id	sid	tid	token	lemma	pos
hls-13213	1	1	hrev_master	hrev_master	NOUN
hls-13213	1	2	healthcare	healthcare	NOUN
hls-13213	1	3	in	in	ADP
hls-13213	1	4	low	low	ADJ
hls-13213	1	5	-	-	PUNCT
hls-13213	1	6	resource	resource	NOUN
hls-13213	1	7	settings	setting	NOUN
hls-13213	1	8	2025	2025	NUM
hls-13213	1	9	;	;	PUNCT
hls-13213	1	10	volume	volume	NOUN
hls-13213	1	11	13(s1):13213	13(s1):13213	NUM
hls-13213	1	12	efficient	efficient	ADJ
hls-13213	1	13	management	management	NOUN
hls-13213	1	14	of	of	ADP
hls-13213	1	15	neonatal	neonatal	ADJ
hls-13213	1	16	sepsis	sepsis	NOUN
hls-13213	1	17	diagnosis	diagnosis	NOUN
hls-13213	1	18	using	use	VERB
hls-13213	1	19	predictive	predictive	ADJ
hls-13213	1	20	analytics	analytic	NOUN
hls-13213	1	21	methods	method	NOUN
hls-13213	1	22	:	:	PUNCT
hls-13213	1	23	a	a	DET
hls-13213	1	24	scoping	scope	VERB
hls-13213	1	25	review	review	NOUN
hls-13213	1	26	kvkl	kvkl	PROPN
hls-13213	1	27	narasimha	narasimha	PROPN
hls-13213	1	28	rao	rao	PROPN
hls-13213	1	29	,	,	PUNCT
hls-13213	1	30	pradeep	pradeep	PROPN
hls-13213	1	31	kumar	kumar	PROPN
hls-13213	1	32	dadabada	dadabada	PROPN
hls-13213	1	33	,	,	PUNCT
hls-13213	1	34	sanjita	sanjita	NOUN
hls-13213	1	35	jaipura	jaipura	PROPN
hls-13213	1	36	indian	indian	PROPN
hls-13213	1	37	institute	institute	PROPN
hls-13213	1	38	of	of	ADP
hls-13213	1	39	management	management	PROPN
hls-13213	1	40	,	,	PUNCT
hls-13213	1	41	shillong	shillong	PROPN
hls-13213	1	42	,	,	PUNCT
hls-13213	1	43	meghalaya	meghalaya	PROPN
hls-13213	1	44	,	,	PUNCT
hls-13213	1	45	india	india	PROPN
hls-13213	1	46	abstract	abstract	ADJ
hls-13213	1	47	neonatal	neonatal	ADJ
hls-13213	1	48	sepsis	sepsis	NOUN
hls-13213	1	49	is	be	AUX
hls-13213	1	50	a	a	DET
hls-13213	1	51	critical	critical	ADJ
hls-13213	1	52	and	and	CCONJ
hls-13213	1	53	life	life	NOUN
hls-13213	1	54	-	-	PUNCT
hls-13213	1	55	threatening	threaten	VERB
hls-13213	1	56	condition	condition	NOUN
hls-13213	1	57	that	that	PRON
hls-13213	1	58	significantly	significantly	ADV
hls-13213	1	59	contributes	contribute	VERB
hls-13213	1	60	to	to	ADP
hls-13213	1	61	the	the	DET
hls-13213	1	62	high	high	ADJ
hls-13213	1	63	rates	rate	NOUN
hls-13213	1	64	of	of	ADP
hls-13213	1	65	illness	illness	NOUN
hls-13213	1	66	and	and	CCONJ
hls-13213	1	67	death	death	NOUN
hls-13213	1	68	among	among	ADP
hls-13213	1	69	newborns	newborn	NOUN
hls-13213	1	70	,	,	PUNCT
hls-13213	1	71	particularly	particularly	ADV
hls-13213	1	72	in	in	ADP
hls-13213	1	73	low	low	ADJ
hls-13213	1	74	and	and	CCONJ
hls-13213	1	75	middle	middle	ADJ
hls-13213	1	76	income	income	NOUN
hls-13213	1	77	countries	country	NOUN
hls-13213	1	78	(	(	PUNCT
hls-13213	1	79	lmics	lmic	NOUN
hls-13213	1	80	)	)	PUNCT
hls-13213	1	81	.	.	PUNCT
hls-13213	2	1	the	the	DET
hls-13213	2	2	complexity	complexity	NOUN
hls-13213	2	3	of	of	ADP
hls-13213	2	4	diagnosing	diagnose	VERB
hls-13213	2	5	and	and	CCONJ
hls-13213	2	6	treating	treat	VERB
hls-13213	2	7	neonatal	neonatal	ADJ
hls-13213	2	8	sepsis	sepsis	NOUN
hls-13213	2	9	arises	arise	VERB
hls-13213	2	10	from	from	ADP
hls-13213	2	11	the	the	DET
hls-13213	2	12	unique	unique	ADJ
hls-13213	2	13	physiological	physiological	ADJ
hls-13213	2	14	characteristics	characteristic	NOUN
hls-13213	2	15	of	of	ADP
hls-13213	2	16	newborns	newborn	NOUN
hls-13213	2	17	and	and	CCONJ
hls-13213	2	18	the	the	DET
hls-13213	2	19	increasing	increase	VERB
hls-13213	2	20	challenge	challenge	NOUN
hls-13213	2	21	of	of	ADP
hls-13213	2	22	antibiotic	antibiotic	ADJ
hls-13213	2	23	resistance	resistance	NOUN
hls-13213	2	24	.	.	PUNCT
hls-13213	3	1	however	however	ADV
hls-13213	3	2	,	,	PUNCT
hls-13213	3	3	early	early	ADJ
hls-13213	3	4	diagnosis	diagnosis	NOUN
hls-13213	3	5	and	and	CCONJ
hls-13213	3	6	prompt	prompt	ADJ
hls-13213	3	7	treatment	treatment	NOUN
hls-13213	3	8	are	be	AUX
hls-13213	3	9	crucial	crucial	ADJ
hls-13213	3	10	in	in	ADP
hls-13213	3	11	effectively	effectively	ADV
hls-13213	3	12	managing	manage	VERB
hls-13213	3	13	this	this	DET
hls-13213	3	14	condition	condition	NOUN
hls-13213	3	15	.	.	PUNCT
hls-13213	4	1	predictive	predictive	ADJ
hls-13213	4	2	analytics	analytic	NOUN
hls-13213	4	3	methods	method	NOUN
hls-13213	4	4	can	can	AUX
hls-13213	4	5	potentially	potentially	ADV
hls-13213	4	6	address	address	VERB
hls-13213	4	7	the	the	DET
hls-13213	4	8	gaps	gap	NOUN
hls-13213	4	9	in	in	ADP
hls-13213	4	10	diagnosing	diagnose	VERB
hls-13213	4	11	and	and	CCONJ
hls-13213	4	12	treating	treat	VERB
hls-13213	4	13	neonatal	neonatal	ADJ
hls-13213	4	14	sepsis	sepsis	NOUN
hls-13213	4	15	,	,	PUNCT
hls-13213	4	16	especially	especially	ADV
hls-13213	4	17	in	in	ADP
hls-13213	4	18	resource	resource	NOUN
hls-13213	4	19	-	-	PUNCT
hls-13213	4	20	constrained	constrain	VERB
hls-13213	4	21	settings	setting	NOUN
hls-13213	4	22	.	.	PUNCT
hls-13213	5	1	this	this	DET
hls-13213	5	2	scoping	scope	VERB
hls-13213	5	3	review	review	NOUN
hls-13213	5	4	aims	aim	VERB
hls-13213	5	5	to	to	PART
hls-13213	5	6	comprehensively	comprehensively	ADV
hls-13213	5	7	analyze	analyze	VERB
hls-13213	5	8	the	the	DET
hls-13213	5	9	critical	critical	ADJ
hls-13213	5	10	factors	factor	NOUN
hls-13213	5	11	involved	involve	VERB
hls-13213	5	12	in	in	ADP
hls-13213	5	13	neonatal	neonatal	ADJ
hls-13213	5	14	sepsis	sepsis	NOUN
hls-13213	5	15	diagnosis	diagnosis	NOUN
hls-13213	5	16	and	and	CCONJ
hls-13213	5	17	the	the	DET
hls-13213	5	18	potential	potential	ADJ
hls-13213	5	19	impact	impact	NOUN
hls-13213	5	20	of	of	ADP
hls-13213	5	21	utilizing	utilize	VERB
hls-13213	5	22	predictive	predictive	ADJ
hls-13213	5	23	analytics	analytic	NOUN
hls-13213	5	24	models	model	NOUN
hls-13213	5	25	in	in	ADP
hls-13213	5	26	its	its	PRON
hls-13213	5	27	diagnosis	diagnosis	NOUN
hls-13213	5	28	and	and	CCONJ
hls-13213	5	29	treatment	treatment	NOUN
hls-13213	5	30	.	.	PUNCT
hls-13213	6	1	this	this	DET
hls-13213	6	2	paper	paper	NOUN
hls-13213	6	3	reviews	review	VERB
hls-13213	6	4	the	the	DET
hls-13213	6	5	literature	literature	NOUN
hls-13213	6	6	to	to	PART
hls-13213	6	7	determine	determine	VERB
hls-13213	6	8	the	the	DET
hls-13213	6	9	critical	critical	ADJ
hls-13213	6	10	factors	factor	NOUN
hls-13213	6	11	in	in	ADP
hls-13213	6	12	managing	manage	VERB
hls-13213	6	13	neonatal	neonatal	ADJ
hls-13213	6	14	sepsis	sepsis	NOUN
hls-13213	6	15	efficiently	efficiently	ADV
hls-13213	6	16	.	.	PUNCT
hls-13213	7	1	it	it	PRON
hls-13213	7	2	will	will	AUX
hls-13213	7	3	also	also	ADV
hls-13213	7	4	delve	delve	VERB
hls-13213	7	5	into	into	ADP
hls-13213	7	6	the	the	DET
hls-13213	7	7	ability	ability	NOUN
hls-13213	7	8	of	of	ADP
hls-13213	7	9	predictive	predictive	ADJ
hls-13213	7	10	analytics	analytic	NOUN
hls-13213	7	11	methods	method	NOUN
hls-13213	7	12	to	to	PART
hls-13213	7	13	diagnose	diagnose	VERB
hls-13213	7	14	neonatal	neonatal	ADJ
hls-13213	7	15	sepsis	sepsis	NOUN
hls-13213	7	16	at	at	ADP
hls-13213	7	17	an	an	DET
hls-13213	7	18	early	early	ADJ
hls-13213	7	19	stage	stage	NOUN
hls-13213	7	20	,	,	PUNCT
hls-13213	7	21	reduce	reduce	VERB
hls-13213	7	22	the	the	DET
hls-13213	7	23	usage	usage	NOUN
hls-13213	7	24	of	of	ADP
hls-13213	7	25	antibiotics	antibiotic	NOUN
hls-13213	7	26	,	,	PUNCT
hls-13213	7	27	and	and	CCONJ
hls-13213	7	28	achieve	achieve	VERB
hls-13213	7	29	cost	cost	NOUN
hls-13213	7	30	savings	saving	NOUN
hls-13213	7	31	in	in	ADP
hls-13213	7	32	treatment	treatment	NOUN
hls-13213	7	33	,	,	PUNCT
hls-13213	7	34	highlighting	highlight	VERB
hls-13213	7	35	the	the	DET
hls-13213	7	36	overall	overall	ADJ
hls-13213	7	37	efficiency	efficiency	NOUN
hls-13213	7	38	of	of	ADP
hls-13213	7	39	diagnosing	diagnosing	NOUN
hls-13213	7	40	and	and	CCONJ
hls-13213	7	41	managing	manage	VERB
hls-13213	7	42	neonatal	neonatal	ADJ
hls-13213	7	43	sepsis	sepsis	NOUN
hls-13213	7	44	.	.	PUNCT
hls-13213	8	1	the	the	DET
hls-13213	8	2	findings	finding	NOUN
hls-13213	8	3	of	of	ADP
hls-13213	8	4	this	this	DET
hls-13213	8	5	review	review	NOUN
hls-13213	8	6	could	could	AUX
hls-13213	8	7	provide	provide	VERB
hls-13213	8	8	insight	insight	NOUN
hls-13213	8	9	into	into	ADP
hls-13213	8	10	the	the	DET
hls-13213	8	11	impact	impact	NOUN
hls-13213	8	12	of	of	ADP
hls-13213	8	13	predictive	predictive	ADJ
hls-13213	8	14	analytics	analytic	NOUN
hls-13213	8	15	methods	method	NOUN
hls-13213	8	16	for	for	ADP
hls-13213	8	17	diagnosing	diagnose	VERB
hls-13213	8	18	and	and	CCONJ
hls-13213	8	19	treating	treat	VERB
hls-13213	8	20	neonatal	neonatal	ADJ
hls-13213	8	21	sepsis	sepsis	NOUN
hls-13213	8	22	in	in	ADP
hls-13213	8	23	hospitals	hospital	NOUN
hls-13213	8	24	in	in	ADP
hls-13213	8	25	low	low	ADJ
hls-13213	8	26	-	-	PUNCT
hls-13213	8	27	resource	resource	NOUN
hls-13213	8	28	settings	setting	NOUN
hls-13213	8	29	.	.	PUNCT
hls-13213	9	1	the	the	DET
hls-13213	9	2	review	review	NOUN
hls-13213	9	3	reveals	reveal	VERB
hls-13213	9	4	that	that	SCONJ
hls-13213	9	5	the	the	DET
hls-13213	9	6	predictive	predictive	ADJ
hls-13213	9	7	analytics	analytic	NOUN
hls-13213	9	8	methods	method	NOUN
hls-13213	9	9	could	could	AUX
hls-13213	9	10	lead	lead	VERB
hls-13213	9	11	to	to	ADP
hls-13213	9	12	efficient	efficient	ADJ
hls-13213	9	13	management	management	NOUN
hls-13213	9	14	of	of	ADP
hls-13213	9	15	neonatal	neonatal	ADJ
hls-13213	9	16	sepsis	sepsis	NOUN
hls-13213	9	17	through	through	ADP
hls-13213	9	18	analysis	analysis	NOUN
hls-13213	9	19	of	of	ADP
hls-13213	9	20	critical	critical	ADJ
hls-13213	9	21	factors	factor	NOUN
hls-13213	9	22	such	such	ADJ
hls-13213	9	23	as	as	ADP
hls-13213	9	24	early	early	ADJ
hls-13213	9	25	diagnosis	diagnosis	NOUN
hls-13213	9	26	of	of	ADP
hls-13213	9	27	neonatal	neonatal	ADJ
hls-13213	9	28	sepsis	sepsis	NOUN
hls-13213	9	29	at	at	ADP
hls-13213	9	30	least	least	ADV
hls-13213	9	31	48	48	NUM
hls-13213	9	32	hours	hour	NOUN
hls-13213	9	33	before	before	ADP
hls-13213	9	34	clinical	clinical	ADJ
hls-13213	9	35	manifestation	manifestation	NOUN
hls-13213	9	36	,	,	PUNCT
hls-13213	9	37	reduction	reduction	NOUN
hls-13213	9	38	in	in	ADP
hls-13213	9	39	antibiotic	antibiotic	ADJ
hls-13213	9	40	treatment	treatment	NOUN
hls-13213	9	41	by	by	ADP
hls-13213	9	42	at	at	ADV
hls-13213	9	43	least	least	ADV
hls-13213	9	44	33	33	NUM
hls-13213	9	45	-	-	SYM
hls-13213	9	46	97	97	NUM
hls-13213	9	47	%	%	NOUN
hls-13213	9	48	,	,	PUNCT
hls-13213	9	49	and	and	CCONJ
hls-13213	9	50	reduction	reduction	NOUN
hls-13213	9	51	in	in	ADP
hls-13213	9	52	cost	cost	NOUN
hls-13213	9	53	of	of	ADP
hls-13213	9	54	therapy	therapy	NOUN
hls-13213	9	55	by	by	ADP
hls-13213	9	56	4.1	4.1	NUM
hls-13213	9	57	-	-	SYM
hls-13213	9	58	50.4	50.4	NUM
hls-13213	9	59	%	%	NOUN
hls-13213	9	60	.	.	PUNCT
hls-13213	10	1	introduction	introduction	NOUN
hls-13213	10	2	neonatal	neonatal	ADJ
hls-13213	10	3	sepsis	sepsis	NOUN
hls-13213	10	4	is	be	AUX
hls-13213	10	5	a	a	DET
hls-13213	10	6	bacterial	bacterial	ADJ
hls-13213	10	7	infection	infection	NOUN
hls-13213	10	8	of	of	ADP
hls-13213	10	9	the	the	DET
hls-13213	10	10	blood	blood	NOUN
hls-13213	10	11	and	and	CCONJ
hls-13213	10	12	cerebrospinal	cerebrospinal	ADJ
hls-13213	10	13	fluid	fluid	NOUN
hls-13213	10	14	that	that	PRON
hls-13213	10	15	occurs	occur	VERB
hls-13213	10	16	in	in	ADP
hls-13213	10	17	neonates	neonate	NOUN
hls-13213	10	18	.	.	PUNCT
hls-13213	11	1	early	early	ADJ
hls-13213	11	2	-	-	PUNCT
hls-13213	11	3	onset	onset	NOUN
hls-13213	11	4	sepsis	sepsis	NOUN
hls-13213	11	5	(	(	PUNCT
hls-13213	11	6	eos	eos	PROPN
hls-13213	11	7	)	)	PUNCT
hls-13213	11	8	happens	happen	VERB
hls-13213	11	9	within	within	ADP
hls-13213	11	10	the	the	DET
hls-13213	11	11	first	first	ADJ
hls-13213	11	12	seven	seven	NUM
hls-13213	11	13	days	day	NOUN
hls-13213	11	14	of	of	ADP
hls-13213	11	15	life,1	life,1	NOUN
hls-13213	11	16	along	along	ADP
hls-13213	11	17	with	with	ADP
hls-13213	11	18	radiographic	radiographic	ADJ
hls-13213	11	19	evidence	evidence	NOUN
hls-13213	11	20	of	of	ADP
hls-13213	11	21	pneumonia.2,3	pneumonia.2,3	ADJ
hls-13213	11	22	neonatal	neonatal	ADJ
hls-13213	11	23	sepsis	sepsis	NOUN
hls-13213	11	24	encompasses	encompass	VERB
hls-13213	11	25	serious	serious	ADJ
hls-13213	11	26	infections	infection	NOUN
hls-13213	11	27	such	such	ADJ
hls-13213	11	28	as	as	ADP
hls-13213	11	29	bacteremia	bacteremia	NOUN
hls-13213	11	30	,	,	PUNCT
hls-13213	11	31	pneumonia	pneumonia	NOUN
hls-13213	11	32	,	,	PUNCT
hls-13213	11	33	and	and	CCONJ
hls-13213	11	34	meningitis	meningitis	NOUN
hls-13213	11	35	,	,	PUNCT
hls-13213	11	36	which	which	PRON
hls-13213	11	37	manifest	manifest	VERB
hls-13213	11	38	as	as	ADP
hls-13213	11	39	very	very	ADV
hls-13213	11	40	early	early	ADJ
hls-13213	11	41	-	-	PUNCT
hls-13213	11	42	onset	onset	NOUN
hls-13213	11	43	sepsis	sepsis	NOUN
hls-13213	11	44	(	(	PUNCT
hls-13213	11	45	within	within	ADP
hls-13213	11	46	the	the	DET
hls-13213	11	47	first	first	ADJ
hls-13213	11	48	three	three	NUM
hls-13213	11	49	days	day	NOUN
hls-13213	11	50	of	of	ADP
hls-13213	11	51	life	life	NOUN
hls-13213	11	52	)	)	PUNCT
hls-13213	11	53	,	,	PUNCT
hls-13213	11	54	early	early	ADJ
hls-13213	11	55	-	-	PUNCT
hls-13213	11	56	onset	onset	NOUN
hls-13213	11	57	sepsis	sepsis	NOUN
hls-13213	11	58	(	(	PUNCT
hls-13213	11	59	within	within	ADP
hls-13213	11	60	the	the	DET
hls-13213	11	61	first	first	ADJ
hls-13213	11	62	week	week	NOUN
hls-13213	11	63	)	)	PUNCT
hls-13213	11	64	,	,	PUNCT
hls-13213	11	65	and	and	CCONJ
hls-13213	11	66	late	late	ADJ
hls-13213	11	67	-	-	PUNCT
hls-13213	11	68	onset	onset	NOUN
hls-13213	11	69	sepsis	sepsis	NOUN
hls-13213	11	70	(	(	PUNCT
hls-13213	11	71	after	after	ADP
hls-13213	11	72	the	the	DET
hls-13213	11	73	first	first	ADJ
hls-13213	11	74	week	week	NOUN
hls-13213	11	75	until	until	ADP
hls-13213	11	76	28	28	NUM
hls-13213	11	77	days	day	NOUN
hls-13213	11	78	of	of	ADP
hls-13213	11	79	life).1,4	life).1,4	ADV
hls-13213	11	80	the	the	DET
hls-13213	11	81	neonatal	neonatal	ADJ
hls-13213	11	82	period	period	NOUN
hls-13213	11	83	,	,	PUNCT
hls-13213	11	84	which	which	PRON
hls-13213	11	85	spans	span	VERB
hls-13213	11	86	the	the	DET
hls-13213	11	87	first	first	ADJ
hls-13213	11	88	28	28	NUM
hls-13213	11	89	days	day	NOUN
hls-13213	11	90	of	of	ADP
hls-13213	11	91	life	life	NOUN
hls-13213	11	92	,	,	PUNCT
hls-13213	11	93	carries	carry	VERB
hls-13213	11	94	the	the	DET
hls-13213	11	95	highest	high	ADJ
hls-13213	11	96	daily	daily	ADJ
hls-13213	11	97	risk	risk	NOUN
hls-13213	11	98	of	of	ADP
hls-13213	11	99	mortality	mortality	NOUN
hls-13213	11	100	,	,	PUNCT
hls-13213	11	101	leading	lead	VERB
hls-13213	11	102	to	to	ADP
hls-13213	11	103	significant	significant	ADJ
hls-13213	11	104	morbidity	morbidity	NOUN
hls-13213	11	105	and	and	CCONJ
hls-13213	11	106	mortality	mortality	NOUN
hls-13213	11	107	in	in	ADP
hls-13213	11	108	the	the	DET
hls-13213	11	109	neonatal	neonatal	ADJ
hls-13213	11	110	intensive	intensive	ADJ
hls-13213	11	111	care	care	NOUN
hls-13213	11	112	unit	unit	NOUN
hls-13213	11	113	(	(	PUNCT
hls-13213	11	114	nicu),5	nicu),5	NOUN
hls-13213	11	115	particularly	particularly	ADV
hls-13213	11	116	in	in	ADP
hls-13213	11	117	low	low	ADJ
hls-13213	11	118	and	and	CCONJ
hls-13213	11	119	middle	middle	ADJ
hls-13213	11	120	income	income	NOUN
hls-13213	11	121	countries	country	NOUN
hls-13213	11	122	(	(	PUNCT
hls-13213	11	123	lmics).6	lmics).6	VERB
hls-13213	11	124	approximately	approximately	ADV
hls-13213	11	125	1	1	NUM
hls-13213	11	126	million	million	NUM
hls-13213	11	127	newborns	newborn	NOUN
hls-13213	11	128	worldwide	worldwide	ADV
hls-13213	11	129	die	die	VERB
hls-13213	11	130	from	from	ADP
hls-13213	11	131	neonatal	neonatal	ADJ
hls-13213	11	132	infections	infection	NOUN
hls-13213	11	133	within	within	ADP
hls-13213	11	134	the	the	DET
hls-13213	11	135	first	first	ADJ
hls-13213	11	136	28	28	NUM
hls-13213	11	137	days	day	NOUN
hls-13213	11	138	of	of	ADP
hls-13213	11	139	birth.7	birth.7	NOUN
hls-13213	11	140	in	in	ADP
hls-13213	11	141	developing	develop	VERB
hls-13213	11	142	countries	country	NOUN
hls-13213	11	143	,	,	PUNCT
hls-13213	11	144	neonatal	neonatal	ADJ
hls-13213	11	145	sepsis	sepsis	NOUN
hls-13213	11	146	accounts	account	VERB
hls-13213	11	147	for	for	ADP
hls-13213	11	148	30	30	NUM
hls-13213	11	149	-	-	SYM
hls-13213	11	150	50	50	NUM
hls-13213	11	151	%	%	NOUN
hls-13213	11	152	of	of	ADP
hls-13213	11	153	the	the	DET
hls-13213	11	154	5	5	NUM
hls-13213	11	155	million	million	NUM
hls-13213	11	156	total	total	ADJ
hls-13213	11	157	neonatal	neonatal	ADJ
hls-13213	11	158	deaths	death	NOUN
hls-13213	11	159	each	each	DET
hls-13213	11	160	year.8	year.8	PROPN
hls-13213	11	161	diagnosing	diagnose	VERB
hls-13213	11	162	neonatal	neonatal	ADJ
hls-13213	11	163	sepsis	sepsis	NOUN
hls-13213	11	164	is	be	AUX
hls-13213	11	165	challenging	challenge	VERB
hls-13213	11	166	due	due	ADJ
hls-13213	11	167	to	to	ADP
hls-13213	11	168	the	the	DET
hls-13213	11	169	frequent	frequent	ADJ
hls-13213	11	170	presence	presence	NOUN
hls-13213	11	171	of	of	ADP
hls-13213	11	172	noninfectious	noninfectious	ADJ
hls-13213	11	173	conditions	condition	NOUN
hls-13213	11	174	that	that	PRON
hls-13213	11	175	mimic	mimic	VERB
hls-13213	11	176	sepsis	sepsis	NOUN
hls-13213	11	177	,	,	PUNCT
hls-13213	11	178	particularly	particularly	ADV
hls-13213	11	179	in	in	ADP
hls-13213	11	180	preterm	preterm	ADJ
hls-13213	11	181	infants	infant	NOUN
hls-13213	11	182	,	,	PUNCT
hls-13213	11	183	and	and	CCONJ
hls-13213	11	184	the	the	DET
hls-13213	11	185	lack	lack	NOUN
hls-13213	11	186	of	of	ADP
hls-13213	11	187	optimal	optimal	ADJ
hls-13213	11	188	diagnostic	diagnostic	ADJ
hls-13213	11	189	tests.9	tests.9	PROPN
hls-13213	11	190	diagnostic	diagnostic	ADJ
hls-13213	11	191	challenges	challenge	NOUN
hls-13213	11	192	of	of	ADP
hls-13213	11	193	neonatal	neonatal	ADJ
hls-13213	11	194	sepsis	sepsis	NOUN
hls-13213	11	195	are	be	AUX
hls-13213	11	196	also	also	ADV
hls-13213	11	197	attributed	attribute	VERB
hls-13213	11	198	to	to	ADP
hls-13213	11	199	the	the	DET
hls-13213	11	200	nonspecific	nonspecific	ADJ
hls-13213	11	201	nature	nature	NOUN
hls-13213	11	202	of	of	ADP
hls-13213	11	203	symptoms	symptom	NOUN
hls-13213	11	204	,	,	PUNCT
hls-13213	11	205	making	make	VERB
hls-13213	11	206	both	both	CCONJ
hls-13213	11	207	diagnosis	diagnosis	NOUN
hls-13213	11	208	and	and	CCONJ
hls-13213	11	209	treatment	treatment	NOUN
hls-13213	11	210	difficult	difficult	ADJ
hls-13213	11	211	.	.	PUNCT
hls-13213	12	1	a	a	DET
hls-13213	12	2	blood	blood	NOUN
hls-13213	12	3	culture	culture	NOUN
hls-13213	12	4	test	test	NOUN
hls-13213	12	5	is	be	AUX
hls-13213	12	6	the	the	DET
hls-13213	12	7	gold	gold	ADJ
hls-13213	12	8	standard	standard	NOUN
hls-13213	12	9	for	for	ADP
hls-13213	12	10	diagnosing	diagnose	VERB
hls-13213	12	11	neonatal	neonatal	ADJ
hls-13213	12	12	sepsis;1	sepsis;1	PROPN
hls-13213	12	13	however	however	ADV
hls-13213	12	14	,	,	PUNCT
hls-13213	12	15	it	it	PRON
hls-13213	12	16	takes	take	VERB
hls-13213	12	17	between	between	ADP
hls-13213	12	18	twenty	twenty	NUM
hls-13213	12	19	-	-	PUNCT
hls-13213	12	20	four	four	NUM
hls-13213	12	21	and	and	CCONJ
hls-13213	12	22	seventy	seventy	NUM
hls-13213	12	23	-	-	PUNCT
hls-13213	12	24	two	two	NUM
hls-13213	12	25	hours	hour	NOUN
hls-13213	12	26	to	to	PART
hls-13213	12	27	generate	generate	VERB
hls-13213	12	28	results	result	NOUN
hls-13213	12	29	and	and	CCONJ
hls-13213	12	30	requires	require	VERB
hls-13213	12	31	a	a	DET
hls-13213	12	32	wellequipped	wellequippe	VERB
hls-13213	12	33	laboratory.10	laboratory.10	ADJ
hls-13213	12	34	predictive	predictive	ADJ
hls-13213	12	35	analytics	analytic	NOUN
hls-13213	12	36	has	have	AUX
hls-13213	12	37	sparked	spark	VERB
hls-13213	12	38	considerable	considerable	ADJ
hls-13213	12	39	interest	interest	NOUN
hls-13213	12	40	in	in	ADP
hls-13213	12	41	the	the	DET
hls-13213	12	42	healthcare	healthcare	NOUN
hls-13213	12	43	industry	industry	NOUN
hls-13213	12	44	due	due	ADP
hls-13213	12	45	to	to	ADP
hls-13213	12	46	its	its	PRON
hls-13213	12	47	potential	potential	NOUN
hls-13213	12	48	to	to	PART
hls-13213	12	49	revolutionize	revolutionize	VERB
hls-13213	12	50	economies	economy	NOUN
hls-13213	12	51	,	,	PUNCT
hls-13213	12	52	particularly	particularly	ADV
hls-13213	12	53	in	in	ADP
hls-13213	12	54	delivering	deliver	VERB
hls-13213	12	55	primary	primary	ADJ
hls-13213	12	56	health	health	NOUN
hls-13213	12	57	services.11	services.11	VERB
hls-13213	12	58	predictive	predictive	ADJ
hls-13213	12	59	analytics	analytic	NOUN
hls-13213	12	60	in	in	ADP
hls-13213	12	61	healthcare	healthcare	PROPN
hls-13213	12	62	encompasses	encompass	VERB
hls-13213	12	63	a	a	DET
hls-13213	12	64	wide	wide	ADJ
hls-13213	12	65	range	range	NOUN
hls-13213	12	66	of	of	ADP
hls-13213	12	67	medical	medical	ADJ
hls-13213	12	68	and	and	CCONJ
hls-13213	12	69	nonmedical	nonmedical	ADJ
hls-13213	12	70	interventions	intervention	NOUN
hls-13213	12	71	to	to	PART
hls-13213	12	72	address	address	VERB
hls-13213	12	73	health	health	NOUN
hls-13213	12	74	crises	crisis	NOUN
hls-13213	12	75	,	,	PUNCT
hls-13213	12	76	bolster	bolster	VERB
hls-13213	12	77	preparedness	preparedness	NOUN
hls-13213	12	78	for	for	ADP
hls-13213	12	79	future	future	ADJ
hls-13213	12	80	epidemics	epidemic	NOUN
hls-13213	12	81	,	,	PUNCT
hls-13213	12	82	and	and	CCONJ
hls-13213	12	83	facilitate	facilitate	VERB
hls-13213	12	84	resilient	resilient	ADJ
hls-13213	12	85	recoveries	recovery	NOUN
hls-13213	12	86	during	during	ADP
hls-13213	12	87	global	global	ADJ
hls-13213	12	88	health	health	NOUN
hls-13213	12	89	emergencies	emergency	NOUN
hls-13213	12	90	or	or	CCONJ
hls-13213	12	91	disasters.12	disasters.12	NOUN
hls-13213	12	92	the	the	DET
hls-13213	12	93	application	application	NOUN
hls-13213	12	94	of	of	ADP
hls-13213	12	95	predictive	predictive	ADJ
hls-13213	12	96	analytics	analytic	NOUN
hls-13213	12	97	methods	method	NOUN
hls-13213	12	98	,	,	PUNCT
hls-13213	12	99	such	such	ADJ
hls-13213	12	100	as	as	ADP
hls-13213	12	101	machine	machine	NOUN
hls-13213	12	102	learning	learning	NOUN
hls-13213	12	103	and	and	CCONJ
hls-13213	12	104	artificial	artificial	ADJ
hls-13213	12	105	neural	neural	ADJ
hls-13213	12	106	networks	network	NOUN
hls-13213	12	107	,	,	PUNCT
hls-13213	12	108	has	have	AUX
hls-13213	12	109	become	become	VERB
hls-13213	12	110	an	an	DET
hls-13213	12	111	area	area	NOUN
hls-13213	12	112	of	of	ADP
hls-13213	12	113	significant	significant	ADJ
hls-13213	12	114	interest	interest	NOUN
hls-13213	12	115	among	among	ADP
hls-13213	12	116	researchers	researcher	NOUN
hls-13213	12	117	for	for	ADP
hls-13213	12	118	the	the	DET
hls-13213	12	119	early	early	ADJ
hls-13213	12	120	detection	detection	NOUN
hls-13213	12	121	and	and	CCONJ
hls-13213	12	122	diagnosis	diagnosis	NOUN
hls-13213	12	123	of	of	ADP
hls-13213	12	124	neonatal	neonatal	ADJ
hls-13213	12	125	sepsis.13	sepsis.13	NOUN
hls-13213	12	126	this	this	PRON
hls-13213	12	127	has	have	AUX
hls-13213	12	128	led	lead	VERB
hls-13213	12	129	to	to	ADP
hls-13213	12	130	the	the	DET
hls-13213	12	131	development	development	NOUN
hls-13213	12	132	and	and	CCONJ
hls-13213	12	133	publication	publication	NOUN
hls-13213	12	134	of	of	ADP
hls-13213	12	135	various	various	ADJ
hls-13213	12	136	statistical	statistical	ADJ
hls-13213	12	137	methods	method	NOUN
hls-13213	12	138	to	to	PART
hls-13213	12	139	predict	predict	VERB
hls-13213	12	140	the	the	DET
hls-13213	12	141	onset	onset	NOUN
hls-13213	12	142	of	of	ADP
hls-13213	12	143	sepsis	sepsis	NOUN
hls-13213	12	144	in	in	ADP
hls-13213	12	145	neonates	neonate	NOUN
hls-13213	12	146	.	.	PUNCT
hls-13213	13	1	these	these	DET
hls-13213	13	2	methods	method	NOUN
hls-13213	13	3	play	play	VERB
hls-13213	13	4	a	a	DET
hls-13213	13	5	crucial	crucial	ADJ
hls-13213	13	6	role	role	NOUN
hls-13213	13	7	in	in	ADP
hls-13213	13	8	improving	improve	VERB
hls-13213	13	9	the	the	DET
hls-13213	13	10	timely	timely	ADJ
hls-13213	13	11	identification	identification	NOUN
hls-13213	13	12	of	of	ADP
hls-13213	13	13	sepsis	sepsis	NOUN
hls-13213	13	14	,	,	PUNCT
hls-13213	13	15	thus	thus	ADV
hls-13213	13	16	contributing	contribute	VERB
hls-13213	13	17	to	to	ADP
hls-13213	13	18	better	well	ADJ
hls-13213	13	19	outcomes	outcome	NOUN
hls-13213	13	20	for	for	ADP
hls-13213	13	21	affected	affected	ADJ
hls-13213	13	22	newborns	newborn	NOUN
hls-13213	13	23	.	.	PUNCT
hls-13213	14	1	the	the	DET
hls-13213	14	2	current	current	ADJ
hls-13213	14	3	scoping	scoping	NOUN
hls-13213	14	4	review	review	NOUN
hls-13213	14	5	fills	fill	VERB
hls-13213	14	6	a	a	DET
hls-13213	14	7	significant	significant	ADJ
hls-13213	14	8	gap	gap	NOUN
hls-13213	14	9	in	in	ADP
hls-13213	14	10	critical	critical	ADJ
hls-13213	14	11	dimensions	dimension	NOUN
hls-13213	14	12	involved	involve	VERB
hls-13213	14	13	in	in	ADP
hls-13213	14	14	managing	manage	VERB
hls-13213	14	15	neonatal	neonatal	ADJ
hls-13213	14	16	sepsis	sepsis	NOUN
hls-13213	14	17	.	.	PUNCT
hls-13213	15	1	it	it	PRON
hls-13213	15	2	addresses	address	VERB
hls-13213	15	3	a	a	DET
hls-13213	15	4	research	research	NOUN
hls-13213	15	5	question	question	NOUN
hls-13213	15	6	on	on	ADP
hls-13213	15	7	reducing	reduce	VERB
hls-13213	15	8	the	the	DET
hls-13213	15	9	delay	delay	NOUN
hls-13213	15	10	in	in	ADP
hls-13213	15	11	diagnosing	diagnose	VERB
hls-13213	15	12	neonatal	neonatal	ADJ
hls-13213	15	13	sepsis	sepsis	NOUN
hls-13213	15	14	and	and	CCONJ
hls-13213	15	15	making	make	VERB
hls-13213	15	16	the	the	DET
hls-13213	15	17	diagnosis	diagnosis	NOUN
hls-13213	15	18	process	process	NOUN
hls-13213	15	19	efficient	efficient	ADJ
hls-13213	15	20	in	in	ADP
hls-13213	15	21	improving	improve	VERB
hls-13213	15	22	healthcare	healthcare	NOUN
hls-13213	15	23	in	in	ADP
hls-13213	15	24	low	low	ADJ
hls-13213	15	25	-	-	PUNCT
hls-13213	15	26	resource	resource	NOUN
hls-13213	15	27	settings	setting	NOUN
hls-13213	15	28	.	.	PUNCT
hls-13213	16	1	the	the	DET
hls-13213	16	2	scoping	scope	VERB
hls-13213	16	3	review	review	NOUN
hls-13213	16	4	analyzes	analyze	NOUN
hls-13213	16	5	correspondence	correspondence	NOUN
hls-13213	16	6	:	:	PUNCT
hls-13213	16	7	kvkl	kvkl	PROPN
hls-13213	16	8	narasimha	narasimha	PROPN
hls-13213	16	9	rao	rao	PROPN
hls-13213	16	10	,	,	PUNCT
hls-13213	16	11	indian	indian	PROPN
hls-13213	16	12	institute	institute	PROPN
hls-13213	16	13	of	of	ADP
hls-13213	16	14	management	management	PROPN
hls-13213	16	15	,	,	PUNCT
hls-13213	16	16	umsawlli	umsawlli	NOUN
hls-13213	16	17	,	,	PUNCT
hls-13213	16	18	shillong	shillong	PROPN
hls-13213	16	19	793018	793018	NUM
hls-13213	16	20	,	,	PUNCT
hls-13213	16	21	meghalaya	meghalaya	PROPN
hls-13213	16	22	,	,	PUNCT
hls-13213	16	23	india	india	PROPN
hls-13213	16	24	.	.	PUNCT
hls-13213	17	1	e	e	X
hls-13213	17	2	-	-	NOUN
hls-13213	17	3	mail	mail	NOUN
hls-13213	17	4	:	:	PUNCT
hls-13213	17	5	rao.phd20@iimshillong.ac.in	rao.phd20@iimshillong.ac.in	NOUN
hls-13213	17	6	key	key	ADJ
hls-13213	17	7	words	word	NOUN
hls-13213	17	8	:	:	PUNCT
hls-13213	17	9	antibiotic	antibiotic	ADJ
hls-13213	17	10	usage	usage	NOUN
hls-13213	17	11	;	;	PUNCT
hls-13213	17	12	artificial	artificial	ADJ
hls-13213	17	13	intelligence	intelligence	NOUN
hls-13213	17	14	;	;	PUNCT
hls-13213	17	15	cost	cost	NOUN
hls-13213	17	16	of	of	ADP
hls-13213	17	17	treatment	treatment	NOUN
hls-13213	17	18	;	;	PUNCT
hls-13213	17	19	diagnosis	diagnosis	NOUN
hls-13213	17	20	time	time	NOUN
hls-13213	17	21	;	;	PUNCT
hls-13213	17	22	efficient	efficient	ADJ
hls-13213	17	23	management	management	NOUN
hls-13213	17	24	;	;	PUNCT
hls-13213	17	25	machine	machine	NOUN
hls-13213	17	26	learning	learning	NOUN
hls-13213	17	27	;	;	PUNCT
hls-13213	17	28	neonatal	neonatal	ADJ
hls-13213	17	29	sepsis	sepsis	NOUN
hls-13213	17	30	diagnosis	diagnosis	NOUN
hls-13213	17	31	;	;	PUNCT
hls-13213	17	32	predictive	predictive	ADJ
hls-13213	17	33	models	model	NOUN
hls-13213	17	34	.	.	PUNCT
hls-13213	18	1	conflict	conflict	NOUN
hls-13213	18	2	of	of	ADP
hls-13213	18	3	interest	interest	NOUN
hls-13213	18	4	:	:	PUNCT
hls-13213	18	5	the	the	DET
hls-13213	18	6	authors	author	NOUN
hls-13213	18	7	declare	declare	VERB
hls-13213	18	8	no	no	DET
hls-13213	18	9	potential	potential	ADJ
hls-13213	18	10	conflict	conflict	NOUN
hls-13213	18	11	of	of	ADP
hls-13213	18	12	interest	interest	NOUN
hls-13213	18	13	.	.	PUNCT
hls-13213	19	1	ethics	ethic	NOUN
hls-13213	19	2	approval	approval	NOUN
hls-13213	19	3	and	and	CCONJ
hls-13213	19	4	consent	consent	NOUN
hls-13213	19	5	to	to	PART
hls-13213	19	6	participate	participate	VERB
hls-13213	19	7	:	:	PUNCT
hls-13213	19	8	not	not	PART
hls-13213	19	9	applicable	applicable	ADJ
hls-13213	19	10	.	.	PUNCT
hls-13213	20	1	availability	availability	NOUN
hls-13213	20	2	of	of	ADP
hls-13213	20	3	data	datum	NOUN
hls-13213	20	4	and	and	CCONJ
hls-13213	20	5	materials	material	NOUN
hls-13213	20	6	:	:	PUNCT
hls-13213	20	7	all	all	DET
hls-13213	20	8	data	datum	NOUN
hls-13213	20	9	generated	generate	VERB
hls-13213	20	10	or	or	CCONJ
hls-13213	20	11	analyzed	analyze	VERB
hls-13213	20	12	during	during	ADP
hls-13213	20	13	this	this	DET
hls-13213	20	14	study	study	NOUN
hls-13213	20	15	are	be	AUX
hls-13213	20	16	included	include	VERB
hls-13213	20	17	in	in	ADP
hls-13213	20	18	this	this	DET
hls-13213	20	19	published	publish	VERB
hls-13213	20	20	article	article	NOUN
hls-13213	20	21	.	.	PUNCT
hls-13213	21	1	received	receive	VERB
hls-13213	21	2	:	:	PUNCT
hls-13213	21	3	8	8	NUM
hls-13213	21	4	october	october	NOUN
hls-13213	21	5	2024	2024	NUM
hls-13213	21	6	.	.	PUNCT
hls-13213	22	1	accepted	accept	VERB
hls-13213	22	2	:	:	PUNCT
hls-13213	22	3	27	27	NUM
hls-13213	22	4	march	march	NOUN
hls-13213	22	5	2025	2025	NUM
hls-13213	22	6	.	.	PUNCT
hls-13213	23	1	early	early	ADJ
hls-13213	23	2	access	access	NOUN
hls-13213	23	3	:	:	PUNCT
hls-13213	23	4	28	28	NUM
hls-13213	23	5	april	april	PROPN
hls-13213	23	6	2025	2025	NUM
hls-13213	23	7	.	.	PUNCT
hls-13213	24	1	this	this	DET
hls-13213	24	2	work	work	NOUN
hls-13213	24	3	is	be	AUX
hls-13213	24	4	licensed	license	VERB
hls-13213	24	5	under	under	ADP
hls-13213	24	6	a	a	DET
hls-13213	24	7	creative	creative	ADJ
hls-13213	24	8	commons	common	NOUN
hls-13213	24	9	attribution	attribution	NOUN
hls-13213	24	10	4.0	4.0	NUM
hls-13213	24	11	license	license	NOUN
hls-13213	24	12	(	(	PUNCT
hls-13213	24	13	by	by	ADP
hls-13213	24	14	-	-	PUNCT
hls-13213	24	15	nc	nc	PROPN
hls-13213	24	16	4.0	4.0	NUM
hls-13213	24	17	)	)	PUNCT
hls-13213	24	18	.	.	PUNCT
hls-13213	25	1	©	©	PROPN
hls-13213	25	2	copyright	copyright	NOUN
hls-13213	25	3	:	:	PUNCT
hls-13213	25	4	the	the	DET
hls-13213	25	5	author(s	author(s	PROPN
hls-13213	25	6	)	)	PUNCT
hls-13213	25	7	,	,	PUNCT
hls-13213	25	8	2025	2025	NUM
hls-13213	25	9	licensee	licensee	NOUN
hls-13213	25	10	pagepress	pagepress	NOUN
hls-13213	25	11	,	,	PUNCT
hls-13213	25	12	italy	italy	PROPN
hls-13213	25	13	healthcare	healthcare	PROPN
hls-13213	25	14	in	in	ADP
hls-13213	25	15	low	low	ADJ
hls-13213	25	16	-	-	PUNCT
hls-13213	25	17	resource	resource	NOUN
hls-13213	25	18	settings	setting	NOUN
hls-13213	25	19	2025	2025	NUM
hls-13213	25	20	;	;	PUNCT
hls-13213	25	21	13(s1):13213	13(s1):13213	NUM
hls-13213	25	22	doi:10.4081	doi:10.4081	NOUN
hls-13213	25	23	/	/	SYM
hls-13213	25	24	hls.2025.13213	hls.2025.13213	DET
hls-13213	25	25	publisher	publisher	NOUN
hls-13213	25	26	's	's	PART
hls-13213	25	27	note	note	NOUN
hls-13213	25	28	:	:	PUNCT
hls-13213	25	29	all	all	DET
hls-13213	25	30	claims	claim	NOUN
hls-13213	25	31	expressed	express	VERB
hls-13213	25	32	in	in	ADP
hls-13213	25	33	this	this	DET
hls-13213	25	34	article	article	NOUN
hls-13213	25	35	are	be	AUX
hls-13213	25	36	solely	solely	ADV
hls-13213	25	37	those	those	PRON
hls-13213	25	38	of	of	ADP
hls-13213	25	39	the	the	DET
hls-13213	25	40	authors	author	NOUN
hls-13213	25	41	and	and	CCONJ
hls-13213	25	42	do	do	AUX
hls-13213	25	43	not	not	PART
hls-13213	25	44	necessarily	necessarily	ADV
hls-13213	25	45	represent	represent	VERB
hls-13213	25	46	those	those	PRON
hls-13213	25	47	of	of	ADP
hls-13213	25	48	their	their	PRON
hls-13213	25	49	affiliated	affiliated	ADJ
hls-13213	25	50	organizations	organization	NOUN
hls-13213	25	51	,	,	PUNCT
hls-13213	25	52	or	or	CCONJ
hls-13213	25	53	those	those	PRON
hls-13213	25	54	of	of	ADP
hls-13213	25	55	the	the	DET
hls-13213	25	56	publisher	publisher	NOUN
hls-13213	25	57	,	,	PUNCT
hls-13213	25	58	the	the	DET
hls-13213	25	59	editors	editor	NOUN
hls-13213	25	60	and	and	CCONJ
hls-13213	25	61	the	the	DET
hls-13213	25	62	reviewers	reviewer	NOUN
hls-13213	25	63	.	.	PUNCT
hls-13213	26	1	any	any	DET
hls-13213	26	2	product	product	NOUN
hls-13213	26	3	that	that	PRON
hls-13213	26	4	may	may	AUX
hls-13213	26	5	be	be	AUX
hls-13213	26	6	evaluated	evaluate	VERB
hls-13213	26	7	in	in	ADP
hls-13213	26	8	this	this	DET
hls-13213	26	9	article	article	NOUN
hls-13213	26	10	or	or	CCONJ
hls-13213	26	11	claim	claim	NOUN
hls-13213	26	12	that	that	PRON
hls-13213	26	13	may	may	AUX
hls-13213	26	14	be	be	AUX
hls-13213	26	15	made	make	VERB
hls-13213	26	16	by	by	ADP
hls-13213	26	17	its	its	PRON
hls-13213	26	18	manufacturer	manufacturer	NOUN
hls-13213	26	19	is	be	AUX
hls-13213	26	20	not	not	PART
hls-13213	26	21	guaranteed	guarantee	VERB
hls-13213	26	22	or	or	CCONJ
hls-13213	26	23	endorsed	endorse	VERB
hls-13213	26	24	by	by	ADP
hls-13213	26	25	the	the	DET
hls-13213	26	26	publisher	publisher	NOUN
hls-13213	26	27	.	.	PUNCT
hls-13213	27	1	[	[	X
hls-13213	27	2	healthcare	healthcare	NOUN
hls-13213	27	3	in	in	ADP
hls-13213	27	4	low	low	ADJ
hls-13213	27	5	-	-	PUNCT
hls-13213	27	6	resource	resource	NOUN
hls-13213	27	7	settings	setting	NOUN
hls-13213	27	8	2025;13(s1):13213	2025;13(s1):13213	NUM
hls-13213	27	9	]	]	PUNCT
hls-13213	28	1	[	[	X
hls-13213	28	2	page	page	NOUN
hls-13213	28	3	137	137	NUM
hls-13213	28	4	]	]	PUNCT
hls-13213	28	5	dimensions	dimension	NOUN
hls-13213	28	6	including	include	VERB
hls-13213	28	7	the	the	DET
hls-13213	28	8	early	early	ADJ
hls-13213	28	9	prediction	prediction	NOUN
hls-13213	28	10	of	of	ADP
hls-13213	28	11	neonatal	neonatal	ADJ
hls-13213	28	12	sepsis	sepsis	NOUN
hls-13213	28	13	prior	prior	ADV
hls-13213	28	14	to	to	ADP
hls-13213	28	15	symptom	symptom	NOUN
hls-13213	28	16	onset	onset	NOUN
hls-13213	28	17	,	,	PUNCT
hls-13213	28	18	decreased	decrease	VERB
hls-13213	28	19	antibiotic	antibiotic	ADJ
hls-13213	28	20	utilization	utilization	NOUN
hls-13213	28	21	,	,	PUNCT
hls-13213	28	22	and	and	CCONJ
hls-13213	28	23	treatment	treatment	NOUN
hls-13213	28	24	costs	cost	NOUN
hls-13213	28	25	,	,	PUNCT
hls-13213	28	26	thereby	thereby	ADV
hls-13213	28	27	providing	provide	VERB
hls-13213	28	28	a	a	DET
hls-13213	28	29	distinctive	distinctive	ADJ
hls-13213	28	30	perspective	perspective	NOUN
hls-13213	28	31	that	that	PRON
hls-13213	28	32	differentiates	differentiate	VERB
hls-13213	28	33	it	it	PRON
hls-13213	28	34	from	from	ADP
hls-13213	28	35	previous	previous	ADJ
hls-13213	28	36	studies	study	NOUN
hls-13213	28	37	.	.	PUNCT
hls-13213	29	1	instead	instead	ADV
hls-13213	29	2	of	of	ADP
hls-13213	29	3	examining	examine	VERB
hls-13213	29	4	each	each	DET
hls-13213	29	5	dimension	dimension	NOUN
hls-13213	29	6	separately	separately	ADV
hls-13213	29	7	,	,	PUNCT
hls-13213	29	8	as	as	SCONJ
hls-13213	29	9	previous	previous	ADJ
hls-13213	29	10	studies	study	NOUN
hls-13213	29	11	have	have	AUX
hls-13213	29	12	done	do	VERB
hls-13213	29	13	,	,	PUNCT
hls-13213	29	14	this	this	DET
hls-13213	29	15	review	review	NOUN
hls-13213	29	16	offers	offer	VERB
hls-13213	29	17	a	a	DET
hls-13213	29	18	comprehensive	comprehensive	ADJ
hls-13213	29	19	exploration	exploration	NOUN
hls-13213	29	20	of	of	ADP
hls-13213	29	21	the	the	DET
hls-13213	29	22	most	most	ADV
hls-13213	29	23	crucial	crucial	ADJ
hls-13213	29	24	dimensions	dimension	NOUN
hls-13213	29	25	,	,	PUNCT
hls-13213	29	26	illuminating	illuminate	VERB
hls-13213	29	27	predictive	predictive	ADJ
hls-13213	29	28	analytics	analytic	NOUN
hls-13213	29	29	methods	method	NOUN
hls-13213	29	30	in	in	ADP
hls-13213	29	31	this	this	DET
hls-13213	29	32	vital	vital	ADJ
hls-13213	29	33	area	area	NOUN
hls-13213	29	34	of	of	ADP
hls-13213	29	35	healthcare	healthcare	PROPN
hls-13213	29	36	.	.	PUNCT
hls-13213	30	1	ensuring	ensure	VERB
hls-13213	30	2	the	the	DET
hls-13213	30	3	well	well	ADV
hls-13213	30	4	-	-	PUNCT
hls-13213	30	5	being	being	NOUN
hls-13213	30	6	of	of	ADP
hls-13213	30	7	newborns	newborn	NOUN
hls-13213	30	8	in	in	ADP
hls-13213	30	9	developing	develop	VERB
hls-13213	30	10	countries	country	NOUN
hls-13213	30	11	and	and	CCONJ
hls-13213	30	12	around	around	ADP
hls-13213	30	13	the	the	DET
hls-13213	30	14	world	world	NOUN
hls-13213	30	15	depends	depend	VERB
hls-13213	30	16	on	on	ADP
hls-13213	30	17	giving	give	VERB
hls-13213	30	18	proper	proper	ADJ
hls-13213	30	19	attention	attention	NOUN
hls-13213	30	20	to	to	ADP
hls-13213	30	21	the	the	DET
hls-13213	30	22	essential	essential	ADJ
hls-13213	30	23	aspects	aspect	NOUN
hls-13213	30	24	of	of	ADP
hls-13213	30	25	diagnosing	diagnose	VERB
hls-13213	30	26	and	and	CCONJ
hls-13213	30	27	treating	treat	VERB
hls-13213	30	28	neonatal	neonatal	ADJ
hls-13213	30	29	sepsis.14	sepsis.14	VERB
hls-13213	30	30	the	the	DET
hls-13213	30	31	core	core	NOUN
hls-13213	30	32	objective	objective	NOUN
hls-13213	30	33	of	of	ADP
hls-13213	30	34	the	the	DET
hls-13213	30	35	scoping	scope	VERB
hls-13213	30	36	review	review	NOUN
hls-13213	30	37	is	be	AUX
hls-13213	30	38	to	to	PART
hls-13213	30	39	address	address	VERB
hls-13213	30	40	the	the	DET
hls-13213	30	41	defined	define	VERB
hls-13213	30	42	research	research	NOUN
hls-13213	30	43	question	question	NOUN
hls-13213	30	44	and	and	CCONJ
hls-13213	30	45	analyze	analyze	VERB
hls-13213	30	46	the	the	DET
hls-13213	30	47	impact	impact	NOUN
hls-13213	30	48	of	of	ADP
hls-13213	30	49	predictive	predictive	ADJ
hls-13213	30	50	analytics	analytic	NOUN
hls-13213	30	51	methods	method	NOUN
hls-13213	30	52	on	on	ADP
hls-13213	30	53	early	early	ADJ
hls-13213	30	54	diagnosis	diagnosis	NOUN
hls-13213	30	55	and	and	CCONJ
hls-13213	30	56	treatment	treatment	NOUN
hls-13213	30	57	,	,	PUNCT
hls-13213	30	58	antibiotic	antibiotic	ADJ
hls-13213	30	59	usage	usage	NOUN
hls-13213	30	60	reduction	reduction	NOUN
hls-13213	30	61	,	,	PUNCT
hls-13213	30	62	and	and	CCONJ
hls-13213	30	63	the	the	DET
hls-13213	30	64	overall	overall	ADJ
hls-13213	30	65	cost	cost	NOUN
hls-13213	30	66	of	of	ADP
hls-13213	30	67	treatment	treatment	NOUN
hls-13213	30	68	.	.	PUNCT
hls-13213	31	1	the	the	DET
hls-13213	31	2	up	up	ADP
hls-13213	31	3	-	-	PUNCT
hls-13213	31	4	to	to	ADP
hls-13213	31	5	-	-	PUNCT
hls-13213	31	6	date	date	NOUN
hls-13213	31	7	review	review	NOUN
hls-13213	31	8	will	will	AUX
hls-13213	31	9	benefit	benefit	VERB
hls-13213	31	10	neonatal	neonatal	ADJ
hls-13213	31	11	sepsis	sepsis	NOUN
hls-13213	31	12	diagnosis	diagnosis	NOUN
hls-13213	31	13	and	and	CCONJ
hls-13213	31	14	predictive	predictive	ADJ
hls-13213	31	15	analytics	analytic	NOUN
hls-13213	31	16	researchers	researcher	NOUN
hls-13213	31	17	.	.	PUNCT
hls-13213	32	1	it	it	PRON
hls-13213	32	2	offers	offer	VERB
hls-13213	32	3	a	a	DET
hls-13213	32	4	comprehensive	comprehensive	ADJ
hls-13213	32	5	understanding	understanding	NOUN
hls-13213	32	6	of	of	ADP
hls-13213	32	7	the	the	DET
hls-13213	32	8	efficient	efficient	ADJ
hls-13213	32	9	management	management	NOUN
hls-13213	32	10	of	of	ADP
hls-13213	32	11	neonatal	neonatal	ADJ
hls-13213	32	12	sepsis	sepsis	NOUN
hls-13213	32	13	using	use	VERB
hls-13213	32	14	predictive	predictive	ADJ
hls-13213	32	15	analytics	analytic	NOUN
hls-13213	32	16	methods	method	NOUN
hls-13213	32	17	.	.	PUNCT
hls-13213	33	1	materials	material	NOUN
hls-13213	33	2	and	and	CCONJ
hls-13213	33	3	methods	method	NOUN
hls-13213	33	4	the	the	DET
hls-13213	33	5	databases	database	NOUN
hls-13213	33	6	(	(	PUNCT
hls-13213	33	7	scopus	scopus	NOUN
hls-13213	33	8	,	,	PUNCT
hls-13213	33	9	google	google	NOUN
hls-13213	33	10	scholar	scholar	NOUN
hls-13213	33	11	,	,	PUNCT
hls-13213	33	12	and	and	CCONJ
hls-13213	33	13	pubmed	pubmed	PROPN
hls-13213	33	14	)	)	PUNCT
hls-13213	33	15	were	be	AUX
hls-13213	33	16	searched	search	VERB
hls-13213	33	17	to	to	PART
hls-13213	33	18	identify	identify	VERB
hls-13213	33	19	relevant	relevant	ADJ
hls-13213	33	20	literature	literature	NOUN
hls-13213	33	21	published	publish	VERB
hls-13213	33	22	from	from	ADP
hls-13213	33	23	2014	2014	NUM
hls-13213	33	24	to	to	ADP
hls-13213	33	25	2024	2024	NUM
hls-13213	33	26	.	.	PUNCT
hls-13213	34	1	the	the	DET
hls-13213	34	2	search	search	NOUN
hls-13213	34	3	was	be	AUX
hls-13213	34	4	focused	focus	VERB
hls-13213	34	5	on	on	ADP
hls-13213	34	6	neonatal	neonatal	ADJ
hls-13213	34	7	sepsis	sepsis	NOUN
hls-13213	34	8	diagnosis	diagnosis	NOUN
hls-13213	34	9	,	,	PUNCT
hls-13213	34	10	efficient	efficient	ADJ
hls-13213	34	11	management	management	NOUN
hls-13213	34	12	,	,	PUNCT
hls-13213	34	13	predictive	predictive	ADJ
hls-13213	34	14	models	model	NOUN
hls-13213	34	15	,	,	PUNCT
hls-13213	34	16	artificial	artificial	ADJ
hls-13213	34	17	intelligence	intelligence	NOUN
hls-13213	34	18	,	,	PUNCT
hls-13213	34	19	machine	machine	NOUN
hls-13213	34	20	learning	learning	NOUN
hls-13213	34	21	,	,	PUNCT
hls-13213	34	22	diagnosis	diagnosis	NOUN
hls-13213	34	23	time	time	NOUN
hls-13213	34	24	,	,	PUNCT
hls-13213	34	25	antibiotic	antibiotic	ADJ
hls-13213	34	26	usage	usage	NOUN
hls-13213	34	27	,	,	PUNCT
hls-13213	34	28	and	and	CCONJ
hls-13213	34	29	treatment	treatment	NOUN
hls-13213	34	30	costs	cost	NOUN
hls-13213	34	31	.	.	PUNCT
hls-13213	35	1	the	the	DET
hls-13213	35	2	inclusion	inclusion	NOUN
hls-13213	35	3	criteria	criterion	NOUN
hls-13213	35	4	were	be	AUX
hls-13213	35	5	articles	article	NOUN
hls-13213	35	6	that	that	PRON
hls-13213	35	7	applied	apply	VERB
hls-13213	35	8	predictive	predictive	ADJ
hls-13213	35	9	analytics	analytic	NOUN
hls-13213	35	10	techniques	technique	NOUN
hls-13213	35	11	to	to	PART
hls-13213	35	12	guide	guide	VERB
hls-13213	35	13	diagnosis	diagnosis	NOUN
hls-13213	35	14	,	,	PUNCT
hls-13213	35	15	reduce	reduce	VERB
hls-13213	35	16	antibiotic	antibiotic	ADJ
hls-13213	35	17	usage	usage	NOUN
hls-13213	35	18	,	,	PUNCT
hls-13213	35	19	and	and	CCONJ
hls-13213	35	20	reduce	reduce	VERB
hls-13213	35	21	overall	overall	ADJ
hls-13213	35	22	treatment	treatment	NOUN
hls-13213	35	23	costs	cost	NOUN
hls-13213	35	24	.	.	PUNCT
hls-13213	36	1	the	the	DET
hls-13213	36	2	focus	focus	NOUN
hls-13213	36	3	was	be	AUX
hls-13213	36	4	on	on	ADP
hls-13213	36	5	the	the	DET
hls-13213	36	6	specific	specific	ADJ
hls-13213	36	7	criteria	criterion	NOUN
hls-13213	36	8	of	of	ADP
hls-13213	36	9	the	the	DET
hls-13213	36	10	ability	ability	NOUN
hls-13213	36	11	to	to	PART
hls-13213	36	12	diagnose	diagnose	VERB
hls-13213	36	13	sepsis	sepsis	NOUN
hls-13213	36	14	before	before	ADP
hls-13213	36	15	the	the	DET
hls-13213	36	16	occurrence	occurrence	NOUN
hls-13213	36	17	,	,	PUNCT
hls-13213	36	18	the	the	DET
hls-13213	36	19	effect	effect	NOUN
hls-13213	36	20	of	of	ADP
hls-13213	36	21	applying	apply	VERB
hls-13213	36	22	predictive	predictive	ADJ
hls-13213	36	23	analytics	analytic	NOUN
hls-13213	36	24	techniques	technique	NOUN
hls-13213	36	25	in	in	ADP
hls-13213	36	26	reducing	reduce	VERB
hls-13213	36	27	antibiotic	antibiotic	ADJ
hls-13213	36	28	usage	usage	NOUN
hls-13213	36	29	,	,	PUNCT
hls-13213	36	30	and	and	CCONJ
hls-13213	36	31	the	the	DET
hls-13213	36	32	impact	impact	NOUN
hls-13213	36	33	on	on	ADP
hls-13213	36	34	the	the	DET
hls-13213	36	35	cost	cost	NOUN
hls-13213	36	36	of	of	ADP
hls-13213	36	37	treatment	treatment	NOUN
hls-13213	36	38	towards	towards	ADP
hls-13213	36	39	nicu	nicu	NOUN
hls-13213	36	40	stay	stay	NOUN
hls-13213	36	41	,	,	PUNCT
hls-13213	36	42	tests	test	NOUN
hls-13213	36	43	conducted	conduct	VERB
hls-13213	36	44	,	,	PUNCT
hls-13213	36	45	and	and	CCONJ
hls-13213	36	46	overall	overall	ADJ
hls-13213	36	47	cost	cost	NOUN
hls-13213	36	48	of	of	ADP
hls-13213	36	49	treatment	treatment	NOUN
hls-13213	36	50	for	for	ADP
hls-13213	36	51	sepsis	sepsis	NOUN
hls-13213	36	52	.	.	PUNCT
hls-13213	37	1	this	this	DET
hls-13213	37	2	scoping	scoping	NOUN
hls-13213	37	3	review	review	NOUN
hls-13213	37	4	can	can	AUX
hls-13213	37	5	significantly	significantly	ADV
hls-13213	37	6	impact	impact	VERB
hls-13213	37	7	the	the	DET
hls-13213	37	8	neonatology	neonatology	NOUN
hls-13213	37	9	and	and	CCONJ
hls-13213	37	10	predictive	predictive	ADJ
hls-13213	37	11	analytics	analytic	NOUN
hls-13213	37	12	fields	field	NOUN
hls-13213	37	13	,	,	PUNCT
hls-13213	37	14	and	and	CCONJ
hls-13213	37	15	we	we	PRON
hls-13213	37	16	are	be	AUX
hls-13213	37	17	excited	excited	ADJ
hls-13213	37	18	about	about	ADP
hls-13213	37	19	its	its	PRON
hls-13213	37	20	possibilities	possibility	NOUN
hls-13213	37	21	.	.	PUNCT
hls-13213	38	1	the	the	DET
hls-13213	38	2	scoping	scope	VERB
hls-13213	38	3	review	review	NOUN
hls-13213	38	4	was	be	AUX
hls-13213	38	5	based	base	VERB
hls-13213	38	6	on	on	ADP
hls-13213	38	7	the	the	DET
hls-13213	38	8	arksey	arksey	NOUN
hls-13213	38	9	and	and	CCONJ
hls-13213	38	10	o’malley	o’malley	VERB
hls-13213	38	11	framework	framework	NOUN
hls-13213	38	12	and	and	CCONJ
hls-13213	38	13	conducted	conduct	VERB
hls-13213	38	14	in	in	ADP
hls-13213	38	15	5	5	NUM
hls-13213	38	16	steps	step	NOUN
hls-13213	38	17	:	:	PUNCT
hls-13213	38	18	i	i	NOUN
hls-13213	38	19	)	)	PUNCT
hls-13213	38	20	framing	frame	VERB
hls-13213	38	21	the	the	DET
hls-13213	38	22	research	research	NOUN
hls-13213	38	23	question	question	NOUN
hls-13213	38	24	;	;	PUNCT
hls-13213	38	25	ii	ii	X
hls-13213	38	26	)	)	PUNCT
hls-13213	38	27	identifying	identify	VERB
hls-13213	38	28	relevant	relevant	ADJ
hls-13213	38	29	literature	literature	NOUN
hls-13213	38	30	;	;	PUNCT
hls-13213	38	31	iii	iii	X
hls-13213	38	32	)	)	PUNCT
hls-13213	38	33	selecting	select	VERB
hls-13213	38	34	studies	study	NOUN
hls-13213	38	35	;	;	PUNCT
hls-13213	38	36	iv	iv	X
hls-13213	38	37	)	)	PUNCT
hls-13213	38	38	extracting	extract	VERB
hls-13213	38	39	,	,	PUNCT
hls-13213	38	40	mapping	mapping	NOUN
hls-13213	38	41	,	,	PUNCT
hls-13213	38	42	and	and	CCONJ
hls-13213	38	43	charting	chart	VERB
hls-13213	38	44	the	the	DET
hls-13213	38	45	data	datum	NOUN
hls-13213	38	46	;	;	PUNCT
hls-13213	38	47	and	and	CCONJ
hls-13213	38	48	v	v	X
hls-13213	38	49	)	)	PUNCT
hls-13213	38	50	summarizing	summarize	VERB
hls-13213	38	51	the	the	DET
hls-13213	38	52	results	result	NOUN
hls-13213	38	53	.	.	PUNCT
hls-13213	39	1	the	the	DET
hls-13213	39	2	research	research	NOUN
hls-13213	39	3	concentrated	concentrate	VERB
hls-13213	39	4	on	on	ADP
hls-13213	39	5	utilizing	utilize	VERB
hls-13213	39	6	predictive	predictive	ADJ
hls-13213	39	7	analytics	analytic	NOUN
hls-13213	39	8	to	to	PART
hls-13213	39	9	diagnose	diagnose	VERB
hls-13213	39	10	neonatal	neonatal	ADJ
hls-13213	39	11	sepsis	sepsis	NOUN
hls-13213	39	12	and	and	CCONJ
hls-13213	39	13	manage	manage	VERB
hls-13213	39	14	the	the	DET
hls-13213	39	15	condition	condition	NOUN
hls-13213	39	16	in	in	ADP
hls-13213	39	17	infants	infant	NOUN
hls-13213	39	18	under	under	ADP
hls-13213	39	19	28	28	NUM
hls-13213	39	20	days	day	NOUN
hls-13213	39	21	old	old	ADJ
hls-13213	39	22	.	.	PUNCT
hls-13213	40	1	the	the	DET
hls-13213	40	2	search	search	NOUN
hls-13213	40	3	criteria	criterion	NOUN
hls-13213	40	4	were	be	AUX
hls-13213	40	5	independently	independently	ADV
hls-13213	40	6	applied	apply	VERB
hls-13213	40	7	according	accord	VERB
hls-13213	40	8	to	to	ADP
hls-13213	40	9	the	the	DET
hls-13213	40	10	three	three	NUM
hls-13213	40	11	essential	essential	ADJ
hls-13213	40	12	dimensions	dimension	NOUN
hls-13213	40	13	:	:	PUNCT
hls-13213	40	14	early	early	ADJ
hls-13213	40	15	diagnosis	diagnosis	NOUN
hls-13213	40	16	of	of	ADP
hls-13213	40	17	neonatal	neonatal	ADJ
hls-13213	40	18	sepsis	sepsis	NOUN
hls-13213	40	19	,	,	PUNCT
hls-13213	40	20	antibiotic	antibiotic	ADJ
hls-13213	40	21	reduction	reduction	NOUN
hls-13213	40	22	,	,	PUNCT
hls-13213	40	23	and	and	CCONJ
hls-13213	40	24	treatment	treatment	NOUN
hls-13213	40	25	cost	cost	NOUN
hls-13213	40	26	.	.	PUNCT
hls-13213	41	1	the	the	DET
hls-13213	41	2	inclusion	inclusion	NOUN
hls-13213	41	3	criteria	criterion	NOUN
hls-13213	41	4	involved	involve	VERB
hls-13213	41	5	studies	study	NOUN
hls-13213	41	6	published	publish	VERB
hls-13213	41	7	in	in	ADP
hls-13213	41	8	english	english	PROPN
hls-13213	41	9	and	and	CCONJ
hls-13213	41	10	excluded	exclude	VERB
hls-13213	41	11	review	review	NOUN
hls-13213	41	12	articles	article	NOUN
hls-13213	41	13	,	,	PUNCT
hls-13213	41	14	letters	letter	NOUN
hls-13213	41	15	,	,	PUNCT
hls-13213	41	16	conference	conference	NOUN
hls-13213	41	17	proceedings	proceeding	NOUN
hls-13213	41	18	,	,	PUNCT
hls-13213	41	19	and	and	CCONJ
hls-13213	41	20	animal	animal	NOUN
hls-13213	41	21	studies	study	NOUN
hls-13213	41	22	.	.	PUNCT
hls-13213	42	1	initially	initially	ADV
hls-13213	42	2	,	,	PUNCT
hls-13213	42	3	the	the	DET
hls-13213	42	4	screening	screening	NOUN
hls-13213	42	5	process	process	NOUN
hls-13213	42	6	involved	involve	VERB
hls-13213	42	7	reviewing	review	VERB
hls-13213	42	8	titles	title	NOUN
hls-13213	42	9	and	and	CCONJ
hls-13213	42	10	abstracts	abstract	NOUN
hls-13213	42	11	,	,	PUNCT
hls-13213	42	12	thoroughly	thoroughly	ADV
hls-13213	42	13	screening	screen	VERB
hls-13213	42	14	full	full	ADJ
hls-13213	42	15	-	-	PUNCT
hls-13213	42	16	text	text	NOUN
hls-13213	42	17	articles	article	NOUN
hls-13213	42	18	,	,	PUNCT
hls-13213	42	19	and	and	CCONJ
hls-13213	42	20	extracting	extract	VERB
hls-13213	42	21	data	datum	NOUN
hls-13213	42	22	.	.	PUNCT
hls-13213	43	1	the	the	DET
hls-13213	43	2	extracted	extract	VERB
hls-13213	43	3	details	detail	NOUN
hls-13213	43	4	included	include	VERB
hls-13213	43	5	the	the	DET
hls-13213	43	6	author	author	NOUN
hls-13213	43	7	,	,	PUNCT
hls-13213	43	8	journal	journal	NOUN
hls-13213	43	9	,	,	PUNCT
hls-13213	43	10	year	year	NOUN
hls-13213	43	11	of	of	ADP
hls-13213	43	12	publication	publication	NOUN
hls-13213	43	13	,	,	PUNCT
hls-13213	43	14	type	type	NOUN
hls-13213	43	15	of	of	ADP
hls-13213	43	16	neonatal	neonatal	ADJ
hls-13213	43	17	sepsis	sepsis	NOUN
hls-13213	43	18	,	,	PUNCT
hls-13213	43	19	country	country	NOUN
hls-13213	43	20	of	of	ADP
hls-13213	43	21	study	study	NOUN
hls-13213	43	22	,	,	PUNCT
hls-13213	43	23	predictive	predictive	ADJ
hls-13213	43	24	methods	method	NOUN
hls-13213	43	25	utilized	utilize	VERB
hls-13213	43	26	,	,	PUNCT
hls-13213	43	27	the	the	DET
hls-13213	43	28	performance	performance	NOUN
hls-13213	43	29	of	of	ADP
hls-13213	43	30	predictive	predictive	ADJ
hls-13213	43	31	methods	method	NOUN
hls-13213	43	32	in	in	ADP
hls-13213	43	33	early	early	ADJ
hls-13213	43	34	diagnosis	diagnosis	NOUN
hls-13213	43	35	of	of	ADP
hls-13213	43	36	neonatal	neonatal	ADJ
hls-13213	43	37	sepsis	sepsis	NOUN
hls-13213	43	38	,	,	PUNCT
hls-13213	43	39	and	and	CCONJ
hls-13213	43	40	the	the	DET
hls-13213	43	41	impact	impact	NOUN
hls-13213	43	42	of	of	ADP
hls-13213	43	43	using	use	VERB
hls-13213	43	44	predictive	predictive	ADJ
hls-13213	43	45	analytics	analytic	NOUN
hls-13213	43	46	calculators	calculator	NOUN
hls-13213	43	47	on	on	ADP
hls-13213	43	48	antibiotic	antibiotic	ADJ
hls-13213	43	49	usage	usage	NOUN
hls-13213	43	50	and	and	CCONJ
hls-13213	43	51	cost	cost	NOUN
hls-13213	43	52	of	of	ADP
hls-13213	43	53	treatment	treatment	NOUN
hls-13213	43	54	.	.	PUNCT
hls-13213	44	1	the	the	DET
hls-13213	44	2	quality	quality	NOUN
hls-13213	44	3	of	of	ADP
hls-13213	44	4	the	the	DET
hls-13213	44	5	study	study	NOUN
hls-13213	44	6	is	be	AUX
hls-13213	44	7	ensured	ensure	VERB
hls-13213	44	8	by	by	ADP
hls-13213	44	9	considering	consider	VERB
hls-13213	44	10	the	the	DET
hls-13213	44	11	research	research	NOUN
hls-13213	44	12	articles	article	NOUN
hls-13213	44	13	published	publish	VERB
hls-13213	44	14	in	in	ADP
hls-13213	44	15	reputed	repute	VERB
hls-13213	44	16	scopus	scopus	PROPN
hls-13213	44	17	-	-	PUNCT
hls-13213	44	18	indexed	index	VERB
hls-13213	44	19	journals	journal	NOUN
hls-13213	44	20	.	.	PUNCT
hls-13213	45	1	the	the	DET
hls-13213	45	2	bias	bias	NOUN
hls-13213	45	3	is	be	AUX
hls-13213	45	4	eliminated	eliminate	VERB
hls-13213	45	5	through	through	ADP
hls-13213	45	6	a	a	DET
hls-13213	45	7	selection	selection	NOUN
hls-13213	45	8	of	of	ADP
hls-13213	45	9	journals	journal	NOUN
hls-13213	45	10	focusing	focus	VERB
hls-13213	45	11	on	on	ADP
hls-13213	45	12	global	global	ADJ
hls-13213	45	13	research	research	NOUN
hls-13213	45	14	with	with	ADP
hls-13213	45	15	validated	validate	VERB
hls-13213	45	16	results	result	NOUN
hls-13213	45	17	.	.	PUNCT
hls-13213	46	1	the	the	DET
hls-13213	46	2	study	study	NOUN
hls-13213	46	3	also	also	ADV
hls-13213	46	4	considered	consider	VERB
hls-13213	46	5	the	the	DET
hls-13213	46	6	implications	implication	NOUN
hls-13213	46	7	of	of	ADP
hls-13213	46	8	using	use	VERB
hls-13213	46	9	predictive	predictive	ADJ
hls-13213	46	10	analytics	analytic	NOUN
hls-13213	46	11	methods	method	NOUN
hls-13213	46	12	for	for	ADP
hls-13213	46	13	neonatal	neonatal	ADJ
hls-13213	46	14	sepsis	sepsis	NOUN
hls-13213	46	15	on	on	ADP
hls-13213	46	16	the	the	DET
hls-13213	46	17	cost	cost	NOUN
hls-13213	46	18	of	of	ADP
hls-13213	46	19	nicu	nicu	PROPN
hls-13213	46	20	stay	stay	NOUN
hls-13213	46	21	,	,	PUNCT
hls-13213	46	22	treatment	treatment	NOUN
hls-13213	46	23	costs	cost	NOUN
hls-13213	46	24	related	relate	VERB
hls-13213	46	25	to	to	ADP
hls-13213	46	26	tests	test	NOUN
hls-13213	46	27	conducted	conduct	VERB
hls-13213	46	28	to	to	PART
hls-13213	46	29	diagnose	diagnose	NOUN
hls-13213	46	30	sepsis	sepsis	NOUN
hls-13213	46	31	,	,	PUNCT
hls-13213	46	32	and	and	CCONJ
hls-13213	46	33	the	the	DET
hls-13213	46	34	overall	overall	ADJ
hls-13213	46	35	cost	cost	NOUN
hls-13213	46	36	of	of	ADP
hls-13213	46	37	treatment	treatment	NOUN
hls-13213	46	38	through	through	ADP
hls-13213	46	39	predictive	predictive	ADJ
hls-13213	46	40	analytics	analytic	NOUN
hls-13213	46	41	methods	method	NOUN
hls-13213	46	42	.	.	PUNCT
hls-13213	47	1	out	out	ADP
hls-13213	47	2	of	of	ADP
hls-13213	47	3	the	the	DET
hls-13213	47	4	17,269	17,269	NUM
hls-13213	47	5	records	record	NOUN
hls-13213	47	6	gathered	gather	VERB
hls-13213	47	7	from	from	ADP
hls-13213	47	8	databases	database	NOUN
hls-13213	47	9	like	like	ADP
hls-13213	47	10	google	google	PROPN
hls-13213	47	11	scholar	scholar	NOUN
hls-13213	47	12	,	,	PUNCT
hls-13213	47	13	pubmed	pubmed	PROPN
hls-13213	47	14	,	,	PUNCT
hls-13213	47	15	and	and	CCONJ
hls-13213	47	16	scopus	scopus	NOUN
hls-13213	47	17	,	,	PUNCT
hls-13213	47	18	16,500	16,500	NUM
hls-13213	47	19	articles	article	NOUN
hls-13213	47	20	were	be	AUX
hls-13213	47	21	identified	identify	VERB
hls-13213	47	22	as	as	ADP
hls-13213	47	23	ineligible	ineligible	ADJ
hls-13213	47	24	based	base	VERB
hls-13213	47	25	on	on	ADP
hls-13213	47	26	the	the	DET
hls-13213	47	27	inclusion	inclusion	NOUN
hls-13213	47	28	and	and	CCONJ
hls-13213	47	29	exclusion	exclusion	NOUN
hls-13213	47	30	criteria	criterion	NOUN
hls-13213	47	31	of	of	ADP
hls-13213	47	32	the	the	DET
hls-13213	47	33	literature	literature	PROPN
hls-13213	47	34	review	review	PROPN
hls-13213	47	35	.	.	PUNCT
hls-13213	48	1	through	through	ADP
hls-13213	48	2	further	further	ADJ
hls-13213	48	3	screening	screening	NOUN
hls-13213	48	4	after	after	ADP
hls-13213	48	5	identifying	identify	VERB
hls-13213	48	6	articles	article	NOUN
hls-13213	48	7	irrelevant	irrelevant	ADJ
hls-13213	48	8	to	to	ADP
hls-13213	48	9	the	the	DET
hls-13213	48	10	study	study	NOUN
hls-13213	48	11	,	,	PUNCT
hls-13213	48	12	21	21	NUM
hls-13213	48	13	articles	article	NOUN
hls-13213	48	14	that	that	PRON
hls-13213	48	15	met	meet	VERB
hls-13213	48	16	the	the	DET
hls-13213	48	17	inclusion	inclusion	NOUN
hls-13213	48	18	criteria	criterion	NOUN
hls-13213	48	19	were	be	AUX
hls-13213	48	20	included	include	VERB
hls-13213	48	21	in	in	ADP
hls-13213	48	22	the	the	DET
hls-13213	48	23	review	review	NOUN
hls-13213	48	24	.	.	PUNCT
hls-13213	49	1	detailed	detailed	ADJ
hls-13213	49	2	information	information	NOUN
hls-13213	49	3	on	on	ADP
hls-13213	49	4	these	these	DET
hls-13213	49	5	included	include	VERB
hls-13213	49	6	studies	study	NOUN
hls-13213	49	7	can	can	AUX
hls-13213	49	8	be	be	AUX
hls-13213	49	9	found	find	VERB
hls-13213	49	10	in	in	ADP
hls-13213	49	11	tables	table	NOUN
hls-13213	49	12	1	1	NUM
hls-13213	49	13	,	,	PUNCT
hls-13213	49	14	2	2	NUM
hls-13213	49	15	,	,	PUNCT
hls-13213	49	16	and	and	CCONJ
hls-13213	49	17	3	3	X
hls-13213	49	18	.	.	PUNCT
hls-13213	50	1	the	the	DET
hls-13213	50	2	studies	study	NOUN
hls-13213	50	3	included	include	VERB
hls-13213	50	4	in	in	ADP
hls-13213	50	5	the	the	DET
hls-13213	50	6	review	review	NOUN
hls-13213	50	7	were	be	AUX
hls-13213	50	8	published	publish	VERB
hls-13213	50	9	between	between	ADP
hls-13213	50	10	2014	2014	NUM
hls-13213	50	11	and	and	CCONJ
hls-13213	50	12	2024	2024	NUM
hls-13213	50	13	.	.	PUNCT
hls-13213	51	1	most	most	ADJ
hls-13213	51	2	studies	study	NOUN
hls-13213	51	3	investigating	investigate	VERB
hls-13213	51	4	the	the	DET
hls-13213	51	5	impact	impact	NOUN
hls-13213	51	6	of	of	ADP
hls-13213	51	7	antibiotic	antibiotic	ADJ
hls-13213	51	8	usage	usage	NOUN
hls-13213	51	9	and	and	CCONJ
hls-13213	51	10	antimicrobial	antimicrobial	ADJ
hls-13213	51	11	resistance	resistance	NOUN
hls-13213	51	12	utilized	utilize	VERB
hls-13213	51	13	the	the	DET
hls-13213	51	14	kaiser	kaiser	PROPN
hls-13213	51	15	permanente	permanente	PROPN
hls-13213	51	16	predictive	predictive	ADJ
hls-13213	51	17	tool	tool	NOUN
hls-13213	51	18	.	.	PUNCT
hls-13213	52	1	this	this	DET
hls-13213	52	2	tool	tool	NOUN
hls-13213	52	3	is	be	AUX
hls-13213	52	4	known	know	VERB
hls-13213	52	5	for	for	ADP
hls-13213	52	6	promptly	promptly	ADV
hls-13213	52	7	predicting	predict	VERB
hls-13213	52	8	the	the	DET
hls-13213	52	9	occurrence	occurrence	NOUN
hls-13213	52	10	of	of	ADP
hls-13213	52	11	neonatal	neonatal	ADJ
hls-13213	52	12	sepsis	sepsis	NOUN
hls-13213	52	13	while	while	SCONJ
hls-13213	52	14	analyzing	analyze	VERB
hls-13213	52	15	specific	specific	ADJ
hls-13213	52	16	clinical	clinical	ADJ
hls-13213	52	17	parameters	parameter	NOUN
hls-13213	52	18	.	.	PUNCT
hls-13213	53	1	results	result	VERB
hls-13213	53	2	impact	impact	NOUN
hls-13213	53	3	of	of	ADP
hls-13213	53	4	predictive	predictive	ADJ
hls-13213	53	5	analytics	analytic	NOUN
hls-13213	53	6	methods	method	NOUN
hls-13213	53	7	on	on	ADP
hls-13213	53	8	the	the	DET
hls-13213	53	9	diagnosis	diagnosis	NOUN
hls-13213	53	10	of	of	ADP
hls-13213	53	11	neonatal	neonatal	ADJ
hls-13213	53	12	sepsis	sepsis	NOUN
hls-13213	53	13	at	at	ADP
hls-13213	53	14	an	an	DET
hls-13213	53	15	early	early	ADJ
hls-13213	53	16	stage	stage	NOUN
hls-13213	53	17	neonatal	neonatal	ADJ
hls-13213	53	18	sepsis	sepsis	NOUN
hls-13213	53	19	can	can	AUX
hls-13213	53	20	be	be	AUX
hls-13213	53	21	managed	manage	VERB
hls-13213	53	22	by	by	ADP
hls-13213	53	23	early	early	ADJ
hls-13213	53	24	diagnosis	diagnosis	NOUN
hls-13213	53	25	and	and	CCONJ
hls-13213	53	26	treatment.2	treatment.2	PRON
hls-13213	53	27	the	the	DET
hls-13213	53	28	gold	gold	ADJ
hls-13213	53	29	standard	standard	ADJ
hls-13213	53	30	diagnostic	diagnostic	ADJ
hls-13213	53	31	tool	tool	NOUN
hls-13213	53	32	is	be	AUX
hls-13213	53	33	a	a	DET
hls-13213	53	34	blood	blood	NOUN
hls-13213	53	35	culture	culture	NOUN
hls-13213	53	36	test	test	NOUN
hls-13213	53	37	that	that	PRON
hls-13213	53	38	typically	typically	ADV
hls-13213	53	39	has	have	VERB
hls-13213	53	40	a	a	DET
hls-13213	53	41	turnaround	turnaround	NOUN
hls-13213	53	42	time	time	NOUN
hls-13213	53	43	for	for	ADP
hls-13213	53	44	results	result	NOUN
hls-13213	53	45	of	of	ADP
hls-13213	53	46	2	2	NUM
hls-13213	53	47	to	to	PART
hls-13213	53	48	3	3	NUM
hls-13213	53	49	days.15	days.15	NOUN
hls-13213	53	50	however	however	ADV
hls-13213	53	51	,	,	PUNCT
hls-13213	53	52	blood	blood	NOUN
hls-13213	53	53	culture	culture	NOUN
hls-13213	53	54	tests	test	NOUN
hls-13213	53	55	are	be	AUX
hls-13213	53	56	sometimes	sometimes	ADV
hls-13213	53	57	inadequate	inadequate	ADJ
hls-13213	53	58	,	,	PUNCT
hls-13213	53	59	throw	throw	VERB
hls-13213	53	60	up	up	ADP
hls-13213	53	61	special	special	ADJ
hls-13213	53	62	issue	issue	NOUN
hls-13213	53	63	pathways	pathway	NOUN
hls-13213	53	64	of	of	ADP
hls-13213	53	65	change	change	NOUN
hls-13213	53	66	[	[	X
hls-13213	53	67	page	page	NOUN
hls-13213	53	68	138	138	NUM
hls-13213	53	69	]	]	PUNCT
hls-13213	54	1	[	[	X
hls-13213	54	2	healthcare	healthcare	NOUN
hls-13213	54	3	in	in	ADP
hls-13213	54	4	low	low	ADJ
hls-13213	54	5	-	-	PUNCT
hls-13213	54	6	resource	resource	NOUN
hls-13213	54	7	settings	setting	NOUN
hls-13213	54	8	2025;13(s1):13213	2025;13(s1):13213	NUM
hls-13213	54	9	]	]	PUNCT
hls-13213	54	10	table	table	NOUN
hls-13213	54	11	1	1	NUM
hls-13213	54	12	.	.	PUNCT
hls-13213	54	13	impact	impact	NOUN
hls-13213	54	14	of	of	ADP
hls-13213	54	15	predictive	predictive	ADJ
hls-13213	54	16	analytics	analytic	NOUN
hls-13213	54	17	on	on	ADP
hls-13213	54	18	the	the	DET
hls-13213	54	19	diagnosis	diagnosis	NOUN
hls-13213	54	20	of	of	ADP
hls-13213	54	21	neonatal	neonatal	ADJ
hls-13213	54	22	sepsis	sepsis	NOUN
hls-13213	54	23	.	.	PUNCT
hls-13213	55	1	snoauthor	snoauthor	PROPN
hls-13213	55	2	year	year	PROPN
hls-13213	55	3	of	of	ADP
hls-13213	55	4	types	type	NOUN
hls-13213	55	5	of	of	ADP
hls-13213	55	6	diagnosis	diagnosis	NOUN
hls-13213	55	7	of	of	ADP
hls-13213	55	8	diagnosis	diagnosis	NOUN
hls-13213	55	9	of	of	ADP
hls-13213	55	10	sepsis	sepsis	NOUN
hls-13213	55	11	algorithm	algorithm	NOUN
hls-13213	55	12	publication	publication	NOUN
hls-13213	55	13	sepsis	sepsis	NOUN
hls-13213	55	14	sepsis	sepsis	NOUN
hls-13213	55	15	through	through	ADP
hls-13213	55	16	through	through	ADP
hls-13213	55	17	predictive	predictive	ADJ
hls-13213	55	18	blood	blood	NOUN
hls-13213	55	19	culture	culture	NOUN
hls-13213	55	20	analytics	analytic	NOUN
hls-13213	55	21	method	method	VERB
hls-13213	55	22	method	method	NOUN
hls-13213	55	23	duration	duration	NOUN
hls-13213	55	24	(	(	PUNCT
hls-13213	55	25	hours	hour	NOUN
hls-13213	55	26	)	)	PUNCT
hls-13213	55	27	duration	duration	NOUN
hls-13213	55	28	(	(	PUNCT
hls-13213	55	29	hours	hour	NOUN
hls-13213	55	30	)	)	PUNCT
hls-13213	55	31	-48	-48	NOUN
hls-13213	55	32	-24	-24	PUNCT
hls-13213	55	33	-12	-12	NOUN
hls-13213	56	1	-8	-8	NOUN
hls-13213	56	2	-4	-4	NOUN
hls-13213	56	3	0	0	NUM
hls-13213	56	4	1	1	NUM
hls-13213	56	5	guzey	guzey	NOUN
hls-13213	56	6	et	et	PROPN
hls-13213	56	7	al	al	PROPN
hls-13213	56	8	.	.	PROPN
hls-13213	56	9	2018	2018	NUM
hls-13213	57	1	lons	lon	NOUN
hls-13213	57	2	24	24	NUM
hls-13213	57	3	0.86	0.86	NUM
hls-13213	57	4	random	random	ADJ
hls-13213	57	5	forest	forest	NOUN
hls-13213	57	6	2	2	NUM
hls-13213	57	7	song	song	NOUN
hls-13213	57	8	et	et	PROPN
hls-13213	57	9	al	al	PROPN
hls-13213	57	10	.	.	PROPN
hls-13213	57	11	2019	2019	NUM
hls-13213	57	12	lons	lon	NOUN
hls-13213	57	13	48	48	NUM
hls-13213	57	14	-	-	SYM
hls-13213	57	15	72	72	NUM
hls-13213	58	1	0.86	0.86	NUM
hls-13213	58	2	0.867	0.867	NUM
hls-13213	58	3	0.867	0.867	NUM
hls-13213	58	4	0.867	0.867	NUM
hls-13213	58	5	0.867	0.867	NUM
hls-13213	58	6	rf	rf	NOUN
hls-13213	58	7	classifier	classifier	NOUN
hls-13213	58	8	0.83	0.83	NUM
hls-13213	58	9	gradient	gradient	NOUN
hls-13213	58	10	boosting	boost	VERB
hls-13213	58	11	classifier	classifier	NOUN
hls-13213	58	12	0.83	0.83	NUM
hls-13213	58	13	logistic	logistic	ADJ
hls-13213	58	14	regression	regression	NOUN
hls-13213	58	15	3	3	NUM
hls-13213	58	16	cabrera	cabrera	NOUN
hls-13213	58	17	et	et	PROPN
hls-13213	58	18	al	al	PROPN
hls-13213	58	19	.	.	PROPN
hls-13213	58	20	2021	2021	NUM
hls-13213	58	21	lons	lon	NOUN
hls-13213	58	22	48	48	NUM
hls-13213	58	23	0.82	0.82	NUM
hls-13213	58	24	0.79	0.79	NUM
hls-13213	58	25	logistic	logistic	ADJ
hls-13213	58	26	regression	regression	NOUN
hls-13213	58	27	4	4	NUM
hls-13213	58	28	kaush	kaush	NOUN
hls-13213	58	29	et	et	PROPN
hls-13213	58	30	al	al	PROPN
hls-13213	58	31	.	.	PROPN
hls-13213	58	32	2023	2023	NUM
hls-13213	58	33	lons	lon	NOUN
hls-13213	58	34	not	not	PART
hls-13213	58	35	specified	specify	VERB
hls-13213	58	36	0.83	0.83	NUM
hls-13213	58	37	0.83	0.83	NUM
hls-13213	58	38	xgboost	xgboost	NUM
hls-13213	58	39	5	5	NUM
hls-13213	58	40	iqbal	iqbal	PROPN
hls-13213	58	41	et	et	PROPN
hls-13213	58	42	al	al	PROPN
hls-13213	58	43	.	.	PROPN
hls-13213	58	44	2024	2024	NUM
hls-13213	58	45	eons	eon	NOUN
hls-13213	58	46	&	&	CCONJ
hls-13213	58	47	lons	lon	NOUN
hls-13213	58	48	not	not	PART
hls-13213	58	49	specified	specify	VERB
hls-13213	58	50	0.99	0.99	NUM
hls-13213	58	51	random	random	ADJ
hls-13213	58	52	forest	forest	NOUN
hls-13213	58	53	,	,	PUNCT
hls-13213	58	54	bagging	bag	VERB
hls-13213	58	55	eons	eon	NOUN
hls-13213	58	56	,	,	PUNCT
hls-13213	58	57	early	early	ADJ
hls-13213	58	58	onset	onset	NOUN
hls-13213	58	59	of	of	ADP
hls-13213	58	60	sepsis	sepsis	NOUN
hls-13213	58	61	;	;	PUNCT
hls-13213	58	62	lons	lon	NOUN
hls-13213	58	63	,	,	PUNCT
hls-13213	58	64	late	late	ADJ
hls-13213	58	65	onset	onset	NOUN
hls-13213	58	66	of	of	ADP
hls-13213	58	67	sepsis	sepsis	NOUN
hls-13213	58	68	.	.	PUNCT
hls-13213	59	1	false	false	ADJ
hls-13213	59	2	negatives	negative	NOUN
hls-13213	59	3	,	,	PUNCT
hls-13213	59	4	and	and	CCONJ
hls-13213	59	5	have	have	AUX
hls-13213	59	6	not	not	PART
hls-13213	59	7	consistently	consistently	ADV
hls-13213	59	8	demonstrated	demonstrate	VERB
hls-13213	59	9	complete	complete	ADJ
hls-13213	59	10	accuracy.16	accuracy.16	PROPN
hls-13213	59	11	moreover	moreover	ADV
hls-13213	59	12	,	,	PUNCT
hls-13213	59	13	in	in	ADP
hls-13213	59	14	the	the	DET
hls-13213	59	15	absence	absence	NOUN
hls-13213	59	16	of	of	ADP
hls-13213	59	17	specific	specific	ADJ
hls-13213	59	18	laboratory	laboratory	NOUN
hls-13213	59	19	tests	test	NOUN
hls-13213	59	20	for	for	ADP
hls-13213	59	21	neonatal	neonatal	ADJ
hls-13213	59	22	sepsis	sepsis	NOUN
hls-13213	59	23	and	and	CCONJ
hls-13213	59	24	the	the	DET
hls-13213	59	25	inherent	inherent	ADJ
hls-13213	59	26	protean	protean	ADJ
hls-13213	59	27	nature	nature	NOUN
hls-13213	59	28	of	of	ADP
hls-13213	59	29	the	the	DET
hls-13213	59	30	nonspecific	nonspecific	ADJ
hls-13213	59	31	symptoms	symptom	NOUN
hls-13213	59	32	,	,	PUNCT
hls-13213	59	33	accurate	accurate	ADJ
hls-13213	59	34	clinical	clinical	ADJ
hls-13213	59	35	diagnosis	diagnosis	NOUN
hls-13213	59	36	of	of	ADP
hls-13213	59	37	sepsis	sepsis	NOUN
hls-13213	59	38	remains	remain	VERB
hls-13213	59	39	a	a	DET
hls-13213	59	40	challenge,17,3	challenge,17,3	NOUN
hls-13213	59	41	with	with	ADP
hls-13213	59	42	delays	delay	NOUN
hls-13213	59	43	in	in	ADP
hls-13213	59	44	diagnosis	diagnosis	NOUN
hls-13213	59	45	and	and	CCONJ
hls-13213	59	46	treatment	treatment	NOUN
hls-13213	59	47	as	as	ADP
hls-13213	59	48	common	common	ADJ
hls-13213	59	49	issues18	issues18	NOUN
hls-13213	59	50	across	across	ADP
hls-13213	59	51	the	the	DET
hls-13213	59	52	globe	globe	NOUN
hls-13213	59	53	.	.	PUNCT
hls-13213	60	1	failure	failure	NOUN
hls-13213	60	2	to	to	PART
hls-13213	60	3	quickly	quickly	ADV
hls-13213	60	4	diagnose	diagnose	VERB
hls-13213	60	5	neonatal	neonatal	ADJ
hls-13213	60	6	sepsis	sepsis	NOUN
hls-13213	60	7	,	,	PUNCT
hls-13213	60	8	primarily	primarily	ADV
hls-13213	60	9	due	due	ADP
hls-13213	60	10	to	to	ADP
hls-13213	60	11	its	its	PRON
hls-13213	60	12	indefinite	indefinite	ADJ
hls-13213	60	13	signs	sign	NOUN
hls-13213	60	14	and	and	CCONJ
hls-13213	60	15	symptoms	symptom	NOUN
hls-13213	60	16	,	,	PUNCT
hls-13213	60	17	makes	make	VERB
hls-13213	60	18	the	the	DET
hls-13213	60	19	disease	disease	NOUN
hls-13213	60	20	more	more	ADV
hls-13213	60	21	lethal	lethal	ADJ
hls-13213	60	22	.	.	PUNCT
hls-13213	61	1	researchers	researcher	NOUN
hls-13213	61	2	have	have	AUX
hls-13213	61	3	therefore	therefore	ADV
hls-13213	61	4	emphasized	emphasize	VERB
hls-13213	61	5	the	the	DET
hls-13213	61	6	critical	critical	ADJ
hls-13213	61	7	need	need	NOUN
hls-13213	61	8	for	for	ADP
hls-13213	61	9	developing	develop	VERB
hls-13213	61	10	novel	novel	ADJ
hls-13213	61	11	technology	technology	NOUN
hls-13213	61	12	-	-	PUNCT
hls-13213	61	13	based	base	VERB
hls-13213	61	14	approaches	approach	NOUN
hls-13213	61	15	,	,	PUNCT
hls-13213	61	16	such	such	ADJ
hls-13213	61	17	as	as	ADP
hls-13213	61	18	predictive	predictive	ADJ
hls-13213	61	19	analytics	analytic	NOUN
hls-13213	61	20	methods	method	NOUN
hls-13213	61	21	for	for	ADP
hls-13213	61	22	the	the	DET
hls-13213	61	23	rapid	rapid	ADJ
hls-13213	61	24	prediction	prediction	NOUN
hls-13213	61	25	of	of	ADP
hls-13213	61	26	neonatal	neonatal	ADJ
hls-13213	61	27	sepsis,19	sepsis,19	NOUN
hls-13213	61	28	which	which	PRON
hls-13213	61	29	could	could	AUX
hls-13213	61	30	diagnose	diagnose	VERB
hls-13213	61	31	as	as	ADV
hls-13213	61	32	effectively	effectively	ADV
hls-13213	61	33	or	or	CCONJ
hls-13213	61	34	better	well	ADJ
hls-13213	61	35	than	than	ADP
hls-13213	61	36	traditional	traditional	ADJ
hls-13213	61	37	blood	blood	NOUN
hls-13213	61	38	culture	culture	NOUN
hls-13213	61	39	testing	testing	NOUN
hls-13213	61	40	methods	method	NOUN
hls-13213	61	41	.	.	PUNCT
hls-13213	62	1	table	table	NOUN
hls-13213	62	2	1	1	NUM
hls-13213	62	3	summarizes	summarize	NOUN
hls-13213	62	4	several	several	ADJ
hls-13213	62	5	vital	vital	ADJ
hls-13213	62	6	studies	study	NOUN
hls-13213	62	7	and	and	CCONJ
hls-13213	62	8	approaches	approach	NOUN
hls-13213	62	9	that	that	PRON
hls-13213	62	10	highlight	highlight	VERB
hls-13213	62	11	this	this	DET
hls-13213	62	12	potential	potential	NOUN
hls-13213	62	13	.	.	PUNCT
hls-13213	63	1	the	the	DET
hls-13213	63	2	studies	study	NOUN
hls-13213	63	3	mentioned	mention	VERB
hls-13213	63	4	above	above	ADV
hls-13213	63	5	collectively	collectively	ADV
hls-13213	63	6	demonstrate	demonstrate	VERB
hls-13213	63	7	how	how	SCONJ
hls-13213	63	8	predictive	predictive	ADJ
hls-13213	63	9	analytics	analytic	NOUN
hls-13213	63	10	methods	method	NOUN
hls-13213	63	11	can	can	AUX
hls-13213	63	12	enhance	enhance	VERB
hls-13213	63	13	the	the	DET
hls-13213	63	14	diagnosis	diagnosis	NOUN
hls-13213	63	15	of	of	ADP
hls-13213	63	16	neonatal	neonatal	ADJ
hls-13213	63	17	sepsis	sepsis	NOUN
hls-13213	63	18	,	,	PUNCT
hls-13213	63	19	resulting	result	VERB
hls-13213	63	20	in	in	ADP
hls-13213	63	21	faster	fast	ADJ
hls-13213	63	22	and	and	CCONJ
hls-13213	63	23	more	more	ADV
hls-13213	63	24	accurate	accurate	ADJ
hls-13213	63	25	identification	identification	NOUN
hls-13213	63	26	of	of	ADP
hls-13213	63	27	the	the	DET
hls-13213	63	28	condition	condition	NOUN
hls-13213	63	29	before	before	SCONJ
hls-13213	63	30	symptoms	symptom	NOUN
hls-13213	63	31	appear	appear	VERB
hls-13213	63	32	.	.	PUNCT
hls-13213	64	1	in	in	ADP
hls-13213	64	2	stark	stark	ADJ
hls-13213	64	3	contrast	contrast	NOUN
hls-13213	64	4	to	to	ADP
hls-13213	64	5	traditional	traditional	ADJ
hls-13213	64	6	diagnostic	diagnostic	ADJ
hls-13213	64	7	approaches	approach	NOUN
hls-13213	64	8	,	,	PUNCT
hls-13213	64	9	which	which	PRON
hls-13213	64	10	often	often	ADV
hls-13213	64	11	take	take	VERB
hls-13213	64	12	more	more	ADJ
hls-13213	64	13	than	than	ADP
hls-13213	64	14	24	24	NUM
hls-13213	64	15	hours	hour	NOUN
hls-13213	64	16	to	to	PART
hls-13213	64	17	provide	provide	VERB
hls-13213	64	18	conclusive	conclusive	ADJ
hls-13213	64	19	results	result	NOUN
hls-13213	64	20	,	,	PUNCT
hls-13213	64	21	predictive	predictive	ADJ
hls-13213	64	22	analytics	analytic	NOUN
hls-13213	64	23	methods	method	NOUN
hls-13213	64	24	have	have	AUX
hls-13213	64	25	shown	show	VERB
hls-13213	64	26	the	the	DET
hls-13213	64	27	capability	capability	NOUN
hls-13213	64	28	to	to	PART
hls-13213	64	29	forecast	forecast	VERB
hls-13213	64	30	the	the	DET
hls-13213	64	31	onset	onset	NOUN
hls-13213	64	32	of	of	ADP
hls-13213	64	33	sepsis	sepsis	NOUN
hls-13213	64	34	at	at	ADP
hls-13213	64	35	least	least	ADV
hls-13213	64	36	48	48	NUM
hls-13213	64	37	hours	hour	NOUN
hls-13213	64	38	before	before	ADP
hls-13213	64	39	the	the	DET
hls-13213	64	40	manifestation	manifestation	NOUN
hls-13213	64	41	of	of	ADP
hls-13213	64	42	clinical	clinical	ADJ
hls-13213	64	43	symptoms	symptom	NOUN
hls-13213	64	44	.	.	PUNCT
hls-13213	65	1	impact	impact	NOUN
hls-13213	65	2	of	of	ADP
hls-13213	65	3	predictive	predictive	ADJ
hls-13213	65	4	analytics	analytic	NOUN
hls-13213	65	5	methods	method	NOUN
hls-13213	65	6	on	on	ADP
hls-13213	65	7	antibiotic	antibiotic	ADJ
hls-13213	65	8	usage	usage	NOUN
hls-13213	65	9	and	and	CCONJ
hls-13213	65	10	antimicrobial	antimicrobial	ADJ
hls-13213	65	11	resistance	resistance	NOUN
hls-13213	65	12	antibiotic	antibiotic	ADJ
hls-13213	65	13	resistance	resistance	NOUN
hls-13213	65	14	stems	stem	VERB
hls-13213	65	15	from	from	ADP
hls-13213	65	16	poor	poor	ADJ
hls-13213	65	17	infection	infection	NOUN
hls-13213	65	18	control	control	NOUN
hls-13213	65	19	and	and	CCONJ
hls-13213	65	20	overuse	overuse	NOUN
hls-13213	65	21	of	of	ADP
hls-13213	65	22	antibiotics	antibiotic	NOUN
hls-13213	65	23	.	.	PUNCT
hls-13213	66	1	while	while	SCONJ
hls-13213	66	2	new	new	ADJ
hls-13213	66	3	strategies	strategy	NOUN
hls-13213	66	4	for	for	ADP
hls-13213	66	5	antibiotic	antibiotic	ADJ
hls-13213	66	6	use	use	NOUN
hls-13213	66	7	are	be	AUX
hls-13213	66	8	essential	essential	ADJ
hls-13213	66	9	,	,	PUNCT
hls-13213	66	10	prevention	prevention	NOUN
hls-13213	66	11	is	be	AUX
hls-13213	66	12	the	the	DET
hls-13213	66	13	ultimate	ultimate	ADJ
hls-13213	66	14	solution.20	solution.20	NOUN
hls-13213	66	15	the	the	DET
hls-13213	66	16	growing	grow	VERB
hls-13213	66	17	occurrence	occurrence	NOUN
hls-13213	66	18	of	of	ADP
hls-13213	66	19	antibiotic	antibiotic	ADJ
hls-13213	66	20	resistance	resistance	NOUN
hls-13213	66	21	is	be	AUX
hls-13213	66	22	now	now	ADV
hls-13213	66	23	linked	link	VERB
hls-13213	66	24	to	to	ADP
hls-13213	66	25	higher	high	ADJ
hls-13213	66	26	neonatal	neonatal	ADJ
hls-13213	66	27	mortality	mortality	NOUN
hls-13213	66	28	rates	rate	NOUN
hls-13213	66	29	,	,	PUNCT
hls-13213	66	30	posing	pose	VERB
hls-13213	66	31	a	a	DET
hls-13213	66	32	significant	significant	ADJ
hls-13213	66	33	challenge	challenge	NOUN
hls-13213	66	34	to	to	ADP
hls-13213	66	35	efforts	effort	NOUN
hls-13213	66	36	aimed	aim	VERB
hls-13213	66	37	at	at	ADP
hls-13213	66	38	decreasing	decrease	VERB
hls-13213	66	39	global	global	ADJ
hls-13213	66	40	neonatal	neonatal	ADJ
hls-13213	66	41	deaths	death	NOUN
hls-13213	66	42	.	.	PUNCT
hls-13213	67	1	the	the	DET
hls-13213	67	2	issue	issue	NOUN
hls-13213	67	3	of	of	ADP
hls-13213	67	4	antibiotic	antibiotic	ADJ
hls-13213	67	5	resistance	resistance	NOUN
hls-13213	67	6	in	in	ADP
hls-13213	67	7	newborns	newborn	NOUN
hls-13213	67	8	has	have	AUX
hls-13213	67	9	been	be	AUX
hls-13213	67	10	highlighted	highlight	VERB
hls-13213	67	11	in	in	ADP
hls-13213	67	12	recent	recent	ADJ
hls-13213	67	13	research.21	research.21	NOUN
hls-13213	67	14	this	this	DET
hls-13213	67	15	problem	problem	NOUN
hls-13213	67	16	is	be	AUX
hls-13213	67	17	mainly	mainly	ADV
hls-13213	67	18	caused	cause	VERB
hls-13213	67	19	by	by	ADP
hls-13213	67	20	the	the	DET
hls-13213	67	21	increased	increase	VERB
hls-13213	67	22	and	and	CCONJ
hls-13213	67	23	unnecessary	unnecessary	ADJ
hls-13213	67	24	use	use	NOUN
hls-13213	67	25	of	of	ADP
hls-13213	67	26	antibiotics	antibiotic	NOUN
hls-13213	67	27	,	,	PUNCT
hls-13213	67	28	posing	pose	VERB
hls-13213	67	29	a	a	DET
hls-13213	67	30	significant	significant	ADJ
hls-13213	67	31	global	global	ADJ
hls-13213	67	32	challenge	challenge	NOUN
hls-13213	67	33	.	.	PUNCT
hls-13213	68	1	according	accord	VERB
hls-13213	68	2	to	to	ADP
hls-13213	68	3	the	the	DET
hls-13213	68	4	study	study	NOUN
hls-13213	68	5	by	by	ADP
hls-13213	68	6	laxminarayan	laxminarayan	PROPN
hls-13213	68	7	et	et	PROPN
hls-13213	68	8	al	al	PROPN
hls-13213	68	9	.	.	PROPN
hls-13213	68	10	,22	,22	PUNCT
hls-13213	68	11	antibiotic	antibiotic	ADJ
hls-13213	68	12	resistance	resistance	NOUN
hls-13213	68	13	is	be	AUX
hls-13213	68	14	primarily	primarily	ADV
hls-13213	68	15	driven	drive	VERB
hls-13213	68	16	by	by	ADP
hls-13213	68	17	microbial	microbial	ADJ
hls-13213	68	18	mutations	mutation	NOUN
hls-13213	68	19	resulting	result	VERB
hls-13213	68	20	from	from	ADP
hls-13213	68	21	antibiotic	antibiotic	ADJ
hls-13213	68	22	use	use	NOUN
hls-13213	68	23	,	,	PUNCT
hls-13213	68	24	giving	give	VERB
hls-13213	68	25	mutated	mutate	VERB
hls-13213	68	26	strains	strain	NOUN
hls-13213	68	27	a	a	DET
hls-13213	68	28	competitive	competitive	ADJ
hls-13213	68	29	advantage	advantage	NOUN
hls-13213	68	30	.	.	PUNCT
hls-13213	69	1	lmics	lmic	NOUN
hls-13213	69	2	have	have	AUX
hls-13213	69	3	experienced	experience	VERB
hls-13213	69	4	a	a	DET
hls-13213	69	5	rise	rise	NOUN
hls-13213	69	6	in	in	ADP
hls-13213	69	7	antibiotic	antibiotic	ADJ
hls-13213	69	8	use	use	NOUN
hls-13213	69	9	due	due	ADP
hls-13213	69	10	to	to	ADP
hls-13213	69	11	higher	high	ADJ
hls-13213	69	12	incomes	income	NOUN
hls-13213	69	13	,	,	PUNCT
hls-13213	69	14	increased	increase	VERB
hls-13213	69	15	hospitalization	hospitalization	NOUN
hls-13213	69	16	rates	rate	NOUN
hls-13213	69	17	,	,	PUNCT
hls-13213	69	18	and	and	CCONJ
hls-13213	69	19	more	more	ADJ
hls-13213	69	20	hospital	hospital	NOUN
hls-13213	69	21	infections	infection	NOUN
hls-13213	69	22	.	.	PUNCT
hls-13213	70	1	nicus	nicus	PROPN
hls-13213	70	2	in	in	ADP
hls-13213	70	3	lmics	lmic	NOUN
hls-13213	70	4	report	report	NOUN
hls-13213	70	5	significantly	significantly	ADV
hls-13213	70	6	higher	high	ADJ
hls-13213	70	7	infection	infection	NOUN
hls-13213	70	8	rates	rate	NOUN
hls-13213	70	9	than	than	ADP
hls-13213	70	10	those	those	PRON
hls-13213	70	11	in	in	ADP
hls-13213	70	12	the	the	DET
hls-13213	70	13	united	united	PROPN
hls-13213	70	14	states	states	PROPN
hls-13213	70	15	,	,	PUNCT
hls-13213	70	16	raising	raise	VERB
hls-13213	70	17	concerns	concern	NOUN
hls-13213	70	18	for	for	ADP
hls-13213	70	19	healthcare	healthcare	NOUN
hls-13213	70	20	practitioners	practitioner	NOUN
hls-13213	70	21	and	and	CCONJ
hls-13213	70	22	policymakers	policymaker	NOUN
hls-13213	70	23	.	.	PUNCT
hls-13213	71	1	mani	mani	PROPN
hls-13213	71	2	et	et	PROPN
hls-13213	71	3	al.5	al.5	PROPN
hls-13213	71	4	emphasize	emphasize	VERB
hls-13213	71	5	the	the	DET
hls-13213	71	6	need	need	NOUN
hls-13213	71	7	to	to	PART
hls-13213	71	8	address	address	VERB
hls-13213	71	9	the	the	DET
hls-13213	71	10	overuse	overuse	NOUN
hls-13213	71	11	of	of	ADP
hls-13213	71	12	antibiotics	antibiotic	NOUN
hls-13213	71	13	in	in	ADP
hls-13213	71	14	infants	infant	NOUN
hls-13213	71	15	receiving	receive	VERB
hls-13213	71	16	treatment	treatment	NOUN
hls-13213	71	17	to	to	PART
hls-13213	71	18	prevent	prevent	VERB
hls-13213	71	19	antibiotic	antibiotic	ADJ
hls-13213	71	20	resistance	resistance	NOUN
hls-13213	71	21	and	and	CCONJ
hls-13213	71	22	reduce	reduce	VERB
hls-13213	71	23	healthcare	healthcare	NOUN
hls-13213	71	24	costs	cost	NOUN
hls-13213	71	25	.	.	PUNCT
hls-13213	72	1	tailored	tailor	VERB
hls-13213	72	2	approaches	approach	NOUN
hls-13213	72	3	specific	specific	ADJ
hls-13213	72	4	to	to	ADP
hls-13213	72	5	developing	develop	VERB
hls-13213	72	6	countries	country	NOUN
hls-13213	72	7	are	be	AUX
hls-13213	72	8	crucial	crucial	ADJ
hls-13213	72	9	,	,	PUNCT
hls-13213	72	10	as	as	SCONJ
hls-13213	72	11	the	the	DET
hls-13213	72	12	varying	vary	VERB
hls-13213	72	13	pathogen	pathogen	NOUN
hls-13213	72	14	profiles	profile	NOUN
hls-13213	72	15	in	in	ADP
hls-13213	72	16	regions	region	NOUN
hls-13213	72	17	like	like	ADP
hls-13213	72	18	south	south	PROPN
hls-13213	72	19	asia	asia	PROPN
hls-13213	72	20	underscore	underscore	VERB
hls-13213	72	21	the	the	DET
hls-13213	72	22	need	need	NOUN
hls-13213	72	23	for	for	ADP
hls-13213	72	24	context	context	NOUN
hls-13213	72	25	-	-	PUNCT
hls-13213	72	26	specific	specific	ADJ
hls-13213	72	27	solutions	solution	NOUN
hls-13213	72	28	.	.	PUNCT
hls-13213	73	1	predictive	predictive	ADJ
hls-13213	73	2	analytics	analytic	NOUN
hls-13213	73	3	methods	method	NOUN
hls-13213	73	4	have	have	AUX
hls-13213	73	5	proven	prove	VERB
hls-13213	73	6	effective	effective	ADJ
hls-13213	73	7	in	in	ADP
hls-13213	73	8	reducing	reduce	VERB
hls-13213	73	9	antimicrobial	antimicrobial	ADJ
hls-13213	73	10	usage	usage	NOUN
hls-13213	73	11	in	in	ADP
hls-13213	73	12	treating	treat	VERB
hls-13213	73	13	neonatal	neonatal	ADJ
hls-13213	73	14	sepsis	sepsis	NOUN
hls-13213	73	15	,	,	PUNCT
hls-13213	73	16	addressing	address	VERB
hls-13213	73	17	the	the	DET
hls-13213	73	18	challenge	challenge	NOUN
hls-13213	73	19	of	of	ADP
hls-13213	73	20	rising	rise	VERB
hls-13213	73	21	microbial	microbial	ADJ
hls-13213	73	22	resistance	resistance	NOUN
hls-13213	73	23	due	due	ADP
hls-13213	73	24	to	to	ADP
hls-13213	73	25	prolonged	prolonged	ADJ
hls-13213	73	26	use	use	NOUN
hls-13213	73	27	of	of	ADP
hls-13213	73	28	empirical	empirical	ADJ
hls-13213	73	29	antibiotics	antibiotic	NOUN
hls-13213	73	30	.	.	PUNCT
hls-13213	74	1	predictive	predictive	ADJ
hls-13213	74	2	analytics	analytic	NOUN
hls-13213	74	3	can	can	AUX
hls-13213	74	4	also	also	ADV
hls-13213	74	5	help	help	VERB
hls-13213	74	6	mitigate	mitigate	VERB
hls-13213	74	7	microbial	microbial	ADJ
hls-13213	74	8	resistance	resistance	NOUN
hls-13213	74	9	associated	associate	VERB
hls-13213	74	10	with	with	ADP
hls-13213	74	11	protracted	protract	VERB
hls-13213	74	12	empirical	empirical	ADJ
hls-13213	74	13	antibiotic	antibiotic	ADJ
hls-13213	74	14	coverage	coverage	NOUN
hls-13213	74	15	.	.	PUNCT
hls-13213	75	1	among	among	ADP
hls-13213	75	2	the	the	DET
hls-13213	75	3	predictive	predictive	ADJ
hls-13213	75	4	analytics	analytic	NOUN
hls-13213	75	5	methods	method	NOUN
hls-13213	75	6	,	,	PUNCT
hls-13213	75	7	the	the	DET
hls-13213	75	8	kaiser	kaiser	PROPN
hls-13213	75	9	permanente	permanente	PROPN
hls-13213	75	10	sepsis	sepsis	NOUN
hls-13213	75	11	risk	risk	NOUN
hls-13213	75	12	calculator	calculator	NOUN
hls-13213	75	13	(	(	PUNCT
hls-13213	75	14	src	src	NOUN
hls-13213	75	15	)	)	PUNCT
hls-13213	75	16	has	have	AUX
hls-13213	75	17	significantly	significantly	ADV
hls-13213	75	18	reduced	reduce	VERB
hls-13213	75	19	antibiotic	antibiotic	ADJ
hls-13213	75	20	use	use	NOUN
hls-13213	75	21	in	in	ADP
hls-13213	75	22	neonates	neonate	NOUN
hls-13213	75	23	.	.	PUNCT
hls-13213	76	1	table	table	NOUN
hls-13213	76	2	2	2	NUM
hls-13213	76	3	shows	show	VERB
hls-13213	76	4	several	several	ADJ
hls-13213	76	5	studies	study	NOUN
hls-13213	76	6	that	that	PRON
hls-13213	76	7	demonstrate	demonstrate	VERB
hls-13213	76	8	the	the	DET
hls-13213	76	9	impact	impact	NOUN
hls-13213	76	10	of	of	ADP
hls-13213	76	11	these	these	DET
hls-13213	76	12	methods	method	NOUN
hls-13213	76	13	.	.	PUNCT
hls-13213	77	1	researchers	researcher	NOUN
hls-13213	77	2	have	have	AUX
hls-13213	77	3	been	be	AUX
hls-13213	77	4	exploring	explore	VERB
hls-13213	77	5	ways	way	NOUN
hls-13213	77	6	to	to	PART
hls-13213	77	7	improve	improve	VERB
hls-13213	77	8	the	the	DET
hls-13213	77	9	prediction	prediction	NOUN
hls-13213	77	10	and	and	CCONJ
hls-13213	77	11	management	management	NOUN
hls-13213	77	12	of	of	ADP
hls-13213	77	13	eos	eos	PROPN
hls-13213	77	14	in	in	ADP
hls-13213	77	15	newborns	newborn	NOUN
hls-13213	77	16	,	,	PUNCT
hls-13213	77	17	particularly	particularly	ADV
hls-13213	77	18	those	those	PRON
hls-13213	77	19	born	bear	VERB
hls-13213	77	20	at	at	ADP
hls-13213	77	21	34	34	NUM
hls-13213	77	22	weeks	week	NOUN
hls-13213	77	23	of	of	ADP
hls-13213	77	24	gestation	gestation	NOUN
hls-13213	77	25	or	or	CCONJ
hls-13213	77	26	later	later	ADV
hls-13213	77	27	.	.	PUNCT
hls-13213	78	1	special	special	ADJ
hls-13213	78	2	issue	issue	NOUN
hls-13213	78	3	pathways	pathway	NOUN
hls-13213	78	4	of	of	ADP
hls-13213	78	5	change	change	NOUN
hls-13213	78	6	table	table	NOUN
hls-13213	78	7	2	2	NUM
hls-13213	78	8	.	.	PUNCT
hls-13213	78	9	impact	impact	NOUN
hls-13213	78	10	of	of	ADP
hls-13213	78	11	predictive	predictive	ADJ
hls-13213	78	12	analytics	analytic	NOUN
hls-13213	78	13	on	on	ADP
hls-13213	78	14	antibiotic	antibiotic	ADJ
hls-13213	78	15	usage	usage	NOUN
hls-13213	78	16	.	.	PUNCT
hls-13213	79	1	sno	sno	PROPN
hls-13213	79	2	author	author	PROPN
hls-13213	79	3	year	year	NOUN
hls-13213	79	4	of	of	ADP
hls-13213	79	5	publication	publication	NOUN
hls-13213	79	6	country	country	NOUN
hls-13213	79	7	type	type	NOUN
hls-13213	79	8	of	of	ADP
hls-13213	79	9	sepsis	sepsis	NOUN
hls-13213	79	10	predictive	predictive	ADJ
hls-13213	79	11	analytics	analytic	NOUN
hls-13213	79	12	method	method	VERB
hls-13213	79	13	%	%	NOUN
hls-13213	79	14	reduction	reduction	NOUN
hls-13213	79	15	in	in	ADP
hls-13213	79	16	antibiotic	antibiotic	ADJ
hls-13213	79	17	usage	usage	NOUN
hls-13213	79	18	1	1	NUM
hls-13213	79	19	escobar	escobar	PROPN
hls-13213	79	20	et	et	PROPN
hls-13213	79	21	al	al	PROPN
hls-13213	79	22	.	.	PROPN
hls-13213	79	23	2014	2014	NUM
hls-13213	79	24	usa	usa	PROPN
hls-13213	79	25	eos	eos	PROPN
hls-13213	79	26	logistic	logistic	ADJ
hls-13213	79	27	regression	regression	NOUN
hls-13213	79	28	33	33	NUM
hls-13213	79	29	2	2	NUM
hls-13213	79	30	shakib	shakib	NOUN
hls-13213	79	31	et	et	PROPN
hls-13213	79	32	al	al	PROPN
hls-13213	79	33	.	.	PROPN
hls-13213	79	34	2015	2015	NUM
hls-13213	79	35	usa	usa	PROPN
hls-13213	79	36	eos	eos	PROPN
hls-13213	79	37	eos	eos	PROPN
hls-13213	79	38	calculator	calculator	NOUN
hls-13213	79	39	88	88	NUM
hls-13213	79	40	3	3	NUM
hls-13213	79	41	kerste	kerste	NOUN
hls-13213	79	42	et	et	PROPN
hls-13213	79	43	al	al	PROPN
hls-13213	79	44	.	.	PROPN
hls-13213	79	45	2016	2016	NUM
hls-13213	79	46	netherlands	netherlands	PROPN
hls-13213	79	47	eos	eos	PROPN
hls-13213	79	48	kaiser	kaiser	PROPN
hls-13213	79	49	risk	risk	PROPN
hls-13213	79	50	calculator	calculator	NOUN
hls-13213	79	51	50	50	NUM
hls-13213	79	52	4	4	NUM
hls-13213	79	53	warren	warren	PROPN
hls-13213	79	54	et	et	PROPN
hls-13213	79	55	al	al	PROPN
hls-13213	79	56	.	.	PROPN
hls-13213	79	57	2016	2016	NUM
hls-13213	79	58	usa	usa	PROPN
hls-13213	79	59	eos	eos	PROPN
hls-13213	79	60	kaiser	kaiser	PROPN
hls-13213	79	61	risk	risk	PROPN
hls-13213	79	62	calculator	calculator	NOUN
hls-13213	79	63	75	75	NUM
hls-13213	79	64	5	5	NUM
hls-13213	79	65	kuzniewicz	kuzniewicz	NOUN
hls-13213	79	66	et	et	PROPN
hls-13213	79	67	al	al	PROPN
hls-13213	79	68	.	.	PROPN
hls-13213	79	69	2017	2017	NUM
hls-13213	80	1	usa	usa	PROPN
hls-13213	80	2	eos	eos	PROPN
hls-13213	80	3	kaiser	kaiser	PROPN
hls-13213	80	4	risk	risk	PROPN
hls-13213	80	5	calculator	calculator	NOUN
hls-13213	80	6	48	48	NUM
hls-13213	80	7	6	6	NUM
hls-13213	80	8	mani	mani	NOUN
hls-13213	80	9	et	et	PROPN
hls-13213	80	10	al	al	PROPN
hls-13213	80	11	.	.	PROPN
hls-13213	80	12	2017	2017	NUM
hls-13213	81	1	usa	usa	PROPN
hls-13213	81	2	eos	eos	PROPN
hls-13213	81	3	kaiser	kaiser	PROPN
hls-13213	81	4	risk	risk	PROPN
hls-13213	81	5	calculator	calculator	NOUN
hls-13213	81	6	97	97	NUM
hls-13213	81	7	7	7	NUM
hls-13213	81	8	beavers	beaver	NOUN
hls-13213	81	9	et	et	PROPN
hls-13213	81	10	al	al	PROPN
hls-13213	81	11	.	.	PROPN
hls-13213	81	12	2018	2018	NUM
hls-13213	81	13	usa	usa	PROPN
hls-13213	81	14	eos	eos	PROPN
hls-13213	81	15	kaiser	kaiser	PROPN
hls-13213	81	16	risk	risk	PROPN
hls-13213	81	17	calculator	calculator	NOUN
hls-13213	81	18	59	59	NUM
hls-13213	81	19	8	8	NUM
hls-13213	81	20	gievers	giever	NOUN
hls-13213	81	21	et	et	PROPN
hls-13213	81	22	al	al	PROPN
hls-13213	81	23	.	.	PROPN
hls-13213	81	24	2018	2018	NUM
hls-13213	81	25	usa	usa	PROPN
hls-13213	81	26	eos	eos	PROPN
hls-13213	81	27	srs	srs	PROPN
hls-13213	81	28	algorithm	algorithm	PROPN
hls-13213	81	29	91	91	NUM
hls-13213	81	30	9	9	NUM
hls-13213	81	31	achten	achten	X
hls-13213	81	32	et	et	PROPN
hls-13213	81	33	al	al	PROPN
hls-13213	81	34	.	.	PROPN
hls-13213	81	35	2019	2019	NUM
hls-13213	82	1	usa	usa	PROPN
hls-13213	82	2	eos	eos	PROPN
hls-13213	82	3	kaiser	kaiser	PROPN
hls-13213	82	4	risk	risk	PROPN
hls-13213	82	5	calculator	calculator	NOUN
hls-13213	82	6	48	48	NUM
hls-13213	82	7	10	10	NUM
hls-13213	82	8	schmatz	schmatz	ADV
hls-13213	82	9	et	et	PROPN
hls-13213	82	10	al	al	PROPN
hls-13213	82	11	.	.	PROPN
hls-13213	82	12	2020	2020	NUM
hls-13213	83	1	usa	usa	PROPN
hls-13213	83	2	eos	eos	PROPN
hls-13213	83	3	kaiser	kaiser	PROPN
hls-13213	83	4	risk	risk	PROPN
hls-13213	83	5	calculator	calculator	NOUN
hls-13213	83	6	68	68	NUM
hls-13213	83	7	11	11	NUM
hls-13213	83	8	goel	goel	PROPN
hls-13213	83	9	et	et	PROPN
hls-13213	83	10	al	al	PROPN
hls-13213	83	11	.	.	PROPN
hls-13213	83	12	2022	2022	NUM
hls-13213	83	13	uk	uk	PROPN
hls-13213	83	14	eos	eos	PROPN
hls-13213	83	15	sepsis	sepsis	NOUN
hls-13213	83	16	risk	risk	NOUN
hls-13213	83	17	calculator	calculator	NOUN
hls-13213	83	18	46	46	NUM
hls-13213	83	19	12	12	NUM
hls-13213	83	20	levi	levi	PROPN
hls-13213	83	21	et	et	PROPN
hls-13213	83	22	al	al	PROPN
hls-13213	83	23	.	.	PROPN
hls-13213	83	24	2023	2023	NUM
hls-13213	83	25	israel	israel	PROPN
hls-13213	83	26	eos	eos	PROPN
hls-13213	83	27	kaiser	kaiser	PROPN
hls-13213	83	28	risk	risk	PROPN
hls-13213	83	29	calculator	calculator	NOUN
hls-13213	83	30	46	46	NUM
hls-13213	83	31	13	13	NUM
hls-13213	83	32	leonardi	leonardi	PROPN
hls-13213	83	33	et	et	PROPN
hls-13213	83	34	al	al	PROPN
hls-13213	83	35	.	.	PROPN
hls-13213	83	36	2024	2024	NUM
hls-13213	83	37	belgium	belgium	PROPN
hls-13213	83	38	eos	eos	PROPN
hls-13213	83	39	kaiser	kaiser	PROPN
hls-13213	83	40	risk	risk	PROPN
hls-13213	83	41	calculator	calculator	NOUN
hls-13213	83	42	65	65	NUM
hls-13213	83	43	eos	eo	NOUN
hls-13213	83	44	,	,	PUNCT
hls-13213	83	45	early	early	ADJ
hls-13213	83	46	onset	onset	NOUN
hls-13213	83	47	of	of	ADP
hls-13213	83	48	sepsis	sepsis	NOUN
hls-13213	83	49	;	;	PUNCT
hls-13213	83	50	srs	srs	PROPN
hls-13213	83	51	,	,	PUNCT
hls-13213	83	52	sepsis	sepsis	NOUN
hls-13213	83	53	risk	risk	NOUN
hls-13213	83	54	score	score	NOUN
hls-13213	83	55	.	.	PUNCT
hls-13213	84	1	[	[	X
hls-13213	84	2	healthcare	healthcare	NOUN
hls-13213	84	3	in	in	ADP
hls-13213	84	4	low	low	ADJ
hls-13213	84	5	-	-	PUNCT
hls-13213	84	6	resource	resource	NOUN
hls-13213	84	7	settings	setting	NOUN
hls-13213	84	8	2025;13(s1):13213	2025;13(s1):13213	NUM
hls-13213	84	9	]	]	PUNCT
hls-13213	85	1	[	[	X
hls-13213	85	2	page	page	NOUN
hls-13213	85	3	139	139	NUM
hls-13213	85	4	]	]	PUNCT
hls-13213	85	5	table	table	NOUN
hls-13213	85	6	3	3	NUM
hls-13213	85	7	.	.	PUNCT
hls-13213	85	8	impact	impact	NOUN
hls-13213	85	9	of	of	ADP
hls-13213	85	10	predictive	predictive	ADJ
hls-13213	85	11	analytics	analytic	NOUN
hls-13213	85	12	on	on	ADP
hls-13213	85	13	the	the	DET
hls-13213	85	14	cost	cost	NOUN
hls-13213	85	15	of	of	ADP
hls-13213	85	16	treatment	treatment	NOUN
hls-13213	85	17	.	.	PUNCT
hls-13213	86	1	no	no	DET
hls-13213	86	2	author	author	NOUN
hls-13213	86	3	year	year	NOUN
hls-13213	86	4	of	of	ADP
hls-13213	86	5	diagnosis	diagnosis	NOUN
hls-13213	86	6	cost	cost	NOUN
hls-13213	86	7	of	of	ADP
hls-13213	86	8	treatment	treatment	NOUN
hls-13213	86	9	(	(	PUNCT
hls-13213	86	10	in	in	ADP
hls-13213	86	11	dollars	dollar	NOUN
hls-13213	86	12	)	)	PUNCT
hls-13213	86	13	cost	cost	NOUN
hls-13213	86	14	of	of	ADP
hls-13213	86	15	treatment	treatment	NOUN
hls-13213	86	16	(	(	PUNCT
hls-13213	86	17	in	in	ADP
hls-13213	86	18	dollars	dollar	NOUN
hls-13213	86	19	)	)	PUNCT
hls-13213	86	20	%	%	NOUN
hls-13213	86	21	reduction	reduction	NOUN
hls-13213	86	22	in	in	ADP
hls-13213	86	23	cost	cost	NOUN
hls-13213	86	24	publication	publication	NOUN
hls-13213	86	25	before	before	ADP
hls-13213	86	26	implementation	implementation	NOUN
hls-13213	86	27	after	after	ADP
hls-13213	86	28	implementation	implementation	NOUN
hls-13213	86	29	of	of	ADP
hls-13213	86	30	of	of	ADP
hls-13213	86	31	sepsis	sepsis	NOUN
hls-13213	86	32	risk	risk	NOUN
hls-13213	86	33	calculator	calculator	NOUN
hls-13213	86	34	sepsis	sepsis	NOUN
hls-13213	86	35	risk	risk	NOUN
hls-13213	86	36	calculator	calculator	NOUN
hls-13213	86	37	1	1	NUM
hls-13213	86	38	beavers	beaver	NOUN
hls-13213	86	39	et	et	PROPN
hls-13213	86	40	al	al	PROPN
hls-13213	86	41	.	.	PROPN
hls-13213	86	42	2018	2018	NUM
hls-13213	86	43	eos	eos	PROPN
hls-13213	86	44	14700	14700	NUM
hls-13213	86	45	7300	7300	NUM
hls-13213	86	46	50.4	50.4	NUM
hls-13213	86	47	2	2	NUM
hls-13213	86	48	achten	achten	X
hls-13213	86	49	et	et	PROPN
hls-13213	86	50	al	al	PROPN
hls-13213	86	51	.	.	PROPN
hls-13213	86	52	2019	2019	NUM
hls-13213	86	53	eos	eos	PROPN
hls-13213	86	54	2653	2653	NUM
hls-13213	86	55	2542	2542	NUM
hls-13213	86	56	4.1	4.1	NUM
hls-13213	86	57	3	3	NUM
hls-13213	86	58	guan	guan	PROPN
hls-13213	86	59	et	et	PROPN
hls-13213	86	60	al	al	PROPN
hls-13213	86	61	.	.	PROPN
hls-13213	86	62	2024	2024	NUM
hls-13213	86	63	eos	eos	PROPN
hls-13213	86	64	182491	182491	NUM
hls-13213	86	65	97884	97884	NUM
hls-13213	86	66	46.3	46.3	NUM
hls-13213	86	67	eos	eo	NOUN
hls-13213	86	68	,	,	PUNCT
hls-13213	86	69	early	early	ADJ
hls-13213	86	70	onset	onset	NOUN
hls-13213	86	71	of	of	ADP
hls-13213	86	72	sepsis	sepsis	NOUN
hls-13213	86	73	.	.	PUNCT
hls-13213	87	1	the	the	DET
hls-13213	87	2	studies	study	NOUN
hls-13213	87	3	above	above	ADV
hls-13213	87	4	suggest	suggest	VERB
hls-13213	87	5	that	that	SCONJ
hls-13213	87	6	predictive	predictive	ADJ
hls-13213	87	7	analytics	analytic	NOUN
hls-13213	87	8	methods	method	NOUN
hls-13213	87	9	can	can	AUX
hls-13213	87	10	significantly	significantly	ADV
hls-13213	87	11	enhance	enhance	VERB
hls-13213	87	12	treatment	treatment	NOUN
hls-13213	87	13	for	for	ADP
hls-13213	87	14	neonatal	neonatal	ADJ
hls-13213	87	15	sepsis	sepsis	NOUN
hls-13213	87	16	and	and	CCONJ
hls-13213	87	17	reduce	reduce	VERB
hls-13213	87	18	unnecessary	unnecessary	ADJ
hls-13213	87	19	antibiotic	antibiotic	ADJ
hls-13213	87	20	use	use	NOUN
hls-13213	87	21	by	by	ADP
hls-13213	87	22	at	at	ADV
hls-13213	87	23	least	least	ADV
hls-13213	87	24	33	33	NUM
hls-13213	87	25	-	-	SYM
hls-13213	87	26	97	97	NUM
hls-13213	87	27	%	%	NOUN
hls-13213	87	28	.	.	PUNCT
hls-13213	88	1	impact	impact	NOUN
hls-13213	88	2	of	of	ADP
hls-13213	88	3	predictive	predictive	ADJ
hls-13213	88	4	analytics	analytic	NOUN
hls-13213	88	5	methods	method	NOUN
hls-13213	88	6	on	on	ADP
hls-13213	88	7	the	the	DET
hls-13213	88	8	cost	cost	NOUN
hls-13213	88	9	of	of	ADP
hls-13213	88	10	treatment	treatment	NOUN
hls-13213	88	11	the	the	DET
hls-13213	88	12	financial	financial	ADJ
hls-13213	88	13	burden	burden	NOUN
hls-13213	88	14	associated	associate	VERB
hls-13213	88	15	with	with	ADP
hls-13213	88	16	treating	treat	VERB
hls-13213	88	17	neonatal	neonatal	ADJ
hls-13213	88	18	sepsis	sepsis	NOUN
hls-13213	88	19	arises	arise	VERB
hls-13213	88	20	from	from	ADP
hls-13213	88	21	several	several	ADJ
hls-13213	88	22	factors	factor	NOUN
hls-13213	88	23	.	.	PUNCT
hls-13213	89	1	key	key	ADJ
hls-13213	89	2	issues	issue	NOUN
hls-13213	89	3	include	include	VERB
hls-13213	89	4	the	the	DET
hls-13213	89	5	high	high	ADJ
hls-13213	89	6	costs	cost	NOUN
hls-13213	89	7	of	of	ADP
hls-13213	89	8	diagnostic	diagnostic	ADJ
hls-13213	89	9	testing	testing	NOUN
hls-13213	89	10	,	,	PUNCT
hls-13213	89	11	which	which	PRON
hls-13213	89	12	stem	stem	VERB
hls-13213	89	13	from	from	ADP
hls-13213	89	14	the	the	DET
hls-13213	89	15	challenges	challenge	NOUN
hls-13213	89	16	of	of	ADP
hls-13213	89	17	achieving	achieve	VERB
hls-13213	89	18	accurate	accurate	ADJ
hls-13213	89	19	diagnoses	diagnosis	NOUN
hls-13213	89	20	,	,	PUNCT
hls-13213	89	21	unnecessary	unnecessary	ADJ
hls-13213	89	22	antibiotic	antibiotic	ADJ
hls-13213	89	23	administration	administration	NOUN
hls-13213	89	24	,	,	PUNCT
hls-13213	89	25	and	and	CCONJ
hls-13213	89	26	the	the	DET
hls-13213	89	27	associated	associated	ADJ
hls-13213	89	28	expenses	expense	NOUN
hls-13213	89	29	.	.	PUNCT
hls-13213	90	1	extended	extended	ADJ
hls-13213	90	2	stays	stay	NOUN
hls-13213	90	3	in	in	ADP
hls-13213	90	4	nicus	nicus	NOUN
hls-13213	90	5	during	during	ADP
hls-13213	90	6	the	the	DET
hls-13213	90	7	diagnostic	diagnostic	ADJ
hls-13213	90	8	and	and	CCONJ
hls-13213	90	9	treatment	treatment	NOUN
hls-13213	90	10	phases	phase	NOUN
hls-13213	90	11	also	also	ADV
hls-13213	90	12	contribute	contribute	VERB
hls-13213	90	13	significantly	significantly	ADV
hls-13213	90	14	to	to	ADP
hls-13213	90	15	these	these	DET
hls-13213	90	16	costs	cost	NOUN
hls-13213	90	17	.	.	PUNCT
hls-13213	91	1	additionally	additionally	ADV
hls-13213	91	2	,	,	PUNCT
hls-13213	91	3	delays	delay	NOUN
hls-13213	91	4	in	in	ADP
hls-13213	91	5	diagnosis	diagnosis	NOUN
hls-13213	91	6	and	and	CCONJ
hls-13213	91	7	the	the	DET
hls-13213	91	8	waiting	wait	VERB
hls-13213	91	9	period	period	NOUN
hls-13213	91	10	for	for	ADP
hls-13213	91	11	culture	culture	NOUN
hls-13213	91	12	test	test	NOUN
hls-13213	91	13	results	result	NOUN
hls-13213	91	14	directly	directly	ADV
hls-13213	91	15	affect	affect	VERB
hls-13213	91	16	the	the	DET
hls-13213	91	17	length	length	NOUN
hls-13213	91	18	of	of	ADP
hls-13213	91	19	nicu	nicu	PROPN
hls-13213	91	20	stays	stay	VERB
hls-13213	91	21	,	,	PUNCT
hls-13213	91	22	the	the	DET
hls-13213	91	23	frequency	frequency	NOUN
hls-13213	91	24	of	of	ADP
hls-13213	91	25	laboratory	laboratory	NOUN
hls-13213	91	26	tests	test	NOUN
hls-13213	91	27	,	,	PUNCT
hls-13213	91	28	and	and	CCONJ
hls-13213	91	29	the	the	DET
hls-13213	91	30	demand	demand	NOUN
hls-13213	91	31	for	for	ADP
hls-13213	91	32	medications	medication	NOUN
hls-13213	91	33	during	during	ADP
hls-13213	91	34	treatment	treatment	NOUN
hls-13213	91	35	.	.	PUNCT
hls-13213	92	1	however	however	ADV
hls-13213	92	2	,	,	PUNCT
hls-13213	92	3	many	many	ADJ
hls-13213	92	4	studies	study	NOUN
hls-13213	92	5	suggest	suggest	VERB
hls-13213	92	6	that	that	SCONJ
hls-13213	92	7	implementing	implement	VERB
hls-13213	92	8	predictive	predictive	ADJ
hls-13213	92	9	analytics	analytic	NOUN
hls-13213	92	10	methods	method	NOUN
hls-13213	92	11	can	can	AUX
hls-13213	92	12	reduce	reduce	VERB
hls-13213	92	13	the	the	DET
hls-13213	92	14	overall	overall	ADJ
hls-13213	92	15	costs	cost	NOUN
hls-13213	92	16	of	of	ADP
hls-13213	92	17	neonatal	neonatal	ADJ
hls-13213	92	18	sepsis	sepsis	NOUN
hls-13213	92	19	treatment	treatment	NOUN
hls-13213	92	20	,	,	PUNCT
hls-13213	92	21	as	as	SCONJ
hls-13213	92	22	indicated	indicate	VERB
hls-13213	92	23	in	in	ADP
hls-13213	92	24	table	table	NOUN
hls-13213	92	25	3	3	NUM
hls-13213	92	26	.	.	PUNCT
hls-13213	93	1	in	in	ADP
hls-13213	93	2	summary	summary	NOUN
hls-13213	93	3	,	,	PUNCT
hls-13213	93	4	implementing	implement	VERB
hls-13213	93	5	the	the	DET
hls-13213	93	6	eos	eos	PROPN
hls-13213	93	7	calculator	calculator	NOUN
hls-13213	93	8	positively	positively	ADV
hls-13213	93	9	impacts	impact	VERB
hls-13213	93	10	antibiotic	antibiotic	ADJ
hls-13213	93	11	stewardship	stewardship	NOUN
hls-13213	93	12	and	and	CCONJ
hls-13213	93	13	demonstrates	demonstrate	VERB
hls-13213	93	14	notable	notable	ADJ
hls-13213	93	15	reductions	reduction	NOUN
hls-13213	93	16	in	in	ADP
hls-13213	93	17	healthcare	healthcare	NOUN
hls-13213	93	18	utilization	utilization	NOUN
hls-13213	93	19	and	and	CCONJ
hls-13213	93	20	associated	associate	VERB
hls-13213	93	21	financial	financial	ADJ
hls-13213	93	22	costs	cost	NOUN
hls-13213	93	23	in	in	ADP
hls-13213	93	24	late	late	ADJ
hls-13213	93	25	preterm	preterm	NOUN
hls-13213	93	26	and	and	CCONJ
hls-13213	93	27	preterm	preterm	ADJ
hls-13213	93	28	newborns	newborn	NOUN
hls-13213	93	29	with	with	ADP
hls-13213	93	30	suspected	suspect	VERB
hls-13213	93	31	eos	eos	PROPN
hls-13213	93	32	by	by	ADP
hls-13213	93	33	4.1	4.1	NUM
hls-13213	93	34	-	-	SYM
hls-13213	93	35	50.4	50.4	NUM
hls-13213	93	36	%	%	NOUN
hls-13213	93	37	.	.	PUNCT
hls-13213	94	1	discussion	discussion	NOUN
hls-13213	94	2	and	and	CCONJ
hls-13213	94	3	findings	finding	VERB
hls-13213	94	4	predictive	predictive	ADJ
hls-13213	94	5	analytics	analytic	NOUN
hls-13213	94	6	methods	method	NOUN
hls-13213	94	7	utilize	utilize	VERB
hls-13213	94	8	advanced	advanced	ADJ
hls-13213	94	9	algorithms	algorithm	NOUN
hls-13213	94	10	such	such	ADJ
hls-13213	94	11	as	as	ADP
hls-13213	94	12	random	random	ADJ
hls-13213	94	13	forest	forest	NOUN
hls-13213	94	14	,	,	PUNCT
hls-13213	94	15	gradient	gradient	NOUN
hls-13213	94	16	boosting	boosting	NOUN
hls-13213	94	17	,	,	PUNCT
hls-13213	94	18	xgboost	xgboost	ADV
hls-13213	94	19	,	,	PUNCT
hls-13213	94	20	and	and	CCONJ
hls-13213	94	21	logistic	logistic	ADJ
hls-13213	94	22	regression	regression	NOUN
hls-13213	94	23	,	,	PUNCT
hls-13213	94	24	all	all	PRON
hls-13213	94	25	of	of	ADP
hls-13213	94	26	which	which	PRON
hls-13213	94	27	have	have	AUX
hls-13213	94	28	shown	show	VERB
hls-13213	94	29	improved	improved	ADJ
hls-13213	94	30	performance	performance	NOUN
hls-13213	94	31	with	with	ADP
hls-13213	94	32	an	an	DET
hls-13213	94	33	area	area	NOUN
hls-13213	94	34	under	under	ADP
hls-13213	94	35	the	the	DET
hls-13213	94	36	curve	curve	NOUN
hls-13213	94	37	(	(	PUNCT
hls-13213	94	38	auc	auc	NOUN
hls-13213	94	39	)	)	PUNCT
hls-13213	94	40	ranging	range	VERB
hls-13213	94	41	from	from	ADP
hls-13213	94	42	0.82	0.82	NUM
hls-13213	94	43	to	to	ADP
hls-13213	94	44	0.87	0.87	NUM
hls-13213	94	45	.	.	PUNCT
hls-13213	95	1	for	for	ADP
hls-13213	95	2	instance	instance	NOUN
hls-13213	95	3	,	,	PUNCT
hls-13213	95	4	a	a	DET
hls-13213	95	5	random	random	ADJ
hls-13213	95	6	forest	forest	NOUN
hls-13213	95	7	algorithm	algorithm	NOUN
hls-13213	95	8	with	with	ADP
hls-13213	95	9	an	an	DET
hls-13213	95	10	auc	auc	NOUN
hls-13213	95	11	of	of	ADP
hls-13213	95	12	0.868	0.868	NUM
hls-13213	95	13	has	have	AUX
hls-13213	95	14	been	be	AUX
hls-13213	95	15	recognized	recognize	VERB
hls-13213	95	16	as	as	ADP
hls-13213	95	17	superior	superior	ADJ
hls-13213	95	18	in	in	ADP
hls-13213	95	19	predicting	predict	VERB
hls-13213	95	20	sepsis	sepsis	NOUN
hls-13213	95	21	24	24	NUM
hls-13213	95	22	hours	hour	NOUN
hls-13213	95	23	before	before	ADP
hls-13213	95	24	its	its	PRON
hls-13213	95	25	onset.23	onset.23	NOUN
hls-13213	95	26	additionally	additionally	ADV
hls-13213	95	27	,	,	PUNCT
hls-13213	95	28	when	when	SCONJ
hls-13213	95	29	non	non	ADJ
hls-13213	95	30	-	-	ADJ
hls-13213	95	31	invasive	invasive	ADJ
hls-13213	95	32	vital	vital	ADJ
hls-13213	95	33	sign	sign	NOUN
hls-13213	95	34	data	datum	NOUN
hls-13213	95	35	is	be	AUX
hls-13213	95	36	employed	employ	VERB
hls-13213	95	37	,	,	PUNCT
hls-13213	95	38	a	a	DET
hls-13213	95	39	forward	forward	ADJ
hls-13213	95	40	feature	feature	NOUN
hls-13213	95	41	selection	selection	NOUN
hls-13213	95	42	prediction	prediction	NOUN
hls-13213	95	43	model	model	NOUN
hls-13213	95	44	could	could	AUX
hls-13213	95	45	detect	detect	VERB
hls-13213	95	46	clinical	clinical	ADJ
hls-13213	95	47	sepsis	sepsis	NOUN
hls-13213	95	48	48	48	NUM
hls-13213	95	49	hours	hour	NOUN
hls-13213	95	50	in	in	ADP
hls-13213	95	51	advance.15	advance.15	NOUN
hls-13213	95	52	the	the	DET
hls-13213	95	53	auc	auc	NOUN
hls-13213	95	54	for	for	ADP
hls-13213	95	55	this	this	DET
hls-13213	95	56	48	48	NUM
hls-13213	95	57	-	-	PUNCT
hls-13213	95	58	hour	hour	NOUN
hls-13213	95	59	prediction	prediction	NOUN
hls-13213	95	60	model	model	NOUN
hls-13213	95	61	was	be	AUX
hls-13213	95	62	0.861	0.861	NUM
hls-13213	95	63	,	,	PUNCT
hls-13213	95	64	while	while	SCONJ
hls-13213	95	65	the	the	DET
hls-13213	95	66	onset	onset	NOUN
hls-13213	95	67	detection	detection	NOUN
hls-13213	95	68	model	model	NOUN
hls-13213	95	69	had	have	VERB
hls-13213	95	70	an	an	DET
hls-13213	95	71	auc	auc	NOUN
hls-13213	95	72	of	of	ADP
hls-13213	95	73	0.868	0.868	NUM
hls-13213	95	74	.	.	PUNCT
hls-13213	96	1	these	these	DET
hls-13213	96	2	findings	finding	NOUN
hls-13213	96	3	confirm	confirm	VERB
hls-13213	96	4	that	that	SCONJ
hls-13213	96	5	the	the	DET
hls-13213	96	6	late	late	ADJ
hls-13213	96	7	onset	onset	NOUN
hls-13213	96	8	neonatal	neonatal	ADJ
hls-13213	96	9	sepsis	sepsis	NOUN
hls-13213	96	10	(	(	PUNCT
hls-13213	96	11	lons	lon	NOUN
hls-13213	96	12	)	)	PUNCT
hls-13213	96	13	production	production	NOUN
hls-13213	96	14	model	model	NOUN
hls-13213	96	15	based	base	VERB
hls-13213	96	16	on	on	ADP
hls-13213	96	17	machine	machine	NOUN
hls-13213	96	18	learning	learning	NOUN
hls-13213	96	19	can	can	AUX
hls-13213	96	20	be	be	AUX
hls-13213	96	21	safely	safely	ADV
hls-13213	96	22	implemented	implement	VERB
hls-13213	96	23	in	in	ADP
hls-13213	96	24	clinical	clinical	ADJ
hls-13213	96	25	settings	setting	NOUN
hls-13213	96	26	.	.	PUNCT
hls-13213	97	1	furthermore	furthermore	ADV
hls-13213	97	2	,	,	PUNCT
hls-13213	97	3	a	a	DET
hls-13213	97	4	combination	combination	NOUN
hls-13213	97	5	of	of	ADP
hls-13213	97	6	electrocardiogram	electrocardiogram	NOUN
hls-13213	97	7	,	,	PUNCT
hls-13213	97	8	respiration	respiration	NOUN
hls-13213	97	9	,	,	PUNCT
hls-13213	97	10	and	and	CCONJ
hls-13213	97	11	motion	motion	NOUN
hls-13213	97	12	-	-	PUNCT
hls-13213	97	13	based	base	VERB
hls-13213	97	14	features	feature	NOUN
hls-13213	97	15	allowed	allow	VERB
hls-13213	97	16	for	for	ADP
hls-13213	97	17	predicting	predict	VERB
hls-13213	97	18	late	late	ADJ
hls-13213	97	19	-	-	PUNCT
hls-13213	97	20	onset	onset	NOUN
hls-13213	97	21	sepsis	sepsis	NOUN
hls-13213	97	22	using	use	VERB
hls-13213	97	23	logistic	logistic	ADJ
hls-13213	97	24	regression	regression	NOUN
hls-13213	97	25	at	at	ADV
hls-13213	97	26	least	least	ADV
hls-13213	97	27	5	5	NUM
hls-13213	97	28	hours	hour	NOUN
hls-13213	97	29	before	before	SCONJ
hls-13213	97	30	it	it	PRON
hls-13213	97	31	occurred	occur	VERB
hls-13213	97	32	,	,	PUNCT
hls-13213	97	33	achieving	achieve	VERB
hls-13213	97	34	an	an	DET
hls-13213	97	35	auc	auc	NOUN
hls-13213	97	36	of	of	ADP
hls-13213	97	37	0.79.24	0.79.24	NUM
hls-13213	97	38	predictive	predictive	ADJ
hls-13213	97	39	algorithms	algorithm	NOUN
hls-13213	97	40	that	that	PRON
hls-13213	97	41	utilize	utilize	VERB
hls-13213	97	42	heart	heart	NOUN
hls-13213	97	43	rate	rate	NOUN
hls-13213	97	44	(	(	PUNCT
hls-13213	97	45	hr	hr	NOUN
hls-13213	97	46	)	)	PUNCT
hls-13213	97	47	and	and	CCONJ
hls-13213	97	48	oxygen	oxygen	NOUN
hls-13213	97	49	saturation	saturation	NOUN
hls-13213	97	50	(	(	PUNCT
hls-13213	97	51	spo2	spo2	PROPN
hls-13213	97	52	)	)	PUNCT
hls-13213	97	53	data	datum	NOUN
hls-13213	97	54	could	could	AUX
hls-13213	97	55	also	also	ADV
hls-13213	97	56	forecast	forecast	VERB
hls-13213	97	57	an	an	DET
hls-13213	97	58	increased	increased	ADJ
hls-13213	97	59	risk	risk	NOUN
hls-13213	97	60	of	of	ADP
hls-13213	97	61	sepsis	sepsis	NOUN
hls-13213	97	62	before	before	ADP
hls-13213	97	63	clinical	clinical	ADJ
hls-13213	97	64	diagnosis	diagnosis	NOUN
hls-13213	97	65	,	,	PUNCT
hls-13213	97	66	achieving	achieve	VERB
hls-13213	97	67	predictions	prediction	NOUN
hls-13213	97	68	up	up	ADP
hls-13213	97	69	to	to	PART
hls-13213	97	70	24	24	NUM
hls-13213	97	71	hours	hour	NOUN
hls-13213	97	72	before	before	SCONJ
hls-13213	97	73	blood	blood	NOUN
hls-13213	97	74	culture	culture	NOUN
hls-13213	97	75	results	result	VERB
hls-13213	97	76	.	.	PUNCT
hls-13213	98	1	the	the	DET
hls-13213	98	2	xgboost	xgboost	PROPN
hls-13213	98	3	predictive	predictive	ADJ
hls-13213	98	4	model	model	NOUN
hls-13213	98	5	demonstrated	demonstrate	VERB
hls-13213	98	6	superior	superior	ADJ
hls-13213	98	7	performance	performance	NOUN
hls-13213	98	8	,	,	PUNCT
hls-13213	98	9	with	with	ADP
hls-13213	98	10	an	an	DET
hls-13213	98	11	auc	auc	NOUN
hls-13213	98	12	of	of	ADP
hls-13213	98	13	0.834	0.834	NUM
hls-13213	98	14	in	in	ADP
hls-13213	98	15	the	the	DET
hls-13213	98	16	training	training	NOUN
hls-13213	98	17	dataset	dataset	NOUN
hls-13213	98	18	and	and	CCONJ
hls-13213	98	19	0.792	0.792	NUM
hls-13213	98	20	and	and	CCONJ
hls-13213	98	21	0.807	0.807	NUM
hls-13213	98	22	in	in	ADP
hls-13213	98	23	the	the	DET
hls-13213	98	24	test	test	NOUN
hls-13213	98	25	datasets.25	datasets.25	NOUN
hls-13213	98	26	lastly	lastly	ADV
hls-13213	98	27	,	,	PUNCT
hls-13213	98	28	bagging	bagging	NOUN
hls-13213	98	29	and	and	CCONJ
hls-13213	98	30	random	random	ADJ
hls-13213	98	31	forest	forest	NOUN
hls-13213	98	32	algorithms	algorithm	NOUN
hls-13213	98	33	displayed	display	VERB
hls-13213	98	34	comparable	comparable	ADJ
hls-13213	98	35	accuracy	accuracy	NOUN
hls-13213	98	36	(	(	PUNCT
hls-13213	98	37	98.4	98.4	NUM
hls-13213	98	38	%	%	NOUN
hls-13213	98	39	)	)	PUNCT
hls-13213	98	40	in	in	ADP
hls-13213	98	41	predicting	predict	VERB
hls-13213	98	42	central	central	ADJ
hls-13213	98	43	nervous	nervous	ADJ
hls-13213	98	44	system	system	NOUN
hls-13213	98	45	(	(	PUNCT
hls-13213	98	46	cns	cns	NOUN
hls-13213	98	47	)	)	PUNCT
hls-13213	98	48	and	and	CCONJ
hls-13213	98	49	central	central	ADJ
hls-13213	98	50	peritoneal	peritoneal	ADJ
hls-13213	98	51	sepsis	sepsis	NOUN
hls-13213	98	52	(	(	PUNCT
hls-13213	98	53	cps	cps	PROPN
hls-13213	98	54	)	)	PUNCT
hls-13213	98	55	.	.	PUNCT
hls-13213	99	1	however	however	ADV
hls-13213	99	2	,	,	PUNCT
hls-13213	99	3	random	random	ADJ
hls-13213	99	4	forest	forest	NOUN
hls-13213	99	5	outperformed	outperform	VERB
hls-13213	99	6	the	the	DET
hls-13213	99	7	other	other	ADJ
hls-13213	99	8	algorithms	algorithm	NOUN
hls-13213	99	9	with	with	ADP
hls-13213	99	10	an	an	DET
hls-13213	99	11	accuracy	accuracy	NOUN
hls-13213	99	12	of	of	ADP
hls-13213	99	13	98.4	98.4	NUM
hls-13213	99	14	%	%	NOUN
hls-13213	99	15	and	and	CCONJ
hls-13213	99	16	an	an	DET
hls-13213	99	17	roc	roc	NOUN
hls-13213	99	18	of	of	ADP
hls-13213	99	19	0.994	0.994	NUM
hls-13213	99	20	for	for	ADP
hls-13213	99	21	forecasting	forecasting	NOUN
hls-13213	99	22	outcomes.13	outcomes.13	NOUN
hls-13213	99	23	combining	combine	VERB
hls-13213	99	24	maternal	maternal	ADJ
hls-13213	99	25	data	datum	NOUN
hls-13213	99	26	with	with	ADP
hls-13213	99	27	new	new	ADJ
hls-13213	99	28	neonatal	neonatal	ADJ
hls-13213	99	29	clinical	clinical	ADJ
hls-13213	99	30	indicators	indicator	NOUN
hls-13213	99	31	and	and	CCONJ
hls-13213	99	32	employing	employ	VERB
hls-13213	99	33	risk	risk	NOUN
hls-13213	99	34	stratification	stratification	NOUN
hls-13213	99	35	algorithms	algorithm	NOUN
hls-13213	99	36	could	could	AUX
hls-13213	99	37	enhance	enhance	VERB
hls-13213	99	38	the	the	DET
hls-13213	99	39	assessment	assessment	NOUN
hls-13213	99	40	and	and	CCONJ
hls-13213	99	41	management	management	NOUN
hls-13213	99	42	of	of	ADP
hls-13213	99	43	eos	eos	PROPN
hls-13213	99	44	in	in	ADP
hls-13213	99	45	full	full	ADJ
hls-13213	99	46	-	-	PUNCT
hls-13213	99	47	term	term	NOUN
hls-13213	99	48	and	and	CCONJ
hls-13213	99	49	late	late	ADJ
hls-13213	99	50	-	-	PUNCT
hls-13213	99	51	preterm	preterm	NOUN
hls-13213	99	52	infants	infant	NOUN
hls-13213	99	53	.	.	PUNCT
hls-13213	100	1	this	this	DET
hls-13213	100	2	approach	approach	NOUN
hls-13213	100	3	may	may	AUX
hls-13213	100	4	reduce	reduce	VERB
hls-13213	100	5	the	the	DET
hls-13213	100	6	necessity	necessity	NOUN
hls-13213	100	7	for	for	ADP
hls-13213	100	8	antibiotic	antibiotic	ADJ
hls-13213	100	9	treatment	treatment	NOUN
hls-13213	100	10	in	in	ADP
hls-13213	100	11	33	33	NUM
hls-13213	100	12	%	%	NOUN
hls-13213	100	13	of	of	ADP
hls-13213	100	14	newborns.26	newborns.26	ADJ
hls-13213	100	15	utilizing	utilize	VERB
hls-13213	100	16	the	the	DET
hls-13213	100	17	early	early	ADJ
hls-13213	100	18	eos	eos	PROPN
hls-13213	100	19	risk	risk	NOUN
hls-13213	100	20	calculator	calculator	NOUN
hls-13213	100	21	and	and	CCONJ
hls-13213	100	22	a	a	DET
hls-13213	100	23	clinical	clinical	ADJ
hls-13213	100	24	symptom	symptom	NOUN
hls-13213	100	25	assessment	assessment	NOUN
hls-13213	100	26	can	can	AUX
hls-13213	100	27	safely	safely	ADV
hls-13213	100	28	reduce	reduce	VERB
hls-13213	100	29	the	the	DET
hls-13213	100	30	number	number	NOUN
hls-13213	100	31	of	of	ADP
hls-13213	100	32	newborns	newborn	NOUN
hls-13213	100	33	who	who	PRON
hls-13213	100	34	require	require	VERB
hls-13213	100	35	laboratory	laboratory	NOUN
hls-13213	100	36	testing	testing	NOUN
hls-13213	100	37	and	and	CCONJ
hls-13213	100	38	decrease	decrease	VERB
hls-13213	100	39	antibiotic	antibiotic	ADJ
hls-13213	100	40	usage	usage	NOUN
hls-13213	100	41	by	by	ADP
hls-13213	100	42	88%.27	88%.27	NUM
hls-13213	100	43	kerste	kerste	NOUN
hls-13213	100	44	et	et	PROPN
hls-13213	100	45	al.28	al.28	PROPN
hls-13213	100	46	conducted	conduct	VERB
hls-13213	100	47	a	a	DET
hls-13213	100	48	study	study	NOUN
hls-13213	100	49	to	to	PART
hls-13213	100	50	evaluate	evaluate	VERB
hls-13213	100	51	the	the	DET
hls-13213	100	52	management	management	NOUN
hls-13213	100	53	of	of	ADP
hls-13213	100	54	antibiotic	antibiotic	ADJ
hls-13213	100	55	use	use	NOUN
hls-13213	100	56	with	with	ADP
hls-13213	100	57	the	the	DET
hls-13213	100	58	guidance	guidance	NOUN
hls-13213	100	59	of	of	ADP
hls-13213	100	60	the	the	DET
hls-13213	100	61	sepsis	sepsis	NOUN
hls-13213	100	62	calculator	calculator	NOUN
hls-13213	100	63	in	in	ADP
hls-13213	100	64	newborns	newborn	NOUN
hls-13213	100	65	born	bear	VERB
hls-13213	100	66	at	at	ADP
hls-13213	100	67	or	or	CCONJ
hls-13213	100	68	after	after	ADP
hls-13213	100	69	34	34	NUM
hls-13213	100	70	weeks	week	NOUN
hls-13213	100	71	of	of	ADP
hls-13213	100	72	gestation	gestation	NOUN
hls-13213	100	73	with	with	ADP
hls-13213	100	74	suspected	suspect	VERB
hls-13213	100	75	eos	eos	PROPN
hls-13213	100	76	.	.	PUNCT
hls-13213	101	1	the	the	DET
hls-13213	101	2	study	study	NOUN
hls-13213	101	3	concluded	conclude	VERB
hls-13213	101	4	that	that	SCONJ
hls-13213	101	5	antibiotic	antibiotic	ADJ
hls-13213	101	6	use	use	NOUN
hls-13213	101	7	could	could	AUX
hls-13213	101	8	be	be	AUX
hls-13213	101	9	reduced	reduce	VERB
hls-13213	101	10	by	by	ADP
hls-13213	101	11	more	more	ADJ
hls-13213	101	12	than	than	ADP
hls-13213	101	13	50	50	NUM
hls-13213	101	14	%	%	NOUN
hls-13213	101	15	.	.	PUNCT
hls-13213	102	1	similarly	similarly	ADV
hls-13213	102	2	,	,	PUNCT
hls-13213	102	3	warren	warren	PROPN
hls-13213	102	4	et	et	PROPN
hls-13213	102	5	al.29	al.29	PROPN
hls-13213	102	6	performed	perform	VERB
hls-13213	102	7	a	a	DET
hls-13213	102	8	study	study	NOUN
hls-13213	102	9	to	to	PART
hls-13213	102	10	assess	assess	VERB
hls-13213	102	11	the	the	DET
hls-13213	102	12	impact	impact	NOUN
hls-13213	102	13	of	of	ADP
hls-13213	102	14	implementing	implement	VERB
hls-13213	102	15	a	a	DET
hls-13213	102	16	neonatal	neonatal	ADJ
hls-13213	102	17	early	early	ADJ
hls-13213	102	18	-	-	PUNCT
hls-13213	102	19	onset	onset	NOUN
hls-13213	102	20	sepsis	sepsis	NOUN
hls-13213	102	21	calculator	calculator	NOUN
hls-13213	102	22	for	for	ADP
hls-13213	102	23	neonates	neonate	NOUN
hls-13213	102	24	undergoing	undergo	VERB
hls-13213	102	25	treatment	treatment	NOUN
hls-13213	102	26	for	for	ADP
hls-13213	102	27	sepsis	sepsis	NOUN
hls-13213	102	28	.	.	PUNCT
hls-13213	103	1	their	their	PRON
hls-13213	103	2	conclusions	conclusion	NOUN
hls-13213	103	3	indicate	indicate	VERB
hls-13213	103	4	that	that	SCONJ
hls-13213	103	5	the	the	DET
hls-13213	103	6	calculator	calculator	NOUN
hls-13213	103	7	holds	hold	VERB
hls-13213	103	8	the	the	DET
hls-13213	103	9	potential	potential	NOUN
hls-13213	103	10	to	to	PART
hls-13213	103	11	substantially	substantially	ADV
hls-13213	103	12	reduce	reduce	VERB
hls-13213	103	13	the	the	DET
hls-13213	103	14	administration	administration	NOUN
hls-13213	103	15	of	of	ADP
hls-13213	103	16	antibiotics	antibiotic	NOUN
hls-13213	103	17	to	to	ADP
hls-13213	103	18	newborns	newborn	NOUN
hls-13213	103	19	and	and	CCONJ
hls-13213	103	20	lower	low	ADJ
hls-13213	103	21	the	the	DET
hls-13213	103	22	number	number	NOUN
hls-13213	103	23	of	of	ADP
hls-13213	103	24	neonates	neonate	NOUN
hls-13213	103	25	requiring	require	VERB
hls-13213	103	26	antibiotics	antibiotic	NOUN
hls-13213	103	27	at	at	ADP
hls-13213	103	28	birth	birth	NOUN
hls-13213	103	29	by	by	ADP
hls-13213	103	30	as	as	ADV
hls-13213	103	31	much	much	ADJ
hls-13213	103	32	as	as	ADP
hls-13213	103	33	75	75	NUM
hls-13213	103	34	%	%	NOUN
hls-13213	103	35	.	.	PUNCT
hls-13213	104	1	these	these	DET
hls-13213	104	2	findings	finding	NOUN
hls-13213	104	3	have	have	VERB
hls-13213	104	4	significant	significant	ADJ
hls-13213	104	5	implications	implication	NOUN
hls-13213	104	6	for	for	ADP
hls-13213	104	7	improving	improve	VERB
hls-13213	104	8	the	the	DET
hls-13213	104	9	management	management	NOUN
hls-13213	104	10	and	and	CCONJ
hls-13213	104	11	care	care	NOUN
hls-13213	104	12	of	of	ADP
hls-13213	104	13	neonates	neonate	NOUN
hls-13213	104	14	at	at	ADP
hls-13213	104	15	risk	risk	NOUN
hls-13213	104	16	of	of	ADP
hls-13213	104	17	sepsis	sepsis	NOUN
hls-13213	104	18	.	.	PUNCT
hls-13213	105	1	kuzniewicz	kuzniewicz	NOUN
hls-13213	105	2	et	et	PROPN
hls-13213	105	3	al.30	al.30	PROPN
hls-13213	105	4	investigated	investigate	VERB
hls-13213	105	5	the	the	DET
hls-13213	105	6	influence	influence	NOUN
hls-13213	105	7	of	of	ADP
hls-13213	105	8	neonatal	neonatal	ADJ
hls-13213	105	9	eos	eos	PROPN
hls-13213	105	10	risk	risk	NOUN
hls-13213	105	11	prediction	prediction	NOUN
hls-13213	105	12	models	model	NOUN
hls-13213	105	13	on	on	ADP
hls-13213	105	14	sepsis	sepsis	NOUN
hls-13213	105	15	evaluations	evaluation	NOUN
hls-13213	105	16	and	and	CCONJ
hls-13213	105	17	antibiotic	antibiotic	ADJ
hls-13213	105	18	utilization	utilization	NOUN
hls-13213	105	19	.	.	PUNCT
hls-13213	106	1	they	they	PRON
hls-13213	106	2	assessed	assess	VERB
hls-13213	106	3	the	the	DET
hls-13213	106	4	safety	safety	NOUN
hls-13213	106	5	and	and	CCONJ
hls-13213	106	6	efficacy	efficacy	NOUN
hls-13213	106	7	of	of	ADP
hls-13213	106	8	these	these	DET
hls-13213	106	9	models	model	NOUN
hls-13213	106	10	within	within	ADP
hls-13213	106	11	an	an	DET
hls-13213	106	12	extensive	extensive	ADJ
hls-13213	106	13	integrated	integrate	VERB
hls-13213	106	14	healthcare	healthcare	NOUN
hls-13213	106	15	system	system	NOUN
hls-13213	106	16	.	.	PUNCT
hls-13213	107	1	their	their	PRON
hls-13213	107	2	findings	finding	NOUN
hls-13213	107	3	indicated	indicate	VERB
hls-13213	107	4	that	that	SCONJ
hls-13213	107	5	predictive	predictive	ADJ
hls-13213	107	6	algorithms	algorithm	NOUN
hls-13213	107	7	,	,	PUNCT
hls-13213	107	8	derived	derive	VERB
hls-13213	107	9	from	from	ADP
hls-13213	107	10	a	a	DET
hls-13213	107	11	multivariable	multivariable	ADJ
hls-13213	107	12	risk	risk	NOUN
hls-13213	107	13	prediction	prediction	NOUN
hls-13213	107	14	model	model	NOUN
hls-13213	107	15	estimating	estimate	VERB
hls-13213	107	16	the	the	DET
hls-13213	107	17	early	early	ADJ
hls-13213	107	18	onset	onset	NOUN
hls-13213	107	19	of	of	ADP
hls-13213	107	20	sepsis	sepsis	NOUN
hls-13213	107	21	risk	risk	NOUN
hls-13213	107	22	,	,	PUNCT
hls-13213	107	23	led	lead	VERB
hls-13213	107	24	to	to	ADP
hls-13213	107	25	a	a	DET
hls-13213	107	26	48	48	NUM
hls-13213	107	27	%	%	NOUN
hls-13213	107	28	decrease	decrease	NOUN
hls-13213	107	29	in	in	ADP
hls-13213	107	30	the	the	DET
hls-13213	107	31	proportion	proportion	NOUN
hls-13213	107	32	of	of	ADP
hls-13213	107	33	newborns	newborn	NOUN
hls-13213	107	34	receiving	receive	VERB
hls-13213	107	35	empirical	empirical	ADJ
hls-13213	107	36	antibiotic	antibiotic	ADJ
hls-13213	107	37	treatment	treatment	NOUN
hls-13213	107	38	.	.	PUNCT
hls-13213	108	1	in	in	ADP
hls-13213	108	2	a	a	DET
hls-13213	108	3	study	study	NOUN
hls-13213	108	4	by	by	ADP
hls-13213	108	5	money	money	NOUN
hls-13213	108	6	et	et	PROPN
hls-13213	108	7	al	al	PROPN
hls-13213	108	8	.	.	PROPN
hls-13213	108	9	,31	,31	PUNCT
hls-13213	109	1	the	the	DET
hls-13213	109	2	investigators	investigator	NOUN
hls-13213	109	3	conducted	conduct	VERB
hls-13213	109	4	a	a	DET
hls-13213	109	5	comprehensive	comprehensive	ADJ
hls-13213	109	6	study	study	NOUN
hls-13213	109	7	to	to	PART
hls-13213	109	8	evaluate	evaluate	VERB
hls-13213	109	9	the	the	DET
hls-13213	109	10	effectiveness	effectiveness	NOUN
hls-13213	109	11	of	of	ADP
hls-13213	109	12	implementing	implement	VERB
hls-13213	109	13	a	a	DET
hls-13213	109	14	protocol	protocol	NOUN
hls-13213	109	15	based	base	VERB
hls-13213	109	16	on	on	ADP
hls-13213	109	17	a	a	DET
hls-13213	109	18	neonatal	neonatal	ADJ
hls-13213	109	19	early	early	ADJ
hls-13213	109	20	-	-	PUNCT
hls-13213	109	21	onset	onset	NOUN
hls-13213	109	22	sepsis	sepsis	NOUN
hls-13213	109	23	calculator	calculator	NOUN
hls-13213	109	24	developed	develop	VERB
hls-13213	109	25	by	by	ADP
hls-13213	109	26	kaiser	kaiser	PROPN
hls-13213	109	27	permanente	permanente	PROPN
hls-13213	109	28	.	.	PUNCT
hls-13213	110	1	the	the	DET
hls-13213	110	2	study	study	NOUN
hls-13213	110	3	aimed	aim	VERB
hls-13213	110	4	to	to	PART
hls-13213	110	5	determine	determine	VERB
hls-13213	110	6	whether	whether	SCONJ
hls-13213	110	7	this	this	DET
hls-13213	110	8	approach	approach	NOUN
hls-13213	110	9	would	would	AUX
hls-13213	110	10	safely	safely	ADV
hls-13213	110	11	reduce	reduce	VERB
hls-13213	110	12	the	the	DET
hls-13213	110	13	use	use	NOUN
hls-13213	110	14	of	of	ADP
hls-13213	110	15	antibiotics	antibiotic	NOUN
hls-13213	110	16	in	in	ADP
hls-13213	110	17	newborns	newborn	NOUN
hls-13213	110	18	showing	show	VERB
hls-13213	110	19	no	no	DET
hls-13213	110	20	signs	sign	NOUN
hls-13213	110	21	of	of	ADP
hls-13213	110	22	illness	illness	NOUN
hls-13213	110	23	.	.	PUNCT
hls-13213	111	1	the	the	DET
hls-13213	111	2	study	study	NOUN
hls-13213	111	3	concluded	conclude	VERB
hls-13213	111	4	that	that	SCONJ
hls-13213	111	5	utilizing	utilize	VERB
hls-13213	111	6	the	the	DET
hls-13213	111	7	eos	eos	PROPN
hls-13213	111	8	calculator	calculator	NOUN
hls-13213	111	9	for	for	ADP
hls-13213	111	10	managing	manage	VERB
hls-13213	111	11	sepsis	sepsis	NOUN
hls-13213	111	12	could	could	AUX
hls-13213	111	13	effectively	effectively	ADV
hls-13213	111	14	mitigate	mitigate	VERB
hls-13213	111	15	the	the	DET
hls-13213	111	16	potential	potential	ADJ
hls-13213	111	17	complications	complication	NOUN
hls-13213	111	18	associated	associate	VERB
hls-13213	111	19	with	with	ADP
hls-13213	111	20	antibiotic	antibiotic	ADJ
hls-13213	111	21	use	use	NOUN
hls-13213	111	22	in	in	ADP
hls-13213	111	23	these	these	DET
hls-13213	111	24	cases	case	NOUN
hls-13213	111	25	,	,	PUNCT
hls-13213	111	26	reducing	reduce	VERB
hls-13213	111	27	antibiotic	antibiotic	ADJ
hls-13213	111	28	usage	usage	NOUN
hls-13213	111	29	by	by	ADP
hls-13213	111	30	97	97	NUM
hls-13213	111	31	%	%	NOUN
hls-13213	111	32	.	.	PUNCT
hls-13213	112	1	neonates	neonate	NOUN
hls-13213	112	2	born	bear	VERB
hls-13213	112	3	to	to	ADP
hls-13213	112	4	mothers	mother	NOUN
hls-13213	112	5	with	with	ADP
hls-13213	112	6	chorioamnionitis	chorioamnionitis	PROPN
hls-13213	112	7	face	face	VERB
hls-13213	112	8	an	an	DET
hls-13213	112	9	elevated	elevated	ADJ
hls-13213	112	10	risk	risk	NOUN
hls-13213	112	11	of	of	ADP
hls-13213	112	12	eos	eos	PROPN
hls-13213	112	13	.	.	PUNCT
hls-13213	113	1	in	in	ADP
hls-13213	113	2	another	another	DET
hls-13213	113	3	study,32	study,32	NOUN
hls-13213	113	4	the	the	DET
hls-13213	113	5	authors	author	NOUN
hls-13213	113	6	observed	observe	VERB
hls-13213	113	7	that	that	SCONJ
hls-13213	113	8	nicu	nicu	PROPN
hls-13213	113	9	admission	admission	NOUN
hls-13213	113	10	rates	rate	NOUN
hls-13213	113	11	declined	decline	VERB
hls-13213	113	12	from	from	ADP
hls-13213	113	13	91	91	NUM
hls-13213	113	14	%	%	NOUN
hls-13213	113	15	to	to	PART
hls-13213	113	16	37	37	NUM
hls-13213	113	17	%	%	NOUN
hls-13213	113	18	after	after	ADP
hls-13213	113	19	introducing	introduce	VERB
hls-13213	113	20	the	the	DET
hls-13213	113	21	eos	eos	PROPN
hls-13213	113	22	risk	risk	NOUN
hls-13213	113	23	calculator	calculator	NOUN
hls-13213	113	24	,	,	PUNCT
hls-13213	113	25	and	and	CCONJ
hls-13213	113	26	antibiotic	antibiotic	ADJ
hls-13213	113	27	administration	administration	NOUN
hls-13213	113	28	rates	rate	NOUN
hls-13213	113	29	decreased	decrease	VERB
hls-13213	113	30	from	from	ADP
hls-13213	113	31	94	94	NUM
hls-13213	113	32	%	%	NOUN
hls-13213	113	33	to	to	PART
hls-13213	113	34	37	37	NUM
hls-13213	113	35	%	%	NOUN
hls-13213	113	36	.	.	PUNCT
hls-13213	114	1	implementing	implement	VERB
hls-13213	114	2	the	the	DET
hls-13213	114	3	eos	eos	PROPN
hls-13213	114	4	risk	risk	NOUN
hls-13213	114	5	calculator	calculator	NOUN
hls-13213	114	6	as	as	ADP
hls-13213	114	7	part	part	NOUN
hls-13213	114	8	of	of	ADP
hls-13213	114	9	the	the	DET
hls-13213	114	10	clinical	clinical	ADJ
hls-13213	114	11	evaluation	evaluation	NOUN
hls-13213	114	12	of	of	ADP
hls-13213	114	13	term	term	NOUN
hls-13213	114	14	and	and	CCONJ
hls-13213	114	15	late	late	ADJ
hls-13213	114	16	preterm	preterm	NOUN
hls-13213	114	17	neonates	neonate	NOUN
hls-13213	114	18	positively	positively	ADV
hls-13213	114	19	impacted	impact	VERB
hls-13213	114	20	antibiotic	antibiotic	ADJ
hls-13213	114	21	usage	usage	NOUN
hls-13213	114	22	.	.	PUNCT
hls-13213	115	1	gievers	giever	NOUN
hls-13213	115	2	et	et	PROPN
hls-13213	115	3	al.33	al.33	PROPN
hls-13213	115	4	have	have	AUX
hls-13213	115	5	developed	develop	VERB
hls-13213	115	6	and	and	CCONJ
hls-13213	115	7	implemented	implement	VERB
hls-13213	115	8	an	an	DET
hls-13213	115	9	algorithm	algorithm	NOUN
hls-13213	115	10	based	base	VERB
hls-13213	115	11	on	on	ADP
hls-13213	115	12	srs	srs	PROPN
hls-13213	115	13	(	(	PUNCT
hls-13213	115	14	severity	severity	NOUN
hls-13213	115	15	of	of	ADP
hls-13213	115	16	illness	illness	NOUN
hls-13213	115	17	score	score	NOUN
hls-13213	115	18	)	)	PUNCT
hls-13213	115	19	designed	design	VERB
hls-13213	115	20	explicitly	explicitly	ADV
hls-13213	115	21	for	for	ADP
hls-13213	115	22	neonates	neonate	NOUN
hls-13213	115	23	exposed	expose	VERB
hls-13213	115	24	to	to	ADP
hls-13213	115	25	chorioamnionitis	chorioamnionitis	PROPN
hls-13213	115	26	.	.	PUNCT
hls-13213	116	1	the	the	DET
hls-13213	116	2	targeted	target	VERB
hls-13213	116	3	goal	goal	NOUN
hls-13213	116	4	of	of	ADP
hls-13213	116	5	the	the	DET
hls-13213	116	6	srs	srs	PROPN
hls-13213	116	7	algorithm	algorithm	NOUN
hls-13213	116	8	is	be	AUX
hls-13213	116	9	to	to	PART
hls-13213	116	10	reduce	reduce	VERB
hls-13213	116	11	the	the	DET
hls-13213	116	12	unnecessary	unnecessary	ADJ
hls-13213	116	13	usage	usage	NOUN
hls-13213	116	14	of	of	ADP
hls-13213	116	15	antibiotics	antibiotic	NOUN
hls-13213	116	16	in	in	ADP
hls-13213	116	17	this	this	DET
hls-13213	116	18	population	population	NOUN
hls-13213	116	19	.	.	PUNCT
hls-13213	117	1	their	their	PRON
hls-13213	117	2	work	work	NOUN
hls-13213	117	3	has	have	AUX
hls-13213	117	4	shown	show	VERB
hls-13213	117	5	that	that	SCONJ
hls-13213	117	6	the	the	DET
hls-13213	117	7	successful	successful	ADJ
hls-13213	117	8	adoption	adoption	NOUN
hls-13213	117	9	of	of	ADP
hls-13213	117	10	the	the	DET
hls-13213	117	11	srs	srs	PROPN
hls-13213	117	12	algorithm	algorithm	NOUN
hls-13213	117	13	for	for	ADP
hls-13213	117	14	chorioamnionitisexposed	chorioamnionitisexpose	VERB
hls-13213	117	15	neonates	neonate	NOUN
hls-13213	117	16	has	have	AUX
hls-13213	117	17	led	lead	VERB
hls-13213	117	18	to	to	ADP
hls-13213	117	19	a	a	DET
hls-13213	117	20	remarkable	remarkable	ADJ
hls-13213	117	21	91	91	NUM
hls-13213	117	22	%	%	NOUN
hls-13213	117	23	decrease	decrease	NOUN
hls-13213	117	24	in	in	ADP
hls-13213	117	25	antibiotic	antibiotic	ADJ
hls-13213	117	26	exposure	exposure	NOUN
hls-13213	117	27	.	.	PUNCT
hls-13213	118	1	their	their	PRON
hls-13213	118	2	study	study	NOUN
hls-13213	118	3	also	also	ADV
hls-13213	118	4	demonstrated	demonstrate	VERB
hls-13213	118	5	the	the	DET
hls-13213	118	6	potential	potential	NOUN
hls-13213	118	7	of	of	ADP
hls-13213	118	8	the	the	DET
hls-13213	118	9	srs	srs	PROPN
hls-13213	118	10	algorithm	algorithm	NOUN
hls-13213	118	11	to	to	PART
hls-13213	118	12	significantly	significantly	ADV
hls-13213	118	13	reduce	reduce	VERB
hls-13213	118	14	antibiotic	antibiotic	ADJ
hls-13213	118	15	usage	usage	NOUN
hls-13213	118	16	in	in	ADP
hls-13213	118	17	this	this	DET
hls-13213	118	18	vulnerable	vulnerable	ADJ
hls-13213	118	19	patient	patient	NOUN
hls-13213	118	20	group	group	NOUN
hls-13213	118	21	while	while	SCONJ
hls-13213	118	22	maintaining	maintain	VERB
hls-13213	118	23	effective	effective	ADJ
hls-13213	118	24	treatment	treatment	NOUN
hls-13213	118	25	protocols	protocol	NOUN
hls-13213	118	26	.	.	PUNCT
hls-13213	119	1	achten	achten	PROPN
hls-13213	119	2	et	et	PROPN
hls-13213	119	3	al.34	al.34	PROPN
hls-13213	119	4	examined	examine	VERB
hls-13213	119	5	how	how	SCONJ
hls-13213	119	6	using	use	VERB
hls-13213	119	7	the	the	DET
hls-13213	119	8	neonatal	neonatal	ADJ
hls-13213	119	9	eos	eos	PROPN
hls-13213	119	10	calculator	calculator	NOUN
hls-13213	119	11	to	to	PART
hls-13213	119	12	guide	guide	VERB
hls-13213	119	13	the	the	DET
hls-13213	119	14	management	management	NOUN
hls-13213	119	15	of	of	ADP
hls-13213	119	16	eos	eos	PROPN
hls-13213	119	17	in	in	ADP
hls-13213	119	18	newborns	newborn	NOUN
hls-13213	119	19	affected	affect	VERB
hls-13213	119	20	the	the	DET
hls-13213	119	21	administration	administration	NOUN
hls-13213	119	22	of	of	ADP
hls-13213	119	23	antibiotic	antibiotic	ADJ
hls-13213	119	24	therapy	therapy	NOUN
hls-13213	119	25	.	.	PUNCT
hls-13213	120	1	they	they	PRON
hls-13213	120	2	found	find	VERB
hls-13213	120	3	that	that	SCONJ
hls-13213	120	4	employing	employ	VERB
hls-13213	120	5	the	the	DET
hls-13213	120	6	neonatal	neonatal	ADJ
hls-13213	120	7	eos	eos	PROPN
hls-13213	120	8	calculator	calculator	NOUN
hls-13213	120	9	led	lead	VERB
hls-13213	120	10	to	to	ADP
hls-13213	120	11	a	a	DET
hls-13213	120	12	48	48	NUM
hls-13213	120	13	%	%	NOUN
hls-13213	120	14	decrease	decrease	NOUN
hls-13213	120	15	in	in	ADP
hls-13213	120	16	empirical	empirical	ADJ
hls-13213	120	17	antibiotics	antibiotic	NOUN
hls-13213	120	18	for	for	ADP
hls-13213	120	19	suspected	suspect	VERB
hls-13213	120	20	eos	eos	PROPN
hls-13213	120	21	in	in	ADP
hls-13213	120	22	newborns	newborn	NOUN
hls-13213	120	23	.	.	PUNCT
hls-13213	121	1	the	the	DET
hls-13213	121	2	primary	primary	ADJ
hls-13213	121	3	objective	objective	NOUN
hls-13213	121	4	of	of	ADP
hls-13213	121	5	the	the	DET
hls-13213	121	6	investigation	investigation	NOUN
hls-13213	121	7	of	of	ADP
hls-13213	121	8	a	a	DET
hls-13213	121	9	study	study	NOUN
hls-13213	121	10	conducted	conduct	VERB
hls-13213	121	11	by	by	ADP
hls-13213	121	12	schmatz	schmatz	PROPN
hls-13213	121	13	et	et	PROPN
hls-13213	121	14	al.35	al.35	PROPN
hls-13213	121	15	was	be	AUX
hls-13213	121	16	to	to	PART
hls-13213	121	17	minimize	minimize	VERB
hls-13213	121	18	the	the	DET
hls-13213	121	19	administration	administration	NOUN
hls-13213	121	20	of	of	ADP
hls-13213	121	21	antibiotics	antibiotic	NOUN
hls-13213	121	22	in	in	ADP
hls-13213	121	23	asymptomatic	asymptomatic	ADJ
hls-13213	121	24	neonates	neonate	NOUN
hls-13213	121	25	born	bear	VERB
hls-13213	121	26	at	at	ADP
hls-13213	121	27	or	or	CCONJ
hls-13213	121	28	after	after	ADP
hls-13213	121	29	35	35	NUM
hls-13213	121	30	weeks	week	NOUN
hls-13213	121	31	of	of	ADP
hls-13213	121	32	gestational	gestational	ADJ
hls-13213	121	33	age	age	NOUN
hls-13213	121	34	to	to	ADP
hls-13213	121	35	mothers	mother	NOUN
hls-13213	121	36	with	with	ADP
hls-13213	121	37	chorioamnionitis	chorioamnionitis	PROPN
hls-13213	121	38	.	.	PUNCT
hls-13213	122	1	this	this	PRON
hls-13213	122	2	was	be	AUX
hls-13213	122	3	achieved	achieve	VERB
hls-13213	122	4	by	by	ADP
hls-13213	122	5	implementing	implement	VERB
hls-13213	122	6	the	the	DET
hls-13213	122	7	kaiser	kaiser	PROPN
hls-13213	122	8	permanente	permanente	PROPN
hls-13213	122	9	neonatal	neonatal	ADJ
hls-13213	122	10	earlyonset	earlyonset	NOUN
hls-13213	122	11	sepsis	sepsis	NOUN
hls-13213	122	12	risk	risk	NOUN
hls-13213	122	13	calculator	calculator	NOUN
hls-13213	122	14	.	.	PUNCT
hls-13213	123	1	the	the	DET
hls-13213	123	2	study	study	NOUN
hls-13213	123	3	culminated	culminate	VERB
hls-13213	123	4	in	in	ADP
hls-13213	123	5	compelling	compelling	ADJ
hls-13213	123	6	evidence	evidence	NOUN
hls-13213	123	7	that	that	SCONJ
hls-13213	123	8	the	the	DET
hls-13213	123	9	consistent	consistent	ADJ
hls-13213	123	10	utilization	utilization	NOUN
hls-13213	123	11	of	of	ADP
hls-13213	123	12	the	the	DET
hls-13213	123	13	neonatal	neonatal	ADJ
hls-13213	123	14	eos	eos	PROPN
hls-13213	123	15	calculator	calculator	NOUN
hls-13213	123	16	yielded	yield	VERB
hls-13213	123	17	a	a	DET
hls-13213	123	18	statistically	statistically	ADV
hls-13213	123	19	significant	significant	ADJ
hls-13213	123	20	reduction	reduction	NOUN
hls-13213	123	21	of	of	ADP
hls-13213	123	22	50	50	NUM
hls-13213	123	23	%	%	NOUN
hls-13213	123	24	in	in	ADP
hls-13213	123	25	antibiotic	antibiotic	ADJ
hls-13213	123	26	utilization	utilization	NOUN
hls-13213	123	27	.	.	PUNCT
hls-13213	124	1	the	the	DET
hls-13213	124	2	research	research	NOUN
hls-13213	124	3	by	by	ADP
hls-13213	124	4	goel	goel	PROPN
hls-13213	124	5	et	et	PROPN
hls-13213	124	6	al.36	al.36	PROPN
hls-13213	124	7	evaluated	evaluate	VERB
hls-13213	124	8	the	the	DET
hls-13213	124	9	influence	influence	NOUN
hls-13213	124	10	of	of	ADP
hls-13213	124	11	the	the	DET
hls-13213	124	12	src	src	NOUN
hls-13213	124	13	algorithm	algorithm	NOUN
hls-13213	124	14	on	on	ADP
hls-13213	124	15	managing	manage	VERB
hls-13213	124	16	eons	eon	NOUN
hls-13213	124	17	,	,	PUNCT
hls-13213	124	18	particularly	particularly	ADV
hls-13213	124	19	regarding	regard	VERB
hls-13213	124	20	antibiotic	antibiotic	ADJ
hls-13213	124	21	utilization	utilization	NOUN
hls-13213	124	22	and	and	CCONJ
hls-13213	124	23	patient	patient	ADJ
hls-13213	124	24	safety	safety	NOUN
hls-13213	124	25	.	.	PUNCT
hls-13213	125	1	their	their	PRON
hls-13213	125	2	multi	multi	ADJ
hls-13213	125	3	-	-	ADJ
hls-13213	125	4	center	center	ADJ
hls-13213	125	5	study	study	NOUN
hls-13213	125	6	provides	provide	VERB
hls-13213	125	7	conclusive	conclusive	ADJ
hls-13213	125	8	evidence	evidence	NOUN
hls-13213	125	9	that	that	SCONJ
hls-13213	125	10	a	a	DET
hls-13213	125	11	cautious	cautious	ADJ
hls-13213	125	12	implementation	implementation	NOUN
hls-13213	125	13	of	of	ADP
hls-13213	125	14	the	the	DET
hls-13213	125	15	src	src	NOUN
hls-13213	125	16	algorithm	algorithm	NOUN
hls-13213	125	17	leads	lead	VERB
hls-13213	125	18	to	to	ADP
hls-13213	125	19	a	a	DET
hls-13213	125	20	substantial	substantial	ADJ
hls-13213	125	21	46	46	NUM
hls-13213	125	22	%	%	NOUN
hls-13213	125	23	reduction	reduction	NOUN
hls-13213	125	24	in	in	ADP
hls-13213	125	25	antibiotic	antibiotic	ADJ
hls-13213	125	26	usage	usage	NOUN
hls-13213	125	27	for	for	ADP
hls-13213	125	28	eons	eon	NOUN
hls-13213	125	29	while	while	SCONJ
hls-13213	125	30	maintaining	maintain	VERB
hls-13213	125	31	consistent	consistent	ADJ
hls-13213	125	32	morbidity	morbidity	NOUN
hls-13213	125	33	and	and	CCONJ
hls-13213	125	34	mortality	mortality	NOUN
hls-13213	125	35	levels	level	NOUN
hls-13213	125	36	.	.	PUNCT
hls-13213	126	1	the	the	DET
hls-13213	126	2	investigation	investigation	NOUN
hls-13213	126	3	by	by	ADP
hls-13213	126	4	levi	levi	PROPN
hls-13213	126	5	et	et	PROPN
hls-13213	126	6	al.37	al.37	PROPN
hls-13213	126	7	assessed	assess	VERB
hls-13213	126	8	the	the	DET
hls-13213	126	9	impact	impact	NOUN
hls-13213	126	10	of	of	ADP
hls-13213	126	11	employing	employ	VERB
hls-13213	126	12	the	the	DET
hls-13213	126	13	kaiser	kaiser	PROPN
hls-13213	126	14	permanente	permanente	VERB
hls-13213	126	15	early	early	ADJ
hls-13213	126	16	-	-	PUNCT
hls-13213	126	17	onset	onset	NOUN
hls-13213	126	18	sepsis	sepsis	NOUN
hls-13213	126	19	cal	cal	X
hls-13213	126	20	special	special	ADJ
hls-13213	126	21	issue	issue	NOUN
hls-13213	126	22	pathways	pathway	NOUN
hls-13213	126	23	of	of	ADP
hls-13213	126	24	change	change	NOUN
hls-13213	126	25	[	[	X
hls-13213	126	26	page	page	NOUN
hls-13213	126	27	140	140	NUM
hls-13213	126	28	]	]	PUNCT
hls-13213	127	1	[	[	X
hls-13213	127	2	healthcare	healthcare	NOUN
hls-13213	127	3	in	in	ADP
hls-13213	127	4	low	low	ADJ
hls-13213	127	5	-	-	PUNCT
hls-13213	127	6	resource	resource	NOUN
hls-13213	127	7	settings	setting	NOUN
hls-13213	127	8	2025;13(s1):13213	2025;13(s1):13213	NUM
hls-13213	127	9	]	]	X
hls-13213	127	10	culator	culator	NOUN
hls-13213	127	11	on	on	ADP
hls-13213	127	12	neonates	neonate	NOUN
hls-13213	127	13	regarding	regard	VERB
hls-13213	127	14	antibiotic	antibiotic	ADJ
hls-13213	127	15	utilization	utilization	NOUN
hls-13213	127	16	and	and	CCONJ
hls-13213	127	17	duration	duration	NOUN
hls-13213	127	18	of	of	ADP
hls-13213	127	19	hospitalization	hospitalization	NOUN
hls-13213	127	20	.	.	PUNCT
hls-13213	128	1	it	it	PRON
hls-13213	128	2	was	be	AUX
hls-13213	128	3	confirmed	confirm	VERB
hls-13213	128	4	that	that	SCONJ
hls-13213	128	5	employing	employ	VERB
hls-13213	128	6	the	the	DET
hls-13213	128	7	calculator	calculator	NOUN
hls-13213	128	8	yielded	yield	VERB
hls-13213	128	9	a	a	DET
hls-13213	128	10	46	46	NUM
hls-13213	128	11	%	%	NOUN
hls-13213	128	12	reduction	reduction	NOUN
hls-13213	128	13	in	in	ADP
hls-13213	128	14	antibiotic	antibiotic	ADJ
hls-13213	128	15	therapy	therapy	NOUN
hls-13213	128	16	for	for	ADP
hls-13213	128	17	suspected	suspect	VERB
hls-13213	128	18	eos	eos	PROPN
hls-13213	128	19	,	,	PUNCT
hls-13213	128	20	and	and	CCONJ
hls-13213	128	21	this	this	DET
hls-13213	128	22	decrease	decrease	NOUN
hls-13213	128	23	was	be	AUX
hls-13213	128	24	attained	attain	VERB
hls-13213	128	25	without	without	ADP
hls-13213	128	26	an	an	DET
hls-13213	128	27	escalation	escalation	NOUN
hls-13213	128	28	in	in	ADP
hls-13213	128	29	the	the	DET
hls-13213	128	30	occurrence	occurrence	NOUN
hls-13213	128	31	of	of	ADP
hls-13213	128	32	eos	eos	PROPN
hls-13213	128	33	.	.	PUNCT
hls-13213	129	1	it	it	PRON
hls-13213	129	2	concluded	conclude	VERB
hls-13213	129	3	that	that	SCONJ
hls-13213	129	4	the	the	DET
hls-13213	129	5	calculator	calculator	NOUN
hls-13213	129	6	represents	represent	VERB
hls-13213	129	7	a	a	DET
hls-13213	129	8	valuable	valuable	ADJ
hls-13213	129	9	decision	decision	NOUN
hls-13213	129	10	-	-	PUNCT
hls-13213	129	11	making	make	VERB
hls-13213	129	12	instrument	instrument	NOUN
hls-13213	129	13	that	that	PRON
hls-13213	129	14	can	can	AUX
hls-13213	129	15	be	be	AUX
hls-13213	129	16	judiciously	judiciously	ADV
hls-13213	129	17	applied	apply	VERB
hls-13213	129	18	with	with	ADP
hls-13213	129	19	comprehensive	comprehensive	ADJ
hls-13213	129	20	clinical	clinical	ADJ
hls-13213	129	21	evaluation	evaluation	NOUN
hls-13213	129	22	.	.	PUNCT
hls-13213	130	1	leonardi	leonardi	PROPN
hls-13213	130	2	et	et	PROPN
hls-13213	130	3	al.38	al.38	PROPN
hls-13213	130	4	sought	seek	VERB
hls-13213	130	5	to	to	PART
hls-13213	130	6	determine	determine	VERB
hls-13213	130	7	the	the	DET
hls-13213	130	8	effectiveness	effectiveness	NOUN
hls-13213	130	9	of	of	ADP
hls-13213	130	10	the	the	DET
hls-13213	130	11	src	src	NOUN
hls-13213	130	12	in	in	ADP
hls-13213	130	13	decreasing	decrease	VERB
hls-13213	130	14	antibiotic	antibiotic	ADJ
hls-13213	130	15	use	use	NOUN
hls-13213	130	16	.	.	PUNCT
hls-13213	131	1	the	the	DET
hls-13213	131	2	findings	finding	NOUN
hls-13213	131	3	indicated	indicate	VERB
hls-13213	131	4	that	that	SCONJ
hls-13213	131	5	the	the	DET
hls-13213	131	6	src	src	NOUN
hls-13213	131	7	could	could	AUX
hls-13213	131	8	reduce	reduce	VERB
hls-13213	131	9	the	the	DET
hls-13213	131	10	number	number	NOUN
hls-13213	131	11	of	of	ADP
hls-13213	131	12	newborns	newborn	NOUN
hls-13213	131	13	receiving	receive	VERB
hls-13213	131	14	antibiotics	antibiotic	NOUN
hls-13213	131	15	by	by	ADP
hls-13213	131	16	64.5	64.5	NUM
hls-13213	131	17	%	%	NOUN
hls-13213	131	18	.	.	PUNCT
hls-13213	132	1	the	the	DET
hls-13213	132	2	neonatal	neonatal	ADJ
hls-13213	132	3	earlyonset	earlyonset	NOUN
hls-13213	132	4	sepsis	sepsis	NOUN
hls-13213	132	5	calculator	calculator	NOUN
hls-13213	132	6	represents	represent	VERB
hls-13213	132	7	an	an	DET
hls-13213	132	8	innovative	innovative	ADJ
hls-13213	132	9	approach	approach	NOUN
hls-13213	132	10	to	to	ADP
hls-13213	132	11	antibiotic	antibiotic	ADJ
hls-13213	132	12	stewardship	stewardship	NOUN
hls-13213	132	13	in	in	ADP
hls-13213	132	14	newborns	newborn	NOUN
hls-13213	132	15	.	.	PUNCT
hls-13213	133	1	its	its	PRON
hls-13213	133	2	implementation	implementation	NOUN
hls-13213	133	3	has	have	AUX
hls-13213	133	4	shown	show	VERB
hls-13213	133	5	promise	promise	NOUN
hls-13213	133	6	in	in	ADP
hls-13213	133	7	reducing	reduce	VERB
hls-13213	133	8	empiric	empiric	ADJ
hls-13213	133	9	antibiotic	antibiotic	ADJ
hls-13213	133	10	usage	usage	NOUN
hls-13213	133	11	for	for	ADP
hls-13213	133	12	suspected	suspect	VERB
hls-13213	133	13	eos	eos	PROPN
hls-13213	133	14	in	in	ADP
hls-13213	133	15	neonates	neonate	NOUN
hls-13213	133	16	.	.	PUNCT
hls-13213	134	1	the	the	DET
hls-13213	134	2	research	research	NOUN
hls-13213	134	3	mentioned	mention	VERB
hls-13213	134	4	above	above	ADV
hls-13213	134	5	by	by	ADP
hls-13213	134	6	beavers	beaver	NOUN
hls-13213	134	7	et	et	PROPN
hls-13213	134	8	al.32	al.32	PROPN
hls-13213	134	9	studied	study	VERB
hls-13213	134	10	the	the	DET
hls-13213	134	11	impact	impact	NOUN
hls-13213	134	12	of	of	ADP
hls-13213	134	13	using	use	VERB
hls-13213	134	14	eos	eos	PROPN
hls-13213	134	15	calculators	calculator	NOUN
hls-13213	134	16	using	use	VERB
hls-13213	134	17	predictive	predictive	ADJ
hls-13213	134	18	methods	method	NOUN
hls-13213	134	19	on	on	ADP
hls-13213	134	20	treatment	treatment	NOUN
hls-13213	134	21	cost	cost	NOUN
hls-13213	134	22	.	.	PUNCT
hls-13213	135	1	they	they	PRON
hls-13213	135	2	concluded	conclude	VERB
hls-13213	135	3	that	that	SCONJ
hls-13213	135	4	since	since	SCONJ
hls-13213	135	5	the	the	DET
hls-13213	135	6	implementation	implementation	NOUN
hls-13213	135	7	of	of	ADP
hls-13213	135	8	the	the	DET
hls-13213	135	9	eos	eos	PROPN
hls-13213	135	10	risk	risk	NOUN
hls-13213	135	11	calculator	calculator	NOUN
hls-13213	135	12	,	,	PUNCT
hls-13213	135	13	there	there	PRON
hls-13213	135	14	has	have	AUX
hls-13213	135	15	been	be	AUX
hls-13213	135	16	a	a	DET
hls-13213	135	17	significant	significant	ADJ
hls-13213	135	18	decrease	decrease	NOUN
hls-13213	135	19	in	in	ADP
hls-13213	135	20	nicu	nicu	NOUN
hls-13213	135	21	admission	admission	NOUN
hls-13213	135	22	rates	rate	NOUN
hls-13213	135	23	for	for	ADP
hls-13213	135	24	neonates	neonate	NOUN
hls-13213	135	25	born	bear	VERB
hls-13213	135	26	to	to	ADP
hls-13213	135	27	mothers	mother	NOUN
hls-13213	135	28	with	with	ADP
hls-13213	135	29	chorioamnionitis	chorioamnionitis	PROPN
hls-13213	135	30	,	,	PUNCT
hls-13213	135	31	dropping	drop	VERB
hls-13213	135	32	from	from	ADP
hls-13213	135	33	91	91	NUM
hls-13213	135	34	%	%	NOUN
hls-13213	135	35	to	to	ADP
hls-13213	135	36	37	37	NUM
hls-13213	135	37	%	%	NOUN
hls-13213	135	38	.	.	PUNCT
hls-13213	136	1	additionally	additionally	ADV
hls-13213	136	2	,	,	PUNCT
hls-13213	136	3	there	there	PRON
hls-13213	136	4	has	have	AUX
hls-13213	136	5	been	be	AUX
hls-13213	136	6	a	a	DET
hls-13213	136	7	noteworthy	noteworthy	ADJ
hls-13213	136	8	reduction	reduction	NOUN
hls-13213	136	9	in	in	ADP
hls-13213	136	10	the	the	DET
hls-13213	136	11	number	number	NOUN
hls-13213	136	12	of	of	ADP
hls-13213	136	13	blood	blood	NOUN
hls-13213	136	14	cultures	culture	NOUN
hls-13213	136	15	drawn	draw	VERB
hls-13213	136	16	and	and	CCONJ
hls-13213	136	17	the	the	DET
hls-13213	136	18	administration	administration	NOUN
hls-13213	136	19	of	of	ADP
hls-13213	136	20	antibiotics	antibiotic	NOUN
hls-13213	136	21	in	in	ADP
hls-13213	136	22	this	this	DET
hls-13213	136	23	patient	patient	ADJ
hls-13213	136	24	population	population	NOUN
hls-13213	136	25	.	.	PUNCT
hls-13213	137	1	specifically	specifically	ADV
hls-13213	137	2	,	,	PUNCT
hls-13213	137	3	the	the	DET
hls-13213	137	4	rate	rate	NOUN
hls-13213	137	5	of	of	ADP
hls-13213	137	6	antibiotic	antibiotic	ADJ
hls-13213	137	7	administration	administration	NOUN
hls-13213	137	8	decreased	decrease	VERB
hls-13213	137	9	from	from	ADP
hls-13213	137	10	92	92	NUM
hls-13213	137	11	%	%	NOUN
hls-13213	137	12	to	to	PART
hls-13213	137	13	50	50	NUM
hls-13213	137	14	%	%	NOUN
hls-13213	137	15	,	,	PUNCT
hls-13213	137	16	while	while	SCONJ
hls-13213	137	17	the	the	DET
hls-13213	137	18	number	number	NOUN
hls-13213	137	19	of	of	ADP
hls-13213	137	20	blood	blood	NOUN
hls-13213	137	21	cultures	culture	NOUN
hls-13213	137	22	drawn	draw	VERB
hls-13213	137	23	decreased	decrease	VERB
hls-13213	137	24	from	from	ADP
hls-13213	137	25	94	94	NUM
hls-13213	137	26	%	%	NOUN
hls-13213	137	27	to	to	PART
hls-13213	137	28	37	37	NUM
hls-13213	137	29	%	%	NOUN
hls-13213	137	30	.	.	PUNCT
hls-13213	138	1	moreover	moreover	ADV
hls-13213	138	2	,	,	PUNCT
hls-13213	138	3	there	there	PRON
hls-13213	138	4	have	have	AUX
hls-13213	138	5	been	be	AUX
hls-13213	138	6	substantial	substantial	ADJ
hls-13213	138	7	decreases	decrease	NOUN
hls-13213	138	8	in	in	ADP
hls-13213	138	9	total	total	ADJ
hls-13213	138	10	charges	charge	NOUN
hls-13213	138	11	,	,	PUNCT
hls-13213	138	12	total	total	ADJ
hls-13213	138	13	bed	bed	NOUN
hls-13213	138	14	charges	charge	NOUN
hls-13213	138	15	,	,	PUNCT
hls-13213	138	16	and	and	CCONJ
hls-13213	138	17	length	length	NOUN
hls-13213	138	18	of	of	ADP
hls-13213	138	19	stay	stay	NOUN
hls-13213	138	20	,	,	PUNCT
hls-13213	138	21	resulting	result	VERB
hls-13213	138	22	in	in	ADP
hls-13213	138	23	an	an	DET
hls-13213	138	24	overall	overall	ADJ
hls-13213	138	25	58	58	NUM
hls-13213	138	26	%	%	NOUN
hls-13213	138	27	reduction	reduction	NOUN
hls-13213	138	28	in	in	ADP
hls-13213	138	29	the	the	DET
hls-13213	138	30	cost	cost	NOUN
hls-13213	138	31	of	of	ADP
hls-13213	138	32	treatment	treatment	NOUN
hls-13213	138	33	.	.	PUNCT
hls-13213	139	1	a	a	DET
hls-13213	139	2	study	study	NOUN
hls-13213	139	3	by	by	ADP
hls-13213	139	4	achten	achten	PROPN
hls-13213	139	5	et	et	PROPN
hls-13213	139	6	al.39	al.39	PROPN
hls-13213	139	7	evaluated	evaluate	VERB
hls-13213	139	8	the	the	DET
hls-13213	139	9	impact	impact	NOUN
hls-13213	139	10	of	of	ADP
hls-13213	139	11	implementing	implement	VERB
hls-13213	139	12	the	the	DET
hls-13213	139	13	eos	eos	PROPN
hls-13213	139	14	calculator	calculator	NOUN
hls-13213	139	15	on	on	ADP
hls-13213	139	16	healthcare	healthcare	NOUN
hls-13213	139	17	utilization	utilization	NOUN
hls-13213	139	18	and	and	CCONJ
hls-13213	139	19	financial	financial	ADJ
hls-13213	139	20	costs	cost	NOUN
hls-13213	139	21	associated	associate	VERB
hls-13213	139	22	with	with	ADP
hls-13213	139	23	suspected	suspect	VERB
hls-13213	139	24	sepsis	sepsis	NOUN
hls-13213	139	25	.	.	PUNCT
hls-13213	140	1	the	the	DET
hls-13213	140	2	findings	finding	NOUN
hls-13213	140	3	indicate	indicate	VERB
hls-13213	140	4	that	that	SCONJ
hls-13213	140	5	implementing	implement	VERB
hls-13213	140	6	the	the	DET
hls-13213	140	7	eos	eos	PROPN
hls-13213	140	8	calculator	calculator	NOUN
hls-13213	140	9	significantly	significantly	ADV
hls-13213	140	10	reduced	reduce	VERB
hls-13213	140	11	eos	eos	PROPN
hls-13213	140	12	-	-	PUNCT
hls-13213	140	13	related	relate	VERB
hls-13213	140	14	laboratory	laboratory	NOUN
hls-13213	140	15	tests	test	NOUN
hls-13213	140	16	and	and	CCONJ
hls-13213	140	17	antibiotic	antibiotic	ADJ
hls-13213	140	18	usage	usage	NOUN
hls-13213	140	19	by	by	ADP
hls-13213	140	20	at	at	ADV
hls-13213	140	21	least	least	ADV
hls-13213	140	22	4.1	4.1	NUM
hls-13213	140	23	%	%	NOUN
hls-13213	140	24	.	.	PUNCT
hls-13213	141	1	furthermore	furthermore	ADV
hls-13213	141	2	,	,	PUNCT
hls-13213	141	3	there	there	PRON
hls-13213	141	4	was	be	VERB
hls-13213	141	5	a	a	DET
hls-13213	141	6	discernible	discernible	ADJ
hls-13213	141	7	decrease	decrease	NOUN
hls-13213	141	8	in	in	ADP
hls-13213	141	9	the	the	DET
hls-13213	141	10	mean	mean	ADJ
hls-13213	141	11	length	length	NOUN
hls-13213	141	12	of	of	ADP
hls-13213	141	13	hospital	hospital	NOUN
hls-13213	141	14	stay	stay	NOUN
hls-13213	141	15	and	and	CCONJ
hls-13213	141	16	lower	low	ADJ
hls-13213	141	17	eos	eos	PROPN
hls-13213	141	18	-	-	PUNCT
hls-13213	141	19	related	relate	VERB
hls-13213	141	20	financial	financial	ADJ
hls-13213	141	21	costs	cost	NOUN
hls-13213	141	22	following	follow	VERB
hls-13213	141	23	the	the	DET
hls-13213	141	24	implementation	implementation	NOUN
hls-13213	141	25	,	,	PUNCT
hls-13213	141	26	particularly	particularly	ADV
hls-13213	141	27	among	among	ADP
hls-13213	141	28	term	term	NOUN
hls-13213	141	29	newborns	newborn	NOUN
hls-13213	141	30	.	.	PUNCT
hls-13213	142	1	however	however	ADV
hls-13213	142	2	,	,	PUNCT
hls-13213	142	3	these	these	DET
hls-13213	142	4	benefits	benefit	NOUN
hls-13213	142	5	were	be	AUX
hls-13213	142	6	less	less	ADV
hls-13213	142	7	pronounced	pronounced	ADJ
hls-13213	142	8	among	among	ADP
hls-13213	142	9	preterm	preterm	ADJ
hls-13213	142	10	newborns	newborn	NOUN
hls-13213	142	11	.	.	PUNCT
hls-13213	143	1	the	the	DET
hls-13213	143	2	research	research	NOUN
hls-13213	143	3	by	by	ADP
hls-13213	143	4	guan	guan	PROPN
hls-13213	143	5	et	et	PROPN
hls-13213	143	6	al.40	al.40	PROPN
hls-13213	143	7	examined	examine	VERB
hls-13213	143	8	resource	resource	NOUN
hls-13213	143	9	utilization	utilization	NOUN
hls-13213	143	10	and	and	CCONJ
hls-13213	143	11	costs	cost	NOUN
hls-13213	143	12	associated	associate	VERB
hls-13213	143	13	with	with	ADP
hls-13213	143	14	three	three	NUM
hls-13213	143	15	different	different	ADJ
hls-13213	143	16	screening	screening	NOUN
hls-13213	143	17	approaches	approach	NOUN
hls-13213	143	18	for	for	ADP
hls-13213	143	19	eos	eos	PROPN
hls-13213	143	20	in	in	ADP
hls-13213	143	21	infants	infant	NOUN
hls-13213	143	22	born	bear	VERB
hls-13213	143	23	at	at	ADP
hls-13213	143	24	35	35	NUM
hls-13213	143	25	weeks	week	NOUN
hls-13213	143	26	of	of	ADP
hls-13213	143	27	gestational	gestational	ADJ
hls-13213	143	28	age	age	NOUN
hls-13213	143	29	.	.	PUNCT
hls-13213	144	1	the	the	DET
hls-13213	144	2	study	study	NOUN
hls-13213	144	3	concluded	conclude	VERB
hls-13213	144	4	that	that	SCONJ
hls-13213	144	5	the	the	DET
hls-13213	144	6	neonatal	neonatal	ADJ
hls-13213	144	7	sepsis	sepsis	NOUN
hls-13213	144	8	calculator	calculator	NOUN
hls-13213	144	9	and	and	CCONJ
hls-13213	144	10	enhanced	enhance	VERB
hls-13213	144	11	clinical	clinical	ADJ
hls-13213	144	12	observation	observation	NOUN
hls-13213	144	13	methods	method	NOUN
hls-13213	144	14	show	show	VERB
hls-13213	144	15	potential	potential	ADJ
hls-13213	144	16	as	as	ADP
hls-13213	144	17	superior	superior	ADJ
hls-13213	144	18	options	option	NOUN
hls-13213	144	19	compared	compare	VERB
hls-13213	144	20	to	to	ADP
hls-13213	144	21	categorical	categorical	ADJ
hls-13213	144	22	risk	risk	NOUN
hls-13213	144	23	assessment	assessment	NOUN
hls-13213	144	24	.	.	PUNCT
hls-13213	145	1	this	this	PRON
hls-13213	145	2	is	be	AUX
hls-13213	145	3	attributed	attribute	VERB
hls-13213	145	4	to	to	ADP
hls-13213	145	5	their	their	PRON
hls-13213	145	6	potential	potential	NOUN
hls-13213	145	7	to	to	PART
hls-13213	145	8	decrease	decrease	VERB
hls-13213	145	9	the	the	DET
hls-13213	145	10	number	number	NOUN
hls-13213	145	11	of	of	ADP
hls-13213	145	12	infants	infant	NOUN
hls-13213	145	13	requiring	require	VERB
hls-13213	145	14	intervention	intervention	NOUN
hls-13213	145	15	,	,	PUNCT
hls-13213	145	16	reducing	reduce	VERB
hls-13213	145	17	antibiotic	antibiotic	ADJ
hls-13213	145	18	exposure	exposure	NOUN
hls-13213	145	19	and	and	CCONJ
hls-13213	145	20	associated	associate	VERB
hls-13213	145	21	costs	cost	NOUN
hls-13213	145	22	by	by	ADP
hls-13213	145	23	at	at	ADV
hls-13213	145	24	least	least	ADV
hls-13213	145	25	46	46	NUM
hls-13213	145	26	%	%	NOUN
hls-13213	145	27	.	.	PUNCT
hls-13213	146	1	conclusions	conclusion	NOUN
hls-13213	146	2	this	this	DET
hls-13213	146	3	research	research	NOUN
hls-13213	146	4	article	article	NOUN
hls-13213	146	5	explores	explore	VERB
hls-13213	146	6	the	the	DET
hls-13213	146	7	practical	practical	ADJ
hls-13213	146	8	application	application	NOUN
hls-13213	146	9	of	of	ADP
hls-13213	146	10	predictive	predictive	ADJ
hls-13213	146	11	analytics	analytic	NOUN
hls-13213	146	12	techniques	technique	NOUN
hls-13213	146	13	for	for	ADP
hls-13213	146	14	efficiently	efficiently	ADV
hls-13213	146	15	managing	manage	VERB
hls-13213	146	16	neonatal	neonatal	ADJ
hls-13213	146	17	sepsis	sepsis	NOUN
hls-13213	146	18	diagnosis	diagnosis	NOUN
hls-13213	146	19	.	.	PUNCT
hls-13213	147	1	the	the	DET
hls-13213	147	2	review	review	NOUN
hls-13213	147	3	demonstrates	demonstrate	VERB
hls-13213	147	4	that	that	SCONJ
hls-13213	147	5	these	these	DET
hls-13213	147	6	techniques	technique	NOUN
hls-13213	147	7	have	have	VERB
hls-13213	147	8	significant	significant	ADJ
hls-13213	147	9	potential	potential	NOUN
hls-13213	147	10	to	to	PART
hls-13213	147	11	accurately	accurately	ADV
hls-13213	147	12	diagnose	diagnose	VERB
hls-13213	147	13	and	and	CCONJ
hls-13213	147	14	treat	treat	VERB
hls-13213	147	15	sepsis	sepsis	NOUN
hls-13213	147	16	before	before	SCONJ
hls-13213	147	17	symptoms	symptom	NOUN
hls-13213	147	18	appear	appear	VERB
hls-13213	147	19	,	,	PUNCT
hls-13213	147	20	which	which	PRON
hls-13213	147	21	can	can	AUX
hls-13213	147	22	significantly	significantly	ADV
hls-13213	147	23	reduce	reduce	VERB
hls-13213	147	24	antibiotic	antibiotic	ADJ
hls-13213	147	25	usage	usage	NOUN
hls-13213	147	26	and	and	CCONJ
hls-13213	147	27	lower	low	ADJ
hls-13213	147	28	costs	cost	NOUN
hls-13213	147	29	associated	associate	VERB
hls-13213	147	30	with	with	ADP
hls-13213	147	31	laboratory	laboratory	NOUN
hls-13213	147	32	testing	testing	NOUN
hls-13213	147	33	,	,	PUNCT
hls-13213	147	34	nicu	nicu	PROPN
hls-13213	147	35	stays	stay	VERB
hls-13213	147	36	,	,	PUNCT
hls-13213	147	37	and	and	CCONJ
hls-13213	147	38	other	other	ADJ
hls-13213	147	39	related	related	ADJ
hls-13213	147	40	expenses	expense	NOUN
hls-13213	147	41	.	.	PUNCT
hls-13213	148	1	however	however	ADV
hls-13213	148	2	,	,	PUNCT
hls-13213	148	3	the	the	DET
hls-13213	148	4	current	current	ADJ
hls-13213	148	5	body	body	NOUN
hls-13213	148	6	of	of	ADP
hls-13213	148	7	research	research	NOUN
hls-13213	148	8	lacks	lack	VERB
hls-13213	148	9	comprehensive	comprehensive	ADJ
hls-13213	148	10	studies	study	NOUN
hls-13213	148	11	focusing	focus	VERB
hls-13213	148	12	on	on	ADP
hls-13213	148	13	how	how	SCONJ
hls-13213	148	14	predictive	predictive	ADJ
hls-13213	148	15	analytics	analytic	NOUN
hls-13213	148	16	can	can	AUX
hls-13213	148	17	assist	assist	VERB
hls-13213	148	18	healthcare	healthcare	NOUN
hls-13213	148	19	providers	provider	NOUN
hls-13213	148	20	in	in	ADP
hls-13213	148	21	prescribing	prescribe	VERB
hls-13213	148	22	appropriate	appropriate	ADJ
hls-13213	148	23	antibiotics	antibiotic	NOUN
hls-13213	148	24	for	for	ADP
hls-13213	148	25	neonatal	neonatal	ADJ
hls-13213	148	26	sepsis	sepsis	NOUN
hls-13213	148	27	and	and	CCONJ
hls-13213	148	28	other	other	ADJ
hls-13213	148	29	infectious	infectious	ADJ
hls-13213	148	30	diseases	disease	NOUN
hls-13213	148	31	.	.	PUNCT
hls-13213	149	1	this	this	DET
hls-13213	149	2	area	area	NOUN
hls-13213	149	3	is	be	AUX
hls-13213	149	4	still	still	ADV
hls-13213	149	5	in	in	ADP
hls-13213	149	6	its	its	PRON
hls-13213	149	7	early	early	ADJ
hls-13213	149	8	stages	stage	NOUN
hls-13213	149	9	and	and	CCONJ
hls-13213	149	10	requires	require	VERB
hls-13213	149	11	further	further	ADJ
hls-13213	149	12	investigation	investigation	NOUN
hls-13213	149	13	to	to	PART
hls-13213	149	14	validate	validate	VERB
hls-13213	149	15	and	and	CCONJ
hls-13213	149	16	generalize	generalize	VERB
hls-13213	149	17	predictive	predictive	ADJ
hls-13213	149	18	techniques	technique	NOUN
hls-13213	149	19	,	,	PUNCT
hls-13213	149	20	ensuring	ensure	VERB
hls-13213	149	21	their	their	PRON
hls-13213	149	22	consistent	consistent	ADJ
hls-13213	149	23	and	and	CCONJ
hls-13213	149	24	practical	practical	ADJ
hls-13213	149	25	application	application	NOUN
hls-13213	149	26	in	in	ADP
hls-13213	149	27	diagnosing	diagnose	VERB
hls-13213	149	28	and	and	CCONJ
hls-13213	149	29	treating	treat	VERB
hls-13213	149	30	neonatal	neonatal	ADJ
hls-13213	149	31	sepsis	sepsis	NOUN
hls-13213	149	32	.	.	PUNCT
hls-13213	150	1	predictive	predictive	ADJ
hls-13213	150	2	models	model	NOUN
hls-13213	150	3	for	for	ADP
hls-13213	150	4	neonatal	neonatal	ADJ
hls-13213	150	5	sepsis	sepsis	NOUN
hls-13213	150	6	also	also	ADV
hls-13213	150	7	encounter	encounter	VERB
hls-13213	150	8	several	several	ADJ
hls-13213	150	9	limitations	limitation	NOUN
hls-13213	150	10	,	,	PUNCT
hls-13213	150	11	particularly	particularly	ADV
hls-13213	150	12	in	in	ADP
hls-13213	150	13	low	low	ADJ
hls-13213	150	14	-	-	PUNCT
hls-13213	150	15	resource	resource	NOUN
hls-13213	150	16	settings	setting	NOUN
hls-13213	150	17	.	.	PUNCT
hls-13213	151	1	these	these	DET
hls-13213	151	2	challenges	challenge	NOUN
hls-13213	151	3	stem	stem	VERB
hls-13213	151	4	from	from	ADP
hls-13213	151	5	the	the	DET
hls-13213	151	6	need	need	NOUN
hls-13213	151	7	for	for	ADP
hls-13213	151	8	large	large	ADJ
hls-13213	151	9	,	,	PUNCT
hls-13213	151	10	diverse	diverse	ADJ
hls-13213	151	11	datasets	dataset	NOUN
hls-13213	151	12	to	to	PART
hls-13213	151	13	train	train	VERB
hls-13213	151	14	accurate	accurate	ADJ
hls-13213	151	15	models	model	NOUN
hls-13213	151	16	,	,	PUNCT
hls-13213	151	17	which	which	PRON
hls-13213	151	18	can	can	AUX
hls-13213	151	19	be	be	AUX
hls-13213	151	20	challenging	challenge	VERB
hls-13213	151	21	.	.	PUNCT
hls-13213	152	1	significant	significant	ADJ
hls-13213	152	2	computational	computational	ADJ
hls-13213	152	3	power	power	NOUN
hls-13213	152	4	is	be	AUX
hls-13213	152	5	also	also	ADV
hls-13213	152	6	often	often	ADV
hls-13213	152	7	required	require	VERB
hls-13213	152	8	,	,	PUNCT
hls-13213	152	9	which	which	PRON
hls-13213	152	10	may	may	AUX
hls-13213	152	11	not	not	PART
hls-13213	152	12	be	be	AUX
hls-13213	152	13	readily	readily	ADV
hls-13213	152	14	available	available	ADJ
hls-13213	152	15	in	in	ADP
hls-13213	152	16	such	such	ADJ
hls-13213	152	17	environments	environment	NOUN
hls-13213	152	18	.	.	PUNCT
hls-13213	153	1	these	these	DET
hls-13213	153	2	factors	factor	NOUN
hls-13213	153	3	hinder	hinder	VERB
hls-13213	153	4	the	the	DET
hls-13213	153	5	practical	practical	ADJ
hls-13213	153	6	implementation	implementation	NOUN
hls-13213	153	7	of	of	ADP
hls-13213	153	8	these	these	DET
hls-13213	153	9	models	model	NOUN
hls-13213	153	10	for	for	ADP
hls-13213	153	11	identifying	identify	VERB
hls-13213	153	12	early	early	ADJ
hls-13213	153	13	signs	sign	NOUN
hls-13213	153	14	of	of	ADP
hls-13213	153	15	sepsis	sepsis	NOUN
hls-13213	153	16	in	in	ADP
hls-13213	153	17	newborns	newborn	NOUN
hls-13213	153	18	.	.	PUNCT
hls-13213	154	1	by	by	ADP
hls-13213	154	2	advancing	advance	VERB
hls-13213	154	3	and	and	CCONJ
hls-13213	154	4	standardizing	standardize	VERB
hls-13213	154	5	predictive	predictive	ADJ
hls-13213	154	6	analytics	analytic	NOUN
hls-13213	154	7	methods	method	NOUN
hls-13213	154	8	,	,	PUNCT
hls-13213	154	9	clinicians	clinician	NOUN
hls-13213	154	10	and	and	CCONJ
hls-13213	154	11	healthcare	healthcare	NOUN
hls-13213	154	12	professionals	professional	NOUN
hls-13213	154	13	,	,	PUNCT
hls-13213	154	14	especially	especially	ADV
hls-13213	154	15	in	in	ADP
hls-13213	154	16	developing	develop	VERB
hls-13213	154	17	countries	country	NOUN
hls-13213	154	18	and	and	CCONJ
hls-13213	154	19	low	low	ADJ
hls-13213	154	20	-	-	PUNCT
hls-13213	154	21	resource	resource	NOUN
hls-13213	154	22	settings	setting	NOUN
hls-13213	154	23	,	,	PUNCT
hls-13213	154	24	can	can	AUX
hls-13213	154	25	receive	receive	VERB
hls-13213	154	26	substantial	substantial	ADJ
hls-13213	154	27	support	support	NOUN
hls-13213	154	28	in	in	ADP
hls-13213	154	29	efficiently	efficiently	ADV
hls-13213	154	30	managing	manage	VERB
hls-13213	154	31	the	the	DET
hls-13213	154	32	diagnosis	diagnosis	NOUN
hls-13213	154	33	and	and	CCONJ
hls-13213	154	34	treatment	treatment	NOUN
hls-13213	154	35	of	of	ADP
hls-13213	154	36	neonatal	neonatal	ADJ
hls-13213	154	37	sepsis	sepsis	NOUN
hls-13213	154	38	.	.	PUNCT
hls-13213	155	1	references	reference	NOUN
hls-13213	155	2	1	1	NUM
hls-13213	155	3	.	.	PUNCT
hls-13213	155	4	helmbrecht	helmbrecht	PROPN
hls-13213	155	5	ar	ar	PROPN
hls-13213	155	6	,	,	PUNCT
hls-13213	155	7	marfurt	marfurt	PROPN
hls-13213	155	8	s	s	PROPN
hls-13213	155	9	,	,	PUNCT
hls-13213	155	10	chaaban	chaaban	PROPN
hls-13213	155	11	h.	h.	PROPN
hls-13213	155	12	systematic	systematic	PROPN
hls-13213	155	13	review	review	NOUN
hls-13213	155	14	of	of	ADP
hls-13213	155	15	the	the	DET
hls-13213	155	16	effectiveness	effectiveness	NOUN
hls-13213	155	17	of	of	ADP
hls-13213	155	18	the	the	DET
hls-13213	155	19	neonatal	neonatal	ADJ
hls-13213	155	20	early	early	ADJ
hls-13213	155	21	-	-	PUNCT
hls-13213	155	22	onset	onset	NOUN
hls-13213	155	23	sepsis	sepsis	NOUN
hls-13213	155	24	calculator	calculator	NOUN
hls-13213	155	25	.	.	PUNCT
hls-13213	156	1	j	j	PROPN
hls-13213	156	2	perinat	perinat	PROPN
hls-13213	156	3	neonatal	neonatal	PROPN
hls-13213	156	4	nurs	nur	VERB
hls-13213	156	5	2019;33:82	2019;33:82	NUM
hls-13213	156	6	-	-	SYM
hls-13213	156	7	8	8	NUM
hls-13213	156	8	.	.	NOUN
hls-13213	157	1	2	2	NUM
hls-13213	157	2	.	.	X
hls-13213	157	3	singh	singh	PROPN
hls-13213	157	4	m	m	PROPN
hls-13213	157	5	,	,	PUNCT
hls-13213	157	6	narang	narang	PROPN
hls-13213	157	7	a	a	X
hls-13213	157	8	,	,	PUNCT
hls-13213	157	9	bhakoo	bhakoo	NOUN
hls-13213	157	10	on	on	ADV
hls-13213	157	11	.	.	PUNCT
hls-13213	158	1	predictive	predictive	ADJ
hls-13213	158	2	perinatal	perinatal	ADJ
hls-13213	158	3	score	score	NOUN
hls-13213	158	4	in	in	ADP
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hls-13213	159	5	-	-	SYM
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hls-13213	160	2	.	.	X
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hls-13213	160	4	js	js	PROPN
hls-13213	160	5	,	,	PUNCT
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hls-13213	160	7	ra	ra	PROPN
hls-13213	160	8	.	.	PROPN
hls-13213	161	1	sepsis	sepsis	NOUN
hls-13213	161	2	screen	screen	NOUN
hls-13213	161	3	in	in	ADP
hls-13213	161	4	neonates	neonate	NOUN
hls-13213	161	5	with	with	ADP
hls-13213	161	6	evaluation	evaluation	NOUN
hls-13213	161	7	of	of	ADP
hls-13213	161	8	plasma	plasma	NOUN
hls-13213	161	9	fibronectin	fibronectin	NOUN
hls-13213	161	10	.	.	PUNCT
hls-13213	162	1	pediatr	pediatr	ADJ
hls-13213	162	2	infect	infect	VERB
hls-13213	162	3	dis	dis	PROPN
hls-13213	162	4	j	j	PROPN
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hls-13213	162	6	-	-	SYM
hls-13213	162	7	6	6	NUM
hls-13213	162	8	.	.	NOUN
hls-13213	163	1	4	4	NUM
hls-13213	163	2	.	.	X
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hls-13213	163	4	ak	ak	PROPN
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hls-13213	163	9	ali	ali	PROPN
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hls-13213	163	12	khan	khan	PROPN
hls-13213	163	13	ta	ta	PROPN
hls-13213	163	14	.	.	PUNCT
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hls-13213	164	2	associated	associate	VERB
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hls-13213	164	5	in	in	ADP
hls-13213	164	6	newborns	newborn	NOUN
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hls-13213	164	9	infants	infant	NOUN
hls-13213	164	10	in	in	ADP
hls-13213	164	11	developing	develop	VERB
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hls-13213	164	13	.	.	PUNCT
hls-13213	165	1	pediatr	pediatr	PROPN
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hls-13213	165	4	j	j	PROPN
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hls-13213	165	6	:	:	PUNCT
hls-13213	165	7	s10	s10	NOUN
hls-13213	165	8	-	-	PUNCT
hls-13213	165	9	8	8	NUM
hls-13213	165	10	.	.	NOUN
hls-13213	166	1	5	5	NUM
hls-13213	166	2	.	.	X
hls-13213	167	1	mani	mani	PROPN
hls-13213	167	2	s	s	PROPN
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hls-13213	167	6	,	,	PUNCT
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hls-13213	167	9	,	,	PUNCT
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hls-13213	167	11	al	al	PROPN
hls-13213	167	12	.	.	PUNCT
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hls-13213	168	2	decision	decision	NOUN
hls-13213	168	3	support	support	NOUN
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hls-13213	168	8	early	early	ADJ
hls-13213	168	9	detection	detection	NOUN
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hls-13213	168	12	-	-	PUNCT
hls-13213	168	13	onset	onset	NOUN
hls-13213	168	14	neonatal	neonatal	ADJ
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hls-13213	168	16	.	.	PUNCT
hls-13213	169	1	j	j	PROPN
hls-13213	169	2	am	be	AUX
hls-13213	169	3	med	me	VERB
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hls-13213	169	5	assoc	assoc	PROPN
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hls-13213	169	7	-	-	SYM
hls-13213	169	8	36	36	NUM
hls-13213	169	9	.	.	PUNCT
hls-13213	170	1	6	6	NUM
hls-13213	170	2	.	.	X
hls-13213	170	3	sands	sand	NOUN
hls-13213	170	4	k	k	PROPN
hls-13213	170	5	,	,	PUNCT
hls-13213	170	6	spiller	spiller	NOUN
hls-13213	170	7	ob	ob	PROPN
hls-13213	170	8	,	,	PUNCT
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hls-13213	170	11	,	,	PUNCT
hls-13213	170	12	et	et	PROPN
hls-13213	170	13	al	al	PROPN
hls-13213	170	14	.	.	PUNCT
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hls-13213	171	2	-	-	PUNCT
hls-13213	171	3	onset	onset	NOUN
hls-13213	171	4	neonatal	neonatal	ADJ
hls-13213	171	5	sepsis	sepsis	NOUN
hls-13213	171	6	in	in	ADP
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hls-13213	171	8	-	-	PUNCT
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hls-13213	171	11	-	-	PUNCT
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hls-13213	171	13	countries	country	NOUN
hls-13213	171	14	:	:	PUNCT
hls-13213	171	15	current	current	ADJ
hls-13213	171	16	challenges	challenge	NOUN
hls-13213	171	17	and	and	CCONJ
hls-13213	171	18	future	future	ADJ
hls-13213	171	19	opportunities	opportunity	NOUN
hls-13213	171	20	.	.	PUNCT
hls-13213	172	1	infect	infect	VERB
hls-13213	172	2	drug	drug	NOUN
hls-13213	172	3	resist	resist	VERB
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hls-13213	172	5	-	-	SYM
hls-13213	172	6	46	46	NUM
hls-13213	172	7	.	.	PUNCT
hls-13213	173	1	7	7	X
hls-13213	173	2	.	.	X
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hls-13213	173	4	d	d	PROPN
hls-13213	173	5	,	,	PUNCT
hls-13213	173	6	jawad	jawad	PROPN
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hls-13213	173	8	,	,	PUNCT
hls-13213	173	9	ahmad	ahmad	PROPN
hls-13213	173	10	a	a	PRON
hls-13213	173	11	,	,	PUNCT
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hls-13213	173	13	al	al	PROPN
hls-13213	173	14	.	.	PROPN
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hls-13213	173	18	neonatal	neonatal	ADJ
hls-13213	173	19	sepsis	sepsis	NOUN
hls-13213	173	20	in	in	ADP
hls-13213	173	21	low	low	ADJ
hls-13213	173	22	and	and	CCONJ
hls-13213	173	23	middle	middle	ADJ
hls-13213	173	24	income	income	NOUN
hls-13213	173	25	countries	country	NOUN
hls-13213	173	26	.	.	PUNCT
hls-13213	174	1	j	j	PROPN
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hls-13213	174	3	health	health	PROPN
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hls-13213	174	5	.	.	PUNCT
hls-13213	175	1	8	8	NUM
hls-13213	175	2	.	.	X
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hls-13213	175	8	:	:	PUNCT
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hls-13213	175	11	issue	issue	NOUN
hls-13213	175	12	for	for	ADP
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hls-13213	175	14	.	.	PUNCT
hls-13213	176	1	j	j	PROPN
hls-13213	176	2	neonatol	neonatol	VERB
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hls-13213	176	4	-	-	SYM
hls-13213	176	5	11	11	NUM
hls-13213	176	6	.	.	PUNCT
hls-13213	177	1	9	9	X
hls-13213	177	2	.	.	X
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hls-13213	178	2	-	-	PUNCT
hls-13213	178	3	vera	vera	NOUN
hls-13213	178	4	a	a	NOUN
hls-13213	178	5	,	,	PUNCT
hls-13213	178	6	ochoa	ochoa	PROPN
hls-13213	178	7	tj	tj	PROPN
hls-13213	178	8	.	.	PROPN
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hls-13213	178	10	in	in	ADP
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hls-13213	178	14	management	management	NOUN
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hls-13213	178	17	sepsis	sepsis	NOUN
hls-13213	178	18	.	.	PUNCT
hls-13213	179	1	j	j	PROPN
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hls-13213	179	5	-	-	PUNCT
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hls-13213	179	9	.	.	PUNCT
hls-13213	180	1	lakhey	lakhey	PROPN
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hls-13213	180	3	,	,	PUNCT
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hls-13213	180	5	h.	h.	PROPN
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hls-13213	180	7	of	of	ADP
hls-13213	180	8	sepsis	sepsis	NOUN
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hls-13213	180	13	of	of	ADP
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hls-13213	180	15	sepsis	sepsis	NOUN
hls-13213	180	16	.	.	PUNCT
hls-13213	181	1	j	j	PROPN
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hls-13213	181	5	-	-	SYM
hls-13213	181	6	10	10	NUM
hls-13213	181	7	.	.	PUNCT
hls-13213	182	1	11	11	NUM
hls-13213	182	2	.	.	PUNCT
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hls-13213	183	2	s.	s.	PROPN
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hls-13213	183	8	artificial	artificial	ADJ
hls-13213	183	9	intelligence	intelligence	NOUN
hls-13213	183	10	(	(	PUNCT
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hls-13213	183	12	):	):	PUNCT
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hls-13213	183	14	and	and	CCONJ
hls-13213	183	15	how	how	SCONJ
hls-13213	183	16	primary	primary	ADJ
hls-13213	183	17	care	care	NOUN
hls-13213	183	18	should	should	AUX
hls-13213	183	19	lead	lead	VERB
hls-13213	183	20	the	the	DET
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hls-13213	183	22	care	care	NOUN
hls-13213	183	23	ai	ai	PROPN
hls-13213	183	24	revolution	revolution	NOUN
hls-13213	183	25	.	.	PUNCT
hls-13213	184	1	j	j	PROPN
hls-13213	184	2	am	be	AUX
hls-13213	184	3	board	board	PROPN
hls-13213	184	4	fam	fam	PROPN
hls-13213	184	5	med	med	PROPN
hls-13213	184	6	2022;35:175	2022;35:175	PROPN
hls-13213	184	7	-	-	SYM
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hls-13213	184	9	.	.	PUNCT
hls-13213	185	1	12	12	NUM
hls-13213	185	2	.	.	PUNCT
hls-13213	186	1	van	van	PROPN
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hls-13213	186	11	et	et	PROPN
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hls-13213	187	2	analytics	analytic	NOUN
hls-13213	187	3	in	in	ADP
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hls-13213	187	5	care	care	NOUN
hls-13213	187	6	:	:	PUNCT
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hls-13213	187	11	it	it	PRON
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hls-13213	187	14	.	.	PUNCT
hls-13213	188	1	j	j	PROPN
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hls-13213	188	7	-	-	SYM
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hls-13213	188	11	.	.	PUNCT
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hls-13213	189	3	,	,	PUNCT
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hls-13213	189	8	le	le	PROPN
hls-13213	189	9	,	,	PUNCT
hls-13213	189	10	et	et	PROPN
hls-13213	189	11	al	al	PROPN
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hls-13213	189	19	the	the	DET
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hls-13213	189	21	in	in	ADP
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hls-13213	189	23	admitted	admit	VERB
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hls-13213	190	1	j	j	PROPN
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hls-13213	190	4	2024;30:141	2024;30:141	NOUN
hls-13213	190	5	-	-	SYM
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hls-13213	190	7	.	.	NOUN
hls-13213	190	8	14	14	NUM
hls-13213	190	9	.	.	PUNCT
hls-13213	191	1	popescu	popescu	PROPN
hls-13213	191	2	cr	cr	PROPN
hls-13213	191	3	,	,	PUNCT
hls-13213	191	4	cavanagh	cavanagh	PROPN
hls-13213	191	5	mm	mm	PROPN
hls-13213	191	6	,	,	PUNCT
hls-13213	191	7	tembo	tembo	PROPN
hls-13213	191	8	b	b	PROPN
hls-13213	191	9	,	,	PUNCT
hls-13213	191	10	et	et	PROPN
hls-13213	191	11	al	al	PROPN
hls-13213	191	12	.	.	PROPN
hls-13213	191	13	neonatal	neonatal	ADJ
hls-13213	191	14	sepsis	sepsis	NOUN
hls-13213	191	15	in	in	ADP
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hls-13213	191	17	-	-	PUNCT
hls-13213	191	18	income	income	NOUN
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hls-13213	191	20	:	:	PUNCT
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hls-13213	191	22	,	,	PUNCT
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hls-13213	191	26	.	.	PUNCT
hls-13213	192	1	expert	expert	NOUN
hls-13213	192	2	rev	rev	VERB
hls-13213	192	3	anti	anti	ADJ
hls-13213	192	4	infect	infect	VERB
hls-13213	192	5	ther	ther	ADV
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hls-13213	192	7	-	-	SYM
hls-13213	192	8	52	52	NUM
hls-13213	192	9	.	.	NOUN
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hls-13213	193	2	.	.	PUNCT
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hls-13213	193	4	w	w	PROPN
hls-13213	193	5	,	,	PUNCT
hls-13213	193	6	jung	jung	PROPN
hls-13213	193	7	sy	sy	PROPN
hls-13213	193	8	,	,	PUNCT
hls-13213	193	9	baek	baek	NOUN
hls-13213	193	10	h	h	PROPN
hls-13213	193	11	,	,	PUNCT
hls-13213	193	12	et	et	PROPN
hls-13213	193	13	al	al	PROPN
hls-13213	193	14	.	.	PUNCT
hls-13213	194	1	a	a	DET
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hls-13213	194	3	model	model	NOUN
hls-13213	194	4	based	base	VERB
hls-13213	194	5	on	on	ADP
hls-13213	194	6	machine	machine	NOUN
hls-13213	194	7	learning	learning	NOUN
hls-13213	194	8	for	for	ADP
hls-13213	194	9	the	the	DET
hls-13213	194	10	early	early	ADJ
hls-13213	194	11	detection	detection	NOUN
hls-13213	194	12	of	of	ADP
hls-13213	194	13	late	late	ADJ
hls-13213	194	14	-	-	PUNCT
hls-13213	194	15	onset	onset	NOUN
hls-13213	194	16	neonatal	neonatal	ADJ
hls-13213	194	17	sepsis	sepsis	NOUN
hls-13213	194	18	:	:	PUNCT
hls-13213	194	19	development	development	NOUN
hls-13213	194	20	and	and	CCONJ
hls-13213	194	21	observational	observational	ADJ
hls-13213	194	22	study	study	NOUN
hls-13213	194	23	.	.	PUNCT
hls-13213	195	1	jmir	jmir	PROPN
hls-13213	195	2	med	med	PROPN
hls-13213	195	3	inform	inform	VERB
hls-13213	195	4	2020;8	2020;8	NOUN
hls-13213	195	5	:	:	PUNCT
hls-13213	195	6	e15965	e15965	NOUN
hls-13213	195	7	.	.	PUNCT
hls-13213	196	1	16	16	NUM
hls-13213	196	2	.	.	PUNCT
hls-13213	196	3	schelonka	schelonka	PROPN
hls-13213	196	4	rl	rl	PROPN
hls-13213	196	5	,	,	PUNCT
hls-13213	196	6	chai	chai	NOUN
hls-13213	196	7	mk	mk	PROPN
hls-13213	196	8	,	,	PUNCT
hls-13213	196	9	yoder	yoder	PROPN
hls-13213	196	10	ba	ba	PROPN
hls-13213	196	11	,	,	PUNCT
hls-13213	196	12	et	et	PROPN
hls-13213	196	13	al	al	PROPN
hls-13213	196	14	.	.	PROPN
hls-13213	197	1	volume	volume	NOUN
hls-13213	197	2	of	of	ADP
hls-13213	197	3	blood	blood	NOUN
hls-13213	197	4	required	require	VERB
hls-13213	197	5	to	to	PART
hls-13213	197	6	detect	detect	VERB
hls-13213	197	7	common	common	ADJ
hls-13213	197	8	neonatal	neonatal	ADJ
hls-13213	197	9	pathogens	pathogen	NOUN
hls-13213	197	10	.	.	PUNCT
hls-13213	198	1	j	j	PROPN
hls-13213	198	2	pediatr	pediatr	PROPN
hls-13213	198	3	1996;129:275	1996;129:275	NUM
hls-13213	198	4	-	-	SYM
hls-13213	198	5	8	8	NUM
hls-13213	198	6	.	.	PUNCT
hls-13213	198	7	17	17	NUM
hls-13213	198	8	.	.	PUNCT
hls-13213	199	1	hammerschlag	hammerschlag	PROPN
hls-13213	199	2	mr	mr	PROPN
hls-13213	199	3	,	,	PUNCT
hls-13213	199	4	klein	klein	PROPN
hls-13213	199	5	jo	jo	PROPN
hls-13213	199	6	,	,	PUNCT
hls-13213	199	7	herschel	herschel	PROPN
hls-13213	199	8	m	m	PROPN
hls-13213	199	9	,	,	PUNCT
hls-13213	199	10	et	et	PROPN
hls-13213	199	11	al	al	PROPN
hls-13213	199	12	.	.	PUNCT
hls-13213	199	13	patterns	pattern	NOUN
hls-13213	199	14	of	of	ADP
hls-13213	199	15	use	use	NOUN
hls-13213	199	16	of	of	ADP
hls-13213	199	17	antibiotics	antibiotic	NOUN
hls-13213	199	18	in	in	ADP
hls-13213	199	19	two	two	NUM
hls-13213	199	20	newborn	newborn	ADJ
hls-13213	199	21	nurseries	nursery	NOUN
hls-13213	199	22	.	.	PUNCT
hls-13213	200	1	n	n	PRON
hls-13213	200	2	engl	engl	PROPN
hls-13213	200	3	j	j	PROPN
hls-13213	200	4	med	me	VERB
hls-13213	200	5	1977;296:1268	1977;296:1268	NUM
hls-13213	200	6	-	-	SYM
hls-13213	200	7	9	9	NUM
hls-13213	200	8	.	.	PUNCT
hls-13213	200	9	special	special	ADJ
hls-13213	200	10	issue	issue	NOUN
hls-13213	200	11	pathways	pathway	NOUN
hls-13213	200	12	of	of	ADP
hls-13213	200	13	change	change	NOUN
hls-13213	201	1	[	[	X
hls-13213	201	2	healthcare	healthcare	NOUN
hls-13213	201	3	in	in	ADP
hls-13213	201	4	low	low	ADJ
hls-13213	201	5	-	-	PUNCT
hls-13213	201	6	resource	resource	NOUN
hls-13213	201	7	settings	setting	NOUN
hls-13213	201	8	2025;13(s1):13213	2025;13(s1):13213	NUM
hls-13213	201	9	]	]	PUNCT
hls-13213	202	1	[	[	X
hls-13213	202	2	page	page	NOUN
hls-13213	202	3	141	141	NUM
hls-13213	202	4	]	]	SYM
hls-13213	202	5	18	18	NUM
hls-13213	202	6	.	.	PUNCT
hls-13213	202	7	masino	masino	PROPN
hls-13213	202	8	aj	aj	PROPN
hls-13213	202	9	,	,	PUNCT
hls-13213	202	10	harris	harris	PROPN
hls-13213	202	11	mc	mc	PROPN
hls-13213	202	12	,	,	PUNCT
hls-13213	202	13	forsyth	forsyth	PROPN
hls-13213	202	14	d	d	PROPN
hls-13213	202	15	,	,	PUNCT
hls-13213	202	16	et	et	PROPN
hls-13213	202	17	al	al	PROPN
hls-13213	202	18	.	.	PROPN
hls-13213	202	19	machine	machine	NOUN
hls-13213	202	20	learning	learning	NOUN
hls-13213	202	21	models	model	NOUN
hls-13213	202	22	for	for	ADP
hls-13213	202	23	early	early	ADJ
hls-13213	202	24	sepsis	sepsis	NOUN
hls-13213	202	25	recognition	recognition	NOUN
hls-13213	202	26	in	in	ADP
hls-13213	202	27	the	the	DET
hls-13213	202	28	neonatal	neonatal	ADJ
hls-13213	202	29	intensive	intensive	ADJ
hls-13213	202	30	care	care	NOUN
hls-13213	202	31	unit	unit	NOUN
hls-13213	202	32	using	use	VERB
hls-13213	202	33	readily	readily	ADV
hls-13213	202	34	available	available	ADJ
hls-13213	202	35	electronic	electronic	ADJ
hls-13213	202	36	health	health	NOUN
hls-13213	202	37	record	record	NOUN
hls-13213	202	38	data	datum	NOUN
hls-13213	202	39	.	.	PUNCT
hls-13213	203	1	plos	plos	PROPN
hls-13213	203	2	one	one	NUM
hls-13213	203	3	2019;14	2019;14	NUM
hls-13213	203	4	:	:	PUNCT
hls-13213	203	5	e0212665	e0212665	NOUN
hls-13213	203	6	.	.	PROPN
hls-13213	203	7	19	19	NUM
hls-13213	203	8	.	.	PUNCT
hls-13213	204	1	sahu	sahu	PROPN
hls-13213	204	2	p	p	PROPN
hls-13213	204	3	,	,	PUNCT
hls-13213	204	4	raj	raj	PROPN
hls-13213	204	5	stanly	stanly	PROPN
hls-13213	204	6	ea	ea	PROPN
hls-13213	204	7	,	,	PUNCT
hls-13213	204	8	simon	simon	PROPN
hls-13213	204	9	lewis	lewis	PROPN
hls-13213	204	10	le	le	PROPN
hls-13213	204	11	,	,	PUNCT
hls-13213	204	12	et	et	PROPN
hls-13213	204	13	al	al	PROPN
hls-13213	204	14	.	.	PROPN
hls-13213	204	15	prediction	prediction	NOUN
hls-13213	204	16	modelling	modelling	NOUN
hls-13213	204	17	in	in	ADP
hls-13213	204	18	the	the	DET
hls-13213	204	19	early	early	ADJ
hls-13213	204	20	detection	detection	NOUN
hls-13213	204	21	of	of	ADP
hls-13213	204	22	neonatal	neonatal	ADJ
hls-13213	204	23	sepsis	sepsis	NOUN
hls-13213	204	24	.	.	PUNCT
hls-13213	205	1	world	world	PROPN
hls-13213	205	2	j	j	PROPN
hls-13213	205	3	pediatr	pediatr	PROPN
hls-13213	205	4	2022:1	2022:1	NUM
hls-13213	205	5	-	-	SYM
hls-13213	205	6	6	6	NUM
hls-13213	205	7	.	.	NOUN
hls-13213	205	8	20	20	NUM
hls-13213	205	9	.	.	PUNCT
hls-13213	206	1	bates	bates	PROPN
hls-13213	206	2	m	m	PROPN
hls-13213	206	3	,	,	PUNCT
hls-13213	206	4	kabwe	kabwe	PROPN
hls-13213	206	5	m	m	PROPN
hls-13213	206	6	,	,	PUNCT
hls-13213	206	7	zumla	zumla	NOUN
hls-13213	206	8	a.	a.	NOUN
hls-13213	206	9	neonatal	neonatal	ADJ
hls-13213	206	10	sepsis	sepsis	NOUN
hls-13213	206	11	and	and	CCONJ
hls-13213	206	12	antibiotic	antibiotic	ADJ
hls-13213	206	13	resistance	resistance	NOUN
hls-13213	206	14	in	in	ADP
hls-13213	206	15	developing	develop	VERB
hls-13213	206	16	countries	country	NOUN
hls-13213	206	17	.	.	PUNCT
hls-13213	207	1	pediatr	pediatr	PROPN
hls-13213	207	2	infect	infect	VERB
hls-13213	207	3	dis	dis	PROPN
hls-13213	207	4	j	j	PROPN
hls-13213	207	5	2014;33:1097	2014;33:1097	NUM
hls-13213	207	6	.	.	PROPN
hls-13213	207	7	21	21	NUM
hls-13213	207	8	.	.	PUNCT
hls-13213	208	1	bethou	bethou	PROPN
hls-13213	208	2	a	a	PROPN
hls-13213	208	3	,	,	PUNCT
hls-13213	208	4	bhat	bhat	PROPN
hls-13213	208	5	bv	bv	PROPN
hls-13213	208	6	.	.	PROPN
hls-13213	208	7	neonatal	neonatal	ADJ
hls-13213	208	8	sepsis	sepsis	NOUN
hls-13213	208	9	—	—	PUNCT
hls-13213	208	10	newer	new	ADJ
hls-13213	208	11	insights	insight	NOUN
hls-13213	208	12	.	.	PUNCT
hls-13213	209	1	indian	indian	PROPN
hls-13213	209	2	j	j	PROPN
hls-13213	209	3	pediatr	pediatr	PROPN
hls-13213	209	4	2022;89:267	2022;89:267	PROPN
hls-13213	209	5	-	-	PUNCT
hls-13213	209	6	73	73	NUM
hls-13213	209	7	.	.	PUNCT
hls-13213	210	1	22	22	NUM
hls-13213	210	2	.	.	PUNCT
hls-13213	211	1	laxminarayan	laxminarayan	PROPN
hls-13213	211	2	r	r	PROPN
hls-13213	211	3	,	,	PUNCT
hls-13213	211	4	duse	duse	NOUN
hls-13213	211	5	a	a	PRON
hls-13213	211	6	,	,	PUNCT
hls-13213	211	7	wattal	wattal	ADJ
hls-13213	211	8	c	c	NOUN
hls-13213	211	9	,	,	PUNCT
hls-13213	211	10	et	et	PROPN
hls-13213	211	11	al	al	PROPN
hls-13213	211	12	.	.	PUNCT
hls-13213	212	1	antibiotic	antibiotic	ADJ
hls-13213	212	2	resistance	resistance	NOUN
hls-13213	212	3	—	—	PUNCT
hls-13213	212	4	the	the	DET
hls-13213	212	5	need	need	NOUN
hls-13213	212	6	for	for	ADP
hls-13213	212	7	global	global	ADJ
hls-13213	212	8	solutions	solution	NOUN
hls-13213	212	9	.	.	PUNCT
hls-13213	213	1	lancet	lancet	PROPN
hls-13213	213	2	infect	infect	PROPN
hls-13213	213	3	dis	dis	PROPN
hls-13213	213	4	2013;13:1057	2013;13:1057	NUM
hls-13213	213	5	-	-	SYM
hls-13213	213	6	98	98	NUM
hls-13213	213	7	.	.	PUNCT
hls-13213	214	1	23	23	NUM
hls-13213	214	2	.	.	X
hls-13213	215	1	güzey	güzey	VERB
hls-13213	215	2	i	i	PRON
hls-13213	215	3	,	,	PUNCT
hls-13213	216	1	uçar	uçar	PROPN
hls-13213	216	2	ö.	ö.	PROPN
hls-13213	216	3	machine	machine	NOUN
hls-13213	216	4	learning	learning	PROPN
hls-13213	216	5	based	base	VERB
hls-13213	216	6	non	non	ADJ
hls-13213	216	7	-	-	ADJ
hls-13213	216	8	invasive	invasive	ADJ
hls-13213	216	9	vital	vital	ADJ
hls-13213	216	10	signs	sign	NOUN
hls-13213	216	11	analysis	analysis	NOUN
hls-13213	216	12	for	for	ADP
hls-13213	216	13	preterm	preterm	NOUN
hls-13213	216	14	sepsis	sepsis	NOUN
hls-13213	216	15	risk	risk	NOUN
hls-13213	216	16	prediction	prediction	NOUN
hls-13213	216	17	.	.	PUNCT
hls-13213	217	1	int	int	PROPN
hls-13213	217	2	j	j	PROPN
hls-13213	217	3	res	res	PROPN
hls-13213	217	4	eng	eng	PROPN
hls-13213	217	5	appl	appl	PROPN
hls-13213	217	6	sci	sci	PROPN
hls-13213	217	7	2018;8	2018;8	NUM
hls-13213	217	8	.	.	PUNCT
hls-13213	218	1	24	24	NUM
hls-13213	218	2	.	.	PUNCT
hls-13213	218	3	cabrera	cabrera	NOUN
hls-13213	218	4	-	-	PUNCT
hls-13213	218	5	quiros	quiros	PROPN
hls-13213	218	6	l	l	NOUN
hls-13213	218	7	,	,	PUNCT
hls-13213	218	8	kommers	kommer	NOUN
hls-13213	218	9	d	d	PROPN
hls-13213	218	10	,	,	PUNCT
hls-13213	218	11	wolvers	wolvers	PROPN
hls-13213	218	12	mk	mk	PROPN
hls-13213	218	13	,	,	PUNCT
hls-13213	218	14	et	et	PROPN
hls-13213	218	15	al	al	PROPN
hls-13213	218	16	.	.	PROPN
hls-13213	218	17	prediction	prediction	NOUN
hls-13213	218	18	of	of	ADP
hls-13213	218	19	late	late	ADJ
hls-13213	218	20	-	-	PUNCT
hls-13213	218	21	onset	onset	NOUN
hls-13213	218	22	sepsis	sepsis	NOUN
hls-13213	218	23	in	in	ADP
hls-13213	218	24	preterm	preterm	ADJ
hls-13213	218	25	infants	infant	NOUN
hls-13213	218	26	using	use	VERB
hls-13213	218	27	monitoring	monitoring	NOUN
hls-13213	218	28	signals	signal	NOUN
hls-13213	218	29	and	and	CCONJ
hls-13213	218	30	machine	machine	NOUN
hls-13213	218	31	learning	learning	NOUN
hls-13213	218	32	.	.	PUNCT
hls-13213	219	1	crit	crit	PROPN
hls-13213	219	2	care	care	PROPN
hls-13213	219	3	explor	explor	PROPN
hls-13213	219	4	2021;3	2021;3	NOUN
hls-13213	219	5	:	:	PUNCT
hls-13213	219	6	e0302	e0302	X
hls-13213	219	7	.	.	PUNCT
hls-13213	220	1	25	25	NUM
hls-13213	220	2	.	.	PUNCT
hls-13213	221	1	kausch	kausch	PROPN
hls-13213	221	2	sl	sl	PROPN
hls-13213	221	3	,	,	PUNCT
hls-13213	221	4	brandberg	brandberg	PROPN
hls-13213	221	5	jg	jg	PROPN
hls-13213	221	6	,	,	PUNCT
hls-13213	221	7	qiu	qiu	PROPN
hls-13213	221	8	j	j	PROPN
hls-13213	221	9	,	,	PUNCT
hls-13213	221	10	et	et	PROPN
hls-13213	221	11	al	al	PROPN
hls-13213	221	12	.	.	PROPN
hls-13213	222	1	cardiorespiratory	cardiorespiratory	PROPN
hls-13213	222	2	signature	signature	NOUN
hls-13213	222	3	of	of	ADP
hls-13213	222	4	neonatal	neonatal	ADJ
hls-13213	222	5	sepsis	sepsis	NOUN
hls-13213	222	6	:	:	PUNCT
hls-13213	222	7	development	development	NOUN
hls-13213	222	8	and	and	CCONJ
hls-13213	222	9	validation	validation	NOUN
hls-13213	222	10	of	of	ADP
hls-13213	222	11	prediction	prediction	NOUN
hls-13213	222	12	models	model	NOUN
hls-13213	222	13	in	in	ADP
hls-13213	222	14	3	3	NUM
hls-13213	222	15	nicus	nicus	NOUN
hls-13213	222	16	.	.	PUNCT
hls-13213	223	1	pediatr	pediatr	ADJ
hls-13213	223	2	res	re	VERB
hls-13213	223	3	2023;93:1913	2023;93:1913	PROPN
hls-13213	223	4	-	-	SYM
hls-13213	223	5	21	21	NUM
hls-13213	223	6	.	.	PUNCT
hls-13213	224	1	26	26	NUM
hls-13213	224	2	.	.	PUNCT
hls-13213	225	1	escobar	escobar	PROPN
hls-13213	225	2	gj	gj	PROPN
hls-13213	225	3	,	,	PUNCT
hls-13213	225	4	puopolo	puopolo	PROPN
hls-13213	225	5	km	km	PROPN
hls-13213	225	6	,	,	PUNCT
hls-13213	225	7	wi	wi	PROPN
hls-13213	225	8	s	s	PROPN
hls-13213	225	9	,	,	PUNCT
hls-13213	225	10	et	et	PROPN
hls-13213	225	11	al	al	PROPN
hls-13213	225	12	.	.	PROPN
hls-13213	225	13	stratification	stratification	NOUN
hls-13213	225	14	of	of	ADP
hls-13213	225	15	risk	risk	NOUN
hls-13213	225	16	of	of	ADP
hls-13213	225	17	early	early	ADJ
hls-13213	225	18	-	-	PUNCT
hls-13213	225	19	onset	onset	NOUN
hls-13213	225	20	sepsis	sepsis	NOUN
hls-13213	225	21	in	in	ADP
hls-13213	225	22	newborns	newborn	NOUN
hls-13213	225	23	≥	≥	NUM
hls-13213	225	24	34	34	NUM
hls-13213	225	25	weeks	week	NOUN
hls-13213	225	26	’	'	PUNCT
hls-13213	225	27	gestation	gestation	NOUN
hls-13213	225	28	.	.	PUNCT
hls-13213	226	1	pediatrics	pediatric	NOUN
hls-13213	226	2	2014;133:30	2014;133:30	NUM
hls-13213	226	3	-	-	SYM
hls-13213	226	4	6	6	NUM
hls-13213	226	5	.	.	NOUN
hls-13213	226	6	27	27	NUM
hls-13213	226	7	.	.	PUNCT
hls-13213	227	1	shakib	shakib	PROPN
hls-13213	227	2	j	j	PROPN
hls-13213	227	3	,	,	PUNCT
hls-13213	227	4	buchi	buchi	PROPN
hls-13213	227	5	k	k	PROPN
hls-13213	227	6	,	,	PUNCT
hls-13213	227	7	smith	smith	PROPN
hls-13213	227	8	e	e	PROPN
hls-13213	227	9	,	,	PUNCT
hls-13213	227	10	young	young	ADJ
hls-13213	227	11	pc	pc	NOUN
hls-13213	227	12	.	.	PUNCT
hls-13213	228	1	management	management	NOUN
hls-13213	228	2	of	of	ADP
hls-13213	228	3	newborns	newborn	NOUN
hls-13213	228	4	born	bear	VERB
hls-13213	228	5	to	to	ADP
hls-13213	228	6	mothers	mother	NOUN
hls-13213	228	7	with	with	ADP
hls-13213	228	8	chorioamnionitis	chorioamnionitis	PROPN
hls-13213	228	9	:	:	PUNCT
hls-13213	228	10	is	be	AUX
hls-13213	228	11	it	it	PRON
hls-13213	228	12	time	time	NOUN
hls-13213	228	13	for	for	ADP
hls-13213	228	14	a	a	DET
hls-13213	228	15	kinder	kind	ADJ
hls-13213	228	16	,	,	PUNCT
hls-13213	228	17	gentler	gentle	ADJ
hls-13213	228	18	approach	approach	NOUN
hls-13213	228	19	?	?	PUNCT
hls-13213	229	1	acad	acad	ADJ
hls-13213	229	2	pediatr	pediatr	ADJ
hls-13213	229	3	2015;15:340	2015;15:340	NUM
hls-13213	229	4	-	-	SYM
hls-13213	229	5	4	4	NUM
hls-13213	229	6	.	.	NOUN
hls-13213	229	7	28	28	NUM
hls-13213	229	8	.	.	PUNCT
hls-13213	230	1	kerste	kerste	PROPN
hls-13213	230	2	m	m	PROPN
hls-13213	230	3	,	,	PUNCT
hls-13213	230	4	corver	corver	PROPN
hls-13213	230	5	j	j	PROPN
hls-13213	230	6	,	,	PUNCT
hls-13213	230	7	sonnevelt	sonnevelt	PROPN
hls-13213	230	8	mc	mc	PROPN
hls-13213	230	9	,	,	PUNCT
hls-13213	230	10	et	et	PROPN
hls-13213	230	11	al	al	PROPN
hls-13213	230	12	.	.	PUNCT
hls-13213	230	13	application	application	NOUN
hls-13213	230	14	of	of	ADP
hls-13213	230	15	sepsis	sepsis	NOUN
hls-13213	230	16	calculator	calculator	NOUN
hls-13213	230	17	in	in	ADP
hls-13213	230	18	newborns	newborn	NOUN
hls-13213	230	19	with	with	ADP
hls-13213	230	20	suspected	suspect	VERB
hls-13213	230	21	infection	infection	NOUN
hls-13213	230	22	.	.	PUNCT
hls-13213	231	1	j	j	PROPN
hls-13213	231	2	maternfetal	maternfetal	ADJ
hls-13213	231	3	neonatal	neonatal	NOUN
hls-13213	231	4	med	me	VERB
hls-13213	231	5	2016;29:3860	2016;29:3860	PROPN
hls-13213	231	6	-	-	SYM
hls-13213	231	7	5	5	NUM
hls-13213	231	8	.	.	NOUN
hls-13213	231	9	29	29	NUM
hls-13213	231	10	.	.	PUNCT
hls-13213	232	1	warren	warren	PROPN
hls-13213	232	2	s	s	PROPN
hls-13213	232	3	,	,	PUNCT
hls-13213	232	4	garcia	garcia	PROPN
hls-13213	232	5	m	m	PROPN
hls-13213	232	6	,	,	PUNCT
hls-13213	232	7	hankins	hankins	PROPN
hls-13213	232	8	c.	c.	PROPN
hls-13213	232	9	impact	impact	NOUN
hls-13213	232	10	of	of	ADP
hls-13213	232	11	neonatal	neonatal	ADJ
hls-13213	232	12	earlyonset	earlyonset	NOUN
hls-13213	232	13	sepsis	sepsis	NOUN
hls-13213	232	14	calculator	calculator	NOUN
hls-13213	232	15	on	on	ADP
hls-13213	232	16	antibiotic	antibiotic	ADJ
hls-13213	232	17	use	use	NOUN
hls-13213	232	18	within	within	ADP
hls-13213	232	19	two	two	NUM
hls-13213	232	20	tertiary	tertiary	ADJ
hls-13213	232	21	healthcare	healthcare	NOUN
hls-13213	232	22	centers	center	NOUN
hls-13213	232	23	.	.	PUNCT
hls-13213	233	1	j	j	PROPN
hls-13213	233	2	perinatol	perinatol	PROPN
hls-13213	233	3	2017;37:394	2017;37:394	NUM
hls-13213	233	4	-	-	SYM
hls-13213	233	5	7	7	NUM
hls-13213	233	6	.	.	NOUN
hls-13213	233	7	30	30	NUM
hls-13213	233	8	.	.	PUNCT
hls-13213	234	1	kuzniewicz	kuzniewicz	NOUN
hls-13213	234	2	mw	mw	PROPN
hls-13213	234	3	,	,	PUNCT
hls-13213	234	4	puopolo	puopolo	NOUN
hls-13213	234	5	km	km	PROPN
hls-13213	234	6	,	,	PUNCT
hls-13213	234	7	fischer	fischer	PROPN
hls-13213	234	8	a	a	PROPN
hls-13213	234	9	,	,	PUNCT
hls-13213	234	10	et	et	PROPN
hls-13213	234	11	al	al	PROPN
hls-13213	234	12	.	.	PUNCT
hls-13213	235	1	a	a	DET
hls-13213	235	2	quantitative	quantitative	ADJ
hls-13213	235	3	,	,	PUNCT
hls-13213	235	4	risk	risk	NOUN
hls-13213	235	5	-	-	PUNCT
hls-13213	235	6	based	base	VERB
hls-13213	235	7	approach	approach	NOUN
hls-13213	235	8	to	to	ADP
hls-13213	235	9	the	the	DET
hls-13213	235	10	management	management	NOUN
hls-13213	235	11	of	of	ADP
hls-13213	235	12	neonatal	neonatal	ADJ
hls-13213	235	13	early	early	ADJ
hls-13213	235	14	-	-	PUNCT
hls-13213	235	15	onset	onset	NOUN
hls-13213	235	16	sepsis	sepsis	NOUN
hls-13213	235	17	.	.	PUNCT
hls-13213	236	1	jama	jama	PROPN
hls-13213	236	2	pediatr	pediatr	PROPN
hls-13213	236	3	2017;171:365	2017;171:365	NUM
hls-13213	236	4	-	-	SYM
hls-13213	236	5	71	71	NUM
hls-13213	236	6	.	.	PUNCT
hls-13213	236	7	31	31	NUM
hls-13213	236	8	.	.	PUNCT
hls-13213	237	1	money	money	NOUN
hls-13213	237	2	n	n	CCONJ
hls-13213	237	3	,	,	PUNCT
hls-13213	237	4	newman	newman	PROPN
hls-13213	237	5	j	j	PROPN
hls-13213	237	6	,	,	PUNCT
hls-13213	237	7	demissie	demissie	PROPN
hls-13213	237	8	s	s	PROPN
hls-13213	237	9	,	,	PUNCT
hls-13213	237	10	et	et	PROPN
hls-13213	237	11	al	al	PROPN
hls-13213	237	12	.	.	PUNCT
hls-13213	238	1	anti	anti	ADJ
hls-13213	238	2	-	-	ADJ
hls-13213	238	3	microbial	microbial	ADJ
hls-13213	238	4	stewardship	stewardship	NOUN
hls-13213	238	5	:	:	PUNCT
hls-13213	238	6	antibiotic	antibiotic	ADJ
hls-13213	238	7	use	use	NOUN
hls-13213	238	8	in	in	ADP
hls-13213	238	9	well	well	ADV
hls-13213	238	10	-	-	PUNCT
hls-13213	238	11	appearing	appear	VERB
hls-13213	238	12	term	term	NOUN
hls-13213	238	13	neonates	neonate	NOUN
hls-13213	238	14	born	bear	VERB
hls-13213	238	15	to	to	ADP
hls-13213	238	16	mothers	mother	NOUN
hls-13213	238	17	with	with	ADP
hls-13213	238	18	chorioamnionitis	chorioamnionitis	PROPN
hls-13213	238	19	.	.	PUNCT
hls-13213	239	1	j	j	PROPN
hls-13213	239	2	perinatol	perinatol	VERB
hls-13213	239	3	2017;37:1304	2017;37:1304	NUM
hls-13213	239	4	-	-	SYM
hls-13213	239	5	9	9	NUM
hls-13213	239	6	.	.	NOUN
hls-13213	239	7	32	32	NUM
hls-13213	239	8	.	.	PUNCT
hls-13213	240	1	beavers	beavers	PROPN
hls-13213	240	2	jb	jb	PROPN
hls-13213	240	3	,	,	PUNCT
hls-13213	240	4	bai	bai	PROPN
hls-13213	240	5	s	s	PROPN
hls-13213	240	6	,	,	PUNCT
hls-13213	240	7	perry	perry	PROPN
hls-13213	240	8	j	j	PROPN
hls-13213	240	9	,	,	PUNCT
hls-13213	240	10	et	et	PROPN
hls-13213	240	11	al	al	PROPN
hls-13213	240	12	.	.	PUNCT
hls-13213	240	13	implementation	implementation	NOUN
hls-13213	240	14	and	and	CCONJ
hls-13213	240	15	evaluation	evaluation	NOUN
hls-13213	240	16	of	of	ADP
hls-13213	240	17	the	the	DET
hls-13213	240	18	early	early	ADJ
hls-13213	240	19	-	-	PUNCT
hls-13213	240	20	onset	onset	NOUN
hls-13213	240	21	sepsis	sepsis	NOUN
hls-13213	240	22	risk	risk	NOUN
hls-13213	240	23	calculator	calculator	NOUN
hls-13213	240	24	in	in	ADP
hls-13213	240	25	a	a	DET
hls-13213	240	26	high	high	ADJ
hls-13213	240	27	-	-	PUNCT
hls-13213	240	28	risk	risk	NOUN
hls-13213	240	29	university	university	NOUN
hls-13213	240	30	nursery	nursery	NOUN
hls-13213	240	31	.	.	PUNCT
hls-13213	241	1	clin	clin	PROPN
hls-13213	241	2	pediatrics	pediatric	NOUN
hls-13213	241	3	.	.	PUNCT
hls-13213	242	1	2018;57:1080	2018;57:1080	NUM
hls-13213	242	2	-	-	SYM
hls-13213	242	3	5	5	NUM
hls-13213	242	4	33	33	NUM
hls-13213	242	5	.	.	PUNCT
hls-13213	243	1	gievers	giever	NOUN
hls-13213	243	2	ll	ll	AUX
hls-13213	243	3	,	,	PUNCT
hls-13213	243	4	sedler	sedler	PROPN
hls-13213	243	5	j	j	PROPN
hls-13213	243	6	,	,	PUNCT
hls-13213	243	7	phillipi	phillipi	NOUN
hls-13213	243	8	ca	ca	PROPN
hls-13213	243	9	,	,	PUNCT
hls-13213	243	10	et	et	PROPN
hls-13213	243	11	al	al	PROPN
hls-13213	243	12	.	.	PUNCT
hls-13213	243	13	implementation	implementation	NOUN
hls-13213	243	14	of	of	ADP
hls-13213	243	15	the	the	DET
hls-13213	243	16	sepsis	sepsis	NOUN
hls-13213	243	17	risk	risk	NOUN
hls-13213	243	18	score	score	NOUN
hls-13213	243	19	for	for	ADP
hls-13213	243	20	chorioamnionitis	chorioamnionitis	NOUN
hls-13213	243	21	-	-	PUNCT
hls-13213	243	22	exposed	expose	VERB
hls-13213	243	23	newborns	newborn	NOUN
hls-13213	243	24	.	.	PUNCT
hls-13213	244	1	j	j	PROPN
hls-13213	244	2	perinatol	perinatol	NOUN
hls-13213	244	3	2018;38:1581	2018;38:1581	NUM
hls-13213	244	4	-	-	SYM
hls-13213	244	5	7	7	NUM
hls-13213	244	6	.	.	NUM
hls-13213	244	7	34	34	NUM
hls-13213	244	8	.	.	PUNCT
hls-13213	244	9	achten	achten	PROPN
hls-13213	244	10	nb	nb	PROPN
hls-13213	244	11	,	,	PUNCT
hls-13213	244	12	klingenberg	klingenberg	PROPN
hls-13213	244	13	c	c	X
hls-13213	244	14	,	,	PUNCT
hls-13213	244	15	benitz	benitz	NOUN
hls-13213	244	16	we	we	PRON
hls-13213	244	17	,	,	PUNCT
hls-13213	244	18	et	et	PROPN
hls-13213	244	19	al	al	PROPN
hls-13213	244	20	.	.	PROPN
hls-13213	244	21	association	association	PROPN
hls-13213	244	22	of	of	ADP
hls-13213	244	23	use	use	NOUN
hls-13213	244	24	of	of	ADP
hls-13213	244	25	the	the	DET
hls-13213	244	26	neonatal	neonatal	ADJ
hls-13213	244	27	early	early	ADJ
hls-13213	244	28	-	-	PUNCT
hls-13213	244	29	onset	onset	NOUN
hls-13213	244	30	sepsis	sepsis	NOUN
hls-13213	244	31	calculator	calculator	NOUN
hls-13213	244	32	with	with	ADP
hls-13213	244	33	reduction	reduction	NOUN
hls-13213	244	34	in	in	ADP
hls-13213	244	35	antibiotic	antibiotic	ADJ
hls-13213	244	36	therapy	therapy	NOUN
hls-13213	244	37	and	and	CCONJ
hls-13213	244	38	safety	safety	NOUN
hls-13213	244	39	:	:	PUNCT
hls-13213	244	40	a	a	DET
hls-13213	244	41	systematic	systematic	ADJ
hls-13213	244	42	review	review	NOUN
hls-13213	244	43	and	and	CCONJ
hls-13213	244	44	metaanalysis	metaanalysis	NOUN
hls-13213	244	45	.	.	PUNCT
hls-13213	245	1	jama	jama	PROPN
hls-13213	245	2	pediatr	pediatr	VERB
hls-13213	245	3	2019;173:1032	2019;173:1032	NUM
hls-13213	245	4	-	-	SYM
hls-13213	245	5	40	40	NUM
hls-13213	245	6	.	.	PUNCT
hls-13213	246	1	35	35	NUM
hls-13213	246	2	.	.	PUNCT
hls-13213	247	1	schmatz	schmatz	PROPN
hls-13213	247	2	m	m	PROPN
hls-13213	247	3	,	,	PUNCT
hls-13213	247	4	srinivasan	srinivasan	PROPN
hls-13213	247	5	l	l	PROPN
hls-13213	247	6	,	,	PUNCT
hls-13213	247	7	grundmeier	grundmeier	NOUN
hls-13213	247	8	rw	rw	NOUN
hls-13213	247	9	,	,	PUNCT
hls-13213	247	10	et	et	PROPN
hls-13213	247	11	al	al	PROPN
hls-13213	247	12	.	.	PUNCT
hls-13213	247	13	surviving	survive	VERB
hls-13213	247	14	sepsis	sepsis	NOUN
hls-13213	247	15	in	in	ADP
hls-13213	247	16	a	a	DET
hls-13213	247	17	referral	referral	ADJ
hls-13213	247	18	neonatal	neonatal	ADJ
hls-13213	247	19	intensive	intensive	ADJ
hls-13213	247	20	care	care	NOUN
hls-13213	247	21	unit	unit	NOUN
hls-13213	247	22	:	:	PUNCT
hls-13213	247	23	association	association	NOUN
hls-13213	247	24	between	between	ADP
hls-13213	247	25	time	time	NOUN
hls-13213	247	26	to	to	ADP
hls-13213	247	27	antibiotic	antibiotic	ADJ
hls-13213	247	28	administration	administration	NOUN
hls-13213	247	29	and	and	CCONJ
hls-13213	247	30	in	in	ADP
hls-13213	247	31	-	-	PUNCT
hls-13213	247	32	hospital	hospital	NOUN
hls-13213	247	33	outcomes	outcome	NOUN
hls-13213	247	34	.	.	PUNCT
hls-13213	248	1	j	j	PROPN
hls-13213	248	2	pediatr	pediatr	PROPN
hls-13213	248	3	2020;217:59	2020;217:59	NUM
hls-13213	248	4	-	-	SYM
hls-13213	248	5	65	65	NUM
hls-13213	248	6	.	.	PUNCT
hls-13213	248	7	36	36	NUM
hls-13213	248	8	.	.	PUNCT
hls-13213	249	1	goel	goel	PROPN
hls-13213	249	2	n	n	PROPN
hls-13213	249	3	,	,	PUNCT
hls-13213	249	4	cannell	cannell	PROPN
hls-13213	249	5	s	s	PROPN
hls-13213	249	6	,	,	PUNCT
hls-13213	249	7	davies	davy	NOUN
hls-13213	249	8	g	g	PROPN
hls-13213	249	9	,	,	PUNCT
hls-13213	249	10	et	et	PROPN
hls-13213	249	11	al	al	PROPN
hls-13213	249	12	.	.	PUNCT
hls-13213	250	1	implementation	implementation	NOUN
hls-13213	250	2	of	of	ADP
hls-13213	250	3	an	an	DET
hls-13213	250	4	adapted	adapt	VERB
hls-13213	250	5	sepsis	sepsis	NOUN
hls-13213	250	6	risk	risk	NOUN
hls-13213	250	7	calculator	calculator	NOUN
hls-13213	250	8	algorithm	algorithm	NOUN
hls-13213	250	9	to	to	PART
hls-13213	250	10	reduce	reduce	VERB
hls-13213	250	11	antibiotic	antibiotic	ADJ
hls-13213	250	12	usage	usage	NOUN
hls-13213	250	13	in	in	ADP
hls-13213	250	14	the	the	DET
hls-13213	250	15	management	management	NOUN
hls-13213	250	16	of	of	ADP
hls-13213	250	17	early	early	ADJ
hls-13213	250	18	onset	onset	NOUN
hls-13213	250	19	neonatal	neonatal	ADJ
hls-13213	250	20	sepsis	sepsis	NOUN
hls-13213	250	21	:	:	PUNCT
hls-13213	250	22	a	a	DET
hls-13213	250	23	multicentre	multicentre	NOUN
hls-13213	250	24	initiative	initiative	NOUN
hls-13213	250	25	in	in	ADP
hls-13213	250	26	wales	wales	PROPN
hls-13213	250	27	,	,	PUNCT
hls-13213	250	28	uk	uk	PROPN
hls-13213	250	29	.	.	PROPN
hls-13213	250	30	arch	arch	PROPN
hls-13213	250	31	dis	dis	PROPN
hls-13213	250	32	child	child	PROPN
hls-13213	250	33	fetal	fetal	ADJ
hls-13213	250	34	neonatal	neonatal	ADJ
hls-13213	250	35	ed	ed	NOUN
hls-13213	250	36	2022;107:303	2022;107:303	NUM
hls-13213	250	37	-	-	SYM
hls-13213	250	38	10	10	NUM
hls-13213	250	39	.	.	PUNCT
hls-13213	251	1	37	37	NUM
hls-13213	251	2	.	.	PUNCT
hls-13213	252	1	levi	levi	PROPN
hls-13213	252	2	m	m	PROPN
hls-13213	252	3	,	,	PUNCT
hls-13213	252	4	melamed	melamed	PROPN
hls-13213	252	5	r	r	PROPN
hls-13213	252	6	,	,	PUNCT
hls-13213	252	7	shany	shany	NOUN
hls-13213	252	8	e	e	NOUN
hls-13213	252	9	,	,	PUNCT
hls-13213	252	10	et	et	PROPN
hls-13213	252	11	al	al	PROPN
hls-13213	252	12	.	.	PUNCT
hls-13213	253	1	the	the	DET
hls-13213	253	2	impact	impact	NOUN
hls-13213	253	3	of	of	ADP
hls-13213	253	4	the	the	DET
hls-13213	253	5	early	early	ADJ
hls-13213	253	6	onset	onset	NOUN
hls-13213	253	7	neonatal	neonatal	ADJ
hls-13213	253	8	sepsis	sepsis	NOUN
hls-13213	253	9	calculator	calculator	NOUN
hls-13213	253	10	on	on	ADP
hls-13213	253	11	antibiotic	antibiotic	ADJ
hls-13213	253	12	initiation	initiation	NOUN
hls-13213	253	13	:	:	PUNCT
hls-13213	253	14	a	a	DET
hls-13213	253	15	single	single	ADJ
hls-13213	253	16	center	center	NOUN
hls-13213	253	17	study	study	NOUN
hls-13213	253	18	in	in	ADP
hls-13213	253	19	israel	israel	PROPN
hls-13213	253	20	.	.	PUNCT
hls-13213	254	1	eur	eur	PROPN
hls-13213	254	2	j	j	PROPN
hls-13213	254	3	pediatr	pediatr	X
hls-13213	254	4	2023;182:3187	2023;182:3187	NUM
hls-13213	254	5	-	-	SYM
hls-13213	254	6	94	94	NUM
hls-13213	254	7	.	.	PUNCT
hls-13213	254	8	38	38	NUM
hls-13213	254	9	.	.	PUNCT
hls-13213	254	10	leonardi	leonardi	PROPN
hls-13213	254	11	bm	bm	PROPN
hls-13213	254	12	,	,	PUNCT
hls-13213	254	13	binder	binder	NOUN
hls-13213	254	14	m	m	PROPN
hls-13213	254	15	,	,	PUNCT
hls-13213	254	16	griswold	griswold	PROPN
hls-13213	254	17	kj	kj	PROPN
hls-13213	254	18	,	,	PUNCT
hls-13213	254	19	et	et	PROPN
hls-13213	254	20	al	al	PROPN
hls-13213	254	21	.	.	PUNCT
hls-13213	255	1	utilization	utilization	NOUN
hls-13213	255	2	of	of	ADP
hls-13213	255	3	a	a	DET
hls-13213	255	4	neonatal	neonatal	ADJ
hls-13213	255	5	early	early	ADJ
hls-13213	255	6	-	-	PUNCT
hls-13213	255	7	onset	onset	NOUN
hls-13213	255	8	sepsis	sepsis	NOUN
hls-13213	255	9	calculator	calculator	NOUN
hls-13213	255	10	to	to	PART
hls-13213	255	11	guide	guide	VERB
hls-13213	255	12	initial	initial	ADJ
hls-13213	255	13	newborn	newborn	ADJ
hls-13213	255	14	management	management	NOUN
hls-13213	255	15	.	.	PUNCT
hls-13213	256	1	pediatr	pediatr	PROPN
hls-13213	256	2	qual	qual	PROPN
hls-13213	256	3	saf	saf	PROPN
hls-13213	256	4	2019;4	2019;4	NUM
hls-13213	256	5	:	:	PUNCT
hls-13213	256	6	e214	e214	PROPN
hls-13213	256	7	.	.	PROPN
hls-13213	256	8	39	39	NUM
hls-13213	256	9	.	.	PUNCT
hls-13213	257	1	achten	achten	PROPN
hls-13213	257	2	nb	nb	PROPN
hls-13213	257	3	,	,	PUNCT
hls-13213	257	4	visser	visser	PROPN
hls-13213	257	5	dh	dh	PROPN
hls-13213	257	6	,	,	PUNCT
hls-13213	257	7	tromp	tromp	PROPN
hls-13213	257	8	e	e	PROPN
hls-13213	257	9	,	,	PUNCT
hls-13213	257	10	et	et	PROPN
hls-13213	257	11	al	al	PROPN
hls-13213	257	12	.	.	PROPN
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hls-13213	258	2	onset	onset	VERB
hls-13213	258	3	sepsis	sepsis	NOUN
hls-13213	258	4	calculator	calculator	NOUN
hls-13213	258	5	implementation	implementation	NOUN
hls-13213	258	6	is	be	AUX
hls-13213	258	7	associated	associate	VERB
hls-13213	258	8	with	with	ADP
hls-13213	258	9	reduced	reduce	VERB
hls-13213	258	10	healthcare	healthcare	NOUN
hls-13213	258	11	utilization	utilization	NOUN
hls-13213	258	12	and	and	CCONJ
hls-13213	258	13	financial	financial	ADJ
hls-13213	258	14	costs	cost	NOUN
hls-13213	258	15	in	in	ADP
hls-13213	258	16	late	late	ADJ
hls-13213	258	17	preterm	preterm	NOUN
hls-13213	258	18	and	and	CCONJ
hls-13213	258	19	term	term	NOUN
hls-13213	258	20	newborns	newborn	NOUN
hls-13213	258	21	.	.	PUNCT
hls-13213	259	1	eur	eur	PROPN
hls-13213	259	2	j	j	PROPN
hls-13213	259	3	pediatr	pediatr	PROPN
hls-13213	259	4	2020;179:727	2020;179:727	NUM
hls-13213	259	5	-	-	SYM
hls-13213	259	6	34	34	NUM
hls-13213	259	7	.	.	NOUN
hls-13213	259	8	40	40	NUM
hls-13213	259	9	.	.	PUNCT
hls-13213	260	1	guan	guan	PROPN
hls-13213	260	2	g	g	PROPN
hls-13213	260	3	,	,	PUNCT
hls-13213	260	4	joshi	joshi	PROPN
hls-13213	260	5	ns	ns	PROPN
hls-13213	260	6	,	,	PUNCT
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hls-13213	260	8	a	a	NOUN
hls-13213	260	9	,	,	PUNCT
hls-13213	260	10	et	et	PROPN
hls-13213	260	11	al	al	PROPN
hls-13213	260	12	.	.	PUNCT
hls-13213	260	13	resource	resource	NOUN
hls-13213	260	14	utilization	utilization	NOUN
hls-13213	260	15	and	and	CCONJ
hls-13213	260	16	costs	cost	NOUN
hls-13213	260	17	associated	associate	VERB
hls-13213	260	18	with	with	ADP
hls-13213	260	19	approaches	approach	NOUN
hls-13213	260	20	to	to	PART
hls-13213	260	21	identify	identify	VERB
hls-13213	260	22	infants	infant	NOUN
hls-13213	260	23	with	with	ADP
hls-13213	260	24	earlyonset	earlyonset	NOUN
hls-13213	260	25	sepsis	sepsis	NOUN
hls-13213	260	26	.	.	PUNCT
hls-13213	261	1	mdm	mdm	PROPN
hls-13213	261	2	policy	policy	PROPN
hls-13213	261	3	pract	pract	PROPN
hls-13213	261	4	2024;9:23814683231226129	2024;9:23814683231226129	NUM
hls-13213	261	5	.	.	PUNCT
hls-13213	262	1	special	special	ADJ
hls-13213	262	2	issue	issue	NOUN
hls-13213	262	3	pathways	pathway	NOUN
hls-13213	262	4	of	of	ADP
hls-13213	262	5	change	change	NOUN
hls-13213	262	6	[	[	X
hls-13213	262	7	page	page	NOUN
hls-13213	262	8	142	142	NUM
hls-13213	262	9	]	]	PUNCT
hls-13213	263	1	[	[	X
hls-13213	263	2	healthcare	healthcare	NOUN
hls-13213	263	3	in	in	ADP
hls-13213	263	4	low	low	ADJ
hls-13213	263	5	-	-	PUNCT
hls-13213	263	6	resource	resource	NOUN
hls-13213	263	7	settings	setting	NOUN
hls-13213	263	8	2025;13(s1):13213	2025;13(s1):13213	NUM
hls-13213	263	9	]	]	PUNCT