id	sid	tid	token	lemma	pos
gs-4255	1	1	fullpdf070412025.pdf	fullpdf070412025.pdf	ADJ
gs-4255	1	2	microbiological	microbiological	ADJ
gs-4255	1	3	monitoring	monitoring	NOUN
gs-4255	1	4	of	of	ADP
gs-4255	1	5	acute	acute	ADJ
gs-4255	1	6	bloodstream	bloodstream	NOUN
gs-4255	1	7	infections	infection	NOUN
gs-4255	1	8	t.	t.	PROPN
gs-4255	1	9	didbaridze1	didbaridze1	PROPN
gs-4255	1	10	,	,	PUNCT
gs-4255	1	11	i.	i.	PROPN
gs-4255	1	12	mikadze2	mikadze2	PROPN
gs-4255	2	1	1	1	X
gs-4255	2	2	.	.	X
gs-4255	3	1	department	department	NOUN
gs-4255	3	2	of	of	ADP
gs-4255	3	3	microbiology	microbiology	NOUN
gs-4255	3	4	,	,	PUNCT
gs-4255	3	5	tbilisi	tbilisi	PROPN
gs-4255	3	6	state	state	PROPN
gs-4255	3	7	medical	medical	PROPN
gs-4255	3	8	university	university	PROPN
gs-4255	3	9	,	,	PUNCT
gs-4255	3	10	tbilisi	tbilisi	PROPN
gs-4255	3	11	,	,	PUNCT
gs-4255	3	12	georgia	georgia	PROPN
gs-4255	3	13	2	2	NUM
gs-4255	3	14	.	.	PUNCT
gs-4255	3	15	department	department	NOUN
gs-4255	3	16	of	of	ADP
gs-4255	3	17	infectious	infectious	ADJ
gs-4255	3	18	diseases	disease	NOUN
gs-4255	3	19	,	,	PUNCT
gs-4255	3	20	tbilisi	tbilisi	PROPN
gs-4255	3	21	state	state	PROPN
gs-4255	3	22	medical	medical	PROPN
gs-4255	3	23	university	university	PROPN
gs-4255	3	24	,	,	PUNCT
gs-4255	3	25	tbilisi	tbilisi	PROPN
gs-4255	3	26	,	,	PUNCT
gs-4255	3	27	georgia	georgia	PROPN
gs-4255	3	28	bloodstream	bloodstream	NOUN
gs-4255	3	29	infection	infection	NOUN
gs-4255	3	30	(	(	PUNCT
gs-4255	3	31	bsi	bsi	PROPN
gs-4255	3	32	)	)	PUNCT
gs-4255	3	33	is	be	AUX
gs-4255	3	34	a	a	DET
gs-4255	3	35	critical	critical	ADJ
gs-4255	3	36	global	global	ADJ
gs-4255	3	37	health	health	NOUN
gs-4255	3	38	concern	concern	NOUN
gs-4255	3	39	,	,	PUNCT
gs-4255	3	40	frequently	frequently	ADV
gs-4255	3	41	leading	lead	VERB
gs-4255	3	42	to	to	ADP
gs-4255	3	43	sepsis	sepsis	NOUN
gs-4255	3	44	and	and	CCONJ
gs-4255	3	45	carrying	carry	VERB
gs-4255	3	46	a	a	DET
gs-4255	3	47	high	high	ADJ
gs-4255	3	48	mortality	mortality	NOUN
gs-4255	3	49	rate	rate	NOUN
gs-4255	3	50	directly	directly	ADV
gs-4255	3	51	proportional	proportional	ADJ
gs-4255	3	52	to	to	ADP
gs-4255	3	53	delays	delay	NOUN
gs-4255	3	54	in	in	ADP
gs-4255	3	55	appropriate	appropriate	ADJ
gs-4255	3	56	antimicrobial	antimicrobial	ADJ
gs-4255	3	57	treatment	treatment	NOUN
gs-4255	3	58	.	.	PUNCT
gs-4255	4	1	while	while	SCONJ
gs-4255	4	2	conventional	conventional	ADJ
gs-4255	4	3	blood	blood	NOUN
gs-4255	4	4	culture	culture	NOUN
gs-4255	4	5	(	(	PUNCT
gs-4255	4	6	bc	bc	PROPN
gs-4255	4	7	)	)	PUNCT
gs-4255	4	8	remains	remain	VERB
gs-4255	4	9	the	the	DET
gs-4255	4	10	microbiological	microbiological	ADJ
gs-4255	4	11	gold	gold	NOUN
gs-4255	4	12	standard	standard	NOUN
gs-4255	4	13	,	,	PUNCT
gs-4255	4	14	its	its	PRON
gs-4255	4	15	protracted	protract	VERB
gs-4255	4	16	turnaround	turnaround	NOUN
gs-4255	4	17	time	time	NOUN
gs-4255	4	18	(	(	PUNCT
gs-4255	4	19	tat	tat	NOUN
gs-4255	4	20	)	)	PUNCT
gs-4255	4	21	often	often	ADV
gs-4255	4	22	requiring	require	VERB
gs-4255	4	23	24	24	NUM
gs-4255	4	24	to	to	PART
gs-4255	4	25	48	48	NUM
gs-4255	4	26	hours	hour	NOUN
gs-4255	4	27	for	for	ADP
gs-4255	4	28	organism	organism	NOUN
gs-4255	4	29	identification	identification	NOUN
gs-4255	4	30	(	(	PUNCT
gs-4255	4	31	i	i	NOUN
gs-4255	4	32	d	d	PROPN
gs-4255	4	33	)	)	PUNCT
gs-4255	4	34	and	and	CCONJ
gs-4255	4	35	definitive	definitive	ADJ
gs-4255	4	36	antimicrobial	antimicrobial	ADJ
gs-4255	4	37	susceptibility	susceptibility	NOUN
gs-4255	4	38	testing	testing	NOUN
gs-4255	4	39	(	(	PUNCT
gs-4255	4	40	ast	ast	NOUN
gs-4255	4	41	)	)	PUNCT
gs-4255	4	42	necessitates	necessitate	VERB
gs-4255	4	43	broad	broad	ADJ
gs-4255	4	44	-	-	PUNCT
gs-4255	4	45	spectrum	spectrum	NOUN
gs-4255	4	46	empirical	empirical	ADJ
gs-4255	4	47	therapy	therapy	NOUN
gs-4255	4	48	,	,	PUNCT
gs-4255	4	49	contributing	contribute	VERB
gs-4255	4	50	to	to	ADP
gs-4255	4	51	antibiotic	antibiotic	ADJ
gs-4255	4	52	resistance	resistance	NOUN
gs-4255	4	53	.	.	PUNCT
gs-4255	5	1	recent	recent	ADJ
gs-4255	5	2	advancements	advancement	NOUN
gs-4255	5	3	in	in	ADP
gs-4255	5	4	clinical	clinical	ADJ
gs-4255	5	5	microbiology	microbiology	NOUN
gs-4255	5	6	have	have	AUX
gs-4255	5	7	focused	focus	VERB
gs-4255	5	8	on	on	ADP
gs-4255	5	9	expediting	expedite	VERB
gs-4255	5	10	this	this	DET
gs-4255	5	11	diagnostic	diagnostic	ADJ
gs-4255	5	12	process	process	NOUN
gs-4255	5	13	.	.	PUNCT
gs-4255	6	1	key	key	ADJ
gs-4255	6	2	culture	culture	NOUN
gs-4255	6	3	-	-	PUNCT
gs-4255	6	4	based	base	VERB
gs-4255	6	5	enhancements	enhancement	NOUN
gs-4255	6	6	include	include	VERB
gs-4255	6	7	matrix	matrix	NOUN
gs-4255	6	8	-	-	PUNCT
gs-4255	6	9	assisted	assist	VERB
gs-4255	6	10	laser	laser	NOUN
gs-4255	6	11	desorption	desorption	NOUN
gs-4255	6	12	/	/	SYM
gs-4255	6	13	ionization	ionization	NOUN
gs-4255	6	14	-	-	PUNCT
gs-4255	6	15	time	time	NOUN
gs-4255	6	16	of	of	ADP
gs-4255	6	17	flight	flight	NOUN
gs-4255	6	18	mass	mass	NOUN
gs-4255	6	19	spectrometry	spectrometry	NOUN
gs-4255	6	20	(	(	PUNCT
gs-4255	6	21	maldi	maldi	NOUN
gs-4255	6	22	-	-	PUNCT
gs-4255	6	23	tof	tof	PRON
gs-4255	6	24	ms	ms	NOUN
gs-4255	6	25	)	)	PUNCT
gs-4255	6	26	for	for	ADP
gs-4255	6	27	rapid	rapid	ADJ
gs-4255	6	28	i	i	PROPN
gs-4255	6	29	d	d	PROPN
gs-4255	6	30	from	from	ADP
gs-4255	6	31	positive	positive	ADJ
gs-4255	6	32	bc	bc	PROPN
gs-4255	6	33	bottles	bottle	NOUN
gs-4255	6	34	,	,	PUNCT
gs-4255	6	35	and	and	CCONJ
gs-4255	6	36	the	the	DET
gs-4255	6	37	implementation	implementation	NOUN
gs-4255	6	38	of	of	ADP
gs-4255	6	39	automated	automate	VERB
gs-4255	6	40	phenotypic	phenotypic	NOUN
gs-4255	6	41	systems	system	NOUN
gs-4255	6	42	like	like	ADP
gs-4255	6	43	the	the	DET
gs-4255	6	44	accelerate	accelerate	NOUN
gs-4255	6	45	phenotest	phenotest	NOUN
gs-4255	6	46	for	for	ADP
gs-4255	6	47	faster	fast	ADJ
gs-4255	6	48	ast	ast	NOUN
gs-4255	6	49	results	result	NOUN
gs-4255	6	50	(	(	PUNCT
gs-4255	6	51	within	within	ADP
gs-4255	6	52	7	7	NUM
gs-4255	6	53	hours	hour	NOUN
gs-4255	6	54	)	)	PUNCT
gs-4255	6	55	.	.	PUNCT
gs-4255	7	1	complementing	complement	VERB
gs-4255	7	2	these	these	PRON
gs-4255	7	3	are	be	AUX
gs-4255	7	4	molecular	molecular	ADJ
gs-4255	7	5	diagnostic	diagnostic	ADJ
gs-4255	7	6	platforms	platform	NOUN
gs-4255	7	7	,	,	PUNCT
gs-4255	7	8	such	such	ADJ
gs-4255	7	9	as	as	ADP
gs-4255	7	10	multiplex	multiplex	PROPN
gs-4255	7	11	polymerase	polymerase	NOUN
gs-4255	7	12	chain	chain	NOUN
gs-4255	7	13	reaction	reaction	NOUN
gs-4255	7	14	(	(	PUNCT
gs-4255	7	15	pcr	pcr	ADJ
gs-4255	7	16	)	)	PUNCT
gs-4255	7	17	panels	panel	NOUN
gs-4255	7	18	(	(	PUNCT
gs-4255	7	19	e.g.	e.g.	ADV
gs-4255	7	20	,	,	PUNCT
gs-4255	7	21	filmarray	filmarray	ADJ
gs-4255	7	22	,	,	PUNCT
gs-4255	7	23	verigene	verigene	NOUN
gs-4255	7	24	)	)	PUNCT
gs-4255	7	25	,	,	PUNCT
gs-4255	7	26	which	which	PRON
gs-4255	7	27	rapidly	rapidly	ADV
gs-4255	7	28	identify	identify	VERB
gs-4255	7	29	common	common	ADJ
gs-4255	7	30	bacterial	bacterial	ADJ
gs-4255	7	31	and	and	CCONJ
gs-4255	7	32	fungal	fungal	ADJ
gs-4255	7	33	pathogens	pathogen	NOUN
gs-4255	7	34	and	and	CCONJ
gs-4255	7	35	crucial	crucial	ADJ
gs-4255	7	36	antimicrobial	antimicrobial	ADJ
gs-4255	7	37	resistance	resistance	NOUN
gs-4255	7	38	determinants	determinant	NOUN
gs-4255	7	39	(	(	PUNCT
gs-4255	7	40	e.g.	e.g.	ADV
gs-4255	7	41	,	,	PUNCT
gs-4255	7	42	meca	meca	NOUN
gs-4255	7	43	,	,	PUNCT
gs-4255	7	44	vana	vana	PROPN
gs-4255	7	45	/	/	SYM
gs-4255	7	46	b	b	NOUN
gs-4255	7	47	)	)	PUNCT
gs-4255	7	48	directly	directly	ADV
gs-4255	7	49	from	from	ADP
gs-4255	7	50	positive	positive	ADJ
gs-4255	7	51	cultures	culture	NOUN
gs-4255	7	52	in	in	ADP
gs-4255	7	53	under	under	ADP
gs-4255	7	54	two	two	NUM
gs-4255	7	55	hours	hour	NOUN
gs-4255	7	56	.	.	PUNCT
gs-4255	8	1	further	far	ADV
gs-4255	8	2	pushing	push	VERB
gs-4255	8	3	the	the	DET
gs-4255	8	4	diagnostic	diagnostic	ADJ
gs-4255	8	5	timeline	timeline	NOUN
gs-4255	8	6	are	be	AUX
gs-4255	8	7	culture	culture	NOUN
gs-4255	8	8	-	-	PUNCT
gs-4255	8	9	independent	independent	ADJ
gs-4255	8	10	methods	method	NOUN
gs-4255	8	11	,	,	PUNCT
gs-4255	8	12	including	include	VERB
gs-4255	8	13	t2	t2	NOUN
gs-4255	8	14	magnetic	magnetic	ADJ
gs-4255	8	15	resonance	resonance	NOUN
gs-4255	8	16	and	and	CCONJ
gs-4255	8	17	metagenomic	metagenomic	ADJ
gs-4255	8	18	next	next	ADJ
gs-4255	8	19	-	-	PUNCT
gs-4255	8	20	generation	generation	NOUN
gs-4255	8	21	sequencing	sequence	VERB
gs-4255	8	22	(	(	PUNCT
gs-4255	8	23	mngs	mng	NOUN
gs-4255	8	24	)	)	PUNCT
gs-4255	8	25	performed	perform	VERB
gs-4255	8	26	directly	directly	ADV
gs-4255	8	27	on	on	ADP
gs-4255	8	28	whole	whole	ADJ
gs-4255	8	29	blood	blood	NOUN
gs-4255	8	30	,	,	PUNCT
gs-4255	8	31	which	which	PRON
gs-4255	8	32	promise	promise	VERB
gs-4255	8	33	comprehensive	comprehensive	ADJ
gs-4255	8	34	pathogen	pathogen	NOUN
gs-4255	8	35	detection	detection	NOUN
gs-4255	8	36	in	in	ADP
gs-4255	8	37	less	less	ADJ
gs-4255	8	38	than	than	ADP
gs-4255	8	39	8	8	NUM
gs-4255	8	40	hours	hour	NOUN
gs-4255	8	41	,	,	PUNCT
gs-4255	8	42	even	even	ADV
gs-4255	8	43	in	in	ADP
gs-4255	8	44	culture	culture	NOUN
gs-4255	8	45	-	-	PUNCT
gs-4255	8	46	negative	negative	ADJ
gs-4255	8	47	sepsis	sepsis	NOUN
gs-4255	8	48	cases	case	NOUN
gs-4255	8	49	.	.	PUNCT
gs-4255	9	1	the	the	DET
gs-4255	9	2	integration	integration	NOUN
gs-4255	9	3	of	of	ADP
gs-4255	9	4	these	these	DET
gs-4255	9	5	rapid	rapid	ADJ
gs-4255	9	6	diagnostic	diagnostic	ADJ
gs-4255	9	7	technologies	technology	NOUN
gs-4255	9	8	into	into	ADP
gs-4255	9	9	laboratory	laboratory	NOUN
gs-4255	9	10	workflows	workflow	NOUN
gs-4255	9	11	is	be	AUX
gs-4255	9	12	vital	vital	ADJ
gs-4255	9	13	for	for	ADP
gs-4255	9	14	implementing	implement	VERB
gs-4255	9	15	effective	effective	ADJ
gs-4255	9	16	antimicrobial	antimicrobial	ADJ
gs-4255	9	17	stewardship	stewardship	NOUN
gs-4255	9	18	programs	program	NOUN
gs-4255	9	19	.	.	PUNCT
gs-4255	10	1	by	by	ADP
gs-4255	10	2	providing	provide	VERB
gs-4255	10	3	earlier	early	ADV
gs-4255	10	4	,	,	PUNCT
gs-4255	10	5	actionable	actionable	ADJ
gs-4255	10	6	results	result	NOUN
gs-4255	10	7	,	,	PUNCT
gs-4255	10	8	these	these	DET
gs-4255	10	9	methods	method	NOUN
gs-4255	10	10	enable	enable	VERB
gs-4255	10	11	targeted	targeted	ADJ
gs-4255	10	12	therapy	therapy	NOUN
gs-4255	10	13	de	de	NOUN
gs-4255	10	14	-	-	NOUN
gs-4255	10	15	escalation	escalation	NOUN
gs-4255	10	16	,	,	PUNCT
gs-4255	10	17	ultimately	ultimately	ADV
gs-4255	10	18	leading	lead	VERB
gs-4255	10	19	to	to	ADP
gs-4255	10	20	improved	improve	VERB
gs-4255	10	21	patient	patient	ADJ
gs-4255	10	22	prognosis	prognosis	NOUN
gs-4255	10	23	and	and	CCONJ
gs-4255	10	24	a	a	DET
gs-4255	10	25	more	more	ADV
gs-4255	10	26	effective	effective	ADJ
gs-4255	10	27	public	public	ADJ
gs-4255	10	28	health	health	NOUN
gs-4255	10	29	response	response	NOUN
gs-4255	10	30	to	to	PART
gs-4255	10	31	multidrug	multidrug	VERB
gs-4255	10	32	-	-	PUNCT
gs-4255	10	33	resistant	resistant	ADJ
gs-4255	10	34	organisms	organism	NOUN
gs-4255	10	35	.	.	PUNCT
gs-4255	11	1	keywords	keyword	NOUN
gs-4255	11	2	:	:	PUNCT
gs-4255	11	3	sepsis	sepsis	NOUN
gs-4255	11	4	,	,	PUNCT
gs-4255	11	5	antimicrobial	antimicrobial	ADJ
gs-4255	11	6	treatment	treatment	NOUN
gs-4255	11	7	,	,	PUNCT
gs-4255	11	8	bloodstream	bloodstream	NOUN
gs-4255	11	9	infection	infection	NOUN
gs-4255	11	10	,	,	PUNCT
gs-4255	11	11	blood	blood	NOUN
gs-4255	11	12	culture	culture	NOUN
gs-4255	11	13	.	.	PUNCT