id	sid	tid	token	lemma	pos
gs-4280	1	1	fullpdf070412025.pdf	fullpdf070412025.pdf	ADJ
gs-4280	1	2	artificial	artificial	ADJ
gs-4280	1	3	intelligence	intelligence	NOUN
gs-4280	1	4	in	in	ADP
gs-4280	1	5	emergency	emergency	NOUN
gs-4280	1	6	and	and	CCONJ
gs-4280	1	7	intensive	intensive	ADJ
gs-4280	1	8	care	care	NOUN
gs-4280	1	9	medicine	medicine	NOUN
gs-4280	1	10	benefit	benefit	NOUN
gs-4280	1	11	or	or	CCONJ
gs-4280	1	12	risk	risk	NOUN
gs-4280	1	13	?	?	PUNCT
gs-4280	2	1	tornike	tornike	NOUN
gs-4280	2	2	zedelashvili1	zedelashvili1	PROPN
gs-4280	2	3	,	,	PUNCT
gs-4280	2	4	nino	nino	PROPN
gs-4280	2	5	gvajaia2	gvajaia2	PROPN
gs-4280	2	6	1	1	NUM
gs-4280	2	7	information	information	NOUN
gs-4280	2	8	security	security	NOUN
gs-4280	2	9	department	department	NOUN
gs-4280	2	10	of	of	ADP
gs-4280	2	11	the	the	DET
gs-4280	2	12	ministry	ministry	PROPN
gs-4280	2	13	of	of	ADP
gs-4280	2	14	justice	justice	PROPN
gs-4280	2	15	.	.	PUNCT
gs-4280	3	1	tbilisi	tbilisi	PROPN
gs-4280	3	2	georgia	georgia	PROPN
gs-4280	3	3	2	2	NUM
gs-4280	3	4	department	department	NOUN
gs-4280	3	5	of	of	ADP
gs-4280	3	6	medicine	medicine	NOUN
gs-4280	3	7	,	,	PUNCT
gs-4280	3	8	tsmu	tsmu	PROPN
gs-4280	3	9	,	,	PUNCT
gs-4280	3	10	american	american	PROPN
gs-4280	3	11	md	md	PROPN
gs-4280	3	12	program	program	PROPN
gs-4280	3	13	,	,	PUNCT
gs-4280	3	14	tbilisi	tbilisi	PROPN
gs-4280	3	15	,	,	PUNCT
gs-4280	3	16	georgia	georgia	PROPN
gs-4280	3	17	artificial	artificial	ADJ
gs-4280	3	18	intelligence	intelligence	NOUN
gs-4280	3	19	(	(	PUNCT
gs-4280	3	20	ai	ai	PROPN
gs-4280	3	21	)	)	PUNCT
gs-4280	3	22	is	be	AUX
gs-4280	3	23	transforming	transform	VERB
gs-4280	3	24	emergency	emergency	NOUN
gs-4280	3	25	and	and	CCONJ
gs-4280	3	26	intensive	intensive	ADJ
gs-4280	3	27	care	care	NOUN
gs-4280	3	28	medicine	medicine	NOUN
gs-4280	3	29	by	by	ADP
gs-4280	3	30	enabling	enable	VERB
gs-4280	3	31	earlier	early	ADJ
gs-4280	3	32	detection	detection	NOUN
gs-4280	3	33	,	,	PUNCT
gs-4280	3	34	faster	fast	ADJ
gs-4280	3	35	diagnosis	diagnosis	NOUN
gs-4280	3	36	,	,	PUNCT
gs-4280	3	37	and	and	CCONJ
gs-4280	3	38	more	more	ADV
gs-4280	3	39	precise	precise	ADJ
gs-4280	3	40	decision	decision	NOUN
gs-4280	3	41	-	-	PUNCT
gs-4280	3	42	making	making	NOUN
gs-4280	3	43	in	in	ADP
gs-4280	3	44	time	time	NOUN
gs-4280	3	45	-	-	PUNCT
gs-4280	3	46	critical	critical	ADJ
gs-4280	3	47	situations	situation	NOUN
gs-4280	3	48	.	.	PUNCT
gs-4280	4	1	ai	ai	VERB
gs-4280	4	2	-	-	PUNCT
gs-4280	4	3	based	base	VERB
gs-4280	4	4	systems	system	NOUN
gs-4280	4	5	are	be	AUX
gs-4280	4	6	increasingly	increasingly	ADV
gs-4280	4	7	used	use	VERB
gs-4280	4	8	to	to	PART
gs-4280	4	9	interpret	interpret	VERB
gs-4280	4	10	chest	chest	NOUN
gs-4280	4	11	x	x	NOUN
gs-4280	4	12	-	-	NOUN
gs-4280	4	13	rays	ray	NOUN
gs-4280	4	14	,	,	PUNCT
gs-4280	4	15	ct	ct	NUM
gs-4280	4	16	scans	scan	NOUN
gs-4280	4	17	,	,	PUNCT
gs-4280	4	18	ultrasound	ultrasound	NOUN
gs-4280	4	19	images	image	NOUN
gs-4280	4	20	,	,	PUNCT
gs-4280	4	21	and	and	CCONJ
gs-4280	4	22	ecgs	ecgs	NOUN
gs-4280	4	23	for	for	ADP
gs-4280	4	24	identifying	identify	VERB
gs-4280	4	25	pneumothorax	pneumothorax	NOUN
gs-4280	4	26	,	,	PUNCT
gs-4280	4	27	pneumonia	pneumonia	NOUN
gs-4280	4	28	,	,	PUNCT
gs-4280	4	29	acute	acute	ADJ
gs-4280	4	30	respiratory	respiratory	ADJ
gs-4280	4	31	distress	distress	NOUN
gs-4280	4	32	syndrome	syndrome	NOUN
gs-4280	4	33	(	(	PUNCT
gs-4280	4	34	ards	ard	NOUN
gs-4280	4	35	)	)	PUNCT
gs-4280	4	36	,	,	PUNCT
gs-4280	4	37	arrhythmias	arrhythmia	NOUN
gs-4280	4	38	,	,	PUNCT
gs-4280	4	39	and	and	CCONJ
gs-4280	4	40	ischemia	ischemia	NOUN
gs-4280	4	41	with	with	ADP
gs-4280	4	42	remarkable	remarkable	ADJ
gs-4280	4	43	accuracy	accuracy	NOUN
gs-4280	4	44	.	.	PUNCT
gs-4280	5	1	the	the	DET
gs-4280	5	2	u.s	u.s	PROPN
gs-4280	5	3	.	.	PROPN
gs-4280	5	4	food	food	PROPN
gs-4280	5	5	and	and	CCONJ
gs-4280	5	6	drug	drug	PROPN
gs-4280	5	7	administration	administration	PROPN
gs-4280	5	8	(	(	PUNCT
gs-4280	5	9	fda	fda	PROPN
gs-4280	5	10	)	)	PUNCT
gs-4280	5	11	has	have	AUX
gs-4280	5	12	approved	approve	VERB
gs-4280	5	13	an	an	DET
gs-4280	5	14	ai	ai	NOUN
gs-4280	5	15	-	-	PUNCT
gs-4280	5	16	powered	power	VERB
gs-4280	5	17	system	system	NOUN
gs-4280	5	18	that	that	PRON
gs-4280	5	19	automatically	automatically	ADV
gs-4280	5	20	detects	detect	VERB
gs-4280	5	21	pneumothorax	pneumothorax	ADV
gs-4280	5	22	with	with	ADP
gs-4280	5	23	100	100	NUM
gs-4280	5	24	%	%	NOUN
gs-4280	5	25	sensitivity	sensitivity	NOUN
gs-4280	5	26	for	for	ADP
gs-4280	5	27	large	large	ADJ
gs-4280	5	28	and	and	CCONJ
gs-4280	5	29	96	96	NUM
gs-4280	5	30	%	%	NOUN
gs-4280	5	31	for	for	ADP
gs-4280	5	32	small	small	ADJ
gs-4280	5	33	cases	case	NOUN
gs-4280	5	34	,	,	PUNCT
gs-4280	5	35	and	and	CCONJ
gs-4280	5	36	94	94	NUM
gs-4280	5	37	%	%	NOUN
gs-4280	5	38	specificity	specificity	NOUN
gs-4280	5	39	substantially	substantially	ADV
gs-4280	5	40	reducing	reduce	VERB
gs-4280	5	41	false	false	ADJ
gs-4280	5	42	alarms	alarm	NOUN
gs-4280	5	43	.	.	PUNCT
gs-4280	6	1	such	such	ADJ
gs-4280	6	2	models	model	NOUN
gs-4280	6	3	help	help	AUX
gs-4280	6	4	distinguish	distinguish	VERB
gs-4280	6	5	genuine	genuine	ADJ
gs-4280	6	6	emergencies	emergency	NOUN
gs-4280	6	7	from	from	ADP
gs-4280	6	8	artifacts	artifact	NOUN
gs-4280	6	9	caused	cause	VERB
gs-4280	6	10	by	by	ADP
gs-4280	6	11	motion	motion	NOUN
gs-4280	6	12	,	,	PUNCT
gs-4280	6	13	sensor	sensor	NOUN
gs-4280	6	14	errors	error	NOUN
gs-4280	6	15	,	,	PUNCT
gs-4280	6	16	or	or	CCONJ
gs-4280	6	17	benign	benign	ADJ
gs-4280	6	18	physiological	physiological	ADJ
gs-4280	6	19	variations	variation	NOUN
gs-4280	6	20	,	,	PUNCT
gs-4280	6	21	improving	improve	VERB
gs-4280	6	22	workflow	workflow	NOUN
gs-4280	6	23	efficiency	efficiency	NOUN
gs-4280	6	24	and	and	CCONJ
gs-4280	6	25	clinical	clinical	ADJ
gs-4280	6	26	prioritization	prioritization	NOUN
gs-4280	6	27	.	.	PUNCT
gs-4280	7	1	a	a	DET
gs-4280	7	2	key	key	ADJ
gs-4280	7	3	example	example	NOUN
gs-4280	7	4	of	of	ADP
gs-4280	7	5	successful	successful	ADJ
gs-4280	7	6	integration	integration	NOUN
gs-4280	7	7	is	be	AUX
gs-4280	7	8	the	the	DET
gs-4280	7	9	targeted	target	VERB
gs-4280	7	10	real	real	ADJ
gs-4280	7	11	-	-	PUNCT
gs-4280	7	12	time	time	NOUN
gs-4280	7	13	early	early	ADJ
gs-4280	7	14	warning	warning	NOUN
gs-4280	7	15	system	system	NOUN
gs-4280	7	16	(	(	PUNCT
gs-4280	7	17	trews	trews	NOUN
gs-4280	7	18	)	)	PUNCT
gs-4280	7	19	,	,	PUNCT
gs-4280	7	20	validated	validate	VERB
gs-4280	7	21	in	in	ADP
gs-4280	7	22	a	a	DET
gs-4280	7	23	multicenter	multicenter	ADJ
gs-4280	7	24	prospective	prospective	ADJ
gs-4280	7	25	study	study	NOUN
gs-4280	7	26	.	.	PUNCT
gs-4280	8	1	trews	trew	NOUN
gs-4280	8	2	enabled	enable	VERB
gs-4280	8	3	earlier	early	ADJ
gs-4280	8	4	identification	identification	NOUN
gs-4280	8	5	and	and	CCONJ
gs-4280	8	6	treatment	treatment	NOUN
gs-4280	8	7	of	of	ADP
gs-4280	8	8	sepsis	sepsis	NOUN
gs-4280	8	9	,	,	PUNCT
gs-4280	8	10	reducing	reduce	VERB
gs-4280	8	11	absolute	absolute	ADJ
gs-4280	8	12	mortality	mortality	NOUN
gs-4280	8	13	by	by	ADP
gs-4280	8	14	approximately	approximately	ADV
gs-4280	8	15	4.5	4.5	NUM
gs-4280	8	16	%	%	NOUN
gs-4280	8	17	.	.	PUNCT
gs-4280	9	1	when	when	SCONJ
gs-4280	9	2	clinicians	clinician	NOUN
gs-4280	9	3	responded	respond	VERB
gs-4280	9	4	to	to	ADP
gs-4280	9	5	alerts	alert	NOUN
gs-4280	9	6	within	within	ADP
gs-4280	9	7	three	three	NUM
gs-4280	9	8	hours	hour	NOUN
gs-4280	9	9	,	,	PUNCT
gs-4280	9	10	mortality	mortality	NOUN
gs-4280	9	11	decreased	decrease	VERB
gs-4280	9	12	by	by	ADP
gs-4280	9	13	18	18	NUM
gs-4280	9	14	%	%	NOUN
gs-4280	9	15	relative	relative	ADJ
gs-4280	9	16	to	to	AUX
gs-4280	9	17	baseline	baseline	VERB
gs-4280	9	18	.	.	PUNCT
gs-4280	10	1	the	the	DET
gs-4280	10	2	system	system	NOUN
gs-4280	10	3	demonstrated	demonstrate	VERB
gs-4280	10	4	82	82	NUM
gs-4280	10	5	%	%	NOUN
gs-4280	10	6	sensitivity	sensitivity	NOUN
gs-4280	10	7	and	and	CCONJ
gs-4280	10	8	was	be	AUX
gs-4280	10	9	well	well	ADV
gs-4280	10	10	accepted	accept	VERB
gs-4280	10	11	by	by	ADP
gs-4280	10	12	clinicians	clinician	NOUN
gs-4280	10	13	(	(	PUNCT
gs-4280	10	14	89	89	NUM
gs-4280	10	15	%	%	NOUN
gs-4280	10	16	)	)	PUNCT
gs-4280	10	17	,	,	PUNCT
gs-4280	10	18	highlighting	highlight	VERB
gs-4280	10	19	its	its	PRON
gs-4280	10	20	clinical	clinical	ADJ
gs-4280	10	21	reliability	reliability	NOUN
gs-4280	10	22	and	and	CCONJ
gs-4280	10	23	usability	usability	NOUN
gs-4280	10	24	.	.	PUNCT
gs-4280	11	1	a	a	DET
gs-4280	11	2	prisma	prisma	NOUN
gs-4280	11	3	-	-	PUNCT
gs-4280	11	4	guided	guide	VERB
gs-4280	11	5	meta	meta	NOUN
gs-4280	11	6	-	-	PUNCT
gs-4280	11	7	analysis	analysis	NOUN
gs-4280	11	8	of	of	ADP
gs-4280	11	9	prospectively	prospectively	ADV
gs-4280	11	10	validated	validate	VERB
gs-4280	11	11	studies	study	NOUN
gs-4280	11	12	further	far	ADV
gs-4280	11	13	confirmed	confirm	VERB
gs-4280	11	14	the	the	DET
gs-4280	11	15	effectiveness	effectiveness	NOUN
gs-4280	11	16	of	of	ADP
gs-4280	11	17	ai	ai	NOUN
gs-4280	11	18	-	-	PUNCT
gs-4280	11	19	based	base	VERB
gs-4280	11	20	early	early	ADJ
gs-4280	11	21	warning	warning	NOUN
gs-4280	11	22	systems	system	NOUN
gs-4280	11	23	(	(	PUNCT
gs-4280	11	24	ews	ews	PROPN
gs-4280	11	25	)	)	PUNCT
gs-4280	11	26	.	.	PUNCT
gs-4280	12	1	compared	compare	VERB
gs-4280	12	2	with	with	ADP
gs-4280	12	3	traditional	traditional	ADJ
gs-4280	12	4	scores	score	NOUN
gs-4280	12	5	such	such	ADJ
gs-4280	12	6	as	as	ADP
gs-4280	12	7	news	news	NOUN
gs-4280	12	8	and	and	CCONJ
gs-4280	12	9	apache	apache	PROPN
gs-4280	12	10	ii	ii	PROPN
gs-4280	12	11	/	/	SYM
gs-4280	12	12	iii	iii	PROPN
gs-4280	12	13	,	,	PUNCT
gs-4280	12	14	which	which	PRON
gs-4280	12	15	rely	rely	VERB
gs-4280	12	16	mainly	mainly	ADV
gs-4280	12	17	on	on	ADP
gs-4280	12	18	vital	vital	ADJ
gs-4280	12	19	signs	sign	NOUN
gs-4280	12	20	,	,	PUNCT
gs-4280	12	21	ai	ai	VERB
gs-4280	12	22	models	model	NOUN
gs-4280	12	23	using	use	VERB
gs-4280	12	24	neural	neural	ADJ
gs-4280	12	25	networks	network	NOUN
gs-4280	12	26	,	,	PUNCT
gs-4280	12	27	logistic	logistic	ADJ
gs-4280	12	28	regression	regression	NOUN
gs-4280	12	29	,	,	PUNCT
gs-4280	12	30	and	and	CCONJ
gs-4280	12	31	random	random	ADJ
gs-4280	12	32	forest	forest	NOUN
gs-4280	12	33	algorithms	algorithm	NOUN
gs-4280	12	34	achieved	achieve	VERB
gs-4280	12	35	superior	superior	ADJ
gs-4280	12	36	predictive	predictive	ADJ
gs-4280	12	37	performance	performance	NOUN
gs-4280	12	38	.	.	PUNCT
gs-4280	13	1	pooled	pool	VERB
gs-4280	13	2	results	result	NOUN
gs-4280	13	3	indicated	indicate	VERB
gs-4280	13	4	significantly	significantly	ADV
gs-4280	13	5	lower	low	ADJ
gs-4280	13	6	mortality	mortality	NOUN
gs-4280	13	7	(	(	PUNCT
gs-4280	13	8	or	or	CCONJ
gs-4280	13	9	=	=	SYM
gs-4280	13	10	0.69	0.69	NUM
gs-4280	13	11	,	,	PUNCT
gs-4280	13	12	95	95	NUM
gs-4280	13	13	%	%	NOUN
gs-4280	13	14	ci	ci	NOUN
gs-4280	13	15	0.60	0.60	NUM
gs-4280	13	16	0.79	0.79	NUM
gs-4280	13	17	)	)	PUNCT
gs-4280	13	18	and	and	CCONJ
gs-4280	13	19	shorter	short	ADJ
gs-4280	13	20	hospital	hospital	NOUN
gs-4280	13	21	stays	stay	NOUN
gs-4280	13	22	(	(	PUNCT
gs-4280	13	23	0.35	0.35	NUM
gs-4280	13	24	days	day	NOUN
gs-4280	13	25	,	,	PUNCT
gs-4280	13	26	p	p	NOUN
gs-4280	13	27	=	=	NOUN
gs-4280	13	28	0.04	0.04	NUM
gs-4280	13	29	)	)	PUNCT
gs-4280	13	30	.	.	PUNCT
gs-4280	14	1	rapid	rapid	ADJ
gs-4280	14	2	response	response	NOUN
gs-4280	14	3	team	team	NOUN
gs-4280	14	4	activations	activation	NOUN
gs-4280	14	5	were	be	AUX
gs-4280	14	6	also	also	ADV
gs-4280	14	7	reduced	reduce	VERB
gs-4280	14	8	,	,	PUNCT
gs-4280	14	9	suggesting	suggest	VERB
gs-4280	14	10	better	well	ADJ
gs-4280	14	11	early	early	ADJ
gs-4280	14	12	recognition	recognition	NOUN
gs-4280	14	13	of	of	ADP
gs-4280	14	14	deterioration	deterioration	NOUN
gs-4280	14	15	.	.	PUNCT
gs-4280	15	1	models	model	NOUN
gs-4280	15	2	,	,	PUNCT
gs-4280	15	3	need	need	VERB
gs-4280	15	4	for	for	ADP
gs-4280	15	5	clinician	clinician	NOUN
gs-4280	15	6	training	training	NOUN
gs-4280	15	7	,	,	PUNCT
gs-4280	15	8	data	datum	NOUN
gs-4280	15	9	quality	quality	NOUN
gs-4280	15	10	concerns	concern	NOUN
gs-4280	15	11	,	,	PUNCT
gs-4280	15	12	and	and	CCONJ
gs-4280	15	13	ethical	ethical	ADJ
gs-4280	15	14	considerations	consideration	NOUN
gs-4280	15	15	around	around	ADP
gs-4280	15	16	fairness	fairness	NOUN
gs-4280	15	17	and	and	CCONJ
gs-4280	15	18	access	access	NOUN
gs-4280	15	19	must	must	AUX
gs-4280	15	20	be	be	AUX
gs-4280	15	21	addressed	address	VERB
gs-4280	15	22	to	to	PART
gs-4280	15	23	ensure	ensure	VERB
gs-4280	15	24	safe	safe	ADJ
gs-4280	15	25	implementation	implementation	NOUN
gs-4280	15	26	.	.	PUNCT
gs-4280	16	1	ai	ai	PROPN
gs-4280	16	2	has	have	AUX
gs-4280	16	3	proven	prove	VERB
gs-4280	16	4	its	its	PRON
gs-4280	16	5	potential	potential	NOUN
gs-4280	16	6	as	as	ADP
gs-4280	16	7	a	a	DET
gs-4280	16	8	powerful	powerful	ADJ
gs-4280	16	9	ally	ally	NOUN
gs-4280	16	10	in	in	ADP
gs-4280	16	11	emergency	emergency	NOUN
gs-4280	16	12	and	and	CCONJ
gs-4280	16	13	critical	critical	ADJ
gs-4280	16	14	care	care	NOUN
gs-4280	16	15	enhancing	enhance	VERB
gs-4280	16	16	accuracy	accuracy	NOUN
gs-4280	16	17	,	,	PUNCT
gs-4280	16	18	efficiency	efficiency	NOUN
gs-4280	16	19	,	,	PUNCT
gs-4280	16	20	and	and	CCONJ
gs-4280	16	21	patient	patient	ADJ
gs-4280	16	22	outcomes	outcome	NOUN
gs-4280	16	23	yet	yet	ADV
gs-4280	16	24	its	its	PRON
gs-4280	16	25	responsible	responsible	ADJ
gs-4280	16	26	use	use	NOUN
gs-4280	16	27	requires	require	VERB
gs-4280	16	28	transparency	transparency	NOUN
gs-4280	16	29	,	,	PUNCT
gs-4280	16	30	collaboration	collaboration	NOUN
gs-4280	16	31	,	,	PUNCT
gs-4280	16	32	and	and	CCONJ
gs-4280	16	33	continuous	continuous	ADJ
gs-4280	16	34	evaluation	evaluation	NOUN
gs-4280	16	35	to	to	PART
gs-4280	16	36	maintain	maintain	VERB
gs-4280	16	37	trust	trust	NOUN
gs-4280	16	38	and	and	CCONJ
gs-4280	16	39	safeguard	safeguard	VERB
gs-4280	16	40	patient	patient	ADJ
gs-4280	16	41	safety	safety	NOUN
gs-4280	16	42	.	.	PUNCT
gs-4280	17	1	keywords	keyword	NOUN
gs-4280	17	2	:	:	PUNCT
gs-4280	17	3	artificial	artificial	ADJ
gs-4280	17	4	intelligence	intelligence	NOUN
gs-4280	17	5	,	,	PUNCT
gs-4280	17	6	emergency	emergency	NOUN
gs-4280	17	7	medicine	medicine	NOUN
gs-4280	17	8	,	,	PUNCT
gs-4280	17	9	intensive	intensive	ADJ
gs-4280	17	10	care	care	NOUN
gs-4280	17	11	,	,	PUNCT
gs-4280	17	12	early	early	ADJ
gs-4280	17	13	warning	warning	NOUN
gs-4280	17	14	systems	system	NOUN
gs-4280	17	15	.	.	PUNCT