	in	ADP
cana-2259	20	14	the	the	DET
cana-2259	20	15	use	use	NOUN
cana-2259	20	16	of	of	ADP
cana-2259	20	17	artificial	artificial	ADJ
cana-2259	20	18	intelligence	intelligence	NOUN
cana-2259	20	19	[	[	X
cana-2259	20	20	5	5	NUM
cana-2259	20	21	]	]	PUNCT
cana-2259	20	22	.	.	PUNCT
cana-2259	21	1	to	to	PART
cana-2259	21	2	reduce	reduce	VERB
cana-2259	21	3	human	human	ADJ
cana-2259	21	4	workload	workload	NOUN
cana-2259	21	5	and	and	CCONJ
cana-2259	21	6	achieve	achieve	VERB
cana-2259	21	7	targets	target	NOUN
cana-2259	21	8	in	in	ADP
cana-2259	21	9	a	a	DET
cana-2259	21	10	short	short	ADJ
cana-2259	21	11	period	period	NOUN
cana-2259	21	12	of	of	ADP
cana-2259	21	13	time	time	NOUN
cana-2259	21	14	,	,	PUNCT
cana-2259	21	15	ai	ai	VERB
cana-2259	21	16	is	be	AUX
cana-2259	21	17	being	be	AUX
cana-2259	21	18	used	use	VERB
cana-2259	21	19	in	in	ADP
cana-2259	21	20	various	various	ADJ
cana-2259	21	21	sectors	sector	NOUN
cana-2259	21	22	of	of	ADP
cana-2259	21	23	the	the	DET
cana-2259	21	24	pharmaceutical	pharmaceutical	ADJ
cana-2259	21	25	industry	industry	NOUN
cana-2259	21	26	[	[	X
cana-2259	21	27	18	18	NUM
cana-2259	21	28	]	]	PUNCT
cana-2259	21	29	.	.	PUNCT
cana-2259	22	1	in	in	ADP
cana-2259	22	2	this	this	DET
cana-2259	22	3	paper	paper	NOUN
cana-2259	22	4	,	,	PUNCT
cana-2259	22	5	dd	dd	ADJ
cana-2259	22	6	-	-	PUNCT
cana-2259	22	7	ai	ai	NOUN
cana-2259	22	8	focus	focus	NOUN
cana-2259	22	9	on	on	ADP
cana-2259	22	10	drug	drug	NOUN
cana-2259	22	11	discovery	discovery	NOUN
cana-2259	22	12	and	and	CCONJ
cana-2259	22	13	development	development	NOUN
cana-2259	22	14	,	,	PUNCT
cana-2259	22	15	drug	drug	NOUN
cana-2259	22	16	repurposing	repurposing	NOUN
cana-2259	22	17	,	,	PUNCT
cana-2259	22	18	improving	improve	VERB
cana-2259	22	19	pharmaceutical	pharmaceutical	ADJ
cana-2259	22	20	productivity	productivity	NOUN
cana-2259	22	21	,	,	PUNCT
cana-2259	22	22	and	and	CCONJ
cana-2259	22	23	clinical	clinical	ADJ
cana-2259	22	24	trials	trial	NOUN
cana-2259	22	25	,	,	PUNCT
cana-2259	22	26	among	among	ADP
cana-2259	22	27	communications	communication	NOUN
cana-2259	22	28	on	on	ADP
cana-2259	22	29	applied	apply	VERB
cana-2259	22	30	nonlinear	nonlinear	ADJ
cana-2259	22	31	analysis	analysis	NOUN
cana-2259	22	32	issn	issn	NOUN
cana-2259	22	33	:	:	PUNCT
cana-2259	22	34	1074	1074	NUM
cana-2259	22	35	-	-	PUNCT
cana-2259	22	36	133x	133x	NUM
cana-2259	22	37	vol	vol	NOUN
cana-2259	22	38	32	32	NUM
cana-2259	22	39	no	no	NOUN
cana-2259	22	40	.	.	PUNCT
cana-2259	23	1	2s	2s	NUM
cana-2259	23	2	(	(	PUNCT
cana-2259	23	3	2025	2025	NUM
cana-2259	23	4	)	)	PUNCT
cana-2259	23	5	139	139	NUM
cana-2259	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	23	7	others	other	NOUN
cana-2259	24	1	[	[	X
cana-2259	24	2	7	7	NUM
cana-2259	24	3	]	]	PUNCT
cana-2259	24	4	.	.	PUNCT
cana-2259	25	1	along	along	ADP
cana-2259	25	2	with	with	ADP
cana-2259	25	3	the	the	DET
cana-2259	25	4	future	future	NOUN
cana-2259	25	5	of	of	ADP
cana-2259	25	6	ai	ai	NOUN
cana-2259	25	7	in	in	ADP
cana-2259	25	8	the	the	DET
cana-2259	25	9	pharmaceutical	pharmaceutical	NOUN
cana-2259	25	10	sector	sector	NOUN
cana-2259	25	11	,	,	PUNCT
cana-2259	25	12	it	it	PRON
cana-2259	25	13	covers	cover	VERB
cana-2259	25	14	crosstalk	crosstalk	NOUN
cana-2259	25	15	between	between	ADP
cana-2259	25	16	the	the	DET
cana-2259	25	17	tools	tool	NOUN
cana-2259	25	18	and	and	CCONJ
cana-2259	25	19	methods	method	NOUN
cana-2259	25	20	used	use	VERB
cana-2259	25	21	in	in	ADP
cana-2259	25	22	ai	ai	PROPN
cana-2259	25	23	,	,	PUNCT
cana-2259	25	24	current	current	ADJ
cana-2259	25	25	obstacles	obstacle	NOUN
cana-2259	25	26	,	,	PUNCT
cana-2259	25	27	and	and	CCONJ
cana-2259	25	28	solutions	solution	NOUN
cana-2259	25	29	to	to	PART
cana-2259	25	30	solve	solve	VERB
cana-2259	25	31	them	they	PRON
cana-2259	25	32	[	[	X
cana-2259	25	33	19	19	NUM
cana-2259	25	34	]	]	PUNCT
cana-2259	25	35	.	.	PUNCT
cana-2259	26	1	acquiring	acquire	VERB
cana-2259	26	2	,	,	PUNCT
cana-2259	26	3	analysing	analyse	VERB
cana-2259	26	4	,	,	PUNCT
cana-2259	26	5	and	and	CCONJ
cana-2259	26	6	utilising	utilise	VERB
cana-2259	26	7	such	such	ADJ
cana-2259	26	8	information	information	NOUN
cana-2259	26	9	to	to	PART
cana-2259	26	10	address	address	VERB
cana-2259	26	11	complicated	complicated	ADJ
cana-2259	26	12	healthcare	healthcare	NOUN
cana-2259	26	13	issues	issue	NOUN
cana-2259	26	14	becomes	become	VERB
cana-2259	26	15	more	more	ADV
cana-2259	26	16	challenging	challenging	ADJ
cana-2259	26	17	with	with	ADP
cana-2259	26	18	digitalisation	digitalisation	NOUN
cana-2259	26	19	[	[	X
cana-2259	26	20	4	4	NUM
cana-2259	26	21	]	]	X
cana-2259	26	22	[	[	X
cana-2259	26	23	9	9	NUM
cana-2259	26	24	]	]	PUNCT
cana-2259	26	25	.	.	PUNCT
cana-2259	27	1	this	this	PRON
cana-2259	27	2	is	be	AUX
cana-2259	27	3	why	why	SCONJ
cana-2259	27	4	ai	ai	AUX
cana-2259	27	5	is	be	AUX
cana-2259	27	6	being	be	AUX
cana-2259	27	7	used	use	VERB
cana-2259	27	8	;	;	PUNCT
cana-2259	27	9	it	it	PRON
cana-2259	27	10	can	can	AUX
cana-2259	27	11	automate	automate	VERB
cana-2259	27	12	processes	process	NOUN
cana-2259	27	13	and	and	CCONJ
cana-2259	27	14	manage	manage	VERB
cana-2259	27	15	massive	massive	ADJ
cana-2259	27	16	amounts	amount	NOUN
cana-2259	27	17	of	of	ADP
cana-2259	27	18	data	datum	NOUN
cana-2259	27	19	[	[	X
cana-2259	27	20	8	8	NUM
cana-2259	27	21	]	]	X
cana-2259	28	1	[	[	X
cana-2259	28	2	20	20	NUM
cana-2259	28	3	]	]	PUNCT
cana-2259	28	4	.	.	PUNCT
cana-2259	29	1	ai	ai	VERB
cana-2259	29	2	refers	refer	VERB
cana-2259	29	3	to	to	ADP
cana-2259	29	4	a	a	DET
cana-2259	29	5	technological	technological	ADJ
cana-2259	29	6	system	system	NOUN
cana-2259	29	7	that	that	PRON
cana-2259	29	8	uses	use	VERB
cana-2259	29	9	a	a	DET
cana-2259	29	10	variety	variety	NOUN
cana-2259	29	11	of	of	ADP
cana-2259	29	12	sophisticated	sophisticated	ADJ
cana-2259	29	13	tools	tool	NOUN
cana-2259	29	14	and	and	CCONJ
cana-2259	29	15	networks	network	NOUN
cana-2259	29	16	to	to	PART
cana-2259	29	17	simulate	simulate	VERB
cana-2259	29	18	human	human	ADJ
cana-2259	29	19	intellect	intellect	NOUN
cana-2259	29	20	[	[	X
cana-2259	29	21	12	12	NUM
cana-2259	29	22	]	]	PUNCT
cana-2259	29	23	.	.	PUNCT
cana-2259	30	1	however	however	ADV
cana-2259	30	2	,	,	PUNCT
cana-2259	30	3	it	it	PRON
cana-2259	30	4	does	do	AUX
cana-2259	30	5	not	not	PART
cana-2259	30	6	pose	pose	VERB
cana-2259	30	7	a	a	DET
cana-2259	30	8	serious	serious	ADJ
cana-2259	30	9	danger	danger	NOUN
cana-2259	30	10	of	of	ADP
cana-2259	30	11	totally	totally	ADV
cana-2259	30	12	displacing	displace	VERB
cana-2259	30	13	the	the	DET
cana-2259	30	14	need	need	NOUN
cana-2259	30	15	for	for	ADP
cana-2259	30	16	human	human	ADJ
cana-2259	30	17	interaction	interaction	NOUN
cana-2259	30	18	[	[	X
cana-2259	30	19	11	11	NUM
cana-2259	30	20	]	]	PUNCT
cana-2259	30	21	.	.	PUNCT
cana-2259	31	1	the	the	DET
cana-2259	31	2	main	main	ADJ
cana-2259	31	3	objective	objective	NOUN
cana-2259	31	4	of	of	ADP
cana-2259	31	5	this	this	DET
cana-2259	31	6	paper	paper	NOUN
cana-2259	31	7	is	be	AUX
cana-2259	31	8	as	as	SCONJ
cana-2259	31	9	follows	follow	VERB
cana-2259	31	10	:	:	PUNCT
cana-2259	31	11	•	•	ADP
cana-2259	31	12	to	to	PART
cana-2259	31	13	cut	cut	VERB
cana-2259	31	14	down	down	ADP
cana-2259	31	15	on	on	ADP
cana-2259	31	16	time	time	NOUN
cana-2259	31	17	and	and	CCONJ
cana-2259	31	18	money	money	NOUN
cana-2259	31	19	spent	spend	VERB
cana-2259	31	20	on	on	ADP
cana-2259	31	21	early	early	ADJ
cana-2259	31	22	stages	stage	NOUN
cana-2259	31	23	of	of	ADP
cana-2259	31	24	drug	drug	NOUN
cana-2259	31	25	development	development	NOUN
cana-2259	31	26	by	by	ADP
cana-2259	31	27	using	use	VERB
cana-2259	31	28	aidriven	aidriven	ADJ
cana-2259	31	29	algorithms	algorithm	NOUN
cana-2259	31	30	to	to	PART
cana-2259	31	31	find	find	VERB
cana-2259	31	32	and	and	CCONJ
cana-2259	31	33	optimise	optimise	VERB
cana-2259	31	34	possible	possible	ADJ
cana-2259	31	35	therapeutic	therapeutic	ADJ
cana-2259	31	36	candidates	candidate	NOUN
cana-2259	31	37	.	.	PUNCT
cana-2259	32	1	•	•	NUM
cana-2259	32	2	the	the	DET
cana-2259	32	3	goal	goal	NOUN
cana-2259	32	4	is	be	AUX
cana-2259	32	5	to	to	PART
cana-2259	32	6	streamline	streamline	VERB
cana-2259	32	7	the	the	DET
cana-2259	32	8	trial	trial	NOUN
cana-2259	32	9	process	process	NOUN
cana-2259	32	10	,	,	PUNCT
cana-2259	32	11	reduce	reduce	VERB
cana-2259	32	12	attrition	attrition	NOUN
cana-2259	32	13	rates	rate	NOUN
cana-2259	32	14	,	,	PUNCT
cana-2259	32	15	and	and	CCONJ
cana-2259	32	16	speed	speed	VERB
cana-2259	32	17	up	up	ADP
cana-2259	32	18	medication	medication	NOUN
cana-2259	32	19	approval	approval	NOUN
cana-2259	32	20	by	by	ADP
cana-2259	32	21	using	use	VERB
cana-2259	32	22	machine	machine	NOUN
cana-2259	32	23	learning	learning	NOUN
cana-2259	32	24	models	model	NOUN
cana-2259	32	25	for	for	ADP
cana-2259	32	26	clinical	clinical	ADJ
cana-2259	32	27	trial	trial	NOUN
cana-2259	32	28	success	success	NOUN
cana-2259	32	29	prediction	prediction	NOUN
cana-2259	32	30	,	,	PUNCT
cana-2259	32	31	candidate	candidate	NOUN
cana-2259	32	32	identification	identification	NOUN
cana-2259	32	33	,	,	PUNCT
cana-2259	32	34	and	and	CCONJ
cana-2259	32	35	streamlining	streamlining	NOUN
cana-2259	32	36	.	.	PUNCT
cana-2259	33	1	•	•	NUM
cana-2259	33	2	the	the	DET
cana-2259	33	3	goal	goal	NOUN
cana-2259	33	4	is	be	AUX
cana-2259	33	5	to	to	PART
cana-2259	33	6	use	use	VERB
cana-2259	33	7	ai	ai	NOUN
cana-2259	33	8	's	's	PART
cana-2259	33	9	predictive	predictive	ADJ
cana-2259	33	10	skills	skill	NOUN
cana-2259	33	11	to	to	PART
cana-2259	33	12	personalise	personalise	VERB
cana-2259	33	13	therapies	therapy	NOUN
cana-2259	33	14	,	,	PUNCT
cana-2259	33	15	making	make	VERB
cana-2259	33	16	them	they	PRON
cana-2259	33	17	more	more	ADV
cana-2259	33	18	effective	effective	ADJ
cana-2259	33	19	while	while	SCONJ
cana-2259	33	20	reducing	reduce	VERB
cana-2259	33	21	side	side	NOUN
cana-2259	33	22	effects	effect	NOUN
cana-2259	33	23	,	,	PUNCT
cana-2259	33	24	and	and	CCONJ
cana-2259	33	25	ultimately	ultimately	ADV
cana-2259	33	26	putting	put	VERB
cana-2259	33	27	the	the	DET
cana-2259	33	28	patient	patient	NOUN
cana-2259	33	29	at	at	ADP
cana-2259	33	30	the	the	DET
cana-2259	33	31	centre	centre	NOUN
cana-2259	33	32	of	of	ADP
cana-2259	33	33	pharmaceutical	pharmaceutical	NOUN
cana-2259	33	34	operations	operation	NOUN
cana-2259	33	35	.	.	PUNCT
cana-2259	34	1	the	the	DET
cana-2259	34	2	remaining	remain	VERB
cana-2259	34	3	of	of	ADP
cana-2259	34	4	this	this	DET
cana-2259	34	5	paper	paper	NOUN
cana-2259	34	6	is	be	AUX
cana-2259	34	7	structured	structure	VERB
cana-2259	34	8	as	as	SCONJ
cana-2259	34	9	follows	follow	VERB
cana-2259	34	10	:	:	PUNCT
cana-2259	34	11	in	in	ADP
cana-2259	34	12	section	section	NOUN
cana-2259	34	13	2	2	NUM
cana-2259	34	14	,	,	PUNCT
cana-2259	34	15	the	the	DET
cana-2259	34	16	related	related	ADJ
cana-2259	34	17	work	work	NOUN
cana-2259	34	18	of	of	ADP
cana-2259	34	19	drug	drug	NOUN
cana-2259	34	20	development	development	NOUN
cana-2259	34	21	is	be	AUX
cana-2259	34	22	studied	study	VERB
cana-2259	34	23	.	.	PUNCT
cana-2259	35	1	in	in	ADP
cana-2259	35	2	section	section	NOUN
cana-2259	35	3	3	3	NUM
cana-2259	35	4	,	,	PUNCT
cana-2259	35	5	the	the	DET
cana-2259	35	6	proposed	propose	VERB
cana-2259	35	7	methodology	methodology	NOUN
cana-2259	35	8	of	of	ADP
cana-2259	35	9	dd	dd	NOUN
cana-2259	35	10	-	-	PUNCT
cana-2259	35	11	ai	ai	NOUN
cana-2259	35	12	is	be	AUX
cana-2259	35	13	explained	explain	VERB
cana-2259	35	14	.	.	PUNCT
cana-2259	36	1	in	in	ADP
cana-2259	36	2	section	section	NOUN
cana-2259	36	3	4	4	NUM
cana-2259	36	4	,	,	PUNCT
cana-2259	36	5	the	the	DET
cana-2259	36	6	efficiency	efficiency	NOUN
cana-2259	36	7	of	of	ADP
cana-2259	36	8	dd	dd	NOUN
cana-2259	36	9	-	-	PUNCT
cana-2259	36	10	ai	ai	NOUN
cana-2259	36	11	is	be	AUX
cana-2259	36	12	discussed	discuss	VERB
cana-2259	36	13	and	and	CCONJ
cana-2259	36	14	analysed	analyse	VERB
cana-2259	36	15	.	.	PUNCT
cana-2259	37	1	finally	finally	ADV
cana-2259	37	2	,	,	PUNCT
cana-2259	37	3	in	in	ADP
cana-2259	37	4	section	section	NOUN
cana-2259	37	5	5	5	NUM
cana-2259	37	6	the	the	DET
cana-2259	37	7	paper	paper	NOUN
cana-2259	37	8	is	be	AUX
cana-2259	37	9	concluded	conclude	VERB
cana-2259	37	10	.	.	PUNCT
cana-2259	38	1	2	2	X
cana-2259	38	2	.	.	X
cana-2259	38	3	related	relate	VERB
cana-2259	38	4	work	work	NOUN
cana-2259	38	5	data	datum	NOUN
cana-2259	38	6	issues	issue	NOUN
cana-2259	38	7	,	,	PUNCT
cana-2259	38	8	including	include	VERB
cana-2259	38	9	data	datum	NOUN
cana-2259	38	10	size	size	NOUN
cana-2259	38	11	,	,	PUNCT
cana-2259	38	12	variety	variety	NOUN
cana-2259	38	13	,	,	PUNCT
cana-2259	38	14	growth	growth	NOUN
cana-2259	38	15	,	,	PUNCT
cana-2259	38	16	and	and	CCONJ
cana-2259	38	17	unpredictability	unpredictability	NOUN
cana-2259	38	18	,	,	PUNCT
cana-2259	38	19	pose	pose	VERB
cana-2259	38	20	serious	serious	ADJ
cana-2259	38	21	problems	problem	NOUN
cana-2259	38	22	for	for	ADP
cana-2259	38	23	ai	ai	PROPN
cana-2259	38	24	.	.	PUNCT
cana-2259	38	25	pharmaceutical	pharmaceutical	NOUN
cana-2259	38	26	businesses	business	NOUN
cana-2259	38	27	sometimes	sometimes	ADV
cana-2259	38	28	have	have	VERB
cana-2259	38	29	data	data	NOUN
cana-2259	38	30	sets	set	NOUN
cana-2259	38	31	that	that	PRON
cana-2259	38	32	include	include	VERB
cana-2259	38	33	millions	million	NOUN
cana-2259	38	34	of	of	ADP
cana-2259	38	35	substances	substance	NOUN
cana-2259	38	36	;	;	PUNCT
cana-2259	38	37	conventional	conventional	ADJ
cana-2259	38	38	ml	ml	NOUN
cana-2259	38	39	systems	system	NOUN
cana-2259	38	40	may	may	AUX
cana-2259	38	41	struggle	struggle	VERB
cana-2259	38	42	to	to	PART
cana-2259	38	43	handle	handle	VERB
cana-2259	38	44	this	this	DET
cana-2259	38	45	volume	volume	NOUN
cana-2259	38	46	of	of	ADP
cana-2259	38	47	information	information	NOUN
cana-2259	38	48	[	[	X
cana-2259	38	49	14	14	NUM
cana-2259	38	50	]	]	PUNCT
cana-2259	38	51	.	.	PUNCT
cana-2259	39	1	a	a	DET
cana-2259	39	2	computer	computer	NOUN
cana-2259	39	3	model	model	NOUN
cana-2259	39	4	based	base	VERB
cana-2259	39	5	on	on	ADP
cana-2259	39	6	quantitative	quantitative	ADJ
cana-2259	39	7	structure	structure	NOUN
cana-2259	39	8	-	-	PUNCT
cana-2259	39	9	activity	activity	NOUN
cana-2259	39	10	relationships	relationship	NOUN
cana-2259	39	11	may	may	AUX
cana-2259	39	12	rapidly	rapidly	ADV
cana-2259	39	13	forecast	forecast	VERB
cana-2259	39	14	a	a	DET
cana-2259	39	15	large	large	ADJ
cana-2259	39	16	number	number	NOUN
cana-2259	39	17	of	of	ADP
cana-2259	39	18	chemicals	chemical	NOUN
cana-2259	39	19	or	or	CCONJ
cana-2259	39	20	basic	basic	ADJ
cana-2259	39	21	physicochemical	physicochemical	ADJ
cana-2259	39	22	characteristics	characteristic	NOUN
cana-2259	39	23	like	like	ADP
cana-2259	39	24	log	log	NOUN
cana-2259	39	25	p	p	NOUN
cana-2259	39	26	or	or	CCONJ
cana-2259	39	27	log	log	VERB
cana-2259	39	28	d.	d.	PROPN
cana-2259	39	29	but	but	CCONJ
cana-2259	39	30	these	these	DET
cana-2259	39	31	models	model	NOUN
cana-2259	39	32	ca	can	AUX
cana-2259	39	33	n't	not	PART
cana-2259	39	34	even	even	ADV
cana-2259	39	35	begin	begin	VERB
cana-2259	39	36	to	to	PART
cana-2259	39	37	anticipate	anticipate	VERB
cana-2259	39	38	simple	simple	ADJ
cana-2259	39	39	biological	biological	ADJ
cana-2259	39	40	features	feature	NOUN
cana-2259	39	41	like	like	ADP
cana-2259	39	42	a	a	DET
cana-2259	39	43	compound	compound	NOUN
cana-2259	39	44	's	's	PART
cana-2259	39	45	effectiveness	effectiveness	NOUN
cana-2259	39	46	or	or	CCONJ
cana-2259	39	47	side	side	NOUN
cana-2259	39	48	effects	effect	NOUN
cana-2259	39	49	.	.	PUNCT
cana-2259	40	1	small	small	ADJ
cana-2259	40	2	training	training	NOUN
cana-2259	40	3	sets	set	NOUN
cana-2259	40	4	,	,	PUNCT
cana-2259	40	5	experimental	experimental	ADJ
cana-2259	40	6	data	datum	NOUN
cana-2259	40	7	errors	error	NOUN
cana-2259	40	8	in	in	ADP
cana-2259	40	9	training	training	NOUN
cana-2259	40	10	sets	set	NOUN
cana-2259	40	11	,	,	PUNCT
cana-2259	40	12	and	and	CCONJ
cana-2259	40	13	an	an	DET
cana-2259	40	14	absence	absence	NOUN
cana-2259	40	15	of	of	ADP
cana-2259	40	16	experimental	experimental	ADJ
cana-2259	40	17	validations	validation	NOUN
cana-2259	40	18	are	be	AUX
cana-2259	40	19	other	other	ADJ
cana-2259	40	20	issues	issue	NOUN
cana-2259	40	21	that	that	PRON
cana-2259	40	22	ai	ai	VERB
cana-2259	40	23	-	-	PUNCT
cana-2259	40	24	based	base	VERB
cana-2259	40	25	models	model	NOUN
cana-2259	40	26	encounter	encounter	VERB
cana-2259	40	27	.	.	PUNCT
cana-2259	41	1	pharma	pharma	PROPN
cana-2259	41	2	and	and	CCONJ
cana-2259	41	3	bio	bio	NOUN
cana-2259	41	4	-	-	NOUN
cana-2259	41	5	technology	technology	NOUN
cana-2259	41	6	in	in	ADP
cana-2259	41	7	digital	digital	ADJ
cana-2259	41	8	health	health	NOUN
cana-2259	41	9	(	(	PUNCT
cana-2259	41	10	p	p	NOUN
cana-2259	41	11	-	-	PUNCT
cana-2259	41	12	bt	bt	NOUN
cana-2259	41	13	-	-	ADJ
cana-2259	41	14	dh):health	dh):health	ADJ
cana-2259	41	15	outcomes	outcome	NOUN
cana-2259	41	16	and	and	CCONJ
cana-2259	41	17	healthcare	healthcare	NOUN
cana-2259	41	18	delivery	delivery	NOUN
cana-2259	41	19	may	may	AUX
cana-2259	41	20	be	be	AUX
cana-2259	41	21	enhanced	enhance	VERB
cana-2259	41	22	by	by	ADP
cana-2259	41	23	digital	digital	ADJ
cana-2259	41	24	health	health	NOUN
cana-2259	41	25	interventions	intervention	NOUN
cana-2259	41	26	,	,	PUNCT
cana-2259	41	27	which	which	PRON
cana-2259	41	28	include	include	VERB
cana-2259	41	29	the	the	DET
cana-2259	41	30	use	use	NOUN
cana-2259	41	31	of	of	ADP
cana-2259	41	32	digital	digital	ADJ
cana-2259	41	33	technology	technology	NOUN
cana-2259	41	34	and	and	CCONJ
cana-2259	41	35	linked	link	VERB
cana-2259	41	36	devices	device	NOUN
cana-2259	41	37	[	[	X
cana-2259	41	38	2	2	NUM
cana-2259	41	39	]	]	PUNCT
cana-2259	41	40	.	.	PUNCT
cana-2259	42	1	this	this	PRON
cana-2259	42	2	encompasses	encompass	VERB
cana-2259	42	3	a	a	DET
cana-2259	42	4	wide	wide	ADJ
cana-2259	42	5	range	range	NOUN
cana-2259	42	6	of	of	ADP
cana-2259	42	7	digital	digital	ADJ
cana-2259	42	8	health	health	NOUN
cana-2259	42	9	technologies	technology	NOUN
cana-2259	42	10	,	,	PUNCT
cana-2259	42	11	such	such	ADJ
cana-2259	42	12	as	as	ADP
cana-2259	42	13	telemedicine	telemedicine	NOUN
cana-2259	42	14	,	,	PUNCT
cana-2259	42	15	ehrs	ehrs	ADJ
cana-2259	42	16	,	,	PUNCT
cana-2259	42	17	wearables	wearable	NOUN
cana-2259	42	18	,	,	PUNCT
cana-2259	42	19	and	and	CCONJ
cana-2259	42	20	mobile	mobile	ADJ
cana-2259	42	21	health	health	NOUN
cana-2259	42	22	apps	app	NOUN
cana-2259	42	23	[	[	X
cana-2259	42	24	10	10	NUM
cana-2259	42	25	]	]	PUNCT
cana-2259	42	26	.	.	PUNCT
cana-2259	43	1	consequently	consequently	ADV
cana-2259	43	2	,	,	PUNCT
cana-2259	43	3	a	a	DET
cana-2259	43	4	number	number	NOUN
cana-2259	43	5	of	of	ADP
cana-2259	43	6	research	research	NOUN
cana-2259	43	7	and	and	CCONJ
cana-2259	43	8	development	development	NOUN
cana-2259	43	9	initiatives	initiative	NOUN
cana-2259	43	10	across	across	ADP
cana-2259	43	11	disciplines	discipline	NOUN
cana-2259	43	12	are	be	AUX
cana-2259	43	13	picking	pick	VERB
cana-2259	43	14	up	up	ADP
cana-2259	43	15	steam	steam	NOUN
cana-2259	43	16	.	.	PUNCT
cana-2259	44	1	as	as	ADP
cana-2259	44	2	an	an	DET
cana-2259	44	3	example	example	NOUN
cana-2259	44	4	,	,	PUNCT
cana-2259	44	5	the	the	DET
cana-2259	44	6	medical	medical	ADJ
cana-2259	44	7	devices	device	NOUN
cana-2259	44	8	industry	industry	NOUN
cana-2259	44	9	is	be	AUX
cana-2259	44	10	seeing	see	VERB
cana-2259	44	11	a	a	DET
cana-2259	44	12	surge	surge	NOUN
cana-2259	44	13	in	in	ADP
cana-2259	44	14	the	the	DET
cana-2259	44	15	development	development	NOUN
cana-2259	44	16	and	and	CCONJ
cana-2259	44	17	implementation	implementation	NOUN
cana-2259	44	18	of	of	ADP
cana-2259	44	19	digitally	digitally	ADV
cana-2259	44	20	enabled	enable	VERB
cana-2259	44	21	smart	smart	ADJ
cana-2259	44	22	biological	biological	ADJ
cana-2259	44	23	materials	material	NOUN
cana-2259	44	24	and	and	CCONJ
cana-2259	44	25	medical	medical	ADJ
cana-2259	44	26	equipment	equipment	NOUN
cana-2259	44	27	by	by	ADP
cana-2259	44	28	kasoju	kasoju	PROPN
cana-2259	44	29	,	,	PUNCT
cana-2259	44	30	n.	n.	PROPN
cana-2259	44	31	et	et	PROPN
cana-2259	44	32	al	al	PROPN
cana-2259	44	33	.	.	PROPN
cana-2259	44	34	,	,	PUNCT
cana-2259	45	1	[	[	X
cana-2259	45	2	21	21	NUM
cana-2259	45	3	]	]	X
cana-2259	45	4	several	several	ADJ
cana-2259	45	5	phases	phase	NOUN
cana-2259	45	6	of	of	ADP
cana-2259	45	7	medication	medication	NOUN
cana-2259	45	8	development	development	NOUN
cana-2259	45	9	,	,	PUNCT
cana-2259	45	10	including	include	VERB
cana-2259	45	11	computational	computational	ADJ
cana-2259	45	12	modelling	modelling	NOUN
cana-2259	45	13	for	for	ADP
cana-2259	45	14	predictive	predictive	ADJ
cana-2259	45	15	toxicity	toxicity	NOUN
cana-2259	45	16	,	,	PUNCT
cana-2259	45	17	computer	computer	NOUN
cana-2259	45	18	-	-	PUNCT
cana-2259	45	19	aided	aid	VERB
cana-2259	45	20	drug	drug	NOUN
cana-2259	45	21	design	design	NOUN
cana-2259	45	22	,	,	PUNCT
cana-2259	45	23	and	and	CCONJ
cana-2259	45	24	clinical	clinical	ADJ
cana-2259	45	25	trial	trial	NOUN
cana-2259	45	26	administration	administration	NOUN
cana-2259	45	27	,	,	PUNCT
cana-2259	45	28	make	make	VERB
cana-2259	45	29	extensive	extensive	ADJ
cana-2259	45	30	use	use	NOUN
cana-2259	45	31	of	of	ADP
cana-2259	45	32	digital	digital	ADJ
cana-2259	45	33	health	health	NOUN
cana-2259	45	34	-	-	PUNCT
cana-2259	45	35	focused	focus	VERB
cana-2259	45	36	technology	technology	NOUN
cana-2259	45	37	in	in	ADP
cana-2259	45	38	the	the	DET
cana-2259	45	39	pharmaceutical	pharmaceutical	ADJ
cana-2259	45	40	and	and	CCONJ
cana-2259	45	41	related	related	ADJ
cana-2259	45	42	industries	industry	NOUN
cana-2259	45	43	[	[	X
cana-2259	45	44	6	6	NUM
cana-2259	45	45	]	]	PUNCT
cana-2259	45	46	.	.	PUNCT
cana-2259	46	1	machine	machine	NOUN
cana-2259	46	2	learning	learn	VERB
cana-2259	46	3	in	in	ADP
cana-2259	46	4	drug	drug	NOUN
cana-2259	46	5	development	development	NOUN
cana-2259	46	6	(	(	PUNCT
cana-2259	46	7	ml	ml	NOUN
cana-2259	46	8	-	-	PUNCT
cana-2259	46	9	dd):the	dd):the	ADJ
cana-2259	46	10	field	field	NOUN
cana-2259	46	11	of	of	ADP
cana-2259	46	12	pharmaceutical	pharmaceutical	NOUN
cana-2259	46	13	research	research	NOUN
cana-2259	46	14	and	and	CCONJ
cana-2259	46	15	communications	communication	NOUN
cana-2259	46	16	on	on	ADP
cana-2259	46	17	applied	apply	VERB
cana-2259	46	18	nonlinear	nonlinear	ADJ
cana-2259	46	19	analysis	analysis	NOUN
cana-2259	46	20	issn	issn	NOUN
cana-2259	46	21	:	:	PUNCT
cana-2259	46	22	1074	1074	NUM
cana-2259	46	23	-	-	PUNCT
cana-2259	46	24	133x	133x	NUM
cana-2259	46	25	vol	vol	NOUN
cana-2259	46	26	32	32	NUM
cana-2259	46	27	no	no	NOUN
cana-2259	46	28	.	.	PUNCT
cana-2259	47	1	2s	2s	NUM
cana-2259	47	2	(	(	PUNCT
cana-2259	47	3	2025	2025	NUM
cana-2259	47	4	)	)	PUNCT
cana-2259	47	5	140	140	NUM
cana-2259	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	47	7	development	development	NOUN
cana-2259	47	8	is	be	AUX
cana-2259	47	9	poised	poise	VERB
cana-2259	47	10	for	for	ADP
cana-2259	47	11	a	a	DET
cana-2259	47	12	paradigm	paradigm	NOUN
cana-2259	47	13	shift	shift	NOUN
cana-2259	47	14	due	due	ADP
cana-2259	47	15	to	to	ADP
cana-2259	47	16	the	the	DET
cana-2259	47	17	advent	advent	NOUN
cana-2259	47	18	of	of	ADP
cana-2259	47	19	ml	ml	PROPN
cana-2259	47	20	,	,	PUNCT
cana-2259	47	21	a	a	DET
cana-2259	47	22	groundbreaking	groundbreake	VERB
cana-2259	47	23	technology	technology	NOUN
cana-2259	47	24	.	.	PUNCT
cana-2259	48	1	the	the	DET
cana-2259	48	2	simultaneous	simultaneous	ADJ
cana-2259	48	3	dissolution	dissolution	NOUN
cana-2259	48	4	of	of	ADP
cana-2259	48	5	prior	prior	ADJ
cana-2259	48	6	limitations	limitation	NOUN
cana-2259	48	7	on	on	ADP
cana-2259	48	8	the	the	DET
cana-2259	48	9	gathering	gathering	NOUN
cana-2259	48	10	and	and	CCONJ
cana-2259	48	11	processing	processing	NOUN
cana-2259	48	12	of	of	ADP
cana-2259	48	13	massive	massive	ADJ
cana-2259	48	14	amounts	amount	NOUN
cana-2259	48	15	of	of	ADP
cana-2259	48	16	data	datum	NOUN
cana-2259	48	17	and	and	CCONJ
cana-2259	48	18	the	the	DET
cana-2259	48	19	revolutionary	revolutionary	ADJ
cana-2259	48	20	advancements	advancement	NOUN
cana-2259	48	21	in	in	ADP
cana-2259	48	22	computing	compute	VERB
cana-2259	48	23	power	power	NOUN
cana-2259	48	24	are	be	AUX
cana-2259	48	25	contributing	contribute	VERB
cana-2259	48	26	factors	factor	NOUN
cana-2259	48	27	.	.	PUNCT
cana-2259	49	1	at	at	ADP
cana-2259	49	2	the	the	DET
cana-2259	49	3	same	same	ADJ
cana-2259	49	4	time	time	NOUN
cana-2259	49	5	,	,	PUNCT
cana-2259	49	6	it	it	PRON
cana-2259	49	7	has	have	AUX
cana-2259	49	8	become	become	VERB
cana-2259	49	9	very	very	ADV
cana-2259	49	10	costly	costly	ADJ
cana-2259	49	11	to	to	PART
cana-2259	49	12	bring	bring	VERB
cana-2259	49	13	new	new	ADJ
cana-2259	49	14	medications	medication	NOUN
cana-2259	49	15	to	to	AUX
cana-2259	49	16	market	market	NOUN
cana-2259	49	17	and	and	CCONJ
cana-2259	49	18	to	to	ADP
cana-2259	49	19	patients	patient	NOUN
cana-2259	49	20	.	.	PUNCT
cana-2259	50	1	in	in	ADP
cana-2259	50	2	spite	spite	NOUN
cana-2259	50	3	of	of	ADP
cana-2259	50	4	these	these	DET
cana-2259	50	5	challenges	challenge	NOUN
cana-2259	50	6	,	,	PUNCT
cana-2259	50	7	the	the	DET
cana-2259	50	8	pharmaceutical	pharmaceutical	NOUN
cana-2259	50	9	business	business	NOUN
cana-2259	50	10	is	be	AUX
cana-2259	50	11	showing	show	VERB
cana-2259	50	12	interest	interest	NOUN
cana-2259	50	13	in	in	ADP
cana-2259	50	14	ai	ai	PROPN
cana-2259	50	15	and	and	CCONJ
cana-2259	50	16	ml	ml	X
cana-2259	50	17	approaches	approach	NOUN
cana-2259	50	18	for	for	ADP
cana-2259	50	19	their	their	PRON
cana-2259	50	20	predicted	predict	VERB
cana-2259	50	21	improvements	improvement	NOUN
cana-2259	50	22	in	in	ADP
cana-2259	50	23	efficiency	efficiency	NOUN
cana-2259	50	24	,	,	PUNCT
cana-2259	50	25	predictive	predictive	ADJ
cana-2259	50	26	power	power	NOUN
cana-2259	50	27	,	,	PUNCT
cana-2259	50	28	and	and	CCONJ
cana-2259	50	29	automated	automated	ADJ
cana-2259	50	30	nature	nature	NOUN
cana-2259	50	31	.	.	PUNCT
cana-2259	51	1	in	in	ADP
cana-2259	51	2	the	the	DET
cana-2259	51	3	last	last	ADJ
cana-2259	51	4	fifteen	fifteen	NUM
cana-2259	51	5	to	to	PART
cana-2259	51	6	twenty	twenty	NUM
cana-2259	51	7	years	year	NOUN
cana-2259	51	8	,	,	PUNCT
cana-2259	51	9	ml	ml	ADP
cana-2259	51	10	methods	method	NOUN
cana-2259	51	11	have	have	AUX
cana-2259	51	12	been	be	AUX
cana-2259	51	13	increasingly	increasingly	ADV
cana-2259	51	14	used	use	VERB
cana-2259	51	15	to	to	ADP
cana-2259	51	16	the	the	DET
cana-2259	51	17	process	process	NOUN
cana-2259	51	18	of	of	ADP
cana-2259	51	19	discovering	discover	VERB
cana-2259	51	20	new	new	ADJ
cana-2259	51	21	drugs	drug	NOUN
cana-2259	51	22	by	by	ADP
cana-2259	51	23	kolluri	kolluri	PROPN
cana-2259	51	24	,	,	PUNCT
cana-2259	51	25	s.	s.	PROPN
cana-2259	51	26	et	et	PROPN
cana-2259	51	27	al	al	PROPN
cana-2259	51	28	.	.	PROPN
cana-2259	51	29	,	,	PUNCT
cana-2259	52	1	[	[	X
cana-2259	52	2	13	13	NUM
cana-2259	52	3	]	]	PUNCT
cana-2259	52	4	.	.	PUNCT
cana-2259	53	1	pharma	pharma	PROPN
cana-2259	53	2	based	base	VERB
cana-2259	53	3	deep	deep	ADJ
cana-2259	53	4	learning	learning	NOUN
cana-2259	53	5	in	in	ADP
cana-2259	53	6	drud	drud	NOUN
cana-2259	53	7	development	development	NOUN
cana-2259	53	8	(	(	PUNCT
cana-2259	53	9	p	p	PROPN
cana-2259	53	10	-	-	PUNCT
cana-2259	53	11	dl	dl	NOUN
cana-2259	53	12	-	-	PUNCT
cana-2259	53	13	dd):it	dd):it	PROPN
cana-2259	53	14	is	be	AUX
cana-2259	53	15	anticipated	anticipate	VERB
cana-2259	53	16	to	to	PART
cana-2259	53	17	have	have	VERB
cana-2259	53	18	a	a	DET
cana-2259	53	19	profound	profound	ADJ
cana-2259	53	20	impact	impact	NOUN
cana-2259	53	21	on	on	ADP
cana-2259	53	22	research	research	NOUN
cana-2259	53	23	endeavours	endeavour	NOUN
cana-2259	53	24	within	within	ADP
cana-2259	53	25	the	the	DET
cana-2259	53	26	pharmaceutical	pharmaceutical	ADJ
cana-2259	53	27	and	and	CCONJ
cana-2259	53	28	life	life	NOUN
cana-2259	53	29	sciences	science	NOUN
cana-2259	53	30	industries	industry	NOUN
cana-2259	53	31	,	,	PUNCT
cana-2259	53	32	particularly	particularly	ADV
cana-2259	53	33	in	in	ADP
cana-2259	53	34	the	the	DET
cana-2259	53	35	area	area	NOUN
cana-2259	53	36	of	of	ADP
cana-2259	53	37	systematic	systematic	ADJ
cana-2259	53	38	analysis	analysis	NOUN
cana-2259	53	39	of	of	ADP
cana-2259	53	40	massive	massive	ADJ
cana-2259	53	41	collections	collection	NOUN
cana-2259	53	42	of	of	ADP
cana-2259	53	43	comparable	comparable	ADJ
cana-2259	53	44	but	but	CCONJ
cana-2259	53	45	intricate	intricate	ADJ
cana-2259	53	46	data	datum	NOUN
cana-2259	53	47	samples	sample	NOUN
cana-2259	53	48	.	.	PUNCT
cana-2259	54	1	currently	currently	ADV
cana-2259	54	2	,	,	PUNCT
cana-2259	54	3	deep	deep	ADJ
cana-2259	54	4	learning	learning	NOUN
cana-2259	54	5	is	be	AUX
cana-2259	54	6	dominating	dominate	VERB
cana-2259	54	7	expert	expert	ADJ
cana-2259	54	8	-	-	PUNCT
cana-2259	54	9	level	level	NOUN
cana-2259	54	10	domains	domain	NOUN
cana-2259	54	11	,	,	PUNCT
cana-2259	54	12	particularly	particularly	ADV
cana-2259	54	13	in	in	ADP
cana-2259	54	14	perceptionintensive	perceptionintensive	ADJ
cana-2259	54	15	fields	field	NOUN
cana-2259	54	16	where	where	SCONJ
cana-2259	54	17	traditional	traditional	ADJ
cana-2259	54	18	machine	machine	NOUN
cana-2259	54	19	learning	learning	NOUN
cana-2259	54	20	has	have	AUX
cana-2259	54	21	failed	fail	VERB
cana-2259	54	22	.	.	PUNCT
cana-2259	55	1	automated	automate	VERB
cana-2259	55	2	image	image	NOUN
cana-2259	55	3	analysis	analysis	NOUN
cana-2259	55	4	is	be	AUX
cana-2259	55	5	a	a	DET
cana-2259	55	6	common	common	ADJ
cana-2259	55	7	example	example	NOUN
cana-2259	55	8	because	because	SCONJ
cana-2259	55	9	of	of	ADP
cana-2259	55	10	the	the	DET
cana-2259	55	11	large	large	ADJ
cana-2259	55	12	number	number	NOUN
cana-2259	55	13	of	of	ADP
cana-2259	55	14	pictures	picture	NOUN
cana-2259	55	15	generated	generate	VERB
cana-2259	55	16	in	in	ADP
cana-2259	55	17	several	several	ADJ
cana-2259	55	18	fields	field	NOUN
cana-2259	55	19	,	,	PUNCT
cana-2259	55	20	such	such	ADJ
cana-2259	55	21	as	as	ADP
cana-2259	55	22	digital	digital	ADJ
cana-2259	55	23	pathology	pathology	NOUN
cana-2259	55	24	and	and	CCONJ
cana-2259	55	25	high	high	ADJ
cana-2259	55	26	-	-	PUNCT
cana-2259	55	27	content	content	NOUN
cana-2259	55	28	screening	screening	NOUN
cana-2259	55	29	by	by	ADP
cana-2259	55	30	siegismund	siegismund	NOUN
cana-2259	55	31	,	,	PUNCT
cana-2259	55	32	d.	d.	PROPN
cana-2259	55	33	et	et	PROPN
cana-2259	55	34	al	al	PROPN
cana-2259	55	35	.	.	PROPN
cana-2259	55	36	,	,	PUNCT
cana-2259	56	1	[	[	X
cana-2259	56	2	22	22	NUM
cana-2259	56	3	]	]	PUNCT
cana-2259	56	4	.	.	PUNCT
cana-2259	57	1	by	by	ADP
cana-2259	57	2	using	use	VERB
cana-2259	57	3	deep	deep	ADJ
cana-2259	57	4	learning	learning	NOUN
cana-2259	57	5	,	,	PUNCT
cana-2259	57	6	innovative	innovative	ADJ
cana-2259	57	7	applications	application	NOUN
cana-2259	57	8	may	may	AUX
cana-2259	57	9	be	be	AUX
cana-2259	57	10	developed	develop	VERB
cana-2259	57	11	in	in	ADP
cana-2259	57	12	the	the	DET
cana-2259	57	13	fundamental	fundamental	ADJ
cana-2259	57	14	areas	area	NOUN
cana-2259	57	15	of	of	ADP
cana-2259	57	16	'	'	PUNCT
cana-2259	57	17	human	human	ADJ
cana-2259	57	18	intelligence	intelligence	NOUN
cana-2259	57	19	'	'	PUNCT
cana-2259	57	20	that	that	PRON
cana-2259	57	21	have	have	AUX
cana-2259	57	22	been	be	AUX
cana-2259	57	23	previously	previously	ADV
cana-2259	57	24	identified	identify	VERB
cana-2259	57	25	.	.	PUNCT
cana-2259	58	1	digital	digital	PROPN
cana-2259	58	2	health	health	PROPN
cana-2259	58	3	in	in	ADP
cana-2259	58	4	cnn	cnn	PROPN
cana-2259	58	5	(	(	PUNCT
cana-2259	58	6	dh	dh	NOUN
cana-2259	58	7	-	-	PUNCT
cana-2259	58	8	cnn):cnn	cnn):cnn	PROPN
cana-2259	58	9	to	to	PART
cana-2259	58	10	keep	keep	VERB
cana-2259	58	11	track	track	NOUN
cana-2259	58	12	of	of	ADP
cana-2259	58	13	pharmaceutical	pharmaceutical	NOUN
cana-2259	58	14	businesses	business	NOUN
cana-2259	58	15	'	'	PART
cana-2259	58	16	financial	financial	ADJ
cana-2259	58	17	transactions	transaction	NOUN
cana-2259	58	18	including	include	VERB
cana-2259	58	19	ai	ai	PROPN
cana-2259	58	20	and	and	CCONJ
cana-2259	58	21	d	d	ADJ
cana-2259	58	22	/	/	SYM
cana-2259	58	23	ml	ml	PROPN
cana-2259	58	24	or	or	CCONJ
cana-2259	58	25	ann	ann	PROPN
cana-2259	58	26	in	in	ADP
cana-2259	58	27	drug	drug	NOUN
cana-2259	58	28	research	research	NOUN
cana-2259	58	29	and	and	CCONJ
cana-2259	58	30	discovery	discovery	NOUN
cana-2259	58	31	processes	process	NOUN
cana-2259	58	32	,	,	PUNCT
cana-2259	58	33	and	and	CCONJ
cana-2259	58	34	to	to	PART
cana-2259	58	35	demonstrate	demonstrate	VERB
cana-2259	58	36	how	how	SCONJ
cana-2259	58	37	ai	ai	AUX
cana-2259	58	38	and	and	CCONJ
cana-2259	58	39	cnn	cnn	PROPN
cana-2259	58	40	idea	idea	NOUN
cana-2259	58	41	may	may	AUX
cana-2259	58	42	optimise	optimise	VERB
cana-2259	58	43	analytical	analytical	ADJ
cana-2259	58	44	technique	technique	NOUN
cana-2259	58	45	conditions	condition	NOUN
cana-2259	58	46	and	and	CCONJ
cana-2259	58	47	dosage	dosage	NOUN
cana-2259	58	48	form	form	NOUN
cana-2259	58	49	formula	formula	NOUN
cana-2259	58	50	.	.	PUNCT
cana-2259	59	1	applying	apply	VERB
cana-2259	59	2	linear	linear	NOUN
cana-2259	59	3	models	model	NOUN
cana-2259	59	4	,	,	PUNCT
cana-2259	59	5	such	such	ADJ
cana-2259	59	6	as	as	ADP
cana-2259	59	7	design	design	NOUN
cana-2259	59	8	of	of	ADP
cana-2259	59	9	experiments	experiment	NOUN
cana-2259	59	10	,	,	PUNCT
cana-2259	59	11	was	be	AUX
cana-2259	59	12	the	the	DET
cana-2259	59	13	first	first	ADJ
cana-2259	59	14	step	step	NOUN
cana-2259	59	15	in	in	ADP
cana-2259	59	16	optimising	optimise	VERB
cana-2259	59	17	analytical	analytical	ADJ
cana-2259	59	18	technique	technique	NOUN
cana-2259	59	19	conditions	condition	NOUN
cana-2259	59	20	and	and	CCONJ
cana-2259	59	21	dosage	dosage	NOUN
cana-2259	59	22	form	form	NOUN
cana-2259	59	23	formulas	formula	NOUN
cana-2259	59	24	;	;	PUNCT
cana-2259	60	1	further	further	ADJ
cana-2259	60	2	steps	step	NOUN
cana-2259	60	3	included	include	VERB
cana-2259	60	4	using	use	VERB
cana-2259	60	5	non	non	ADJ
cana-2259	60	6	-	-	ADJ
cana-2259	60	7	linear	linear	ADJ
cana-2259	60	8	models	model	NOUN
cana-2259	60	9	,	,	PUNCT
cana-2259	60	10	such	such	ADJ
cana-2259	60	11	as	as	ADP
cana-2259	60	12	ai	ai	PROPN
cana-2259	60	13	and	and	CCONJ
cana-2259	60	14	cnn	cnn	PROPN
cana-2259	60	15	.	.	PUNCT
cana-2259	61	1	however	however	ADV
cana-2259	61	2	,	,	PUNCT
cana-2259	61	3	by	by	ADP
cana-2259	61	4	combining	combine	VERB
cana-2259	61	5	linear	linear	ADJ
cana-2259	61	6	and	and	CCONJ
cana-2259	61	7	non	non	ADJ
cana-2259	61	8	-	-	ADJ
cana-2259	61	9	linear	linear	ADJ
cana-2259	61	10	models	model	NOUN
cana-2259	61	11	in	in	ADP
cana-2259	61	12	optimisation	optimisation	NOUN
cana-2259	61	13	procedures	procedure	NOUN
cana-2259	61	14	,	,	PUNCT
cana-2259	61	15	vital	vital	ADJ
cana-2259	61	16	process	process	NOUN
cana-2259	61	17	parameters	parameter	NOUN
cana-2259	61	18	and	and	CCONJ
cana-2259	61	19	material	material	NOUN
cana-2259	61	20	characteristics	characteristic	NOUN
cana-2259	61	21	were	be	AUX
cana-2259	61	22	able	able	ADJ
cana-2259	61	23	to	to	PART
cana-2259	61	24	be	be	AUX
cana-2259	61	25	appropriately	appropriately	ADV
cana-2259	61	26	identified	identify	VERB
cana-2259	61	27	as	as	ADP
cana-2259	61	28	having	have	VERB
cana-2259	61	29	an	an	DET
cana-2259	61	30	impact	impact	NOUN
cana-2259	61	31	on	on	ADP
cana-2259	61	32	important	important	ADJ
cana-2259	61	33	quality	quality	NOUN
cana-2259	61	34	attributes	attribute	NOUN
cana-2259	61	35	by	by	ADP
cana-2259	61	36	jariwala	jariwala	NOUN
cana-2259	61	37	,	,	PUNCT
cana-2259	61	38	n.	n.	PROPN
cana-2259	61	39	et	et	PROPN
cana-2259	61	40	al	al	PROPN
cana-2259	61	41	.	.	PROPN
cana-2259	61	42	,	,	PUNCT
cana-2259	62	1	[	[	X
cana-2259	62	2	15	15	NUM
cana-2259	62	3	]	]	PUNCT
cana-2259	62	4	.	.	PUNCT
cana-2259	63	1	in	in	ADP
cana-2259	63	2	summary	summary	NOUN
cana-2259	63	3	,	,	PUNCT
cana-2259	63	4	telemedicine	telemedicine	NOUN
cana-2259	63	5	,	,	PUNCT
cana-2259	63	6	wearables	wearable	NOUN
cana-2259	63	7	,	,	PUNCT
cana-2259	63	8	and	and	CCONJ
cana-2259	63	9	machine	machine	NOUN
cana-2259	63	10	learning	learning	NOUN
cana-2259	63	11	are	be	AUX
cana-2259	63	12	just	just	ADV
cana-2259	63	13	a	a	DET
cana-2259	63	14	few	few	ADJ
cana-2259	63	15	examples	example	NOUN
cana-2259	63	16	of	of	ADP
cana-2259	63	17	the	the	DET
cana-2259	63	18	digital	digital	ADJ
cana-2259	63	19	health	health	NOUN
cana-2259	63	20	technologies	technology	NOUN
cana-2259	63	21	that	that	PRON
cana-2259	63	22	are	be	AUX
cana-2259	63	23	changing	change	VERB
cana-2259	63	24	the	the	DET
cana-2259	63	25	face	face	NOUN
cana-2259	63	26	of	of	ADP
cana-2259	63	27	pharmaceutical	pharmaceutical	ADJ
cana-2259	63	28	research	research	NOUN
cana-2259	63	29	and	and	CCONJ
cana-2259	63	30	healthcare	healthcare	NOUN
cana-2259	63	31	delivery	delivery	NOUN
cana-2259	64	1	[	[	X
cana-2259	64	2	16	16	NUM
cana-2259	64	3	]	]	PUNCT
cana-2259	64	4	.	.	PUNCT
cana-2259	65	1	computational	computational	ADJ
cana-2259	65	2	modelling	modelling	NOUN
cana-2259	65	3	,	,	PUNCT
cana-2259	65	4	dl	dl	PROPN
cana-2259	65	5	and	and	CCONJ
cana-2259	65	6	ai	ai	AUX
cana-2259	65	7	-	-	PUNCT
cana-2259	65	8	driven	drive	VERB
cana-2259	65	9	medication	medication	NOUN
cana-2259	65	10	design	design	NOUN
cana-2259	65	11	have	have	AUX
cana-2259	65	12	all	all	PRON
cana-2259	65	13	made	make	VERB
cana-2259	65	14	strides	stride	NOUN
cana-2259	65	15	towards	towards	ADP
cana-2259	65	16	more	more	ADV
cana-2259	65	17	efficient	efficient	ADJ
cana-2259	65	18	data	datum	NOUN
cana-2259	65	19	processing	processing	NOUN
cana-2259	65	20	.	.	PUNCT
cana-2259	66	1	these	these	DET
cana-2259	66	2	advancements	advancement	NOUN
cana-2259	66	3	in	in	ADP
cana-2259	66	4	technology	technology	NOUN
cana-2259	66	5	have	have	VERB
cana-2259	66	6	the	the	DET
cana-2259	66	7	potential	potential	NOUN
cana-2259	66	8	to	to	PART
cana-2259	66	9	revolutionise	revolutionise	VERB
cana-2259	66	10	the	the	DET
cana-2259	66	11	pharmaceutical	pharmaceutical	ADJ
cana-2259	66	12	industry	industry	NOUN
cana-2259	66	13	by	by	ADP
cana-2259	66	14	enhancing	enhance	VERB
cana-2259	66	15	the	the	DET
cana-2259	66	16	efficiency	efficiency	NOUN
cana-2259	66	17	and	and	CCONJ
cana-2259	66	18	effectiveness	effectiveness	NOUN
cana-2259	66	19	of	of	ADP
cana-2259	66	20	drug	drug	NOUN
cana-2259	66	21	development	development	NOUN
cana-2259	66	22	,	,	PUNCT
cana-2259	66	23	clinical	clinical	ADJ
cana-2259	66	24	trials	trial	NOUN
cana-2259	66	25	,	,	PUNCT
cana-2259	66	26	and	and	CCONJ
cana-2259	66	27	individualised	individualised	ADJ
cana-2259	66	28	treatment	treatment	NOUN
cana-2259	66	29	programs	program	NOUN
cana-2259	66	30	.	.	PUNCT
cana-2259	67	1	3	3	X
cana-2259	67	2	.	.	NUM
cana-2259	67	3	proposed	propose	VERB
cana-2259	67	4	method	method	NOUN
cana-2259	67	5	this	this	DET
cana-2259	67	6	situation	situation	NOUN
cana-2259	67	7	is	be	AUX
cana-2259	67	8	true	true	ADJ
cana-2259	67	9	across	across	ADP
cana-2259	67	10	all	all	DET
cana-2259	67	11	industries	industry	NOUN
cana-2259	67	12	,	,	PUNCT
cana-2259	67	13	including	include	VERB
cana-2259	67	14	the	the	DET
cana-2259	67	15	pharmaceutical	pharmaceutical	ADJ
cana-2259	67	16	business	business	NOUN
cana-2259	67	17	.	.	PUNCT
cana-2259	68	1	no	no	DET
cana-2259	68	2	one	one	NOUN
cana-2259	68	3	can	can	AUX
cana-2259	68	4	deny	deny	VERB
cana-2259	68	5	the	the	DET
cana-2259	68	6	influence	influence	NOUN
cana-2259	68	7	that	that	PRON
cana-2259	68	8	ai	ai	VERB
cana-2259	68	9	has	have	AUX
cana-2259	68	10	had	have	VERB
cana-2259	68	11	on	on	ADP
cana-2259	68	12	the	the	DET
cana-2259	68	13	pharmaceutical	pharmaceutical	NOUN
cana-2259	68	14	business	business	NOUN
cana-2259	68	15	.	.	PUNCT
cana-2259	69	1	artificial	artificial	ADJ
cana-2259	69	2	intelligence	intelligence	NOUN
cana-2259	69	3	has	have	AUX
cana-2259	69	4	already	already	ADV
cana-2259	69	5	begun	begin	VERB
cana-2259	69	6	to	to	PART
cana-2259	69	7	be	be	AUX
cana-2259	69	8	used	use	VERB
cana-2259	69	9	by	by	ADP
cana-2259	69	10	several	several	ADJ
cana-2259	69	11	pharmaceutical	pharmaceutical	ADJ
cana-2259	69	12	corporations	corporation	NOUN
cana-2259	69	13	throughout	throughout	ADP
cana-2259	69	14	the	the	DET
cana-2259	69	15	globe	globe	NOUN
cana-2259	69	16	.	.	PUNCT
cana-2259	70	1	due	due	ADP
cana-2259	70	2	to	to	ADP
cana-2259	70	3	a	a	DET
cana-2259	70	4	number	number	NOUN
cana-2259	70	5	of	of	ADP
cana-2259	70	6	contributors	contributor	NOUN
cana-2259	70	7	,	,	PUNCT
cana-2259	70	8	this	this	DET
cana-2259	70	9	state	state	NOUN
cana-2259	70	10	-	-	PUNCT
cana-2259	70	11	of	of	ADP
cana-2259	70	12	-	-	PUNCT
cana-2259	70	13	the	the	DET
cana-2259	70	14	-	-	PUNCT
cana-2259	70	15	art	art	NOUN
cana-2259	70	16	technology	technology	NOUN
cana-2259	70	17	has	have	AUX
cana-2259	70	18	come	come	VERB
cana-2259	70	19	a	a	DET
cana-2259	70	20	long	long	ADJ
cana-2259	70	21	way	way	NOUN
cana-2259	70	22	in	in	ADP
cana-2259	70	23	the	the	DET
cana-2259	70	24	pharmaceutical	pharmaceutical	NOUN
cana-2259	70	25	sector	sector	NOUN
cana-2259	70	26	,	,	PUNCT
cana-2259	70	27	and	and	CCONJ
cana-2259	70	28	its	its	PRON
cana-2259	70	29	future	future	NOUN
cana-2259	70	30	seems	seem	VERB
cana-2259	70	31	bright	bright	ADJ
cana-2259	70	32	.	.	PUNCT
cana-2259	71	1	all	all	PRON
cana-2259	71	2	of	of	ADP
cana-2259	71	3	this	this	PRON
cana-2259	71	4	will	will	AUX
cana-2259	71	5	be	be	AUX
cana-2259	71	6	covered	cover	VERB
cana-2259	71	7	in	in	ADP
cana-2259	71	8	today	today	NOUN
cana-2259	71	9	's	's	PART
cana-2259	71	10	article	article	NOUN
cana-2259	71	11	.	.	PUNCT
cana-2259	72	1	however	however	ADV
cana-2259	72	2	,	,	PUNCT
cana-2259	72	3	before	before	ADP
cana-2259	72	4	itgets	itget	NOUN
cana-2259	72	5	into	into	ADP
cana-2259	72	6	the	the	DET
cana-2259	72	7	topic	topic	NOUN
cana-2259	72	8	of	of	ADP
cana-2259	72	9	ai	ai	NOUN
cana-2259	72	10	in	in	ADP
cana-2259	72	11	pharma	pharma	PROPN
cana-2259	72	12	and	and	CCONJ
cana-2259	72	13	its	its	PRON
cana-2259	72	14	potential	potential	ADJ
cana-2259	72	15	uses	use	NOUN
cana-2259	72	16	,	,	PUNCT
cana-2259	72	17	effects	effect	NOUN
cana-2259	72	18	,	,	PUNCT
cana-2259	72	19	and	and	CCONJ
cana-2259	72	20	future	future	NOUN
cana-2259	72	21	,	,	PUNCT
cana-2259	72	22	let	let	VERB
cana-2259	72	23	's	us	PRON
cana-2259	72	24	take	take	VERB
cana-2259	72	25	a	a	DET
cana-2259	72	26	look	look	NOUN
cana-2259	72	27	at	at	ADP
cana-2259	72	28	the	the	DET
cana-2259	72	29	present	present	ADJ
cana-2259	72	30	state	state	NOUN
cana-2259	72	31	of	of	ADP
cana-2259	72	32	the	the	DET
cana-2259	72	33	sector	sector	NOUN
cana-2259	72	34	,	,	PUNCT
cana-2259	72	35	whereby	whereby	SCONJ
cana-2259	72	36	not	not	PART
cana-2259	72	37	all	all	DET
cana-2259	72	38	businesses	business	NOUN
cana-2259	72	39	are	be	AUX
cana-2259	72	40	using	use	VERB
cana-2259	72	41	ai	ai	NOUN
cana-2259	72	42	.	.	PUNCT
cana-2259	73	1	communications	communication	NOUN
cana-2259	73	2	on	on	ADP
cana-2259	73	3	applied	apply	VERB
cana-2259	73	4	nonlinear	nonlinear	ADJ
cana-2259	73	5	analysis	analysis	NOUN
cana-2259	73	6	issn	issn	NOUN
cana-2259	73	7	:	:	PUNCT
cana-2259	73	8	1074	1074	NUM
cana-2259	73	9	-	-	PUNCT
cana-2259	73	10	133x	133x	NUM
cana-2259	73	11	vol	vol	NOUN
cana-2259	73	12	32	32	NUM
cana-2259	73	13	no	no	NOUN
cana-2259	73	14	.	.	PUNCT
cana-2259	74	1	2s	2s	NUM
cana-2259	74	2	(	(	PUNCT
cana-2259	74	3	2025	2025	NUM
cana-2259	74	4	)	)	PUNCT
cana-2259	74	5	141	141	NUM
cana-2259	74	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	74	7	figure	figure	NOUN
cana-2259	74	8	1	1	NUM
cana-2259	74	9	:	:	PUNCT
cana-2259	74	10	ai	ai	VERB
cana-2259	74	11	in	in	ADP
cana-2259	74	12	pharma	pharma	PROPN
cana-2259	74	13	and	and	CCONJ
cana-2259	74	14	healthcare	healthcare	NOUN
cana-2259	74	15	industry	industry	NOUN
cana-2259	74	16	ai	ai	VERB
cana-2259	74	17	allows	allow	NOUN
cana-2259	74	18	for	for	ADP
cana-2259	74	19	the	the	DET
cana-2259	74	20	rapid	rapid	ADJ
cana-2259	74	21	and	and	CCONJ
cana-2259	74	22	efficient	efficient	ADJ
cana-2259	74	23	execution	execution	NOUN
cana-2259	74	24	of	of	ADP
cana-2259	74	25	repetitive	repetitive	ADJ
cana-2259	74	26	processes	process	NOUN
cana-2259	74	27	,	,	PUNCT
cana-2259	74	28	such	such	ADJ
cana-2259	74	29	as	as	ADP
cana-2259	74	30	data	datum	NOUN
cana-2259	74	31	input	input	NOUN
cana-2259	74	32	and	and	CCONJ
cana-2259	74	33	the	the	DET
cana-2259	74	34	analysis	analysis	NOUN
cana-2259	74	35	of	of	ADP
cana-2259	74	36	medical	medical	ADJ
cana-2259	74	37	test	test	NOUN
cana-2259	74	38	results	result	NOUN
cana-2259	74	39	.	.	PUNCT
cana-2259	75	1	data	datum	NOUN
cana-2259	75	2	administration	administration	PROPN
cana-2259	75	3	in	in	ADP
cana-2259	75	4	healthcare	healthcare	PROPN
cana-2259	75	5	is	be	AUX
cana-2259	75	6	now	now	ADV
cana-2259	75	7	a	a	DET
cana-2259	75	8	breeze	breeze	NOUN
cana-2259	75	9	due	due	ADP
cana-2259	75	10	to	to	PART
cana-2259	75	11	ai	ai	VERB
cana-2259	75	12	.	.	PUNCT
cana-2259	76	1	digital	digital	ADJ
cana-2259	76	2	automation	automation	NOUN
cana-2259	76	3	allows	allow	VERB
cana-2259	76	4	for	for	ADP
cana-2259	76	5	the	the	DET
cana-2259	76	6	uniform	uniform	NOUN
cana-2259	76	7	and	and	CCONJ
cana-2259	76	8	rapid	rapid	ADJ
cana-2259	76	9	collection	collection	NOUN
cana-2259	76	10	,	,	PUNCT
cana-2259	76	11	storage	storage	NOUN
cana-2259	76	12	,	,	PUNCT
cana-2259	76	13	reformatting	reformatte	VERB
cana-2259	76	14	,	,	PUNCT
cana-2259	76	15	and	and	CCONJ
cana-2259	76	16	tracing	tracing	NOUN
cana-2259	76	17	of	of	ADP
cana-2259	76	18	all	all	DET
cana-2259	76	19	data	datum	NOUN
cana-2259	76	20	.	.	PUNCT
cana-2259	77	1	artificial	artificial	ADJ
cana-2259	77	2	intelligence	intelligence	NOUN
cana-2259	77	3	accurately	accurately	ADV
cana-2259	77	4	assesses	assess	VERB
cana-2259	77	5	healthcare	healthcare	NOUN
cana-2259	77	6	systems	system	NOUN
cana-2259	77	7	and	and	CCONJ
cana-2259	77	8	aids	aids	PROPN
cana-2259	77	9	healthcare	healthcare	NOUN
cana-2259	77	10	practitioners	practitioner	NOUN
cana-2259	77	11	in	in	ADP
cana-2259	77	12	making	make	VERB
cana-2259	77	13	optimal	optimal	ADJ
cana-2259	77	14	choices	choice	NOUN
cana-2259	77	15	to	to	PART
cana-2259	77	16	maintain	maintain	VERB
cana-2259	77	17	system	system	NOUN
cana-2259	77	18	organisation	organisation	NOUN
cana-2259	77	19	and	and	CCONJ
cana-2259	77	20	improve	improve	VERB
cana-2259	77	21	patient	patient	ADJ
cana-2259	77	22	care	care	NOUN
cana-2259	77	23	.	.	PUNCT
cana-2259	78	1	it	it	PRON
cana-2259	78	2	is	be	AUX
cana-2259	78	3	possible	possible	ADJ
cana-2259	78	4	to	to	PART
cana-2259	78	5	use	use	VERB
cana-2259	78	6	digital	digital	ADJ
cana-2259	78	7	methods	method	NOUN
cana-2259	78	8	for	for	ADP
cana-2259	78	9	generating	generate	VERB
cana-2259	78	10	invoices	invoice	NOUN
cana-2259	78	11	.	.	PUNCT
cana-2259	79	1	electronic	electronic	ADJ
cana-2259	79	2	medical	medical	ADJ
cana-2259	79	3	records	record	NOUN
cana-2259	79	4	provide	provide	VERB
cana-2259	79	5	healthcare	healthcare	NOUN
cana-2259	79	6	providers	provider	NOUN
cana-2259	79	7	with	with	ADP
cana-2259	79	8	a	a	DET
cana-2259	79	9	wealth	wealth	NOUN
cana-2259	79	10	of	of	ADP
cana-2259	79	11	data	datum	NOUN
cana-2259	79	12	for	for	ADP
cana-2259	79	13	analysis	analysis	NOUN
cana-2259	79	14	.	.	PUNCT
cana-2259	80	1	in	in	ADP
cana-2259	80	2	the	the	DET
cana-2259	80	3	time	time	NOUN
cana-2259	80	4	between	between	ADP
cana-2259	80	5	patient	patient	ADJ
cana-2259	80	6	visits	visit	NOUN
cana-2259	80	7	to	to	ADP
cana-2259	80	8	the	the	DET
cana-2259	80	9	doctor	doctor	NOUN
cana-2259	80	10	,	,	PUNCT
cana-2259	80	11	digital	digital	ADJ
cana-2259	80	12	or	or	CCONJ
cana-2259	80	13	virtual	virtual	ADJ
cana-2259	80	14	nurses	nurse	NOUN
cana-2259	80	15	check	check	VERB
cana-2259	80	16	in	in	ADP
cana-2259	80	17	with	with	ADP
cana-2259	80	18	them	they	PRON
cana-2259	80	19	.	.	PUNCT
cana-2259	81	1	the	the	DET
cana-2259	81	2	use	use	NOUN
cana-2259	81	3	of	of	ADP
cana-2259	81	4	ai	ai	VERB
cana-2259	81	5	to	to	PART
cana-2259	81	6	reduce	reduce	VERB
cana-2259	81	7	unnecessary	unnecessary	ADJ
cana-2259	81	8	doctor	doctor	NOUN
cana-2259	81	9	's	's	PART
cana-2259	81	10	visits	visit	NOUN
cana-2259	81	11	is	be	AUX
cana-2259	81	12	a	a	DET
cana-2259	81	13	huge	huge	ADJ
cana-2259	81	14	step	step	NOUN
cana-2259	81	15	forward	forward	ADV
cana-2259	81	16	in	in	ADP
cana-2259	81	17	healthcare	healthcare	PROPN
cana-2259	81	18	technology	technology	NOUN
cana-2259	81	19	.	.	PUNCT
cana-2259	82	1	these	these	DET
cana-2259	82	2	applications	application	NOUN
cana-2259	82	3	will	will	AUX
cana-2259	82	4	be	be	AUX
cana-2259	82	5	most	most	ADV
cana-2259	82	6	helpful	helpful	ADJ
cana-2259	82	7	for	for	SCONJ
cana-2259	82	8	patients	patient	NOUN
cana-2259	82	9	with	with	ADP
cana-2259	82	10	chronic	chronic	ADJ
cana-2259	82	11	illnesses	illness	NOUN
cana-2259	82	12	or	or	CCONJ
cana-2259	82	13	those	those	PRON
cana-2259	82	14	who	who	PRON
cana-2259	82	15	have	have	VERB
cana-2259	82	16	a	a	DET
cana-2259	82	17	hard	hard	ADJ
cana-2259	82	18	time	time	NOUN
cana-2259	82	19	following	follow	VERB
cana-2259	82	20	their	their	PRON
cana-2259	82	21	doctors	doctor	NOUN
cana-2259	82	22	'	'	PART
cana-2259	82	23	orders	order	NOUN
cana-2259	82	24	is	be	AUX
cana-2259	82	25	shown	show	VERB
cana-2259	82	26	in	in	ADP
cana-2259	82	27	figure	figure	NOUN
cana-2259	82	28	1	1	NUM
cana-2259	82	29	.	.	PUNCT
cana-2259	83	1	𝑀𝑛𝐵(∀	𝑀𝑛𝐵(∀	NUM
cana-2259	83	2	−	−	PROPN
cana-2259	83	3	𝑒𝑤	𝑒𝑤	X
cana-2259	83	4	′′	′′	PROPN
cana-2259	83	5	)	)	PUNCT
cana-2259	83	6	=	=	PUNCT
cana-2259	84	1	𝜕2𝑉(𝐸𝑤	𝜕2𝑉(𝐸𝑤	NUM
cana-2259	84	2	−	−	NOUN
cana-2259	84	3	𝑟𝑡′′	𝑟𝑡′′	SYM
cana-2259	84	4	)	)	PUNCT
cana-2259	84	5	∗	∗	NOUN
cana-2259	84	6	𝐸𝑞(𝛿	𝐸𝑞(𝛿	VERB
cana-2259	84	7	−	−	PROPN
cana-2259	85	1	𝑒𝑟	𝑒𝑟	NOUN
cana-2259	85	2	′′)(1	′′)(1	NOUN
cana-2259	85	3	)	)	PUNCT
cana-2259	85	4	in	in	ADP
cana-2259	85	5	drug	drug	NOUN
cana-2259	85	6	candidate	candidate	NOUN
cana-2259	85	7	assessments	assessment	NOUN
cana-2259	86	1	,	,	PUNCT
cana-2259	86	2	the	the	DET
cana-2259	86	3	equation	equation	NOUN
cana-2259	86	4	1	1	NUM
cana-2259	86	5	,	,	PUNCT
cana-2259	86	6	𝑀𝑛	𝑀𝑛	PROPN
cana-2259	86	7	represents	represent	VERB
cana-2259	86	8	the	the	DET
cana-2259	86	9	outcomes	outcome	NOUN
cana-2259	86	10	or	or	CCONJ
cana-2259	86	11	metrics	metric	NOUN
cana-2259	86	12	,	,	PUNCT
cana-2259	86	13	while	while	SCONJ
cana-2259	86	14	the𝐵(∀	the𝐵(∀	NOUN
cana-2259	86	15	−	−	PROPN
cana-2259	86	16	𝑒𝑤	𝑒𝑤	PROPN
cana-2259	86	17	′′	′′	PROPN
cana-2259	86	18	)	)	PUNCT
cana-2259	86	19	represents	represent	VERB
cana-2259	86	20	the	the	DET
cana-2259	86	21	larger	large	ADJ
cana-2259	86	22	framework	framework	NOUN
cana-2259	86	23	of	of	ADP
cana-2259	86	24	ai	ai	ADJ
cana-2259	86	25	algorithms	algorithm	NOUN
cana-2259	86	26	that	that	PRON
cana-2259	86	27	are	be	AUX
cana-2259	86	28	used	use	VERB
cana-2259	86	29	.	.	PUNCT
cana-2259	87	1	the	the	DET
cana-2259	87	2	interaction	interaction	NOUN
cana-2259	87	3	between	between	ADP
cana-2259	87	4	trial	trial	NOUN
cana-2259	87	5	parameters	parameter	NOUN
cana-2259	87	6	(	(	PUNCT
cana-2259	87	7	𝜕2𝑉	𝜕2𝑉	ADJ
cana-2259	87	8	)	)	PUNCT
cana-2259	87	9	and	and	CCONJ
cana-2259	87	10	several	several	ADJ
cana-2259	87	11	ai	ai	AUX
cana-2259	87	12	-	-	PUNCT
cana-2259	87	13	driven	drive	VERB
cana-2259	87	14	prediction	prediction	NOUN
cana-2259	87	15	models	model	NOUN
cana-2259	87	16	(	(	PUNCT
cana-2259	87	17	𝐸𝑤	𝐸𝑤	NOUN
cana-2259	87	18	−	−	NOUN
cana-2259	87	19	𝑟𝑡′′	𝑟𝑡′′	SYM
cana-2259	87	20	)	)	PUNCT
cana-2259	87	21	is	be	AUX
cana-2259	87	22	shown	show	VERB
cana-2259	87	23	on	on	ADP
cana-2259	87	24	the	the	DET
cana-2259	87	25	equation	equation	NOUN
cana-2259	87	26	,	,	PUNCT
cana-2259	87	27	highlighting	highlight	VERB
cana-2259	87	28	𝐸𝑞(𝛿	𝐸𝑞(𝛿	ADJ
cana-2259	87	29	−	−	PROPN
cana-2259	87	30	𝑒𝑟	𝑒𝑟	NOUN
cana-2259	87	31	′′	′′	PROPN
cana-2259	87	32	)	)	PUNCT
cana-2259	87	33	these	these	DET
cana-2259	87	34	interactions	interaction	NOUN
cana-2259	87	35	improve	improve	VERB
cana-2259	87	36	the	the	DET
cana-2259	87	37	accuracy	accuracy	NOUN
cana-2259	87	38	of	of	ADP
cana-2259	87	39	clinical	clinical	ADJ
cana-2259	87	40	trial	trial	NOUN
cana-2259	87	41	results	result	NOUN
cana-2259	87	42	and	and	CCONJ
cana-2259	87	43	optimize	optimize	VERB
cana-2259	87	44	the	the	DET
cana-2259	87	45	selection	selection	NOUN
cana-2259	87	46	of	of	ADP
cana-2259	87	47	medication	medication	NOUN
cana-2259	87	48	candidates	candidate	NOUN
cana-2259	87	49	.	.	PUNCT
cana-2259	88	1	figure	figure	VERB
cana-2259	88	2	2	2	NUM
cana-2259	88	3	:	:	PUNCT
cana-2259	88	4	the	the	DET
cana-2259	88	5	process	process	NOUN
cana-2259	88	6	of	of	ADP
cana-2259	88	7	drug	drug	NOUN
cana-2259	88	8	discovery	discovery	NOUN
cana-2259	88	9	communications	communication	NOUN
cana-2259	88	10	on	on	ADP
cana-2259	88	11	applied	apply	VERB
cana-2259	88	12	nonlinear	nonlinear	ADJ
cana-2259	88	13	analysis	analysis	NOUN
cana-2259	88	14	issn	issn	NOUN
cana-2259	88	15	:	:	PUNCT
cana-2259	88	16	1074	1074	NUM
cana-2259	88	17	-	-	PUNCT
cana-2259	88	18	133x	133x	NUM
cana-2259	88	19	vol	vol	NOUN
cana-2259	88	20	32	32	NUM
cana-2259	88	21	no	no	NOUN
cana-2259	88	22	.	.	PUNCT
cana-2259	89	1	2s	2s	NUM
cana-2259	89	2	(	(	PUNCT
cana-2259	89	3	2025	2025	NUM
cana-2259	89	4	)	)	PUNCT
cana-2259	89	5	142	142	NUM
cana-2259	89	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	89	7	in	in	ADP
cana-2259	89	8	figure	figure	NOUN
cana-2259	89	9	2	2	NUM
cana-2259	89	10	,	,	PUNCT
cana-2259	89	11	a	a	DET
cana-2259	89	12	target	target	NOUN
cana-2259	89	13	is	be	AUX
cana-2259	89	14	a	a	DET
cana-2259	89	15	biological	biological	ADJ
cana-2259	89	16	molecule	molecule	NOUN
cana-2259	89	17	that	that	PRON
cana-2259	89	18	,	,	PUNCT
cana-2259	89	19	when	when	SCONJ
cana-2259	89	20	exposed	expose	VERB
cana-2259	89	21	to	to	ADP
cana-2259	89	22	a	a	DET
cana-2259	89	23	medicinal	medicinal	ADJ
cana-2259	89	24	substance	substance	NOUN
cana-2259	89	25	,	,	PUNCT
cana-2259	89	26	has	have	VERB
cana-2259	89	27	the	the	DET
cana-2259	89	28	desired	desire	VERB
cana-2259	89	29	effect	effect	NOUN
cana-2259	89	30	,	,	PUNCT
cana-2259	89	31	such	such	ADJ
cana-2259	89	32	as	as	ADP
cana-2259	89	33	illness	illness	NOUN
cana-2259	89	34	prevention	prevention	NOUN
cana-2259	89	35	.	.	PUNCT
cana-2259	90	1	cells	cell	NOUN
cana-2259	90	2	,	,	PUNCT
cana-2259	90	3	tissues	tissue	NOUN
cana-2259	90	4	,	,	PUNCT
cana-2259	90	5	and	and	CCONJ
cana-2259	90	6	animal	animal	NOUN
cana-2259	90	7	models	model	NOUN
cana-2259	90	8	are	be	AUX
cana-2259	90	9	used	use	VERB
cana-2259	90	10	by	by	ADP
cana-2259	90	11	scientists	scientist	NOUN
cana-2259	90	12	to	to	PART
cana-2259	90	13	determine	determine	VERB
cana-2259	90	14	whether	whether	SCONJ
cana-2259	90	15	a	a	DET
cana-2259	90	16	certain	certain	ADJ
cana-2259	90	17	target	target	NOUN
cana-2259	90	18	is	be	AUX
cana-2259	90	19	responsive	responsive	ADJ
cana-2259	90	20	to	to	ADP
cana-2259	90	21	a	a	DET
cana-2259	90	22	drug	drug	NOUN
cana-2259	90	23	.	.	PUNCT
cana-2259	91	1	a	a	DET
cana-2259	91	2	hit	hit	NOUN
cana-2259	91	3	is	be	AUX
cana-2259	91	4	a	a	DET
cana-2259	91	5	tiny	tiny	ADJ
cana-2259	91	6	molecule	molecule	NOUN
cana-2259	91	7	that	that	PRON
cana-2259	91	8	successfully	successfully	ADV
cana-2259	91	9	binds	bind	VERB
cana-2259	91	10	to	to	ADP
cana-2259	91	11	and	and	CCONJ
cana-2259	91	12	affects	affect	VERB
cana-2259	91	13	a	a	DET
cana-2259	91	14	verified	verify	VERB
cana-2259	91	15	target	target	NOUN
cana-2259	91	16	.	.	PUNCT
cana-2259	92	1	high	high	ADJ
cana-2259	92	2	throughput	throughput	NOUN
cana-2259	92	3	screening	screening	NOUN
cana-2259	92	4	(	(	PUNCT
cana-2259	92	5	hts	ht	NOUN
cana-2259	92	6	)	)	PUNCT
cana-2259	92	7	is	be	AUX
cana-2259	92	8	now	now	ADV
cana-2259	92	9	the	the	DET
cana-2259	92	10	standard	standard	ADJ
cana-2259	92	11	method	method	NOUN
cana-2259	92	12	for	for	SCONJ
cana-2259	92	13	researchers	researcher	NOUN
cana-2259	92	14	to	to	PART
cana-2259	92	15	choose	choose	VERB
cana-2259	92	16	potential	potential	ADJ
cana-2259	92	17	hits	hit	NOUN
cana-2259	92	18	from	from	ADP
cana-2259	92	19	a	a	DET
cana-2259	92	20	vast	vast	ADJ
cana-2259	92	21	library	library	NOUN
cana-2259	92	22	of	of	ADP
cana-2259	92	23	biological	biological	ADJ
cana-2259	92	24	and	and	CCONJ
cana-2259	92	25	chemical	chemical	NOUN
cana-2259	92	26	molecules	molecule	NOUN
cana-2259	92	27	.	.	PUNCT
cana-2259	93	1	the	the	DET
cana-2259	93	2	hits	hit	NOUN
cana-2259	93	3	that	that	PRON
cana-2259	93	4	were	be	AUX
cana-2259	93	5	chosen	choose	VERB
cana-2259	93	6	in	in	ADP
cana-2259	93	7	the	the	DET
cana-2259	93	8	previous	previous	ADJ
cana-2259	93	9	stage	stage	NOUN
cana-2259	93	10	are	be	AUX
cana-2259	93	11	tested	test	VERB
cana-2259	93	12	in	in	ADP
cana-2259	93	13	various	various	ADJ
cana-2259	93	14	ways	way	NOUN
cana-2259	93	15	to	to	PART
cana-2259	93	16	see	see	VERB
cana-2259	93	17	whether	whether	SCONJ
cana-2259	93	18	they	they	PRON
cana-2259	93	19	work	work	VERB
cana-2259	93	20	or	or	CCONJ
cana-2259	93	21	not	not	PART
cana-2259	93	22	.	.	PUNCT
cana-2259	94	1	here	here	ADV
cana-2259	94	2	,	,	PUNCT
cana-2259	94	3	researchers	researcher	NOUN
cana-2259	94	4	narrow	narrow	VERB
cana-2259	94	5	down	down	ADP
cana-2259	94	6	the	the	DET
cana-2259	94	7	pool	pool	NOUN
cana-2259	94	8	of	of	ADP
cana-2259	94	9	potential	potential	ADJ
cana-2259	94	10	possibilities	possibility	NOUN
cana-2259	94	11	to	to	ADP
cana-2259	94	12	a	a	DET
cana-2259	94	13	manageable	manageable	ADJ
cana-2259	94	14	amount	amount	NOUN
cana-2259	94	15	,	,	PUNCT
cana-2259	94	16	which	which	PRON
cana-2259	94	17	they	they	PRON
cana-2259	94	18	refer	refer	VERB
cana-2259	94	19	to	to	ADP
cana-2259	94	20	as	as	ADP
cana-2259	94	21	leads	lead	NOUN
cana-2259	94	22	.	.	PUNCT
cana-2259	95	1	the	the	DET
cana-2259	95	2	goal	goal	NOUN
cana-2259	95	3	of	of	ADP
cana-2259	95	4	this	this	DET
cana-2259	95	5	process	process	NOUN
cana-2259	95	6	is	be	AUX
cana-2259	95	7	to	to	PART
cana-2259	95	8	make	make	VERB
cana-2259	95	9	the	the	DET
cana-2259	95	10	lead	lead	ADJ
cana-2259	95	11	molecules	molecule	NOUN
cana-2259	95	12	better	well	ADV
cana-2259	95	13	in	in	ADP
cana-2259	95	14	every	every	DET
cana-2259	95	15	way	way	NOUN
cana-2259	95	16	,	,	PUNCT
cana-2259	95	17	including	include	VERB
cana-2259	95	18	making	make	VERB
cana-2259	95	19	them	they	PRON
cana-2259	95	20	more	more	ADV
cana-2259	95	21	effective	effective	ADJ
cana-2259	95	22	,	,	PUNCT
cana-2259	95	23	less	less	ADV
cana-2259	95	24	poisonous	poisonous	ADJ
cana-2259	95	25	,	,	PUNCT
cana-2259	95	26	and	and	CCONJ
cana-2259	95	27	easier	easy	ADJ
cana-2259	95	28	to	to	PART
cana-2259	95	29	absorb	absorb	VERB
cana-2259	95	30	.	.	PUNCT
cana-2259	96	1	repurposing	repurpose	VERB
cana-2259	96	2	lead	lead	NOUN
cana-2259	96	3	compounds	compound	NOUN
cana-2259	96	4	for	for	ADP
cana-2259	96	5	use	use	NOUN
cana-2259	96	6	against	against	ADP
cana-2259	96	7	various	various	ADJ
cana-2259	96	8	targets	target	NOUN
cana-2259	96	9	(	(	PUNCT
cana-2259	96	10	diseases	disease	NOUN
cana-2259	96	11	)	)	PUNCT
cana-2259	96	12	is	be	AUX
cana-2259	96	13	possible	possible	ADJ
cana-2259	96	14	after	after	ADP
cana-2259	96	15	further	further	ADJ
cana-2259	96	16	investigation	investigation	NOUN
cana-2259	96	17	.	.	PUNCT
cana-2259	97	1	researchers	researcher	NOUN
cana-2259	97	2	conduct	conduct	VERB
cana-2259	97	3	in	in	ADP
cana-2259	97	4	vivo	vivo	ADJ
cana-2259	97	5	assays	assay	NOUN
cana-2259	97	6	on	on	ADP
cana-2259	97	7	live	live	ADJ
cana-2259	97	8	creatures	creature	NOUN
cana-2259	97	9	(	(	PUNCT
cana-2259	97	10	animals	animal	NOUN
cana-2259	97	11	)	)	PUNCT
cana-2259	97	12	and	and	CCONJ
cana-2259	97	13	in	in	ADP
cana-2259	97	14	vitro	vitro	X
cana-2259	97	15	assays	assay	NOUN
cana-2259	97	16	on	on	ADP
cana-2259	97	17	test	test	NOUN
cana-2259	97	18	tubes	tube	NOUN
cana-2259	97	19	to	to	PART
cana-2259	97	20	choose	choose	VERB
cana-2259	97	21	drug	drug	NOUN
cana-2259	97	22	candidates	candidate	NOUN
cana-2259	97	23	for	for	ADP
cana-2259	97	24	clinical	clinical	ADJ
cana-2259	97	25	trials	trial	NOUN
cana-2259	97	26	at	at	ADP
cana-2259	97	27	the	the	DET
cana-2259	97	28	conclusion	conclusion	NOUN
cana-2259	97	29	of	of	ADP
cana-2259	97	30	drug	drug	NOUN
cana-2259	97	31	development	development	NOUN
cana-2259	97	32	.	.	PUNCT
cana-2259	98	1	only	only	ADV
cana-2259	98	2	one	one	NUM
cana-2259	98	3	out	out	ADP
cana-2259	98	4	of	of	ADP
cana-2259	98	5	every	every	DET
cana-2259	98	6	twenty	twenty	NUM
cana-2259	98	7	-	-	PUNCT
cana-2259	98	8	five	five	NUM
cana-2259	98	9	leads	lead	NOUN
cana-2259	98	10	is	be	AUX
cana-2259	98	11	really	really	ADV
cana-2259	98	12	pursued	pursue	VERB
cana-2259	98	13	further	far	ADV
cana-2259	98	14	.	.	PUNCT
cana-2259	99	1	(	(	PUNCT
cana-2259	99	2	𝑀𝑦(𝜕2𝑅𝑓	𝑀𝑦(𝜕2𝑅𝑓	ADV
cana-2259	99	3	−	−	PROPN
cana-2259	99	4	𝑣𝑐	𝑣𝑐	DET
cana-2259	99	5	′′	′′	PROPN
cana-2259	99	6	)	)	PUNCT
cana-2259	99	7	)	)	PUNCT
cana-2259	100	1	=	=	SYM
cana-2259	100	2	∝	∝	PROPN
cana-2259	100	3	𝑇(𝑌	𝑇(𝑌	X
cana-2259	100	4	−	−	PROPN
cana-2259	100	5	𝑢𝑟	𝑢𝑟	ADP
cana-2259	100	6	′′	′′	PROPN
cana-2259	100	7	)	)	PUNCT
cana-2259	100	8	∗	∗	VERB
cana-2259	100	9	𝐸𝑦𝑡𝑤	𝐸𝑦𝑡𝑤	PROPN
cana-2259	100	10	′′(2	′′(2	PROPN
cana-2259	100	11	)	)	PUNCT
cana-2259	100	12	the	the	DET
cana-2259	100	13	model	model	NOUN
cana-2259	100	14	's	's	PART
cana-2259	100	15	output	output	NOUN
cana-2259	100	16	about	about	ADP
cana-2259	100	17	resource	resource	NOUN
cana-2259	100	18	optimization	optimization	NOUN
cana-2259	100	19	is	be	AUX
cana-2259	100	20	represented	represent	VERB
cana-2259	100	21	by	by	ADP
cana-2259	100	22	equation	equation	NOUN
cana-2259	100	23	2𝑀𝑦	2𝑀𝑦	NUM
cana-2259	100	24	,	,	PUNCT
cana-2259	100	25	and	and	CCONJ
cana-2259	100	26	the	the	DET
cana-2259	100	27	changes	change	NOUN
cana-2259	100	28	made	make	VERB
cana-2259	100	29	to	to	PART
cana-2259	100	30	resource	resource	NOUN
cana-2259	100	31	factors	factor	NOUN
cana-2259	100	32	affecting	affect	VERB
cana-2259	100	33	drug	drug	NOUN
cana-2259	100	34	development	development	NOUN
cana-2259	100	35	are	be	AUX
cana-2259	100	36	denoted	denote	VERB
cana-2259	100	37	by	by	ADP
cana-2259	100	38	𝜕2𝑅𝑓	𝜕2𝑅𝑓	NOUN
cana-2259	100	39	−	−	PROPN
cana-2259	101	1	𝑣𝑐	𝑣𝑐	DET
cana-2259	101	2	′′.	′′.	NOUN
cana-2259	101	3	indicating	indicate	VERB
cana-2259	101	4	the	the	DET
cana-2259	101	5	framework	framework	NOUN
cana-2259	101	6	's	's	PART
cana-2259	101	7	ability	ability	NOUN
cana-2259	101	8	to	to	PART
cana-2259	101	9	increase	increase	VERB
cana-2259	101	10	treatment	treatment	NOUN
cana-2259	101	11	personalization	personalization	NOUN
cana-2259	101	12	and	and	CCONJ
cana-2259	101	13	overall	overall	ADJ
cana-2259	101	14	drug	drug	NOUN
cana-2259	101	15	development	development	NOUN
cana-2259	101	16	efficiency	efficiency	NOUN
cana-2259	101	17	,	,	PUNCT
cana-2259	101	18	th	th	X
cana-2259	101	19	shows	show	VERB
cana-2259	101	20	how	how	SCONJ
cana-2259	101	21	the	the	DET
cana-2259	101	22	proportionality	proportionality	NOUN
cana-2259	101	23	constant	constant	VERB
cana-2259	101	24	𝑌	𝑌	PROPN
cana-2259	101	25	−	−	PROPN
cana-2259	101	26	𝑢𝑟	𝑢𝑟	ADP
cana-2259	101	27	′′interacts	′′interact	NOUN
cana-2259	101	28	with	with	ADP
cana-2259	101	29	patient	patient	NOUN
cana-2259	101	30	-	-	PUNCT
cana-2259	101	31	specific	specific	ADJ
cana-2259	101	32	variables	variable	NOUN
cana-2259	101	33	(	(	PUNCT
cana-2259	101	34	𝐸𝑦𝑡𝑤	𝐸𝑦𝑡𝑤	PROPN
cana-2259	101	35	′′	′′	PROPN
cana-2259	101	36	)	)	PUNCT
cana-2259	101	37	and	and	CCONJ
cana-2259	101	38	efficacy	efficacy	NOUN
cana-2259	101	39	metrics	metric	NOUN
cana-2259	101	40	(	(	PUNCT
cana-2259	101	41	∝	∝	PROPN
cana-2259	101	42	𝑇	𝑇	PROPN
cana-2259	101	43	)	)	PUNCT
cana-2259	101	44	for	for	ADP
cana-2259	101	45	analysis	analysis	NOUN
cana-2259	101	46	of	of	ADP
cana-2259	101	47	efficiency	efficiency	NOUN
cana-2259	101	48	.	.	PUNCT
cana-2259	102	1	figure	figure	VERB
cana-2259	102	2	3	3	NUM
cana-2259	102	3	:	:	PUNCT
cana-2259	102	4	the	the	DET
cana-2259	102	5	bock	bock	NOUN
cana-2259	102	6	diagram	diagram	NOUN
cana-2259	102	7	of	of	ADP
cana-2259	102	8	drug	drug	NOUN
cana-2259	102	9	development	development	NOUN
cana-2259	102	10	based	base	VERB
cana-2259	102	11	on	on	ADP
cana-2259	102	12	artificial	artificial	ADJ
cana-2259	102	13	intelligence	intelligence	NOUN
cana-2259	102	14	complete	complete	ADJ
cana-2259	102	15	data	datum	NOUN
cana-2259	102	16	gathering	gathering	NOUN
cana-2259	102	17	,	,	PUNCT
cana-2259	102	18	including	include	VERB
cana-2259	102	19	genetic	genetic	ADJ
cana-2259	102	20	data	datum	NOUN
cana-2259	102	21	,	,	PUNCT
cana-2259	102	22	chemical	chemical	NOUN
cana-2259	102	23	compound	compound	NOUN
cana-2259	102	24	libraries	library	NOUN
cana-2259	102	25	,	,	PUNCT
cana-2259	102	26	and	and	CCONJ
cana-2259	102	27	clinical	clinical	ADJ
cana-2259	102	28	trial	trial	NOUN
cana-2259	102	29	data	datum	NOUN
cana-2259	102	30	,	,	PUNCT
cana-2259	102	31	is	be	AUX
cana-2259	102	32	the	the	DET
cana-2259	102	33	first	first	ADJ
cana-2259	102	34	step	step	NOUN
cana-2259	102	35	in	in	ADP
cana-2259	102	36	the	the	DET
cana-2259	102	37	ai	ai	ADJ
cana-2259	102	38	-	-	PUNCT
cana-2259	102	39	driven	drive	VERB
cana-2259	102	40	drug	drug	NOUN
cana-2259	102	41	development	development	NOUN
cana-2259	102	42	process	process	NOUN
cana-2259	102	43	.	.	PUNCT
cana-2259	103	1	to	to	PART
cana-2259	103	2	speed	speed	VERB
cana-2259	103	3	up	up	ADP
cana-2259	103	4	molecular	molecular	ADJ
cana-2259	103	5	discovery	discovery	NOUN
cana-2259	103	6	and	and	CCONJ
cana-2259	103	7	interaction	interaction	NOUN
cana-2259	103	8	simulation	simulation	NOUN
cana-2259	103	9	,	,	PUNCT
cana-2259	103	10	artificial	artificial	ADJ
cana-2259	103	11	intelligence	intelligence	NOUN
cana-2259	103	12	technologies	technology	NOUN
cana-2259	103	13	,	,	PUNCT
cana-2259	103	14	such	such	ADJ
cana-2259	103	15	as	as	ADP
cana-2259	103	16	machine	machine	NOUN
cana-2259	103	17	learning	learning	NOUN
cana-2259	103	18	models	model	NOUN
cana-2259	103	19	,	,	PUNCT
cana-2259	103	20	are	be	AUX
cana-2259	103	21	built	build	VERB
cana-2259	103	22	on	on	ADP
cana-2259	103	23	top	top	NOUN
cana-2259	103	24	of	of	ADP
cana-2259	103	25	this	this	DET
cana-2259	103	26	massive	massive	ADJ
cana-2259	103	27	information	information	NOUN
cana-2259	103	28	.	.	PUNCT
cana-2259	104	1	these	these	DET
cana-2259	104	2	algorithms	algorithm	NOUN
cana-2259	104	3	outperform	outperform	VERB
cana-2259	104	4	more	more	ADV
cana-2259	104	5	conventional	conventional	ADJ
cana-2259	104	6	approaches	approach	NOUN
cana-2259	104	7	to	to	ADP
cana-2259	104	8	identifying	identify	VERB
cana-2259	104	9	possible	possible	ADJ
cana-2259	104	10	medication	medication	NOUN
cana-2259	104	11	options	option	NOUN
cana-2259	104	12	.	.	PUNCT
cana-2259	105	1	pharmaceutical	pharmaceutical	NOUN
cana-2259	105	2	compound	compound	NOUN
cana-2259	105	3	optimisation	optimisation	NOUN
cana-2259	105	4	and	and	CCONJ
cana-2259	105	5	clinical	clinical	ADJ
cana-2259	105	6	trial	trial	NOUN
cana-2259	105	7	communications	communication	NOUN
cana-2259	105	8	on	on	ADP
cana-2259	105	9	applied	apply	VERB
cana-2259	105	10	nonlinear	nonlinear	ADJ
cana-2259	105	11	analysis	analysis	NOUN
cana-2259	105	12	issn	issn	NOUN
cana-2259	105	13	:	:	PUNCT
cana-2259	105	14	1074	1074	NUM
cana-2259	105	15	-	-	PUNCT
cana-2259	105	16	133x	133x	NUM
cana-2259	105	17	vol	vol	NOUN
cana-2259	105	18	32	32	NUM
cana-2259	105	19	no	no	NOUN
cana-2259	105	20	.	.	PUNCT
cana-2259	106	1	2s	2s	NUM
cana-2259	106	2	(	(	PUNCT
cana-2259	106	3	2025	2025	NUM
cana-2259	106	4	)	)	PUNCT
cana-2259	106	5	143	143	NUM
cana-2259	106	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	106	7	outcome	outcome	NOUN
cana-2259	106	8	prediction	prediction	NOUN
cana-2259	106	9	will	will	AUX
cana-2259	106	10	constitute	constitute	VERB
cana-2259	106	11	the	the	DET
cana-2259	106	12	next	next	ADJ
cana-2259	106	13	stage	stage	NOUN
cana-2259	106	14	.	.	PUNCT
cana-2259	107	1	artificial	artificial	ADJ
cana-2259	107	2	intelligence	intelligence	NOUN
cana-2259	107	3	systems	system	NOUN
cana-2259	107	4	have	have	AUX
cana-2259	107	5	place	place	NOUN
cana-2259	107	6	the	the	DET
cana-2259	107	7	use	use	NOUN
cana-2259	107	8	of	of	ADP
cana-2259	107	9	data	datum	NOUN
cana-2259	107	10	such	such	ADJ
cana-2259	107	11	as	as	ADP
cana-2259	107	12	historical	historical	ADJ
cana-2259	107	13	information	information	NOUN
cana-2259	107	14	on	on	ADP
cana-2259	107	15	previous	previous	ADJ
cana-2259	107	16	trials	trial	NOUN
cana-2259	107	17	and	and	CCONJ
cana-2259	107	18	patients	patient	NOUN
cana-2259	107	19	to	to	PART
cana-2259	107	20	forecast	forecast	VERB
cana-2259	107	21	the	the	DET
cana-2259	107	22	outcome	outcome	NOUN
cana-2259	107	23	success	success	NOUN
cana-2259	107	24	rate	rate	NOUN
cana-2259	107	25	with	with	ADP
cana-2259	107	26	better	well	ADJ
cana-2259	107	27	precision	precision	NOUN
cana-2259	107	28	.	.	PUNCT
cana-2259	108	1	such	such	ADJ
cana-2259	108	2	attributes	attribute	NOUN
cana-2259	108	3	eliminate	eliminate	VERB
cana-2259	108	4	the	the	DET
cana-2259	108	5	headache	headache	NOUN
cana-2259	108	6	of	of	ADP
cana-2259	108	7	trial	trial	NOUN
cana-2259	108	8	and	and	CCONJ
cana-2259	108	9	error	error	NOUN
cana-2259	108	10	and	and	CCONJ
cana-2259	108	11	help	help	VERB
cana-2259	108	12	improve	improve	VERB
cana-2259	108	13	the	the	DET
cana-2259	108	14	drug	drug	NOUN
cana-2259	108	15	development	development	NOUN
cana-2259	108	16	process	process	NOUN
cana-2259	108	17	in	in	ADP
cana-2259	108	18	both	both	DET
cana-2259	108	19	time	time	NOUN
cana-2259	108	20	and	and	CCONJ
cana-2259	108	21	cost	cost	NOUN
cana-2259	108	22	.	.	PUNCT
cana-2259	109	1	he	he	PRON
cana-2259	109	2	further	far	ADV
cana-2259	109	3	explains	explain	VERB
cana-2259	109	4	that	that	SCONJ
cana-2259	109	5	with	with	ADP
cana-2259	109	6	the	the	DET
cana-2259	109	7	help	help	NOUN
cana-2259	109	8	of	of	ADP
cana-2259	109	9	artificial	artificial	ADJ
cana-2259	109	10	intelligence	intelligence	NOUN
cana-2259	109	11	it	it	PRON
cana-2259	109	12	is	be	AUX
cana-2259	109	13	also	also	ADV
cana-2259	109	14	possible	possible	ADJ
cana-2259	109	15	to	to	PART
cana-2259	109	16	design	design	VERB
cana-2259	109	17	new	new	ADJ
cana-2259	109	18	treatment	treatment	NOUN
cana-2259	109	19	combination	combination	NOUN
cana-2259	109	20	for	for	ADP
cana-2259	109	21	every	every	DET
cana-2259	109	22	patient	patient	NOUN
cana-2259	109	23	,	,	PUNCT
cana-2259	109	24	thus	thus	ADV
cana-2259	109	25	enhancing	enhance	VERB
cana-2259	109	26	efficacy	efficacy	NOUN
cana-2259	109	27	and	and	CCONJ
cana-2259	109	28	lowering	lower	VERB
cana-2259	109	29	adverse	adverse	ADJ
cana-2259	109	30	effects	effect	NOUN
cana-2259	109	31	.	.	PUNCT
cana-2259	110	1	the	the	DET
cana-2259	110	2	ultimate	ultimate	ADJ
cana-2259	110	3	product	product	NOUN
cana-2259	110	4	of	of	ADP
cana-2259	110	5	this	this	DET
cana-2259	110	6	procedure	procedure	NOUN
cana-2259	110	7	,	,	PUNCT
cana-2259	110	8	which	which	PRON
cana-2259	110	9	meshes	mesh	VERB
cana-2259	110	10	both	both	CCONJ
cana-2259	110	11	endorsed	endorse	VERB
cana-2259	110	12	drugs	drug	NOUN
cana-2259	110	13	and	and	CCONJ
cana-2259	110	14	specific	specific	ADJ
cana-2259	110	15	management	management	NOUN
cana-2259	110	16	plans	plan	NOUN
cana-2259	110	17	as	as	SCONJ
cana-2259	110	18	depicted	depict	VERB
cana-2259	110	19	in	in	ADP
cana-2259	110	20	figure	figure	NOUN
cana-2259	110	21	3	3	NUM
cana-2259	110	22	,	,	PUNCT
cana-2259	110	23	guarantees	guarantee	VERB
cana-2259	110	24	a	a	DET
cana-2259	110	25	paradigm	paradigm	NOUN
cana-2259	110	26	shift	shift	NOUN
cana-2259	110	27	in	in	ADP
cana-2259	110	28	health	health	NOUN
cana-2259	110	29	care	care	NOUN
cana-2259	110	30	towards	towards	ADP
cana-2259	110	31	a	a	DET
cana-2259	110	32	more	more	ADV
cana-2259	110	33	effective	effective	ADJ
cana-2259	110	34	,	,	PUNCT
cana-2259	110	35	expeditious	expeditious	ADJ
cana-2259	110	36	and	and	CCONJ
cana-2259	110	37	patient	patient	ADJ
cana-2259	110	38	oriented	orient	VERB
cana-2259	110	39	facet	facet	ADJ
cana-2259	110	40	.	.	PUNCT
cana-2259	111	1	(	(	PUNCT
cana-2259	111	2	𝐸𝑏	𝐸𝑏	NOUN
cana-2259	111	3	=	=	NOUN
cana-2259	111	4	𝛿	𝛿	ADJ
cana-2259	111	5	′	′	NOUN
cana-2259	111	6	+	+	CCONJ
cana-2259	111	7	𝛼(∃	𝛼(∃	NOUN
cana-2259	111	8	+	+	X
cana-2259	111	9	2𝑤𝑞′′	2𝑤𝑞′′	NUM
cana-2259	111	10	)	)	PUNCT
cana-2259	111	11	)	)	PUNCT
cana-2259	112	1	−	−	PROPN
cana-2259	113	1	𝐸𝑡𝑦(𝛽	𝐸𝑡𝑦(𝛽	PROPN
cana-2259	113	2	+	+	CCONJ
cana-2259	113	3	𝑠𝑑′′)(3	𝑠𝑑′′)(3	NOUN
cana-2259	113	4	)	)	PUNCT
cana-2259	113	5	the	the	DET
cana-2259	113	6	projected	project	VERB
cana-2259	113	7	gains	gain	NOUN
cana-2259	113	8	from	from	ADP
cana-2259	113	9	ai	ai	ADJ
cana-2259	113	10	-	-	PUNCT
cana-2259	113	11	driven	drive	VERB
cana-2259	113	12	drug	drug	NOUN
cana-2259	113	13	development	development	NOUN
cana-2259	113	14	procedures	procedure	NOUN
cana-2259	113	15	are	be	AUX
cana-2259	113	16	represented	represent	VERB
cana-2259	113	17	by	by	ADP
cana-2259	113	18	the	the	DET
cana-2259	113	19	equation	equation	NOUN
cana-2259	113	20	3,𝐸𝑏	3,𝐸𝑏	NUM
cana-2259	113	21	,	,	PUNCT
cana-2259	113	22	while	while	SCONJ
cana-2259	113	23	baseline	baseline	ADJ
cana-2259	113	24	increases𝛽	increases𝛽	NOUN
cana-2259	113	25	+	+	CCONJ
cana-2259	113	26	𝑠𝑑′′	𝑠𝑑′′	VERB
cana-2259	113	27	in	in	ADP
cana-2259	113	28	drug	drug	NOUN
cana-2259	113	29	effectiveness	effectiveness	NOUN
cana-2259	113	30	are	be	AUX
cana-2259	113	31	accounted	account	VERB
cana-2259	113	32	for	for	ADP
cana-2259	113	33	by∃	by∃	PROPN
cana-2259	113	34	+	+	X
cana-2259	113	35	2𝑤𝑞′′.	2𝑤𝑞′′.	NUM
cana-2259	113	36	the	the	DET
cana-2259	113	37	ai	ai	PROPN
cana-2259	113	38	algorithms	algorithm	NOUN
cana-2259	113	39	'	'	PART
cana-2259	113	40	enhancing	enhance	VERB
cana-2259	113	41	benefits	benefit	NOUN
cana-2259	113	42	on	on	ADP
cana-2259	113	43	drug	drug	NOUN
cana-2259	113	44	candidates	candidate	NOUN
cana-2259	113	45	are	be	AUX
cana-2259	113	46	captured	capture	VERB
cana-2259	113	47	by	by	ADP
cana-2259	113	48	the	the	DET
cana-2259	113	49	term	term	NOUN
cana-2259	114	1	𝛿	𝛿	PRON
cana-2259	114	2	′	′	NOUN
cana-2259	115	1	+	+	PUNCT
cana-2259	115	2	𝛼	𝛼	X
cana-2259	115	3	,	,	PUNCT
cana-2259	115	4	whereas	whereas	SCONJ
cana-2259	115	5	the	the	DET
cana-2259	115	6	costs	cost	NOUN
cana-2259	115	7	or	or	CCONJ
cana-2259	115	8	risks	risk	NOUN
cana-2259	115	9	related	relate	VERB
cana-2259	115	10	to	to	ADP
cana-2259	115	11	resource	resource	NOUN
cana-2259	115	12	expenditures	expenditure	NOUN
cana-2259	115	13	are	be	AUX
cana-2259	115	14	reflected	reflect	VERB
cana-2259	115	15	by	by	ADP
cana-2259	115	16	subtracting	subtract	VERB
cana-2259	115	17	𝐸𝑡𝑦	𝐸𝑡𝑦	PROPN
cana-2259	115	18	for	for	ADP
cana-2259	115	19	analysis	analysis	NOUN
cana-2259	115	20	of	of	ADP
cana-2259	115	21	costeffectiveness	costeffectiveness	NOUN
cana-2259	115	22	.	.	PUNCT
cana-2259	116	1	to	to	PART
cana-2259	116	2	improve	improve	VERB
cana-2259	116	3	compound	compound	NOUN
cana-2259	116	4	discovery	discovery	NOUN
cana-2259	116	5	and	and	CCONJ
cana-2259	116	6	therefore	therefore	ADV
cana-2259	116	7	shorten	shorten	VERB
cana-2259	116	8	the	the	DET
cana-2259	116	9	periods	period	NOUN
cana-2259	116	10	for	for	ADP
cana-2259	116	11	conducting	conduct	VERB
cana-2259	116	12	clinical	clinical	ADJ
cana-2259	116	13	trials	trial	NOUN
cana-2259	116	14	,	,	PUNCT
cana-2259	116	15	the	the	DET
cana-2259	116	16	drug	drug	NOUN
cana-2259	116	17	development	development	NOUN
cana-2259	116	18	approach	approach	NOUN
cana-2259	116	19	powered	power	VERB
cana-2259	116	20	by	by	ADP
cana-2259	116	21	artificial	artificial	ADJ
cana-2259	116	22	intelligence	intelligence	NOUN
cana-2259	116	23	uses	use	VERB
cana-2259	116	24	big	big	ADJ
cana-2259	116	25	data	datum	NOUN
cana-2259	116	26	such	such	ADJ
cana-2259	116	27	as	as	ADP
cana-2259	116	28	genetic	genetic	ADJ
cana-2259	116	29	and	and	CCONJ
cana-2259	116	30	clinical	clinical	ADJ
cana-2259	116	31	trial	trial	NOUN
cana-2259	116	32	data	datum	NOUN
cana-2259	116	33	.	.	PUNCT
cana-2259	117	1	offshore	offshore	ADJ
cana-2259	117	2	outsourcing	outsourcing	NOUN
cana-2259	117	3	of	of	ADP
cana-2259	117	4	drug	drug	NOUN
cana-2259	117	5	discovery	discovery	PROPN
cana-2259	117	6	and	and	CCONJ
cana-2259	117	7	development	development	NOUN
cana-2259	117	8	services	service	NOUN
cana-2259	117	9	has	have	AUX
cana-2259	117	10	witnessed	witness	VERB
cana-2259	117	11	the	the	DET
cana-2259	117	12	rise	rise	NOUN
cana-2259	117	13	of	of	ADP
cana-2259	117	14	artificial	artificial	ADJ
cana-2259	117	15	intelligence	intelligence	NOUN
cana-2259	117	16	and	and	CCONJ
cana-2259	117	17	machine	machine	NOUN
cana-2259	117	18	learning	learning	NOUN
cana-2259	117	19	applications	application	NOUN
cana-2259	117	20	that	that	PRON
cana-2259	117	21	significantly	significantly	ADV
cana-2259	117	22	reduce	reduce	VERB
cana-2259	117	23	cost	cost	NOUN
cana-2259	117	24	and	and	CCONJ
cana-2259	117	25	duration	duration	NOUN
cana-2259	117	26	by	by	ADP
cana-2259	117	27	improving	improve	VERB
cana-2259	117	28	in	in	ADP
cana-2259	117	29	the	the	DET
cana-2259	117	30	assessment	assessment	NOUN
cana-2259	117	31	of	of	ADP
cana-2259	117	32	drug	drug	NOUN
cana-2259	117	33	candidates	candidate	NOUN
cana-2259	117	34	and	and	CCONJ
cana-2259	117	35	outcomes	outcome	NOUN
cana-2259	117	36	of	of	ADP
cana-2259	117	37	the	the	DET
cana-2259	117	38	trials	trial	NOUN
cana-2259	117	39	.	.	PUNCT
cana-2259	118	1	with	with	ADP
cana-2259	118	2	the	the	DET
cana-2259	118	3	growth	growth	NOUN
cana-2259	118	4	of	of	ADP
cana-2259	118	5	artificial	artificial	ADJ
cana-2259	118	6	intelligence	intelligence	NOUN
cana-2259	118	7	,	,	PUNCT
cana-2259	118	8	there	there	PRON
cana-2259	118	9	is	be	VERB
cana-2259	118	10	also	also	ADV
cana-2259	118	11	the	the	DET
cana-2259	118	12	possibility	possibility	NOUN
cana-2259	118	13	of	of	ADP
cana-2259	118	14	modifying	modify	VERB
cana-2259	118	15	and	and	CCONJ
cana-2259	118	16	creating	create	VERB
cana-2259	118	17	treatment	treatment	NOUN
cana-2259	118	18	programs	program	NOUN
cana-2259	118	19	to	to	PART
cana-2259	118	20	achieve	achieve	VERB
cana-2259	118	21	better	well	ADJ
cana-2259	118	22	results	result	NOUN
cana-2259	118	23	with	with	ADP
cana-2259	118	24	fewer	few	ADJ
cana-2259	118	25	side	side	NOUN
cana-2259	118	26	effects	effect	NOUN
cana-2259	118	27	.	.	PUNCT
cana-2259	119	1	the	the	DET
cana-2259	119	2	final	final	ADJ
cana-2259	119	3	product	product	NOUN
cana-2259	119	4	,	,	PUNCT
cana-2259	119	5	which	which	PRON
cana-2259	119	6	includes	include	VERB
cana-2259	119	7	both	both	CCONJ
cana-2259	119	8	marketed	market	VERB
cana-2259	119	9	drugs	drug	NOUN
cana-2259	119	10	and	and	CCONJ
cana-2259	119	11	individualized	individualized	ADJ
cana-2259	119	12	therapy	therapy	NOUN
cana-2259	119	13	,	,	PUNCT
cana-2259	119	14	creates	create	VERB
cana-2259	119	15	a	a	DET
cana-2259	119	16	more	more	ADV
cana-2259	119	17	efficient	efficient	ADJ
cana-2259	119	18	and	and	CCONJ
cana-2259	119	19	patient	patient	ADJ
cana-2259	119	20	oriented	orient	VERB
cana-2259	119	21	process	process	NOUN
cana-2259	119	22	of	of	ADP
cana-2259	119	23	drug	drug	NOUN
cana-2259	119	24	development	development	NOUN
cana-2259	119	25	and	and	CCONJ
cana-2259	119	26	provision	provision	NOUN
cana-2259	119	27	of	of	ADP
cana-2259	119	28	health	health	NOUN
cana-2259	119	29	care	care	NOUN
cana-2259	119	30	services	service	NOUN
cana-2259	119	31	.	.	PUNCT
cana-2259	120	1	4	4	X
cana-2259	120	2	.	.	NOUN
cana-2259	120	3	result	result	NOUN
cana-2259	120	4	and	and	CCONJ
cana-2259	120	5	discussion	discussion	NOUN
cana-2259	120	6	regression	regression	NOUN
cana-2259	120	7	models	model	NOUN
cana-2259	120	8	based	base	VERB
cana-2259	120	9	on	on	ADP
cana-2259	120	10	ai	ai	PROPN
cana-2259	120	11	systems	system	NOUN
cana-2259	120	12	have	have	AUX
cana-2259	120	13	revolutionized	revolutionize	VERB
cana-2259	120	14	the	the	DET
cana-2259	120	15	pharmaceutical	pharmaceutical	ADJ
cana-2259	120	16	industry	industry	NOUN
cana-2259	120	17	in	in	ADP
cana-2259	120	18	the	the	DET
cana-2259	120	19	sphere	sphere	NOUN
cana-2259	120	20	of	of	ADP
cana-2259	120	21	drug	drug	NOUN
cana-2259	120	22	creation	creation	NOUN
cana-2259	120	23	.	.	PUNCT
cana-2259	121	1	there	there	PRON
cana-2259	121	2	are	be	VERB
cana-2259	121	3	some	some	DET
cana-2259	121	4	common	common	ADJ
cana-2259	121	5	issues	issue	NOUN
cana-2259	121	6	with	with	ADP
cana-2259	121	7	the	the	DET
cana-2259	121	8	standard	standard	ADJ
cana-2259	121	9	approaches	approach	NOUN
cana-2259	121	10	such	such	ADJ
cana-2259	121	11	as	as	ADP
cana-2259	121	12	high	high	ADJ
cana-2259	121	13	costs	cost	NOUN
cana-2259	121	14	,	,	PUNCT
cana-2259	121	15	extended	extended	ADJ
cana-2259	121	16	timelines	timeline	NOUN
cana-2259	121	17	,	,	PUNCT
cana-2259	121	18	and	and	CCONJ
cana-2259	121	19	low	low	ADJ
cana-2259	121	20	efficiency	efficiency	NOUN
cana-2259	121	21	.	.	PUNCT
cana-2259	122	1	to	to	PART
cana-2259	122	2	address	address	VERB
cana-2259	122	3	these	these	DET
cana-2259	122	4	issues	issue	NOUN
cana-2259	122	5	,	,	PUNCT
cana-2259	122	6	the	the	DET
cana-2259	122	7	dd	dd	ADJ
cana-2259	122	8	-	-	PUNCT
cana-2259	122	9	ai	ai	NOUN
cana-2259	122	10	framework	framework	NOUN
cana-2259	122	11	employs	employ	VERB
cana-2259	122	12	the	the	DET
cana-2259	122	13	use	use	NOUN
cana-2259	122	14	of	of	ADP
cana-2259	122	15	ai	ai	NOUN
cana-2259	122	16	and	and	CCONJ
cana-2259	122	17	ml	ml	ADP
cana-2259	122	18	algorithms	algorithm	NOUN
cana-2259	122	19	to	to	PART
cana-2259	122	20	maximize	maximize	VERB
cana-2259	122	21	the	the	DET
cana-2259	122	22	efficiency	efficiency	NOUN
cana-2259	122	23	,	,	PUNCT
cana-2259	122	24	precision	precision	NOUN
cana-2259	122	25	,	,	PUNCT
cana-2259	122	26	and	and	CCONJ
cana-2259	122	27	cost	cost	NOUN
cana-2259	122	28	of	of	ADP
cana-2259	122	29	the	the	DET
cana-2259	122	30	drug	drug	NOUN
cana-2259	122	31	discovery	discovery	NOUN
cana-2259	122	32	process	process	NOUN
cana-2259	122	33	.	.	PUNCT
cana-2259	123	1	figure	figure	VERB
cana-2259	123	2	4	4	NUM
cana-2259	123	3	:	:	PUNCT
cana-2259	123	4	the	the	DET
cana-2259	123	5	analysis	analysis	NOUN
cana-2259	123	6	of	of	ADP
cana-2259	123	7	efficiency	efficiency	NOUN
cana-2259	123	8	0	0	NUM
cana-2259	123	9	20	20	NUM
cana-2259	123	10	40	40	NUM
cana-2259	123	11	60	60	NUM
cana-2259	123	12	80	80	NUM
cana-2259	123	13	100	100	NUM
cana-2259	123	14	120	120	NUM
cana-2259	123	15	1	1	NUM
cana-2259	123	16	2	2	NUM
cana-2259	123	17	3	3	NUM
cana-2259	123	18	4	4	NUM
cana-2259	123	19	5	5	NUM
cana-2259	123	20	6	6	NUM
cana-2259	123	21	7	7	NUM
cana-2259	123	22	8	8	NUM
cana-2259	123	23	9	9	NUM
cana-2259	123	24	10	10	NUM
cana-2259	123	25	e	e	NOUN
cana-2259	123	26	ff	ff	NUM
cana-2259	123	27	ic	ic	INTJ
cana-2259	123	28	ie	ie	X
cana-2259	123	29	n	n	PROPN
cana-2259	123	30	c	c	NOUN
cana-2259	123	31	y	y	PROPN
cana-2259	123	32	r	r	NOUN
cana-2259	123	33	a	a	DET
cana-2259	123	34	ti	ti	NOUN
cana-2259	123	35	o	o	NOUN
cana-2259	123	36	(	(	PUNCT
cana-2259	123	37	%	%	NOUN
cana-2259	123	38	)	)	PUNCT
cana-2259	123	39	number	number	NOUN
cana-2259	123	40	of	of	ADP
cana-2259	123	41	samples	sample	NOUN
cana-2259	123	42	p	p	NOUN
cana-2259	123	43	-	-	PUNCT
cana-2259	123	44	bt	bt	NOUN
cana-2259	123	45	-	-	NOUN
cana-2259	123	46	dh	dh	NOUN
cana-2259	123	47	ml	ml	PROPN
cana-2259	123	48	-	-	PUNCT
cana-2259	123	49	dd	dd	VERB
cana-2259	123	50	p	p	PROPN
cana-2259	123	51	-	-	PUNCT
cana-2259	123	52	dl	dl	NOUN
cana-2259	123	53	-	-	PUNCT
cana-2259	123	54	dd	dd	NOUN
cana-2259	123	55	dh	dh	NOUN
cana-2259	123	56	-	-	PUNCT
cana-2259	123	57	cnn	cnn	PROPN
cana-2259	123	58	dd	dd	PROPN
cana-2259	123	59	-	-	PUNCT
cana-2259	123	60	ai	ai	NOUN
cana-2259	123	61	communications	communication	NOUN
cana-2259	123	62	on	on	ADP
cana-2259	123	63	applied	apply	VERB
cana-2259	123	64	nonlinear	nonlinear	ADJ
cana-2259	123	65	analysis	analysis	NOUN
cana-2259	123	66	issn	issn	NOUN
cana-2259	123	67	:	:	PUNCT
cana-2259	123	68	1074	1074	NUM
cana-2259	123	69	-	-	PUNCT
cana-2259	123	70	133x	133x	NUM
cana-2259	123	71	vol	vol	NOUN
cana-2259	123	72	32	32	NUM
cana-2259	123	73	no	no	NOUN
cana-2259	123	74	.	.	PUNCT
cana-2259	124	1	2s	2s	NUM
cana-2259	124	2	(	(	PUNCT
cana-2259	124	3	2025	2025	NUM
cana-2259	124	4	)	)	PUNCT
cana-2259	124	5	144	144	NUM
cana-2259	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	124	7	the	the	DET
cana-2259	124	8	dd	dd	ADJ
cana-2259	124	9	-	-	PUNCT
cana-2259	124	10	ai	ai	NOUN
cana-2259	124	11	platform	platform	NOUN
cana-2259	124	12	streamlines	streamline	NOUN
cana-2259	124	13	and	and	CCONJ
cana-2259	124	14	automates	automate	VERB
cana-2259	124	15	several	several	ADJ
cana-2259	124	16	crucial	crucial	ADJ
cana-2259	124	17	steps	step	NOUN
cana-2259	124	18	in	in	ADP
cana-2259	124	19	the	the	DET
cana-2259	124	20	drug	drug	NOUN
cana-2259	124	21	development	development	NOUN
cana-2259	124	22	process	process	NOUN
cana-2259	124	23	,	,	PUNCT
cana-2259	124	24	greatly	greatly	ADV
cana-2259	124	25	increasing	increase	VERB
cana-2259	124	26	efficiency	efficiency	NOUN
cana-2259	124	27	using	use	VERB
cana-2259	124	28	2	2	NUM
cana-2259	124	29	.	.	PUNCT
cana-2259	124	30	artificial	artificial	ADJ
cana-2259	124	31	intelligence	intelligence	NOUN
cana-2259	124	32	systems	system	NOUN
cana-2259	124	33	can	can	AUX
cana-2259	124	34	quickly	quickly	ADV
cana-2259	124	35	sift	sift	VERB
cana-2259	124	36	through	through	ADP
cana-2259	124	37	massive	massive	ADJ
cana-2259	124	38	biological	biological	ADJ
cana-2259	124	39	and	and	CCONJ
cana-2259	124	40	chemical	chemical	NOUN
cana-2259	124	41	databases	database	NOUN
cana-2259	124	42	,	,	PUNCT
cana-2259	124	43	speeding	speed	VERB
cana-2259	124	44	up	up	ADP
cana-2259	124	45	the	the	DET
cana-2259	124	46	process	process	NOUN
cana-2259	124	47	of	of	ADP
cana-2259	124	48	finding	find	VERB
cana-2259	124	49	potential	potential	ADJ
cana-2259	124	50	new	new	ADJ
cana-2259	124	51	medications	medication	NOUN
cana-2259	124	52	.	.	PUNCT
cana-2259	125	1	clinical	clinical	ADJ
cana-2259	125	2	trials	trial	NOUN
cana-2259	125	3	have	have	AUX
cana-2259	125	4	historically	historically	ADV
cana-2259	125	5	had	have	VERB
cana-2259	125	6	high	high	ADJ
cana-2259	125	7	attrition	attrition	NOUN
cana-2259	125	8	rates	rate	NOUN
cana-2259	125	9	,	,	PUNCT
cana-2259	125	10	but	but	CCONJ
cana-2259	125	11	machine	machine	NOUN
cana-2259	125	12	learning	learn	VERB
cana-2259	125	13	algorithms	algorithm	NOUN
cana-2259	125	14	may	may	AUX
cana-2259	125	15	anticipate	anticipate	VERB
cana-2259	125	16	trial	trial	NOUN
cana-2259	125	17	success	success	NOUN
cana-2259	125	18	by	by	ADP
cana-2259	125	19	evaluating	evaluate	VERB
cana-2259	125	20	factors	factor	NOUN
cana-2259	125	21	like	like	ADP
cana-2259	125	22	patient	patient	ADJ
cana-2259	125	23	reactions	reaction	NOUN
cana-2259	125	24	and	and	CCONJ
cana-2259	125	25	medication	medication	NOUN
cana-2259	125	26	interactions	interaction	NOUN
cana-2259	125	27	.	.	PUNCT
cana-2259	126	1	also	also	ADV
cana-2259	126	2	,	,	PUNCT
cana-2259	126	3	by	by	ADP
cana-2259	126	4	mimicking	mimic	VERB
cana-2259	126	5	chemical	chemical	ADJ
cana-2259	126	6	interactions	interaction	NOUN
cana-2259	126	7	and	and	CCONJ
cana-2259	126	8	honing	hone	VERB
cana-2259	126	9	candidate	candidate	NOUN
cana-2259	126	10	selection	selection	NOUN
cana-2259	126	11	,	,	PUNCT
cana-2259	126	12	ai	ai	AUX
cana-2259	126	13	shortens	shorten	VERB
cana-2259	126	14	the	the	DET
cana-2259	126	15	drug	drug	NOUN
cana-2259	126	16	development	development	NOUN
cana-2259	126	17	process	process	NOUN
cana-2259	126	18	and	and	CCONJ
cana-2259	126	19	cuts	cut	VERB
cana-2259	126	20	expenses	expense	NOUN
cana-2259	126	21	.	.	PUNCT
cana-2259	127	1	taken	take	VERB
cana-2259	127	2	as	as	ADP
cana-2259	127	3	a	a	DET
cana-2259	127	4	whole	whole	NOUN
cana-2259	127	5	,	,	PUNCT
cana-2259	127	6	these	these	DET
cana-2259	127	7	innovations	innovation	NOUN
cana-2259	127	8	simplify	simplify	VERB
cana-2259	127	9	the	the	DET
cana-2259	127	10	development	development	NOUN
cana-2259	127	11	process	process	NOUN
cana-2259	127	12	,	,	PUNCT
cana-2259	127	13	which	which	PRON
cana-2259	127	14	speeds	speed	VERB
cana-2259	127	15	up	up	ADP
cana-2259	127	16	and	and	CCONJ
cana-2259	127	17	lowers	lower	VERB
cana-2259	127	18	the	the	DET
cana-2259	127	19	cost	cost	NOUN
cana-2259	127	20	of	of	ADP
cana-2259	127	21	producing	produce	VERB
cana-2259	127	22	safe	safe	ADJ
cana-2259	127	23	,	,	PUNCT
cana-2259	127	24	effective	effective	ADJ
cana-2259	127	25	medications	medication	NOUN
cana-2259	127	26	.	.	PUNCT
cana-2259	128	1	the	the	DET
cana-2259	128	2	efficiency	efficiency	NOUN
cana-2259	128	3	ratio	ratio	NOUN
cana-2259	128	4	is	be	AUX
cana-2259	128	5	gained	gain	VERB
cana-2259	128	6	by	by	ADP
cana-2259	128	7	97.74	97.74	NUM
cana-2259	128	8	%	%	NOUN
cana-2259	128	9	is	be	AUX
cana-2259	128	10	shown	show	VERB
cana-2259	128	11	in	in	ADP
cana-2259	128	12	figure	figure	NOUN
cana-2259	128	13	4	4	NUM
cana-2259	128	14	.	.	PUNCT
cana-2259	128	15	figure	figure	VERB
cana-2259	128	16	5	5	NUM
cana-2259	128	17	:	:	PUNCT
cana-2259	128	18	the	the	DET
cana-2259	128	19	analysis	analysis	NOUN
cana-2259	128	20	of	of	ADP
cana-2259	128	21	cost	cost	NOUN
cana-2259	128	22	effective	effective	ADJ
cana-2259	128	23	by	by	ADP
cana-2259	128	24	streamlining	streamline	VERB
cana-2259	128	25	processes	process	NOUN
cana-2259	128	26	and	and	CCONJ
cana-2259	128	27	making	make	VERB
cana-2259	128	28	better	well	ADJ
cana-2259	128	29	use	use	NOUN
cana-2259	128	30	of	of	ADP
cana-2259	128	31	available	available	ADJ
cana-2259	128	32	resources	resource	NOUN
cana-2259	128	33	,	,	PUNCT
cana-2259	128	34	the	the	DET
cana-2259	128	35	dd	dd	ADJ
cana-2259	128	36	-	-	PUNCT
cana-2259	128	37	ai	ai	NOUN
cana-2259	128	38	framework	framework	NOUN
cana-2259	128	39	significantly	significantly	ADV
cana-2259	128	40	lowers	lower	VERB
cana-2259	128	41	the	the	DET
cana-2259	128	42	price	price	NOUN
cana-2259	128	43	tag	tag	NOUN
cana-2259	128	44	on	on	ADP
cana-2259	128	45	drug	drug	NOUN
cana-2259	128	46	development	development	NOUN
cana-2259	128	47	using	use	VERB
cana-2259	128	48	3	3	NUM
cana-2259	128	49	.	.	PUNCT
cana-2259	128	50	artificial	artificial	ADJ
cana-2259	128	51	intelligence	intelligence	NOUN
cana-2259	128	52	-	-	PUNCT
cana-2259	128	53	driven	drive	VERB
cana-2259	128	54	technologies	technology	NOUN
cana-2259	128	55	shorten	shorten	VERB
cana-2259	128	56	the	the	DET
cana-2259	128	57	traditional	traditional	ADJ
cana-2259	128	58	drug	drug	NOUN
cana-2259	128	59	development	development	NOUN
cana-2259	128	60	procedures	procedure	NOUN
cana-2259	128	61	that	that	PRON
cana-2259	128	62	rely	rely	VERB
cana-2259	128	63	on	on	ADP
cana-2259	128	64	expensive	expensive	ADJ
cana-2259	128	65	and	and	CCONJ
cana-2259	128	66	timeconsuming	timeconsuming	ADJ
cana-2259	128	67	trial	trial	NOUN
cana-2259	128	68	-	-	PUNCT
cana-2259	128	69	and	and	CCONJ
cana-2259	128	70	-	-	PUNCT
cana-2259	128	71	error	error	NOUN
cana-2259	128	72	methods	method	NOUN
cana-2259	128	73	.	.	PUNCT
cana-2259	129	1	ai	ai	VERB
cana-2259	129	2	lessens	lessen	VERB
cana-2259	129	3	the	the	DET
cana-2259	129	4	burden	burden	NOUN
cana-2259	129	5	of	of	ADP
cana-2259	129	6	time	time	NOUN
cana-2259	129	7	-	-	PUNCT
cana-2259	129	8	consuming	consume	VERB
cana-2259	129	9	and	and	CCONJ
cana-2259	129	10	financiallyintensive	financiallyintensive	ADJ
cana-2259	129	11	research	research	NOUN
cana-2259	129	12	by	by	ADP
cana-2259	129	13	early	early	ADJ
cana-2259	129	14	prediction	prediction	NOUN
cana-2259	129	15	of	of	ADP
cana-2259	129	16	the	the	DET
cana-2259	129	17	most	most	ADV
cana-2259	129	18	viable	viable	ADJ
cana-2259	129	19	medication	medication	NOUN
cana-2259	129	20	options	option	NOUN
cana-2259	129	21	.	.	PUNCT
cana-2259	130	1	additionally	additionally	ADV
cana-2259	130	2	,	,	PUNCT
cana-2259	130	3	lab	lab	NOUN
cana-2259	130	4	labour	labour	NOUN
cana-2259	130	5	and	and	CCONJ
cana-2259	130	6	clinical	clinical	ADJ
cana-2259	130	7	trial	trial	NOUN
cana-2259	130	8	expenses	expense	NOUN
cana-2259	130	9	are	be	AUX
cana-2259	130	10	reduced	reduce	VERB
cana-2259	130	11	since	since	SCONJ
cana-2259	130	12	ai	ai	NOUN
cana-2259	130	13	-	-	PUNCT
cana-2259	130	14	powered	power	VERB
cana-2259	130	15	simulations	simulation	NOUN
cana-2259	130	16	take	take	VERB
cana-2259	130	17	the	the	DET
cana-2259	130	18	role	role	NOUN
cana-2259	130	19	of	of	ADP
cana-2259	130	20	actual	actual	ADJ
cana-2259	130	21	testing	testing	NOUN
cana-2259	130	22	.	.	PUNCT
cana-2259	131	1	using	use	VERB
cana-2259	131	2	ai	ai	VERB
cana-2259	131	3	also	also	ADV
cana-2259	131	4	helps	help	VERB
cana-2259	131	5	in	in	ADP
cana-2259	131	6	finding	find	VERB
cana-2259	131	7	the	the	DET
cana-2259	131	8	right	right	ADJ
cana-2259	131	9	people	people	NOUN
cana-2259	131	10	to	to	PART
cana-2259	131	11	participate	participate	VERB
cana-2259	131	12	in	in	ADP
cana-2259	131	13	trials	trial	NOUN
cana-2259	131	14	,	,	PUNCT
cana-2259	131	15	which	which	PRON
cana-2259	131	16	helps	help	VERB
cana-2259	131	17	keep	keep	VERB
cana-2259	131	18	costs	cost	NOUN
cana-2259	131	19	down	down	ADP
cana-2259	131	20	.	.	PUNCT
cana-2259	132	1	with	with	ADP
cana-2259	132	2	this	this	DET
cana-2259	132	3	precision	precision	NOUN
cana-2259	132	4	-	-	PUNCT
cana-2259	132	5	driven	drive	VERB
cana-2259	132	6	method	method	NOUN
cana-2259	132	7	,	,	PUNCT
cana-2259	132	8	it	it	PRON
cana-2259	132	9	can	can	AUX
cana-2259	132	10	save	save	VERB
cana-2259	132	11	a	a	DET
cana-2259	132	12	tonne	tonne	NOUN
cana-2259	132	13	of	of	ADP
cana-2259	132	14	money	money	NOUN
cana-2259	132	15	without	without	ADP
cana-2259	132	16	sacrificing	sacrifice	VERB
cana-2259	132	17	quality	quality	NOUN
cana-2259	132	18	in	in	ADP
cana-2259	132	19	drug	drug	NOUN
cana-2259	132	20	development	development	NOUN
cana-2259	132	21	since	since	SCONJ
cana-2259	132	22	only	only	ADV
cana-2259	132	23	go	go	VERB
cana-2259	132	24	on	on	ADP
cana-2259	132	25	with	with	ADP
cana-2259	132	26	the	the	DET
cana-2259	132	27	most	most	ADV
cana-2259	132	28	promising	promising	ADJ
cana-2259	132	29	candidates	candidate	NOUN
cana-2259	132	30	.	.	PUNCT
cana-2259	133	1	the	the	DET
cana-2259	133	2	cost	cost	NOUN
cana-2259	133	3	-	-	PUNCT
cana-2259	133	4	effective	effective	ADJ
cana-2259	133	5	ratio	ratio	NOUN
cana-2259	133	6	is	be	AUX
cana-2259	133	7	reduced	reduce	VERB
cana-2259	133	8	by	by	ADP
cana-2259	133	9	25	25	NUM
cana-2259	133	10	%	%	NOUN
cana-2259	133	11	is	be	AUX
cana-2259	133	12	shown	show	VERB
cana-2259	133	13	in	in	ADP
cana-2259	133	14	figure	figure	NOUN
cana-2259	133	15	5	5	NUM
cana-2259	133	16	.	.	PUNCT
cana-2259	134	1	in	in	ADP
cana-2259	134	2	summary	summary	NOUN
cana-2259	134	3	,	,	PUNCT
cana-2259	134	4	the	the	DET
cana-2259	134	5	dd	dd	ADJ
cana-2259	134	6	-	-	PUNCT
cana-2259	134	7	ai	ai	NOUN
cana-2259	134	8	framework	framework	NOUN
cana-2259	134	9	accelerates	accelerate	VERB
cana-2259	134	10	drug	drug	NOUN
cana-2259	134	11	development	development	NOUN
cana-2259	134	12	,	,	PUNCT
cana-2259	134	13	reducing	reduce	VERB
cana-2259	134	14	costs	cost	NOUN
cana-2259	134	15	and	and	CCONJ
cana-2259	134	16	improving	improve	VERB
cana-2259	134	17	precision	precision	NOUN
cana-2259	134	18	.	.	PUNCT
cana-2259	135	1	by	by	ADP
cana-2259	135	2	optimizing	optimize	VERB
cana-2259	135	3	candidate	candidate	NOUN
cana-2259	135	4	selection	selection	NOUN
cana-2259	135	5	,	,	PUNCT
cana-2259	135	6	predicting	predict	VERB
cana-2259	135	7	trial	trial	NOUN
cana-2259	135	8	outcomes	outcome	NOUN
cana-2259	135	9	,	,	PUNCT
cana-2259	135	10	and	and	CCONJ
cana-2259	135	11	simulating	simulate	VERB
cana-2259	135	12	chemical	chemical	ADJ
cana-2259	135	13	interactions	interaction	NOUN
cana-2259	135	14	,	,	PUNCT
cana-2259	135	15	ai	ai	AUX
cana-2259	135	16	fosters	foster	NOUN
cana-2259	135	17	a	a	DET
cana-2259	135	18	faster	fast	ADJ
cana-2259	135	19	,	,	PUNCT
cana-2259	135	20	more	more	ADV
cana-2259	135	21	efficient	efficient	ADJ
cana-2259	135	22	,	,	PUNCT
cana-2259	135	23	and	and	CCONJ
cana-2259	135	24	patient	patient	NOUN
cana-2259	135	25	-	-	PUNCT
cana-2259	135	26	centered	center	VERB
cana-2259	135	27	approach	approach	NOUN
cana-2259	135	28	.	.	PUNCT
cana-2259	136	1	5	5	X
cana-2259	136	2	.	.	X
cana-2259	136	3	conclusion	conclusion	NOUN
cana-2259	136	4	there	there	PRON
cana-2259	136	5	may	may	AUX
cana-2259	136	6	be	be	AUX
cana-2259	136	7	a	a	DET
cana-2259	136	8	correlation	correlation	NOUN
cana-2259	136	9	between	between	ADP
cana-2259	136	10	the	the	DET
cana-2259	136	11	rise	rise	NOUN
cana-2259	136	12	in	in	ADP
cana-2259	136	13	the	the	DET
cana-2259	136	14	number	number	NOUN
cana-2259	136	15	of	of	ADP
cana-2259	136	16	start	start	NOUN
cana-2259	136	17	-	-	PUNCT
cana-2259	136	18	ups	up	NOUN
cana-2259	136	19	in	in	ADP
cana-2259	136	20	the	the	DET
cana-2259	136	21	pharmaceutical	pharmaceutical	NOUN
cana-2259	136	22	industry	industry	NOUN
cana-2259	136	23	and	and	CCONJ
cana-2259	136	24	the	the	DET
cana-2259	136	25	fact	fact	NOUN
cana-2259	136	26	that	that	SCONJ
cana-2259	136	27	ai	ai	VERB
cana-2259	136	28	is	be	AUX
cana-2259	136	29	constantly	constantly	ADV
cana-2259	136	30	improving	improve	VERB
cana-2259	136	31	and	and	CCONJ
cana-2259	136	32	offering	offer	VERB
cana-2259	136	33	new	new	ADJ
cana-2259	136	34	tools	tool	NOUN
cana-2259	136	35	with	with	ADP
cana-2259	136	36	the	the	DET
cana-2259	136	37	goal	goal	NOUN
cana-2259	136	38	of	of	ADP
cana-2259	136	39	making	make	VERB
cana-2259	136	40	life	life	NOUN
cana-2259	136	41	easier	easy	ADJ
cana-2259	136	42	for	for	ADP
cana-2259	136	43	pharmaceutical	pharmaceutical	ADJ
cana-2259	136	44	businesses	business	NOUN
cana-2259	136	45	.	.	PUNCT
cana-2259	137	1	this	this	PRON
cana-2259	137	2	has	have	VERB
cana-2259	137	3	implications	implication	NOUN
cana-2259	137	4	for	for	ADP
cana-2259	137	5	both	both	CCONJ
cana-2259	137	6	the	the	DET
cana-2259	137	7	medication	medication	NOUN
cana-2259	137	8	development	development	NOUN
cana-2259	137	9	process	process	NOUN
cana-2259	137	10	and	and	CCONJ
cana-2259	137	11	the	the	DET
cana-2259	137	12	product	product	NOUN
cana-2259	137	13	's	's	PART
cana-2259	137	14	total	total	ADJ
cana-2259	137	15	lifespan	lifespan	NOUN
cana-2259	137	16	.	.	PUNCT
cana-2259	138	1	the	the	DET
cana-2259	138	2	rising	rise	VERB
cana-2259	138	3	expense	expense	NOUN
cana-2259	138	4	of	of	ADP
cana-2259	138	5	medications	medication	NOUN
cana-2259	138	6	and	and	CCONJ
cana-2259	138	7	treatments	treatment	NOUN
cana-2259	138	8	is	be	AUX
cana-2259	138	9	just	just	ADV
cana-2259	138	10	one	one	NUM
cana-2259	138	11	of	of	ADP
cana-2259	138	12	many	many	ADJ
cana-2259	138	13	complicated	complicated	ADJ
cana-2259	138	14	problems	problem	NOUN
cana-2259	138	15	plaguing	plague	VERB
cana-2259	138	16	the	the	DET
cana-2259	138	17	healthcare	healthcare	NOUN
cana-2259	138	18	system	system	NOUN
cana-2259	138	19	today	today	NOUN
cana-2259	138	20	;	;	PUNCT
cana-2259	138	21	as	as	ADP
cana-2259	138	22	a	a	DET
cana-2259	138	23	whole	whole	NOUN
cana-2259	138	24	,	,	PUNCT
cana-2259	138	25	society	society	NOUN
cana-2259	138	26	need	need	VERB
cana-2259	138	27	0	0	NUM
cana-2259	138	28	20	20	NUM
cana-2259	138	29	40	40	NUM
cana-2259	138	30	60	60	NUM
cana-2259	138	31	80	80	NUM
cana-2259	138	32	100	100	NUM
cana-2259	138	33	1	1	NUM
cana-2259	138	34	2	2	NUM
cana-2259	138	35	3	3	NUM
cana-2259	138	36	4	4	NUM
cana-2259	138	37	5	5	NUM
cana-2259	138	38	6	6	NUM
cana-2259	138	39	7	7	NUM
cana-2259	138	40	8	8	NUM
cana-2259	138	41	9	9	NUM
cana-2259	138	42	10	10	NUM
cana-2259	138	43	number	number	NOUN
cana-2259	138	44	of	of	ADP
cana-2259	138	45	samples	sample	NOUN
cana-2259	138	46	c	c	NOUN
cana-2259	138	47	o	o	NOUN
cana-2259	138	48	st	st	PROPN
cana-2259	138	49	e	e	X
cana-2259	138	50	ff	ff	NOUN
cana-2259	138	51	e	e	X
cana-2259	138	52	c	c	NOUN
cana-2259	138	53	ti	ti	X
cana-2259	138	54	v	v	ADP
cana-2259	138	55	e	e	NOUN
cana-2259	138	56	r	r	NOUN
cana-2259	138	57	a	a	DET
cana-2259	138	58	ti	ti	NOUN
cana-2259	138	59	o	o	NOUN
cana-2259	138	60	(	(	PUNCT
cana-2259	138	61	%	%	NOUN
cana-2259	138	62	)	)	PUNCT
cana-2259	138	63	dd	dd	VERB
cana-2259	138	64	-	-	PUNCT
cana-2259	138	65	ai	ai	NOUN
cana-2259	138	66	dh	dh	NOUN
cana-2259	138	67	-	-	PUNCT
cana-2259	138	68	cnn	cnn	PROPN
cana-2259	138	69	p	p	PROPN
cana-2259	138	70	-	-	PUNCT
cana-2259	138	71	dl	dl	NOUN
cana-2259	138	72	-	-	PUNCT
cana-2259	138	73	dd	dd	ADJ
cana-2259	138	74	ml	ml	NOUN
cana-2259	138	75	-	-	PUNCT
cana-2259	138	76	dd	dd	VERB
cana-2259	138	77	p	p	VERB
cana-2259	138	78	-	-	PUNCT
cana-2259	138	79	bt	bt	NOUN
cana-2259	138	80	-	-	ADJ
cana-2259	138	81	dh	dh	NOUN
cana-2259	138	82	communications	communication	NOUN
cana-2259	138	83	on	on	ADP
cana-2259	138	84	applied	apply	VERB
cana-2259	138	85	nonlinear	nonlinear	ADJ
cana-2259	138	86	analysis	analysis	NOUN
cana-2259	138	87	issn	issn	NOUN
cana-2259	138	88	:	:	PUNCT
cana-2259	138	89	1074	1074	NUM
cana-2259	138	90	-	-	PUNCT
cana-2259	138	91	133x	133x	NUM
cana-2259	138	92	vol	vol	NOUN
cana-2259	138	93	32	32	NUM
cana-2259	138	94	no	no	NOUN
cana-2259	138	95	.	.	PUNCT
cana-2259	139	1	2s	2s	NUM
cana-2259	139	2	(	(	PUNCT
cana-2259	139	3	2025	2025	NUM
cana-2259	139	4	)	)	PUNCT
cana-2259	139	5	145	145	NUM
cana-2259	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	139	7	substantial	substantial	ADJ
cana-2259	139	8	reforms	reform	NOUN
cana-2259	139	9	in	in	ADP
cana-2259	139	10	this	this	DET
cana-2259	139	11	area	area	NOUN
cana-2259	139	12	.	.	PUNCT
cana-2259	140	1	every	every	DET
cana-2259	140	2	patient	patient	NOUN
cana-2259	140	3	’s	’s	PART
cana-2259	140	4	requirement	requirement	NOUN
cana-2259	140	5	can	can	AUX
cana-2259	140	6	be	be	AUX
cana-2259	140	7	addressed	address	VERB
cana-2259	140	8	effectively	effectively	ADV
cana-2259	140	9	by	by	ADP
cana-2259	140	10	utilizing	utilize	VERB
cana-2259	140	11	ai	ai	VERB
cana-2259	140	12	in	in	ADP
cana-2259	140	13	pharmaceutical	pharmaceutical	ADJ
cana-2259	140	14	product	product	NOUN
cana-2259	140	15	production	production	NOUN
cana-2259	140	16	,	,	PUNCT
cana-2259	140	17	wherein	wherein	SCONJ
cana-2259	140	18	personal	personal	ADJ
cana-2259	140	19	pharmaceutical	pharmaceutical	ADJ
cana-2259	140	20	construction	construction	NOUN
cana-2259	140	21	with	with	ADP
cana-2259	140	22	proper	proper	ADJ
cana-2259	140	23	dosage	dosage	NOUN
cana-2259	140	24	,	,	PUNCT
cana-2259	140	25	release	release	NOUN
cana-2259	140	26	characteristics	characteristic	NOUN
cana-2259	140	27	,	,	PUNCT
cana-2259	140	28	and	and	CCONJ
cana-2259	140	29	other	other	ADJ
cana-2259	140	30	components	component	NOUN
cana-2259	140	31	is	be	AUX
cana-2259	140	32	feasible	feasible	ADJ
cana-2259	140	33	.	.	PUNCT
cana-2259	141	1	the	the	DET
cana-2259	141	2	necessity	necessity	NOUN
cana-2259	141	3	for	for	ADP
cana-2259	141	4	automation	automation	NOUN
cana-2259	141	5	within	within	ADP
cana-2259	141	6	the	the	DET
cana-2259	141	7	process	process	NOUN
cana-2259	141	8	will	will	AUX
cana-2259	141	9	be	be	AUX
cana-2259	141	10	further	far	ADV
cana-2259	141	11	enhanced	enhance	VERB
cana-2259	141	12	by	by	ADP
cana-2259	141	13	cutting	cut	VERB
cana-2259	141	14	-	-	PUNCT
cana-2259	141	15	edge	edge	NOUN
cana-2259	141	16	technologies	technology	NOUN
cana-2259	141	17	based	base	VERB
cana-2259	141	18	on	on	ADP
cana-2259	141	19	ai	ai	AUX
cana-2259	141	20	ensuring	ensure	VERB
cana-2259	141	21	rapid	rapid	ADJ
cana-2259	141	22	product	product	NOUN
cana-2259	141	23	development	development	NOUN
cana-2259	141	24	and	and	CCONJ
cana-2259	141	25	improved	improved	ADJ
cana-2259	141	26	product	product	NOUN
cana-2259	141	27	quality	quality	NOUN
cana-2259	141	28	,	,	PUNCT
cana-2259	141	29	enhanced	enhance	VERB
cana-2259	141	30	safety	safety	NOUN
cana-2259	141	31	of	of	ADP
cana-2259	141	32	the	the	DET
cana-2259	141	33	production	production	NOUN
cana-2259	141	34	facility	facility	NOUN
cana-2259	141	35	and	and	CCONJ
cana-2259	141	36	resources	resource	NOUN
cana-2259	141	37	,	,	PUNCT
cana-2259	141	38	and	and	CCONJ
cana-2259	141	39	minimized	minimized	ADJ
cana-2259	141	40	expenses	expense	NOUN
cana-2259	141	41	.	.	PUNCT
cana-2259	142	1	apart	apart	ADV
cana-2259	142	2	from	from	ADP
cana-2259	142	3	aiding	aid	VERB
cana-2259	142	4	fast	fast	ADJ
cana-2259	142	5	decision	decision	NOUN
cana-2259	142	6	making	making	NOUN
cana-2259	142	7	and	and	CCONJ
cana-2259	142	8	thus	thus	ADV
cana-2259	142	9	producing	produce	VERB
cana-2259	142	10	better	well	ADJ
cana-2259	142	11	products	product	NOUN
cana-2259	142	12	with	with	ADP
cana-2259	142	13	the	the	DET
cana-2259	142	14	assurance	assurance	NOUN
cana-2259	142	15	of	of	ADP
cana-2259	142	16	consistency	consistency	NOUN
cana-2259	142	17	in	in	ADP
cana-2259	142	18	the	the	DET
cana-2259	142	19	batch	batch	NOUN
cana-2259	142	20	-	-	PUNCT
cana-2259	142	21	to	to	ADP
cana-2259	142	22	-	-	PUNCT
cana-2259	142	23	batch	batch	NOUN
cana-2259	142	24	production	production	NOUN
cana-2259	142	25	of	of	ADP
cana-2259	142	26	goods	good	NOUN
cana-2259	142	27	,	,	PUNCT
cana-2259	142	28	artificial	artificial	ADJ
cana-2259	142	29	intelligence	intelligence	NOUN
cana-2259	142	30	has	have	VERB
cana-2259	142	31	a	a	DET
cana-2259	142	32	great	great	ADJ
cana-2259	142	33	potential	potential	NOUN
cana-2259	142	34	in	in	ADP
cana-2259	142	35	promoting	promote	VERB
cana-2259	142	36	the	the	DET
cana-2259	142	37	strategy	strategy	NOUN
cana-2259	142	38	more	more	ADV
cana-2259	142	39	and	and	CCONJ
cana-2259	142	40	integrating	integrate	VERB
cana-2259	142	41	it	it	PRON
cana-2259	142	42	with	with	ADP
cana-2259	142	43	the	the	DET
cana-2259	142	44	dosage	dosage	NOUN
cana-2259	142	45	forms	form	NOUN
cana-2259	142	46	of	of	ADP
cana-2259	142	47	the	the	DET
cana-2259	142	48	medicine	medicine	NOUN
cana-2259	142	49	produced	produce	VERB
cana-2259	142	50	.	.	PUNCT
cana-2259	143	1	the	the	DET
cana-2259	143	2	powerful	powerful	ADJ
cana-2259	143	3	use	use	NOUN
cana-2259	143	4	of	of	ADP
cana-2259	143	5	ai	ai	VERB
cana-2259	143	6	in	in	ADP
cana-2259	143	7	clinical	clinical	ADJ
cana-2259	143	8	research	research	NOUN
cana-2259	143	9	trials	trial	NOUN
cana-2259	143	10	may	may	AUX
cana-2259	143	11	include	include	VERB
cana-2259	143	12	evaluation	evaluation	NOUN
cana-2259	143	13	of	of	ADP
cana-2259	143	14	safety	safety	NOUN
cana-2259	143	15	and	and	CCONJ
cana-2259	143	16	efficacy	efficacy	NOUN
cana-2259	143	17	of	of	ADP
cana-2259	143	18	the	the	DET
cana-2259	143	19	product	product	NOUN
cana-2259	143	20	.	.	PUNCT
cana-2259	144	1	it	it	PRON
cana-2259	144	2	can	can	AUX
cana-2259	144	3	also	also	ADV
cana-2259	144	4	assist	assist	VERB
cana-2259	144	5	in	in	ADP
cana-2259	144	6	market	market	NOUN
cana-2259	144	7	analysis	analysis	NOUN
cana-2259	144	8	and	and	CCONJ
cana-2259	144	9	forecasting	forecasting	NOUN
cana-2259	144	10	to	to	PART
cana-2259	144	11	target	target	VERB
cana-2259	144	12	effective	effective	ADJ
cana-2259	144	13	market	market	NOUN
cana-2259	144	14	strategies	strategy	NOUN
cana-2259	144	15	and	and	CCONJ
cana-2259	144	16	price	price	NOUN
cana-2259	144	17	effectively	effectively	ADV
cana-2259	144	18	.	.	PUNCT
cana-2259	145	1	future	future	ADJ
cana-2259	145	2	work	work	NOUN
cana-2259	145	3	:	:	PUNCT
cana-2259	145	4	the	the	DET
cana-2259	145	5	paper	paper	NOUN
cana-2259	145	6	of	of	ADP
cana-2259	145	7	the	the	DET
cana-2259	145	8	dd	dd	ADJ
cana-2259	145	9	-	-	PUNCT
cana-2259	145	10	ai	ai	NOUN
cana-2259	145	11	framework	framework	NOUN
cana-2259	145	12	in	in	ADP
cana-2259	145	13	future	future	NOUN
cana-2259	145	14	may	may	AUX
cana-2259	145	15	explore	explore	VERB
cana-2259	145	16	how	how	SCONJ
cana-2259	145	17	ai	ai	NOUN
cana-2259	145	18	can	can	AUX
cana-2259	145	19	be	be	AUX
cana-2259	145	20	best	well	ADV
cana-2259	145	21	utilized	utilize	VERB
cana-2259	145	22	with	with	ADP
cana-2259	145	23	newer	new	ADJ
cana-2259	145	24	areas	area	NOUN
cana-2259	145	25	such	such	ADJ
cana-2259	145	26	as	as	ADP
cana-2259	145	27	better	well	ADJ
cana-2259	145	28	genomic	genomic	NOUN
cana-2259	145	29	and	and	CCONJ
cana-2259	145	30	quantum	quantum	NOUN
cana-2259	145	31	computing	computing	NOUN
cana-2259	145	32	advancements	advancement	NOUN
cana-2259	145	33	.	.	PUNCT
cana-2259	146	1	due	due	ADP
cana-2259	146	2	to	to	ADP
cana-2259	146	3	these	these	DET
cana-2259	146	4	enhancements	enhancement	NOUN
cana-2259	146	5	,	,	PUNCT
cana-2259	146	6	it	it	PRON
cana-2259	146	7	is	be	AUX
cana-2259	146	8	likely	likely	ADJ
cana-2259	146	9	that	that	SCONJ
cana-2259	146	10	the	the	DET
cana-2259	146	11	development	development	NOUN
cana-2259	146	12	of	of	ADP
cana-2259	146	13	medications	medication	NOUN
cana-2259	146	14	can	can	AUX
cana-2259	146	15	be	be	AUX
cana-2259	146	16	more	more	ADV
cana-2259	146	17	accurate	accurate	ADJ
cana-2259	146	18	when	when	SCONJ
cana-2259	146	19	more	more	ADJ
cana-2259	146	20	complex	complex	ADJ
cana-2259	146	21	chemical	chemical	NOUN
cana-2259	146	22	interactions	interaction	NOUN
cana-2259	146	23	are	be	AUX
cana-2259	146	24	being	be	AUX
cana-2259	146	25	modeled	model	VERB
cana-2259	146	26	and	and	CCONJ
cana-2259	146	27	more	more	ADJ
cana-2259	146	28	assortment	assortment	NOUN
cana-2259	146	29	of	of	ADP
cana-2259	146	30	databases	database	NOUN
cana-2259	146	31	are	be	AUX
cana-2259	146	32	measured	measure	VERB
cana-2259	146	33	.	.	PUNCT
cana-2259	147	1	there	there	PRON
cana-2259	147	2	may	may	AUX
cana-2259	147	3	also	also	ADV
cana-2259	147	4	be	be	AUX
cana-2259	147	5	better	well	ADJ
cana-2259	147	6	individual	individual	ADJ
cana-2259	147	7	treatment	treatment	NOUN
cana-2259	147	8	programs	program	NOUN
cana-2259	147	9	due	due	ADP
cana-2259	147	10	to	to	ADP
cana-2259	147	11	more	more	ADJ
cana-2259	147	12	use	use	NOUN
cana-2259	147	13	of	of	ADP
cana-2259	147	14	artificial	artificial	ADJ
cana-2259	147	15	intelligence	intelligence	NOUN
cana-2259	147	16	(	(	PUNCT
cana-2259	147	17	ai	ai	NOUN
cana-2259	147	18	)	)	PUNCT
cana-2259	147	19	in	in	ADP
cana-2259	147	20	personalized	personalized	ADJ
cana-2259	147	21	medicine	medicine	NOUN
cana-2259	147	22	,	,	PUNCT
cana-2259	147	23	especially	especially	ADV
cana-2259	147	24	real	real	ADJ
cana-2259	147	25	-	-	PUNCT
cana-2259	147	26	time	time	NOUN
cana-2259	147	27	monitoring	monitoring	NOUN
cana-2259	147	28	and	and	CCONJ
cana-2259	147	29	predictive	predictive	ADJ
cana-2259	147	30	analytics	analytic	NOUN
cana-2259	147	31	.	.	PUNCT
cana-2259	148	1	an	an	DET
cana-2259	148	2	additional	additional	ADJ
cana-2259	148	3	key	key	ADJ
cana-2259	148	4	element	element	NOUN
cana-2259	148	5	to	to	PART
cana-2259	148	6	ally	ally	VERB
cana-2259	148	7	these	these	DET
cana-2259	148	8	regulatory	regulatory	ADJ
cana-2259	148	9	challenges	challenge	NOUN
cana-2259	148	10	would	would	AUX
cana-2259	148	11	be	be	AUX
cana-2259	148	12	to	to	PART
cana-2259	148	13	create	create	VERB
cana-2259	148	14	ai	ai	NOUN
cana-2259	148	15	models	model	NOUN
cana-2259	148	16	respectful	respectful	ADJ
cana-2259	148	17	of	of	ADP
cana-2259	148	18	needlessly	needlessly	ADV
cana-2259	148	19	high	high	ADJ
cana-2259	148	20	standards	standard	NOUN
cana-2259	148	21	of	of	ADP
cana-2259	148	22	safety	safety	NOUN
cana-2259	148	23	and	and	CCONJ
cana-2259	148	24	effectiveness	effectiveness	NOUN
cana-2259	148	25	and	and	CCONJ
cana-2259	148	26	quickly	quickly	ADV
cana-2259	148	27	gain	gain	VERB
cana-2259	148	28	approval	approval	NOUN
cana-2259	148	29	for	for	ADP
cana-2259	148	30	them	they	PRON
cana-2259	148	31	.	.	PUNCT
cana-2259	149	1	further	further	ADJ
cana-2259	149	2	studies	study	NOUN
cana-2259	149	3	may	may	AUX
cana-2259	149	4	delve	delve	VERB
cana-2259	149	5	into	into	ADP
cana-2259	149	6	the	the	DET
cana-2259	149	7	issue	issue	NOUN
cana-2259	149	8	of	of	ADP
cana-2259	149	9	ethics	ethic	NOUN
cana-2259	149	10	and	and	CCONJ
cana-2259	149	11	necessity	necessity	NOUN
cana-2259	149	12	for	for	ADP
cana-2259	149	13	equity	equity	NOUN
cana-2259	149	14	in	in	ADP
cana-2259	149	15	the	the	DET
cana-2259	149	16	application	application	NOUN
cana-2259	149	17	of	of	ADP
cana-2259	149	18	ai	ai	NOUN
cana-2259	149	19	in	in	ADP
cana-2259	149	20	treatment	treatment	NOUN
cana-2259	149	21	.	.	PUNCT
cana-2259	150	1	references	reference	NOUN
cana-2259	150	2	[	[	X
cana-2259	150	3	1	1	NUM
cana-2259	150	4	]	]	SYM
cana-2259	150	5	mak	mak	PROPN
cana-2259	150	6	,	,	PUNCT
cana-2259	150	7	k.	k.	PROPN
cana-2259	150	8	k.	k.	PROPN
cana-2259	150	9	,	,	PUNCT
cana-2259	150	10	&	&	CCONJ
cana-2259	150	11	pichika	pichika	PROPN
cana-2259	150	12	,	,	PUNCT
cana-2259	150	13	m.	m.	PROPN
cana-2259	150	14	r.	r.	PROPN
cana-2259	150	15	(	(	PUNCT
cana-2259	150	16	2019	2019	NUM
cana-2259	150	17	)	)	PUNCT
cana-2259	150	18	.	.	PUNCT
cana-2259	151	1	artificial	artificial	ADJ
cana-2259	151	2	intelligence	intelligence	NOUN
cana-2259	151	3	in	in	ADP
cana-2259	151	4	drug	drug	NOUN
cana-2259	151	5	development	development	NOUN
cana-2259	151	6	:	:	PUNCT
cana-2259	151	7	present	present	ADJ
cana-2259	151	8	status	status	NOUN
cana-2259	151	9	and	and	CCONJ
cana-2259	151	10	future	future	ADJ
cana-2259	151	11	prospects	prospect	NOUN
cana-2259	151	12	.	.	PUNCT
cana-2259	152	1	drug	drug	NOUN
cana-2259	152	2	discovery	discovery	PROPN
cana-2259	152	3	today	today	NOUN
cana-2259	152	4	,	,	PUNCT
cana-2259	152	5	24(3	24(3	NUM
cana-2259	152	6	)	)	PUNCT
cana-2259	152	7	,	,	PUNCT
cana-2259	152	8	773	773	NUM
cana-2259	152	9	-	-	SYM
cana-2259	152	10	780	780	NUM
cana-2259	152	11	.	.	PUNCT
cana-2259	153	1	[	[	X
cana-2259	153	2	2	2	NUM
cana-2259	153	3	]	]	X
cana-2259	153	4	kodric	kodric	PROPN
cana-2259	153	5	,	,	PUNCT
cana-2259	153	6	z.	z.	PROPN
cana-2259	153	7	,	,	PUNCT
cana-2259	153	8	vrhovec	vrhovec	PROPN
cana-2259	153	9	,	,	PUNCT
cana-2259	153	10	s.	s.	PROPN
cana-2259	153	11	,	,	PUNCT
cana-2259	153	12	&	&	CCONJ
cana-2259	153	13	jelovcan	jelovcan	PROPN
cana-2259	153	14	,	,	PUNCT
cana-2259	153	15	l.	l.	PROPN
cana-2259	153	16	(	(	PUNCT
cana-2259	153	17	2021	2021	NUM
cana-2259	153	18	)	)	PUNCT
cana-2259	153	19	.	.	PUNCT
cana-2259	154	1	securing	secure	VERB
cana-2259	154	2	edge	edge	NOUN
cana-2259	154	3	-	-	PUNCT
cana-2259	154	4	enabled	enable	VERB
cana-2259	154	5	smart	smart	ADJ
cana-2259	154	6	healthcare	healthcare	NOUN
cana-2259	154	7	systems	system	NOUN
cana-2259	154	8	with	with	ADP
cana-2259	154	9	blockchain	blockchain	PROPN
cana-2259	154	10	:	:	PUNCT
cana-2259	154	11	a	a	DET
cana-2259	154	12	systematic	systematic	ADJ
cana-2259	154	13	literature	literature	PROPN
cana-2259	154	14	review	review	PROPN
cana-2259	154	15	.	.	PUNCT
cana-2259	155	1	journal	journal	PROPN
cana-2259	155	2	of	of	ADP
cana-2259	155	3	internet	internet	NOUN
cana-2259	155	4	services	service	NOUN
cana-2259	155	5	and	and	CCONJ
cana-2259	155	6	information	information	NOUN
cana-2259	155	7	security	security	NOUN
cana-2259	155	8	,	,	PUNCT
cana-2259	155	9	11(4	11(4	NUM
cana-2259	155	10	)	)	PUNCT
cana-2259	155	11	,	,	PUNCT
cana-2259	155	12	19	19	NUM
cana-2259	155	13	-	-	SYM
cana-2259	155	14	32	32	NUM
cana-2259	155	15	.	.	PUNCT
cana-2259	156	1	[	[	X
cana-2259	156	2	3	3	NUM
cana-2259	156	3	]	]	X
cana-2259	156	4	lamberti	lamberti	PROPN
cana-2259	156	5	,	,	PUNCT
cana-2259	156	6	m.	m.	NOUN
cana-2259	156	7	j.	j.	PROPN
cana-2259	156	8	,	,	PUNCT
cana-2259	156	9	wilkinson	wilkinson	PROPN
cana-2259	156	10	,	,	PUNCT
cana-2259	156	11	m.	m.	NOUN
cana-2259	156	12	,	,	PUNCT
cana-2259	156	13	donzanti	donzanti	PROPN
cana-2259	156	14	,	,	PUNCT
cana-2259	156	15	b.	b.	PROPN
cana-2259	156	16	a.	a.	PROPN
cana-2259	156	17	,	,	PUNCT
cana-2259	156	18	wohlhieter	wohlhieter	PROPN
cana-2259	156	19	,	,	PUNCT
cana-2259	156	20	g.	g.	PROPN
cana-2259	156	21	e.	e.	PROPN
cana-2259	156	22	,	,	PUNCT
cana-2259	156	23	parikh	parikh	PROPN
cana-2259	156	24	,	,	PUNCT
cana-2259	156	25	s.	s.	PROPN
cana-2259	156	26	,	,	PUNCT
cana-2259	156	27	wilkins	wilkins	PROPN
cana-2259	156	28	,	,	PUNCT
cana-2259	156	29	r.	r.	PROPN
cana-2259	156	30	g.	g.	PROPN
cana-2259	156	31	,	,	PUNCT
cana-2259	156	32	&	&	CCONJ
cana-2259	156	33	getz	getz	PROPN
cana-2259	156	34	,	,	PUNCT
cana-2259	156	35	k.	k.	PROPN
cana-2259	156	36	(	(	PUNCT
cana-2259	156	37	2019	2019	NUM
cana-2259	156	38	)	)	PUNCT
cana-2259	156	39	.	.	PUNCT
cana-2259	157	1	a	a	DET
cana-2259	157	2	study	study	NOUN
cana-2259	157	3	on	on	ADP
cana-2259	157	4	the	the	DET
cana-2259	157	5	application	application	NOUN
cana-2259	157	6	and	and	CCONJ
cana-2259	157	7	use	use	NOUN
cana-2259	157	8	of	of	ADP
cana-2259	157	9	artificial	artificial	ADJ
cana-2259	157	10	intelligence	intelligence	NOUN
cana-2259	157	11	to	to	PART
cana-2259	157	12	support	support	VERB
cana-2259	157	13	drug	drug	NOUN
cana-2259	157	14	development	development	NOUN
cana-2259	157	15	.	.	PUNCT
cana-2259	158	1	clinical	clinical	ADJ
cana-2259	158	2	therapeutics	therapeutic	NOUN
cana-2259	158	3	,	,	PUNCT
cana-2259	158	4	41(8	41(8	NOUN
cana-2259	158	5	)	)	PUNCT
cana-2259	158	6	,	,	PUNCT
cana-2259	158	7	1414	1414	NUM
cana-2259	158	8	-	-	SYM
cana-2259	158	9	1426	1426	NUM
cana-2259	158	10	.	.	PUNCT
cana-2259	159	1	[	[	X
cana-2259	159	2	4	4	NUM
cana-2259	159	3	]	]	X
cana-2259	159	4	lavanya	lavanya	NOUN
cana-2259	159	5	,	,	PUNCT
cana-2259	159	6	p.	p.	NOUN
cana-2259	159	7	,	,	PUNCT
cana-2259	159	8	subba	subba	NOUN
cana-2259	159	9	,	,	PUNCT
cana-2259	159	10	r.i.v	r.i.v	NOUN
cana-2259	159	11	.	.	PROPN
cana-2259	159	12	,	,	PUNCT
cana-2259	159	13	selvakumar	selvakumar	PROPN
cana-2259	159	14	,	,	PUNCT
cana-2259	159	15	v.	v.	PROPN
cana-2259	159	16	&	&	CCONJ
cana-2259	159	17	shreesh	shreesh	PROPN
cana-2259	159	18	v	v	PROPN
cana-2259	159	19	deshpande	deshpande	PROPN
cana-2259	159	20	.	.	PUNCT
cana-2259	160	1	(	(	PUNCT
cana-2259	160	2	2024	2024	NUM
cana-2259	160	3	)	)	PUNCT
cana-2259	160	4	.	.	PUNCT
cana-2259	161	1	an	an	DET
cana-2259	161	2	intelligent	intelligent	ADJ
cana-2259	161	3	health	health	NOUN
cana-2259	161	4	surveillance	surveillance	NOUN
cana-2259	161	5	system	system	NOUN
cana-2259	161	6	:	:	PUNCT
cana-2259	161	7	predictive	predictive	ADJ
cana-2259	161	8	modeling	modeling	NOUN
cana-2259	161	9	of	of	ADP
cana-2259	161	10	cardiovascular	cardiovascular	ADJ
cana-2259	161	11	parameters	parameter	NOUN
cana-2259	161	12	through	through	ADP
cana-2259	161	13	machine	machine	NOUN
cana-2259	161	14	learning	learn	VERB
cana-2259	161	15	algorithms	algorithm	NOUN
cana-2259	161	16	using	use	VERB
cana-2259	161	17	lora	lora	PROPN
cana-2259	161	18	communication	communication	NOUN
cana-2259	161	19	and	and	CCONJ
cana-2259	161	20	internet	internet	NOUN
cana-2259	161	21	of	of	ADP
cana-2259	161	22	medical	medical	ADJ
cana-2259	161	23	things	thing	NOUN
cana-2259	161	24	(	(	PUNCT
cana-2259	161	25	iomt	iomt	NOUN
cana-2259	161	26	)	)	PUNCT
cana-2259	161	27	.	.	PUNCT
cana-2259	162	1	journal	journal	PROPN
cana-2259	162	2	of	of	ADP
cana-2259	162	3	internet	internet	NOUN
cana-2259	162	4	services	service	NOUN
cana-2259	162	5	and	and	CCONJ
cana-2259	162	6	information	information	NOUN
cana-2259	162	7	security	security	NOUN
cana-2259	162	8	,	,	PUNCT
cana-2259	162	9	14(1	14(1	NUM
cana-2259	162	10	)	)	PUNCT
cana-2259	162	11	,	,	PUNCT
cana-2259	162	12	165	165	NUM
cana-2259	162	13	-	-	SYM
cana-2259	162	14	179	179	NUM
cana-2259	162	15	.	.	PUNCT
cana-2259	163	1	[	[	X
cana-2259	163	2	5	5	NUM
cana-2259	163	3	]	]	SYM
cana-2259	163	4	borisa	borisa	NOUN
cana-2259	163	5	,	,	PUNCT
cana-2259	163	6	p.	p.	NOUN
cana-2259	163	7	,	,	PUNCT
cana-2259	163	8	singh	singh	PROPN
cana-2259	163	9	,	,	PUNCT
cana-2259	163	10	d.	d.	PROPN
cana-2259	163	11	,	,	PUNCT
cana-2259	163	12	&	&	CCONJ
cana-2259	163	13	rathore	rathore	PROPN
cana-2259	163	14	,	,	PUNCT
cana-2259	163	15	k.	k.	PROPN
cana-2259	163	16	s.	s.	PROPN
cana-2259	163	17	(	(	PUNCT
cana-2259	163	18	2020	2020	NUM
cana-2259	163	19	)	)	PUNCT
cana-2259	163	20	.	.	PUNCT
cana-2259	164	1	impact	impact	NOUN
cana-2259	164	2	of	of	ADP
cana-2259	164	3	artificial	artificial	ADJ
cana-2259	164	4	intelligence	intelligence	NOUN
cana-2259	164	5	on	on	ADP
cana-2259	164	6	pharma	pharma	PROPN
cana-2259	164	7	industry	industry	NOUN
cana-2259	164	8	.	.	PUNCT
cana-2259	165	1	manipal	manipal	PROPN
cana-2259	165	2	journal	journal	PROPN
cana-2259	165	3	of	of	ADP
cana-2259	165	4	pharmaceutical	pharmaceutical	NOUN
cana-2259	165	5	sciences	science	NOUN
cana-2259	165	6	,	,	PUNCT
cana-2259	165	7	6(1	6(1	NUM
cana-2259	165	8	)	)	PUNCT
cana-2259	165	9	,	,	PUNCT
cana-2259	165	10	9	9	X
cana-2259	165	11	.	.	PUNCT
cana-2259	166	1	[	[	X
cana-2259	166	2	6	6	NUM
cana-2259	166	3	]	]	X
cana-2259	166	4	sofiene	sofiene	NOUN
cana-2259	166	5	,	,	PUNCT
cana-2259	166	6	m.	m.	NOUN
cana-2259	166	7	,	,	PUNCT
cana-2259	166	8	souhir	souhir	ADJ
cana-2259	166	9	,	,	PUNCT
cana-2259	166	10	c.	c.	PROPN
cana-2259	166	11	,	,	PUNCT
cana-2259	166	12	yousef	yousef	PROPN
cana-2259	166	13	,	,	PUNCT
cana-2259	166	14	a.	a.	PROPN
cana-2259	166	15	,	,	PUNCT
cana-2259	166	16	&	&	CCONJ
cana-2259	166	17	abdulrahman	abdulrahman	PROPN
cana-2259	166	18	,	,	PUNCT
cana-2259	166	19	a.	a.	NOUN
cana-2259	166	20	(	(	PUNCT
cana-2259	166	21	2023	2023	NUM
cana-2259	166	22	)	)	PUNCT
cana-2259	166	23	.	.	PUNCT
cana-2259	167	1	blockchain	blockchain	PROPN
cana-2259	167	2	technology	technology	PROPN
cana-2259	167	3	in	in	ADP
cana-2259	167	4	enhancing	enhance	VERB
cana-2259	167	5	health	health	NOUN
cana-2259	167	6	care	care	NOUN
cana-2259	167	7	ecosystem	ecosystem	NOUN
cana-2259	167	8	for	for	ADP
cana-2259	167	9	sustainable	sustainable	ADJ
cana-2259	167	10	development	development	NOUN
cana-2259	167	11	.	.	PUNCT
cana-2259	168	1	journal	journal	PROPN
cana-2259	168	2	of	of	ADP
cana-2259	168	3	wireless	wireless	ADJ
cana-2259	168	4	mobile	mobile	ADJ
cana-2259	168	5	networks	network	NOUN
cana-2259	168	6	,	,	PUNCT
cana-2259	168	7	ubiquitous	ubiquitous	ADJ
cana-2259	168	8	computing	computing	NOUN
cana-2259	168	9	,	,	PUNCT
cana-2259	168	10	and	and	CCONJ
cana-2259	168	11	dependable	dependable	ADJ
cana-2259	168	12	applications,14(3	applications,14(3	PROPN
cana-2259	168	13	)	)	PUNCT
cana-2259	168	14	,	,	PUNCT
cana-2259	168	15	240	240	NUM
cana-2259	168	16	-	-	SYM
cana-2259	168	17	252	252	NUM
cana-2259	168	18	.	.	PUNCT
cana-2259	169	1	[	[	X
cana-2259	169	2	7	7	NUM
cana-2259	169	3	]	]	X
cana-2259	169	4	lou	lou	PROPN
cana-2259	169	5	,	,	PUNCT
cana-2259	169	6	b.	b.	PROPN
cana-2259	169	7	,	,	PUNCT
cana-2259	169	8	&	&	CCONJ
cana-2259	169	9	wu	wu	PROPN
cana-2259	169	10	,	,	PUNCT
cana-2259	169	11	l.	l.	PROPN
cana-2259	169	12	(	(	PUNCT
cana-2259	169	13	2021	2021	NUM
cana-2259	169	14	)	)	PUNCT
cana-2259	169	15	.	.	PUNCT
cana-2259	170	1	ai	ai	VERB
cana-2259	170	2	on	on	ADP
cana-2259	170	3	drugs	drug	NOUN
cana-2259	170	4	:	:	PUNCT
cana-2259	170	5	can	can	AUX
cana-2259	170	6	artificial	artificial	ADJ
cana-2259	170	7	intelligence	intelligence	NOUN
cana-2259	170	8	accelerate	accelerate	NOUN
cana-2259	170	9	drug	drug	NOUN
cana-2259	170	10	development	development	NOUN
cana-2259	170	11	?	?	PUNCT
cana-2259	171	1	evidence	evidence	NOUN
cana-2259	171	2	from	from	ADP
cana-2259	171	3	a	a	DET
cana-2259	171	4	large	large	ADJ
cana-2259	171	5	-	-	PUNCT
cana-2259	171	6	scale	scale	NOUN
cana-2259	171	7	examination	examination	NOUN
cana-2259	171	8	of	of	ADP
cana-2259	171	9	bio	bio	ADJ
cana-2259	171	10	-	-	ADJ
cana-2259	171	11	pharma	pharma	ADJ
cana-2259	171	12	firms	firm	NOUN
cana-2259	171	13	.	.	PUNCT
cana-2259	172	1	evidence	evidence	NOUN
cana-2259	172	2	from	from	ADP
cana-2259	172	3	a	a	DET
cana-2259	172	4	large	large	ADJ
cana-2259	172	5	-	-	PUNCT
cana-2259	172	6	scale	scale	NOUN
cana-2259	172	7	examination	examination	NOUN
cana-2259	172	8	of	of	ADP
cana-2259	172	9	bio	bio	ADJ
cana-2259	172	10	-	-	PUNCT
cana-2259	172	11	pharma	pharma	PROPN
cana-2259	172	12	firms,(march	firms,(march	NOUN
cana-2259	172	13	15	15	NUM
cana-2259	172	14	,	,	PUNCT
cana-2259	172	15	2021	2021	NUM
cana-2259	172	16	)	)	PUNCT
cana-2259	172	17	.	.	PUNCT
cana-2259	173	1	misq	misq	VERB
cana-2259	173	2	forthcoming	forthcoming	ADJ
cana-2259	173	3	.	.	PUNCT
cana-2259	174	1	[	[	X
cana-2259	174	2	8	8	NUM
cana-2259	174	3	]	]	X
cana-2259	174	4	malathi	malathi	PROPN
cana-2259	174	5	,	,	PUNCT
cana-2259	174	6	k.	k.	PROPN
cana-2259	174	7	,	,	PUNCT
cana-2259	174	8	shruthi	shruthi	PROPN
cana-2259	174	9	,	,	PUNCT
cana-2259	174	10	s.n	s.n	PROPN
cana-2259	174	11	.	.	PROPN
cana-2259	174	12	,	,	PUNCT
cana-2259	174	13	madhumitha	madhumitha	NOUN
cana-2259	174	14	,	,	PUNCT
cana-2259	174	15	n.	n.	NOUN
cana-2259	174	16	,	,	PUNCT
cana-2259	174	17	sreelakshmi	sreelakshmi	NOUN
cana-2259	174	18	,	,	PUNCT
cana-2259	174	19	s.	s.	PROPN
cana-2259	174	20	,	,	PUNCT
cana-2259	174	21	sathya	sathya	PROPN
cana-2259	174	22	,	,	PUNCT
cana-2259	174	23	u.	u.	PROPN
cana-2259	174	24	,	,	PUNCT
cana-2259	174	25	&	&	CCONJ
cana-2259	174	26	sangeetha	sangeetha	PROPN
cana-2259	174	27	,	,	PUNCT
cana-2259	174	28	p.m.	p.m.	NOUN
cana-2259	174	29	(	(	PUNCT
cana-2259	174	30	2024	2024	NUM
cana-2259	174	31	)	)	PUNCT
cana-2259	174	32	.	.	PUNCT
cana-2259	175	1	medical	medical	ADJ
cana-2259	175	2	data	datum	NOUN
cana-2259	175	3	integration	integration	NOUN
cana-2259	175	4	and	and	CCONJ
cana-2259	175	5	interoperability	interoperability	NOUN
cana-2259	175	6	through	through	ADP
cana-2259	175	7	remote	remote	ADJ
cana-2259	175	8	monitoring	monitoring	NOUN
cana-2259	175	9	of	of	ADP
cana-2259	175	10	healthcare	healthcare	NOUN
cana-2259	175	11	devices	device	NOUN
cana-2259	175	12	.	.	PUNCT
cana-2259	176	1	journal	journal	PROPN
cana-2259	176	2	of	of	ADP
cana-2259	176	3	wireless	wireless	ADJ
cana-2259	176	4	mobile	mobile	ADJ
cana-2259	176	5	networks	network	NOUN
cana-2259	176	6	,	,	PUNCT
cana-2259	176	7	ubiquitous	ubiquitous	ADJ
cana-2259	176	8	computing	computing	NOUN
cana-2259	176	9	,	,	PUNCT
cana-2259	176	10	and	and	CCONJ
cana-2259	176	11	dependable	dependable	ADJ
cana-2259	176	12	applications	application	NOUN
cana-2259	176	13	(	(	PUNCT
cana-2259	176	14	jowua	jowua	ADJ
cana-2259	176	15	)	)	PUNCT
cana-2259	176	16	,	,	PUNCT
cana-2259	176	17	15(2	15(2	NUM
cana-2259	176	18	)	)	PUNCT
cana-2259	176	19	,	,	PUNCT
cana-2259	176	20	60	60	NUM
cana-2259	176	21	-	-	SYM
cana-2259	176	22	72	72	NUM
cana-2259	176	23	.	.	PUNCT
cana-2259	177	1	https://doi.org/10.58346/jowua.2024.i2.005	https://doi.org/10.58346/jowua.2024.i2.005	ADJ
cana-2259	177	2	https://jowua.com/article/2023.i3.018/71035/	https://jowua.com/article/2023.i3.018/71035/	PUNCT
cana-2259	178	1	https://jowua.com/article/2023.i3.018/71035/	https://jowua.com/article/2023.i3.018/71035/	ADJ
cana-2259	178	2	communications	communication	NOUN
cana-2259	178	3	on	on	ADP
cana-2259	178	4	applied	apply	VERB
cana-2259	178	5	nonlinear	nonlinear	ADJ
cana-2259	178	6	analysis	analysis	NOUN
cana-2259	178	7	issn	issn	NOUN
cana-2259	178	8	:	:	PUNCT
cana-2259	178	9	1074	1074	NUM
cana-2259	178	10	-	-	PUNCT
cana-2259	178	11	133x	133x	NUM
cana-2259	178	12	vol	vol	NOUN
cana-2259	178	13	32	32	NUM
cana-2259	178	14	no	no	NOUN
cana-2259	178	15	.	.	PUNCT
cana-2259	179	1	2s	2s	NUM
cana-2259	179	2	(	(	PUNCT
cana-2259	179	3	2025	2025	NUM
cana-2259	179	4	)	)	PUNCT
cana-2259	179	5	146	146	NUM
cana-2259	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2259	180	1	[	[	X
cana-2259	180	2	9	9	NUM
cana-2259	180	3	]	]	X
cana-2259	180	4	yadav	yadav	NOUN
cana-2259	180	5	,	,	PUNCT
cana-2259	180	6	s.	s.	PROPN
cana-2259	180	7	,	,	PUNCT
cana-2259	180	8	singh	singh	PROPN
cana-2259	180	9	,	,	PUNCT
cana-2259	180	10	a.	a.	NOUN
cana-2259	180	11	,	,	PUNCT
cana-2259	180	12	singhal	singhal	PROPN
cana-2259	180	13	,	,	PUNCT
cana-2259	180	14	r.	r.	PROPN
cana-2259	180	15	,	,	PUNCT
cana-2259	180	16	&	&	CCONJ
cana-2259	180	17	yadav	yadav	PROPN
cana-2259	180	18	,	,	PUNCT
cana-2259	180	19	j.	j.	PROPN
cana-2259	180	20	p.	p.	PROPN
cana-2259	180	21	(	(	PUNCT
cana-2259	180	22	2024	2024	NUM
cana-2259	180	23	)	)	PUNCT
cana-2259	180	24	.	.	PUNCT
cana-2259	181	1	revolutionizing	revolutionize	VERB
cana-2259	181	2	drug	drug	NOUN
cana-2259	181	3	discovery	discovery	NOUN
cana-2259	181	4	:	:	PUNCT
cana-2259	181	5	the	the	DET
cana-2259	181	6	impact	impact	NOUN
cana-2259	181	7	of	of	ADP
cana-2259	181	8	artificial	artificial	ADJ
cana-2259	181	9	intelligence	intelligence	NOUN
cana-2259	181	10	on	on	ADP
cana-2259	181	11	advancements	advancement	NOUN
cana-2259	181	12	in	in	ADP
cana-2259	181	13	pharmacology	pharmacology	NOUN
cana-2259	181	14	and	and	CCONJ
cana-2259	181	15	the	the	DET
cana-2259	181	16	pharmaceutical	pharmaceutical	ADJ
cana-2259	181	17	industry	industry	NOUN
cana-2259	181	18	.	.	PUNCT
cana-2259	182	1	intelligent	intelligent	ADJ
cana-2259	182	2	pharmacy	pharmacy	NOUN
cana-2259	182	3	.	.	PUNCT
cana-2259	183	1	[	[	X
cana-2259	183	2	10	10	NUM
cana-2259	183	3	]	]	PUNCT
cana-2259	183	4	bobir	bobir	NOUN
cana-2259	183	5	,	,	PUNCT
cana-2259	183	6	a.o	a.o	PROPN
cana-2259	183	7	.	.	PROPN
cana-2259	183	8	,	,	PUNCT
cana-2259	183	9	askariy	askariy	ADJ
cana-2259	183	10	,	,	PUNCT
cana-2259	183	11	m.	m.	NOUN
cana-2259	183	12	,	,	PUNCT
cana-2259	183	13	otabek	otabek	PROPN
cana-2259	183	14	,	,	PUNCT
cana-2259	183	15	y.y	y.y	PROPN
cana-2259	183	16	.	.	PROPN
cana-2259	183	17	,	,	PUNCT
cana-2259	183	18	nodir	nodir	PROPN
cana-2259	183	19	,	,	PUNCT
cana-2259	183	20	r.k	r.k	PROPN
cana-2259	183	21	.	.	PROPN
cana-2259	183	22	,	,	PUNCT
cana-2259	183	23	rakhima	rakhima	PROPN
cana-2259	183	24	,	,	PUNCT
cana-2259	183	25	a.	a.	NOUN
cana-2259	183	26	,	,	PUNCT
cana-2259	183	27	zukhra	zukhra	PROPN
cana-2259	183	28	,	,	PUNCT
cana-2259	183	29	z.y	z.y	PROPN
cana-2259	183	30	.	.	PROPN
cana-2259	183	31	,	,	PUNCT
cana-2259	183	32	sherzod	sherzod	PROPN
cana-2259	183	33	,	,	PUNCT
cana-2259	183	34	a.a	a.a	PROPN
cana-2259	183	35	.	.	PROPN
cana-2259	183	36	(	(	PUNCT
cana-2259	183	37	2024	2024	NUM
cana-2259	183	38	)	)	PUNCT
cana-2259	183	39	.	.	PUNCT
cana-2259	184	1	utilizing	utilize	VERB
cana-2259	184	2	deep	deep	ADJ
cana-2259	184	3	learning	learning	NOUN
cana-2259	184	4	and	and	CCONJ
cana-2259	184	5	the	the	DET
cana-2259	184	6	internet	internet	NOUN
cana-2259	184	7	of	of	ADP
cana-2259	184	8	things	thing	NOUN
cana-2259	184	9	to	to	PART
cana-2259	184	10	monitor	monitor	VERB
cana-2259	184	11	the	the	DET
cana-2259	184	12	health	health	NOUN
cana-2259	184	13	of	of	ADP
cana-2259	184	14	aquatic	aquatic	ADJ
cana-2259	184	15	ecosystems	ecosystem	NOUN
cana-2259	184	16	to	to	PART
cana-2259	184	17	conserve	conserve	VERB
cana-2259	184	18	biodiversity	biodiversity	NOUN
cana-2259	184	19	.	.	PUNCT
cana-2259	185	1	natural	natural	ADJ
cana-2259	185	2	and	and	CCONJ
cana-2259	185	3	engineering	engineering	NOUN
cana-2259	185	4	sciences	science	NOUN
cana-2259	185	5	,	,	PUNCT
cana-2259	185	6	9(1	9(1	NUM
cana-2259	185	7	)	)	PUNCT
cana-2259	185	8	,	,	PUNCT
cana-2259	185	9	72	72	NUM
cana-2259	185	10	-	-	SYM
cana-2259	185	11	83	83	NUM
cana-2259	185	12	.	.	PUNCT
cana-2259	186	1	[	[	X
cana-2259	186	2	11	11	NUM
cana-2259	186	3	]	]	PUNCT
cana-2259	186	4	sarkar	sarkar	PROPN
cana-2259	186	5	,	,	PUNCT
cana-2259	186	6	c.	c.	PROPN
cana-2259	186	7	,	,	PUNCT
cana-2259	186	8	das	das	PROPN
cana-2259	186	9	,	,	PUNCT
cana-2259	186	10	b.	b.	PROPN
cana-2259	186	11	,	,	PUNCT
cana-2259	186	12	rawat	rawat	PROPN
cana-2259	186	13	,	,	PUNCT
cana-2259	186	14	v.	v.	PROPN
cana-2259	186	15	s.	s.	PROPN
cana-2259	186	16	,	,	PUNCT
cana-2259	186	17	wahlang	wahlang	PROPN
cana-2259	186	18	,	,	PUNCT
cana-2259	186	19	j.	j.	PROPN
cana-2259	186	20	b.	b.	PROPN
cana-2259	186	21	,	,	PUNCT
cana-2259	186	22	nongpiur	nongpiur	PROPN
cana-2259	186	23	,	,	PUNCT
cana-2259	186	24	a.	a.	NOUN
cana-2259	186	25	,	,	PUNCT
cana-2259	186	26	tiewsoh	tiewsoh	PROPN
cana-2259	186	27	,	,	PUNCT
cana-2259	186	28	i.	i.	PROPN
cana-2259	186	29	,	,	PUNCT
cana-2259	186	30	&	&	CCONJ
cana-2259	186	31	sony	sony	PROPN
cana-2259	186	32	,	,	PUNCT
cana-2259	186	33	h.	h.	PROPN
cana-2259	186	34	t.	t.	PROPN
cana-2259	186	35	(	(	PUNCT
cana-2259	186	36	2023	2023	NUM
cana-2259	186	37	)	)	PUNCT
cana-2259	186	38	.	.	PUNCT
cana-2259	187	1	artificial	artificial	ADJ
cana-2259	187	2	intelligence	intelligence	NOUN
cana-2259	187	3	and	and	CCONJ
cana-2259	187	4	machine	machine	NOUN
cana-2259	187	5	learning	learn	VERB
cana-2259	187	6	technology	technology	NOUN
cana-2259	187	7	driven	drive	VERB
cana-2259	187	8	modern	modern	ADJ
cana-2259	187	9	drug	drug	NOUN
cana-2259	187	10	discovery	discovery	NOUN
cana-2259	187	11	and	and	CCONJ
cana-2259	187	12	development	development	NOUN
cana-2259	187	13	.	.	PUNCT
cana-2259	188	1	international	international	ADJ
cana-2259	188	2	journal	journal	NOUN
cana-2259	188	3	of	of	ADP
cana-2259	188	4	molecular	molecular	ADJ
cana-2259	188	5	sciences	science	NOUN
cana-2259	188	6	,	,	PUNCT
cana-2259	188	7	24(3	24(3	NUM
cana-2259	188	8	)	)	PUNCT
cana-2259	188	9	,	,	PUNCT
cana-2259	188	10	2026	2026	NUM
cana-2259	188	11	.	.	PUNCT
cana-2259	189	1	[	[	X
cana-2259	189	2	12	12	NUM
cana-2259	189	3	]	]	SYM
cana-2259	189	4	mumtaj	mumtaj	NOUN
cana-2259	189	5	begum	begum	PROPN
cana-2259	189	6	,	,	PUNCT
cana-2259	189	7	h.	h.	PROPN
cana-2259	189	8	(	(	PUNCT
cana-2259	189	9	2022	2022	NUM
cana-2259	189	10	)	)	PUNCT
cana-2259	189	11	.	.	PUNCT
cana-2259	190	1	scientometric	scientometric	ADJ
cana-2259	190	2	analysis	analysis	NOUN
cana-2259	190	3	of	of	ADP
cana-2259	190	4	the	the	DET
cana-2259	190	5	research	research	NOUN
cana-2259	190	6	paper	paper	NOUN
cana-2259	190	7	output	output	NOUN
cana-2259	190	8	on	on	ADP
cana-2259	190	9	artificial	artificial	ADJ
cana-2259	190	10	intelligence	intelligence	NOUN
cana-2259	190	11	:	:	PUNCT
cana-2259	190	12	a	a	DET
cana-2259	190	13	study	study	NOUN
cana-2259	190	14	.	.	PUNCT
cana-2259	191	1	indian	indian	ADJ
cana-2259	191	2	journal	journal	PROPN
cana-2259	191	3	of	of	ADP
cana-2259	191	4	information	information	NOUN
cana-2259	191	5	sources	source	NOUN
cana-2259	191	6	and	and	CCONJ
cana-2259	191	7	services	service	NOUN
cana-2259	191	8	,	,	PUNCT
cana-2259	191	9	12(1	12(1	NUM
cana-2259	191	10	)	)	PUNCT
cana-2259	191	11	,	,	PUNCT
cana-2259	191	12	52–58	52–58	NUM
cana-2259	191	13	.	.	PUNCT
cana-2259	192	1	[	[	X
cana-2259	192	2	13	13	NUM
cana-2259	192	3	]	]	X
cana-2259	192	4	kolluri	kolluri	PROPN
cana-2259	192	5	,	,	PUNCT
cana-2259	192	6	s.	s.	PROPN
cana-2259	192	7	,	,	PUNCT
cana-2259	192	8	lin	lin	PROPN
cana-2259	192	9	,	,	PUNCT
cana-2259	192	10	j.	j.	PROPN
cana-2259	192	11	,	,	PUNCT
cana-2259	192	12	liu	liu	PROPN
cana-2259	192	13	,	,	PUNCT
cana-2259	192	14	r.	r.	PROPN
cana-2259	192	15	,	,	PUNCT
cana-2259	192	16	zhang	zhang	PROPN
cana-2259	192	17	,	,	PUNCT
cana-2259	192	18	y.	y.	PROPN
cana-2259	192	19	,	,	PUNCT
cana-2259	192	20	&	&	CCONJ
cana-2259	192	21	zhang	zhang	PROPN
cana-2259	192	22	,	,	PUNCT
cana-2259	192	23	w.	w.	PROPN
cana-2259	192	24	(	(	PUNCT
cana-2259	192	25	2022	2022	NUM
cana-2259	192	26	)	)	PUNCT
cana-2259	192	27	.	.	PUNCT
cana-2259	192	28	machine	machine	NOUN
cana-2259	192	29	learning	learning	NOUN
cana-2259	192	30	and	and	CCONJ
cana-2259	192	31	artificial	artificial	ADJ
cana-2259	192	32	intelligence	intelligence	NOUN
cana-2259	192	33	in	in	ADP
cana-2259	192	34	pharmaceutical	pharmaceutical	ADJ
cana-2259	192	35	research	research	NOUN
cana-2259	192	36	and	and	CCONJ
cana-2259	192	37	development	development	NOUN
cana-2259	192	38	:	:	PUNCT
cana-2259	192	39	a	a	DET
cana-2259	192	40	review	review	NOUN
cana-2259	192	41	.	.	PUNCT
cana-2259	193	1	the	the	DET
cana-2259	193	2	aaps	aaps	PROPN
cana-2259	193	3	journal	journal	NOUN
cana-2259	193	4	,	,	PUNCT
cana-2259	193	5	24	24	NUM
cana-2259	193	6	,	,	PUNCT
cana-2259	193	7	1	1	NUM
cana-2259	193	8	-	-	SYM
cana-2259	193	9	10	10	NUM
cana-2259	193	10	.	.	PUNCT
cana-2259	194	1	[	[	X
cana-2259	194	2	14	14	NUM
cana-2259	194	3	]	]	X
cana-2259	194	4	s.	s.	PROPN
cana-2259	194	5	neelima	neelima	PROPN
cana-2259	194	6	,	,	PUNCT
cana-2259	194	7	manoj	manoj	PROPN
cana-2259	194	8	govindaraj	govindaraj	NOUN
cana-2259	194	9	,	,	PUNCT
cana-2259	194	10	dr.k	dr.k	ADV
cana-2259	194	11	.	.	PUNCT
cana-2259	195	1	subramani	subramani	PROPN
cana-2259	195	2	,	,	PUNCT
cana-2259	195	3	ahmed	ahmed	PROPN
cana-2259	195	4	alkhayyat	alkhayyat	PROPN
cana-2259	195	5	,	,	PUNCT
cana-2259	195	6	&	&	CCONJ
cana-2259	195	7	dr	dr	PROPN
cana-2259	195	8	.	.	PROPN
cana-2259	195	9	chippy	chippy	PROPN
cana-2259	195	10	mohan	mohan	PROPN
cana-2259	195	11	.	.	PUNCT
cana-2259	196	1	(	(	PUNCT
cana-2259	196	2	2024	2024	NUM
cana-2259	196	3	)	)	PUNCT
cana-2259	196	4	.	.	PUNCT
cana-2259	197	1	factors	factor	NOUN
cana-2259	197	2	influencing	influence	VERB
cana-2259	197	3	data	datum	NOUN
cana-2259	197	4	utilization	utilization	NOUN
cana-2259	197	5	and	and	CCONJ
cana-2259	197	6	performance	performance	NOUN
cana-2259	197	7	of	of	ADP
cana-2259	197	8	health	health	NOUN
cana-2259	197	9	management	management	NOUN
cana-2259	197	10	information	information	NOUN
cana-2259	197	11	systems	system	NOUN
cana-2259	197	12	:	:	PUNCT
cana-2259	197	13	a	a	DET
cana-2259	197	14	case	case	NOUN
cana-2259	197	15	study	study	NOUN
cana-2259	197	16	.	.	PUNCT
cana-2259	198	1	indian	indian	PROPN
cana-2259	198	2	journal	journal	PROPN
cana-2259	198	3	of	of	ADP
cana-2259	198	4	information	information	NOUN
cana-2259	198	5	sources	source	NOUN
cana-2259	198	6	and	and	CCONJ
cana-2259	198	7	services	service	NOUN
cana-2259	198	8	,	,	PUNCT
cana-2259	198	9	14(2	14(2	NUM
cana-2259	198	10	)	)	PUNCT
cana-2259	198	11	,	,	PUNCT
cana-2259	198	12	146–152	146–152	NUM
cana-2259	198	13	.	.	PUNCT
cana-2259	199	1	https://doi.org/10.51983/ijiss-2024.14.2.21	https://doi.org/10.51983/ijiss-2024.14.2.21	NOUN
cana-2259	199	2	[	[	X
cana-2259	199	3	15	15	NUM
cana-2259	199	4	]	]	X
cana-2259	199	5	naidu	naidu	PROPN
cana-2259	199	6	,	,	PUNCT
cana-2259	199	7	tm	tm	PRON
cana-2259	199	8	praneeth	praneeth	PROPN
cana-2259	199	9	,	,	PUNCT
cana-2259	199	10	chandra	chandra	PROPN
cana-2259	199	11	sekhar	sekhar	PROPN
cana-2259	199	12	,	,	PUNCT
cana-2259	199	13	and	and	CCONJ
cana-2259	199	14	pradeep	pradeep	PROPN
cana-2259	199	15	kumar	kumar	PROPN
cana-2259	199	16	boya	boya	PROPN
cana-2259	199	17	.	.	PUNCT
cana-2259	200	1	"	"	PUNCT
cana-2259	200	2	low	low	ADJ
cana-2259	200	3	power	power	NOUN
cana-2259	200	4	system	system	NOUN
cana-2259	200	5	on	on	ADP
cana-2259	200	6	chip	chip	NOUN
cana-2259	200	7	implementation	implementation	NOUN
cana-2259	200	8	of	of	ADP
cana-2259	200	9	adaptive	adaptive	ADJ
cana-2259	200	10	intra	intra	ADJ
cana-2259	200	11	frame	frame	NOUN
cana-2259	200	12	and	and	CCONJ
cana-2259	200	13	hierarchical	hierarchical	ADJ
cana-2259	200	14	motion	motion	NOUN
cana-2259	200	15	estimation	estimation	NOUN
cana-2259	200	16	in	in	ADP
cana-2259	200	17	h.	h.	PROPN
cana-2259	200	18	265	265	NUM
cana-2259	200	19	.	.	PUNCT
cana-2259	200	20	"	"	PUNCT
cana-2259	201	1	journal	journal	PROPN
cana-2259	201	2	of	of	ADP
cana-2259	201	3	vlsi	vlsi	PROPN
cana-2259	201	4	circuits	circuit	NOUN
cana-2259	201	5	and	and	CCONJ
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cana-2259	201	7	6.2	6.2	NUM
cana-2259	201	8	(	(	PUNCT
cana-2259	201	9	2024	2024	NUM
cana-2259	201	10	):	):	PUNCT
cana-2259	201	11	40	40	NUM
cana-2259	201	12	-	-	SYM
cana-2259	201	13	52	52	NUM
cana-2259	201	14	.	.	PUNCT
cana-2259	202	1	[	[	X
cana-2259	202	2	16	16	NUM
cana-2259	202	3	]	]	X
cana-2259	202	4	veera	veera	NOUN
cana-2259	202	5	boopathy	boopathy	PROPN
cana-2259	202	6	,	,	PUNCT
cana-2259	202	7	e.	e.	PROPN
cana-2259	202	8	,	,	PUNCT
cana-2259	202	9	peer	peer	NOUN
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cana-2259	202	17	,	,	PUNCT
cana-2259	202	18	s.	s.	PROPN
cana-2259	202	19	,	,	PUNCT
cana-2259	202	20	karthick	karthick	PROPN
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cana-2259	202	22	,	,	PUNCT
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cana-2259	202	28	,	,	PUNCT
cana-2259	202	29	kishore	kishore	PROPN
cana-2259	202	30	,	,	PUNCT
cana-2259	202	31	r.	r.	PROPN
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cana-2259	202	36	,	,	PUNCT
cana-2259	202	37	&	&	CCONJ
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cana-2259	202	42	2024	2024	NUM
cana-2259	202	43	)	)	PUNCT
cana-2259	202	44	.	.	PUNCT
cana-2259	203	1	a	a	DET
cana-2259	203	2	data	datum	NOUN
cana-2259	203	3	driven	drive	VERB
cana-2259	203	4	approach	approach	NOUN
cana-2259	203	5	through	through	ADP
cana-2259	203	6	iomt	iomt	PROPN
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cana-2259	203	8	patient	patient	ADJ
cana-2259	203	9	healthcare	healthcare	NOUN
cana-2259	203	10	monitoring	monitoring	NOUN
cana-2259	203	11	system	system	NOUN
cana-2259	203	12	.	.	PUNCT
cana-2259	204	1	archives	archive	NOUN
cana-2259	204	2	for	for	ADP
cana-2259	204	3	technical	technical	ADJ
cana-2259	204	4	sciences	science	NOUN
cana-2259	204	5	,	,	PUNCT
cana-2259	204	6	2(31	2(31	NUM
cana-2259	204	7	)	)	PUNCT
cana-2259	204	8	,	,	PUNCT
cana-2259	204	9	9	9	NUM
cana-2259	204	10	-	-	SYM
cana-2259	204	11	15	15	NUM
cana-2259	204	12	.	.	PUNCT
cana-2259	205	1	[	[	X
cana-2259	205	2	17	17	NUM
cana-2259	205	3	]	]	X
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cana-2259	205	6	h.	h.	PROPN
cana-2259	205	7	t.	t.	PROPN
cana-2259	205	8	,	,	PUNCT
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cana-2259	206	1	"	"	PUNCT
cana-2259	206	2	integrated	integrate	VERB
cana-2259	206	3	dielectric	dielectric	ADJ
cana-2259	206	4	resonator	resonator	NOUN
cana-2259	206	5	antenna	antenna	NOUN
cana-2259	206	6	to	to	ADP
cana-2259	206	7	traditional	traditional	ADJ
cana-2259	206	8	antenna	antenna	NOUN
cana-2259	206	9	for	for	ADP
cana-2259	206	10	better	well	ADJ
cana-2259	206	11	bandwidth	bandwidth	NOUN
cana-2259	206	12	and	and	CCONJ
cana-2259	206	13	gain	gain	VERB
cana-2259	206	14	.	.	PUNCT
cana-2259	206	15	"	"	PUNCT
cana-2259	207	1	national	national	ADJ
cana-2259	207	2	journal	journal	NOUN
cana-2259	207	3	of	of	ADP
cana-2259	207	4	antennas	antenna	NOUN
cana-2259	207	5	and	and	CCONJ
cana-2259	207	6	propagation	propagation	NOUN
cana-2259	207	7	6.2	6.2	NUM
cana-2259	207	8	(	(	PUNCT
cana-2259	207	9	2024	2024	NUM
cana-2259	207	10	):	):	PUNCT
cana-2259	207	11	9	9	NUM
cana-2259	207	12	-	-	SYM
cana-2259	207	13	16	16	NUM
cana-2259	207	14	.	.	PUNCT
cana-2259	208	1	[	[	X
cana-2259	208	2	18	18	NUM
cana-2259	208	3	]	]	SYM
cana-2259	208	4	antoniewicz	antoniewicz	ADJ
cana-2259	208	5	,	,	PUNCT
cana-2259	208	6	baotic	baotic	ADJ
cana-2259	208	7	,	,	PUNCT
cana-2259	208	8	and	and	CCONJ
cana-2259	208	9	silva	silva	PROPN
cana-2259	208	10	dreyfus	dreyfus	PROPN
cana-2259	208	11	.	.	PUNCT
cana-2259	209	1	"	"	PUNCT
cana-2259	209	2	techniques	technique	NOUN
cana-2259	209	3	on	on	ADP
cana-2259	209	4	controlling	control	VERB
cana-2259	209	5	bandwidth	bandwidth	NOUN
cana-2259	209	6	and	and	CCONJ
cana-2259	209	7	energy	energy	NOUN
cana-2259	209	8	consumption	consumption	NOUN
cana-2259	209	9	for	for	ADP
cana-2259	209	10	5	5	NUM
cana-2259	209	11	g	g	NOUN
cana-2259	209	12	and	and	CCONJ
cana-2259	209	13	6	6	NUM
cana-2259	209	14	g	g	NOUN
cana-2259	209	15	wireless	wireless	ADJ
cana-2259	209	16	communication	communication	NOUN
cana-2259	209	17	systems	system	NOUN
cana-2259	209	18	.	.	PUNCT
cana-2259	209	19	"	"	PUNCT
cana-2259	209	20	international	international	ADJ
cana-2259	209	21	journal	journal	NOUN
cana-2259	209	22	of	of	ADP
cana-2259	209	23	communication	communication	NOUN
cana-2259	209	24	and	and	CCONJ
cana-2259	209	25	computer	computer	NOUN
cana-2259	209	26	technologies	technology	NOUN
cana-2259	209	27	12.2	12.2	NUM
cana-2259	209	28	(	(	PUNCT
cana-2259	209	29	2024	2024	NUM
cana-2259	209	30	):	):	PUNCT
cana-2259	209	31	11	11	NUM
cana-2259	209	32	-	-	SYM
cana-2259	209	33	20	20	NUM
cana-2259	209	34	.	.	PUNCT
cana-2259	210	1	[	[	X
cana-2259	210	2	19	19	NUM
cana-2259	210	3	]	]	PUNCT
cana-2259	210	4	kulkov	kulkov	NOUN
cana-2259	210	5	,	,	PUNCT
cana-2259	210	6	i.	i.	NOUN
cana-2259	210	7	(	(	PUNCT
cana-2259	210	8	2021	2021	NUM
cana-2259	210	9	)	)	PUNCT
cana-2259	210	10	.	.	PUNCT
cana-2259	211	1	the	the	DET
cana-2259	211	2	role	role	NOUN
cana-2259	211	3	of	of	ADP
cana-2259	211	4	artificial	artificial	ADJ
cana-2259	211	5	intelligence	intelligence	NOUN
cana-2259	211	6	in	in	ADP
cana-2259	211	7	business	business	NOUN
cana-2259	211	8	transformation	transformation	NOUN
cana-2259	211	9	:	:	PUNCT
cana-2259	211	10	a	a	DET
cana-2259	211	11	case	case	NOUN
cana-2259	211	12	of	of	ADP
cana-2259	211	13	pharmaceutical	pharmaceutical	NOUN
cana-2259	211	14	companies	company	NOUN
cana-2259	211	15	.	.	PUNCT
cana-2259	212	1	technology	technology	NOUN
cana-2259	212	2	in	in	ADP
cana-2259	212	3	society	society	NOUN
cana-2259	212	4	,	,	PUNCT
cana-2259	212	5	66	66	NUM
cana-2259	212	6	,	,	PUNCT
cana-2259	212	7	101629	101629	NUM
cana-2259	212	8	.	.	PUNCT
cana-2259	213	1	[	[	X
cana-2259	213	2	20	20	NUM
cana-2259	213	3	]	]	SYM
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cana-2259	213	5	,	,	PUNCT
cana-2259	213	6	k.	k.	PROPN
cana-2259	214	1	p.	p.	NOUN
cana-2259	215	1	"	"	PUNCT
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cana-2259	215	3	of	of	ADP
cana-2259	215	4	artificial	artificial	ADJ
cana-2259	215	5	intelligence	intelligence	NOUN
cana-2259	215	6	in	in	ADP
cana-2259	215	7	electronics	electronic	NOUN
cana-2259	215	8	:	:	PUNCT
cana-2259	215	9	enhancing	enhance	VERB
cana-2259	215	10	smart	smart	ADJ
cana-2259	215	11	devices	device	NOUN
cana-2259	215	12	and	and	CCONJ
cana-2259	215	13	systems	system	NOUN
cana-2259	215	14	.	.	PUNCT
cana-2259	215	15	"	"	PUNCT
cana-2259	216	1	progress	progress	NOUN
cana-2259	216	2	in	in	ADP
cana-2259	216	3	electronics	electronic	NOUN
cana-2259	216	4	and	and	CCONJ
cana-2259	216	5	communication	communication	NOUN
cana-2259	216	6	engineering	engineering	NOUN
cana-2259	216	7	1.1	1.1	NUM
cana-2259	216	8	(	(	PUNCT
cana-2259	216	9	2024	2024	NUM
cana-2259	216	10	):	):	PUNCT
cana-2259	216	11	7	7	NUM
cana-2259	216	12	-	-	SYM
cana-2259	216	13	12	12	NUM
cana-2259	216	14	.	.	PUNCT
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cana-2259	217	2	21	21	NUM
cana-2259	217	3	]	]	X
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cana-2259	217	5	,	,	PUNCT
cana-2259	217	6	n.	n.	NOUN
cana-2259	217	7	,	,	PUNCT
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cana-2259	217	9	,	,	PUNCT
cana-2259	217	10	n.	n.	PROPN
cana-2259	217	11	s.	s.	PROPN
cana-2259	217	12	,	,	PUNCT
cana-2259	217	13	sasi	sasi	PROPN
cana-2259	217	14	,	,	PUNCT
cana-2259	217	15	r.	r.	PROPN
cana-2259	217	16	,	,	PUNCT
cana-2259	217	17	sujesh	sujesh	PROPN
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cana-2259	217	22	,	,	PUNCT
cana-2259	217	23	b.	b.	PROPN
cana-2259	217	24	,	,	PUNCT
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cana-2259	217	28	,	,	PUNCT
cana-2259	217	29	&	&	CCONJ
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cana-2259	217	35	)	)	PUNCT
cana-2259	217	36	.	.	PUNCT
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cana-2259	218	2	health	health	NOUN
cana-2259	218	3	:	:	PUNCT
cana-2259	218	4	trends	trend	NOUN
cana-2259	218	5	,	,	PUNCT
cana-2259	218	6	opportunities	opportunity	NOUN
cana-2259	218	7	and	and	CCONJ
cana-2259	218	8	challenges	challenge	NOUN
cana-2259	218	9	in	in	ADP
cana-2259	218	10	medical	medical	ADJ
cana-2259	218	11	devices	device	NOUN
cana-2259	218	12	,	,	PUNCT
cana-2259	218	13	pharma	pharma	PROPN
cana-2259	218	14	and	and	CCONJ
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cana-2259	218	16	-	-	NOUN
cana-2259	218	17	technology	technology	NOUN
cana-2259	218	18	.	.	PUNCT
cana-2259	219	1	csi	csi	PROPN
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cana-2259	219	3	on	on	ADP
cana-2259	219	4	ict	ict	PROPN
cana-2259	219	5	,	,	PUNCT
cana-2259	219	6	11(1	11(1	NUM
cana-2259	219	7	)	)	PUNCT
cana-2259	219	8	,	,	PUNCT
cana-2259	219	9	11	11	NUM
cana-2259	219	10	-	-	SYM
cana-2259	219	11	30	30	NUM
cana-2259	219	12	.	.	PUNCT
cana-2259	220	1	[	[	X
cana-2259	220	2	22	22	NUM
cana-2259	220	3	]	]	PUNCT
cana-2259	220	4	siegismund	siegismund	NOUN
cana-2259	220	5	,	,	PUNCT
cana-2259	220	6	d.	d.	PROPN
cana-2259	220	7	,	,	PUNCT
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cana-2259	220	9	,	,	PUNCT
cana-2259	220	10	v.	v.	ADV
cana-2259	220	11	,	,	PUNCT
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cana-2259	220	13	,	,	PUNCT
cana-2259	220	14	s.	s.	PROPN
cana-2259	220	15	,	,	PUNCT
cana-2259	220	16	sick	sick	ADJ
cana-2259	220	17	,	,	PUNCT
cana-2259	220	18	b.	b.	PROPN
cana-2259	220	19	,	,	PUNCT
cana-2259	220	20	duerr	duerr	NOUN
cana-2259	220	21	,	,	PUNCT
cana-2259	220	22	o.	o.	PROPN
cana-2259	220	23	,	,	PUNCT
cana-2259	220	24	&	&	CCONJ
cana-2259	220	25	steigele	steigele	PROPN
cana-2259	220	26	,	,	PUNCT
cana-2259	220	27	s.	s.	PROPN
cana-2259	220	28	(	(	PUNCT
cana-2259	220	29	2018	2018	NUM
cana-2259	220	30	)	)	PUNCT
cana-2259	220	31	.	.	PUNCT
cana-2259	221	1	developing	develop	VERB
cana-2259	221	2	deep	deep	ADJ
cana-2259	221	3	learning	learning	NOUN
cana-2259	221	4	applications	application	NOUN
cana-2259	221	5	for	for	ADP
cana-2259	221	6	life	life	NOUN
cana-2259	221	7	science	science	NOUN
cana-2259	221	8	and	and	CCONJ
cana-2259	221	9	pharma	pharma	PROPN
cana-2259	221	10	industry	industry	NOUN
cana-2259	221	11	.	.	PUNCT
cana-2259	222	1	drug	drug	NOUN
cana-2259	222	2	research	research	NOUN
cana-2259	222	3	,	,	PUNCT
cana-2259	222	4	68(06	68(06	NUM
cana-2259	222	5	)	)	PUNCT
cana-2259	222	6	,	,	PUNCT
cana-2259	222	7	305	305	NUM
cana-2259	222	8	-	-	SYM
cana-2259	222	9	310	310	NUM
cana-2259	222	10	.	.	PUNCT
cana-2259	223	1	[	[	X
cana-2259	223	2	23	23	NUM
cana-2259	223	3	]	]	X
cana-2259	223	4	narayanan	narayanan	PROPN
cana-2259	223	5	,	,	PUNCT
cana-2259	223	6	r.	r.	PROPN
cana-2259	223	7	r.	r.	PROPN
cana-2259	223	8	,	,	PUNCT
cana-2259	223	9	durga	durga	PROPN
cana-2259	223	10	,	,	PUNCT
cana-2259	223	11	n.	n.	NOUN
cana-2259	223	12	,	,	PUNCT
cana-2259	223	13	&	&	CCONJ
cana-2259	223	14	nagalakshmi	nagalakshmi	PROPN
cana-2259	223	15	,	,	PUNCT
cana-2259	223	16	s.	s.	PROPN
cana-2259	223	17	(	(	PUNCT
cana-2259	223	18	2022	2022	NUM
cana-2259	223	19	)	)	PUNCT
cana-2259	223	20	.	.	PUNCT
cana-2259	224	1	impact	impact	NOUN
cana-2259	224	2	of	of	ADP
cana-2259	224	3	artificial	artificial	ADJ
cana-2259	224	4	intelligence	intelligence	NOUN
cana-2259	224	5	(	(	PUNCT
cana-2259	224	6	ai	ai	NOUN
cana-2259	224	7	)	)	PUNCT
cana-2259	224	8	on	on	ADP
cana-2259	224	9	drug	drug	NOUN
cana-2259	224	10	discovery	discovery	NOUN
cana-2259	224	11	and	and	CCONJ
cana-2259	224	12	product	product	NOUN
cana-2259	224	13	development	development	NOUN
cana-2259	224	14	.	.	PUNCT
cana-2259	225	1	indian	indian	PROPN
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cana-2259	225	6	and	and	CCONJ
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cana-2259	225	8	,	,	PUNCT
cana-2259	225	9	56(3	56(3	NOUN
cana-2259	225	10	)	)	PUNCT
cana-2259	225	11	,	,	PUNCT
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cana-2259	225	13	-	-	PUNCT
cana-2259	225	14	s397	s397	PROPN
cana-2259	225	15	.	.	PUNCT
cana-2259	226	1	https://doi.org/10.51983/ijiss-2024.14.2.21	https://doi.org/10.51983/ijiss-2024.14.2.21	NOUN