id	sid	tid	token	lemma	pos
gs-3850	1	1	microsoft	microsoft	PROPN
gs-3850	1	2	word	word	NOUN
gs-3850	1	3	fullpdf07022025	fullpdf07022025	PROPN
gs-3850	1	4	georgian	georgian	ADJ
gs-3850	1	5	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	1	6	მეცნიერები	მეცნიერები	NOUN
gs-3850	1	7	ტ.	ტ.	VERB
gs-3850	1	8	7	7	NUM
gs-3850	1	9	n	n	DET
gs-3850	1	10	2	2	NUM
gs-3850	1	11	,	,	PUNCT
gs-3850	1	12	2025	2025	NUM
gs-3850	1	13	446	446	NUM
gs-3850	1	14	georgian	georgian	PROPN
gs-3850	1	15	scientists	scientist	NOUN
gs-3850	1	16	ქართველი	ქართველი	ADJ
gs-3850	1	17	მეცნიერები	მეცნიერები	PROPN
gs-3850	1	18	vol	vol	NOUN
gs-3850	1	19	.	.	PUNCT
gs-3850	1	20	7	7	NUM
gs-3850	1	21	issue	issue	NOUN
gs-3850	1	22	2	2	NUM
gs-3850	1	23	,	,	PUNCT
gs-3850	1	24	2025	2025	NUM
gs-3850	1	25	https://doi.org/10.52340/gs.2025.07.02.41	https://doi.org/10.52340/gs.2025.07.02.41	ADP
gs-3850	1	26	enhancing	enhance	VERB
gs-3850	1	27	medication	medication	NOUN
gs-3850	1	28	safety	safety	NOUN
gs-3850	1	29	in	in	ADP
gs-3850	1	30	hospital	hospital	NOUN
gs-3850	1	31	setting	set	VERB
gs-3850	1	32	through	through	ADP
gs-3850	1	33	artificial	artificial	ADJ
gs-3850	1	34	intelligence	intelligence	NOUN
gs-3850	1	35	zaza	zaza	PROPN
gs-3850	1	36	sopromadze1	sopromadze1	PROPN
gs-3850	1	37	;	;	PUNCT
gs-3850	1	38	nana	nana	PROPN
gs-3850	1	39	shashiashvili2	shashiashvili2	PROPN
gs-3850	1	40	;	;	PUNCT
gs-3850	1	41	;	;	PUNCT
gs-3850	1	42	besarion	besarion	NOUN
gs-3850	1	43	simonishvili3	simonishvili3	NOUN
gs-3850	1	44	1associate	1associate	NUM
gs-3850	1	45	professor	professor	NOUN
gs-3850	1	46	,	,	PUNCT
gs-3850	1	47	georgian	georgian	PROPN
gs-3850	1	48	technical	technical	PROPN
gs-3850	1	49	university	university	PROPN
gs-3850	1	50	;	;	PUNCT
gs-3850	1	51	2associate	2associate	NUM
gs-3850	1	52	professor	professor	NOUN
gs-3850	1	53	,	,	PUNCT
gs-3850	1	54	georgian	georgian	PROPN
gs-3850	1	55	technical	technical	PROPN
gs-3850	1	56	university	university	PROPN
gs-3850	1	57	;	;	PUNCT
gs-3850	1	58	3doctor	3doctor	NUM
gs-3850	1	59	of	of	ADP
gs-3850	1	60	public	public	ADJ
gs-3850	1	61	administration	administration	NOUN
gs-3850	1	62	,	,	PUNCT
gs-3850	1	63	georgian	georgian	PROPN
gs-3850	1	64	technical	technical	PROPN
gs-3850	1	65	university	university	PROPN
gs-3850	1	66	summary	summary	NOUN
gs-3850	1	67	artificial	artificial	ADJ
gs-3850	1	68	intelligence	intelligence	NOUN
gs-3850	1	69	(	(	PUNCT
gs-3850	1	70	ai	ai	PROPN
gs-3850	1	71	)	)	PUNCT
gs-3850	1	72	is	be	AUX
gs-3850	1	73	revolutionizing	revolutionize	VERB
gs-3850	1	74	medication	medication	NOUN
gs-3850	1	75	safety	safety	NOUN
gs-3850	1	76	in	in	ADP
gs-3850	1	77	hospital	hospital	NOUN
gs-3850	1	78	settings	setting	NOUN
gs-3850	1	79	by	by	ADP
gs-3850	1	80	enhancing	enhance	VERB
gs-3850	1	81	accuracy	accuracy	NOUN
gs-3850	1	82	,	,	PUNCT
gs-3850	1	83	efficiency	efficiency	NOUN
gs-3850	1	84	and	and	CCONJ
gs-3850	1	85	patient	patient	ADJ
gs-3850	1	86	outcomes	outcome	NOUN
gs-3850	1	87	.	.	PUNCT
gs-3850	2	1	ai	ai	VERB
gs-3850	2	2	-	-	PUNCT
gs-3850	2	3	driven	drive	VERB
gs-3850	2	4	systems	system	NOUN
gs-3850	2	5	assist	assist	VERB
gs-3850	2	6	healthcare	healthcare	NOUN
gs-3850	2	7	professionals	professional	NOUN
gs-3850	2	8	in	in	ADP
gs-3850	2	9	verifying	verify	VERB
gs-3850	2	10	prescriptions	prescription	NOUN
gs-3850	2	11	,	,	PUNCT
gs-3850	2	12	identifying	identify	VERB
gs-3850	2	13	potential	potential	ADJ
gs-3850	2	14	drug	drug	NOUN
gs-3850	2	15	interactions	interaction	NOUN
gs-3850	2	16	,	,	PUNCT
gs-3850	2	17	and	and	CCONJ
gs-3850	2	18	ensuring	ensure	VERB
gs-3850	2	19	appropriate	appropriate	ADJ
gs-3850	2	20	dosages	dosage	NOUN
gs-3850	2	21	,	,	PUNCT
gs-3850	2	22	thereby	thereby	ADV
gs-3850	2	23	reducing	reduce	VERB
gs-3850	2	24	the	the	DET
gs-3850	2	25	risk	risk	NOUN
gs-3850	2	26	of	of	ADP
gs-3850	2	27	medication	medication	NOUN
gs-3850	2	28	errors	error	NOUN
gs-3850	2	29	.	.	PUNCT
gs-3850	3	1	by	by	ADP
gs-3850	3	2	analyzing	analyze	VERB
gs-3850	3	3	patient	patient	ADJ
gs-3850	3	4	data	datum	NOUN
gs-3850	3	5	,	,	PUNCT
gs-3850	3	6	including	include	VERB
gs-3850	3	7	medical	medical	ADJ
gs-3850	3	8	histories	history	NOUN
gs-3850	3	9	and	and	CCONJ
gs-3850	3	10	laboratory	laboratory	NOUN
gs-3850	3	11	results	result	NOUN
gs-3850	3	12	,	,	PUNCT
gs-3850	3	13	ai	ai	AUX
gs-3850	3	14	tools	tool	NOUN
gs-3850	3	15	provide	provide	VERB
gs-3850	3	16	personalized	personalized	ADJ
gs-3850	3	17	recommendations	recommendation	NOUN
gs-3850	3	18	that	that	PRON
gs-3850	3	19	support	support	VERB
gs-3850	3	20	informed	inform	VERB
gs-3850	3	21	clinical	clinical	ADJ
gs-3850	3	22	decisions	decision	NOUN
gs-3850	3	23	.	.	PUNCT
gs-3850	4	1	additionally	additionally	ADV
gs-3850	4	2	,	,	PUNCT
gs-3850	4	3	ai	ai	AUX
gs-3850	4	4	facilitates	facilitate	VERB
gs-3850	4	5	real	real	ADJ
gs-3850	4	6	-	-	PUNCT
gs-3850	4	7	time	time	NOUN
gs-3850	4	8	monitoring	monitoring	NOUN
gs-3850	4	9	of	of	ADP
gs-3850	4	10	patient	patient	ADJ
gs-3850	4	11	adherence	adherence	NOUN
gs-3850	4	12	to	to	ADP
gs-3850	4	13	treatment	treatment	NOUN
gs-3850	4	14	plans	plan	NOUN
gs-3850	4	15	,	,	PUNCT
gs-3850	4	16	enabling	enable	VERB
gs-3850	4	17	timely	timely	ADJ
gs-3850	4	18	interventions	intervention	NOUN
gs-3850	4	19	when	when	SCONJ
gs-3850	4	20	deviations	deviation	NOUN
gs-3850	4	21	occur	occur	VERB
gs-3850	4	22	.	.	PUNCT
gs-3850	5	1	automated	automate	VERB
gs-3850	5	2	dispensing	dispensing	NOUN
gs-3850	5	3	systems	system	NOUN
gs-3850	5	4	,	,	PUNCT
gs-3850	5	5	guided	guide	VERB
gs-3850	5	6	by	by	ADP
gs-3850	5	7	ai	ai	NOUN
gs-3850	5	8	,	,	PUNCT
gs-3850	5	9	ensure	ensure	VERB
gs-3850	5	10	precise	precise	ADJ
gs-3850	5	11	medication	medication	NOUN
gs-3850	5	12	distribution	distribution	NOUN
gs-3850	5	13	,	,	PUNCT
gs-3850	5	14	minimizing	minimize	VERB
gs-3850	5	15	human	human	ADJ
gs-3850	5	16	errors	error	NOUN
gs-3850	5	17	and	and	CCONJ
gs-3850	5	18	optimizing	optimize	VERB
gs-3850	5	19	inventory	inventory	NOUN
gs-3850	5	20	management	management	NOUN
gs-3850	5	21	.	.	PUNCT
gs-3850	6	1	furthermore	furthermore	ADV
gs-3850	6	2	,	,	PUNCT
gs-3850	6	3	ai	ai	AUX
gs-3850	6	4	contributes	contribute	VERB
gs-3850	6	5	to	to	ADP
gs-3850	6	6	the	the	DET
gs-3850	6	7	detection	detection	NOUN
gs-3850	6	8	of	of	ADP
gs-3850	6	9	adverse	adverse	ADJ
gs-3850	6	10	drug	drug	NOUN
gs-3850	6	11	reactions	reaction	NOUN
gs-3850	6	12	by	by	ADP
gs-3850	6	13	continuously	continuously	ADV
gs-3850	6	14	analyzing	analyze	VERB
gs-3850	6	15	patient	patient	ADJ
gs-3850	6	16	responses	response	NOUN
gs-3850	6	17	and	and	CCONJ
gs-3850	6	18	flagging	flagging	ADJ
gs-3850	6	19	anomalies	anomaly	NOUN
gs-3850	6	20	.	.	PUNCT
gs-3850	7	1	as	as	SCONJ
gs-3850	7	2	ai	ai	PROPN
gs-3850	7	3	technologies	technology	NOUN
gs-3850	7	4	continue	continue	VERB
gs-3850	7	5	to	to	PART
gs-3850	7	6	evolve	evolve	VERB
gs-3850	7	7	,	,	PUNCT
gs-3850	7	8	their	their	PRON
gs-3850	7	9	integration	integration	NOUN
gs-3850	7	10	into	into	ADP
gs-3850	7	11	hospital	hospital	NOUN
gs-3850	7	12	workflows	workflow	NOUN
gs-3850	7	13	promises	promise	NOUN
gs-3850	7	14	to	to	PART
gs-3850	7	15	further	far	ADV
gs-3850	7	16	enhance	enhance	VERB
gs-3850	7	17	medication	medication	NOUN
gs-3850	7	18	safety	safety	NOUN
gs-3850	7	19	,	,	PUNCT
gs-3850	7	20	streamline	streamline	VERB
gs-3850	7	21	pharmaceutical	pharmaceutical	NOUN
gs-3850	7	22	processes	process	NOUN
gs-3850	7	23	,	,	PUNCT
gs-3850	7	24	and	and	CCONJ
gs-3850	7	25	improve	improve	VERB
gs-3850	7	26	overall	overall	ADJ
gs-3850	7	27	patient	patient	ADJ
gs-3850	7	28	care	care	NOUN
gs-3850	7	29	.	.	PUNCT
gs-3850	8	1	however	however	ADV
gs-3850	8	2	,	,	PUNCT
gs-3850	8	3	successful	successful	ADJ
gs-3850	8	4	implementation	implementation	NOUN
gs-3850	8	5	requires	require	VERB
gs-3850	8	6	robust	robust	ADJ
gs-3850	8	7	infrastructure	infrastructure	NOUN
gs-3850	8	8	,	,	PUNCT
gs-3850	8	9	staff	staff	NOUN
gs-3850	8	10	training	training	NOUN
gs-3850	8	11	,	,	PUNCT
gs-3850	8	12	and	and	CCONJ
gs-3850	8	13	adherence	adherence	NOUN
gs-3850	8	14	to	to	ADP
gs-3850	8	15	ethical	ethical	ADJ
gs-3850	8	16	standards	standard	NOUN
gs-3850	8	17	to	to	PART
gs-3850	8	18	fully	fully	ADV
gs-3850	8	19	realize	realize	VERB
gs-3850	8	20	ai	ai	VERB
gs-3850	8	21	's	's	PART
gs-3850	8	22	potential	potential	NOUN
gs-3850	8	23	in	in	ADP
gs-3850	8	24	healthcare	healthcare	PROPN
gs-3850	8	25	.	.	PUNCT
gs-3850	9	1	keywords	keyword	NOUN
gs-3850	9	2	:	:	PUNCT
gs-3850	9	3	artificial	artificial	ADJ
gs-3850	9	4	intelligence	intelligence	NOUN
gs-3850	9	5	,	,	PUNCT
gs-3850	9	6	medicinal	medicinal	ADJ
gs-3850	9	7	product	product	NOUN
gs-3850	9	8	,	,	PUNCT
gs-3850	9	9	medication	medication	NOUN
gs-3850	9	10	safety	safety	NOUN
gs-3850	9	11	,	,	PUNCT
gs-3850	9	12	pharmaco	pharmaco	NOUN
gs-3850	9	13	-	-	PUNCT
gs-3850	9	14	intelligence	intelligence	NOUN
gs-3850	9	15	.	.	PUNCT
gs-3850	10	1	introduction	introduction	NOUN
gs-3850	10	2	medication	medication	NOUN
gs-3850	10	3	errors	error	NOUN
gs-3850	10	4	remain	remain	VERB
gs-3850	10	5	a	a	DET
gs-3850	10	6	significant	significant	ADJ
gs-3850	10	7	concern	concern	NOUN
gs-3850	10	8	in	in	ADP
gs-3850	10	9	hospital	hospital	NOUN
gs-3850	10	10	settings	setting	NOUN
gs-3850	10	11	,	,	PUNCT
gs-3850	10	12	contributing	contribute	VERB
gs-3850	10	13	to	to	ADP
gs-3850	10	14	adverse	adverse	ADJ
gs-3850	10	15	patient	patient	NOUN
gs-3850	10	16	outcomes	outcome	NOUN
gs-3850	10	17	and	and	CCONJ
gs-3850	10	18	increased	increase	VERB
gs-3850	10	19	healthcare	healthcare	NOUN
gs-3850	10	20	costs	cost	NOUN
gs-3850	10	21	.	.	PUNCT
gs-3850	11	1	the	the	DET
gs-3850	11	2	integration	integration	NOUN
gs-3850	11	3	of	of	ADP
gs-3850	11	4	artificial	artificial	ADJ
gs-3850	11	5	intelligence	intelligence	NOUN
gs-3850	11	6	(	(	PUNCT
gs-3850	11	7	ai	ai	NOUN
gs-3850	11	8	)	)	PUNCT
gs-3850	11	9	into	into	ADP
gs-3850	11	10	healthcare	healthcare	NOUN
gs-3850	11	11	systems	system	NOUN
gs-3850	11	12	offers	offer	VERB
gs-3850	11	13	promising	promise	VERB
gs-3850	11	14	avenues	avenue	NOUN
gs-3850	11	15	to	to	PART
gs-3850	11	16	address	address	VERB
gs-3850	11	17	these	these	DET
gs-3850	11	18	challenges	challenge	NOUN
gs-3850	11	19	.	.	PUNCT
gs-3850	12	1	ai	ai	VERB
gs-3850	12	2	encompasses	encompass	VERB
gs-3850	12	3	a	a	DET
gs-3850	12	4	range	range	NOUN
gs-3850	12	5	of	of	ADP
gs-3850	12	6	technologies	technology	NOUN
gs-3850	12	7	,	,	PUNCT
gs-3850	12	8	including	include	VERB
gs-3850	12	9	machine	machine	NOUN
gs-3850	12	10	learning	learning	NOUN
gs-3850	12	11	and	and	CCONJ
gs-3850	12	12	natural	natural	ADJ
gs-3850	12	13	language	language	NOUN
gs-3850	12	14	processing	processing	NOUN
gs-3850	12	15	,	,	PUNCT
gs-3850	12	16	which	which	PRON
gs-3850	12	17	can	can	AUX
gs-3850	12	18	analyze	analyze	VERB
gs-3850	12	19	vast	vast	ADJ
gs-3850	12	20	amounts	amount	NOUN
gs-3850	12	21	of	of	ADP
gs-3850	12	22	data	datum	NOUN
gs-3850	12	23	to	to	PART
gs-3850	12	24	identify	identify	VERB
gs-3850	12	25	patterns	pattern	NOUN
gs-3850	12	26	and	and	CCONJ
gs-3850	12	27	predict	predict	VERB
gs-3850	12	28	potential	potential	ADJ
gs-3850	12	29	errors	error	NOUN
gs-3850	12	30	.	.	PUNCT
gs-3850	13	1	in	in	ADP
gs-3850	13	2	the	the	DET
gs-3850	13	3	context	context	NOUN
gs-3850	13	4	of	of	ADP
gs-3850	13	5	medication	medication	NOUN
gs-3850	13	6	safety	safety	NOUN
gs-3850	13	7	,	,	PUNCT
gs-3850	13	8	ai	ai	VERB
gs-3850	13	9	can	can	AUX
gs-3850	13	10	assist	assist	VERB
gs-3850	13	11	in	in	ADP
gs-3850	13	12	optimizing	optimize	VERB
gs-3850	13	13	prescription	prescription	NOUN
gs-3850	13	14	practices	practice	NOUN
gs-3850	13	15	,	,	PUNCT
gs-3850	13	16	monitoring	monitor	VERB
gs-3850	13	17	drug	drug	NOUN
gs-3850	13	18	interactions	interaction	NOUN
gs-3850	13	19	,	,	PUNCT
gs-3850	13	20	and	and	CCONJ
gs-3850	13	21	ensuring	ensure	VERB
gs-3850	13	22	accurate	accurate	ADJ
gs-3850	13	23	dosing	dosing	NOUN
gs-3850	13	24	.	.	PUNCT
gs-3850	14	1	by	by	ADP
gs-3850	14	2	leveraging	leverage	VERB
gs-3850	14	3	these	these	DET
gs-3850	14	4	capabilities	capability	NOUN
gs-3850	14	5	,	,	PUNCT
gs-3850	14	6	healthcare	healthcare	NOUN
gs-3850	14	7	providers	provider	NOUN
gs-3850	14	8	can	can	AUX
gs-3850	14	9	enhance	enhance	VERB
gs-3850	14	10	decision	decision	NOUN
gs-3850	14	11	-	-	PUNCT
gs-3850	14	12	making	make	VERB
gs-3850	14	13	processes	process	NOUN
gs-3850	14	14	,	,	PUNCT
gs-3850	14	15	georgian	georgian	ADJ
gs-3850	14	16	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	14	17	მეცნიერები	მეცნიერები	NOUN
gs-3850	14	18	ტ.	ტ.	VERB
gs-3850	14	19	7	7	NUM
gs-3850	14	20	n	n	DET
gs-3850	14	21	2	2	NUM
gs-3850	14	22	,	,	PUNCT
gs-3850	14	23	2025	2025	NUM
gs-3850	14	24	447	447	NUM
gs-3850	14	25	reduce	reduce	VERB
gs-3850	14	26	the	the	DET
gs-3850	14	27	incidence	incidence	NOUN
gs-3850	14	28	of	of	ADP
gs-3850	14	29	medication	medication	NOUN
gs-3850	14	30	-	-	PUNCT
gs-3850	14	31	related	relate	VERB
gs-3850	14	32	errors	error	NOUN
gs-3850	14	33	,	,	PUNCT
gs-3850	14	34	and	and	CCONJ
gs-3850	14	35	improve	improve	VERB
gs-3850	14	36	overall	overall	ADJ
gs-3850	14	37	patient	patient	ADJ
gs-3850	14	38	safety	safety	NOUN
gs-3850	14	39	.	.	PUNCT
gs-3850	15	1	as	as	SCONJ
gs-3850	15	2	hospitals	hospital	NOUN
gs-3850	15	3	continue	continue	VERB
gs-3850	15	4	to	to	PART
gs-3850	15	5	adopt	adopt	VERB
gs-3850	15	6	ai	ai	VERB
gs-3850	15	7	-	-	PUNCT
gs-3850	15	8	driven	drive	VERB
gs-3850	15	9	solutions	solution	NOUN
gs-3850	15	10	,	,	PUNCT
gs-3850	15	11	it	it	PRON
gs-3850	15	12	is	be	AUX
gs-3850	15	13	crucial	crucial	ADJ
gs-3850	15	14	to	to	PART
gs-3850	15	15	understand	understand	VERB
gs-3850	15	16	the	the	DET
gs-3850	15	17	mechanisms	mechanism	NOUN
gs-3850	15	18	through	through	ADP
gs-3850	15	19	which	which	PRON
gs-3850	15	20	these	these	DET
gs-3850	15	21	technologies	technology	NOUN
gs-3850	15	22	contribute	contribute	VERB
gs-3850	15	23	to	to	ADP
gs-3850	15	24	safer	safe	ADJ
gs-3850	15	25	medication	medication	NOUN
gs-3850	15	26	practices	practice	NOUN
gs-3850	15	27	and	and	CCONJ
gs-3850	15	28	to	to	PART
gs-3850	15	29	address	address	VERB
gs-3850	15	30	any	any	DET
gs-3850	15	31	associated	associated	ADJ
gs-3850	15	32	implementation	implementation	NOUN
gs-3850	15	33	challenges	challenge	NOUN
gs-3850	15	34	.	.	PUNCT
gs-3850	16	1	research	research	NOUN
gs-3850	16	2	objective	objective	NOUN
gs-3850	16	3	this	this	DET
gs-3850	16	4	study	study	NOUN
gs-3850	16	5	aims	aim	VERB
gs-3850	16	6	to	to	PART
gs-3850	16	7	evaluate	evaluate	VERB
gs-3850	16	8	the	the	DET
gs-3850	16	9	impact	impact	NOUN
gs-3850	16	10	of	of	ADP
gs-3850	16	11	artificial	artificial	ADJ
gs-3850	16	12	intelligence	intelligence	NOUN
gs-3850	16	13	(	(	PUNCT
gs-3850	16	14	ai	ai	NOUN
gs-3850	16	15	)	)	PUNCT
gs-3850	16	16	on	on	ADP
gs-3850	16	17	enhancing	enhance	VERB
gs-3850	16	18	medication	medication	NOUN
gs-3850	16	19	safety	safety	NOUN
gs-3850	16	20	within	within	ADP
gs-3850	16	21	hospital	hospital	NOUN
gs-3850	16	22	environments	environment	NOUN
gs-3850	16	23	.	.	PUNCT
gs-3850	17	1	the	the	DET
gs-3850	17	2	focus	focus	NOUN
gs-3850	17	3	is	be	AUX
gs-3850	17	4	on	on	ADP
gs-3850	17	5	how	how	SCONJ
gs-3850	17	6	ai	ai	VERB
gs-3850	17	7	technologies	technology	NOUN
gs-3850	17	8	can	can	AUX
gs-3850	17	9	optimize	optimize	VERB
gs-3850	17	10	medication	medication	NOUN
gs-3850	17	11	management	management	NOUN
gs-3850	17	12	processes	process	NOUN
gs-3850	17	13	,	,	PUNCT
gs-3850	17	14	support	support	VERB
gs-3850	17	15	clinical	clinical	ADJ
gs-3850	17	16	decision	decision	NOUN
gs-3850	17	17	-	-	PUNCT
gs-3850	17	18	making	making	NOUN
gs-3850	17	19	,	,	PUNCT
gs-3850	17	20	and	and	CCONJ
gs-3850	17	21	reduce	reduce	VERB
gs-3850	17	22	the	the	DET
gs-3850	17	23	incidence	incidence	NOUN
gs-3850	17	24	of	of	ADP
gs-3850	17	25	medication	medication	NOUN
gs-3850	17	26	errors	error	NOUN
gs-3850	17	27	,	,	PUNCT
gs-3850	17	28	thereby	thereby	ADV
gs-3850	17	29	improving	improve	VERB
gs-3850	17	30	patient	patient	ADJ
gs-3850	17	31	outcomes	outcome	NOUN
gs-3850	17	32	and	and	CCONJ
gs-3850	17	33	healthcare	healthcare	NOUN
gs-3850	17	34	efficiency	efficiency	NOUN
gs-3850	17	35	.	.	PUNCT
gs-3850	18	1	methodology	methodology	NOUN
gs-3850	18	2	the	the	DET
gs-3850	18	3	research	research	NOUN
gs-3850	18	4	employs	employ	VERB
gs-3850	18	5	a	a	DET
gs-3850	18	6	comprehensive	comprehensive	ADJ
gs-3850	18	7	literature	literature	NOUN
gs-3850	18	8	review	review	NOUN
gs-3850	18	9	approach	approach	NOUN
gs-3850	18	10	,	,	PUNCT
gs-3850	18	11	analyzing	analyze	VERB
gs-3850	18	12	both	both	CCONJ
gs-3850	18	13	international	international	ADJ
gs-3850	18	14	and	and	CCONJ
gs-3850	18	15	local	local	ADJ
gs-3850	18	16	sources	source	NOUN
gs-3850	18	17	,	,	PUNCT
gs-3850	18	18	including	include	VERB
gs-3850	18	19	academic	academic	ADJ
gs-3850	18	20	studies	study	NOUN
gs-3850	18	21	,	,	PUNCT
gs-3850	18	22	practical	practical	ADJ
gs-3850	18	23	implementations	implementation	NOUN
gs-3850	18	24	,	,	PUNCT
gs-3850	18	25	and	and	CCONJ
gs-3850	18	26	regulatory	regulatory	ADJ
gs-3850	18	27	frameworks	framework	NOUN
gs-3850	18	28	.	.	PUNCT
gs-3850	19	1	the	the	DET
gs-3850	19	2	review	review	NOUN
gs-3850	19	3	concentrates	concentrate	VERB
gs-3850	19	4	on	on	ADP
gs-3850	19	5	the	the	DET
gs-3850	19	6	application	application	NOUN
gs-3850	19	7	of	of	ADP
gs-3850	19	8	ai	ai	PROPN
gs-3850	19	9	technologies	technology	NOUN
gs-3850	19	10	across	across	ADP
gs-3850	19	11	various	various	ADJ
gs-3850	19	12	stages	stage	NOUN
gs-3850	19	13	of	of	ADP
gs-3850	19	14	hospital	hospital	NOUN
gs-3850	19	15	medication	medication	NOUN
gs-3850	19	16	management	management	NOUN
gs-3850	19	17	systems	system	NOUN
gs-3850	19	18	,	,	PUNCT
gs-3850	19	19	such	such	ADJ
gs-3850	19	20	as	as	ADP
gs-3850	19	21	medication	medication	NOUN
gs-3850	19	22	procurement	procurement	NOUN
gs-3850	19	23	and	and	CCONJ
gs-3850	19	24	inventory	inventory	NOUN
gs-3850	19	25	management	management	NOUN
gs-3850	19	26	,	,	PUNCT
gs-3850	19	27	monitoring	monitoring	NOUN
gs-3850	19	28	of	of	ADP
gs-3850	19	29	storage	storage	NOUN
gs-3850	19	30	conditions	condition	NOUN
gs-3850	19	31	,	,	PUNCT
gs-3850	19	32	drug	drug	NOUN
gs-3850	19	33	dispensing	dispensing	NOUN
gs-3850	19	34	and	and	CCONJ
gs-3850	19	35	administration	administration	NOUN
gs-3850	19	36	processes	process	NOUN
gs-3850	19	37	,	,	PUNCT
gs-3850	19	38	patient	patient	ADJ
gs-3850	19	39	monitoring	monitoring	NOUN
gs-3850	19	40	and	and	CCONJ
gs-3850	19	41	feedback	feedback	NOUN
gs-3850	19	42	mechanisms	mechanism	NOUN
gs-3850	19	43	,	,	PUNCT
gs-3850	19	44	and	and	CCONJ
gs-3850	19	45	prevention	prevention	NOUN
gs-3850	19	46	of	of	ADP
gs-3850	19	47	medication	medication	NOUN
gs-3850	19	48	errors	error	NOUN
gs-3850	19	49	and	and	CCONJ
gs-3850	19	50	risk	risk	NOUN
gs-3850	19	51	management	management	NOUN
gs-3850	19	52	strategies	strategy	NOUN
gs-3850	19	53	.	.	PUNCT
gs-3850	20	1	by	by	ADP
gs-3850	20	2	synthesizing	synthesize	VERB
gs-3850	20	3	findings	finding	NOUN
gs-3850	20	4	from	from	ADP
gs-3850	20	5	these	these	DET
gs-3850	20	6	sources	source	NOUN
gs-3850	20	7	,	,	PUNCT
gs-3850	20	8	the	the	DET
gs-3850	20	9	study	study	NOUN
gs-3850	20	10	seeks	seek	VERB
gs-3850	20	11	to	to	PART
gs-3850	20	12	identify	identify	VERB
gs-3850	20	13	best	good	ADJ
gs-3850	20	14	practices	practice	NOUN
gs-3850	20	15	and	and	CCONJ
gs-3850	20	16	potential	potential	ADJ
gs-3850	20	17	challenges	challenge	NOUN
gs-3850	20	18	in	in	ADP
gs-3850	20	19	implementing	implement	VERB
gs-3850	20	20	ai	ai	ADJ
gs-3850	20	21	solutions	solution	NOUN
gs-3850	20	22	to	to	PART
gs-3850	20	23	enhance	enhance	VERB
gs-3850	20	24	medication	medication	NOUN
gs-3850	20	25	safety	safety	NOUN
gs-3850	20	26	in	in	ADP
gs-3850	20	27	hospitals	hospital	NOUN
gs-3850	20	28	.	.	PUNCT
gs-3850	21	1	results	result	NOUN
gs-3850	21	2	ai	ai	VERB
gs-3850	21	3	technologies	technology	NOUN
gs-3850	21	4	have	have	VERB
gs-3850	21	5	a	a	DET
gs-3850	21	6	wide	wide	ADJ
gs-3850	21	7	range	range	NOUN
gs-3850	21	8	of	of	ADP
gs-3850	21	9	applications	application	NOUN
gs-3850	21	10	in	in	ADP
gs-3850	21	11	hospital	hospital	NOUN
gs-3850	21	12	healthcare	healthcare	NOUN
gs-3850	21	13	systems	system	NOUN
gs-3850	21	14	.	.	PUNCT
gs-3850	22	1	with	with	ADP
gs-3850	22	2	ai	ai	PROPN
gs-3850	22	3	,	,	PUNCT
gs-3850	22	4	it	it	PRON
gs-3850	22	5	is	be	AUX
gs-3850	22	6	possible	possible	ADJ
gs-3850	22	7	to	to	PART
gs-3850	22	8	determine	determine	VERB
gs-3850	22	9	appropriate	appropriate	ADJ
gs-3850	22	10	individual	individual	ADJ
gs-3850	22	11	doses	dose	NOUN
gs-3850	22	12	,	,	PUNCT
gs-3850	22	13	select	select	ADJ
gs-3850	22	14	optimal	optimal	ADJ
gs-3850	22	15	methods	method	NOUN
gs-3850	22	16	for	for	ADP
gs-3850	22	17	drug	drug	NOUN
gs-3850	22	18	administration	administration	NOUN
gs-3850	22	19	,	,	PUNCT
gs-3850	22	20	and	and	CCONJ
gs-3850	22	21	develop	develop	VERB
gs-3850	22	22	treatment	treatment	NOUN
gs-3850	22	23	strategies	strategy	NOUN
gs-3850	22	24	.	.	PUNCT
gs-3850	23	1	managing	manage	VERB
gs-3850	23	2	patient	patient	ADJ
gs-3850	23	3	medical	medical	ADJ
gs-3850	23	4	records	record	NOUN
gs-3850	23	5	is	be	AUX
gs-3850	23	6	a	a	DET
gs-3850	23	7	complex	complex	ADJ
gs-3850	23	8	and	and	CCONJ
gs-3850	23	9	labor	labor	NOUN
gs-3850	23	10	-	-	PUNCT
gs-3850	23	11	intensive	intensive	ADJ
gs-3850	23	12	task	task	NOUN
gs-3850	23	13	,	,	PUNCT
gs-3850	23	14	but	but	CCONJ
gs-3850	23	15	ai	ai	VERB
gs-3850	23	16	simplifies	simplifie	NOUN
gs-3850	23	17	the	the	DET
gs-3850	23	18	collection	collection	NOUN
gs-3850	23	19	,	,	PUNCT
gs-3850	23	20	storage	storage	NOUN
gs-3850	23	21	,	,	PUNCT
gs-3850	23	22	and	and	CCONJ
gs-3850	23	23	analysis	analysis	NOUN
gs-3850	23	24	of	of	ADP
gs-3850	23	25	data	datum	NOUN
gs-3850	23	26	.	.	PUNCT
gs-3850	24	1	for	for	ADP
gs-3850	24	2	example	example	NOUN
gs-3850	24	3	,	,	PUNCT
gs-3850	24	4	google	google	PROPN
gs-3850	24	5	’s	’s	PART
gs-3850	24	6	deepmind	deepmind	NOUN
gs-3850	24	7	health	health	NOUN
gs-3850	24	8	facilitates	facilitate	VERB
gs-3850	24	9	the	the	DET
gs-3850	24	10	rapid	rapid	ADJ
gs-3850	24	11	and	and	CCONJ
gs-3850	24	12	efficient	efficient	ADJ
gs-3850	24	13	processing	processing	NOUN
gs-3850	24	14	of	of	ADP
gs-3850	24	15	medical	medical	ADJ
gs-3850	24	16	records	record	NOUN
gs-3850	24	17	,	,	PUNCT
gs-3850	24	18	significantly	significantly	ADV
gs-3850	24	19	improving	improve	VERB
gs-3850	24	20	the	the	DET
gs-3850	24	21	quality	quality	NOUN
gs-3850	24	22	of	of	ADP
gs-3850	24	23	healthcare	healthcare	PROPN
gs-3850	24	24	services	service	NOUN
gs-3850	24	25	.	.	PUNCT
gs-3850	25	1	moor	moor	PROPN
gs-3850	25	2	fields	fields	PROPN
gs-3850	25	3	eye	eye	PROPN
gs-3850	25	4	hospital	hospital	NOUN
gs-3850	25	5	(	(	PUNCT
gs-3850	25	6	nhs	nhs	NOUN
gs-3850	25	7	)	)	PUNCT
gs-3850	25	8	collaborates	collaborate	NOUN
gs-3850	25	9	with	with	ADP
gs-3850	25	10	deepmind	deepmind	NOUN
gs-3850	25	11	health	health	NOUN
gs-3850	25	12	to	to	PART
gs-3850	25	13	improve	improve	VERB
gs-3850	25	14	the	the	DET
gs-3850	25	15	diagnosis	diagnosis	NOUN
gs-3850	25	16	and	and	CCONJ
gs-3850	25	17	treatment	treatment	NOUN
gs-3850	25	18	of	of	ADP
gs-3850	25	19	ophthalmic	ophthalmic	ADJ
gs-3850	25	20	diseases	disease	NOUN
gs-3850	25	21	.	.	PUNCT
gs-3850	26	1	meanwhile	meanwhile	ADV
gs-3850	26	2	,	,	PUNCT
gs-3850	26	3	ibm	ibm	PROPN
gs-3850	26	4	watson	watson	PROPN
gs-3850	26	5	for	for	ADP
gs-3850	26	6	oncology	oncology	NOUN
gs-3850	26	7	uses	uses	AUX
gs-3850	26	8	ai	ai	VERB
gs-3850	26	9	algorithms	algorithm	NOUN
gs-3850	26	10	to	to	PART
gs-3850	26	11	compare	compare	VERB
gs-3850	26	12	patient	patient	ADJ
gs-3850	26	13	data	datum	NOUN
gs-3850	26	14	with	with	ADP
gs-3850	26	15	thousands	thousand	NOUN
gs-3850	26	16	of	of	ADP
gs-3850	26	17	historical	historical	ADJ
gs-3850	26	18	cases	case	NOUN
gs-3850	26	19	,	,	PUNCT
gs-3850	26	20	assisting	assist	VERB
gs-3850	26	21	doctors	doctor	NOUN
gs-3850	26	22	in	in	ADP
gs-3850	26	23	making	make	VERB
gs-3850	26	24	accurate	accurate	ADJ
gs-3850	26	25	treatment	treatment	NOUN
gs-3850	26	26	decisions	decision	NOUN
gs-3850	26	27	.	.	PUNCT
gs-3850	27	1	its	its	PRON
gs-3850	27	2	database	database	NOUN
gs-3850	27	3	contains	contain	VERB
gs-3850	27	4	millions	million	NOUN
gs-3850	27	5	of	of	ADP
gs-3850	27	6	pages	page	NOUN
gs-3850	27	7	of	of	ADP
gs-3850	27	8	scientific	scientific	ADJ
gs-3850	27	9	literature	literature	NOUN
gs-3850	27	10	and	and	CCONJ
gs-3850	27	11	more	more	ADJ
gs-3850	27	12	than	than	ADP
gs-3850	27	13	300	300	NUM
gs-3850	27	14	medical	medical	ADJ
gs-3850	27	15	journals	journal	NOUN
gs-3850	27	16	and	and	CCONJ
gs-3850	27	17	textbooks	textbook	NOUN
gs-3850	27	18	,	,	PUNCT
gs-3850	27	19	enabling	enable	VERB
gs-3850	27	20	deep	deep	ADJ
gs-3850	27	21	analysis	analysis	NOUN
gs-3850	27	22	of	of	ADP
gs-3850	27	23	information	information	NOUN
gs-3850	27	24	.	.	PUNCT
gs-3850	28	1	ai	ai	AUX
gs-3850	28	2	technologies	technology	NOUN
gs-3850	28	3	play	play	VERB
gs-3850	28	4	a	a	DET
gs-3850	28	5	crucial	crucial	ADJ
gs-3850	28	6	role	role	NOUN
gs-3850	28	7	in	in	ADP
gs-3850	28	8	diagnostic	diagnostic	ADJ
gs-3850	28	9	imaging	imaging	NOUN
gs-3850	28	10	and	and	CCONJ
gs-3850	28	11	visualization	visualization	NOUN
gs-3850	28	12	processes	process	NOUN
gs-3850	28	13	.	.	PUNCT
gs-3850	29	1	this	this	PRON
gs-3850	29	2	includes	include	VERB
gs-3850	29	3	analyzing	analyze	VERB
gs-3850	29	4	x	x	NOUN
gs-3850	29	5	-	-	NOUN
gs-3850	29	6	rays	ray	NOUN
gs-3850	29	7	,	,	PUNCT
gs-3850	29	8	ct	ct	NUM
gs-3850	29	9	scans	scan	NOUN
gs-3850	29	10	,	,	PUNCT
gs-3850	29	11	echocardiograms	echocardiogram	NOUN
gs-3850	29	12	,	,	PUNCT
gs-3850	29	13	and	and	CCONJ
gs-3850	29	14	ecgs	ecgs	PROPN
gs-3850	29	15	.	.	PUNCT
gs-3850	30	1	ibm	ibm	PROPN
gs-3850	30	2	's	's	PART
gs-3850	30	3	medical	medical	ADJ
gs-3850	30	4	sieve	sieve	NOUN
gs-3850	30	5	is	be	AUX
gs-3850	30	6	a	a	DET
gs-3850	30	7	“	"	PUNCT
gs-3850	30	8	cognitive	cognitive	ADJ
gs-3850	30	9	assistant	assistant	NOUN
gs-3850	30	10	”	"	PUNCT
gs-3850	30	11	that	that	PRON
gs-3850	30	12	utilizes	utilize	VERB
gs-3850	30	13	deep	deep	ADJ
gs-3850	30	14	learning	learning	NOUN
gs-3850	30	15	algorithms	algorithm	NOUN
gs-3850	30	16	to	to	PART
gs-3850	30	17	analyze	analyze	VERB
gs-3850	30	18	specialized	specialized	ADJ
gs-3850	30	19	medical	medical	ADJ
gs-3850	30	20	imaging	imaging	NOUN
gs-3850	30	21	,	,	PUNCT
gs-3850	30	22	improving	improve	VERB
gs-3850	30	23	diagnostic	diagnostic	ADJ
gs-3850	30	24	accuracy	accuracy	NOUN
gs-3850	30	25	.	.	PUNCT
gs-3850	31	1	georgian	georgian	ADJ
gs-3850	31	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3850	31	3	მეცნიერები	მეცნიერები	NOUN
gs-3850	31	4	ტ.	ტ.	VERB
gs-3850	31	5	7	7	NUM
gs-3850	31	6	n	n	DET
gs-3850	31	7	2	2	NUM
gs-3850	31	8	,	,	PUNCT
gs-3850	31	9	2025	2025	NUM
gs-3850	31	10	448	448	NUM
gs-3850	31	11	ai	ai	NOUN
gs-3850	31	12	technologies	technology	NOUN
gs-3850	31	13	assist	assist	VERB
gs-3850	31	14	in	in	ADP
gs-3850	31	15	diagnostic	diagnostic	ADJ
gs-3850	31	16	imaging	imaging	NOUN
gs-3850	31	17	and	and	CCONJ
gs-3850	31	18	visualization	visualization	NOUN
gs-3850	31	19	processes	process	NOUN
gs-3850	31	20	,	,	PUNCT
gs-3850	31	21	such	such	ADJ
gs-3850	31	22	as	as	ADP
gs-3850	31	23	x	x	NOUN
gs-3850	31	24	-	-	NOUN
gs-3850	31	25	rays	ray	NOUN
gs-3850	31	26	,	,	PUNCT
gs-3850	31	27	ct	ct	NUM
gs-3850	31	28	scans	scan	NOUN
gs-3850	31	29	,	,	PUNCT
gs-3850	31	30	echocardiograms	echocardiogram	NOUN
gs-3850	31	31	,	,	PUNCT
gs-3850	31	32	and	and	CCONJ
gs-3850	31	33	ecgs	ecgs	PROPN
gs-3850	31	34	,	,	PUNCT
gs-3850	31	35	by	by	ADP
gs-3850	31	36	helping	help	VERB
gs-3850	31	37	to	to	PART
gs-3850	31	38	identify	identify	VERB
gs-3850	31	39	diseases	disease	NOUN
gs-3850	31	40	.	.	PUNCT
gs-3850	32	1	ibm	ibm	PROPN
gs-3850	32	2	’s	’s	PART
gs-3850	32	3	medical	medical	ADJ
gs-3850	32	4	sieve	sieve	NOUN
gs-3850	32	5	algorithm	algorithm	NOUN
gs-3850	32	6	is	be	AUX
gs-3850	32	7	a	a	DET
gs-3850	32	8	"	"	PUNCT
gs-3850	32	9	cognitive	cognitive	ADJ
gs-3850	32	10	assistant	assistant	NOUN
gs-3850	32	11	"	"	PUNCT
gs-3850	32	12	equipped	equip	VERB
gs-3850	32	13	with	with	ADP
gs-3850	32	14	both	both	CCONJ
gs-3850	32	15	analytical	analytical	ADJ
gs-3850	32	16	and	and	CCONJ
gs-3850	32	17	diagnostic	diagnostic	ADJ
gs-3850	32	18	capabilities	capability	NOUN
gs-3850	32	19	.	.	PUNCT
gs-3850	33	1	it	it	PRON
gs-3850	33	2	utilizes	utilize	VERB
gs-3850	33	3	deep	deep	ADJ
gs-3850	33	4	learning	learning	NOUN
gs-3850	33	5	techniques	technique	NOUN
gs-3850	33	6	to	to	PART
gs-3850	33	7	analyze	analyze	VERB
gs-3850	33	8	specialized	specialized	ADJ
gs-3850	33	9	medical	medical	ADJ
gs-3850	33	10	visuals	visual	NOUN
gs-3850	33	11	based	base	VERB
gs-3850	33	12	on	on	ADP
gs-3850	33	13	specific	specific	ADJ
gs-3850	33	14	body	body	NOUN
gs-3850	33	15	parts	part	NOUN
gs-3850	33	16	.	.	PUNCT
gs-3850	34	1	artificial	artificial	ADJ
gs-3850	34	2	intelligence	intelligence	NOUN
gs-3850	34	3	is	be	AUX
gs-3850	34	4	successfully	successfully	ADV
gs-3850	34	5	used	use	VERB
gs-3850	34	6	in	in	ADP
gs-3850	34	7	patient	patient	ADJ
gs-3850	34	8	management	management	NOUN
gs-3850	34	9	.	.	PUNCT
gs-3850	35	1	for	for	ADP
gs-3850	35	2	instance	instance	NOUN
gs-3850	35	3	,	,	PUNCT
gs-3850	35	4	molly	molly	ADV
gs-3850	35	5	is	be	AUX
gs-3850	35	6	a	a	DET
gs-3850	35	7	virtual	virtual	ADJ
gs-3850	35	8	nurse	nurse	NOUN
gs-3850	35	9	that	that	PRON
gs-3850	35	10	supports	support	VERB
gs-3850	35	11	patients	patient	NOUN
gs-3850	35	12	in	in	ADP
gs-3850	35	13	managing	manage	VERB
gs-3850	35	14	their	their	PRON
gs-3850	35	15	treatment	treatment	NOUN
gs-3850	35	16	,	,	PUNCT
gs-3850	35	17	particularly	particularly	ADV
gs-3850	35	18	for	for	ADP
gs-3850	35	19	chronic	chronic	ADJ
gs-3850	35	20	conditions	condition	NOUN
gs-3850	35	21	.	.	PUNCT
gs-3850	36	1	the	the	DET
gs-3850	36	2	ai	ai	ADJ
gs-3850	36	3	cure	cure	ADJ
gs-3850	36	4	app	app	NOUN
gs-3850	36	5	tracks	track	NOUN
gs-3850	36	6	patients	patient	NOUN
gs-3850	36	7	'	'	PART
gs-3850	36	8	medication	medication	NOUN
gs-3850	36	9	intake	intake	NOUN
gs-3850	36	10	using	use	VERB
gs-3850	36	11	smartphone	smartphone	NOUN
gs-3850	36	12	cameras	camera	NOUN
gs-3850	36	13	,	,	PUNCT
gs-3850	36	14	proving	prove	VERB
gs-3850	36	15	especially	especially	ADV
gs-3850	36	16	useful	useful	ADJ
gs-3850	36	17	in	in	ADP
gs-3850	36	18	clinical	clinical	ADJ
gs-3850	36	19	trials	trial	NOUN
gs-3850	36	20	and	and	CCONJ
gs-3850	36	21	complex	complex	ADJ
gs-3850	36	22	treatment	treatment	NOUN
gs-3850	36	23	regimens	regimen	NOUN
gs-3850	36	24	.	.	PUNCT
gs-3850	37	1	ai	ai	VERB
gs-3850	37	2	also	also	ADV
gs-3850	37	3	significantly	significantly	ADV
gs-3850	37	4	impacts	impact	VERB
gs-3850	37	5	genomics	genomic	NOUN
gs-3850	37	6	and	and	CCONJ
gs-3850	37	7	genetic	genetic	ADJ
gs-3850	37	8	diagnostics	diagnostic	NOUN
gs-3850	37	9	.	.	PUNCT
gs-3850	38	1	the	the	DET
gs-3850	38	2	deep	deep	ADJ
gs-3850	38	3	genomics	genomics	NOUN
gs-3850	38	4	system	system	NOUN
gs-3850	38	5	analyzes	analyze	VERB
gs-3850	38	6	genetic	genetic	ADJ
gs-3850	38	7	data	datum	NOUN
gs-3850	38	8	and	and	CCONJ
gs-3850	38	9	medical	medical	ADJ
gs-3850	38	10	records	record	NOUN
gs-3850	38	11	to	to	PART
gs-3850	38	12	detect	detect	VERB
gs-3850	38	13	pathological	pathological	ADJ
gs-3850	38	14	mutations	mutation	NOUN
gs-3850	38	15	.	.	PUNCT
gs-3850	39	1	an	an	DET
gs-3850	39	2	algorithm	algorithm	NOUN
gs-3850	39	3	developed	develop	VERB
gs-3850	39	4	by	by	ADP
gs-3850	39	5	craig	craig	PROPN
gs-3850	39	6	venter	venter	PROPN
gs-3850	39	7	,	,	PUNCT
gs-3850	39	8	the	the	DET
gs-3850	39	9	author	author	NOUN
gs-3850	39	10	of	of	ADP
gs-3850	39	11	the	the	DET
gs-3850	39	12	human	human	ADJ
gs-3850	39	13	genome	genome	NOUN
gs-3850	39	14	project	project	NOUN
gs-3850	39	15	,	,	PUNCT
gs-3850	39	16	provides	provide	VERB
gs-3850	39	17	insights	insight	NOUN
gs-3850	39	18	into	into	ADP
gs-3850	39	19	human	human	ADJ
gs-3850	39	20	physical	physical	ADJ
gs-3850	39	21	traits	trait	NOUN
gs-3850	39	22	based	base	VERB
gs-3850	39	23	on	on	ADP
gs-3850	39	24	their	their	PRON
gs-3850	39	25	genetic	genetic	ADJ
gs-3850	39	26	makeup	makeup	NOUN
gs-3850	39	27	.	.	PUNCT
gs-3850	40	1	this	this	DET
gs-3850	40	2	technology	technology	NOUN
gs-3850	40	3	is	be	AUX
gs-3850	40	4	also	also	ADV
gs-3850	40	5	used	use	VERB
gs-3850	40	6	for	for	ADP
gs-3850	40	7	early	early	ADJ
gs-3850	40	8	cancer	cancer	NOUN
gs-3850	40	9	and	and	CCONJ
gs-3850	40	10	cardiovascular	cardiovascular	ADJ
gs-3850	40	11	disease	disease	NOUN
gs-3850	40	12	diagnostics	diagnostic	NOUN
gs-3850	40	13	.	.	PUNCT
gs-3850	41	1	the	the	DET
gs-3850	41	2	development	development	NOUN
gs-3850	41	3	of	of	ADP
gs-3850	41	4	pharmaceutical	pharmaceutical	ADJ
gs-3850	41	5	products	product	NOUN
gs-3850	41	6	often	often	ADV
gs-3850	41	7	takes	take	VERB
gs-3850	41	8	decades	decade	NOUN
gs-3850	41	9	and	and	CCONJ
gs-3850	41	10	requires	require	VERB
gs-3850	41	11	billions	billion	NOUN
gs-3850	41	12	in	in	ADP
gs-3850	41	13	costs	cost	NOUN
gs-3850	41	14	.	.	PUNCT
gs-3850	42	1	atomwise	atomwise	NOUN
gs-3850	42	2	is	be	AUX
gs-3850	42	3	an	an	DET
gs-3850	42	4	ai	ai	ADJ
gs-3850	42	5	platform	platform	NOUN
gs-3850	42	6	that	that	PRON
gs-3850	42	7	analyzes	analyze	VERB
gs-3850	42	8	molecular	molecular	ADJ
gs-3850	42	9	structures	structure	NOUN
gs-3850	42	10	using	use	VERB
gs-3850	42	11	supercomputers	supercomputer	NOUN
gs-3850	42	12	.	.	PUNCT
gs-3850	43	1	it	it	PRON
gs-3850	43	2	identified	identify	VERB
gs-3850	43	3	potential	potential	ADJ
gs-3850	43	4	ebola	ebola	NOUN
gs-3850	43	5	treatments	treatment	NOUN
gs-3850	43	6	in	in	ADP
gs-3850	43	7	just	just	ADV
gs-3850	43	8	one	one	NUM
gs-3850	43	9	day	day	NOUN
gs-3850	43	10	—	—	PUNCT
gs-3850	43	11	a	a	DET
gs-3850	43	12	process	process	NOUN
gs-3850	43	13	that	that	PRON
gs-3850	43	14	typically	typically	ADV
gs-3850	43	15	takes	take	VERB
gs-3850	43	16	months	month	NOUN
gs-3850	43	17	or	or	CCONJ
gs-3850	43	18	even	even	ADJ
gs-3850	43	19	years	year	NOUN
gs-3850	43	20	.	.	PUNCT
gs-3850	44	1	another	another	DET
gs-3850	44	2	example	example	NOUN
gs-3850	44	3	is	be	AUX
gs-3850	44	4	a	a	DET
gs-3850	44	5	biopharmaceutical	biopharmaceutical	ADJ
gs-3850	44	6	company	company	NOUN
gs-3850	44	7	in	in	ADP
gs-3850	44	8	boston	boston	PROPN
gs-3850	44	9	that	that	PRON
gs-3850	44	10	employs	employ	VERB
gs-3850	44	11	ai	ai	VERB
gs-3850	44	12	to	to	PART
gs-3850	44	13	determine	determine	VERB
gs-3850	44	14	the	the	DET
gs-3850	44	15	effectiveness	effectiveness	NOUN
gs-3850	44	16	of	of	ADP
gs-3850	44	17	treatments	treatment	NOUN
gs-3850	44	18	based	base	VERB
gs-3850	44	19	on	on	ADP
gs-3850	44	20	patient	patient	ADJ
gs-3850	44	21	biological	biological	ADJ
gs-3850	44	22	data	datum	NOUN
gs-3850	44	23	.	.	PUNCT
gs-3850	45	1	the	the	DET
gs-3850	45	2	open	open	ADJ
gs-3850	45	3	ai	ai	VERB
gs-3850	45	4	ecosystem	ecosystem	NOUN
gs-3850	45	5	was	be	AUX
gs-3850	45	6	named	name	VERB
gs-3850	45	7	one	one	NUM
gs-3850	45	8	of	of	ADP
gs-3850	45	9	2016	2016	NUM
gs-3850	45	10	’s	’s	PART
gs-3850	45	11	most	most	ADV
gs-3850	45	12	promising	promising	ADJ
gs-3850	45	13	technologies	technology	NOUN
gs-3850	45	14	.	.	PUNCT
gs-3850	46	1	it	it	PRON
gs-3850	46	2	collects	collect	VERB
gs-3850	46	3	and	and	CCONJ
gs-3850	46	4	analyzes	analyze	VERB
gs-3850	46	5	social	social	ADJ
gs-3850	46	6	and	and	CCONJ
gs-3850	46	7	medical	medical	ADJ
gs-3850	46	8	data	datum	NOUN
gs-3850	46	9	to	to	PART
gs-3850	46	10	better	well	ADV
gs-3850	46	11	understand	understand	VERB
gs-3850	46	12	patients	patient	NOUN
gs-3850	46	13	’	'	PUNCT
gs-3850	46	14	lifestyles	lifestyle	NOUN
gs-3850	46	15	and	and	CCONJ
gs-3850	46	16	habits	habit	NOUN
gs-3850	46	17	.	.	PUNCT
gs-3850	47	1	when	when	SCONJ
gs-3850	47	2	medical	medical	ADJ
gs-3850	47	3	data	datum	NOUN
gs-3850	47	4	is	be	AUX
gs-3850	47	5	fully	fully	ADV
gs-3850	47	6	computerized	computerize	VERB
gs-3850	47	7	,	,	PUNCT
gs-3850	47	8	its	its	PRON
gs-3850	47	9	analysis	analysis	NOUN
gs-3850	47	10	and	and	CCONJ
gs-3850	47	11	systematic	systematic	ADJ
gs-3850	47	12	improvement	improvement	NOUN
gs-3850	47	13	become	become	VERB
gs-3850	47	14	much	much	ADV
gs-3850	47	15	easier	easy	ADJ
gs-3850	47	16	.	.	PUNCT
gs-3850	48	1	in	in	ADP
gs-3850	48	2	the	the	DET
gs-3850	48	3	netherlands	netherlands	PROPN
gs-3850	48	4	,	,	PUNCT
gs-3850	48	5	97	97	NUM
gs-3850	48	6	%	%	NOUN
gs-3850	48	7	of	of	ADP
gs-3850	48	8	invoices	invoice	NOUN
gs-3850	48	9	are	be	AUX
gs-3850	48	10	in	in	ADP
gs-3850	48	11	digital	digital	ADJ
gs-3850	48	12	format	format	NOUN
gs-3850	48	13	.	.	PUNCT
gs-3850	49	1	local	local	ADJ
gs-3850	49	2	company	company	NOUN
gs-3850	49	3	zorgprisma	zorgprisma	PROPN
gs-3850	49	4	publiek	publiek	PROPN
gs-3850	49	5	uses	use	VERB
gs-3850	49	6	ibm	ibm	PROPN
gs-3850	49	7	watson	watson	PROPN
gs-3850	49	8	to	to	PART
gs-3850	49	9	effectively	effectively	ADV
gs-3850	49	10	analyze	analyze	VERB
gs-3850	49	11	this	this	DET
gs-3850	49	12	data	datum	NOUN
gs-3850	49	13	and	and	CCONJ
gs-3850	49	14	identify	identify	VERB
gs-3850	49	15	patient	patient	ADJ
gs-3850	49	16	service	service	NOUN
gs-3850	49	17	issues	issue	NOUN
gs-3850	49	18	in	in	ADP
gs-3850	49	19	real	real	ADJ
gs-3850	49	20	-	-	PUNCT
gs-3850	49	21	time	time	NOUN
gs-3850	49	22	,	,	PUNCT
gs-3850	49	23	helping	help	VERB
gs-3850	49	24	to	to	PART
gs-3850	49	25	prevent	prevent	VERB
gs-3850	49	26	unnecessary	unnecessary	ADJ
gs-3850	49	27	hospitalizations	hospitalization	NOUN
gs-3850	49	28	.	.	PUNCT
gs-3850	50	1	today	today	NOUN
gs-3850	50	2	,	,	PUNCT
gs-3850	50	3	leading	lead	VERB
gs-3850	50	4	global	global	ADJ
gs-3850	50	5	pharmaceutical	pharmaceutical	ADJ
gs-3850	50	6	companies	company	NOUN
gs-3850	50	7	are	be	AUX
gs-3850	50	8	actively	actively	ADV
gs-3850	50	9	collaborating	collaborate	VERB
gs-3850	50	10	with	with	ADP
gs-3850	50	11	ai	ai	PROPN
gs-3850	50	12	technology	technology	NOUN
gs-3850	50	13	providers	provider	NOUN
gs-3850	50	14	and	and	CCONJ
gs-3850	50	15	integrating	integrate	VERB
gs-3850	50	16	them	they	PRON
gs-3850	50	17	into	into	ADP
gs-3850	50	18	their	their	PRON
gs-3850	50	19	research	research	NOUN
gs-3850	50	20	and	and	CCONJ
gs-3850	50	21	development	development	NOUN
gs-3850	50	22	processes	process	NOUN
gs-3850	50	23	,	,	PUNCT
gs-3850	50	24	drug	drug	NOUN
gs-3850	50	25	discovery	discovery	NOUN
gs-3850	50	26	,	,	PUNCT
gs-3850	50	27	and	and	CCONJ
gs-3850	50	28	manufacturing	manufacturing	NOUN
gs-3850	50	29	.	.	PUNCT
gs-3850	51	1	according	accord	VERB
gs-3850	51	2	to	to	ADP
gs-3850	51	3	data	datum	NOUN
gs-3850	51	4	,	,	PUNCT
gs-3850	51	5	around	around	ADV
gs-3850	51	6	62	62	NUM
gs-3850	51	7	%	%	NOUN
gs-3850	51	8	of	of	ADP
gs-3850	51	9	organizations	organization	NOUN
gs-3850	51	10	in	in	ADP
gs-3850	51	11	the	the	DET
gs-3850	51	12	healthcare	healthcare	NOUN
gs-3850	51	13	sector	sector	NOUN
gs-3850	51	14	are	be	AUX
gs-3850	51	15	considering	consider	VERB
gs-3850	51	16	investments	investment	NOUN
gs-3850	51	17	in	in	ADP
gs-3850	51	18	ai	ai	NOUN
gs-3850	51	19	,	,	PUNCT
gs-3850	51	20	with	with	ADP
gs-3850	51	21	72	72	NUM
gs-3850	51	22	%	%	NOUN
gs-3850	51	23	believing	believing	NOUN
gs-3850	51	24	that	that	SCONJ
gs-3850	51	25	ai	ai	VERB
gs-3850	51	26	will	will	AUX
gs-3850	51	27	play	play	VERB
gs-3850	51	28	a	a	DET
gs-3850	51	29	pivotal	pivotal	ADJ
gs-3850	51	30	role	role	NOUN
gs-3850	51	31	in	in	ADP
gs-3850	51	32	their	their	PRON
gs-3850	51	33	future	future	ADJ
gs-3850	51	34	business	business	NOUN
gs-3850	51	35	models	model	NOUN
gs-3850	51	36	.	.	PUNCT
gs-3850	52	1	the	the	DET
gs-3850	52	2	growing	grow	VERB
gs-3850	52	3	role	role	NOUN
gs-3850	52	4	of	of	ADP
gs-3850	52	5	artificial	artificial	ADJ
gs-3850	52	6	intelligence	intelligence	NOUN
gs-3850	52	7	in	in	ADP
gs-3850	52	8	the	the	DET
gs-3850	52	9	pharmaceutical	pharmaceutical	ADJ
gs-3850	52	10	sector	sector	NOUN
gs-3850	52	11	is	be	AUX
gs-3850	52	12	evident	evident	ADJ
gs-3850	52	13	from	from	ADP
gs-3850	52	14	the	the	DET
gs-3850	52	15	examples	example	NOUN
gs-3850	52	16	of	of	ADP
gs-3850	52	17	major	major	ADJ
gs-3850	52	18	companies	company	NOUN
gs-3850	52	19	such	such	ADJ
gs-3850	52	20	as	as	ADP
gs-3850	52	21	roche	roche	NOUN
gs-3850	52	22	,	,	PUNCT
gs-3850	52	23	pfizer	pfizer	PROPN
gs-3850	52	24	,	,	PUNCT
gs-3850	52	25	merck	merck	PROPN
gs-3850	52	26	,	,	PUNCT
gs-3850	52	27	astrazeneca	astrazeneca	PROPN
gs-3850	52	28	,	,	PUNCT
gs-3850	52	29	gsk	gsk	PROPN
gs-3850	52	30	,	,	PUNCT
gs-3850	52	31	sanofi	sanofi	PROPN
gs-3850	52	32	,	,	PUNCT
gs-3850	52	33	abbvie	abbvie	PROPN
gs-3850	52	34	,	,	PUNCT
gs-3850	52	35	bristol	bristol	NOUN
gs-3850	52	36	-	-	PUNCT
gs-3850	52	37	myers	myers	PROPN
gs-3850	52	38	squibb	squibb	PROPN
gs-3850	52	39	,	,	PUNCT
gs-3850	52	40	and	and	CCONJ
gs-3850	52	41	johnson	johnson	PROPN
gs-3850	52	42	&	&	CCONJ
gs-3850	52	43	johnson	johnson	PROPN
gs-3850	52	44	.	.	PUNCT
gs-3850	53	1	for	for	ADP
gs-3850	53	2	example	example	NOUN
gs-3850	53	3	,	,	PUNCT
gs-3850	53	4	in	in	ADP
gs-3850	53	5	2018	2018	NUM
gs-3850	53	6	,	,	PUNCT
gs-3850	53	7	the	the	DET
gs-3850	53	8	massachusetts	massachusetts	PROPN
gs-3850	53	9	institute	institute	PROPN
gs-3850	53	10	of	of	ADP
gs-3850	53	11	technology	technology	PROPN
gs-3850	53	12	(	(	PUNCT
gs-3850	53	13	mit	mit	NOUN
gs-3850	53	14	)	)	PUNCT
gs-3850	53	15	began	begin	VERB
gs-3850	53	16	collaborating	collaborate	VERB
gs-3850	53	17	with	with	ADP
gs-3850	53	18	novartis	novartis	NOUN
gs-3850	53	19	and	and	CCONJ
gs-3850	53	20	pfizer	pfizer	NOUN
gs-3850	53	21	to	to	PART
gs-3850	53	22	radically	radically	ADV
gs-3850	53	23	transform	transform	VERB
gs-3850	53	24	drug	drug	NOUN
gs-3850	53	25	design	design	NOUN
gs-3850	53	26	and	and	CCONJ
gs-3850	53	27	manufacturing	manufacturing	NOUN
gs-3850	53	28	processes	process	NOUN
gs-3850	53	29	.	.	PUNCT
gs-3850	54	1	mckinsey	mckinsey	PROPN
gs-3850	54	2	global	global	PROPN
gs-3850	54	3	institute	institute	PROPN
gs-3850	54	4	estimates	estimate	VERB
gs-3850	54	5	that	that	SCONJ
gs-3850	54	6	ai	ai	VERB
gs-3850	54	7	and	and	CCONJ
gs-3850	54	8	machine	machine	NOUN
gs-3850	54	9	learning	learning	NOUN
gs-3850	54	10	could	could	AUX
gs-3850	54	11	add	add	VERB
gs-3850	54	12	nearly	nearly	ADV
gs-3850	54	13	$	$	SYM
gs-3850	54	14	100	100	NUM
gs-3850	54	15	billion	billion	NUM
gs-3850	54	16	annually	annually	ADV
gs-3850	54	17	to	to	ADP
gs-3850	54	18	the	the	DET
gs-3850	54	19	u.s	u.s	PROPN
gs-3850	54	20	.	.	PROPN
gs-3850	54	21	healthcare	healthcare	PROPN
gs-3850	54	22	system	system	NOUN
gs-3850	54	23	.	.	PUNCT
gs-3850	55	1	these	these	DET
gs-3850	55	2	technologies	technology	NOUN
gs-3850	55	3	improve	improve	VERB
gs-3850	55	4	decision	decision	NOUN
gs-3850	55	5	-	-	PUNCT
gs-3850	55	6	making	making	NOUN
gs-3850	55	7	,	,	PUNCT
gs-3850	55	8	enhance	enhance	VERB
gs-3850	55	9	the	the	DET
gs-3850	55	10	quality	quality	NOUN
gs-3850	55	11	and	and	CCONJ
gs-3850	55	12	effectiveness	effectiveness	NOUN
gs-3850	55	13	of	of	ADP
gs-3850	55	14	innovations	innovation	NOUN
gs-3850	55	15	,	,	PUNCT
gs-3850	55	16	streamline	streamline	VERB
gs-3850	55	17	research	research	NOUN
gs-3850	55	18	and	and	CCONJ
gs-3850	55	19	clinical	clinical	ADJ
gs-3850	55	20	trials	trial	NOUN
gs-3850	55	21	,	,	PUNCT
gs-3850	55	22	and	and	CCONJ
gs-3850	55	23	create	create	VERB
gs-3850	55	24	new	new	ADJ
gs-3850	55	25	tools	tool	NOUN
gs-3850	55	26	for	for	ADP
gs-3850	55	27	doctors	doctor	NOUN
gs-3850	55	28	,	,	PUNCT
gs-3850	55	29	patients	patient	NOUN
gs-3850	55	30	,	,	PUNCT
gs-3850	55	31	insurers	insurer	NOUN
gs-3850	55	32	,	,	PUNCT
gs-3850	55	33	and	and	CCONJ
gs-3850	55	34	regulators	regulator	NOUN
gs-3850	55	35	.	.	PUNCT
gs-3850	56	1	georgian	georgian	ADJ
gs-3850	56	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3850	56	3	მეცნიერები	მეცნიერები	NOUN
gs-3850	56	4	ტ.	ტ.	VERB
gs-3850	56	5	7	7	NUM
gs-3850	56	6	n	n	DET
gs-3850	56	7	2	2	NUM
gs-3850	56	8	,	,	PUNCT
gs-3850	56	9	2025	2025	NUM
gs-3850	56	10	449	449	NUM
gs-3850	56	11	the	the	DET
gs-3850	56	12	pharmaceutical	pharmaceutical	NOUN
gs-3850	56	13	industry	industry	NOUN
gs-3850	56	14	is	be	AUX
gs-3850	56	15	continuously	continuously	ADV
gs-3850	56	16	working	work	VERB
gs-3850	56	17	on	on	ADP
gs-3850	56	18	discovering	discover	VERB
gs-3850	56	19	new	new	ADJ
gs-3850	56	20	active	active	ADJ
gs-3850	56	21	substances	substance	NOUN
gs-3850	56	22	for	for	ADP
gs-3850	56	23	diseases	disease	NOUN
gs-3850	56	24	that	that	PRON
gs-3850	56	25	currently	currently	ADV
gs-3850	56	26	have	have	VERB
gs-3850	56	27	no	no	DET
gs-3850	56	28	treatment	treatment	NOUN
gs-3850	56	29	.	.	PUNCT
gs-3850	57	1	meanwhile	meanwhile	ADV
gs-3850	57	2	,	,	PUNCT
gs-3850	57	3	efforts	effort	NOUN
gs-3850	57	4	are	be	AUX
gs-3850	57	5	being	be	AUX
gs-3850	57	6	made	make	VERB
gs-3850	57	7	to	to	PART
gs-3850	57	8	improve	improve	VERB
gs-3850	57	9	the	the	DET
gs-3850	57	10	safety	safety	NOUN
gs-3850	57	11	of	of	ADP
gs-3850	57	12	existing	exist	VERB
gs-3850	57	13	drugs	drug	NOUN
gs-3850	57	14	,	,	PUNCT
gs-3850	57	15	overcome	overcome	VERB
gs-3850	57	16	drug	drug	NOUN
gs-3850	57	17	resistance	resistance	NOUN
gs-3850	57	18	,	,	PUNCT
gs-3850	57	19	and	and	CCONJ
gs-3850	57	20	reduce	reduce	VERB
gs-3850	57	21	therapeutic	therapeutic	ADJ
gs-3850	57	22	ineffectiveness	ineffectiveness	NOUN
gs-3850	57	23	.	.	PUNCT
gs-3850	58	1	this	this	PRON
gs-3850	58	2	has	have	AUX
gs-3850	58	3	led	lead	VERB
gs-3850	58	4	to	to	ADP
gs-3850	58	5	an	an	DET
gs-3850	58	6	explosion	explosion	NOUN
gs-3850	58	7	in	in	ADP
gs-3850	58	8	biomedical	biomedical	ADJ
gs-3850	58	9	data	datum	NOUN
gs-3850	58	10	growth	growth	NOUN
gs-3850	58	11	and	and	CCONJ
gs-3850	58	12	diversity	diversity	NOUN
gs-3850	58	13	,	,	PUNCT
gs-3850	58	14	facilitating	facilitate	VERB
gs-3850	58	15	the	the	DET
gs-3850	58	16	integration	integration	NOUN
gs-3850	58	17	of	of	ADP
gs-3850	58	18	ai	ai	PROPN
gs-3850	58	19	technologies	technology	NOUN
gs-3850	58	20	.	.	PUNCT
gs-3850	59	1	for	for	ADP
gs-3850	59	2	instance	instance	NOUN
gs-3850	59	3	:	:	PUNCT
gs-3850	59	4			PRON
gs-3850	59	5	gns	gns	PROPN
gs-3850	59	6	healthcare	healthcare	PROPN
gs-3850	59	7	uses	use	VERB
gs-3850	59	8	the	the	DET
gs-3850	59	9	ai	ai	PROPN
gs-3850	59	10	system	system	NOUN
gs-3850	59	11	refs	ref	NOUN
gs-3850	59	12	(	(	PUNCT
gs-3850	59	13	reverse	reverse	ADJ
gs-3850	59	14	engineering	engineering	NOUN
gs-3850	59	15	and	and	CCONJ
gs-3850	59	16	forward	forward	ADJ
gs-3850	59	17	simulation	simulation	NOUN
gs-3850	59	18	)	)	PUNCT
gs-3850	59	19	,	,	PUNCT
gs-3850	59	20	which	which	PRON
gs-3850	59	21	processes	process	VERB
gs-3850	59	22	millions	million	NOUN
gs-3850	59	23	of	of	ADP
gs-3850	59	24	data	datum	NOUN
gs-3850	59	25	points	point	NOUN
gs-3850	59	26	—	—	PUNCT
gs-3850	59	27	ranging	range	VERB
gs-3850	59	28	from	from	ADP
gs-3850	59	29	clinical	clinical	ADJ
gs-3850	59	30	to	to	ADP
gs-3850	59	31	genetic	genetic	ADJ
gs-3850	59	32	and	and	CCONJ
gs-3850	59	33	laboratory	laboratory	NOUN
gs-3850	59	34	data	datum	NOUN
gs-3850	59	35	—	—	PUNCT
gs-3850	59	36	to	to	PART
gs-3850	59	37	better	well	ADV
gs-3850	59	38	understand	understand	VERB
gs-3850	59	39	causal	causal	ADJ
gs-3850	59	40	relationships	relationship	NOUN
gs-3850	59	41	.	.	PUNCT
gs-3850	60	1			PROPN
gs-3850	60	2	atomwise	atomwise	PROPN
gs-3850	60	3	developed	develop	VERB
gs-3850	60	4	the	the	DET
gs-3850	60	5	first	first	ADJ
gs-3850	60	6	deep	deep	ADJ
gs-3850	60	7	learning	learn	VERB
gs-3850	60	8	neural	neural	ADJ
gs-3850	60	9	network	network	NOUN
gs-3850	60	10	,	,	PUNCT
gs-3850	60	11	atomnet	atomnet	PROPN
gs-3850	60	12	,	,	PUNCT
gs-3850	60	13	based	base	VERB
gs-3850	60	14	on	on	ADP
gs-3850	60	15	3d	3d	NUM
gs-3850	60	16	protein	protein	NOUN
gs-3850	60	17	and	and	CCONJ
gs-3850	60	18	molecular	molecular	ADJ
gs-3850	60	19	structures	structure	NOUN
gs-3850	60	20	,	,	PUNCT
gs-3850	60	21	allowing	allow	VERB
gs-3850	60	22	researchers	researcher	NOUN
gs-3850	60	23	to	to	PART
gs-3850	60	24	quickly	quickly	ADV
gs-3850	60	25	and	and	CCONJ
gs-3850	60	26	accurately	accurately	ADV
gs-3850	60	27	assess	assess	VERB
gs-3850	60	28	a	a	DET
gs-3850	60	29	drug	drug	NOUN
gs-3850	60	30	’s	’s	PART
gs-3850	60	31	toxicity	toxicity	NOUN
gs-3850	60	32	,	,	PUNCT
gs-3850	60	33	effectiveness	effectiveness	NOUN
gs-3850	60	34	,	,	PUNCT
gs-3850	60	35	and	and	CCONJ
gs-3850	60	36	compatibility	compatibility	NOUN
gs-3850	60	37	.	.	PUNCT
gs-3850	61	1			NOUN
gs-3850	61	2	insilico	insilico	PROPN
gs-3850	61	3	medicine	medicine	NOUN
gs-3850	61	4	employs	employ	VERB
gs-3850	61	5	genetic	genetic	ADJ
gs-3850	61	6	adversarial	adversarial	ADJ
gs-3850	61	7	networks	network	NOUN
gs-3850	61	8	(	(	PUNCT
gs-3850	61	9	gans	gan	NOUN
gs-3850	61	10	)	)	PUNCT
gs-3850	61	11	and	and	CCONJ
gs-3850	61	12	reinforcement	reinforcement	NOUN
gs-3850	61	13	learning	learning	NOUN
gs-3850	61	14	algorithms	algorithm	NOUN
gs-3850	61	15	in	in	ADP
gs-3850	61	16	the	the	DET
gs-3850	61	17	pharm	pharm	NOUN
gs-3850	61	18	ai	ai	PROPN
gs-3850	61	19	project	project	NOUN
gs-3850	61	20	,	,	PUNCT
gs-3850	61	21	which	which	PRON
gs-3850	61	22	creates	create	VERB
gs-3850	61	23	new	new	ADJ
gs-3850	61	24	molecular	molecular	ADJ
gs-3850	61	25	structures	structure	NOUN
gs-3850	61	26	and	and	CCONJ
gs-3850	61	27	explores	explore	VERB
gs-3850	61	28	the	the	DET
gs-3850	61	29	biological	biological	ADJ
gs-3850	61	30	mechanisms	mechanism	NOUN
gs-3850	61	31	of	of	ADP
gs-3850	61	32	diseases	disease	NOUN
gs-3850	61	33	.	.	PUNCT
gs-3850	62	1	artificial	artificial	ADJ
gs-3850	62	2	intelligence	intelligence	NOUN
gs-3850	62	3	(	(	PUNCT
gs-3850	62	4	ai	ai	PROPN
gs-3850	62	5	)	)	PUNCT
gs-3850	62	6	is	be	AUX
gs-3850	62	7	being	be	AUX
gs-3850	62	8	effectively	effectively	ADV
gs-3850	62	9	utilized	utilize	VERB
gs-3850	62	10	in	in	ADP
gs-3850	62	11	clinics	clinic	NOUN
gs-3850	62	12	and	and	CCONJ
gs-3850	62	13	hospitals	hospital	NOUN
gs-3850	62	14	.	.	PUNCT
gs-3850	63	1	chatbots	chatbot	NOUN
gs-3850	63	2	are	be	AUX
gs-3850	63	3	deployed	deploy	VERB
gs-3850	63	4	to	to	PART
gs-3850	63	5	enhance	enhance	VERB
gs-3850	63	6	customer	customer	NOUN
gs-3850	63	7	service	service	NOUN
gs-3850	63	8	by	by	ADP
gs-3850	63	9	automatically	automatically	ADV
gs-3850	63	10	answering	answer	VERB
gs-3850	63	11	simple	simple	ADJ
gs-3850	63	12	questions	question	NOUN
gs-3850	63	13	and	and	CCONJ
gs-3850	63	14	redirecting	redirect	VERB
gs-3850	63	15	complex	complex	ADJ
gs-3850	63	16	requests	request	NOUN
gs-3850	63	17	to	to	ADP
gs-3850	63	18	human	human	ADJ
gs-3850	63	19	staff	staff	NOUN
gs-3850	63	20	members	member	NOUN
gs-3850	63	21	.	.	PUNCT
gs-3850	64	1	walgreens	walgreen	NOUN
gs-3850	64	2	has	have	AUX
gs-3850	64	3	partnered	partner	VERB
gs-3850	64	4	with	with	ADP
gs-3850	64	5	telehealth	telehealth	ADJ
gs-3850	64	6	firm	firm	ADJ
gs-3850	64	7	medline	medline	NOUN
gs-3850	64	8	to	to	PART
gs-3850	64	9	provide	provide	VERB
gs-3850	64	10	patients	patient	NOUN
gs-3850	64	11	with	with	ADP
gs-3850	64	12	video	video	NOUN
gs-3850	64	13	consultations	consultation	NOUN
gs-3850	64	14	with	with	ADP
gs-3850	64	15	specialists	specialist	NOUN
gs-3850	64	16	.	.	PUNCT
gs-3850	65	1	ai	ai	VERB
gs-3850	65	2	helps	help	VERB
gs-3850	65	3	pharmacies	pharmacy	NOUN
gs-3850	65	4	predict	predict	VERB
gs-3850	65	5	their	their	PRON
gs-3850	65	6	inventory	inventory	NOUN
gs-3850	65	7	needs	need	NOUN
gs-3850	65	8	,	,	PUNCT
gs-3850	65	9	reducing	reduce	VERB
gs-3850	65	10	shortages	shortage	NOUN
gs-3850	65	11	or	or	CCONJ
gs-3850	65	12	overstocking	overstock	VERB
gs-3850	65	13	.	.	PUNCT
gs-3850	66	1	for	for	ADP
gs-3850	66	2	instance	instance	NOUN
gs-3850	66	3	,	,	PUNCT
gs-3850	66	4	software	software	NOUN
gs-3850	66	5	created	create	VERB
gs-3850	66	6	by	by	ADP
gs-3850	66	7	blue	blue	ADJ
gs-3850	66	8	yonder	yonder	NOUN
gs-3850	66	9	for	for	ADP
gs-3850	66	10	the	the	DET
gs-3850	66	11	otto	otto	PROPN
gs-3850	66	12	group	group	NOUN
gs-3850	66	13	achieved	achieve	VERB
gs-3850	66	14	90	90	NUM
gs-3850	66	15	%	%	NOUN
gs-3850	66	16	accuracy	accuracy	NOUN
gs-3850	66	17	in	in	ADP
gs-3850	66	18	forecasting	forecasting	NOUN
gs-3850	66	19	and	and	CCONJ
gs-3850	66	20	optimizing	optimize	VERB
gs-3850	66	21	delivery	delivery	NOUN
gs-3850	66	22	times	time	NOUN
gs-3850	66	23	.	.	PUNCT
gs-3850	67	1	the	the	DET
gs-3850	67	2	university	university	PROPN
gs-3850	67	3	of	of	ADP
gs-3850	67	4	california	california	PROPN
gs-3850	67	5	,	,	PUNCT
gs-3850	67	6	san	san	PROPN
gs-3850	67	7	francisco	francisco	PROPN
gs-3850	67	8	(	(	PUNCT
gs-3850	67	9	ucsf	ucsf	PROPN
gs-3850	67	10	)	)	PUNCT
gs-3850	67	11	medical	medical	ADJ
gs-3850	67	12	center	center	NOUN
gs-3850	67	13	uses	use	VERB
gs-3850	67	14	robotic	robotic	ADJ
gs-3850	67	15	systems	system	NOUN
gs-3850	67	16	to	to	PART
gs-3850	67	17	automate	automate	VERB
gs-3850	67	18	medication	medication	NOUN
gs-3850	67	19	preparation	preparation	NOUN
gs-3850	67	20	and	and	CCONJ
gs-3850	67	21	dosing	dosing	NOUN
gs-3850	67	22	,	,	PUNCT
gs-3850	67	23	with	with	ADP
gs-3850	67	24	these	these	DET
gs-3850	67	25	systems	system	NOUN
gs-3850	67	26	having	having	AUX
gs-3850	67	27	already	already	ADV
gs-3850	67	28	prepared	prepare	VERB
gs-3850	67	29	350,000	350,000	NUM
gs-3850	67	30	medications	medication	NOUN
gs-3850	67	31	without	without	ADP
gs-3850	67	32	error	error	NOUN
gs-3850	67	33	.	.	PUNCT
gs-3850	68	1	robots	robot	NOUN
gs-3850	68	2	are	be	AUX
gs-3850	68	3	responsible	responsible	ADJ
gs-3850	68	4	for	for	ADP
gs-3850	68	5	the	the	DET
gs-3850	68	6	precise	precise	ADJ
gs-3850	68	7	dosing	dosing	NOUN
gs-3850	68	8	of	of	ADP
gs-3850	68	9	both	both	PRON
gs-3850	68	10	toxic	toxic	ADJ
gs-3850	68	11	chemotherapy	chemotherapy	NOUN
gs-3850	68	12	and	and	CCONJ
gs-3850	68	13	intravenous	intravenous	ADJ
gs-3850	68	14	medications	medication	NOUN
gs-3850	68	15	,	,	PUNCT
gs-3850	68	16	freeing	free	VERB
gs-3850	68	17	up	up	ADP
gs-3850	68	18	pharmacists	pharmacist	NOUN
gs-3850	68	19	and	and	CCONJ
gs-3850	68	20	nurses	nurse	NOUN
gs-3850	68	21	for	for	ADP
gs-3850	68	22	direct	direct	ADJ
gs-3850	68	23	patient	patient	NOUN
gs-3850	68	24	care	care	NOUN
gs-3850	68	25	[	[	X
gs-3850	68	26	1	1	NUM
gs-3850	68	27	,	,	PUNCT
gs-3850	68	28	2,3	2,3	NUM
gs-3850	68	29	]	]	PUNCT
gs-3850	68	30	.	.	PUNCT
gs-3850	69	1	ai	ai	PROPN
gs-3850	69	2	is	be	AUX
gs-3850	69	3	actively	actively	ADV
gs-3850	69	4	applied	apply	VERB
gs-3850	69	5	to	to	PART
gs-3850	69	6	predict	predict	VERB
gs-3850	69	7	and	and	CCONJ
gs-3850	69	8	detect	detect	VERB
gs-3850	69	9	adverse	adverse	ADJ
gs-3850	69	10	drug	drug	NOUN
gs-3850	69	11	reactions	reaction	NOUN
gs-3850	69	12	(	(	PUNCT
gs-3850	69	13	adrs	adrs	PROPN
gs-3850	69	14	)	)	PUNCT
gs-3850	69	15	.	.	PUNCT
gs-3850	70	1	several	several	ADJ
gs-3850	70	2	studies	study	NOUN
gs-3850	70	3	have	have	AUX
gs-3850	70	4	clearly	clearly	ADV
gs-3850	70	5	demonstrated	demonstrate	VERB
gs-3850	70	6	the	the	DET
gs-3850	70	7	potential	potential	NOUN
gs-3850	70	8	of	of	ADP
gs-3850	70	9	this	this	DET
gs-3850	70	10	technology	technology	NOUN
gs-3850	70	11	.	.	PUNCT
gs-3850	71	1	for	for	ADP
gs-3850	71	2	example	example	NOUN
gs-3850	71	3	,	,	PUNCT
gs-3850	71	4	a	a	DET
gs-3850	71	5	study	study	NOUN
gs-3850	71	6	by	by	ADP
gs-3850	71	7	mohsen	mohsen	PROPN
gs-3850	71	8	and	and	CCONJ
gs-3850	71	9	colleagues	colleague	NOUN
gs-3850	71	10	combined	combine	VERB
gs-3850	71	11	two	two	NUM
gs-3850	71	12	distinct	distinct	ADJ
gs-3850	71	13	data	datum	NOUN
gs-3850	71	14	sources	source	NOUN
gs-3850	71	15	:	:	PUNCT
gs-3850	71	16	gene	gene	NOUN
gs-3850	71	17	expression	expression	NOUN
gs-3850	71	18	profiles	profile	NOUN
gs-3850	71	19	from	from	ADP
gs-3850	71	20	the	the	DET
gs-3850	71	21	toxicogenomics	toxicogenomic	NOUN
gs-3850	71	22	project	project	NOUN
gs-3850	71	23	(	(	PUNCT
gs-3850	71	24	tggates	tggates	PROPN
gs-3850	71	25	)	)	PUNCT
gs-3850	71	26	caused	cause	VERB
gs-3850	71	27	by	by	ADP
gs-3850	71	28	drugs	drug	NOUN
gs-3850	71	29	and	and	CCONJ
gs-3850	71	30	adr	adr	PROPN
gs-3850	71	31	cases	case	NOUN
gs-3850	71	32	from	from	ADP
gs-3850	71	33	the	the	DET
gs-3850	71	34	fda	fda	PROPN
gs-3850	71	35	’s	’s	PART
gs-3850	71	36	adverse	adverse	ADJ
gs-3850	71	37	event	event	NOUN
gs-3850	71	38	reporting	reporting	NOUN
gs-3850	71	39	system	system	NOUN
gs-3850	71	40	(	(	PUNCT
gs-3850	71	41	faers	faer	NOUN
gs-3850	71	42	)	)	PUNCT
gs-3850	71	43	.	.	PUNCT
gs-3850	72	1	using	use	VERB
gs-3850	72	2	deep	deep	ADJ
gs-3850	72	3	neural	neural	ADJ
gs-3850	72	4	networks	network	NOUN
gs-3850	72	5	(	(	PUNCT
gs-3850	72	6	dnn	dnn	PROPN
gs-3850	72	7	)	)	PUNCT
gs-3850	72	8	,	,	PUNCT
gs-3850	72	9	they	they	PRON
gs-3850	72	10	developed	develop	VERB
gs-3850	72	11	a	a	DET
gs-3850	72	12	prediction	prediction	NOUN
gs-3850	72	13	model	model	NOUN
gs-3850	72	14	that	that	PRON
gs-3850	72	15	involved	involve	VERB
gs-3850	72	16	data	datum	NOUN
gs-3850	72	17	filtering	filtering	NOUN
gs-3850	72	18	,	,	PUNCT
gs-3850	72	19	cleansing	cleansing	NOUN
gs-3850	72	20	,	,	PUNCT
gs-3850	72	21	feature	feature	NOUN
gs-3850	72	22	selection	selection	NOUN
gs-3850	72	23	,	,	PUNCT
gs-3850	72	24	and	and	CCONJ
gs-3850	72	25	hyperparameter	hyperparameter	NOUN
gs-3850	72	26	tuning	tuning	NOUN
gs-3850	72	27	.	.	PUNCT
gs-3850	73	1	yalçın	yalçın	VERB
gs-3850	73	2	and	and	CCONJ
gs-3850	73	3	colleagues	colleague	NOUN
gs-3850	73	4	created	create	VERB
gs-3850	73	5	a	a	DET
gs-3850	73	6	clinical	clinical	ADJ
gs-3850	73	7	decision	decision	NOUN
gs-3850	73	8	support	support	NOUN
gs-3850	73	9	tool	tool	NOUN
gs-3850	73	10	based	base	VERB
gs-3850	73	11	on	on	ADP
gs-3850	73	12	machine	machine	NOUN
gs-3850	73	13	learning	learning	NOUN
gs-3850	73	14	(	(	PUNCT
gs-3850	73	15	ml	ml	NOUN
gs-3850	73	16	)	)	PUNCT
gs-3850	73	17	,	,	PUNCT
gs-3850	73	18	a	a	DET
gs-3850	73	19	risk	risk	NOUN
gs-3850	73	20	score	score	NOUN
gs-3850	73	21	that	that	PRON
gs-3850	73	22	predicts	predict	VERB
gs-3850	73	23	the	the	DET
gs-3850	73	24	likelihood	likelihood	NOUN
gs-3850	73	25	of	of	ADP
gs-3850	73	26	adr	adr	PROPN
gs-3850	73	27	development	development	PROPN
gs-3850	73	28	in	in	ADP
gs-3850	73	29	newborns	newborn	NOUN
gs-3850	73	30	.	.	PUNCT
gs-3850	74	1	they	they	PRON
gs-3850	74	2	used	use	VERB
gs-3850	74	3	the	the	DET
gs-3850	74	4	naess	naess	ADJ
gs-3850	74	5	severity	severity	NOUN
gs-3850	74	6	scale	scale	NOUN
gs-3850	74	7	,	,	PUNCT
gs-3850	74	8	the	the	DET
gs-3850	74	9	"	"	PUNCT
gs-3850	74	10	du'adrs	du'adrs	PROPN
gs-3850	74	11	"	"	PUNCT
gs-3850	74	12	algorithm	algorithm	NOUN
gs-3850	74	13	,	,	PUNCT
gs-3850	74	14	and	and	CCONJ
gs-3850	74	15	risk	risk	NOUN
gs-3850	74	16	matrix	matrix	NOUN
gs-3850	74	17	analysis	analysis	NOUN
gs-3850	74	18	,	,	PUNCT
gs-3850	74	19	incorporating	incorporate	VERB
gs-3850	74	20	a	a	DET
gs-3850	74	21	multidisciplinary	multidisciplinary	ADJ
gs-3850	74	22	team	team	NOUN
gs-3850	74	23	,	,	PUNCT
gs-3850	74	24	including	include	VERB
gs-3850	74	25	clinical	clinical	ADJ
gs-3850	74	26	pharmacists	pharmacist	NOUN
gs-3850	74	27	.	.	PUNCT
gs-3850	75	1	a	a	DET
gs-3850	75	2	study	study	NOUN
gs-3850	75	3	by	by	ADP
gs-3850	75	4	hamman	hamman	PROPN
gs-3850	75	5	and	and	CCONJ
gs-3850	75	6	colleagues	colleague	NOUN
gs-3850	75	7	applied	apply	VERB
gs-3850	75	8	decision	decision	NOUN
gs-3850	75	9	tree	tree	NOUN
gs-3850	75	10	induction	induction	NOUN
gs-3850	75	11	to	to	PART
gs-3850	75	12	determine	determine	VERB
gs-3850	75	13	which	which	PRON
gs-3850	75	14	chemical	chemical	NOUN
gs-3850	75	15	,	,	PUNCT
gs-3850	75	16	physical	physical	ADJ
gs-3850	75	17	,	,	PUNCT
gs-3850	75	18	and	and	CCONJ
gs-3850	75	19	structural	structural	ADJ
gs-3850	75	20	properties	property	NOUN
gs-3850	75	21	characterize	characterize	VERB
gs-3850	75	22	compounds	compound	NOUN
gs-3850	75	23	that	that	PRON
gs-3850	75	24	cause	cause	VERB
gs-3850	75	25	adrs	adr	NOUN
gs-3850	75	26	.	.	PUNCT
gs-3850	76	1	the	the	DET
gs-3850	76	2	models	model	NOUN
gs-3850	76	3	demonstrated	demonstrate	VERB
gs-3850	76	4	high	high	ADJ
gs-3850	76	5	predictive	predictive	ADJ
gs-3850	76	6	accuracy	accuracy	NOUN
gs-3850	76	7	for	for	ADP
gs-3850	76	8	allergic	allergic	ADJ
gs-3850	76	9	,	,	PUNCT
gs-3850	76	10	kidney	kidney	NOUN
gs-3850	76	11	,	,	PUNCT
gs-3850	76	12	central	central	ADJ
gs-3850	76	13	nervous	nervous	ADJ
gs-3850	76	14	system	system	NOUN
gs-3850	76	15	,	,	PUNCT
gs-3850	76	16	and	and	CCONJ
gs-3850	76	17	liver	liver	NOUN
gs-3850	76	18	adrs	adr	NOUN
gs-3850	76	19	(	(	PUNCT
gs-3850	76	20	78.9–90.2	78.9–90.2	NUM
gs-3850	76	21	%	%	NOUN
gs-3850	76	22	)	)	PUNCT
gs-3850	76	23	.	.	PUNCT
gs-3850	77	1	cami	cami	PROPN
gs-3850	77	2	and	and	CCONJ
gs-3850	77	3	colleagues	colleague	NOUN
gs-3850	77	4	used	use	VERB
gs-3850	77	5	logistic	logistic	ADJ
gs-3850	77	6	regression	regression	NOUN
gs-3850	77	7	classifiers	classifier	NOUN
gs-3850	77	8	to	to	PART
gs-3850	77	9	predict	predict	VERB
gs-3850	77	10	unknown	unknown	ADJ
gs-3850	77	11	adrs	adr	NOUN
gs-3850	77	12	for	for	ADP
gs-3850	77	13	existing	exist	VERB
gs-3850	77	14	drugs	drug	NOUN
gs-3850	77	15	,	,	PUNCT
gs-3850	77	16	based	base	VERB
gs-3850	77	17	on	on	ADP
gs-3850	77	18	structural	structural	ADJ
gs-3850	77	19	drug	drug	NOUN
gs-3850	77	20	-	-	PUNCT
gs-3850	77	21	adr	adr	PROPN
gs-3850	77	22	network	network	PROPN
gs-3850	77	23	characteristics	characteristic	NOUN
gs-3850	77	24	,	,	PUNCT
gs-3850	77	25	chemical	chemical	NOUN
gs-3850	77	26	,	,	PUNCT
gs-3850	77	27	and	and	CCONJ
gs-3850	77	28	taxonomic	taxonomic	ADJ
gs-3850	77	29	data	datum	NOUN
gs-3850	77	30	.	.	PUNCT
gs-3850	78	1	rahmani	rahmani	PROPN
gs-3850	78	2	and	and	CCONJ
gs-3850	78	3	colleagues	colleague	NOUN
gs-3850	78	4	utilized	utilize	VERB
gs-3850	78	5	a	a	DET
gs-3850	78	6	random	random	ADJ
gs-3850	78	7	walk	walk	NOUN
gs-3850	78	8	algorithm	algorithm	NOUN
gs-3850	78	9	on	on	ADP
gs-3850	78	10	the	the	DET
gs-3850	78	11	drug	drug	NOUN
gs-3850	78	12	-	-	PUNCT
gs-3850	78	13	adr	adr	PROPN
gs-3850	78	14	network	network	NOUN
gs-3850	78	15	,	,	PUNCT
gs-3850	78	16	where	where	SCONJ
gs-3850	78	17	nodes	node	NOUN
gs-3850	78	18	represented	represent	VERB
gs-3850	78	19	georgian	georgian	ADJ
gs-3850	78	20	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	78	21	მეცნიერები	მეცნიერები	NOUN
gs-3850	78	22	ტ.	ტ.	VERB
gs-3850	78	23	7	7	NUM
gs-3850	78	24	n	n	DET
gs-3850	78	25	2	2	NUM
gs-3850	78	26	,	,	PUNCT
gs-3850	78	27	2025	2025	NUM
gs-3850	78	28	450	450	NUM
gs-3850	78	29	drugs	drug	NOUN
gs-3850	78	30	and	and	CCONJ
gs-3850	78	31	known	know	VERB
gs-3850	78	32	side	side	NOUN
gs-3850	78	33	effects	effect	NOUN
gs-3850	78	34	.	.	PUNCT
gs-3850	79	1	however	however	ADV
gs-3850	79	2	,	,	PUNCT
gs-3850	79	3	the	the	DET
gs-3850	79	4	newly	newly	ADV
gs-3850	79	5	identified	identify	VERB
gs-3850	79	6	adrs	adr	NOUN
gs-3850	79	7	were	be	AUX
gs-3850	79	8	not	not	PART
gs-3850	79	9	confirmed	confirm	VERB
gs-3850	79	10	in	in	ADP
gs-3850	79	11	real	real	ADJ
gs-3850	79	12	clinical	clinical	ADJ
gs-3850	79	13	data	datum	NOUN
gs-3850	79	14	.	.	PUNCT
gs-3850	80	1	bresso	bresso	NOUN
gs-3850	80	2	and	and	CCONJ
gs-3850	80	3	colleagues	colleague	NOUN
gs-3850	80	4	developed	develop	VERB
gs-3850	80	5	a	a	DET
gs-3850	80	6	database	database	NOUN
gs-3850	80	7	that	that	PRON
gs-3850	80	8	integrates	integrate	VERB
gs-3850	80	9	knowledge	knowledge	NOUN
gs-3850	80	10	about	about	ADP
gs-3850	80	11	drugs	drug	NOUN
gs-3850	80	12	,	,	PUNCT
gs-3850	80	13	adrs	adr	NOUN
gs-3850	80	14	,	,	PUNCT
gs-3850	80	15	and	and	CCONJ
gs-3850	80	16	target	target	NOUN
gs-3850	80	17	molecules	molecule	NOUN
gs-3850	80	18	.	.	PUNCT
gs-3850	81	1	they	they	PRON
gs-3850	81	2	used	use	VERB
gs-3850	81	3	decision	decision	NOUN
gs-3850	81	4	trees	tree	NOUN
gs-3850	81	5	and	and	CCONJ
gs-3850	81	6	inductive	inductive	ADJ
gs-3850	81	7	logic	logic	NOUN
gs-3850	81	8	programming	programming	NOUN
gs-3850	81	9	to	to	PART
gs-3850	81	10	predict	predict	VERB
gs-3850	81	11	adr	adr	PROPN
gs-3850	81	12	profiles	profile	NOUN
gs-3850	81	13	(	(	PUNCT
gs-3850	81	14	not	not	PART
gs-3850	81	15	individual	individual	ADJ
gs-3850	81	16	reactions	reaction	NOUN
gs-3850	81	17	)	)	PUNCT
gs-3850	81	18	,	,	PUNCT
gs-3850	81	19	validated	validate	VERB
gs-3850	81	20	by	by	ADP
gs-3850	81	21	faers	faer	NOUN
gs-3850	81	22	data	datum	NOUN
gs-3850	81	23	.	.	PUNCT
gs-3850	82	1	bean	bean	NOUN
gs-3850	82	2	and	and	CCONJ
gs-3850	82	3	colleagues	colleague	NOUN
gs-3850	82	4	created	create	VERB
gs-3850	82	5	a	a	DET
gs-3850	82	6	knowledge	knowledge	NOUN
gs-3850	82	7	graph	graph	NOUN
gs-3850	82	8	encompassing	encompass	VERB
gs-3850	82	9	four	four	NUM
gs-3850	82	10	nodes	node	NOUN
gs-3850	82	11	:	:	PUNCT
gs-3850	82	12	drugs	drug	NOUN
gs-3850	82	13	,	,	PUNCT
gs-3850	82	14	protein	protein	NOUN
gs-3850	82	15	targets	target	NOUN
gs-3850	82	16	,	,	PUNCT
gs-3850	82	17	indications	indication	NOUN
gs-3850	82	18	,	,	PUNCT
gs-3850	82	19	and	and	CCONJ
gs-3850	82	20	side	side	NOUN
gs-3850	82	21	effects	effect	NOUN
gs-3850	82	22	.	.	PUNCT
gs-3850	83	1	the	the	DET
gs-3850	83	2	ml	ml	PROPN
gs-3850	83	3	algorithm	algorithm	PROPN
gs-3850	83	4	developed	develop	VERB
gs-3850	83	5	using	use	VERB
gs-3850	83	6	the	the	DET
gs-3850	83	7	graph	graph	NOUN
gs-3850	83	8	relied	rely	VERB
gs-3850	83	9	on	on	ADP
gs-3850	83	10	enrichment	enrichment	NOUN
gs-3850	83	11	testing	testing	NOUN
gs-3850	83	12	and	and	CCONJ
gs-3850	83	13	successfully	successfully	ADV
gs-3850	83	14	classified	classify	VERB
gs-3850	83	15	the	the	DET
gs-3850	83	16	causes	cause	NOUN
gs-3850	83	17	of	of	ADP
gs-3850	83	18	side	side	NOUN
gs-3850	83	19	effects	effect	NOUN
gs-3850	83	20	.	.	PUNCT
gs-3850	84	1	other	other	ADJ
gs-3850	84	2	studies	study	NOUN
gs-3850	84	3	have	have	AUX
gs-3850	84	4	focused	focus	VERB
gs-3850	84	5	on	on	ADP
gs-3850	84	6	:	:	PUNCT
gs-3850	84	7			NOUN
gs-3850	84	8	automating	automate	VERB
gs-3850	84	9	pharmacovigilance	pharmacovigilance	NOUN
gs-3850	84	10	processes	process	NOUN
gs-3850	84	11	,	,	PUNCT
gs-3850	84	12			PRON
gs-3850	84	13	early	early	ADJ
gs-3850	84	14	prediction	prediction	NOUN
gs-3850	84	15	and	and	CCONJ
gs-3850	84	16	prevention	prevention	NOUN
gs-3850	84	17	of	of	ADP
gs-3850	84	18	side	side	NOUN
gs-3850	84	19	effects	effect	NOUN
gs-3850	84	20	to	to	PART
gs-3850	84	21	improve	improve	VERB
gs-3850	84	22	patient	patient	ADJ
gs-3850	84	23	safety	safety	NOUN
gs-3850	84	24	.	.	PUNCT
gs-3850	85	1	overall	overall	ADV
gs-3850	85	2	,	,	PUNCT
gs-3850	85	3	these	these	DET
gs-3850	85	4	studies	study	NOUN
gs-3850	85	5	highlight	highlight	VERB
gs-3850	85	6	the	the	DET
gs-3850	85	7	vast	vast	ADJ
gs-3850	85	8	potential	potential	NOUN
gs-3850	85	9	of	of	ADP
gs-3850	85	10	ai	ai	VERB
gs-3850	85	11	in	in	ADP
gs-3850	85	12	detecting	detect	VERB
gs-3850	85	13	and	and	CCONJ
gs-3850	85	14	predicting	predict	VERB
gs-3850	85	15	adrs	adr	NOUN
gs-3850	85	16	,	,	PUNCT
gs-3850	85	17	ranging	range	VERB
gs-3850	85	18	from	from	ADP
gs-3850	85	19	clinical	clinical	ADJ
gs-3850	85	20	decision	decision	NOUN
gs-3850	85	21	support	support	NOUN
gs-3850	85	22	systems	system	NOUN
gs-3850	85	23	to	to	ADP
gs-3850	85	24	knowledge	knowledge	NOUN
gs-3850	85	25	-	-	PUNCT
gs-3850	85	26	based	base	VERB
gs-3850	85	27	algorithms	algorithm	NOUN
gs-3850	85	28	[	[	X
gs-3850	85	29	4	4	NUM
gs-3850	85	30	,	,	PUNCT
gs-3850	85	31	5	5	NUM
gs-3850	85	32	,	,	PUNCT
gs-3850	85	33	6	6	NUM
gs-3850	85	34	]	]	PUNCT
gs-3850	85	35	.	.	PUNCT
gs-3850	86	1	by	by	ADP
gs-3850	86	2	integrating	integrate	VERB
gs-3850	86	3	ai	ai	PROPN
gs-3850	86	4	technologies	technology	NOUN
gs-3850	86	5	into	into	ADP
gs-3850	86	6	hospital	hospital	NOUN
gs-3850	86	7	workflows	workflow	NOUN
gs-3850	86	8	,	,	PUNCT
gs-3850	86	9	healthcare	healthcare	NOUN
gs-3850	86	10	professionals	professional	NOUN
gs-3850	86	11	can	can	AUX
gs-3850	86	12	enhance	enhance	VERB
gs-3850	86	13	the	the	DET
gs-3850	86	14	evidence	evidence	NOUN
gs-3850	86	15	-	-	PUNCT
gs-3850	86	16	based	base	VERB
gs-3850	86	17	approach	approach	NOUN
gs-3850	86	18	to	to	ADP
gs-3850	86	19	pharmacy	pharmacy	NOUN
gs-3850	86	20	,	,	PUNCT
gs-3850	86	21	improving	improve	VERB
gs-3850	86	22	clinical	clinical	ADJ
gs-3850	86	23	decision	decision	NOUN
gs-3850	86	24	-	-	PUNCT
gs-3850	86	25	making	make	VERB
gs-3850	86	26	and	and	CCONJ
gs-3850	86	27	reducing	reduce	VERB
gs-3850	86	28	the	the	DET
gs-3850	86	29	risk	risk	NOUN
gs-3850	86	30	of	of	ADP
gs-3850	86	31	medication	medication	NOUN
gs-3850	86	32	-	-	PUNCT
gs-3850	86	33	related	relate	VERB
gs-3850	86	34	harm	harm	NOUN
gs-3850	86	35	[	[	X
gs-3850	86	36	7	7	NUM
gs-3850	86	37	,	,	PUNCT
gs-3850	86	38	8	8	NUM
gs-3850	86	39	]	]	PUNCT
gs-3850	86	40	.	.	PUNCT
gs-3850	87	1	drug	drug	NOUN
gs-3850	87	2	-	-	PUNCT
gs-3850	87	3	drug	drug	NOUN
gs-3850	87	4	interactions	interaction	NOUN
gs-3850	87	5	(	(	PUNCT
gs-3850	87	6	ddis	ddi	NOUN
gs-3850	87	7	)	)	PUNCT
gs-3850	87	8	are	be	AUX
gs-3850	87	9	recognized	recognize	VERB
gs-3850	87	10	as	as	ADP
gs-3850	87	11	a	a	DET
gs-3850	87	12	major	major	ADJ
gs-3850	87	13	cause	cause	NOUN
gs-3850	87	14	of	of	ADP
gs-3850	87	15	adrs	adr	NOUN
gs-3850	87	16	,	,	PUNCT
gs-3850	87	17	contributing	contribute	VERB
gs-3850	87	18	to	to	ADP
gs-3850	87	19	increased	increase	VERB
gs-3850	87	20	healthcare	healthcare	NOUN
gs-3850	87	21	costs	cost	NOUN
gs-3850	87	22	.	.	PUNCT
gs-3850	88	1	predicting	predict	VERB
gs-3850	88	2	ddis	ddi	NOUN
gs-3850	88	3	requires	require	VERB
gs-3850	88	4	analyzing	analyze	VERB
gs-3850	88	5	the	the	DET
gs-3850	88	6	characteristics	characteristic	NOUN
gs-3850	88	7	of	of	ADP
gs-3850	88	8	different	different	ADJ
gs-3850	88	9	medications	medication	NOUN
gs-3850	88	10	and	and	CCONJ
gs-3850	88	11	leveraging	leverage	VERB
gs-3850	88	12	existing	exist	VERB
gs-3850	88	13	data	datum	NOUN
gs-3850	88	14	.	.	PUNCT
gs-3850	89	1	the	the	DET
gs-3850	89	2	most	most	ADV
gs-3850	89	3	commonly	commonly	ADV
gs-3850	89	4	used	use	VERB
gs-3850	89	5	databases	database	NOUN
gs-3850	89	6	for	for	ADP
gs-3850	89	7	ddi	ddi	ADJ
gs-3850	89	8	prediction	prediction	NOUN
gs-3850	89	9	include	include	VERB
gs-3850	89	10	drugbank	drugbank	NOUN
gs-3850	89	11	,	,	PUNCT
gs-3850	89	12	sider	sider	NOUN
gs-3850	89	13	,	,	PUNCT
gs-3850	89	14	twosides	twoside	NOUN
gs-3850	89	15	,	,	PUNCT
gs-3850	89	16	kegg	kegg	NOUN
gs-3850	89	17	(	(	PUNCT
gs-3850	89	18	kyoto	kyoto	PROPN
gs-3850	89	19	encyclopedia	encyclopedia	NOUN
gs-3850	89	20	of	of	ADP
gs-3850	89	21	genes	gene	NOUN
gs-3850	89	22	and	and	CCONJ
gs-3850	89	23	genomes	genome	NOUN
gs-3850	89	24	)	)	PUNCT
gs-3850	89	25	,	,	PUNCT
gs-3850	89	26	lexicomp	lexicomp	ADV
gs-3850	89	27	,	,	PUNCT
gs-3850	89	28	and	and	CCONJ
gs-3850	89	29	micromedex	micromedex	NOUN
gs-3850	89	30	.	.	PUNCT
gs-3850	90	1	existing	exist	VERB
gs-3850	90	2	predictive	predictive	ADJ
gs-3850	90	3	models	model	NOUN
gs-3850	90	4	for	for	ADP
gs-3850	90	5	ddis	ddi	NOUN
gs-3850	90	6	are	be	AUX
gs-3850	90	7	divided	divide	VERB
gs-3850	90	8	into	into	ADP
gs-3850	90	9	three	three	NUM
gs-3850	90	10	main	main	ADJ
gs-3850	90	11	categories	category	NOUN
gs-3850	90	12	:	:	PUNCT
gs-3850	90	13	van	van	PROPN
gs-3850	90	14	laere	laere	ADV
gs-3850	90	15	and	and	CCONJ
gs-3850	90	16	colleagues	colleague	NOUN
gs-3850	90	17	developed	develop	VERB
gs-3850	90	18	an	an	DET
gs-3850	90	19	algorithm	algorithm	NOUN
gs-3850	90	20	that	that	PRON
gs-3850	90	21	assesses	assess	VERB
gs-3850	90	22	the	the	DET
gs-3850	90	23	risk	risk	NOUN
gs-3850	90	24	of	of	ADP
gs-3850	90	25	qtc	qtc	PROPN
gs-3850	90	26	interval	interval	NOUN
gs-3850	90	27	prolongation	prolongation	NOUN
gs-3850	90	28	and	and	CCONJ
gs-3850	90	29	provides	provide	VERB
gs-3850	90	30	warnings	warning	NOUN
gs-3850	90	31	when	when	SCONJ
gs-3850	90	32	a	a	DET
gs-3850	90	33	combination	combination	NOUN
gs-3850	90	34	of	of	ADP
gs-3850	90	35	medications	medication	NOUN
gs-3850	90	36	increases	increase	VERB
gs-3850	90	37	this	this	DET
gs-3850	90	38	risk	risk	NOUN
gs-3850	90	39	.	.	PUNCT
gs-3850	91	1	suyu	suyu	PROPN
gs-3850	91	2	mei	mei	PROPN
gs-3850	91	3	and	and	CCONJ
gs-3850	91	4	kun	kun	PROPN
gs-3850	91	5	zhang	zhang	PROPN
gs-3850	91	6	proposed	propose	VERB
gs-3850	91	7	an	an	DET
gs-3850	91	8	f	f	NOUN
gs-3850	91	9	-	-	PUNCT
gs-3850	91	10	drug	drug	NOUN
gs-3850	91	11	target	target	NOUN
gs-3850	91	12	profile	profile	NOUN
gs-3850	91	13	model	model	NOUN
gs-3850	91	14	based	base	VERB
gs-3850	91	15	on	on	ADP
gs-3850	91	16	l2	l2	NOUN
gs-3850	91	17	-	-	PUNCT
gs-3850	91	18	regularized	regularize	VERB
gs-3850	91	19	logistic	logistic	ADJ
gs-3850	91	20	regression	regression	NOUN
gs-3850	91	21	for	for	ADP
gs-3850	91	22	predicting	predict	VERB
gs-3850	91	23	drug	drug	NOUN
gs-3850	91	24	-	-	PUNCT
gs-3850	91	25	drug	drug	NOUN
gs-3850	91	26	interactions	interaction	NOUN
gs-3850	91	27	(	(	PUNCT
gs-3850	91	28	ddis	ddis	NOUN
gs-3850	91	29	)	)	PUNCT
gs-3850	91	30	.	.	PUNCT
gs-3850	92	1	song	song	NOUN
gs-3850	92	2	and	and	CCONJ
gs-3850	92	3	others	other	NOUN
gs-3850	92	4	created	create	VERB
gs-3850	92	5	a	a	DET
gs-3850	92	6	large	large	ADJ
gs-3850	92	7	-	-	PUNCT
gs-3850	92	8	scale	scale	NOUN
gs-3850	92	9	ddi	ddi	NOUN
gs-3850	92	10	prediction	prediction	NOUN
gs-3850	92	11	model	model	NOUN
gs-3850	92	12	using	use	VERB
gs-3850	92	13	five	five	NUM
gs-3850	92	14	types	type	NOUN
gs-3850	92	15	of	of	ADP
gs-3850	92	16	drug	drug	NOUN
gs-3850	92	17	similarities	similarity	NOUN
gs-3850	92	18	:	:	PUNCT
gs-3850	92	19	2d	2d	NUM
gs-3850	92	20	structure	structure	NOUN
gs-3850	92	21	,	,	PUNCT
gs-3850	92	22	3d	3d	PROPN
gs-3850	92	23	pharmacophores	pharmacophore	NOUN
gs-3850	92	24	,	,	PUNCT
gs-3850	92	25	interaction	interaction	NOUN
gs-3850	92	26	profiles	profile	NOUN
gs-3850	92	27	,	,	PUNCT
gs-3850	92	28	targetrelated	targetrelate	VERB
gs-3850	92	29	features	feature	NOUN
gs-3850	92	30	,	,	PUNCT
gs-3850	92	31	and	and	CCONJ
gs-3850	92	32	side	side	ADJ
gs-3850	92	33	effect	effect	NOUN
gs-3850	92	34	similarities	similarity	NOUN
gs-3850	92	35	.	.	PUNCT
gs-3850	93	1	based	base	VERB
gs-3850	93	2	on	on	ADP
gs-3850	93	3	these	these	DET
gs-3850	93	4	data	datum	NOUN
gs-3850	93	5	,	,	PUNCT
gs-3850	93	6	they	they	PRON
gs-3850	93	7	developed	develop	VERB
gs-3850	93	8	a	a	DET
gs-3850	93	9	polynomial	polynomial	ADJ
gs-3850	93	10	kernel	kernel	NOUN
gs-3850	93	11	support	support	NOUN
gs-3850	93	12	vector	vector	NOUN
gs-3850	93	13	machine	machine	NOUN
gs-3850	93	14	(	(	PUNCT
gs-3850	93	15	pk	pk	NOUN
gs-3850	93	16	-	-	PUNCT
gs-3850	93	17	svm	svm	NOUN
gs-3850	93	18	)	)	PUNCT
gs-3850	93	19	.	.	PUNCT
gs-3850	94	1	integrating	integrate	VERB
gs-3850	94	2	artificial	artificial	ADJ
gs-3850	94	3	intelligence	intelligence	NOUN
gs-3850	94	4	(	(	PUNCT
gs-3850	94	5	ai	ai	NOUN
gs-3850	94	6	)	)	PUNCT
gs-3850	94	7	into	into	ADP
gs-3850	94	8	electronic	electronic	ADJ
gs-3850	94	9	health	health	NOUN
gs-3850	94	10	record	record	NOUN
gs-3850	94	11	(	(	PUNCT
gs-3850	94	12	ehr	ehr	NOUN
gs-3850	94	13	)	)	PUNCT
gs-3850	94	14	algorithms	algorithm	NOUN
gs-3850	94	15	can	can	AUX
gs-3850	94	16	significantly	significantly	ADV
gs-3850	94	17	enhance	enhance	VERB
gs-3850	94	18	clinical	clinical	ADJ
gs-3850	94	19	decision	decision	NOUN
gs-3850	94	20	-	-	PUNCT
gs-3850	94	21	making	make	VERB
gs-3850	94	22	processes	process	NOUN
gs-3850	94	23	.	.	PUNCT
gs-3850	95	1	ai	ai	VERB
gs-3850	95	2	can	can	AUX
gs-3850	95	3	help	help	AUX
gs-3850	95	4	identify	identify	VERB
gs-3850	95	5	improper	improper	ADJ
gs-3850	95	6	medication	medication	NOUN
gs-3850	95	7	usage	usage	NOUN
gs-3850	95	8	patterns	pattern	NOUN
gs-3850	95	9	and	and	CCONJ
gs-3850	95	10	patient	patient	ADJ
gs-3850	95	11	risks	risk	NOUN
gs-3850	95	12	by	by	ADP
gs-3850	95	13	learning	learn	VERB
gs-3850	95	14	from	from	ADP
gs-3850	95	15	large	large	ADJ
gs-3850	95	16	volumes	volume	NOUN
gs-3850	95	17	of	of	ADP
gs-3850	95	18	ehr	ehr	NOUN
gs-3850	95	19	data	datum	NOUN
gs-3850	95	20	.	.	PUNCT
gs-3850	96	1	additionally	additionally	ADV
gs-3850	96	2	,	,	PUNCT
gs-3850	96	3	ai	ai	AUX
gs-3850	96	4	supports	support	VERB
gs-3850	96	5	georgian	georgian	PROPN
gs-3850	96	6	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	96	7	მეცნიერები	მეცნიერები	NOUN
gs-3850	96	8	ტ.	ტ.	VERB
gs-3850	96	9	7	7	NUM
gs-3850	96	10	n	n	DET
gs-3850	96	11	2	2	NUM
gs-3850	96	12	,	,	PUNCT
gs-3850	96	13	2025	2025	NUM
gs-3850	96	14	451	451	NUM
gs-3850	96	15	the	the	DET
gs-3850	96	16	optimization	optimization	NOUN
gs-3850	96	17	of	of	ADP
gs-3850	96	18	drug	drug	NOUN
gs-3850	96	19	selection	selection	NOUN
gs-3850	96	20	by	by	ADP
gs-3850	96	21	predicting	predict	VERB
gs-3850	96	22	which	which	PRON
gs-3850	96	23	patients	patient	NOUN
gs-3850	96	24	are	be	AUX
gs-3850	96	25	at	at	ADP
gs-3850	96	26	a	a	DET
gs-3850	96	27	lower	low	ADJ
gs-3850	96	28	risk	risk	NOUN
gs-3850	96	29	of	of	ADP
gs-3850	96	30	experiencing	experience	VERB
gs-3850	96	31	side	side	NOUN
gs-3850	96	32	effects	effect	NOUN
gs-3850	96	33	.	.	PUNCT
gs-3850	97	1	the	the	DET
gs-3850	97	2	patient	patient	ADJ
gs-3850	97	3	safety	safety	NOUN
gs-3850	97	4	learning	learn	VERB
gs-3850	97	5	laboratory	laboratory	NOUN
gs-3850	97	6	(	(	PUNCT
gs-3850	97	7	psll	psll	PROPN
gs-3850	97	8	)	)	PUNCT
gs-3850	97	9	helps	help	VERB
gs-3850	97	10	ai	ai	AUX
gs-3850	97	11	embedded	embed	VERB
gs-3850	97	12	in	in	ADP
gs-3850	97	13	ehr	ehr	NOUN
gs-3850	97	14	systems	system	NOUN
gs-3850	97	15	identify	identify	VERB
gs-3850	97	16	and	and	CCONJ
gs-3850	97	17	mitigate	mitigate	VERB
gs-3850	97	18	potential	potential	ADJ
gs-3850	97	19	risks	risk	NOUN
gs-3850	97	20	.	.	PUNCT
gs-3850	98	1	natural	natural	ADJ
gs-3850	98	2	language	language	NOUN
gs-3850	98	3	processing	processing	NOUN
gs-3850	98	4	(	(	PUNCT
gs-3850	98	5	nlp	nlp	NOUN
gs-3850	98	6	)	)	PUNCT
gs-3850	98	7	and	and	CCONJ
gs-3850	98	8	machine	machine	NOUN
gs-3850	98	9	learning	learning	NOUN
gs-3850	98	10	(	(	PUNCT
gs-3850	98	11	ml	ml	NOUN
gs-3850	98	12	)	)	PUNCT
gs-3850	98	13	technologies	technology	NOUN
gs-3850	98	14	are	be	AUX
gs-3850	98	15	increasingly	increasingly	ADV
gs-3850	98	16	used	use	VERB
gs-3850	98	17	in	in	ADP
gs-3850	98	18	hospitals	hospital	NOUN
gs-3850	98	19	and	and	CCONJ
gs-3850	98	20	healthcare	healthcare	NOUN
gs-3850	98	21	systems	system	NOUN
gs-3850	98	22	to	to	PART
gs-3850	98	23	process	process	VERB
gs-3850	98	24	unstructured	unstructured	ADJ
gs-3850	98	25	text	text	NOUN
gs-3850	98	26	data	datum	NOUN
gs-3850	98	27	,	,	PUNCT
gs-3850	98	28	including	include	VERB
gs-3850	98	29	medication	medication	NOUN
gs-3850	98	30	safety	safety	NOUN
gs-3850	98	31	,	,	PUNCT
gs-3850	98	32	patient	patient	ADJ
gs-3850	98	33	history	history	NOUN
gs-3850	98	34	,	,	PUNCT
gs-3850	98	35	side	side	NOUN
gs-3850	98	36	effects	effect	NOUN
gs-3850	98	37	,	,	PUNCT
gs-3850	98	38	and	and	CCONJ
gs-3850	98	39	therapeutic	therapeutic	ADJ
gs-3850	98	40	outcomes	outcome	NOUN
gs-3850	98	41	.	.	PUNCT
gs-3850	99	1	these	these	DET
gs-3850	99	2	approaches	approach	NOUN
gs-3850	99	3	can	can	AUX
gs-3850	99	4	improve	improve	VERB
gs-3850	99	5	patient	patient	ADJ
gs-3850	99	6	care	care	NOUN
gs-3850	99	7	and	and	CCONJ
gs-3850	99	8	medication	medication	NOUN
gs-3850	99	9	effectiveness	effectiveness	NOUN
gs-3850	99	10	assessment	assessment	NOUN
gs-3850	99	11	in	in	ADP
gs-3850	99	12	real	real	ADJ
gs-3850	99	13	-	-	PUNCT
gs-3850	99	14	time	time	NOUN
gs-3850	99	15	.	.	PUNCT
gs-3850	100	1	this	this	DET
gs-3850	100	2	strategy	strategy	NOUN
gs-3850	100	3	can	can	AUX
gs-3850	100	4	also	also	ADV
gs-3850	100	5	be	be	AUX
gs-3850	100	6	applied	apply	VERB
gs-3850	100	7	to	to	PART
gs-3850	100	8	improve	improve	VERB
gs-3850	100	9	decisions	decision	NOUN
gs-3850	100	10	made	make	VERB
gs-3850	100	11	by	by	ADP
gs-3850	100	12	pharmacy	pharmacy	NOUN
gs-3850	100	13	and	and	CCONJ
gs-3850	100	14	therapeutics	therapeutic	NOUN
gs-3850	100	15	(	(	PUNCT
gs-3850	100	16	p&t	p&t	PROPN
gs-3850	100	17	)	)	PUNCT
gs-3850	100	18	committees	committee	NOUN
gs-3850	100	19	.	.	PUNCT
gs-3850	101	1	for	for	ADP
gs-3850	101	2	instance	instance	NOUN
gs-3850	101	3	,	,	PUNCT
gs-3850	101	4	balestra	balestra	PROPN
gs-3850	101	5	m	m	PROPN
gs-3850	101	6	and	and	CCONJ
gs-3850	101	7	colleagues	colleague	NOUN
gs-3850	101	8	developed	develop	VERB
gs-3850	101	9	a	a	DET
gs-3850	101	10	predictive	predictive	ADJ
gs-3850	101	11	model	model	NOUN
gs-3850	101	12	that	that	SCONJ
gs-3850	101	13	detects	detect	VERB
gs-3850	101	14	orders	order	NOUN
gs-3850	101	15	that	that	PRON
gs-3850	101	16	may	may	AUX
gs-3850	101	17	require	require	VERB
gs-3850	101	18	intervention	intervention	NOUN
gs-3850	101	19	by	by	ADP
gs-3850	101	20	analyzing	analyze	VERB
gs-3850	101	21	the	the	DET
gs-3850	101	22	actions	action	NOUN
gs-3850	101	23	within	within	ADP
gs-3850	101	24	the	the	DET
gs-3850	101	25	provider	provider	NOUN
gs-3850	101	26	's	's	PART
gs-3850	101	27	ehr	ehr	NOUN
gs-3850	101	28	.	.	PUNCT
gs-3850	102	1	potentially	potentially	ADV
gs-3850	102	2	inappropriate	inappropriate	ADJ
gs-3850	102	3	medications	medication	NOUN
gs-3850	102	4	(	(	PUNCT
gs-3850	102	5	pims	pims	PROPN
gs-3850	102	6	)	)	PUNCT
gs-3850	102	7	are	be	AUX
gs-3850	102	8	those	those	PRON
gs-3850	102	9	where	where	SCONJ
gs-3850	102	10	the	the	DET
gs-3850	102	11	risks	risk	NOUN
gs-3850	102	12	outweigh	outweigh	VERB
gs-3850	102	13	the	the	DET
gs-3850	102	14	benefits	benefit	NOUN
gs-3850	102	15	,	,	PUNCT
gs-3850	102	16	especially	especially	ADV
gs-3850	102	17	in	in	ADP
gs-3850	102	18	the	the	DET
gs-3850	102	19	elderly	elderly	ADJ
gs-3850	102	20	,	,	PUNCT
gs-3850	102	21	who	who	PRON
gs-3850	102	22	often	often	ADV
gs-3850	102	23	have	have	VERB
gs-3850	102	24	multiple	multiple	ADJ
gs-3850	102	25	comorbidities	comorbiditie	NOUN
gs-3850	102	26	and	and	CCONJ
gs-3850	102	27	take	take	VERB
gs-3850	102	28	several	several	ADJ
gs-3850	102	29	medications	medication	NOUN
gs-3850	102	30	(	(	PUNCT
gs-3850	102	31	polypharmacy	polypharmacy	NOUN
gs-3850	102	32	)	)	PUNCT
gs-3850	102	33	.	.	PUNCT
gs-3850	103	1	criteria	criterion	NOUN
gs-3850	103	2	such	such	ADJ
gs-3850	103	3	as	as	ADP
gs-3850	103	4	beers	beer	NOUN
gs-3850	103	5	and	and	CCONJ
gs-3850	103	6	stopp	stopp	NOUN
gs-3850	103	7	/	/	SYM
gs-3850	103	8	start	start	NOUN
gs-3850	103	9	are	be	AUX
gs-3850	103	10	used	use	VERB
gs-3850	103	11	to	to	PART
gs-3850	103	12	assess	assess	VERB
gs-3850	103	13	the	the	DET
gs-3850	103	14	risk	risk	NOUN
gs-3850	103	15	of	of	ADP
gs-3850	103	16	potentially	potentially	ADV
gs-3850	103	17	inappropriate	inappropriate	ADJ
gs-3850	103	18	prescribing	prescribing	NOUN
gs-3850	103	19	(	(	PUNCT
gs-3850	103	20	pip	pip	NOUN
gs-3850	103	21	)	)	PUNCT
gs-3850	103	22	.	.	PUNCT
gs-3850	104	1	although	although	SCONJ
gs-3850	104	2	these	these	DET
gs-3850	104	3	criteria	criterion	NOUN
gs-3850	104	4	are	be	AUX
gs-3850	104	5	effective	effective	ADJ
gs-3850	104	6	for	for	ADP
gs-3850	104	7	evaluating	evaluate	VERB
gs-3850	104	8	medications	medication	NOUN
gs-3850	104	9	after	after	SCONJ
gs-3850	104	10	they	they	PRON
gs-3850	104	11	have	have	AUX
gs-3850	104	12	been	be	AUX
gs-3850	104	13	prescribed	prescribe	VERB
gs-3850	104	14	,	,	PUNCT
gs-3850	104	15	early	early	ADJ
gs-3850	104	16	detection	detection	NOUN
gs-3850	104	17	helps	helps	AUX
gs-3850	104	18	prevent	prevent	VERB
gs-3850	104	19	adverse	adverse	ADJ
gs-3850	104	20	drug	drug	NOUN
gs-3850	104	21	reactions	reaction	NOUN
gs-3850	104	22	(	(	PUNCT
gs-3850	104	23	adrs	adrs	PROPN
gs-3850	104	24	)	)	PUNCT
gs-3850	104	25	.	.	PUNCT
gs-3850	105	1	to	to	ADP
gs-3850	105	2	this	this	DET
gs-3850	105	3	end	end	NOUN
gs-3850	105	4	,	,	PUNCT
gs-3850	105	5	ai	ai	VERB
gs-3850	105	6	/	/	SYM
gs-3850	105	7	ml	ml	NOUN
gs-3850	105	8	algorithms	algorithm	NOUN
gs-3850	105	9	are	be	AUX
gs-3850	105	10	increasingly	increasingly	ADV
gs-3850	105	11	used	use	VERB
gs-3850	105	12	in	in	ADP
gs-3850	105	13	predictive	predictive	ADJ
gs-3850	105	14	models	model	NOUN
gs-3850	105	15	for	for	ADP
gs-3850	105	16	pims	pims	PROPN
gs-3850	105	17	.	.	PUNCT
gs-3850	106	1	for	for	ADP
gs-3850	106	2	example	example	NOUN
gs-3850	106	3	:	:	PUNCT
gs-3850	106	4			DET
gs-3850	106	5	chun	chun	PROPN
gs-3850	106	6	-	-	PUNCT
gs-3850	106	7	tien	tien	PROPN
gs-3850	106	8	tai	tai	PROPN
gs-3850	106	9	and	and	CCONJ
gs-3850	106	10	colleagues	colleague	NOUN
gs-3850	106	11	predicted	predict	VERB
gs-3850	106	12	the	the	DET
gs-3850	106	13	risks	risk	NOUN
gs-3850	106	14	of	of	ADP
gs-3850	106	15	digoxin	digoxin	NOUN
gs-3850	106	16	using	use	VERB
gs-3850	106	17	ml	ml	X
gs-3850	106	18	and	and	CCONJ
gs-3850	106	19	successfully	successfully	ADV
gs-3850	106	20	identified	identify	VERB
gs-3850	106	21	high	high	ADJ
gs-3850	106	22	-	-	PUNCT
gs-3850	106	23	risk	risk	NOUN
gs-3850	106	24	patients	patient	NOUN
gs-3850	106	25	.	.	PUNCT
gs-3850	107	1			PROPN
gs-3850	107	2	wongyikul	wongyikul	VERB
gs-3850	107	3	et	et	PROPN
gs-3850	107	4	al	al	PROPN
gs-3850	107	5	.	.	PROPN
gs-3850	107	6	created	create	VERB
gs-3850	107	7	a	a	DET
gs-3850	107	8	model	model	NOUN
gs-3850	107	9	for	for	ADP
gs-3850	107	10	screening	screen	VERB
gs-3850	107	11	had	have	VERB
gs-3850	107	12	medications	medication	NOUN
gs-3850	107	13	using	use	VERB
gs-3850	107	14	gradient	gradient	ADJ
gs-3850	107	15	boosting	boost	VERB
gs-3850	107	16	classifiers	classifier	NOUN
gs-3850	107	17	,	,	PUNCT
gs-3850	107	18	which	which	PRON
gs-3850	107	19	accurately	accurately	ADV
gs-3850	107	20	identified	identify	VERB
gs-3850	107	21	inappropriate	inappropriate	ADJ
gs-3850	107	22	prescriptions	prescription	NOUN
gs-3850	107	23	with	with	ADP
gs-3850	107	24	98	98	NUM
gs-3850	107	25	-	-	SYM
gs-3850	107	26	99	99	NUM
gs-3850	107	27	%	%	NOUN
gs-3850	107	28	success	success	NOUN
gs-3850	107	29	.	.	PUNCT
gs-3850	108	1			X
gs-3850	108	2	patel	patel	PROPN
gs-3850	108	3	et	et	PROPN
gs-3850	108	4	al	al	PROPN
gs-3850	108	5	.	.	PROPN
gs-3850	108	6	identified	identify	VERB
gs-3850	108	7	the	the	DET
gs-3850	108	8	risks	risk	NOUN
gs-3850	108	9	of	of	ADP
gs-3850	108	10	potentially	potentially	ADV
gs-3850	108	11	inappropriate	inappropriate	ADJ
gs-3850	108	12	use	use	NOUN
gs-3850	108	13	of	of	ADP
gs-3850	108	14	nsaids	nsaid	NOUN
gs-3850	108	15	in	in	ADP
gs-3850	108	16	elderly	elderly	ADJ
gs-3850	108	17	patients	patient	NOUN
gs-3850	108	18	with	with	ADP
gs-3850	108	19	osteoarthritis	osteoarthritis	NOUN
gs-3850	108	20	.	.	PUNCT
gs-3850	109	1			PROPN
gs-3850	109	2	xingwei	xingwei	PROPN
gs-3850	109	3	and	and	CCONJ
gs-3850	109	4	colleagues	colleague	NOUN
gs-3850	109	5	developed	develop	VERB
gs-3850	109	6	over	over	ADP
gs-3850	109	7	270	270	NUM
gs-3850	109	8	ml	ml	NOUN
gs-3850	109	9	models	model	NOUN
gs-3850	109	10	to	to	PART
gs-3850	109	11	predict	predict	VERB
gs-3850	109	12	pip	pip	PROPN
gs-3850	109	13	,	,	PUNCT
gs-3850	109	14	pim	pim	PROPN
gs-3850	109	15	,	,	PUNCT
gs-3850	109	16	and	and	CCONJ
gs-3850	109	17	ppo	ppo	PROPN
gs-3850	109	18	,	,	PUNCT
gs-3850	109	19	which	which	PRON
gs-3850	109	20	have	have	VERB
gs-3850	109	21	high	high	ADJ
gs-3850	109	22	potential	potential	NOUN
gs-3850	109	23	for	for	ADP
gs-3850	109	24	clinical	clinical	ADJ
gs-3850	109	25	use	use	NOUN
gs-3850	109	26	[	[	X
gs-3850	109	27	4,9	4,9	NUM
gs-3850	109	28	]	]	X
gs-3850	109	29	approximately	approximately	ADV
gs-3850	109	30	half	half	NOUN
gs-3850	109	31	of	of	ADP
gs-3850	109	32	patients	patient	NOUN
gs-3850	109	33	with	with	ADP
gs-3850	109	34	chronic	chronic	ADJ
gs-3850	109	35	diseases	disease	NOUN
gs-3850	109	36	do	do	AUX
gs-3850	109	37	not	not	PART
gs-3850	109	38	adhere	adhere	VERB
gs-3850	109	39	to	to	ADP
gs-3850	109	40	their	their	PRON
gs-3850	109	41	prescribed	prescribed	ADJ
gs-3850	109	42	medications	medication	NOUN
gs-3850	109	43	,	,	PUNCT
gs-3850	109	44	leading	lead	VERB
gs-3850	109	45	to	to	ADP
gs-3850	109	46	increased	increase	VERB
gs-3850	109	47	morbidity	morbidity	NOUN
gs-3850	109	48	and	and	CCONJ
gs-3850	109	49	mortality	mortality	NOUN
gs-3850	109	50	.	.	PUNCT
gs-3850	110	1	pharmaceutical	pharmaceutical	ADJ
gs-3850	110	2	interventions	intervention	NOUN
gs-3850	110	3	,	,	PUNCT
gs-3850	110	4	despite	despite	SCONJ
gs-3850	110	5	their	their	PRON
gs-3850	110	6	effectiveness	effectiveness	NOUN
gs-3850	110	7	,	,	PUNCT
gs-3850	110	8	are	be	AUX
gs-3850	110	9	often	often	ADV
gs-3850	110	10	complex	complex	ADJ
gs-3850	110	11	and	and	CCONJ
gs-3850	110	12	multi	multi	ADJ
gs-3850	110	13	-	-	NOUN
gs-3850	110	14	component	component	NOUN
gs-3850	110	15	.	.	PUNCT
gs-3850	111	1	therefore	therefore	ADV
gs-3850	111	2	,	,	PUNCT
gs-3850	111	3	ai	ai	VERB
gs-3850	111	4	technologies	technology	NOUN
gs-3850	111	5	could	could	AUX
gs-3850	111	6	become	become	VERB
gs-3850	111	7	a	a	DET
gs-3850	111	8	promising	promising	ADJ
gs-3850	111	9	tool	tool	NOUN
gs-3850	111	10	for	for	ADP
gs-3850	111	11	addressing	address	VERB
gs-3850	111	12	this	this	DET
gs-3850	111	13	issue	issue	NOUN
gs-3850	111	14	.	.	PUNCT
gs-3850	112	1	ai	ai	VERB
gs-3850	112	2	technologies	technology	NOUN
gs-3850	112	3	used	use	VERB
gs-3850	112	4	to	to	PART
gs-3850	112	5	improve	improve	VERB
gs-3850	112	6	medication	medication	NOUN
gs-3850	112	7	adherence	adherence	NOUN
gs-3850	112	8	are	be	AUX
gs-3850	112	9	categorized	categorize	VERB
gs-3850	112	10	into	into	ADP
gs-3850	112	11	eight	eight	NUM
gs-3850	112	12	main	main	ADJ
gs-3850	112	13	types	type	NOUN
gs-3850	112	14	:	:	PUNCT
gs-3850	113	1	1	1	X
gs-3850	113	2	.	.	X
gs-3850	113	3	electronic	electronic	ADJ
gs-3850	113	4	pillboxes	pillbox	NOUN
gs-3850	113	5	/	/	SYM
gs-3850	113	6	bags	bag	NOUN
gs-3850	113	7	2	2	NUM
gs-3850	113	8	.	.	PUNCT
gs-3850	113	9	electronic	electronic	ADJ
gs-3850	113	10	bottles	bottle	NOUN
gs-3850	113	11	3	3	NUM
gs-3850	113	12	.	.	PUNCT
gs-3850	113	13	swallowable	swallowable	ADJ
gs-3850	113	14	sensors	sensor	NOUN
gs-3850	113	15	4	4	NUM
gs-3850	113	16	.	.	PUNCT
gs-3850	113	17	blister	blister	NOUN
gs-3850	113	18	pack	pack	NOUN
gs-3850	113	19	technology	technology	PROPN
gs-3850	113	20	5	5	NUM
gs-3850	113	21	.	.	PUNCT
gs-3850	113	22	electronic	electronic	ADJ
gs-3850	113	23	medication	medication	NOUN
gs-3850	113	24	management	management	NOUN
gs-3850	113	25	systems	system	NOUN
gs-3850	113	26	6	6	NUM
gs-3850	113	27	.	.	PUNCT
gs-3850	113	28	self	self	NOUN
gs-3850	113	29	-	-	PUNCT
gs-3850	113	30	reporting	report	VERB
gs-3850	113	31	systems	system	NOUN
gs-3850	113	32	7	7	NUM
gs-3850	113	33	.	.	PUNCT
gs-3850	113	34	video	video	NOUN
gs-3850	113	35	-	-	PUNCT
gs-3850	113	36	based	base	VERB
gs-3850	113	37	methods	method	NOUN
gs-3850	113	38	8	8	NUM
gs-3850	113	39	.	.	PUNCT
gs-3850	113	40	motion	motion	NOUN
gs-3850	113	41	sensor	sensor	NOUN
gs-3850	113	42	technology	technology	NOUN
gs-3850	113	43	georgian	georgian	PROPN
gs-3850	113	44	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	113	45	მეცნიერები	მეცნიერები	NOUN
gs-3850	113	46	ტ.	ტ.	VERB
gs-3850	113	47	7	7	NUM
gs-3850	113	48	n	n	DET
gs-3850	113	49	2	2	NUM
gs-3850	113	50	,	,	PUNCT
gs-3850	113	51	2025	2025	NUM
gs-3850	113	52	452	452	NUM
gs-3850	113	53	these	these	DET
gs-3850	113	54	technologies	technology	NOUN
gs-3850	113	55	ensure	ensure	VERB
gs-3850	113	56	medication	medication	NOUN
gs-3850	113	57	adherence	adherence	NOUN
gs-3850	113	58	monitoring	monitoring	NOUN
gs-3850	113	59	,	,	PUNCT
gs-3850	113	60	timely	timely	ADJ
gs-3850	113	61	responses	response	NOUN
gs-3850	113	62	,	,	PUNCT
gs-3850	113	63	and	and	CCONJ
gs-3850	113	64	contribute	contribute	VERB
gs-3850	113	65	to	to	ADP
gs-3850	113	66	improving	improve	VERB
gs-3850	113	67	patients	patient	NOUN
gs-3850	113	68	’	'	PUNCT
gs-3850	113	69	health	health	NOUN
gs-3850	113	70	conditions	condition	NOUN
gs-3850	113	71	.	.	PUNCT
gs-3850	114	1	medication	medication	NOUN
gs-3850	114	2	event	event	NOUN
gs-3850	114	3	monitoring	monitor	VERB
gs-3850	114	4	systems	system	NOUN
gs-3850	114	5	(	(	PUNCT
gs-3850	114	6	mems	mem	NOUN
gs-3850	114	7	)	)	PUNCT
gs-3850	114	8	are	be	AUX
gs-3850	114	9	technologies	technology	NOUN
gs-3850	114	10	that	that	PRON
gs-3850	114	11	enable	enable	VERB
gs-3850	114	12	the	the	DET
gs-3850	114	13	recording	recording	NOUN
gs-3850	114	14	of	of	ADP
gs-3850	114	15	medication	medication	NOUN
gs-3850	114	16	intake	intake	NOUN
gs-3850	114	17	events	event	NOUN
gs-3850	114	18	.	.	PUNCT
gs-3850	115	1	for	for	ADP
gs-3850	115	2	example	example	NOUN
gs-3850	115	3	,	,	PUNCT
gs-3850	115	4	a	a	DET
gs-3850	115	5	sensor	sensor	NOUN
gs-3850	115	6	embedded	embed	VERB
gs-3850	115	7	in	in	ADP
gs-3850	115	8	a	a	DET
gs-3850	115	9	pill	pill	NOUN
gs-3850	115	10	bottle	bottle	NOUN
gs-3850	115	11	detects	detect	NOUN
gs-3850	115	12	each	each	DET
gs-3850	115	13	opening	opening	NOUN
gs-3850	115	14	,	,	PUNCT
gs-3850	115	15	indicating	indicate	VERB
gs-3850	115	16	that	that	SCONJ
gs-3850	115	17	the	the	DET
gs-3850	115	18	patient	patient	NOUN
gs-3850	115	19	may	may	AUX
gs-3850	115	20	have	have	AUX
gs-3850	115	21	taken	take	VERB
gs-3850	115	22	the	the	DET
gs-3850	115	23	medication	medication	NOUN
gs-3850	115	24	.	.	PUNCT
gs-3850	116	1	some	some	DET
gs-3850	116	2	modern	modern	ADJ
gs-3850	116	3	bottles	bottle	NOUN
gs-3850	116	4	wirelessly	wirelessly	ADV
gs-3850	116	5	transmit	transmit	VERB
gs-3850	116	6	data	datum	NOUN
gs-3850	116	7	,	,	PUNCT
gs-3850	116	8	allowing	allow	VERB
gs-3850	116	9	real	real	ADJ
gs-3850	116	10	-	-	PUNCT
gs-3850	116	11	time	time	NOUN
gs-3850	116	12	monitoring	monitoring	NOUN
gs-3850	116	13	of	of	ADP
gs-3850	116	14	medication	medication	NOUN
gs-3850	116	15	intake	intake	NOUN
gs-3850	116	16	.	.	PUNCT
gs-3850	117	1	near	near	ADP
gs-3850	117	2	field	field	NOUN
gs-3850	117	3	communication	communication	NOUN
gs-3850	117	4	(	(	PUNCT
gs-3850	117	5	nfc	nfc	NOUN
gs-3850	117	6	)	)	PUNCT
gs-3850	117	7	technology	technology	NOUN
gs-3850	117	8	is	be	AUX
gs-3850	117	9	often	often	ADV
gs-3850	117	10	used	use	VERB
gs-3850	117	11	in	in	ADP
gs-3850	117	12	modern	modern	ADJ
gs-3850	117	13	smartphones	smartphone	NOUN
gs-3850	117	14	and	and	CCONJ
gs-3850	117	15	medical	medical	ADJ
gs-3850	117	16	devices	device	NOUN
gs-3850	117	17	,	,	PUNCT
gs-3850	117	18	enabling	enable	VERB
gs-3850	117	19	data	datum	NOUN
gs-3850	117	20	transmission	transmission	NOUN
gs-3850	117	21	over	over	ADP
gs-3850	117	22	short	short	ADJ
gs-3850	117	23	distances	distance	NOUN
gs-3850	117	24	(	(	PUNCT
gs-3850	117	25	a	a	DET
gs-3850	117	26	few	few	ADJ
gs-3850	117	27	centimeters	centimeter	NOUN
gs-3850	117	28	)	)	PUNCT
gs-3850	117	29	.	.	PUNCT
gs-3850	118	1	nfc	nfc	NOUN
gs-3850	118	2	tags	tag	NOUN
gs-3850	118	3	can	can	AUX
gs-3850	118	4	be	be	AUX
gs-3850	118	5	placed	place	VERB
gs-3850	118	6	on	on	ADP
gs-3850	118	7	medications	medication	NOUN
gs-3850	118	8	,	,	PUNCT
gs-3850	118	9	and	and	CCONJ
gs-3850	118	10	the	the	DET
gs-3850	118	11	patient	patient	NOUN
gs-3850	118	12	simply	simply	ADV
gs-3850	118	13	taps	tap	VERB
gs-3850	118	14	the	the	DET
gs-3850	118	15	tag	tag	NOUN
gs-3850	118	16	with	with	ADP
gs-3850	118	17	a	a	DET
gs-3850	118	18	smartphone	smartphone	NOUN
gs-3850	118	19	to	to	PART
gs-3850	118	20	record	record	VERB
gs-3850	118	21	the	the	DET
gs-3850	118	22	medication	medication	NOUN
gs-3850	118	23	intake	intake	NOUN
gs-3850	118	24	.	.	PUNCT
gs-3850	119	1	these	these	DET
gs-3850	119	2	technologies	technology	NOUN
gs-3850	119	3	are	be	AUX
gs-3850	119	4	used	use	VERB
gs-3850	119	5	for	for	ADP
gs-3850	119	6	monitoring	monitor	VERB
gs-3850	119	7	purposes	purpose	NOUN
gs-3850	119	8	.	.	PUNCT
gs-3850	120	1	technologies	technology	NOUN
gs-3850	120	2	based	base	VERB
gs-3850	120	3	on	on	ADP
gs-3850	120	4	motion	motion	NOUN
gs-3850	120	5	sensors	sensor	NOUN
gs-3850	120	6	,	,	PUNCT
gs-3850	120	7	particularly	particularly	ADV
gs-3850	120	8	triaxial	triaxial	ADJ
gs-3850	120	9	accelerometers	accelerometer	NOUN
gs-3850	120	10	,	,	PUNCT
gs-3850	120	11	are	be	AUX
gs-3850	120	12	of	of	ADP
gs-3850	120	13	interest	interest	NOUN
gs-3850	120	14	as	as	SCONJ
gs-3850	120	15	they	they	PRON
gs-3850	120	16	are	be	AUX
gs-3850	120	17	integrated	integrate	VERB
gs-3850	120	18	into	into	ADP
gs-3850	120	19	wireless	wireless	ADJ
gs-3850	120	20	wearable	wearable	ADJ
gs-3850	120	21	devices	device	NOUN
gs-3850	120	22	(	(	PUNCT
gs-3850	120	23	e.g.	e.g.	ADV
gs-3850	120	24	,	,	PUNCT
gs-3850	120	25	wristbands	wristband	NOUN
gs-3850	120	26	)	)	PUNCT
gs-3850	120	27	.	.	PUNCT
gs-3850	121	1	these	these	DET
gs-3850	121	2	sensors	sensor	NOUN
gs-3850	121	3	track	track	VERB
gs-3850	121	4	the	the	DET
gs-3850	121	5	patient	patient	NOUN
gs-3850	121	6	's	's	PART
gs-3850	121	7	movement	movement	NOUN
gs-3850	121	8	during	during	ADP
gs-3850	121	9	medication	medication	NOUN
gs-3850	121	10	intake	intake	NOUN
gs-3850	121	11	.	.	PUNCT
gs-3850	122	1	additionally	additionally	ADV
gs-3850	122	2	,	,	PUNCT
gs-3850	122	3	there	there	PRON
gs-3850	122	4	are	be	VERB
gs-3850	122	5	medications	medication	NOUN
gs-3850	122	6	that	that	PRON
gs-3850	122	7	are	be	AUX
gs-3850	122	8	combined	combine	VERB
gs-3850	122	9	with	with	ADP
gs-3850	122	10	a	a	DET
gs-3850	122	11	fluorophore	fluorophore	NOUN
gs-3850	122	12	—	—	PUNCT
gs-3850	122	13	a	a	DET
gs-3850	122	14	substance	substance	NOUN
gs-3850	122	15	that	that	PRON
gs-3850	122	16	appears	appear	VERB
gs-3850	122	17	in	in	ADP
gs-3850	122	18	the	the	DET
gs-3850	122	19	patient	patient	NOUN
gs-3850	122	20	's	's	PART
gs-3850	122	21	bloodstream	bloodstream	NOUN
gs-3850	122	22	and	and	CCONJ
gs-3850	122	23	can	can	AUX
gs-3850	122	24	be	be	AUX
gs-3850	122	25	detected	detect	VERB
gs-3850	122	26	with	with	ADP
gs-3850	122	27	a	a	DET
gs-3850	122	28	handheld	handheld	ADJ
gs-3850	122	29	device	device	NOUN
gs-3850	122	30	.	.	PUNCT
gs-3850	123	1	the	the	DET
gs-3850	123	2	system	system	NOUN
gs-3850	123	3	of	of	ADP
gs-3850	123	4	ingestible	ingestible	ADJ
gs-3850	123	5	sensors	sensor	NOUN
gs-3850	123	6	includes	include	VERB
gs-3850	123	7	the	the	DET
gs-3850	123	8	following	following	NOUN
gs-3850	123	9	:	:	PUNCT
gs-3850	123	10	when	when	SCONJ
gs-3850	123	11	a	a	DET
gs-3850	123	12	patient	patient	NOUN
gs-3850	123	13	takes	take	VERB
gs-3850	123	14	a	a	DET
gs-3850	123	15	capsule	capsule	NOUN
gs-3850	123	16	,	,	PUNCT
gs-3850	123	17	stomach	stomach	NOUN
gs-3850	123	18	fluids	fluid	NOUN
gs-3850	123	19	dissolve	dissolve	VERB
gs-3850	123	20	it	it	PRON
gs-3850	123	21	,	,	PUNCT
gs-3850	123	22	and	and	CCONJ
gs-3850	123	23	a	a	DET
gs-3850	123	24	sensor	sensor	NOUN
gs-3850	123	25	sends	send	VERB
gs-3850	123	26	a	a	DET
gs-3850	123	27	signal	signal	NOUN
gs-3850	123	28	to	to	ADP
gs-3850	123	29	an	an	DET
gs-3850	123	30	external	external	ADJ
gs-3850	123	31	device	device	NOUN
gs-3850	123	32	,	,	PUNCT
gs-3850	123	33	which	which	PRON
gs-3850	123	34	then	then	ADV
gs-3850	123	35	transmits	transmit	VERB
gs-3850	123	36	the	the	DET
gs-3850	123	37	data	datum	NOUN
gs-3850	123	38	to	to	ADP
gs-3850	123	39	an	an	DET
gs-3850	123	40	application	application	NOUN
gs-3850	123	41	,	,	PUNCT
gs-3850	123	42	recording	record	VERB
gs-3850	123	43	information	information	NOUN
gs-3850	123	44	about	about	ADP
gs-3850	123	45	the	the	DET
gs-3850	123	46	medication	medication	NOUN
gs-3850	123	47	intake	intake	NOUN
gs-3850	123	48	,	,	PUNCT
gs-3850	123	49	heart	heart	NOUN
gs-3850	123	50	rate	rate	NOUN
gs-3850	123	51	,	,	PUNCT
gs-3850	123	52	and	and	CCONJ
gs-3850	123	53	other	other	ADJ
gs-3850	123	54	parameters	parameter	NOUN
gs-3850	123	55	.	.	PUNCT
gs-3850	124	1	electronic	electronic	ADJ
gs-3850	124	2	medication	medication	NOUN
gs-3850	124	3	management	management	NOUN
gs-3850	124	4	systems	system	NOUN
gs-3850	124	5	(	(	PUNCT
gs-3850	124	6	emms	emms	PROPN
gs-3850	124	7	)	)	PUNCT
gs-3850	124	8	utilize	utilize	VERB
gs-3850	124	9	radio	radio	NOUN
gs-3850	124	10	frequency	frequency	NOUN
gs-3850	124	11	identification	identification	NOUN
gs-3850	124	12	(	(	PUNCT
gs-3850	124	13	rfid	rfid	NOUN
gs-3850	124	14	)	)	PUNCT
gs-3850	124	15	to	to	PART
gs-3850	124	16	track	track	VERB
gs-3850	124	17	medication	medication	NOUN
gs-3850	124	18	adherence	adherence	NOUN
gs-3850	124	19	.	.	PUNCT
gs-3850	125	1	the	the	DET
gs-3850	125	2	system	system	NOUN
gs-3850	125	3	records	record	VERB
gs-3850	125	4	the	the	DET
gs-3850	125	5	intake	intake	NOUN
gs-3850	125	6	and	and	CCONJ
gs-3850	125	7	transmits	transmit	VERB
gs-3850	125	8	the	the	DET
gs-3850	125	9	data	datum	NOUN
gs-3850	125	10	for	for	ADP
gs-3850	125	11	monitoring	monitoring	NOUN
gs-3850	125	12	.	.	PUNCT
gs-3850	126	1	video	video	NOUN
gs-3850	126	2	monitoring	monitoring	NOUN
gs-3850	126	3	technologies	technology	NOUN
gs-3850	126	4	use	use	VERB
gs-3850	126	5	cameras	camera	NOUN
gs-3850	126	6	to	to	PART
gs-3850	126	7	capture	capture	VERB
gs-3850	126	8	the	the	DET
gs-3850	126	9	process	process	NOUN
gs-3850	126	10	of	of	ADP
gs-3850	126	11	medication	medication	NOUN
gs-3850	126	12	intake	intake	NOUN
gs-3850	126	13	by	by	ADP
gs-3850	126	14	the	the	DET
gs-3850	126	15	patient	patient	NOUN
gs-3850	126	16	.	.	PUNCT
gs-3850	127	1	these	these	DET
gs-3850	127	2	videos	video	NOUN
gs-3850	127	3	are	be	AUX
gs-3850	127	4	analyzed	analyze	VERB
gs-3850	127	5	either	either	CCONJ
gs-3850	127	6	by	by	ADP
gs-3850	127	7	clinical	clinical	ADJ
gs-3850	127	8	staff	staff	NOUN
gs-3850	127	9	or	or	CCONJ
gs-3850	127	10	ai	ai	VERB
gs-3850	127	11	.	.	PUNCT
gs-3850	128	1	there	there	PRON
gs-3850	128	2	are	be	VERB
gs-3850	128	3	also	also	ADV
gs-3850	128	4	self	self	NOUN
gs-3850	128	5	-	-	PUNCT
gs-3850	128	6	reporting	report	VERB
gs-3850	128	7	systems	system	NOUN
gs-3850	128	8	georgian	georgian	PROPN
gs-3850	128	9	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	128	10	მეცნიერები	მეცნიერები	NOUN
gs-3850	128	11	ტ.	ტ.	VERB
gs-3850	128	12	7	7	NUM
gs-3850	128	13	n	n	DET
gs-3850	128	14	2	2	NUM
gs-3850	128	15	,	,	PUNCT
gs-3850	128	16	2025	2025	NUM
gs-3850	128	17	453	453	NUM
gs-3850	128	18	for	for	ADP
gs-3850	128	19	patients	patient	NOUN
gs-3850	128	20	,	,	PUNCT
gs-3850	128	21	such	such	ADJ
gs-3850	128	22	as	as	ADP
gs-3850	128	23	smart	smart	ADJ
gs-3850	128	24	buttons	button	NOUN
gs-3850	128	25	,	,	PUNCT
gs-3850	128	26	e	e	NOUN
gs-3850	128	27	-	-	NOUN
gs-3850	128	28	diaries	diary	NOUN
gs-3850	128	29	,	,	PUNCT
gs-3850	128	30	web	web	NOUN
gs-3850	128	31	platforms	platform	NOUN
gs-3850	128	32	,	,	PUNCT
gs-3850	128	33	and	and	CCONJ
gs-3850	128	34	mobile	mobile	ADJ
gs-3850	128	35	applications	application	NOUN
gs-3850	128	36	.	.	PUNCT
gs-3850	129	1	these	these	DET
gs-3850	129	2	systems	system	NOUN
gs-3850	129	3	provide	provide	VERB
gs-3850	129	4	real	real	ADJ
gs-3850	129	5	-	-	PUNCT
gs-3850	129	6	time	time	NOUN
gs-3850	129	7	information	information	NOUN
gs-3850	129	8	about	about	ADP
gs-3850	129	9	the	the	DET
gs-3850	129	10	patient	patient	NOUN
gs-3850	129	11	’s	’s	PART
gs-3850	129	12	medication	medication	NOUN
gs-3850	129	13	adherence	adherence	NOUN
gs-3850	129	14	.	.	PUNCT
gs-3850	130	1	the	the	DET
gs-3850	130	2	us	us	PROPN
gs-3850	130	3	fda	fda	PROPN
gs-3850	130	4	receives	receive	VERB
gs-3850	130	5	over	over	ADP
gs-3850	130	6	100,000	100,000	NUM
gs-3850	130	7	reports	report	NOUN
gs-3850	130	8	annually	annually	ADV
gs-3850	130	9	regarding	regard	VERB
gs-3850	130	10	medication	medication	NOUN
gs-3850	130	11	errors	error	NOUN
gs-3850	130	12	.	.	PUNCT
gs-3850	131	1	the	the	DET
gs-3850	131	2	prevalence	prevalence	NOUN
gs-3850	131	3	of	of	ADP
gs-3850	131	4	medication	medication	NOUN
gs-3850	131	5	errors	error	NOUN
gs-3850	131	6	in	in	ADP
gs-3850	131	7	european	european	ADJ
gs-3850	131	8	hospitals	hospital	NOUN
gs-3850	131	9	varies	vary	VERB
gs-3850	131	10	between	between	ADP
gs-3850	131	11	0.3	0.3	NUM
gs-3850	131	12	%	%	NOUN
gs-3850	131	13	and	and	CCONJ
gs-3850	131	14	9.1	9.1	NUM
gs-3850	131	15	%	%	NOUN
gs-3850	131	16	.	.	PUNCT
gs-3850	132	1	prospective	prospective	ADJ
gs-3850	132	2	strategies	strategy	NOUN
gs-3850	132	3	for	for	ADP
gs-3850	132	4	reducing	reduce	VERB
gs-3850	132	5	medication	medication	NOUN
gs-3850	132	6	errors	error	NOUN
gs-3850	132	7	include	include	VERB
gs-3850	132	8	:	:	PUNCT
gs-3850	132	9	for	for	ADP
gs-3850	132	10	example	example	NOUN
gs-3850	132	11	,	,	PUNCT
gs-3850	132	12	an	an	DET
gs-3850	132	13	israeli	israeli	ADJ
gs-3850	132	14	company	company	NOUN
gs-3850	132	15	has	have	AUX
gs-3850	132	16	developed	develop	VERB
gs-3850	132	17	an	an	DET
gs-3850	132	18	ml	ml	NOUN
gs-3850	132	19	-	-	PUNCT
gs-3850	132	20	based	base	VERB
gs-3850	132	21	algorithm	algorithm	NOUN
gs-3850	132	22	that	that	PRON
gs-3850	132	23	warns	warn	VERB
gs-3850	132	24	about	about	ADP
gs-3850	132	25	excessive	excessive	ADJ
gs-3850	132	26	or	or	CCONJ
gs-3850	132	27	inappropriate	inappropriate	ADJ
gs-3850	132	28	prescriptions	prescription	NOUN
gs-3850	132	29	.	.	PUNCT
gs-3850	133	1	medication	medication	NOUN
gs-3850	133	2	therapy	therapy	NOUN
gs-3850	133	3	management	management	NOUN
gs-3850	133	4	(	(	PUNCT
gs-3850	133	5	mtm	mtm	PROPN
gs-3850	133	6	)	)	PUNCT
gs-3850	133	7	.	.	PUNCT
gs-3850	134	1	the	the	DET
gs-3850	134	2	cmm	cmm	PROPN
gs-3850	134	3	-	-	ADJ
gs-3850	134	4	wrap	wrap	NOUN
gs-3850	134	5	program	program	NOUN
gs-3850	134	6	utilizes	utilize	VERB
gs-3850	134	7	an	an	DET
gs-3850	134	8	artificial	artificial	ADJ
gs-3850	134	9	intelligence	intelligence	NOUN
gs-3850	134	10	platform	platform	NOUN
gs-3850	134	11	to	to	PART
gs-3850	134	12	identify	identify	VERB
gs-3850	134	13	high	high	ADJ
gs-3850	134	14	-	-	PUNCT
gs-3850	134	15	risk	risk	NOUN
gs-3850	134	16	patients	patient	NOUN
gs-3850	134	17	and	and	CCONJ
gs-3850	134	18	provide	provide	VERB
gs-3850	134	19	telemedicine	telemedicine	NOUN
gs-3850	134	20	services	service	NOUN
gs-3850	134	21	for	for	ADP
gs-3850	134	22	them	they	PRON
gs-3850	134	23	.	.	PUNCT
gs-3850	135	1	the	the	DET
gs-3850	135	2	involvement	involvement	NOUN
gs-3850	135	3	of	of	ADP
gs-3850	135	4	pharmacists	pharmacist	NOUN
gs-3850	135	5	and	and	CCONJ
gs-3850	135	6	medical	medical	ADJ
gs-3850	135	7	assistants	assistant	NOUN
gs-3850	135	8	,	,	PUNCT
gs-3850	135	9	supported	support	VERB
gs-3850	135	10	by	by	ADP
gs-3850	135	11	ai	ai	PROPN
gs-3850	135	12	,	,	PUNCT
gs-3850	135	13	helps	help	VERB
gs-3850	135	14	reduce	reduce	VERB
gs-3850	135	15	healthcare	healthcare	NOUN
gs-3850	135	16	costs	cost	NOUN
gs-3850	135	17	,	,	PUNCT
gs-3850	135	18	emergency	emergency	NOUN
gs-3850	135	19	visits	visit	NOUN
gs-3850	135	20	,	,	PUNCT
gs-3850	135	21	and	and	CCONJ
gs-3850	135	22	hospitalizations	hospitalization	NOUN
gs-3850	135	23	.	.	PUNCT
gs-3850	136	1	during	during	ADP
gs-3850	136	2	the	the	DET
gs-3850	136	3	covid-19	covid-19	PROPN
gs-3850	136	4	pandemic	pandemic	NOUN
gs-3850	136	5	,	,	PUNCT
gs-3850	136	6	a	a	DET
gs-3850	136	7	hospital	hospital	NOUN
gs-3850	136	8	in	in	ADP
gs-3850	136	9	shanghai	shanghai	PROPN
gs-3850	136	10	implemented	implement	VERB
gs-3850	136	11	an	an	DET
gs-3850	136	12	online	online	ADJ
gs-3850	136	13	pharmacy	pharmacy	NOUN
gs-3850	136	14	where	where	SCONJ
gs-3850	136	15	prescriptions	prescription	NOUN
gs-3850	136	16	were	be	AUX
gs-3850	136	17	first	first	ADV
gs-3850	136	18	verified	verify	VERB
gs-3850	136	19	by	by	ADP
gs-3850	136	20	ai	ai	PROPN
gs-3850	136	21	,	,	PUNCT
gs-3850	136	22	followed	follow	VERB
gs-3850	136	23	by	by	ADP
gs-3850	136	24	doublechecking	doublechecke	VERB
gs-3850	136	25	by	by	ADP
gs-3850	136	26	pharmacists	pharmacist	NOUN
gs-3850	136	27	.	.	PUNCT
gs-3850	137	1	patients	patient	NOUN
gs-3850	137	2	could	could	AUX
gs-3850	137	3	access	access	VERB
gs-3850	137	4	their	their	PRON
gs-3850	137	5	medications	medication	NOUN
gs-3850	137	6	at	at	ADP
gs-3850	137	7	the	the	DET
gs-3850	137	8	hospital	hospital	NOUN
gs-3850	137	9	or	or	CCONJ
gs-3850	137	10	through	through	ADP
gs-3850	137	11	third	third	ADJ
gs-3850	137	12	-	-	PUNCT
gs-3850	137	13	party	party	NOUN
gs-3850	137	14	pharmacies	pharmacy	NOUN
gs-3850	137	15	using	use	VERB
gs-3850	137	16	a	a	DET
gs-3850	137	17	qr	qr	NOUN
gs-3850	137	18	code	code	NOUN
gs-3850	137	19	[	[	X
gs-3850	137	20	4,10,11	4,10,11	NUM
gs-3850	137	21	]	]	PUNCT
gs-3850	137	22	.	.	PUNCT
gs-3850	138	1	telehealth	telehealth	NOUN
gs-3850	138	2	,	,	PUNCT
gs-3850	138	3	also	also	ADV
gs-3850	138	4	known	know	VERB
gs-3850	138	5	as	as	ADP
gs-3850	138	6	telemedicine	telemedicine	NOUN
gs-3850	138	7	,	,	PUNCT
gs-3850	138	8	involves	involve	VERB
gs-3850	138	9	the	the	DET
gs-3850	138	10	exchange	exchange	NOUN
gs-3850	138	11	of	of	ADP
gs-3850	138	12	medical	medical	ADJ
gs-3850	138	13	information	information	NOUN
gs-3850	138	14	between	between	ADP
gs-3850	138	15	different	different	ADJ
gs-3850	138	16	locations	location	NOUN
gs-3850	138	17	through	through	ADP
gs-3850	138	18	electronic	electronic	ADJ
gs-3850	138	19	communication	communication	NOUN
gs-3850	138	20	,	,	PUNCT
gs-3850	138	21	aiming	aim	VERB
gs-3850	138	22	to	to	PART
gs-3850	138	23	improve	improve	VERB
gs-3850	138	24	health	health	NOUN
gs-3850	138	25	outcomes	outcome	NOUN
gs-3850	138	26	.	.	PUNCT
gs-3850	139	1	modern	modern	ADJ
gs-3850	139	2	chatbots	chatbot	NOUN
gs-3850	139	3	,	,	PUNCT
gs-3850	139	4	using	use	VERB
gs-3850	139	5	natural	natural	ADJ
gs-3850	139	6	language	language	NOUN
gs-3850	139	7	processing	processing	NOUN
gs-3850	139	8	(	(	PUNCT
gs-3850	139	9	nlp	nlp	NOUN
gs-3850	139	10	)	)	PUNCT
gs-3850	139	11	,	,	PUNCT
gs-3850	139	12	can	can	AUX
gs-3850	139	13	expedite	expedite	VERB
gs-3850	139	14	the	the	DET
gs-3850	139	15	process	process	NOUN
gs-3850	139	16	of	of	ADP
gs-3850	139	17	patient	patient	ADJ
gs-3850	139	18	symptom	symptom	NOUN
gs-3850	139	19	selfdescription	selfdescription	NOUN
gs-3850	139	20	or	or	CCONJ
gs-3850	139	21	answering	answer	VERB
gs-3850	139	22	questions	question	NOUN
gs-3850	139	23	,	,	PUNCT
gs-3850	139	24	speeding	speed	VERB
gs-3850	139	25	up	up	ADP
gs-3850	139	26	medical	medical	ADJ
gs-3850	139	27	history	history	NOUN
gs-3850	139	28	collection	collection	NOUN
gs-3850	139	29	,	,	PUNCT
gs-3850	139	30	generating	generating	NOUN
gs-3850	139	31	questionnaires	questionnaire	NOUN
gs-3850	139	32	,	,	PUNCT
gs-3850	139	33	and	and	CCONJ
gs-3850	139	34	conducting	conduct	VERB
gs-3850	139	35	preliminary	preliminary	ADJ
gs-3850	139	36	diagnostic	diagnostic	ADJ
gs-3850	139	37	assessments	assessment	NOUN
gs-3850	139	38	,	,	PUNCT
gs-3850	139	39	including	include	VERB
gs-3850	139	40	identifying	identify	VERB
gs-3850	139	41	adverse	adverse	ADJ
gs-3850	139	42	drug	drug	NOUN
gs-3850	139	43	reactions	reaction	NOUN
gs-3850	139	44	(	(	PUNCT
gs-3850	139	45	adrs	adrs	PROPN
gs-3850	139	46	)	)	PUNCT
gs-3850	139	47	.	.	PUNCT
gs-3850	140	1	these	these	DET
gs-3850	140	2	data	datum	NOUN
gs-3850	140	3	can	can	AUX
gs-3850	140	4	be	be	AUX
gs-3850	140	5	stored	store	VERB
gs-3850	140	6	,	,	PUNCT
gs-3850	140	7	encrypted	encrypt	VERB
gs-3850	140	8	,	,	PUNCT
gs-3850	140	9	and	and	CCONJ
gs-3850	140	10	used	use	VERB
gs-3850	140	11	during	during	ADP
gs-3850	140	12	the	the	DET
gs-3850	140	13	patient	patient	NOUN
gs-3850	140	14	’s	’s	PART
gs-3850	140	15	next	next	ADJ
gs-3850	140	16	visit	visit	NOUN
gs-3850	140	17	.	.	PUNCT
gs-3850	141	1	ai	ai	AUX
gs-3850	141	2	-	-	PUNCT
gs-3850	141	3	driven	drive	VERB
gs-3850	141	4	conversational	conversational	ADJ
gs-3850	141	5	platforms	platform	NOUN
gs-3850	141	6	compliant	compliant	ADJ
gs-3850	141	7	with	with	ADP
gs-3850	141	8	the	the	DET
gs-3850	141	9	health	health	NOUN
gs-3850	141	10	insurance	insurance	NOUN
gs-3850	141	11	portability	portability	NOUN
gs-3850	141	12	and	and	CCONJ
gs-3850	141	13	accountability	accountability	NOUN
gs-3850	141	14	act	act	NOUN
gs-3850	141	15	(	(	PUNCT
gs-3850	141	16	hipaa	hipaa	PROPN
gs-3850	141	17	)	)	PUNCT
gs-3850	141	18	have	have	AUX
gs-3850	141	19	developed	develop	VERB
gs-3850	141	20	modules	module	NOUN
gs-3850	141	21	that	that	PRON
gs-3850	141	22	automatically	automatically	ADV
gs-3850	141	23	identify	identify	VERB
gs-3850	141	24	adverse	adverse	ADJ
gs-3850	141	25	events	event	NOUN
gs-3850	141	26	(	(	PUNCT
gs-3850	141	27	aes	aes	NOUN
gs-3850	141	28	)	)	PUNCT
gs-3850	141	29	using	use	VERB
gs-3850	141	30	deep	deep	ADJ
gs-3850	141	31	learning	learning	NOUN
gs-3850	141	32	and	and	CCONJ
gs-3850	141	33	nlp	nlp	NOUN
gs-3850	141	34	technologies	technology	NOUN
gs-3850	141	35	.	.	PUNCT
gs-3850	142	1	these	these	DET
gs-3850	142	2	modules	module	NOUN
gs-3850	142	3	detect	detect	VERB
gs-3850	142	4	and	and	CCONJ
gs-3850	142	5	analyze	analyze	VERB
gs-3850	142	6	questions	question	NOUN
gs-3850	142	7	and	and	CCONJ
gs-3850	142	8	formulations	formulation	NOUN
gs-3850	142	9	provided	provide	VERB
gs-3850	142	10	by	by	ADP
gs-3850	142	11	virtual	virtual	ADJ
gs-3850	142	12	assistants	assistant	NOUN
gs-3850	142	13	,	,	PUNCT
gs-3850	142	14	automatically	automatically	ADV
gs-3850	142	15	processing	process	VERB
gs-3850	142	16	and	and	CCONJ
gs-3850	142	17	transmitting	transmit	VERB
gs-3850	142	18	relevant	relevant	ADJ
gs-3850	142	19	information	information	NOUN
gs-3850	142	20	to	to	ADP
gs-3850	142	21	pharmaceutical	pharmaceutical	ADJ
gs-3850	142	22	companies	company	NOUN
gs-3850	142	23	and	and	CCONJ
gs-3850	142	24	assisting	assist	VERB
gs-3850	142	25	in	in	ADP
gs-3850	142	26	reporting	report	VERB
gs-3850	142	27	to	to	ADP
gs-3850	142	28	the	the	DET
gs-3850	142	29	fda	fda	PROPN
gs-3850	142	30	.	.	PUNCT
gs-3850	143	1	ai	ai	PROPN
gs-3850	143	2	has	have	VERB
gs-3850	143	3	the	the	DET
gs-3850	143	4	potential	potential	NOUN
gs-3850	143	5	to	to	PART
gs-3850	143	6	significantly	significantly	ADV
gs-3850	143	7	improve	improve	VERB
gs-3850	143	8	pharmacological	pharmacological	ADJ
gs-3850	143	9	safety	safety	NOUN
gs-3850	143	10	within	within	ADP
gs-3850	143	11	telehealth	telehealth	ADJ
gs-3850	143	12	environments	environment	NOUN
gs-3850	143	13	.	.	PUNCT
gs-3850	144	1	one	one	NUM
gs-3850	144	2	study	study	NOUN
gs-3850	144	3	showed	show	VERB
gs-3850	144	4	that	that	SCONJ
gs-3850	144	5	automated	automate	VERB
gs-3850	144	6	phone	phone	NOUN
gs-3850	144	7	calls	call	NOUN
gs-3850	144	8	to	to	ADP
gs-3850	144	9	patients	patient	NOUN
gs-3850	144	10	after	after	ADP
gs-3850	144	11	prescribing	prescribe	VERB
gs-3850	144	12	a	a	DET
gs-3850	144	13	new	new	ADJ
gs-3850	144	14	medication	medication	NOUN
gs-3850	144	15	effectively	effectively	ADV
gs-3850	144	16	identified	identify	VERB
gs-3850	144	17	adr	adr	PROPN
gs-3850	144	18	cases	case	NOUN
gs-3850	144	19	.	.	PUNCT
gs-3850	145	1	patients	patient	NOUN
gs-3850	145	2	whose	whose	DET
gs-3850	145	3	responses	response	NOUN
gs-3850	145	4	indicated	indicate	VERB
gs-3850	145	5	potential	potential	ADJ
gs-3850	145	6	issues	issue	NOUN
gs-3850	145	7	were	be	AUX
gs-3850	145	8	referred	refer	VERB
gs-3850	145	9	to	to	ADP
gs-3850	145	10	a	a	DET
gs-3850	145	11	pharmacist	pharmacist	NOUN
gs-3850	145	12	for	for	ADP
gs-3850	145	13	further	further	ADJ
gs-3850	145	14	evaluation	evaluation	NOUN
gs-3850	145	15	.	.	PUNCT
gs-3850	146	1	ai	ai	VERB
gs-3850	146	2	can	can	AUX
gs-3850	146	3	also	also	ADV
gs-3850	146	4	be	be	AUX
gs-3850	146	5	used	use	VERB
gs-3850	146	6	to	to	PART
gs-3850	146	7	determine	determine	VERB
gs-3850	146	8	which	which	PRON
gs-3850	146	9	patients	patient	NOUN
gs-3850	146	10	need	need	VERB
gs-3850	146	11	georgian	georgian	ADJ
gs-3850	146	12	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	146	13	მეცნიერები	მეცნიერები	NOUN
gs-3850	146	14	ტ.	ტ.	VERB
gs-3850	146	15	7	7	NUM
gs-3850	146	16	n	n	PRON
gs-3850	146	17	2	2	NUM
gs-3850	146	18	,	,	PUNCT
gs-3850	146	19	2025	2025	NUM
gs-3850	146	20	454	454	NUM
gs-3850	146	21	screening	screening	NOUN
gs-3850	146	22	and	and	CCONJ
gs-3850	146	23	when	when	SCONJ
gs-3850	146	24	.	.	PUNCT
gs-3850	147	1	combined	combine	VERB
gs-3850	147	2	with	with	ADP
gs-3850	147	3	patient	patient	ADJ
gs-3850	147	4	portals	portal	NOUN
gs-3850	147	5	,	,	PUNCT
gs-3850	147	6	text	text	NOUN
gs-3850	147	7	messaging	messaging	NOUN
gs-3850	147	8	,	,	PUNCT
gs-3850	147	9	and	and	CCONJ
gs-3850	147	10	other	other	ADJ
gs-3850	147	11	technologies	technology	NOUN
gs-3850	147	12	,	,	PUNCT
gs-3850	147	13	ai	ai	VERB
gs-3850	147	14	plays	play	VERB
gs-3850	147	15	a	a	DET
gs-3850	147	16	crucial	crucial	ADJ
gs-3850	147	17	role	role	NOUN
gs-3850	147	18	in	in	ADP
gs-3850	147	19	enhancing	enhance	VERB
gs-3850	147	20	the	the	DET
gs-3850	147	21	effectiveness	effectiveness	NOUN
gs-3850	147	22	and	and	CCONJ
gs-3850	147	23	safety	safety	NOUN
gs-3850	147	24	of	of	ADP
gs-3850	147	25	medication	medication	NOUN
gs-3850	147	26	therapy	therapy	NOUN
gs-3850	147	27	.	.	PUNCT
gs-3850	148	1	patients	patient	NOUN
gs-3850	148	2	are	be	AUX
gs-3850	148	3	also	also	ADV
gs-3850	148	4	increasingly	increasingly	ADV
gs-3850	148	5	using	use	VERB
gs-3850	148	6	health	health	NOUN
gs-3850	148	7	information	information	NOUN
gs-3850	148	8	technologies	technology	NOUN
gs-3850	148	9	such	such	ADJ
gs-3850	148	10	as	as	ADP
gs-3850	148	11	telemonitoring	telemonitore	VERB
gs-3850	148	12	,	,	PUNCT
gs-3850	148	13	mobile	mobile	ADJ
gs-3850	148	14	applications	application	NOUN
gs-3850	148	15	,	,	PUNCT
gs-3850	148	16	and	and	CCONJ
gs-3850	148	17	wireless	wireless	ADJ
gs-3850	148	18	monitoring	monitoring	NOUN
gs-3850	148	19	devices	device	NOUN
gs-3850	148	20	.	.	PUNCT
gs-3850	149	1	these	these	PRON
gs-3850	149	2	include	include	VERB
gs-3850	149	3	disease	disease	NOUN
gs-3850	149	4	tracking	tracking	NOUN
gs-3850	149	5	,	,	PUNCT
gs-3850	149	6	symptom	symptom	NOUN
gs-3850	149	7	or	or	CCONJ
gs-3850	149	8	medication	medication	NOUN
gs-3850	149	9	logs	log	NOUN
gs-3850	149	10	,	,	PUNCT
gs-3850	149	11	nutrition	nutrition	NOUN
gs-3850	149	12	diaries	diary	NOUN
gs-3850	149	13	,	,	PUNCT
gs-3850	149	14	reminders	reminder	NOUN
gs-3850	149	15	,	,	PUNCT
gs-3850	149	16	and	and	CCONJ
gs-3850	149	17	communication	communication	NOUN
gs-3850	149	18	platforms	platform	NOUN
gs-3850	149	19	.	.	PUNCT
gs-3850	150	1	wearable	wearable	ADJ
gs-3850	150	2	devices	device	NOUN
gs-3850	150	3	and	and	CCONJ
gs-3850	150	4	mobile	mobile	ADJ
gs-3850	150	5	health	health	NOUN
gs-3850	150	6	apps	app	NOUN
gs-3850	150	7	provide	provide	VERB
gs-3850	150	8	personalized	personalized	ADJ
gs-3850	150	9	analytics	analytic	NOUN
gs-3850	150	10	and	and	CCONJ
gs-3850	150	11	monitor	monitor	VERB
gs-3850	150	12	physiological	physiological	ADJ
gs-3850	150	13	parameters	parameter	NOUN
gs-3850	150	14	,	,	PUNCT
gs-3850	150	15	helping	help	VERB
gs-3850	150	16	patients	patient	NOUN
gs-3850	150	17	adhere	adhere	VERB
gs-3850	150	18	to	to	ADP
gs-3850	150	19	treatment	treatment	NOUN
gs-3850	150	20	schedules	schedule	NOUN
gs-3850	150	21	.	.	PUNCT
gs-3850	151	1	examples	example	NOUN
gs-3850	151	2	include	include	VERB
gs-3850	151	3	devices	device	NOUN
gs-3850	151	4	such	such	ADJ
gs-3850	151	5	as	as	ADP
gs-3850	151	6	fitbit	fitbit	NOUN
gs-3850	151	7	,	,	PUNCT
gs-3850	151	8	apple	apple	NOUN
gs-3850	151	9	watch	watch	NOUN
gs-3850	151	10	,	,	PUNCT
gs-3850	151	11	portable	portable	ADJ
gs-3850	151	12	insulin	insulin	NOUN
gs-3850	151	13	pumps	pump	NOUN
gs-3850	151	14	,	,	PUNCT
gs-3850	151	15	and	and	CCONJ
gs-3850	151	16	pacemakers	pacemaker	NOUN
gs-3850	151	17	.	.	PUNCT
gs-3850	152	1	providers	provider	NOUN
gs-3850	152	2	can	can	AUX
gs-3850	152	3	now	now	ADV
gs-3850	152	4	assess	assess	VERB
gs-3850	152	5	dynamic	dynamic	ADJ
gs-3850	152	6	data	datum	NOUN
gs-3850	152	7	from	from	ADP
gs-3850	152	8	these	these	DET
gs-3850	152	9	devices	device	NOUN
gs-3850	152	10	in	in	ADP
gs-3850	152	11	real	real	ADJ
gs-3850	152	12	time	time	NOUN
gs-3850	152	13	and	and	CCONJ
gs-3850	152	14	deliver	deliver	VERB
gs-3850	152	15	personalized	personalized	ADJ
gs-3850	152	16	care	care	NOUN
gs-3850	152	17	[	[	X
gs-3850	152	18	4	4	NUM
gs-3850	152	19	,	,	PUNCT
gs-3850	152	20	12	12	NUM
gs-3850	152	21	]	]	PUNCT
gs-3850	152	22	.	.	PUNCT
gs-3850	153	1	pharmaco	pharmaco	NOUN
gs-3850	153	2	-	-	PUNCT
gs-3850	153	3	intelligence	intelligence	NOUN
gs-3850	153	4	refers	refer	VERB
gs-3850	153	5	to	to	ADP
gs-3850	153	6	the	the	DET
gs-3850	153	7	integration	integration	NOUN
gs-3850	153	8	of	of	ADP
gs-3850	153	9	artificial	artificial	ADJ
gs-3850	153	10	intelligence	intelligence	NOUN
gs-3850	153	11	and	and	CCONJ
gs-3850	153	12	machine	machine	NOUN
gs-3850	153	13	learning	learning	NOUN
gs-3850	153	14	(	(	PUNCT
gs-3850	153	15	ai	ai	VERB
gs-3850	153	16	/	/	SYM
gs-3850	153	17	ml	ml	NOUN
gs-3850	153	18	)	)	PUNCT
gs-3850	153	19	in	in	ADP
gs-3850	153	20	pharmacy	pharmacy	NOUN
gs-3850	153	21	practice	practice	NOUN
gs-3850	153	22	to	to	PART
gs-3850	153	23	improve	improve	VERB
gs-3850	153	24	patient	patient	ADJ
gs-3850	153	25	care	care	NOUN
gs-3850	153	26	and	and	CCONJ
gs-3850	153	27	safety	safety	NOUN
gs-3850	153	28	.	.	PUNCT
gs-3850	154	1	as	as	ADP
gs-3850	154	2	such	such	ADJ
gs-3850	154	3	,	,	PUNCT
gs-3850	154	4	ai	ai	NOUN
gs-3850	154	5	/	/	SYM
gs-3850	154	6	ml	ml	NOUN
gs-3850	154	7	components	component	NOUN
gs-3850	154	8	should	should	AUX
gs-3850	154	9	become	become	VERB
gs-3850	154	10	an	an	DET
gs-3850	154	11	integral	integral	ADJ
gs-3850	154	12	part	part	NOUN
gs-3850	154	13	of	of	ADP
gs-3850	154	14	pharmacy	pharmacy	NOUN
gs-3850	154	15	education	education	NOUN
gs-3850	154	16	,	,	PUNCT
gs-3850	154	17	and	and	CCONJ
gs-3850	154	18	professionals	professional	NOUN
gs-3850	154	19	should	should	AUX
gs-3850	154	20	be	be	AUX
gs-3850	154	21	continuously	continuously	ADV
gs-3850	154	22	educated	educate	VERB
gs-3850	154	23	on	on	ADP
gs-3850	154	24	innovative	innovative	ADJ
gs-3850	154	25	topics	topic	NOUN
gs-3850	154	26	.	.	PUNCT
gs-3850	155	1	given	give	VERB
gs-3850	155	2	the	the	DET
gs-3850	155	3	rapid	rapid	ADJ
gs-3850	155	4	development	development	NOUN
gs-3850	155	5	of	of	ADP
gs-3850	155	6	technology	technology	NOUN
gs-3850	155	7	,	,	PUNCT
gs-3850	155	8	the	the	DET
gs-3850	155	9	pharmacy	pharmacy	NOUN
gs-3850	155	10	training	training	NOUN
gs-3850	155	11	system	system	NOUN
gs-3850	155	12	must	must	AUX
gs-3850	155	13	adapt	adapt	VERB
gs-3850	155	14	to	to	PART
gs-3850	155	15	ensure	ensure	VERB
gs-3850	155	16	the	the	DET
gs-3850	155	17	profession	profession	NOUN
gs-3850	155	18	is	be	AUX
gs-3850	155	19	prepared	prepare	VERB
gs-3850	155	20	for	for	ADP
gs-3850	155	21	these	these	DET
gs-3850	155	22	changes	change	NOUN
gs-3850	155	23	[	[	PUNCT
gs-3850	155	24	13	13	NUM
gs-3850	155	25	]	]	PUNCT
gs-3850	155	26	.	.	PUNCT
gs-3850	156	1	artificial	artificial	ADJ
gs-3850	156	2	intelligence	intelligence	NOUN
gs-3850	156	3	(	(	PUNCT
gs-3850	156	4	ai	ai	NOUN
gs-3850	156	5	)	)	PUNCT
gs-3850	156	6	has	have	AUX
gs-3850	156	7	emerged	emerge	VERB
gs-3850	156	8	as	as	ADP
gs-3850	156	9	a	a	DET
gs-3850	156	10	transformative	transformative	ADJ
gs-3850	156	11	force	force	NOUN
gs-3850	156	12	in	in	ADP
gs-3850	156	13	healthcare	healthcare	PROPN
gs-3850	156	14	,	,	PUNCT
gs-3850	156	15	particularly	particularly	ADV
gs-3850	156	16	in	in	ADP
gs-3850	156	17	advancing	advance	VERB
gs-3850	156	18	patient	patient	ADJ
gs-3850	156	19	safety	safety	NOUN
gs-3850	156	20	outcomes	outcome	NOUN
gs-3850	156	21	.	.	PUNCT
gs-3850	157	1	by	by	ADP
gs-3850	157	2	streamlining	streamline	VERB
gs-3850	157	3	clinical	clinical	ADJ
gs-3850	157	4	workflows	workflow	NOUN
gs-3850	157	5	,	,	PUNCT
gs-3850	157	6	supporting	support	VERB
gs-3850	157	7	decision	decision	NOUN
gs-3850	157	8	-	-	PUNCT
gs-3850	157	9	making	making	NOUN
gs-3850	157	10	,	,	PUNCT
gs-3850	157	11	and	and	CCONJ
gs-3850	157	12	reducing	reduce	VERB
gs-3850	157	13	preventable	preventable	ADJ
gs-3850	157	14	medical	medical	ADJ
gs-3850	157	15	errors	error	NOUN
gs-3850	157	16	,	,	PUNCT
gs-3850	157	17	ai	ai	VERB
gs-3850	157	18	technologies	technology	NOUN
gs-3850	157	19	have	have	VERB
gs-3850	157	20	the	the	DET
gs-3850	157	21	potential	potential	NOUN
gs-3850	157	22	to	to	PART
gs-3850	157	23	address	address	VERB
gs-3850	157	24	some	some	PRON
gs-3850	157	25	of	of	ADP
gs-3850	157	26	the	the	DET
gs-3850	157	27	most	most	ADV
gs-3850	157	28	persistent	persistent	ADJ
gs-3850	157	29	challenges	challenge	NOUN
gs-3850	157	30	in	in	ADP
gs-3850	157	31	patient	patient	ADJ
gs-3850	157	32	care	care	NOUN
gs-3850	157	33	.	.	PUNCT
gs-3850	158	1	systematic	systematic	ADJ
gs-3850	158	2	evidence	evidence	NOUN
gs-3850	158	3	highlights	highlight	VERB
gs-3850	158	4	the	the	DET
gs-3850	158	5	diverse	diverse	ADJ
gs-3850	158	6	applications	application	NOUN
gs-3850	158	7	of	of	ADP
gs-3850	158	8	ai	ai	NOUN
gs-3850	158	9	in	in	ADP
gs-3850	158	10	mitigating	mitigate	VERB
gs-3850	158	11	patient	patient	NOUN
gs-3850	158	12	safety	safety	NOUN
gs-3850	158	13	risks	risk	NOUN
gs-3850	158	14	.	.	PUNCT
gs-3850	159	1	according	accord	VERB
gs-3850	159	2	to	to	ADP
gs-3850	159	3	choudhury	choudhury	PROPN
gs-3850	159	4	and	and	CCONJ
gs-3850	159	5	asan	asan	ADJ
gs-3850	159	6	(	(	PUNCT
gs-3850	159	7	2020	2020	NUM
gs-3850	159	8	)	)	PUNCT
gs-3850	159	9	,	,	PUNCT
gs-3850	159	10	ai	ai	NOUN
gs-3850	159	11	-	-	PUNCT
gs-3850	159	12	based	base	VERB
gs-3850	159	13	systems	system	NOUN
gs-3850	159	14	have	have	AUX
gs-3850	159	15	demonstrated	demonstrate	VERB
gs-3850	159	16	notable	notable	ADJ
gs-3850	159	17	effectiveness	effectiveness	NOUN
gs-3850	159	18	in	in	ADP
gs-3850	159	19	early	early	ADJ
gs-3850	159	20	detection	detection	NOUN
gs-3850	159	21	of	of	ADP
gs-3850	159	22	clinical	clinical	ADJ
gs-3850	159	23	deterioration	deterioration	NOUN
gs-3850	159	24	,	,	PUNCT
gs-3850	159	25	alerting	alert	VERB
gs-3850	159	26	healthcare	healthcare	NOUN
gs-3850	159	27	providers	provider	NOUN
gs-3850	159	28	to	to	ADP
gs-3850	159	29	abnormal	abnormal	ADJ
gs-3850	159	30	patterns	pattern	NOUN
gs-3850	159	31	in	in	ADP
gs-3850	159	32	patient	patient	ADJ
gs-3850	159	33	data	datum	NOUN
gs-3850	159	34	and	and	CCONJ
gs-3850	159	35	thereby	thereby	ADV
gs-3850	159	36	facilitating	facilitate	VERB
gs-3850	159	37	timely	timely	ADJ
gs-3850	159	38	intervention	intervention	NOUN
gs-3850	159	39	.	.	PUNCT
gs-3850	160	1	machine	machine	NOUN
gs-3850	160	2	learning	learn	VERB
gs-3850	160	3	algorithms	algorithm	NOUN
gs-3850	160	4	also	also	ADV
gs-3850	160	5	contribute	contribute	VERB
gs-3850	160	6	to	to	ADP
gs-3850	160	7	minimizing	minimize	VERB
gs-3850	160	8	diagnostic	diagnostic	ADJ
gs-3850	160	9	errors	error	NOUN
gs-3850	160	10	by	by	ADP
gs-3850	160	11	enhancing	enhance	VERB
gs-3850	160	12	the	the	DET
gs-3850	160	13	accuracy	accuracy	NOUN
gs-3850	160	14	of	of	ADP
gs-3850	160	15	image	image	NOUN
gs-3850	160	16	interpretation	interpretation	NOUN
gs-3850	160	17	and	and	CCONJ
gs-3850	160	18	supporting	support	VERB
gs-3850	160	19	differential	differential	ADJ
gs-3850	160	20	diagnosis	diagnosis	NOUN
gs-3850	160	21	[	[	X
gs-3850	160	22	14	14	NUM
gs-3850	160	23	]	]	PUNCT
gs-3850	160	24	.	.	PUNCT
gs-3850	161	1	in	in	ADP
gs-3850	161	2	addition	addition	NOUN
gs-3850	161	3	to	to	ADP
gs-3850	161	4	clinical	clinical	ADJ
gs-3850	161	5	applications	application	NOUN
gs-3850	161	6	,	,	PUNCT
gs-3850	161	7	ai	ai	AUX
gs-3850	161	8	can	can	AUX
gs-3850	161	9	indirectly	indirectly	ADV
gs-3850	161	10	enhance	enhance	VERB
gs-3850	161	11	patient	patient	ADJ
gs-3850	161	12	safety	safety	NOUN
gs-3850	161	13	by	by	ADP
gs-3850	161	14	improving	improve	VERB
gs-3850	161	15	operational	operational	ADJ
gs-3850	161	16	efficiency	efficiency	NOUN
gs-3850	161	17	.	.	PUNCT
gs-3850	162	1	aldhaen	aldhaen	PROPN
gs-3850	162	2	(	(	PUNCT
gs-3850	162	3	2025	2025	NUM
gs-3850	162	4	)	)	PUNCT
gs-3850	162	5	emphasizes	emphasize	VERB
gs-3850	162	6	the	the	DET
gs-3850	162	7	mediating	mediate	VERB
gs-3850	162	8	role	role	NOUN
gs-3850	162	9	of	of	ADP
gs-3850	162	10	organizational	organizational	ADJ
gs-3850	162	11	workflows	workflow	NOUN
gs-3850	162	12	in	in	ADP
gs-3850	162	13	translating	translate	VERB
gs-3850	162	14	ai	ai	VERB
gs-3850	162	15	interventions	intervention	NOUN
gs-3850	162	16	into	into	ADP
gs-3850	162	17	tangible	tangible	ADJ
gs-3850	162	18	safety	safety	NOUN
gs-3850	162	19	outcomes	outcome	NOUN
gs-3850	162	20	.	.	PUNCT
gs-3850	163	1	in	in	ADP
gs-3850	163	2	particular	particular	ADJ
gs-3850	163	3	,	,	PUNCT
gs-3850	163	4	institutions	institution	NOUN
gs-3850	163	5	with	with	ADP
gs-3850	163	6	higher	high	ADJ
gs-3850	163	7	levels	level	NOUN
gs-3850	163	8	of	of	ADP
gs-3850	163	9	digital	digital	ADJ
gs-3850	163	10	competence	competence	NOUN
gs-3850	163	11	can	can	AUX
gs-3850	163	12	better	well	ADV
gs-3850	163	13	integrate	integrate	VERB
gs-3850	163	14	ai	ai	VERB
gs-3850	163	15	into	into	ADP
gs-3850	163	16	their	their	PRON
gs-3850	163	17	practices	practice	NOUN
gs-3850	163	18	,	,	PUNCT
gs-3850	163	19	leading	lead	VERB
gs-3850	163	20	to	to	ADP
gs-3850	163	21	optimized	optimize	VERB
gs-3850	163	22	resource	resource	NOUN
gs-3850	163	23	utilization	utilization	NOUN
gs-3850	163	24	and	and	CCONJ
gs-3850	163	25	fewer	few	ADJ
gs-3850	163	26	adverse	adverse	ADJ
gs-3850	163	27	events	event	NOUN
gs-3850	163	28	[	[	X
gs-3850	163	29	15	15	NUM
gs-3850	163	30	]	]	PUNCT
gs-3850	163	31	.	.	PUNCT
gs-3850	164	1	economic	economic	ADJ
gs-3850	164	2	analyses	analysis	NOUN
gs-3850	164	3	further	far	ADV
gs-3850	164	4	underscore	underscore	VERB
gs-3850	164	5	the	the	DET
gs-3850	164	6	value	value	NOUN
gs-3850	164	7	of	of	ADP
gs-3850	164	8	ai	ai	NOUN
gs-3850	164	9	in	in	ADP
gs-3850	164	10	hospital	hospital	NOUN
gs-3850	164	11	settings	setting	NOUN
gs-3850	164	12	.	.	PUNCT
gs-3850	165	1	epelde	epelde	ADJ
gs-3850	165	2	(	(	PUNCT
gs-3850	165	3	2024	2024	NUM
gs-3850	165	4	)	)	PUNCT
gs-3850	165	5	outlines	outline	VERB
gs-3850	165	6	the	the	DET
gs-3850	165	7	cost	cost	NOUN
gs-3850	165	8	-	-	PUNCT
gs-3850	165	9	effectiveness	effectiveness	NOUN
gs-3850	165	10	of	of	ADP
gs-3850	165	11	ai	ai	ADJ
gs-3850	165	12	-	-	PUNCT
gs-3850	165	13	driven	drive	VERB
gs-3850	165	14	technologies	technology	NOUN
gs-3850	165	15	,	,	PUNCT
gs-3850	165	16	citing	cite	VERB
gs-3850	165	17	their	their	PRON
gs-3850	165	18	ability	ability	NOUN
gs-3850	165	19	to	to	PART
gs-3850	165	20	reduce	reduce	VERB
gs-3850	165	21	hospital	hospital	NOUN
gs-3850	165	22	readmissions	readmission	NOUN
gs-3850	165	23	,	,	PUNCT
gs-3850	165	24	medication	medication	NOUN
gs-3850	165	25	errors	error	NOUN
gs-3850	165	26	,	,	PUNCT
gs-3850	165	27	and	and	CCONJ
gs-3850	165	28	lengths	length	NOUN
gs-3850	165	29	of	of	ADP
gs-3850	165	30	stay	stay	NOUN
gs-3850	165	31	.	.	PUNCT
gs-3850	166	1	these	these	DET
gs-3850	166	2	improvements	improvement	NOUN
gs-3850	166	3	not	not	PART
gs-3850	166	4	only	only	ADV
gs-3850	166	5	enhance	enhance	VERB
gs-3850	166	6	clinical	clinical	ADJ
gs-3850	166	7	outcomes	outcome	NOUN
gs-3850	166	8	but	but	CCONJ
gs-3850	166	9	also	also	ADV
gs-3850	166	10	reduce	reduce	VERB
gs-3850	166	11	the	the	DET
gs-3850	166	12	financial	financial	ADJ
gs-3850	166	13	burden	burden	NOUN
gs-3850	166	14	on	on	ADP
gs-3850	166	15	healthcare	healthcare	NOUN
gs-3850	166	16	systems	system	NOUN
gs-3850	166	17	[	[	X
gs-3850	166	18	16	16	NUM
gs-3850	166	19	]	]	PUNCT
gs-3850	166	20	.	.	PUNCT
gs-3850	167	1	however	however	ADV
gs-3850	167	2	,	,	PUNCT
gs-3850	167	3	despite	despite	SCONJ
gs-3850	167	4	its	its	PRON
gs-3850	167	5	promise	promise	NOUN
gs-3850	167	6	,	,	PUNCT
gs-3850	167	7	ai	ai	VERB
gs-3850	167	8	implementation	implementation	NOUN
gs-3850	167	9	in	in	ADP
gs-3850	167	10	patient	patient	ADJ
gs-3850	167	11	safety	safety	NOUN
gs-3850	167	12	is	be	AUX
gs-3850	167	13	not	not	PART
gs-3850	167	14	without	without	ADP
gs-3850	167	15	challenges	challenge	NOUN
gs-3850	167	16	.	.	PUNCT
gs-3850	168	1	tighe	tighe	PROPN
gs-3850	168	2	,	,	PUNCT
gs-3850	168	3	mossburg	mossburg	ADJ
gs-3850	168	4	,	,	PUNCT
gs-3850	168	5	and	and	CCONJ
gs-3850	168	6	gale	gale	NOUN
gs-3850	168	7	(	(	PUNCT
gs-3850	168	8	2024	2024	NUM
gs-3850	168	9	)	)	PUNCT
gs-3850	168	10	point	point	VERB
gs-3850	168	11	out	out	ADP
gs-3850	168	12	concerns	concern	NOUN
gs-3850	168	13	related	relate	VERB
gs-3850	168	14	to	to	ADP
gs-3850	168	15	algorithmic	algorithmic	ADJ
gs-3850	168	16	bias	bias	NOUN
gs-3850	168	17	,	,	PUNCT
gs-3850	168	18	lack	lack	NOUN
gs-3850	168	19	of	of	ADP
gs-3850	168	20	transparency	transparency	NOUN
gs-3850	168	21	in	in	ADP
gs-3850	168	22	decision	decision	NOUN
gs-3850	168	23	-	-	PUNCT
gs-3850	168	24	making	making	NOUN
gs-3850	168	25	(	(	PUNCT
gs-3850	168	26	the	the	DET
gs-3850	168	27	“	"	PUNCT
gs-3850	168	28	black	black	ADJ
gs-3850	168	29	box	box	NOUN
gs-3850	168	30	”	"	PUNCT
gs-3850	168	31	problem	problem	NOUN
gs-3850	168	32	)	)	PUNCT
gs-3850	168	33	,	,	PUNCT
gs-3850	168	34	and	and	CCONJ
gs-3850	168	35	the	the	DET
gs-3850	168	36	potential	potential	NOUN
gs-3850	168	37	for	for	ADP
gs-3850	168	38	overreliance	overreliance	NOUN
gs-3850	168	39	on	on	ADP
gs-3850	168	40	automated	automate	VERB
gs-3850	168	41	systems	system	NOUN
gs-3850	168	42	.	.	PUNCT
gs-3850	169	1	addressing	address	VERB
gs-3850	169	2	these	these	DET
gs-3850	169	3	challenges	challenge	NOUN
gs-3850	169	4	requires	require	VERB
gs-3850	169	5	ongoing	ongoing	ADJ
gs-3850	169	6	evaluation	evaluation	NOUN
gs-3850	169	7	,	,	PUNCT
gs-3850	169	8	regulatory	regulatory	ADJ
gs-3850	169	9	oversight	oversight	NOUN
gs-3850	169	10	,	,	PUNCT
gs-3850	169	11	and	and	CCONJ
gs-3850	169	12	human	human	ADJ
gs-3850	169	13	-	-	PUNCT
gs-3850	169	14	ai	ai	NOUN
gs-3850	169	15	collaboration	collaboration	NOUN
gs-3850	169	16	to	to	PART
gs-3850	169	17	ensure	ensure	VERB
gs-3850	169	18	technology	technology	NOUN
gs-3850	169	19	augments	augment	VERB
gs-3850	169	20	rather	rather	ADV
gs-3850	169	21	than	than	ADP
gs-3850	169	22	replaces	replace	VERB
gs-3850	169	23	clinical	clinical	ADJ
gs-3850	169	24	judgment	judgment	NOUN
gs-3850	170	1	[	[	X
gs-3850	170	2	17	17	NUM
gs-3850	170	3	]	]	PUNCT
gs-3850	170	4	.	.	PUNCT
gs-3850	171	1	artificial	artificial	ADJ
gs-3850	171	2	intelligence	intelligence	NOUN
gs-3850	171	3	(	(	PUNCT
gs-3850	171	4	ai	ai	NOUN
gs-3850	171	5	)	)	PUNCT
gs-3850	171	6	is	be	AUX
gs-3850	171	7	increasingly	increasingly	ADV
gs-3850	171	8	recognized	recognize	VERB
gs-3850	171	9	for	for	ADP
gs-3850	171	10	its	its	PRON
gs-3850	171	11	pivotal	pivotal	ADJ
gs-3850	171	12	role	role	NOUN
gs-3850	171	13	in	in	ADP
gs-3850	171	14	enhancing	enhance	VERB
gs-3850	171	15	patient	patient	ADJ
gs-3850	171	16	safety	safety	NOUN
gs-3850	171	17	,	,	PUNCT
gs-3850	171	18	particularly	particularly	ADV
gs-3850	171	19	by	by	ADP
gs-3850	171	20	mitigating	mitigate	VERB
gs-3850	171	21	medication	medication	NOUN
gs-3850	171	22	errors	error	NOUN
gs-3850	171	23	in	in	ADP
gs-3850	171	24	clinical	clinical	ADJ
gs-3850	171	25	settings	setting	NOUN
gs-3850	171	26	.	.	PUNCT
gs-3850	172	1	these	these	DET
gs-3850	172	2	errors	error	NOUN
gs-3850	172	3	,	,	PUNCT
gs-3850	172	4	which	which	PRON
gs-3850	172	5	can	can	AUX
gs-3850	172	6	arise	arise	VERB
gs-3850	172	7	from	from	ADP
gs-3850	172	8	various	various	ADJ
gs-3850	172	9	stages	stage	NOUN
gs-3850	172	10	of	of	ADP
gs-3850	172	11	the	the	DET
gs-3850	172	12	medication	medication	NOUN
gs-3850	172	13	use	use	NOUN
gs-3850	172	14	process	process	NOUN
gs-3850	172	15	,	,	PUNCT
gs-3850	172	16	pose	pose	VERB
gs-3850	172	17	significant	significant	ADJ
gs-3850	172	18	risks	risk	NOUN
gs-3850	172	19	to	to	ADP
gs-3850	172	20	patient	patient	ADJ
gs-3850	172	21	health	health	NOUN
gs-3850	172	22	.	.	PUNCT
gs-3850	173	1	the	the	DET
gs-3850	173	2	integration	integration	NOUN
gs-3850	173	3	of	of	ADP
gs-3850	173	4	ai	ai	PROPN
gs-3850	173	5	technologies	technology	NOUN
gs-3850	173	6	offers	offer	VERB
gs-3850	173	7	promising	promise	VERB
gs-3850	173	8	solutions	solution	NOUN
gs-3850	173	9	to	to	PART
gs-3850	173	10	address	address	VERB
gs-3850	173	11	these	these	DET
gs-3850	173	12	challenges	challenge	NOUN
gs-3850	173	13	effectively	effectively	ADV
gs-3850	173	14	.	.	PUNCT
gs-3850	174	1	one	one	NUM
gs-3850	174	2	of	of	ADP
gs-3850	174	3	the	the	DET
gs-3850	174	4	primary	primary	ADJ
gs-3850	174	5	applications	application	NOUN
gs-3850	174	6	of	of	ADP
gs-3850	174	7	ai	ai	NOUN
gs-3850	174	8	in	in	ADP
gs-3850	174	9	this	this	DET
gs-3850	174	10	domain	domain	NOUN
gs-3850	174	11	is	be	AUX
gs-3850	174	12	the	the	DET
gs-3850	174	13	georgian	georgian	ADJ
gs-3850	174	14	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	174	15	მეცნიერები	მეცნიერები	NOUN
gs-3850	174	16	ტ.	ტ.	VERB
gs-3850	174	17	7	7	NUM
gs-3850	174	18	n	n	DET
gs-3850	174	19	2	2	NUM
gs-3850	174	20	,	,	PUNCT
gs-3850	174	21	2025	2025	NUM
gs-3850	174	22	455	455	NUM
gs-3850	174	23	optimization	optimization	NOUN
gs-3850	174	24	of	of	ADP
gs-3850	174	25	clinical	clinical	ADJ
gs-3850	174	26	decision	decision	NOUN
gs-3850	174	27	support	support	NOUN
gs-3850	174	28	systems	system	NOUN
gs-3850	174	29	(	(	PUNCT
gs-3850	174	30	cdss	cdss	NOUN
gs-3850	174	31	)	)	PUNCT
gs-3850	174	32	.	.	PUNCT
gs-3850	175	1	traditional	traditional	ADJ
gs-3850	175	2	cdss	cdss	PROPN
gs-3850	175	3	often	often	ADV
gs-3850	175	4	generate	generate	VERB
gs-3850	175	5	excessive	excessive	ADJ
gs-3850	175	6	alerts	alert	NOUN
gs-3850	175	7	,	,	PUNCT
gs-3850	175	8	leading	lead	VERB
gs-3850	175	9	to	to	ADP
gs-3850	175	10	alert	alert	ADJ
gs-3850	175	11	fatigue	fatigue	NOUN
gs-3850	175	12	among	among	ADP
gs-3850	175	13	healthcare	healthcare	NOUN
gs-3850	175	14	providers	provider	NOUN
gs-3850	175	15	.	.	PUNCT
gs-3850	176	1	graafsma	graafsma	VERB
gs-3850	176	2	et	et	PROPN
gs-3850	176	3	al	al	PROPN
gs-3850	176	4	.	.	PROPN
gs-3850	177	1	(	(	PUNCT
gs-3850	177	2	2024	2024	NUM
gs-3850	177	3	)	)	PUNCT
gs-3850	177	4	conducted	conduct	VERB
gs-3850	177	5	a	a	DET
gs-3850	177	6	scoping	scoping	NOUN
gs-3850	177	7	review	review	NOUN
gs-3850	177	8	highlighting	highlight	VERB
gs-3850	177	9	how	how	SCONJ
gs-3850	177	10	ai	ai	AUX
gs-3850	177	11	can	can	AUX
gs-3850	177	12	refine	refine	VERB
gs-3850	177	13	these	these	DET
gs-3850	177	14	systems	system	NOUN
gs-3850	177	15	by	by	ADP
gs-3850	177	16	reducing	reduce	VERB
gs-3850	177	17	irrelevant	irrelevant	ADJ
gs-3850	177	18	alerts	alert	NOUN
gs-3850	177	19	and	and	CCONJ
gs-3850	177	20	enhancing	enhance	VERB
gs-3850	177	21	the	the	DET
gs-3850	177	22	relevance	relevance	NOUN
gs-3850	177	23	of	of	ADP
gs-3850	177	24	critical	critical	ADJ
gs-3850	177	25	warnings	warning	NOUN
gs-3850	177	26	,	,	PUNCT
gs-3850	177	27	thereby	thereby	ADV
gs-3850	177	28	improving	improve	VERB
gs-3850	177	29	clinician	clinician	ADJ
gs-3850	177	30	responsiveness	responsiveness	NOUN
gs-3850	177	31	and	and	CCONJ
gs-3850	177	32	patient	patient	ADJ
gs-3850	177	33	safety	safety	NOUN
gs-3850	177	34	[	[	X
gs-3850	177	35	18	18	NUM
gs-3850	177	36	]	]	PUNCT
gs-3850	177	37	.	.	PUNCT
gs-3850	178	1	in	in	ADP
gs-3850	178	2	pharmacy	pharmacy	NOUN
gs-3850	178	3	settings	setting	NOUN
gs-3850	178	4	,	,	PUNCT
gs-3850	178	5	ai	ai	VERB
gs-3850	178	6	has	have	AUX
gs-3850	178	7	demonstrated	demonstrate	VERB
gs-3850	178	8	significant	significant	ADJ
gs-3850	178	9	potential	potential	NOUN
gs-3850	178	10	in	in	ADP
gs-3850	178	11	reducing	reduce	VERB
gs-3850	178	12	human	human	NOUN
gs-3850	178	13	-	-	PUNCT
gs-3850	178	14	related	relate	VERB
gs-3850	178	15	errors	error	NOUN
gs-3850	178	16	.	.	PUNCT
gs-3850	179	1	andrew	andrew	PROPN
gs-3850	179	2	(	(	PUNCT
gs-3850	179	3	2023	2023	NUM
gs-3850	179	4	)	)	PUNCT
gs-3850	179	5	emphasizes	emphasize	VERB
gs-3850	179	6	that	that	SCONJ
gs-3850	179	7	ai	ai	NOUN
gs-3850	179	8	-	-	PUNCT
gs-3850	179	9	driven	drive	VERB
gs-3850	179	10	systems	system	NOUN
gs-3850	179	11	enhance	enhance	VERB
gs-3850	179	12	the	the	DET
gs-3850	179	13	accuracy	accuracy	NOUN
gs-3850	179	14	of	of	ADP
gs-3850	179	15	prescription	prescription	NOUN
gs-3850	179	16	dispensing	dispensing	NOUN
gs-3850	179	17	and	and	CCONJ
gs-3850	179	18	optimize	optimize	VERB
gs-3850	179	19	workflow	workflow	NOUN
gs-3850	179	20	processes	process	NOUN
gs-3850	179	21	.	.	PUNCT
gs-3850	180	1	by	by	ADP
gs-3850	180	2	automating	automate	VERB
gs-3850	180	3	routine	routine	ADJ
gs-3850	180	4	tasks	task	NOUN
gs-3850	180	5	and	and	CCONJ
gs-3850	180	6	providing	provide	VERB
gs-3850	180	7	real	real	ADJ
gs-3850	180	8	-	-	PUNCT
gs-3850	180	9	time	time	NOUN
gs-3850	180	10	decision	decision	NOUN
gs-3850	180	11	support	support	NOUN
gs-3850	180	12	,	,	PUNCT
gs-3850	180	13	ai	ai	VERB
gs-3850	180	14	minimizes	minimizes	AUX
gs-3850	180	15	the	the	DET
gs-3850	180	16	likelihood	likelihood	NOUN
gs-3850	180	17	of	of	ADP
gs-3850	180	18	errors	error	NOUN
gs-3850	180	19	that	that	PRON
gs-3850	180	20	can	can	AUX
gs-3850	180	21	occur	occur	VERB
gs-3850	180	22	due	due	ADJ
gs-3850	180	23	to	to	ADP
gs-3850	180	24	manual	manual	ADJ
gs-3850	180	25	processes	process	NOUN
gs-3850	180	26	[	[	X
gs-3850	180	27	19	19	NUM
gs-3850	180	28	]	]	PUNCT
gs-3850	180	29	.	.	PUNCT
gs-3850	181	1	furthermore	furthermore	ADV
gs-3850	181	2	,	,	PUNCT
gs-3850	181	3	ai	ai	VERB
gs-3850	181	4	's	's	PART
gs-3850	181	5	role	role	NOUN
gs-3850	181	6	extends	extend	VERB
gs-3850	181	7	to	to	ADP
gs-3850	181	8	predictive	predictive	ADJ
gs-3850	181	9	analytics	analytic	NOUN
gs-3850	181	10	,	,	PUNCT
gs-3850	181	11	where	where	SCONJ
gs-3850	181	12	it	it	PRON
gs-3850	181	13	can	can	AUX
gs-3850	181	14	forecast	forecast	VERB
gs-3850	181	15	potential	potential	ADJ
gs-3850	181	16	adverse	adverse	ADJ
gs-3850	181	17	drug	drug	NOUN
gs-3850	181	18	events	event	NOUN
gs-3850	181	19	before	before	SCONJ
gs-3850	181	20	they	they	PRON
gs-3850	181	21	occur	occur	VERB
gs-3850	181	22	.	.	PUNCT
gs-3850	182	1	ratwani	ratwani	PROPN
gs-3850	182	2	et	et	PROPN
gs-3850	182	3	al	al	PROPN
gs-3850	182	4	.	.	PROPN
gs-3850	183	1	(	(	PUNCT
gs-3850	183	2	2024	2024	NUM
gs-3850	183	3	)	)	PUNCT
gs-3850	183	4	discuss	discuss	VERB
gs-3850	183	5	how	how	SCONJ
gs-3850	183	6	ai	ai	AUX
gs-3850	183	7	algorithms	algorithm	NOUN
gs-3850	183	8	analyze	analyze	VERB
gs-3850	183	9	vast	vast	ADJ
gs-3850	183	10	datasets	dataset	NOUN
gs-3850	183	11	to	to	PART
gs-3850	183	12	identify	identify	VERB
gs-3850	183	13	patterns	pattern	NOUN
gs-3850	183	14	and	and	CCONJ
gs-3850	183	15	predict	predict	VERB
gs-3850	183	16	complications	complication	NOUN
gs-3850	183	17	,	,	PUNCT
gs-3850	183	18	enabling	enable	VERB
gs-3850	183	19	preemptive	preemptive	ADJ
gs-3850	183	20	interventions	intervention	NOUN
gs-3850	183	21	that	that	PRON
gs-3850	183	22	safeguard	safeguard	VERB
gs-3850	183	23	patient	patient	ADJ
gs-3850	183	24	health	health	NOUN
gs-3850	184	1	[	[	X
gs-3850	184	2	20	20	NUM
gs-3850	184	3	]	]	PUNCT
gs-3850	184	4	.	.	PUNCT
gs-3850	185	1	looking	look	VERB
gs-3850	185	2	ahead	ahead	ADV
gs-3850	185	3	,	,	PUNCT
gs-3850	185	4	the	the	DET
gs-3850	185	5	integration	integration	NOUN
gs-3850	185	6	of	of	ADP
gs-3850	185	7	ai	ai	VERB
gs-3850	185	8	into	into	ADP
gs-3850	185	9	clinical	clinical	ADJ
gs-3850	185	10	pharmacy	pharmacy	NOUN
gs-3850	185	11	practice	practice	NOUN
gs-3850	185	12	is	be	AUX
gs-3850	185	13	expected	expect	VERB
gs-3850	185	14	to	to	PART
gs-3850	185	15	expand	expand	VERB
gs-3850	185	16	.	.	PUNCT
gs-3850	186	1	wongand	wongand	PROPN
gs-3850	186	2	wong	wong	PROPN
gs-3850	186	3	(	(	PUNCT
gs-3850	186	4	2025	2025	NUM
gs-3850	186	5	)	)	PUNCT
gs-3850	186	6	project	project	NOUN
gs-3850	186	7	that	that	PRON
gs-3850	186	8	ai	ai	VERB
gs-3850	186	9	will	will	AUX
gs-3850	186	10	become	become	VERB
gs-3850	186	11	integral	integral	ADJ
gs-3850	186	12	in	in	ADP
gs-3850	186	13	various	various	ADJ
gs-3850	186	14	aspects	aspect	NOUN
gs-3850	186	15	of	of	ADP
gs-3850	186	16	pharmacy	pharmacy	NOUN
gs-3850	186	17	,	,	PUNCT
gs-3850	186	18	from	from	ADP
gs-3850	186	19	personalized	personalized	ADJ
gs-3850	186	20	medicine	medicine	NOUN
gs-3850	186	21	to	to	ADP
gs-3850	186	22	inventory	inventory	NOUN
gs-3850	186	23	management	management	NOUN
gs-3850	186	24	,	,	PUNCT
gs-3850	186	25	further	far	ADV
gs-3850	186	26	enhancing	enhance	VERB
gs-3850	186	27	the	the	DET
gs-3850	186	28	safety	safety	NOUN
gs-3850	186	29	and	and	CCONJ
gs-3850	186	30	efficiency	efficiency	NOUN
gs-3850	186	31	of	of	ADP
gs-3850	186	32	medication	medication	NOUN
gs-3850	186	33	use	use	NOUN
gs-3850	186	34	[	[	X
gs-3850	186	35	21	21	NUM
gs-3850	186	36	]	]	PUNCT
gs-3850	186	37	.	.	PUNCT
gs-3850	187	1	conclusion	conclusion	VERB
gs-3850	187	2	artificial	artificial	ADJ
gs-3850	187	3	intelligence	intelligence	NOUN
gs-3850	187	4	(	(	PUNCT
gs-3850	187	5	ai	ai	PROPN
gs-3850	187	6	)	)	PUNCT
gs-3850	187	7	is	be	AUX
gs-3850	187	8	revolutionizing	revolutionize	VERB
gs-3850	187	9	medication	medication	NOUN
gs-3850	187	10	safety	safety	NOUN
gs-3850	187	11	within	within	ADP
gs-3850	187	12	hospital	hospital	NOUN
gs-3850	187	13	settings	setting	NOUN
gs-3850	187	14	by	by	ADP
gs-3850	187	15	significantly	significantly	ADV
gs-3850	187	16	reducing	reduce	VERB
gs-3850	187	17	errors	error	NOUN
gs-3850	187	18	and	and	CCONJ
gs-3850	187	19	improving	improve	VERB
gs-3850	187	20	patient	patient	ADJ
gs-3850	187	21	outcomes	outcome	NOUN
gs-3850	187	22	.	.	PUNCT
gs-3850	188	1	ai	ai	AUX
gs-3850	188	2	-	-	PUNCT
gs-3850	188	3	powered	power	VERB
gs-3850	188	4	systems	system	NOUN
gs-3850	188	5	enhance	enhance	VERB
gs-3850	188	6	prescription	prescription	NOUN
gs-3850	188	7	verification	verification	NOUN
gs-3850	188	8	processes	process	NOUN
gs-3850	188	9	by	by	ADP
gs-3850	188	10	cross	cross	ADJ
gs-3850	188	11	-	-	ADJ
gs-3850	188	12	referencing	referencing	ADJ
gs-3850	188	13	patient	patient	ADJ
gs-3850	188	14	data	datum	NOUN
gs-3850	188	15	to	to	PART
gs-3850	188	16	identify	identify	VERB
gs-3850	188	17	potential	potential	ADJ
gs-3850	188	18	drug	drug	NOUN
gs-3850	188	19	interactions	interaction	NOUN
gs-3850	188	20	,	,	PUNCT
gs-3850	188	21	allergies	allergy	NOUN
gs-3850	188	22	,	,	PUNCT
gs-3850	188	23	and	and	CCONJ
gs-3850	188	24	dosage	dosage	NOUN
gs-3850	188	25	discrepancies	discrepancy	NOUN
gs-3850	188	26	.	.	PUNCT
gs-3850	189	1	this	this	DET
gs-3850	189	2	proactive	proactive	ADJ
gs-3850	189	3	approach	approach	NOUN
gs-3850	189	4	minimizes	minimize	VERB
gs-3850	189	5	the	the	DET
gs-3850	189	6	risk	risk	NOUN
gs-3850	189	7	of	of	ADP
gs-3850	189	8	adverse	adverse	ADJ
gs-3850	189	9	drug	drug	NOUN
gs-3850	189	10	events	event	NOUN
gs-3850	189	11	and	and	CCONJ
gs-3850	189	12	ensures	ensure	VERB
gs-3850	189	13	accurate	accurate	ADJ
gs-3850	189	14	medication	medication	NOUN
gs-3850	189	15	administration	administration	NOUN
gs-3850	189	16	.	.	PUNCT
gs-3850	190	1	moreover	moreover	ADV
gs-3850	190	2	,	,	PUNCT
gs-3850	190	3	ai	ai	ADJ
gs-3850	190	4	-	-	PUNCT
gs-3850	190	5	driven	drive	VERB
gs-3850	190	6	tools	tool	NOUN
gs-3850	190	7	assist	assist	VERB
gs-3850	190	8	healthcare	healthcare	NOUN
gs-3850	190	9	professionals	professional	NOUN
gs-3850	190	10	in	in	ADP
gs-3850	190	11	monitoring	monitor	VERB
gs-3850	190	12	patient	patient	ADJ
gs-3850	190	13	adherence	adherence	NOUN
gs-3850	190	14	to	to	ADP
gs-3850	190	15	prescribed	prescribed	ADJ
gs-3850	190	16	therapies	therapy	NOUN
gs-3850	190	17	.	.	PUNCT
gs-3850	191	1	by	by	ADP
gs-3850	191	2	providing	provide	VERB
gs-3850	191	3	realtime	realtime	NOUN
gs-3850	191	4	alerts	alert	NOUN
gs-3850	191	5	and	and	CCONJ
gs-3850	191	6	personalized	personalized	ADJ
gs-3850	191	7	recommendations	recommendation	NOUN
gs-3850	191	8	,	,	PUNCT
gs-3850	191	9	these	these	DET
gs-3850	191	10	systems	system	NOUN
gs-3850	191	11	support	support	VERB
gs-3850	191	12	timely	timely	ADJ
gs-3850	191	13	interventions	intervention	NOUN
gs-3850	191	14	,	,	PUNCT
gs-3850	191	15	thereby	thereby	ADV
gs-3850	191	16	enhancing	enhance	VERB
gs-3850	191	17	treatment	treatment	NOUN
gs-3850	191	18	efficacy	efficacy	NOUN
gs-3850	191	19	and	and	CCONJ
gs-3850	191	20	patient	patient	ADJ
gs-3850	191	21	compliance	compliance	NOUN
gs-3850	191	22	.	.	PUNCT
gs-3850	192	1	the	the	DET
gs-3850	192	2	integration	integration	NOUN
gs-3850	192	3	of	of	ADP
gs-3850	192	4	ai	ai	VERB
gs-3850	192	5	into	into	ADP
gs-3850	192	6	clinical	clinical	ADJ
gs-3850	192	7	decision	decision	NOUN
gs-3850	192	8	support	support	NOUN
gs-3850	192	9	systems	system	NOUN
gs-3850	192	10	(	(	PUNCT
gs-3850	192	11	cdss	cdss	NOUN
gs-3850	192	12	)	)	PUNCT
gs-3850	192	13	has	have	AUX
gs-3850	192	14	also	also	ADV
gs-3850	192	15	proven	prove	VERB
gs-3850	192	16	beneficial	beneficial	ADJ
gs-3850	192	17	.	.	PUNCT
gs-3850	193	1	by	by	ADP
gs-3850	193	2	optimizing	optimize	VERB
gs-3850	193	3	medication	medication	NOUN
gs-3850	193	4	alerts	alert	NOUN
gs-3850	193	5	and	and	CCONJ
gs-3850	193	6	reducing	reduce	VERB
gs-3850	193	7	alert	alert	ADJ
gs-3850	193	8	fatigue	fatigue	NOUN
gs-3850	193	9	,	,	PUNCT
gs-3850	193	10	ai	ai	VERB
gs-3850	193	11	ensures	ensure	NOUN
gs-3850	193	12	that	that	SCONJ
gs-3850	193	13	healthcare	healthcare	NOUN
gs-3850	193	14	providers	provider	NOUN
gs-3850	193	15	receive	receive	VERB
gs-3850	193	16	relevant	relevant	ADJ
gs-3850	193	17	and	and	CCONJ
gs-3850	193	18	actionable	actionable	ADJ
gs-3850	193	19	information	information	NOUN
gs-3850	193	20	,	,	PUNCT
gs-3850	193	21	facilitating	facilitate	VERB
gs-3850	193	22	informed	informed	ADJ
gs-3850	193	23	decision	decision	NOUN
gs-3850	193	24	-	-	PUNCT
gs-3850	193	25	making	make	VERB
gs-3850	193	26	and	and	CCONJ
gs-3850	193	27	improving	improve	VERB
gs-3850	193	28	overall	overall	ADJ
gs-3850	193	29	patient	patient	ADJ
gs-3850	193	30	safety	safety	NOUN
gs-3850	193	31	.	.	PUNCT
gs-3850	194	1	looking	look	VERB
gs-3850	194	2	ahead	ahead	ADV
gs-3850	194	3	,	,	PUNCT
gs-3850	194	4	the	the	DET
gs-3850	194	5	continued	continue	VERB
gs-3850	194	6	advancement	advancement	NOUN
gs-3850	194	7	of	of	ADP
gs-3850	194	8	ai	ai	PROPN
gs-3850	194	9	technologies	technology	NOUN
gs-3850	194	10	holds	hold	VERB
gs-3850	194	11	immense	immense	ADJ
gs-3850	194	12	potential	potential	NOUN
gs-3850	194	13	for	for	ADP
gs-3850	194	14	further	far	ADV
gs-3850	194	15	enhancing	enhance	VERB
gs-3850	194	16	medication	medication	NOUN
gs-3850	194	17	safety	safety	NOUN
gs-3850	194	18	.	.	PUNCT
gs-3850	195	1	as	as	SCONJ
gs-3850	195	2	ai	ai	PROPN
gs-3850	195	3	systems	system	NOUN
gs-3850	195	4	become	become	VERB
gs-3850	195	5	more	more	ADV
gs-3850	195	6	sophisticated	sophisticated	ADJ
gs-3850	195	7	and	and	CCONJ
gs-3850	195	8	integrated	integrate	VERB
gs-3850	195	9	into	into	ADP
gs-3850	195	10	healthcare	healthcare	NOUN
gs-3850	195	11	workflows	workflow	NOUN
gs-3850	195	12	,	,	PUNCT
gs-3850	195	13	they	they	PRON
gs-3850	195	14	will	will	AUX
gs-3850	195	15	play	play	VERB
gs-3850	195	16	an	an	DET
gs-3850	195	17	increasingly	increasingly	ADV
gs-3850	195	18	vital	vital	ADJ
gs-3850	195	19	role	role	NOUN
gs-3850	195	20	in	in	ADP
gs-3850	195	21	preventing	prevent	VERB
gs-3850	195	22	medication	medication	NOUN
gs-3850	195	23	errors	error	NOUN
gs-3850	195	24	,	,	PUNCT
gs-3850	195	25	personalizing	personalize	VERB
gs-3850	195	26	treatment	treatment	NOUN
gs-3850	195	27	plans	plan	NOUN
gs-3850	195	28	,	,	PUNCT
gs-3850	195	29	and	and	CCONJ
gs-3850	195	30	optimizing	optimize	VERB
gs-3850	195	31	pharmaceutical	pharmaceutical	ADJ
gs-3850	195	32	care	care	NOUN
gs-3850	195	33	.	.	PUNCT
gs-3850	196	1	in	in	ADP
gs-3850	196	2	summary	summary	NOUN
gs-3850	196	3	,	,	PUNCT
gs-3850	196	4	the	the	DET
gs-3850	196	5	adoption	adoption	NOUN
gs-3850	196	6	of	of	ADP
gs-3850	196	7	ai	ai	NOUN
gs-3850	196	8	in	in	ADP
gs-3850	196	9	hospital	hospital	NOUN
gs-3850	196	10	medication	medication	NOUN
gs-3850	196	11	management	management	NOUN
gs-3850	196	12	is	be	AUX
gs-3850	196	13	a	a	DET
gs-3850	196	14	pivotal	pivotal	ADJ
gs-3850	196	15	step	step	NOUN
gs-3850	196	16	toward	toward	ADP
gs-3850	196	17	achieving	achieve	VERB
gs-3850	196	18	higher	high	ADJ
gs-3850	196	19	standards	standard	NOUN
gs-3850	196	20	of	of	ADP
gs-3850	196	21	patient	patient	ADJ
gs-3850	196	22	safety	safety	NOUN
gs-3850	196	23	and	and	CCONJ
gs-3850	196	24	care	care	NOUN
gs-3850	196	25	quality	quality	NOUN
gs-3850	196	26	.	.	PUNCT
gs-3850	197	1	by	by	ADP
gs-3850	197	2	leveraging	leverage	VERB
gs-3850	197	3	ai	ai	PROPN
gs-3850	197	4	's	's	PART
gs-3850	197	5	capabilities	capability	NOUN
gs-3850	197	6	,	,	PUNCT
gs-3850	197	7	healthcare	healthcare	NOUN
gs-3850	197	8	institutions	institution	NOUN
gs-3850	197	9	can	can	AUX
gs-3850	197	10	foster	foster	VERB
gs-3850	197	11	a	a	DET
gs-3850	197	12	safer	safe	ADJ
gs-3850	197	13	,	,	PUNCT
gs-3850	197	14	more	more	ADV
gs-3850	197	15	efficient	efficient	ADJ
gs-3850	197	16	,	,	PUNCT
gs-3850	197	17	and	and	CCONJ
gs-3850	197	18	patient	patient	NOUN
gs-3850	197	19	-	-	PUNCT
gs-3850	197	20	centered	center	VERB
gs-3850	197	21	approach	approach	NOUN
gs-3850	197	22	to	to	ADP
gs-3850	197	23	medication	medication	NOUN
gs-3850	197	24	administration	administration	NOUN
gs-3850	197	25	.	.	PUNCT
gs-3850	198	1	georgian	georgian	ADJ
gs-3850	198	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3850	198	3	მეცნიერები	მეცნიერები	NOUN
gs-3850	198	4	ტ.	ტ.	VERB
gs-3850	198	5	7	7	NUM
gs-3850	198	6	n	n	PRON
gs-3850	198	7	2	2	NUM
gs-3850	198	8	,	,	PUNCT
gs-3850	198	9	2025	2025	NUM
gs-3850	198	10	456	456	NUM
gs-3850	198	11	references	reference	NOUN
gs-3850	198	12	:	:	PUNCT
gs-3850	198	13	1	1	X
gs-3850	198	14	.	.	X
gs-3850	198	15	raza	raza	PROPN
gs-3850	198	16	ma	ma	PROPN
gs-3850	198	17	,	,	PUNCT
gs-3850	198	18	aziz	aziz	PROPN
gs-3850	198	19	s	s	PROPN
gs-3850	198	20	,	,	PUNCT
gs-3850	198	21	noreen	noreen	PROPN
gs-3850	198	22	m	m	PROPN
gs-3850	198	23	,	,	PUNCT
gs-3850	198	24	saeed	saeed	PROPN
gs-3850	198	25	a	a	PRON
gs-3850	198	26	,	,	PUNCT
gs-3850	198	27	anjum	anjum	PROPN
gs-3850	198	28	i	i	PROPN
gs-3850	198	29	,	,	PUNCT
gs-3850	198	30	ahmed	ahmed	PROPN
gs-3850	198	31	m	m	PROPN
gs-3850	198	32	,	,	PUNCT
gs-3850	199	1	raza	raza	PROPN
gs-3850	199	2	sm	sm	PROPN
gs-3850	199	3	.	.	PUNCT
gs-3850	199	4	artificial	artificial	ADJ
gs-3850	199	5	intelligence	intelligence	NOUN
gs-3850	199	6	(	(	PUNCT
gs-3850	199	7	ai	ai	NOUN
gs-3850	199	8	)	)	PUNCT
gs-3850	199	9	in	in	ADP
gs-3850	199	10	pharmacy	pharmacy	NOUN
gs-3850	199	11	:	:	PUNCT
gs-3850	199	12	an	an	DET
gs-3850	199	13	overview	overview	NOUN
gs-3850	199	14	of	of	ADP
gs-3850	199	15	innovations	innovation	NOUN
gs-3850	199	16	.	.	PUNCT
gs-3850	200	1	innov	innov	PROPN
gs-3850	200	2	pharm	pharm	PROPN
gs-3850	200	3	.	.	PUNCT
gs-3850	201	1	2022	2022	NUM
gs-3850	201	2	dec	dec	PROPN
gs-3850	201	3	12;13(2):10.24926	12;13(2):10.24926	PROPN
gs-3850	201	4	/	/	SYM
gs-3850	201	5	iip.v13i2.4839	iip.v13i2.4839	PROPN
gs-3850	201	6	.	.	PUNCT
gs-3850	201	7	doi	doi	NOUN
gs-3850	201	8	:	:	PUNCT
gs-3850	201	9	10.24926	10.24926	NUM
gs-3850	201	10	/	/	SYM
gs-3850	201	11	iip.v13i2.4839	iip.v13i2.4839	NOUN
gs-3850	201	12	.	.	NOUN
gs-3850	201	13	2	2	NUM
gs-3850	201	14	.	.	X
gs-3850	201	15	belagodu	belagodu	NOUN
gs-3850	201	16	sridhar	sridhar	PROPN
gs-3850	201	17	,	,	PUNCT
gs-3850	201	18	sathvik	sathvik	PROPN
gs-3850	201	19	,	,	PUNCT
gs-3850	201	20	mohammed	mohammed	PROPN
gs-3850	201	21	salim	salim	PROPN
gs-3850	201	22	karattuthodi	karattuthodi	PROPN
gs-3850	201	23	,	,	PUNCT
gs-3850	201	24	and	and	CCONJ
gs-3850	201	25	sainul	sainul	NOUN
gs-3850	201	26	abideen	abideen	PROPN
gs-3850	201	27	parakkal	parakkal	NOUN
gs-3850	201	28	.	.	PUNCT
gs-3850	202	1	"	"	PUNCT
gs-3850	202	2	role	role	NOUN
gs-3850	202	3	of	of	ADP
gs-3850	202	4	artificial	artificial	ADJ
gs-3850	202	5	intelligence	intelligence	NOUN
gs-3850	202	6	in	in	ADP
gs-3850	202	7	clinical	clinical	ADJ
gs-3850	202	8	and	and	CCONJ
gs-3850	202	9	hospital	hospital	NOUN
gs-3850	202	10	pharmacy	pharmacy	NOUN
gs-3850	202	11	.	.	PUNCT
gs-3850	202	12	"	"	PUNCT
gs-3850	203	1	application	application	NOUN
gs-3850	203	2	of	of	ADP
gs-3850	203	3	artificial	artificial	ADJ
gs-3850	203	4	intelligence	intelligence	NOUN
gs-3850	203	5	in	in	ADP
gs-3850	203	6	neurological	neurological	ADJ
gs-3850	203	7	disorders	disorder	NOUN
gs-3850	203	8	.	.	PUNCT
gs-3850	204	1	singapore	singapore	PROPN
gs-3850	204	2	:	:	PUNCT
gs-3850	204	3	springer	springer	NOUN
gs-3850	204	4	nature	nature	PROPN
gs-3850	204	5	singapore	singapore	PROPN
gs-3850	204	6	,	,	PUNCT
gs-3850	204	7	2024	2024	NUM
gs-3850	204	8	.	.	PUNCT
gs-3850	205	1	229	229	NUM
gs-3850	205	2	-	-	SYM
gs-3850	205	3	259	259	NUM
gs-3850	205	4	.	.	PUNCT
gs-3850	206	1	3	3	X
gs-3850	206	2	.	.	X
gs-3850	206	3	tan	tan	PROPN
gs-3850	206	4	seng	seng	PROPN
gs-3850	206	5	-	-	PUNCT
gs-3850	206	6	keong	keong	PROPN
gs-3850	206	7	,	,	PUNCT
gs-3850	206	8	et	et	PROPN
gs-3850	206	9	al	al	PROPN
gs-3850	206	10	.	.	PUNCT
gs-3850	207	1	"	"	PUNCT
gs-3850	207	2	personalized	personalized	ADJ
gs-3850	207	3	healthcare	healthcare	NOUN
gs-3850	207	4	:	:	PUNCT
gs-3850	207	5	a	a	DET
gs-3850	207	6	comprehensive	comprehensive	ADJ
gs-3850	207	7	approach	approach	NOUN
gs-3850	207	8	for	for	ADP
gs-3850	207	9	symptom	symptom	NOUN
gs-3850	207	10	diagnosis	diagnosis	NOUN
gs-3850	207	11	and	and	CCONJ
gs-3850	207	12	hospital	hospital	NOUN
gs-3850	207	13	recommendations	recommendation	NOUN
gs-3850	207	14	using	use	VERB
gs-3850	207	15	ai	ai	NOUN
gs-3850	207	16	and	and	CCONJ
gs-3850	207	17	location	location	NOUN
gs-3850	207	18	services	service	NOUN
gs-3850	207	19	.	.	PUNCT
gs-3850	207	20	"	"	PUNCT
gs-3850	208	1	journal	journal	NOUN
gs-3850	208	2	of	of	ADP
gs-3850	208	3	informatics	informatic	NOUN
gs-3850	208	4	and	and	CCONJ
gs-3850	208	5	web	web	NOUN
gs-3850	208	6	engineering	engineering	NOUN
gs-3850	208	7	3.1	3.1	NUM
gs-3850	208	8	(	(	PUNCT
gs-3850	208	9	2024	2024	NUM
gs-3850	208	10	):	):	PUNCT
gs-3850	208	11	117	117	NUM
gs-3850	208	12	-	-	SYM
gs-3850	208	13	135	135	NUM
gs-3850	208	14	.	.	NOUN
gs-3850	208	15	4	4	NUM
gs-3850	208	16	.	.	X
gs-3850	208	17	chalasani	chalasani	PROPN
gs-3850	208	18	sh	sh	PROPN
gs-3850	208	19	,	,	PUNCT
gs-3850	208	20	syed	syed	PROPN
gs-3850	208	21	j	j	PROPN
gs-3850	208	22	,	,	PUNCT
gs-3850	208	23	ramesh	ramesh	PROPN
gs-3850	208	24	m	m	PROPN
gs-3850	208	25	,	,	PUNCT
gs-3850	208	26	patil	patil	PROPN
gs-3850	208	27	v	v	PROPN
gs-3850	208	28	,	,	PUNCT
gs-3850	208	29	pramod	pramod	PROPN
gs-3850	208	30	kumar	kumar	PROPN
gs-3850	208	31	tm	tm	PROPN
gs-3850	208	32	.	.	PROPN
gs-3850	208	33	artificial	artificial	ADJ
gs-3850	208	34	intelligence	intelligence	NOUN
gs-3850	208	35	in	in	ADP
gs-3850	208	36	the	the	DET
gs-3850	208	37	field	field	NOUN
gs-3850	208	38	of	of	ADP
gs-3850	208	39	pharmacy	pharmacy	NOUN
gs-3850	208	40	practice	practice	NOUN
gs-3850	208	41	:	:	PUNCT
gs-3850	208	42	a	a	DET
gs-3850	208	43	literature	literature	NOUN
gs-3850	208	44	review	review	NOUN
gs-3850	208	45	.	.	PUNCT
gs-3850	209	1	explor	explor	NOUN
gs-3850	209	2	res	res	PROPN
gs-3850	209	3	clin	clin	PROPN
gs-3850	209	4	soc	soc	PROPN
gs-3850	209	5	pharm	pharm	PROPN
gs-3850	209	6	.	.	PUNCT
gs-3850	210	1	2023	2023	NUM
gs-3850	210	2	oct	oct	NOUN
gs-3850	210	3	21;12:100346	21;12:100346	NUM
gs-3850	210	4	.	.	PUNCT
gs-3850	211	1	doi	doi	NOUN
gs-3850	211	2	:	:	PUNCT
gs-3850	211	3	10.1016	10.1016	NUM
gs-3850	211	4	/	/	SYM
gs-3850	211	5	j.rcsop.2023.100346	j.rcsop.2023.100346	ADJ
gs-3850	211	6	.	.	PUNCT
gs-3850	212	1	5	5	X
gs-3850	212	2	.	.	X
gs-3850	212	3	al	al	PROPN
gs-3850	212	4	meslamani	meslamani	PROPN
gs-3850	212	5	,	,	PUNCT
gs-3850	212	6	ahmad	ahmad	PROPN
gs-3850	212	7	z.	z.	PROPN
gs-3850	213	1	"	"	PUNCT
gs-3850	213	2	applications	application	NOUN
gs-3850	213	3	of	of	ADP
gs-3850	213	4	ai	ai	VERB
gs-3850	213	5	in	in	ADP
gs-3850	213	6	pharmacy	pharmacy	NOUN
gs-3850	213	7	practice	practice	NOUN
gs-3850	213	8	:	:	PUNCT
gs-3850	213	9	a	a	DET
gs-3850	213	10	look	look	NOUN
gs-3850	213	11	at	at	ADP
gs-3850	213	12	hospital	hospital	NOUN
gs-3850	213	13	and	and	CCONJ
gs-3850	213	14	community	community	NOUN
gs-3850	213	15	settings	setting	NOUN
gs-3850	213	16	.	.	PUNCT
gs-3850	213	17	"	"	PUNCT
gs-3850	214	1	journal	journal	NOUN
gs-3850	214	2	of	of	ADP
gs-3850	214	3	medical	medical	ADJ
gs-3850	214	4	economics	economic	NOUN
gs-3850	214	5	26.1	26.1	NUM
gs-3850	214	6	(	(	PUNCT
gs-3850	214	7	2023	2023	NUM
gs-3850	214	8	):	):	PUNCT
gs-3850	214	9	1081	1081	NUM
gs-3850	214	10	-	-	SYM
gs-3850	214	11	1084	1084	NUM
gs-3850	214	12	.	.	PUNCT
gs-3850	215	1	6	6	NUM
gs-3850	215	2	.	.	X
gs-3850	215	3	ned	ned	PROPN
gs-3850	215	4	milenkovich	milenkovich	PROPN
gs-3850	215	5	,	,	PUNCT
gs-3850	215	6	the	the	DET
gs-3850	215	7	rise	rise	NOUN
gs-3850	215	8	of	of	ADP
gs-3850	215	9	ai	ai	VERB
gs-3850	215	10	in	in	ADP
gs-3850	215	11	pharmacy	pharmacy	NOUN
gs-3850	215	12	practice	practice	NOUN
gs-3850	215	13	presents	present	VERB
gs-3850	215	14	benefits	benefit	NOUN
gs-3850	215	15	and	and	CCONJ
gs-3850	215	16	challenges	challenge	NOUN
gs-3850	215	17	.	.	PUNCT
gs-3850	216	1	pharmacy	pharmacy	NOUN
gs-3850	216	2	times	time	NOUN
gs-3850	216	3	.	.	PUNCT
gs-3850	217	1	volume	volume	NOUN
gs-3850	217	2	89	89	NUM
gs-3850	217	3	.	.	PUNCT
gs-3850	218	1	issue	issue	NOUN
gs-3850	218	2	7	7	NUM
gs-3850	218	3	.	.	PUNCT
gs-3850	218	4	july	july	PROPN
gs-3850	218	5	24	24	NUM
gs-3850	218	6	,	,	PUNCT
gs-3850	218	7	2023	2023	NUM
gs-3850	218	8	7	7	NUM
gs-3850	218	9	.	.	PUNCT
gs-3850	218	10	shashiashvili	shashiashvili	PROPN
gs-3850	218	11	n.	n.	PROPN
gs-3850	218	12	(	(	PUNCT
gs-3850	218	13	2025	2025	NUM
gs-3850	218	14	)	)	PUNCT
gs-3850	218	15	.	.	PUNCT
gs-3850	219	1	evidence	evidence	NOUN
gs-3850	219	2	-	-	PUNCT
gs-3850	219	3	based	base	VERB
gs-3850	219	4	pharmacy	pharmacy	NOUN
gs-3850	219	5	:	:	PUNCT
gs-3850	219	6	a	a	DET
gs-3850	219	7	scientific	scientific	ADJ
gs-3850	219	8	approach	approach	NOUN
gs-3850	219	9	to	to	ADP
gs-3850	219	10	safe	safe	ADJ
gs-3850	219	11	and	and	CCONJ
gs-3850	219	12	effective	effective	ADJ
gs-3850	219	13	medication	medication	NOUN
gs-3850	219	14	.	.	PUNCT
gs-3850	220	1	georgian	georgian	ADJ
gs-3850	220	2	scientists	scientist	NOUN
gs-3850	220	3	.	.	PUNCT
gs-3850	221	1	vol.7	vol.7	ADJ
gs-3850	221	2	issue	issue	NOUN
gs-3850	221	3	2	2	NUM
gs-3850	221	4	.	.	PUNCT
gs-3850	221	5	27–38	27–38	NUM
gs-3850	221	6	.	.	PUNCT
gs-3850	222	1	https://doi.org/10.52340/gs.2025.07.02.03	https://doi.org/10.52340/gs.2025.07.02.03	ADV
gs-3850	222	2	8	8	NUM
gs-3850	222	3	.	.	PUNCT
gs-3850	222	4	shashiashvili	shashiashvili	NOUN
gs-3850	222	5	n.	n.	PROPN
gs-3850	222	6	(	(	PUNCT
gs-3850	222	7	2025	2025	NUM
gs-3850	222	8	)	)	PUNCT
gs-3850	222	9	.	.	PUNCT
gs-3850	223	1	artificial	artificial	ADJ
gs-3850	223	2	intelligence	intelligence	NOUN
gs-3850	223	3	in	in	ADP
gs-3850	223	4	pharmaceutical	pharmaceutical	NOUN
gs-3850	223	5	services	service	NOUN
gs-3850	223	6	and	and	CCONJ
gs-3850	223	7	the	the	DET
gs-3850	223	8	concept	concept	NOUN
gs-3850	223	9	of	of	ADP
gs-3850	223	10	pharmaco	pharmaco	NOUN
gs-3850	223	11	-	-	PUNCT
gs-3850	223	12	intelligence	intelligence	NOUN
gs-3850	223	13	georgian	georgian	ADJ
gs-3850	223	14	scientists	scientist	NOUN
gs-3850	223	15	.	.	PUNCT
gs-3850	224	1	vol.7	vol.7	ADJ
gs-3850	224	2	issue	issue	NOUN
gs-3850	224	3	2	2	NUM
gs-3850	224	4	.	.	PUNCT
gs-3850	225	1	69–79	69–79	ADV
gs-3850	225	2	.	.	PUNCT
gs-3850	226	1	https://doi.org/10.52340/gs.2025.07.02.07	https://doi.org/10.52340/gs.2025.07.02.07	PROPN
gs-3850	226	2	9	9	NUM
gs-3850	226	3	.	.	PUNCT
gs-3850	226	4	allam	allam	PROPN
gs-3850	226	5	h.	h.	PROPN
gs-3850	226	6	prescribing	prescribe	VERB
gs-3850	226	7	the	the	DET
gs-3850	226	8	future	future	NOUN
gs-3850	226	9	:	:	PUNCT
gs-3850	226	10	the	the	DET
gs-3850	226	11	role	role	NOUN
gs-3850	226	12	of	of	ADP
gs-3850	226	13	artificial	artificial	ADJ
gs-3850	226	14	intelligence	intelligence	NOUN
gs-3850	226	15	in	in	ADP
gs-3850	226	16	pharmacy	pharmacy	NOUN
gs-3850	226	17	.	.	PUNCT
gs-3850	227	1	information	information	NOUN
gs-3850	227	2	.	.	PUNCT
gs-3850	228	1	2025	2025	NUM
gs-3850	228	2	;	;	PUNCT
gs-3850	228	3	16(2):131	16(2):131	NUM
gs-3850	228	4	.	.	PUNCT
gs-3850	229	1	https://doi.org/10.3390/info16020131	https://doi.org/10.3390/info16020131	NOUN
gs-3850	229	2	10	10	NUM
gs-3850	229	3	.	.	PUNCT
gs-3850	230	1	abdelhafeez	abdelhafeez	PROPN
gs-3850	230	2	ahmed	ahmed	PROPN
gs-3850	230	3	,	,	PUNCT
gs-3850	230	4	et	et	PROPN
gs-3850	230	5	al	al	PROPN
gs-3850	230	6	.	.	PUNCT
gs-3850	231	1	"	"	PUNCT
gs-3850	231	2	hospital	hospital	NOUN
gs-3850	231	3	management	management	NOUN
gs-3850	231	4	leveraging	leverage	VERB
gs-3850	231	5	ai	ai	VERB
gs-3850	231	6	.	.	PUNCT
gs-3850	231	7	"	"	PUNCT
gs-3850	231	8	scinexuses	scinexuse	VERB
gs-3850	231	9	1	1	NUM
gs-3850	231	10	(	(	PUNCT
gs-3850	231	11	2024	2024	NUM
gs-3850	231	12	):	):	PUNCT
gs-3850	231	13	203	203	NUM
gs-3850	231	14	-	-	SYM
gs-3850	231	15	239	239	NUM
gs-3850	231	16	.	.	PUNCT
gs-3850	231	17	11	11	NUM
gs-3850	231	18	.	.	PUNCT
gs-3850	232	1	amjad	amjad	PROPN
gs-3850	232	2	ayesha	ayesha	PROPN
gs-3850	232	3	,	,	PUNCT
gs-3850	232	4	piotr	piotr	PROPN
gs-3850	232	5	kordel	kordel	PROPN
gs-3850	232	6	,	,	PUNCT
gs-3850	232	7	and	and	CCONJ
gs-3850	232	8	gabriela	gabriela	PROPN
gs-3850	232	9	fernandes	fernande	NOUN
gs-3850	232	10	.	.	PUNCT
gs-3850	233	1	"	"	PUNCT
gs-3850	233	2	a	a	DET
gs-3850	233	3	review	review	NOUN
gs-3850	233	4	on	on	ADP
gs-3850	233	5	innovation	innovation	NOUN
gs-3850	233	6	in	in	ADP
gs-3850	233	7	healthcare	healthcare	NOUN
gs-3850	233	8	sector	sector	NOUN
gs-3850	233	9	(	(	PUNCT
gs-3850	233	10	telehealth	telehealth	NOUN
gs-3850	233	11	)	)	PUNCT
gs-3850	233	12	through	through	ADP
gs-3850	233	13	artificial	artificial	ADJ
gs-3850	233	14	intelligence	intelligence	NOUN
gs-3850	233	15	.	.	PUNCT
gs-3850	233	16	"	"	PUNCT
gs-3850	234	1	sustainability	sustainability	NOUN
gs-3850	234	2	15.8	15.8	NUM
gs-3850	234	3	(	(	PUNCT
gs-3850	234	4	2023	2023	NUM
gs-3850	234	5	):	):	PUNCT
gs-3850	234	6	6655	6655	NUM
gs-3850	234	7	.	.	PUNCT
gs-3850	235	1	12	12	NUM
gs-3850	235	2	.	.	PUNCT
gs-3850	236	1	hugh	hugh	PROPN
gs-3850	236	2	logan	logan	PROPN
gs-3850	236	3	ellis	ellis	PROPN
gs-3850	236	4	,	,	PUNCT
gs-3850	236	5	james	james	PROPN
gs-3850	236	6	th	th	PROPN
gs-3850	236	7	teo	teo	PROPN
gs-3850	236	8	,	,	PUNCT
gs-3850	236	9	the	the	DET
gs-3850	236	10	influence	influence	NOUN
gs-3850	236	11	of	of	ADP
gs-3850	236	12	ai	ai	NOUN
gs-3850	236	13	in	in	ADP
gs-3850	236	14	medicine	medicine	NOUN
gs-3850	236	15	,	,	PUNCT
gs-3850	236	16	medicine	medicine	NOUN
gs-3850	236	17	,	,	PUNCT
gs-3850	236	18	volume	volume	NOUN
gs-3850	236	19	52	52	NUM
gs-3850	236	20	,	,	PUNCT
gs-3850	236	21	issue	issue	NOUN
gs-3850	236	22	12	12	NUM
gs-3850	236	23	,	,	PUNCT
gs-3850	236	24	2024	2024	NUM
gs-3850	236	25	,	,	PUNCT
gs-3850	236	26	pages	page	NOUN
gs-3850	236	27	811	811	NUM
gs-3850	236	28	-	-	SYM
gs-3850	236	29	815	815	NUM
gs-3850	236	30	,	,	PUNCT
gs-3850	236	31	issn	issn	PROPN
gs-3850	236	32	1357	1357	NUM
gs-3850	236	33	-	-	SYM
gs-3850	236	34	3039	3039	NUM
gs-3850	236	35	,	,	PUNCT
gs-3850	236	36	https://doi.org/10.1016/j.mpmed.2024.09.006	https://doi.org/10.1016/j.mpmed.2024.09.006	NOUN
gs-3850	236	37	.	.	PUNCT
gs-3850	237	1	13	13	NUM
gs-3850	237	2	.	.	PUNCT
gs-3850	238	1	hatem	hatem	PROPN
gs-3850	238	2	najmaddin	najmaddin	PROPN
gs-3850	238	3	ah	ah	INTJ
gs-3850	238	4	.	.	PUNCT
gs-3850	239	1	"	"	PUNCT
gs-3850	239	2	advancing	advance	VERB
gs-3850	239	3	pharmacy	pharmacy	NOUN
gs-3850	239	4	practice	practice	NOUN
gs-3850	239	5	:	:	PUNCT
gs-3850	239	6	the	the	DET
gs-3850	239	7	role	role	NOUN
gs-3850	239	8	of	of	ADP
gs-3850	239	9	intelligence	intelligence	NOUN
gs-3850	239	10	-	-	PUNCT
gs-3850	239	11	driven	drive	VERB
gs-3850	239	12	pharmacy	pharmacy	NOUN
gs-3850	239	13	practice	practice	NOUN
gs-3850	239	14	and	and	CCONJ
gs-3850	239	15	the	the	DET
gs-3850	239	16	emergence	emergence	NOUN
gs-3850	239	17	of	of	ADP
gs-3850	239	18	pharmacointelligence	pharmacointelligence	NOUN
gs-3850	239	19	.	.	PUNCT
gs-3850	239	20	"	"	PUNCT
gs-3850	240	1	integrated	integrated	ADJ
gs-3850	240	2	pharmacy	pharmacy	NOUN
gs-3850	240	3	research	research	NOUN
gs-3850	240	4	and	and	CCONJ
gs-3850	240	5	practice	practice	NOUN
gs-3850	240	6	(	(	PUNCT
gs-3850	240	7	2024	2024	NUM
gs-3850	240	8	):	):	PUNCT
gs-3850	240	9	139	139	NUM
gs-3850	240	10	-	-	SYM
gs-3850	240	11	153	153	NUM
gs-3850	240	12	.	.	PUNCT
gs-3850	240	13	14	14	NUM
gs-3850	240	14	.	.	PUNCT
gs-3850	241	1	choudhury	choudhury	PROPN
gs-3850	241	2	a.	a.	PROPN
gs-3850	241	3	,	,	PUNCT
gs-3850	241	4	&	&	CCONJ
gs-3850	241	5	asan	asan	ADJ
gs-3850	241	6	o.	o.	PROPN
gs-3850	241	7	(	(	PUNCT
gs-3850	241	8	2020	2020	NUM
gs-3850	241	9	)	)	PUNCT
gs-3850	241	10	.	.	PUNCT
gs-3850	242	1	role	role	NOUN
gs-3850	242	2	of	of	ADP
gs-3850	242	3	artificial	artificial	ADJ
gs-3850	242	4	intelligence	intelligence	NOUN
gs-3850	242	5	in	in	ADP
gs-3850	242	6	patient	patient	ADJ
gs-3850	242	7	safety	safety	NOUN
gs-3850	242	8	outcomes	outcome	NOUN
gs-3850	242	9	:	:	PUNCT
gs-3850	242	10	systematic	systematic	ADJ
gs-3850	242	11	literature	literature	PROPN
gs-3850	242	12	review	review	PROPN
gs-3850	242	13	.	.	PUNCT
gs-3850	243	1	jmir	jmir	PROPN
gs-3850	243	2	medical	medical	PROPN
gs-3850	243	3	informatics	informatics	PROPN
gs-3850	243	4	,	,	PUNCT
gs-3850	243	5	8(7	8(7	NUM
gs-3850	243	6	)	)	PUNCT
gs-3850	243	7	,	,	PUNCT
gs-3850	243	8	e18599	e18599	PROPN
gs-3850	243	9	.	.	PUNCT
gs-3850	244	1	https://doi.org/10.2196/18599	https://doi.org/10.2196/18599	PROPN
gs-3850	244	2	15	15	NUM
gs-3850	244	3	.	.	PUNCT
gs-3850	245	1	aldhaen	aldhaen	PROPN
gs-3850	245	2	f.	f.	PROPN
gs-3850	245	3	s.	s.	PROPN
gs-3850	245	4	(	(	PUNCT
gs-3850	245	5	2025	2025	NUM
gs-3850	245	6	)	)	PUNCT
gs-3850	245	7	.	.	PUNCT
gs-3850	246	1	ai	ai	VERB
gs-3850	246	2	-	-	PUNCT
gs-3850	246	3	powered	power	VERB
gs-3850	246	4	transformation	transformation	NOUN
gs-3850	246	5	of	of	ADP
gs-3850	246	6	healthcare	healthcare	PROPN
gs-3850	246	7	:	:	PUNCT
gs-3850	246	8	enhancing	enhance	VERB
gs-3850	246	9	patient	patient	ADJ
gs-3850	246	10	safety	safety	NOUN
gs-3850	246	11	through	through	ADP
gs-3850	246	12	ai	ai	ADJ
gs-3850	246	13	interventions	intervention	NOUN
gs-3850	246	14	with	with	ADP
gs-3850	246	15	the	the	DET
gs-3850	246	16	mediating	mediate	VERB
gs-3850	246	17	role	role	NOUN
gs-3850	246	18	of	of	ADP
gs-3850	246	19	operational	operational	ADJ
gs-3850	246	20	efficiency	efficiency	NOUN
gs-3850	246	21	and	and	CCONJ
gs-3850	246	22	moderating	moderate	VERB
gs-3850	246	23	role	role	NOUN
gs-3850	246	24	of	of	ADP
gs-3850	246	25	digital	digital	ADJ
gs-3850	246	26	competence	competence	NOUN
gs-3850	246	27	—	—	PUNCT
gs-3850	246	28	insights	insight	NOUN
gs-3850	246	29	from	from	ADP
gs-3850	246	30	the	the	DET
gs-3850	246	31	gulf	gulf	PROPN
gs-3850	246	32	cooperation	cooperation	PROPN
gs-3850	246	33	council	council	PROPN
gs-3850	246	34	region	region	NOUN
gs-3850	246	35	.	.	PUNCT
gs-3850	247	1	healthcare	healthcare	PROPN
gs-3850	247	2	,	,	PUNCT
gs-3850	247	3	13(6	13(6	PROPN
gs-3850	247	4	)	)	PUNCT
gs-3850	247	5	,	,	PUNCT
gs-3850	247	6	614	614	NUM
gs-3850	247	7	.	.	X
gs-3850	247	8	https://doi.org/10.3390/healthcare13060614	https://doi.org/10.3390/healthcare13060614	AUX
gs-3850	247	9	georgian	georgian	ADJ
gs-3850	247	10	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	247	11	მეცნიერები	მეცნიერები	NOUN
gs-3850	247	12	ტ.	ტ.	VERB
gs-3850	247	13	7	7	NUM
gs-3850	247	14	n	n	DET
gs-3850	247	15	2	2	NUM
gs-3850	247	16	,	,	PUNCT
gs-3850	247	17	2025	2025	NUM
gs-3850	247	18	457	457	NUM
gs-3850	247	19	16	16	NUM
gs-3850	247	20	.	.	PUNCT
gs-3850	248	1	epelde	epelde	PROPN
gs-3850	248	2	f.	f.	PROPN
gs-3850	248	3	(	(	PUNCT
gs-3850	248	4	2024	2024	NUM
gs-3850	248	5	)	)	PUNCT
gs-3850	248	6	.	.	PUNCT
gs-3850	249	1	revolutionizing	revolutionize	VERB
gs-3850	249	2	patient	patient	ADJ
gs-3850	249	3	safety	safety	NOUN
gs-3850	249	4	:	:	PUNCT
gs-3850	249	5	the	the	DET
gs-3850	249	6	economic	economic	ADJ
gs-3850	249	7	and	and	CCONJ
gs-3850	249	8	clinical	clinical	ADJ
gs-3850	249	9	impact	impact	NOUN
gs-3850	249	10	of	of	ADP
gs-3850	249	11	artificial	artificial	ADJ
gs-3850	249	12	intelligence	intelligence	NOUN
gs-3850	249	13	in	in	ADP
gs-3850	249	14	hospitals	hospital	NOUN
gs-3850	249	15	.	.	PUNCT
gs-3850	250	1	hospitals	hospital	NOUN
gs-3850	250	2	,	,	PUNCT
gs-3850	250	3	1(2	1(2	NUM
gs-3850	250	4	)	)	PUNCT
gs-3850	250	5	,	,	PUNCT
gs-3850	250	6	185–194	185–194	NUM
gs-3850	250	7	.	.	PUNCT
gs-3850	250	8	https://doi.org/10.3390/hospitals1020015	https://doi.org/10.3390/hospitals1020015	PROPN
gs-3850	250	9	17	17	NUM
gs-3850	250	10	.	.	PUNCT
gs-3850	251	1	tighe	tighe	PROPN
gs-3850	251	2	p.	p.	PROPN
gs-3850	251	3	,	,	PUNCT
gs-3850	251	4	mossburg	mossburg	PROPN
gs-3850	251	5	s.	s.	PROPN
gs-3850	251	6	,	,	PUNCT
gs-3850	251	7	&	&	CCONJ
gs-3850	251	8	gale	gale	PROPN
gs-3850	251	9	b.	b.	PROPN
gs-3850	251	10	(	(	PUNCT
gs-3850	251	11	2024	2024	NUM
gs-3850	251	12	)	)	PUNCT
gs-3850	251	13	.	.	PUNCT
gs-3850	252	1	artificial	artificial	ADJ
gs-3850	252	2	intelligence	intelligence	NOUN
gs-3850	252	3	and	and	CCONJ
gs-3850	252	4	patient	patient	ADJ
gs-3850	252	5	safety	safety	NOUN
gs-3850	252	6	:	:	PUNCT
gs-3850	252	7	promise	promise	NOUN
gs-3850	252	8	and	and	CCONJ
gs-3850	252	9	challenges	challenge	NOUN
gs-3850	252	10	.	.	PUNCT
gs-3850	253	1	psnet	psnet	PROPN
gs-3850	253	2	,	,	PUNCT
gs-3850	253	3	agency	agency	NOUN
gs-3850	253	4	for	for	ADP
gs-3850	253	5	healthcare	healthcare	PROPN
gs-3850	253	6	research	research	NOUN
gs-3850	253	7	and	and	CCONJ
gs-3850	253	8	quality	quality	NOUN
gs-3850	253	9	.	.	PUNCT
gs-3850	254	1	https://psnet.ahrq.gov/perspective/artificial-intelligence-and-patient-safety-promise-and-challenges	https://psnet.ahrq.gov/perspective/artificial-intelligence-and-patient-safety-promise-and-challenge	NOUN
gs-3850	254	2	.	.	PUNCT
gs-3850	255	1	18	18	NUM
gs-3850	255	2	.	.	PUNCT
gs-3850	255	3	graafsma	graafsma	PROPN
gs-3850	255	4	j.	j.	PROPN
gs-3850	255	5	,	,	PUNCT
gs-3850	255	6	murphy	murphy	PROPN
gs-3850	255	7	r.	r.	PROPN
gs-3850	255	8	m.	m.	PROPN
gs-3850	255	9	,	,	PUNCT
gs-3850	255	10	van	van	PROPN
gs-3850	255	11	de	de	PROPN
gs-3850	255	12	garde	garde	PROPN
gs-3850	255	13	e.	e.	PROPN
gs-3850	255	14	m.	m.	PROPN
gs-3850	255	15	w.	w.	PROPN
gs-3850	255	16	,	,	PUNCT
gs-3850	255	17	karapinar	karapinar	PROPN
gs-3850	255	18	-	-	PUNCT
gs-3850	255	19	çarkit	çarkit	NOUN
gs-3850	255	20	f.	f.	PROPN
gs-3850	255	21	,	,	PUNCT
gs-3850	255	22	derijks	derijks	PROPN
gs-3850	255	23	h.	h.	PROPN
gs-3850	255	24	j.	j.	PROPN
gs-3850	255	25	,	,	PUNCT
gs-3850	255	26	hoge	hoge	PROPN
gs-3850	255	27	r.	r.	PROPN
gs-3850	255	28	h.	h.	PROPN
gs-3850	255	29	l.	l.	PROPN
gs-3850	255	30	,	,	PUNCT
gs-3850	255	31	klopotowska	klopotowska	PROPN
gs-3850	255	32	j.	j.	PROPN
gs-3850	255	33	e.	e.	PROPN
gs-3850	255	34	,	,	PUNCT
gs-3850	255	35	&	&	CCONJ
gs-3850	255	36	van	van	PROPN
gs-3850	255	37	den	den	PROPN
gs-3850	255	38	bemt	bemt	PROPN
gs-3850	255	39	p.	p.	PROPN
gs-3850	255	40	m.	m.	NOUN
gs-3850	255	41	l.	l.	PROPN
gs-3850	255	42	a.	a.	PROPN
gs-3850	255	43	(	(	PUNCT
gs-3850	255	44	2024	2024	NUM
gs-3850	255	45	)	)	PUNCT
gs-3850	255	46	.	.	PUNCT
gs-3850	256	1	the	the	DET
gs-3850	256	2	use	use	NOUN
gs-3850	256	3	of	of	ADP
gs-3850	256	4	artificial	artificial	ADJ
gs-3850	256	5	intelligence	intelligence	NOUN
gs-3850	256	6	to	to	PART
gs-3850	256	7	optimize	optimize	VERB
gs-3850	256	8	medication	medication	NOUN
gs-3850	256	9	alerts	alert	NOUN
gs-3850	256	10	generated	generate	VERB
gs-3850	256	11	by	by	ADP
gs-3850	256	12	clinical	clinical	ADJ
gs-3850	256	13	decision	decision	NOUN
gs-3850	256	14	support	support	NOUN
gs-3850	256	15	systems	system	NOUN
gs-3850	256	16	:	:	PUNCT
gs-3850	256	17	a	a	DET
gs-3850	256	18	scoping	scope	VERB
gs-3850	256	19	review	review	NOUN
gs-3850	256	20	.	.	PUNCT
gs-3850	257	1	journal	journal	NOUN
gs-3850	257	2	of	of	ADP
gs-3850	257	3	the	the	DET
gs-3850	257	4	american	american	PROPN
gs-3850	257	5	medical	medical	PROPN
gs-3850	257	6	informatics	informatics	PROPN
gs-3850	257	7	association	association	PROPN
gs-3850	257	8	,	,	PUNCT
gs-3850	257	9	31(6	31(6	NUM
gs-3850	257	10	)	)	PUNCT
gs-3850	257	11	,	,	PUNCT
gs-3850	257	12	1411–1422	1411–1422	NUM
gs-3850	257	13	.	.	PUNCT
gs-3850	258	1	https://doi.org/10.1093/jamia/ocae076	https://doi.org/10.1093/jamia/ocae076	PROPN
gs-3850	258	2	19	19	NUM
gs-3850	258	3	.	.	PUNCT
gs-3850	259	1	andrew	andrew	PROPN
gs-3850	259	2	j.	j.	PROPN
gs-3850	259	3	(	(	PUNCT
gs-3850	259	4	2023	2023	NUM
gs-3850	259	5	)	)	PUNCT
gs-3850	259	6	.	.	PUNCT
gs-3850	260	1	impact	impact	NOUN
gs-3850	260	2	of	of	ADP
gs-3850	260	3	artificial	artificial	ADJ
gs-3850	260	4	intelligence	intelligence	NOUN
gs-3850	260	5	on	on	ADP
gs-3850	260	6	reducing	reduce	VERB
gs-3850	260	7	medication	medication	NOUN
gs-3850	260	8	errors	error	NOUN
gs-3850	260	9	in	in	ADP
gs-3850	260	10	pharmacy	pharmacy	NOUN
gs-3850	260	11	settings	setting	NOUN
gs-3850	260	12	.	.	PUNCT
gs-3850	261	1	20	20	NUM
gs-3850	261	2	.	.	PUNCT
gs-3850	261	3	ratwani	ratwani	PROPN
gs-3850	261	4	r.	r.	PROPN
gs-3850	261	5	m.	m.	PROPN
gs-3850	261	6	,	,	PUNCT
gs-3850	261	7	bates	bates	PROPN
gs-3850	261	8	d.	d.	PROPN
gs-3850	261	9	w.	w.	PROPN
gs-3850	261	10	,	,	PUNCT
gs-3850	261	11	&	&	CCONJ
gs-3850	261	12	classen	classen	PROPN
gs-3850	261	13	d.	d.	PROPN
gs-3850	261	14	c.	c.	PROPN
gs-3850	261	15	(	(	PUNCT
gs-3850	261	16	2024	2024	NUM
gs-3850	261	17	)	)	PUNCT
gs-3850	261	18	.	.	PUNCT
gs-3850	262	1	patient	patient	ADJ
gs-3850	262	2	safety	safety	NOUN
gs-3850	262	3	and	and	CCONJ
gs-3850	262	4	artificial	artificial	ADJ
gs-3850	262	5	intelligence	intelligence	NOUN
gs-3850	262	6	in	in	ADP
gs-3850	262	7	clinical	clinical	ADJ
gs-3850	262	8	care	care	NOUN
gs-3850	262	9	.	.	PUNCT
gs-3850	263	1	jama	jama	PROPN
gs-3850	263	2	health	health	PROPN
gs-3850	263	3	forum	forum	PROPN
gs-3850	263	4	,	,	PUNCT
gs-3850	263	5	5(2	5(2	NUM
gs-3850	263	6	)	)	PUNCT
gs-3850	263	7	,	,	PUNCT
gs-3850	263	8	e235514	e235514	PROPN
gs-3850	263	9	.	.	PUNCT
gs-3850	263	10	https://doi.org/10.1001/jamahealthforum.2023.5514	https://doi.org/10.1001/jamahealthforum.2023.5514	PROPN
gs-3850	263	11	21	21	NUM
gs-3850	263	12	.	.	PUNCT
gs-3850	264	1	wong	wong	PROPN
gs-3850	264	2	c.	c.	PROPN
gs-3850	264	3	y.	y.	PROPN
gs-3850	264	4	,	,	PUNCT
gs-3850	264	5	&	&	CCONJ
gs-3850	264	6	wong	wong	PROPN
gs-3850	264	7	c.	c.	PROPN
gs-3850	264	8	m.	m.	PROPN
gs-3850	264	9	(	(	PUNCT
gs-3850	264	10	2025	2025	NUM
gs-3850	264	11	)	)	PUNCT
gs-3850	264	12	.	.	PUNCT
gs-3850	265	1	forecasting	forecast	VERB
gs-3850	265	2	the	the	DET
gs-3850	265	3	impact	impact	NOUN
gs-3850	265	4	of	of	ADP
gs-3850	265	5	artificial	artificial	ADJ
gs-3850	265	6	intelligence	intelligence	NOUN
gs-3850	265	7	on	on	ADP
gs-3850	265	8	clinical	clinical	ADJ
gs-3850	265	9	pharmacy	pharmacy	NOUN
gs-3850	265	10	practice	practice	NOUN
gs-3850	265	11	.	.	PUNCT
gs-3850	266	1	journal	journal	NOUN
gs-3850	266	2	of	of	ADP
gs-3850	266	3	the	the	DET
gs-3850	266	4	american	american	PROPN
gs-3850	266	5	college	college	PROPN
gs-3850	266	6	of	of	ADP
gs-3850	266	7	clinical	clinical	ADJ
gs-3850	266	8	pharmacy	pharmacy	NOUN
gs-3850	266	9	,	,	PUNCT
gs-3850	266	10	8(1	8(1	NOUN
gs-3850	266	11	)	)	PUNCT
gs-3850	266	12	,	,	PUNCT
gs-3850	266	13	23	23	NUM
gs-3850	266	14	-	-	SYM
gs-3850	266	15	30	30	NUM
gs-3850	266	16	.	.	PUNCT
gs-3850	267	1	https://doi.org/10.1002/jac5.70004	https://doi.org/10.1002/jac5.70004	AUX
gs-3850	267	2	georgian	georgian	ADJ
gs-3850	267	3	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3850	267	4	მეცნიერები	მეცნიერები	NOUN
gs-3850	267	5	ტ.	ტ.	VERB
gs-3850	267	6	7	7	NUM
gs-3850	267	7	n	n	DET
gs-3850	267	8	2	2	NUM
gs-3850	267	9	,	,	PUNCT
gs-3850	267	10	2025	2025	NUM
gs-3850	267	11	458	458	NUM
gs-3850	267	12	მედიკამენტოზური	მედიკამენტოზური	PROPN
gs-3850	267	13	უსაფრთხოების	უსაფრთხოების	PROPN
gs-3850	267	14	გაუმჯობესება	გაუმჯობესება	PROPN
gs-3850	267	15	სტაციონარულ	სტაციონარულ	PROPN
gs-3850	267	16	სამედიცინო	სამედიცინო	PROPN
gs-3850	267	17	დაწესებულებში	დაწესებულებში	PROPN
gs-3850	267	18	ხელოვნური	ხელოვნური	PROPN
gs-3850	267	19	ინტელექტის	ინტელექტის	PROPN
gs-3850	267	20	გამოყენებით	გამოყენებით	PROPN
gs-3850	267	21	ზაზა	ზაზა	PROPN
gs-3850	267	22	სოფრომაძე1-ასოცირებული	სოფრომაძე1-ასოცირებული	PROPN
gs-3850	267	23	პროფესორი	პროფესორი	NOUN
gs-3850	267	24	,	,	PUNCT
gs-3850	267	25	ნანა	ნანა	NOUN
gs-3850	267	26	შაშიაშვილი1	შაშიაშვილი1	NOUN
gs-3850	267	27	ასოცირებული	ასოცირებული	PROPN
gs-3850	267	28	პროფესორი	პროფესორი	NOUN
gs-3850	267	29	ბესარიონ	ბესარიონ	NOUN
gs-3850	267	30	სიმონიშვილი	სიმონიშვილი	NOUN
gs-3850	267	31	საჯარო	საჯარო	ADJ
gs-3850	267	32	მმართველობის	მმართველობის	ADJ
gs-3850	267	33	დოქტორი	დოქტორი	NOUN
gs-3850	267	34	1საქართველოს	1საქართველოს	NUM
gs-3850	267	35	ტექნიკური	ტექნიკური	NOUN
gs-3850	267	36	უნივერსიტეტი	უნივერსიტეტი	PROPN
gs-3850	267	37	აბსტრაქტი	აბსტრაქტი	NOUN
gs-3850	267	38	ხელოვნური	ხელოვნური	SYM
gs-3850	267	39	ინტელექტი	ინტელექტი	PROPN
gs-3850	267	40	(	(	PUNCT
gs-3850	267	41	ai	ai	NOUN
gs-3850	267	42	)	)	PUNCT
gs-3850	267	43	სულ	სულ	NOUN
gs-3850	267	44	უფრო	უფრო	NOUN
gs-3850	267	45	მეტად	მეტად	PROPN
gs-3850	267	46	იკავებს	იკავებს	NOUN
gs-3850	268	1	წამყვან	წამყვან	PROPN
gs-3850	268	2	ადგილს	ადგილს	PROPN
gs-3850	268	3	მედიკამენტების	მედიკამენტების	PROPN
gs-3850	268	4	მართვის	მართვის	PROPN
gs-3850	268	5	პროცესების	პროცესების	PROPN
gs-3850	268	6	ტრანსფორმაციაში.	ტრანსფორმაციაში.	PROPN
gs-3850	268	7	მისი	მისი	ADJ
gs-3850	268	8	ინტეგრაცია	ინტეგრაცია	NOUN
gs-3850	268	9	მოიცავს	მოიცავს	NOUN
gs-3850	268	10	არა	არა	NOUN
gs-3850	268	11	მხოლოდ	მხოლოდ	NOUN
gs-3850	268	12	მედიკამენტების	მედიკამენტების	ADJ
gs-3850	268	13	შესყიდვას	შესყიდვას	PROPN
gs-3850	268	14	,	,	PUNCT
gs-3850	268	15	შენახვასა	შენახვასა	PROPN
gs-3850	268	16	და	და	NOUN
gs-3850	268	17	განაწილებას	განაწილებას	PROPN
gs-3850	268	18	,	,	PUNCT
gs-3850	268	19	არამედ	არამედ	NOUN
gs-3850	268	20	პაციენტზე	პაციენტზე	PROPN
gs-3850	268	21	ორიენტირებულ	ორიენტირებულ	PROPN
gs-3850	268	22	მკურნალობასა	მკურნალობასა	PROPN
gs-3850	268	23	და	და	PROPN
gs-3850	268	24	უსაფრთხოების	უსაფრთხოების	PROPN
gs-3850	268	25	გაუმჯობესებულ	გაუმჯობესებულ	PROPN
gs-3850	268	26	ზომებს.	ზომებს.	PROPN
gs-3850	269	1	ai-ის	ai-ის	X
gs-3850	269	2	გამოყენება	გამოყენება	NOUN
gs-3850	269	3	მნიშვნელოვნად	მნიშვნელოვნად	NOUN
gs-3850	269	4	ზრდის	ზრდის	NOUN
gs-3850	269	5	ოპერაციულ	ოპერაციულ	PROPN
gs-3850	269	6	ეფექტიანობას	ეფექტიანობას	PROPN
gs-3850	269	7	და	და	PROPN
gs-3850	269	8	ამცირებს	ამცირებს	PROPN
gs-3850	269	9	მედიკამენტური	მედიკამენტური	PROPN
gs-3850	269	10	შეცდომებისა	შეცდომებისა	PROPN
gs-3850	269	11	და	და	PROPN
gs-3850	269	12	არასასურველი	არასასურველი	PROPN
gs-3850	269	13	რეაქციების	რეაქციების	PROPN
gs-3850	269	14	რისკს.	რისკს.	PROPN
gs-3850	270	1	მისი	მისი	PROPN
gs-3850	270	2	მეშვეობით	მეშვეობით	PROPN
gs-3850	270	3	შესაძლებელია	შესაძლებელია	VERB
gs-3850	270	4	გასული	გასული	NOUN
gs-3850	270	5	პერიოდის	პერიოდის	ADV
gs-3850	270	6	მონაცემების	მონაცემების	PROPN
gs-3850	270	7	,	,	PUNCT
gs-3850	270	8	სეზონური	სეზონური	PROPN
gs-3850	270	9	ტენდენციებისა	ტენდენციებისა	PROPN
gs-3850	270	10	და	და	PROPN
gs-3850	270	11	პაციენტთა	პაციენტთა	PROPN
gs-3850	270	12	ნაკადების	ნაკადების	PROPN
gs-3850	270	13	ანალიზი	ანალიზი	NOUN
gs-3850	270	14	,	,	PUNCT
gs-3850	270	15	რაც	რაც	VERB
gs-3850	270	16	ხელს	ხელს	PRON
gs-3850	270	17	უწყობს	უწყობს	PROPN
gs-3850	270	18	საჭიროებების	საჭიროებების	PROPN
gs-3850	270	19	ზუსტ	ზუსტ	NOUN
gs-3850	270	20	პროგნოზირებას	პროგნოზირებას	NOUN
gs-3850	270	21	,	,	PUNCT
gs-3850	270	22	მოთხოვნების	მოთხოვნების	NOUN
gs-3850	270	23	ოპტიმიზაციასა	ოპტიმიზაციასა	NOUN
gs-3850	270	24	და	და	NOUN
gs-3850	270	25	დეფიციტის	დეფიციტის	NOUN
gs-3850	270	26	ან	ან	AUX
gs-3850	270	27	ზედმეტი	ზედმეტი	PROPN
gs-3850	270	28	მარაგის	მარაგის	NOUN
gs-3850	270	29	თავიდან	თავიდან	NOUN
gs-3850	270	30	აცილებას.	აცილებას.	NOUN
gs-3850	271	1	ai-ით	ai-ით	ADP
gs-3850	271	2	მხარდაჭერილი	მხარდაჭერილი	PROPN
gs-3850	271	3	ავტომატიზებული	ავტომატიზებული	PROPN
gs-3850	271	4	განაწილების	განაწილების	PROPN
gs-3850	271	5	,	,	PUNCT
gs-3850	271	6	,	,	PUNCT
gs-3850	271	7	კაბინეტები	კაბინეტები	NOUN
gs-3850	271	8	“	"	PUNCT
gs-3850	271	9	უზრუნველყოფენ	უზრუნველყოფენ	PROPN
gs-3850	271	10	ფარმაცევტული	ფარმაცევტული	PROPN
gs-3850	271	11	პროდუქტების	პროდუქტების	PROPN
gs-3850	271	12	სწრაფ	სწრაფ	PROPN
gs-3850	271	13	და	და	PROPN
gs-3850	271	14	ზუსტ	ზუსტ	NOUN
gs-3850	271	15	დაყოფას	დაყოფას	NOUN
gs-3850	271	16	ინდივიდუალურ	ინდივიდუალურ	ADJ
gs-3850	271	17	სამკურნალო	სამკურნალო	PROPN
gs-3850	271	18	გეგმებთან	გეგმებთან	PROPN
gs-3850	271	19	შესაბამისობით	შესაბამისობით	PROPN
gs-3850	271	20	,	,	PUNCT
gs-3850	271	21	რითაც	რითაც	PROPN
gs-3850	271	22	უმჯობესდება	უმჯობესდება	PROPN
gs-3850	271	23	მარაგების	მარაგების	PROPN
gs-3850	271	24	კონტროლი	კონტროლი	NOUN
gs-3850	271	25	და	და	NOUN
gs-3850	271	26	მცირდება	მცირდება	PROPN
gs-3850	271	27	ადამიანური	ადამიანური	PROPN
gs-3850	271	28	შეცდომების	შეცდომების	PROPN
gs-3850	271	29	ალბათობა.	ალბათობა.	PROPN
gs-3850	271	30	ხელოვნურ	ხელოვნურ	PROPN
gs-3850	271	31	ინტელექტზე	ინტელექტზე	PROPN
gs-3850	271	32	დაფუძნებული	დაფუძნებული	PROPN
gs-3850	271	33	კლინიკური	კლინიკური	PROPN
gs-3850	271	34	გადაწყვეტილების	გადაწყვეტილების	PROPN
gs-3850	271	35	მხარდაჭერის	მხარდაჭერის	PROPN
gs-3850	271	36	სისტემები	სისტემები	PROPN
gs-3850	271	37	ჯანდაცვის	ჯანდაცვის	NOUN
gs-3850	271	38	პროფესიონალებსა	პროფესიონალებსა	NOUN
gs-3850	271	39	და	და	NOUN
gs-3850	271	40	ფარმაცევტებს	ფარმაცევტებს	NOUN
gs-3850	271	41	აწვდის	აწვდის	ADJ
gs-3850	271	42	ინფორმაციას	ინფორმაციას	NOUN
gs-3850	271	43	წამლების	წამლების	PROPN
gs-3850	271	44	პოტენციური	პოტენციური	PROPN
gs-3850	271	45	ურთიერთქმედებების	ურთიერთქმედებების	ADJ
gs-3850	271	46	,	,	PUNCT
gs-3850	271	47	ალერგიული	ალერგიული	PROPN
gs-3850	271	48	რეაქციებისა	რეაქციებისა	PROPN
gs-3850	271	49	და	და	PROPN
gs-3850	271	50	არასწორი	არასწორი	PROPN
gs-3850	271	51	დოზირების	დოზირების	PROPN
gs-3850	271	52	შესახებ	შესახებ	VERB
gs-3850	271	53	,	,	PUNCT
gs-3850	271	54	რაც	რაც	PROPN
gs-3850	271	55	განსაკუთრებით	განსაკუთრებით	PROPN
gs-3850	271	56	მნიშვნელოვანია	მნიშვნელოვანია	PROPN
gs-3850	271	57	პოლიფარმაციის	პოლიფარმაციის	PROPN
gs-3850	271	58	დროს.	დროს.	VERB
gs-3850	272	1	ai-ის	ai-ის	X
gs-3850	272	2	კიდევ	კიდევ	ADJ
gs-3850	272	3	ერთი	ერთი	ADJ
gs-3850	272	4	მნიშვნელოვანი	მნიშვნელოვანი	NOUN
gs-3850	272	5	ფუნქციაა	ფუნქციაა	PROPN
gs-3850	272	6	პაციენტთა	პაციენტთა	PROPN
gs-3850	272	7	მედიკამენტური	მედიკამენტური	PROPN
gs-3850	272	8	თერაპიისადმი	თერაპიისადმი	PROPN
gs-3850	272	9	დამყოლობის	დამყოლობის	NOUN
gs-3850	272	10	მონიტორინგი	მონიტორინგი	ADJ
gs-3850	272	11	,	,	PUNCT
gs-3850	272	12	რაც	რაც	PROPN
gs-3850	272	13	დროული	დროული	PROPN
gs-3850	272	14	ჩარევის	ჩარევის	NOUN
gs-3850	272	15	საშუალებას	საშუალებას	ADJ
gs-3850	272	16	იძლევა	იძლევა	NOUN
gs-3850	272	17	მკურნალობის	მკურნალობის	NOUN
gs-3850	272	18	სქემის	სქემის	ADJ
gs-3850	272	19	დარღვევის	დარღვევის	NOUN
gs-3850	272	20	შემთხვევებში.	შემთხვევებში.	NOUN
gs-3850	272	21	ინოვაციური	ინოვაციური	PROPN
gs-3850	272	22	ტექნოლოგიები	ტექნოლოგიები	PROPN
gs-3850	272	23	აქტიურად	აქტიურად	VERB
gs-3850	272	24	გამოიყენება	გამოიყენება	PROPN
gs-3850	272	25	ფარმაცევტული	ფარმაცევტული	PROPN
gs-3850	272	26	ლოგისტიკის	ლოგისტიკის	VERB
gs-3850	272	27	სხვადასხვა	სხვადასხვა	PROPN
gs-3850	272	28	ეტაპზე	ეტაპზე	NOUN
gs-3850	272	29	,	,	PUNCT
gs-3850	272	30	მათ	მათ	PROPN
gs-3850	272	31	შორის	შორის	NOUN
gs-3850	272	32	შენახვის	შენახვის	PROPN
gs-3850	272	33	პირობების	პირობების	VERB
gs-3850	272	34	კონტროლის	კონტროლის	NOUN
gs-3850	272	35	,	,	PUNCT
gs-3850	272	36	ტრანსპორტირებისა	ტრანსპორტირებისა	PROPN
gs-3850	272	37	და	და	PROPN
gs-3850	272	38	მედიკამენტების	მედიკამენტების	ADJ
gs-3850	272	39	პარტიების	პარტიების	PROPN
gs-3850	272	40	მიკვლევადობის	მიკვლევადობის	PROPN
gs-3850	272	41	პროცესში	პროცესში	PROPN
gs-3850	272	42	,	,	PUNCT
gs-3850	272	43	რაც	რაც	VERB
gs-3850	272	44	ზრდის	ზრდის	ADV
gs-3850	272	45	მომარაგების	მომარაგების	PROPN
gs-3850	272	46	ჯაჭვის	ჯაჭვის	NOUN
gs-3850	272	47	გამჭვირვალობას	გამჭვირვალობას	VERB
gs-3850	272	48	და	და	NOUN
gs-3850	272	49	აძლიერებს	აძლიერებს	NOUN
gs-3850	272	50	ხარისხის	ხარისხის	PROPN
gs-3850	272	51	კონტროლს.	კონტროლს.	PUNCT
gs-3850	273	1	ai-ის	ai-ის	X
gs-3850	273	2	დანერგვა	დანერგვა	AUX
gs-3850	273	3	ჰოსპიტალურ	ჰოსპიტალურ	PROPN
gs-3850	273	4	სექტორში	სექტორში	NOUN
gs-3850	273	5	მნიშვნელოვნად	მნიშვნელოვნად	PROPN
gs-3850	273	6	აუმჯობესებს	აუმჯობესებს	PROPN
gs-3850	273	7	მედიკამენტების	მედიკამენტების	PROPN
gs-3850	273	8	მართვის	მართვის	PROPN
gs-3850	273	9	პროცესებს	პროცესებს	NOUN
gs-3850	273	10	,	,	PUNCT
gs-3850	273	11	ზრდის	ზრდის	ADJ
gs-3850	273	12	პაციენტთა	პაციენტთა	PROPN
gs-3850	273	13	უსაფრთხოებას	უსაფრთხოებას	PROPN
gs-3850	273	14	და	და	PROPN
gs-3850	273	15	ოპტიმიზაციას	ოპტიმიზაციას	PROPN
gs-3850	273	16	უწევს	უწევს	PROPN
gs-3850	274	1	რესურსების	რესურსების	INTJ
gs-3850	274	2	განაწილებას.	განაწილებას.	NOUN
gs-3850	274	3	თუმცა	თუმცა	PROPN
gs-3850	274	4	,	,	PUNCT
gs-3850	274	5	მისი	მისი	ADJ
gs-3850	274	6	ეფექტიანი	ეფექტიანი	PROPN
gs-3850	274	7	დანერგვისთვის	დანერგვისთვის	NOUN
gs-3850	274	8	აუცილებელია	აუცილებელია	ADJ
gs-3850	274	9	შესაბამისი	შესაბამისი	PROPN
gs-3850	274	10	ინფრასტრუქტურის	ინფრასტრუქტურის	NOUN
gs-3850	274	11	მობილიზება	მობილიზება	NOUN
gs-3850	274	12	,	,	PUNCT
gs-3850	274	13	სამედიცინო	სამედიცინო	PROPN
gs-3850	274	14	პერსონალის	პერსონალის	NOUN
gs-3850	274	15	გადამზადება	გადამზადება	ADJ
gs-3850	274	16	და	და	NOUN
gs-3850	274	17	ეთიკური	ეთიკური	PROPN
gs-3850	274	18	სტანდარტების	სტანდარტების	NOUN
gs-3850	274	19	მკაცრი	მკაცრი	PRON
gs-3850	274	20	დაცვა.	დაცვა.	PROPN
gs-3850	274	21	საკვანძო	საკვანძო	PROPN
gs-3850	274	22	სიტყვები	სიტყვები	NOUN
gs-3850	274	23	:	:	PUNCT
gs-3850	274	24	ხელოვნური	ხელოვნური	X
gs-3850	274	25	ინტელექტი	ინტელექტი	PROPN
gs-3850	274	26	,	,	PUNCT
gs-3850	274	27	სამკურნალო	სამკურნალო	PROPN
gs-3850	274	28	საშუალება	საშუალება	ADJ
gs-3850	274	29	,	,	PUNCT
gs-3850	274	30	ფარმაკოინტელექტი	ფარმაკოინტელექტი	ADJ
gs-3850	274	31	,	,	PUNCT
gs-3850	274	32	მედიკამენტური	მედიკამენტური	PROPN
gs-3850	274	33	უსაფრთხოება	უსაფრთხოება	VERB