id	sid	tid	token	lemma	pos
bioscience-203	1	1	highlights	highlight	NOUN
bioscience-203	1	2	in	in	ADP
bioscience-203	1	3	bioscience	bioscience	PROPN
bioscience-203	1	4	issn:2682	issn:2682	PROPN
bioscience-203	1	5	-	-	PUNCT
bioscience-203	1	6	4043	4043	NUM
bioscience-203	1	7	doi:10.36462	doi:10.36462	NOUN
bioscience-203	1	8	/	/	SYM
bioscience-203	1	9	h.biosci.202304	h.biosci.202304	PROPN
bioscience-203	1	10	review	review	NOUN
bioscience-203	1	11	article	article	NOUN
bioscience-203	1	12	open	open	ADJ
bioscience-203	1	13	access	access	NOUN
bioscience-203	1	14	1	1	NUM
bioscience-203	1	15	department	department	NOUN
bioscience-203	1	16	of	of	ADP
bioscience-203	1	17	microbiology	microbiology	NOUN
bioscience-203	1	18	,	,	PUNCT
bioscience-203	1	19	central	central	ADJ
bioscience-203	1	20	university	university	PROPN
bioscience-203	1	21	of	of	ADP
bioscience-203	1	22	tamil	tamil	PROPN
bioscience-203	1	23	nadu	nadu	PROPN
bioscience-203	1	24	,	,	PUNCT
bioscience-203	1	25	tamil	tamil	PROPN
bioscience-203	1	26	nadu	nadu	PROPN
bioscience-203	1	27	,	,	PUNCT
bioscience-203	1	28	india	india	PROPN
bioscience-203	1	29	.	.	PUNCT
bioscience-203	2	1	*	*	PUNCT
bioscience-203	2	2	to	to	PART
bioscience-203	2	3	whom	whom	PRON
bioscience-203	2	4	correspondence	correspondence	NOUN
bioscience-203	2	5	should	should	AUX
bioscience-203	2	6	be	be	AUX
bioscience-203	2	7	addressed	address	VERB
bioscience-203	2	8	:	:	PUNCT
bioscience-203	2	9	rkaushik@cutn.ac.in	rkaushik@cutn.ac.in	NOUN
bioscience-203	2	10	editor	editor	NOUN
bioscience-203	2	11	:	:	PUNCT
bioscience-203	2	12	alsamman	alsamman	NOUN
bioscience-203	2	13	m.	m.	PROPN
bioscience-203	2	14	alsamman	alsamman	PROPN
bioscience-203	2	15	,	,	PUNCT
bioscience-203	2	16	international	international	ADJ
bioscience-203	2	17	center	center	NOUN
bioscience-203	2	18	for	for	ADP
bioscience-203	2	19	agricultural	agricultural	ADJ
bioscience-203	2	20	research	research	NOUN
bioscience-203	2	21	in	in	ADP
bioscience-203	2	22	the	the	DET
bioscience-203	2	23	dry	dry	ADJ
bioscience-203	2	24	areas	area	NOUN
bioscience-203	2	25	(	(	PUNCT
bioscience-203	2	26	icarda	icarda	NOUN
bioscience-203	2	27	)	)	PUNCT
bioscience-203	2	28	,	,	PUNCT
bioscience-203	2	29	giza	giza	PROPN
bioscience-203	2	30	,	,	PUNCT
bioscience-203	2	31	egypt	egypt	PROPN
bioscience-203	2	32	.	.	PUNCT
bioscience-203	3	1	reviewer(s	reviewer(s	PROPN
bioscience-203	3	2	):	):	PUNCT
bioscience-203	3	3	suleiman	suleiman	PROPN
bioscience-203	3	4	aminu	aminu	PROPN
bioscience-203	3	5	,	,	PUNCT
bioscience-203	3	6	department	department	PROPN
bioscience-203	3	7	of	of	ADP
bioscience-203	3	8	biochemistry	biochemistry	NOUN
bioscience-203	3	9	,	,	PUNCT
bioscience-203	3	10	ahmadu	ahmadu	PROPN
bioscience-203	3	11	bello	bello	PROPN
bioscience-203	3	12	university	university	PROPN
bioscience-203	3	13	,	,	PUNCT
bioscience-203	3	14	zaria	zaria	PROPN
bioscience-203	3	15	,	,	PUNCT
bioscience-203	3	16	nigeria	nigeria	PROPN
bioscience-203	3	17	.	.	PUNCT
bioscience-203	4	1	abdulaziz	abdulaziz	PROPN
bioscience-203	4	2	ascandari	ascandari	PROPN
bioscience-203	4	3	,	,	PUNCT
bioscience-203	4	4	chemical	chemical	NOUN
bioscience-203	4	5	and	and	CCONJ
bioscience-203	4	6	biochemical	biochemical	ADJ
bioscience-203	4	7	sciences	science	NOUN
bioscience-203	4	8	-	-	PUNCT
bioscience-203	4	9	green	green	ADJ
bioscience-203	4	10	process	process	NOUN
bioscience-203	4	11	engineering	engineering	NOUN
bioscience-203	4	12	,	,	PUNCT
bioscience-203	4	13	university	university	NOUN
bioscience-203	4	14	mohammed	mohammed	PROPN
bioscience-203	4	15	vi	vi	PROPN
bioscience-203	4	16	polytechnic	polytechnic	PROPN
bioscience-203	4	17	,	,	PUNCT
bioscience-203	4	18	benguerir	benguerir	NOUN
bioscience-203	4	19	,	,	PUNCT
bioscience-203	4	20	morocco	morocco	PROPN
bioscience-203	4	21	.	.	PUNCT
bioscience-203	4	22	received	receive	VERB
bioscience-203	4	23	:	:	PUNCT
bioscience-203	4	24	october	october	PROPN
bioscience-203	4	25	10	10	NUM
bioscience-203	4	26	,	,	PUNCT
bioscience-203	4	27	2023	2023	NUM
bioscience-203	4	28	accepted	accept	VERB
bioscience-203	4	29	:	:	PUNCT
bioscience-203	4	30	december	december	PROPN
bioscience-203	4	31	24	24	NUM
bioscience-203	4	32	,	,	PUNCT
bioscience-203	4	33	2023	2023	NUM
bioscience-203	4	34	published	publish	VERB
bioscience-203	4	35	:	:	PUNCT
bioscience-203	4	36	december	december	PROPN
bioscience-203	4	37	30	30	NUM
bioscience-203	4	38	,	,	PUNCT
bioscience-203	4	39	2023	2023	NUM
bioscience-203	4	40	citation	citation	NOUN
bioscience-203	4	41	:	:	PUNCT
bioscience-203	4	42	mary	mary	PROPN
bioscience-203	4	43	as	as	ADP
bioscience-203	4	44	,	,	PUNCT
bioscience-203	4	45	patil	patil	PROPN
bioscience-203	4	46	mm	mm	PROPN
bioscience-203	4	47	,	,	PUNCT
bioscience-203	4	48	kundu	kundu	NOUN
bioscience-203	4	49	g	g	PROPN
bioscience-203	4	50	,	,	PUNCT
bioscience-203	4	51	rajaram	rajaram	PROPN
bioscience-203	4	52	k.	k.	PROPN
bioscience-203	4	53	machine	machine	PROPN
bioscience-203	4	54	learning	learning	NOUN
bioscience-203	4	55	mediated	mediate	VERB
bioscience-203	4	56	advanced	advanced	ADJ
bioscience-203	4	57	phage	phage	NOUN
bioscience-203	4	58	and	and	CCONJ
bioscience-203	4	59	antimicrobial	antimicrobial	ADJ
bioscience-203	4	60	therapy	therapy	NOUN
bioscience-203	4	61	a	a	DET
bioscience-203	4	62	futuristic	futuristic	ADJ
bioscience-203	4	63	approach	approach	NOUN
bioscience-203	4	64	.	.	PUNCT
bioscience-203	5	1	2023	2023	NUM
bioscience-203	5	2	dec	dec	PROPN
bioscience-203	5	3	30;6	30;6	NUM
bioscience-203	5	4	:	:	PUNCT
bioscience-203	5	5	bs202304	bs202304	PROPN
bioscience-203	5	6	copyright	copyright	NOUN
bioscience-203	5	7	:	:	PUNCT
bioscience-203	5	8	©	©	PROPN
bioscience-203	5	9	2023	2023	NUM
bioscience-203	5	10	mary	mary	PROPN
bioscience-203	5	11	et	et	PROPN
bioscience-203	5	12	al	al	PROPN
bioscience-203	5	13	..	..	PROPN
bioscience-203	5	14	this	this	PRON
bioscience-203	5	15	is	be	AUX
bioscience-203	5	16	an	an	DET
bioscience-203	5	17	open	open	ADJ
bioscience-203	5	18	access	access	NOUN
bioscience-203	5	19	article	article	NOUN
bioscience-203	5	20	distributed	distribute	VERB
bioscience-203	5	21	under	under	ADP
bioscience-203	5	22	the	the	DET
bioscience-203	5	23	terms	term	NOUN
bioscience-203	5	24	of	of	ADP
bioscience-203	5	25	the	the	DET
bioscience-203	5	26	creative	creative	ADJ
bioscience-203	5	27	commons	common	NOUN
bioscience-203	5	28	attribution	attribution	NOUN
bioscience-203	5	29	license	license	NOUN
bioscience-203	5	30	,	,	PUNCT
bioscience-203	5	31	which	which	PRON
bioscience-203	5	32	permits	permit	VERB
bioscience-203	5	33	unrestricted	unrestricted	ADJ
bioscience-203	5	34	use	use	NOUN
bioscience-203	5	35	,	,	PUNCT
bioscience-203	5	36	distribution	distribution	NOUN
bioscience-203	5	37	,	,	PUNCT
bioscience-203	5	38	and	and	CCONJ
bioscience-203	5	39	reproduction	reproduction	NOUN
bioscience-203	5	40	in	in	ADP
bioscience-203	5	41	any	any	DET
bioscience-203	5	42	medium	medium	NOUN
bioscience-203	5	43	,	,	PUNCT
bioscience-203	5	44	provided	provide	VERB
bioscience-203	5	45	the	the	DET
bioscience-203	5	46	original	original	ADJ
bioscience-203	5	47	author	author	NOUN
bioscience-203	5	48	and	and	CCONJ
bioscience-203	5	49	source	source	NOUN
bioscience-203	5	50	are	be	AUX
bioscience-203	5	51	credited	credit	VERB
bioscience-203	5	52	.	.	PUNCT
bioscience-203	6	1	data	datum	NOUN
bioscience-203	6	2	availability	availability	NOUN
bioscience-203	6	3	statement	statement	NOUN
bioscience-203	6	4	:	:	PUNCT
bioscience-203	6	5	all	all	DET
bioscience-203	6	6	relevant	relevant	ADJ
bioscience-203	6	7	data	datum	NOUN
bioscience-203	6	8	are	be	AUX
bioscience-203	6	9	within	within	ADP
bioscience-203	6	10	the	the	DET
bioscience-203	6	11	paper	paper	NOUN
bioscience-203	6	12	and	and	CCONJ
bioscience-203	6	13	supplementary	supplementary	ADJ
bioscience-203	6	14	materials	material	NOUN
bioscience-203	6	15	.	.	PUNCT
bioscience-203	7	1	funding	funding	NOUN
bioscience-203	7	2	:	:	PUNCT
bioscience-203	7	3	the	the	DET
bioscience-203	7	4	authors	author	NOUN
bioscience-203	7	5	have	have	VERB
bioscience-203	7	6	no	no	DET
bioscience-203	7	7	support	support	NOUN
bioscience-203	7	8	or	or	CCONJ
bioscience-203	7	9	funding	funding	NOUN
bioscience-203	7	10	to	to	PART
bioscience-203	7	11	report	report	VERB
bioscience-203	7	12	.	.	PUNCT
bioscience-203	8	1	competing	compete	VERB
bioscience-203	8	2	interests	interest	NOUN
bioscience-203	8	3	:	:	PUNCT
bioscience-203	8	4	the	the	DET
bioscience-203	8	5	authors	author	NOUN
bioscience-203	8	6	declare	declare	VERB
bioscience-203	8	7	that	that	SCONJ
bioscience-203	8	8	they	they	PRON
bioscience-203	8	9	have	have	VERB
bioscience-203	8	10	no	no	DET
bioscience-203	8	11	competing	compete	VERB
bioscience-203	8	12	interests	interest	NOUN
bioscience-203	8	13	.	.	PUNCT
bioscience-203	9	1	machine	machine	NOUN
bioscience-203	9	2	learning	learning	NOUN
bioscience-203	9	3	mediated	mediate	VERB
bioscience-203	9	4	advanced	advanced	ADJ
bioscience-203	9	5	phage	phage	NOUN
bioscience-203	9	6	and	and	CCONJ
bioscience-203	9	7	antimicrobial	antimicrobial	ADJ
bioscience-203	9	8	therapy	therapy	NOUN
bioscience-203	9	9	a	a	DET
bioscience-203	9	10	futuristic	futuristic	ADJ
bioscience-203	9	11	approach	approach	NOUN
bioscience-203	9	12	aarcha	aarcha	PROPN
bioscience-203	9	13	shanmugha	shanmugha	PROPN
bioscience-203	9	14	mary	mary	PROPN
bioscience-203	9	15	1	1	NUM
bioscience-203	9	16	>	>	X
bioscience-203	9	17	<	<	X
bioscience-203	9	18	,	,	PUNCT
bioscience-203	9	19	manali	manali	PROPN
bioscience-203	9	20	manik	manik	PROPN
bioscience-203	9	21	patil	patil	PROPN
bioscience-203	9	22	1	1	NUM
bioscience-203	9	23	>	>	PUNCT
bioscience-203	9	24	<	<	X
bioscience-203	9	25	,	,	PUNCT
bioscience-203	9	26	godhuli	godhuli	PROPN
bioscience-203	9	27	kundu	kundu	NOUN
bioscience-203	9	28	1	1	NUM
bioscience-203	9	29	>	>	PUNCT
bioscience-203	9	30	<	<	X
bioscience-203	9	31	,	,	PUNCT
bioscience-203	9	32	kaushik	kaushik	PROPN
bioscience-203	9	33	rajaram	rajaram	PROPN
bioscience-203	9	34	*	*	PROPN
bioscience-203	9	35	,	,	PUNCT
bioscience-203	9	36	1	1	NUM
bioscience-203	9	37	>	>	PUNCT
bioscience-203	9	38	<	<	X
bioscience-203	9	39	�	�	PROPN
bioscience-203	9	40	abstract	abstract	NOUN
bioscience-203	9	41	the	the	DET
bioscience-203	9	42	emergence	emergence	NOUN
bioscience-203	9	43	of	of	ADP
bioscience-203	9	44	antimicrobial	antimicrobial	ADJ
bioscience-203	9	45	resistance	resistance	NOUN
bioscience-203	9	46	(	(	PUNCT
bioscience-203	9	47	amr	amr	NOUN
bioscience-203	9	48	)	)	PUNCT
bioscience-203	9	49	has	have	AUX
bioscience-203	9	50	overwhelmed	overwhelm	VERB
bioscience-203	9	51	the	the	DET
bioscience-203	9	52	contemporary	contemporary	ADJ
bioscience-203	9	53	curatives	curative	NOUN
bioscience-203	9	54	and	and	CCONJ
bioscience-203	9	55	have	have	AUX
bioscience-203	9	56	turned	turn	VERB
bioscience-203	9	57	into	into	ADP
bioscience-203	9	58	one	one	NUM
bioscience-203	9	59	of	of	ADP
bioscience-203	9	60	the	the	DET
bioscience-203	9	61	major	major	ADJ
bioscience-203	9	62	challenges	challenge	NOUN
bioscience-203	9	63	in	in	ADP
bioscience-203	9	64	the	the	DET
bioscience-203	9	65	biomedical	biomedical	ADJ
bioscience-203	9	66	sector	sector	NOUN
bioscience-203	9	67	.	.	PUNCT
bioscience-203	10	1	with	with	ADP
bioscience-203	10	2	increasing	increase	VERB
bioscience-203	10	3	deaths	death	NOUN
bioscience-203	10	4	being	be	AUX
bioscience-203	10	5	associated	associate	VERB
bioscience-203	10	6	with	with	ADP
bioscience-203	10	7	amr	amr	PROPN
bioscience-203	10	8	every	every	DET
bioscience-203	10	9	year	year	NOUN
bioscience-203	10	10	;	;	PUNCT
bioscience-203	10	11	early	early	ADJ
bioscience-203	10	12	detection	detection	NOUN
bioscience-203	10	13	of	of	ADP
bioscience-203	10	14	pathogens	pathogen	NOUN
bioscience-203	10	15	and	and	CCONJ
bioscience-203	10	16	development	development	NOUN
bioscience-203	10	17	of	of	ADP
bioscience-203	10	18	novel	novel	ADJ
bioscience-203	10	19	drugs	drug	NOUN
bioscience-203	10	20	and	and	CCONJ
bioscience-203	10	21	alternative	alternative	ADJ
bioscience-203	10	22	therapies	therapy	NOUN
bioscience-203	10	23	,	,	PUNCT
bioscience-203	10	24	have	have	AUX
bioscience-203	10	25	all	all	PRON
bioscience-203	10	26	become	become	VERB
bioscience-203	10	27	ad	ad	X
bioscience-203	10	28	hoc	hoc	X
bioscience-203	10	29	in	in	ADP
bioscience-203	10	30	diagnosis	diagnosis	NOUN
bioscience-203	10	31	,	,	PUNCT
bioscience-203	10	32	prognosis	prognosis	NOUN
bioscience-203	10	33	and	and	CCONJ
bioscience-203	10	34	patient	patient	ADJ
bioscience-203	10	35	survival	survival	NOUN
bioscience-203	10	36	.	.	PUNCT
bioscience-203	11	1	bacteriophage	bacteriophage	NOUN
bioscience-203	11	2	therapy	therapy	NOUN
bioscience-203	11	3	remains	remain	VERB
bioscience-203	11	4	a	a	DET
bioscience-203	11	5	viable	viable	ADJ
bioscience-203	11	6	strategy	strategy	NOUN
bioscience-203	11	7	to	to	PART
bioscience-203	11	8	counteract	counteract	VERB
bioscience-203	11	9	amr	amr	NOUN
bioscience-203	11	10	,	,	PUNCT
bioscience-203	11	11	yet	yet	CCONJ
bioscience-203	11	12	unduly	unduly	ADV
bioscience-203	11	13	restrained	restrain	VERB
bioscience-203	11	14	by	by	ADP
bioscience-203	11	15	phage	phage	NOUN
bioscience-203	11	16	resistance	resistance	NOUN
bioscience-203	11	17	.	.	PUNCT
bioscience-203	12	1	phage	phage	NOUN
bioscience-203	12	2	infection	infection	NOUN
bioscience-203	12	3	is	be	AUX
bioscience-203	12	4	a	a	DET
bioscience-203	12	5	natural	natural	ADJ
bioscience-203	12	6	phenomenon	phenomenon	NOUN
bioscience-203	12	7	and	and	CCONJ
bioscience-203	12	8	can	can	AUX
bioscience-203	12	9	be	be	AUX
bioscience-203	12	10	widely	widely	ADV
bioscience-203	12	11	manipulated	manipulate	VERB
bioscience-203	12	12	in	in	ADP
bioscience-203	12	13	vitro	vitro	X
bioscience-203	12	14	using	use	VERB
bioscience-203	12	15	advanced	advanced	ADJ
bioscience-203	12	16	techniques	technique	NOUN
bioscience-203	12	17	including	include	VERB
bioscience-203	12	18	the	the	DET
bioscience-203	12	19	crispr	crispr	ADJ
bioscience-203	12	20	/	/	SYM
bioscience-203	12	21	cas	cas	NOUN
bioscience-203	12	22	systems	system	NOUN
bioscience-203	12	23	which	which	PRON
bioscience-203	12	24	renders	render	VERB
bioscience-203	12	25	phage	phage	NOUN
bioscience-203	12	26	therapy	therapy	NOUN
bioscience-203	12	27	an	an	DET
bioscience-203	12	28	upper	upper	ADJ
bioscience-203	12	29	hand	hand	NOUN
bioscience-203	12	30	in	in	ADP
bioscience-203	12	31	comparison	comparison	NOUN
bioscience-203	12	32	to	to	ADP
bioscience-203	12	33	conventional	conventional	ADJ
bioscience-203	12	34	drugs	drug	NOUN
bioscience-203	12	35	.	.	PUNCT
bioscience-203	13	1	phage	phage	NOUN
bioscience-203	13	2	identification	identification	NOUN
bioscience-203	13	3	,	,	PUNCT
bioscience-203	13	4	host	host	NOUN
bioscience-203	13	5	range	range	NOUN
bioscience-203	13	6	detection	detection	NOUN
bioscience-203	13	7	,	,	PUNCT
bioscience-203	13	8	determination	determination	NOUN
bioscience-203	13	9	of	of	ADP
bioscience-203	13	10	phage	phage	NOUN
bioscience-203	13	11	-	-	PUNCT
bioscience-203	13	12	receptor	receptor	NOUN
bioscience-203	13	13	binding	bind	VERB
bioscience-203	13	14	efficiency	efficiency	NOUN
bioscience-203	13	15	,	,	PUNCT
bioscience-203	13	16	adsorption	adsorption	NOUN
bioscience-203	13	17	rate	rate	NOUN
bioscience-203	13	18	,	,	PUNCT
bioscience-203	13	19	phage	phage	NOUN
bioscience-203	13	20	genome	genome	NOUN
bioscience-203	13	21	analysis	analysis	NOUN
bioscience-203	13	22	are	be	AUX
bioscience-203	13	23	crucial	crucial	ADJ
bioscience-203	13	24	stages	stage	NOUN
bioscience-203	13	25	in	in	ADP
bioscience-203	13	26	phage	phage	NOUN
bioscience-203	13	27	selection	selection	NOUN
bioscience-203	13	28	and	and	CCONJ
bioscience-203	13	29	phage	phage	NOUN
bioscience-203	13	30	cocktail	cocktail	NOUN
bioscience-203	13	31	preparation	preparation	NOUN
bioscience-203	13	32	and	and	CCONJ
bioscience-203	13	33	moreover	moreover	ADV
bioscience-203	13	34	pivotal	pivotal	ADJ
bioscience-203	13	35	in	in	ADP
bioscience-203	13	36	flourishing	flourish	VERB
bioscience-203	13	37	phage	phage	NOUN
bioscience-203	13	38	therapy	therapy	NOUN
bioscience-203	13	39	.	.	PUNCT
bioscience-203	14	1	the	the	DET
bioscience-203	14	2	ascent	ascent	NOUN
bioscience-203	14	3	of	of	ADP
bioscience-203	14	4	translational	translational	ADJ
bioscience-203	14	5	research	research	NOUN
bioscience-203	14	6	and	and	CCONJ
bioscience-203	14	7	omics	omic	NOUN
bioscience-203	14	8	has	have	AUX
bioscience-203	14	9	allowed	allow	VERB
bioscience-203	14	10	the	the	DET
bioscience-203	14	11	development	development	NOUN
bioscience-203	14	12	of	of	ADP
bioscience-203	14	13	quick	quick	ADJ
bioscience-203	14	14	,	,	PUNCT
bioscience-203	14	15	reliable	reliable	ADJ
bioscience-203	14	16	and	and	CCONJ
bioscience-203	14	17	precise	precise	ADJ
bioscience-203	14	18	strategies	strategy	NOUN
bioscience-203	14	19	for	for	ADP
bioscience-203	14	20	phage	phage	NOUN
bioscience-203	14	21	-	-	PUNCT
bioscience-203	14	22	based	base	VERB
bioscience-203	14	23	diagnosis	diagnosis	NOUN
bioscience-203	14	24	and	and	CCONJ
bioscience-203	14	25	treatment	treatment	NOUN
bioscience-203	14	26	techniques	technique	NOUN
bioscience-203	14	27	.	.	PUNCT
bioscience-203	15	1	however	however	ADV
bioscience-203	15	2	,	,	PUNCT
bioscience-203	15	3	in	in	ADP
bioscience-203	15	4	vitro	vitro	X
bioscience-203	15	5	evaluation	evaluation	NOUN
bioscience-203	15	6	of	of	ADP
bioscience-203	15	7	amr	amr	NOUN
bioscience-203	15	8	and	and	CCONJ
bioscience-203	15	9	phage	phage	NOUN
bioscience-203	15	10	factors	factor	NOUN
bioscience-203	15	11	as	as	ADV
bioscience-203	15	12	well	well	ADV
bioscience-203	15	13	as	as	ADP
bioscience-203	15	14	storing	store	VERB
bioscience-203	15	15	,	,	PUNCT
bioscience-203	15	16	processing	processing	NOUN
bioscience-203	15	17	and	and	CCONJ
bioscience-203	15	18	analyzing	analyze	VERB
bioscience-203	15	19	large	large	ADJ
bioscience-203	15	20	laboratory	laboratory	NOUN
bioscience-203	15	21	data	datum	NOUN
bioscience-203	15	22	outputs	output	NOUN
bioscience-203	15	23	are	be	AUX
bioscience-203	15	24	expensive	expensive	ADJ
bioscience-203	15	25	,	,	PUNCT
bioscience-203	15	26	time	time	NOUN
bioscience-203	15	27	-	-	PUNCT
bioscience-203	15	28	consuming	consume	VERB
bioscience-203	15	29	and	and	CCONJ
bioscience-203	15	30	labor	labor	NOUN
bioscience-203	15	31	-	-	PUNCT
bioscience-203	15	32	intensive	intensive	ADJ
bioscience-203	15	33	.	.	PUNCT
bioscience-203	16	1	machine	machine	NOUN
bioscience-203	16	2	learning	learning	NOUN
bioscience-203	16	3	(	(	PUNCT
bioscience-203	16	4	ml	ml	NOUN
bioscience-203	16	5	)	)	PUNCT
bioscience-203	16	6	is	be	AUX
bioscience-203	16	7	a	a	DET
bioscience-203	16	8	utilitarian	utilitarian	ADJ
bioscience-203	16	9	strategy	strategy	NOUN
bioscience-203	16	10	to	to	PART
bioscience-203	16	11	organize	organize	VERB
bioscience-203	16	12	,	,	PUNCT
bioscience-203	16	13	store	store	NOUN
bioscience-203	16	14	,	,	PUNCT
bioscience-203	16	15	analyze	analyze	VERB
bioscience-203	16	16	data	datum	NOUN
bioscience-203	16	17	sets	set	NOUN
bioscience-203	16	18	and	and	CCONJ
bioscience-203	16	19	more	more	ADV
bioscience-203	16	20	importantly	importantly	ADV
bioscience-203	16	21	allows	allow	VERB
bioscience-203	16	22	prediction	prediction	NOUN
bioscience-203	16	23	of	of	ADP
bioscience-203	16	24	certain	certain	ADJ
bioscience-203	16	25	features	feature	NOUN
bioscience-203	16	26	by	by	ADP
bioscience-203	16	27	recognizing	recognize	VERB
bioscience-203	16	28	patterns	pattern	NOUN
bioscience-203	16	29	in	in	ADP
bioscience-203	16	30	the	the	DET
bioscience-203	16	31	data	data	NOUN
bioscience-203	16	32	sets	set	NOUN
bioscience-203	16	33	.	.	PUNCT
bioscience-203	17	1	with	with	ADP
bioscience-203	17	2	the	the	DET
bioscience-203	17	3	huge	huge	ADJ
bioscience-203	17	4	number	number	NOUN
bioscience-203	17	5	of	of	ADP
bioscience-203	17	6	research	research	NOUN
bioscience-203	17	7	been	be	AUX
bioscience-203	17	8	carried	carry	VERB
bioscience-203	17	9	out	out	ADP
bioscience-203	17	10	around	around	ADP
bioscience-203	17	11	the	the	DET
bioscience-203	17	12	globe	globe	NOUN
bioscience-203	17	13	and	and	CCONJ
bioscience-203	17	14	enormous	enormous	ADJ
bioscience-203	17	15	data	datum	NOUN
bioscience-203	17	16	sets	set	NOUN
bioscience-203	17	17	being	be	AUX
bioscience-203	17	18	published	publish	VERB
bioscience-203	17	19	and	and	CCONJ
bioscience-203	17	20	stored	store	VERB
bioscience-203	17	21	in	in	ADP
bioscience-203	17	22	databases	database	NOUN
bioscience-203	17	23	,	,	PUNCT
bioscience-203	17	24	ml	ml	VERB
bioscience-203	17	25	can	can	AUX
bioscience-203	17	26	utilize	utilize	VERB
bioscience-203	17	27	the	the	DET
bioscience-203	17	28	available	available	ADJ
bioscience-203	17	29	data	datum	NOUN
bioscience-203	17	30	to	to	PART
bioscience-203	17	31	perform	perform	VERB
bioscience-203	17	32	and	and	CCONJ
bioscience-203	17	33	guide	guide	VERB
bioscience-203	17	34	in	in	ADP
bioscience-203	17	35	developing	develop	VERB
bioscience-203	17	36	alternative	alternative	ADJ
bioscience-203	17	37	therapeutics	therapeutic	NOUN
bioscience-203	17	38	.	.	PUNCT
bioscience-203	18	1	several	several	ADJ
bioscience-203	18	2	ml	ml	NOUN
bioscience-203	18	3	based	base	VERB
bioscience-203	18	4	tools	tool	NOUN
bioscience-203	18	5	have	have	AUX
bioscience-203	18	6	been	be	AUX
bioscience-203	18	7	developed	develop	VERB
bioscience-203	18	8	to	to	PART
bioscience-203	18	9	predict	predict	VERB
bioscience-203	18	10	resistance	resistance	NOUN
bioscience-203	18	11	in	in	ADP
bioscience-203	18	12	host	host	NOUN
bioscience-203	18	13	,	,	PUNCT
bioscience-203	18	14	phage	phage	NOUN
bioscience-203	18	15	grouping	grouping	NOUN
bioscience-203	18	16	for	for	ADP
bioscience-203	18	17	cocktail	cocktail	NOUN
bioscience-203	18	18	preparation	preparation	NOUN
bioscience-203	18	19	,	,	PUNCT
bioscience-203	18	20	resistance	resistance	NOUN
bioscience-203	18	21	and	and	CCONJ
bioscience-203	18	22	lysogenic	lysogenic	ADJ
bioscience-203	18	23	genes	gene	NOUN
bioscience-203	18	24	detection	detection	NOUN
bioscience-203	18	25	,	,	PUNCT
bioscience-203	18	26	phage	phage	NOUN
bioscience-203	18	27	genomic	genomic	NOUN
bioscience-203	18	28	evaluation	evaluation	NOUN
bioscience-203	18	29	and	and	CCONJ
bioscience-203	18	30	to	to	PART
bioscience-203	18	31	understand	understand	VERB
bioscience-203	18	32	phage	phage	NOUN
bioscience-203	18	33	-	-	PUNCT
bioscience-203	18	34	host	host	NOUN
bioscience-203	18	35	interactions	interaction	NOUN
bioscience-203	18	36	.	.	PUNCT
bioscience-203	19	1	ml	ml	AUX
bioscience-203	19	2	also	also	ADV
bioscience-203	19	3	allows	allow	VERB
bioscience-203	19	4	the	the	DET
bioscience-203	19	5	in	in	ADP
bioscience-203	19	6	silico	silico	NOUN
bioscience-203	19	7	analysis	analysis	NOUN
bioscience-203	19	8	of	of	ADP
bioscience-203	19	9	large	large	ADJ
bioscience-203	19	10	samples	sample	NOUN
bioscience-203	19	11	(	(	PUNCT
bioscience-203	19	12	drug	drug	NOUN
bioscience-203	19	13	/	/	SYM
bioscience-203	19	14	phage	phage	NOUN
bioscience-203	19	15	)	)	PUNCT
bioscience-203	19	16	and	and	CCONJ
bioscience-203	19	17	reduces	reduce	VERB
bioscience-203	19	18	sample	sample	NOUN
bioscience-203	19	19	size	size	NOUN
bioscience-203	19	20	for	for	ADP
bioscience-203	19	21	in	in	ADP
bioscience-203	19	22	vitro	vitro	X
bioscience-203	19	23	evaluation	evaluation	NOUN
bioscience-203	19	24	thereby	thereby	ADV
bioscience-203	19	25	reducing	reduce	VERB
bioscience-203	19	26	overall	overall	ADJ
bioscience-203	19	27	costs	cost	NOUN
bioscience-203	19	28	,	,	PUNCT
bioscience-203	19	29	time	time	NOUN
bioscience-203	19	30	and	and	CCONJ
bioscience-203	19	31	labor	labor	NOUN
bioscience-203	19	32	.	.	PUNCT
bioscience-203	20	1	the	the	DET
bioscience-203	20	2	present	present	ADJ
bioscience-203	20	3	review	review	NOUN
bioscience-203	20	4	summarizes	summarize	VERB
bioscience-203	20	5	the	the	DET
bioscience-203	20	6	available	available	ADJ
bioscience-203	20	7	ml	ml	NOUN
bioscience-203	20	8	algorithms	algorithm	NOUN
bioscience-203	20	9	and	and	CCONJ
bioscience-203	20	10	corresponding	correspond	VERB
bioscience-203	20	11	databases	database	NOUN
bioscience-203	20	12	used	use	VERB
bioscience-203	20	13	in	in	ADP
bioscience-203	20	14	amr	amr	ADJ
bioscience-203	20	15	and	and	CCONJ
bioscience-203	20	16	phage	phage	NOUN
bioscience-203	20	17	research	research	NOUN
bioscience-203	20	18	.	.	PUNCT
bioscience-203	21	1	it	it	PRON
bioscience-203	21	2	also	also	ADV
bioscience-203	21	3	emphasizes	emphasize	VERB
bioscience-203	21	4	the	the	DET
bioscience-203	21	5	status	status	NOUN
bioscience-203	21	6	quo	quo	NOUN
bioscience-203	21	7	of	of	ADP
bioscience-203	21	8	antimicrobial	antimicrobial	ADJ
bioscience-203	21	9	and	and	CCONJ
bioscience-203	21	10	phage	phage	NOUN
bioscience-203	21	11	resistance	resistance	NOUN
bioscience-203	21	12	in	in	ADP
bioscience-203	21	13	the	the	DET
bioscience-203	21	14	healthcare	healthcare	NOUN
bioscience-203	21	15	sector	sector	NOUN
bioscience-203	21	16	and	and	CCONJ
bioscience-203	21	17	analyses	analyse	VERB
bioscience-203	21	18	the	the	DET
bioscience-203	21	19	role	role	NOUN
bioscience-203	21	20	of	of	ADP
bioscience-203	21	21	ml	ml	NOUN
bioscience-203	21	22	in	in	ADP
bioscience-203	21	23	analyzing	analyze	VERB
bioscience-203	21	24	biological	biological	ADJ
bioscience-203	21	25	databases	database	NOUN
bioscience-203	21	26	in	in	ADP
bioscience-203	21	27	order	order	NOUN
bioscience-203	21	28	to	to	PART
bioscience-203	21	29	predict	predict	VERB
bioscience-203	21	30	possible	possible	ADJ
bioscience-203	21	31	phage	phage	NOUN
bioscience-203	21	32	/	/	SYM
bioscience-203	21	33	drug	drug	NOUN
bioscience-203	21	34	-	-	PUNCT
bioscience-203	21	35	host	host	NOUN
bioscience-203	21	36	interaction	interaction	NOUN
bioscience-203	21	37	patterns	pattern	NOUN
bioscience-203	21	38	,	,	PUNCT
bioscience-203	21	39	phage	phage	NOUN
bioscience-203	21	40	susceptibility	susceptibility	NOUN
bioscience-203	21	41	,	,	PUNCT
bioscience-203	21	42	suitability	suitability	NOUN
bioscience-203	21	43	of	of	ADP
bioscience-203	21	44	phage	phage	NOUN
bioscience-203	21	45	strains	strain	VERB
bioscience-203	21	46	for	for	ADP
bioscience-203	21	47	therapy	therapy	NOUN
bioscience-203	21	48	and	and	CCONJ
bioscience-203	21	49	recommends	recommend	VERB
bioscience-203	21	50	the	the	DET
bioscience-203	21	51	most	most	ADV
bioscience-203	21	52	efficient	efficient	ADJ
bioscience-203	21	53	drug	drug	NOUN
bioscience-203	21	54	combinations	combination	NOUN
bioscience-203	21	55	and	and	CCONJ
bioscience-203	21	56	treatment	treatment	NOUN
bioscience-203	21	57	strategies	strategy	NOUN
bioscience-203	21	58	.	.	PUNCT
bioscience-203	22	1	keywords	keyword	NOUN
bioscience-203	22	2	:	:	PUNCT
bioscience-203	22	3	antimicrobial	antimicrobial	ADJ
bioscience-203	22	4	,	,	PUNCT
bioscience-203	22	5	amr	amr	NOUN
bioscience-203	22	6	,	,	PUNCT
bioscience-203	22	7	bacteriophage	bacteriophage	NOUN
bioscience-203	22	8	,	,	PUNCT
bioscience-203	22	9	resistance	resistance	NOUN
bioscience-203	22	10	,	,	PUNCT
bioscience-203	22	11	machine	machine	NOUN
bioscience-203	22	12	learning	learning	NOUN
bioscience-203	22	13	,	,	PUNCT
bioscience-203	22	14	database	database	NOUN
bioscience-203	22	15	,	,	PUNCT
bioscience-203	22	16	phage	phage	NOUN
bioscience-203	22	17	,	,	PUNCT
bioscience-203	22	18	bacteria	bacteria	NOUN
bioscience-203	22	19	,	,	PUNCT
bioscience-203	22	20	pathogen	pathogen	NOUN
bioscience-203	22	21	,	,	PUNCT
bioscience-203	22	22	infection	infection	NOUN
bioscience-203	22	23	background	background	NOUN
bioscience-203	22	24	an	an	DET
bioscience-203	22	25	alarming	alarming	ADJ
bioscience-203	22	26	hike	hike	NOUN
bioscience-203	22	27	in	in	ADP
bioscience-203	22	28	morbidity	morbidity	NOUN
bioscience-203	22	29	and	and	CCONJ
bioscience-203	22	30	mortality	mortality	NOUN
bioscience-203	22	31	due	due	ADP
bioscience-203	22	32	to	to	ADP
bioscience-203	22	33	bacterial	bacterial	ADJ
bioscience-203	22	34	infections	infection	NOUN
bioscience-203	22	35	have	have	AUX
bioscience-203	22	36	been	be	AUX
bioscience-203	22	37	reported	report	VERB
bioscience-203	22	38	worldwide	worldwide	ADV
bioscience-203	22	39	in	in	ADP
bioscience-203	22	40	the	the	DET
bioscience-203	22	41	past	past	ADJ
bioscience-203	22	42	decade	decade	NOUN
bioscience-203	22	43	[	[	X
bioscience-203	22	44	1	1	NUM
bioscience-203	22	45	]	]	PUNCT
bioscience-203	22	46	.	.	PUNCT
bioscience-203	23	1	the	the	DET
bioscience-203	23	2	centre	centre	NOUN
bioscience-203	23	3	for	for	ADP
bioscience-203	23	4	disease	disease	NOUN
bioscience-203	23	5	control	control	NOUN
bioscience-203	23	6	and	and	CCONJ
bioscience-203	23	7	prevention	prevention	NOUN
bioscience-203	23	8	and	and	CCONJ
bioscience-203	23	9	the	the	DET
bioscience-203	23	10	world	world	PROPN
bioscience-203	23	11	health	health	NOUN
bioscience-203	23	12	organisation	organisation	NOUN
bioscience-203	23	13	have	have	AUX
bioscience-203	23	14	arbitrated	arbitrate	VERB
bioscience-203	23	15	in	in	ADP
bioscience-203	23	16	this	this	DET
bioscience-203	23	17	global	global	ADJ
bioscience-203	23	18	health	health	NOUN
bioscience-203	23	19	threat	threat	NOUN
bioscience-203	23	20	,	,	PUNCT
bioscience-203	23	21	and	and	CCONJ
bioscience-203	23	22	have	have	AUX
bioscience-203	23	23	identified	identify	VERB
bioscience-203	23	24	and	and	CCONJ
bioscience-203	23	25	listed	list	VERB
bioscience-203	23	26	the	the	DET
bioscience-203	23	27	priority	priority	NOUN
bioscience-203	23	28	pathogens	pathogen	NOUN
bioscience-203	23	29	entitled	entitle	VERB
bioscience-203	23	30	with	with	ADP
bioscience-203	23	31	the	the	DET
bioscience-203	23	32	acronym	acronym	NOUN
bioscience-203	23	33	eskape	eskape	NOUN
bioscience-203	23	34	,	,	PUNCT
bioscience-203	23	35	and	and	CCONJ
bioscience-203	23	36	have	have	AUX
bioscience-203	23	37	implemented	implement	VERB
bioscience-203	23	38	strategies	strategy	NOUN
bioscience-203	23	39	to	to	PART
bioscience-203	23	40	combat	combat	VERB
bioscience-203	23	41	pan	pan	NOUN
bioscience-203	23	42	drug	drug	NOUN
bioscience-203	23	43	-	-	PUNCT
bioscience-203	23	44	resistant	resistant	ADJ
bioscience-203	23	45	(	(	PUNCT
bioscience-203	23	46	pdr	pdr	NOUN
bioscience-203	23	47	)	)	PUNCT
bioscience-203	23	48	,	,	PUNCT
bioscience-203	23	49	multidrug	multidrug	NOUN
bioscience-203	23	50	-	-	PUNCT
bioscience-203	23	51	resistant	resistant	ADJ
bioscience-203	23	52	(	(	PUNCT
bioscience-203	23	53	mdr	mdr	NOUN
bioscience-203	23	54	)	)	PUNCT
bioscience-203	23	55	and	and	CCONJ
bioscience-203	23	56	extensively	extensively	ADV
bioscience-203	23	57	drug	drug	NOUN
bioscience-203	23	58	-	-	PUNCT
bioscience-203	23	59	resistant	resistant	ADJ
bioscience-203	23	60	(	(	PUNCT
bioscience-203	23	61	xdr	xdr	PROPN
bioscience-203	23	62	)	)	PUNCT
bioscience-203	23	63	bacteria	bacteria	NOUN
bioscience-203	24	1	[	[	X
bioscience-203	24	2	2	2	NUM
bioscience-203	24	3	;	;	PUNCT
bioscience-203	24	4	3	3	NUM
bioscience-203	24	5	]	]	PUNCT
bioscience-203	24	6	.	.	PUNCT
bioscience-203	25	1	the	the	DET
bioscience-203	25	2	clinical	clinical	ADJ
bioscience-203	25	3	and	and	CCONJ
bioscience-203	25	4	laboratory	laboratory	NOUN
bioscience-203	25	5	standards	standard	NOUN
bioscience-203	25	6	institute	institute	PROPN
bioscience-203	25	7	(	(	PUNCT
bioscience-203	25	8	clsi	clsi	PROPN
bioscience-203	25	9	)	)	PUNCT
bioscience-203	25	10	has	have	AUX
bioscience-203	25	11	disclosed	disclose	VERB
bioscience-203	25	12	the	the	DET
bioscience-203	25	13	ineffectiveness	ineffectiveness	NOUN
bioscience-203	25	14	and	and	CCONJ
bioscience-203	25	15	failure	failure	NOUN
bioscience-203	25	16	of	of	ADP
bioscience-203	25	17	antibiotics	antibiotic	NOUN
bioscience-203	25	18	against	against	ADP
bioscience-203	25	19	eskape	eskape	NOUN
bioscience-203	25	20	pathogens	pathogen	NOUN
bioscience-203	25	21	overtime	overtime	NOUN
bioscience-203	25	22	[	[	X
bioscience-203	25	23	4	4	NUM
bioscience-203	25	24	]	]	PUNCT
bioscience-203	25	25	.	.	PUNCT
bioscience-203	26	1	highlights	highlight	NOUN
bioscience-203	26	2	in	in	ADP
bioscience-203	26	3	bioscience	bioscience	NOUN
bioscience-203	26	4	page	page	NOUN
bioscience-203	26	5	1	1	NUM
bioscience-203	26	6	of	of	ADP
bioscience-203	26	7	18	18	NUM
bioscience-203	26	8	december	december	PROPN
bioscience-203	26	9	2023|volume	2023|volume	NUM
bioscience-203	26	10	6	6	NUM
bioscience-203	26	11	https://doi.org/10.36462/h.biosci.202304	https://doi.org/10.36462/h.biosci.202304	NOUN
bioscience-203	26	12	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
bioscience-203	27	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
bioscience-203	27	2	mailto:aarchaachu3939@gmail.com	mailto:aarchaachu3939@gmail.com	PROPN
bioscience-203	27	3	mailto:manalipatil85801@gmail.com	mailto:manalipatil85801@gmail.com	PROPN
bioscience-203	27	4	mailto:gksonai03@gmail.com	mailto:gksonai03@gmail.com	NOUN
bioscience-203	27	5	mailto:rkaushik@cutn.ac.in	mailto:rkaushik@cutn.ac.in	PROPN
bioscience-203	27	6	http://orcid.org/0000-0002-1830-4083	http://orcid.org/0000-0002-1830-4083	PROPN
bioscience-203	27	7	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	27	8	mary	mary	PROPN
bioscience-203	27	9	et	et	PROPN
bioscience-203	27	10	al	al	PROPN
bioscience-203	27	11	.	.	PROPN
bioscience-203	27	12	,	,	PUNCT
bioscience-203	27	13	2023	2023	NUM
bioscience-203	27	14	machine	machine	NOUN
bioscience-203	27	15	learning	learning	NOUN
bioscience-203	27	16	mediated	mediate	VERB
bioscience-203	27	17	advanced	advanced	ADJ
bioscience-203	27	18	phage	phage	NOUN
bioscience-203	27	19	and	and	CCONJ
bioscience-203	27	20	antimicrobial	antimicrobial	ADJ
bioscience-203	27	21	therapy	therapy	NOUN
bioscience-203	27	22	a	a	DET
bioscience-203	27	23	futuristic	futuristic	ADJ
bioscience-203	27	24	approach	approach	NOUN
bioscience-203	27	25	development	development	NOUN
bioscience-203	27	26	of	of	ADP
bioscience-203	27	27	alternative	alternative	ADJ
bioscience-203	27	28	drugs	drug	NOUN
bioscience-203	27	29	is	be	AUX
bioscience-203	27	30	on	on	ADP
bioscience-203	27	31	the	the	DET
bioscience-203	27	32	horizon	horizon	NOUN
bioscience-203	27	33	and	and	CCONJ
bioscience-203	27	34	in	in	ADP
bioscience-203	27	35	2019	2019	NUM
bioscience-203	27	36	,	,	PUNCT
bioscience-203	27	37	mulani	mulani	PROPN
bioscience-203	27	38	et	et	PROPN
bioscience-203	27	39	al	al	PROPN
bioscience-203	27	40	.	.	PROPN
bioscience-203	27	41	,	,	PUNCT
bioscience-203	27	42	catalogued	catalogue	VERB
bioscience-203	27	43	the	the	DET
bioscience-203	27	44	emerging	emerge	VERB
bioscience-203	27	45	approaches	approach	NOUN
bioscience-203	27	46	like	like	ADP
bioscience-203	27	47	antimicrobial	antimicrobial	ADJ
bioscience-203	27	48	peptides	peptide	NOUN
bioscience-203	27	49	,	,	PUNCT
bioscience-203	27	50	antibiotic	antibiotic	ADJ
bioscience-203	27	51	combination	combination	NOUN
bioscience-203	27	52	therapies	therapy	NOUN
bioscience-203	27	53	,	,	PUNCT
bioscience-203	27	54	photodynamic	photodynamic	ADJ
bioscience-203	27	55	light	light	NOUN
bioscience-203	27	56	therapy	therapy	NOUN
bioscience-203	27	57	,	,	PUNCT
bioscience-203	27	58	bacteriophage	bacteriophage	NOUN
bioscience-203	27	59	therapy	therapy	NOUN
bioscience-203	27	60	,	,	PUNCT
bioscience-203	27	61	nanoparticles	nanoparticle	NOUN
bioscience-203	27	62	and	and	CCONJ
bioscience-203	27	63	phytochemicals	phytochemical	NOUN
bioscience-203	27	64	to	to	PART
bioscience-203	27	65	combat	combat	VERB
bioscience-203	27	66	antimicrobial	antimicrobial	ADJ
bioscience-203	27	67	resistance	resistance	NOUN
bioscience-203	27	68	(	(	PUNCT
bioscience-203	27	69	amr	amr	NOUN
bioscience-203	27	70	)	)	PUNCT
bioscience-203	28	1	[	[	X
bioscience-203	28	2	4	4	NUM
bioscience-203	28	3	]	]	PUNCT
bioscience-203	28	4	.	.	PUNCT
bioscience-203	29	1	additionally	additionally	ADV
bioscience-203	29	2	,	,	PUNCT
bioscience-203	29	3	state	state	NOUN
bioscience-203	29	4	-	-	PUNCT
bioscience-203	29	5	of	of	ADP
bioscience-203	29	6	-	-	PUNCT
bioscience-203	29	7	the	the	DET
bioscience-203	29	8	-	-	PUNCT
bioscience-203	29	9	art	art	NOUN
bioscience-203	29	10	treatment	treatment	NOUN
bioscience-203	29	11	strategies	strategy	NOUN
bioscience-203	29	12	like	like	ADP
bioscience-203	29	13	crispr/	crispr/	NUM
bioscience-203	29	14	cas9	cas9	NOUN
bioscience-203	29	15	and	and	CCONJ
bioscience-203	29	16	bacterial	bacterial	ADJ
bioscience-203	29	17	vaccines	vaccine	NOUN
bioscience-203	29	18	have	have	AUX
bioscience-203	29	19	also	also	ADV
bioscience-203	29	20	been	be	AUX
bioscience-203	29	21	surfaced	surface	VERB
bioscience-203	29	22	and	and	CCONJ
bioscience-203	29	23	are	be	AUX
bioscience-203	29	24	under	under	ADP
bioscience-203	29	25	exploratory	exploratory	ADJ
bioscience-203	29	26	research	research	NOUN
bioscience-203	29	27	and	and	CCONJ
bioscience-203	29	28	development	development	NOUN
bioscience-203	29	29	[	[	X
bioscience-203	29	30	5	5	NUM
bioscience-203	29	31	]	]	PUNCT
bioscience-203	29	32	.	.	PUNCT
bioscience-203	30	1	bacteriophage	bacteriophage	NOUN
bioscience-203	30	2	are	be	AUX
bioscience-203	30	3	ubiquitous	ubiquitous	ADJ
bioscience-203	30	4	and	and	CCONJ
bioscience-203	30	5	are	be	AUX
bioscience-203	30	6	present	present	ADJ
bioscience-203	30	7	alongside	alongside	ADP
bioscience-203	30	8	the	the	DET
bioscience-203	30	9	host	host	NOUN
bioscience-203	30	10	and	and	CCONJ
bioscience-203	30	11	are	be	AUX
bioscience-203	30	12	pivotal	pivotal	ADJ
bioscience-203	30	13	in	in	ADP
bioscience-203	30	14	regulating	regulate	VERB
bioscience-203	30	15	bacterial	bacterial	ADJ
bioscience-203	30	16	populations	population	NOUN
bioscience-203	30	17	;	;	PUNCT
bioscience-203	30	18	thereby	thereby	ADV
bioscience-203	30	19	maintaining	maintain	VERB
bioscience-203	30	20	microbial	microbial	ADJ
bioscience-203	30	21	balance	balance	NOUN
bioscience-203	30	22	.	.	PUNCT
bioscience-203	31	1	phage	phage	NOUN
bioscience-203	31	2	therapy	therapy	NOUN
bioscience-203	31	3	has	have	AUX
bioscience-203	31	4	been	be	AUX
bioscience-203	31	5	largely	largely	ADV
bioscience-203	31	6	neglected	neglect	VERB
bioscience-203	31	7	during	during	ADP
bioscience-203	31	8	the	the	DET
bioscience-203	31	9	antibiotic	antibiotic	ADJ
bioscience-203	31	10	era	era	NOUN
bioscience-203	31	11	;	;	PUNCT
bioscience-203	31	12	however	however	ADV
bioscience-203	31	13	,	,	PUNCT
bioscience-203	31	14	with	with	ADP
bioscience-203	31	15	the	the	DET
bioscience-203	31	16	emergence	emergence	NOUN
bioscience-203	31	17	of	of	ADP
bioscience-203	31	18	drug	drug	NOUN
bioscience-203	31	19	-	-	PUNCT
bioscience-203	31	20	resistant	resistant	ADJ
bioscience-203	31	21	bacteria	bacteria	NOUN
bioscience-203	31	22	it	it	PRON
bioscience-203	31	23	has	have	AUX
bioscience-203	31	24	regained	regain	VERB
bioscience-203	31	25	its	its	PRON
bioscience-203	31	26	lost	lost	ADJ
bioscience-203	31	27	glory	glory	NOUN
bioscience-203	31	28	.	.	PUNCT
bioscience-203	32	1	on	on	ADP
bioscience-203	32	2	one	one	NUM
bioscience-203	32	3	hand	hand	NOUN
bioscience-203	32	4	,	,	PUNCT
bioscience-203	32	5	bacteriophage	bacteriophage	NOUN
bioscience-203	32	6	remains	remain	VERB
bioscience-203	32	7	a	a	DET
bioscience-203	32	8	logical	logical	ADJ
bioscience-203	32	9	and	and	CCONJ
bioscience-203	32	10	sustainable	sustainable	ADJ
bioscience-203	32	11	remedy	remedy	NOUN
bioscience-203	32	12	for	for	ADP
bioscience-203	32	13	amr	amr	NOUN
bioscience-203	32	14	,	,	PUNCT
bioscience-203	32	15	whereas	whereas	SCONJ
bioscience-203	32	16	bacterial	bacterial	ADJ
bioscience-203	32	17	evolution	evolution	NOUN
bioscience-203	32	18	and	and	CCONJ
bioscience-203	32	19	fitness	fitness	NOUN
bioscience-203	32	20	in	in	ADP
bioscience-203	32	21	presence	presence	NOUN
bioscience-203	32	22	of	of	ADP
bioscience-203	32	23	phage	phage	NOUN
bioscience-203	32	24	allows	allow	VERB
bioscience-203	32	25	the	the	DET
bioscience-203	32	26	persistent	persistent	ADJ
bioscience-203	32	27	cells	cell	NOUN
bioscience-203	32	28	/	/	SYM
bioscience-203	32	29	mutants	mutant	NOUN
bioscience-203	32	30	to	to	PART
bioscience-203	32	31	grow	grow	VERB
bioscience-203	32	32	and	and	CCONJ
bioscience-203	32	33	propagate	propagate	VERB
bioscience-203	32	34	[	[	X
bioscience-203	32	35	6	6	NUM
bioscience-203	32	36	]	]	PUNCT
bioscience-203	32	37	.	.	PUNCT
bioscience-203	33	1	bacteriophage	bacteriophage	NOUN
bioscience-203	33	2	resistance	resistance	NOUN
bioscience-203	33	3	can	can	AUX
bioscience-203	33	4	also	also	ADV
bioscience-203	33	5	be	be	AUX
bioscience-203	33	6	associated	associate	VERB
bioscience-203	33	7	to	to	ADP
bioscience-203	33	8	bacterial	bacterial	ADJ
bioscience-203	33	9	abortive	abortive	ADJ
bioscience-203	33	10	mechanisms	mechanism	NOUN
bioscience-203	33	11	,	,	PUNCT
bioscience-203	33	12	receptor	receptor	NOUN
bioscience-203	33	13	mutations	mutation	NOUN
bioscience-203	33	14	,	,	PUNCT
bioscience-203	33	15	restrictionmodification	restrictionmodification	NOUN
bioscience-203	33	16	(	(	PUNCT
bioscience-203	33	17	rm	rm	NOUN
bioscience-203	33	18	)	)	PUNCT
bioscience-203	33	19	systems	system	NOUN
bioscience-203	33	20	and	and	CCONJ
bioscience-203	33	21	crispr	crispr	ADJ
bioscience-203	33	22	-	-	PUNCT
bioscience-203	33	23	cas	cas	NOUN
bioscience-203	33	24	systems	system	NOUN
bioscience-203	33	25	[	[	X
bioscience-203	33	26	7	7	NUM
bioscience-203	33	27	]	]	PUNCT
bioscience-203	33	28	.	.	PUNCT
bioscience-203	34	1	while	while	SCONJ
bioscience-203	34	2	bacteriophage	bacteriophage	NOUN
bioscience-203	34	3	resistance	resistance	NOUN
bioscience-203	34	4	is	be	AUX
bioscience-203	34	5	a	a	DET
bioscience-203	34	6	backlash	backlash	NOUN
bioscience-203	34	7	for	for	ADP
bioscience-203	34	8	phage	phage	NOUN
bioscience-203	34	9	based	base	VERB
bioscience-203	34	10	treatment	treatment	NOUN
bioscience-203	34	11	regimen	regiman	NOUN
bioscience-203	34	12	,	,	PUNCT
bioscience-203	34	13	certain	certain	ADJ
bioscience-203	34	14	clinical	clinical	ADJ
bioscience-203	34	15	implications	implication	NOUN
bioscience-203	34	16	incurred	incur	VERB
bioscience-203	34	17	due	due	ADP
bioscience-203	34	18	to	to	ADP
bioscience-203	34	19	phage	phage	NOUN
bioscience-203	34	20	resistance	resistance	NOUN
bioscience-203	34	21	are	be	AUX
bioscience-203	34	22	of	of	ADP
bioscience-203	34	23	therapeutic	therapeutic	ADJ
bioscience-203	34	24	importance	importance	NOUN
bioscience-203	34	25	.	.	PUNCT
bioscience-203	35	1	in	in	ADP
bioscience-203	35	2	a	a	DET
bioscience-203	35	3	clinical	clinical	ADJ
bioscience-203	35	4	setting	setting	NOUN
bioscience-203	35	5	,	,	PUNCT
bioscience-203	35	6	phage	phage	NOUN
bioscience-203	35	7	resistance	resistance	NOUN
bioscience-203	35	8	does	do	AUX
bioscience-203	35	9	not	not	PART
bioscience-203	35	10	only	only	ADV
bioscience-203	35	11	result	result	VERB
bioscience-203	35	12	in	in	ADP
bioscience-203	35	13	treatment	treatment	NOUN
bioscience-203	35	14	failure	failure	NOUN
bioscience-203	35	15	but	but	CCONJ
bioscience-203	35	16	can	can	AUX
bioscience-203	35	17	also	also	ADV
bioscience-203	35	18	aid	aid	VERB
bioscience-203	35	19	cross	cross	NOUN
bioscience-203	35	20	-	-	NOUN
bioscience-203	35	21	resistance	resistance	NOUN
bioscience-203	35	22	across	across	ADP
bioscience-203	35	23	other	other	ADJ
bioscience-203	35	24	phage	phage	NOUN
bioscience-203	35	25	and	and	CCONJ
bioscience-203	35	26	antibiotics	antibiotic	NOUN
bioscience-203	36	1	[	[	X
bioscience-203	36	2	7	7	NUM
bioscience-203	36	3	]	]	PUNCT
bioscience-203	36	4	.	.	PUNCT
bioscience-203	37	1	in	in	ADP
bioscience-203	37	2	2018	2018	NUM
bioscience-203	37	3	,	,	PUNCT
bioscience-203	37	4	wright	wright	PROPN
bioscience-203	37	5	et	et	PROPN
bioscience-203	37	6	al	al	PROPN
bioscience-203	37	7	.	.	PROPN
bioscience-203	37	8	,	,	PUNCT
bioscience-203	37	9	demonstrated	demonstrate	VERB
bioscience-203	37	10	the	the	DET
bioscience-203	37	11	modular	modular	ADJ
bioscience-203	37	12	network	network	NOUN
bioscience-203	37	13	of	of	ADP
bioscience-203	37	14	cross	cross	NOUN
bioscience-203	37	15	-	-	NOUN
bioscience-203	37	16	resistance	resistance	NOUN
bioscience-203	37	17	in	in	ADP
bioscience-203	37	18	spontaneous	spontaneous	ADJ
bioscience-203	37	19	mutants	mutant	NOUN
bioscience-203	37	20	of	of	ADP
bioscience-203	37	21	p.	p.	NOUN
bioscience-203	37	22	aeruginosa	aeruginosa	NOUN
bioscience-203	37	23	against	against	ADP
bioscience-203	37	24	27	27	NUM
bioscience-203	37	25	distinct	distinct	ADJ
bioscience-203	37	26	phage	phage	NOUN
bioscience-203	37	27	;	;	PUNCT
bioscience-203	37	28	and	and	CCONJ
bioscience-203	37	29	emphasized	emphasize	VERB
bioscience-203	37	30	the	the	DET
bioscience-203	37	31	role	role	NOUN
bioscience-203	37	32	of	of	ADP
bioscience-203	37	33	cross	cross	ADJ
bioscience-203	37	34	-	-	ADJ
bioscience-203	37	35	resistance	resistance	ADJ
bioscience-203	37	36	network	network	NOUN
bioscience-203	37	37	based	base	VERB
bioscience-203	37	38	prediction	prediction	NOUN
bioscience-203	37	39	of	of	ADP
bioscience-203	37	40	mutation	mutation	NOUN
bioscience-203	37	41	frequency	frequency	NOUN
bioscience-203	37	42	and	and	CCONJ
bioscience-203	37	43	phage	phage	NOUN
bioscience-203	37	44	combinations	combination	NOUN
bioscience-203	37	45	for	for	ADP
bioscience-203	37	46	successful	successful	ADJ
bioscience-203	37	47	therapy	therapy	NOUN
bioscience-203	37	48	[	[	X
bioscience-203	37	49	8	8	NUM
bioscience-203	37	50	]	]	PUNCT
bioscience-203	37	51	.	.	PUNCT
bioscience-203	38	1	screening	screen	VERB
bioscience-203	38	2	and	and	CCONJ
bioscience-203	38	3	identifying	identify	VERB
bioscience-203	38	4	putative	putative	ADJ
bioscience-203	38	5	phage	phage	NOUN
bioscience-203	38	6	for	for	ADP
bioscience-203	38	7	effective	effective	ADJ
bioscience-203	38	8	host	host	NOUN
bioscience-203	38	9	inhibition	inhibition	NOUN
bioscience-203	38	10	is	be	AUX
bioscience-203	38	11	yet	yet	ADV
bioscience-203	38	12	another	another	DET
bioscience-203	38	13	major	major	ADJ
bioscience-203	38	14	challenge	challenge	NOUN
bioscience-203	38	15	where	where	SCONJ
bioscience-203	38	16	conventional	conventional	ADJ
bioscience-203	38	17	methods	method	NOUN
bioscience-203	38	18	can	can	AUX
bioscience-203	38	19	turn	turn	VERB
bioscience-203	38	20	out	out	ADP
bioscience-203	38	21	to	to	PART
bioscience-203	38	22	be	be	AUX
bioscience-203	38	23	unreliable	unreliable	ADJ
bioscience-203	38	24	,	,	PUNCT
bioscience-203	38	25	time	time	NOUN
bioscience-203	38	26	-	-	PUNCT
bioscience-203	38	27	consuming	consume	VERB
bioscience-203	38	28	and	and	CCONJ
bioscience-203	38	29	labour	labour	NOUN
bioscience-203	38	30	-	-	PUNCT
bioscience-203	38	31	intensive	intensive	ADJ
bioscience-203	38	32	.	.	PUNCT
bioscience-203	39	1	melo	melo	PROPN
bioscience-203	39	2	et	et	PROPN
bioscience-203	39	3	al	al	PROPN
bioscience-203	39	4	.	.	PROPN
bioscience-203	39	5	,	,	PUNCT
bioscience-203	39	6	in	in	ADP
bioscience-203	39	7	2022	2022	NUM
bioscience-203	39	8	,	,	PUNCT
bioscience-203	39	9	evinced	evince	VERB
bioscience-203	39	10	the	the	DET
bioscience-203	39	11	use	use	NOUN
bioscience-203	39	12	of	of	ADP
bioscience-203	39	13	flow	flow	NOUN
bioscience-203	39	14	cytometry	cytometry	NOUN
bioscience-203	39	15	for	for	ADP
bioscience-203	39	16	fast	fast	ADJ
bioscience-203	39	17	,	,	PUNCT
bioscience-203	39	18	reliable	reliable	ADJ
bioscience-203	39	19	and	and	CCONJ
bioscience-203	39	20	highthroughput	highthroughput	VERB
bioscience-203	39	21	phage	phage	NOUN
bioscience-203	39	22	screening	screening	NOUN
bioscience-203	40	1	[	[	X
bioscience-203	40	2	9	9	NUM
bioscience-203	40	3	]	]	PUNCT
bioscience-203	40	4	.	.	PUNCT
bioscience-203	41	1	genomic	genomic	ADJ
bioscience-203	41	2	analysis	analysis	NOUN
bioscience-203	41	3	associated	associate	VERB
bioscience-203	41	4	to	to	ADP
bioscience-203	41	5	receptor	receptor	NOUN
bioscience-203	41	6	synthesis	synthesis	NOUN
bioscience-203	41	7	of	of	ADP
bioscience-203	41	8	p.	p.	NOUN
bioscience-203	41	9	aeruginosa	aeruginosa	PROPN
bioscience-203	41	10	phage	phage	NOUN
bioscience-203	41	11	(	(	PUNCT
bioscience-203	41	12	k8	k8	X
bioscience-203	41	13	)	)	PUNCT
bioscience-203	41	14	resistant	resistant	ADJ
bioscience-203	41	15	-	-	PUNCT
bioscience-203	41	16	mutants	mutant	NOUN
bioscience-203	41	17	by	by	ADP
bioscience-203	41	18	pan	pan	PROPN
bioscience-203	41	19	et	et	PROPN
bioscience-203	41	20	al	al	PROPN
bioscience-203	41	21	.	.	PROPN
bioscience-203	41	22	,	,	PUNCT
bioscience-203	41	23	in	in	ADP
bioscience-203	41	24	2016	2016	NUM
bioscience-203	41	25	,	,	PUNCT
bioscience-203	41	26	revealed	reveal	VERB
bioscience-203	41	27	the	the	DET
bioscience-203	41	28	absence	absence	NOUN
bioscience-203	41	29	of	of	ADP
bioscience-203	41	30	o	o	NOUN
bioscience-203	41	31	-	-	NOUN
bioscience-203	41	32	antigen	antigen	ADV
bioscience-203	41	33	(	(	PUNCT
bioscience-203	41	34	serve	serve	VERB
bioscience-203	41	35	as	as	ADP
bioscience-203	41	36	receptor	receptor	NOUN
bioscience-203	41	37	)	)	PUNCT
bioscience-203	41	38	in	in	ADP
bioscience-203	41	39	mutants	mutant	NOUN
bioscience-203	41	40	[	[	X
bioscience-203	41	41	10	10	NUM
bioscience-203	41	42	]	]	PUNCT
bioscience-203	41	43	.	.	PUNCT
bioscience-203	42	1	similarly	similarly	ADV
bioscience-203	42	2	,	,	PUNCT
bioscience-203	42	3	innumerable	innumerable	ADJ
bioscience-203	42	4	research	research	NOUN
bioscience-203	42	5	has	have	AUX
bioscience-203	42	6	documented	document	VERB
bioscience-203	42	7	the	the	DET
bioscience-203	42	8	genes	gene	NOUN
bioscience-203	42	9	associated	associate	VERB
bioscience-203	42	10	to	to	ADP
bioscience-203	42	11	the	the	DET
bioscience-203	42	12	receptors	receptor	NOUN
bioscience-203	42	13	modification	modification	NOUN
bioscience-203	42	14	in	in	ADP
bioscience-203	42	15	host	host	NOUN
bioscience-203	42	16	[	[	X
bioscience-203	42	17	11	11	NUM
bioscience-203	42	18	;	;	PUNCT
bioscience-203	42	19	12	12	NUM
bioscience-203	42	20	;	;	PUNCT
bioscience-203	42	21	13	13	NUM
bioscience-203	42	22	]	]	PUNCT
bioscience-203	42	23	,	,	PUNCT
bioscience-203	42	24	receptor	receptor	NOUN
bioscience-203	42	25	binding	bind	VERB
bioscience-203	42	26	proteins	protein	NOUN
bioscience-203	42	27	(	(	PUNCT
bioscience-203	42	28	rbp	rbp	NOUN
bioscience-203	42	29	)	)	PUNCT
bioscience-203	43	1	[	[	X
bioscience-203	43	2	14	14	NUM
bioscience-203	43	3	;	;	PUNCT
bioscience-203	43	4	15	15	NUM
bioscience-203	43	5	]	]	PUNCT
bioscience-203	43	6	,	,	PUNCT
bioscience-203	43	7	antimicrobial	antimicrobial	ADJ
bioscience-203	43	8	genes	gene	NOUN
bioscience-203	43	9	(	(	PUNCT
bioscience-203	43	10	args	args	PROPN
bioscience-203	43	11	)	)	PUNCT
bioscience-203	44	1	[	[	X
bioscience-203	44	2	16	16	NUM
bioscience-203	44	3	;	;	PUNCT
bioscience-203	44	4	17	17	NUM
bioscience-203	44	5	]	]	PUNCT
bioscience-203	44	6	,	,	PUNCT
bioscience-203	44	7	cross	cross	ADJ
bioscience-203	44	8	-	-	ADJ
bioscience-203	44	9	resistance	resistance	ADJ
bioscience-203	44	10	network	network	NOUN
bioscience-203	44	11	[	[	X
bioscience-203	44	12	8	8	NUM
bioscience-203	44	13	]	]	PUNCT
bioscience-203	44	14	,	,	PUNCT
bioscience-203	44	15	phage	phage	NOUN
bioscience-203	44	16	-	-	PUNCT
bioscience-203	44	17	host	host	NOUN
bioscience-203	44	18	interaction	interaction	NOUN
bioscience-203	44	19	[	[	X
bioscience-203	44	20	18	18	NUM
bioscience-203	44	21	;	;	PUNCT
bioscience-203	44	22	19	19	NUM
bioscience-203	44	23	]	]	PUNCT
bioscience-203	44	24	,	,	PUNCT
bioscience-203	44	25	endotoxins	endotoxin	VERB
bioscience-203	44	26	[	[	X
bioscience-203	44	27	20	20	NUM
bioscience-203	44	28	;	;	PUNCT
bioscience-203	44	29	21	21	NUM
bioscience-203	44	30	]	]	PUNCT
bioscience-203	44	31	,	,	PUNCT
bioscience-203	44	32	lysins	lysin	VERB
bioscience-203	44	33	[	[	X
bioscience-203	44	34	22	22	NUM
bioscience-203	44	35	;	;	PUNCT
bioscience-203	44	36	23	23	NUM
bioscience-203	44	37	;	;	PUNCT
bioscience-203	44	38	24	24	NUM
bioscience-203	44	39	;	;	PUNCT
bioscience-203	44	40	25	25	NUM
bioscience-203	44	41	]	]	PUNCT
bioscience-203	44	42	,	,	PUNCT
bioscience-203	44	43	pharmacokinetics	pharmacokinetic	NOUN
bioscience-203	44	44	[	[	X
bioscience-203	44	45	26	26	NUM
bioscience-203	44	46	;	;	PUNCT
bioscience-203	44	47	27	27	NUM
bioscience-203	44	48	]	]	PUNCT
bioscience-203	44	49	,	,	PUNCT
bioscience-203	44	50	whole	whole	ADJ
bioscience-203	44	51	genome	genome	NOUN
bioscience-203	44	52	data	datum	NOUN
bioscience-203	44	53	[	[	X
bioscience-203	44	54	28	28	NUM
bioscience-203	44	55	;	;	PUNCT
bioscience-203	44	56	29	29	NUM
bioscience-203	44	57	;	;	PUNCT
bioscience-203	44	58	30	30	NUM
bioscience-203	44	59	]	]	PUNCT
bioscience-203	44	60	,	,	PUNCT
bioscience-203	44	61	gene	gene	NOUN
bioscience-203	44	62	expression	expression	NOUN
bioscience-203	44	63	data	datum	NOUN
bioscience-203	45	1	[	[	X
bioscience-203	45	2	31	31	NUM
bioscience-203	45	3	;	;	PUNCT
bioscience-203	45	4	32	32	NUM
bioscience-203	45	5	]	]	PUNCT
bioscience-203	45	6	and	and	CCONJ
bioscience-203	45	7	structural	structural	ADJ
bioscience-203	45	8	information	information	NOUN
bioscience-203	46	1	[	[	X
bioscience-203	46	2	33	33	NUM
bioscience-203	46	3	;	;	PUNCT
bioscience-203	46	4	34	34	NUM
bioscience-203	46	5	]	]	PUNCT
bioscience-203	46	6	all	all	PRON
bioscience-203	46	7	of	of	ADP
bioscience-203	46	8	which	which	PRON
bioscience-203	46	9	are	be	AUX
bioscience-203	46	10	paramount	paramount	ADJ
bioscience-203	46	11	information	information	NOUN
bioscience-203	46	12	in	in	ADP
bioscience-203	46	13	establishing	establish	VERB
bioscience-203	46	14	phage	phage	NOUN
bioscience-203	46	15	therapy	therapy	NOUN
bioscience-203	46	16	.	.	PUNCT
bioscience-203	47	1	the	the	DET
bioscience-203	47	2	advancements	advancement	NOUN
bioscience-203	47	3	in	in	ADP
bioscience-203	47	4	research	research	NOUN
bioscience-203	47	5	strategies	strategy	NOUN
bioscience-203	47	6	,	,	PUNCT
bioscience-203	47	7	subsequent	subsequent	ADJ
bioscience-203	47	8	outputs	output	NOUN
bioscience-203	47	9	and	and	CCONJ
bioscience-203	47	10	innumerable	innumerable	ADJ
bioscience-203	47	11	data	datum	NOUN
bioscience-203	47	12	has	have	AUX
bioscience-203	47	13	been	be	AUX
bioscience-203	47	14	largely	largely	ADV
bioscience-203	47	15	controlled	control	VERB
bioscience-203	47	16	by	by	ADP
bioscience-203	47	17	computational	computational	ADJ
bioscience-203	47	18	intervention	intervention	NOUN
bioscience-203	47	19	and	and	CCONJ
bioscience-203	47	20	developments	development	NOUN
bioscience-203	47	21	in	in	ADP
bioscience-203	47	22	bioinformatics	bioinformatics	NOUN
bioscience-203	47	23	[	[	X
bioscience-203	47	24	35	35	NUM
bioscience-203	47	25	]	]	PUNCT
bioscience-203	47	26	.	.	PUNCT
bioscience-203	48	1	even	even	ADV
bioscience-203	48	2	when	when	SCONJ
bioscience-203	48	3	bioinformatics	bioinformatic	NOUN
bioscience-203	48	4	provides	provide	VERB
bioscience-203	48	5	large	large	ADJ
bioscience-203	48	6	range	range	NOUN
bioscience-203	48	7	of	of	ADP
bioscience-203	48	8	data	datum	NOUN
bioscience-203	48	9	storage	storage	NOUN
bioscience-203	48	10	,	,	PUNCT
bioscience-203	48	11	indexing	indexing	NOUN
bioscience-203	48	12	,	,	PUNCT
bioscience-203	48	13	analysis	analysis	NOUN
bioscience-203	48	14	and	and	CCONJ
bioscience-203	48	15	data	datum	NOUN
bioscience-203	48	16	retrieval	retrieval	NOUN
bioscience-203	48	17	;	;	PUNCT
bioscience-203	48	18	recent	recent	ADJ
bioscience-203	48	19	developments	development	NOUN
bioscience-203	48	20	in	in	ADP
bioscience-203	48	21	machine	machine	NOUN
bioscience-203	48	22	learning	learning	NOUN
bioscience-203	48	23	including	include	VERB
bioscience-203	48	24	deep	deep	ADJ
bioscience-203	48	25	learning	learning	NOUN
bioscience-203	48	26	and	and	CCONJ
bioscience-203	48	27	artificial	artificial	ADJ
bioscience-203	48	28	neural	neural	ADJ
bioscience-203	48	29	network	network	NOUN
bioscience-203	48	30	(	(	PUNCT
bioscience-203	48	31	ann	ann	PROPN
bioscience-203	48	32	)	)	PUNCT
bioscience-203	48	33	have	have	AUX
bioscience-203	48	34	allowed	allow	VERB
bioscience-203	48	35	the	the	DET
bioscience-203	48	36	unprecedented	unprecedented	ADJ
bioscience-203	48	37	prediction	prediction	NOUN
bioscience-203	48	38	by	by	ADP
bioscience-203	48	39	analysing	analyse	VERB
bioscience-203	48	40	massive	massive	ADJ
bioscience-203	48	41	data	datum	NOUN
bioscience-203	48	42	sets	set	NOUN
bioscience-203	48	43	[	[	X
bioscience-203	48	44	36	36	NUM
bioscience-203	48	45	]	]	PUNCT
bioscience-203	48	46	.	.	PUNCT
bioscience-203	49	1	biological	biological	ADJ
bioscience-203	49	2	databases	database	NOUN
bioscience-203	49	3	or	or	CCONJ
bioscience-203	49	4	repositories	repository	NOUN
bioscience-203	49	5	are	be	AUX
bioscience-203	49	6	key	key	ADJ
bioscience-203	49	7	prerequisites	prerequisite	NOUN
bioscience-203	49	8	in	in	ADP
bioscience-203	49	9	machine	machine	NOUN
bioscience-203	49	10	learning	learning	NOUN
bioscience-203	49	11	and	and	CCONJ
bioscience-203	49	12	are	be	AUX
bioscience-203	49	13	classified	classify	VERB
bioscience-203	49	14	into	into	ADP
bioscience-203	49	15	primary	primary	ADJ
bioscience-203	49	16	,	,	PUNCT
bioscience-203	49	17	secondary	secondary	ADJ
bioscience-203	49	18	and	and	CCONJ
bioscience-203	49	19	composite	composite	ADJ
bioscience-203	49	20	,	,	PUNCT
bioscience-203	49	21	and	and	CCONJ
bioscience-203	49	22	typically	typically	ADV
bioscience-203	49	23	reserve	reserve	VERB
bioscience-203	49	24	molecular	molecular	ADJ
bioscience-203	49	25	sequences	sequence	NOUN
bioscience-203	49	26	(	(	PUNCT
bioscience-203	49	27	genbank	genbank	NOUN
bioscience-203	49	28	,	,	PUNCT
bioscience-203	49	29	ddbj	ddbj	PROPN
bioscience-203	49	30	,	,	PUNCT
bioscience-203	49	31	pir	pir	PROPN
bioscience-203	49	32	)	)	PUNCT
bioscience-203	49	33	,	,	PUNCT
bioscience-203	49	34	structures	structure	NOUN
bioscience-203	49	35	(	(	PUNCT
bioscience-203	49	36	pdb	pdb	NOUN
bioscience-203	49	37	)	)	PUNCT
bioscience-203	49	38	,	,	PUNCT
bioscience-203	49	39	metabolic	metabolic	NOUN
bioscience-203	49	40	pathways	pathway	NOUN
bioscience-203	49	41	(	(	PUNCT
bioscience-203	49	42	kegg	kegg	NOUN
bioscience-203	49	43	,	,	PUNCT
bioscience-203	49	44	metacyc	metacyc	NOUN
bioscience-203	49	45	)	)	PUNCT
bioscience-203	49	46	,	,	PUNCT
bioscience-203	49	47	enzyme	enzyme	NOUN
bioscience-203	49	48	structure	structure	NOUN
bioscience-203	49	49	and	and	CCONJ
bioscience-203	49	50	interactions	interaction	NOUN
bioscience-203	49	51	(	(	PUNCT
bioscience-203	49	52	brenda	brenda	NOUN
bioscience-203	49	53	)	)	PUNCT
bioscience-203	49	54	,	,	PUNCT
bioscience-203	49	55	molecules	molecule	NOUN
bioscience-203	49	56	(	(	PUNCT
bioscience-203	49	57	pubchem	pubchem	NOUN
bioscience-203	49	58	)	)	PUNCT
bioscience-203	49	59	,	,	PUNCT
bioscience-203	49	60	microarray	microarray	NOUN
bioscience-203	49	61	gene	gene	NOUN
bioscience-203	49	62	expression	expression	NOUN
bioscience-203	49	63	data	datum	NOUN
bioscience-203	49	64	(	(	PUNCT
bioscience-203	49	65	geo	geo	PROPN
bioscience-203	49	66	)	)	PUNCT
bioscience-203	49	67	,	,	PUNCT
bioscience-203	49	68	taxonomic	taxonomic	ADJ
bioscience-203	49	69	data	datum	NOUN
bioscience-203	49	70	(	(	PUNCT
bioscience-203	49	71	catalogue	catalogue	NOUN
bioscience-203	49	72	of	of	ADP
bioscience-203	49	73	life	life	NOUN
bioscience-203	49	74	)	)	PUNCT
bioscience-203	49	75	,	,	PUNCT
bioscience-203	49	76	disease	disease	NOUN
bioscience-203	49	77	data	datum	NOUN
bioscience-203	49	78	(	(	PUNCT
bioscience-203	49	79	omim	omim	PROPN
bioscience-203	49	80	)	)	PUNCT
bioscience-203	49	81	,	,	PUNCT
bioscience-203	49	82	model	model	NOUN
bioscience-203	49	83	organisms	organism	NOUN
bioscience-203	49	84	(	(	PUNCT
bioscience-203	49	85	rgd	rgd	NOUN
bioscience-203	49	86	,	,	PUNCT
bioscience-203	49	87	flybase	flybase	NOUN
bioscience-203	49	88	)	)	PUNCT
bioscience-203	49	89	and	and	CCONJ
bioscience-203	49	90	bibliographic	bibliographic	ADJ
bioscience-203	49	91	data	datum	NOUN
bioscience-203	49	92	(	(	PUNCT
bioscience-203	49	93	pubmed	pubmed	PROPN
bioscience-203	49	94	)	)	PUNCT
bioscience-203	50	1	[	[	X
bioscience-203	50	2	37	37	NUM
bioscience-203	50	3	]	]	PUNCT
bioscience-203	50	4	.	.	PUNCT
bioscience-203	51	1	machine	machine	NOUN
bioscience-203	51	2	learning	learn	VERB
bioscience-203	51	3	algorithms	algorithm	NOUN
bioscience-203	51	4	learns	learn	VERB
bioscience-203	51	5	from	from	ADP
bioscience-203	51	6	these	these	DET
bioscience-203	51	7	data	datum	NOUN
bioscience-203	51	8	sets	set	NOUN
bioscience-203	51	9	by	by	ADP
bioscience-203	51	10	analysing	analyse	VERB
bioscience-203	51	11	and	and	CCONJ
bioscience-203	51	12	identifying	identify	VERB
bioscience-203	51	13	patterns	pattern	NOUN
bioscience-203	51	14	;	;	PUNCT
bioscience-203	51	15	and	and	CCONJ
bioscience-203	51	16	this	this	PRON
bioscience-203	51	17	is	be	AUX
bioscience-203	51	18	particularly	particularly	ADV
bioscience-203	51	19	useful	useful	ADJ
bioscience-203	51	20	in	in	ADP
bioscience-203	51	21	prediction	prediction	NOUN
bioscience-203	51	22	,	,	PUNCT
bioscience-203	51	23	classification	classification	NOUN
bioscience-203	51	24	,	,	PUNCT
bioscience-203	51	25	feature	feature	NOUN
bioscience-203	51	26	identification	identification	NOUN
bioscience-203	51	27	/	/	SYM
bioscience-203	51	28	selection	selection	NOUN
bioscience-203	51	29	and	and	CCONJ
bioscience-203	51	30	clustering	cluster	VERB
bioscience-203	51	31	[	[	X
bioscience-203	51	32	38	38	NUM
bioscience-203	51	33	]	]	PUNCT
bioscience-203	51	34	.	.	PUNCT
bioscience-203	52	1	ml	ml	PROPN
bioscience-203	52	2	algorithms	algorithm	NOUN
bioscience-203	52	3	have	have	VERB
bioscience-203	52	4	remarkable	remarkable	ADJ
bioscience-203	52	5	applications	application	NOUN
bioscience-203	52	6	in	in	ADP
bioscience-203	52	7	biomedical	biomedical	ADJ
bioscience-203	52	8	research	research	NOUN
bioscience-203	52	9	including	include	VERB
bioscience-203	52	10	disease	disease	NOUN
bioscience-203	52	11	diagnosis	diagnosis	NOUN
bioscience-203	52	12	,	,	PUNCT
bioscience-203	52	13	drug	drug	NOUN
bioscience-203	52	14	discovery	discovery	NOUN
bioscience-203	52	15	and	and	CCONJ
bioscience-203	52	16	development	development	NOUN
bioscience-203	52	17	,	,	PUNCT
bioscience-203	52	18	personalized	personalized	ADJ
bioscience-203	52	19	medicine	medicine	NOUN
bioscience-203	52	20	,	,	PUNCT
bioscience-203	52	21	medical	medical	ADJ
bioscience-203	52	22	image	image	NOUN
bioscience-203	52	23	analysis	analysis	NOUN
bioscience-203	52	24	,	,	PUNCT
bioscience-203	52	25	electronic	electronic	ADJ
bioscience-203	52	26	health	health	NOUN
bioscience-203	52	27	record	record	NOUN
bioscience-203	52	28	analysis	analysis	NOUN
bioscience-203	52	29	and	and	CCONJ
bioscience-203	52	30	supreme	supreme	ADJ
bioscience-203	52	31	role	role	NOUN
bioscience-203	52	32	in	in	ADP
bioscience-203	52	33	analysing	analyse	VERB
bioscience-203	52	34	raw	raw	ADJ
bioscience-203	52	35	data	datum	NOUN
bioscience-203	52	36	in	in	ADP
bioscience-203	52	37	genomics	genomic	NOUN
bioscience-203	52	38	and	and	CCONJ
bioscience-203	52	39	proteomics	proteomic	NOUN
bioscience-203	52	40	[	[	X
bioscience-203	52	41	39	39	NUM
bioscience-203	52	42	]	]	PUNCT
bioscience-203	52	43	.	.	PUNCT
bioscience-203	53	1	several	several	ADJ
bioscience-203	53	2	concerns	concern	NOUN
bioscience-203	53	3	arise	arise	VERB
bioscience-203	53	4	in	in	ADP
bioscience-203	53	5	using	use	VERB
bioscience-203	53	6	machine	machine	NOUN
bioscience-203	53	7	learning	learning	NOUN
bioscience-203	53	8	and	and	CCONJ
bioscience-203	53	9	deep	deep	ADJ
bioscience-203	53	10	learning	learning	NOUN
bioscience-203	53	11	for	for	ADP
bioscience-203	53	12	biological	biological	ADJ
bioscience-203	53	13	data	datum	NOUN
bioscience-203	53	14	analysis	analysis	NOUN
bioscience-203	53	15	,	,	PUNCT
bioscience-203	53	16	including	include	VERB
bioscience-203	53	17	ethical	ethical	ADJ
bioscience-203	53	18	integrity	integrity	NOUN
bioscience-203	53	19	and	and	CCONJ
bioscience-203	53	20	analysis	analysis	NOUN
bioscience-203	53	21	of	of	ADP
bioscience-203	53	22	noise	noise	NOUN
bioscience-203	53	23	data	datum	NOUN
bioscience-203	53	24	along	along	ADP
bioscience-203	53	25	with	with	ADP
bioscience-203	53	26	selected	select	VERB
bioscience-203	53	27	features	feature	NOUN
bioscience-203	53	28	[	[	X
bioscience-203	53	29	40	40	NUM
bioscience-203	53	30	]	]	PUNCT
bioscience-203	53	31	.	.	PUNCT
bioscience-203	54	1	this	this	DET
bioscience-203	54	2	review	review	NOUN
bioscience-203	54	3	,	,	PUNCT
bioscience-203	54	4	elaborates	elaborate	VERB
bioscience-203	54	5	the	the	DET
bioscience-203	54	6	use	use	NOUN
bioscience-203	54	7	of	of	ADP
bioscience-203	54	8	machine	machine	NOUN
bioscience-203	54	9	learning	learn	VERB
bioscience-203	54	10	in	in	ADP
bioscience-203	54	11	devising	devise	VERB
bioscience-203	54	12	efficient	efficient	ADJ
bioscience-203	54	13	therapeutic	therapeutic	ADJ
bioscience-203	54	14	strategies	strategy	NOUN
bioscience-203	54	15	to	to	PART
bioscience-203	54	16	combat	combat	VERB
bioscience-203	54	17	amr	amr	NOUN
bioscience-203	54	18	as	as	ADV
bioscience-203	54	19	well	well	ADV
bioscience-203	54	20	as	as	ADP
bioscience-203	54	21	its	its	PRON
bioscience-203	54	22	applications	application	NOUN
bioscience-203	54	23	in	in	ADP
bioscience-203	54	24	exploratory	exploratory	ADJ
bioscience-203	54	25	and	and	CCONJ
bioscience-203	54	26	basic	basic	ADJ
bioscience-203	54	27	research	research	NOUN
bioscience-203	54	28	.	.	PUNCT
bioscience-203	55	1	it	it	PRON
bioscience-203	55	2	also	also	ADV
bioscience-203	55	3	briefs	brief	VERB
bioscience-203	55	4	the	the	DET
bioscience-203	55	5	potential	potential	NOUN
bioscience-203	55	6	of	of	ADP
bioscience-203	55	7	phage	phage	NOUN
bioscience-203	55	8	therapy	therapy	NOUN
bioscience-203	55	9	and	and	CCONJ
bioscience-203	55	10	corresponding	correspond	VERB
bioscience-203	55	11	databases	database	NOUN
bioscience-203	55	12	and	and	CCONJ
bioscience-203	55	13	ml	ml	ADP
bioscience-203	55	14	algorithms	algorithm	NOUN
bioscience-203	55	15	to	to	PART
bioscience-203	55	16	aid	aid	VERB
bioscience-203	55	17	in	in	ADP
bioscience-203	55	18	the	the	DET
bioscience-203	55	19	development	development	NOUN
bioscience-203	55	20	of	of	ADP
bioscience-203	55	21	phage	phage	NOUN
bioscience-203	55	22	based	base	VERB
bioscience-203	55	23	curatives	curative	NOUN
bioscience-203	55	24	and	and	CCONJ
bioscience-203	55	25	strategies	strategy	NOUN
bioscience-203	55	26	to	to	PART
bioscience-203	55	27	overcome	overcome	VERB
bioscience-203	55	28	phage	phage	NOUN
bioscience-203	55	29	resistance	resistance	NOUN
bioscience-203	55	30	by	by	ADP
bioscience-203	55	31	predicting	predict	VERB
bioscience-203	55	32	bacterial	bacterial	ADJ
bioscience-203	55	33	susceptibility	susceptibility	NOUN
bioscience-203	55	34	,	,	PUNCT
bioscience-203	55	35	phage	phage	NOUN
bioscience-203	55	36	host	host	NOUN
bioscience-203	55	37	range	range	NOUN
bioscience-203	55	38	and	and	CCONJ
bioscience-203	55	39	infectivity	infectivity	NOUN
bioscience-203	55	40	.	.	PUNCT
bioscience-203	56	1	this	this	DET
bioscience-203	56	2	review	review	NOUN
bioscience-203	56	3	also	also	ADV
bioscience-203	56	4	summarizes	summarize	NOUN
bioscience-203	56	5	currently	currently	ADV
bioscience-203	56	6	used	use	VERB
bioscience-203	56	7	ml	ml	ADP
bioscience-203	56	8	algorithms	algorithm	NOUN
bioscience-203	56	9	and	and	CCONJ
bioscience-203	56	10	databases	database	NOUN
bioscience-203	56	11	for	for	ADP
bioscience-203	56	12	research	research	NOUN
bioscience-203	56	13	and	and	CCONJ
bioscience-203	56	14	medical	medical	ADJ
bioscience-203	56	15	purposes	purpose	NOUN
bioscience-203	56	16	.	.	PUNCT
bioscience-203	57	1	phage	phage	NOUN
bioscience-203	57	2	therapy	therapy	NOUN
bioscience-203	57	3	the	the	DET
bioscience-203	57	4	antibiotic	antibiotic	ADJ
bioscience-203	57	5	pipeline	pipeline	NOUN
bioscience-203	57	6	has	have	AUX
bioscience-203	57	7	shown	show	VERB
bioscience-203	57	8	seldom	seldom	ADV
bioscience-203	57	9	growth	growth	NOUN
bioscience-203	57	10	with	with	ADP
bioscience-203	57	11	very	very	ADV
bioscience-203	57	12	few	few	ADJ
bioscience-203	57	13	novel	novel	ADJ
bioscience-203	57	14	compounds	compound	NOUN
bioscience-203	57	15	being	be	AUX
bioscience-203	57	16	commercialized	commercialize	VERB
bioscience-203	57	17	in	in	ADP
bioscience-203	57	18	the	the	DET
bioscience-203	57	19	recent	recent	ADJ
bioscience-203	57	20	years	year	NOUN
bioscience-203	58	1	[	[	X
bioscience-203	58	2	41	41	NUM
bioscience-203	58	3	]	]	PUNCT
bioscience-203	58	4	.	.	PUNCT
bioscience-203	59	1	it	it	PRON
bioscience-203	59	2	is	be	AUX
bioscience-203	59	3	safe	safe	ADJ
bioscience-203	59	4	to	to	PART
bioscience-203	59	5	say	say	VERB
bioscience-203	59	6	that	that	SCONJ
bioscience-203	59	7	the	the	DET
bioscience-203	59	8	’	'	PUNCT
bioscience-203	59	9	post	post	ADJ
bioscience-203	59	10	-	-	ADJ
bioscience-203	59	11	antibiotic	antibiotic	ADJ
bioscience-203	59	12	era	era	NOUN
bioscience-203	59	13	’	'	PUNCT
bioscience-203	59	14	is	be	AUX
bioscience-203	59	15	approaching	approach	VERB
bioscience-203	59	16	,	,	PUNCT
bioscience-203	59	17	and	and	CCONJ
bioscience-203	59	18	the	the	DET
bioscience-203	59	19	development	development	NOUN
bioscience-203	59	20	of	of	ADP
bioscience-203	59	21	effective	effective	ADJ
bioscience-203	59	22	alternative	alternative	ADJ
bioscience-203	59	23	therapies	therapy	NOUN
bioscience-203	59	24	is	be	AUX
bioscience-203	59	25	essential	essential	ADJ
bioscience-203	59	26	.	.	PUNCT
bioscience-203	60	1	the	the	DET
bioscience-203	60	2	discovery	discovery	NOUN
bioscience-203	60	3	of	of	ADP
bioscience-203	60	4	the	the	DET
bioscience-203	60	5	mighty	mighty	ADJ
bioscience-203	60	6	penicillin	penicillin	NOUN
bioscience-203	60	7	and	and	CCONJ
bioscience-203	60	8	the	the	DET
bioscience-203	60	9	subsequent	subsequent	ADJ
bioscience-203	60	10	development	development	NOUN
bioscience-203	60	11	of	of	ADP
bioscience-203	60	12	other	other	ADJ
bioscience-203	60	13	broad	broad	ADJ
bioscience-203	60	14	-	-	PUNCT
bioscience-203	60	15	spectrum	spectrum	NOUN
bioscience-203	60	16	antibiotics	antibiotic	NOUN
bioscience-203	60	17	marked	mark	VERB
bioscience-203	60	18	the	the	DET
bioscience-203	60	19	beginning	beginning	NOUN
bioscience-203	60	20	of	of	ADP
bioscience-203	60	21	the	the	DET
bioscience-203	60	22	golden	golden	ADJ
bioscience-203	60	23	age	age	NOUN
bioscience-203	60	24	of	of	ADP
bioscience-203	60	25	antibiotics	antibiotic	NOUN
bioscience-203	60	26	,	,	PUNCT
bioscience-203	60	27	and	and	CCONJ
bioscience-203	60	28	as	as	ADP
bioscience-203	60	29	a	a	DET
bioscience-203	60	30	result	result	NOUN
bioscience-203	60	31	,	,	PUNCT
bioscience-203	60	32	the	the	DET
bioscience-203	60	33	then	then	ADV
bioscience-203	60	34	-	-	PUNCT
bioscience-203	60	35	used	use	VERB
bioscience-203	60	36	alternatives	alternative	NOUN
bioscience-203	60	37	like	like	ADP
bioscience-203	60	38	phage	phage	NOUN
bioscience-203	60	39	and	and	CCONJ
bioscience-203	60	40	other	other	ADJ
bioscience-203	60	41	therapeutics	therapeutic	NOUN
bioscience-203	60	42	have	have	AUX
bioscience-203	60	43	been	be	AUX
bioscience-203	60	44	sidelined	sideline	VERB
bioscience-203	60	45	since	since	SCONJ
bioscience-203	60	46	the	the	DET
bioscience-203	60	47	1940s	1940	NOUN
bioscience-203	60	48	[	[	X
bioscience-203	60	49	42	42	NUM
bioscience-203	60	50	]	]	PUNCT
bioscience-203	60	51	.	.	PUNCT
bioscience-203	61	1	lytic	lytic	ADJ
bioscience-203	61	2	phages	phage	NOUN
bioscience-203	61	3	are	be	AUX
bioscience-203	61	4	potential	potential	ADJ
bioscience-203	61	5	bactericidal	bactericidal	ADJ
bioscience-203	61	6	agents	agent	NOUN
bioscience-203	61	7	and	and	CCONJ
bioscience-203	61	8	have	have	AUX
bioscience-203	61	9	been	be	AUX
bioscience-203	61	10	successfully	successfully	ADV
bioscience-203	61	11	used	use	VERB
bioscience-203	61	12	in	in	ADP
bioscience-203	61	13	clinical	clinical	ADJ
bioscience-203	61	14	practices	practice	NOUN
bioscience-203	61	15	.	.	PUNCT
bioscience-203	62	1	the	the	DET
bioscience-203	62	2	phage	phage	NOUN
bioscience-203	62	3	-	-	PUNCT
bioscience-203	62	4	bacterial	bacterial	ADJ
bioscience-203	62	5	interactions	interaction	NOUN
bioscience-203	62	6	are	be	AUX
bioscience-203	62	7	commonly	commonly	ADV
bioscience-203	62	8	observed	observe	VERB
bioscience-203	62	9	to	to	PART
bioscience-203	62	10	be	be	AUX
bioscience-203	62	11	obligate	obligate	NOUN
bioscience-203	62	12	lytic	lytic	ADJ
bioscience-203	62	13	(	(	PUNCT
bioscience-203	62	14	virulent	virulent	NOUN
bioscience-203	62	15	)	)	PUNCT
bioscience-203	62	16	,	,	PUNCT
bioscience-203	62	17	pseudolysogenic	pseudolysogenic	ADJ
bioscience-203	62	18	,	,	PUNCT
bioscience-203	62	19	lysogenic	lysogenic	ADJ
bioscience-203	62	20	,	,	PUNCT
bioscience-203	62	21	and	and	CCONJ
bioscience-203	62	22	chronic	chronic	ADJ
bioscience-203	62	23	[	[	X
bioscience-203	62	24	43	43	NUM
bioscience-203	62	25	]	]	PUNCT
bioscience-203	62	26	.	.	PUNCT
bioscience-203	63	1	lytic	lytic	ADJ
bioscience-203	63	2	phages	phage	NOUN
bioscience-203	63	3	are	be	AUX
bioscience-203	63	4	bacterial	bacterial	ADJ
bioscience-203	63	5	viruses	virus	NOUN
bioscience-203	63	6	that	that	PRON
bioscience-203	63	7	replicate	replicate	VERB
bioscience-203	63	8	immediately	immediately	ADV
bioscience-203	63	9	after	after	ADP
bioscience-203	63	10	entering	enter	VERB
bioscience-203	63	11	the	the	DET
bioscience-203	63	12	host	host	NOUN
bioscience-203	63	13	cell	cell	NOUN
bioscience-203	63	14	and	and	CCONJ
bioscience-203	63	15	release	release	VERB
bioscience-203	63	16	the	the	DET
bioscience-203	63	17	progenies	progeny	NOUN
bioscience-203	63	18	;	;	PUNCT
bioscience-203	63	19	on	on	ADP
bioscience-203	63	20	the	the	DET
bioscience-203	63	21	other	other	ADJ
bioscience-203	63	22	hand	hand	NOUN
bioscience-203	63	23	,	,	PUNCT
bioscience-203	63	24	lysogenic	lysogenic	ADJ
bioscience-203	63	25	phages	phage	NOUN
bioscience-203	63	26	are	be	AUX
bioscience-203	63	27	viruses	virus	NOUN
bioscience-203	63	28	that	that	PRON
bioscience-203	63	29	integrate	integrate	VERB
bioscience-203	63	30	the	the	DET
bioscience-203	63	31	phage	phage	NOUN
bioscience-203	63	32	genome	genome	NOUN
bioscience-203	63	33	with	with	ADP
bioscience-203	63	34	the	the	DET
bioscience-203	63	35	bacterial	bacterial	ADJ
bioscience-203	63	36	genome	genome	NOUN
bioscience-203	63	37	for	for	ADP
bioscience-203	63	38	generations	generation	NOUN
bioscience-203	63	39	and	and	CCONJ
bioscience-203	63	40	can	can	AUX
bioscience-203	63	41	resume	resume	VERB
bioscience-203	63	42	the	the	DET
bioscience-203	63	43	lytic	lytic	ADJ
bioscience-203	63	44	life	life	NOUN
bioscience-203	63	45	cycle	cycle	NOUN
bioscience-203	64	1	[	[	X
bioscience-203	64	2	44	44	NUM
bioscience-203	64	3	]	]	PUNCT
bioscience-203	64	4	.	.	PUNCT
bioscience-203	65	1	pseudolysogeny	pseudolysogeny	PROPN
bioscience-203	65	2	occurs	occur	VERB
bioscience-203	65	3	when	when	SCONJ
bioscience-203	65	4	the	the	DET
bioscience-203	65	5	host	host	NOUN
bioscience-203	65	6	cells	cell	NOUN
bioscience-203	65	7	are	be	AUX
bioscience-203	65	8	deprived	deprive	VERB
bioscience-203	65	9	of	of	ADP
bioscience-203	65	10	nutrients	nutrient	NOUN
bioscience-203	65	11	,	,	PUNCT
bioscience-203	65	12	and	and	CCONJ
bioscience-203	65	13	the	the	DET
bioscience-203	65	14	phage	phage	NOUN
bioscience-203	65	15	genome	genome	NOUN
bioscience-203	65	16	neither	neither	CCONJ
bioscience-203	65	17	enters	enter	VERB
bioscience-203	65	18	the	the	DET
bioscience-203	65	19	lytic	lytic	ADJ
bioscience-203	65	20	nor	nor	CCONJ
bioscience-203	65	21	lysogenic	lysogenic	ADJ
bioscience-203	65	22	cycle	cycle	NOUN
bioscience-203	65	23	but	but	CCONJ
bioscience-203	65	24	stays	stay	VERB
bioscience-203	65	25	inactive	inactive	ADJ
bioscience-203	65	26	[	[	X
bioscience-203	65	27	45	45	NUM
bioscience-203	65	28	]	]	PUNCT
bioscience-203	65	29	.	.	PUNCT
bioscience-203	66	1	chronic	chronic	ADJ
bioscience-203	66	2	life	life	NOUN
bioscience-203	66	3	cycle	cycle	NOUN
bioscience-203	66	4	is	be	AUX
bioscience-203	66	5	also	also	ADV
bioscience-203	66	6	known	know	VERB
bioscience-203	66	7	as	as	ADP
bioscience-203	66	8	the	the	DET
bioscience-203	66	9	carrier	carrier	NOUN
bioscience-203	66	10	state	state	NOUN
bioscience-203	66	11	where	where	SCONJ
bioscience-203	66	12	the	the	DET
bioscience-203	66	13	progeny	progeny	NOUN
bioscience-203	66	14	is	be	AUX
bioscience-203	66	15	released	release	VERB
bioscience-203	66	16	through	through	ADP
bioscience-203	66	17	the	the	DET
bioscience-203	66	18	host	host	NOUN
bioscience-203	66	19	cell	cell	NOUN
bioscience-203	66	20	membrane	membrane	NOUN
bioscience-203	66	21	without	without	ADP
bioscience-203	66	22	rupturing	rupture	VERB
bioscience-203	66	23	or	or	CCONJ
bioscience-203	66	24	damaging	damage	VERB
bioscience-203	66	25	the	the	DET
bioscience-203	66	26	cell	cell	NOUN
bioscience-203	66	27	,	,	PUNCT
bioscience-203	66	28	resulting	result	VERB
bioscience-203	66	29	in	in	ADP
bioscience-203	66	30	a	a	DET
bioscience-203	66	31	long	long	ADJ
bioscience-203	66	32	-	-	PUNCT
bioscience-203	66	33	term	term	NOUN
bioscience-203	66	34	infection	infection	NOUN
bioscience-203	66	35	[	[	X
bioscience-203	66	36	44	44	NUM
bioscience-203	66	37	]	]	PUNCT
bioscience-203	66	38	.	.	PUNCT
bioscience-203	67	1	while	while	SCONJ
bioscience-203	67	2	lytic	lytic	ADJ
bioscience-203	67	3	phages	phage	NOUN
bioscience-203	67	4	are	be	AUX
bioscience-203	67	5	the	the	DET
bioscience-203	67	6	only	only	ADJ
bioscience-203	67	7	bacterial	bacterial	ADJ
bioscience-203	67	8	viruses	virus	NOUN
bioscience-203	67	9	that	that	PRON
bioscience-203	67	10	could	could	AUX
bioscience-203	67	11	be	be	AUX
bioscience-203	67	12	translated	translate	VERB
bioscience-203	67	13	for	for	ADP
bioscience-203	67	14	therapy	therapy	NOUN
bioscience-203	67	15	,	,	PUNCT
bioscience-203	67	16	lysogenic	lysogenic	ADJ
bioscience-203	67	17	conversion	conversion	NOUN
bioscience-203	67	18	of	of	ADP
bioscience-203	67	19	phage	phage	NOUN
bioscience-203	67	20	in	in	ADP
bioscience-203	67	21	bacteria	bacteria	NOUN
bioscience-203	67	22	has	have	AUX
bioscience-203	67	23	allowed	allow	VERB
bioscience-203	67	24	the	the	DET
bioscience-203	67	25	acquisition	acquisition	NOUN
bioscience-203	67	26	of	of	ADP
bioscience-203	67	27	undesirable	undesirable	ADJ
bioscience-203	67	28	genes	gene	NOUN
bioscience-203	67	29	.	.	PUNCT
bioscience-203	68	1	for	for	ADP
bioscience-203	68	2	highlights	highlight	NOUN
bioscience-203	68	3	in	in	ADP
bioscience-203	68	4	bioscience	bioscience	NOUN
bioscience-203	68	5	page	page	NOUN
bioscience-203	68	6	2	2	NUM
bioscience-203	68	7	of	of	ADP
bioscience-203	68	8	18	18	NUM
bioscience-203	68	9	december	december	PROPN
bioscience-203	68	10	2023|volume	2023|volume	NUM
bioscience-203	68	11	6	6	NUM
bioscience-203	68	12	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	68	13	mary	mary	PROPN
bioscience-203	68	14	et	et	PROPN
bioscience-203	68	15	al	al	PROPN
bioscience-203	68	16	.	.	PROPN
bioscience-203	68	17	,	,	PUNCT
bioscience-203	68	18	2023	2023	NUM
bioscience-203	68	19	machine	machine	NOUN
bioscience-203	68	20	learning	learning	NOUN
bioscience-203	68	21	mediated	mediate	VERB
bioscience-203	68	22	advanced	advanced	ADJ
bioscience-203	68	23	phage	phage	NOUN
bioscience-203	68	24	and	and	CCONJ
bioscience-203	68	25	antimicrobial	antimicrobial	ADJ
bioscience-203	68	26	therapy	therapy	NOUN
bioscience-203	68	27	a	a	DET
bioscience-203	68	28	futuristic	futuristic	ADJ
bioscience-203	68	29	approach	approach	NOUN
bioscience-203	68	30	instance	instance	NOUN
bioscience-203	68	31	,	,	PUNCT
bioscience-203	68	32	corynebacterium	corynebacterium	NOUN
bioscience-203	68	33	diphtheria	diphtheria	PROPN
bioscience-203	68	34	and	and	CCONJ
bioscience-203	68	35	enterohaemorrhagic	enterohaemorrhagic	NOUN
bioscience-203	68	36	escherichia	escherichia	NOUN
bioscience-203	68	37	coli	coli	NOUN
bioscience-203	68	38	acquired	acquire	VERB
bioscience-203	68	39	toxin	toxin	NOUN
bioscience-203	68	40	-	-	PUNCT
bioscience-203	68	41	producing	produce	VERB
bioscience-203	68	42	genes	gene	NOUN
bioscience-203	68	43	diphtheria	diphtheria	NOUN
bioscience-203	68	44	toxin	toxin	NOUN
bioscience-203	68	45	(	(	PUNCT
bioscience-203	68	46	siphovirus	siphovirus	NOUN
bioscience-203	68	47	β	β	NOUN
bioscience-203	68	48	-	-	NOUN
bioscience-203	68	49	phage	phage	NOUN
bioscience-203	68	50	)	)	PUNCT
bioscience-203	68	51	and	and	CCONJ
bioscience-203	68	52	shiga	shiga	ADJ
bioscience-203	68	53	toxin	toxin	NOUN
bioscience-203	68	54	(	(	PUNCT
bioscience-203	68	55	lambdoid	lambdoid	X
bioscience-203	68	56	phage	phage	NOUN
bioscience-203	68	57	)	)	PUNCT
bioscience-203	68	58	respectively	respectively	ADV
bioscience-203	68	59	from	from	ADP
bioscience-203	68	60	the	the	DET
bioscience-203	68	61	integrated	integrate	VERB
bioscience-203	68	62	phage	phage	NOUN
bioscience-203	68	63	genome	genome	NOUN
bioscience-203	69	1	[	[	X
bioscience-203	69	2	46	46	NUM
bioscience-203	69	3	;	;	PUNCT
bioscience-203	69	4	47	47	NUM
bioscience-203	69	5	]	]	PUNCT
bioscience-203	69	6	.	.	PUNCT
bioscience-203	70	1	besides	besides	SCONJ
bioscience-203	70	2	the	the	DET
bioscience-203	70	3	type	type	NOUN
bioscience-203	70	4	of	of	ADP
bioscience-203	70	5	phage	phage	NOUN
bioscience-203	70	6	life	life	NOUN
bioscience-203	70	7	cycle	cycle	NOUN
bioscience-203	70	8	,	,	PUNCT
bioscience-203	70	9	the	the	DET
bioscience-203	70	10	optimal	optimal	ADJ
bioscience-203	70	11	bactericidal	bactericidal	ADJ
bioscience-203	70	12	efficacy	efficacy	NOUN
bioscience-203	70	13	of	of	ADP
bioscience-203	70	14	phage	phage	NOUN
bioscience-203	70	15	is	be	AUX
bioscience-203	70	16	also	also	ADV
bioscience-203	70	17	dependent	dependent	ADJ
bioscience-203	70	18	on	on	ADP
bioscience-203	70	19	factors	factor	NOUN
bioscience-203	70	20	like	like	ADP
bioscience-203	70	21	adsorption	adsorption	NOUN
bioscience-203	70	22	rate	rate	NOUN
bioscience-203	70	23	,	,	PUNCT
bioscience-203	70	24	latency	latency	NOUN
bioscience-203	70	25	period	period	NOUN
bioscience-203	70	26	,	,	PUNCT
bioscience-203	70	27	multiplicity	multiplicity	NOUN
bioscience-203	70	28	of	of	ADP
bioscience-203	70	29	infection	infection	NOUN
bioscience-203	70	30	(	(	PUNCT
bioscience-203	70	31	moi	moi	PROPN
bioscience-203	70	32	)	)	PUNCT
bioscience-203	70	33	,	,	PUNCT
bioscience-203	70	34	and	and	CCONJ
bioscience-203	70	35	burst	burst	ADJ
bioscience-203	70	36	size	size	NOUN
bioscience-203	70	37	.	.	PUNCT
bioscience-203	71	1	however	however	ADV
bioscience-203	71	2	,	,	PUNCT
bioscience-203	71	3	bacterial	bacterial	ADJ
bioscience-203	71	4	features	feature	NOUN
bioscience-203	71	5	including	include	VERB
bioscience-203	71	6	the	the	DET
bioscience-203	71	7	host	host	NOUN
bioscience-203	71	8	outer	outer	ADJ
bioscience-203	71	9	membrane	membrane	NOUN
bioscience-203	71	10	(	(	PUNCT
bioscience-203	71	11	lps	lps	PROPN
bioscience-203	71	12	,	,	PUNCT
bioscience-203	71	13	capsule	capsule	NOUN
bioscience-203	71	14	,	,	PUNCT
bioscience-203	71	15	peptidoglycan	peptidoglycan	ADJ
bioscience-203	71	16	)	)	PUNCT
bioscience-203	71	17	,	,	PUNCT
bioscience-203	71	18	receptors	receptor	NOUN
bioscience-203	71	19	,	,	PUNCT
bioscience-203	71	20	presence	presence	NOUN
bioscience-203	71	21	or	or	CCONJ
bioscience-203	71	22	absence	absence	NOUN
bioscience-203	71	23	of	of	ADP
bioscience-203	71	24	flagella	flagella	NOUN
bioscience-203	71	25	or	or	CCONJ
bioscience-203	71	26	pili	pili	NOUN
bioscience-203	71	27	can	can	AUX
bioscience-203	71	28	alter	alter	VERB
bioscience-203	71	29	the	the	DET
bioscience-203	71	30	fate	fate	NOUN
bioscience-203	71	31	of	of	ADP
bioscience-203	71	32	phage	phage	NOUN
bioscience-203	71	33	infectivity	infectivity	NOUN
bioscience-203	71	34	.	.	PUNCT
bioscience-203	72	1	xuan	xuan	PROPN
bioscience-203	72	2	et	et	PROPN
bioscience-203	72	3	al	al	PROPN
bioscience-203	72	4	.	.	PROPN
bioscience-203	72	5	,	,	PUNCT
bioscience-203	72	6	through	through	ADP
bioscience-203	72	7	their	their	PRON
bioscience-203	72	8	experiment	experiment	NOUN
bioscience-203	72	9	in	in	ADP
bioscience-203	72	10	2022	2022	NUM
bioscience-203	72	11	,	,	PUNCT
bioscience-203	72	12	proved	prove	VERB
bioscience-203	72	13	that	that	SCONJ
bioscience-203	72	14	quorum	quorum	NOUN
bioscience-203	72	15	sensing	sense	VERB
bioscience-203	72	16	upregulated	upregulate	VERB
bioscience-203	72	17	the	the	DET
bioscience-203	72	18	synthesis	synthesis	NOUN
bioscience-203	72	19	of	of	ADP
bioscience-203	72	20	lipopolysaccharides	lipopolysaccharide	NOUN
bioscience-203	72	21	(	(	PUNCT
bioscience-203	72	22	typically	typically	ADV
bioscience-203	72	23	for	for	ADP
bioscience-203	72	24	biofilm	biofilm	NOUN
bioscience-203	72	25	production	production	NOUN
bioscience-203	72	26	)	)	PUNCT
bioscience-203	72	27	which	which	PRON
bioscience-203	72	28	are	be	AUX
bioscience-203	72	29	receptors	receptor	NOUN
bioscience-203	72	30	for	for	ADP
bioscience-203	72	31	phage	phage	NOUN
bioscience-203	72	32	adsorption	adsorption	NOUN
bioscience-203	72	33	,	,	PUNCT
bioscience-203	72	34	thereby	thereby	ADV
bioscience-203	72	35	promoting	promote	VERB
bioscience-203	72	36	phage	phage	NOUN
bioscience-203	72	37	infection	infection	NOUN
bioscience-203	72	38	[	[	X
bioscience-203	72	39	42	42	NUM
bioscience-203	72	40	]	]	PUNCT
bioscience-203	72	41	.	.	PUNCT
bioscience-203	73	1	phage	phage	NOUN
bioscience-203	73	2	-	-	PUNCT
bioscience-203	73	3	encoded	encode	VERB
bioscience-203	73	4	enzymes	enzyme	NOUN
bioscience-203	73	5	like	like	ADP
bioscience-203	73	6	depolymerases	depolymerase	NOUN
bioscience-203	73	7	are	be	AUX
bioscience-203	73	8	capable	capable	ADJ
bioscience-203	73	9	of	of	ADP
bioscience-203	73	10	degrading	degrade	VERB
bioscience-203	73	11	the	the	DET
bioscience-203	73	12	glycan	glycan	NOUN
bioscience-203	73	13	protective	protective	ADJ
bioscience-203	73	14	layer	layer	NOUN
bioscience-203	73	15	in	in	ADP
bioscience-203	73	16	bacteria	bacteria	NOUN
bioscience-203	73	17	to	to	PART
bioscience-203	73	18	establish	establish	VERB
bioscience-203	73	19	infection	infection	NOUN
bioscience-203	73	20	[	[	X
bioscience-203	73	21	48	48	NUM
bioscience-203	73	22	]	]	PUNCT
bioscience-203	73	23	.	.	PUNCT
bioscience-203	74	1	at	at	ADP
bioscience-203	74	2	a	a	DET
bioscience-203	74	3	clinical	clinical	ADJ
bioscience-203	74	4	setting	setting	NOUN
bioscience-203	74	5	,	,	PUNCT
bioscience-203	74	6	the	the	DET
bioscience-203	74	7	use	use	NOUN
bioscience-203	74	8	of	of	ADP
bioscience-203	74	9	phage	phage	NOUN
bioscience-203	74	10	cocktails	cocktail	NOUN
bioscience-203	74	11	and	and	CCONJ
bioscience-203	74	12	lysins	lysin	NOUN
bioscience-203	74	13	are	be	AUX
bioscience-203	74	14	also	also	ADV
bioscience-203	74	15	potential	potential	ADJ
bioscience-203	74	16	strategies	strategy	NOUN
bioscience-203	74	17	to	to	PART
bioscience-203	74	18	ensure	ensure	VERB
bioscience-203	74	19	bacterial	bacterial	ADJ
bioscience-203	74	20	growth	growth	NOUN
bioscience-203	74	21	suppression	suppression	NOUN
bioscience-203	74	22	.	.	PUNCT
bioscience-203	75	1	in	in	ADP
bioscience-203	75	2	2019	2019	NUM
bioscience-203	75	3	,	,	PUNCT
bioscience-203	75	4	aslam	aslam	PROPN
bioscience-203	75	5	et	et	PROPN
bioscience-203	75	6	al	al	PROPN
bioscience-203	75	7	.	.	PROPN
bioscience-203	75	8	,	,	PUNCT
bioscience-203	75	9	reported	report	VERB
bioscience-203	75	10	the	the	DET
bioscience-203	75	11	use	use	NOUN
bioscience-203	75	12	of	of	ADP
bioscience-203	75	13	bacteriophage	bacteriophage	NOUN
bioscience-203	75	14	cocktails	cocktail	NOUN
bioscience-203	75	15	for	for	ADP
bioscience-203	75	16	treatment	treatment	NOUN
bioscience-203	75	17	against	against	ADP
bioscience-203	75	18	p.	p.	NOUN
bioscience-203	75	19	aeruginosa	aeruginosa	PROPN
bioscience-203	75	20	and	and	CCONJ
bioscience-203	75	21	burkholderia	burkholderia	NOUN
bioscience-203	75	22	dolosa	dolosa	NOUN
bioscience-203	75	23	infection	infection	NOUN
bioscience-203	75	24	in	in	ADP
bioscience-203	75	25	lung	lung	NOUN
bioscience-203	75	26	transplant	transplant	NOUN
bioscience-203	75	27	recipients	recipient	NOUN
bioscience-203	75	28	[	[	X
bioscience-203	75	29	49	49	NUM
bioscience-203	75	30	]	]	PUNCT
bioscience-203	75	31	.	.	PUNCT
bioscience-203	76	1	similarly	similarly	ADV
bioscience-203	76	2	,	,	PUNCT
bioscience-203	76	3	independent	independent	ADJ
bioscience-203	76	4	studies	study	NOUN
bioscience-203	76	5	have	have	AUX
bioscience-203	76	6	evaluated	evaluate	VERB
bioscience-203	76	7	the	the	DET
bioscience-203	76	8	use	use	NOUN
bioscience-203	76	9	of	of	ADP
bioscience-203	76	10	ct	ct	PROPN
bioscience-203	76	11	-	-	PROPN
bioscience-203	76	12	pa	pa	PROPN
bioscience-203	76	13	(	(	PUNCT
bioscience-203	76	14	p.	p.	NOUN
bioscience-203	76	15	aeruginosa	aeruginosa	NOUN
bioscience-203	76	16	cocktail	cocktail	NOUN
bioscience-203	76	17	)	)	PUNCT
bioscience-203	76	18	,	,	PUNCT
bioscience-203	76	19	ab	ab	PROPN
bioscience-203	76	20	-	-	PUNCT
bioscience-203	76	21	sa01	sa01	PROPN
bioscience-203	76	22	and	and	CCONJ
bioscience-203	76	23	nov012	nov012	PROPN
bioscience-203	76	24	(	(	PUNCT
bioscience-203	76	25	staphylococcus	staphylococcus	NOUN
bioscience-203	76	26	aureus	aureus	NOUN
bioscience-203	76	27	cocktail	cocktail	NOUN
bioscience-203	76	28	)	)	PUNCT
bioscience-203	76	29	for	for	ADP
bioscience-203	76	30	treatment	treatment	NOUN
bioscience-203	76	31	against	against	ADP
bioscience-203	76	32	chronic	chronic	ADJ
bioscience-203	76	33	rhinosinusitis	rhinosinusitis	NOUN
bioscience-203	77	1	[	[	X
bioscience-203	77	2	50	50	NUM
bioscience-203	77	3	;	;	PUNCT
bioscience-203	77	4	51	51	NUM
bioscience-203	77	5	;	;	PUNCT
bioscience-203	77	6	52	52	NUM
bioscience-203	77	7	]	]	PUNCT
bioscience-203	77	8	.	.	PUNCT
bioscience-203	78	1	uyttebroek	uyttebroek	PROPN
bioscience-203	78	2	et	et	PROPN
bioscience-203	78	3	al	al	PROPN
bioscience-203	78	4	.	.	PROPN
bioscience-203	78	5	,	,	PUNCT
bioscience-203	78	6	in	in	ADP
bioscience-203	78	7	2021	2021	NUM
bioscience-203	78	8	,	,	PUNCT
bioscience-203	78	9	also	also	ADV
bioscience-203	78	10	summarized	summarize	VERB
bioscience-203	78	11	the	the	DET
bioscience-203	78	12	use	use	NOUN
bioscience-203	78	13	of	of	ADP
bioscience-203	78	14	bacteriophage	bacteriophage	NOUN
bioscience-203	78	15	against	against	ADP
bioscience-203	78	16	recalcitrant	recalcitrant	ADJ
bioscience-203	78	17	chronic	chronic	ADJ
bioscience-203	78	18	rhinosinusitis	rhinosinusitis	NOUN
bioscience-203	78	19	due	due	ADP
bioscience-203	78	20	to	to	ADP
bioscience-203	78	21	s.	s.	PROPN
bioscience-203	78	22	aureus	aureus	PROPN
bioscience-203	78	23	and	and	CCONJ
bioscience-203	78	24	p.	p.	PROPN
bioscience-203	78	25	aeruginosa	aeruginosa	PROPN
bioscience-203	78	26	colonization	colonization	NOUN
bioscience-203	78	27	and	and	CCONJ
bioscience-203	78	28	biofilm	biofilm	NOUN
bioscience-203	78	29	formation	formation	NOUN
bioscience-203	79	1	[	[	X
bioscience-203	79	2	53	53	NUM
bioscience-203	79	3	]	]	PUNCT
bioscience-203	79	4	.	.	PUNCT
bioscience-203	80	1	a	a	DET
bioscience-203	80	2	recent	recent	ADJ
bioscience-203	80	3	study	study	NOUN
bioscience-203	80	4	in	in	ADP
bioscience-203	80	5	20	20	NUM
bioscience-203	80	6	patients	patient	NOUN
bioscience-203	80	7	positive	positive	ADJ
bioscience-203	80	8	for	for	ADP
bioscience-203	80	9	mycobacterium	mycobacterium	NOUN
bioscience-203	80	10	infection	infection	NOUN
bioscience-203	80	11	treated	treat	VERB
bioscience-203	80	12	with	with	ADP
bioscience-203	80	13	intravenous	intravenous	ADJ
bioscience-203	80	14	phage	phage	NOUN
bioscience-203	80	15	administration	administration	NOUN
bioscience-203	80	16	,	,	PUNCT
bioscience-203	80	17	11	11	NUM
bioscience-203	80	18	patients	patient	NOUN
bioscience-203	80	19	showed	show	VERB
bioscience-203	80	20	a	a	DET
bioscience-203	80	21	favorable	favorable	ADJ
bioscience-203	80	22	response	response	NOUN
bioscience-203	80	23	,	,	PUNCT
bioscience-203	80	24	and	and	CCONJ
bioscience-203	80	25	phage	phage	NOUN
bioscience-203	80	26	neutralizing	neutralize	VERB
bioscience-203	80	27	antibodies	antibody	NOUN
bioscience-203	80	28	were	be	AUX
bioscience-203	80	29	found	find	VERB
bioscience-203	80	30	in	in	ADP
bioscience-203	80	31	8	8	NUM
bioscience-203	80	32	patients	patient	NOUN
bioscience-203	80	33	[	[	X
bioscience-203	80	34	54	54	NUM
bioscience-203	80	35	]	]	PUNCT
bioscience-203	80	36	.	.	PUNCT
bioscience-203	81	1	topical	topical	ADJ
bioscience-203	81	2	phage	phage	NOUN
bioscience-203	81	3	administration	administration	NOUN
bioscience-203	81	4	is	be	AUX
bioscience-203	81	5	a	a	DET
bioscience-203	81	6	reliable	reliable	ADJ
bioscience-203	81	7	strategy	strategy	NOUN
bioscience-203	81	8	to	to	PART
bioscience-203	81	9	ensure	ensure	VERB
bioscience-203	81	10	maximum	maximum	ADJ
bioscience-203	81	11	phage	phage	NOUN
bioscience-203	81	12	stability	stability	NOUN
bioscience-203	81	13	,	,	PUNCT
bioscience-203	81	14	with	with	ADP
bioscience-203	81	15	minimal	minimal	ADJ
bioscience-203	81	16	immune	immune	ADJ
bioscience-203	81	17	responses	response	NOUN
bioscience-203	81	18	.	.	PUNCT
bioscience-203	82	1	pp1131	pp1131	NOUN
bioscience-203	82	2	,	,	PUNCT
bioscience-203	82	3	phage	phage	NOUN
bioscience-203	82	4	cocktail	cocktail	NOUN
bioscience-203	82	5	used	use	VERB
bioscience-203	82	6	against	against	ADP
bioscience-203	82	7	p.	p.	NOUN
bioscience-203	82	8	aeruginosa	aeruginosa	PROPN
bioscience-203	82	9	burn	burn	VERB
bioscience-203	82	10	wound	wound	NOUN
bioscience-203	82	11	infections	infection	NOUN
bioscience-203	82	12	,	,	PUNCT
bioscience-203	82	13	was	be	AUX
bioscience-203	82	14	found	find	VERB
bioscience-203	82	15	to	to	PART
bioscience-203	82	16	reduce	reduce	VERB
bioscience-203	82	17	the	the	DET
bioscience-203	82	18	bacterial	bacterial	ADJ
bioscience-203	82	19	load	load	NOUN
bioscience-203	82	20	,	,	PUNCT
bioscience-203	82	21	but	but	CCONJ
bioscience-203	82	22	at	at	ADP
bioscience-203	82	23	a	a	DET
bioscience-203	82	24	significantly	significantly	ADV
bioscience-203	82	25	lower	low	ADJ
bioscience-203	82	26	rate	rate	NOUN
bioscience-203	82	27	in	in	ADP
bioscience-203	82	28	comparison	comparison	NOUN
bioscience-203	82	29	to	to	ADP
bioscience-203	82	30	the	the	DET
bioscience-203	82	31	standard	standard	NOUN
bioscience-203	82	32	of	of	ADP
bioscience-203	82	33	care	care	NOUN
bioscience-203	82	34	treatment	treatment	NOUN
bioscience-203	82	35	.	.	PUNCT
bioscience-203	83	1	the	the	DET
bioscience-203	83	2	drop	drop	NOUN
bioscience-203	83	3	in	in	ADP
bioscience-203	83	4	the	the	DET
bioscience-203	83	5	phage	phage	NOUN
bioscience-203	83	6	performance	performance	NOUN
bioscience-203	83	7	was	be	AUX
bioscience-203	83	8	linked	link	VERB
bioscience-203	83	9	to	to	ADP
bioscience-203	83	10	the	the	DET
bioscience-203	83	11	loss	loss	NOUN
bioscience-203	83	12	of	of	ADP
bioscience-203	83	13	titer	titer	NOUN
bioscience-203	83	14	during	during	ADP
bioscience-203	83	15	manufacturing	manufacturing	NOUN
bioscience-203	83	16	where	where	SCONJ
bioscience-203	83	17	the	the	DET
bioscience-203	83	18	participants	participant	NOUN
bioscience-203	83	19	received	receive	VERB
bioscience-203	83	20	low	low	ADJ
bioscience-203	83	21	phage	phage	NOUN
bioscience-203	83	22	concentrations	concentration	NOUN
bioscience-203	83	23	than	than	SCONJ
bioscience-203	83	24	intended	intend	VERB
bioscience-203	83	25	[	[	PUNCT
bioscience-203	83	26	55	55	NUM
bioscience-203	83	27	]	]	PUNCT
bioscience-203	83	28	.	.	PUNCT
bioscience-203	84	1	fagoma	fagoma	NOUN
bioscience-203	84	2	(	(	PUNCT
bioscience-203	84	3	spanish	spanish	ADJ
bioscience-203	84	4	network	network	NOUN
bioscience-203	84	5	of	of	ADP
bioscience-203	84	6	bacteriophages	bacteriophage	NOUN
bioscience-203	84	7	and	and	CCONJ
bioscience-203	84	8	transducing	transducing	NOUN
bioscience-203	84	9	elements	element	NOUN
bioscience-203	84	10	)	)	PUNCT
bioscience-203	84	11	in	in	ADP
bioscience-203	84	12	its	its	PRON
bioscience-203	84	13	regard	regard	NOUN
bioscience-203	84	14	to	to	ADP
bioscience-203	84	15	bacteriophage	bacteriophage	NOUN
bioscience-203	84	16	therapy	therapy	NOUN
bioscience-203	84	17	advised	advise	VERB
bioscience-203	84	18	the	the	DET
bioscience-203	84	19	use	use	NOUN
bioscience-203	84	20	of	of	ADP
bioscience-203	84	21	phage	phage	NOUN
bioscience-203	84	22	-	-	PUNCT
bioscience-203	84	23	based	base	VERB
bioscience-203	84	24	therapy	therapy	NOUN
bioscience-203	84	25	only	only	ADV
bioscience-203	84	26	for	for	ADP
bioscience-203	84	27	patients	patient	NOUN
bioscience-203	84	28	infected	infect	VERB
bioscience-203	84	29	with	with	ADP
bioscience-203	84	30	mdr	mdr	NOUN
bioscience-203	84	31	pathogens	pathogen	NOUN
bioscience-203	84	32	or	or	CCONJ
bioscience-203	84	33	in	in	ADP
bioscience-203	84	34	case	case	NOUN
bioscience-203	84	35	of	of	ADP
bioscience-203	84	36	antibiotic	antibiotic	ADJ
bioscience-203	84	37	hypersensitivity	hypersensitivity	NOUN
bioscience-203	84	38	and	and	CCONJ
bioscience-203	84	39	infection	infection	NOUN
bioscience-203	84	40	in	in	ADP
bioscience-203	84	41	antibiotic	antibiotic	ADJ
bioscience-203	84	42	reluctant	reluctant	ADJ
bioscience-203	84	43	areas	area	NOUN
bioscience-203	84	44	such	such	ADJ
bioscience-203	84	45	as	as	ADP
bioscience-203	84	46	the	the	DET
bioscience-203	84	47	prosthetics	prosthetic	NOUN
bioscience-203	84	48	[	[	X
bioscience-203	84	49	56	56	NUM
bioscience-203	84	50	]	]	PUNCT
bioscience-203	84	51	.	.	PUNCT
bioscience-203	85	1	even	even	ADV
bioscience-203	85	2	with	with	ADP
bioscience-203	85	3	a	a	DET
bioscience-203	85	4	vast	vast	ADJ
bioscience-203	85	5	number	number	NOUN
bioscience-203	85	6	of	of	ADP
bioscience-203	85	7	in	in	ADP
bioscience-203	85	8	vivo	vivo	ADJ
bioscience-203	85	9	and	and	CCONJ
bioscience-203	85	10	clinical	clinical	ADJ
bioscience-203	85	11	studies	study	NOUN
bioscience-203	85	12	,	,	PUNCT
bioscience-203	85	13	commercialization	commercialization	NOUN
bioscience-203	85	14	of	of	ADP
bioscience-203	85	15	phage	phage	NOUN
bioscience-203	85	16	-	-	PUNCT
bioscience-203	85	17	based	base	VERB
bioscience-203	85	18	therapy	therapy	NOUN
bioscience-203	85	19	has	have	AUX
bioscience-203	85	20	been	be	AUX
bioscience-203	85	21	under	under	ADP
bioscience-203	85	22	scrutiny	scrutiny	NOUN
bioscience-203	85	23	due	due	ADP
bioscience-203	85	24	to	to	ADP
bioscience-203	85	25	the	the	DET
bioscience-203	85	26	heterogeneity	heterogeneity	NOUN
bioscience-203	85	27	in	in	ADP
bioscience-203	85	28	the	the	DET
bioscience-203	85	29	outcome	outcome	NOUN
bioscience-203	85	30	and	and	CCONJ
bioscience-203	85	31	also	also	ADV
bioscience-203	85	32	due	due	ADP
bioscience-203	85	33	to	to	ADP
bioscience-203	85	34	the	the	DET
bioscience-203	85	35	lack	lack	NOUN
bioscience-203	85	36	of	of	ADP
bioscience-203	85	37	unreported	unreported	ADJ
bioscience-203	85	38	adverse	adverse	ADJ
bioscience-203	85	39	effects	effect	NOUN
bioscience-203	85	40	.	.	PUNCT
bioscience-203	86	1	from	from	ADP
bioscience-203	86	2	the	the	DET
bioscience-203	86	3	stage	stage	NOUN
bioscience-203	86	4	of	of	ADP
bioscience-203	86	5	selection	selection	NOUN
bioscience-203	86	6	of	of	ADP
bioscience-203	86	7	phages	phage	NOUN
bioscience-203	86	8	(	(	PUNCT
bioscience-203	86	9	single	single	ADJ
bioscience-203	86	10	phage	phage	NOUN
bioscience-203	86	11	/	/	SYM
bioscience-203	86	12	cocktails	cocktail	NOUN
bioscience-203	86	13	)	)	PUNCT
bioscience-203	86	14	,	,	PUNCT
bioscience-203	86	15	mode	mode	NOUN
bioscience-203	86	16	of	of	ADP
bioscience-203	86	17	administration	administration	NOUN
bioscience-203	86	18	to	to	ADP
bioscience-203	86	19	the	the	DET
bioscience-203	86	20	treatment	treatment	NOUN
bioscience-203	86	21	duration	duration	NOUN
bioscience-203	86	22	,	,	PUNCT
bioscience-203	86	23	no	no	DET
bioscience-203	86	24	standards	standard	NOUN
bioscience-203	86	25	have	have	AUX
bioscience-203	86	26	been	be	AUX
bioscience-203	86	27	established	establish	VERB
bioscience-203	86	28	till	till	SCONJ
bioscience-203	86	29	date	date	NOUN
bioscience-203	86	30	.	.	PUNCT
bioscience-203	87	1	onsea	onsea	NOUN
bioscience-203	87	2	et	et	PROPN
bioscience-203	87	3	al	al	PROPN
bioscience-203	87	4	.	.	PROPN
bioscience-203	87	5	,	,	PUNCT
bioscience-203	87	6	in	in	ADP
bioscience-203	87	7	2021	2021	NUM
bioscience-203	87	8	,	,	PUNCT
bioscience-203	87	9	devised	devise	VERB
bioscience-203	87	10	a	a	DET
bioscience-203	87	11	multidisciplinary	multidisciplinary	ADJ
bioscience-203	87	12	strategy	strategy	NOUN
bioscience-203	87	13	to	to	PART
bioscience-203	87	14	overcome	overcome	VERB
bioscience-203	87	15	aforementioned	aforementioned	ADJ
bioscience-203	87	16	hurdles	hurdle	NOUN
bioscience-203	87	17	in	in	ADP
bioscience-203	87	18	establishing	establish	VERB
bioscience-203	87	19	phage	phage	NOUN
bioscience-203	87	20	therapy	therapy	NOUN
bioscience-203	87	21	as	as	ADP
bioscience-203	87	22	a	a	DET
bioscience-203	87	23	standard	standard	NOUN
bioscience-203	87	24	of	of	ADP
bioscience-203	87	25	care	care	NOUN
bioscience-203	87	26	treatment	treatment	NOUN
bioscience-203	87	27	[	[	X
bioscience-203	87	28	57	57	NUM
bioscience-203	87	29	]	]	PUNCT
bioscience-203	87	30	.	.	PUNCT
bioscience-203	88	1	consecutive	consecutive	ADJ
bioscience-203	88	2	reports	report	NOUN
bioscience-203	88	3	have	have	AUX
bioscience-203	88	4	been	be	AUX
bioscience-203	88	5	updated	update	VERB
bioscience-203	88	6	on	on	ADP
bioscience-203	88	7	the	the	DET
bioscience-203	88	8	status	status	NOUN
bioscience-203	88	9	of	of	ADP
bioscience-203	88	10	phage	phage	NOUN
bioscience-203	88	11	therapy	therapy	NOUN
bioscience-203	88	12	in	in	ADP
bioscience-203	88	13	germany	germany	PROPN
bioscience-203	88	14	from	from	ADP
bioscience-203	88	15	the	the	DET
bioscience-203	88	16	1930s	1930	NOUN
bioscience-203	88	17	till	till	SCONJ
bioscience-203	88	18	date	date	NOUN
bioscience-203	88	19	along	along	ADP
bioscience-203	88	20	with	with	ADP
bioscience-203	88	21	the	the	DET
bioscience-203	88	22	present	present	ADJ
bioscience-203	88	23	challenges	challenge	NOUN
bioscience-203	88	24	in	in	ADP
bioscience-203	88	25	phage	phage	NOUN
bioscience-203	88	26	production	production	NOUN
bioscience-203	88	27	and	and	CCONJ
bioscience-203	88	28	commercialization	commercialization	NOUN
bioscience-203	88	29	on	on	ADP
bioscience-203	88	30	a	a	DET
bioscience-203	88	31	large	large	ADJ
bioscience-203	88	32	scale	scale	NOUN
bioscience-203	88	33	[	[	X
bioscience-203	88	34	58	58	NUM
bioscience-203	88	35	]	]	PUNCT
bioscience-203	88	36	.	.	PUNCT
bioscience-203	89	1	phage	phage	NOUN
bioscience-203	89	2	-	-	PUNCT
bioscience-203	89	3	based	base	VERB
bioscience-203	89	4	therapeutic	therapeutic	ADJ
bioscience-203	89	5	product	product	NOUN
bioscience-203	89	6	development	development	NOUN
bioscience-203	89	7	should	should	AUX
bioscience-203	89	8	ensure	ensure	VERB
bioscience-203	89	9	high	high	ADJ
bioscience-203	89	10	quality	quality	NOUN
bioscience-203	89	11	,	,	PUNCT
bioscience-203	89	12	efficacy	efficacy	NOUN
bioscience-203	89	13	,	,	PUNCT
bioscience-203	89	14	and	and	CCONJ
bioscience-203	89	15	safety	safety	NOUN
bioscience-203	89	16	for	for	ADP
bioscience-203	89	17	clinical	clinical	ADJ
bioscience-203	89	18	usage	usage	NOUN
bioscience-203	89	19	and	and	CCONJ
bioscience-203	89	20	,	,	PUNCT
bioscience-203	89	21	moreover	moreover	ADV
bioscience-203	89	22	,	,	PUNCT
bioscience-203	89	23	should	should	AUX
bioscience-203	89	24	be	be	AUX
bioscience-203	89	25	gmp	gmp	NOUN
bioscience-203	89	26	-	-	PUNCT
bioscience-203	89	27	certified	certify	VERB
bioscience-203	89	28	[	[	X
bioscience-203	89	29	59	59	NUM
bioscience-203	89	30	]	]	PUNCT
bioscience-203	89	31	.	.	PUNCT
bioscience-203	90	1	another	another	DET
bioscience-203	90	2	widely	widely	ADV
bioscience-203	90	3	accepted	accept	VERB
bioscience-203	90	4	aspect	aspect	NOUN
bioscience-203	90	5	of	of	ADP
bioscience-203	90	6	phage	phage	NOUN
bioscience-203	90	7	application	application	NOUN
bioscience-203	90	8	in	in	ADP
bioscience-203	90	9	clinical	clinical	ADJ
bioscience-203	90	10	practice	practice	NOUN
bioscience-203	90	11	is	be	AUX
bioscience-203	90	12	the	the	DET
bioscience-203	90	13	adjunct	adjunct	ADJ
bioscience-203	90	14	use	use	NOUN
bioscience-203	90	15	of	of	ADP
bioscience-203	90	16	phage	phage	NOUN
bioscience-203	90	17	with	with	ADP
bioscience-203	90	18	antibiotic	antibiotic	NOUN
bioscience-203	90	19	.	.	PUNCT
bioscience-203	91	1	liu	liu	PROPN
bioscience-203	91	2	et	et	PROPN
bioscience-203	91	3	al	al	PROPN
bioscience-203	91	4	.	.	PROPN
bioscience-203	91	5	,	,	PUNCT
bioscience-203	91	6	in	in	ADP
bioscience-203	91	7	2020	2020	NUM
bioscience-203	91	8	,	,	PUNCT
bioscience-203	91	9	evaluated	evaluate	VERB
bioscience-203	91	10	the	the	DET
bioscience-203	91	11	phage	phage	NOUN
bioscience-203	91	12	-	-	PUNCT
bioscience-203	91	13	antibiotic	antibiotic	ADJ
bioscience-203	91	14	interactions	interaction	NOUN
bioscience-203	91	15	(	(	PUNCT
bioscience-203	91	16	antagonism	antagonism	NOUN
bioscience-203	91	17	,	,	PUNCT
bioscience-203	91	18	synergy	synergy	NOUN
bioscience-203	91	19	,	,	PUNCT
bioscience-203	91	20	additive	additive	NOUN
bioscience-203	91	21	)	)	PUNCT
bioscience-203	91	22	by	by	ADP
bioscience-203	91	23	analyzing	analyze	VERB
bioscience-203	91	24	the	the	DET
bioscience-203	91	25	stoichiometry	stoichiometry	NOUN
bioscience-203	91	26	and	and	CCONJ
bioscience-203	91	27	among	among	ADP
bioscience-203	91	28	different	different	ADJ
bioscience-203	91	29	classes	class	NOUN
bioscience-203	91	30	of	of	ADP
bioscience-203	91	31	antibiotics	antibiotic	NOUN
bioscience-203	91	32	.	.	PUNCT
bioscience-203	92	1	through	through	ADP
bioscience-203	92	2	specific	specific	ADJ
bioscience-203	92	3	real	real	ADJ
bioscience-203	92	4	-	-	PUNCT
bioscience-203	92	5	time	time	NOUN
bioscience-203	92	6	readout	readout	NOUN
bioscience-203	92	7	synograph	synograph	NOUN
bioscience-203	92	8	’	'	PUNCT
bioscience-203	92	9	,	,	PUNCT
bioscience-203	92	10	they	they	PRON
bioscience-203	92	11	concluded	conclude	VERB
bioscience-203	92	12	that	that	SCONJ
bioscience-203	92	13	the	the	DET
bioscience-203	92	14	mechanism	mechanism	NOUN
bioscience-203	92	15	of	of	ADP
bioscience-203	92	16	phageantibiotic	phageantibiotic	ADJ
bioscience-203	92	17	synergy	synergy	NOUN
bioscience-203	92	18	is	be	AUX
bioscience-203	92	19	antibiotic	antibiotic	ADJ
bioscience-203	92	20	class	class	NOUN
bioscience-203	92	21	dependent	dependent	ADJ
bioscience-203	92	22	,	,	PUNCT
bioscience-203	92	23	and	and	CCONJ
bioscience-203	92	24	the	the	DET
bioscience-203	92	25	synergistic	synergistic	ADJ
bioscience-203	92	26	activity	activity	NOUN
bioscience-203	92	27	can	can	AUX
bioscience-203	92	28	be	be	AUX
bioscience-203	92	29	suppressed	suppress	VERB
bioscience-203	92	30	by	by	ADP
bioscience-203	92	31	bacterial	bacterial	ADJ
bioscience-203	92	32	growth	growth	NOUN
bioscience-203	92	33	conditions	condition	NOUN
bioscience-203	93	1	[	[	X
bioscience-203	93	2	60	60	NUM
bioscience-203	93	3	]	]	PUNCT
bioscience-203	93	4	.	.	PUNCT
bioscience-203	94	1	the	the	DET
bioscience-203	94	2	resensitization	resensitization	NOUN
bioscience-203	94	3	of	of	ADP
bioscience-203	94	4	antibiotic	antibiotic	ADJ
bioscience-203	94	5	-	-	PUNCT
bioscience-203	94	6	resistant	resistant	ADJ
bioscience-203	94	7	strains	strain	NOUN
bioscience-203	94	8	during	during	ADP
bioscience-203	94	9	phage	phage	NOUN
bioscience-203	94	10	-	-	PUNCT
bioscience-203	94	11	antibiotic	antibiotic	ADJ
bioscience-203	94	12	combination	combination	NOUN
bioscience-203	94	13	therapy	therapy	NOUN
bioscience-203	94	14	is	be	AUX
bioscience-203	94	15	attributed	attribute	VERB
bioscience-203	94	16	to	to	ADP
bioscience-203	94	17	the	the	DET
bioscience-203	94	18	trade	trade	NOUN
bioscience-203	94	19	-	-	PUNCT
bioscience-203	94	20	off	off	ADP
bioscience-203	94	21	costs	cost	NOUN
bioscience-203	94	22	during	during	ADP
bioscience-203	94	23	bacterial	bacterial	ADJ
bioscience-203	94	24	fitness	fitness	NOUN
bioscience-203	94	25	.	.	PUNCT
bioscience-203	95	1	wang	wang	PROPN
bioscience-203	95	2	et	et	PROPN
bioscience-203	95	3	al	al	PROPN
bioscience-203	95	4	.	.	PROPN
bioscience-203	95	5	,	,	PUNCT
bioscience-203	95	6	in	in	ADP
bioscience-203	95	7	2021	2021	NUM
bioscience-203	95	8	,	,	PUNCT
bioscience-203	95	9	demonstrated	demonstrate	VERB
bioscience-203	95	10	the	the	DET
bioscience-203	95	11	use	use	NOUN
bioscience-203	95	12	of	of	ADP
bioscience-203	95	13	colistin	colistin	NOUN
bioscience-203	95	14	-	-	PUNCT
bioscience-203	95	15	phage	phage	NOUN
bioscience-203	95	16	(	(	PUNCT
bioscience-203	95	17	phab24	phab24	NOUN
bioscience-203	95	18	)	)	PUNCT
bioscience-203	95	19	combinations	combination	NOUN
bioscience-203	95	20	against	against	ADP
bioscience-203	95	21	acinetobacter	acinetobacter	ADJ
bioscience-203	95	22	baumannii	baumannii	PROPN
bioscience-203	95	23	,	,	PUNCT
bioscience-203	95	24	and	and	CCONJ
bioscience-203	95	25	reported	report	VERB
bioscience-203	95	26	that	that	SCONJ
bioscience-203	95	27	phage	phage	NOUN
bioscience-203	95	28	phab24	phab24	NOUN
bioscience-203	95	29	was	be	AUX
bioscience-203	95	30	capable	capable	ADJ
bioscience-203	95	31	of	of	ADP
bioscience-203	95	32	eliminating	eliminate	VERB
bioscience-203	95	33	both	both	PRON
bioscience-203	95	34	colistin	colistin	NOUN
bioscience-203	95	35	-	-	PUNCT
bioscience-203	95	36	sensitive	sensitive	ADJ
bioscience-203	95	37	and	and	CCONJ
bioscience-203	95	38	resistant	resistant	ADJ
bioscience-203	95	39	strains	strain	NOUN
bioscience-203	95	40	along	along	ADP
bioscience-203	95	41	with	with	ADP
bioscience-203	95	42	increased	increase	VERB
bioscience-203	95	43	sensitivity	sensitivity	NOUN
bioscience-203	95	44	of	of	ADP
bioscience-203	95	45	phage	phage	NOUN
bioscience-203	95	46	-	-	PUNCT
bioscience-203	95	47	resistant	resistant	ADJ
bioscience-203	95	48	mutants	mutant	NOUN
bioscience-203	95	49	to	to	PART
bioscience-203	95	50	colistin	colistin	VERB
bioscience-203	95	51	[	[	PRON
bioscience-203	95	52	61	61	NUM
bioscience-203	95	53	]	]	PUNCT
bioscience-203	95	54	.	.	PUNCT
bioscience-203	96	1	emerging	emerge	VERB
bioscience-203	96	2	proofs	proof	NOUN
bioscience-203	96	3	are	be	AUX
bioscience-203	96	4	indicative	indicative	ADJ
bioscience-203	96	5	of	of	ADP
bioscience-203	96	6	successful	successful	ADJ
bioscience-203	96	7	phage	phage	NOUN
bioscience-203	96	8	therapy	therapy	NOUN
bioscience-203	96	9	,	,	PUNCT
bioscience-203	96	10	whereas	whereas	SCONJ
bioscience-203	96	11	resistance	resistance	NOUN
bioscience-203	96	12	is	be	AUX
bioscience-203	96	13	a	a	DET
bioscience-203	96	14	significant	significant	ADJ
bioscience-203	96	15	factor	factor	NOUN
bioscience-203	96	16	in	in	ADP
bioscience-203	96	17	establishing	establish	VERB
bioscience-203	96	18	the	the	DET
bioscience-203	96	19	same	same	ADJ
bioscience-203	96	20	.	.	PUNCT
bioscience-203	97	1	antimicrobial	antimicrobial	ADJ
bioscience-203	97	2	and	and	CCONJ
bioscience-203	97	3	phage	phage	NOUN
bioscience-203	97	4	resistance	resistance	NOUN
bioscience-203	97	5	the	the	DET
bioscience-203	97	6	resurrection	resurrection	NOUN
bioscience-203	97	7	of	of	ADP
bioscience-203	97	8	phage	phage	NOUN
bioscience-203	97	9	therapy	therapy	NOUN
bioscience-203	97	10	and	and	CCONJ
bioscience-203	97	11	augmentation	augmentation	NOUN
bioscience-203	97	12	of	of	ADP
bioscience-203	97	13	antibiotics	antibiotic	NOUN
bioscience-203	97	14	have	have	AUX
bioscience-203	97	15	shown	show	VERB
bioscience-203	97	16	potential	potential	NOUN
bioscience-203	97	17	in	in	ADP
bioscience-203	97	18	developing	develop	VERB
bioscience-203	97	19	efficient	efficient	ADJ
bioscience-203	97	20	bactericidal	bactericidal	ADJ
bioscience-203	97	21	therapeutics	therapeutic	NOUN
bioscience-203	97	22	;	;	PUNCT
bioscience-203	97	23	whereas	whereas	ADV
bioscience-203	97	24	,	,	PUNCT
bioscience-203	97	25	phage	phage	NOUN
bioscience-203	97	26	and	and	CCONJ
bioscience-203	97	27	antibiotic	antibiotic	ADJ
bioscience-203	97	28	/	/	SYM
bioscience-203	97	29	drug	drug	NOUN
bioscience-203	97	30	resistance	resistance	NOUN
bioscience-203	97	31	prevails	prevail	VERB
bioscience-203	97	32	as	as	ADP
bioscience-203	97	33	a	a	DET
bioscience-203	97	34	major	major	ADJ
bioscience-203	97	35	concern	concern	NOUN
bioscience-203	97	36	.	.	PUNCT
bioscience-203	98	1	bacteria	bacteria	NOUN
bioscience-203	98	2	attain	attain	VERB
bioscience-203	98	3	antimicrobial	antimicrobial	ADJ
bioscience-203	98	4	resistance	resistance	NOUN
bioscience-203	98	5	by	by	ADP
bioscience-203	98	6	employing	employ	VERB
bioscience-203	98	7	one	one	NUM
bioscience-203	98	8	or	or	CCONJ
bioscience-203	98	9	more	more	ADJ
bioscience-203	98	10	mechanisms	mechanism	NOUN
bioscience-203	98	11	that	that	PRON
bioscience-203	98	12	may	may	AUX
bioscience-203	98	13	involve	involve	VERB
bioscience-203	98	14	either	either	DET
bioscience-203	98	15	drug	drug	NOUN
bioscience-203	98	16	alteration	alteration	NOUN
bioscience-203	98	17	/	/	SYM
bioscience-203	98	18	inactivation	inactivation	NOUN
bioscience-203	98	19	,	,	PUNCT
bioscience-203	98	20	overcoming	overcome	VERB
bioscience-203	98	21	intracellular	intracellular	ADJ
bioscience-203	98	22	drug	drug	NOUN
bioscience-203	98	23	accumulation	accumulation	NOUN
bioscience-203	98	24	,	,	PUNCT
bioscience-203	98	25	modification	modification	NOUN
bioscience-203	98	26	of	of	ADP
bioscience-203	98	27	the	the	DET
bioscience-203	98	28	drug	drug	NOUN
bioscience-203	98	29	binding	bind	VERB
bioscience-203	98	30	sites	site	NOUN
bioscience-203	98	31	,	,	PUNCT
bioscience-203	98	32	efflux	efflux	VERB
bioscience-203	98	33	pumps	pump	NOUN
bioscience-203	98	34	,	,	PUNCT
bioscience-203	98	35	or	or	CCONJ
bioscience-203	98	36	by	by	ADP
bioscience-203	98	37	forming	form	VERB
bioscience-203	98	38	biofilms	biofilm	NOUN
bioscience-203	98	39	,	,	PUNCT
bioscience-203	98	40	figure	figure	VERB
bioscience-203	98	41	1	1	NUM
bioscience-203	99	1	[	[	X
bioscience-203	99	2	62	62	NUM
bioscience-203	99	3	]	]	PUNCT
bioscience-203	99	4	.	.	PUNCT
bioscience-203	100	1	eskape	eskape	NOUN
bioscience-203	100	2	pathogens	pathogen	NOUN
bioscience-203	100	3	also	also	ADV
bioscience-203	100	4	acquire	acquire	VERB
bioscience-203	100	5	novel	novel	ADJ
bioscience-203	100	6	resistance	resistance	NOUN
bioscience-203	100	7	mechanisms	mechanism	NOUN
bioscience-203	100	8	which	which	PRON
bioscience-203	100	9	are	be	AUX
bioscience-203	100	10	not	not	PART
bioscience-203	100	11	part	part	NOUN
bioscience-203	100	12	of	of	ADP
bioscience-203	100	13	their	their	PRON
bioscience-203	100	14	natural	natural	ADJ
bioscience-203	100	15	intrinsic	intrinsic	ADJ
bioscience-203	100	16	defense	defense	NOUN
bioscience-203	100	17	methods	method	NOUN
bioscience-203	100	18	.	.	PUNCT
bioscience-203	101	1	enterococcus	enterococcus	NOUN
bioscience-203	101	2	faecium	faecium	NOUN
bioscience-203	101	3	produces	produce	VERB
bioscience-203	101	4	penicillin	penicillin	NOUN
bioscience-203	101	5	-	-	PUNCT
bioscience-203	101	6	binding	bind	VERB
bioscience-203	101	7	-	-	PUNCT
bioscience-203	101	8	protein	protein	NOUN
bioscience-203	101	9	5	5	NUM
bioscience-203	101	10	(	(	PUNCT
bioscience-203	101	11	pbp5	pbp5	PROPN
bioscience-203	101	12	)	)	PUNCT
bioscience-203	101	13	that	that	PRON
bioscience-203	101	14	provides	provide	VERB
bioscience-203	101	15	protection	protection	NOUN
bioscience-203	101	16	against	against	ADP
bioscience-203	101	17	β	β	NOUN
bioscience-203	101	18	-	-	NOUN
bioscience-203	101	19	lactam	lactam	ADJ
bioscience-203	101	20	drugs	drug	NOUN
bioscience-203	101	21	(	(	PUNCT
bioscience-203	101	22	penicillin	penicillin	NOUN
bioscience-203	101	23	,	,	PUNCT
bioscience-203	101	24	ampicillin	ampicillin	PROPN
bioscience-203	101	25	,	,	PUNCT
bioscience-203	101	26	and	and	CCONJ
bioscience-203	101	27	cephalosporins	cephalosporin	NOUN
bioscience-203	101	28	)	)	PUNCT
bioscience-203	101	29	.	.	PUNCT
bioscience-203	102	1	e.	e.	PROPN
bioscience-203	102	2	faecium	faecium	PROPN
bioscience-203	102	3	also	also	ADV
bioscience-203	102	4	resists	resist	VERB
bioscience-203	102	5	the	the	DET
bioscience-203	102	6	combined	combined	ADJ
bioscience-203	102	7	doses	dose	NOUN
bioscience-203	102	8	of	of	ADP
bioscience-203	102	9	aminoglycosides	aminoglycoside	NOUN
bioscience-203	102	10	and	and	CCONJ
bioscience-203	102	11	β	β	NOUN
bioscience-203	102	12	-	-	NOUN
bioscience-203	102	13	lactam	lactam	NOUN
bioscience-203	102	14	/	/	SYM
bioscience-203	102	15	glycopeptides	glycopeptide	NOUN
bioscience-203	102	16	by	by	ADP
bioscience-203	102	17	chromosomal	chromosomal	ADJ
bioscience-203	102	18	aac	aac	NOUN
bioscience-203	102	19	(	(	PUNCT
bioscience-203	102	20	6’)-i	6’)-i	NUM
bioscience-203	102	21	enzyme	enzyme	NOUN
bioscience-203	102	22	[	[	PUNCT
bioscience-203	102	23	63	63	NUM
bioscience-203	102	24	]	]	PUNCT
bioscience-203	102	25	.	.	PUNCT
bioscience-203	103	1	the	the	DET
bioscience-203	103	2	clonal	clonal	ADJ
bioscience-203	103	3	complex	complex	NOUN
bioscience-203	103	4	17	17	NUM
bioscience-203	103	5	(	(	PUNCT
bioscience-203	103	6	cc17	cc17	PROPN
bioscience-203	103	7	)	)	PUNCT
bioscience-203	103	8	strains	strain	NOUN
bioscience-203	103	9	of	of	ADP
bioscience-203	103	10	e.	e.	PROPN
bioscience-203	103	11	faecium	faecium	PROPN
bioscience-203	103	12	are	be	AUX
bioscience-203	103	13	assigned	assign	VERB
bioscience-203	103	14	to	to	PART
bioscience-203	103	15	be	be	AUX
bioscience-203	103	16	responsible	responsible	ADJ
bioscience-203	103	17	for	for	ADP
bioscience-203	103	18	hospitalacquired	hospitalacquire	VERB
bioscience-203	103	19	e.	e.	PROPN
bioscience-203	103	20	faecium	faecium	PROPN
bioscience-203	103	21	infection	infection	NOUN
bioscience-203	103	22	and	and	CCONJ
bioscience-203	103	23	contain	contain	VERB
bioscience-203	103	24	virulence	virulence	NOUN
bioscience-203	103	25	and	and	CCONJ
bioscience-203	103	26	resistance	resistance	NOUN
bioscience-203	103	27	genes	gene	NOUN
bioscience-203	103	28	conferring	confer	VERB
bioscience-203	103	29	protection	protection	NOUN
bioscience-203	103	30	against	against	ADP
bioscience-203	103	31	a	a	DET
bioscience-203	103	32	series	series	NOUN
bioscience-203	103	33	of	of	ADP
bioscience-203	103	34	antibiotics	antibiotic	NOUN
bioscience-203	103	35	,	,	PUNCT
bioscience-203	103	36	including	include	VERB
bioscience-203	103	37	ampicillin	ampicillin	NOUN
bioscience-203	103	38	and	and	CCONJ
bioscience-203	103	39	quinolones	quinolone	NOUN
bioscience-203	104	1	[	[	X
bioscience-203	104	2	64	64	NUM
bioscience-203	104	3	]	]	PUNCT
bioscience-203	104	4	.	.	PUNCT
bioscience-203	105	1	similarly	similarly	ADV
bioscience-203	105	2	,	,	PUNCT
bioscience-203	105	3	s.	s.	PROPN
bioscience-203	105	4	aureus	aureus	PROPN
bioscience-203	105	5	have	have	AUX
bioscience-203	105	6	attained	attain	VERB
bioscience-203	105	7	resistance	resistance	NOUN
bioscience-203	105	8	against	against	ADP
bioscience-203	105	9	penicillinase	penicillinase	NOUN
bioscience-203	105	10	-	-	PUNCT
bioscience-203	105	11	resistant	resistant	ADJ
bioscience-203	105	12	drugs	drug	NOUN
bioscience-203	105	13	like	like	ADP
bioscience-203	105	14	methicillin	methicillin	NOUN
bioscience-203	105	15	,	,	PUNCT
bioscience-203	105	16	cloxacillin	cloxacillin	NOUN
bioscience-203	105	17	,	,	PUNCT
bioscience-203	105	18	and	and	CCONJ
bioscience-203	105	19	oxacillin	oxacillin	NOUN
bioscience-203	105	20	(	(	PUNCT
bioscience-203	105	21	mrsa	mrsa	NOUN
bioscience-203	105	22	strains	strain	VERB
bioscience-203	105	23	)	)	PUNCT
bioscience-203	105	24	but	but	CCONJ
bioscience-203	105	25	remain	remain	VERB
bioscience-203	105	26	susceptible	susceptible	ADJ
bioscience-203	105	27	to	to	ADP
bioscience-203	105	28	glycopeptides	glycopeptide	NOUN
bioscience-203	105	29	.	.	PUNCT
bioscience-203	106	1	resistance	resistance	NOUN
bioscience-203	106	2	towards	towards	ADP
bioscience-203	106	3	β	β	NOUN
bioscience-203	106	4	-	-	NOUN
bioscience-203	106	5	lactam	lactam	NOUN
bioscience-203	106	6	drugs	drug	NOUN
bioscience-203	106	7	is	be	AUX
bioscience-203	106	8	conferred	confer	VERB
bioscience-203	106	9	by	by	ADP
bioscience-203	106	10	plasmid	plasmid	NOUN
bioscience-203	106	11	-	-	PUNCT
bioscience-203	106	12	encoded	encode	VERB
bioscience-203	106	13	blaz	blaz	NOUN
bioscience-203	106	14	gene	gene	NOUN
bioscience-203	106	15	as	as	ADV
bioscience-203	106	16	well	well	ADV
bioscience-203	106	17	as	as	ADP
bioscience-203	106	18	through	through	ADP
bioscience-203	106	19	pbps	pbps	NOUN
bioscience-203	106	20	(	(	PUNCT
bioscience-203	106	21	meca	meca	PROPN
bioscience-203	106	22	&	&	CCONJ
bioscience-203	106	23	mecc	mecc	NOUN
bioscience-203	106	24	)	)	PUNCT
bioscience-203	107	1	[	[	X
bioscience-203	107	2	65	65	NUM
bioscience-203	107	3	]	]	PUNCT
bioscience-203	107	4	.	.	PUNCT
bioscience-203	108	1	last	last	ADJ
bioscience-203	108	2	resort	resort	NOUN
bioscience-203	108	3	drugs	drug	NOUN
bioscience-203	108	4	like	like	ADP
bioscience-203	108	5	colistin	colistin	NOUN
bioscience-203	108	6	and	and	CCONJ
bioscience-203	108	7	tigecycline	tigecycline	NOUN
bioscience-203	108	8	are	be	AUX
bioscience-203	108	9	used	use	VERB
bioscience-203	108	10	for	for	ADP
bioscience-203	108	11	esbl	esbl	NOUN
bioscience-203	108	12	(	(	PUNCT
bioscience-203	108	13	extended	extend	VERB
bioscience-203	108	14	-	-	PUNCT
bioscience-203	108	15	spectrum	spectrum	NOUN
bioscience-203	108	16	β	β	NOUN
bioscience-203	108	17	-	-	NOUN
bioscience-203	108	18	lactamases	lactamase	NOUN
bioscience-203	108	19	)	)	PUNCT
bioscience-203	108	20	and	and	CCONJ
bioscience-203	108	21	carbapenemase	carbapenemase	NOUN
bioscience-203	108	22	-	-	PUNCT
bioscience-203	108	23	producing	produce	VERB
bioscience-203	108	24	klebsiella	klebsiella	NOUN
bioscience-203	108	25	pneumoniae	pneumoniae	ADJ
bioscience-203	108	26	infections	infection	NOUN
bioscience-203	108	27	;	;	PUNCT
bioscience-203	108	28	whereas	whereas	ADV
bioscience-203	108	29	,	,	PUNCT
bioscience-203	108	30	colistin	colistin	PROPN
bioscience-203	108	31	resistance	resistance	NOUN
bioscience-203	108	32	is	be	AUX
bioscience-203	108	33	also	also	ADV
bioscience-203	108	34	reported	report	VERB
bioscience-203	108	35	(	(	PUNCT
bioscience-203	108	36	mcr	mcr	PROPN
bioscience-203	108	37	gene	gene	NOUN
bioscience-203	108	38	)	)	PUNCT
bioscience-203	108	39	giving	give	VERB
bioscience-203	108	40	rise	rise	NOUN
bioscience-203	108	41	to	to	ADP
bioscience-203	108	42	untreatable	untreatable	ADJ
bioscience-203	108	43	pan	pan	ADJ
bioscience-203	108	44	-	-	ADJ
bioscience-203	108	45	drug	drug	ADJ
bioscience-203	108	46	infections	infection	NOUN
bioscience-203	108	47	[	[	X
bioscience-203	108	48	66	66	NUM
bioscience-203	108	49	]	]	PUNCT
bioscience-203	108	50	.	.	PUNCT
bioscience-203	109	1	highlights	highlight	NOUN
bioscience-203	109	2	in	in	ADP
bioscience-203	109	3	bioscience	bioscience	NOUN
bioscience-203	109	4	page	page	NOUN
bioscience-203	109	5	3	3	NUM
bioscience-203	109	6	of	of	ADP
bioscience-203	109	7	18	18	NUM
bioscience-203	109	8	december	december	PROPN
bioscience-203	109	9	2023|volume	2023|volume	NUM
bioscience-203	109	10	6	6	NUM
bioscience-203	109	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	109	12	mary	mary	PROPN
bioscience-203	109	13	et	et	PROPN
bioscience-203	109	14	al	al	PROPN
bioscience-203	109	15	.	.	PROPN
bioscience-203	109	16	,	,	PUNCT
bioscience-203	109	17	2023	2023	NUM
bioscience-203	109	18	machine	machine	NOUN
bioscience-203	109	19	learning	learning	NOUN
bioscience-203	109	20	mediated	mediate	VERB
bioscience-203	109	21	advanced	advanced	ADJ
bioscience-203	109	22	phage	phage	NOUN
bioscience-203	109	23	and	and	CCONJ
bioscience-203	109	24	antimicrobial	antimicrobial	ADJ
bioscience-203	109	25	therapy	therapy	NOUN
bioscience-203	109	26	a	a	DET
bioscience-203	109	27	futuristic	futuristic	ADJ
bioscience-203	109	28	approach	approach	NOUN
bioscience-203	109	29	in	in	ADP
bioscience-203	109	30	regard	regard	NOUN
bioscience-203	109	31	to	to	ADP
bioscience-203	109	32	acinetobacter	acinetobacter	ADJ
bioscience-203	109	33	baumannii	baumannii	NOUN
bioscience-203	109	34	and	and	CCONJ
bioscience-203	109	35	p.	p.	PROPN
bioscience-203	109	36	aeruginosa	aeruginosa	PROPN
bioscience-203	109	37	,	,	PUNCT
bioscience-203	109	38	the	the	DET
bioscience-203	109	39	intrinsic	intrinsic	ADJ
bioscience-203	109	40	defense	defense	NOUN
bioscience-203	109	41	is	be	AUX
bioscience-203	109	42	quite	quite	ADV
bioscience-203	109	43	intriguing	intriguing	ADJ
bioscience-203	109	44	with	with	ADP
bioscience-203	109	45	impermeable	impermeable	ADJ
bioscience-203	109	46	outer	outer	ADJ
bioscience-203	109	47	membrane	membrane	NOUN
bioscience-203	109	48	and	and	CCONJ
bioscience-203	109	49	enhanced	enhance	VERB
bioscience-203	109	50	efflux	efflux	NOUN
bioscience-203	109	51	pumps	pump	NOUN
bioscience-203	109	52	.	.	PUNCT
bioscience-203	110	1	β	β	X
bioscience-203	110	2	-	-	PUNCT
bioscience-203	110	3	lactamases	lactamase	NOUN
bioscience-203	110	4	and	and	CCONJ
bioscience-203	110	5	pbp	pbp	NOUN
bioscience-203	110	6	confer	confer	NOUN
bioscience-203	110	7	protection	protection	NOUN
bioscience-203	110	8	against	against	ADP
bioscience-203	110	9	β	β	NOUN
bioscience-203	110	10	-	-	NOUN
bioscience-203	110	11	lactam	lactam	NOUN
bioscience-203	110	12	and	and	CCONJ
bioscience-203	110	13	carbapenem	carbapenem	ADJ
bioscience-203	110	14	drugs	drug	NOUN
bioscience-203	110	15	in	in	ADP
bioscience-203	110	16	most	most	ADJ
bioscience-203	110	17	cases	case	NOUN
bioscience-203	110	18	[	[	X
bioscience-203	110	19	67	67	NUM
bioscience-203	110	20	]	]	PUNCT
bioscience-203	110	21	.	.	PUNCT
bioscience-203	111	1	in	in	ADP
bioscience-203	111	2	p.	p.	PROPN
bioscience-203	111	3	aeruginosa	aeruginosa	PROPN
bioscience-203	111	4	,	,	PUNCT
bioscience-203	111	5	oprd	oprd	ADJ
bioscience-203	111	6	loss	loss	NOUN
bioscience-203	111	7	is	be	AUX
bioscience-203	111	8	associated	associate	VERB
bioscience-203	111	9	with	with	ADP
bioscience-203	111	10	imipenem	imipenem	PROPN
bioscience-203	111	11	resistance	resistance	NOUN
bioscience-203	112	1	[	[	X
bioscience-203	112	2	68	68	NUM
bioscience-203	112	3	]	]	PUNCT
bioscience-203	112	4	.	.	PUNCT
bioscience-203	113	1	antibiogram	antibiogram	PROPN
bioscience-203	113	2	is	be	AUX
bioscience-203	113	3	one	one	NUM
bioscience-203	113	4	of	of	ADP
bioscience-203	113	5	the	the	DET
bioscience-203	113	6	most	most	ADV
bioscience-203	113	7	commonly	commonly	ADV
bioscience-203	113	8	used	use	VERB
bioscience-203	113	9	cost	cost	NOUN
bioscience-203	113	10	-	-	PUNCT
bioscience-203	113	11	effective	effective	ADJ
bioscience-203	113	12	in	in	ADP
bioscience-203	113	13	vitro	vitro	X
bioscience-203	113	14	resistance	resistance	NOUN
bioscience-203	113	15	detection	detection	NOUN
bioscience-203	113	16	strategies	strategy	NOUN
bioscience-203	113	17	.	.	PUNCT
bioscience-203	114	1	other	other	ADJ
bioscience-203	114	2	phenotypic	phenotypic	ADJ
bioscience-203	114	3	methods	method	NOUN
bioscience-203	114	4	include	include	VERB
bioscience-203	114	5	mic	mic	ADJ
bioscience-203	114	6	detection	detection	NOUN
bioscience-203	114	7	(	(	PUNCT
bioscience-203	114	8	micro	micro	NOUN
bioscience-203	114	9	-	-	NOUN
bioscience-203	114	10	dilution	dilution	NOUN
bioscience-203	114	11	method	method	NOUN
bioscience-203	114	12	)	)	PUNCT
bioscience-203	114	13	,	,	PUNCT
bioscience-203	114	14	breakpoint	breakpoint	NOUN
bioscience-203	114	15	agar	agar	NOUN
bioscience-203	114	16	method	method	NOUN
bioscience-203	114	17	,	,	PUNCT
bioscience-203	114	18	biochemical	biochemical	ADJ
bioscience-203	114	19	tests	test	NOUN
bioscience-203	114	20	,	,	PUNCT
bioscience-203	114	21	immunographic	immunographic	ADJ
bioscience-203	114	22	tests	test	NOUN
bioscience-203	114	23	(	(	PUNCT
bioscience-203	114	24	carba-5	carba-5	PROPN
bioscience-203	114	25	,	,	PUNCT
bioscience-203	114	26	resist-4	resist-4	PROPN
bioscience-203	114	27	)	)	PUNCT
bioscience-203	114	28	,	,	PUNCT
bioscience-203	114	29	electrochemical	electrochemical	ADJ
bioscience-203	114	30	test	test	NOUN
bioscience-203	114	31	(	(	PUNCT
bioscience-203	114	32	byg	byg	NOUN
bioscience-203	114	33	test	test	NOUN
bioscience-203	114	34	)	)	PUNCT
bioscience-203	114	35	,	,	PUNCT
bioscience-203	114	36	motility	motility	NOUN
bioscience-203	114	37	test	test	NOUN
bioscience-203	114	38	,	,	PUNCT
bioscience-203	114	39	staining	stain	VERB
bioscience-203	114	40	,	,	PUNCT
bioscience-203	114	41	etc	etc	X
bioscience-203	114	42	.	.	X
bioscience-203	114	43	microscan	microscan	PROPN
bioscience-203	114	44	walk	walk	VERB
bioscience-203	114	45	assay	assay	ADV
bioscience-203	114	46	,	,	PUNCT
bioscience-203	114	47	bd	bd	PROPN
bioscience-203	114	48	phoenix	phoenix	PROPN
bioscience-203	114	49	,	,	PUNCT
bioscience-203	114	50	and	and	CCONJ
bioscience-203	114	51	vittek	vittek	NOUN
bioscience-203	114	52	2	2	NUM
bioscience-203	114	53	are	be	AUX
bioscience-203	114	54	examples	example	NOUN
bioscience-203	114	55	of	of	ADP
bioscience-203	114	56	semi	semi	ADJ
bioscience-203	114	57	-	-	ADJ
bioscience-203	114	58	automated	automated	ADJ
bioscience-203	114	59	mic	mic	ADJ
bioscience-203	114	60	determination	determination	NOUN
bioscience-203	114	61	approaches	approach	VERB
bioscience-203	114	62	[	[	X
bioscience-203	114	63	69	69	NUM
bioscience-203	114	64	]	]	PUNCT
bioscience-203	114	65	.	.	PUNCT
bioscience-203	115	1	bacterial	bacterial	ADJ
bioscience-203	115	2	strain	strain	NOUN
bioscience-203	115	3	identification	identification	NOUN
bioscience-203	115	4	and	and	CCONJ
bioscience-203	115	5	differentiation	differentiation	NOUN
bioscience-203	115	6	are	be	AUX
bioscience-203	115	7	carried	carry	VERB
bioscience-203	115	8	out	out	ADP
bioscience-203	115	9	using	use	VERB
bioscience-203	115	10	maldi	maldi	NOUN
bioscience-203	115	11	-	-	PUNCT
bioscience-203	115	12	tof	tof	PRON
bioscience-203	115	13	analysis	analysis	NOUN
bioscience-203	115	14	and	and	CCONJ
bioscience-203	115	15	strain	strain	NOUN
bioscience-203	115	16	-	-	PUNCT
bioscience-203	115	17	specific	specific	ADJ
bioscience-203	115	18	tests	test	NOUN
bioscience-203	115	19	like	like	ADP
bioscience-203	115	20	mgp	mgp	NOUN
bioscience-203	115	21	(	(	PUNCT
bioscience-203	115	22	methyl	methyl	NOUN
bioscience-203	115	23	-	-	PUNCT
bioscience-203	115	24	α	α	NOUN
bioscience-203	115	25	-	-	PUNCT
bioscience-203	115	26	d	d	NOUN
bioscience-203	115	27	-	-	PUNCT
bioscience-203	115	28	glucopyranoside	glucopyranoside	NOUN
bioscience-203	115	29	)	)	PUNCT
bioscience-203	115	30	test	test	NOUN
bioscience-203	115	31	(	(	PUNCT
bioscience-203	115	32	e.	e.	PROPN
bioscience-203	115	33	faecium	faecium	PROPN
bioscience-203	115	34	)	)	PUNCT
bioscience-203	115	35	,	,	PUNCT
bioscience-203	115	36	slide	slide	NOUN
bioscience-203	115	37	agglutination	agglutination	NOUN
bioscience-203	115	38	test	test	NOUN
bioscience-203	115	39	(	(	PUNCT
bioscience-203	115	40	s.	s.	PROPN
bioscience-203	115	41	aureus	aureus	PROPN
bioscience-203	115	42	)	)	PUNCT
bioscience-203	115	43	,	,	PUNCT
bioscience-203	115	44	modified	modify	VERB
bioscience-203	115	45	hodge	hodge	PROPN
bioscience-203	115	46	test	test	NOUN
bioscience-203	115	47	,	,	PUNCT
bioscience-203	115	48	and	and	CCONJ
bioscience-203	115	49	carbapenemase	carbapenemase	NOUN
bioscience-203	115	50	inhibition	inhibition	NOUN
bioscience-203	115	51	method	method	NOUN
bioscience-203	115	52	(	(	PUNCT
bioscience-203	115	53	p.	p.	NOUN
bioscience-203	115	54	aeruginosa	aeruginosa	PROPN
bioscience-203	115	55	&	&	CCONJ
bioscience-203	115	56	a.	a.	PROPN
bioscience-203	115	57	baumannii	baumannii	PROPN
bioscience-203	115	58	)	)	PUNCT
bioscience-203	115	59	,	,	PUNCT
bioscience-203	115	60	etc	etc	X
bioscience-203	115	61	.	.	X
bioscience-203	115	62	genotypic	genotypic	NOUN
bioscience-203	115	63	characterization	characterization	NOUN
bioscience-203	115	64	is	be	AUX
bioscience-203	115	65	ad	ad	NOUN
bioscience-203	115	66	hoc	hoc	X
bioscience-203	115	67	and	and	CCONJ
bioscience-203	115	68	mostly	mostly	ADV
bioscience-203	115	69	targets	target	VERB
bioscience-203	115	70	the	the	DET
bioscience-203	115	71	detection	detection	NOUN
bioscience-203	115	72	of	of	ADP
bioscience-203	115	73	genes	gene	NOUN
bioscience-203	115	74	including	include	VERB
bioscience-203	115	75	superoxide	superoxide	NOUN
bioscience-203	115	76	dismutase	dismutase	NOUN
bioscience-203	115	77	(	(	PUNCT
bioscience-203	115	78	soda	soda	NOUN
bioscience-203	115	79	)	)	PUNCT
bioscience-203	115	80	,	,	PUNCT
bioscience-203	115	81	vana	vana	PROPN
bioscience-203	115	82	,	,	PUNCT
bioscience-203	115	83	vanb	vanb	NOUN
bioscience-203	115	84	(	(	PUNCT
bioscience-203	115	85	glycopeptides	glycopeptide	VERB
bioscience-203	115	86	resistance	resistance	NOUN
bioscience-203	115	87	genes	gene	NOUN
bioscience-203	115	88	)	)	PUNCT
bioscience-203	115	89	,	,	PUNCT
bioscience-203	115	90	meca	meca	PROPN
bioscience-203	115	91	,	,	PUNCT
bioscience-203	115	92	mecc	mecc	NOUN
bioscience-203	115	93	(	(	PUNCT
bioscience-203	115	94	methicillin	methicillin	NOUN
bioscience-203	115	95	resistance	resistance	NOUN
bioscience-203	115	96	genes	gene	NOUN
bioscience-203	115	97	)	)	PUNCT
bioscience-203	115	98	,	,	PUNCT
bioscience-203	115	99	blakpc	blakpc	NOUN
bioscience-203	115	100	,	,	PUNCT
bioscience-203	115	101	blandm	blandm	NOUN
bioscience-203	115	102	,	,	PUNCT
bioscience-203	115	103	blaimp	blaimp	NOUN
bioscience-203	115	104	,	,	PUNCT
bioscience-203	115	105	blavim	blavim	NOUN
bioscience-203	115	106	,	,	PUNCT
bioscience-203	115	107	blaoxa-48	blaoxa-48	PROPN
bioscience-203	115	108	(	(	PUNCT
bioscience-203	115	109	carbapenem	carbapenem	PROPN
bioscience-203	115	110	resistance	resistance	NOUN
bioscience-203	115	111	)	)	PUNCT
bioscience-203	115	112	,	,	PUNCT
bioscience-203	115	113	mcr	mcr	PROPN
bioscience-203	115	114	(	(	PUNCT
bioscience-203	115	115	colistin	colistin	PROPN
bioscience-203	115	116	resistance	resistance	PROPN
bioscience-203	115	117	)	)	PUNCT
bioscience-203	115	118	,	,	PUNCT
bioscience-203	115	119	apha6	apha6	NOUN
bioscience-203	115	120	,	,	PUNCT
bioscience-203	115	121	arma	arma	PROPN
bioscience-203	115	122	(	(	PUNCT
bioscience-203	115	123	amikacin	amikacin	PROPN
bioscience-203	115	124	resistance	resistance	NOUN
bioscience-203	115	125	)	)	PUNCT
bioscience-203	115	126	through	through	ADP
bioscience-203	115	127	lamp	lamp	PROPN
bioscience-203	115	128	,	,	PUNCT
bioscience-203	115	129	microarray	microarray	NOUN
bioscience-203	115	130	,	,	PUNCT
bioscience-203	115	131	real	real	ADJ
bioscience-203	115	132	-	-	PUNCT
bioscience-203	115	133	time	time	NOUN
bioscience-203	115	134	pcr	pcr	NOUN
bioscience-203	115	135	,	,	PUNCT
bioscience-203	115	136	and	and	CCONJ
bioscience-203	115	137	whole	whole	ADJ
bioscience-203	115	138	genome	genome	NOUN
bioscience-203	115	139	sequencing	sequence	VERB
bioscience-203	115	140	(	(	PUNCT
bioscience-203	115	141	wgs	wgs	NOUN
bioscience-203	115	142	)	)	PUNCT
bioscience-203	116	1	[	[	X
bioscience-203	116	2	69	69	NUM
bioscience-203	116	3	]	]	PUNCT
bioscience-203	116	4	.	.	PUNCT
bioscience-203	117	1	bacteriophage	bacteriophage	NOUN
bioscience-203	117	2	resistance	resistance	NOUN
bioscience-203	117	3	is	be	AUX
bioscience-203	117	4	a	a	DET
bioscience-203	117	5	complex	complex	NOUN
bioscience-203	117	6	yet	yet	CCONJ
bioscience-203	117	7	a	a	DET
bioscience-203	117	8	natural	natural	ADJ
bioscience-203	117	9	evolutionary	evolutionary	ADJ
bioscience-203	117	10	process	process	NOUN
bioscience-203	117	11	in	in	ADP
bioscience-203	117	12	bacteria	bacteria	NOUN
bioscience-203	117	13	.	.	PUNCT
bioscience-203	118	1	nevertheless	nevertheless	ADV
bioscience-203	118	2	,	,	PUNCT
bioscience-203	118	3	the	the	DET
bioscience-203	118	4	implications	implication	NOUN
bioscience-203	118	5	of	of	ADP
bioscience-203	118	6	phage	phage	NOUN
bioscience-203	118	7	resistance	resistance	NOUN
bioscience-203	118	8	have	have	VERB
bioscience-203	118	9	more	more	ADJ
bioscience-203	118	10	arena	arena	NOUN
bioscience-203	118	11	of	of	ADP
bioscience-203	118	12	challenges	challenge	NOUN
bioscience-203	118	13	than	than	ADP
bioscience-203	118	14	antimicrobial	antimicrobial	ADJ
bioscience-203	118	15	resistance	resistance	NOUN
bioscience-203	118	16	.	.	PUNCT
bioscience-203	119	1	phage	phage	NOUN
bioscience-203	119	2	resistance	resistance	NOUN
bioscience-203	119	3	is	be	AUX
bioscience-203	119	4	associated	associate	VERB
bioscience-203	119	5	with	with	ADP
bioscience-203	119	6	trade	trade	NOUN
bioscience-203	119	7	-	-	PUNCT
bioscience-203	119	8	off	off	NOUN
bioscience-203	119	9	/fitness	/fitness	PUNCT
bioscience-203	120	1	costs	cost	NOUN
bioscience-203	120	2	that	that	PRON
bioscience-203	120	3	can	can	AUX
bioscience-203	120	4	alter	alter	VERB
bioscience-203	120	5	the	the	DET
bioscience-203	120	6	genotypic	genotypic	NOUN
bioscience-203	120	7	and	and	CCONJ
bioscience-203	120	8	phenotypic	phenotypic	ADJ
bioscience-203	120	9	characteristics	characteristic	NOUN
bioscience-203	120	10	of	of	ADP
bioscience-203	120	11	the	the	DET
bioscience-203	120	12	bacterial	bacterial	ADJ
bioscience-203	120	13	strain	strain	NOUN
bioscience-203	120	14	.	.	PUNCT
bioscience-203	121	1	studies	study	NOUN
bioscience-203	121	2	have	have	AUX
bioscience-203	121	3	reported	report	VERB
bioscience-203	121	4	reduced	reduced	ADJ
bioscience-203	121	5	virulence	virulence	NOUN
bioscience-203	121	6	,	,	PUNCT
bioscience-203	121	7	enhanced	enhance	VERB
bioscience-203	121	8	cross	cross	NOUN
bioscience-203	121	9	-	-	NOUN
bioscience-203	121	10	resistance	resistance	NOUN
bioscience-203	121	11	,	,	PUNCT
bioscience-203	121	12	altered	alter	VERB
bioscience-203	121	13	antibiogram	antibiogram	PROPN
bioscience-203	121	14	,	,	PUNCT
bioscience-203	121	15	changes	change	NOUN
bioscience-203	121	16	in	in	ADP
bioscience-203	121	17	biofilm	biofilm	NOUN
bioscience-203	121	18	formation	formation	NOUN
bioscience-203	121	19	,	,	PUNCT
bioscience-203	121	20	permeability	permeability	NOUN
bioscience-203	121	21	variations	variation	NOUN
bioscience-203	121	22	,	,	PUNCT
bioscience-203	121	23	and	and	CCONJ
bioscience-203	121	24	several	several	ADJ
bioscience-203	121	25	other	other	ADJ
bioscience-203	121	26	modifications	modification	NOUN
bioscience-203	121	27	during	during	ADP
bioscience-203	121	28	phage	phage	NOUN
bioscience-203	121	29	exposure	exposure	NOUN
bioscience-203	121	30	[	[	X
bioscience-203	121	31	70	70	NUM
bioscience-203	121	32	]	]	PUNCT
bioscience-203	121	33	.	.	PUNCT
bioscience-203	122	1	hesse	hesse	PROPN
bioscience-203	122	2	et	et	PROPN
bioscience-203	122	3	al	al	PROPN
bioscience-203	122	4	.	.	PROPN
bioscience-203	122	5	,	,	PUNCT
bioscience-203	122	6	in	in	ADP
bioscience-203	122	7	2020	2020	NUM
bioscience-203	122	8	,	,	PUNCT
bioscience-203	122	9	evaluated	evaluate	VERB
bioscience-203	122	10	57	57	NUM
bioscience-203	122	11	phage	phage	NOUN
bioscience-203	122	12	-	-	PUNCT
bioscience-203	122	13	resistant	resistant	ADJ
bioscience-203	122	14	mutants	mutant	NOUN
bioscience-203	122	15	(	(	PUNCT
bioscience-203	122	16	k.	k.	NOUN
bioscience-203	122	17	pneumoniae	pneumoniae	PROPN
bioscience-203	122	18	)	)	PUNCT
bioscience-203	122	19	and	and	CCONJ
bioscience-203	122	20	reported	report	VERB
bioscience-203	122	21	that	that	SCONJ
bioscience-203	122	22	each	each	DET
bioscience-203	122	23	mutant	mutant	NOUN
bioscience-203	122	24	had	have	VERB
bioscience-203	122	25	distinct	distinct	ADJ
bioscience-203	122	26	genes	gene	NOUN
bioscience-203	122	27	involving	involve	VERB
bioscience-203	122	28	in	in	ADP
bioscience-203	122	29	mutation	mutation	NOUN
bioscience-203	122	30	but	but	CCONJ
bioscience-203	122	31	with	with	ADP
bioscience-203	122	32	similar	similar	ADJ
bioscience-203	122	33	function	function	NOUN
bioscience-203	122	34	associated	associate	VERB
bioscience-203	122	35	with	with	ADP
bioscience-203	122	36	assembly	assembly	NOUN
bioscience-203	122	37	or	or	CCONJ
bioscience-203	122	38	synthesis	synthesis	NOUN
bioscience-203	122	39	of	of	ADP
bioscience-203	122	40	surface	surface	NOUN
bioscience-203	122	41	receptors	receptor	NOUN
bioscience-203	122	42	which	which	PRON
bioscience-203	122	43	ultimately	ultimately	ADV
bioscience-203	122	44	affected	affect	VERB
bioscience-203	122	45	phage	phage	NOUN
bioscience-203	122	46	adsorption	adsorption	NOUN
bioscience-203	122	47	in	in	ADP
bioscience-203	122	48	mutants	mutant	NOUN
bioscience-203	123	1	[	[	X
bioscience-203	123	2	71	71	NUM
bioscience-203	123	3	]	]	PUNCT
bioscience-203	123	4	.	.	PUNCT
bioscience-203	124	1	phage	phage	NOUN
bioscience-203	124	2	-	-	PUNCT
bioscience-203	124	3	resistant	resistant	ADJ
bioscience-203	124	4	upec	upec	NOUN
bioscience-203	124	5	(	(	PUNCT
bioscience-203	124	6	uropathogenic	uropathogenic	PROPN
bioscience-203	124	7	e.	e.	PROPN
bioscience-203	124	8	coli	coli	PROPN
bioscience-203	124	9	)	)	PUNCT
bioscience-203	124	10	strains	strain	VERB
bioscience-203	124	11	exhibited	exhibit	VERB
bioscience-203	124	12	alterations	alteration	NOUN
bioscience-203	124	13	in	in	ADP
bioscience-203	124	14	lps	lps	PROPN
bioscience-203	124	15	(	(	PUNCT
bioscience-203	124	16	lipopolysaccharide	lipopolysaccharide	PROPN
bioscience-203	124	17	)	)	PUNCT
bioscience-203	124	18	and	and	CCONJ
bioscience-203	124	19	were	be	AUX
bioscience-203	124	20	confirmed	confirm	VERB
bioscience-203	124	21	via	via	ADP
bioscience-203	124	22	wgs	wgs	NOUN
bioscience-203	124	23	[	[	X
bioscience-203	124	24	72	72	NUM
bioscience-203	124	25	]	]	PUNCT
bioscience-203	124	26	.	.	PUNCT
bioscience-203	125	1	garb	garb	NOUN
bioscience-203	125	2	et	et	PROPN
bioscience-203	125	3	al	al	PROPN
bioscience-203	125	4	.	.	PROPN
bioscience-203	125	5	,	,	PUNCT
bioscience-203	125	6	studied	study	VERB
bioscience-203	125	7	the	the	DET
bioscience-203	125	8	defense	defense	NOUN
bioscience-203	125	9	-	-	PUNCT
bioscience-203	125	10	associated	associate	VERB
bioscience-203	125	11	sirtuin	sirtuin	NOUN
bioscience-203	125	12	(	(	PUNCT
bioscience-203	125	13	dsr	dsr	NOUN
bioscience-203	125	14	)	)	PUNCT
bioscience-203	125	15	proteins	protein	NOUN
bioscience-203	125	16	in	in	ADP
bioscience-203	125	17	2022	2022	NUM
bioscience-203	125	18	,	,	PUNCT
bioscience-203	125	19	and	and	CCONJ
bioscience-203	125	20	found	find	VERB
bioscience-203	125	21	that	that	DET
bioscience-203	125	22	sir2	sir2	NOUN
bioscience-203	125	23	(	(	PUNCT
bioscience-203	125	24	n	n	CCONJ
bioscience-203	125	25	-	-	PUNCT
bioscience-203	125	26	terminal	terminal	ADJ
bioscience-203	125	27	sirtuin	sirtuin	NOUN
bioscience-203	125	28	)	)	PUNCT
bioscience-203	125	29	domain	domain	NOUN
bioscience-203	125	30	acts	act	VERB
bioscience-203	125	31	as	as	ADP
bioscience-203	125	32	nad+	nad+	PROPN
bioscience-203	125	33	depletors	depletor	NOUN
bioscience-203	125	34	and	and	CCONJ
bioscience-203	125	35	helps	help	VERB
bioscience-203	125	36	bacteria	bacteria	NOUN
bioscience-203	125	37	to	to	PART
bioscience-203	125	38	abort	abort	VERB
bioscience-203	125	39	phage	phage	NOUN
bioscience-203	125	40	adsorption	adsorption	NOUN
bioscience-203	125	41	and	and	CCONJ
bioscience-203	125	42	propagation	propagation	NOUN
bioscience-203	126	1	[	[	X
bioscience-203	126	2	73	73	NUM
bioscience-203	126	3	]	]	PUNCT
bioscience-203	126	4	.	.	PUNCT
bioscience-203	127	1	one	one	NUM
bioscience-203	127	2	of	of	ADP
bioscience-203	127	3	the	the	DET
bioscience-203	127	4	major	major	ADJ
bioscience-203	127	5	findings	finding	NOUN
bioscience-203	127	6	by	by	ADP
bioscience-203	127	7	laure	laure	PROPN
bioscience-203	127	8	et	et	PROPN
bioscience-203	127	9	al	al	PROPN
bioscience-203	127	10	.	.	PROPN
bioscience-203	127	11	,	,	PUNCT
bioscience-203	127	12	in	in	ADP
bioscience-203	127	13	2022	2022	NUM
bioscience-203	127	14	,	,	PUNCT
bioscience-203	127	15	on	on	ADP
bioscience-203	127	16	trade	trade	NOUN
bioscience-203	127	17	-	-	PUNCT
bioscience-203	127	18	off	off	ADP
bioscience-203	127	19	costs	cost	NOUN
bioscience-203	127	20	in	in	ADP
bioscience-203	127	21	salmonella	salmonella	NOUN
bioscience-203	127	22	typhimurium	typhimurium	NOUN
bioscience-203	127	23	was	be	AUX
bioscience-203	127	24	the	the	DET
bioscience-203	127	25	increased	increased	ADJ
bioscience-203	127	26	β	β	NOUN
bioscience-203	127	27	-	-	PUNCT
bioscience-203	127	28	lactamase	lactamase	ADJ
bioscience-203	127	29	activity	activity	NOUN
bioscience-203	127	30	of	of	ADP
bioscience-203	127	31	mutants	mutant	NOUN
bioscience-203	127	32	obtained	obtain	VERB
bioscience-203	127	33	after	after	ADP
bioscience-203	127	34	phage	phage	NOUN
bioscience-203	127	35	and	and	CCONJ
bioscience-203	127	36	phage	phage	NOUN
bioscience-203	127	37	+	+	NOUN
bioscience-203	127	38	ampicillin	ampicillin	ADJ
bioscience-203	127	39	treatment	treatment	NOUN
bioscience-203	127	40	[	[	X
bioscience-203	127	41	74	74	NUM
bioscience-203	127	42	]	]	PUNCT
bioscience-203	127	43	.	.	PUNCT
bioscience-203	128	1	li	li	PROPN
bioscience-203	128	2	et	et	PROPN
bioscience-203	128	3	al	al	PROPN
bioscience-203	128	4	.	.	PROPN
bioscience-203	128	5	,	,	PUNCT
bioscience-203	128	6	in	in	ADP
bioscience-203	128	7	2022	2022	NUM
bioscience-203	128	8	,	,	PUNCT
bioscience-203	128	9	investigated	investigate	VERB
bioscience-203	128	10	multiple	multiple	ADJ
bioscience-203	128	11	mutant	mutant	NOUN
bioscience-203	128	12	strains	strain	NOUN
bioscience-203	128	13	of	of	ADP
bioscience-203	128	14	p.	p.	NOUN
bioscience-203	128	15	aeruginosa	aeruginosa	PROPN
bioscience-203	128	16	and	and	CCONJ
bioscience-203	128	17	revealed	reveal	VERB
bioscience-203	128	18	major	major	ADJ
bioscience-203	128	19	mutations	mutation	NOUN
bioscience-203	128	20	in	in	ADP
bioscience-203	128	21	pilt	pilt	NOUN
bioscience-203	128	22	and	and	CCONJ
bioscience-203	128	23	pilb	pilb	ADJ
bioscience-203	128	24	(	(	PUNCT
bioscience-203	128	25	type	type	NOUN
bioscience-203	128	26	iv	iv	NUM
bioscience-203	128	27	pili	pili	NOUN
bioscience-203	128	28	)	)	PUNCT
bioscience-203	128	29	genes	gene	NOUN
bioscience-203	128	30	and	and	CCONJ
bioscience-203	128	31	chromosomal	chromosomal	ADJ
bioscience-203	128	32	deletions	deletion	NOUN
bioscience-203	128	33	of	of	ADP
bioscience-203	128	34	approximately	approximately	ADV
bioscience-203	128	35	294	294	NUM
bioscience-203	128	36	kb	kb	PROPN
bioscience-203	128	37	involving	involve	VERB
bioscience-203	128	38	galu	galu	NOUN
bioscience-203	128	39	(	(	PUNCT
bioscience-203	128	40	utp	utp	NOUN
bioscience-203	128	41	-	-	PUNCT
bioscience-203	128	42	glucose-1	glucose-1	NOUN
bioscience-203	128	43	-	-	PUNCT
bioscience-203	128	44	phosphate	phosphate	NOUN
bioscience-203	128	45	uridylyltransferase	uridylyltransferase	NOUN
bioscience-203	128	46	)	)	PUNCT
bioscience-203	128	47	and	and	CCONJ
bioscience-203	128	48	hmga	hmga	PROPN
bioscience-203	128	49	(	(	PUNCT
bioscience-203	128	50	homogentisate	homogentisate	NOUN
bioscience-203	128	51	1,2	1,2	NUM
bioscience-203	128	52	-	-	PUNCT
bioscience-203	128	53	dioxygenase	dioxygenase	NOUN
bioscience-203	128	54	)	)	PUNCT
bioscience-203	129	1	[	[	X
bioscience-203	129	2	75	75	NUM
bioscience-203	129	3	]	]	PUNCT
bioscience-203	129	4	.	.	PUNCT
bioscience-203	129	5	enhanced	enhance	VERB
bioscience-203	129	6	dna	dna	PROPN
bioscience-203	129	7	exonuclease	exonuclease	NOUN
bioscience-203	129	8	activity	activity	NOUN
bioscience-203	129	9	through	through	ADP
bioscience-203	129	10	overexpression	overexpression	NOUN
bioscience-203	129	11	of	of	ADP
bioscience-203	129	12	mpr	mpr	NOUN
bioscience-203	129	13	gene	gene	NOUN
bioscience-203	129	14	in	in	ADP
bioscience-203	129	15	mycobacterium	mycobacterium	PROPN
bioscience-203	129	16	smegmatis	smegmatis	PROPN
bioscience-203	129	17	was	be	AUX
bioscience-203	129	18	proved	prove	VERB
bioscience-203	129	19	to	to	PART
bioscience-203	129	20	confer	confer	VERB
bioscience-203	129	21	resistance	resistance	NOUN
bioscience-203	129	22	against	against	ADP
bioscience-203	129	23	phage	phage	NOUN
bioscience-203	129	24	[	[	X
bioscience-203	129	25	76	76	NUM
bioscience-203	129	26	]	]	PUNCT
bioscience-203	129	27	.	.	PUNCT
bioscience-203	130	1	owen	owen	PROPN
bioscience-203	130	2	et	et	PROPN
bioscience-203	130	3	al	al	PROPN
bioscience-203	130	4	.	.	PROPN
bioscience-203	130	5	,	,	PUNCT
bioscience-203	130	6	in	in	ADP
bioscience-203	130	7	2021	2021	NUM
bioscience-203	130	8	,	,	PUNCT
bioscience-203	130	9	identified	identify	VERB
bioscience-203	130	10	bsta	bsta	NOUN
bioscience-203	130	11	-	-	PUNCT
bioscience-203	130	12	phage	phage	NOUN
bioscience-203	130	13	-	-	PUNCT
bioscience-203	130	14	defense	defense	NOUN
bioscience-203	130	15	proteins	protein	NOUN
bioscience-203	130	16	encoded	encode	VERB
bioscience-203	130	17	by	by	ADP
bioscience-203	130	18	prophage	prophage	NOUN
bioscience-203	130	19	that	that	PRON
bioscience-203	130	20	inhibit	inhibit	VERB
bioscience-203	130	21	exogenous	exogenous	ADJ
bioscience-203	130	22	lytic	lytic	ADJ
bioscience-203	130	23	phage	phage	NOUN
bioscience-203	130	24	infections	infection	NOUN
bioscience-203	130	25	[	[	X
bioscience-203	130	26	77	77	NUM
bioscience-203	130	27	]	]	PUNCT
bioscience-203	130	28	.	.	PUNCT
bioscience-203	131	1	similarly	similarly	ADV
bioscience-203	131	2	,	,	PUNCT
bioscience-203	131	3	charity	charity	NOUN
bioscience-203	131	4	et	et	PROPN
bioscience-203	131	5	al	al	PROPN
bioscience-203	131	6	.	.	PROPN
bioscience-203	131	7	,	,	PUNCT
bioscience-203	131	8	in	in	ADP
bioscience-203	131	9	2022	2022	NUM
bioscience-203	131	10	,	,	PUNCT
bioscience-203	131	11	correlated	correlate	VERB
bioscience-203	131	12	mtmii	mtmii	NOUN
bioscience-203	131	13	prophage	prophage	NOUN
bioscience-203	131	14	genome	genome	NOUN
bioscience-203	131	15	integration	integration	NOUN
bioscience-203	131	16	in	in	ADP
bioscience-203	131	17	salmonella	salmonella	NOUN
bioscience-203	131	18	typhimurium	typhimurium	NOUN
bioscience-203	131	19	to	to	PART
bioscience-203	131	20	cause	cause	VERB
bioscience-203	131	21	increased	increase	VERB
bioscience-203	131	22	fitness	fitness	NOUN
bioscience-203	131	23	and	and	CCONJ
bioscience-203	131	24	drug	drug	NOUN
bioscience-203	131	25	resistance	resistance	NOUN
bioscience-203	132	1	[	[	X
bioscience-203	132	2	78	78	NUM
bioscience-203	132	3	]	]	PUNCT
bioscience-203	132	4	.	.	PUNCT
bioscience-203	133	1	aforementioned	aforementione	VERB
bioscience-203	133	2	studies	study	NOUN
bioscience-203	133	3	are	be	AUX
bioscience-203	133	4	rather	rather	ADV
bioscience-203	133	5	a	a	DET
bioscience-203	133	6	glimpse	glimpse	NOUN
bioscience-203	133	7	at	at	ADP
bioscience-203	133	8	the	the	DET
bioscience-203	133	9	ongoing	ongoing	ADJ
bioscience-203	133	10	research	research	NOUN
bioscience-203	133	11	to	to	PART
bioscience-203	133	12	unravel	unravel	VERB
bioscience-203	133	13	phage	phage	NOUN
bioscience-203	133	14	-	-	PUNCT
bioscience-203	133	15	host	host	NOUN
bioscience-203	133	16	interactions	interaction	NOUN
bioscience-203	133	17	and	and	CCONJ
bioscience-203	133	18	resistance	resistance	NOUN
bioscience-203	133	19	mechanisms	mechanism	NOUN
bioscience-203	133	20	.	.	PUNCT
bioscience-203	134	1	a	a	DET
bioscience-203	134	2	compelling	compelling	ADJ
bioscience-203	134	3	need	need	NOUN
bioscience-203	134	4	to	to	PART
bioscience-203	134	5	develop	develop	VERB
bioscience-203	134	6	sophisticated	sophisticated	ADJ
bioscience-203	134	7	strategies	strategy	NOUN
bioscience-203	134	8	to	to	PART
bioscience-203	134	9	control	control	VERB
bioscience-203	134	10	and	and	CCONJ
bioscience-203	134	11	allow	allow	VERB
bioscience-203	134	12	the	the	DET
bioscience-203	134	13	development	development	NOUN
bioscience-203	134	14	of	of	ADP
bioscience-203	134	15	prediction	prediction	NOUN
bioscience-203	134	16	models	model	NOUN
bioscience-203	134	17	prevails	prevail	VERB
bioscience-203	134	18	.	.	PUNCT
bioscience-203	135	1	the	the	DET
bioscience-203	135	2	data	datum	NOUN
bioscience-203	135	3	produced	produce	VERB
bioscience-203	135	4	through	through	ADP
bioscience-203	135	5	these	these	DET
bioscience-203	135	6	studies	study	NOUN
bioscience-203	135	7	could	could	AUX
bioscience-203	135	8	be	be	AUX
bioscience-203	135	9	put	put	VERB
bioscience-203	135	10	in	in	ADP
bioscience-203	135	11	use	use	NOUN
bioscience-203	135	12	to	to	PART
bioscience-203	135	13	manifest	manifest	VERB
bioscience-203	135	14	a	a	DET
bioscience-203	135	15	much	much	ADV
bioscience-203	135	16	clearer	clear	ADJ
bioscience-203	135	17	picture	picture	NOUN
bioscience-203	135	18	for	for	ADP
bioscience-203	135	19	the	the	DET
bioscience-203	135	20	development	development	NOUN
bioscience-203	135	21	of	of	ADP
bioscience-203	135	22	phage	phage	NOUN
bioscience-203	135	23	and	and	CCONJ
bioscience-203	135	24	other	other	ADJ
bioscience-203	135	25	antimicrobial	antimicrobial	ADJ
bioscience-203	135	26	therapeutics	therapeutic	NOUN
bioscience-203	135	27	.	.	PUNCT
bioscience-203	136	1	machine	machine	NOUN
bioscience-203	136	2	learning	learn	VERB
bioscience-203	136	3	machine	machine	NOUN
bioscience-203	136	4	learning	learning	NOUN
bioscience-203	136	5	(	(	PUNCT
bioscience-203	136	6	ml	ml	NOUN
bioscience-203	136	7	)	)	PUNCT
bioscience-203	136	8	is	be	AUX
bioscience-203	136	9	a	a	DET
bioscience-203	136	10	scale	scale	NOUN
bioscience-203	136	11	-	-	PUNCT
bioscience-203	136	12	up	up	ADP
bioscience-203	136	13	strategy	strategy	NOUN
bioscience-203	136	14	in	in	ADP
bioscience-203	136	15	refining	refining	NOUN
bioscience-203	136	16	and	and	CCONJ
bioscience-203	136	17	developing	develop	VERB
bioscience-203	136	18	artificial	artificial	ADJ
bioscience-203	136	19	intelligence	intelligence	NOUN
bioscience-203	136	20	(	(	PUNCT
bioscience-203	136	21	ai	ai	NOUN
bioscience-203	136	22	)	)	PUNCT
bioscience-203	136	23	.	.	PUNCT
bioscience-203	137	1	contradictory	contradictory	ADJ
bioscience-203	137	2	to	to	ADP
bioscience-203	137	3	symbolic	symbolic	ADJ
bioscience-203	137	4	ai	ai	VERB
bioscience-203	137	5	;	;	PUNCT
bioscience-203	137	6	ml	ml	AUX
bioscience-203	137	7	focuses	focus	VERB
bioscience-203	137	8	on	on	ADP
bioscience-203	137	9	learning	learn	VERB
bioscience-203	137	10	from	from	ADP
bioscience-203	137	11	datasets	dataset	NOUN
bioscience-203	137	12	and	and	CCONJ
bioscience-203	137	13	develops	develop	VERB
bioscience-203	137	14	an	an	DET
bioscience-203	137	15	algorithm	algorithm	NOUN
bioscience-203	137	16	that	that	PRON
bioscience-203	137	17	could	could	AUX
bioscience-203	137	18	be	be	AUX
bioscience-203	137	19	novel	novel	ADJ
bioscience-203	137	20	with	with	ADP
bioscience-203	137	21	a	a	DET
bioscience-203	137	22	distinct	distinct	ADJ
bioscience-203	137	23	understanding	understanding	NOUN
bioscience-203	137	24	of	of	ADP
bioscience-203	137	25	certain	certain	ADJ
bioscience-203	137	26	features	feature	NOUN
bioscience-203	137	27	and	and	CCONJ
bioscience-203	137	28	their	their	PRON
bioscience-203	137	29	respective	respective	ADJ
bioscience-203	137	30	weights	weight	NOUN
bioscience-203	138	1	[	[	X
bioscience-203	138	2	79	79	NUM
bioscience-203	138	3	]	]	PUNCT
bioscience-203	138	4	.	.	PUNCT
bioscience-203	139	1	in	in	ADP
bioscience-203	139	2	biomedical	biomedical	ADJ
bioscience-203	139	3	research	research	NOUN
bioscience-203	139	4	,	,	PUNCT
bioscience-203	139	5	computational	computational	ADJ
bioscience-203	139	6	methodologies	methodology	NOUN
bioscience-203	139	7	have	have	AUX
bioscience-203	139	8	failed	fail	VERB
bioscience-203	139	9	in	in	ADP
bioscience-203	139	10	analyzing	analyze	VERB
bioscience-203	139	11	enormous	enormous	ADJ
bioscience-203	139	12	datasets	dataset	NOUN
bioscience-203	139	13	and	and	CCONJ
bioscience-203	139	14	ml	ml	NOUN
bioscience-203	139	15	comes	come	VERB
bioscience-203	139	16	in	in	ADP
bioscience-203	139	17	handy	handy	ADJ
bioscience-203	139	18	where	where	SCONJ
bioscience-203	139	19	a	a	DET
bioscience-203	139	20	labeled	label	VERB
bioscience-203	139	21	/	/	SYM
bioscience-203	139	22	unlabeled	unlabeled	ADJ
bioscience-203	139	23	dataset	dataset	NOUN
bioscience-203	139	24	is	be	AUX
bioscience-203	139	25	used	use	VERB
bioscience-203	139	26	to	to	PART
bioscience-203	139	27	train	train	VERB
bioscience-203	139	28	,	,	PUNCT
bioscience-203	139	29	validate	validate	VERB
bioscience-203	139	30	,	,	PUNCT
bioscience-203	139	31	and	and	CCONJ
bioscience-203	139	32	test	test	NOUN
bioscience-203	139	33	algorithms	algorithm	NOUN
bioscience-203	139	34	.	.	PUNCT
bioscience-203	140	1	interpretation	interpretation	NOUN
bioscience-203	140	2	using	use	VERB
bioscience-203	140	3	ml	ml	NOUN
bioscience-203	140	4	becomes	become	VERB
bioscience-203	140	5	more	more	ADV
bioscience-203	140	6	systematic	systematic	ADJ
bioscience-203	140	7	and	and	CCONJ
bioscience-203	140	8	allows	allow	VERB
bioscience-203	140	9	classification	classification	NOUN
bioscience-203	140	10	,	,	PUNCT
bioscience-203	140	11	clustering	clustering	NOUN
bioscience-203	140	12	,	,	PUNCT
bioscience-203	140	13	and	and	CCONJ
bioscience-203	140	14	,	,	PUNCT
bioscience-203	140	15	more	more	ADV
bioscience-203	140	16	importantly	importantly	ADV
bioscience-203	140	17	,	,	PUNCT
bioscience-203	140	18	prediction	prediction	NOUN
bioscience-203	140	19	[	[	X
bioscience-203	140	20	80	80	NUM
bioscience-203	140	21	]	]	PUNCT
bioscience-203	140	22	.	.	PUNCT
bioscience-203	141	1	supervised	supervise	VERB
bioscience-203	141	2	,	,	PUNCT
bioscience-203	141	3	semi	semi	ADJ
bioscience-203	141	4	-	-	ADJ
bioscience-203	141	5	supervised	supervised	ADJ
bioscience-203	141	6	,	,	PUNCT
bioscience-203	141	7	unsupervised	unsupervised	ADJ
bioscience-203	141	8	,	,	PUNCT
bioscience-203	141	9	and	and	CCONJ
bioscience-203	141	10	reinforcement	reinforcement	NOUN
bioscience-203	141	11	learning	learning	NOUN
bioscience-203	141	12	are	be	AUX
bioscience-203	141	13	the	the	DET
bioscience-203	141	14	major	major	ADJ
bioscience-203	141	15	learning	learning	NOUN
bioscience-203	141	16	methods	method	NOUN
bioscience-203	141	17	used	use	VERB
bioscience-203	141	18	in	in	ADP
bioscience-203	141	19	ml	ml	ADP
bioscience-203	141	20	.	.	PUNCT
bioscience-203	142	1	in	in	ADP
bioscience-203	142	2	layman	layman	PROPN
bioscience-203	142	3	’s	’s	PART
bioscience-203	142	4	terms	term	NOUN
bioscience-203	142	5	,	,	PUNCT
bioscience-203	142	6	ml	ml	ADP
bioscience-203	142	7	algorithms	algorithm	NOUN
bioscience-203	142	8	are	be	AUX
bioscience-203	142	9	fed	feed	VERB
bioscience-203	142	10	with	with	ADP
bioscience-203	142	11	raw	raw	ADJ
bioscience-203	142	12	data	datum	NOUN
bioscience-203	142	13	,	,	PUNCT
bioscience-203	142	14	data	datum	NOUN
bioscience-203	142	15	that	that	PRON
bioscience-203	142	16	are	be	AUX
bioscience-203	142	17	labeled	label	VERB
bioscience-203	142	18	(	(	PUNCT
bioscience-203	142	19	input	input	NOUN
bioscience-203	142	20	/	/	SYM
bioscience-203	142	21	output	output	NOUN
bioscience-203	142	22	,	,	PUNCT
bioscience-203	142	23	cause	cause	NOUN
bioscience-203	142	24	/	/	SYM
bioscience-203	142	25	effect	effect	NOUN
bioscience-203	142	26	)	)	PUNCT
bioscience-203	142	27	,	,	PUNCT
bioscience-203	142	28	or	or	CCONJ
bioscience-203	142	29	with	with	ADP
bioscience-203	142	30	unlabeled	unlabeled	ADJ
bioscience-203	142	31	data	datum	NOUN
bioscience-203	142	32	;	;	PUNCT
bioscience-203	142	33	either	either	CCONJ
bioscience-203	142	34	way	way	NOUN
bioscience-203	142	35	,	,	PUNCT
bioscience-203	142	36	ml	ml	AUX
bioscience-203	142	37	identifies	identify	VERB
bioscience-203	142	38	hidden	hide	VERB
bioscience-203	142	39	patterns	pattern	NOUN
bioscience-203	142	40	and	and	CCONJ
bioscience-203	142	41	allows	allow	VERB
bioscience-203	142	42	classification	classification	NOUN
bioscience-203	142	43	/	/	SYM
bioscience-203	142	44	regression	regression	NOUN
bioscience-203	142	45	(	(	PUNCT
bioscience-203	142	46	supervised	supervised	ADJ
bioscience-203	142	47	)	)	PUNCT
bioscience-203	142	48	grouping	grouping	NOUN
bioscience-203	142	49	/	/	SYM
bioscience-203	142	50	clustering	clustering	NOUN
bioscience-203	142	51	(	(	PUNCT
bioscience-203	142	52	unsupervised	unsupervised	ADJ
bioscience-203	142	53	)	)	PUNCT
bioscience-203	143	1	[	[	X
bioscience-203	143	2	81	81	NUM
bioscience-203	143	3	]	]	PUNCT
bioscience-203	143	4	.	.	PUNCT
bioscience-203	144	1	supervised	supervised	ADJ
bioscience-203	144	2	learning	learning	NOUN
bioscience-203	144	3	uses	use	VERB
bioscience-203	144	4	a	a	DET
bioscience-203	144	5	labeled	label	VERB
bioscience-203	144	6	dataset	dataset	NOUN
bioscience-203	144	7	with	with	ADP
bioscience-203	144	8	identified	identify	VERB
bioscience-203	144	9	features	feature	NOUN
bioscience-203	144	10	and	and	CCONJ
bioscience-203	144	11	targets	target	NOUN
bioscience-203	144	12	,	,	PUNCT
bioscience-203	144	13	and	and	CCONJ
bioscience-203	144	14	unsupervised	unsupervised	ADJ
bioscience-203	144	15	datasets	dataset	NOUN
bioscience-203	144	16	use	use	VERB
bioscience-203	144	17	unlabeled	unlabele	VERB
bioscience-203	144	18	(	(	PUNCT
bioscience-203	144	19	raw	raw	ADJ
bioscience-203	144	20	)	)	PUNCT
bioscience-203	144	21	data	datum	NOUN
bioscience-203	144	22	where	where	SCONJ
bioscience-203	144	23	the	the	DET
bioscience-203	144	24	algorithm	algorithm	NOUN
bioscience-203	144	25	determines	determine	VERB
bioscience-203	144	26	the	the	DET
bioscience-203	144	27	best	good	ADJ
bioscience-203	144	28	features	feature	NOUN
bioscience-203	144	29	and	and	CCONJ
bioscience-203	144	30	target	target	VERB
bioscience-203	144	31	[	[	X
bioscience-203	144	32	82	82	NUM
bioscience-203	144	33	]	]	PUNCT
bioscience-203	144	34	.	.	PUNCT
bioscience-203	145	1	regression	regression	NOUN
bioscience-203	145	2	and	and	CCONJ
bioscience-203	145	3	classification	classification	NOUN
bioscience-203	145	4	are	be	AUX
bioscience-203	145	5	two	two	NUM
bioscience-203	145	6	common	common	ADJ
bioscience-203	145	7	tasks	task	NOUN
bioscience-203	145	8	in	in	ADP
bioscience-203	145	9	supervised	supervised	ADJ
bioscience-203	145	10	learning	learning	NOUN
bioscience-203	145	11	.	.	PUNCT
bioscience-203	146	1	on	on	ADP
bioscience-203	146	2	the	the	DET
bioscience-203	146	3	other	other	ADJ
bioscience-203	146	4	hand	hand	NOUN
bioscience-203	146	5	,	,	PUNCT
bioscience-203	146	6	association	association	NOUN
bioscience-203	146	7	,	,	PUNCT
bioscience-203	146	8	clustering	clustering	NOUN
bioscience-203	146	9	,	,	PUNCT
bioscience-203	146	10	and	and	CCONJ
bioscience-203	146	11	anomaly	anomaly	NOUN
bioscience-203	146	12	detection	detection	NOUN
bioscience-203	146	13	are	be	AUX
bioscience-203	146	14	tasks	task	NOUN
bioscience-203	146	15	in	in	ADP
bioscience-203	146	16	unsupervised	unsupervised	ADJ
bioscience-203	146	17	ml	ml	NOUN
bioscience-203	146	18	.	.	PUNCT
bioscience-203	146	19	reinforcement	reinforcement	NOUN
bioscience-203	146	20	learning	learning	NOUN
bioscience-203	146	21	is	be	AUX
bioscience-203	146	22	a	a	DET
bioscience-203	146	23	trial	trial	NOUN
bioscience-203	146	24	-	-	PUNCT
bioscience-203	146	25	and	and	CCONJ
bioscience-203	146	26	-	-	PUNCT
bioscience-203	146	27	error	error	NOUN
bioscience-203	146	28	-	-	PUNCT
bioscience-203	146	29	based	base	VERB
bioscience-203	146	30	learning	learning	NOUN
bioscience-203	146	31	strategy	strategy	NOUN
bioscience-203	146	32	and	and	CCONJ
bioscience-203	146	33	is	be	AUX
bioscience-203	146	34	regarded	regard	VERB
bioscience-203	146	35	as	as	ADP
bioscience-203	146	36	the	the	DET
bioscience-203	146	37	best	good	ADJ
bioscience-203	146	38	attempt	attempt	NOUN
bioscience-203	146	39	at	at	ADP
bioscience-203	146	40	modeling	model	VERB
bioscience-203	146	41	human	human	ADJ
bioscience-203	146	42	-	-	PUNCT
bioscience-203	146	43	like	like	ADJ
bioscience-203	146	44	learning	learn	VERB
bioscience-203	146	45	experience	experience	NOUN
bioscience-203	146	46	[	[	X
bioscience-203	146	47	83	83	NUM
bioscience-203	146	48	]	]	PUNCT
bioscience-203	146	49	.	.	PUNCT
bioscience-203	147	1	support	support	NOUN
bioscience-203	147	2	vector	vector	NOUN
bioscience-203	147	3	machine	machine	NOUN
bioscience-203	147	4	(	(	PUNCT
bioscience-203	147	5	svm	svm	PROPN
bioscience-203	147	6	)	)	PUNCT
bioscience-203	147	7	,	,	PUNCT
bioscience-203	147	8	linear	linear	ADJ
bioscience-203	147	9	regression	regression	NOUN
bioscience-203	147	10	,	,	PUNCT
bioscience-203	147	11	logistic	logistic	ADJ
bioscience-203	147	12	regression	regression	NOUN
bioscience-203	147	13	,	,	PUNCT
bioscience-203	147	14	naïve	naïve	ADJ
bioscience-203	147	15	bayes	bayes	NOUN
bioscience-203	147	16	classifier	classifier	NOUN
bioscience-203	147	17	(	(	PUNCT
bioscience-203	147	18	nb	nb	PROPN
bioscience-203	147	19	)	)	PUNCT
bioscience-203	147	20	,	,	PUNCT
bioscience-203	147	21	ann	ann	PROPN
bioscience-203	147	22	,	,	PUNCT
bioscience-203	147	23	k	k	X
bioscience-203	147	24	-	-	PUNCT
bioscience-203	147	25	nearest	near	ADJ
bioscience-203	147	26	neighbor	neighbor	NOUN
bioscience-203	147	27	(	(	PUNCT
bioscience-203	147	28	knn	knn	PROPN
bioscience-203	147	29	)	)	PUNCT
bioscience-203	147	30	,	,	PUNCT
bioscience-203	147	31	random	random	ADJ
bioscience-203	147	32	forest	forest	NOUN
bioscience-203	147	33	,	,	PUNCT
bioscience-203	147	34	and	and	CCONJ
bioscience-203	147	35	decision	decision	NOUN
bioscience-203	147	36	trees	tree	NOUN
bioscience-203	147	37	are	be	AUX
bioscience-203	147	38	ml	ml	ADP
bioscience-203	147	39	algorithms	algorithm	NOUN
bioscience-203	147	40	that	that	PRON
bioscience-203	147	41	are	be	AUX
bioscience-203	147	42	used	use	VERB
bioscience-203	147	43	to	to	PART
bioscience-203	147	44	understand	understand	VERB
bioscience-203	147	45	the	the	DET
bioscience-203	147	46	relationship	relationship	NOUN
bioscience-203	147	47	among	among	ADP
bioscience-203	147	48	the	the	DET
bioscience-203	147	49	features	feature	NOUN
bioscience-203	147	50	and	and	CCONJ
bioscience-203	147	51	outcome	outcome	NOUN
bioscience-203	147	52	/	/	SYM
bioscience-203	147	53	target	target	NOUN
bioscience-203	147	54	[	[	X
bioscience-203	147	55	84	84	NUM
bioscience-203	147	56	]	]	PUNCT
bioscience-203	147	57	.	.	PUNCT
bioscience-203	148	1	while	while	SCONJ
bioscience-203	148	2	linear	linear	ADJ
bioscience-203	148	3	regression	regression	NOUN
bioscience-203	148	4	(	(	PUNCT
bioscience-203	148	5	univariate	univariate	ADJ
bioscience-203	148	6	/	/	SYM
bioscience-203	148	7	multivariate	multivariate	NOUN
bioscience-203	148	8	)	)	PUNCT
bioscience-203	148	9	uses	use	VERB
bioscience-203	148	10	a	a	DET
bioscience-203	148	11	linear	linear	ADJ
bioscience-203	148	12	line	line	NOUN
bioscience-203	148	13	to	to	PART
bioscience-203	148	14	describe	describe	VERB
bioscience-203	148	15	the	the	DET
bioscience-203	148	16	relationship	relationship	NOUN
bioscience-203	148	17	,	,	PUNCT
bioscience-203	148	18	logistic	logistic	ADJ
bioscience-203	148	19	regression	regression	NOUN
bioscience-203	148	20	predicts	predict	VERB
bioscience-203	148	21	a	a	DET
bioscience-203	148	22	sigmoidal	sigmoidal	NOUN
bioscience-203	148	23	relationship	relationship	NOUN
bioscience-203	148	24	between	between	ADP
bioscience-203	148	25	features	feature	NOUN
bioscience-203	148	26	and	and	CCONJ
bioscience-203	148	27	the	the	DET
bioscience-203	148	28	probability	probability	NOUN
bioscience-203	148	29	of	of	ADP
bioscience-203	148	30	an	an	DET
bioscience-203	148	31	outcome	outcome	NOUN
bioscience-203	148	32	.	.	PUNCT
bioscience-203	149	1	decision	decision	NOUN
bioscience-203	149	2	trees	tree	NOUN
bioscience-203	149	3	classify	classify	VERB
bioscience-203	149	4	the	the	DET
bioscience-203	149	5	data	datum	NOUN
bioscience-203	149	6	based	base	VERB
bioscience-203	149	7	on	on	ADP
bioscience-203	149	8	features	feature	NOUN
bioscience-203	149	9	,	,	PUNCT
bioscience-203	149	10	beginning	begin	VERB
bioscience-203	149	11	from	from	ADP
bioscience-203	149	12	a	a	DET
bioscience-203	149	13	root	root	NOUN
bioscience-203	149	14	node	node	NOUN
bioscience-203	149	15	and	and	CCONJ
bioscience-203	149	16	partitioning	partition	VERB
bioscience-203	149	17	into	into	ADP
bioscience-203	149	18	decision	decision	NOUN
bioscience-203	149	19	and	and	CCONJ
bioscience-203	149	20	terminal	terminal	NOUN
bioscience-203	149	21	nodes	node	NOUN
bioscience-203	149	22	.	.	PUNCT
bioscience-203	150	1	random	random	ADJ
bioscience-203	150	2	forest	forest	NOUN
bioscience-203	150	3	is	be	AUX
bioscience-203	150	4	an	an	DET
bioscience-203	150	5	ensemble	ensemble	ADJ
bioscience-203	150	6	producing	produce	VERB
bioscience-203	150	7	several	several	ADJ
bioscience-203	150	8	decision	decision	NOUN
bioscience-203	150	9	trees	tree	NOUN
bioscience-203	150	10	[	[	X
bioscience-203	150	11	83	83	NUM
bioscience-203	150	12	]	]	PUNCT
bioscience-203	150	13	.	.	PUNCT
bioscience-203	151	1	deep	deep	ADJ
bioscience-203	151	2	learning	learning	NOUN
bioscience-203	151	3	is	be	AUX
bioscience-203	151	4	a	a	DET
bioscience-203	151	5	subset	subset	NOUN
bioscience-203	151	6	of	of	ADP
bioscience-203	151	7	ml	ml	NOUN
bioscience-203	151	8	,	,	PUNCT
bioscience-203	151	9	where	where	SCONJ
bioscience-203	151	10	hidden	hidden	ADJ
bioscience-203	151	11	neural	neural	ADJ
bioscience-203	151	12	layers	layer	NOUN
bioscience-203	151	13	perform	perform	VERB
bioscience-203	151	14	learning	learning	NOUN
bioscience-203	151	15	and	and	CCONJ
bioscience-203	151	16	decision	decision	NOUN
bioscience-203	151	17	-	-	PUNCT
bioscience-203	151	18	making	making	NOUN
bioscience-203	151	19	more	more	ADV
bioscience-203	151	20	efficiently	efficiently	ADV
bioscience-203	151	21	without	without	ADP
bioscience-203	151	22	other	other	ADJ
bioscience-203	151	23	intervention	intervention	NOUN
bioscience-203	151	24	[	[	X
bioscience-203	151	25	85	85	NUM
bioscience-203	151	26	]	]	PUNCT
bioscience-203	151	27	.	.	PUNCT
bioscience-203	152	1	stochastic	stochastic	ADJ
bioscience-203	152	2	models	model	NOUN
bioscience-203	152	3	are	be	AUX
bioscience-203	152	4	more	more	ADV
bioscience-203	152	5	approachable	approachable	ADJ
bioscience-203	152	6	in	in	ADP
bioscience-203	152	7	the	the	DET
bioscience-203	152	8	case	case	NOUN
bioscience-203	152	9	of	of	ADP
bioscience-203	152	10	highlights	highlight	NOUN
bioscience-203	152	11	in	in	ADP
bioscience-203	152	12	bioscience	bioscience	NOUN
bioscience-203	152	13	page	page	NOUN
bioscience-203	152	14	4	4	NUM
bioscience-203	152	15	of	of	ADP
bioscience-203	152	16	18	18	NUM
bioscience-203	152	17	december	december	PROPN
bioscience-203	152	18	2023|volume	2023|volume	NUM
bioscience-203	152	19	6	6	NUM
bioscience-203	152	20	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	152	21	mary	mary	PROPN
bioscience-203	152	22	et	et	PROPN
bioscience-203	152	23	al	al	PROPN
bioscience-203	152	24	.	.	PROPN
bioscience-203	152	25	,	,	PUNCT
bioscience-203	152	26	2023	2023	NUM
bioscience-203	152	27	machine	machine	NOUN
bioscience-203	152	28	learning	learning	NOUN
bioscience-203	152	29	mediated	mediate	VERB
bioscience-203	152	30	advanced	advanced	ADJ
bioscience-203	152	31	phage	phage	NOUN
bioscience-203	152	32	and	and	CCONJ
bioscience-203	152	33	antimicrobial	antimicrobial	ADJ
bioscience-203	152	34	therapy	therapy	NOUN
bioscience-203	152	35	a	a	DET
bioscience-203	152	36	futuristic	futuristic	ADJ
bioscience-203	152	37	approach	approach	NOUN
bioscience-203	152	38	figure	figure	NOUN
bioscience-203	152	39	1	1	NUM
bioscience-203	152	40	.	.	PUNCT
bioscience-203	153	1	antibiotic	antibiotic	ADJ
bioscience-203	153	2	and	and	CCONJ
bioscience-203	153	3	phage	phage	NOUN
bioscience-203	153	4	resistance	resistance	NOUN
bioscience-203	153	5	mechanisms	mechanism	NOUN
bioscience-203	153	6	in	in	ADP
bioscience-203	153	7	bacteria	bacteria	NOUN
bioscience-203	153	8	.	.	PUNCT
bioscience-203	154	1	a	a	DET
bioscience-203	154	2	)	)	PUNCT
bioscience-203	154	3	intrinsic	intrinsic	ADJ
bioscience-203	154	4	phage	phage	NOUN
bioscience-203	154	5	defence	defence	NOUN
bioscience-203	154	6	involves	involve	VERB
bioscience-203	154	7	production	production	NOUN
bioscience-203	154	8	of	of	ADP
bioscience-203	154	9	thick	thick	ADJ
bioscience-203	154	10	outer	outer	ADJ
bioscience-203	154	11	membrane	membrane	NOUN
bioscience-203	154	12	and	and	CCONJ
bioscience-203	154	13	receptor	receptor	NOUN
bioscience-203	154	14	modifications	modification	NOUN
bioscience-203	154	15	.	.	PUNCT
bioscience-203	155	1	after	after	SCONJ
bioscience-203	155	2	the	the	DET
bioscience-203	155	3	phage	phage	NOUN
bioscience-203	155	4	genome	genome	NOUN
bioscience-203	155	5	enters	enter	VERB
bioscience-203	155	6	the	the	DET
bioscience-203	155	7	bacterial	bacterial	ADJ
bioscience-203	155	8	cell	cell	NOUN
bioscience-203	155	9	restriction	restriction	NOUN
bioscience-203	155	10	modification	modification	NOUN
bioscience-203	155	11	(	(	PUNCT
bioscience-203	155	12	rm	rm	NOUN
bioscience-203	155	13	)	)	PUNCT
bioscience-203	155	14	system	system	NOUN
bioscience-203	155	15	or	or	CCONJ
bioscience-203	155	16	crispr	crispr	ADJ
bioscience-203	155	17	cas	cas	NOUN
bioscience-203	155	18	system	system	NOUN
bioscience-203	155	19	degrades	degrade	VERB
bioscience-203	155	20	or	or	CCONJ
bioscience-203	155	21	inactivates	inactivate	VERB
bioscience-203	155	22	the	the	DET
bioscience-203	155	23	genome	genome	NOUN
bioscience-203	155	24	and	and	CCONJ
bioscience-203	155	25	avoids	avoid	VERB
bioscience-203	155	26	further	further	ADJ
bioscience-203	155	27	transcription	transcription	NOUN
bioscience-203	155	28	,	,	PUNCT
bioscience-203	155	29	translation	translation	NOUN
bioscience-203	155	30	and	and	CCONJ
bioscience-203	155	31	phage	phage	NOUN
bioscience-203	155	32	assembly	assembly	NOUN
bioscience-203	155	33	.	.	PUNCT
bioscience-203	156	1	b	b	X
bioscience-203	156	2	)	)	PUNCT
bioscience-203	156	3	antibiotic	antibiotic	ADJ
bioscience-203	156	4	or	or	CCONJ
bioscience-203	156	5	drug	drug	NOUN
bioscience-203	156	6	resistance	resistance	NOUN
bioscience-203	156	7	mechanisms	mechanism	NOUN
bioscience-203	156	8	involves	involve	VERB
bioscience-203	156	9	enzymatically	enzymatically	ADV
bioscience-203	156	10	inactivating	inactivate	VERB
bioscience-203	156	11	the	the	DET
bioscience-203	156	12	drugs	drug	NOUN
bioscience-203	156	13	,	,	PUNCT
bioscience-203	156	14	drug	drug	NOUN
bioscience-203	156	15	modification	modification	NOUN
bioscience-203	156	16	and	and	CCONJ
bioscience-203	156	17	target	target	NOUN
bioscience-203	156	18	site	site	NOUN
bioscience-203	156	19	alteration	alteration	NOUN
bioscience-203	156	20	.	.	PUNCT
bioscience-203	157	1	intrinsic	intrinsic	ADJ
bioscience-203	157	2	mechanisms	mechanism	NOUN
bioscience-203	157	3	involve	involve	VERB
bioscience-203	157	4	biofilm	biofilm	NOUN
bioscience-203	157	5	production	production	NOUN
bioscience-203	157	6	,	,	PUNCT
bioscience-203	157	7	reduced	reduce	VERB
bioscience-203	157	8	drug	drug	NOUN
bioscience-203	157	9	uptake	uptake	ADJ
bioscience-203	157	10	by	by	ADP
bioscience-203	157	11	altering	alter	VERB
bioscience-203	157	12	membrane	membrane	ADJ
bioscience-203	157	13	permeability	permeability	NOUN
bioscience-203	157	14	and	and	CCONJ
bioscience-203	157	15	enhanced	enhance	VERB
bioscience-203	157	16	efflux	efflux	NOUN
bioscience-203	157	17	pumps	pump	NOUN
bioscience-203	157	18	.	.	PUNCT
bioscience-203	158	1	randomness	randomness	NOUN
bioscience-203	158	2	and	and	CCONJ
bioscience-203	158	3	ambiguity	ambiguity	NOUN
bioscience-203	158	4	in	in	ADP
bioscience-203	158	5	data	datum	NOUN
bioscience-203	158	6	.	.	PUNCT
bioscience-203	159	1	in	in	ADP
bioscience-203	159	2	2021	2021	NUM
bioscience-203	159	3	,	,	PUNCT
bioscience-203	159	4	goodswen	goodswen	NOUN
bioscience-203	159	5	et	et	PROPN
bioscience-203	159	6	al	al	PROPN
bioscience-203	159	7	.	.	PROPN
bioscience-203	159	8	,	,	PUNCT
bioscience-203	159	9	reviewed	review	VERB
bioscience-203	159	10	the	the	DET
bioscience-203	159	11	uses	use	NOUN
bioscience-203	159	12	of	of	ADP
bioscience-203	159	13	ml	ml	NOUN
bioscience-203	159	14	in	in	ADP
bioscience-203	159	15	biology	biology	NOUN
bioscience-203	159	16	,	,	PUNCT
bioscience-203	159	17	which	which	PRON
bioscience-203	159	18	included	include	VERB
bioscience-203	159	19	disease	disease	NOUN
bioscience-203	159	20	diagnosis	diagnosis	NOUN
bioscience-203	159	21	,	,	PUNCT
bioscience-203	159	22	predicting	predict	VERB
bioscience-203	159	23	outbreaks	outbreak	NOUN
bioscience-203	159	24	/	/	SYM
bioscience-203	159	25	vaccine	vaccine	NOUN
bioscience-203	159	26	candidate	candidate	NOUN
bioscience-203	159	27	/	/	SYM
bioscience-203	159	28	drug	drug	NOUN
bioscience-203	159	29	targets	target	NOUN
bioscience-203	159	30	,	,	PUNCT
bioscience-203	159	31	drug	drug	NOUN
bioscience-203	159	32	resistance	resistance	NOUN
bioscience-203	159	33	identification	identification	NOUN
bioscience-203	159	34	,	,	PUNCT
bioscience-203	159	35	and	and	CCONJ
bioscience-203	159	36	microbial	microbial	ADJ
bioscience-203	159	37	interactions	interaction	NOUN
bioscience-203	159	38	[	[	X
bioscience-203	159	39	86	86	NUM
bioscience-203	159	40	]	]	PUNCT
bioscience-203	159	41	.	.	PUNCT
bioscience-203	160	1	with	with	ADP
bioscience-203	160	2	the	the	DET
bioscience-203	160	3	assistance	assistance	NOUN
bioscience-203	160	4	of	of	ADP
bioscience-203	160	5	some	some	DET
bioscience-203	160	6	reliable	reliable	ADJ
bioscience-203	160	7	methodological	methodological	ADJ
bioscience-203	160	8	strategies	strategy	NOUN
bioscience-203	160	9	,	,	PUNCT
bioscience-203	160	10	it	it	PRON
bioscience-203	160	11	will	will	AUX
bioscience-203	160	12	be	be	AUX
bioscience-203	160	13	more	more	ADV
bioscience-203	160	14	realistic	realistic	ADJ
bioscience-203	160	15	to	to	PART
bioscience-203	160	16	model	model	VERB
bioscience-203	160	17	the	the	DET
bioscience-203	160	18	global	global	ADJ
bioscience-203	160	19	pan	pan	NOUN
bioscience-203	160	20	-	-	NOUN
bioscience-203	160	21	genome	genome	NOUN
bioscience-203	160	22	.	.	PUNCT
bioscience-203	161	1	the	the	DET
bioscience-203	161	2	expectation	expectation	NOUN
bioscience-203	161	3	-	-	PUNCT
bioscience-203	161	4	maximization	maximization	NOUN
bioscience-203	161	5	(	(	PUNCT
bioscience-203	161	6	em	em	PRON
bioscience-203	161	7	)	)	PUNCT
bioscience-203	161	8	algorithm	algorithm	NOUN
bioscience-203	161	9	is	be	AUX
bioscience-203	161	10	the	the	DET
bioscience-203	161	11	multitude	multitude	NOUN
bioscience-203	161	12	approach	approach	NOUN
bioscience-203	161	13	for	for	ADP
bioscience-203	161	14	determining	determine	VERB
bioscience-203	161	15	maximum	maximum	ADP
bioscience-203	161	16	a	a	DET
bioscience-203	161	17	posteriori	posteriori	NOUN
bioscience-203	161	18	estimates	estimate	NOUN
bioscience-203	161	19	(	(	PUNCT
bioscience-203	161	20	map	map	NOUN
bioscience-203	161	21	)	)	PUNCT
bioscience-203	161	22	or	or	CCONJ
bioscience-203	161	23	maximum	maximum	ADJ
bioscience-203	161	24	likelihood	likelihood	NOUN
bioscience-203	161	25	estimates	estimate	NOUN
bioscience-203	161	26	(	(	PUNCT
bioscience-203	161	27	mle	mle	PROPN
bioscience-203	161	28	)	)	PUNCT
bioscience-203	161	29	for	for	ADP
bioscience-203	161	30	undocumented	undocumented	ADJ
bioscience-203	161	31	models	model	NOUN
bioscience-203	161	32	in	in	ADP
bioscience-203	161	33	statistical	statistical	ADJ
bioscience-203	161	34	analysis	analysis	NOUN
bioscience-203	161	35	[	[	X
bioscience-203	161	36	87	87	NUM
bioscience-203	161	37	]	]	PUNCT
bioscience-203	161	38	.	.	PUNCT
bioscience-203	162	1	reboredo	reboredo	PROPN
bioscience-203	162	2	et	et	PROPN
bioscience-203	162	3	al	al	PROPN
bioscience-203	162	4	.	.	PROPN
bioscience-203	162	5	,	,	PUNCT
bioscience-203	162	6	in	in	ADP
bioscience-203	162	7	2021	2021	NUM
bioscience-203	162	8	,	,	PUNCT
bioscience-203	162	9	have	have	AUX
bioscience-203	162	10	updated	update	VERB
bioscience-203	162	11	the	the	DET
bioscience-203	162	12	trends	trend	NOUN
bioscience-203	162	13	in	in	ADP
bioscience-203	162	14	the	the	DET
bioscience-203	162	15	usage	usage	NOUN
bioscience-203	162	16	of	of	ADP
bioscience-203	162	17	ml	ml	NOUN
bioscience-203	162	18	in	in	ADP
bioscience-203	162	19	drug	drug	NOUN
bioscience-203	162	20	discovery	discovery	NOUN
bioscience-203	162	21	;	;	PUNCT
bioscience-203	162	22	the	the	DET
bioscience-203	162	23	authors	author	NOUN
bioscience-203	162	24	also	also	ADV
bioscience-203	162	25	emphasized	emphasize	VERB
bioscience-203	162	26	on	on	ADP
bioscience-203	162	27	the	the	DET
bioscience-203	162	28	economic	economic	ADJ
bioscience-203	162	29	advantages	advantage	NOUN
bioscience-203	162	30	of	of	ADP
bioscience-203	162	31	ml	ml	NOUN
bioscience-203	162	32	in	in	ADP
bioscience-203	162	33	detecting	detect	VERB
bioscience-203	162	34	active	active	ADJ
bioscience-203	162	35	compounds	compound	NOUN
bioscience-203	162	36	and	and	CCONJ
bioscience-203	162	37	thereby	thereby	ADV
bioscience-203	162	38	reducing	reduce	VERB
bioscience-203	162	39	the	the	DET
bioscience-203	162	40	cost	cost	NOUN
bioscience-203	162	41	and	and	CCONJ
bioscience-203	162	42	effort	effort	NOUN
bioscience-203	162	43	in	in	ADP
bioscience-203	162	44	processing	process	VERB
bioscience-203	162	45	large	large	ADJ
bioscience-203	162	46	sample	sample	NOUN
bioscience-203	162	47	sizes	size	NOUN
bioscience-203	162	48	in	in	ADP
bioscience-203	162	49	pre	pre	ADJ
bioscience-203	162	50	-	-	ADJ
bioscience-203	162	51	clinical	clinical	ADJ
bioscience-203	162	52	and	and	CCONJ
bioscience-203	162	53	clinical	clinical	ADJ
bioscience-203	162	54	studies	study	NOUN
bioscience-203	162	55	[	[	X
bioscience-203	162	56	88	88	NUM
bioscience-203	162	57	]	]	PUNCT
bioscience-203	162	58	.	.	PUNCT
bioscience-203	163	1	convolutional	convolutional	ADJ
bioscience-203	163	2	neural	neural	ADJ
bioscience-203	163	3	network	network	NOUN
bioscience-203	163	4	(	(	PUNCT
bioscience-203	163	5	cnn	cnn	PROPN
bioscience-203	163	6	)	)	PUNCT
bioscience-203	163	7	in	in	ADP
bioscience-203	163	8	ml	ml	PROPN
bioscience-203	163	9	is	be	AUX
bioscience-203	163	10	reportedly	reportedly	ADV
bioscience-203	163	11	efficient	efficient	ADJ
bioscience-203	163	12	in	in	ADP
bioscience-203	163	13	analyzing	analyze	VERB
bioscience-203	163	14	images	image	NOUN
bioscience-203	163	15	(	(	PUNCT
bioscience-203	163	16	mri	mri	NOUN
bioscience-203	163	17	,	,	PUNCT
bioscience-203	163	18	ct	ct	PROPN
bioscience-203	163	19	,	,	PUNCT
bioscience-203	163	20	pet	pet	ADJ
bioscience-203	163	21	scans	scan	NOUN
bioscience-203	163	22	)	)	PUNCT
bioscience-203	163	23	with	with	ADP
bioscience-203	163	24	significant	significant	ADJ
bioscience-203	163	25	application	application	NOUN
bioscience-203	163	26	in	in	ADP
bioscience-203	163	27	nuclear	nuclear	ADJ
bioscience-203	163	28	medicine	medicine	NOUN
bioscience-203	163	29	[	[	X
bioscience-203	163	30	89	89	NUM
bioscience-203	163	31	]	]	PUNCT
bioscience-203	163	32	.	.	PUNCT
bioscience-203	164	1	with	with	ADP
bioscience-203	164	2	unlimited	unlimited	ADJ
bioscience-203	164	3	application	application	NOUN
bioscience-203	164	4	in	in	ADP
bioscience-203	164	5	the	the	DET
bioscience-203	164	6	biomedical	biomedical	ADJ
bioscience-203	164	7	sector	sector	NOUN
bioscience-203	164	8	along	along	ADP
bioscience-203	164	9	with	with	ADP
bioscience-203	164	10	novel	novel	ADJ
bioscience-203	164	11	developments	development	NOUN
bioscience-203	164	12	,	,	PUNCT
bioscience-203	164	13	ml	ml	VERB
bioscience-203	164	14	has	have	AUX
bioscience-203	164	15	become	become	VERB
bioscience-203	164	16	a	a	DET
bioscience-203	164	17	reliable	reliable	ADJ
bioscience-203	164	18	tool	tool	NOUN
bioscience-203	164	19	.	.	PUNCT
bioscience-203	165	1	among	among	ADP
bioscience-203	165	2	several	several	ADJ
bioscience-203	165	3	other	other	ADJ
bioscience-203	165	4	applications	application	NOUN
bioscience-203	165	5	,	,	PUNCT
bioscience-203	165	6	ml	ml	X
bioscience-203	165	7	in	in	ADP
bioscience-203	165	8	amr	amr	NOUN
bioscience-203	165	9	and	and	CCONJ
bioscience-203	165	10	development	development	NOUN
bioscience-203	165	11	of	of	ADP
bioscience-203	165	12	phage	phage	NOUN
bioscience-203	165	13	therapy	therapy	NOUN
bioscience-203	165	14	is	be	AUX
bioscience-203	165	15	a	a	DET
bioscience-203	165	16	growing	grow	VERB
bioscience-203	165	17	area	area	NOUN
bioscience-203	165	18	of	of	ADP
bioscience-203	165	19	interest	interest	NOUN
bioscience-203	165	20	.	.	PUNCT
bioscience-203	166	1	machine	machine	NOUN
bioscience-203	166	2	learning	learning	NOUN
bioscience-203	166	3	and	and	CCONJ
bioscience-203	166	4	antimicrobial	antimicrobial	ADJ
bioscience-203	166	5	resistance	resistance	NOUN
bioscience-203	166	6	computation	computation	NOUN
bioscience-203	166	7	of	of	ADP
bioscience-203	166	8	data	datum	NOUN
bioscience-203	166	9	ensures	ensure	VERB
bioscience-203	166	10	greater	great	ADJ
bioscience-203	166	11	accuracy	accuracy	NOUN
bioscience-203	166	12	in	in	ADP
bioscience-203	166	13	analysis	analysis	NOUN
bioscience-203	166	14	,	,	PUNCT
bioscience-203	166	15	which	which	PRON
bioscience-203	166	16	is	be	AUX
bioscience-203	166	17	the	the	DET
bioscience-203	166	18	foremost	foremost	ADJ
bioscience-203	166	19	requirement	requirement	NOUN
bioscience-203	166	20	for	for	ADP
bioscience-203	166	21	data	datum	NOUN
bioscience-203	166	22	analysis	analysis	NOUN
bioscience-203	166	23	in	in	ADP
bioscience-203	166	24	the	the	DET
bioscience-203	166	25	biomedical	biomedical	ADJ
bioscience-203	166	26	sector	sector	NOUN
bioscience-203	166	27	.	.	PUNCT
bioscience-203	167	1	several	several	ADJ
bioscience-203	167	2	infectious	infectious	ADJ
bioscience-203	167	3	diseases	disease	NOUN
bioscience-203	167	4	are	be	AUX
bioscience-203	167	5	frequently	frequently	ADV
bioscience-203	167	6	being	be	AUX
bioscience-203	167	7	treated	treat	VERB
bioscience-203	167	8	with	with	ADP
bioscience-203	167	9	antimicrobial	antimicrobial	ADJ
bioscience-203	167	10	drugs	drug	NOUN
bioscience-203	167	11	;	;	PUNCT
bioscience-203	167	12	however	however	ADV
bioscience-203	167	13	,	,	PUNCT
bioscience-203	167	14	antimicrobial	antimicrobial	ADJ
bioscience-203	167	15	resistance	resistance	NOUN
bioscience-203	167	16	in	in	ADP
bioscience-203	167	17	bacteria	bacteria	NOUN
bioscience-203	167	18	has	have	AUX
bioscience-203	167	19	become	become	VERB
bioscience-203	167	20	a	a	DET
bioscience-203	167	21	generic	generic	ADJ
bioscience-203	167	22	reason	reason	NOUN
bioscience-203	167	23	for	for	ADP
bioscience-203	167	24	treatment	treatment	NOUN
bioscience-203	167	25	failure	failure	NOUN
bioscience-203	167	26	.	.	PUNCT
bioscience-203	168	1	developments	development	NOUN
bioscience-203	168	2	in	in	ADP
bioscience-203	168	3	machine	machine	NOUN
bioscience-203	168	4	learning	learning	NOUN
bioscience-203	168	5	(	(	PUNCT
bioscience-203	168	6	ml	ml	NOUN
bioscience-203	168	7	)	)	PUNCT
bioscience-203	168	8	have	have	AUX
bioscience-203	168	9	allowed	allow	VERB
bioscience-203	168	10	the	the	DET
bioscience-203	168	11	detection	detection	NOUN
bioscience-203	168	12	and	and	CCONJ
bioscience-203	168	13	prediction	prediction	NOUN
bioscience-203	168	14	-	-	PUNCT
bioscience-203	168	15	based	base	VERB
bioscience-203	168	16	applications	application	NOUN
bioscience-203	168	17	in	in	ADP
bioscience-203	168	18	antimicrobial	antimicrobial	ADJ
bioscience-203	168	19	resistance	resistance	NOUN
bioscience-203	168	20	[	[	X
bioscience-203	168	21	90	90	NUM
bioscience-203	168	22	]	]	PUNCT
bioscience-203	168	23	.	.	PUNCT
bioscience-203	169	1	distinct	distinct	ADJ
bioscience-203	169	2	tools	tool	NOUN
bioscience-203	169	3	for	for	ADP
bioscience-203	169	4	determining	determine	VERB
bioscience-203	169	5	the	the	DET
bioscience-203	169	6	antimicrobial	antimicrobial	ADJ
bioscience-203	169	7	resistance	resistance	NOUN
bioscience-203	169	8	genes	gene	NOUN
bioscience-203	169	9	and	and	CCONJ
bioscience-203	169	10	virulence	virulence	NOUN
bioscience-203	169	11	genes	gene	NOUN
bioscience-203	169	12	based	base	VERB
bioscience-203	169	13	on	on	ADP
bioscience-203	169	14	ml	ml	NOUN
bioscience-203	169	15	are	be	AUX
bioscience-203	169	16	currently	currently	ADV
bioscience-203	169	17	available	available	ADJ
bioscience-203	169	18	(	(	PUNCT
bioscience-203	169	19	figure	figure	NOUN
bioscience-203	169	20	2	2	NUM
bioscience-203	169	21	)	)	PUNCT
bioscience-203	169	22	.	.	PUNCT
bioscience-203	170	1	a	a	DET
bioscience-203	170	2	specific	specific	ADJ
bioscience-203	170	3	approach	approach	NOUN
bioscience-203	170	4	of	of	ADP
bioscience-203	170	5	ml	ml	NOUN
bioscience-203	170	6	in	in	ADP
bioscience-203	170	7	amr	amr	PROPN
bioscience-203	170	8	is	be	AUX
bioscience-203	170	9	by	by	ADP
bioscience-203	170	10	analyzing	analyze	VERB
bioscience-203	170	11	the	the	DET
bioscience-203	170	12	suitable	suitable	ADJ
bioscience-203	170	13	synergistic	synergistic	ADJ
bioscience-203	170	14	drugs	drug	NOUN
bioscience-203	170	15	for	for	ADP
bioscience-203	170	16	the	the	DET
bioscience-203	170	17	development	development	NOUN
bioscience-203	170	18	of	of	ADP
bioscience-203	170	19	possible	possible	ADJ
bioscience-203	170	20	combinatorial	combinatorial	ADJ
bioscience-203	170	21	therapies	therapy	NOUN
bioscience-203	170	22	.	.	PUNCT
bioscience-203	171	1	indigo	indigo	NOUN
bioscience-203	171	2	(	(	PUNCT
bioscience-203	171	3	inferring	infer	VERB
bioscience-203	171	4	drug	drug	NOUN
bioscience-203	171	5	interactions	interaction	NOUN
bioscience-203	171	6	using	use	VERB
bioscience-203	171	7	chemogenomics	chemogenomic	NOUN
bioscience-203	171	8	and	and	CCONJ
bioscience-203	171	9	orthology	orthology	NOUN
bioscience-203	171	10	)	)	PUNCT
bioscience-203	171	11	uses	use	VERB
bioscience-203	171	12	the	the	DET
bioscience-203	171	13	best	well	ADV
bioscience-203	171	14	-	-	PUNCT
bioscience-203	171	15	fitted	fit	VERB
bioscience-203	171	16	synergistic	synergistic	ADJ
bioscience-203	171	17	drugs	drug	NOUN
bioscience-203	171	18	for	for	ADP
bioscience-203	171	19	the	the	DET
bioscience-203	171	20	treatment	treatment	NOUN
bioscience-203	171	21	of	of	ADP
bioscience-203	171	22	intra	intra	ADJ
bioscience-203	171	23	-	-	ADJ
bioscience-203	171	24	abdominal	abdominal	ADJ
bioscience-203	171	25	infection	infection	NOUN
bioscience-203	171	26	using	use	VERB
bioscience-203	171	27	gentamycin	gentamycin	VERB
bioscience-203	171	28	-ampicillin	-ampicillin	PROPN
bioscience-203	171	29	developed	develop	VERB
bioscience-203	171	30	using	use	VERB
bioscience-203	171	31	model	model	NOUN
bioscience-203	171	32	predictions	prediction	NOUN
bioscience-203	171	33	[	[	X
bioscience-203	171	34	91	91	NUM
bioscience-203	171	35	]	]	PUNCT
bioscience-203	171	36	.	.	PUNCT
bioscience-203	172	1	another	another	DET
bioscience-203	172	2	refined	refined	ADJ
bioscience-203	172	3	model	model	NOUN
bioscience-203	172	4	that	that	PRON
bioscience-203	172	5	is	be	AUX
bioscience-203	172	6	a	a	DET
bioscience-203	172	7	bit	bit	NOUN
bioscience-203	172	8	different	different	ADJ
bioscience-203	172	9	in	in	ADP
bioscience-203	172	10	application	application	NOUN
bioscience-203	172	11	is	be	AUX
bioscience-203	172	12	the	the	DET
bioscience-203	172	13	magenta	magenta	NOUN
bioscience-203	172	14	(	(	PUNCT
bioscience-203	172	15	metabolism	metabolism	NOUN
bioscience-203	172	16	and	and	CCONJ
bioscience-203	172	17	genomics	genomics	NOUN
bioscience-203	172	18	-	-	PUNCT
bioscience-203	172	19	based	base	VERB
bioscience-203	172	20	tailoring	tailoring	NOUN
bioscience-203	172	21	of	of	ADP
bioscience-203	172	22	antibiotic	antibiotic	ADJ
bioscience-203	172	23	regimens	regimen	NOUN
bioscience-203	172	24	)	)	PUNCT
bioscience-203	172	25	,	,	PUNCT
bioscience-203	172	26	which	which	PRON
bioscience-203	172	27	facilitates	facilitate	VERB
bioscience-203	172	28	the	the	DET
bioscience-203	172	29	treatment	treatment	NOUN
bioscience-203	172	30	of	of	ADP
bioscience-203	172	31	biofilm	biofilm	NOUN
bioscience-203	172	32	using	use	VERB
bioscience-203	172	33	combinatorial	combinatorial	ADJ
bioscience-203	172	34	rifampicin	rifampicin	VERB
bioscience-203	172	35	dosage	dosage	NOUN
bioscience-203	172	36	[	[	X
bioscience-203	172	37	92	92	NUM
bioscience-203	172	38	]	]	PUNCT
bioscience-203	172	39	.	.	PUNCT
bioscience-203	173	1	determination	determination	NOUN
bioscience-203	173	2	of	of	ADP
bioscience-203	173	3	antimicrobial	antimicrobial	ADJ
bioscience-203	173	4	resistance	resistance	NOUN
bioscience-203	173	5	using	use	VERB
bioscience-203	173	6	ml	ml	NOUN
bioscience-203	173	7	is	be	AUX
bioscience-203	173	8	now	now	ADV
bioscience-203	173	9	being	be	AUX
bioscience-203	173	10	used	use	VERB
bioscience-203	173	11	in	in	ADP
bioscience-203	173	12	various	various	ADJ
bioscience-203	173	13	highlights	highlight	NOUN
bioscience-203	173	14	in	in	ADP
bioscience-203	173	15	bioscience	bioscience	NOUN
bioscience-203	173	16	page	page	NOUN
bioscience-203	173	17	5	5	NUM
bioscience-203	173	18	of	of	ADP
bioscience-203	173	19	18	18	NUM
bioscience-203	173	20	december	december	PROPN
bioscience-203	173	21	2023|volume	2023|volume	NUM
bioscience-203	173	22	6	6	NUM
bioscience-203	173	23	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	173	24	mary	mary	PROPN
bioscience-203	173	25	et	et	PROPN
bioscience-203	173	26	al	al	PROPN
bioscience-203	173	27	.	.	PROPN
bioscience-203	173	28	,	,	PUNCT
bioscience-203	173	29	2023	2023	NUM
bioscience-203	173	30	machine	machine	NOUN
bioscience-203	173	31	learning	learning	NOUN
bioscience-203	173	32	mediated	mediate	VERB
bioscience-203	173	33	advanced	advanced	ADJ
bioscience-203	173	34	phage	phage	NOUN
bioscience-203	173	35	and	and	CCONJ
bioscience-203	173	36	antimicrobial	antimicrobial	ADJ
bioscience-203	173	37	therapy	therapy	NOUN
bioscience-203	173	38	a	a	DET
bioscience-203	173	39	futuristic	futuristic	ADJ
bioscience-203	173	40	approach	approach	NOUN
bioscience-203	173	41	figure	figure	NOUN
bioscience-203	173	42	2	2	NUM
bioscience-203	173	43	.	.	PUNCT
bioscience-203	173	44	machine	machine	NOUN
bioscience-203	173	45	learning	learn	VERB
bioscience-203	173	46	algorithm	algorithm	PROPN
bioscience-203	173	47	utilized	utilize	VERB
bioscience-203	173	48	antibiotic	antibiotic	ADJ
bioscience-203	173	49	and/or	and/or	CCONJ
bioscience-203	173	50	virulence	virulence	NOUN
bioscience-203	173	51	gene	gene	NOUN
bioscience-203	173	52	databases	database	NOUN
bioscience-203	173	53	to	to	PART
bioscience-203	173	54	predict	predict	VERB
bioscience-203	173	55	antimicrobial	antimicrobial	ADJ
bioscience-203	173	56	resistance	resistance	NOUN
bioscience-203	173	57	,	,	PUNCT
bioscience-203	173	58	alternative	alternative	ADJ
bioscience-203	173	59	therapies	therapy	NOUN
bioscience-203	173	60	and	and	CCONJ
bioscience-203	173	61	its	its	PRON
bioscience-203	173	62	corresponding	corresponding	ADJ
bioscience-203	173	63	side	side	NOUN
bioscience-203	173	64	effects	effect	NOUN
bioscience-203	173	65	.	.	PUNCT
bioscience-203	174	1	the	the	DET
bioscience-203	174	2	machine	machine	NOUN
bioscience-203	174	3	learning	learn	VERB
bioscience-203	174	4	algorithms	algorithm	NOUN
bioscience-203	174	5	can	can	AUX
bioscience-203	174	6	be	be	AUX
bioscience-203	174	7	used	use	VERB
bioscience-203	174	8	to	to	PART
bioscience-203	174	9	develop	develop	VERB
bioscience-203	174	10	personalized	personalized	ADJ
bioscience-203	174	11	medicine	medicine	NOUN
bioscience-203	174	12	and	and	CCONJ
bioscience-203	174	13	also	also	ADV
bioscience-203	174	14	can	can	AUX
bioscience-203	174	15	predict	predict	VERB
bioscience-203	174	16	the	the	DET
bioscience-203	174	17	synergistic	synergistic	ADJ
bioscience-203	174	18	effects	effect	NOUN
bioscience-203	174	19	of	of	ADP
bioscience-203	174	20	certain	certain	ADJ
bioscience-203	174	21	combinatorial	combinatorial	ADJ
bioscience-203	174	22	therapies	therapy	NOUN
bioscience-203	174	23	.	.	PUNCT
bioscience-203	175	1	sectors	sector	NOUN
bioscience-203	175	2	,	,	PUNCT
bioscience-203	175	3	including	include	VERB
bioscience-203	175	4	the	the	DET
bioscience-203	175	5	first	first	ADJ
bioscience-203	175	6	line	line	NOUN
bioscience-203	175	7	of	of	ADP
bioscience-203	175	8	intensive	intensive	ADJ
bioscience-203	175	9	care	care	NOUN
bioscience-203	175	10	.	.	PUNCT
bioscience-203	176	1	ml	ml	X
bioscience-203	176	2	is	be	AUX
bioscience-203	176	3	not	not	PART
bioscience-203	176	4	only	only	ADV
bioscience-203	176	5	limited	limit	VERB
bioscience-203	176	6	to	to	ADP
bioscience-203	176	7	a	a	DET
bioscience-203	176	8	targeted	target	VERB
bioscience-203	176	9	approach	approach	NOUN
bioscience-203	176	10	but	but	CCONJ
bioscience-203	176	11	also	also	ADV
bioscience-203	176	12	narrows	narrow	VERB
bioscience-203	176	13	down	down	ADP
bioscience-203	176	14	the	the	DET
bioscience-203	176	15	frequent	frequent	ADJ
bioscience-203	176	16	use	use	NOUN
bioscience-203	176	17	of	of	ADP
bioscience-203	176	18	multiple	multiple	ADJ
bioscience-203	176	19	antibiotics	antibiotic	NOUN
bioscience-203	176	20	under	under	ADP
bioscience-203	176	21	the	the	DET
bioscience-203	176	22	same	same	ADJ
bioscience-203	176	23	diseased	diseased	ADJ
bioscience-203	176	24	conditions	condition	NOUN
bioscience-203	176	25	[	[	X
bioscience-203	176	26	93	93	NUM
bioscience-203	176	27	]	]	PUNCT
bioscience-203	176	28	.	.	PUNCT
bioscience-203	177	1	for	for	ADP
bioscience-203	177	2	medical	medical	ADJ
bioscience-203	177	3	professionals	professional	NOUN
bioscience-203	177	4	,	,	PUNCT
bioscience-203	177	5	ml	ml	PROPN
bioscience-203	177	6	has	have	AUX
bioscience-203	177	7	now	now	ADV
bioscience-203	177	8	become	become	VERB
bioscience-203	177	9	the	the	DET
bioscience-203	177	10	key	key	ADJ
bioscience-203	177	11	predictor	predictor	NOUN
bioscience-203	177	12	for	for	ADP
bioscience-203	177	13	antimicrobial	antimicrobial	ADJ
bioscience-203	177	14	resistance	resistance	NOUN
bioscience-203	177	15	,	,	PUNCT
bioscience-203	177	16	where	where	SCONJ
bioscience-203	177	17	ml	ml	NOUN
bioscience-203	177	18	-	-	PUNCT
bioscience-203	177	19	based	base	VERB
bioscience-203	177	20	tools	tool	NOUN
bioscience-203	177	21	are	be	AUX
bioscience-203	177	22	taken	take	VERB
bioscience-203	177	23	into	into	ADP
bioscience-203	177	24	consideration	consideration	NOUN
bioscience-203	177	25	for	for	ADP
bioscience-203	177	26	allowing	allow	VERB
bioscience-203	177	27	the	the	DET
bioscience-203	177	28	screening	screening	NOUN
bioscience-203	177	29	of	of	ADP
bioscience-203	177	30	the	the	DET
bioscience-203	177	31	bestsuited	bestsuite	VERB
bioscience-203	177	32	antibiotics	antibiotic	NOUN
bioscience-203	177	33	for	for	ADP
bioscience-203	177	34	the	the	DET
bioscience-203	177	35	pathogens	pathogen	NOUN
bioscience-203	177	36	.	.	PUNCT
bioscience-203	178	1	recursive	recursive	ADJ
bioscience-203	178	2	partitioning	partitioning	NOUN
bioscience-203	178	3	is	be	AUX
bioscience-203	178	4	applicable	applicable	ADJ
bioscience-203	178	5	for	for	ADP
bioscience-203	178	6	the	the	DET
bioscience-203	178	7	prediction	prediction	NOUN
bioscience-203	178	8	-	-	PUNCT
bioscience-203	178	9	based	base	VERB
bioscience-203	178	10	analysis	analysis	NOUN
bioscience-203	178	11	of	of	ADP
bioscience-203	178	12	esbl	esbl	NOUN
bioscience-203	178	13	production	production	NOUN
bioscience-203	178	14	from	from	ADP
bioscience-203	178	15	klebsiella	klebsiella	PROPN
bioscience-203	178	16	sp	sp	PROPN
bioscience-203	178	17	.	.	PROPN
bioscience-203	178	18	and	and	CCONJ
bioscience-203	178	19	e.	e.	PROPN
bioscience-203	178	20	coli	coli	PROPN
bioscience-203	179	1	[	[	X
bioscience-203	179	2	94	94	NUM
bioscience-203	179	3	]	]	PUNCT
bioscience-203	179	4	.	.	PUNCT
bioscience-203	180	1	modified	modify	VERB
bioscience-203	180	2	recursive	recursive	ADJ
bioscience-203	180	3	partitioning	partitioning	NOUN
bioscience-203	180	4	models	model	NOUN
bioscience-203	180	5	are	be	AUX
bioscience-203	180	6	found	find	VERB
bioscience-203	180	7	to	to	PART
bioscience-203	180	8	be	be	AUX
bioscience-203	180	9	advantageous	advantageous	ADJ
bioscience-203	180	10	for	for	ADP
bioscience-203	180	11	developing	develop	VERB
bioscience-203	180	12	the	the	DET
bioscience-203	180	13	logistic	logistic	ADJ
bioscience-203	180	14	regression	regression	NOUN
bioscience-203	180	15	models	model	NOUN
bioscience-203	180	16	[	[	X
bioscience-203	180	17	95	95	NUM
bioscience-203	180	18	]	]	PUNCT
bioscience-203	180	19	.	.	PUNCT
bioscience-203	181	1	xgboost	xgboost	PROPN
bioscience-203	181	2	,	,	PUNCT
bioscience-203	181	3	one	one	NUM
bioscience-203	181	4	of	of	ADP
bioscience-203	181	5	the	the	DET
bioscience-203	181	6	openly	openly	ADV
bioscience-203	181	7	accessible	accessible	ADJ
bioscience-203	181	8	platforms	platform	NOUN
bioscience-203	181	9	for	for	ADP
bioscience-203	181	10	ml	ml	ADV
bioscience-203	181	11	-	-	PUNCT
bioscience-203	181	12	based	base	VERB
bioscience-203	181	13	algorithms	algorithm	NOUN
bioscience-203	181	14	,	,	PUNCT
bioscience-203	181	15	has	have	AUX
bioscience-203	181	16	guided	guide	VERB
bioscience-203	181	17	the	the	DET
bioscience-203	181	18	prediction	prediction	NOUN
bioscience-203	181	19	-	-	PUNCT
bioscience-203	181	20	based	base	VERB
bioscience-203	181	21	analysis	analysis	NOUN
bioscience-203	181	22	of	of	ADP
bioscience-203	181	23	antibiotic	antibiotic	ADJ
bioscience-203	181	24	resistance	resistance	NOUN
bioscience-203	181	25	for	for	ADP
bioscience-203	181	26	some	some	PRON
bioscience-203	181	27	of	of	ADP
bioscience-203	181	28	the	the	DET
bioscience-203	181	29	gram	gram	NOUN
bioscience-203	181	30	-	-	PUNCT
bioscience-203	181	31	negative	negative	ADJ
bioscience-203	181	32	bacterial	bacterial	ADJ
bioscience-203	181	33	species	specie	NOUN
bioscience-203	181	34	[	[	X
bioscience-203	181	35	96	96	NUM
bioscience-203	181	36	]	]	PUNCT
bioscience-203	181	37	.	.	PUNCT
bioscience-203	182	1	the	the	DET
bioscience-203	182	2	predicted	predict	VERB
bioscience-203	182	3	performance	performance	NOUN
bioscience-203	182	4	by	by	ADP
bioscience-203	182	5	xgboost	xgboost	ADV
bioscience-203	182	6	is	be	AUX
bioscience-203	182	7	better	well	ADJ
bioscience-203	182	8	than	than	ADP
bioscience-203	182	9	other	other	ADJ
bioscience-203	182	10	risk	risk	NOUN
bioscience-203	182	11	assessment	assessment	NOUN
bioscience-203	182	12	tools	tool	NOUN
bioscience-203	182	13	;	;	PUNCT
bioscience-203	182	14	however	however	ADV
bioscience-203	182	15	,	,	PUNCT
bioscience-203	182	16	the	the	DET
bioscience-203	182	17	prediction	prediction	NOUN
bioscience-203	182	18	model	model	NOUN
bioscience-203	182	19	is	be	AUX
bioscience-203	182	20	a	a	DET
bioscience-203	182	21	bit	bit	NOUN
bioscience-203	182	22	selective	selective	ADJ
bioscience-203	182	23	and	and	CCONJ
bioscience-203	182	24	applicable	applicable	ADJ
bioscience-203	182	25	to	to	ADP
bioscience-203	182	26	limited	limit	VERB
bioscience-203	182	27	antibiotics	antibiotic	NOUN
bioscience-203	182	28	.	.	PUNCT
bioscience-203	183	1	the	the	DET
bioscience-203	183	2	ml	ml	PROPN
bioscience-203	183	3	system	system	NOUN
bioscience-203	183	4	can	can	AUX
bioscience-203	183	5	also	also	ADV
bioscience-203	183	6	be	be	AUX
bioscience-203	183	7	futuristic	futuristic	ADJ
bioscience-203	183	8	for	for	ADP
bioscience-203	183	9	determining	determine	VERB
bioscience-203	183	10	the	the	DET
bioscience-203	183	11	extent	extent	NOUN
bioscience-203	183	12	of	of	ADP
bioscience-203	183	13	antibiotic	antibiotic	ADJ
bioscience-203	183	14	resistance	resistance	NOUN
bioscience-203	183	15	during	during	ADP
bioscience-203	183	16	the	the	DET
bioscience-203	183	17	culture	culture	NOUN
bioscience-203	183	18	collection	collection	NOUN
bioscience-203	183	19	.	.	PUNCT
bioscience-203	184	1	ml	ml	PROPN
bioscience-203	184	2	would	would	AUX
bioscience-203	184	3	capture	capture	VERB
bioscience-203	184	4	the	the	DET
bioscience-203	184	5	empowerment	empowerment	NOUN
bioscience-203	184	6	for	for	ADP
bioscience-203	184	7	the	the	DET
bioscience-203	184	8	upcoming	upcoming	ADJ
bioscience-203	184	9	advancement	advancement	NOUN
bioscience-203	184	10	of	of	ADP
bioscience-203	184	11	antimicrobials	antimicrobial	NOUN
bioscience-203	184	12	determination	determination	NOUN
bioscience-203	184	13	.	.	PUNCT
bioscience-203	185	1	ml	ml	AUX
bioscience-203	185	2	enables	enable	VERB
bioscience-203	185	3	the	the	DET
bioscience-203	185	4	development	development	NOUN
bioscience-203	185	5	of	of	ADP
bioscience-203	185	6	personalized	personalize	VERB
bioscience-203	185	7	medicinal	medicinal	ADJ
bioscience-203	185	8	approaches	approach	NOUN
bioscience-203	185	9	to	to	PART
bioscience-203	185	10	cut	cut	VERB
bioscience-203	185	11	down	down	ADP
bioscience-203	185	12	frequent	frequent	ADJ
bioscience-203	185	13	uses	use	NOUN
bioscience-203	185	14	of	of	ADP
bioscience-203	185	15	antibiotics	antibiotic	NOUN
bioscience-203	185	16	.	.	PUNCT
bioscience-203	186	1	the	the	DET
bioscience-203	186	2	random	random	ADJ
bioscience-203	186	3	forest	forest	NOUN
bioscience-203	186	4	classifier	classifier	NOUN
bioscience-203	186	5	,	,	PUNCT
bioscience-203	186	6	one	one	NUM
bioscience-203	186	7	of	of	ADP
bioscience-203	186	8	the	the	DET
bioscience-203	186	9	most	most	ADV
bioscience-203	186	10	supervised	supervised	ADJ
bioscience-203	186	11	ml	ml	NOUN
bioscience-203	186	12	algorithms	algorithm	NOUN
bioscience-203	186	13	,	,	PUNCT
bioscience-203	186	14	is	be	AUX
bioscience-203	186	15	allocated	allocate	VERB
bioscience-203	186	16	to	to	PART
bioscience-203	186	17	accelerate	accelerate	VERB
bioscience-203	186	18	the	the	DET
bioscience-203	186	19	screening	screening	NOUN
bioscience-203	186	20	of	of	ADP
bioscience-203	186	21	mdr	mdr	PROPN
bioscience-203	186	22	bacteria	bacteria	NOUN
bioscience-203	186	23	among	among	ADP
bioscience-203	186	24	the	the	DET
bioscience-203	186	25	patients	patient	NOUN
bioscience-203	186	26	in	in	ADP
bioscience-203	186	27	icu	icu	PROPN
bioscience-203	186	28	[	[	X
bioscience-203	186	29	97	97	NUM
bioscience-203	186	30	]	]	PUNCT
bioscience-203	186	31	.	.	PUNCT
bioscience-203	187	1	the	the	DET
bioscience-203	187	2	associated	associated	ADJ
bioscience-203	187	3	empirical	empirical	ADJ
bioscience-203	187	4	data	datum	NOUN
bioscience-203	187	5	of	of	ADP
bioscience-203	187	6	the	the	DET
bioscience-203	187	7	ml	ml	ADV
bioscience-203	187	8	-	-	PUNCT
bioscience-203	187	9	based	base	VERB
bioscience-203	187	10	algorithm	algorithm	NOUN
bioscience-203	187	11	can	can	AUX
bioscience-203	187	12	also	also	ADV
bioscience-203	187	13	be	be	AUX
bioscience-203	187	14	implemented	implement	VERB
bioscience-203	187	15	for	for	ADP
bioscience-203	187	16	local	local	ADJ
bioscience-203	187	17	antimicrobial	antimicrobial	ADJ
bioscience-203	187	18	susceptibility	susceptibility	NOUN
bioscience-203	187	19	assessment	assessment	NOUN
bioscience-203	187	20	.	.	PUNCT
bioscience-203	188	1	some	some	PRON
bioscience-203	188	2	of	of	ADP
bioscience-203	188	3	the	the	DET
bioscience-203	188	4	icu	icu	PROPN
bioscience-203	188	5	antimicrobial	antimicrobial	ADJ
bioscience-203	188	6	susceptibility	susceptibility	NOUN
bioscience-203	188	7	-	-	PUNCT
bioscience-203	188	8	based	base	VERB
bioscience-203	188	9	ml	ml	PROPN
bioscience-203	188	10	algorithms	algorithm	NOUN
bioscience-203	188	11	are	be	AUX
bioscience-203	188	12	multilayer	multilayer	ADJ
bioscience-203	188	13	perceptron	perceptron	NOUN
bioscience-203	188	14	and	and	CCONJ
bioscience-203	188	15	j48	j48	NOUN
bioscience-203	189	1	[	[	X
bioscience-203	189	2	98	98	NUM
bioscience-203	189	3	]	]	PUNCT
bioscience-203	189	4	.	.	PUNCT
bioscience-203	190	1	as	as	SCONJ
bioscience-203	190	2	discussed	discuss	VERB
bioscience-203	190	3	earlier	early	ADV
bioscience-203	190	4	,	,	PUNCT
bioscience-203	190	5	the	the	DET
bioscience-203	190	6	principles	principle	NOUN
bioscience-203	190	7	of	of	ADP
bioscience-203	190	8	ml	ml	NOUN
bioscience-203	190	9	-	-	PUNCT
bioscience-203	190	10	based	base	VERB
bioscience-203	190	11	systems	system	NOUN
bioscience-203	190	12	are	be	AUX
bioscience-203	190	13	i.	i.	NOUN
bioscience-203	190	14	)	)	PUNCT
bioscience-203	190	15	being	be	AUX
bioscience-203	190	16	trained	train	VERB
bioscience-203	190	17	from	from	ADP
bioscience-203	190	18	the	the	DET
bioscience-203	190	19	existing	exist	VERB
bioscience-203	190	20	datasets	dataset	NOUN
bioscience-203	190	21	(	(	PUNCT
bioscience-203	190	22	supervised	supervised	ADJ
bioscience-203	190	23	)	)	PUNCT
bioscience-203	190	24	and	and	CCONJ
bioscience-203	190	25	ii	ii	PROPN
bioscience-203	190	26	.	.	PUNCT
bioscience-203	190	27	)	)	PUNCT
bioscience-203	190	28	analyzing	analyze	VERB
bioscience-203	190	29	or	or	CCONJ
bioscience-203	190	30	giving	give	VERB
bioscience-203	190	31	output	output	NOUN
bioscience-203	190	32	based	base	VERB
bioscience-203	190	33	on	on	ADP
bioscience-203	190	34	unlabeled	unlabeled	ADJ
bioscience-203	190	35	data	datum	NOUN
bioscience-203	190	36	(	(	PUNCT
bioscience-203	190	37	unsupervised	unsupervised	ADJ
bioscience-203	190	38	)	)	PUNCT
bioscience-203	190	39	.	.	PUNCT
bioscience-203	191	1	information	information	NOUN
bioscience-203	191	2	regarding	regard	VERB
bioscience-203	191	3	the	the	DET
bioscience-203	191	4	underlying	underlie	VERB
bioscience-203	191	5	drug	drug	NOUN
bioscience-203	191	6	interactions	interaction	NOUN
bioscience-203	191	7	has	have	VERB
bioscience-203	191	8	to	to	PART
bioscience-203	191	9	be	be	AUX
bioscience-203	191	10	made	make	VERB
bioscience-203	191	11	available	available	ADJ
bioscience-203	191	12	for	for	SCONJ
bioscience-203	191	13	ml	ml	NOUN
bioscience-203	191	14	to	to	PART
bioscience-203	191	15	learn	learn	VERB
bioscience-203	191	16	and	and	CCONJ
bioscience-203	191	17	develop	develop	VERB
bioscience-203	191	18	algorithms	algorithm	NOUN
bioscience-203	191	19	for	for	ADP
bioscience-203	191	20	predicting	predict	VERB
bioscience-203	191	21	the	the	DET
bioscience-203	191	22	best	good	ADJ
bioscience-203	191	23	combinatorial	combinatorial	ADJ
bioscience-203	191	24	treatment	treatment	NOUN
bioscience-203	191	25	approach	approach	NOUN
bioscience-203	191	26	.	.	PUNCT
bioscience-203	192	1	primarily	primarily	ADV
bioscience-203	192	2	,	,	PUNCT
bioscience-203	192	3	certain	certain	ADJ
bioscience-203	192	4	attributes	attribute	NOUN
bioscience-203	192	5	like	like	ADP
bioscience-203	192	6	changes	change	NOUN
bioscience-203	192	7	in	in	ADP
bioscience-203	192	8	gene	gene	NOUN
bioscience-203	192	9	expression	expression	NOUN
bioscience-203	192	10	,	,	PUNCT
bioscience-203	192	11	response	response	NOUN
bioscience-203	192	12	to	to	ADP
bioscience-203	192	13	the	the	DET
bioscience-203	192	14	drugs	drug	NOUN
bioscience-203	192	15	,	,	PUNCT
bioscience-203	192	16	etc	etc	X
bioscience-203	192	17	.	.	X
bioscience-203	192	18	,	,	PUNCT
bioscience-203	192	19	need	need	VERB
bioscience-203	192	20	to	to	PART
bioscience-203	192	21	be	be	AUX
bioscience-203	192	22	characterized	characterize	VERB
bioscience-203	192	23	before	before	ADP
bioscience-203	192	24	computerized	computerize	VERB
bioscience-203	192	25	for	for	ADP
bioscience-203	192	26	decision	decision	NOUN
bioscience-203	192	27	-	-	PUNCT
bioscience-203	192	28	making	making	NOUN
bioscience-203	192	29	[	[	X
bioscience-203	192	30	99	99	NUM
bioscience-203	192	31	]	]	PUNCT
bioscience-203	192	32	.	.	PUNCT
bioscience-203	193	1	based	base	VERB
bioscience-203	193	2	on	on	ADP
bioscience-203	193	3	the	the	DET
bioscience-203	193	4	available	available	ADJ
bioscience-203	193	5	datasets	dataset	NOUN
bioscience-203	193	6	of	of	ADP
bioscience-203	193	7	drug	drug	NOUN
bioscience-203	193	8	information	information	NOUN
bioscience-203	193	9	like	like	ADP
bioscience-203	193	10	chemical	chemical	NOUN
bioscience-203	193	11	structure	structure	NOUN
bioscience-203	193	12	and	and	CCONJ
bioscience-203	193	13	function	function	NOUN
bioscience-203	193	14	,	,	PUNCT
bioscience-203	193	15	the	the	DET
bioscience-203	193	16	algorithms	algorithm	NOUN
bioscience-203	193	17	are	be	AUX
bioscience-203	193	18	trained	train	VERB
bioscience-203	193	19	to	to	PART
bioscience-203	193	20	determine	determine	VERB
bioscience-203	193	21	the	the	DET
bioscience-203	193	22	combinatorial	combinatorial	ADJ
bioscience-203	193	23	therapy	therapy	NOUN
bioscience-203	193	24	.	.	PUNCT
bioscience-203	194	1	among	among	ADP
bioscience-203	194	2	multiple	multiple	ADJ
bioscience-203	194	3	algorithms	algorithm	NOUN
bioscience-203	194	4	,	,	PUNCT
bioscience-203	194	5	cosyne	cosyne	PROPN
bioscience-203	194	6	(	(	PUNCT
bioscience-203	194	7	combination	combination	NOUN
bioscience-203	194	8	synergy	synergy	NOUN
bioscience-203	194	9	estimation	estimation	NOUN
bioscience-203	194	10	)	)	PUNCT
bioscience-203	194	11	governs	govern	VERB
bioscience-203	194	12	the	the	DET
bioscience-203	194	13	direct	direct	ADJ
bioscience-203	194	14	structural	structural	ADJ
bioscience-203	194	15	analysis	analysis	NOUN
bioscience-203	194	16	for	for	ADP
bioscience-203	194	17	an	an	DET
bioscience-203	194	18	individual	individual	ADJ
bioscience-203	194	19	drug	drug	NOUN
bioscience-203	194	20	candidate	candidate	NOUN
bioscience-203	194	21	to	to	PART
bioscience-203	194	22	analyze	analyze	VERB
bioscience-203	194	23	the	the	DET
bioscience-203	194	24	overall	overall	ADJ
bioscience-203	194	25	combinatorial	combinatorial	ADJ
bioscience-203	194	26	therapy	therapy	NOUN
bioscience-203	194	27	.	.	PUNCT
bioscience-203	195	1	basically	basically	ADV
bioscience-203	195	2	,	,	PUNCT
bioscience-203	195	3	to	to	PART
bioscience-203	195	4	have	have	VERB
bioscience-203	195	5	knowledge	knowledge	NOUN
bioscience-203	195	6	of	of	ADP
bioscience-203	195	7	every	every	DET
bioscience-203	195	8	aspect	aspect	NOUN
bioscience-203	195	9	of	of	ADP
bioscience-203	195	10	the	the	DET
bioscience-203	195	11	combinatorial	combinatorial	ADJ
bioscience-203	195	12	compounds	compound	NOUN
bioscience-203	195	13	,	,	PUNCT
bioscience-203	195	14	there	there	PRON
bioscience-203	195	15	should	should	AUX
bioscience-203	195	16	be	be	AUX
bioscience-203	195	17	prior	prior	ADJ
bioscience-203	195	18	data	datum	NOUN
bioscience-203	195	19	for	for	ADP
bioscience-203	195	20	the	the	DET
bioscience-203	195	21	drug	drug	NOUN
bioscience-203	195	22	and	and	CCONJ
bioscience-203	195	23	the	the	DET
bioscience-203	195	24	target	target	NOUN
bioscience-203	195	25	as	as	ADV
bioscience-203	195	26	well	well	ADV
bioscience-203	195	27	[	[	X
bioscience-203	195	28	100	100	NUM
bioscience-203	195	29	]	]	PUNCT
bioscience-203	195	30	.	.	PUNCT
bioscience-203	196	1	with	with	ADP
bioscience-203	196	2	the	the	DET
bioscience-203	196	3	cosyne	cosyne	PROPN
bioscience-203	196	4	approach	approach	NOUN
bioscience-203	196	5	,	,	PUNCT
bioscience-203	196	6	the	the	DET
bioscience-203	196	7	level	level	NOUN
bioscience-203	196	8	of	of	ADP
bioscience-203	196	9	application	application	NOUN
bioscience-203	196	10	can	can	AUX
bioscience-203	196	11	be	be	AUX
bioscience-203	196	12	extended	extend	VERB
bioscience-203	196	13	towards	towards	ADP
bioscience-203	196	14	diversified	diversify	VERB
bioscience-203	196	15	combinatorial	combinatorial	ADJ
bioscience-203	196	16	drug	drug	NOUN
bioscience-203	196	17	designing	design	VERB
bioscience-203	196	18	against	against	ADP
bioscience-203	196	19	highlights	highlight	NOUN
bioscience-203	196	20	in	in	ADP
bioscience-203	196	21	bioscience	bioscience	NOUN
bioscience-203	196	22	page	page	NOUN
bioscience-203	196	23	6	6	NUM
bioscience-203	196	24	of	of	ADP
bioscience-203	196	25	18	18	NUM
bioscience-203	196	26	december	december	PROPN
bioscience-203	196	27	2023|volume	2023|volume	NUM
bioscience-203	196	28	6	6	NUM
bioscience-203	196	29	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	196	30	mary	mary	PROPN
bioscience-203	196	31	et	et	PROPN
bioscience-203	196	32	al	al	PROPN
bioscience-203	196	33	.	.	PROPN
bioscience-203	196	34	,	,	PUNCT
bioscience-203	196	35	2023	2023	NUM
bioscience-203	196	36	machine	machine	NOUN
bioscience-203	196	37	learning	learning	NOUN
bioscience-203	196	38	mediated	mediate	VERB
bioscience-203	196	39	advanced	advanced	ADJ
bioscience-203	196	40	phage	phage	NOUN
bioscience-203	196	41	and	and	CCONJ
bioscience-203	196	42	antimicrobial	antimicrobial	ADJ
bioscience-203	196	43	therapy	therapy	NOUN
bioscience-203	196	44	a	a	DET
bioscience-203	196	45	futuristic	futuristic	ADJ
bioscience-203	196	46	approach	approach	NOUN
bioscience-203	196	47	drug	drug	NOUN
bioscience-203	196	48	-	-	PUNCT
bioscience-203	196	49	resistant	resistant	ADJ
bioscience-203	196	50	e.	e.	NOUN
bioscience-203	196	51	coli	coli	NOUN
bioscience-203	196	52	and	and	CCONJ
bioscience-203	196	53	also	also	ADV
bioscience-203	196	54	against	against	ADP
bioscience-203	196	55	malarial	malarial	ADJ
bioscience-203	196	56	parasite	parasite	NOUN
bioscience-203	196	57	plasmodium	plasmodium	NOUN
bioscience-203	196	58	[	[	X
bioscience-203	196	59	99	99	NUM
bioscience-203	196	60	]	]	PUNCT
bioscience-203	196	61	.	.	PUNCT
bioscience-203	197	1	through	through	ADP
bioscience-203	197	2	consistent	consistent	ADJ
bioscience-203	197	3	records	record	NOUN
bioscience-203	197	4	,	,	PUNCT
bioscience-203	197	5	the	the	DET
bioscience-203	197	6	ml	ml	PROPN
bioscience-203	197	7	algorithms	algorithm	NOUN
bioscience-203	197	8	were	be	AUX
bioscience-203	197	9	able	able	ADJ
bioscience-203	197	10	to	to	PART
bioscience-203	197	11	predict	predict	VERB
bioscience-203	197	12	drugs	drug	NOUN
bioscience-203	197	13	to	to	PART
bioscience-203	197	14	counteract	counteract	VERB
bioscience-203	197	15	antimicrobial	antimicrobial	ADJ
bioscience-203	197	16	resistance	resistance	NOUN
bioscience-203	197	17	in	in	ADP
bioscience-203	197	18	mycobacterium	mycobacterium	NOUN
bioscience-203	197	19	and	and	CCONJ
bioscience-203	197	20	salmonella	salmonella	NOUN
bioscience-203	197	21	[	[	X
bioscience-203	197	22	101	101	NUM
bioscience-203	197	23	]	]	PUNCT
bioscience-203	197	24	.	.	PUNCT
bioscience-203	198	1	the	the	DET
bioscience-203	198	2	predictability	predictability	NOUN
bioscience-203	198	3	is	be	AUX
bioscience-203	198	4	wellcurated	wellcurate	VERB
bioscience-203	198	5	to	to	PART
bioscience-203	198	6	reframe	reframe	VERB
bioscience-203	198	7	the	the	DET
bioscience-203	198	8	ml	ml	NOUN
bioscience-203	198	9	so	so	SCONJ
bioscience-203	198	10	that	that	SCONJ
bioscience-203	198	11	antibiotic	antibiotic	ADJ
bioscience-203	198	12	resistance	resistance	NOUN
bioscience-203	198	13	can	can	AUX
bioscience-203	198	14	lay	lay	VERB
bioscience-203	198	15	the	the	DET
bioscience-203	198	16	foundation	foundation	NOUN
bioscience-203	198	17	for	for	ADP
bioscience-203	198	18	the	the	DET
bioscience-203	198	19	model	model	NOUN
bioscience-203	198	20	-	-	PUNCT
bioscience-203	198	21	based	base	VERB
bioscience-203	198	22	prediction	prediction	NOUN
bioscience-203	198	23	.	.	PUNCT
bioscience-203	199	1	the	the	DET
bioscience-203	199	2	extent	extent	NOUN
bioscience-203	199	3	of	of	ADP
bioscience-203	199	4	genetic	genetic	ADJ
bioscience-203	199	5	variations	variation	NOUN
bioscience-203	199	6	and	and	CCONJ
bioscience-203	199	7	drug	drug	NOUN
bioscience-203	199	8	resistance	resistance	NOUN
bioscience-203	199	9	can	can	AUX
bioscience-203	199	10	be	be	AUX
bioscience-203	199	11	supervised	supervise	VERB
bioscience-203	199	12	using	use	VERB
bioscience-203	199	13	machine	machine	NOUN
bioscience-203	199	14	learning	learning	NOUN
bioscience-203	199	15	algorithms	algorithm	NOUN
bioscience-203	199	16	.	.	PUNCT
bioscience-203	200	1	the	the	DET
bioscience-203	200	2	drug	drug	NOUN
bioscience-203	200	3	resistance	resistance	NOUN
bioscience-203	200	4	predictability	predictability	NOUN
bioscience-203	200	5	is	be	AUX
bioscience-203	200	6	done	do	VERB
bioscience-203	200	7	so	so	ADV
bioscience-203	200	8	far	far	ADV
bioscience-203	200	9	in	in	ADP
bioscience-203	200	10	accordance	accordance	NOUN
bioscience-203	200	11	with	with	ADP
bioscience-203	200	12	ic50	ic50	PROPN
bioscience-203	200	13	indicators	indicator	NOUN
bioscience-203	200	14	.	.	PUNCT
bioscience-203	201	1	the	the	DET
bioscience-203	201	2	various	various	ADJ
bioscience-203	201	3	searches	search	NOUN
bioscience-203	201	4	are	be	AUX
bioscience-203	201	5	based	base	VERB
bioscience-203	201	6	upon	upon	SCONJ
bioscience-203	201	7	the	the	DET
bioscience-203	201	8	retrieval	retrieval	NOUN
bioscience-203	201	9	of	of	ADP
bioscience-203	201	10	different	different	ADJ
bioscience-203	201	11	sequence	sequence	NOUN
bioscience-203	201	12	databases	database	NOUN
bioscience-203	201	13	.	.	PUNCT
bioscience-203	202	1	tuberculosis	tuberculosis	NOUN
bioscience-203	202	2	,	,	PUNCT
bioscience-203	202	3	caused	cause	VERB
bioscience-203	202	4	by	by	ADP
bioscience-203	202	5	m.	m.	NOUN
bioscience-203	202	6	tuberculosis	tuberculosis	NOUN
bioscience-203	202	7	,	,	PUNCT
bioscience-203	202	8	is	be	AUX
bioscience-203	202	9	one	one	NUM
bioscience-203	202	10	of	of	ADP
bioscience-203	202	11	the	the	DET
bioscience-203	202	12	infectious	infectious	ADJ
bioscience-203	202	13	diseases	disease	NOUN
bioscience-203	202	14	which	which	PRON
bioscience-203	202	15	could	could	AUX
bioscience-203	202	16	be	be	AUX
bioscience-203	202	17	eradicated	eradicate	VERB
bioscience-203	202	18	using	use	VERB
bioscience-203	202	19	antibiotics	antibiotic	NOUN
bioscience-203	202	20	,	,	PUNCT
bioscience-203	202	21	but	but	CCONJ
bioscience-203	202	22	due	due	ADP
bioscience-203	202	23	to	to	ADP
bioscience-203	202	24	the	the	DET
bioscience-203	202	25	dosage	dosage	NOUN
bioscience-203	202	26	’s	’s	PART
bioscience-203	202	27	dysfunctionality	dysfunctionality	NOUN
bioscience-203	202	28	and	and	CCONJ
bioscience-203	202	29	random	random	ADJ
bioscience-203	202	30	uses	use	NOUN
bioscience-203	202	31	of	of	ADP
bioscience-203	202	32	antibiotics	antibiotic	NOUN
bioscience-203	202	33	,	,	PUNCT
bioscience-203	202	34	it	it	PRON
bioscience-203	202	35	concludes	conclude	VERB
bioscience-203	202	36	with	with	ADP
bioscience-203	202	37	a	a	DET
bioscience-203	202	38	highlighted	highlight	VERB
bioscience-203	202	39	remark	remark	NOUN
bioscience-203	202	40	towards	towards	ADP
bioscience-203	202	41	the	the	DET
bioscience-203	202	42	development	development	NOUN
bioscience-203	202	43	of	of	ADP
bioscience-203	202	44	mdr	mdr	PROPN
bioscience-203	202	45	tuberculosis	tuberculosis	NOUN
bioscience-203	203	1	[	[	X
bioscience-203	203	2	102	102	NUM
bioscience-203	203	3	]	]	PUNCT
bioscience-203	203	4	.	.	PUNCT
bioscience-203	204	1	administration	administration	NOUN
bioscience-203	204	2	of	of	ADP
bioscience-203	204	3	fluoroquinolones	fluoroquinolone	NOUN
bioscience-203	204	4	is	be	AUX
bioscience-203	204	5	currently	currently	ADV
bioscience-203	204	6	considered	consider	VERB
bioscience-203	204	7	,	,	PUNCT
bioscience-203	204	8	but	but	CCONJ
bioscience-203	204	9	the	the	DET
bioscience-203	204	10	usage	usage	NOUN
bioscience-203	204	11	could	could	AUX
bioscience-203	204	12	lead	lead	VERB
bioscience-203	204	13	to	to	ADP
bioscience-203	204	14	after	after	ADP
bioscience-203	204	15	effects	effect	NOUN
bioscience-203	204	16	due	due	ADJ
bioscience-203	204	17	to	to	ADP
bioscience-203	204	18	reported	report	VERB
bioscience-203	204	19	toxicity	toxicity	NOUN
bioscience-203	204	20	.	.	PUNCT
bioscience-203	205	1	ml	ml	AUX
bioscience-203	205	2	predicts	predict	VERB
bioscience-203	205	3	novel	novel	ADJ
bioscience-203	205	4	drugs	drug	NOUN
bioscience-203	205	5	,	,	PUNCT
bioscience-203	205	6	mechanistic	mechanistic	ADJ
bioscience-203	205	7	performance	performance	NOUN
bioscience-203	205	8	of	of	ADP
bioscience-203	205	9	the	the	DET
bioscience-203	205	10	drugs	drug	NOUN
bioscience-203	205	11	,	,	PUNCT
bioscience-203	205	12	microarray	microarray	NOUN
bioscience-203	205	13	data	datum	NOUN
bioscience-203	205	14	construction	construction	NOUN
bioscience-203	205	15	and	and	CCONJ
bioscience-203	205	16	analysis	analysis	NOUN
bioscience-203	205	17	,	,	PUNCT
bioscience-203	205	18	side	side	ADJ
bioscience-203	205	19	effect	effect	NOUN
bioscience-203	205	20	prediction	prediction	NOUN
bioscience-203	205	21	,	,	PUNCT
bioscience-203	205	22	etc	etc	X
bioscience-203	205	23	.	.	X
bioscience-203	205	24	based	base	VERB
bioscience-203	205	25	upon	upon	SCONJ
bioscience-203	205	26	the	the	DET
bioscience-203	205	27	existing	exist	VERB
bioscience-203	205	28	known	know	VERB
bioscience-203	205	29	dataset	dataset	NOUN
bioscience-203	205	30	,	,	PUNCT
bioscience-203	205	31	ml	ml	VERB
bioscience-203	205	32	-	-	PUNCT
bioscience-203	205	33	based	base	VERB
bioscience-203	205	34	algorithms	algorithm	NOUN
bioscience-203	205	35	can	can	AUX
bioscience-203	205	36	display	display	VERB
bioscience-203	205	37	the	the	DET
bioscience-203	205	38	futuristic	futuristic	ADJ
bioscience-203	205	39	blind	blind	ADJ
bioscience-203	205	40	prediction	prediction	NOUN
bioscience-203	205	41	.	.	PUNCT
bioscience-203	206	1	the	the	DET
bioscience-203	206	2	performance	performance	NOUN
bioscience-203	206	3	based	base	VERB
bioscience-203	206	4	on	on	ADP
bioscience-203	206	5	the	the	DET
bioscience-203	206	6	suggestive	suggestive	ADJ
bioscience-203	206	7	prediction	prediction	NOUN
bioscience-203	206	8	can	can	AUX
bioscience-203	206	9	confer	confer	VERB
bioscience-203	206	10	the	the	DET
bioscience-203	206	11	right	right	ADJ
bioscience-203	206	12	indication	indication	NOUN
bioscience-203	206	13	towards	towards	ADP
bioscience-203	206	14	clarifying	clarify	VERB
bioscience-203	206	15	the	the	DET
bioscience-203	206	16	single	single	ADJ
bioscience-203	206	17	nucleotide	nucleotide	NOUN
bioscience-203	206	18	variance	variance	NOUN
bioscience-203	206	19	followed	follow	VERB
bioscience-203	206	20	by	by	ADP
bioscience-203	206	21	the	the	DET
bioscience-203	206	22	mutation	mutation	NOUN
bioscience-203	206	23	within	within	ADP
bioscience-203	206	24	the	the	DET
bioscience-203	206	25	genome	genome	NOUN
bioscience-203	206	26	of	of	ADP
bioscience-203	206	27	mycobacterium	mycobacterium	NOUN
bioscience-203	206	28	tuberculosis	tuberculosis	NOUN
bioscience-203	206	29	.	.	PUNCT
bioscience-203	207	1	sequenced	sequence	VERB
bioscience-203	207	2	based	base	VERB
bioscience-203	207	3	algorithms	algorithm	NOUN
bioscience-203	207	4	and	and	CCONJ
bioscience-203	207	5	structure	structure	NOUN
bioscience-203	207	6	-	-	PUNCT
bioscience-203	207	7	based	base	VERB
bioscience-203	207	8	simulations	simulation	NOUN
bioscience-203	207	9	employ	employ	VERB
bioscience-203	207	10	the	the	DET
bioscience-203	207	11	right	right	ADJ
bioscience-203	207	12	directive	directive	NOUN
bioscience-203	207	13	approach	approach	NOUN
bioscience-203	207	14	to	to	PART
bioscience-203	207	15	analyze	analyze	VERB
bioscience-203	207	16	the	the	DET
bioscience-203	207	17	genomic	genomic	ADJ
bioscience-203	207	18	variation	variation	NOUN
bioscience-203	207	19	,	,	PUNCT
bioscience-203	207	20	so	so	SCONJ
bioscience-203	207	21	that	that	SCONJ
bioscience-203	207	22	suitability	suitability	NOUN
bioscience-203	207	23	for	for	ADP
bioscience-203	207	24	selecting	select	VERB
bioscience-203	207	25	the	the	DET
bioscience-203	207	26	target	target	NOUN
bioscience-203	207	27	gene	gene	NOUN
bioscience-203	207	28	can	can	AUX
bioscience-203	207	29	be	be	AUX
bioscience-203	207	30	obtained	obtain	VERB
bioscience-203	207	31	.	.	PUNCT
bioscience-203	208	1	deep	deep	ADJ
bioscience-203	208	2	learning	learning	NOUN
bioscience-203	208	3	is	be	AUX
bioscience-203	208	4	efficient	efficient	ADJ
bioscience-203	208	5	in	in	ADP
bioscience-203	208	6	predictable	predictable	ADJ
bioscience-203	208	7	analysis	analysis	NOUN
bioscience-203	208	8	to	to	PART
bioscience-203	208	9	distinctively	distinctively	ADV
bioscience-203	208	10	diagnose	diagnose	VERB
bioscience-203	208	11	the	the	DET
bioscience-203	208	12	inherent	inherent	ADJ
bioscience-203	208	13	antimicrobial	antimicrobial	ADJ
bioscience-203	208	14	peptide	peptide	NOUN
bioscience-203	208	15	(	(	PUNCT
bioscience-203	208	16	amp	amp	PROPN
bioscience-203	208	17	)	)	PUNCT
bioscience-203	208	18	to	to	PART
bioscience-203	208	19	combat	combat	VERB
bioscience-203	208	20	antimicrobial	antimicrobial	ADJ
bioscience-203	208	21	resistance	resistance	NOUN
bioscience-203	208	22	.	.	PUNCT
bioscience-203	209	1	deep	deep	ADJ
bioscience-203	209	2	learning	learning	NOUN
bioscience-203	209	3	was	be	AUX
bioscience-203	209	4	able	able	ADJ
bioscience-203	209	5	to	to	PART
bioscience-203	209	6	evaluate	evaluate	VERB
bioscience-203	209	7	amps	amp	NOUN
bioscience-203	209	8	as	as	ADP
bioscience-203	209	9	antimicrobial	antimicrobial	ADJ
bioscience-203	209	10	agents	agent	NOUN
bioscience-203	209	11	and	and	CCONJ
bioscience-203	209	12	predicted	predict	VERB
bioscience-203	209	13	that	that	SCONJ
bioscience-203	209	14	amp	amp	PROPN
bioscience-203	209	15	can	can	AUX
bioscience-203	209	16	surpass	surpass	VERB
bioscience-203	209	17	mdr	mdr	PROPN
bioscience-203	209	18	in	in	ADP
bioscience-203	209	19	carbapenemase	carbapenemase	NOUN
bioscience-203	209	20	-	-	PUNCT
bioscience-203	209	21	producing	produce	VERB
bioscience-203	209	22	e.	e.	NOUN
bioscience-203	209	23	coli	coli	NOUN
bioscience-203	209	24	.	.	PUNCT
bioscience-203	210	1	deep	deep	ADJ
bioscience-203	210	2	learning	learning	NOUN
bioscience-203	210	3	is	be	AUX
bioscience-203	210	4	also	also	ADV
bioscience-203	210	5	capable	capable	ADJ
bioscience-203	210	6	of	of	ADP
bioscience-203	210	7	simulating	simulate	VERB
bioscience-203	210	8	the	the	DET
bioscience-203	210	9	newer	new	ADJ
bioscience-203	210	10	versions	version	NOUN
bioscience-203	210	11	of	of	ADP
bioscience-203	210	12	amps	amp	NOUN
bioscience-203	210	13	from	from	ADP
bioscience-203	210	14	the	the	DET
bioscience-203	210	15	existing	exist	VERB
bioscience-203	210	16	peptides	peptide	NOUN
bioscience-203	210	17	[	[	X
bioscience-203	210	18	103	103	NUM
bioscience-203	210	19	]	]	PUNCT
bioscience-203	210	20	.	.	PUNCT
bioscience-203	211	1	with	with	ADP
bioscience-203	211	2	access	access	NOUN
bioscience-203	211	3	to	to	ADP
bioscience-203	211	4	different	different	ADJ
bioscience-203	211	5	databases	database	NOUN
bioscience-203	211	6	like	like	ADP
bioscience-203	211	7	args	args	PROPN
bioscience-203	211	8	,	,	PUNCT
bioscience-203	211	9	a	a	DET
bioscience-203	211	10	number	number	NOUN
bioscience-203	211	11	of	of	ADP
bioscience-203	211	12	deep	deep	ADJ
bioscience-203	211	13	learning	learning	NOUN
bioscience-203	211	14	models	model	NOUN
bioscience-203	211	15	have	have	AUX
bioscience-203	211	16	been	be	AUX
bioscience-203	211	17	recruited	recruit	VERB
bioscience-203	211	18	so	so	ADV
bioscience-203	211	19	far	far	ADV
bioscience-203	211	20	to	to	PART
bioscience-203	211	21	deliberately	deliberately	ADV
bioscience-203	211	22	screen	screen	VERB
bioscience-203	211	23	the	the	DET
bioscience-203	211	24	best	well	ADV
bioscience-203	211	25	-	-	PUNCT
bioscience-203	211	26	hit	hit	VERB
bioscience-203	211	27	searches	search	NOUN
bioscience-203	211	28	for	for	ADP
bioscience-203	211	29	antimicrobial	antimicrobial	ADJ
bioscience-203	211	30	genes	gene	NOUN
bioscience-203	211	31	.	.	PUNCT
bioscience-203	212	1	a	a	DET
bioscience-203	212	2	summary	summary	NOUN
bioscience-203	212	3	of	of	ADP
bioscience-203	212	4	the	the	DET
bioscience-203	212	5	ml	ml	NOUN
bioscience-203	212	6	tools	tool	NOUN
bioscience-203	212	7	for	for	ADP
bioscience-203	212	8	antimicrobial	antimicrobial	ADJ
bioscience-203	212	9	resistance	resistance	NOUN
bioscience-203	212	10	and	and	CCONJ
bioscience-203	212	11	its	its	PRON
bioscience-203	212	12	associated	associated	ADJ
bioscience-203	212	13	factors	factor	NOUN
bioscience-203	212	14	is	be	AUX
bioscience-203	212	15	depicted	depict	VERB
bioscience-203	212	16	in	in	ADP
bioscience-203	212	17	table	table	NOUN
bioscience-203	212	18	1	1	NUM
bioscience-203	212	19	.	.	PUNCT
bioscience-203	212	20	machine	machine	NOUN
bioscience-203	212	21	learning	learning	NOUN
bioscience-203	212	22	in	in	ADP
bioscience-203	212	23	phage	phage	NOUN
bioscience-203	212	24	therapy	therapy	NOUN
bioscience-203	212	25	machine	machine	NOUN
bioscience-203	212	26	learning	learning	NOUN
bioscience-203	212	27	has	have	AUX
bioscience-203	212	28	arisen	arise	VERB
bioscience-203	212	29	as	as	ADP
bioscience-203	212	30	a	a	DET
bioscience-203	212	31	promising	promising	ADJ
bioscience-203	212	32	strategy	strategy	NOUN
bioscience-203	212	33	in	in	ADP
bioscience-203	212	34	phage	phage	NOUN
bioscience-203	212	35	therapy	therapy	NOUN
bioscience-203	212	36	prediction	prediction	NOUN
bioscience-203	212	37	,	,	PUNCT
bioscience-203	212	38	intending	intend	VERB
bioscience-203	212	39	to	to	PART
bioscience-203	212	40	discern	discern	VERB
bioscience-203	212	41	the	the	DET
bioscience-203	212	42	most	most	ADV
bioscience-203	212	43	effective	effective	ADJ
bioscience-203	212	44	bacteriophage	bacteriophage	NOUN
bioscience-203	212	45	that	that	PRON
bioscience-203	212	46	can	can	AUX
bioscience-203	212	47	selectively	selectively	ADV
bioscience-203	212	48	target	target	VERB
bioscience-203	212	49	distinct	distinct	ADJ
bioscience-203	212	50	bacterial	bacterial	ADJ
bioscience-203	212	51	strains	strain	NOUN
bioscience-203	212	52	.	.	PUNCT
bioscience-203	213	1	currently	currently	ADV
bioscience-203	213	2	,	,	PUNCT
bioscience-203	213	3	various	various	ADJ
bioscience-203	213	4	techniques	technique	NOUN
bioscience-203	213	5	exist	exist	VERB
bioscience-203	213	6	to	to	PART
bioscience-203	213	7	measure	measure	VERB
bioscience-203	213	8	bacteriophage	bacteriophage	NOUN
bioscience-203	213	9	-	-	PUNCT
bioscience-203	213	10	host	host	NOUN
bioscience-203	213	11	interactions	interaction	NOUN
bioscience-203	213	12	experimentally	experimentally	ADV
bioscience-203	213	13	,	,	PUNCT
bioscience-203	213	14	such	such	ADJ
bioscience-203	213	15	as	as	ADP
bioscience-203	213	16	phagefish	phagefish	NOUN
bioscience-203	213	17	-	-	PUNCT
bioscience-203	213	18	clem	clem	PROPN
bioscience-203	214	1	[	[	X
bioscience-203	214	2	113	113	NUM
bioscience-203	214	3	]	]	PUNCT
bioscience-203	214	4	,	,	PUNCT
bioscience-203	214	5	microfluidic	microfluidic	ADJ
bioscience-203	214	6	digital	digital	PROPN
bioscience-203	214	7	multiplex	multiplex	PROPN
bioscience-203	214	8	pcr	pcr	PROPN
bioscience-203	214	9	[	[	X
bioscience-203	214	10	114	114	NUM
bioscience-203	214	11	]	]	PUNCT
bioscience-203	214	12	,	,	PUNCT
bioscience-203	214	13	flow	flow	NOUN
bioscience-203	214	14	cytometry	cytometry	NOUN
bioscience-203	215	1	[	[	X
bioscience-203	215	2	115	115	NUM
bioscience-203	215	3	]	]	PUNCT
bioscience-203	215	4	,	,	PUNCT
bioscience-203	215	5	agar	agar	NOUN
bioscience-203	215	6	overlay	overlay	NOUN
bioscience-203	215	7	assay	assay	VERB
bioscience-203	216	1	[	[	X
bioscience-203	216	2	116	116	NUM
bioscience-203	216	3	]	]	PUNCT
bioscience-203	216	4	,	,	PUNCT
bioscience-203	216	5	rna	rna	NOUN
bioscience-203	216	6	-	-	PUNCT
bioscience-203	216	7	sequencing	sequence	VERB
bioscience-203	216	8	[	[	NOUN
bioscience-203	216	9	117	117	NUM
bioscience-203	216	10	]	]	PUNCT
bioscience-203	216	11	,	,	PUNCT
bioscience-203	216	12	spot	spot	NOUN
bioscience-203	216	13	test	test	NOUN
bioscience-203	216	14	,	,	PUNCT
bioscience-203	216	15	and	and	CCONJ
bioscience-203	216	16	efficiency	efficiency	NOUN
bioscience-203	216	17	of	of	ADP
bioscience-203	216	18	plating	plating	NOUN
bioscience-203	216	19	[	[	X
bioscience-203	216	20	118	118	NUM
bioscience-203	216	21	]	]	PUNCT
bioscience-203	216	22	.	.	PUNCT
bioscience-203	217	1	while	while	SCONJ
bioscience-203	217	2	these	these	DET
bioscience-203	217	3	methods	method	NOUN
bioscience-203	217	4	are	be	AUX
bioscience-203	217	5	highly	highly	ADV
bioscience-203	217	6	accurate	accurate	ADJ
bioscience-203	217	7	,	,	PUNCT
bioscience-203	217	8	they	they	PRON
bioscience-203	217	9	are	be	AUX
bioscience-203	217	10	costly	costly	ADJ
bioscience-203	217	11	,	,	PUNCT
bioscience-203	217	12	labor	labor	NOUN
bioscience-203	217	13	-	-	PUNCT
bioscience-203	217	14	intensive	intensive	ADJ
bioscience-203	217	15	,	,	PUNCT
bioscience-203	217	16	time	time	NOUN
bioscience-203	217	17	-	-	PUNCT
bioscience-203	217	18	consuming	consume	VERB
bioscience-203	217	19	,	,	PUNCT
bioscience-203	217	20	and	and	CCONJ
bioscience-203	217	21	can	can	AUX
bioscience-203	217	22	turn	turn	VERB
bioscience-203	217	23	out	out	ADP
bioscience-203	217	24	to	to	PART
bioscience-203	217	25	be	be	AUX
bioscience-203	217	26	inconclusive	inconclusive	ADJ
bioscience-203	217	27	.	.	PUNCT
bioscience-203	218	1	to	to	PART
bioscience-203	218	2	overcome	overcome	VERB
bioscience-203	218	3	these	these	DET
bioscience-203	218	4	limitations	limitation	NOUN
bioscience-203	218	5	,	,	PUNCT
bioscience-203	218	6	researchers	researcher	NOUN
bioscience-203	218	7	have	have	AUX
bioscience-203	218	8	developed	develop	VERB
bioscience-203	218	9	high	high	ADJ
bioscience-203	218	10	-	-	PUNCT
bioscience-203	218	11	precision	precision	NOUN
bioscience-203	218	12	computational	computational	ADJ
bioscience-203	218	13	methods	method	NOUN
bioscience-203	218	14	for	for	ADP
bioscience-203	218	15	predicting	predict	VERB
bioscience-203	218	16	phage	phage	NOUN
bioscience-203	218	17	-	-	PUNCT
bioscience-203	218	18	host	host	NOUN
bioscience-203	218	19	interactions	interaction	NOUN
bioscience-203	218	20	.	.	PUNCT
bioscience-203	219	1	the	the	DET
bioscience-203	219	2	initial	initial	ADJ
bioscience-203	219	3	phase	phase	NOUN
bioscience-203	219	4	in	in	ADP
bioscience-203	219	5	phage	phage	NOUN
bioscience-203	219	6	therapy	therapy	NOUN
bioscience-203	219	7	is	be	AUX
bioscience-203	219	8	the	the	DET
bioscience-203	219	9	selection	selection	NOUN
bioscience-203	219	10	of	of	ADP
bioscience-203	219	11	suitable	suitable	ADJ
bioscience-203	219	12	phage	phage	NOUN
bioscience-203	219	13	,	,	PUNCT
bioscience-203	219	14	characterized	characterize	VERB
bioscience-203	219	15	by	by	ADP
bioscience-203	219	16	three	three	NUM
bioscience-203	219	17	indicators	indicator	NOUN
bioscience-203	219	18	that	that	PRON
bioscience-203	219	19	include	include	VERB
bioscience-203	219	20	1	1	NUM
bioscience-203	219	21	.	.	X
bioscience-203	219	22	presence	presence	NOUN
bioscience-203	219	23	of	of	ADP
bioscience-203	219	24	temperate	temperate	ADJ
bioscience-203	219	25	markers	marker	NOUN
bioscience-203	219	26	2	2	NUM
bioscience-203	219	27	.	.	PUNCT
bioscience-203	219	28	presence	presence	NOUN
bioscience-203	219	29	of	of	ADP
bioscience-203	219	30	anti	anti	ADJ
bioscience-203	219	31	-	-	ADJ
bioscience-203	219	32	microbial	microbial	ADJ
bioscience-203	219	33	genes	gene	NOUN
bioscience-203	219	34	and	and	CCONJ
bioscience-203	219	35	3	3	NUM
bioscience-203	219	36	.	.	NOUN
bioscience-203	219	37	presence	presence	NOUN
bioscience-203	219	38	of	of	ADP
bioscience-203	219	39	virulence	virulence	NOUN
bioscience-203	219	40	gene	gene	NOUN
bioscience-203	219	41	.	.	PUNCT
bioscience-203	220	1	ml	ml	PROPN
bioscience-203	220	2	basically	basically	ADV
bioscience-203	220	3	uses	use	VERB
bioscience-203	220	4	the	the	DET
bioscience-203	220	5	whole	whole	ADJ
bioscience-203	220	6	phage	phage	NOUN
bioscience-203	220	7	genome	genome	NOUN
bioscience-203	220	8	and	and	CCONJ
bioscience-203	220	9	corresponding	corresponding	ADJ
bioscience-203	220	10	proteome	proteome	ADJ
bioscience-203	220	11	analysis	analysis	NOUN
bioscience-203	220	12	,	,	PUNCT
bioscience-203	220	13	and	and	CCONJ
bioscience-203	220	14	from	from	ADP
bioscience-203	220	15	the	the	DET
bioscience-203	220	16	sequence	sequence	NOUN
bioscience-203	220	17	similarity	similarity	NOUN
bioscience-203	220	18	and	and	CCONJ
bioscience-203	220	19	analysis	analysis	NOUN
bioscience-203	220	20	of	of	ADP
bioscience-203	220	21	the	the	DET
bioscience-203	220	22	conserved	conserve	VERB
bioscience-203	220	23	domains	domain	NOUN
bioscience-203	220	24	,	,	PUNCT
bioscience-203	220	25	determines	determine	VERB
bioscience-203	220	26	whether	whether	SCONJ
bioscience-203	220	27	the	the	DET
bioscience-203	220	28	phage	phage	NOUN
bioscience-203	220	29	undergoes	undergo	VERB
bioscience-203	220	30	lytic	lytic	ADJ
bioscience-203	220	31	or	or	CCONJ
bioscience-203	220	32	lysogenic	lysogenic	ADJ
bioscience-203	220	33	cycle	cycle	NOUN
bioscience-203	220	34	.	.	PUNCT
bioscience-203	221	1	a	a	DET
bioscience-203	221	2	recent	recent	ADJ
bioscience-203	221	3	approach	approach	NOUN
bioscience-203	221	4	has	have	AUX
bioscience-203	221	5	been	be	AUX
bioscience-203	221	6	developed	develop	VERB
bioscience-203	221	7	to	to	PART
bioscience-203	221	8	determine	determine	VERB
bioscience-203	221	9	the	the	DET
bioscience-203	221	10	suitability	suitability	NOUN
bioscience-203	221	11	of	of	ADP
bioscience-203	221	12	phage	phage	NOUN
bioscience-203	221	13	for	for	ADP
bioscience-203	221	14	therapeutic	therapeutic	ADJ
bioscience-203	221	15	purposes	purpose	NOUN
bioscience-203	221	16	based	base	VERB
bioscience-203	221	17	on	on	ADP
bioscience-203	221	18	an	an	DET
bioscience-203	221	19	online	online	ADJ
bioscience-203	221	20	single	single	ADJ
bioscience-203	221	21	-	-	PUNCT
bioscience-203	221	22	step	step	NOUN
bioscience-203	221	23	predictor	predictor	NOUN
bioscience-203	221	24	tool	tool	NOUN
bioscience-203	221	25	.	.	PUNCT
bioscience-203	222	1	this	this	DET
bioscience-203	222	2	predictor	predictor	NOUN
bioscience-203	222	3	tool	tool	NOUN
bioscience-203	222	4	utilizes	utilize	VERB
bioscience-203	222	5	the	the	DET
bioscience-203	222	6	protein	protein	NOUN
bioscience-203	222	7	features	feature	VERB
bioscience-203	222	8	such	such	ADJ
bioscience-203	222	9	as	as	ADP
bioscience-203	222	10	integrase	integrase	NOUN
bioscience-203	222	11	,	,	PUNCT
bioscience-203	222	12	cro	cro	PROPN
bioscience-203	222	13	/	/	SYM
bioscience-203	222	14	ci	ci	NOUN
bioscience-203	222	15	repressor	repressor	NOUN
bioscience-203	222	16	protein	protein	NOUN
bioscience-203	222	17	,	,	PUNCT
bioscience-203	222	18	anti	anti	ADJ
bioscience-203	222	19	-	-	ADJ
bioscience-203	222	20	repressor	repressor	ADJ
bioscience-203	222	21	proteins	protein	NOUN
bioscience-203	222	22	,	,	PUNCT
bioscience-203	222	23	immunity	immunity	NOUN
bioscience-203	222	24	repressors	repressor	NOUN
bioscience-203	222	25	,	,	PUNCT
bioscience-203	222	26	etc	etc	X
bioscience-203	222	27	.	.	X
bioscience-203	222	28	,	,	PUNCT
bioscience-203	222	29	along	along	ADP
bioscience-203	222	30	with	with	ADP
bioscience-203	222	31	abricat	abricat	NOUN
bioscience-203	222	32	tools	tool	NOUN
bioscience-203	222	33	for	for	ADP
bioscience-203	222	34	determining	determine	VERB
bioscience-203	222	35	the	the	DET
bioscience-203	222	36	antibacterial	antibacterial	ADJ
bioscience-203	222	37	and	and	CCONJ
bioscience-203	222	38	virulence	virulence	NOUN
bioscience-203	222	39	genes	gene	NOUN
bioscience-203	222	40	.	.	PUNCT
bioscience-203	223	1	apart	apart	ADV
bioscience-203	223	2	from	from	ADP
bioscience-203	223	3	ml	ml	NOUN
bioscience-203	223	4	,	,	PUNCT
bioscience-203	223	5	other	other	ADJ
bioscience-203	223	6	computational	computational	ADJ
bioscience-203	223	7	tools	tool	NOUN
bioscience-203	223	8	are	be	AUX
bioscience-203	223	9	also	also	ADV
bioscience-203	223	10	in	in	ADP
bioscience-203	223	11	use	use	NOUN
bioscience-203	223	12	to	to	PART
bioscience-203	223	13	identify	identify	VERB
bioscience-203	223	14	host	host	NOUN
bioscience-203	223	15	range	range	NOUN
bioscience-203	223	16	and	and	CCONJ
bioscience-203	223	17	host	host	NOUN
bioscience-203	223	18	-	-	PUNCT
bioscience-203	223	19	phage	phage	NOUN
bioscience-203	223	20	interactions	interaction	NOUN
bioscience-203	223	21	.	.	PUNCT
bioscience-203	224	1	the	the	DET
bioscience-203	224	2	alignment	alignment	NOUN
bioscience-203	224	3	-	-	PUNCT
bioscience-203	224	4	free	free	ADJ
bioscience-203	224	5	and	and	CCONJ
bioscience-203	224	6	alignment	alignment	NOUN
bioscience-203	224	7	-	-	PUNCT
bioscience-203	224	8	based	base	VERB
bioscience-203	224	9	techniques	technique	NOUN
bioscience-203	224	10	are	be	AUX
bioscience-203	224	11	widely	widely	ADV
bioscience-203	224	12	used	use	VERB
bioscience-203	224	13	tools	tool	NOUN
bioscience-203	224	14	,	,	PUNCT
bioscience-203	224	15	where	where	SCONJ
bioscience-203	224	16	the	the	DET
bioscience-203	224	17	sequence	sequence	NOUN
bioscience-203	224	18	homology	homology	NOUN
bioscience-203	224	19	and	and	CCONJ
bioscience-203	224	20	sequence	sequence	NOUN
bioscience-203	224	21	similarity	similarity	NOUN
bioscience-203	224	22	among	among	ADP
bioscience-203	224	23	host	host	NOUN
bioscience-203	224	24	and	and	CCONJ
bioscience-203	224	25	phage	phage	NOUN
bioscience-203	224	26	are	be	AUX
bioscience-203	224	27	read	read	VERB
bioscience-203	224	28	by	by	ADP
bioscience-203	224	29	computational	computational	ADJ
bioscience-203	224	30	tools	tool	NOUN
bioscience-203	224	31	to	to	PART
bioscience-203	224	32	predict	predict	VERB
bioscience-203	224	33	its	its	PRON
bioscience-203	224	34	host	host	NOUN
bioscience-203	224	35	range	range	NOUN
bioscience-203	225	1	[	[	X
bioscience-203	225	2	119	119	NUM
bioscience-203	225	3	]	]	PUNCT
bioscience-203	225	4	.	.	PUNCT
bioscience-203	226	1	blast	blast	NOUN
bioscience-203	226	2	is	be	AUX
bioscience-203	226	3	a	a	DET
bioscience-203	226	4	classic	classic	ADJ
bioscience-203	226	5	example	example	NOUN
bioscience-203	226	6	of	of	ADP
bioscience-203	226	7	an	an	DET
bioscience-203	226	8	alignmentbased	alignmentbase	VERB
bioscience-203	226	9	method	method	NOUN
bioscience-203	226	10	.	.	PUNCT
bioscience-203	227	1	while	while	SCONJ
bioscience-203	227	2	the	the	DET
bioscience-203	227	3	alignment	alignment	NOUN
bioscience-203	227	4	-	-	PUNCT
bioscience-203	227	5	based	base	VERB
bioscience-203	227	6	method	method	NOUN
bioscience-203	227	7	(	(	PUNCT
bioscience-203	227	8	e.g.	e.g.	ADV
bioscience-203	227	9	,	,	PUNCT
bioscience-203	227	10	phirbo	phirbo	PROPN
bioscience-203	227	11	)	)	PUNCT
bioscience-203	227	12	is	be	AUX
bioscience-203	227	13	the	the	DET
bioscience-203	227	14	most	most	ADV
bioscience-203	227	15	reliable	reliable	ADJ
bioscience-203	227	16	strategy	strategy	NOUN
bioscience-203	227	17	with	with	ADP
bioscience-203	227	18	the	the	DET
bioscience-203	227	19	maximum	maximum	ADJ
bioscience-203	227	20	prediction	prediction	NOUN
bioscience-203	227	21	accuracy	accuracy	NOUN
bioscience-203	227	22	,	,	PUNCT
bioscience-203	227	23	certain	certain	ADJ
bioscience-203	227	24	factors	factor	NOUN
bioscience-203	227	25	like	like	ADP
bioscience-203	227	26	the	the	DET
bioscience-203	227	27	prediction	prediction	NOUN
bioscience-203	227	28	of	of	ADP
bioscience-203	227	29	multiple	multiple	ADJ
bioscience-203	227	30	related	relate	VERB
bioscience-203	227	31	hosts	host	NOUN
bioscience-203	227	32	,	,	PUNCT
bioscience-203	227	33	spurious	spurious	ADJ
bioscience-203	227	34	alignment	alignment	NOUN
bioscience-203	227	35	,	,	PUNCT
bioscience-203	227	36	and	and	CCONJ
bioscience-203	227	37	artifacts	artifact	NOUN
bioscience-203	227	38	lead	lead	VERB
bioscience-203	227	39	to	to	ADP
bioscience-203	227	40	comparable	comparable	ADJ
bioscience-203	227	41	false	false	ADJ
bioscience-203	227	42	results	result	NOUN
bioscience-203	227	43	.	.	PUNCT
bioscience-203	228	1	alignment	alignment	NOUN
bioscience-203	228	2	-	-	PUNCT
bioscience-203	228	3	free	free	ADJ
bioscience-203	228	4	tools	tool	NOUN
bioscience-203	228	5	use	use	VERB
bioscience-203	228	6	similarity	similarity	NOUN
bioscience-203	228	7	in	in	ADP
bioscience-203	228	8	the	the	DET
bioscience-203	228	9	sequence	sequence	NOUN
bioscience-203	228	10	composition	composition	NOUN
bioscience-203	228	11	of	of	ADP
bioscience-203	228	12	codons	codon	NOUN
bioscience-203	228	13	,	,	PUNCT
bioscience-203	228	14	oligonucleotide	oligonucleotide	NOUN
bioscience-203	228	15	frequencies	frequency	NOUN
bioscience-203	228	16	,	,	PUNCT
bioscience-203	228	17	etc	etc	X
bioscience-203	228	18	.	.	X
bioscience-203	229	1	this	this	DET
bioscience-203	229	2	tool	tool	NOUN
bioscience-203	229	3	comes	come	VERB
bioscience-203	229	4	in	in	ADP
bioscience-203	229	5	handy	handy	ADJ
bioscience-203	229	6	where	where	SCONJ
bioscience-203	229	7	the	the	DET
bioscience-203	229	8	host	host	NOUN
bioscience-203	229	9	and	and	CCONJ
bioscience-203	229	10	phage	phage	NOUN
bioscience-203	229	11	lack	lack	NOUN
bioscience-203	229	12	sequence	sequence	NOUN
bioscience-203	229	13	homology	homology	NOUN
bioscience-203	229	14	,	,	PUNCT
bioscience-203	229	15	and	and	CCONJ
bioscience-203	229	16	thus	thus	ADV
bioscience-203	229	17	alignment	alignment	NOUN
bioscience-203	229	18	-	-	PUNCT
bioscience-203	229	19	based	base	VERB
bioscience-203	229	20	tools	tool	NOUN
bioscience-203	229	21	are	be	AUX
bioscience-203	229	22	not	not	PART
bioscience-203	229	23	suitable	suitable	ADJ
bioscience-203	229	24	.	.	PUNCT
bioscience-203	230	1	ml	ml	AUX
bioscience-203	230	2	develops	develop	VERB
bioscience-203	230	3	algorithms	algorithm	NOUN
bioscience-203	230	4	based	base	VERB
bioscience-203	230	5	on	on	ADP
bioscience-203	230	6	dataset	dataset	ADJ
bioscience-203	230	7	creation	creation	NOUN
bioscience-203	230	8	(	(	PUNCT
bioscience-203	230	9	phage	phage	NOUN
bioscience-203	230	10	genomes	genome	NOUN
bioscience-203	230	11	and	and	CCONJ
bioscience-203	230	12	its	its	PRON
bioscience-203	230	13	corresponding	corresponding	ADJ
bioscience-203	230	14	protein	protein	NOUN
bioscience-203	230	15	sequences	sequence	NOUN
bioscience-203	230	16	)	)	PUNCT
bioscience-203	230	17	,	,	PUNCT
bioscience-203	230	18	feature	feature	NOUN
bioscience-203	230	19	generation	generation	NOUN
bioscience-203	230	20	(	(	PUNCT
bioscience-203	230	21	custom	custom	NOUN
bioscience-203	230	22	scripts	script	NOUN
bioscience-203	230	23	)	)	PUNCT
bioscience-203	230	24	,	,	PUNCT
bioscience-203	230	25	and	and	CCONJ
bioscience-203	230	26	validation	validation	NOUN
bioscience-203	230	27	.	.	PUNCT
bioscience-203	231	1	computational	computational	ADJ
bioscience-203	231	2	evaluation	evaluation	NOUN
bioscience-203	231	3	precedes	precede	VERB
bioscience-203	231	4	other	other	ADJ
bioscience-203	231	5	methods	method	NOUN
bioscience-203	231	6	by	by	ADP
bioscience-203	231	7	allowing	allow	VERB
bioscience-203	231	8	the	the	DET
bioscience-203	231	9	comparison	comparison	NOUN
bioscience-203	231	10	in	in	ADP
bioscience-203	231	11	a	a	DET
bioscience-203	231	12	large	large	ADJ
bioscience-203	231	13	dataset	dataset	NOUN
bioscience-203	231	14	,	,	PUNCT
bioscience-203	231	15	especially	especially	ADV
bioscience-203	231	16	advantageous	advantageous	ADJ
bioscience-203	231	17	for	for	ADP
bioscience-203	231	18	non	non	ADJ
bioscience-203	231	19	-	-	ADJ
bioscience-203	231	20	cultivable	cultivable	ADJ
bioscience-203	231	21	bacteria	bacteria	NOUN
bioscience-203	231	22	and	and	CCONJ
bioscience-203	231	23	the	the	DET
bioscience-203	231	24	availability	availability	NOUN
bioscience-203	231	25	of	of	ADP
bioscience-203	231	26	limited	limited	ADJ
bioscience-203	231	27	host	host	NOUN
bioscience-203	231	28	strains	strain	NOUN
bioscience-203	231	29	.	.	PUNCT
bioscience-203	232	1	hostphinder	hostphinder	NOUN
bioscience-203	232	2	examines	examine	VERB
bioscience-203	232	3	phage	phage	NOUN
bioscience-203	232	4	genome	genome	NOUN
bioscience-203	232	5	sequences	sequence	NOUN
bioscience-203	232	6	to	to	PART
bioscience-203	232	7	predict	predict	VERB
bioscience-203	232	8	the	the	DET
bioscience-203	232	9	bacterial	bacterial	ADJ
bioscience-203	232	10	host	host	NOUN
bioscience-203	232	11	of	of	ADP
bioscience-203	232	12	phage	phage	NOUN
bioscience-203	232	13	[	[	X
bioscience-203	232	14	120	120	NUM
bioscience-203	232	15	]	]	PUNCT
bioscience-203	232	16	,	,	PUNCT
bioscience-203	232	17	virhostmatcher	virhostmatcher	NOUN
bioscience-203	232	18	measures	measure	NOUN
bioscience-203	232	19	crispr	crispr	ADJ
bioscience-203	232	20	sequences	sequence	NOUN
bioscience-203	232	21	and	and	CCONJ
bioscience-203	232	22	alignment	alignment	NOUN
bioscience-203	232	23	-	-	PUNCT
bioscience-203	232	24	free	free	ADJ
bioscience-203	232	25	similarity	similarity	NOUN
bioscience-203	232	26	to	to	PART
bioscience-203	232	27	predict	predict	VERB
bioscience-203	232	28	virus	virus	NOUN
bioscience-203	232	29	-	-	PUNCT
bioscience-203	232	30	host	host	NOUN
bioscience-203	232	31	interaction	interaction	NOUN
bioscience-203	233	1	[	[	X
bioscience-203	233	2	121	121	NUM
bioscience-203	233	3	]	]	PUNCT
bioscience-203	233	4	,	,	PUNCT
bioscience-203	233	5	wish	wish	VERB
bioscience-203	233	6	outperforms	outperform	NOUN
bioscience-203	233	7	virhostmatcher	virhostmatcher	ADJ
bioscience-203	233	8	at	at	ADP
bioscience-203	233	9	various	various	ADJ
bioscience-203	233	10	taxonomic	taxonomic	ADJ
bioscience-203	233	11	levels	level	NOUN
bioscience-203	233	12	and	and	CCONJ
bioscience-203	233	13	predicts	predict	VERB
bioscience-203	233	14	the	the	DET
bioscience-203	233	15	host	host	NOUN
bioscience-203	233	16	range	range	NOUN
bioscience-203	233	17	of	of	ADP
bioscience-203	233	18	bacteriophages	bacteriophage	NOUN
bioscience-203	233	19	through	through	ADP
bioscience-203	233	20	genome	genome	NOUN
bioscience-203	233	21	sequences	sequence	NOUN
bioscience-203	234	1	[	[	X
bioscience-203	234	2	122	122	NUM
bioscience-203	234	3	]	]	PUNCT
bioscience-203	234	4	,	,	PUNCT
bioscience-203	234	5	machine	machine	NOUN
bioscience-203	234	6	learning	learning	NOUN
bioscience-203	234	7	takes	take	VERB
bioscience-203	234	8	into	into	ADP
bioscience-203	234	9	consideration	consideration	NOUN
bioscience-203	234	10	the	the	DET
bioscience-203	234	11	measurable	measurable	ADJ
bioscience-203	234	12	properties	property	NOUN
bioscience-203	234	13	referred	refer	VERB
bioscience-203	234	14	to	to	ADP
bioscience-203	234	15	as	as	ADP
bioscience-203	234	16	features	feature	NOUN
bioscience-203	234	17	’	'	PUNCT
bioscience-203	234	18	.	.	PUNCT
bioscience-203	235	1	nucleotide	nucleotide	NOUN
bioscience-203	235	2	sequence	sequence	NOUN
bioscience-203	235	3	is	be	AUX
bioscience-203	235	4	a	a	DET
bioscience-203	235	5	characteristic	characteristic	ADJ
bioscience-203	235	6	feature	feature	NOUN
bioscience-203	235	7	and	and	CCONJ
bioscience-203	235	8	is	be	AUX
bioscience-203	235	9	used	use	VERB
bioscience-203	235	10	by	by	ADP
bioscience-203	235	11	ml	ml	ADP
bioscience-203	235	12	algorithms	algorithm	NOUN
bioscience-203	235	13	like	like	ADP
bioscience-203	235	14	prokaryotic	prokaryotic	ADJ
bioscience-203	235	15	virus	virus	NOUN
bioscience-203	235	16	host	host	NOUN
bioscience-203	235	17	predictor	predictor	NOUN
bioscience-203	235	18	(	(	PUNCT
bioscience-203	235	19	php	php	NOUN
bioscience-203	235	20	)	)	PUNCT
bioscience-203	235	21	and	and	CCONJ
bioscience-203	235	22	host	host	NOUN
bioscience-203	235	23	taxon	taxon	ADJ
bioscience-203	235	24	predictor	predictor	NOUN
bioscience-203	235	25	(	(	PUNCT
bioscience-203	235	26	htp	htp	PROPN
bioscience-203	235	27	)	)	PUNCT
bioscience-203	235	28	for	for	ADP
bioscience-203	235	29	phage	phage	NOUN
bioscience-203	235	30	-	-	PUNCT
bioscience-203	235	31	host	host	NOUN
bioscience-203	235	32	interaction	interaction	NOUN
bioscience-203	235	33	prediction	prediction	NOUN
bioscience-203	235	34	.	.	PUNCT
bioscience-203	236	1	the	the	DET
bioscience-203	236	2	absolute	absolute	ADJ
bioscience-203	236	3	relative	relative	ADJ
bioscience-203	236	4	oligonucleotide	oligonucleotide	NOUN
bioscience-203	236	5	frequencies	frequency	NOUN
bioscience-203	236	6	and	and	CCONJ
bioscience-203	236	7	a	a	DET
bioscience-203	236	8	gaussian	gaussian	ADJ
bioscience-203	236	9	model	model	NOUN
bioscience-203	236	10	are	be	AUX
bioscience-203	236	11	used	use	VERB
bioscience-203	236	12	to	to	PART
bioscience-203	236	13	predict	predict	VERB
bioscience-203	236	14	the	the	DET
bioscience-203	236	15	host	host	NOUN
bioscience-203	236	16	in	in	ADP
bioscience-203	236	17	htp	htp	PROPN
bioscience-203	236	18	and	and	CCONJ
bioscience-203	236	19	php	php	NOUN
bioscience-203	236	20	,	,	PUNCT
bioscience-203	236	21	respectively	respectively	ADV
bioscience-203	236	22	.	.	PUNCT
bioscience-203	237	1	based	base	VERB
bioscience-203	237	2	on	on	ADP
bioscience-203	237	3	the	the	DET
bioscience-203	237	4	virus	virus	NOUN
bioscience-203	237	5	-	-	PUNCT
bioscience-203	237	6	host	host	NOUN
bioscience-203	237	7	associations	association	NOUN
bioscience-203	237	8	,	,	PUNCT
bioscience-203	237	9	ilmf	ilmf	PROPN
bioscience-203	237	10	-	-	PUNCT
bioscience-203	237	11	vh	vh	PROPN
bioscience-203	237	12	and	and	CCONJ
bioscience-203	237	13	lmfh	lmfh	PROPN
bioscience-203	237	14	-	-	PUNCT
bioscience-203	237	15	vh	vh	NOUN
bioscience-203	237	16	integrate	integrate	VERB
bioscience-203	237	17	the	the	DET
bioscience-203	237	18	virus	virus	NOUN
bioscience-203	237	19	and	and	CCONJ
bioscience-203	237	20	host	host	NOUN
bioscience-203	237	21	similarity	similarity	NOUN
bioscience-203	237	22	network	network	NOUN
bioscience-203	237	23	[	[	X
bioscience-203	237	24	123	123	NUM
bioscience-203	237	25	]	]	PUNCT
bioscience-203	237	26	,	,	PUNCT
bioscience-203	237	27	[	[	X
bioscience-203	237	28	124	124	NUM
bioscience-203	237	29	]	]	PUNCT
bioscience-203	237	30	.	.	PUNCT
bioscience-203	238	1	leite	leite	PROPN
bioscience-203	238	2	’s	’s	PART
bioscience-203	238	3	method	method	PROPN
bioscience-203	238	4	uses	use	VERB
bioscience-203	238	5	a	a	DET
bioscience-203	238	6	one	one	NUM
bioscience-203	238	7	-	-	PUNCT
bioscience-203	238	8	class	class	NOUN
bioscience-203	238	9	learning	learning	NOUN
bioscience-203	238	10	method	method	NOUN
bioscience-203	238	11	to	to	PART
bioscience-203	238	12	predict	predict	VERB
bioscience-203	238	13	the	the	DET
bioscience-203	238	14	host	host	NOUN
bioscience-203	238	15	-	-	PUNCT
bioscience-203	238	16	viral	viral	ADJ
bioscience-203	238	17	interaction	interaction	NOUN
bioscience-203	238	18	at	at	ADP
bioscience-203	238	19	the	the	DET
bioscience-203	238	20	bacterial	bacterial	ADJ
bioscience-203	238	21	strain	strain	NOUN
bioscience-203	238	22	level	level	NOUN
bioscience-203	238	23	[	[	X
bioscience-203	238	24	125	125	NUM
bioscience-203	238	25	]	]	PUNCT
bioscience-203	238	26	,	,	PUNCT
bioscience-203	238	27	spacepharer	spacepharer	PROPN
bioscience-203	238	28	(	(	PUNCT
bioscience-203	238	29	crispr	crispr	ADJ
bioscience-203	238	30	spacer	spacer	NOUN
bioscience-203	238	31	phagehost	phagehost	NOUN
bioscience-203	238	32	pair	pair	NOUN
bioscience-203	238	33	finder	finder	NOUN
bioscience-203	238	34	)	)	PUNCT
bioscience-203	238	35	predicts	predict	VERB
bioscience-203	238	36	bacterial	bacterial	ADJ
bioscience-203	238	37	and	and	CCONJ
bioscience-203	238	38	viral	viral	ADJ
bioscience-203	238	39	interactions	interaction	NOUN
bioscience-203	238	40	at	at	ADP
bioscience-203	238	41	the	the	DET
bioscience-203	238	42	protein	protein	NOUN
bioscience-203	238	43	level	level	NOUN
bioscience-203	238	44	by	by	ADP
bioscience-203	238	45	comparing	compare	VERB
bioscience-203	238	46	spacers	spacer	NOUN
bioscience-203	238	47	and	and	CCONJ
bioscience-203	238	48	phage	phage	NOUN
bioscience-203	238	49	[	[	X
bioscience-203	238	50	126	126	NUM
bioscience-203	238	51	]	]	PUNCT
bioscience-203	238	52	.	.	PUNCT
bioscience-203	239	1	on	on	ADP
bioscience-203	239	2	the	the	DET
bioscience-203	239	3	other	other	ADJ
bioscience-203	239	4	hand	hand	NOUN
bioscience-203	239	5	,	,	PUNCT
bioscience-203	239	6	virsorter	virsorter	NOUN
bioscience-203	239	7	uses	use	VERB
bioscience-203	239	8	phage	phage	NOUN
bioscience-203	239	9	-	-	PUNCT
bioscience-203	239	10	host	host	NOUN
bioscience-203	239	11	interaction	interaction	NOUN
bioscience-203	239	12	signals	signal	NOUN
bioscience-203	239	13	to	to	PART
bioscience-203	239	14	predict	predict	VERB
bioscience-203	239	15	the	the	DET
bioscience-203	239	16	phage	phage	NOUN
bioscience-203	239	17	-	-	PUNCT
bioscience-203	239	18	host	host	NOUN
bioscience-203	239	19	interaction	interaction	NOUN
bioscience-203	240	1	[	[	X
bioscience-203	240	2	127	127	NUM
bioscience-203	240	3	]	]	PUNCT
bioscience-203	240	4	,	,	PUNCT
bioscience-203	240	5	and	and	CCONJ
bioscience-203	240	6	predphi	predphi	ADJ
bioscience-203	240	7	(	(	PUNCT
bioscience-203	240	8	predicting	predict	VERB
bioscience-203	240	9	phagehost	phagehost	NOUN
bioscience-203	240	10	interactions	interaction	NOUN
bioscience-203	240	11	)	)	PUNCT
bioscience-203	240	12	predicts	predict	VERB
bioscience-203	240	13	the	the	DET
bioscience-203	240	14	prokaryote	prokaryote	NOUN
bioscience-203	240	15	-	-	PUNCT
bioscience-203	240	16	phage	phage	NOUN
bioscience-203	240	17	interaction	interaction	NOUN
bioscience-203	240	18	by	by	ADP
bioscience-203	240	19	sequence	sequence	NOUN
bioscience-203	240	20	data	datum	NOUN
bioscience-203	240	21	[	[	X
bioscience-203	240	22	128	128	NUM
bioscience-203	240	23	]	]	PUNCT
bioscience-203	240	24	.	.	PUNCT
bioscience-203	241	1	phagetb	phagetb	ADJ
bioscience-203	241	2	leverhighlights	leverhighlight	NOUN
bioscience-203	241	3	in	in	ADP
bioscience-203	241	4	bioscience	bioscience	NOUN
bioscience-203	241	5	page	page	NOUN
bioscience-203	241	6	7	7	NUM
bioscience-203	241	7	of	of	ADP
bioscience-203	241	8	18	18	NUM
bioscience-203	241	9	december	december	PROPN
bioscience-203	241	10	2023|volume	2023|volume	NUM
bioscience-203	241	11	6	6	NUM
bioscience-203	241	12	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	241	13	mary	mary	PROPN
bioscience-203	241	14	et	et	PROPN
bioscience-203	241	15	al	al	PROPN
bioscience-203	241	16	.	.	PROPN
bioscience-203	241	17	,	,	PUNCT
bioscience-203	241	18	2023	2023	NUM
bioscience-203	241	19	machine	machine	NOUN
bioscience-203	241	20	learning	learning	NOUN
bioscience-203	241	21	mediated	mediate	VERB
bioscience-203	241	22	advanced	advanced	ADJ
bioscience-203	241	23	phage	phage	NOUN
bioscience-203	241	24	and	and	CCONJ
bioscience-203	241	25	antimicrobial	antimicrobial	ADJ
bioscience-203	241	26	therapy	therapy	NOUN
bioscience-203	241	27	a	a	DET
bioscience-203	241	28	futuristic	futuristic	ADJ
bioscience-203	241	29	approach	approach	NOUN
bioscience-203	241	30	table	table	NOUN
bioscience-203	241	31	1	1	NUM
bioscience-203	241	32	.	.	PUNCT
bioscience-203	241	33	methods	method	NOUN
bioscience-203	241	34	,	,	PUNCT
bioscience-203	241	35	tools	tool	NOUN
bioscience-203	241	36	&	&	CCONJ
bioscience-203	241	37	algorithms	algorithm	NOUN
bioscience-203	241	38	,	,	PUNCT
bioscience-203	241	39	model	model	NOUN
bioscience-203	241	40	organisms	organism	NOUN
bioscience-203	241	41	,	,	PUNCT
bioscience-203	241	42	genes	gene	NOUN
bioscience-203	241	43	,	,	PUNCT
bioscience-203	241	44	databases	database	NOUN
bioscience-203	241	45	,	,	PUNCT
bioscience-203	241	46	applications	application	NOUN
bioscience-203	241	47	,	,	PUNCT
bioscience-203	241	48	and	and	CCONJ
bioscience-203	241	49	references	reference	NOUN
bioscience-203	241	50	method	method	NOUN
bioscience-203	241	51	tools	tool	NOUN
bioscience-203	241	52	&	&	CCONJ
bioscience-203	241	53	algorithms	algorithm	NOUN
bioscience-203	241	54	used	use	VERB
bioscience-203	241	55	model	model	NOUN
bioscience-203	241	56	organism	organism	NOUN
bioscience-203	241	57	genes	gene	NOUN
bioscience-203	241	58	database	database	NOUN
bioscience-203	241	59	applications	application	NOUN
bioscience-203	241	60	reference	reference	VERB
bioscience-203	241	61	pan	pan	ADJ
bioscience-203	241	62	-	-	ADJ
bioscience-203	241	63	genome	genome	NOUN
bioscience-203	241	64	construction	construction	NOUN
bioscience-203	241	65	,	,	PUNCT
bioscience-203	241	66	random	random	ADJ
bioscience-203	241	67	forest	forest	NOUN
bioscience-203	241	68	scoary	scoary	ADJ
bioscience-203	241	69	,	,	PUNCT
bioscience-203	241	70	prodigal	prodigal	ADJ
bioscience-203	241	71	,	,	PUNCT
bioscience-203	241	72	cd	cd	NOUN
bioscience-203	241	73	-	-	PUNCT
bioscience-203	241	74	hit	hit	VERB
bioscience-203	241	75	,	,	PUNCT
bioscience-203	241	76	glimmer3	glimmer3	PROPN
bioscience-203	241	77	,	,	PUNCT
bioscience-203	241	78	naive	naive	ADJ
bioscience-203	241	79	-	-	PUNCT
bioscience-203	241	80	bayes	bayes	NOUN
bioscience-203	241	81	classifier	classifier	PROPN
bioscience-203	241	82	e.	e.	PROPN
bioscience-203	241	83	coli	coli	PROPN
bioscience-203	242	1	amr	amr	NOUN
bioscience-203	242	2	genes	gene	NOUN
bioscience-203	242	3	(	(	PUNCT
bioscience-203	242	4	from	from	ADP
bioscience-203	242	5	core	core	NOUN
bioscience-203	242	6	and	and	CCONJ
bioscience-203	242	7	accessory	accessory	NOUN
bioscience-203	242	8	gene	gene	NOUN
bioscience-203	242	9	clusters	cluster	NOUN
bioscience-203	242	10	)	)	PUNCT
bioscience-203	242	11	patric	patric	NOUN
bioscience-203	242	12	,	,	PUNCT
bioscience-203	242	13	card	card	NOUN
bioscience-203	242	14	analyses	analyse	VERB
bioscience-203	242	15	the	the	DET
bioscience-203	242	16	accessory	accessory	ADJ
bioscience-203	242	17	part	part	NOUN
bioscience-203	242	18	of	of	ADP
bioscience-203	242	19	the	the	DET
bioscience-203	242	20	genome	genome	NOUN
bioscience-203	242	21	to	to	PART
bioscience-203	242	22	predict	predict	VERB
bioscience-203	242	23	args	args	NOUN
bioscience-203	242	24	[	[	X
bioscience-203	242	25	104	104	NUM
bioscience-203	242	26	]	]	PUNCT
bioscience-203	242	27	wgs	wgs	NOUN
bioscience-203	242	28	,	,	PUNCT
bioscience-203	242	29	antibiogram	antibiogram	PROPN
bioscience-203	242	30	k	k	PROPN
bioscience-203	242	31	-	-	PUNCT
bioscience-203	242	32	mer	mer	ADJ
bioscience-203	242	33	,	,	PUNCT
bioscience-203	242	34	random	random	ADJ
bioscience-203	242	35	forest	forest	NOUN
bioscience-203	242	36	,	,	PUNCT
bioscience-203	242	37	xgboost	xgboost	PROPN
bioscience-203	242	38	s.	s.	PROPN
bioscience-203	242	39	aureus	aureus	PROPN
bioscience-203	242	40	scc	scc	PROPN
bioscience-203	242	41	mec	mec	PROPN
bioscience-203	242	42	genes	gene	NOUN
bioscience-203	242	43	patric	patric	PROPN
bioscience-203	242	44	predicts	predict	VERB
bioscience-203	242	45	antimicrobial	antimicrobial	ADJ
bioscience-203	242	46	phenotype	phenotype	NOUN
bioscience-203	242	47	resistance	resistance	NOUN
bioscience-203	243	1	[	[	X
bioscience-203	243	2	105	105	NUM
bioscience-203	243	3	]	]	PUNCT
bioscience-203	243	4	colony	colony	NOUN
bioscience-203	243	5	screening	screening	NOUN
bioscience-203	243	6	,	,	PUNCT
bioscience-203	243	7	rna	rna	NOUN
bioscience-203	243	8	sequencing	sequencing	NOUN
bioscience-203	243	9	,	,	PUNCT
bioscience-203	243	10	dna	dna	NOUN
bioscience-203	243	11	sequencing	sequencing	NOUN
bioscience-203	243	12	,	,	PUNCT
bioscience-203	243	13	snp	snp	NOUN
bioscience-203	243	14	calling	calling	NOUN
bioscience-203	243	15	,	,	PUNCT
bioscience-203	243	16	pangenome	pangenome	NOUN
bioscience-203	243	17	analysis	analysis	NOUN
bioscience-203	243	18	and	and	CCONJ
bioscience-203	243	19	indel	indel	NOUN
bioscience-203	243	20	calling	calling	NOUN
bioscience-203	243	21	,	,	PUNCT
bioscience-203	243	22	multilocus	multilocus	NOUN
bioscience-203	243	23	sequence	sequence	NOUN
bioscience-203	243	24	typing	type	VERB
bioscience-203	243	25	msa2vcf	msa2vcf	PROPN
bioscience-203	243	26	,	,	PUNCT
bioscience-203	243	27	illumina	illumina	PROPN
bioscience-203	243	28	hiseq	hiseq	PROPN
bioscience-203	243	29	2500	2500	NUM
bioscience-203	243	30	,	,	PUNCT
bioscience-203	243	31	mafft	mafft	PROPN
bioscience-203	243	32	,	,	PUNCT
bioscience-203	243	33	samtools	samtool	NOUN
bioscience-203	243	34	,	,	PUNCT
bioscience-203	243	35	bamtools	bamtool	NOUN
bioscience-203	243	36	,	,	PUNCT
bioscience-203	243	37	bcftools	bcftool	NOUN
bioscience-203	243	38	p.	p.	NOUN
bioscience-203	243	39	aeruginosa	aeruginosa	PROPN
bioscience-203	244	1	pa14	pa14	PROPN
bioscience-203	244	2	gene	gene	NOUN
bioscience-203	244	3	ucbpppa14	ucbpppa14	NOUN
bioscience-203	244	4	,	,	PUNCT
bioscience-203	244	5	mlst	mlst	PROPN
bioscience-203	244	6	database	database	NOUN
bioscience-203	244	7	ml	ml	PROPN
bioscience-203	244	8	identified	identify	VERB
bioscience-203	244	9	biomarkers	biomarker	NOUN
bioscience-203	244	10	assess	assess	VERB
bioscience-203	244	11	amr	amr	ADJ
bioscience-203	244	12	profiles	profile	NOUN
bioscience-203	244	13	through	through	ADP
bioscience-203	244	14	a	a	DET
bioscience-203	244	15	molecular	molecular	ADJ
bioscience-203	244	16	test	test	NOUN
bioscience-203	244	17	system	system	NOUN
bioscience-203	244	18	[	[	X
bioscience-203	244	19	106	106	NUM
bioscience-203	244	20	]	]	X
bioscience-203	244	21	phylogenomics	phylogenomic	NOUN
bioscience-203	244	22	,	,	PUNCT
bioscience-203	244	23	and	and	CCONJ
bioscience-203	244	24	genome	genome	NOUN
bioscience-203	244	25	sequencing	sequence	VERB
bioscience-203	244	26	mafft	mafft	NOUN
bioscience-203	244	27	,	,	PUNCT
bioscience-203	244	28	raxml	raxml	NOUN
bioscience-203	244	29	-	-	PUNCT
bioscience-203	244	30	ng	ng	PROPN
bioscience-203	244	31	,	,	PUNCT
bioscience-203	244	32	t	t	PROPN
bioscience-203	244	33	-	-	PUNCT
bioscience-203	244	34	rex	rex	PROPN
bioscience-203	244	35	,	,	PUNCT
bioscience-203	244	36	treetime	treetime	NOUN
bioscience-203	244	37	e.	e.	PROPN
bioscience-203	244	38	coli	coli	PROPN
bioscience-203	244	39	malt	malt	NOUN
bioscience-203	244	40	gene	gene	NOUN
bioscience-203	244	41	,	,	PUNCT
bioscience-203	244	42	manz	manz	PROPN
bioscience-203	244	43	bimat	bimat	NOUN
bioscience-203	244	44	software	software	NOUN
bioscience-203	244	45	studies	study	VERB
bioscience-203	244	46	the	the	DET
bioscience-203	244	47	phage	phage	NOUN
bioscience-203	244	48	-	-	PUNCT
bioscience-203	244	49	bacterial	bacterial	ADJ
bioscience-203	244	50	coevolution	coevolution	NOUN
bioscience-203	244	51	dynamics	dynamic	NOUN
bioscience-203	244	52	(	(	PUNCT
bioscience-203	244	53	molecular	molecular	ADJ
bioscience-203	244	54	and	and	CCONJ
bioscience-203	244	55	ecological	ecological	ADJ
bioscience-203	244	56	mechanisms	mechanism	NOUN
bioscience-203	244	57	)	)	PUNCT
bioscience-203	245	1	[	[	X
bioscience-203	245	2	107	107	NUM
bioscience-203	245	3	]	]	X
bioscience-203	245	4	oxford	oxford	PROPN
bioscience-203	245	5	nano	nano	NOUN
bioscience-203	245	6	-	-	PUNCT
bioscience-203	245	7	pore	pore	ADJ
bioscience-203	245	8	technologies	technology	NOUN
bioscience-203	245	9	,	,	PUNCT
bioscience-203	245	10	single	single	ADJ
bioscience-203	245	11	nucleotide	nucleotide	ADJ
bioscience-203	245	12	real	real	ADJ
bioscience-203	245	13	time	time	NOUN
bioscience-203	245	14	(	(	PUNCT
bioscience-203	245	15	smrt	smrt	NOUN
bioscience-203	245	16	)	)	PUNCT
bioscience-203	245	17	rebase	rebase	NOUN
bioscience-203	245	18	,	,	PUNCT
bioscience-203	245	19	decipher	decipher	ADV
bioscience-203	245	20	,	,	PUNCT
bioscience-203	245	21	clustal	clustal	ADJ
bioscience-203	245	22	omega	omega	NOUN
bioscience-203	245	23	cutibacterium	cutibacterium	NOUN
bioscience-203	245	24	acnes	acne	NOUN
bioscience-203	245	25	mob	mob	NOUN
bioscience-203	245	26	genes	gene	NOUN
bioscience-203	245	27	,	,	PUNCT
bioscience-203	245	28	res	res	PROPN
bioscience-203	245	29	gene	gene	NOUN
bioscience-203	245	30	rebase	rebase	NOUN
bioscience-203	245	31	,	,	PUNCT
bioscience-203	245	32	ncbi	ncbi	PROPN
bioscience-203	245	33	genome	genome	NOUN
bioscience-203	245	34	database	database	NOUN
bioscience-203	245	35	,	,	PUNCT
bioscience-203	245	36	pfam	pfam	NOUN
bioscience-203	245	37	database	database	NOUN
bioscience-203	245	38	,	,	PUNCT
bioscience-203	245	39	crispr	crispr	NOUN
bioscience-203	245	40	-	-	PUNCT
bioscience-203	245	41	cas	cas	NOUN
bioscience-203	245	42	finder	finder	PROPN
bioscience-203	245	43	restriction	restriction	NOUN
bioscience-203	245	44	-	-	PUNCT
bioscience-203	245	45	methylation	methylation	NOUN
bioscience-203	245	46	and	and	CCONJ
bioscience-203	245	47	host	host	NOUN
bioscience-203	245	48	protective	protective	ADJ
bioscience-203	245	49	mechanisms	mechanism	NOUN
bioscience-203	245	50	in	in	ADP
bioscience-203	245	51	c.	c.	NOUN
bioscience-203	245	52	acnes	acne	NOUN
bioscience-203	245	53	strains	strain	VERB
bioscience-203	245	54	[	[	X
bioscience-203	245	55	108	108	NUM
bioscience-203	245	56	]	]	PUNCT
bioscience-203	245	57	twitching	twitch	VERB
bioscience-203	245	58	motility	motility	NOUN
bioscience-203	245	59	assays	assay	NOUN
bioscience-203	245	60	,	,	PUNCT
bioscience-203	245	61	swimming	swimming	NOUN
bioscience-203	245	62	motility	motility	NOUN
bioscience-203	245	63	assay	assay	NOUN
bioscience-203	245	64	.	.	PUNCT
bioscience-203	246	1	drosophila	drosophila	NOUN
bioscience-203	246	2	melanogaster	melanogaster	NOUN
bioscience-203	246	3	virulence	virulence	NOUN
bioscience-203	246	4	assays	assay	NOUN
bioscience-203	246	5	.	.	PUNCT
bioscience-203	247	1	secreted	secrete	VERB
bioscience-203	247	2	enzyme	enzyme	NOUN
bioscience-203	247	3	assay	assay	NOUN
bioscience-203	247	4	.	.	PUNCT
bioscience-203	248	1	antimicrobial	antimicrobial	ADJ
bioscience-203	248	2	resistance	resistance	NOUN
bioscience-203	248	3	assay	assay	VERB
bioscience-203	248	4	.	.	PUNCT
bioscience-203	249	1	shearing	shear	VERB
bioscience-203	249	2	assays	assay	NOUN
bioscience-203	249	3	.	.	PUNCT
bioscience-203	250	1	microb	microb	PROPN
bioscience-203	250	2	express	express	PROPN
bioscience-203	250	3	kit	kit	PROPN
bioscience-203	250	4	,	,	PUNCT
bioscience-203	250	5	agilent	agilent	PROPN
bioscience-203	250	6	2100	2100	NUM
bioscience-203	250	7	bioanalyzer	bioanalyzer	NOUN
bioscience-203	250	8	,	,	PUNCT
bioscience-203	250	9	bedtools	bedtools	PROPN
bioscience-203	250	10	software	software	PROPN
bioscience-203	250	11	v2.16.2	v2.16.2	PROPN
bioscience-203	250	12	.	.	PUNCT
bioscience-203	251	1	p.	p.	NOUN
bioscience-203	251	2	aeruginosa	aeruginosa	PROPN
bioscience-203	251	3	morons	moron	NOUN
bioscience-203	251	4	clc	clc	PROPN
bioscience-203	251	5	genomics	genomics	PROPN
bioscience-203	251	6	workbench	workbench	NOUN
bioscience-203	251	7	software	software	NOUN
bioscience-203	251	8	v5.1	v5.1	PROPN
bioscience-203	251	9	bacterial	bacterial	ADJ
bioscience-203	251	10	and	and	CCONJ
bioscience-203	251	11	phage	phage	NOUN
bioscience-203	251	12	symbiotic	symbiotic	ADJ
bioscience-203	251	13	interaction	interaction	NOUN
bioscience-203	251	14	,	,	PUNCT
bioscience-203	251	15	bacterial	bacterial	ADJ
bioscience-203	251	16	adaptation	adaptation	NOUN
bioscience-203	251	17	in	in	ADP
bioscience-203	251	18	various	various	ADJ
bioscience-203	251	19	selective	selective	ADJ
bioscience-203	251	20	pressures	pressure	NOUN
bioscience-203	251	21	[	[	X
bioscience-203	251	22	109	109	NUM
bioscience-203	251	23	]	]	PUNCT
bioscience-203	251	24	mathematical	mathematical	ADJ
bioscience-203	251	25	model	model	NOUN
bioscience-203	251	26	using	use	VERB
bioscience-203	251	27	an	an	DET
bioscience-203	251	28	arbitrium	arbitrium	ADJ
bioscience-203	251	29	-	-	PUNCT
bioscience-203	251	30	like	like	ADJ
bioscience-203	251	31	communication	communication	NOUN
bioscience-203	251	32	system	system	NOUN
bioscience-203	251	33	in	in	ADP
bioscience-203	251	34	a	a	DET
bioscience-203	251	35	serial	serial	ADJ
bioscience-203	251	36	passage	passage	NOUN
bioscience-203	251	37	set	set	VERB
bioscience-203	251	38	up	up	ADP
bioscience-203	251	39	.	.	PUNCT
bioscience-203	252	1	matlab	matlab	PROPN
bioscience-203	252	2	r2017b	r2017b	PROPN
bioscience-203	252	3	bacillus	bacillus	NOUN
bioscience-203	252	4	github	github	PROPN
bioscience-203	252	5	small	small	ADJ
bioscience-203	252	6	peptide	peptide	NOUN
bioscience-203	252	7	mediated	mediate	VERB
bioscience-203	252	8	signal	signal	NOUN
bioscience-203	252	9	communication	communication	NOUN
bioscience-203	252	10	(	(	PUNCT
bioscience-203	252	11	phagephage),phage	phagephage),phage	NOUN
bioscience-203	252	12	life	life	NOUN
bioscience-203	252	13	cycle	cycle	NOUN
bioscience-203	252	14	prediction	prediction	NOUN
bioscience-203	252	15	.	.	PUNCT
bioscience-203	253	1	[	[	X
bioscience-203	253	2	110	110	NUM
bioscience-203	253	3	]	]	PUNCT
bioscience-203	253	4	antimicrobial	antimicrobial	ADJ
bioscience-203	253	5	susceptibility	susceptibility	NOUN
bioscience-203	253	6	testing	testing	NOUN
bioscience-203	253	7	,	,	PUNCT
bioscience-203	253	8	statistical	statistical	ADJ
bioscience-203	253	9	analysis	analysis	NOUN
bioscience-203	253	10	of	of	ADP
bioscience-203	253	11	multidrug	multidrug	NOUN
bioscience-203	253	12	resistance	resistance	NOUN
bioscience-203	253	13	,	,	PUNCT
bioscience-203	253	14	association	association	NOUN
bioscience-203	253	15	set	set	VERB
bioscience-203	253	16	mining	mining	NOUN
bioscience-203	253	17	sentry	sentry	NOUN
bioscience-203	253	18	,	,	PUNCT
bioscience-203	253	19	apriori	apriori	PROPN
bioscience-203	253	20	s.	s.	PROPN
bioscience-203	253	21	aureus	aureus	PROPN
bioscience-203	253	22	amr	amr	PROPN
bioscience-203	253	23	genes	gene	NOUN
bioscience-203	253	24	analysis	analysis	NOUN
bioscience-203	253	25	of	of	ADP
bioscience-203	253	26	multidrug	multidrug	NOUN
bioscience-203	253	27	resistance	resistance	NOUN
bioscience-203	253	28	in	in	ADP
bioscience-203	253	29	staphylococcus	staphylococcus	NOUN
bioscience-203	253	30	aureus	aureus	NOUN
bioscience-203	254	1	[	[	X
bioscience-203	254	2	111	111	NUM
bioscience-203	254	3	]	]	PUNCT
bioscience-203	254	4	serotyping	serotyping	NOUN
bioscience-203	254	5	,	,	PUNCT
bioscience-203	254	6	antibiotic	antibiotic	ADJ
bioscience-203	254	7	susceptibility	susceptibility	NOUN
bioscience-203	254	8	testing	testing	NOUN
bioscience-203	254	9	,	,	PUNCT
bioscience-203	254	10	set	set	NOUN
bioscience-203	254	11	-	-	PUNCT
bioscience-203	254	12	covering	cover	VERB
bioscience-203	254	13	machine	machine	NOUN
bioscience-203	254	14	,	,	PUNCT
bioscience-203	254	15	cmy-2	cmy-2	NOUN
bioscience-203	254	16	locus	locus	NOUN
bioscience-203	254	17	analysis	analysis	NOUN
bioscience-203	254	18	python	python	NOUN
bioscience-203	254	19	libraries	library	NOUN
bioscience-203	254	20	,	,	PUNCT
bioscience-203	254	21	sistr	sistr	PROPN
bioscience-203	254	22	,	,	PUNCT
bioscience-203	254	23	iqtree	iqtree	ADJ
bioscience-203	254	24	,	,	PUNCT
bioscience-203	254	25	prodigal	prodigal	ADJ
bioscience-203	254	26	v2.6.3	v2.6.3	ADJ
bioscience-203	254	27	,	,	PUNCT
bioscience-203	254	28	kover	kover	ADJ
bioscience-203	254	29	v2.0.0	v2.0.0	NOUN
bioscience-203	254	30	,	,	PUNCT
bioscience-203	254	31	bwa	bwa	NOUN
bioscience-203	254	32	-	-	PUNCT
bioscience-203	254	33	mem	mem	ADJ
bioscience-203	254	34	salmonella	salmonella	NOUN
bioscience-203	254	35	enterica	enterica	PROPN
bioscience-203	254	36	amr	amr	PROPN
bioscience-203	254	37	genes	gene	NOUN
bioscience-203	254	38	plasmidfinder	plasmidfinder	NOUN
bioscience-203	254	39	database	database	NOUN
bioscience-203	254	40	,	,	PUNCT
bioscience-203	254	41	diamond	diamond	PROPN
bioscience-203	254	42	v0.8.36	v0.8.36	NUM
bioscience-203	254	43	amr	amr	ADJ
bioscience-203	254	44	genomic	genomic	ADJ
bioscience-203	254	45	characterization	characterization	NOUN
bioscience-203	254	46	of	of	ADP
bioscience-203	254	47	non	non	ADJ
bioscience-203	254	48	-	-	ADJ
bioscience-203	254	49	typhoidal	typhoidal	ADJ
bioscience-203	254	50	salmonella	salmonella	NOUN
bioscience-203	254	51	serovars	serovar	VERB
bioscience-203	254	52	to	to	PART
bioscience-203	254	53	train	train	VERB
bioscience-203	254	54	prediction	prediction	NOUN
bioscience-203	254	55	models	model	NOUN
bioscience-203	254	56	for	for	ADP
bioscience-203	254	57	amr	amr	ADJ
bioscience-203	254	58	phenotypes	phenotype	NOUN
bioscience-203	254	59	.	.	PUNCT
bioscience-203	255	1	[	[	X
bioscience-203	255	2	112	112	NUM
bioscience-203	255	3	]	]	PUNCT
bioscience-203	255	4	highlights	highlight	NOUN
bioscience-203	255	5	in	in	ADP
bioscience-203	255	6	bioscience	bioscience	NOUN
bioscience-203	255	7	page	page	NOUN
bioscience-203	255	8	8	8	NUM
bioscience-203	255	9	of	of	ADP
bioscience-203	255	10	18	18	NUM
bioscience-203	255	11	december	december	PROPN
bioscience-203	255	12	2023|volume	2023|volume	NUM
bioscience-203	255	13	6	6	NUM
bioscience-203	255	14	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	255	15	mary	mary	PROPN
bioscience-203	255	16	et	et	PROPN
bioscience-203	255	17	al	al	PROPN
bioscience-203	255	18	.	.	PROPN
bioscience-203	255	19	,	,	PUNCT
bioscience-203	255	20	2023	2023	NUM
bioscience-203	255	21	machine	machine	NOUN
bioscience-203	255	22	learning	learning	NOUN
bioscience-203	255	23	mediated	mediate	VERB
bioscience-203	255	24	advanced	advanced	ADJ
bioscience-203	255	25	phage	phage	NOUN
bioscience-203	255	26	and	and	CCONJ
bioscience-203	255	27	antimicrobial	antimicrobial	ADJ
bioscience-203	255	28	therapy	therapy	NOUN
bioscience-203	255	29	a	a	DET
bioscience-203	255	30	futuristic	futuristic	ADJ
bioscience-203	255	31	approach	approach	NOUN
bioscience-203	255	32	ages	age	NOUN
bioscience-203	255	33	accurately	accurately	ADV
bioscience-203	255	34	identifies	identify	VERB
bioscience-203	255	35	hosts	host	NOUN
bioscience-203	255	36	for	for	ADP
bioscience-203	255	37	bacteriophages	bacteriophage	NOUN
bioscience-203	255	38	using	use	VERB
bioscience-203	255	39	genomic	genomic	ADJ
bioscience-203	255	40	sequences	sequence	NOUN
bioscience-203	255	41	[	[	X
bioscience-203	255	42	129	129	NUM
bioscience-203	255	43	]	]	PUNCT
bioscience-203	255	44	.	.	PUNCT
bioscience-203	256	1	these	these	DET
bioscience-203	256	2	user	user	NOUN
bioscience-203	256	3	-	-	PUNCT
bioscience-203	256	4	friendly	friendly	ADJ
bioscience-203	256	5	tools	tool	NOUN
bioscience-203	256	6	enable	enable	VERB
bioscience-203	256	7	the	the	DET
bioscience-203	256	8	study	study	NOUN
bioscience-203	256	9	of	of	ADP
bioscience-203	256	10	phage	phage	NOUN
bioscience-203	256	11	interactions	interaction	NOUN
bioscience-203	256	12	,	,	PUNCT
bioscience-203	256	13	identifying	identify	VERB
bioscience-203	256	14	potential	potential	ADJ
bioscience-203	256	15	phages	phage	NOUN
bioscience-203	256	16	that	that	PRON
bioscience-203	256	17	can	can	AUX
bioscience-203	256	18	specifically	specifically	ADV
bioscience-203	256	19	target	target	VERB
bioscience-203	256	20	pathogenic	pathogenic	ADJ
bioscience-203	256	21	bacteria	bacteria	NOUN
bioscience-203	256	22	,	,	PUNCT
bioscience-203	256	23	leaving	leave	VERB
bioscience-203	256	24	beneficial	beneficial	ADJ
bioscience-203	256	25	bacteria	bacteria	NOUN
bioscience-203	256	26	intact	intact	ADJ
bioscience-203	256	27	.	.	PUNCT
bioscience-203	257	1	machine	machine	NOUN
bioscience-203	257	2	learning	learning	NOUN
bioscience-203	257	3	-	-	PUNCT
bioscience-203	257	4	based	base	VERB
bioscience-203	257	5	approaches	approach	NOUN
bioscience-203	257	6	for	for	ADP
bioscience-203	257	7	phage	phage	NOUN
bioscience-203	257	8	therapy	therapy	NOUN
bioscience-203	257	9	prediction	prediction	NOUN
bioscience-203	257	10	have	have	AUX
bioscience-203	257	11	shown	show	VERB
bioscience-203	257	12	great	great	ADJ
bioscience-203	257	13	promise	promise	NOUN
bioscience-203	257	14	in	in	ADP
bioscience-203	257	15	identifying	identify	VERB
bioscience-203	257	16	effective	effective	ADJ
bioscience-203	257	17	bacteriophages	bacteriophage	NOUN
bioscience-203	257	18	for	for	ADP
bioscience-203	257	19	targeted	target	VERB
bioscience-203	257	20	treatment	treatment	NOUN
bioscience-203	257	21	of	of	ADP
bioscience-203	257	22	bacterial	bacterial	ADJ
bioscience-203	257	23	infections	infection	NOUN
bioscience-203	257	24	.	.	PUNCT
bioscience-203	258	1	these	these	DET
bioscience-203	258	2	methods	method	NOUN
bioscience-203	258	3	offer	offer	VERB
bioscience-203	258	4	faster	fast	ADJ
bioscience-203	258	5	and	and	CCONJ
bioscience-203	258	6	more	more	ADJ
bioscience-203	258	7	cost	cost	NOUN
bioscience-203	258	8	-	-	PUNCT
bioscience-203	258	9	effective	effective	ADJ
bioscience-203	258	10	alternatives	alternative	NOUN
bioscience-203	258	11	to	to	ADP
bioscience-203	258	12	traditional	traditional	ADJ
bioscience-203	258	13	experimental	experimental	ADJ
bioscience-203	258	14	techniques	technique	NOUN
bioscience-203	258	15	.	.	PUNCT
bioscience-203	259	1	however	however	ADV
bioscience-203	259	2	,	,	PUNCT
bioscience-203	259	3	challenges	challenge	NOUN
bioscience-203	259	4	in	in	ADP
bioscience-203	259	5	data	datum	NOUN
bioscience-203	259	6	availability	availability	NOUN
bioscience-203	259	7	,	,	PUNCT
bioscience-203	259	8	model	model	NOUN
bioscience-203	259	9	selection	selection	NOUN
bioscience-203	259	10	,	,	PUNCT
bioscience-203	259	11	evaluation	evaluation	NOUN
bioscience-203	259	12	metrics	metric	NOUN
bioscience-203	259	13	,	,	PUNCT
bioscience-203	259	14	interpretability	interpretability	NOUN
bioscience-203	259	15	,	,	PUNCT
bioscience-203	259	16	and	and	CCONJ
bioscience-203	259	17	user	user	NOUN
bioscience-203	259	18	-	-	PUNCT
bioscience-203	259	19	friendliness	friendliness	NOUN
bioscience-203	259	20	must	must	AUX
bioscience-203	259	21	be	be	AUX
bioscience-203	259	22	addressed	address	VERB
bioscience-203	259	23	for	for	ADP
bioscience-203	259	24	their	their	PRON
bioscience-203	259	25	successful	successful	ADJ
bioscience-203	259	26	implementation	implementation	NOUN
bioscience-203	259	27	in	in	ADP
bioscience-203	259	28	clinical	clinical	ADJ
bioscience-203	259	29	settings	setting	NOUN
bioscience-203	259	30	[	[	X
bioscience-203	259	31	130	130	NUM
bioscience-203	259	32	]	]	PUNCT
bioscience-203	259	33	.	.	PUNCT
bioscience-203	260	1	additionally	additionally	ADV
bioscience-203	260	2	,	,	PUNCT
bioscience-203	260	3	tools	tool	NOUN
bioscience-203	260	4	like	like	ADP
bioscience-203	260	5	phacts	phact	NOUN
bioscience-203	260	6	(	(	PUNCT
bioscience-203	260	7	phage	phage	NOUN
bioscience-203	260	8	classification	classification	NOUN
bioscience-203	260	9	tool	tool	NOUN
bioscience-203	260	10	set	set	VERB
bioscience-203	260	11	)	)	PUNCT
bioscience-203	260	12	and	and	CCONJ
bioscience-203	260	13	bacphlip	bacphlip	NOUN
bioscience-203	260	14	(	(	PUNCT
bioscience-203	260	15	bacteriophage	bacteriophage	NOUN
bioscience-203	260	16	lifestyle	lifestyle	NOUN
bioscience-203	260	17	predictor	predictor	NOUN
bioscience-203	260	18	)	)	PUNCT
bioscience-203	260	19	are	be	AUX
bioscience-203	260	20	widely	widely	ADV
bioscience-203	260	21	used	use	VERB
bioscience-203	260	22	for	for	ADP
bioscience-203	260	23	determining	determine	VERB
bioscience-203	260	24	phage	phage	NOUN
bioscience-203	260	25	lifestyle	lifestyle	NOUN
bioscience-203	260	26	by	by	ADP
bioscience-203	260	27	annotating	annotate	VERB
bioscience-203	260	28	proteomes	proteome	NOUN
bioscience-203	260	29	and	and	CCONJ
bioscience-203	260	30	classifying	classify	VERB
bioscience-203	260	31	lifestyles	lifestyle	NOUN
bioscience-203	260	32	based	base	VERB
bioscience-203	260	33	on	on	ADP
bioscience-203	260	34	conserved	conserve	VERB
bioscience-203	260	35	protein	protein	NOUN
bioscience-203	260	36	domains	domain	NOUN
bioscience-203	260	37	[	[	X
bioscience-203	260	38	131	131	NUM
bioscience-203	260	39	]	]	PUNCT
bioscience-203	260	40	,	,	PUNCT
bioscience-203	260	41	[	[	X
bioscience-203	260	42	132	132	NUM
bioscience-203	260	43	]	]	PUNCT
bioscience-203	260	44	.	.	PUNCT
bioscience-203	261	1	bacteriophagehostprediction	bacteriophagehostprediction	NOUN
bioscience-203	261	2	is	be	AUX
bioscience-203	261	3	one	one	NUM
bioscience-203	261	4	other	other	ADJ
bioscience-203	261	5	ml	ml	NOUN
bioscience-203	261	6	which	which	PRON
bioscience-203	261	7	considers	consider	VERB
bioscience-203	261	8	more	more	ADJ
bioscience-203	261	9	features	feature	NOUN
bioscience-203	261	10	,	,	PUNCT
bioscience-203	261	11	including	include	VERB
bioscience-203	261	12	genomic	genomic	ADJ
bioscience-203	261	13	sequences	sequence	NOUN
bioscience-203	261	14	,	,	PUNCT
bioscience-203	261	15	protein	protein	NOUN
bioscience-203	261	16	sequences	sequence	NOUN
bioscience-203	261	17	,	,	PUNCT
bioscience-203	261	18	protein	protein	NOUN
bioscience-203	261	19	secondary	secondary	ADJ
bioscience-203	261	20	structures	structure	NOUN
bioscience-203	261	21	,	,	PUNCT
bioscience-203	261	22	and	and	CCONJ
bioscience-203	261	23	physiochemical	physiochemical	ADJ
bioscience-203	261	24	properties	property	NOUN
bioscience-203	261	25	.	.	PUNCT
bioscience-203	262	1	pheri	pheri	NOUN
bioscience-203	262	2	identifies	identify	VERB
bioscience-203	262	3	bacterial	bacterial	ADJ
bioscience-203	262	4	host	host	NOUN
bioscience-203	262	5	from	from	ADP
bioscience-203	262	6	phage	phage	NOUN
bioscience-203	262	7	sequence	sequence	NOUN
bioscience-203	262	8	through	through	ADP
bioscience-203	262	9	annotated	annotate	VERB
bioscience-203	262	10	protein	protein	NOUN
bioscience-203	262	11	sequence	sequence	NOUN
bioscience-203	262	12	clusters	cluster	NOUN
bioscience-203	262	13	.	.	PUNCT
bioscience-203	263	1	phageleads	phagelead	NOUN
bioscience-203	263	2	are	be	AUX
bioscience-203	263	3	ml	ml	NOUN
bioscience-203	263	4	that	that	PRON
bioscience-203	263	5	focuses	focus	VERB
bioscience-203	263	6	on	on	ADP
bioscience-203	263	7	predicting	predict	VERB
bioscience-203	263	8	the	the	DET
bioscience-203	263	9	lifestyle	lifestyle	NOUN
bioscience-203	263	10	of	of	ADP
bioscience-203	263	11	phage	phage	NOUN
bioscience-203	263	12	(	(	PUNCT
bioscience-203	263	13	lytic	lytic	ADJ
bioscience-203	263	14	or	or	CCONJ
bioscience-203	263	15	temperate	temperate	ADJ
bioscience-203	263	16	)	)	PUNCT
bioscience-203	263	17	using	use	VERB
bioscience-203	263	18	protein	protein	NOUN
bioscience-203	263	19	features	feature	NOUN
bioscience-203	263	20	of	of	ADP
bioscience-203	263	21	temperate	temperate	ADJ
bioscience-203	263	22	markers	marker	NOUN
bioscience-203	263	23	.	.	PUNCT
bioscience-203	264	1	the	the	DET
bioscience-203	264	2	quick	quick	ADJ
bioscience-203	264	3	prediction	prediction	NOUN
bioscience-203	264	4	times	time	NOUN
bioscience-203	264	5	of	of	ADP
bioscience-203	264	6	phageleads	phagelead	NOUN
bioscience-203	264	7	make	make	VERB
bioscience-203	264	8	it	it	PRON
bioscience-203	264	9	a	a	DET
bioscience-203	264	10	valuable	valuable	ADJ
bioscience-203	264	11	tool	tool	NOUN
bioscience-203	264	12	for	for	ADP
bioscience-203	264	13	efficiently	efficiently	ADV
bioscience-203	264	14	identifying	identify	VERB
bioscience-203	264	15	phages	phage	NOUN
bioscience-203	264	16	suitable	suitable	ADJ
bioscience-203	264	17	for	for	ADP
bioscience-203	264	18	combating	combat	VERB
bioscience-203	264	19	antibiotic	antibiotic	ADJ
bioscience-203	264	20	resistance	resistance	NOUN
bioscience-203	264	21	,	,	PUNCT
bioscience-203	264	22	and	and	CCONJ
bioscience-203	264	23	its	its	PRON
bioscience-203	264	24	ability	ability	NOUN
bioscience-203	264	25	to	to	PART
bioscience-203	264	26	detect	detect	VERB
bioscience-203	264	27	resistance	resistance	NOUN
bioscience-203	264	28	and	and	CCONJ
bioscience-203	264	29	virulence	virulence	NOUN
bioscience-203	264	30	genes	gene	NOUN
bioscience-203	264	31	further	far	ADV
bioscience-203	264	32	enhances	enhance	VERB
bioscience-203	264	33	its	its	PRON
bioscience-203	264	34	utility	utility	NOUN
bioscience-203	264	35	[	[	X
bioscience-203	264	36	133	133	NUM
bioscience-203	264	37	]	]	PUNCT
bioscience-203	264	38	.	.	PUNCT
bioscience-203	265	1	incorporating	incorporate	VERB
bioscience-203	265	2	protein	protein	NOUN
bioscience-203	265	3	biological	biological	ADJ
bioscience-203	265	4	feature	feature	NOUN
bioscience-203	265	5	spaces	space	NOUN
bioscience-203	265	6	may	may	AUX
bioscience-203	265	7	further	far	ADV
bioscience-203	265	8	enhance	enhance	VERB
bioscience-203	265	9	the	the	DET
bioscience-203	265	10	functional	functional	ADJ
bioscience-203	265	11	similarities	similarity	NOUN
bioscience-203	265	12	predictions	prediction	NOUN
bioscience-203	265	13	[	[	X
bioscience-203	265	14	134	134	NUM
bioscience-203	265	15	]	]	PUNCT
bioscience-203	265	16	.	.	PUNCT
bioscience-203	266	1	several	several	ADJ
bioscience-203	266	2	databases	database	NOUN
bioscience-203	266	3	like	like	ADP
bioscience-203	266	4	card	card	NOUN
bioscience-203	266	5	[	[	X
bioscience-203	266	6	135	135	NUM
bioscience-203	266	7	]	]	PUNCT
bioscience-203	266	8	,	,	PUNCT
bioscience-203	266	9	shortbred	shortbre	VERB
bioscience-203	266	10	ar	ar	NOUN
bioscience-203	266	11	[	[	X
bioscience-203	266	12	136	136	NUM
bioscience-203	266	13	]	]	PUNCT
bioscience-203	266	14	,	,	PUNCT
bioscience-203	266	15	megares	megare	VERB
bioscience-203	267	1	[	[	X
bioscience-203	267	2	137	137	NUM
bioscience-203	267	3	]	]	PUNCT
bioscience-203	267	4	,	,	PUNCT
bioscience-203	267	5	and	and	CCONJ
bioscience-203	267	6	vfdb	vfdb	VERB
bioscience-203	267	7	[	[	X
bioscience-203	267	8	138	138	NUM
bioscience-203	267	9	]	]	PUNCT
bioscience-203	267	10	aid	aid	NOUN
bioscience-203	267	11	in	in	ADP
bioscience-203	267	12	detecting	detect	VERB
bioscience-203	267	13	these	these	DET
bioscience-203	267	14	genes	gene	NOUN
bioscience-203	267	15	.	.	PUNCT
bioscience-203	268	1	by	by	ADP
bioscience-203	268	2	overcoming	overcome	VERB
bioscience-203	268	3	these	these	DET
bioscience-203	268	4	challenges	challenge	NOUN
bioscience-203	268	5	,	,	PUNCT
bioscience-203	268	6	machine	machine	NOUN
bioscience-203	268	7	learning	learning	NOUN
bioscience-203	268	8	-	-	PUNCT
bioscience-203	268	9	based	base	VERB
bioscience-203	268	10	phage	phage	NOUN
bioscience-203	268	11	therapy	therapy	NOUN
bioscience-203	268	12	prediction	prediction	NOUN
bioscience-203	268	13	holds	hold	VERB
bioscience-203	268	14	significant	significant	ADJ
bioscience-203	268	15	potential	potential	NOUN
bioscience-203	268	16	in	in	ADP
bioscience-203	268	17	combating	combat	VERB
bioscience-203	268	18	antibiotic	antibiotic	ADJ
bioscience-203	268	19	resistance	resistance	NOUN
bioscience-203	268	20	and	and	CCONJ
bioscience-203	268	21	improving	improve	VERB
bioscience-203	268	22	treatment	treatment	NOUN
bioscience-203	268	23	outcomes	outcome	NOUN
bioscience-203	268	24	for	for	ADP
bioscience-203	268	25	bacterial	bacterial	ADJ
bioscience-203	268	26	infections	infection	NOUN
bioscience-203	268	27	.	.	PUNCT
bioscience-203	269	1	after	after	ADP
bioscience-203	269	2	the	the	DET
bioscience-203	269	3	development	development	NOUN
bioscience-203	269	4	of	of	ADP
bioscience-203	269	5	ml	ml	PROPN
bioscience-203	269	6	,	,	PUNCT
bioscience-203	269	7	the	the	DET
bioscience-203	269	8	usability	usability	NOUN
bioscience-203	269	9	is	be	AUX
bioscience-203	269	10	determined	determine	VERB
bioscience-203	269	11	by	by	ADP
bioscience-203	269	12	several	several	ADJ
bioscience-203	269	13	factors	factor	NOUN
bioscience-203	269	14	such	such	ADJ
bioscience-203	269	15	as	as	ADP
bioscience-203	269	16	operating	operating	NOUN
bioscience-203	269	17	system	system	NOUN
bioscience-203	269	18	restriction	restriction	NOUN
bioscience-203	269	19	,	,	PUNCT
bioscience-203	269	20	automation	automation	NOUN
bioscience-203	269	21	,	,	PUNCT
bioscience-203	269	22	and	and	CCONJ
bioscience-203	269	23	reproducibility	reproducibility	NOUN
bioscience-203	269	24	.	.	PUNCT
bioscience-203	270	1	php	php	PROPN
bioscience-203	270	2	,	,	PUNCT
bioscience-203	270	3	hostphinder	hostphinder	NOUN
bioscience-203	270	4	are	be	AUX
bioscience-203	270	5	web	web	NOUN
bioscience-203	270	6	-	-	PUNCT
bioscience-203	270	7	based	base	VERB
bioscience-203	270	8	prediction	prediction	NOUN
bioscience-203	270	9	tools	tool	NOUN
bioscience-203	270	10	that	that	PRON
bioscience-203	270	11	are	be	AUX
bioscience-203	270	12	also	also	ADV
bioscience-203	270	13	available	available	ADJ
bioscience-203	270	14	,	,	PUNCT
bioscience-203	270	15	which	which	PRON
bioscience-203	270	16	do	do	AUX
bioscience-203	270	17	not	not	PART
bioscience-203	270	18	require	require	VERB
bioscience-203	270	19	a	a	DET
bioscience-203	270	20	specific	specific	ADJ
bioscience-203	270	21	os	os	NOUN
bioscience-203	270	22	.	.	PUNCT
bioscience-203	271	1	table	table	NOUN
bioscience-203	271	2	2	2	NUM
bioscience-203	271	3	summarizes	summarize	NOUN
bioscience-203	271	4	the	the	DET
bioscience-203	271	5	ml	ml	NOUN
bioscience-203	271	6	algorithms	algorithm	NOUN
bioscience-203	271	7	developed	develop	VERB
bioscience-203	271	8	for	for	ADP
bioscience-203	271	9	phage	phage	NOUN
bioscience-203	271	10	research	research	NOUN
bioscience-203	271	11	.	.	PUNCT
bioscience-203	272	1	databases	database	NOUN
bioscience-203	272	2	in	in	ADP
bioscience-203	272	3	antimicrobial	antimicrobial	ADJ
bioscience-203	272	4	resistance	resistance	NOUN
bioscience-203	272	5	and	and	CCONJ
bioscience-203	272	6	phage	phage	NOUN
bioscience-203	272	7	research	research	NOUN
bioscience-203	272	8	in	in	ADP
bioscience-203	272	9	silico	silico	NOUN
bioscience-203	272	10	approaches	approach	NOUN
bioscience-203	272	11	for	for	ADP
bioscience-203	272	12	omics	omic	NOUN
bioscience-203	272	13	studies	study	NOUN
bioscience-203	272	14	have	have	AUX
bioscience-203	272	15	become	become	VERB
bioscience-203	272	16	more	more	ADV
bioscience-203	272	17	widely	widely	ADV
bioscience-203	272	18	available	available	ADJ
bioscience-203	272	19	,	,	PUNCT
bioscience-203	272	20	which	which	PRON
bioscience-203	272	21	has	have	AUX
bioscience-203	272	22	in	in	ADP
bioscience-203	272	23	turn	turn	NOUN
bioscience-203	272	24	made	make	VERB
bioscience-203	272	25	it	it	PRON
bioscience-203	272	26	feasible	feasible	ADJ
bioscience-203	272	27	to	to	PART
bioscience-203	272	28	precisely	precisely	ADV
bioscience-203	272	29	recognize	recognize	VERB
bioscience-203	272	30	and	and	CCONJ
bioscience-203	272	31	catalog	catalog	NOUN
bioscience-203	272	32	determinants	determinant	NOUN
bioscience-203	272	33	in	in	ADP
bioscience-203	272	34	the	the	DET
bioscience-203	272	35	case	case	NOUN
bioscience-203	272	36	of	of	ADP
bioscience-203	272	37	antibiotic	antibiotic	ADJ
bioscience-203	272	38	resistance	resistance	NOUN
bioscience-203	272	39	and	and	CCONJ
bioscience-203	272	40	its	its	PRON
bioscience-203	272	41	associated	associated	ADJ
bioscience-203	272	42	genes	gene	NOUN
bioscience-203	272	43	.	.	PUNCT
bioscience-203	273	1	amr	amr	ADJ
bioscience-203	273	2	archives	archive	NOUN
bioscience-203	273	3	,	,	PUNCT
bioscience-203	273	4	and	and	CCONJ
bioscience-203	273	5	software	software	NOUN
bioscience-203	273	6	applications	application	NOUN
bioscience-203	273	7	tools	tool	NOUN
bioscience-203	273	8	have	have	AUX
bioscience-203	273	9	been	be	AUX
bioscience-203	273	10	constructed	construct	VERB
bioscience-203	273	11	for	for	ADP
bioscience-203	273	12	wgs	wgs	NOUN
bioscience-203	273	13	-	-	PUNCT
bioscience-203	273	14	ast	ast	NOUN
bioscience-203	273	15	based	base	VERB
bioscience-203	273	16	on	on	ADP
bioscience-203	273	17	the	the	DET
bioscience-203	273	18	available	available	ADJ
bioscience-203	273	19	databases	database	NOUN
bioscience-203	273	20	,	,	PUNCT
bioscience-203	273	21	which	which	PRON
bioscience-203	273	22	includes	include	VERB
bioscience-203	273	23	the	the	DET
bioscience-203	273	24	comprehensive	comprehensive	ADJ
bioscience-203	273	25	antibiotic	antibiotic	ADJ
bioscience-203	273	26	resistance	resistance	NOUN
bioscience-203	273	27	database	database	NOUN
bioscience-203	273	28	(	(	PUNCT
bioscience-203	273	29	card	card	NOUN
bioscience-203	273	30	)	)	PUNCT
bioscience-203	273	31	,	,	PUNCT
bioscience-203	273	32	resfinder	resfinder	NOUN
bioscience-203	273	33	and	and	CCONJ
bioscience-203	273	34	its	its	PRON
bioscience-203	273	35	companion	companion	NOUN
bioscience-203	273	36	database	database	NOUN
bioscience-203	273	37	pointfinder	pointfinder	NOUN
bioscience-203	273	38	,	,	PUNCT
bioscience-203	273	39	arg	arg	NOUN
bioscience-203	273	40	-	-	PUNCT
bioscience-203	273	41	annot	annot	ADV
bioscience-203	273	42	,	,	PUNCT
bioscience-203	273	43	and	and	CCONJ
bioscience-203	273	44	many	many	ADJ
bioscience-203	273	45	more	more	ADJ
bioscience-203	273	46	(	(	PUNCT
bioscience-203	273	47	table	table	NOUN
bioscience-203	273	48	3	3	NUM
bioscience-203	273	49	)	)	PUNCT
bioscience-203	274	1	[	[	X
bioscience-203	274	2	139	139	NUM
bioscience-203	274	3	]	]	PUNCT
bioscience-203	274	4	.	.	PUNCT
bioscience-203	275	1	the	the	DET
bioscience-203	275	2	card	card	NOUN
bioscience-203	275	3	offers	offer	VERB
bioscience-203	275	4	an	an	DET
bioscience-203	275	5	informatics	informatics	NOUN
bioscience-203	275	6	paradigm	paradigm	NOUN
bioscience-203	275	7	for	for	ADP
bioscience-203	275	8	the	the	DET
bioscience-203	275	9	notation	notation	NOUN
bioscience-203	275	10	and	and	CCONJ
bioscience-203	275	11	assessment	assessment	NOUN
bioscience-203	275	12	of	of	ADP
bioscience-203	275	13	resistomes	resistome	NOUN
bioscience-203	275	14	through	through	ADP
bioscience-203	275	15	integrating	integrate	VERB
bioscience-203	275	16	the	the	DET
bioscience-203	275	17	antibiotic	antibiotic	ADJ
bioscience-203	275	18	resistance	resistance	NOUN
bioscience-203	275	19	ontology	ontology	NOUN
bioscience-203	275	20	(	(	PUNCT
bioscience-203	275	21	aro	aro	NOUN
bioscience-203	275	22	)	)	PUNCT
bioscience-203	276	1	[	[	X
bioscience-203	276	2	140	140	NUM
bioscience-203	276	3	]	]	PUNCT
bioscience-203	276	4	.	.	PUNCT
bioscience-203	277	1	card	card	NOUN
bioscience-203	277	2	is	be	AUX
bioscience-203	277	3	a	a	DET
bioscience-203	277	4	database	database	NOUN
bioscience-203	277	5	on	on	ADP
bioscience-203	277	6	the	the	DET
bioscience-203	277	7	molecular	molecular	ADJ
bioscience-203	277	8	basis	basis	NOUN
bioscience-203	277	9	of	of	ADP
bioscience-203	277	10	antimicrobial	antimicrobial	ADJ
bioscience-203	277	11	resistance	resistance	NOUN
bioscience-203	277	12	that	that	PRON
bioscience-203	277	13	is	be	AUX
bioscience-203	277	14	ontology	ontology	NOUN
bioscience-203	277	15	-	-	PUNCT
bioscience-203	277	16	focused	focused	ADJ
bioscience-203	277	17	.	.	PUNCT
bioscience-203	278	1	card	card	NOUN
bioscience-203	278	2	has	have	VERB
bioscience-203	278	3	the	the	DET
bioscience-203	278	4	potential	potential	NOUN
bioscience-203	278	5	to	to	PART
bioscience-203	278	6	serve	serve	VERB
bioscience-203	278	7	as	as	ADP
bioscience-203	278	8	both	both	DET
bioscience-203	278	9	reference	reference	NOUN
bioscience-203	278	10	material	material	NOUN
bioscience-203	278	11	and	and	CCONJ
bioscience-203	278	12	software	software	NOUN
bioscience-203	278	13	instruments	instrument	NOUN
bioscience-203	278	14	and	and	CCONJ
bioscience-203	278	15	resources	resource	NOUN
bioscience-203	278	16	for	for	ADP
bioscience-203	278	17	directing	direct	VERB
bioscience-203	278	18	amr	amr	ADJ
bioscience-203	278	19	investigation	investigation	NOUN
bioscience-203	278	20	,	,	PUNCT
bioscience-203	278	21	particularly	particularly	ADV
bioscience-203	278	22	for	for	ADP
bioscience-203	278	23	arg	arg	NOUN
bioscience-203	278	24	details	detail	NOUN
bioscience-203	278	25	and	and	CCONJ
bioscience-203	278	26	other	other	ADJ
bioscience-203	278	27	findings	finding	NOUN
bioscience-203	278	28	from	from	ADP
bioscience-203	278	29	genomic	genomic	ADJ
bioscience-203	278	30	information	information	NOUN
bioscience-203	278	31	and	and	CCONJ
bioscience-203	278	32	metagenomic	metagenomic	ADJ
bioscience-203	278	33	facts	fact	NOUN
bioscience-203	278	34	.	.	PUNCT
bioscience-203	279	1	this	this	PRON
bioscience-203	279	2	is	be	AUX
bioscience-203	279	3	made	make	VERB
bioscience-203	279	4	possible	possible	ADJ
bioscience-203	279	5	through	through	ADP
bioscience-203	279	6	the	the	DET
bioscience-203	279	7	combination	combination	NOUN
bioscience-203	279	8	of	of	ADP
bioscience-203	279	9	an	an	DET
bioscience-203	279	10	extensive	extensive	ADJ
bioscience-203	279	11	modulated	modulate	VERB
bioscience-203	279	12	concept	concept	NOUN
bioscience-203	279	13	of	of	ADP
bioscience-203	279	14	aro	aro	NOUN
bioscience-203	279	15	,	,	PUNCT
bioscience-203	279	16	with	with	ADP
bioscience-203	279	17	arg	arg	NOUN
bioscience-203	279	18	[	[	X
bioscience-203	279	19	141	141	NUM
bioscience-203	279	20	]	]	PUNCT
bioscience-203	279	21	.	.	PUNCT
bioscience-203	280	1	the	the	DET
bioscience-203	280	2	resistance	resistance	NOUN
bioscience-203	280	3	gene	gene	NOUN
bioscience-203	280	4	identifier	identifier	NOUN
bioscience-203	280	5	(	(	PUNCT
bioscience-203	280	6	rgi	rgi	PROPN
bioscience-203	280	7	)	)	PUNCT
bioscience-203	280	8	,	,	PUNCT
bioscience-203	280	9	anticipates	anticipate	VERB
bioscience-203	280	10	amr	amr	NOUN
bioscience-203	280	11	from	from	ADP
bioscience-203	280	12	genome	genome	NOUN
bioscience-203	280	13	-	-	PUNCT
bioscience-203	280	14	wide	wide	ADJ
bioscience-203	280	15	facts	fact	NOUN
bioscience-203	280	16	and	and	CCONJ
bioscience-203	280	17	data	datum	NOUN
bioscience-203	280	18	using	use	VERB
bioscience-203	280	19	the	the	DET
bioscience-203	280	20	bioinformatics	bioinformatics	NOUN
bioscience-203	280	21	prediction	prediction	NOUN
bioscience-203	280	22	approaches	approach	NOUN
bioscience-203	280	23	and	and	CCONJ
bioscience-203	280	24	coordinated	coordinate	VERB
bioscience-203	280	25	in	in	ADP
bioscience-203	280	26	card	card	NOUN
bioscience-203	280	27	,	,	PUNCT
bioscience-203	280	28	and	and	CCONJ
bioscience-203	280	29	is	be	AUX
bioscience-203	280	30	a	a	DET
bioscience-203	280	31	sophisticated	sophisticated	ADJ
bioscience-203	280	32	strategy	strategy	NOUN
bioscience-203	280	33	[	[	X
bioscience-203	280	34	142	142	NUM
bioscience-203	280	35	]	]	PUNCT
bioscience-203	280	36	.	.	PUNCT
bioscience-203	281	1	amrfinderplus	amrfinderplus	PROPN
bioscience-203	281	2	,	,	PUNCT
bioscience-203	281	3	a	a	DET
bioscience-203	281	4	tool	tool	NOUN
bioscience-203	281	5	of	of	ADP
bioscience-203	281	6	ncbi	ncbi	NOUN
bioscience-203	281	7	,	,	PUNCT
bioscience-203	281	8	analyzes	analyze	VERB
bioscience-203	281	9	protein	protein	NOUN
bioscience-203	281	10	annotations	annotation	NOUN
bioscience-203	281	11	and/or	and/or	CCONJ
bioscience-203	281	12	gathered	gather	VERB
bioscience-203	281	13	nucleotide	nucleotide	ADJ
bioscience-203	281	14	sequence	sequence	NOUN
bioscience-203	281	15	to	to	PART
bioscience-203	281	16	find	find	VERB
bioscience-203	281	17	amr	amr	NOUN
bioscience-203	281	18	genes	gene	NOUN
bioscience-203	281	19	,	,	PUNCT
bioscience-203	281	20	resistancelinked	resistancelinke	VERB
bioscience-203	281	21	point	point	NOUN
bioscience-203	281	22	mutations	mutation	NOUN
bioscience-203	281	23	,	,	PUNCT
bioscience-203	281	24	and	and	CCONJ
bioscience-203	281	25	particular	particular	ADJ
bioscience-203	281	26	subclasses	subclass	NOUN
bioscience-203	281	27	of	of	ADP
bioscience-203	281	28	genes	gene	NOUN
bioscience-203	281	29	.	.	PUNCT
bioscience-203	282	1	the	the	DET
bioscience-203	282	2	pathogen	pathogen	NOUN
bioscience-203	282	3	detection	detection	NOUN
bioscience-203	282	4	operations	operation	NOUN
bioscience-203	282	5	make	make	VERB
bioscience-203	282	6	use	use	NOUN
bioscience-203	282	7	of	of	ADP
bioscience-203	282	8	amrfinderplus	amrfinderplus	NOUN
bioscience-203	282	9	,	,	PUNCT
bioscience-203	282	10	and	and	CCONJ
bioscience-203	282	11	these	these	DET
bioscience-203	282	12	data	datum	NOUN
bioscience-203	282	13	are	be	AUX
bioscience-203	282	14	shown	show	VERB
bioscience-203	282	15	in	in	ADP
bioscience-203	282	16	ncbi	ncbi	PROPN
bioscience-203	282	17	’s	’s	PART
bioscience-203	282	18	isolate	isolate	PROPN
bioscience-203	282	19	browser	browser	NOUN
bioscience-203	283	1	[	[	X
bioscience-203	283	2	143	143	NUM
bioscience-203	283	3	]	]	PUNCT
bioscience-203	283	4	.	.	PUNCT
bioscience-203	284	1	amrfinderplus	amrfinderplus	PROPN
bioscience-203	284	2	makes	make	VERB
bioscience-203	284	3	use	use	NOUN
bioscience-203	284	4	of	of	ADP
bioscience-203	284	5	the	the	DET
bioscience-203	284	6	carefully	carefully	ADV
bioscience-203	284	7	selected	select	VERB
bioscience-203	284	8	hidden	hide	VERB
bioscience-203	284	9	markov	markov	NOUN
bioscience-203	284	10	models	model	NOUN
bioscience-203	284	11	and	and	CCONJ
bioscience-203	284	12	reference	reference	NOUN
bioscience-203	284	13	gene	gene	NOUN
bioscience-203	284	14	database	database	NOUN
bioscience-203	284	15	from	from	ADP
bioscience-203	284	16	the	the	DET
bioscience-203	284	17	ncbi	ncbi	NOUN
bioscience-203	284	18	.	.	PUNCT
bioscience-203	285	1	the	the	DET
bioscience-203	285	2	ncbi	ncbi	PROPN
bioscience-203	285	3	’s	’s	PART
bioscience-203	285	4	pathogen	pathogen	PROPN
bioscience-203	285	5	detection	detection	NOUN
bioscience-203	285	6	project	project	NOUN
bioscience-203	285	7	incorporates	incorporate	VERB
bioscience-203	285	8	the	the	DET
bioscience-203	285	9	output	output	NOUN
bioscience-203	285	10	of	of	ADP
bioscience-203	285	11	amrfinderplus	amrfinderplus	NOUN
bioscience-203	285	12	to	to	ADP
bioscience-203	285	13	quickly	quickly	ADV
bioscience-203	285	14	group	group	NOUN
bioscience-203	285	15	and	and	CCONJ
bioscience-203	285	16	locate	locate	ADJ
bioscience-203	285	17	associated	associated	ADJ
bioscience-203	285	18	pathogenic	pathogenic	ADJ
bioscience-203	285	19	genetic	genetic	ADJ
bioscience-203	285	20	patterns	pattern	NOUN
bioscience-203	285	21	residing	reside	VERB
bioscience-203	285	22	in	in	ADP
bioscience-203	285	23	food	food	NOUN
bioscience-203	285	24	,	,	PUNCT
bioscience-203	285	25	environment	environment	NOUN
bioscience-203	285	26	,	,	PUNCT
bioscience-203	285	27	and	and	CCONJ
bioscience-203	285	28	people	people	NOUN
bioscience-203	285	29	with	with	ADP
bioscience-203	285	30	illnesses	illness	NOUN
bioscience-203	285	31	.	.	PUNCT
bioscience-203	286	1	microbigg	microbigg	PROPN
bioscience-203	286	2	-	-	PUNCT
bioscience-203	286	3	e	e	NOUN
bioscience-203	286	4	(	(	PUNCT
bioscience-203	286	5	genomic	genomic	NOUN
bioscience-203	286	6	data	datum	NOUN
bioscience-203	286	7	)	)	PUNCT
bioscience-203	286	8	together	together	ADV
bioscience-203	286	9	with	with	ADP
bioscience-203	286	10	the	the	DET
bioscience-203	286	11	amrfinderplus	amrfinderplu	NOUN
bioscience-203	286	12	;	;	PUNCT
bioscience-203	286	13	findings	finding	NOUN
bioscience-203	286	14	are	be	AUX
bioscience-203	286	15	provided	provide	VERB
bioscience-203	286	16	in	in	ADP
bioscience-203	286	17	a	a	DET
bioscience-203	286	18	more	more	ADV
bioscience-203	286	19	thorough	thorough	ADJ
bioscience-203	286	20	manner	manner	NOUN
bioscience-203	286	21	,	,	PUNCT
bioscience-203	286	22	with	with	ADP
bioscience-203	286	23	extra	extra	ADJ
bioscience-203	286	24	data	datum	NOUN
bioscience-203	286	25	such	such	ADJ
bioscience-203	286	26	as	as	ADP
bioscience-203	286	27	strain	strain	ADJ
bioscience-203	286	28	names	name	NOUN
bioscience-203	286	29	and	and	CCONJ
bioscience-203	286	30	source	source	NOUN
bioscience-203	286	31	of	of	ADP
bioscience-203	286	32	isolates	isolate	NOUN
bioscience-203	286	33	[	[	X
bioscience-203	286	34	144	144	NUM
bioscience-203	286	35	]	]	PUNCT
bioscience-203	286	36	.	.	PUNCT
bioscience-203	287	1	in	in	ADP
bioscience-203	287	2	amrfinderplus	amrfinderplus	NOUN
bioscience-203	287	3	the	the	DET
bioscience-203	287	4	outcomes	outcome	NOUN
bioscience-203	287	5	are	be	AUX
bioscience-203	287	6	provided	provide	VERB
bioscience-203	287	7	for	for	ADP
bioscience-203	287	8	download	download	NOUN
bioscience-203	287	9	by	by	ADP
bioscience-203	287	10	the	the	DET
bioscience-203	287	11	users	user	NOUN
bioscience-203	287	12	in	in	ADP
bioscience-203	287	13	two	two	NUM
bioscience-203	287	14	interfaces	interface	NOUN
bioscience-203	287	15	graphics	graphic	NOUN
bioscience-203	287	16	[	[	X
bioscience-203	287	17	139	139	NUM
bioscience-203	287	18	]	]	PUNCT
bioscience-203	287	19	.	.	PUNCT
bioscience-203	288	1	each	each	DET
bioscience-203	288	2	unique	unique	ADJ
bioscience-203	288	3	isolate	isolate	NOUN
bioscience-203	288	4	has	have	VERB
bioscience-203	288	5	a	a	DET
bioscience-203	288	6	synopsis	synopsis	NOUN
bioscience-203	288	7	of	of	ADP
bioscience-203	288	8	its	its	PRON
bioscience-203	288	9	antimicrobial	antimicrobial	ADJ
bioscience-203	288	10	resistance	resistance	NOUN
bioscience-203	288	11	,	,	PUNCT
bioscience-203	288	12	stress	stress	NOUN
bioscience-203	288	13	-	-	PUNCT
bioscience-203	288	14	related	relate	VERB
bioscience-203	288	15	responses	response	NOUN
bioscience-203	288	16	,	,	PUNCT
bioscience-203	288	17	and	and	CCONJ
bioscience-203	288	18	virulence	virulence	NOUN
bioscience-203	288	19	gene	gene	NOUN
bioscience-203	288	20	sequence	sequence	NOUN
bioscience-203	288	21	generated	generate	VERB
bioscience-203	288	22	in	in	ADP
bioscience-203	288	23	the	the	DET
bioscience-203	288	24	isolates	isolate	NOUN
bioscience-203	288	25	browser	browser	NOUN
bioscience-203	288	26	,	,	PUNCT
bioscience-203	288	27	which	which	PRON
bioscience-203	288	28	may	may	AUX
bioscience-203	288	29	also	also	ADV
bioscience-203	288	30	be	be	AUX
bioscience-203	288	31	retrieved	retrieve	VERB
bioscience-203	288	32	for	for	ADP
bioscience-203	288	33	more	more	ADJ
bioscience-203	288	34	research	research	NOUN
bioscience-203	288	35	.	.	PUNCT
bioscience-203	289	1	challenges	challenge	NOUN
bioscience-203	289	2	and	and	CCONJ
bioscience-203	289	3	opportunities	opportunity	NOUN
bioscience-203	289	4	the	the	DET
bioscience-203	289	5	use	use	NOUN
bioscience-203	289	6	of	of	ADP
bioscience-203	289	7	machine	machine	NOUN
bioscience-203	289	8	learning	learning	NOUN
bioscience-203	289	9	in	in	ADP
bioscience-203	289	10	phage	phage	NOUN
bioscience-203	289	11	therapy	therapy	NOUN
bioscience-203	289	12	faces	face	VERB
bioscience-203	289	13	several	several	ADJ
bioscience-203	289	14	limitations	limitation	NOUN
bioscience-203	289	15	and	and	CCONJ
bioscience-203	289	16	challenges	challenge	NOUN
bioscience-203	289	17	.	.	PUNCT
bioscience-203	290	1	the	the	DET
bioscience-203	290	2	future	future	NOUN
bioscience-203	290	3	of	of	ADP
bioscience-203	290	4	health	health	NOUN
bioscience-203	290	5	care	care	NOUN
bioscience-203	290	6	system	system	NOUN
bioscience-203	290	7	will	will	AUX
bioscience-203	290	8	be	be	AUX
bioscience-203	290	9	influenced	influence	VERB
bioscience-203	290	10	by	by	ADP
bioscience-203	290	11	the	the	DET
bioscience-203	290	12	intervention	intervention	NOUN
bioscience-203	290	13	of	of	ADP
bioscience-203	290	14	ai	ai	PROPN
bioscience-203	290	15	and	and	CCONJ
bioscience-203	290	16	ml	ml	X
bioscience-203	290	17	from	from	ADP
bioscience-203	290	18	organization	organization	NOUN
bioscience-203	290	19	to	to	ADP
bioscience-203	290	20	personalized	personalized	ADJ
bioscience-203	290	21	precision	precision	NOUN
bioscience-203	290	22	care	care	NOUN
bioscience-203	290	23	.	.	PUNCT
bioscience-203	291	1	the	the	DET
bioscience-203	291	2	input	input	NOUN
bioscience-203	291	3	of	of	ADP
bioscience-203	291	4	ml	ml	NOUN
bioscience-203	291	5	will	will	AUX
bioscience-203	291	6	also	also	ADV
bioscience-203	291	7	positively	positively	ADV
bioscience-203	291	8	impact	impact	VERB
bioscience-203	291	9	the	the	DET
bioscience-203	291	10	diagnosis	diagnosis	NOUN
bioscience-203	291	11	systems	system	NOUN
bioscience-203	291	12	.	.	PUNCT
bioscience-203	292	1	one	one	NUM
bioscience-203	292	2	major	major	ADJ
bioscience-203	292	3	obstacle	obstacle	NOUN
bioscience-203	292	4	is	be	AUX
bioscience-203	292	5	the	the	DET
bioscience-203	292	6	need	need	NOUN
bioscience-203	292	7	for	for	ADP
bioscience-203	292	8	diverse	diverse	ADJ
bioscience-203	292	9	and	and	CCONJ
bioscience-203	292	10	unbiased	unbiased	ADJ
bioscience-203	292	11	datasets	dataset	NOUN
bioscience-203	292	12	to	to	PART
bioscience-203	292	13	train	train	VERB
bioscience-203	292	14	predictive	predictive	ADJ
bioscience-203	292	15	models	model	NOUN
bioscience-203	292	16	.	.	PUNCT
bioscience-203	293	1	current	current	ADJ
bioscience-203	293	2	datasets	dataset	NOUN
bioscience-203	293	3	often	often	ADV
bioscience-203	293	4	suffer	suffer	VERB
bioscience-203	293	5	from	from	ADP
bioscience-203	293	6	data	datum	NOUN
bioscience-203	293	7	imbalance	imbalance	NOUN
bioscience-203	293	8	,	,	PUNCT
bioscience-203	293	9	leading	lead	VERB
bioscience-203	293	10	to	to	ADP
bioscience-203	293	11	biased	biased	ADJ
bioscience-203	293	12	predictions	prediction	NOUN
bioscience-203	293	13	and	and	CCONJ
bioscience-203	293	14	limited	limited	ADJ
bioscience-203	293	15	generalization	generalization	NOUN
bioscience-203	293	16	to	to	ADP
bioscience-203	293	17	other	other	ADJ
bioscience-203	293	18	bacterial	bacterial	ADJ
bioscience-203	293	19	species	specie	NOUN
bioscience-203	293	20	.	.	PUNCT
bioscience-203	294	1	enriching	enrich	VERB
bioscience-203	294	2	a	a	DET
bioscience-203	294	3	dataset	dataset	NOUN
bioscience-203	294	4	with	with	ADP
bioscience-203	294	5	a	a	DET
bioscience-203	294	6	broader	broad	ADJ
bioscience-203	294	7	range	range	NOUN
bioscience-203	294	8	of	of	ADP
bioscience-203	294	9	phage	phage	NOUN
bioscience-203	294	10	-	-	PUNCT
bioscience-203	294	11	bacterium	bacterium	NOUN
bioscience-203	294	12	pairs	pair	NOUN
bioscience-203	294	13	involving	involve	VERB
bioscience-203	294	14	different	different	ADJ
bioscience-203	294	15	species	specie	NOUN
bioscience-203	294	16	and	and	CCONJ
bioscience-203	294	17	strains	strain	NOUN
bioscience-203	294	18	is	be	AUX
bioscience-203	294	19	essential	essential	ADJ
bioscience-203	294	20	for	for	ADP
bioscience-203	294	21	improving	improve	VERB
bioscience-203	294	22	model	model	NOUN
bioscience-203	294	23	accuracy	accuracy	NOUN
bioscience-203	294	24	and	and	CCONJ
bioscience-203	294	25	applicability	applicability	NOUN
bioscience-203	295	1	[	[	X
bioscience-203	295	2	147	147	NUM
bioscience-203	295	3	]	]	PUNCT
bioscience-203	295	4	.	.	PUNCT
bioscience-203	296	1	another	another	DET
bioscience-203	296	2	limitation	limitation	NOUN
bioscience-203	296	3	lies	lie	VERB
bioscience-203	296	4	in	in	ADP
bioscience-203	296	5	the	the	DET
bioscience-203	296	6	reliance	reliance	NOUN
bioscience-203	296	7	on	on	ADP
bioscience-203	296	8	outdated	outdated	ADJ
bioscience-203	296	9	databases	database	NOUN
bioscience-203	296	10	to	to	PART
bioscience-203	296	11	extract	extract	VERB
bioscience-203	296	12	informative	informative	ADJ
bioscience-203	296	13	features	feature	NOUN
bioscience-203	296	14	that	that	PRON
bioscience-203	296	15	affect	affect	VERB
bioscience-203	296	16	model	model	NOUN
bioscience-203	296	17	relevance	relevance	NOUN
bioscience-203	296	18	and	and	CCONJ
bioscience-203	296	19	performance	performance	NOUN
bioscience-203	296	20	.	.	PUNCT
bioscience-203	297	1	incorporating	incorporate	VERB
bioscience-203	297	2	up	up	ADP
bioscience-203	297	3	-	-	PUNCT
bioscience-203	297	4	to	to	ADP
bioscience-203	297	5	-	-	PUNCT
bioscience-203	297	6	date	date	NOUN
bioscience-203	297	7	and	and	CCONJ
bioscience-203	297	8	comprehensive	comprehensive	ADJ
bioscience-203	297	9	databases	database	NOUN
bioscience-203	297	10	is	be	AUX
bioscience-203	297	11	crucial	crucial	ADJ
bioscience-203	297	12	for	for	ADP
bioscience-203	297	13	generating	generate	VERB
bioscience-203	297	14	more	more	ADV
bioscience-203	297	15	reliable	reliable	ADJ
bioscience-203	297	16	predictions	prediction	NOUN
bioscience-203	297	17	.	.	PUNCT
bioscience-203	298	1	additionally	additionally	ADV
bioscience-203	298	2	,	,	PUNCT
bioscience-203	298	3	using	use	VERB
bioscience-203	298	4	deep	deep	ADJ
bioscience-203	298	5	learning	learning	NOUN
bioscience-203	298	6	models	model	NOUN
bioscience-203	298	7	while	while	SCONJ
bioscience-203	298	8	achieving	achieve	VERB
bioscience-203	298	9	high	high	ADJ
bioscience-203	298	10	accuracy	accuracy	NOUN
bioscience-203	298	11	presents	present	VERB
bioscience-203	298	12	challenges	challenge	NOUN
bioscience-203	298	13	in	in	ADP
bioscience-203	298	14	model	model	NOUN
bioscience-203	298	15	interpretability	interpretability	NOUN
bioscience-203	298	16	.	.	PUNCT
bioscience-203	299	1	these	these	DET
bioscience-203	299	2	models	model	NOUN
bioscience-203	299	3	are	be	AUX
bioscience-203	299	4	often	often	ADV
bioscience-203	299	5	considered	consider	VERB
bioscience-203	299	6	"	"	PUNCT
bioscience-203	299	7	black	black	ADJ
bioscience-203	299	8	boxes	box	NOUN
bioscience-203	299	9	,	,	PUNCT
bioscience-203	299	10	"	"	PUNCT
bioscience-203	299	11	creating	create	VERB
bioscience-203	299	12	challenges	challenge	NOUN
bioscience-203	299	13	for	for	SCONJ
bioscience-203	299	14	users	user	NOUN
bioscience-203	299	15	to	to	PART
bioscience-203	299	16	comprehend	comprehend	VERB
bioscience-203	299	17	the	the	DET
bioscience-203	299	18	underlying	underlie	VERB
bioscience-203	299	19	decision	decision	NOUN
bioscience-203	299	20	-	-	PUNCT
bioscience-203	299	21	making	make	VERB
bioscience-203	299	22	process	process	NOUN
bioscience-203	299	23	[	[	X
bioscience-203	299	24	152	152	NUM
bioscience-203	299	25	]	]	PUNCT
bioscience-203	299	26	.	.	PUNCT
bioscience-203	300	1	balancing	balance	VERB
bioscience-203	300	2	accuracy	accuracy	NOUN
bioscience-203	300	3	and	and	CCONJ
bioscience-203	300	4	interpretability	interpretability	NOUN
bioscience-203	300	5	is	be	AUX
bioscience-203	300	6	crucial	crucial	ADJ
bioscience-203	300	7	for	for	ADP
bioscience-203	300	8	user	user	NOUN
bioscience-203	300	9	trust	trust	NOUN
bioscience-203	300	10	and	and	CCONJ
bioscience-203	300	11	the	the	DET
bioscience-203	300	12	real	real	ADJ
bioscience-203	300	13	-	-	PUNCT
bioscience-203	300	14	world	world	NOUN
bioscience-203	300	15	application	application	NOUN
bioscience-203	300	16	of	of	ADP
bioscience-203	300	17	the	the	DET
bioscience-203	300	18	models	model	NOUN
bioscience-203	300	19	.	.	PUNCT
bioscience-203	301	1	the	the	DET
bioscience-203	301	2	computational	computational	ADJ
bioscience-203	301	3	module	module	NOUN
bioscience-203	301	4	for	for	ADP
bioscience-203	301	5	predicting	predict	VERB
bioscience-203	301	6	phage	phage	NOUN
bioscience-203	301	7	lifestyle	lifestyle	NOUN
bioscience-203	301	8	faces	face	VERB
bioscience-203	301	9	the	the	DET
bioscience-203	301	10	limitation	limitation	NOUN
bioscience-203	301	11	of	of	ADP
bioscience-203	301	12	uncerhighlights	uncerhighlight	NOUN
bioscience-203	301	13	in	in	ADP
bioscience-203	301	14	bioscience	bioscience	NOUN
bioscience-203	301	15	page	page	NOUN
bioscience-203	301	16	9	9	NUM
bioscience-203	301	17	of	of	ADP
bioscience-203	301	18	18	18	NUM
bioscience-203	301	19	december	december	PROPN
bioscience-203	301	20	2023|volume	2023|volume	NUM
bioscience-203	301	21	6	6	NUM
bioscience-203	301	22	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	301	23	mary	mary	PROPN
bioscience-203	301	24	et	et	PROPN
bioscience-203	301	25	al	al	PROPN
bioscience-203	301	26	.	.	PROPN
bioscience-203	301	27	,	,	PUNCT
bioscience-203	301	28	2023	2023	NUM
bioscience-203	301	29	machine	machine	NOUN
bioscience-203	301	30	learning	learning	NOUN
bioscience-203	301	31	mediated	mediate	VERB
bioscience-203	301	32	advanced	advanced	ADJ
bioscience-203	301	33	phage	phage	NOUN
bioscience-203	301	34	and	and	CCONJ
bioscience-203	301	35	antimicrobial	antimicrobial	ADJ
bioscience-203	301	36	therapy	therapy	NOUN
bioscience-203	301	37	a	a	DET
bioscience-203	301	38	futuristic	futuristic	ADJ
bioscience-203	301	39	approach	approach	NOUN
bioscience-203	301	40	table	table	NOUN
bioscience-203	301	41	2	2	NUM
bioscience-203	301	42	.	.	PUNCT
bioscience-203	301	43	machine	machine	NOUN
bioscience-203	301	44	learning	learning	NOUN
bioscience-203	301	45	based	base	VERB
bioscience-203	301	46	tools	tool	NOUN
bioscience-203	301	47	to	to	PART
bioscience-203	301	48	aid	aid	VERB
bioscience-203	301	49	bacteriophage	bacteriophage	NOUN
bioscience-203	301	50	research	research	NOUN
bioscience-203	301	51	.	.	PUNCT
bioscience-203	302	1	machine	machine	NOUN
bioscience-203	302	2	learning	learn	VERB
bioscience-203	302	3	predictors	predictor	NOUN
bioscience-203	302	4	purpose	purpose	NOUN
bioscience-203	302	5	of	of	ADP
bioscience-203	302	6	ml	ml	NOUN
bioscience-203	302	7	tools	tool	NOUN
bioscience-203	302	8	used	use	VERB
bioscience-203	302	9	major	major	ADJ
bioscience-203	302	10	data	datum	NOUN
bioscience-203	302	11	sources	source	NOUN
bioscience-203	302	12	algorithms	algorithm	NOUN
bioscience-203	302	13	predicting	predict	VERB
bioscience-203	302	14	protein	protein	NOUN
bioscience-203	302	15	efficiency	efficiency	NOUN
bioscience-203	302	16	applications	application	NOUN
bioscience-203	302	17	references	reference	NOUN
bioscience-203	302	18	gradient	gradient	ADJ
bioscience-203	302	19	boosting	boost	VERB
bioscience-203	302	20	classifier	classifier	NOUN
bioscience-203	302	21	(	(	PUNCT
bioscience-203	302	22	gbc	gbc	PROPN
bioscience-203	302	23	)	)	PUNCT
bioscience-203	302	24	predict	predict	VERB
bioscience-203	302	25	phage	phage	NOUN
bioscience-203	302	26	virion	virion	NOUN
bioscience-203	302	27	protein	protein	NOUN
bioscience-203	302	28	(	(	PUNCT
bioscience-203	302	29	pvps	pvps	NOUN
bioscience-203	302	30	)	)	PUNCT
bioscience-203	302	31	using	use	VERB
bioscience-203	302	32	phage	phage	NOUN
bioscience-203	302	33	protein	protein	NOUN
bioscience-203	302	34	sequences	sequence	NOUN
bioscience-203	302	35	.	.	PUNCT
bioscience-203	303	1	protlearn	protlearn	PROPN
bioscience-203	303	2	adaboost	adaboost	ADJ
bioscience-203	303	3	classifier	classifier	NOUN
bioscience-203	303	4	(	(	PUNCT
bioscience-203	303	5	abc	abc	PROPN
bioscience-203	303	6	)	)	PUNCT
bioscience-203	303	7	,	,	PUNCT
bioscience-203	303	8	virion	virion	NOUN
bioscience-203	303	9	proteins	protein	NOUN
bioscience-203	303	10	80	80	NUM
bioscience-203	303	11	&	&	CCONJ
bioscience-203	303	12	83	83	NUM
bioscience-203	303	13	%	%	NOUN
bioscience-203	303	14	accuracy	accuracy	NOUN
bioscience-203	303	15	for	for	ADP
bioscience-203	303	16	training	training	NOUN
bioscience-203	303	17	and	and	CCONJ
bioscience-203	303	18	independent	independent	ADJ
bioscience-203	303	19	dataset	dataset	NOUN
bioscience-203	303	20	.	.	PUNCT
bioscience-203	304	1	discovery	discovery	NOUN
bioscience-203	304	2	of	of	ADP
bioscience-203	304	3	holins	holin	NOUN
bioscience-203	304	4	and	and	CCONJ
bioscience-203	304	5	other	other	ADJ
bioscience-203	304	6	phage	phage	NOUN
bioscience-203	304	7	-	-	PUNCT
bioscience-203	304	8	driven	drive	VERB
bioscience-203	304	9	proteins	protein	NOUN
bioscience-203	304	10	,	,	PUNCT
bioscience-203	304	11	endolysins	endolysin	NOUN
bioscience-203	304	12	,	,	PUNCT
bioscience-203	304	13	and	and	CCONJ
bioscience-203	304	14	exopolysaccharides	exopolysaccharide	VERB
bioscience-203	304	15	identification	identification	NOUN
bioscience-203	304	16	of	of	ADP
bioscience-203	304	17	phage	phage	NOUN
bioscience-203	304	18	virion	virion	NOUN
bioscience-203	304	19	proteins	protein	NOUN
bioscience-203	304	20	(	(	PUNCT
bioscience-203	304	21	pvps	pvps	NOUN
bioscience-203	304	22	)	)	PUNCT
bioscience-203	305	1	[	[	X
bioscience-203	305	2	145	145	NUM
bioscience-203	305	3	]	]	PUNCT
bioscience-203	305	4	phageleads	phagelead	NOUN
bioscience-203	305	5	determines	determine	VERB
bioscience-203	305	6	the	the	DET
bioscience-203	305	7	presence	presence	NOUN
bioscience-203	305	8	of	of	ADP
bioscience-203	305	9	temperate	temperate	ADJ
bioscience-203	305	10	markers	marker	NOUN
bioscience-203	305	11	,	,	PUNCT
bioscience-203	305	12	antimicrobial	antimicrobial	ADJ
bioscience-203	305	13	resistance	resistance	NOUN
bioscience-203	305	14	virulence	virulence	NOUN
bioscience-203	305	15	genes	gene	NOUN
bioscience-203	305	16	abricate	abricate	VERB
bioscience-203	305	17	tool	tool	NOUN
bioscience-203	305	18	,	,	PUNCT
bioscience-203	305	19	bacphlip	bacphlip	VERB
bioscience-203	305	20	plasmid	plasmid	ADJ
bioscience-203	305	21	finder	finder	PROPN
bioscience-203	305	22	integrases	integrase	NOUN
bioscience-203	305	23	,	,	PUNCT
bioscience-203	305	24	cro	cro	PROPN
bioscience-203	305	25	/	/	SYM
bioscience-203	305	26	ci	ci	NOUN
bioscience-203	305	27	repressor	repressor	NOUN
bioscience-203	305	28	proteins	protein	NOUN
bioscience-203	305	29	,	,	PUNCT
bioscience-203	305	30	immunity	immunity	NOUN
bioscience-203	305	31	repressors	repressor	VERB
bioscience-203	305	32	accuracy	accuracy	NOUN
bioscience-203	305	33	of	of	ADP
bioscience-203	305	34	96.5	96.5	NUM
bioscience-203	305	35	%	%	NOUN
bioscience-203	305	36	predicts	predict	VERB
bioscience-203	305	37	the	the	DET
bioscience-203	305	38	lifestyle	lifestyle	NOUN
bioscience-203	305	39	of	of	ADP
bioscience-203	305	40	phagedetects	phagedetect	NOUN
bioscience-203	305	41	lysogenic	lysogenic	ADJ
bioscience-203	305	42	protein	protein	NOUN
bioscience-203	305	43	and	and	CCONJ
bioscience-203	305	44	temperate	temperate	ADJ
bioscience-203	305	45	markers	marker	NOUN
bioscience-203	305	46	[	[	X
bioscience-203	305	47	146	146	NUM
bioscience-203	305	48	]	]	X
bioscience-203	305	49	phacts	phact	NOUN
bioscience-203	305	50	predicts	predict	VERB
bioscience-203	305	51	the	the	DET
bioscience-203	305	52	interaction	interaction	NOUN
bioscience-203	305	53	of	of	ADP
bioscience-203	305	54	phage	phage	NOUN
bioscience-203	305	55	-	-	PUNCT
bioscience-203	305	56	bacterium	bacterium	NOUN
bioscience-203	305	57	hostphinder	hostphinder	NOUN
bioscience-203	305	58	,	,	PUNCT
bioscience-203	305	59	k	k	NOUN
bioscience-203	305	60	-	-	PUNCT
bioscience-203	305	61	nearest	near	ADJ
bioscience-203	305	62	neighbors	neighbor	NOUN
bioscience-203	305	63	(	(	PUNCT
bioscience-203	305	64	k	k	X
bioscience-203	305	65	-	-	PUNCT
bioscience-203	305	66	nn	nn	NOUN
bioscience-203	305	67	)	)	PUNCT
bioscience-203	305	68	,	,	PUNCT
bioscience-203	305	69	random	random	ADJ
bioscience-203	305	70	forests	forest	NOUN
bioscience-203	305	71	(	(	PUNCT
bioscience-203	305	72	rf	rf	NOUN
bioscience-203	305	73	)	)	PUNCT
bioscience-203	305	74	]	]	PUNCT
bioscience-203	305	75	,	,	PUNCT
bioscience-203	305	76	support	support	NOUN
bioscience-203	305	77	vector	vector	NOUN
bioscience-203	305	78	machines	machine	NOUN
bioscience-203	305	79	(	(	PUNCT
bioscience-203	305	80	svm	svm	PROPN
bioscience-203	305	81	)	)	PUNCT
bioscience-203	305	82	,	,	PUNCT
bioscience-203	305	83	and	and	CCONJ
bioscience-203	305	84	artificial	artificial	ADJ
bioscience-203	305	85	neural	neural	ADJ
bioscience-203	305	86	networks(ann	networks(ann	NOUN
bioscience-203	305	87	)	)	PUNCT
bioscience-203	305	88	genbank	genbank	NOUN
bioscience-203	305	89	,	,	PUNCT
bioscience-203	305	90	phagesdb.org	phagesdb.org	PROPN
bioscience-203	305	91	,	,	PUNCT
bioscience-203	305	92	genemarks	genemark	NOUN
bioscience-203	305	93	,	,	PUNCT
bioscience-203	305	94	domine	domine	PROPN
bioscience-203	305	95	,	,	PUNCT
bioscience-203	305	96	genemarks	genemark	NOUN
bioscience-203	305	97	,	,	PUNCT
bioscience-203	305	98	pfam	pfam	NOUN
bioscience-203	305	99	hmm	hmm	PROPN
bioscience-203	305	100	,	,	PUNCT
bioscience-203	305	101	hmmer	hmmer	ADJ
bioscience-203	305	102	api	api	NOUN
bioscience-203	305	103	receptor	receptor	NOUN
bioscience-203	305	104	-	-	PUNCT
bioscience-203	305	105	binding	bind	VERB
bioscience-203	305	106	proteins	protein	NOUN
bioscience-203	305	107	86	86	NUM
bioscience-203	305	108	%	%	NOUN
bioscience-203	305	109	to	to	PART
bioscience-203	305	110	90	90	NUM
bioscience-203	305	111	%	%	NOUN
bioscience-203	305	112	accuracy	accuracy	NOUN
bioscience-203	305	113	predicts	predict	VERB
bioscience-203	305	114	phage	phage	NOUN
bioscience-203	305	115	-	-	PUNCT
bioscience-203	305	116	host	host	NOUN
bioscience-203	305	117	interaction	interaction	NOUN
bioscience-203	305	118	[	[	X
bioscience-203	305	119	147	147	NUM
bioscience-203	305	120	]	]	PUNCT
bioscience-203	305	121	phagetb	phagetb	ADJ
bioscience-203	305	122	,	,	PUNCT
bioscience-203	305	123	blasthost	blasthost	NOUN
bioscience-203	305	124	,	,	PUNCT
bioscience-203	305	125	blastphage	blastphage	NOUN
bioscience-203	305	126	,	,	PUNCT
bioscience-203	305	127	crisprpred	crisprpre	VERB
bioscience-203	305	128	.	.	PUNCT
bioscience-203	306	1	predicts	predict	VERB
bioscience-203	306	2	phage	phage	NOUN
bioscience-203	306	3	-	-	PUNCT
bioscience-203	306	4	host	host	NOUN
bioscience-203	306	5	interactions	interaction	NOUN
bioscience-203	306	6	virhostmatcher	virhostmatcher	NOUN
bioscience-203	306	7	-	-	PUNCT
bioscience-203	306	8	net	net	NOUN
bioscience-203	306	9	xgboost	xgboost	NOUN
bioscience-203	306	10	,	,	PUNCT
bioscience-203	306	11	multi	multi	ADJ
bioscience-203	306	12	-	-	ADJ
bioscience-203	306	13	layer	layer	ADJ
bioscience-203	306	14	perceptron	perceptron	PROPN
bioscience-203	306	15	accuracy	accuracy	NOUN
bioscience-203	306	16	of	of	ADP
bioscience-203	306	17	67.993.5	67.993.5	NUM
bioscience-203	306	18	%	%	NOUN
bioscience-203	306	19	identifying	identify	VERB
bioscience-203	306	20	hosts	host	NOUN
bioscience-203	306	21	,	,	PUNCT
bioscience-203	306	22	assessing	assess	VERB
bioscience-203	306	23	phage	phage	NOUN
bioscience-203	306	24	-	-	PUNCT
bioscience-203	306	25	host	host	NOUN
bioscience-203	306	26	interactions	interaction	NOUN
bioscience-203	306	27	,	,	PUNCT
bioscience-203	306	28	aids	aid	NOUN
bioscience-203	306	29	candidate	candidate	NOUN
bioscience-203	306	30	phage	phage	NOUN
bioscience-203	306	31	therapy	therapy	NOUN
bioscience-203	307	1	[	[	X
bioscience-203	307	2	129	129	NUM
bioscience-203	307	3	]	]	PUNCT
bioscience-203	307	4	acrnet	acrnet	NOUN
bioscience-203	307	5	anti	anti	ADJ
bioscience-203	307	6	-	-	ADJ
bioscience-203	307	7	crispr	crispr	ADJ
bioscience-203	307	8	analysis	analysis	NOUN
bioscience-203	307	9	raptorx	raptorx	ADJ
bioscience-203	307	10	,	,	PUNCT
bioscience-203	307	11	esm-1b	esm-1b	PROPN
bioscience-203	307	12	,	,	PUNCT
bioscience-203	307	13	possum	possum	NOUN
bioscience-203	307	14	,	,	PUNCT
bioscience-203	307	15	pacrispr	pacrispr	NOUN
bioscience-203	307	16	,	,	PUNCT
bioscience-203	307	17	acranker	acranker	NOUN
bioscience-203	307	18	,	,	PUNCT
bioscience-203	307	19	deepacr	deepacr	NOUN
bioscience-203	307	20	,	,	PUNCT
bioscience-203	307	21	hidden	hide	VERB
bioscience-203	307	22	markov	markov	NOUN
bioscience-203	307	23	model	model	NOUN
bioscience-203	307	24	(	(	PUNCT
bioscience-203	307	25	hmm	hmm	INTJ
bioscience-203	307	26	)	)	PUNCT
bioscience-203	307	27	,	,	PUNCT
bioscience-203	307	28	meme	meme	NOUN
bioscience-203	307	29	anti	anti	NOUN
bioscience-203	307	30	-	-	ADJ
bioscience-203	307	31	crisprdb	crisprdb	ADJ
bioscience-203	307	32	,	,	PUNCT
bioscience-203	307	33	pacrispr	pacrispr	NOUN
bioscience-203	307	34	,	,	PUNCT
bioscience-203	307	35	acrs	acr	NOUN
bioscience-203	307	36	database	database	NOUN
bioscience-203	307	37	,	,	PUNCT
bioscience-203	307	38	uniprot	uniprot	ADJ
bioscience-203	307	39	,	,	PUNCT
bioscience-203	307	40	uniparc	uniparc	NOUN
bioscience-203	307	41	,	,	PUNCT
bioscience-203	307	42	alphafold	alphafold	VERB
bioscience-203	307	43	acr	acr	NOUN
bioscience-203	307	44	protein	protein	NOUN
bioscience-203	307	45	,	,	PUNCT
bioscience-203	307	46	anti	anti	ADJ
bioscience-203	307	47	-	-	ADJ
bioscience-203	307	48	crispr	crispr	ADJ
bioscience-203	307	49	proteins	protein	NOUN
bioscience-203	307	50	.	.	PUNCT
bioscience-203	308	1	determining	determine	VERB
bioscience-203	308	2	anti	anti	ADJ
bioscience-203	308	3	crispr	crispr	NOUN
bioscience-203	308	4	from	from	ADP
bioscience-203	308	5	the	the	DET
bioscience-203	308	6	large	large	ADJ
bioscience-203	308	7	-	-	PUNCT
bioscience-203	308	8	scale	scale	NOUN
bioscience-203	308	9	protein	protein	NOUN
bioscience-203	308	10	database	database	NOUN
bioscience-203	308	11	[	[	X
bioscience-203	308	12	148	148	NUM
bioscience-203	308	13	]	]	SYM
bioscience-203	308	14	predphi	predphi	ADJ
bioscience-203	308	15	identification	identification	NOUN
bioscience-203	308	16	of	of	ADP
bioscience-203	308	17	phage	phage	NOUN
bioscience-203	308	18	-	-	PUNCT
bioscience-203	308	19	host	host	NOUN
bioscience-203	308	20	interactions	interaction	NOUN
bioscience-203	308	21	from	from	ADP
bioscience-203	308	22	sequence	sequence	NOUN
bioscience-203	308	23	data	datum	NOUN
bioscience-203	308	24	k	k	NOUN
bioscience-203	308	25	-	-	PUNCT
bioscience-203	308	26	means	mean	VERB
bioscience-203	308	27	clustering	clustering	NOUN
bioscience-203	308	28	phagesdb	phagesdb	NOUN
bioscience-203	308	29	,	,	PUNCT
bioscience-203	308	30	genbank	genbank	PROPN
bioscience-203	308	31	,	,	PUNCT
bioscience-203	308	32	81.00	81.00	NUM
bioscience-203	308	33	%	%	NOUN
bioscience-203	308	34	development	development	NOUN
bioscience-203	308	35	of	of	ADP
bioscience-203	308	36	personalized	personalized	ADJ
bioscience-203	308	37	treatment	treatment	NOUN
bioscience-203	308	38	for	for	ADP
bioscience-203	308	39	bacterial	bacterial	ADJ
bioscience-203	308	40	infections	infection	NOUN
bioscience-203	308	41	.	.	PUNCT
bioscience-203	309	1	[	[	X
bioscience-203	309	2	149	149	NUM
bioscience-203	309	3	]	]	X
bioscience-203	309	4	cryo	cryo	NOUN
bioscience-203	309	5	-	-	PUNCT
bioscience-203	309	6	electron	electron	NOUN
bioscience-203	309	7	tomography	tomography	NOUN
bioscience-203	309	8	(	(	PUNCT
bioscience-203	309	9	cryo	cryo	NOUN
bioscience-203	309	10	-	-	PUNCT
bioscience-203	309	11	et	et	NOUN
bioscience-203	309	12	)	)	PUNCT
bioscience-203	309	13	phage	phage	NOUN
bioscience-203	309	14	based	base	VERB
bioscience-203	309	15	therapy	therapy	NOUN
bioscience-203	309	16	against	against	ADP
bioscience-203	309	17	k.	k.	PROPN
bioscience-203	309	18	pneumoniae	pneumoniae	PROPN
bioscience-203	309	19	strains	strain	NOUN
bioscience-203	309	20	.	.	PUNCT
bioscience-203	310	1	chimerax	chimerax	PROPN
bioscience-203	310	2	,	,	PUNCT
bioscience-203	310	3	hmmer	hmmer	PROPN
bioscience-203	310	4	,	,	PUNCT
bioscience-203	310	5	hhpred	hhpre	VERB
bioscience-203	310	6	,	,	PUNCT
bioscience-203	310	7	phyre2	phyre2	NOUN
bioscience-203	310	8	capsid	capsid	NOUN
bioscience-203	310	9	and	and	CCONJ
bioscience-203	310	10	tail	tail	NOUN
bioscience-203	310	11	fibers	fiber	NOUN
bioscience-203	310	12	of	of	ADP
bioscience-203	310	13	phage	phage	NOUN
bioscience-203	310	14	.	.	PUNCT
bioscience-203	311	1	receptor	receptor	NOUN
bioscience-203	311	2	-	-	PUNCT
bioscience-203	311	3	binding	bind	VERB
bioscience-203	311	4	proteins	protein	NOUN
bioscience-203	311	5	,	,	PUNCT
bioscience-203	311	6	protein	protein	NOUN
bioscience-203	311	7	gp118,protein	gp118,protein	VERB
bioscience-203	311	8	gp119	gp119	SYM
bioscience-203	311	9	imod	imod	NOUN
bioscience-203	311	10	,	,	PUNCT
bioscience-203	311	11	rosettafold	rosettafold	ADJ
bioscience-203	311	12	functional	functional	ADJ
bioscience-203	311	13	insight	insight	NOUN
bioscience-203	311	14	into	into	ADP
bioscience-203	311	15	kp24	kp24	PROPN
bioscience-203	311	16	adaptation	adaptation	NOUN
bioscience-203	311	17	to	to	ADP
bioscience-203	311	18	variable	variable	ADJ
bioscience-203	311	19	surfaces	surface	NOUN
bioscience-203	311	20	of	of	ADP
bioscience-203	311	21	capsulated	capsulate	VERB
bioscience-203	311	22	bacterial	bacterial	ADJ
bioscience-203	311	23	pathogens	pathogen	NOUN
bioscience-203	311	24	[	[	X
bioscience-203	311	25	150	150	NUM
bioscience-203	311	26	]	]	PUNCT
bioscience-203	311	27	pred	pre	VERB
bioscience-203	311	28	-	-	PUNCT
bioscience-203	311	29	bvp	bvp	PROPN
bioscience-203	311	30	-	-	PUNCT
bioscience-203	311	31	unb	unb	NOUN
bioscience-203	311	32	identification	identification	NOUN
bioscience-203	311	33	of	of	ADP
bioscience-203	311	34	bvps	bvps	NOUN
bioscience-203	311	35	within	within	ADP
bioscience-203	311	36	a	a	DET
bioscience-203	311	37	huge	huge	ADJ
bioscience-203	311	38	volume	volume	NOUN
bioscience-203	311	39	of	of	ADP
bioscience-203	311	40	proteins	protein	NOUN
bioscience-203	311	41	matlab	matlab	PROPN
bioscience-203	311	42	tool	tool	NOUN
bioscience-203	311	43	,	,	PUNCT
bioscience-203	311	44	adboost	adboost	ADV
bioscience-203	311	45	,	,	PUNCT
bioscience-203	311	46	knn	knn	PROPN
bioscience-203	311	47	,	,	PUNCT
bioscience-203	311	48	universal	universal	ADJ
bioscience-203	311	49	protein	protein	NOUN
bioscience-203	311	50	resource	resource	NOUN
bioscience-203	311	51	bacteriophage	bacteriophage	NOUN
bioscience-203	311	52	virion	virion	NOUN
bioscience-203	311	53	proteins	protein	NOUN
bioscience-203	311	54	92.54	92.54	NUM
bioscience-203	311	55	%	%	NOUN
bioscience-203	311	56	&	&	CCONJ
bioscience-203	311	57	83.06	83.06	NUM
bioscience-203	311	58	%	%	NOUN
bioscience-203	311	59	accuracy	accuracy	NOUN
bioscience-203	311	60	on	on	ADP
bioscience-203	311	61	benchmark	benchmark	NOUN
bioscience-203	311	62	and	and	CCONJ
bioscience-203	311	63	independent	independent	ADJ
bioscience-203	311	64	datasets	dataset	NOUN
bioscience-203	311	65	designing	design	VERB
bioscience-203	311	66	antibacterial	antibacterial	ADJ
bioscience-203	311	67	drugs	drug	NOUN
bioscience-203	311	68	expedite	expedite	VERB
bioscience-203	311	69	discovery	discovery	NOUN
bioscience-203	311	70	of	of	ADP
bioscience-203	311	71	bvp	bvp	PROPN
bioscience-203	311	72	[	[	X
bioscience-203	311	73	151	151	NUM
bioscience-203	311	74	]	]	PUNCT
bioscience-203	311	75	highlights	highlight	NOUN
bioscience-203	311	76	in	in	ADP
bioscience-203	311	77	bioscience	bioscience	NOUN
bioscience-203	311	78	page	page	NOUN
bioscience-203	311	79	10	10	NUM
bioscience-203	311	80	of	of	ADP
bioscience-203	311	81	18	18	NUM
bioscience-203	311	82	december	december	PROPN
bioscience-203	311	83	2023|volume	2023|volume	NUM
bioscience-203	311	84	6	6	NUM
bioscience-203	311	85	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	311	86	mary	mary	PROPN
bioscience-203	311	87	et	et	PROPN
bioscience-203	311	88	al	al	PROPN
bioscience-203	311	89	.	.	PROPN
bioscience-203	311	90	,	,	PUNCT
bioscience-203	311	91	2023	2023	NUM
bioscience-203	311	92	machine	machine	NOUN
bioscience-203	311	93	learning	learning	NOUN
bioscience-203	311	94	mediated	mediate	VERB
bioscience-203	311	95	advanced	advanced	ADJ
bioscience-203	311	96	phage	phage	NOUN
bioscience-203	311	97	and	and	CCONJ
bioscience-203	311	98	antimicrobial	antimicrobial	ADJ
bioscience-203	311	99	therapy	therapy	NOUN
bioscience-203	311	100	a	a	DET
bioscience-203	311	101	futuristic	futuristic	ADJ
bioscience-203	311	102	approach	approach	NOUN
bioscience-203	311	103	table	table	NOUN
bioscience-203	311	104	3	3	NUM
bioscience-203	311	105	.	.	X
bioscience-203	311	106	list	list	NOUN
bioscience-203	311	107	of	of	ADP
bioscience-203	311	108	accessible	accessible	ADJ
bioscience-203	311	109	databases	database	NOUN
bioscience-203	311	110	for	for	ADP
bioscience-203	311	111	antimicrobial	antimicrobial	ADJ
bioscience-203	311	112	/	/	SYM
bioscience-203	311	113	phage	phage	NOUN
bioscience-203	311	114	resistant	resistant	ADJ
bioscience-203	311	115	genes	gene	NOUN
bioscience-203	311	116	,	,	PUNCT
bioscience-203	311	117	receptor	receptor	NOUN
bioscience-203	311	118	sequences	sequence	NOUN
bioscience-203	311	119	,	,	PUNCT
bioscience-203	311	120	genomic	genomic	NOUN
bioscience-203	311	121	sequences	sequence	NOUN
bioscience-203	311	122	and	and	CCONJ
bioscience-203	311	123	snps	snps	NOUN
bioscience-203	311	124	.	.	PUNCT
bioscience-203	312	1	databases	database	NOUN
bioscience-203	312	2	type	type	NOUN
bioscience-203	312	3	of	of	ADP
bioscience-203	312	4	input	input	NOUN
bioscience-203	312	5	sequence	sequence	NOUN
bioscience-203	312	6	format	format	NOUN
bioscience-203	312	7	of	of	ADP
bioscience-203	312	8	the	the	DET
bioscience-203	312	9	input	input	NOUN
bioscience-203	312	10	sequence	sequence	NOUN
bioscience-203	312	11	purpose	purpose	NOUN
bioscience-203	312	12	developed/	developed/	PROPN
bioscience-203	312	13	maintained	maintain	VERB
bioscience-203	312	14	by	by	ADP
bioscience-203	312	15	supporting	support	VERB
bioscience-203	312	16	tools/	tools/	NUM
bioscience-203	312	17	db	db	PROPN
bioscience-203	312	18	link	link	NOUN
bioscience-203	312	19	of	of	ADP
bioscience-203	312	20	the	the	DET
bioscience-203	312	21	website	website	NOUN
bioscience-203	312	22	comprehensive	comprehensive	ADJ
bioscience-203	312	23	antibiotic	antibiotic	ADJ
bioscience-203	312	24	resistance	resistance	NOUN
bioscience-203	312	25	database	database	NOUN
bioscience-203	312	26	(	(	PUNCT
bioscience-203	312	27	card	card	NOUN
bioscience-203	312	28	)	)	PUNCT
bioscience-203	312	29	nucleotide	nucleotide	NOUN
bioscience-203	312	30	,	,	PUNCT
bioscience-203	312	31	amino	amino	NOUN
bioscience-203	312	32	acid	acid	NOUN
bioscience-203	312	33	fasta	fasta	PROPN
bioscience-203	312	34	snps	snps	PROPN
bioscience-203	312	35	,	,	PUNCT
bioscience-203	312	36	validated	validated	ADJ
bioscience-203	312	37	and	and	CCONJ
bioscience-203	312	38	curated	curate	VERB
bioscience-203	312	39	reference	reference	NOUN
bioscience-203	312	40	sequencing	sequence	VERB
bioscience-203	312	41	details	detail	NOUN
bioscience-203	312	42	and	and	CCONJ
bioscience-203	312	43	molecular	molecular	ADJ
bioscience-203	312	44	foundation	foundation	NOUN
bioscience-203	312	45	of	of	ADP
bioscience-203	312	46	antimicrobial	antimicrobial	ADJ
bioscience-203	312	47	resistance	resistance	NOUN
bioscience-203	312	48	ncbi	ncbi	PROPN
bioscience-203	312	49	rgi	rgi	PROPN
bioscience-203	313	1	https://card.mcmaster.ca	https://card.mcmaster.ca	NOUN
bioscience-203	313	2	/home	/home	NOUN
bioscience-203	313	3	amrfinder	amrfind	ADJ
bioscience-203	313	4	nucleotide	nucleotide	NOUN
bioscience-203	313	5	,	,	PUNCT
bioscience-203	313	6	amino	amino	NOUN
bioscience-203	313	7	acid	acid	NOUN
bioscience-203	313	8	fasta	fasta	PROPN
bioscience-203	313	9	,	,	PUNCT
bioscience-203	313	10	gff	gff	PROPN
bioscience-203	313	11	identifies	identify	VERB
bioscience-203	313	12	amr	amr	PROPN
bioscience-203	313	13	genes	gene	NOUN
bioscience-203	313	14	&	&	CCONJ
bioscience-203	313	15	resistance	resistance	NOUN
bioscience-203	313	16	-	-	PUNCT
bioscience-203	313	17	associated	associate	VERB
bioscience-203	313	18	point	point	NOUN
bioscience-203	313	19	mutations	mutation	NOUN
bioscience-203	313	20	ncbi	ncbi	NOUN
bioscience-203	313	21	https://www.ncbi.nlm.ni	https://www.ncbi.nlm.ni	X
bioscience-203	313	22	h.gov/pathogens/antimic	h.gov/pathogens/antimic	ADJ
bioscience-203	313	23	robialresistance	robialresistance	NOUN
bioscience-203	313	24	/	/	SYM
bioscience-203	313	25	amrfinder/	amrfinder/	NUM
bioscience-203	313	26	pathosystems	pathosystem	NOUN
bioscience-203	313	27	resource	resource	NOUN
bioscience-203	313	28	integration	integration	NOUN
bioscience-203	313	29	centre	centre	NOUN
bioscience-203	313	30	(	(	PUNCT
bioscience-203	313	31	patric	patric	ADJ
bioscience-203	313	32	)	)	PUNCT
bioscience-203	313	33	nucleotide	nucleotide	NOUN
bioscience-203	313	34	,	,	PUNCT
bioscience-203	313	35	amino	amino	NOUN
bioscience-203	313	36	acid	acid	NOUN
bioscience-203	313	37	fasta	fasta	PROPN
bioscience-203	313	38	large	large	ADJ
bioscience-203	313	39	database	database	NOUN
bioscience-203	313	40	of	of	ADP
bioscience-203	313	41	infectious	infectious	ADJ
bioscience-203	313	42	bacterial	bacterial	ADJ
bioscience-203	313	43	genomic	genomic	ADJ
bioscience-203	313	44	information	information	NOUN
bioscience-203	313	45	brcs	brc	NOUN
bioscience-203	313	46	by	by	ADP
bioscience-203	313	47	niaid	niaid	PROPN
bioscience-203	313	48	http://www.patricbrc.org	http://www.patricbrc.org	PROPN
bioscience-203	313	49	megares	megare	NOUN
bioscience-203	313	50	nucleotide	nucleotide	PROPN
bioscience-203	313	51	fastq	fastq	ADV
bioscience-203	313	52	a	a	DET
bioscience-203	313	53	metagenomics	metagenomics	NOUN
bioscience-203	313	54	dataset	dataset	NOUN
bioscience-203	313	55	consisting	consist	VERB
bioscience-203	313	56	of	of	ADP
bioscience-203	313	57	amr	amr	ADJ
bioscience-203	313	58	genes	gene	NOUN
bioscience-203	313	59	that	that	PRON
bioscience-203	313	60	are	be	AUX
bioscience-203	313	61	identified	identify	VERB
bioscience-203	313	62	,	,	PUNCT
bioscience-203	313	63	characterized	characterize	VERB
bioscience-203	313	64	and	and	CCONJ
bioscience-203	313	65	evaluated	evaluate	VERB
bioscience-203	313	66	.	.	PUNCT
bioscience-203	314	1	amr++	amr++	PROPN
bioscience-203	314	2	(	(	PUNCT
bioscience-203	314	3	bioinformatics	bioinformatics	NOUN
bioscience-203	314	4	pipeline	pipeline	NOUN
bioscience-203	314	5	)	)	PUNCT
bioscience-203	314	6	,	,	PUNCT
bioscience-203	314	7	card	card	NOUN
bioscience-203	314	8	,	,	PUNCT
bioscience-203	314	9	arg	arg	NOUN
bioscience-203	314	10	-	-	PUNCT
bioscience-203	314	11	annot	annot	ADV
bioscience-203	314	12	,	,	PUNCT
bioscience-203	314	13	lahey	lahey	PROPN
bioscience-203	314	14	https://megares.meglab	https://megares.meglab	PROPN
bioscience-203	314	15	.	.	PUNCT
bioscience-203	315	1	org/	org/	PRON
bioscience-203	315	2	resfinder	resfinder	NOUN
bioscience-203	315	3	nucleotide	nucleotide	PROPN
bioscience-203	315	4	fasta	fasta	PROPN
bioscience-203	315	5	,	,	PUNCT
bioscience-203	315	6	fastq	fastq	ADJ
bioscience-203	315	7	imports	import	NOUN
bioscience-203	315	8	assembled	assemble	VERB
bioscience-203	315	9	contigs	contig	NOUN
bioscience-203	315	10	,	,	PUNCT
bioscience-203	315	11	data	datum	NOUN
bioscience-203	315	12	sequences	sequence	NOUN
bioscience-203	315	13	or	or	CCONJ
bioscience-203	315	14	completed	complete	VERB
bioscience-203	315	15	genomes	genome	NOUN
bioscience-203	315	16	and	and	CCONJ
bioscience-203	315	17	detects	detect	NOUN
bioscience-203	315	18	amr	amr	NOUN
bioscience-203	315	19	genes	gene	NOUN
bioscience-203	315	20	.	.	PUNCT
bioscience-203	316	1	web	web	NOUN
bioscience-203	316	2	-	-	PUNCT
bioscience-203	316	3	based	base	VERB
bioscience-203	316	4	portal	portal	NOUN
bioscience-203	316	5	and	and	CCONJ
bioscience-203	316	6	python	python	PROPN
bioscience-203	316	7	script	script	NOUN
bioscience-203	316	8	https://cge.cbs.dtu.dk/ser	https://cge.cbs.dtu.dk/ser	PROPN
bioscience-203	316	9	vices	vice	NOUN
bioscience-203	316	10	/	/	SYM
bioscience-203	316	11	resfinder/	resfinder/	NUM
bioscience-203	316	12	food	food	NOUN
bioscience-203	316	13	and	and	CCONJ
bioscience-203	316	14	environment	environment	NOUN
bioscience-203	316	15	associated	associate	VERB
bioscience-203	316	16	anti	anti	ADJ
bioscience-203	316	17	-	-	ADJ
bioscience-203	316	18	microbial	microbial	ADJ
bioscience-203	316	19	resistance	resistance	NOUN
bioscience-203	316	20	database	database	NOUN
bioscience-203	316	21	(	(	PUNCT
bioscience-203	316	22	feamr	feamr	NOUN
bioscience-203	316	23	db	db	PROPN
bioscience-203	316	24	)	)	PUNCT
bioscience-203	316	25	nonclinical	nonclinical	ADJ
bioscience-203	316	26	test	test	NOUN
bioscience-203	316	27	results	result	NOUN
bioscience-203	316	28	as	as	ADV
bioscience-203	316	29	well	well	ADV
bioscience-203	316	30	as	as	ADP
bioscience-203	316	31	dietary	dietary	ADJ
bioscience-203	316	32	and	and	CCONJ
bioscience-203	316	33	surroundings	surrounding	NOUN
bioscience-203	316	34	related	relate	VERB
bioscience-203	316	35	amr	amr	ADJ
bioscience-203	316	36	data	datum	NOUN
bioscience-203	316	37	worldwide	worldwide	ADV
bioscience-203	316	38	antimicrobial	antimicrobial	ADJ
bioscience-203	316	39	research	research	NOUN
bioscience-203	316	40	lab	lab	NOUN
bioscience-203	316	41	,	,	PUNCT
bioscience-203	316	42	department	department	NOUN
bioscience-203	316	43	of	of	ADP
bioscience-203	316	44	biotechnology	biotechnology	NOUN
bioscience-203	316	45	,	,	PUNCT
bioscience-203	316	46	university	university	NOUN
bioscience-203	316	47	of	of	ADP
bioscience-203	316	48	mumbai	mumbai	PROPN
bioscience-203	316	49	card	card	NOUN
bioscience-203	316	50	,	,	PUNCT
bioscience-203	316	51	ndaro	ndaro	NOUN
bioscience-203	316	52	,	,	PUNCT
bioscience-203	316	53	megares	megare	NOUN
bioscience-203	316	54	,	,	PUNCT
bioscience-203	316	55	ncbi	ncbi	PROPN
bioscience-203	316	56	https://feamrudbtamrlab.mu.ac.in/	https://feamrudbtamrlab.mu.ac.in/	PROPN
bioscience-203	316	57	national	national	ADJ
bioscience-203	316	58	databases	database	NOUN
bioscience-203	316	59	of	of	ADP
bioscience-203	316	60	antibiotic	antibiotic	ADJ
bioscience-203	316	61	resistant	resistant	ADJ
bioscience-203	316	62	organisms	organism	NOUN
bioscience-203	316	63	(	(	PUNCT
bioscience-203	316	64	ndaro	ndaro	NOUN
bioscience-203	316	65	)	)	PUNCT
bioscience-203	316	66	a	a	DET
bioscience-203	316	67	co	co	NOUN
bioscience-203	316	68	-	-	NOUN
bioscience-203	316	69	operative	operative	ADJ
bioscience-203	316	70	,	,	PUNCT
bioscience-203	316	71	centrally	centrally	ADV
bioscience-203	316	72	controlled	control	VERB
bioscience-203	316	73	,	,	PUNCT
bioscience-203	316	74	cross	cross	ADJ
bioscience-203	316	75	-	-	ADJ
bioscience-203	316	76	agency	agency	ADJ
bioscience-203	316	77	center	center	NOUN
bioscience-203	316	78	where	where	SCONJ
bioscience-203	316	79	researchers	researcher	NOUN
bioscience-203	316	80	may	may	AUX
bioscience-203	316	81	obtain	obtain	VERB
bioscience-203	316	82	amr	amr	ADJ
bioscience-203	316	83	data	datum	NOUN
bioscience-203	316	84	to	to	PART
bioscience-203	316	85	enable	enable	VERB
bioscience-203	316	86	real	real	ADJ
bioscience-203	316	87	-	-	PUNCT
bioscience-203	316	88	time	time	NOUN
bioscience-203	316	89	pathogen	pathogen	NOUN
bioscience-203	316	90	monitoring	monitoring	NOUN
bioscience-203	316	91	.	.	PUNCT
bioscience-203	317	1	ncbi	ncbi	PROPN
bioscience-203	317	2	amrfinder	amrfinder	PROPN
bioscience-203	317	3	functional	functional	ADJ
bioscience-203	317	4	antibiotic	antibiotic	ADJ
bioscience-203	317	5	resistant	resistant	ADJ
bioscience-203	317	6	metagenomic	metagenomic	ADJ
bioscience-203	317	7	element	element	NOUN
bioscience-203	317	8	database	database	NOUN
bioscience-203	317	9	(	(	PUNCT
bioscience-203	317	10	farmedb	farmedb	PROPN
bioscience-203	317	11	)	)	PUNCT
bioscience-203	317	12	nucleotide	nucleotide	NOUN
bioscience-203	317	13	,	,	PUNCT
bioscience-203	317	14	amino	amino	NOUN
bioscience-203	317	15	acid	acid	NOUN
bioscience-203	317	16	fasta	fasta	PROPN
bioscience-203	317	17	it	it	PRON
bioscience-203	317	18	explores	explore	VERB
bioscience-203	317	19	functional	functional	ADJ
bioscience-203	317	20	metagenomics	metagenomic	NOUN
bioscience-203	317	21	antibiotic	antibiotic	ADJ
bioscience-203	317	22	resistant	resistant	ADJ
bioscience-203	317	23	genetic	genetic	ADJ
bioscience-203	317	24	variables	variable	NOUN
bioscience-203	317	25	,	,	PUNCT
bioscience-203	317	26	serves	serve	VERB
bioscience-203	317	27	as	as	ADP
bioscience-203	317	28	an	an	DET
bioscience-203	317	29	opportunity	opportunity	NOUN
bioscience-203	317	30	for	for	ADP
bioscience-203	317	31	investigating	investigate	VERB
bioscience-203	317	32	ar	ar	NOUN
bioscience-203	317	33	in	in	ADP
bioscience-203	317	34	the	the	DET
bioscience-203	317	35	majority	majority	NOUN
bioscience-203	317	36	of	of	ADP
bioscience-203	317	37	bacteria	bacteria	NOUN
bioscience-203	317	38	that	that	PRON
bioscience-203	317	39	are	be	AUX
bioscience-203	317	40	difficult	difficult	ADJ
bioscience-203	317	41	to	to	PART
bioscience-203	317	42	culture	culture	VERB
bioscience-203	317	43	in	in	ADP
bioscience-203	317	44	lab	lab	NOUN
bioscience-203	317	45	.	.	PUNCT
bioscience-203	318	1	it	it	PRON
bioscience-203	318	2	serves	serve	VERB
bioscience-203	318	3	as	as	ADP
bioscience-203	318	4	a	a	DET
bioscience-203	318	5	repository	repository	NOUN
bioscience-203	318	6	for	for	ADP
bioscience-203	318	7	globally	globally	ADV
bioscience-203	318	8	available	available	ADJ
bioscience-203	318	9	antibiotic	antibiotic	ADJ
bioscience-203	318	10	resistance	resistance	NOUN
bioscience-203	318	11	linked	link	VERB
bioscience-203	318	12	genome	genome	NOUN
bioscience-203	318	13	sequences	sequence	NOUN
bioscience-203	318	14	,	,	PUNCT
bioscience-203	318	15	predicted	predict	VERB
bioscience-203	318	16	amino	amino	NOUN
bioscience-203	318	17	acid	acid	NOUN
bioscience-203	318	18	sequences	sequence	NOUN
bioscience-203	318	19	,	,	PUNCT
bioscience-203	318	20	regulatory	regulatory	ADJ
bioscience-203	318	21	factors	factor	NOUN
bioscience-203	318	22	,	,	PUNCT
bioscience-203	318	23	jumping	jump	VERB
bioscience-203	318	24	genes	gene	NOUN
bioscience-203	318	25	,	,	PUNCT
bioscience-203	318	26	and	and	CCONJ
bioscience-203	318	27	predicted	predict	VERB
bioscience-203	318	28	peptides	peptide	NOUN
bioscience-203	318	29	associated	associate	VERB
bioscience-203	318	30	with	with	ADP
bioscience-203	318	31	antibiotic	antibiotic	ADJ
bioscience-203	318	32	resistant	resistant	ADJ
bioscience-203	318	33	genes	gene	NOUN
bioscience-203	318	34	.	.	PUNCT
bioscience-203	319	1	university	university	NOUN
bioscience-203	319	2	of	of	ADP
bioscience-203	319	3	washington	washington	PROPN
bioscience-203	319	4	http://staff.washington.e	http://staff.washington.e	PROPN
bioscience-203	319	5	du	du	PROPN
bioscience-203	319	6	/	/	SYM
bioscience-203	319	7	jwallace	jwallace	NOUN
bioscience-203	319	8	/	/	SYM
bioscience-203	319	9	farme	farme	PROPN
bioscience-203	319	10	/	/	SYM
bioscience-203	319	11	index	index	NOUN
bioscience-203	319	12	.	.	PUNCT
bioscience-203	320	1	html	html	NOUN
bioscience-203	320	2	lrefinder	lrefinder	PROPN
bioscience-203	320	3	nucleotide	nucleotide	PROPN
bioscience-203	320	4	fasta	fasta	PROPN
bioscience-203	320	5	,	,	PUNCT
bioscience-203	320	6	fastq	fastq	PROPN
bioscience-203	320	7	offers	offer	VERB
bioscience-203	320	8	information	information	NOUN
bioscience-203	320	9	on	on	ADP
bioscience-203	320	10	the	the	DET
bioscience-203	320	11	genes	gene	NOUN
bioscience-203	320	12	and	and	CCONJ
bioscience-203	320	13	alterations	alteration	NOUN
bioscience-203	320	14	that	that	PRON
bioscience-203	320	15	cause	cause	VERB
bioscience-203	320	16	enterococci	enterococci	NOUN
bioscience-203	320	17	to	to	PART
bioscience-203	320	18	become	become	VERB
bioscience-203	320	19	tolerant	tolerant	ADJ
bioscience-203	320	20	to	to	ADP
bioscience-203	320	21	linezolid	linezolid	PROPN
bioscience-203	320	22	.	.	PUNCT
bioscience-203	321	1	centre	centre	PROPN
bioscience-203	321	2	for	for	ADP
bioscience-203	321	3	genomic	genomic	ADJ
bioscience-203	321	4	epidemiology	epidemiology	NOUN
bioscience-203	321	5	https://cge.cbs.dtu.dk/ser	https://cge.cbs.dtu.dk/ser	PROPN
bioscience-203	321	6	vices	vice	NOUN
bioscience-203	321	7	/	/	SYM
bioscience-203	321	8	lre	lre	PROPN
bioscience-203	321	9	-	-	PUNCT
bioscience-203	321	10	finder/	finder/	ADJ
bioscience-203	321	11	galileo	galileo	PROPN
bioscience-203	321	12	amr	amr	NOUN
bioscience-203	321	13	nucleotide	nucleotide	NOUN
bioscience-203	321	14	fasta	fasta	PROPN
bioscience-203	321	15	offers	offer	VERB
bioscience-203	321	16	quick	quick	ADJ
bioscience-203	321	17	and	and	CCONJ
bioscience-203	321	18	precise	precise	ADJ
bioscience-203	321	19	labelling	labelling	NOUN
bioscience-203	321	20	of	of	ADP
bioscience-203	321	21	genes	gene	NOUN
bioscience-203	321	22	associated	associate	VERB
bioscience-203	321	23	with	with	ADP
bioscience-203	321	24	amr	amr	PROPN
bioscience-203	321	25	for	for	ADP
bioscience-203	321	26	any	any	DET
bioscience-203	321	27	dna	dna	PROPN
bioscience-203	321	28	fragment	fragment	NOUN
bioscience-203	321	29	of	of	ADP
bioscience-203	321	30	gram	gram	NOUN
bioscience-203	321	31	-	-	PUNCT
bioscience-203	321	32	negative	negative	ADJ
bioscience-203	321	33	bacteria	bacteria	NOUN
bioscience-203	321	34	.	.	PUNCT
bioscience-203	322	1	arc	arc	PROPN
bioscience-203	322	2	bio	bio	PROPN
bioscience-203	322	3	mara	mara	PROPN
bioscience-203	322	4	,	,	PUNCT
bioscience-203	322	5	rac	rac	PROPN
bioscience-203	322	6	https://galileoamr.arcbio	https://galileoamr.arcbio	PROPN
bioscience-203	322	7	.com	.com	PROPN
bioscience-203	322	8	/	/	SYM
bioscience-203	322	9	mara/	mara/	NUM
bioscience-203	322	10	arg	arg	NOUN
bioscience-203	322	11	-	-	PUNCT
bioscience-203	322	12	miner	miner	NOUN
bioscience-203	322	13	gathersandaccessallof	gathersandaccessallof	PROPN
bioscience-203	322	14	thedata	thedata	NOUN
bioscience-203	322	15	fromvariousargresources	fromvariousargresource	NOUN
bioscience-203	322	16	.	.	PUNCT
bioscience-203	323	1	itoffers	itoffer	NOUN
bioscience-203	323	2	proofofargs	proofofargs	PROPN
bioscience-203	323	3	,	,	PUNCT
bioscience-203	323	4	specificallyplasmids	specificallyplasmid	NOUN
bioscience-203	323	5	,	,	PUNCT
bioscience-203	323	6	viruses	virus	NOUN
bioscience-203	323	7	,	,	PUNCT
bioscience-203	323	8	orprophages	orprophage	VERB
bioscience-203	323	9	,	,	PUNCT
bioscience-203	323	10	thatcanbe	thatcanbe	VERB
bioscience-203	323	11	carriedbymges	carriedbymge	NOUN
bioscience-203	323	12	.	.	PUNCT
bioscience-203	324	1	ardb	ardb	NOUN
bioscience-203	324	2	,	,	PUNCT
bioscience-203	324	3	argannot	argannot	NOUN
bioscience-203	324	4	,	,	PUNCT
bioscience-203	324	5	megares	megare	NOUN
bioscience-203	324	6	,	,	PUNCT
bioscience-203	324	7	card	card	NOUN
bioscience-203	324	8	,	,	PUNCT
bioscience-203	324	9	ndaro	ndaro	NOUN
bioscience-203	324	10	,	,	PUNCT
bioscience-203	324	11	resfinder	resfinder	NOUN
bioscience-203	324	12	,	,	PUNCT
bioscience-203	324	13	uniprot	uniprot	ADJ
bioscience-203	324	14	,	,	PUNCT
bioscience-203	324	15	patric	patric	PROPN
bioscience-203	324	16	https://bench.cs.vt.edu/a	https://bench.cs.vt.edu/a	NOUN
bioscience-203	324	17	rgminer/#/home	rgminer/#/home	NOUN
bioscience-203	324	18	shortbred	shortbre	VERB
bioscience-203	324	19	amino	amino	NOUN
bioscience-203	324	20	acid	acid	PROPN
bioscience-203	324	21	fasta	fasta	PROPN
bioscience-203	324	22	facilitates	facilitate	VERB
bioscience-203	324	23	the	the	DET
bioscience-203	324	24	highly	highly	ADV
bioscience-203	324	25	selective	selective	ADJ
bioscience-203	324	26	characterization	characterization	NOUN
bioscience-203	324	27	of	of	ADP
bioscience-203	324	28	target	target	NOUN
bioscience-203	324	29	protein	protein	NOUN
bioscience-203	324	30	families	family	NOUN
bioscience-203	324	31	and	and	CCONJ
bioscience-203	324	32	amr	amr	NOUN
bioscience-203	324	33	genes	gene	NOUN
bioscience-203	324	34	in	in	ADP
bioscience-203	324	35	shotgun	shotgun	NOUN
bioscience-203	324	36	metagomics	metagomic	NOUN
bioscience-203	324	37	sequence	sequence	NOUN
bioscience-203	324	38	reading	read	VERB
bioscience-203	324	39	information	information	NOUN
bioscience-203	324	40	.	.	PUNCT
bioscience-203	325	1	the	the	DET
bioscience-203	325	2	huttenhower	huttenhower	NOUN
bioscience-203	325	3	lab	lab	PROPN
bioscience-203	325	4	,	,	PUNCT
bioscience-203	325	5	department	department	NOUN
bioscience-203	325	6	of	of	ADP
bioscience-203	325	7	biostatistics	biostatistic	NOUN
bioscience-203	325	8	,	,	PUNCT
bioscience-203	325	9	havard	havard	PROPN
bioscience-203	325	10	t.h	t.h	PROPN
bioscience-203	325	11	.	.	PROPN
bioscience-203	325	12	chan	chan	PROPN
bioscience-203	325	13	school	school	PROPN
bioscience-203	325	14	of	of	ADP
bioscience-203	325	15	public	public	ADJ
bioscience-203	325	16	health	health	NOUN
bioscience-203	325	17	ardb	ardb	NOUN
bioscience-203	325	18	,	,	PUNCT
bioscience-203	325	19	card	card	NOUN
bioscience-203	325	20	http://huttenhower.sph.h	http://huttenhower.sph.h	PROPN
bioscience-203	325	21	arvard.edu/shortbred	arvard.edu/shortbre	VERB
bioscience-203	325	22	comprehensive	comprehensive	ADJ
bioscience-203	325	23	βlactamase	βlactamase	NOUN
bioscience-203	325	24	molecular	molecular	ADJ
bioscience-203	325	25	annotation	annotation	NOUN
bioscience-203	325	26	resource	resource	NOUN
bioscience-203	325	27	(	(	PUNCT
bioscience-203	325	28	cbmar	cbmar	NOUN
bioscience-203	325	29	)	)	PUNCT
bioscience-203	325	30	nucleotide	nucleotide	NOUN
bioscience-203	325	31	,	,	PUNCT
bioscience-203	325	32	amino	amino	NOUN
bioscience-203	325	33	acid	acid	NOUN
bioscience-203	325	34	fasta	fasta	PROPN
bioscience-203	326	1	the	the	DET
bioscience-203	326	2	approach	approach	NOUN
bioscience-203	326	3	groups	group	NOUN
bioscience-203	326	4	beta	beta	NOUN
bioscience-203	326	5	-	-	PUNCT
bioscience-203	326	6	lactamases	lactamase	NOUN
bioscience-203	326	7	into	into	ADP
bioscience-203	326	8	classes	class	NOUN
bioscience-203	326	9	and	and	CCONJ
bioscience-203	326	10	then	then	ADV
bioscience-203	326	11	subsequently	subsequently	ADV
bioscience-203	326	12	subgroups	subgroup	VERB
bioscience-203	326	13	them	they	PRON
bioscience-203	326	14	based	base	VERB
bioscience-203	326	15	on	on	ADP
bioscience-203	326	16	factors	factor	NOUN
bioscience-203	326	17	such	such	ADJ
bioscience-203	326	18	as	as	ADP
bioscience-203	326	19	gene	gene	NOUN
bioscience-203	326	20	location	location	NOUN
bioscience-203	326	21	,	,	PUNCT
bioscience-203	326	22	phylogenetic	phylogenetic	ADJ
bioscience-203	326	23	relationships	relationship	NOUN
bioscience-203	326	24	,	,	PUNCT
bioscience-203	326	25	active	active	ADJ
bioscience-203	326	26	site	site	NOUN
bioscience-203	326	27	,	,	PUNCT
bioscience-203	326	28	parent	parent	NOUN
bioscience-203	326	29	fingerprints	fingerprint	NOUN
bioscience-203	326	30	,	,	PUNCT
bioscience-203	326	31	mutational	mutational	ADJ
bioscience-203	326	32	characteristics	characteristic	NOUN
bioscience-203	326	33	,	,	PUNCT
bioscience-203	326	34	antibiotic	antibiotic	ADJ
bioscience-203	326	35	resistance	resistance	NOUN
bioscience-203	326	36	characteristics	characteristic	NOUN
bioscience-203	326	37	,	,	PUNCT
bioscience-203	326	38	blocker	blocker	NOUN
bioscience-203	326	39	vulnerability	vulnerability	NOUN
bioscience-203	326	40	,	,	PUNCT
bioscience-203	326	41	and	and	CCONJ
bioscience-203	326	42	nucleotide	nucleotide	ADJ
bioscience-203	326	43	diversity	diversity	NOUN
bioscience-203	326	44	.	.	PUNCT
bioscience-203	327	1	lahey	lahey	PROPN
bioscience-203	327	2	,	,	PUNCT
bioscience-203	327	3	pdb	pdb	PROPN
bioscience-203	327	4	,	,	PUNCT
bioscience-203	327	5	uniprot	uniprot	ADJ
bioscience-203	327	6	,	,	PUNCT
bioscience-203	327	7	genebank	genebank	NOUN
bioscience-203	327	8	,	,	PUNCT
bioscience-203	327	9	laced	lace	VERB
bioscience-203	327	10	,	,	PUNCT
bioscience-203	327	11	arbd	arbd	PROPN
bioscience-203	327	12	,	,	PUNCT
bioscience-203	327	13	http://proteininformatics	http://proteininformatics	PRON
bioscience-203	327	14	.org	.org	ADJ
bioscience-203	327	15	/	/	SYM
bioscience-203	327	16	mkumar	mkumar	NOUN
bioscience-203	327	17	/	/	SYM
bioscience-203	327	18	lactamased	lactamase	VERB
bioscience-203	327	19	b/	b/	NOUN
bioscience-203	327	20	deeparg	deeparg	NOUN
bioscience-203	327	21	nucleotide	nucleotide	NOUN
bioscience-203	327	22	,	,	PUNCT
bioscience-203	327	23	amino	amino	NOUN
bioscience-203	327	24	acid	acid	NOUN
bioscience-203	327	25	fasta	fasta	PROPN
bioscience-203	327	26	,	,	PUNCT
bioscience-203	327	27	fastq	fastq	ADV
bioscience-203	327	28	it	it	PRON
bioscience-203	327	29	makes	make	VERB
bioscience-203	327	30	highly	highly	ADV
bioscience-203	327	31	confident	confident	ADJ
bioscience-203	327	32	predictions	prediction	NOUN
bioscience-203	327	33	about	about	ADP
bioscience-203	327	34	args	args	NOUN
bioscience-203	327	35	from	from	ADP
bioscience-203	327	36	quick	quick	ADJ
bioscience-203	327	37	reads	read	NOUN
bioscience-203	327	38	and	and	CCONJ
bioscience-203	327	39	complete	complete	ADJ
bioscience-203	327	40	gene	gene	NOUN
bioscience-203	327	41	length	length	NOUN
bioscience-203	327	42	sequences	sequence	NOUN
bioscience-203	327	43	based	base	VERB
bioscience-203	327	44	on	on	ADP
bioscience-203	327	45	metagenomic	metagenomic	ADJ
bioscience-203	327	46	study	study	NOUN
bioscience-203	327	47	of	of	ADP
bioscience-203	327	48	environmental	environmental	ADJ
bioscience-203	327	49	sources	source	NOUN
bioscience-203	327	50	.	.	PUNCT
bioscience-203	328	1	ardb	ardb	NOUN
bioscience-203	328	2	,	,	PUNCT
bioscience-203	328	3	card	card	NOUN
bioscience-203	328	4	,	,	PUNCT
bioscience-203	328	5	uniprot	uniprot	ADJ
bioscience-203	328	6	https://bench.cs.vt.edu/d	https://bench.cs.vt.edu/d	ADJ
bioscience-203	328	7	eeparg	eeparg	NOUN
bioscience-203	328	8	integrall	integrall	ADJ
bioscience-203	328	9	nucleotide	nucleotide	NOUN
bioscience-203	328	10	fasta	fasta	PROPN
bioscience-203	328	11	gathers	gather	VERB
bioscience-203	328	12	and	and	CCONJ
bioscience-203	328	13	arranges	arrange	VERB
bioscience-203	328	14	the	the	DET
bioscience-203	328	15	integrons	integron	NOUN
bioscience-203	328	16	'	'	PART
bioscience-203	328	17	data	datum	NOUN
bioscience-203	328	18	https://integrall.bio.ua	https://integrall.bio.ua	NOUN
bioscience-203	328	19	.	.	PUNCT
bioscience-203	329	1	ppt/	ppt/	VERB
bioscience-203	329	2	?	?	PUNCT
bioscience-203	330	1	phage	phage	NOUN
bioscience-203	330	2	receptor	receptor	NOUN
bioscience-203	330	3	database	database	NOUN
bioscience-203	330	4	(	(	PUNCT
bioscience-203	330	5	phred	phre	VERB
bioscience-203	330	6	)	)	PUNCT
bioscience-203	330	7	fastq	fastq	ADJ
bioscience-203	330	8	,	,	PUNCT
bioscience-203	330	9	scf	scf	VERB
bioscience-203	330	10	it	it	PRON
bioscience-203	330	11	gathers	gather	VERB
bioscience-203	330	12	bacterial	bacterial	ADJ
bioscience-203	330	13	receptors	receptor	NOUN
bioscience-203	330	14	that	that	PRON
bioscience-203	330	15	are	be	AUX
bioscience-203	330	16	necessary	necessary	ADJ
bioscience-203	330	17	for	for	ADP
bioscience-203	330	18	phage	phage	NOUN
bioscience-203	330	19	-	-	PUNCT
bioscience-203	330	20	host	host	NOUN
bioscience-203	330	21	identification	identification	NOUN
bioscience-203	330	22	and	and	CCONJ
bioscience-203	330	23	interacting	interact	VERB
bioscience-203	330	24	associations	association	NOUN
bioscience-203	330	25	.	.	PUNCT
bioscience-203	331	1	bio	bio	PROPN
bioscience-203	331	2	-	-	PUNCT
bioscience-203	331	3	conversion	conversion	PROPN
bioscience-203	331	4	databank	databank	PROPN
bioscience-203	331	5	foundation	foundation	PROPN
bioscience-203	331	6	the	the	DET
bioscience-203	331	7	actinobacteriophage	actinobacteriophage	NOUN
bioscience-203	331	8	database	database	NOUN
bioscience-203	331	9	it	it	PRON
bioscience-203	331	10	sequences	sequence	NOUN
bioscience-203	331	11	,	,	PUNCT
bioscience-203	331	12	identities	identity	NOUN
bioscience-203	331	13	,	,	PUNCT
bioscience-203	331	14	defines	define	NOUN
bioscience-203	331	15	and	and	CCONJ
bioscience-203	331	16	characterizes	characterize	VERB
bioscience-203	331	17	mycobacteriophages	mycobacteriophage	NOUN
bioscience-203	331	18	.	.	PUNCT
bioscience-203	332	1	department	department	NOUN
bioscience-203	332	2	of	of	ADP
bioscience-203	332	3	biologicals	biological	NOUN
bioscience-203	332	4	sciences	science	NOUN
bioscience-203	332	5	at	at	ADP
bioscience-203	332	6	the	the	DET
bioscience-203	332	7	university	university	NOUN
bioscience-203	332	8	of	of	ADP
bioscience-203	332	9	pitsburg	pitsburg	NOUN
bioscience-203	332	10	https://phagesdb.org/	https://phagesdb.org/	ADJ
bioscience-203	332	11	beta	beta	NOUN
bioscience-203	332	12	-	-	PUNCT
bioscience-203	332	13	lactamase	lactamase	NOUN
bioscience-203	332	14	database	database	NOUN
bioscience-203	332	15	(	(	PUNCT
bioscience-203	332	16	bldb	bldb	PROPN
bioscience-203	332	17	)	)	PUNCT
bioscience-203	332	18	lahey	lahey	PROPN
bioscience-203	332	19	clinic	clinic	PROPN
bioscience-203	332	20	database	database	PROPN
bioscience-203	332	21	nucleotide	nucleotide	NOUN
bioscience-203	332	22	it	it	PRON
bioscience-203	332	23	collects	collect	VERB
bioscience-203	332	24	architectural	architectural	ADJ
bioscience-203	332	25	and	and	CCONJ
bioscience-203	332	26	biochemical	biochemical	ADJ
bioscience-203	332	27	characteristics	characteristic	NOUN
bioscience-203	332	28	,	,	PUNCT
bioscience-203	332	29	along	along	ADP
bioscience-203	332	30	with	with	ADP
bioscience-203	332	31	sequencing	sequence	VERB
bioscience-203	332	32	data	datum	NOUN
bioscience-203	332	33	,	,	PUNCT
bioscience-203	332	34	for	for	ADP
bioscience-203	332	35	every	every	DET
bioscience-203	332	36	known	know	VERB
bioscience-203	332	37	bl	bl	NOUN
bioscience-203	332	38	.	.	PUNCT
bioscience-203	333	1	it	it	PRON
bioscience-203	333	2	describes	describe	VERB
bioscience-203	333	3	the	the	DET
bioscience-203	333	4	genetic	genetic	ADJ
bioscience-203	333	5	factors	factor	NOUN
bioscience-203	333	6	that	that	PRON
bioscience-203	333	7	give	give	VERB
bioscience-203	333	8	resistance	resistance	NOUN
bioscience-203	333	9	to	to	ADP
bioscience-203	333	10	betalactam	betalactam	NOUN
bioscience-203	333	11	substances	substance	NOUN
bioscience-203	333	12	.	.	PUNCT
bioscience-203	334	1	part	part	NOUN
bioscience-203	334	2	of	of	ADP
bioscience-203	334	3	bacterial	bacterial	ADJ
bioscience-203	334	4	antimicrobial	antimicrobial	ADJ
bioscience-203	334	5	resistance	resistance	NOUN
bioscience-203	334	6	reference	reference	NOUN
bioscience-203	334	7	gene	gene	NOUN
bioscience-203	334	8	database	database	NOUN
bioscience-203	334	9	,	,	PUNCT
bioscience-203	334	10	ncbi	ncbi	PROPN
bioscience-203	334	11	pdb	pdb	PROPN
bioscience-203	334	12	http://bldb.eu	http://bldb.eu	PROPN
bioscience-203	334	13	http://www.lahey.org/st	http://www.lahey.org/st	PROPN
bioscience-203	334	14	udies/	udies/	NUM
bioscience-203	334	15	antibacterial	antibacterial	ADJ
bioscience-203	334	16	biocide	biocide	NOUN
bioscience-203	334	17	and	and	CCONJ
bioscience-203	334	18	metal	metal	NOUN
bioscience-203	334	19	resistance	resistance	NOUN
bioscience-203	334	20	genes	gene	NOUN
bioscience-203	334	21	database	database	NOUN
bioscience-203	334	22	(	(	PUNCT
bioscience-203	334	23	bacmet	bacmet	NOUN
bioscience-203	334	24	)	)	PUNCT
bioscience-203	334	25	nucleotide	nucleotide	NOUN
bioscience-203	334	26	,	,	PUNCT
bioscience-203	334	27	amino	amino	NOUN
bioscience-203	334	28	acid	acid	NOUN
bioscience-203	334	29	fasta	fasta	PROPN
bioscience-203	334	30	it	it	PRON
bioscience-203	334	31	aims	aim	VERB
bioscience-203	334	32	to	to	PART
bioscience-203	334	33	target	target	VERB
bioscience-203	334	34	genetic	genetic	ADJ
bioscience-203	334	35	factor	factor	NOUN
bioscience-203	334	36	that	that	PRON
bioscience-203	334	37	provide	provide	VERB
bioscience-203	334	38	resistance	resistance	NOUN
bioscience-203	334	39	to	to	ADP
bioscience-203	334	40	metalbased	metalbase	VERB
bioscience-203	334	41	substances	substance	NOUN
bioscience-203	334	42	and	and	CCONJ
bioscience-203	334	43	biocidal	biocidal	ADJ
bioscience-203	334	44	compounds	compound	NOUN
bioscience-203	334	45	.	.	PUNCT
bioscience-203	335	1	http://bacmet.biomedici	http://bacmet.biomedici	PROPN
bioscience-203	335	2	ne.gu.se/	ne.gu.se/	NOUN
bioscience-203	335	3	highlights	highlight	NOUN
bioscience-203	335	4	in	in	ADP
bioscience-203	335	5	bioscience	bioscience	NOUN
bioscience-203	335	6	page	page	NOUN
bioscience-203	335	7	11	11	NUM
bioscience-203	335	8	of	of	ADP
bioscience-203	335	9	18	18	NUM
bioscience-203	335	10	december	december	PROPN
bioscience-203	335	11	2023|volume	2023|volume	NUM
bioscience-203	335	12	6	6	NUM
bioscience-203	335	13	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	335	14	mary	mary	PROPN
bioscience-203	335	15	et	et	PROPN
bioscience-203	335	16	al	al	PROPN
bioscience-203	335	17	.	.	PROPN
bioscience-203	335	18	,	,	PUNCT
bioscience-203	335	19	2023	2023	NUM
bioscience-203	335	20	machine	machine	NOUN
bioscience-203	335	21	learning	learning	NOUN
bioscience-203	335	22	mediated	mediate	VERB
bioscience-203	335	23	advanced	advanced	ADJ
bioscience-203	335	24	phage	phage	NOUN
bioscience-203	335	25	and	and	CCONJ
bioscience-203	335	26	antimicrobial	antimicrobial	ADJ
bioscience-203	335	27	therapy	therapy	NOUN
bioscience-203	335	28	a	a	DET
bioscience-203	335	29	futuristic	futuristic	ADJ
bioscience-203	335	30	approach	approach	NOUN
bioscience-203	335	31	tain	tain	NOUN
bioscience-203	335	32	predictions	prediction	NOUN
bioscience-203	335	33	owing	owe	VERB
bioscience-203	335	34	to	to	ADP
bioscience-203	335	35	the	the	DET
bioscience-203	335	36	variability	variability	NOUN
bioscience-203	335	37	from	from	ADP
bioscience-203	335	38	random	random	ADJ
bioscience-203	335	39	sampling	sampling	NOUN
bioscience-203	335	40	during	during	ADP
bioscience-203	335	41	classification	classification	NOUN
bioscience-203	335	42	.	.	PUNCT
bioscience-203	336	1	continuously	continuously	ADV
bioscience-203	336	2	expanding	expand	VERB
bioscience-203	336	3	the	the	DET
bioscience-203	336	4	phage	phage	NOUN
bioscience-203	336	5	lifestyle	lifestyle	NOUN
bioscience-203	336	6	database	database	NOUN
bioscience-203	336	7	to	to	PART
bioscience-203	336	8	include	include	VERB
bioscience-203	336	9	more	more	ADV
bioscience-203	336	10	known	know	VERB
bioscience-203	336	11	phage	phage	NOUN
bioscience-203	336	12	lifestyles	lifestyle	NOUN
bioscience-203	336	13	will	will	AUX
bioscience-203	336	14	enhance	enhance	VERB
bioscience-203	336	15	prediction	prediction	NOUN
bioscience-203	336	16	precision	precision	NOUN
bioscience-203	336	17	and	and	CCONJ
bioscience-203	336	18	sensitivity	sensitivity	NOUN
bioscience-203	336	19	[	[	X
bioscience-203	336	20	153	153	NUM
bioscience-203	336	21	]	]	PUNCT
bioscience-203	336	22	.	.	PUNCT
bioscience-203	337	1	furthermore	furthermore	ADV
bioscience-203	337	2	,	,	PUNCT
bioscience-203	337	3	achieving	achieve	VERB
bioscience-203	337	4	high	high	ADJ
bioscience-203	337	5	-	-	PUNCT
bioscience-203	337	6	precision	precision	NOUN
bioscience-203	337	7	rates	rate	NOUN
bioscience-203	337	8	for	for	ADP
bioscience-203	337	9	complex	complex	ADJ
bioscience-203	337	10	classification	classification	NOUN
bioscience-203	337	11	schemes	scheme	NOUN
bioscience-203	337	12	,	,	PUNCT
bioscience-203	337	13	such	such	ADJ
bioscience-203	337	14	as	as	ADP
bioscience-203	337	15	host	host	NOUN
bioscience-203	337	16	strains	strain	NOUN
bioscience-203	337	17	and	and	CCONJ
bioscience-203	337	18	phage	phage	NOUN
bioscience-203	337	19	families	family	NOUN
bioscience-203	337	20	,	,	PUNCT
bioscience-203	337	21	remains	remain	VERB
bioscience-203	337	22	challenging	challenge	VERB
bioscience-203	337	23	[	[	PUNCT
bioscience-203	337	24	132	132	NUM
bioscience-203	337	25	]	]	PUNCT
bioscience-203	337	26	.	.	PUNCT
bioscience-203	338	1	addressing	address	VERB
bioscience-203	338	2	these	these	DET
bioscience-203	338	3	challenges	challenge	NOUN
bioscience-203	338	4	requires	require	VERB
bioscience-203	338	5	refining	refine	VERB
bioscience-203	338	6	the	the	DET
bioscience-203	338	7	methodology	methodology	NOUN
bioscience-203	338	8	and	and	CCONJ
bioscience-203	338	9	exploring	explore	VERB
bioscience-203	338	10	novel	novel	ADJ
bioscience-203	338	11	classification	classification	NOUN
bioscience-203	338	12	methods	method	NOUN
bioscience-203	338	13	.	.	PUNCT
bioscience-203	339	1	it	it	PRON
bioscience-203	339	2	is	be	AUX
bioscience-203	339	3	necessary	necessary	ADJ
bioscience-203	339	4	to	to	PART
bioscience-203	339	5	update	update	VERB
bioscience-203	339	6	the	the	DET
bioscience-203	339	7	tool	tool	NOUN
bioscience-203	339	8	with	with	ADP
bioscience-203	339	9	new	new	ADJ
bioscience-203	339	10	features	feature	NOUN
bioscience-203	339	11	and	and	CCONJ
bioscience-203	339	12	experimentally	experimentally	ADV
bioscience-203	339	13	validated	validate	VERB
bioscience-203	339	14	data	datum	NOUN
bioscience-203	339	15	to	to	PART
bioscience-203	339	16	improve	improve	VERB
bioscience-203	339	17	its	its	PRON
bioscience-203	339	18	accuracy	accuracy	NOUN
bioscience-203	339	19	and	and	CCONJ
bioscience-203	339	20	reliability	reliability	NOUN
bioscience-203	339	21	[	[	X
bioscience-203	339	22	154	154	NUM
bioscience-203	339	23	]	]	PUNCT
bioscience-203	339	24	.	.	PUNCT
bioscience-203	340	1	the	the	DET
bioscience-203	340	2	insufficient	insufficient	ADJ
bioscience-203	340	3	data	datum	NOUN
bioscience-203	340	4	on	on	ADP
bioscience-203	340	5	ssdna	ssdna	PROPN
bioscience-203	340	6	and	and	CCONJ
bioscience-203	340	7	rna	rna	NOUN
bioscience-203	340	8	phage	phage	NOUN
bioscience-203	340	9	is	be	AUX
bioscience-203	340	10	a	a	DET
bioscience-203	340	11	significant	significant	ADJ
bioscience-203	340	12	limitation	limitation	NOUN
bioscience-203	340	13	attributed	attribute	VERB
bioscience-203	340	14	to	to	ADP
bioscience-203	340	15	experimental	experimental	ADJ
bioscience-203	340	16	constraints	constraint	NOUN
bioscience-203	340	17	and	and	CCONJ
bioscience-203	340	18	resulted	result	VERB
bioscience-203	340	19	in	in	ADP
bioscience-203	340	20	the	the	DET
bioscience-203	340	21	lack	lack	NOUN
bioscience-203	340	22	of	of	ADP
bioscience-203	340	23	respective	respective	ADJ
bioscience-203	340	24	genomic	genomic	ADJ
bioscience-203	340	25	data	datum	NOUN
bioscience-203	340	26	in	in	ADP
bioscience-203	340	27	databases	database	NOUN
bioscience-203	340	28	.	.	PUNCT
bioscience-203	341	1	extensive	extensive	ADJ
bioscience-203	341	2	research	research	NOUN
bioscience-203	341	3	on	on	ADP
bioscience-203	341	4	phage	phage	NOUN
bioscience-203	341	5	clades	clade	NOUN
bioscience-203	341	6	and	and	CCONJ
bioscience-203	341	7	its	its	PRON
bioscience-203	341	8	diversity	diversity	NOUN
bioscience-203	341	9	can	can	AUX
bioscience-203	341	10	bring	bring	VERB
bioscience-203	341	11	much	much	ADJ
bioscience-203	341	12	revolution	revolution	NOUN
bioscience-203	341	13	in	in	ADP
bioscience-203	341	14	the	the	DET
bioscience-203	341	15	collection	collection	NOUN
bioscience-203	341	16	of	of	ADP
bioscience-203	341	17	genetic	genetic	ADJ
bioscience-203	341	18	information	information	NOUN
bioscience-203	341	19	and	and	CCONJ
bioscience-203	341	20	databases	database	NOUN
bioscience-203	341	21	[	[	X
bioscience-203	341	22	155	155	NUM
bioscience-203	341	23	;	;	PUNCT
bioscience-203	341	24	156	156	NUM
bioscience-203	341	25	]	]	PUNCT
bioscience-203	341	26	.	.	PUNCT
bioscience-203	342	1	furthermore	furthermore	ADV
bioscience-203	342	2	,	,	PUNCT
bioscience-203	342	3	predicting	predict	VERB
bioscience-203	342	4	phage	phage	NOUN
bioscience-203	342	5	-	-	PUNCT
bioscience-203	342	6	host	host	NOUN
bioscience-203	342	7	relationships	relationship	NOUN
bioscience-203	342	8	in	in	ADP
bioscience-203	342	9	complex	complex	ADJ
bioscience-203	342	10	microbial	microbial	ADJ
bioscience-203	342	11	environments	environment	NOUN
bioscience-203	342	12	remains	remain	VERB
bioscience-203	342	13	challenging	challenge	VERB
bioscience-203	342	14	because	because	SCONJ
bioscience-203	342	15	current	current	ADJ
bioscience-203	342	16	methods	method	NOUN
bioscience-203	342	17	often	often	ADV
bioscience-203	342	18	demand	demand	VERB
bioscience-203	342	19	large	large	ADJ
bioscience-203	342	20	amounts	amount	NOUN
bioscience-203	342	21	of	of	ADP
bioscience-203	342	22	homogeneous	homogeneous	ADJ
bioscience-203	342	23	data	datum	NOUN
bioscience-203	342	24	.	.	PUNCT
bioscience-203	343	1	developing	develop	VERB
bioscience-203	343	2	more	more	ADJ
bioscience-203	343	3	data	datum	NOUN
bioscience-203	343	4	-	-	PUNCT
bioscience-203	343	5	efficient	efficient	ADJ
bioscience-203	343	6	techniques	technique	NOUN
bioscience-203	343	7	,	,	PUNCT
bioscience-203	343	8	such	such	ADJ
bioscience-203	343	9	as	as	ADP
bioscience-203	343	10	similarity	similarity	NOUN
bioscience-203	343	11	networks	network	NOUN
bioscience-203	343	12	and	and	CCONJ
bioscience-203	343	13	machine	machine	NOUN
bioscience-203	343	14	learning	learning	NOUN
bioscience-203	343	15	,	,	PUNCT
bioscience-203	343	16	is	be	AUX
bioscience-203	343	17	crucial	crucial	ADJ
bioscience-203	343	18	for	for	ADP
bioscience-203	343	19	accurate	accurate	ADJ
bioscience-203	343	20	predictions	prediction	NOUN
bioscience-203	343	21	[	[	X
bioscience-203	343	22	152	152	NUM
bioscience-203	343	23	]	]	PUNCT
bioscience-203	343	24	.	.	PUNCT
bioscience-203	344	1	despite	despite	SCONJ
bioscience-203	344	2	advances	advance	NOUN
bioscience-203	344	3	in	in	ADP
bioscience-203	344	4	computational	computational	ADJ
bioscience-203	344	5	methods	method	NOUN
bioscience-203	344	6	,	,	PUNCT
bioscience-203	344	7	identification	identification	NOUN
bioscience-203	344	8	of	of	ADP
bioscience-203	344	9	phage	phage	NOUN
bioscience-203	344	10	-	-	PUNCT
bioscience-203	344	11	host	host	NOUN
bioscience-203	344	12	interactions	interaction	NOUN
bioscience-203	344	13	remains	remain	VERB
bioscience-203	344	14	a	a	DET
bioscience-203	344	15	central	central	ADJ
bioscience-203	344	16	challenge	challenge	NOUN
bioscience-203	344	17	for	for	ADP
bioscience-203	344	18	effective	effective	ADJ
bioscience-203	344	19	phage	phage	NOUN
bioscience-203	344	20	therapy	therapy	NOUN
bioscience-203	344	21	.	.	PUNCT
bioscience-203	345	1	the	the	DET
bioscience-203	345	2	application	application	NOUN
bioscience-203	345	3	of	of	ADP
bioscience-203	345	4	deep	deep	ADJ
bioscience-203	345	5	learning	learning	NOUN
bioscience-203	345	6	techniques	technique	NOUN
bioscience-203	345	7	has	have	AUX
bioscience-203	345	8	shown	show	VERB
bioscience-203	345	9	promise	promise	NOUN
bioscience-203	345	10	,	,	PUNCT
bioscience-203	345	11	but	but	CCONJ
bioscience-203	345	12	their	their	PRON
bioscience-203	345	13	lack	lack	NOUN
bioscience-203	345	14	of	of	ADP
bioscience-203	345	15	interpretability	interpretability	NOUN
bioscience-203	345	16	hinders	hinder	VERB
bioscience-203	345	17	user	user	NOUN
bioscience-203	345	18	understanding	understanding	NOUN
bioscience-203	345	19	.	.	PUNCT
bioscience-203	346	1	improving	improve	VERB
bioscience-203	346	2	model	model	NOUN
bioscience-203	346	3	interpretability	interpretability	NOUN
bioscience-203	346	4	while	while	SCONJ
bioscience-203	346	5	maintaining	maintain	VERB
bioscience-203	346	6	predictive	predictive	ADJ
bioscience-203	346	7	performance	performance	NOUN
bioscience-203	346	8	is	be	AUX
bioscience-203	346	9	necessary	necessary	ADJ
bioscience-203	346	10	for	for	ADP
bioscience-203	346	11	practical	practical	ADJ
bioscience-203	346	12	implementation	implementation	NOUN
bioscience-203	346	13	.	.	PUNCT
bioscience-203	347	1	integrating	integrate	VERB
bioscience-203	347	2	sequence	sequence	NOUN
bioscience-203	347	3	similarity	similarity	NOUN
bioscience-203	347	4	information	information	NOUN
bioscience-203	347	5	and	and	CCONJ
bioscience-203	347	6	exploring	explore	VERB
bioscience-203	347	7	novel	novel	ADJ
bioscience-203	347	8	features	feature	NOUN
bioscience-203	347	9	for	for	ADP
bioscience-203	347	10	phage	phage	NOUN
bioscience-203	347	11	-	-	PUNCT
bioscience-203	347	12	host	host	NOUN
bioscience-203	347	13	interaction	interaction	NOUN
bioscience-203	347	14	pairs	pair	NOUN
bioscience-203	347	15	could	could	AUX
bioscience-203	347	16	enhance	enhance	VERB
bioscience-203	347	17	model	model	NOUN
bioscience-203	347	18	robustness	robustness	NOUN
bioscience-203	347	19	and	and	CCONJ
bioscience-203	347	20	accuracy	accuracy	NOUN
bioscience-203	348	1	[	[	X
bioscience-203	348	2	129	129	NUM
bioscience-203	348	3	]	]	PUNCT
bioscience-203	348	4	.	.	PUNCT
bioscience-203	349	1	in	in	ADP
bioscience-203	349	2	conclusion	conclusion	NOUN
bioscience-203	349	3	,	,	PUNCT
bioscience-203	349	4	addressing	address	VERB
bioscience-203	349	5	the	the	DET
bioscience-203	349	6	limitations	limitation	NOUN
bioscience-203	349	7	and	and	CCONJ
bioscience-203	349	8	challenges	challenge	NOUN
bioscience-203	349	9	of	of	ADP
bioscience-203	349	10	using	use	VERB
bioscience-203	349	11	machine	machine	NOUN
bioscience-203	349	12	learning	learning	NOUN
bioscience-203	349	13	in	in	ADP
bioscience-203	349	14	phage	phage	NOUN
bioscience-203	349	15	therapy	therapy	NOUN
bioscience-203	349	16	,	,	PUNCT
bioscience-203	349	17	including	include	VERB
bioscience-203	349	18	dataset	dataset	NOUN
bioscience-203	349	19	bias	bias	NOUN
bioscience-203	349	20	,	,	PUNCT
bioscience-203	349	21	outdated	outdated	ADJ
bioscience-203	349	22	databases	database	NOUN
bioscience-203	349	23	,	,	PUNCT
bioscience-203	349	24	model	model	NOUN
bioscience-203	349	25	interpretability	interpretability	NOUN
bioscience-203	349	26	,	,	PUNCT
bioscience-203	349	27	and	and	CCONJ
bioscience-203	349	28	the	the	DET
bioscience-203	349	29	need	need	NOUN
bioscience-203	349	30	for	for	ADP
bioscience-203	349	31	continuous	continuous	ADJ
bioscience-203	349	32	updates	update	NOUN
bioscience-203	349	33	,	,	PUNCT
bioscience-203	349	34	will	will	AUX
bioscience-203	349	35	be	be	AUX
bioscience-203	349	36	pivotal	pivotal	ADJ
bioscience-203	349	37	in	in	ADP
bioscience-203	349	38	developing	develop	VERB
bioscience-203	349	39	personalized	personalized	ADJ
bioscience-203	349	40	therapies	therapy	NOUN
bioscience-203	349	41	against	against	ADP
bioscience-203	349	42	antibiotic	antibiotic	NOUN
bioscience-203	349	43	-	-	PUNCT
bioscience-203	349	44	resistant	resistant	ADJ
bioscience-203	349	45	bacterial	bacterial	ADJ
bioscience-203	349	46	infections	infection	NOUN
bioscience-203	349	47	and	and	CCONJ
bioscience-203	349	48	in	in	ADP
bioscience-203	349	49	advancing	advance	VERB
bioscience-203	349	50	the	the	DET
bioscience-203	349	51	field	field	NOUN
bioscience-203	349	52	of	of	ADP
bioscience-203	349	53	phage	phage	NOUN
bioscience-203	349	54	therapy	therapy	NOUN
bioscience-203	349	55	.	.	PUNCT
bioscience-203	350	1	acknowledgements	acknowledgement	NOUN
bioscience-203	350	2	i	i	PRON
bioscience-203	350	3	extend	extend	VERB
bioscience-203	350	4	my	my	PRON
bioscience-203	350	5	sincere	sincere	ADJ
bioscience-203	350	6	gratitude	gratitude	NOUN
bioscience-203	350	7	to	to	ADP
bioscience-203	350	8	the	the	DET
bioscience-203	350	9	central	central	ADJ
bioscience-203	350	10	university	university	PROPN
bioscience-203	350	11	of	of	ADP
bioscience-203	350	12	tamil	tamil	PROPN
bioscience-203	350	13	nadu	nadu	PROPN
bioscience-203	350	14	for	for	ADP
bioscience-203	350	15	its	its	PRON
bioscience-203	350	16	profound	profound	ADJ
bioscience-203	350	17	support	support	NOUN
bioscience-203	350	18	for	for	ADP
bioscience-203	350	19	the	the	DET
bioscience-203	350	20	successful	successful	ADJ
bioscience-203	350	21	completion	completion	NOUN
bioscience-203	350	22	of	of	ADP
bioscience-203	350	23	the	the	DET
bioscience-203	350	24	manuscript	manuscript	NOUN
bioscience-203	350	25	.	.	PUNCT
bioscience-203	351	1	reference	reference	NOUN
bioscience-203	351	2	1	1	NUM
bioscience-203	351	3	.	.	PUNCT
bioscience-203	351	4	mancuso	mancuso	PROPN
bioscience-203	351	5	g	g	PROPN
bioscience-203	351	6	,	,	PUNCT
bioscience-203	351	7	midiri	midiri	NOUN
bioscience-203	351	8	a	a	PRON
bioscience-203	351	9	,	,	PUNCT
bioscience-203	351	10	gerace	gerace	NOUN
bioscience-203	351	11	e	e	PROPN
bioscience-203	351	12	,	,	PUNCT
bioscience-203	351	13	biondo	biondo	PROPN
bioscience-203	351	14	c.	c.	PROPN
bioscience-203	351	15	bacterial	bacterial	ADJ
bioscience-203	351	16	antibiotic	antibiotic	ADJ
bioscience-203	351	17	resistance	resistance	NOUN
bioscience-203	351	18	:	:	PUNCT
bioscience-203	351	19	the	the	DET
bioscience-203	351	20	most	most	ADV
bioscience-203	351	21	critical	critical	ADJ
bioscience-203	351	22	pathogens	pathogen	NOUN
bioscience-203	351	23	.	.	PUNCT
bioscience-203	352	1	pathogens	pathogen	NOUN
bioscience-203	352	2	.	.	PUNCT
bioscience-203	352	3	2021	2021	NUM
bioscience-203	352	4	oct;10(10):1310	oct;10(10):1310	X
bioscience-203	352	5	.	.	PROPN
bioscience-203	353	1	2	2	NUM
bioscience-203	353	2	.	.	X
bioscience-203	353	3	basak	basak	PROPN
bioscience-203	353	4	s	s	PROPN
bioscience-203	353	5	,	,	PUNCT
bioscience-203	353	6	singh	singh	PROPN
bioscience-203	353	7	p	p	NOUN
bioscience-203	353	8	,	,	PUNCT
bioscience-203	353	9	rajurkar	rajurkar	ADJ
bioscience-203	353	10	m.	m.	NOUN
bioscience-203	353	11	multidrug	multidrug	VERB
bioscience-203	353	12	resistant	resistant	ADJ
bioscience-203	353	13	and	and	CCONJ
bioscience-203	353	14	extensively	extensively	ADV
bioscience-203	353	15	drug	drug	NOUN
bioscience-203	353	16	resistant	resistant	ADJ
bioscience-203	353	17	bacteria	bacteria	NOUN
bioscience-203	353	18	:	:	PUNCT
bioscience-203	353	19	a	a	DET
bioscience-203	353	20	study	study	NOUN
bioscience-203	353	21	.	.	PUNCT
bioscience-203	354	1	j	j	PROPN
bioscience-203	354	2	pathog	pathog	PROPN
bioscience-203	354	3	.	.	PUNCT
bioscience-203	355	1	2016;2016:4065603	2016;2016:4065603	NUM
bioscience-203	355	2	.	.	PUNCT
bioscience-203	356	1	3	3	X
bioscience-203	356	2	.	.	X
bioscience-203	356	3	magiorakos	magiorakos	PROPN
bioscience-203	356	4	ap	ap	PROPN
bioscience-203	356	5	,	,	PUNCT
bioscience-203	356	6	et	et	PROPN
bioscience-203	356	7	al	al	PROPN
bioscience-203	356	8	.	.	PROPN
bioscience-203	356	9	multidrug	multidrug	NOUN
bioscience-203	356	10	-	-	PUNCT
bioscience-203	356	11	resistant	resistant	ADJ
bioscience-203	356	12	,	,	PUNCT
bioscience-203	356	13	extensively	extensively	ADV
bioscience-203	356	14	drugresistant	drugresistant	NOUN
bioscience-203	356	15	and	and	CCONJ
bioscience-203	356	16	pandrug	pandrug	ADJ
bioscience-203	356	17	-	-	PUNCT
bioscience-203	356	18	resistant	resistant	ADJ
bioscience-203	356	19	bacteria	bacteria	NOUN
bioscience-203	356	20	:	:	PUNCT
bioscience-203	356	21	an	an	DET
bioscience-203	356	22	international	international	ADJ
bioscience-203	356	23	expert	expert	NOUN
bioscience-203	356	24	proposal	proposal	NOUN
bioscience-203	356	25	for	for	ADP
bioscience-203	356	26	interim	interim	ADJ
bioscience-203	356	27	standard	standard	ADJ
bioscience-203	356	28	definitions	definition	NOUN
bioscience-203	356	29	for	for	ADP
bioscience-203	356	30	acquired	acquire	VERB
bioscience-203	356	31	resistance	resistance	NOUN
bioscience-203	356	32	.	.	PUNCT
bioscience-203	357	1	clin	clin	PROPN
bioscience-203	357	2	microbiol	microbiol	PROPN
bioscience-203	357	3	infect	infect	PROPN
bioscience-203	357	4	.	.	PUNCT
bioscience-203	358	1	2012	2012	NUM
bioscience-203	358	2	mar;18(3):268	mar;18(3):268	PROPN
bioscience-203	358	3	-	-	PUNCT
bioscience-203	358	4	81	81	NUM
bioscience-203	358	5	.	.	NOUN
bioscience-203	359	1	4	4	X
bioscience-203	359	2	.	.	X
bioscience-203	359	3	mulani	mulani	PROPN
bioscience-203	359	4	ms	ms	PROPN
bioscience-203	359	5	,	,	PUNCT
bioscience-203	359	6	kamble	kamble	PROPN
bioscience-203	359	7	ee	ee	PROPN
bioscience-203	359	8	,	,	PUNCT
bioscience-203	359	9	kumkar	kumkar	PROPN
bioscience-203	359	10	sn	sn	PROPN
bioscience-203	359	11	,	,	PUNCT
bioscience-203	359	12	tawre	tawre	PROPN
bioscience-203	359	13	ms	ms	PROPN
bioscience-203	359	14	,	,	PUNCT
bioscience-203	359	15	pardesi	pardesi	NOUN
bioscience-203	359	16	kr	kr	PROPN
bioscience-203	359	17	.	.	PUNCT
bioscience-203	360	1	emerging	emerge	VERB
bioscience-203	360	2	strategies	strategy	NOUN
bioscience-203	360	3	to	to	PART
bioscience-203	360	4	combat	combat	VERB
bioscience-203	360	5	eskape	eskape	NOUN
bioscience-203	360	6	pathogens	pathogen	NOUN
bioscience-203	360	7	in	in	ADP
bioscience-203	360	8	the	the	DET
bioscience-203	360	9	era	era	NOUN
bioscience-203	360	10	of	of	ADP
bioscience-203	360	11	antimicrobial	antimicrobial	ADJ
bioscience-203	360	12	resistance	resistance	NOUN
bioscience-203	360	13	:	:	PUNCT
bioscience-203	360	14	a	a	DET
bioscience-203	360	15	review	review	NOUN
bioscience-203	360	16	.	.	PUNCT
bioscience-203	361	1	front	front	PROPN
bioscience-203	361	2	microbiol	microbiol	PROPN
bioscience-203	361	3	.	.	PUNCT
bioscience-203	362	1	2019	2019	NUM
bioscience-203	362	2	apr;10:539	apr;10:539	X
bioscience-203	362	3	.	.	PROPN
bioscience-203	363	1	5	5	X
bioscience-203	363	2	.	.	X
bioscience-203	363	3	zohra	zohra	PROPN
bioscience-203	363	4	t	t	PROPN
bioscience-203	363	5	,	,	PUNCT
bioscience-203	363	6	et	et	PROPN
bioscience-203	363	7	al	al	PROPN
bioscience-203	363	8	.	.	PUNCT
bioscience-203	364	1	cracking	crack	VERB
bioscience-203	364	2	the	the	DET
bioscience-203	364	3	challenge	challenge	NOUN
bioscience-203	364	4	of	of	ADP
bioscience-203	364	5	antimicrobial	antimicrobial	ADJ
bioscience-203	364	6	drug	drug	NOUN
bioscience-203	364	7	resistance	resistance	NOUN
bioscience-203	364	8	with	with	ADP
bioscience-203	364	9	crispr	crispr	NOUN
bioscience-203	364	10	/	/	SYM
bioscience-203	364	11	cas9	cas9	NOUN
bioscience-203	364	12	,	,	PUNCT
bioscience-203	364	13	nanotechnology	nanotechnology	NOUN
bioscience-203	364	14	and	and	CCONJ
bioscience-203	364	15	other	other	ADJ
bioscience-203	364	16	strategies	strategy	NOUN
bioscience-203	364	17	in	in	ADP
bioscience-203	364	18	eskape	eskape	NOUN
bioscience-203	364	19	pathogens	pathogen	NOUN
bioscience-203	364	20	.	.	PUNCT
bioscience-203	365	1	microorganisms	microorganism	NOUN
bioscience-203	365	2	.	.	PUNCT
bioscience-203	366	1	2021	2021	NUM
bioscience-203	366	2	apr;9(5):954	apr;9(5):954	PROPN
bioscience-203	366	3	.	.	PUNCT
bioscience-203	367	1	6	6	NUM
bioscience-203	367	2	.	.	X
bioscience-203	367	3	mangalea	mangalea	PROPN
bioscience-203	367	4	mr	mr	PROPN
bioscience-203	367	5	,	,	PUNCT
bioscience-203	367	6	duerkop	duerkop	PROPN
bioscience-203	367	7	ba	ba	PROPN
bioscience-203	367	8	.	.	PUNCT
bioscience-203	368	1	fitness	fitness	PROPN
bioscience-203	368	2	trade	trade	NOUN
bioscience-203	368	3	-	-	PUNCT
bioscience-203	368	4	offs	off	NOUN
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bioscience-203	368	8	resistance	resistance	NOUN
bioscience-203	368	9	potentiate	potentiate	VERB
bioscience-203	368	10	synergistic	synergistic	ADJ
bioscience-203	368	11	antibacterial	antibacterial	ADJ
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bioscience-203	368	13	.	.	PUNCT
bioscience-203	369	1	infect	infect	VERB
bioscience-203	369	2	immun	immun	PROPN
bioscience-203	369	3	.	.	PUNCT
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bioscience-203	370	3	-	-	SYM
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bioscience-203	370	5	.	.	NOUN
bioscience-203	370	6	7	7	NUM
bioscience-203	370	7	.	.	NOUN
bioscience-203	371	1	egido	egido	PROPN
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bioscience-203	371	3	,	,	PUNCT
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bioscience-203	371	6	,	,	PUNCT
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bioscience-203	371	11	,	,	PUNCT
bioscience-203	371	12	haas	haas	PROPN
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bioscience-203	371	14	,	,	PUNCT
bioscience-203	371	15	brouns	brouns	PROPN
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bioscience-203	371	25	.	.	PUNCT
bioscience-203	372	1	fems	fems	PROPN
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bioscience-203	372	4	.	.	PROPN
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bioscience-203	372	7	.	.	PUNCT
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bioscience-203	372	9	.	.	X
bioscience-203	373	1	wright	wright	PROPN
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bioscience-203	373	3	,	,	PUNCT
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bioscience-203	373	6	,	,	PUNCT
bioscience-203	373	7	smith	smith	PROPN
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bioscience-203	373	9	,	,	PUNCT
bioscience-203	373	10	brockhurst	brockhurst	PROPN
bioscience-203	373	11	ma	ma	PROPN
bioscience-203	373	12	.	.	PROPN
bioscience-203	373	13	cross	cross	PROPN
bioscience-203	373	14	-	-	NOUN
bioscience-203	373	15	resistance	resistance	NOUN
bioscience-203	373	16	is	be	AUX
bioscience-203	373	17	modular	modular	ADJ
bioscience-203	373	18	in	in	ADP
bioscience-203	373	19	bacteriaphage	bacteriaphage	NOUN
bioscience-203	373	20	interactions	interaction	NOUN
bioscience-203	373	21	.	.	PUNCT
bioscience-203	374	1	plos	plos	PROPN
bioscience-203	374	2	biol	biol	PROPN
bioscience-203	374	3	.	.	PUNCT
bioscience-203	375	1	2018	2018	NUM
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bioscience-203	375	3	.	.	NOUN
bioscience-203	375	4	9	9	NUM
bioscience-203	375	5	.	.	X
bioscience-203	375	6	melo	melo	PROPN
bioscience-203	375	7	ldr	ldr	PROPN
bioscience-203	375	8	,	,	PUNCT
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bioscience-203	375	10	r	r	PROPN
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bioscience-203	375	12	pires	pire	NOUN
bioscience-203	375	13	dp	dp	PROPN
bioscience-203	375	14	,	,	PUNCT
bioscience-203	375	15	azeredo	azeredo	PROPN
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bioscience-203	375	17	phage	phage	NOUN
bioscience-203	375	18	-	-	PUNCT
bioscience-203	375	19	host	host	NOUN
bioscience-203	375	20	interaction	interaction	NOUN
bioscience-203	375	21	analysis	analysis	NOUN
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bioscience-203	375	33	.	.	PUNCT
bioscience-203	376	1	antibiotics	antibiotic	NOUN
bioscience-203	376	2	(	(	PUNCT
bioscience-203	376	3	basel	basel	PROPN
bioscience-203	376	4	)	)	PUNCT
bioscience-203	376	5	.	.	PUNCT
bioscience-203	377	1	2022	2022	NUM
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bioscience-203	377	3	.	.	PUNCT
bioscience-203	378	1	10	10	NUM
bioscience-203	378	2	.	.	PUNCT
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bioscience-203	378	5	,	,	PUNCT
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bioscience-203	378	8	,	,	PUNCT
bioscience-203	378	9	zhang	zhang	PROPN
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bioscience-203	378	14	,	,	PUNCT
bioscience-203	378	15	li	li	PROPN
bioscience-203	378	16	l	l	PROPN
bioscience-203	378	17	,	,	PUNCT
bioscience-203	378	18	yang	yang	PROPN
bioscience-203	378	19	h.	h.	PROPN
bioscience-203	378	20	genetic	genetic	ADJ
bioscience-203	378	21	evidence	evidence	NOUN
bioscience-203	378	22	for	for	ADP
bioscience-203	378	23	o	o	NOUN
bioscience-203	378	24	-	-	ADJ
bioscience-203	378	25	specific	specific	ADJ
bioscience-203	378	26	antigen	antigen	NOUN
bioscience-203	378	27	as	as	ADP
bioscience-203	378	28	receptor	receptor	NOUN
bioscience-203	378	29	of	of	ADP
bioscience-203	378	30	pseudomonas	pseudomona	NOUN
bioscience-203	378	31	aeruginosa	aeruginosa	PROPN
bioscience-203	378	32	phage	phage	NOUN
bioscience-203	378	33	k8	k8	NOUN
bioscience-203	378	34	and	and	CCONJ
bioscience-203	378	35	its	its	PRON
bioscience-203	378	36	genomic	genomic	ADJ
bioscience-203	378	37	analysis	analysis	NOUN
bioscience-203	378	38	.	.	PUNCT
bioscience-203	379	1	front	front	ADJ
bioscience-203	379	2	microbiol	microbiol	NOUN
bioscience-203	379	3	.	.	PUNCT
bioscience-203	380	1	2016	2016	NUM
bioscience-203	380	2	mar;7:252	mar;7:252	NOUN
bioscience-203	380	3	.	.	PUNCT
bioscience-203	381	1	11	11	NUM
bioscience-203	381	2	.	.	PUNCT
bioscience-203	382	1	ravin	ravin	PROPN
bioscience-203	382	2	v	v	PROPN
bioscience-203	382	3	,	,	PUNCT
bioscience-203	382	4	räisänen	räisänen	PROPN
bioscience-203	382	5	l	l	NOUN
bioscience-203	382	6	,	,	PUNCT
bioscience-203	382	7	alatossava	alatossava	NOUN
bioscience-203	382	8	t.	t.	PROPN
bioscience-203	382	9	a	a	DET
bioscience-203	382	10	conserved	conserve	VERB
bioscience-203	382	11	cterminal	cterminal	ADJ
bioscience-203	382	12	region	region	NOUN
bioscience-203	382	13	in	in	ADP
bioscience-203	382	14	gp71	gp71	PROPN
bioscience-203	382	15	of	of	ADP
bioscience-203	382	16	the	the	DET
bioscience-203	382	17	small	small	ADJ
bioscience-203	382	18	isometric	isometric	ADJ
bioscience-203	382	19	-	-	PUNCT
bioscience-203	382	20	head	head	NOUN
bioscience-203	382	21	phage	phage	NOUN
bioscience-203	382	22	ll	ll	NOUN
bioscience-203	382	23	-	-	PUNCT
bioscience-203	382	24	h	h	NOUN
bioscience-203	382	25	and	and	CCONJ
bioscience-203	382	26	orf474	orf474	NOUN
bioscience-203	382	27	of	of	ADP
bioscience-203	382	28	the	the	DET
bioscience-203	382	29	prolate	prolate	ADJ
bioscience-203	382	30	-	-	PUNCT
bioscience-203	382	31	head	head	NOUN
bioscience-203	382	32	phage	phage	NOUN
bioscience-203	382	33	jcl1032	jcl1032	NOUN
bioscience-203	382	34	is	be	AUX
bioscience-203	382	35	implicated	implicate	VERB
bioscience-203	382	36	in	in	ADP
bioscience-203	382	37	specificity	specificity	NOUN
bioscience-203	382	38	of	of	ADP
bioscience-203	382	39	adsorption	adsorption	NOUN
bioscience-203	382	40	of	of	ADP
bioscience-203	382	41	phage	phage	NOUN
bioscience-203	382	42	to	to	ADP
bioscience-203	382	43	its	its	PRON
bioscience-203	382	44	host	host	NOUN
bioscience-203	382	45	,	,	PUNCT
bioscience-203	382	46	lactobacillus	lactobacillus	NOUN
bioscience-203	382	47	delbrueckii	delbrueckii	NOUN
bioscience-203	382	48	.	.	PUNCT
bioscience-203	383	1	j	j	PROPN
bioscience-203	383	2	bacteriol	bacteriol	NOUN
bioscience-203	383	3	.	.	PUNCT
bioscience-203	384	1	2002	2002	NUM
bioscience-203	384	2	may;184(9):2455	may;184(9):2455	NOUN
bioscience-203	384	3	-	-	PUNCT
bioscience-203	384	4	9	9	NUM
bioscience-203	384	5	.	.	NOUN
bioscience-203	384	6	12	12	NUM
bioscience-203	384	7	.	.	PUNCT
bioscience-203	385	1	kim	kim	PROPN
bioscience-203	385	2	m	m	PROPN
bioscience-203	385	3	,	,	PUNCT
bioscience-203	385	4	ryu	ryu	PROPN
bioscience-203	385	5	s.	s.	PROPN
bioscience-203	385	6	spontaneous	spontaneous	PROPN
bioscience-203	385	7	and	and	CCONJ
bioscience-203	385	8	transient	transient	ADJ
bioscience-203	385	9	defence	defence	NOUN
bioscience-203	385	10	against	against	ADP
bioscience-203	385	11	bacteriophage	bacteriophage	NOUN
bioscience-203	385	12	by	by	ADP
bioscience-203	385	13	phase	phase	NOUN
bioscience-203	385	14	-	-	PUNCT
bioscience-203	385	15	variable	variable	NOUN
bioscience-203	385	16	glucosylation	glucosylation	NOUN
bioscience-203	385	17	of	of	ADP
bioscience-203	385	18	o	o	NOUN
bioscience-203	385	19	-	-	NOUN
bioscience-203	385	20	antigen	antigen	ADJ
bioscience-203	385	21	in	in	ADP
bioscience-203	385	22	salmonella	salmonella	PROPN
bioscience-203	385	23	enterica	enterica	PROPN
bioscience-203	385	24	serovar	serovar	PROPN
bioscience-203	385	25	typhimurium	typhimurium	PROPN
bioscience-203	385	26	.	.	PUNCT
bioscience-203	386	1	molecular	molecular	ADJ
bioscience-203	386	2	microbiology	microbiology	NOUN
bioscience-203	386	3	.	.	PUNCT
bioscience-203	387	1	2012;86(2):411	2012;86(2):411	PROPN
bioscience-203	387	2	-	-	PUNCT
bioscience-203	387	3	25	25	NUM
bioscience-203	387	4	.	.	NOUN
bioscience-203	387	5	13	13	NUM
bioscience-203	387	6	.	.	PUNCT
bioscience-203	388	1	sumrall	sumrall	PROPN
bioscience-203	388	2	et	et	PROPN
bioscience-203	388	3	,	,	PUNCT
bioscience-203	388	4	et	et	PROPN
bioscience-203	388	5	al	al	PROPN
bioscience-203	388	6	.	.	PUNCT
bioscience-203	388	7	phage	phage	NOUN
bioscience-203	388	8	resistance	resistance	NOUN
bioscience-203	388	9	at	at	ADP
bioscience-203	388	10	the	the	DET
bioscience-203	388	11	cost	cost	NOUN
bioscience-203	388	12	of	of	ADP
bioscience-203	388	13	virulence	virulence	NOUN
bioscience-203	388	14	:	:	PUNCT
bioscience-203	388	15	listeria	listeria	NOUN
bioscience-203	388	16	monocytogenes	monocytogene	NOUN
bioscience-203	388	17	serovar	serovar	NOUN
bioscience-203	388	18	4b	4b	PROPN
bioscience-203	388	19	requires	require	VERB
bioscience-203	388	20	galactosylated	galactosylate	VERB
bioscience-203	388	21	teichoic	teichoic	ADJ
bioscience-203	388	22	acids	acid	NOUN
bioscience-203	388	23	for	for	ADP
bioscience-203	388	24	inlb	inlb	ADJ
bioscience-203	388	25	-	-	PUNCT
bioscience-203	388	26	mediated	mediate	VERB
bioscience-203	388	27	invasion	invasion	NOUN
bioscience-203	388	28	.	.	PUNCT
bioscience-203	389	1	plos	plos	PROPN
bioscience-203	389	2	pathog	pathog	PROPN
bioscience-203	389	3	.	.	PUNCT
bioscience-203	390	1	2019	2019	NUM
bioscience-203	390	2	oct;15(10):e1008032	oct;15(10):e1008032	NOUN
bioscience-203	390	3	.	.	PUNCT
bioscience-203	391	1	14	14	NUM
bioscience-203	391	2	.	.	PUNCT
bioscience-203	392	1	dunne	dunne	PROPN
bioscience-203	392	2	m	m	PROPN
bioscience-203	392	3	,	,	PUNCT
bioscience-203	392	4	et	et	PROPN
bioscience-203	392	5	al	al	PROPN
bioscience-203	392	6	.	.	PROPN
bioscience-203	392	7	reprogramming	reprogramme	VERB
bioscience-203	392	8	bacteriophage	bacteriophage	NOUN
bioscience-203	392	9	host	host	NOUN
bioscience-203	392	10	range	range	VERB
bioscience-203	392	11	through	through	ADP
bioscience-203	392	12	structure	structure	NOUN
bioscience-203	392	13	-	-	PUNCT
bioscience-203	392	14	guided	guide	VERB
bioscience-203	392	15	design	design	NOUN
bioscience-203	392	16	of	of	ADP
bioscience-203	392	17	chimeric	chimeric	ADJ
bioscience-203	392	18	receptor	receptor	NOUN
bioscience-203	392	19	binding	bind	VERB
bioscience-203	392	20	proteins	protein	NOUN
bioscience-203	392	21	.	.	PUNCT
bioscience-203	393	1	cell	cell	NOUN
bioscience-203	393	2	reports	report	NOUN
bioscience-203	393	3	.	.	PUNCT
bioscience-203	394	1	2019	2019	NUM
bioscience-203	394	2	oct;29(5):1336	oct;29(5):1336	ADV
bioscience-203	394	3	-	-	PUNCT
bioscience-203	394	4	50.e4	50.e4	NUM
bioscience-203	394	5	.	.	NOUN
bioscience-203	394	6	15	15	NUM
bioscience-203	394	7	.	.	PUNCT
bioscience-203	395	1	dunne	dunne	PROPN
bioscience-203	395	2	m	m	PROPN
bioscience-203	395	3	,	,	PUNCT
bioscience-203	395	4	prokhorov	prokhorov	PROPN
bioscience-203	395	5	ns	ns	PROPN
bioscience-203	395	6	,	,	PUNCT
bioscience-203	395	7	loessner	loessner	PROPN
bioscience-203	395	8	mj	mj	PROPN
bioscience-203	395	9	,	,	PUNCT
bioscience-203	395	10	leiman	leiman	PROPN
bioscience-203	395	11	pg	pg	PROPN
bioscience-203	395	12	.	.	PUNCT
bioscience-203	395	13	reprogramming	reprogramme	VERB
bioscience-203	395	14	bacteriophage	bacteriophage	NOUN
bioscience-203	395	15	host	host	NOUN
bioscience-203	395	16	range	range	NOUN
bioscience-203	395	17	:	:	PUNCT
bioscience-203	395	18	design	design	NOUN
bioscience-203	395	19	principles	principle	NOUN
bioscience-203	395	20	and	and	CCONJ
bioscience-203	395	21	strategies	strategy	NOUN
bioscience-203	395	22	for	for	ADP
bioscience-203	395	23	engineering	engineer	VERB
bioscience-203	395	24	receptor	receptor	NOUN
bioscience-203	395	25	binding	bind	VERB
bioscience-203	395	26	proteins	protein	NOUN
bioscience-203	395	27	.	.	PUNCT
bioscience-203	396	1	curr	curr	PROPN
bioscience-203	396	2	opin	opin	PROPN
bioscience-203	396	3	biotechnol	biotechnol	NOUN
bioscience-203	396	4	.	.	PUNCT
bioscience-203	397	1	2021	2021	NUM
bioscience-203	397	2	apr;68:272	apr;68:272	NOUN
bioscience-203	397	3	-	-	SYM
bioscience-203	397	4	81	81	NUM
bioscience-203	397	5	.	.	PUNCT
bioscience-203	398	1	highlights	highlight	NOUN
bioscience-203	398	2	in	in	ADP
bioscience-203	398	3	bioscience	bioscience	NOUN
bioscience-203	398	4	page	page	NOUN
bioscience-203	398	5	12	12	NUM
bioscience-203	398	6	of	of	ADP
bioscience-203	398	7	18	18	NUM
bioscience-203	398	8	december	december	PROPN
bioscience-203	398	9	2023|volume	2023|volume	NUM
bioscience-203	398	10	6	6	NUM
bioscience-203	398	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	398	12	mary	mary	PROPN
bioscience-203	398	13	et	et	PROPN
bioscience-203	398	14	al	al	PROPN
bioscience-203	398	15	.	.	PROPN
bioscience-203	398	16	,	,	PUNCT
bioscience-203	398	17	2023	2023	NUM
bioscience-203	398	18	machine	machine	NOUN
bioscience-203	398	19	learning	learning	NOUN
bioscience-203	398	20	mediated	mediate	VERB
bioscience-203	398	21	advanced	advanced	ADJ
bioscience-203	398	22	phage	phage	NOUN
bioscience-203	398	23	and	and	CCONJ
bioscience-203	398	24	antimicrobial	antimicrobial	ADJ
bioscience-203	398	25	therapy	therapy	NOUN
bioscience-203	398	26	a	a	DET
bioscience-203	398	27	futuristic	futuristic	ADJ
bioscience-203	398	28	approach	approach	NOUN
bioscience-203	398	29	16	16	NUM
bioscience-203	398	30	.	.	PUNCT
bioscience-203	399	1	pfeifer	pfeifer	PROPN
bioscience-203	399	2	e	e	PROPN
bioscience-203	399	3	,	,	PUNCT
bioscience-203	399	4	bonnin	bonnin	PROPN
bioscience-203	399	5	ra	ra	PROPN
bioscience-203	399	6	,	,	PUNCT
bioscience-203	399	7	rocha	rocha	PROPN
bioscience-203	399	8	epc	epc	PROPN
bioscience-203	399	9	.	.	PUNCT
bioscience-203	399	10	phage	phage	NOUN
bioscience-203	399	11	-	-	PUNCT
bioscience-203	399	12	plasmids	plasmid	NOUN
bioscience-203	399	13	spread	spread	VERB
bioscience-203	399	14	antibiotic	antibiotic	ADJ
bioscience-203	399	15	resistance	resistance	NOUN
bioscience-203	399	16	genes	gene	NOUN
bioscience-203	399	17	through	through	ADP
bioscience-203	399	18	infection	infection	NOUN
bioscience-203	399	19	and	and	CCONJ
bioscience-203	399	20	lysogenic	lysogenic	ADJ
bioscience-203	399	21	conversion	conversion	NOUN
bioscience-203	399	22	.	.	PUNCT
bioscience-203	400	1	mbio;13(5):e01851	mbio;13(5):e01851	NOUN
bioscience-203	400	2	-	-	PUNCT
bioscience-203	400	3	22	22	NUM
bioscience-203	400	4	.	.	PUNCT
bioscience-203	401	1	17	17	NUM
bioscience-203	401	2	.	.	PUNCT
bioscience-203	402	1	monteiro	monteiro	PROPN
bioscience-203	402	2	r	r	PROPN
bioscience-203	402	3	,	,	PUNCT
bioscience-203	402	4	pires	pire	VERB
bioscience-203	402	5	dp	dp	PROPN
bioscience-203	402	6	,	,	PUNCT
bioscience-203	402	7	costa	costa	PROPN
bioscience-203	402	8	ar	ar	PROPN
bioscience-203	402	9	,	,	PUNCT
bioscience-203	402	10	azeredo	azeredo	PROPN
bioscience-203	402	11	j.	j.	PROPN
bioscience-203	402	12	phage	phage	PROPN
bioscience-203	402	13	therapy	therapy	NOUN
bioscience-203	402	14	:	:	PUNCT
bioscience-203	402	15	going	go	VERB
bioscience-203	402	16	temperate	temperate	ADJ
bioscience-203	402	17	?	?	PUNCT
bioscience-203	403	1	trends	trend	NOUN
bioscience-203	403	2	in	in	ADP
bioscience-203	403	3	microbiology	microbiology	NOUN
bioscience-203	403	4	.	.	PUNCT
bioscience-203	404	1	2019	2019	NUM
bioscience-203	404	2	apr;27(4):368	apr;27(4):368	PROPN
bioscience-203	404	3	-	-	SYM
bioscience-203	404	4	78	78	NUM
bioscience-203	404	5	.	.	PUNCT
bioscience-203	405	1	18	18	NUM
bioscience-203	405	2	.	.	PUNCT
bioscience-203	406	1	pires	pire	NOUN
bioscience-203	406	2	dp	dp	PROPN
bioscience-203	406	3	,	,	PUNCT
bioscience-203	406	4	melo	melo	PROPN
bioscience-203	406	5	ldr	ldr	PROPN
bioscience-203	406	6	,	,	PUNCT
bioscience-203	406	7	azeredo	azeredo	PROPN
bioscience-203	406	8	j.	j.	PROPN
bioscience-203	406	9	understanding	understand	VERB
bioscience-203	406	10	the	the	DET
bioscience-203	406	11	complex	complex	ADJ
bioscience-203	406	12	phage	phage	NOUN
bioscience-203	406	13	-	-	PUNCT
bioscience-203	406	14	host	host	NOUN
bioscience-203	406	15	interactions	interaction	NOUN
bioscience-203	406	16	in	in	ADP
bioscience-203	406	17	biofilm	biofilm	NOUN
bioscience-203	406	18	communities	community	NOUN
bioscience-203	406	19	.	.	PUNCT
bioscience-203	407	1	annual	annual	ADJ
bioscience-203	407	2	review	review	NOUN
bioscience-203	407	3	of	of	ADP
bioscience-203	407	4	virology	virology	NOUN
bioscience-203	407	5	.	.	PUNCT
bioscience-203	408	1	2021;8(1):73	2021;8(1):73	NUM
bioscience-203	408	2	-	-	SYM
bioscience-203	408	3	94	94	NUM
bioscience-203	408	4	.	.	PUNCT
bioscience-203	409	1	19	19	NUM
bioscience-203	409	2	.	.	PUNCT
bioscience-203	410	1	smet	smet	PROPN
bioscience-203	410	2	jd	jd	PROPN
bioscience-203	410	3	,	,	PUNCT
bioscience-203	410	4	hendrix	hendrix	PROPN
bioscience-203	410	5	h	h	PROPN
bioscience-203	410	6	,	,	PUNCT
bioscience-203	410	7	den	den	PROPN
bioscience-203	410	8	bossche	bossche	PROPN
bioscience-203	410	9	av	av	PROPN
bioscience-203	410	10	.	.	PUNCT
bioscience-203	410	11	analyzing	analyze	VERB
bioscience-203	410	12	phagehost	phagehost	NOUN
bioscience-203	410	13	proteinprotein	proteinprotein	NOUN
bioscience-203	410	14	interactions	interaction	NOUN
bioscience-203	410	15	using	use	VERB
bioscience-203	410	16	strep	strep	NOUN
bioscience-203	410	17	-	-	PUNCT
bioscience-203	410	18	tagő	tagő	PROPN
bioscience-203	410	19	ii	ii	NOUN
bioscience-203	410	20	purifications	purification	NOUN
bioscience-203	410	21	.	.	PUNCT
bioscience-203	411	1	in	in	ADP
bioscience-203	411	2	:	:	PUNCT
bioscience-203	411	3	clokie	clokie	NOUN
bioscience-203	411	4	mrj	mrj	PROPN
bioscience-203	411	5	,	,	PUNCT
bioscience-203	411	6	kropinski	kropinski	ADJ
bioscience-203	411	7	a	a	PRON
bioscience-203	411	8	,	,	PUNCT
bioscience-203	411	9	lavigne	lavigne	ADJ
bioscience-203	411	10	r	r	NOUN
bioscience-203	411	11	,	,	PUNCT
bioscience-203	411	12	editors	editor	NOUN
bioscience-203	411	13	.	.	PUNCT
bioscience-203	412	1	bacteriophages	bacteriophage	NOUN
bioscience-203	412	2	:	:	PUNCT
bioscience-203	412	3	methods	method	NOUN
bioscience-203	412	4	and	and	CCONJ
bioscience-203	412	5	protocols	protocol	NOUN
bioscience-203	412	6	,	,	PUNCT
bioscience-203	412	7	volume	volume	NOUN
bioscience-203	412	8	iv	iv	NUM
bioscience-203	412	9	.	.	PUNCT
bioscience-203	412	10	methods	method	NOUN
bioscience-203	412	11	in	in	ADP
bioscience-203	412	12	molecular	molecular	ADJ
bioscience-203	412	13	biology	biology	NOUN
bioscience-203	412	14	.	.	PUNCT
bioscience-203	413	1	new	new	PROPN
bioscience-203	413	2	york	york	PROPN
bioscience-203	413	3	,	,	PUNCT
bioscience-203	413	4	ny	ny	PROPN
bioscience-203	413	5	:	:	PUNCT
bioscience-203	413	6	springer	springer	NOUN
bioscience-203	413	7	;	;	PUNCT
bioscience-203	413	8	2019	2019	NUM
bioscience-203	413	9	.	.	PUNCT
bioscience-203	414	1	p.	p.	NOUN
bioscience-203	414	2	117	117	NUM
bioscience-203	414	3	-	-	SYM
bioscience-203	414	4	36	36	NUM
bioscience-203	414	5	.	.	PUNCT
bioscience-203	414	6	20	20	NUM
bioscience-203	414	7	.	.	PUNCT
bioscience-203	415	1	luong	luong	PROPN
bioscience-203	415	2	t	t	PROPN
bioscience-203	415	3	,	,	PUNCT
bioscience-203	415	4	salabarria	salabarria	PROPN
bioscience-203	415	5	ac	ac	PROPN
bioscience-203	415	6	,	,	PUNCT
bioscience-203	415	7	edwards	edwards	PROPN
bioscience-203	415	8	ra	ra	PROPN
bioscience-203	415	9	,	,	PUNCT
bioscience-203	415	10	roach	roach	PROPN
bioscience-203	415	11	dr	dr	PROPN
bioscience-203	415	12	.	.	PROPN
bioscience-203	415	13	standardized	standardize	VERB
bioscience-203	415	14	bacteriophage	bacteriophage	NOUN
bioscience-203	415	15	purification	purification	NOUN
bioscience-203	415	16	for	for	ADP
bioscience-203	415	17	personalized	personalized	ADJ
bioscience-203	415	18	phage	phage	NOUN
bioscience-203	415	19	therapy	therapy	NOUN
bioscience-203	415	20	.	.	PUNCT
bioscience-203	416	1	nat	nat	PROPN
bioscience-203	416	2	protoc	protoc	NOUN
bioscience-203	416	3	.	.	PUNCT
bioscience-203	417	1	2020	2020	NUM
bioscience-203	417	2	sep;15(9):9	sep;15(9):9	PROPN
bioscience-203	417	3	.	.	PUNCT
bioscience-203	418	1	21	21	NUM
bioscience-203	418	2	.	.	X
bioscience-203	418	3	palma	palma	PROPN
bioscience-203	418	4	m.	m.	NOUN
bioscience-203	418	5	aspects	aspect	NOUN
bioscience-203	418	6	of	of	ADP
bioscience-203	418	7	phage	phage	NOUN
bioscience-203	418	8	-	-	PUNCT
bioscience-203	418	9	based	base	VERB
bioscience-203	418	10	vaccines	vaccine	NOUN
bioscience-203	418	11	for	for	ADP
bioscience-203	418	12	protein	protein	NOUN
bioscience-203	418	13	and	and	CCONJ
bioscience-203	418	14	epitope	epitope	NOUN
bioscience-203	418	15	immunization	immunization	NOUN
bioscience-203	418	16	.	.	PUNCT
bioscience-203	419	1	vaccines	vaccine	NOUN
bioscience-203	419	2	(	(	PUNCT
bioscience-203	419	3	basel	basel	PROPN
bioscience-203	419	4	)	)	PUNCT
bioscience-203	419	5	.	.	PUNCT
bioscience-203	420	1	2023	2023	NUM
bioscience-203	420	2	feb;11(2):436	feb;11(2):436	CCONJ
bioscience-203	420	3	.	.	PUNCT
bioscience-203	421	1	22	22	NUM
bioscience-203	421	2	.	.	PUNCT
bioscience-203	422	1	usiak	usiak	PROPN
bioscience-203	422	2	szelachowska	szelachowska	PROPN
bioscience-203	422	3	m	m	PROPN
bioscience-203	422	4	,	,	PUNCT
bioscience-203	422	5	weber	weber	PROPN
bioscience-203	422	6	-	-	PUNCT
bioscience-203	422	7	dbrowska	dbrowska	PROPN
bioscience-203	422	8	b	b	NOUN
bioscience-203	422	9	,	,	PUNCT
bioscience-203	422	10	górski	górski	ADJ
bioscience-203	422	11	a.	a.	NOUN
bioscience-203	422	12	bacteriophages	bacteriophage	NOUN
bioscience-203	422	13	and	and	CCONJ
bioscience-203	422	14	lysins	lysin	NOUN
bioscience-203	422	15	in	in	ADP
bioscience-203	422	16	biofilm	biofilm	NOUN
bioscience-203	422	17	control	control	NOUN
bioscience-203	422	18	.	.	PUNCT
bioscience-203	423	1	virol	virol	NOUN
bioscience-203	423	2	sin	sin	PROPN
bioscience-203	423	3	.	.	PUNCT
bioscience-203	424	1	2020	2020	NUM
bioscience-203	425	1	mar;35(2):125	mar;35(2):125	NOUN
bioscience-203	425	2	-	-	SYM
bioscience-203	425	3	33	33	NUM
bioscience-203	425	4	.	.	PUNCT
bioscience-203	426	1	23	23	NUM
bioscience-203	426	2	.	.	PUNCT
bioscience-203	427	1	sharma	sharma	PROPN
bioscience-203	427	2	u	u	PROPN
bioscience-203	427	3	,	,	PUNCT
bioscience-203	427	4	vipra	vipra	PROPN
bioscience-203	427	5	a	a	PRON
bioscience-203	427	6	,	,	PUNCT
bioscience-203	427	7	channabasappa	channabasappa	PROPN
bioscience-203	427	8	s.	s.	PROPN
bioscience-203	427	9	phage	phage	NOUN
bioscience-203	427	10	-	-	PUNCT
bioscience-203	427	11	derived	derive	VERB
bioscience-203	427	12	lysins	lysin	NOUN
bioscience-203	427	13	as	as	ADP
bioscience-203	427	14	potential	potential	ADJ
bioscience-203	427	15	agents	agent	NOUN
bioscience-203	427	16	for	for	ADP
bioscience-203	427	17	eradicating	eradicate	VERB
bioscience-203	427	18	biofilms	biofilm	NOUN
bioscience-203	427	19	and	and	CCONJ
bioscience-203	427	20	persisters	persister	NOUN
bioscience-203	427	21	.	.	PUNCT
bioscience-203	428	1	drug	drug	NOUN
bioscience-203	428	2	discovery	discovery	PROPN
bioscience-203	428	3	today	today	NOUN
bioscience-203	428	4	.	.	PUNCT
bioscience-203	429	1	2018	2018	NUM
bioscience-203	429	2	apr;23(4):848	apr;23(4):848	NOUN
bioscience-203	429	3	-	-	SYM
bioscience-203	429	4	56	56	NUM
bioscience-203	429	5	.	.	NOUN
bioscience-203	430	1	24	24	NUM
bioscience-203	430	2	.	.	PUNCT
bioscience-203	431	1	cahill	cahill	PROPN
bioscience-203	431	2	j	j	PROPN
bioscience-203	431	3	,	,	PUNCT
bioscience-203	431	4	young	young	PROPN
bioscience-203	431	5	r.	r.	PROPN
bioscience-203	431	6	phage	phage	NOUN
bioscience-203	431	7	lysis	lysis	NOUN
bioscience-203	431	8	:	:	PUNCT
bioscience-203	431	9	multiple	multiple	ADJ
bioscience-203	431	10	genes	gene	NOUN
bioscience-203	431	11	for	for	ADP
bioscience-203	431	12	multiple	multiple	ADJ
bioscience-203	431	13	barriers	barrier	NOUN
bioscience-203	431	14	.	.	PUNCT
bioscience-203	432	1	adv	adv	PROPN
bioscience-203	432	2	virus	virus	NOUN
bioscience-203	432	3	res	re	NOUN
bioscience-203	432	4	.	.	PUNCT
bioscience-203	433	1	2019;103:33	2019;103:33	NUM
bioscience-203	433	2	-	-	SYM
bioscience-203	433	3	70	70	NUM
bioscience-203	433	4	.	.	PUNCT
bioscience-203	434	1	25	25	NUM
bioscience-203	434	2	.	.	PUNCT
bioscience-203	435	1	ferry	ferry	PROPN
bioscience-203	435	2	t	t	PROPN
bioscience-203	435	3	,	,	PUNCT
bioscience-203	435	4	et	et	PROPN
bioscience-203	435	5	al	al	PROPN
bioscience-203	435	6	.	.	PROPN
bioscience-203	435	7	past	past	NOUN
bioscience-203	435	8	and	and	CCONJ
bioscience-203	435	9	future	future	NOUN
bioscience-203	435	10	of	of	ADP
bioscience-203	435	11	phage	phage	NOUN
bioscience-203	435	12	therapy	therapy	NOUN
bioscience-203	435	13	and	and	CCONJ
bioscience-203	435	14	phagederived	phagederive	VERB
bioscience-203	435	15	proteins	protein	NOUN
bioscience-203	435	16	in	in	ADP
bioscience-203	435	17	patients	patient	NOUN
bioscience-203	435	18	with	with	ADP
bioscience-203	435	19	bone	bone	NOUN
bioscience-203	435	20	and	and	CCONJ
bioscience-203	435	21	joint	joint	ADJ
bioscience-203	435	22	infection	infection	NOUN
bioscience-203	435	23	.	.	PUNCT
bioscience-203	436	1	viruses	virus	NOUN
bioscience-203	436	2	.	.	PUNCT
bioscience-203	437	1	2021	2021	NUM
bioscience-203	437	2	dec;13(12):2414	dec;13(12):2414	NOUN
bioscience-203	437	3	.	.	PUNCT
bioscience-203	438	1	26	26	NUM
bioscience-203	438	2	.	.	PUNCT
bioscience-203	438	3	nang	nang	PROPN
bioscience-203	438	4	sc	sc	PROPN
bioscience-203	438	5	,	,	PUNCT
bioscience-203	438	6	et	et	PROPN
bioscience-203	438	7	al	al	PROPN
bioscience-203	438	8	.	.	PUNCT
bioscience-203	439	1	pharmacokinetics	pharmacokinetic	NOUN
bioscience-203	439	2	/	/	SYM
bioscience-203	439	3	pharmacodynamics	pharmacodynamic	NOUN
bioscience-203	439	4	of	of	ADP
bioscience-203	439	5	phage	phage	NOUN
bioscience-203	439	6	therapy	therapy	NOUN
bioscience-203	439	7	:	:	PUNCT
bioscience-203	439	8	a	a	DET
bioscience-203	439	9	major	major	ADJ
bioscience-203	439	10	hurdle	hurdle	NOUN
bioscience-203	439	11	to	to	ADP
bioscience-203	439	12	clinical	clinical	ADJ
bioscience-203	439	13	translation	translation	NOUN
bioscience-203	439	14	.	.	PUNCT
bioscience-203	440	1	clinical	clinical	ADJ
bioscience-203	440	2	microbiology	microbiology	NOUN
bioscience-203	440	3	and	and	CCONJ
bioscience-203	440	4	infection	infection	NOUN
bioscience-203	440	5	.	.	PUNCT
bioscience-203	441	1	2023	2023	NUM
bioscience-203	441	2	jun;29(6):702	jun;29(6):702	NOUN
bioscience-203	441	3	-	-	SYM
bioscience-203	441	4	9	9	NUM
bioscience-203	441	5	.	.	NOUN
bioscience-203	441	6	27	27	NUM
bioscience-203	441	7	.	.	PUNCT
bioscience-203	442	1	danis	danis	NOUN
bioscience-203	442	2	-	-	PUNCT
bioscience-203	442	3	wlodarczyk	wlodarczyk	NOUN
bioscience-203	442	4	k	k	PROPN
bioscience-203	442	5	,	,	PUNCT
bioscience-203	442	6	dbrowska	dbrowska	VERB
bioscience-203	442	7	k	k	NOUN
bioscience-203	442	8	,	,	PUNCT
bioscience-203	442	9	abedon	abedon	PROPN
bioscience-203	442	10	st	st	PROPN
bioscience-203	442	11	.	.	PROPN
bioscience-203	442	12	phage	phage	NOUN
bioscience-203	442	13	therapy	therapy	NOUN
bioscience-203	442	14	:	:	PUNCT
bioscience-203	442	15	the	the	DET
bioscience-203	442	16	pharmacology	pharmacology	NOUN
bioscience-203	442	17	of	of	ADP
bioscience-203	442	18	antibacterial	antibacterial	ADJ
bioscience-203	442	19	viruses	virus	NOUN
bioscience-203	442	20	.	.	PUNCT
bioscience-203	443	1	current	current	ADJ
bioscience-203	443	2	issues	issue	NOUN
bioscience-203	443	3	in	in	ADP
bioscience-203	443	4	molecular	molecular	ADJ
bioscience-203	443	5	biology	biology	NOUN
bioscience-203	443	6	.	.	PUNCT
bioscience-203	444	1	2021	2021	NUM
bioscience-203	444	2	jan;40(1):1	jan;40(1):1	PROPN
bioscience-203	444	3	.	.	PROPN
bioscience-203	445	1	28	28	NUM
bioscience-203	445	2	.	.	PUNCT
bioscience-203	446	1	zhang	zhang	PROPN
bioscience-203	446	2	yz	yz	PROPN
bioscience-203	446	3	,	,	PUNCT
bioscience-203	446	4	liu	liu	PROPN
bioscience-203	446	5	y	y	PROPN
bioscience-203	446	6	,	,	PUNCT
bioscience-203	446	7	bai	bai	PROPN
bioscience-203	446	8	z	z	PROPN
bioscience-203	446	9	,	,	PUNCT
bioscience-203	446	10	fujimoto	fujimoto	PROPN
bioscience-203	446	11	k	k	PROPN
bioscience-203	446	12	,	,	PUNCT
bioscience-203	446	13	uematsu	uematsu	PROPN
bioscience-203	446	14	s	s	PROPN
bioscience-203	446	15	,	,	PUNCT
bioscience-203	446	16	imoto	imoto	PROPN
bioscience-203	446	17	s.	s.	PROPN
bioscience-203	446	18	zero	zero	NUM
bioscience-203	446	19	-	-	PUNCT
bioscience-203	446	20	shot	shot	NOUN
bioscience-203	446	21	-	-	PUNCT
bioscience-203	446	22	capable	capable	ADJ
bioscience-203	446	23	identification	identification	NOUN
bioscience-203	446	24	of	of	ADP
bioscience-203	446	25	phage	phage	NOUN
bioscience-203	446	26	-	-	PUNCT
bioscience-203	446	27	host	host	NOUN
bioscience-203	446	28	relationships	relationship	NOUN
bioscience-203	446	29	with	with	ADP
bioscience-203	446	30	whole	whole	ADJ
bioscience-203	446	31	-	-	PUNCT
bioscience-203	446	32	genome	genome	NOUN
bioscience-203	446	33	sequence	sequence	NOUN
bioscience-203	446	34	representation	representation	NOUN
bioscience-203	446	35	by	by	ADP
bioscience-203	446	36	contrastive	contrastive	ADJ
bioscience-203	446	37	learning	learning	NOUN
bioscience-203	446	38	.	.	PUNCT
bioscience-203	447	1	brief	brief	ADJ
bioscience-203	447	2	bioinform	bioinform	NOUN
bioscience-203	447	3	.	.	PUNCT
bioscience-203	448	1	2023	2023	NUM
bioscience-203	448	2	jul	jul	PROPN
bioscience-203	448	3	:	:	PUNCT
bioscience-203	448	4	bbad239	bbad239	PROPN
bioscience-203	448	5	.	.	PROPN
bioscience-203	448	6	29	29	NUM
bioscience-203	448	7	.	.	PUNCT
bioscience-203	449	1	brown	brown	PROPN
bioscience-203	449	2	p	p	NOUN
bioscience-203	449	3	,	,	PUNCT
bioscience-203	449	4	et	et	PROPN
bioscience-203	449	5	al	al	PROPN
bioscience-203	449	6	.	.	PUNCT
bioscience-203	449	7	whole	whole	ADJ
bioscience-203	449	8	genome	genome	NOUN
bioscience-203	449	9	sequence	sequence	NOUN
bioscience-203	449	10	analysis	analysis	NOUN
bioscience-203	449	11	of	of	ADP
bioscience-203	449	12	phage	phage	NOUN
bioscience-203	449	13	-	-	PUNCT
bioscience-203	449	14	resistant	resistant	ADJ
bioscience-203	449	15	listeria	listeria	NOUN
bioscience-203	449	16	monocytogenes	monocytogene	NOUN
bioscience-203	449	17	serotype	serotype	NOUN
bioscience-203	449	18	1/2a	1/2a	NUM
bioscience-203	449	19	strains	strain	NOUN
bioscience-203	449	20	from	from	ADP
bioscience-203	449	21	turkey	turkey	NOUN
bioscience-203	449	22	processing	processing	NOUN
bioscience-203	449	23	plants	plant	NOUN
bioscience-203	449	24	.	.	PUNCT
bioscience-203	450	1	pathogens	pathogen	NOUN
bioscience-203	450	2	.	.	PUNCT
bioscience-203	450	3	2021	2021	NUM
bioscience-203	450	4	feb;10(2):199	feb;10(2):199	SYM
bioscience-203	450	5	.	.	PUNCT
bioscience-203	451	1	30	30	NUM
bioscience-203	451	2	.	.	PUNCT
bioscience-203	452	1	zhu	zhu	PROPN
bioscience-203	452	2	h	h	PROPN
bioscience-203	452	3	,	,	PUNCT
bioscience-203	452	4	et	et	PROPN
bioscience-203	452	5	al	al	PROPN
bioscience-203	452	6	.	.	PUNCT
bioscience-203	452	7	whole	whole	ADJ
bioscience-203	452	8	genome	genome	NOUN
bioscience-203	452	9	sequence	sequence	NOUN
bioscience-203	452	10	analysis	analysis	NOUN
bioscience-203	452	11	of	of	ADP
bioscience-203	452	12	lactiplantibacillus	lactiplantibacillus	ADJ
bioscience-203	452	13	plantarum	plantarum	NOUN
bioscience-203	452	14	bacteriophage	bacteriophage	NOUN
bioscience-203	452	15	p2	p2	NOUN
bioscience-203	452	16	.	.	PUNCT
bioscience-203	453	1	pol	pol	PROPN
bioscience-203	453	2	j	j	PROPN
bioscience-203	453	3	microbiol	microbiol	PROPN
bioscience-203	453	4	.	.	PUNCT
bioscience-203	454	1	2022	2022	NUM
bioscience-203	454	2	sep;71(3):421	sep;71(3):421	NOUN
bioscience-203	454	3	-	-	PUNCT
bioscience-203	454	4	8	8	NUM
bioscience-203	454	5	.	.	PUNCT
bioscience-203	454	6	31	31	NUM
bioscience-203	454	7	.	.	PUNCT
bioscience-203	455	1	meaden	meaden	PROPN
bioscience-203	455	2	s	s	PROPN
bioscience-203	455	3	,	,	PUNCT
bioscience-203	455	4	et	et	PROPN
bioscience-203	455	5	al	al	PROPN
bioscience-203	455	6	.	.	PUNCT
bioscience-203	455	7	phage	phage	NOUN
bioscience-203	455	8	gene	gene	NOUN
bioscience-203	455	9	expression	expression	NOUN
bioscience-203	455	10	and	and	CCONJ
bioscience-203	455	11	host	host	NOUN
bioscience-203	455	12	responses	response	NOUN
bioscience-203	455	13	lead	lead	VERB
bioscience-203	455	14	to	to	ADP
bioscience-203	455	15	infection	infection	NOUN
bioscience-203	455	16	-	-	PUNCT
bioscience-203	455	17	dependent	dependent	ADJ
bioscience-203	455	18	costs	cost	NOUN
bioscience-203	455	19	of	of	ADP
bioscience-203	455	20	crispr	crispr	ADJ
bioscience-203	455	21	immunity	immunity	NOUN
bioscience-203	455	22	.	.	PUNCT
bioscience-203	456	1	isme	isme	PROPN
bioscience-203	456	2	j.	j.	PROPN
bioscience-203	456	3	2021	2021	NUM
bioscience-203	456	4	feb;15(2):534	feb;15(2):534	PROPN
bioscience-203	456	5	-	-	PUNCT
bioscience-203	456	6	44	44	NUM
bioscience-203	456	7	.	.	PUNCT
bioscience-203	456	8	32	32	NUM
bioscience-203	456	9	.	.	PUNCT
bioscience-203	457	1	wong	wong	PROPN
bioscience-203	457	2	yc	yc	PROPN
bioscience-203	457	3	,	,	PUNCT
bioscience-203	457	4	et	et	PROPN
bioscience-203	457	5	al	al	PROPN
bioscience-203	457	6	.	.	PUNCT
bioscience-203	457	7	phage	phage	PROPN
bioscience-203	457	8	n15	n15	NOUN
bioscience-203	457	9	-	-	PUNCT
bioscience-203	457	10	based	base	VERB
bioscience-203	457	11	vectors	vector	NOUN
bioscience-203	457	12	for	for	ADP
bioscience-203	457	13	gene	gene	NOUN
bioscience-203	457	14	cloning	cloning	NOUN
bioscience-203	457	15	and	and	CCONJ
bioscience-203	457	16	expression	expression	NOUN
bioscience-203	457	17	in	in	ADP
bioscience-203	457	18	bacteria	bacteria	NOUN
bioscience-203	457	19	and	and	CCONJ
bioscience-203	457	20	mammalian	mammalian	ADJ
bioscience-203	457	21	cells	cell	NOUN
bioscience-203	457	22	.	.	PUNCT
bioscience-203	458	1	acs	acs	PROPN
bioscience-203	458	2	synth	synth	PROPN
bioscience-203	458	3	biol	biol	PROPN
bioscience-203	458	4	.	.	PUNCT
bioscience-203	459	1	2023	2023	NUM
bioscience-203	459	2	apr;12(4):909	apr;12(4):909	NOUN
bioscience-203	459	3	-	-	PUNCT
bioscience-203	459	4	21	21	NUM
bioscience-203	459	5	.	.	PUNCT
bioscience-203	460	1	33	33	NUM
bioscience-203	460	2	.	.	PUNCT
bioscience-203	460	3	straus	straus	PROPN
bioscience-203	460	4	sk	sk	PROPN
bioscience-203	460	5	,	,	PUNCT
bioscience-203	460	6	bo	bo	PROPN
bioscience-203	460	7	he	he	PRON
bioscience-203	460	8	.	.	PUNCT
bioscience-203	461	1	filamentous	filamentous	ADJ
bioscience-203	461	2	bacteriophage	bacteriophage	NOUN
bioscience-203	461	3	proteins	protein	NOUN
bioscience-203	461	4	and	and	CCONJ
bioscience-203	461	5	assembly	assembly	NOUN
bioscience-203	461	6	.	.	PUNCT
bioscience-203	462	1	in	in	ADP
bioscience-203	462	2	:	:	PUNCT
bioscience-203	462	3	harris	harris	PROPN
bioscience-203	462	4	jr	jr	PROPN
bioscience-203	462	5	,	,	PUNCT
bioscience-203	462	6	bhella	bhella	PROPN
bioscience-203	462	7	d	d	NOUN
bioscience-203	462	8	,	,	PUNCT
bioscience-203	462	9	editors	editor	NOUN
bioscience-203	462	10	.	.	PUNCT
bioscience-203	463	1	virus	virus	NOUN
bioscience-203	463	2	protein	protein	NOUN
bioscience-203	463	3	and	and	CCONJ
bioscience-203	463	4	nucleoprotein	nucleoprotein	NOUN
bioscience-203	463	5	complexes	complex	NOUN
bioscience-203	463	6	.	.	PUNCT
bioscience-203	464	1	subcellular	subcellular	ADJ
bioscience-203	464	2	biochemistry	biochemistry	NOUN
bioscience-203	464	3	.	.	PUNCT
bioscience-203	465	1	singapore	singapore	PROPN
bioscience-203	465	2	:	:	PUNCT
bioscience-203	465	3	springer	springer	NOUN
bioscience-203	465	4	;	;	PUNCT
bioscience-203	465	5	2018	2018	NUM
bioscience-203	465	6	.	.	PUNCT
bioscience-203	466	1	p.	p.	NOUN
bioscience-203	466	2	261	261	NUM
bioscience-203	466	3	-	-	SYM
bioscience-203	466	4	79	79	NUM
bioscience-203	466	5	.	.	PUNCT
bioscience-203	467	1	34	34	NUM
bioscience-203	467	2	.	.	PUNCT
bioscience-203	468	1	chen	chen	PROPN
bioscience-203	468	2	w	w	PROPN
bioscience-203	468	3	,	,	PUNCT
bioscience-203	468	4	et	et	PROPN
bioscience-203	468	5	al	al	PROPN
bioscience-203	468	6	.	.	PROPN
bioscience-203	468	7	structural	structural	ADJ
bioscience-203	468	8	changes	change	NOUN
bioscience-203	468	9	in	in	ADP
bioscience-203	468	10	bacteriophage	bacteriophage	NOUN
bioscience-203	468	11	t7	t7	PROPN
bioscience-203	468	12	upon	upon	SCONJ
bioscience-203	468	13	receptor	receptor	NOUN
bioscience-203	468	14	-	-	PUNCT
bioscience-203	468	15	induced	induce	VERB
bioscience-203	468	16	genome	genome	NOUN
bioscience-203	468	17	ejection	ejection	NOUN
bioscience-203	468	18	.	.	PUNCT
bioscience-203	469	1	proc	proc	PROPN
bioscience-203	469	2	natl	natl	PROPN
bioscience-203	469	3	acad	acad	PROPN
bioscience-203	469	4	sci	sci	PROPN
bioscience-203	469	5	u	u	PROPN
bioscience-203	469	6	s	s	NOUN
bioscience-203	469	7	a.	a.	NOUN
bioscience-203	469	8	2021	2021	NUM
bioscience-203	469	9	sep;118(37):e2102003118	sep;118(37):e2102003118	NOUN
bioscience-203	469	10	.	.	PUNCT
bioscience-203	470	1	35	35	NUM
bioscience-203	470	2	.	.	PUNCT
bioscience-203	471	1	manisekhar	manisekhar	PROPN
bioscience-203	471	2	sr	sr	PROPN
bioscience-203	471	3	,	,	PUNCT
bioscience-203	471	4	siddesh	siddesh	PROPN
bioscience-203	471	5	gm	gm	PROPN
bioscience-203	471	6	,	,	PUNCT
bioscience-203	471	7	manvi	manvi	PROPN
bioscience-203	471	8	ss	ss	PROPN
bioscience-203	471	9	.	.	PUNCT
bioscience-203	472	1	introduction	introduction	NOUN
bioscience-203	472	2	to	to	ADP
bioscience-203	472	3	bioinformatics	bioinformatics	NOUN
bioscience-203	472	4	.	.	PUNCT
bioscience-203	473	1	in	in	ADP
bioscience-203	473	2	:	:	PUNCT
bioscience-203	473	3	srinivasa	srinivasa	PROPN
bioscience-203	473	4	kg	kg	PROPN
bioscience-203	473	5	,	,	PUNCT
bioscience-203	473	6	siddesh	siddesh	PROPN
bioscience-203	473	7	gm	gm	PROPN
bioscience-203	473	8	,	,	PUNCT
bioscience-203	473	9	manisekhar	manisekhar	PROPN
bioscience-203	473	10	sr	sr	PROPN
bioscience-203	473	11	,	,	PUNCT
bioscience-203	473	12	editors	editor	NOUN
bioscience-203	473	13	.	.	PUNCT
bioscience-203	474	1	statistical	statistical	ADJ
bioscience-203	474	2	modelling	modelling	NOUN
bioscience-203	474	3	and	and	CCONJ
bioscience-203	474	4	machine	machine	NOUN
bioscience-203	474	5	learning	learn	VERB
bioscience-203	474	6	principles	principle	NOUN
bioscience-203	474	7	for	for	ADP
bioscience-203	474	8	bioinformatics	bioinformatics	NOUN
bioscience-203	474	9	techniques	technique	NOUN
bioscience-203	474	10	,	,	PUNCT
bioscience-203	474	11	tools	tool	NOUN
bioscience-203	474	12	,	,	PUNCT
bioscience-203	474	13	and	and	CCONJ
bioscience-203	474	14	applications	application	NOUN
bioscience-203	474	15	.	.	PUNCT
bioscience-203	475	1	algorithms	algorithm	NOUN
bioscience-203	475	2	for	for	ADP
bioscience-203	475	3	intelligent	intelligent	ADJ
bioscience-203	475	4	systems	system	NOUN
bioscience-203	475	5	.	.	PUNCT
bioscience-203	476	1	singapore	singapore	PROPN
bioscience-203	476	2	:	:	PUNCT
bioscience-203	476	3	springer	springer	PROPN
bioscience-203	476	4	singapore	singapore	PROPN
bioscience-203	476	5	;	;	PUNCT
bioscience-203	476	6	2020	2020	NUM
bioscience-203	476	7	.	.	PUNCT
bioscience-203	477	1	p.	p.	NOUN
bioscience-203	477	2	3	3	NUM
bioscience-203	477	3	-	-	SYM
bioscience-203	477	4	9	9	NUM
bioscience-203	477	5	.	.	NUM
bioscience-203	477	6	36	36	NUM
bioscience-203	477	7	.	.	X
bioscience-203	478	1	tang	tang	PROPN
bioscience-203	478	2	b	b	PROPN
bioscience-203	478	3	,	,	PUNCT
bioscience-203	478	4	pan	pan	PROPN
bioscience-203	478	5	z	z	PROPN
bioscience-203	478	6	,	,	PUNCT
bioscience-203	478	7	yin	yin	PROPN
bioscience-203	478	8	k	k	PROPN
bioscience-203	478	9	,	,	PUNCT
bioscience-203	478	10	khateeb	khateeb	PROPN
bioscience-203	478	11	a.	a.	PROPN
bioscience-203	478	12	recent	recent	ADJ
bioscience-203	478	13	advances	advance	NOUN
bioscience-203	478	14	of	of	ADP
bioscience-203	478	15	deep	deep	ADJ
bioscience-203	478	16	learning	learning	NOUN
bioscience-203	478	17	in	in	ADP
bioscience-203	478	18	bioinformatics	bioinformatics	NOUN
bioscience-203	478	19	and	and	CCONJ
bioscience-203	478	20	computational	computational	ADJ
bioscience-203	478	21	biology	biology	NOUN
bioscience-203	478	22	.	.	PUNCT
bioscience-203	479	1	front	front	ADJ
bioscience-203	479	2	genet	genet	PROPN
bioscience-203	479	3	.	.	PUNCT
bioscience-203	480	1	2019	2019	NUM
bioscience-203	480	2	mar;10:214	mar;10:214	NOUN
bioscience-203	480	3	.	.	PUNCT
bioscience-203	481	1	37	37	NUM
bioscience-203	481	2	.	.	PUNCT
bioscience-203	482	1	villalba	villalba	PROPN
bioscience-203	482	2	gc	gc	PROPN
bioscience-203	482	3	,	,	PUNCT
bioscience-203	482	4	matte	matte	PROPN
bioscience-203	482	5	u.	u.	PROPN
bioscience-203	482	6	fantastic	fantastic	ADJ
bioscience-203	482	7	databases	database	NOUN
bioscience-203	482	8	and	and	CCONJ
bioscience-203	482	9	where	where	SCONJ
bioscience-203	482	10	to	to	PART
bioscience-203	482	11	find	find	VERB
bioscience-203	482	12	them	they	PRON
bioscience-203	482	13	:	:	PUNCT
bioscience-203	482	14	web	web	NOUN
bioscience-203	482	15	applications	application	NOUN
bioscience-203	482	16	for	for	ADP
bioscience-203	482	17	researchers	researcher	NOUN
bioscience-203	482	18	in	in	ADP
bioscience-203	482	19	a	a	DET
bioscience-203	482	20	rush	rush	NOUN
bioscience-203	482	21	.	.	PUNCT
bioscience-203	483	1	genet	genet	NOUN
bioscience-203	483	2	mol	mol	ADP
bioscience-203	483	3	biol;44(2):e20200203	biol;44(2):e20200203	PROPN
bioscience-203	483	4	.	.	PUNCT
bioscience-203	484	1	38	38	NUM
bioscience-203	484	2	.	.	PUNCT
bioscience-203	485	1	statistical	statistical	ADJ
bioscience-203	485	2	modelling	modelling	NOUN
bioscience-203	485	3	and	and	CCONJ
bioscience-203	485	4	machine	machine	NOUN
bioscience-203	485	5	learning	learn	VERB
bioscience-203	485	6	principles	principle	NOUN
bioscience-203	485	7	for	for	ADP
bioscience-203	485	8	bioinformatics	bioinformatics	NOUN
bioscience-203	485	9	techniques	technique	NOUN
bioscience-203	485	10	,	,	PUNCT
bioscience-203	485	11	tools	tool	NOUN
bioscience-203	485	12	,	,	PUNCT
bioscience-203	485	13	and	and	CCONJ
bioscience-203	485	14	applications	application	NOUN
bioscience-203	485	15	.	.	PUNCT
bioscience-203	486	1	algorithms	algorithm	NOUN
bioscience-203	486	2	for	for	ADP
bioscience-203	486	3	intelligent	intelligent	ADJ
bioscience-203	486	4	systems	system	NOUN
bioscience-203	486	5	.	.	PUNCT
bioscience-203	487	1	singapore	singapore	PROPN
bioscience-203	487	2	:	:	PUNCT
bioscience-203	487	3	springer	springer	PROPN
bioscience-203	487	4	singapore	singapore	PROPN
bioscience-203	487	5	;	;	PUNCT
bioscience-203	487	6	2020	2020	NUM
bioscience-203	487	7	.	.	PUNCT
bioscience-203	487	8	.	.	PUNCT
bioscience-203	488	1	39	39	NUM
bioscience-203	488	2	.	.	PUNCT
bioscience-203	489	1	furizal	furizal	PROPN
bioscience-203	489	2	f	f	PROPN
bioscience-203	489	3	,	,	PUNCT
bioscience-203	489	4	maarif	maarif	VERB
bioscience-203	489	5	a	a	DET
bioscience-203	489	6	,	,	PUNCT
bioscience-203	489	7	rifaldi	rifaldi	NOUN
bioscience-203	489	8	d.	d.	PROPN
bioscience-203	489	9	application	application	NOUN
bioscience-203	489	10	of	of	ADP
bioscience-203	489	11	machine	machine	NOUN
bioscience-203	489	12	learning	learn	VERB
bioscience-203	489	13	in	in	ADP
bioscience-203	489	14	healthcare	healthcare	NOUN
bioscience-203	489	15	and	and	CCONJ
bioscience-203	489	16	medicine	medicine	NOUN
bioscience-203	489	17	:	:	PUNCT
bioscience-203	489	18	a	a	DET
bioscience-203	489	19	review	review	NOUN
bioscience-203	489	20	.	.	PUNCT
bioscience-203	490	1	journal	journal	PROPN
bioscience-203	490	2	of	of	ADP
bioscience-203	490	3	robotics	robotic	NOUN
bioscience-203	490	4	and	and	CCONJ
bioscience-203	490	5	control	control	NOUN
bioscience-203	490	6	(	(	PUNCT
bioscience-203	490	7	jrc	jrc	PROPN
bioscience-203	490	8	)	)	PUNCT
bioscience-203	490	9	.	.	PUNCT
bioscience-203	491	1	2023	2023	NUM
bioscience-203	491	2	sep;4(5):5	sep;4(5):5	PROPN
bioscience-203	491	3	.	.	PROPN
bioscience-203	491	4	40	40	NUM
bioscience-203	491	5	.	.	PUNCT
bioscience-203	492	1	aldoseri	aldoseri	PROPN
bioscience-203	492	2	a	a	PROPN
bioscience-203	492	3	,	,	PUNCT
bioscience-203	492	4	al	al	PROPN
bioscience-203	492	5	-	-	PUNCT
bioscience-203	492	6	khalifa	khalifa	PROPN
bioscience-203	492	7	kn	kn	PROPN
bioscience-203	492	8	,	,	PUNCT
bioscience-203	492	9	hamouda	hamouda	PROPN
bioscience-203	492	10	am	am	PROPN
bioscience-203	492	11	.	.	PUNCT
bioscience-203	493	1	re	re	VERB
bioscience-203	493	2	-	-	ADJ
bioscience-203	493	3	thinking	thinking	ADJ
bioscience-203	493	4	data	datum	NOUN
bioscience-203	493	5	strategy	strategy	NOUN
bioscience-203	493	6	and	and	CCONJ
bioscience-203	493	7	integration	integration	NOUN
bioscience-203	493	8	for	for	ADP
bioscience-203	493	9	artificial	artificial	ADJ
bioscience-203	493	10	intelligence	intelligence	NOUN
bioscience-203	493	11	:	:	PUNCT
bioscience-203	493	12	concepts	concept	NOUN
bioscience-203	493	13	,	,	PUNCT
bioscience-203	493	14	opportunities	opportunity	NOUN
bioscience-203	493	15	,	,	PUNCT
bioscience-203	493	16	and	and	CCONJ
bioscience-203	493	17	challenges	challenge	NOUN
bioscience-203	493	18	.	.	PUNCT
bioscience-203	494	1	applied	apply	VERB
bioscience-203	494	2	sciences	science	NOUN
bioscience-203	494	3	.	.	PUNCT
bioscience-203	495	1	2023	2023	NUM
bioscience-203	495	2	jan;13(12):12	jan;13(12):12	NOUN
bioscience-203	495	3	.	.	PUNCT
bioscience-203	496	1	41	41	NUM
bioscience-203	496	2	.	.	PUNCT
bioscience-203	497	1	iskandar	iskandar	PROPN
bioscience-203	497	2	k	k	PROPN
bioscience-203	497	3	,	,	PUNCT
bioscience-203	497	4	et	et	PROPN
bioscience-203	497	5	al	al	PROPN
bioscience-203	497	6	.	.	PUNCT
bioscience-203	498	1	antibiotic	antibiotic	ADJ
bioscience-203	498	2	discovery	discovery	NOUN
bioscience-203	498	3	and	and	CCONJ
bioscience-203	498	4	resistance	resistance	NOUN
bioscience-203	498	5	:	:	PUNCT
bioscience-203	498	6	the	the	DET
bioscience-203	498	7	chase	chase	NOUN
bioscience-203	498	8	and	and	CCONJ
bioscience-203	498	9	the	the	DET
bioscience-203	498	10	race	race	NOUN
bioscience-203	498	11	.	.	PUNCT
bioscience-203	499	1	antibiotics	antibiotic	NOUN
bioscience-203	499	2	(	(	PUNCT
bioscience-203	499	3	basel	basel	PROPN
bioscience-203	499	4	)	)	PUNCT
bioscience-203	499	5	.	.	PUNCT
bioscience-203	500	1	2022	2022	NUM
bioscience-203	500	2	jan;11(2):182	jan;11(2):182	PROPN
bioscience-203	500	3	.	.	PUNCT
bioscience-203	501	1	42	42	NUM
bioscience-203	501	2	.	.	PUNCT
bioscience-203	502	1	altamirano	altamirano	PROPN
bioscience-203	502	2	flg	flg	PROPN
bioscience-203	502	3	,	,	PUNCT
bioscience-203	502	4	barr	barr	PROPN
bioscience-203	502	5	jj	jj	PROPN
bioscience-203	502	6	.	.	PROPN
bioscience-203	502	7	phage	phage	NOUN
bioscience-203	502	8	therapy	therapy	NOUN
bioscience-203	502	9	in	in	ADP
bioscience-203	502	10	the	the	DET
bioscience-203	502	11	postantibiotic	postantibiotic	ADJ
bioscience-203	502	12	era	era	NOUN
bioscience-203	502	13	.	.	PUNCT
bioscience-203	503	1	clinical	clinical	ADJ
bioscience-203	503	2	microbiology	microbiology	NOUN
bioscience-203	503	3	reviews	review	NOUN
bioscience-203	503	4	.	.	PUNCT
bioscience-203	504	1	2019	2019	NUM
bioscience-203	504	2	jan;32(2):10.1128	jan;32(2):10.1128	NOUN
bioscience-203	504	3	/	/	SYM
bioscience-203	504	4	cmr.00066	cmr.00066	PROPN
bioscience-203	504	5	-	-	SYM
bioscience-203	504	6	18	18	NUM
bioscience-203	504	7	.	.	PUNCT
bioscience-203	505	1	highlights	highlight	NOUN
bioscience-203	505	2	in	in	ADP
bioscience-203	505	3	bioscience	bioscience	NOUN
bioscience-203	505	4	page	page	NOUN
bioscience-203	505	5	13	13	NUM
bioscience-203	505	6	of	of	ADP
bioscience-203	505	7	18	18	NUM
bioscience-203	505	8	december	december	PROPN
bioscience-203	505	9	2023|volume	2023|volume	NUM
bioscience-203	505	10	6	6	NUM
bioscience-203	505	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	505	12	mary	mary	PROPN
bioscience-203	505	13	et	et	PROPN
bioscience-203	505	14	al	al	PROPN
bioscience-203	505	15	.	.	PROPN
bioscience-203	505	16	,	,	PUNCT
bioscience-203	505	17	2023	2023	NUM
bioscience-203	505	18	machine	machine	NOUN
bioscience-203	505	19	learning	learning	NOUN
bioscience-203	505	20	mediated	mediate	VERB
bioscience-203	505	21	advanced	advanced	ADJ
bioscience-203	505	22	phage	phage	NOUN
bioscience-203	505	23	and	and	CCONJ
bioscience-203	505	24	antimicrobial	antimicrobial	ADJ
bioscience-203	505	25	therapy	therapy	NOUN
bioscience-203	505	26	a	a	DET
bioscience-203	505	27	futuristic	futuristic	ADJ
bioscience-203	505	28	approach	approach	NOUN
bioscience-203	505	29	43	43	NUM
bioscience-203	505	30	.	.	PUNCT
bioscience-203	506	1	venturini	venturini	PROPN
bioscience-203	506	2	c	c	PROPN
bioscience-203	506	3	,	,	PUNCT
bioscience-203	506	4	fabijan	fabijan	PROPN
bioscience-203	506	5	ap	ap	PROPN
bioscience-203	506	6	,	,	PUNCT
bioscience-203	506	7	lubian	lubian	PROPN
bioscience-203	506	8	af	af	PROPN
bioscience-203	506	9	,	,	PUNCT
bioscience-203	506	10	barbirz	barbirz	PROPN
bioscience-203	506	11	s	s	PROPN
bioscience-203	506	12	,	,	PUNCT
bioscience-203	506	13	iredell	iredell	PROPN
bioscience-203	506	14	j.	j.	PROPN
bioscience-203	506	15	biological	biological	PROPN
bioscience-203	506	16	foundations	foundation	NOUN
bioscience-203	506	17	of	of	ADP
bioscience-203	506	18	successful	successful	ADJ
bioscience-203	506	19	bacteriophage	bacteriophage	NOUN
bioscience-203	506	20	therapy	therapy	NOUN
bioscience-203	506	21	.	.	PUNCT
bioscience-203	507	1	embo	embo	NOUN
bioscience-203	507	2	mol	mol	ADP
bioscience-203	507	3	med	med	PROPN
bioscience-203	507	4	.	.	PUNCT
bioscience-203	508	1	2022	2022	NUM
bioscience-203	508	2	may;14(7):e12435	may;14(7):e12435	NOUN
bioscience-203	508	3	.	.	PUNCT
bioscience-203	509	1	44	44	NUM
bioscience-203	509	2	.	.	PUNCT
bioscience-203	510	1	naureen	naureen	PROPN
bioscience-203	511	1	z	z	PROPN
bioscience-203	511	2	,	,	PUNCT
bioscience-203	511	3	et	et	PROPN
bioscience-203	511	4	al	al	PROPN
bioscience-203	511	5	.	.	PUNCT
bioscience-203	512	1	bacteriophages	bacteriophage	NOUN
bioscience-203	512	2	presence	presence	NOUN
bioscience-203	512	3	in	in	ADP
bioscience-203	512	4	nature	nature	NOUN
bioscience-203	512	5	and	and	CCONJ
bioscience-203	512	6	their	their	PRON
bioscience-203	512	7	role	role	NOUN
bioscience-203	512	8	in	in	ADP
bioscience-203	512	9	the	the	DET
bioscience-203	512	10	natural	natural	ADJ
bioscience-203	512	11	selection	selection	NOUN
bioscience-203	512	12	of	of	ADP
bioscience-203	512	13	bacterial	bacterial	ADJ
bioscience-203	512	14	populations	population	NOUN
bioscience-203	512	15	.	.	PUNCT
bioscience-203	513	1	acta	acta	PROPN
bioscience-203	513	2	biomed	biome	VERB
bioscience-203	513	3	.	.	PUNCT
bioscience-203	514	1	2020;91(suppl	2020;91(suppl	PROPN
bioscience-203	514	2	13):e2020024	13):e2020024	NUM
bioscience-203	514	3	.	.	PROPN
bioscience-203	515	1	45	45	NUM
bioscience-203	515	2	.	.	X
bioscience-203	515	3	mäntynen	mäntynen	NOUN
bioscience-203	515	4	s	s	PROPN
bioscience-203	515	5	,	,	PUNCT
bioscience-203	515	6	laanto	laanto	ADP
bioscience-203	515	7	e	e	NOUN
bioscience-203	515	8	,	,	PUNCT
bioscience-203	515	9	oksanen	oksanen	PROPN
bioscience-203	515	10	hm	hm	INTJ
bioscience-203	515	11	,	,	PUNCT
bioscience-203	515	12	poranen	poranen	PROPN
bioscience-203	515	13	mm	mm	PROPN
bioscience-203	515	14	,	,	PUNCT
bioscience-203	515	15	díazmuñoz	díazmuñoz	PROPN
bioscience-203	515	16	sl	sl	NOUN
bioscience-203	515	17	.	.	PROPN
bioscience-203	515	18	black	black	PROPN
bioscience-203	515	19	box	box	PROPN
bioscience-203	515	20	of	of	ADP
bioscience-203	515	21	phagebacterium	phagebacterium	NOUN
bioscience-203	515	22	interactions	interaction	NOUN
bioscience-203	515	23	:	:	PUNCT
bioscience-203	515	24	exploring	explore	VERB
bioscience-203	515	25	alternative	alternative	ADJ
bioscience-203	515	26	phage	phage	NOUN
bioscience-203	515	27	infection	infection	NOUN
bioscience-203	515	28	strategies	strategy	NOUN
bioscience-203	515	29	.	.	PUNCT
bioscience-203	516	1	open	open	ADJ
bioscience-203	516	2	biology	biology	NOUN
bioscience-203	516	3	.	.	PUNCT
bioscience-203	517	1	2021	2021	NUM
bioscience-203	518	1	sep;11(9):210188	sep;11(9):210188	PROPN
bioscience-203	518	2	.	.	PROPN
bioscience-203	518	3	46	46	NUM
bioscience-203	518	4	.	.	PUNCT
bioscience-203	519	1	holmes	holmes	PROPN
bioscience-203	519	2	rk	rk	PROPN
bioscience-203	519	3	.	.	PUNCT
bioscience-203	519	4	biology	biology	NOUN
bioscience-203	519	5	and	and	CCONJ
bioscience-203	519	6	molecular	molecular	ADJ
bioscience-203	519	7	epidemiology	epidemiology	NOUN
bioscience-203	519	8	of	of	ADP
bioscience-203	519	9	diphtheria	diphtheria	NOUN
bioscience-203	519	10	toxin	toxin	NOUN
bioscience-203	519	11	and	and	CCONJ
bioscience-203	519	12	the	the	DET
bioscience-203	519	13	tox	tox	NOUN
bioscience-203	519	14	gene	gene	NOUN
bioscience-203	519	15	.	.	PUNCT
bioscience-203	520	1	the	the	DET
bioscience-203	520	2	journal	journal	NOUN
bioscience-203	520	3	of	of	ADP
bioscience-203	520	4	infectious	infectious	ADJ
bioscience-203	520	5	diseases	disease	NOUN
bioscience-203	520	6	.	.	PUNCT
bioscience-203	521	1	2000	2000	NUM
bioscience-203	521	2	feb;181(supplement_1):s156	feb;181(supplement_1):s156	NOUN
bioscience-203	521	3	-	-	PUNCT
bioscience-203	521	4	67	67	NUM
bioscience-203	521	5	.	.	PUNCT
bioscience-203	522	1	47	47	NUM
bioscience-203	522	2	.	.	PUNCT
bioscience-203	523	1	xuan	xuan	PROPN
bioscience-203	523	2	g	g	PROPN
bioscience-203	523	3	,	,	PUNCT
bioscience-203	523	4	lin	lin	PROPN
bioscience-203	523	5	h	h	PROPN
bioscience-203	523	6	,	,	PUNCT
bioscience-203	523	7	tan	tan	PROPN
bioscience-203	523	8	l	l	NOUN
bioscience-203	523	9	,	,	PUNCT
bioscience-203	523	10	zhao	zhao	PROPN
bioscience-203	523	11	g	g	PROPN
bioscience-203	523	12	,	,	PUNCT
bioscience-203	523	13	wang	wang	PROPN
bioscience-203	523	14	j.	j.	PROPN
bioscience-203	523	15	quorum	quorum	PROPN
bioscience-203	523	16	sensing	sense	VERB
bioscience-203	523	17	promotes	promote	VERB
bioscience-203	523	18	phage	phage	NOUN
bioscience-203	523	19	infection	infection	NOUN
bioscience-203	523	20	in	in	ADP
bioscience-203	523	21	pseudomonas	pseudomona	NOUN
bioscience-203	523	22	aeruginosa	aeruginosa	NOUN
bioscience-203	523	23	pao1	pao1	PROPN
bioscience-203	523	24	.	.	PUNCT
bioscience-203	524	1	mbio;13(1):e03174	mbio;13(1):e03174	ADJ
bioscience-203	524	2	-	-	PUNCT
bioscience-203	524	3	21	21	NUM
bioscience-203	524	4	.	.	PUNCT
bioscience-203	525	1	48	48	NUM
bioscience-203	525	2	.	.	PUNCT
bioscience-203	526	1	majkowska	majkowska	NOUN
bioscience-203	526	2	-	-	PUNCT
bioscience-203	526	3	skrobek	skrobek	PROPN
bioscience-203	526	4	g	g	NOUN
bioscience-203	526	5	,	,	PUNCT
bioscience-203	526	6	et	et	PROPN
bioscience-203	526	7	al	al	PROPN
bioscience-203	526	8	.	.	PUNCT
bioscience-203	526	9	phage	phage	NOUN
bioscience-203	526	10	-	-	PUNCT
bioscience-203	526	11	borne	bear	VERB
bioscience-203	526	12	depolymerases	depolymerase	NOUN
bioscience-203	526	13	decrease	decrease	VERB
bioscience-203	526	14	klebsiella	klebsiella	NOUN
bioscience-203	526	15	pneumoniae	pneumoniae	ADJ
bioscience-203	526	16	resistance	resistance	NOUN
bioscience-203	526	17	to	to	ADP
bioscience-203	526	18	innate	innate	ADJ
bioscience-203	526	19	defense	defense	NOUN
bioscience-203	526	20	mechanisms	mechanism	NOUN
bioscience-203	526	21	.	.	PUNCT
bioscience-203	527	1	front	front	ADJ
bioscience-203	527	2	microbiol	microbiol	PROPN
bioscience-203	527	3	.	.	PUNCT
bioscience-203	528	1	2018	2018	NUM
bioscience-203	528	2	oct;9:2517	oct;9:2517	PROPN
bioscience-203	528	3	.	.	PUNCT
bioscience-203	528	4	49	49	NUM
bioscience-203	528	5	.	.	PUNCT
bioscience-203	529	1	aslam	aslam	PROPN
bioscience-203	529	2	s	s	PROPN
bioscience-203	529	3	,	,	PUNCT
bioscience-203	529	4	et	et	PROPN
bioscience-203	529	5	al	al	PROPN
bioscience-203	529	6	.	.	PUNCT
bioscience-203	530	1	early	early	ADJ
bioscience-203	530	2	clinical	clinical	ADJ
bioscience-203	530	3	experience	experience	NOUN
bioscience-203	530	4	of	of	ADP
bioscience-203	530	5	bacteriophage	bacteriophage	NOUN
bioscience-203	530	6	therapy	therapy	NOUN
bioscience-203	530	7	in	in	ADP
bioscience-203	530	8	three	three	NUM
bioscience-203	530	9	lung	lung	NOUN
bioscience-203	530	10	transplant	transplant	NOUN
bioscience-203	530	11	recipients	recipient	NOUN
bioscience-203	530	12	.	.	PUNCT
bioscience-203	531	1	am	be	AUX
bioscience-203	531	2	j	j	PROPN
bioscience-203	531	3	transplant	transplant	NOUN
bioscience-203	531	4	.	.	PUNCT
bioscience-203	532	1	2019	2019	NUM
bioscience-203	532	2	sep;19(9):2631	sep;19(9):2631	NOUN
bioscience-203	532	3	-	-	PUNCT
bioscience-203	532	4	9	9	NUM
bioscience-203	532	5	.	.	NOUN
bioscience-203	532	6	50	50	NUM
bioscience-203	532	7	.	.	PUNCT
bioscience-203	533	1	fong	fong	PROPN
bioscience-203	533	2	sa	sa	PROPN
bioscience-203	533	3	,	,	PUNCT
bioscience-203	533	4	et	et	PROPN
bioscience-203	533	5	al	al	PROPN
bioscience-203	533	6	.	.	PUNCT
bioscience-203	533	7	activity	activity	NOUN
bioscience-203	533	8	of	of	ADP
bioscience-203	533	9	bacteriophages	bacteriophage	NOUN
bioscience-203	533	10	in	in	ADP
bioscience-203	533	11	removing	remove	VERB
bioscience-203	533	12	biofilms	biofilm	NOUN
bioscience-203	533	13	of	of	ADP
bioscience-203	533	14	pseudomonas	pseudomona	NOUN
bioscience-203	533	15	aeruginosa	aeruginosa	NOUN
bioscience-203	533	16	isolates	isolate	NOUN
bioscience-203	533	17	from	from	ADP
bioscience-203	533	18	chronic	chronic	ADJ
bioscience-203	533	19	rhinosinusitis	rhinosinusitis	NOUN
bioscience-203	533	20	patients	patient	NOUN
bioscience-203	533	21	.	.	PUNCT
bioscience-203	534	1	front	front	ADJ
bioscience-203	534	2	cell	cell	NOUN
bioscience-203	534	3	infect	infect	VERB
bioscience-203	534	4	microbiol	microbiol	NOUN
bioscience-203	534	5	.	.	PUNCT
bioscience-203	535	1	2017	2017	NUM
bioscience-203	535	2	sep;7:418	sep;7:418	NOUN
bioscience-203	535	3	.	.	PUNCT
bioscience-203	536	1	51	51	NUM
bioscience-203	536	2	.	.	X
bioscience-203	537	1	ooi	ooi	PROPN
bioscience-203	537	2	ml	ml	PROPN
bioscience-203	537	3	,	,	PUNCT
bioscience-203	537	4	et	et	PROPN
bioscience-203	537	5	al	al	PROPN
bioscience-203	537	6	.	.	PROPN
bioscience-203	537	7	safety	safety	NOUN
bioscience-203	537	8	and	and	CCONJ
bioscience-203	537	9	tolerability	tolerability	NOUN
bioscience-203	537	10	of	of	ADP
bioscience-203	537	11	bacteriophage	bacteriophage	NOUN
bioscience-203	537	12	therapy	therapy	NOUN
bioscience-203	537	13	for	for	ADP
bioscience-203	537	14	chronic	chronic	ADJ
bioscience-203	537	15	rhinosinusitis	rhinosinusitis	NOUN
bioscience-203	537	16	due	due	ADP
bioscience-203	537	17	to	to	ADP
bioscience-203	537	18	staphylococcus	staphylococcus	NOUN
bioscience-203	537	19	aureus	aureus	NOUN
bioscience-203	537	20	.	.	PUNCT
bioscience-203	538	1	jama	jama	PROPN
bioscience-203	538	2	otolaryngol	otolaryngol	PROPN
bioscience-203	538	3	head	head	NOUN
bioscience-203	538	4	neck	neck	NOUN
bioscience-203	538	5	surg	surg	NOUN
bioscience-203	538	6	.	.	PUNCT
bioscience-203	539	1	2019	2019	NUM
bioscience-203	539	2	aug;145(8):723	aug;145(8):723	ADV
bioscience-203	539	3	-	-	SYM
bioscience-203	539	4	9	9	NUM
bioscience-203	539	5	.	.	NOUN
bioscience-203	539	6	52	52	NUM
bioscience-203	539	7	.	.	PUNCT
bioscience-203	540	1	drilling	drilling	PROPN
bioscience-203	540	2	aj	aj	PROPN
bioscience-203	540	3	,	,	PUNCT
bioscience-203	540	4	et	et	PROPN
bioscience-203	540	5	al	al	PROPN
bioscience-203	540	6	.	.	PUNCT
bioscience-203	541	1	long	long	ADJ
bioscience-203	541	2	-	-	PUNCT
bioscience-203	541	3	term	term	NOUN
bioscience-203	541	4	safety	safety	NOUN
bioscience-203	541	5	of	of	ADP
bioscience-203	541	6	topical	topical	ADJ
bioscience-203	541	7	bacteriophage	bacteriophage	NOUN
bioscience-203	541	8	application	application	NOUN
bioscience-203	541	9	to	to	ADP
bioscience-203	541	10	the	the	DET
bioscience-203	541	11	frontal	frontal	ADJ
bioscience-203	541	12	sinus	sinus	NOUN
bioscience-203	541	13	region	region	NOUN
bioscience-203	541	14	.	.	PUNCT
bioscience-203	542	1	front	front	ADJ
bioscience-203	542	2	cell	cell	NOUN
bioscience-203	542	3	infect	infect	VERB
bioscience-203	542	4	microbiol	microbiol	NOUN
bioscience-203	542	5	.	.	PUNCT
bioscience-203	543	1	2017	2017	NUM
bioscience-203	543	2	feb;7:49	feb;7:49	NOUN
bioscience-203	543	3	.	.	PUNCT
bioscience-203	544	1	53	53	NUM
bioscience-203	544	2	.	.	PUNCT
bioscience-203	545	1	uyttebroek	uyttebroek	PROPN
bioscience-203	545	2	s	s	PROPN
bioscience-203	545	3	,	,	PUNCT
bioscience-203	545	4	et	et	PROPN
bioscience-203	545	5	al	al	PROPN
bioscience-203	545	6	.	.	PUNCT
bioscience-203	546	1	the	the	DET
bioscience-203	546	2	potential	potential	ADJ
bioscience-203	546	3	role	role	NOUN
bioscience-203	546	4	of	of	ADP
bioscience-203	546	5	bacteriophages	bacteriophage	NOUN
bioscience-203	546	6	in	in	ADP
bioscience-203	546	7	the	the	DET
bioscience-203	546	8	treatment	treatment	NOUN
bioscience-203	546	9	of	of	ADP
bioscience-203	546	10	recalcitrant	recalcitrant	ADJ
bioscience-203	546	11	chronic	chronic	ADJ
bioscience-203	546	12	rhinosinusitis	rhinosinusitis	NOUN
bioscience-203	546	13	.	.	PUNCT
bioscience-203	547	1	antibiotics	antibiotic	NOUN
bioscience-203	547	2	(	(	PUNCT
bioscience-203	547	3	basel	basel	PROPN
bioscience-203	547	4	)	)	PUNCT
bioscience-203	547	5	.	.	PUNCT
bioscience-203	548	1	2021	2021	NUM
bioscience-203	549	1	jun;10(6):675	jun;10(6):675	NOUN
bioscience-203	549	2	.	.	PROPN
bioscience-203	549	3	54	54	NUM
bioscience-203	549	4	.	.	PUNCT
bioscience-203	549	5	dedrick	dedrick	PROPN
bioscience-203	549	6	rm	rm	PROPN
bioscience-203	549	7	,	,	PUNCT
bioscience-203	549	8	et	et	PROPN
bioscience-203	549	9	al	al	PROPN
bioscience-203	549	10	.	.	PUNCT
bioscience-203	549	11	phage	phage	NOUN
bioscience-203	549	12	therapy	therapy	NOUN
bioscience-203	549	13	of	of	ADP
bioscience-203	549	14	mycobacterium	mycobacterium	NOUN
bioscience-203	549	15	infections	infection	NOUN
bioscience-203	549	16	:	:	PUNCT
bioscience-203	549	17	compassionate	compassionate	ADJ
bioscience-203	549	18	use	use	NOUN
bioscience-203	549	19	of	of	ADP
bioscience-203	549	20	phages	phage	NOUN
bioscience-203	549	21	in	in	ADP
bioscience-203	549	22	20	20	NUM
bioscience-203	549	23	patients	patient	NOUN
bioscience-203	549	24	with	with	ADP
bioscience-203	549	25	drug	drug	NOUN
bioscience-203	549	26	-	-	PUNCT
bioscience-203	549	27	resistant	resistant	ADJ
bioscience-203	549	28	mycobacterial	mycobacterial	ADJ
bioscience-203	549	29	disease	disease	NOUN
bioscience-203	549	30	.	.	PUNCT
bioscience-203	550	1	clin	clin	PROPN
bioscience-203	550	2	infect	infect	PROPN
bioscience-203	550	3	dis	dis	PROPN
bioscience-203	550	4	.	.	PUNCT
bioscience-203	551	1	2022	2022	NUM
bioscience-203	551	2	jun;76(1):103	jun;76(1):103	NOUN
bioscience-203	551	3	-	-	SYM
bioscience-203	551	4	12	12	NUM
bioscience-203	551	5	.	.	PUNCT
bioscience-203	552	1	55	55	NUM
bioscience-203	552	2	.	.	PUNCT
bioscience-203	553	1	jault	jault	PROPN
bioscience-203	553	2	p	p	PROPN
bioscience-203	553	3	,	,	PUNCT
bioscience-203	553	4	et	et	PROPN
bioscience-203	553	5	al	al	PROPN
bioscience-203	553	6	.	.	PROPN
bioscience-203	553	7	efficacy	efficacy	NOUN
bioscience-203	553	8	and	and	CCONJ
bioscience-203	553	9	tolerability	tolerability	NOUN
bioscience-203	553	10	of	of	ADP
bioscience-203	553	11	a	a	DET
bioscience-203	553	12	cocktail	cocktail	NOUN
bioscience-203	553	13	of	of	ADP
bioscience-203	553	14	bacteriophages	bacteriophage	NOUN
bioscience-203	553	15	to	to	PART
bioscience-203	553	16	treat	treat	VERB
bioscience-203	553	17	burn	burn	NOUN
bioscience-203	553	18	wounds	wound	NOUN
bioscience-203	553	19	infected	infect	VERB
bioscience-203	553	20	by	by	ADP
bioscience-203	553	21	pseudomonas	pseudomona	NOUN
bioscience-203	553	22	aeruginosa	aeruginosa	NOUN
bioscience-203	553	23	(	(	PUNCT
bioscience-203	553	24	phagoburn	phagoburn	NOUN
bioscience-203	553	25	):	):	PUNCT
bioscience-203	553	26	a	a	DET
bioscience-203	553	27	randomised	randomise	VERB
bioscience-203	553	28	,	,	PUNCT
bioscience-203	553	29	controlled	control	VERB
bioscience-203	553	30	,	,	PUNCT
bioscience-203	553	31	doubleblind	doubleblind	NOUN
bioscience-203	553	32	phase	phase	NOUN
bioscience-203	553	33	1/2	1/2	NUM
bioscience-203	553	34	trial	trial	NOUN
bioscience-203	553	35	.	.	PUNCT
bioscience-203	554	1	lancet	lancet	PROPN
bioscience-203	554	2	infect	infect	PROPN
bioscience-203	554	3	dis	dis	PROPN
bioscience-203	554	4	.	.	PUNCT
bioscience-203	555	1	2019	2019	NUM
bioscience-203	556	1	jan;19(1):3545	jan;19(1):3545	ADJ
bioscience-203	556	2	.	.	PROPN
bioscience-203	557	1	56	56	NUM
bioscience-203	557	2	.	.	PUNCT
bioscience-203	558	1	vázquez	vázquez	PROPN
bioscience-203	558	2	r	r	NOUN
bioscience-203	558	3	,	,	PUNCT
bioscience-203	558	4	et	et	PROPN
bioscience-203	558	5	al	al	PROPN
bioscience-203	558	6	.	.	PROPN
bioscience-203	559	1	essential	essential	ADJ
bioscience-203	559	2	topics	topic	NOUN
bioscience-203	559	3	for	for	ADP
bioscience-203	559	4	the	the	DET
bioscience-203	559	5	regulatory	regulatory	ADJ
bioscience-203	559	6	consideration	consideration	NOUN
bioscience-203	559	7	of	of	ADP
bioscience-203	559	8	phages	phage	NOUN
bioscience-203	559	9	as	as	ADP
bioscience-203	559	10	clinically	clinically	ADV
bioscience-203	559	11	valuable	valuable	ADJ
bioscience-203	559	12	therapeutic	therapeutic	ADJ
bioscience-203	559	13	agents	agent	NOUN
bioscience-203	559	14	:	:	PUNCT
bioscience-203	559	15	a	a	DET
bioscience-203	559	16	perspective	perspective	NOUN
bioscience-203	559	17	from	from	ADP
bioscience-203	559	18	spain	spain	PROPN
bioscience-203	559	19	.	.	PUNCT
bioscience-203	560	1	microorganisms	microorganism	NOUN
bioscience-203	560	2	.	.	PUNCT
bioscience-203	561	1	2022	2022	NUM
bioscience-203	561	2	mar;10(4):717	mar;10(4):717	NOUN
bioscience-203	561	3	.	.	PUNCT
bioscience-203	562	1	57	57	NUM
bioscience-203	562	2	.	.	PUNCT
bioscience-203	563	1	onsea	onsea	PROPN
bioscience-203	563	2	j	j	PROPN
bioscience-203	563	3	,	,	PUNCT
bioscience-203	563	4	et	et	PROPN
bioscience-203	563	5	al	al	PROPN
bioscience-203	563	6	.	.	PUNCT
bioscience-203	563	7	bacteriophage	bacteriophage	NOUN
bioscience-203	563	8	therapy	therapy	NOUN
bioscience-203	563	9	for	for	ADP
bioscience-203	563	10	difficult	difficult	ADJ
bioscience-203	563	11	-	-	PUNCT
bioscience-203	563	12	totreat	totreat	NOUN
bioscience-203	563	13	infections	infection	NOUN
bioscience-203	563	14	:	:	PUNCT
bioscience-203	563	15	the	the	DET
bioscience-203	563	16	implementation	implementation	NOUN
bioscience-203	563	17	of	of	ADP
bioscience-203	563	18	a	a	DET
bioscience-203	563	19	multidisciplinary	multidisciplinary	ADJ
bioscience-203	563	20	phage	phage	NOUN
bioscience-203	563	21	task	task	NOUN
bioscience-203	563	22	force	force	NOUN
bioscience-203	563	23	(	(	PUNCT
bioscience-203	563	24	the	the	DET
bioscience-203	563	25	phageforce	phageforce	NOUN
bioscience-203	563	26	study	study	NOUN
bioscience-203	563	27	protocol	protocol	PROPN
bioscience-203	563	28	)	)	PUNCT
bioscience-203	563	29	.	.	PUNCT
bioscience-203	564	1	viruses	virus	NOUN
bioscience-203	564	2	.	.	PUNCT
bioscience-203	565	1	2021	2021	NUM
bioscience-203	565	2	aug;13(8):1543	aug;13(8):1543	NOUN
bioscience-203	565	3	.	.	PROPN
bioscience-203	565	4	58	58	NUM
bioscience-203	565	5	.	.	PUNCT
bioscience-203	566	1	willy	willy	ADV
bioscience-203	566	2	c	c	X
bioscience-203	566	3	,	,	PUNCT
bioscience-203	566	4	et	et	PROPN
bioscience-203	566	5	al	al	PROPN
bioscience-203	566	6	.	.	PUNCT
bioscience-203	566	7	phage	phage	NOUN
bioscience-203	566	8	therapy	therapy	NOUN
bioscience-203	566	9	in	in	ADP
bioscience-203	566	10	germanyupdate	germanyupdate	NOUN
bioscience-203	566	11	2023	2023	NUM
bioscience-203	566	12	.	.	PUNCT
bioscience-203	567	1	viruses	virus	NOUN
bioscience-203	567	2	.	.	PUNCT
bioscience-203	568	1	2023	2023	NUM
bioscience-203	568	2	feb;15(2):588	feb;15(2):588	X
bioscience-203	568	3	.	.	PUNCT
bioscience-203	569	1	59	59	NUM
bioscience-203	569	2	.	.	PUNCT
bioscience-203	569	3	bretaudeau	bretaudeau	PROPN
bioscience-203	569	4	l	l	PROPN
bioscience-203	569	5	,	,	PUNCT
bioscience-203	569	6	tremblais	tremblais	NOUN
bioscience-203	569	7	k	k	PROPN
bioscience-203	569	8	,	,	PUNCT
bioscience-203	569	9	aubrit	aubrit	PROPN
bioscience-203	569	10	f	f	PROPN
bioscience-203	569	11	,	,	PUNCT
bioscience-203	569	12	meichenin	meichenin	PROPN
bioscience-203	569	13	m	m	PROPN
bioscience-203	569	14	,	,	PUNCT
bioscience-203	569	15	arnaud	arnaud	PROPN
bioscience-203	569	16	i.	i.	PROPN
bioscience-203	569	17	good	good	PROPN
bioscience-203	569	18	manufacturing	manufacturing	NOUN
bioscience-203	569	19	practice	practice	NOUN
bioscience-203	569	20	(	(	PUNCT
bioscience-203	569	21	gmp	gmp	PROPN
bioscience-203	569	22	)	)	PUNCT
bioscience-203	569	23	compliance	compliance	NOUN
bioscience-203	569	24	for	for	ADP
bioscience-203	569	25	phage	phage	NOUN
bioscience-203	569	26	therapy	therapy	NOUN
bioscience-203	569	27	medicinal	medicinal	ADJ
bioscience-203	569	28	products	product	NOUN
bioscience-203	569	29	.	.	PUNCT
bioscience-203	570	1	front	front	ADJ
bioscience-203	570	2	microbiol	microbiol	PROPN
bioscience-203	570	3	.	.	PUNCT
bioscience-203	571	1	2020	2020	NUM
bioscience-203	571	2	jun;11:1161	jun;11:1161	ADJ
bioscience-203	571	3	.	.	PUNCT
bioscience-203	572	1	60	60	NUM
bioscience-203	572	2	.	.	PUNCT
bioscience-203	573	1	liu	liu	PROPN
bioscience-203	573	2	cg	cg	PROPN
bioscience-203	573	3	,	,	PUNCT
bioscience-203	573	4	et	et	PROPN
bioscience-203	573	5	al	al	PROPN
bioscience-203	573	6	.	.	PUNCT
bioscience-203	573	7	phage	phage	NOUN
bioscience-203	573	8	-	-	PUNCT
bioscience-203	573	9	antibiotic	antibiotic	ADJ
bioscience-203	573	10	synergy	synergy	NOUN
bioscience-203	573	11	is	be	AUX
bioscience-203	573	12	driven	drive	VERB
bioscience-203	573	13	by	by	ADP
bioscience-203	573	14	a	a	DET
bioscience-203	573	15	unique	unique	ADJ
bioscience-203	573	16	combination	combination	NOUN
bioscience-203	573	17	of	of	ADP
bioscience-203	573	18	antibacterial	antibacterial	ADJ
bioscience-203	573	19	mechanism	mechanism	NOUN
bioscience-203	573	20	of	of	ADP
bioscience-203	573	21	action	action	NOUN
bioscience-203	573	22	and	and	CCONJ
bioscience-203	573	23	stoichiometry	stoichiometry	NOUN
bioscience-203	573	24	.	.	PUNCT
bioscience-203	574	1	mbio	mbio	PROPN
bioscience-203	574	2	.	.	PUNCT
bioscience-203	575	1	2020	2020	NUM
bioscience-203	575	2	aug;11(4):e01462	aug;11(4):e01462	NOUN
bioscience-203	575	3	-	-	PUNCT
bioscience-203	575	4	20	20	NUM
bioscience-203	575	5	.	.	PUNCT
bioscience-203	575	6	61	61	NUM
bioscience-203	575	7	.	.	PUNCT
bioscience-203	576	1	wang	wang	PROPN
bioscience-203	576	2	x	x	PROPN
bioscience-203	576	3	,	,	PUNCT
bioscience-203	576	4	loh	loh	PROPN
bioscience-203	576	5	b	b	PROPN
bioscience-203	576	6	,	,	PUNCT
bioscience-203	576	7	altamirano	altamirano	PROPN
bioscience-203	576	8	fg	fg	PROPN
bioscience-203	576	9	,	,	PUNCT
bioscience-203	576	10	yu	yu	PROPN
bioscience-203	576	11	y	y	PROPN
bioscience-203	576	12	,	,	PUNCT
bioscience-203	576	13	hua	hua	PROPN
bioscience-203	576	14	x	x	PROPN
bioscience-203	576	15	,	,	PUNCT
bioscience-203	576	16	leptihn	leptihn	PROPN
bioscience-203	576	17	s.	s.	PROPN
bioscience-203	576	18	colistin	colistin	PROPN
bioscience-203	576	19	-	-	PUNCT
bioscience-203	576	20	phage	phage	NOUN
bioscience-203	576	21	combinations	combination	NOUN
bioscience-203	576	22	decrease	decrease	VERB
bioscience-203	576	23	antibiotic	antibiotic	ADJ
bioscience-203	576	24	resistance	resistance	NOUN
bioscience-203	576	25	in	in	ADP
bioscience-203	576	26	acinetobacter	acinetobacter	ADV
bioscience-203	576	27	baumannii	baumannii	ADJ
bioscience-203	576	28	via	via	ADP
bioscience-203	576	29	changes	change	NOUN
bioscience-203	576	30	in	in	ADP
bioscience-203	576	31	envelope	envelope	NOUN
bioscience-203	576	32	architecture	architecture	NOUN
bioscience-203	576	33	.	.	PUNCT
bioscience-203	577	1	emerg	emerg	PROPN
bioscience-203	577	2	microbes	microbe	NOUN
bioscience-203	577	3	infect;10(1):2205	infect;10(1):2205	NOUN
bioscience-203	577	4	-	-	PUNCT
bioscience-203	577	5	19	19	NUM
bioscience-203	577	6	.	.	NOUN
bioscience-203	577	7	62	62	NUM
bioscience-203	577	8	.	.	PUNCT
bioscience-203	578	1	santajit	santajit	PROPN
bioscience-203	578	2	s	s	PROPN
bioscience-203	578	3	,	,	PUNCT
bioscience-203	578	4	indrawattana	indrawattana	PROPN
bioscience-203	578	5	n.	n.	PROPN
bioscience-203	578	6	mechanisms	mechanism	NOUN
bioscience-203	578	7	of	of	ADP
bioscience-203	578	8	antimicrobial	antimicrobial	ADJ
bioscience-203	578	9	resistance	resistance	NOUN
bioscience-203	578	10	in	in	ADP
bioscience-203	578	11	eskape	eskape	NOUN
bioscience-203	578	12	pathogens	pathogen	NOUN
bioscience-203	578	13	.	.	PUNCT
bioscience-203	578	14	biomed	biome	VERB
bioscience-203	578	15	res	re	NOUN
bioscience-203	578	16	int	int	NOUN
bioscience-203	578	17	.	.	PUNCT
bioscience-203	579	1	2016;2016:2475067	2016;2016:2475067	NUM
bioscience-203	579	2	.	.	PUNCT
bioscience-203	580	1	63	63	NUM
bioscience-203	580	2	.	.	PUNCT
bioscience-203	580	3	hollenbeck	hollenbeck	PROPN
bioscience-203	580	4	bl	bl	PROPN
bioscience-203	580	5	,	,	PUNCT
bioscience-203	580	6	rice	rice	PROPN
bioscience-203	580	7	lb	lb	PROPN
bioscience-203	580	8	.	.	NOUN
bioscience-203	580	9	intrinsic	intrinsic	ADJ
bioscience-203	580	10	and	and	CCONJ
bioscience-203	580	11	acquired	acquire	VERB
bioscience-203	580	12	resistance	resistance	NOUN
bioscience-203	580	13	mechanisms	mechanism	NOUN
bioscience-203	580	14	in	in	ADP
bioscience-203	580	15	enterococcus	enterococcus	NOUN
bioscience-203	580	16	.	.	PUNCT
bioscience-203	580	17	virulence	virulence	NOUN
bioscience-203	580	18	.	.	PUNCT
bioscience-203	581	1	2012	2012	NUM
bioscience-203	581	2	aug;3(5):421	aug;3(5):421	PROPN
bioscience-203	581	3	-	-	PUNCT
bioscience-203	581	4	569	569	NUM
bioscience-203	581	5	.	.	PUNCT
bioscience-203	582	1	64	64	NUM
bioscience-203	582	2	.	.	PUNCT
bioscience-203	583	1	lee	lee	PROPN
bioscience-203	583	2	t	t	PROPN
bioscience-203	583	3	,	,	PUNCT
bioscience-203	583	4	pang	pang	NOUN
bioscience-203	583	5	s	s	PROPN
bioscience-203	583	6	,	,	PUNCT
bioscience-203	583	7	abraham	abraham	PROPN
bioscience-203	583	8	s	s	PROPN
bioscience-203	583	9	,	,	PUNCT
bioscience-203	583	10	coombs	coombs	PROPN
bioscience-203	583	11	gw	gw	PROPN
bioscience-203	583	12	.	.	PUNCT
bioscience-203	583	13	antimicrobialresistant	antimicrobialresistant	PROPN
bioscience-203	583	14	cc17	cc17	PROPN
bioscience-203	583	15	enterococcus	enterococcus	NOUN
bioscience-203	583	16	faecium	faecium	NOUN
bioscience-203	583	17	:	:	PUNCT
bioscience-203	583	18	the	the	DET
bioscience-203	583	19	past	past	NOUN
bioscience-203	583	20	,	,	PUNCT
bioscience-203	583	21	the	the	DET
bioscience-203	583	22	present	present	NOUN
bioscience-203	583	23	and	and	CCONJ
bioscience-203	583	24	the	the	DET
bioscience-203	583	25	future	future	NOUN
bioscience-203	583	26	.	.	PUNCT
bioscience-203	584	1	j	j	PROPN
bioscience-203	584	2	glob	glob	PROPN
bioscience-203	584	3	antimicrob	antimicrob	PROPN
bioscience-203	584	4	resist	resist	VERB
bioscience-203	584	5	.	.	PUNCT
bioscience-203	585	1	2019	2019	NUM
bioscience-203	585	2	mar;16:3647	mar;16:3647	NOUN
bioscience-203	585	3	.	.	PUNCT
bioscience-203	586	1	65	65	NUM
bioscience-203	586	2	.	.	PUNCT
bioscience-203	587	1	mcguinness	mcguinness	PROPN
bioscience-203	587	2	wa	wa	PROPN
bioscience-203	587	3	,	,	PUNCT
bioscience-203	587	4	malachowa	malachowa	NOUN
bioscience-203	587	5	n	n	CCONJ
bioscience-203	587	6	,	,	PUNCT
bioscience-203	587	7	deleo	deleo	VERB
bioscience-203	587	8	fr	fr	NOUN
bioscience-203	587	9	.	.	PUNCT
bioscience-203	588	1	vancomycin	vancomycin	PROPN
bioscience-203	588	2	resistance	resistance	PROPN
bioscience-203	588	3	in	in	ADP
bioscience-203	588	4	staphylococcus	staphylococcus	NOUN
bioscience-203	588	5	aureus	aureus	NOUN
bioscience-203	588	6	.	.	PUNCT
bioscience-203	589	1	yale	yale	PROPN
bioscience-203	589	2	j	j	PROPN
bioscience-203	589	3	biol	biol	PROPN
bioscience-203	589	4	med	me	VERB
bioscience-203	589	5	.	.	PUNCT
bioscience-203	590	1	2017	2017	NUM
bioscience-203	590	2	jun;90(2):269	jun;90(2):269	NOUN
bioscience-203	590	3	-	-	PUNCT
bioscience-203	590	4	81	81	NUM
bioscience-203	590	5	.	.	PUNCT
bioscience-203	591	1	66	66	NUM
bioscience-203	591	2	.	.	PUNCT
bioscience-203	592	1	sianipar	sianipar	PROPN
bioscience-203	592	2	o	o	PROPN
bioscience-203	592	3	,	,	PUNCT
bioscience-203	592	4	asmara	asmara	PROPN
bioscience-203	592	5	w	w	PROPN
bioscience-203	592	6	,	,	PUNCT
bioscience-203	592	7	dwiprahasto	dwiprahasto	PROPN
bioscience-203	592	8	i	i	PRON
bioscience-203	592	9	,	,	PUNCT
bioscience-203	592	10	mulyono	mulyono	PROPN
bioscience-203	592	11	b.	b.	PROPN
bioscience-203	592	12	mortality	mortality	PROPN
bioscience-203	592	13	risk	risk	NOUN
bioscience-203	592	14	of	of	ADP
bioscience-203	592	15	bloodstream	bloodstream	NOUN
bioscience-203	592	16	infection	infection	NOUN
bioscience-203	592	17	caused	cause	VERB
bioscience-203	592	18	by	by	ADP
bioscience-203	592	19	either	either	DET
bioscience-203	592	20	escherichia	escherichia	NOUN
bioscience-203	592	21	coli	coli	NOUN
bioscience-203	592	22	or	or	CCONJ
bioscience-203	592	23	klebsiella	klebsiella	NOUN
bioscience-203	592	24	pneumoniae	pneumoniae	NOUN
bioscience-203	592	25	producing	produce	VERB
bioscience-203	592	26	extended	extend	VERB
bioscience-203	592	27	-	-	PUNCT
bioscience-203	592	28	spectrum	spectrum	NOUN
bioscience-203	592	29	-lactamase	-lactamase	NOUN
bioscience-203	592	30	:	:	PUNCT
bioscience-203	592	31	a	a	DET
bioscience-203	592	32	prospective	prospective	ADJ
bioscience-203	592	33	cohort	cohort	NOUN
bioscience-203	592	34	study	study	NOUN
bioscience-203	592	35	.	.	PUNCT
bioscience-203	593	1	bmc	bmc	ADJ
bioscience-203	593	2	res	re	NOUN
bioscience-203	593	3	notes	note	NOUN
bioscience-203	593	4	.	.	PUNCT
bioscience-203	594	1	2019	2019	NUM
bioscience-203	594	2	nov;12:719	nov;12:719	NOUN
bioscience-203	594	3	.	.	PROPN
bioscience-203	594	4	67	67	NUM
bioscience-203	594	5	.	.	PUNCT
bioscience-203	594	6	lupo	lupo	PROPN
bioscience-203	594	7	a	a	PRON
bioscience-203	594	8	,	,	PUNCT
bioscience-203	594	9	haenni	haenni	PROPN
bioscience-203	594	10	m	m	PROPN
bioscience-203	594	11	,	,	PUNCT
bioscience-203	594	12	madec	madec	PROPN
bioscience-203	594	13	jy	jy	PROPN
bioscience-203	594	14	.	.	PUNCT
bioscience-203	594	15	antimicrobial	antimicrobial	ADJ
bioscience-203	594	16	resistance	resistance	NOUN
bioscience-203	594	17	in	in	ADP
bioscience-203	594	18	acinetobacter	acinetobacter	ADJ
bioscience-203	594	19	spp	spp	NOUN
bioscience-203	594	20	.	.	PUNCT
bioscience-203	595	1	and	and	CCONJ
bioscience-203	595	2	pseudomonas	pseudomona	VERB
bioscience-203	595	3	spp	spp	PROPN
bioscience-203	595	4	.	.	PUNCT
bioscience-203	596	1	microbiol	microbiol	PROPN
bioscience-203	596	2	spectr	spectr	PROPN
bioscience-203	596	3	.	.	PUNCT
bioscience-203	597	1	2018	2018	NUM
bioscience-203	597	2	jun;6(3	jun;6(3	NOUN
bioscience-203	597	3	)	)	PUNCT
bioscience-203	597	4	.	.	PUNCT
bioscience-203	598	1	68	68	NUM
bioscience-203	598	2	.	.	PUNCT
bioscience-203	599	1	li	li	PROPN
bioscience-203	599	2	h	h	PROPN
bioscience-203	599	3	,	,	PUNCT
bioscience-203	599	4	luo	luo	PROPN
bioscience-203	599	5	yf	yf	PROPN
bioscience-203	599	6	,	,	PUNCT
bioscience-203	599	7	williams	williams	PROPN
bioscience-203	599	8	bj	bj	PROPN
bioscience-203	599	9	,	,	PUNCT
bioscience-203	599	10	blackwell	blackwell	PROPN
bioscience-203	599	11	ts	ts	PROPN
bioscience-203	599	12	,	,	PUNCT
bioscience-203	599	13	xie	xie	PROPN
bioscience-203	599	14	cm	cm	PROPN
bioscience-203	599	15	.	.	PUNCT
bioscience-203	599	16	structure	structure	NOUN
bioscience-203	599	17	and	and	CCONJ
bioscience-203	599	18	function	function	NOUN
bioscience-203	599	19	of	of	ADP
bioscience-203	599	20	oprd	oprd	ADJ
bioscience-203	599	21	protein	protein	NOUN
bioscience-203	599	22	in	in	ADP
bioscience-203	599	23	pseudomonas	pseudomona	NOUN
bioscience-203	599	24	aeruginosa	aeruginosa	NOUN
bioscience-203	599	25	:	:	PUNCT
bioscience-203	599	26	from	from	ADP
bioscience-203	599	27	antibiotic	antibiotic	ADJ
bioscience-203	599	28	resistance	resistance	NOUN
bioscience-203	599	29	to	to	ADP
bioscience-203	599	30	novel	novel	ADJ
bioscience-203	599	31	therapies	therapy	NOUN
bioscience-203	599	32	.	.	PUNCT
bioscience-203	600	1	int	int	PROPN
bioscience-203	600	2	j	j	PROPN
bioscience-203	600	3	med	med	PROPN
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bioscience-203	600	5	.	.	PUNCT
bioscience-203	601	1	2012	2012	NUM
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bioscience-203	601	3	/	/	SYM
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bioscience-203	601	5	.	.	PUNCT
bioscience-203	602	1	highlights	highlight	NOUN
bioscience-203	602	2	in	in	ADP
bioscience-203	602	3	bioscience	bioscience	NOUN
bioscience-203	602	4	page	page	NOUN
bioscience-203	602	5	14	14	NUM
bioscience-203	602	6	of	of	ADP
bioscience-203	602	7	18	18	NUM
bioscience-203	602	8	december	december	PROPN
bioscience-203	602	9	2023|volume	2023|volume	NUM
bioscience-203	602	10	6	6	NUM
bioscience-203	602	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	602	12	mary	mary	PROPN
bioscience-203	602	13	et	et	PROPN
bioscience-203	602	14	al	al	PROPN
bioscience-203	602	15	.	.	PROPN
bioscience-203	602	16	,	,	PUNCT
bioscience-203	602	17	2023	2023	NUM
bioscience-203	602	18	machine	machine	NOUN
bioscience-203	602	19	learning	learning	NOUN
bioscience-203	602	20	mediated	mediate	VERB
bioscience-203	602	21	advanced	advanced	ADJ
bioscience-203	602	22	phage	phage	NOUN
bioscience-203	602	23	and	and	CCONJ
bioscience-203	602	24	antimicrobial	antimicrobial	ADJ
bioscience-203	602	25	therapy	therapy	NOUN
bioscience-203	602	26	a	a	DET
bioscience-203	602	27	futuristic	futuristic	ADJ
bioscience-203	602	28	approach	approach	NOUN
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bioscience-203	602	30	.	.	PUNCT
bioscience-203	603	1	muntean	muntean	PROPN
bioscience-203	603	2	mm	mm	PROPN
bioscience-203	603	3	,	,	PUNCT
bioscience-203	603	4	et	et	PROPN
bioscience-203	603	5	al	al	PROPN
bioscience-203	603	6	.	.	PROPN
bioscience-203	604	1	phenotypic	phenotypic	ADJ
bioscience-203	604	2	and	and	CCONJ
bioscience-203	604	3	genotypic	genotypic	NOUN
bioscience-203	604	4	detection	detection	NOUN
bioscience-203	604	5	methods	method	NOUN
bioscience-203	604	6	for	for	ADP
bioscience-203	604	7	antimicrobial	antimicrobial	ADJ
bioscience-203	604	8	resistance	resistance	NOUN
bioscience-203	604	9	in	in	ADP
bioscience-203	604	10	eskape	eskape	NOUN
bioscience-203	604	11	pathogens	pathogen	NOUN
bioscience-203	604	12	(	(	PUNCT
bioscience-203	604	13	review	review	NOUN
bioscience-203	604	14	)	)	PUNCT
bioscience-203	604	15	.	.	PUNCT
bioscience-203	605	1	exp	exp	NOUN
bioscience-203	605	2	ther	ther	PROPN
bioscience-203	605	3	med	me	VERB
bioscience-203	605	4	.	.	PUNCT
bioscience-203	605	5	2022	2022	NUM
bioscience-203	605	6	jun;24(2):508	jun;24(2):508	NOUN
bioscience-203	605	7	.	.	PUNCT
bioscience-203	606	1	70	70	NUM
bioscience-203	606	2	.	.	PUNCT
bioscience-203	607	1	oechslin	oechslin	PROPN
bioscience-203	607	2	f.	f.	PROPN
bioscience-203	607	3	resistance	resistance	PROPN
bioscience-203	607	4	development	development	PROPN
bioscience-203	607	5	to	to	ADP
bioscience-203	607	6	bacteriophages	bacteriophage	NOUN
bioscience-203	607	7	occurring	occur	VERB
bioscience-203	607	8	during	during	ADP
bioscience-203	607	9	bacteriophage	bacteriophage	NOUN
bioscience-203	607	10	therapy	therapy	NOUN
bioscience-203	607	11	.	.	PUNCT
bioscience-203	608	1	viruses	virus	NOUN
bioscience-203	608	2	.	.	PUNCT
bioscience-203	609	1	2018	2018	NUM
bioscience-203	609	2	jun;10(7):351	jun;10(7):351	NOUN
bioscience-203	609	3	.	.	PROPN
bioscience-203	609	4	71	71	NUM
bioscience-203	609	5	.	.	PUNCT
bioscience-203	610	1	hesse	hesse	PROPN
bioscience-203	610	2	s	s	PROPN
bioscience-203	610	3	,	,	PUNCT
bioscience-203	610	4	et	et	PROPN
bioscience-203	610	5	al	al	PROPN
bioscience-203	610	6	.	.	PUNCT
bioscience-203	610	7	phage	phage	NOUN
bioscience-203	610	8	resistance	resistance	NOUN
bioscience-203	610	9	in	in	ADP
bioscience-203	610	10	multidrug	multidrug	NOUN
bioscience-203	610	11	-	-	PUNCT
bioscience-203	610	12	resistant	resistant	ADJ
bioscience-203	610	13	klebsiella	klebsiella	NOUN
bioscience-203	610	14	pneumoniae	pneumoniae	ADJ
bioscience-203	610	15	st258	st258	PROPN
bioscience-203	610	16	evolves	evolve	VERB
bioscience-203	610	17	via	via	ADP
bioscience-203	610	18	diverse	diverse	ADJ
bioscience-203	610	19	mutations	mutation	NOUN
bioscience-203	610	20	that	that	PRON
bioscience-203	610	21	culminate	culminate	VERB
bioscience-203	610	22	in	in	ADP
bioscience-203	610	23	impaired	impaired	ADJ
bioscience-203	610	24	adsorption	adsorption	NOUN
bioscience-203	610	25	.	.	PUNCT
bioscience-203	611	1	mbio	mbio	PROPN
bioscience-203	611	2	.	.	PUNCT
bioscience-203	612	1	2020	2020	NUM
bioscience-203	612	2	jan;11(1):e02530	jan;11(1):e02530	NOUN
bioscience-203	612	3	-	-	PUNCT
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bioscience-203	612	5	.	.	NOUN
bioscience-203	612	6	72	72	NUM
bioscience-203	612	7	.	.	PUNCT
bioscience-203	613	1	zulk	zulk	PROPN
bioscience-203	613	2	jj	jj	PROPN
bioscience-203	613	3	,	,	PUNCT
bioscience-203	613	4	et	et	PROPN
bioscience-203	613	5	al	al	PROPN
bioscience-203	613	6	.	.	PUNCT
bioscience-203	613	7	phage	phage	NOUN
bioscience-203	613	8	resistance	resistance	NOUN
bioscience-203	613	9	accompanies	accompany	VERB
bioscience-203	613	10	reduced	reduce	VERB
bioscience-203	613	11	fitness	fitness	NOUN
bioscience-203	613	12	of	of	ADP
bioscience-203	613	13	uropathogenic	uropathogenic	ADJ
bioscience-203	613	14	escherichia	escherichia	NOUN
bioscience-203	613	15	coli	coli	NOUN
bioscience-203	613	16	in	in	ADP
bioscience-203	613	17	the	the	DET
bioscience-203	613	18	urinary	urinary	ADJ
bioscience-203	613	19	environment	environment	NOUN
bioscience-203	613	20	.	.	PUNCT
bioscience-203	614	1	msphere	msphere	PROPN
bioscience-203	614	2	.	.	PUNCT
bioscience-203	615	1	2022	2022	NUM
bioscience-203	615	2	aug;7(4):e0034522	aug;7(4):e0034522	ADP
bioscience-203	615	3	.	.	PROPN
bioscience-203	616	1	73	73	NUM
bioscience-203	616	2	.	.	PUNCT
bioscience-203	617	1	garb	garb	PROPN
bioscience-203	617	2	j	j	PROPN
bioscience-203	617	3	,	,	PUNCT
bioscience-203	617	4	et	et	PROPN
bioscience-203	617	5	al	al	PROPN
bioscience-203	617	6	.	.	PUNCT
bioscience-203	618	1	multiple	multiple	ADJ
bioscience-203	618	2	phage	phage	NOUN
bioscience-203	618	3	resistance	resistance	NOUN
bioscience-203	618	4	systems	system	NOUN
bioscience-203	618	5	inhibit	inhibit	VERB
bioscience-203	618	6	infection	infection	NOUN
bioscience-203	618	7	via	via	ADP
bioscience-203	618	8	sir2	sir2	NOUN
bioscience-203	618	9	-	-	PUNCT
bioscience-203	618	10	dependent	dependent	ADJ
bioscience-203	618	11	nad+	nad+	PROPN
bioscience-203	618	12	depletion	depletion	NOUN
bioscience-203	618	13	.	.	PUNCT
bioscience-203	619	1	nat	nat	PROPN
bioscience-203	619	2	microbiol	microbiol	PROPN
bioscience-203	619	3	.	.	PUNCT
bioscience-203	620	1	2022	2022	NUM
bioscience-203	620	2	nov;7(11):1849	nov;7(11):1849	NOUN
bioscience-203	620	3	-	-	SYM
bioscience-203	620	4	56	56	NUM
bioscience-203	620	5	.	.	PUNCT
bioscience-203	621	1	74	74	NUM
bioscience-203	621	2	.	.	PUNCT
bioscience-203	622	1	laure	laure	PROPN
bioscience-203	622	2	nn	nn	PROPN
bioscience-203	622	3	,	,	PUNCT
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bioscience-203	622	5	j.	j.	PROPN
bioscience-203	622	6	phage	phage	PROPN
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bioscience-203	622	8	-	-	PUNCT
bioscience-203	622	9	mediated	mediate	VERB
bioscience-203	622	10	trade	trade	NOUN
bioscience-203	622	11	-	-	PUNCT
bioscience-203	622	12	offs	off	NOUN
bioscience-203	622	13	with	with	ADP
bioscience-203	622	14	antibiotic	antibiotic	ADJ
bioscience-203	622	15	resistance	resistance	NOUN
bioscience-203	622	16	in	in	ADP
bioscience-203	622	17	salmonella	salmonella	PROPN
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bioscience-203	622	19	.	.	PUNCT
bioscience-203	623	1	microb	microb	PROPN
bioscience-203	623	2	pathog	pathog	PROPN
bioscience-203	623	3	.	.	PUNCT
bioscience-203	624	1	2022	2022	NUM
bioscience-203	624	2	oct;171:105732	oct;171:105732	PROPN
bioscience-203	624	3	.	.	PUNCT
bioscience-203	625	1	75	75	NUM
bioscience-203	625	2	.	.	PUNCT
bioscience-203	626	1	li	li	PROPN
bioscience-203	626	2	n	n	PROPN
bioscience-203	626	3	,	,	PUNCT
bioscience-203	626	4	et	et	PROPN
bioscience-203	626	5	al	al	PROPN
bioscience-203	626	6	.	.	PUNCT
bioscience-203	626	7	characterization	characterization	NOUN
bioscience-203	626	8	of	of	ADP
bioscience-203	626	9	phage	phage	NOUN
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bioscience-203	626	11	and	and	CCONJ
bioscience-203	626	12	their	their	PRON
bioscience-203	626	13	impacts	impact	NOUN
bioscience-203	626	14	on	on	ADP
bioscience-203	626	15	bacterial	bacterial	ADJ
bioscience-203	626	16	fitness	fitness	NOUN
bioscience-203	626	17	in	in	ADP
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bioscience-203	626	20	.	.	PUNCT
bioscience-203	627	1	microbiol	microbiol	PROPN
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bioscience-203	627	3	.	.	PUNCT
bioscience-203	628	1	2022	2022	NUM
bioscience-203	628	2	oct;10(5):e0207222	oct;10(5):e0207222	NOUN
bioscience-203	628	3	.	.	PUNCT
bioscience-203	629	1	76	76	NUM
bioscience-203	629	2	.	.	PUNCT
bioscience-203	629	3	seniya	seniya	PROPN
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bioscience-203	629	5	,	,	PUNCT
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bioscience-203	629	7	v.	v.	ADP
bioscience-203	629	8	decoding	decode	VERB
bioscience-203	629	9	phage	phage	NOUN
bioscience-203	629	10	resistance	resistance	NOUN
bioscience-203	629	11	by	by	ADP
bioscience-203	629	12	mpr	mpr	NOUN
bioscience-203	629	13	and	and	CCONJ
bioscience-203	629	14	its	its	PRON
bioscience-203	629	15	role	role	NOUN
bioscience-203	629	16	in	in	ADP
bioscience-203	629	17	survivability	survivability	NOUN
bioscience-203	629	18	of	of	ADP
bioscience-203	629	19	mycobacterium	mycobacterium	PROPN
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bioscience-203	629	21	.	.	PUNCT
bioscience-203	630	1	nucleic	nucleic	ADJ
bioscience-203	630	2	acids	acid	NOUN
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bioscience-203	630	4	.	.	PUNCT
bioscience-203	630	5	2022	2022	NUM
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bioscience-203	630	7	-	-	PUNCT
bioscience-203	630	8	52	52	NUM
bioscience-203	630	9	.	.	PUNCT
bioscience-203	631	1	77	77	NUM
bioscience-203	631	2	.	.	PUNCT
bioscience-203	632	1	owen	owen	PROPN
bioscience-203	632	2	sv	sv	PROPN
bioscience-203	632	3	,	,	PUNCT
bioscience-203	632	4	et	et	PROPN
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bioscience-203	632	6	.	.	PROPN
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bioscience-203	632	9	phage	phage	NOUN
bioscience-203	632	10	-	-	PUNCT
bioscience-203	632	11	defense	defense	NOUN
bioscience-203	632	12	systems	system	NOUN
bioscience-203	632	13	with	with	ADP
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bioscience-203	632	15	self	self	NOUN
bioscience-203	632	16	-	-	PUNCT
bioscience-203	632	17	immunity	immunity	NOUN
bioscience-203	632	18	.	.	PUNCT
bioscience-203	633	1	cell	cell	NOUN
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bioscience-203	633	4	.	.	PUNCT
bioscience-203	634	1	2021	2021	NUM
bioscience-203	634	2	nov;29(11):1620	nov;29(11):1620	NOUN
bioscience-203	634	3	-	-	PUNCT
bioscience-203	634	4	33.e8	33.e8	PROPN
bioscience-203	634	5	.	.	PUNCT
bioscience-203	635	1	78	78	NUM
bioscience-203	635	2	.	.	PUNCT
bioscience-203	636	1	charity	charity	NOUN
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bioscience-203	636	3	,	,	PUNCT
bioscience-203	636	4	et	et	PROPN
bioscience-203	636	5	al	al	PROPN
bioscience-203	636	6	.	.	PROPN
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bioscience-203	636	10	through	through	ADP
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bioscience-203	636	13	accompanying	accompany	VERB
bioscience-203	636	14	emergence	emergence	NOUN
bioscience-203	636	15	of	of	ADP
bioscience-203	636	16	monophasic	monophasic	ADJ
bioscience-203	636	17	salmonella	salmonella	NOUN
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bioscience-203	636	20	pandemic	pandemic	ADJ
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bioscience-203	636	22	.	.	PUNCT
bioscience-203	637	1	microb	microb	PROPN
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bioscience-203	637	3	.	.	PUNCT
bioscience-203	638	1	2022	2022	NUM
bioscience-203	638	2	nov;8(11):mgen000897	nov;8(11):mgen000897	NOUN
bioscience-203	638	3	.	.	PUNCT
bioscience-203	639	1	79	79	NUM
bioscience-203	639	2	.	.	PUNCT
bioscience-203	640	1	garnelo	garnelo	PROPN
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bioscience-203	640	3	,	,	PUNCT
bioscience-203	640	4	shanahan	shanahan	PROPN
bioscience-203	640	5	m.	m.	NOUN
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bioscience-203	640	7	deep	deep	ADJ
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bioscience-203	640	9	with	with	ADP
bioscience-203	640	10	symbolic	symbolic	ADJ
bioscience-203	640	11	artificial	artificial	ADJ
bioscience-203	640	12	intelligence	intelligence	NOUN
bioscience-203	640	13	:	:	PUNCT
bioscience-203	640	14	representing	represent	VERB
bioscience-203	640	15	objects	object	NOUN
bioscience-203	640	16	and	and	CCONJ
bioscience-203	640	17	relations	relation	NOUN
bioscience-203	640	18	.	.	PUNCT
bioscience-203	641	1	current	current	ADJ
bioscience-203	641	2	opinion	opinion	NOUN
bioscience-203	641	3	in	in	ADP
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bioscience-203	641	5	sciences	science	NOUN
bioscience-203	641	6	.	.	PUNCT
bioscience-203	642	1	2019	2019	NUM
bioscience-203	642	2	oct;29:17	oct;29:17	NOUN
bioscience-203	642	3	-	-	PUNCT
bioscience-203	642	4	23	23	NUM
bioscience-203	642	5	.	.	PUNCT
bioscience-203	643	1	80	80	NUM
bioscience-203	643	2	.	.	PUNCT
bioscience-203	644	1	taye	taye	PROPN
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bioscience-203	644	3	.	.	PUNCT
bioscience-203	645	1	understanding	understanding	NOUN
bioscience-203	645	2	of	of	ADP
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bioscience-203	645	4	learning	learn	VERB
bioscience-203	645	5	with	with	ADP
bioscience-203	645	6	deep	deep	ADJ
bioscience-203	645	7	learning	learning	NOUN
bioscience-203	645	8	:	:	PUNCT
bioscience-203	645	9	architectures	architecture	NOUN
bioscience-203	645	10	,	,	PUNCT
bioscience-203	645	11	workflow	workflow	NOUN
bioscience-203	645	12	,	,	PUNCT
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bioscience-203	645	14	and	and	CCONJ
bioscience-203	645	15	future	future	ADJ
bioscience-203	645	16	directions	direction	NOUN
bioscience-203	645	17	.	.	PUNCT
bioscience-203	646	1	computers	computer	NOUN
bioscience-203	646	2	.	.	PUNCT
bioscience-203	647	1	2023	2023	NUM
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bioscience-203	647	3	.	.	PUNCT
bioscience-203	648	1	no	no	INTJ
bioscience-203	648	2	.	.	NOUN
bioscience-203	649	1	5	5	NUM
bioscience-203	649	2	.	.	NUM
bioscience-203	649	3	81	81	NUM
bioscience-203	649	4	.	.	PUNCT
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bioscience-203	649	6	vk	vk	PROPN
bioscience-203	649	7	,	,	PUNCT
bioscience-203	649	8	verma	verma	PROPN
bioscience-203	649	9	s.	s.	PROPN
bioscience-203	649	10	machine	machine	PROPN
bioscience-203	649	11	learning	learn	VERB
bioscience-203	649	12	applications	application	NOUN
bioscience-203	649	13	in	in	ADP
bioscience-203	649	14	healthcare	healthcare	NOUN
bioscience-203	649	15	sector	sector	NOUN
bioscience-203	649	16	:	:	PUNCT
bioscience-203	649	17	an	an	DET
bioscience-203	649	18	overview	overview	NOUN
bioscience-203	649	19	.	.	PUNCT
bioscience-203	650	1	materials	material	NOUN
bioscience-203	650	2	today	today	NOUN
bioscience-203	650	3	:	:	PUNCT
bioscience-203	650	4	proceedings	proceeding	NOUN
bioscience-203	650	5	.	.	PUNCT
bioscience-203	651	1	2022	2022	NUM
bioscience-203	651	2	jan;57:2144	jan;57:2144	NOUN
bioscience-203	651	3	-	-	SYM
bioscience-203	651	4	7	7	NUM
bioscience-203	651	5	.	.	NOUN
bioscience-203	651	6	82	82	NUM
bioscience-203	651	7	.	.	PUNCT
bioscience-203	652	1	ih	ih	PROPN
bioscience-203	652	2	s.	s.	PROPN
bioscience-203	652	3	machine	machine	PROPN
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bioscience-203	652	5	:	:	PUNCT
bioscience-203	652	6	algorithms	algorithm	NOUN
bioscience-203	652	7	,	,	PUNCT
bioscience-203	652	8	real	real	ADJ
bioscience-203	652	9	-	-	PUNCT
bioscience-203	652	10	world	world	NOUN
bioscience-203	652	11	applications	application	NOUN
bioscience-203	652	12	and	and	CCONJ
bioscience-203	652	13	research	research	NOUN
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bioscience-203	652	15	.	.	PUNCT
bioscience-203	653	1	sn	sn	PROPN
bioscience-203	653	2	computer	computer	NOUN
bioscience-203	653	3	science	science	NOUN
bioscience-203	653	4	.	.	PUNCT
bioscience-203	654	1	2021;2(3	2021;2(3	NUM
bioscience-203	654	2	)	)	PUNCT
bioscience-203	654	3	.	.	PUNCT
bioscience-203	655	1	83	83	NUM
bioscience-203	655	2	.	.	PUNCT
bioscience-203	656	1	choi	choi	PROPN
bioscience-203	656	2	ry	ry	PROPN
bioscience-203	656	3	,	,	PUNCT
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bioscience-203	656	5	as	as	ADP
bioscience-203	656	6	,	,	PUNCT
bioscience-203	656	7	kalpathy	kalpathy	ADJ
bioscience-203	656	8	-	-	PUNCT
bioscience-203	656	9	cramer	cramer	PROPN
bioscience-203	656	10	j	j	PROPN
bioscience-203	656	11	,	,	PUNCT
bioscience-203	656	12	chiang	chiang	PROPN
bioscience-203	656	13	mf	mf	PROPN
bioscience-203	656	14	,	,	PUNCT
bioscience-203	656	15	campbell	campbell	PROPN
bioscience-203	656	16	jp	jp	PROPN
bioscience-203	656	17	.	.	PUNCT
bioscience-203	657	1	introduction	introduction	NOUN
bioscience-203	657	2	to	to	ADP
bioscience-203	657	3	machine	machine	NOUN
bioscience-203	657	4	learning	learning	NOUN
bioscience-203	657	5	,	,	PUNCT
bioscience-203	657	6	neural	neural	ADJ
bioscience-203	657	7	networks	network	NOUN
bioscience-203	657	8	,	,	PUNCT
bioscience-203	657	9	and	and	CCONJ
bioscience-203	657	10	deep	deep	ADJ
bioscience-203	657	11	learning	learning	NOUN
bioscience-203	657	12	.	.	PUNCT
bioscience-203	658	1	transl	transl	PROPN
bioscience-203	658	2	vis	vis	X
bioscience-203	658	3	sci	sci	PROPN
bioscience-203	658	4	technol;9(2):14	technol;9(2):14	X
bioscience-203	658	5	.	.	PROPN
bioscience-203	658	6	84	84	NUM
bioscience-203	658	7	.	.	PUNCT
bioscience-203	659	1	hassan	hassan	PROPN
bioscience-203	659	2	mm	mm	PROPN
bioscience-203	659	3	,	,	PUNCT
bioscience-203	659	4	et	et	PROPN
bioscience-203	659	5	al	al	PROPN
bioscience-203	659	6	.	.	PUNCT
bioscience-203	660	1	a	a	DET
bioscience-203	660	2	comparative	comparative	ADJ
bioscience-203	660	3	assessment	assessment	NOUN
bioscience-203	660	4	of	of	ADP
bioscience-203	660	5	machine	machine	NOUN
bioscience-203	660	6	learning	learn	VERB
bioscience-203	660	7	algorithms	algorithm	NOUN
bioscience-203	660	8	with	with	ADP
bioscience-203	660	9	the	the	DET
bioscience-203	660	10	least	least	ADJ
bioscience-203	660	11	absolute	absolute	ADJ
bioscience-203	660	12	shrinkage	shrinkage	NOUN
bioscience-203	660	13	and	and	CCONJ
bioscience-203	660	14	selection	selection	NOUN
bioscience-203	660	15	operator	operator	NOUN
bioscience-203	660	16	for	for	ADP
bioscience-203	660	17	breast	breast	NOUN
bioscience-203	660	18	cancer	cancer	NOUN
bioscience-203	660	19	detection	detection	NOUN
bioscience-203	660	20	and	and	CCONJ
bioscience-203	660	21	prediction	prediction	NOUN
bioscience-203	660	22	.	.	PUNCT
bioscience-203	661	1	decision	decision	NOUN
bioscience-203	661	2	analytics	analytic	NOUN
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bioscience-203	661	4	.	.	PUNCT
bioscience-203	662	1	2023	2023	NUM
bioscience-203	662	2	jun;7:100245	jun;7:100245	NOUN
bioscience-203	662	3	.	.	PUNCT
bioscience-203	663	1	85	85	NUM
bioscience-203	663	2	.	.	PUNCT
bioscience-203	664	1	razavi	razavi	PROPN
bioscience-203	664	2	s.	s.	PROPN
bioscience-203	664	3	deep	deep	PROPN
bioscience-203	664	4	learning	learning	PROPN
bioscience-203	664	5	,	,	PUNCT
bioscience-203	664	6	explained	explain	VERB
bioscience-203	664	7	:	:	PUNCT
bioscience-203	664	8	fundamentals	fundamental	NOUN
bioscience-203	664	9	,	,	PUNCT
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bioscience-203	664	11	,	,	PUNCT
bioscience-203	664	12	and	and	CCONJ
bioscience-203	664	13	bridgeability	bridgeability	NOUN
bioscience-203	664	14	to	to	ADP
bioscience-203	664	15	process	process	NOUN
bioscience-203	664	16	-	-	PUNCT
bioscience-203	664	17	based	base	VERB
bioscience-203	664	18	modelling	modelling	NOUN
bioscience-203	664	19	.	.	PUNCT
bioscience-203	665	1	environmental	environmental	ADJ
bioscience-203	665	2	modelling	modelling	NOUN
bioscience-203	665	3	&	&	CCONJ
bioscience-203	665	4	software	software	NOUN
bioscience-203	665	5	.	.	PUNCT
bioscience-203	666	1	2021	2021	NUM
bioscience-203	666	2	oct;144:105159	oct;144:105159	PROPN
bioscience-203	666	3	.	.	PUNCT
bioscience-203	667	1	86	86	NUM
bioscience-203	667	2	.	.	PUNCT
bioscience-203	668	1	goodswen	goodswen	PROPN
bioscience-203	668	2	sj	sj	PROPN
bioscience-203	668	3	,	,	PUNCT
bioscience-203	668	4	barratt	barratt	PROPN
bioscience-203	668	5	jln	jln	PROPN
bioscience-203	668	6	,	,	PUNCT
bioscience-203	668	7	kennedy	kennedy	PROPN
bioscience-203	668	8	pj	pj	PROPN
bioscience-203	668	9	,	,	PUNCT
bioscience-203	668	10	kaufer	kaufer	VERB
bioscience-203	668	11	a	a	PRON
bioscience-203	668	12	,	,	PUNCT
bioscience-203	668	13	calarco	calarco	NOUN
bioscience-203	668	14	l	l	PROPN
bioscience-203	668	15	,	,	PUNCT
bioscience-203	668	16	ellis	ellis	PROPN
bioscience-203	668	17	jt	jt	PROPN
bioscience-203	668	18	.	.	PROPN
bioscience-203	668	19	machine	machine	NOUN
bioscience-203	668	20	learning	learning	NOUN
bioscience-203	668	21	and	and	CCONJ
bioscience-203	668	22	applications	application	NOUN
bioscience-203	668	23	in	in	ADP
bioscience-203	668	24	microbiology	microbiology	NOUN
bioscience-203	668	25	.	.	PUNCT
bioscience-203	669	1	fems	fems	PROPN
bioscience-203	669	2	microbiol	microbiol	PROPN
bioscience-203	669	3	rev	rev	VERB
bioscience-203	669	4	.	.	PROPN
bioscience-203	669	5	2021	2021	NUM
bioscience-203	669	6	mar;45(5):fuab015	mar;45(5):fuab015	X
bioscience-203	669	7	.	.	PUNCT
bioscience-203	670	1	87	87	NUM
bioscience-203	670	2	.	.	PUNCT
bioscience-203	671	1	seo	seo	PROPN
bioscience-203	671	2	ya	ya	PROPN
bioscience-203	671	3	,	,	PUNCT
bioscience-203	671	4	park	park	NOUN
bioscience-203	671	5	js	js	PROPN
bioscience-203	671	6	.	.	PUNCT
bioscience-203	672	1	expectation	expectation	NOUN
bioscience-203	672	2	-	-	PUNCT
bioscience-203	672	3	maximization	maximization	NOUN
bioscience-203	672	4	algorithm	algorithm	NOUN
bioscience-203	672	5	for	for	ADP
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bioscience-203	672	7	calibration	calibration	NOUN
bioscience-203	672	8	of	of	ADP
bioscience-203	672	9	complex	complex	ADJ
bioscience-203	672	10	simulator	simulator	NOUN
bioscience-203	672	11	using	use	VERB
bioscience-203	672	12	a	a	DET
bioscience-203	672	13	gaussian	gaussian	ADJ
bioscience-203	672	14	process	process	NOUN
bioscience-203	672	15	emulator	emulator	NOUN
bioscience-203	672	16	.	.	PUNCT
bioscience-203	673	1	entropy	entropy	PROPN
bioscience-203	673	2	.	.	PUNCT
bioscience-203	674	1	2021	2021	NUM
bioscience-203	674	2	jan;23(1):art	jan;23(1):art	NOUN
bioscience-203	674	3	.	.	PUNCT
bioscience-203	675	1	no	no	INTJ
bioscience-203	675	2	.	.	NOUN
bioscience-203	676	1	1	1	NUM
bioscience-203	676	2	.	.	X
bioscience-203	676	3	88	88	NUM
bioscience-203	676	4	.	.	PUNCT
bioscience-203	677	1	carracedo	carracedo	PROPN
bioscience-203	677	2	-	-	PUNCT
bioscience-203	677	3	reboredo	reboredo	PROPN
bioscience-203	677	4	p	p	NOUN
bioscience-203	677	5	,	,	PUNCT
bioscience-203	677	6	et	et	PROPN
bioscience-203	677	7	al	al	PROPN
bioscience-203	677	8	.	.	PUNCT
bioscience-203	678	1	a	a	DET
bioscience-203	678	2	review	review	NOUN
bioscience-203	678	3	on	on	ADP
bioscience-203	678	4	machine	machine	NOUN
bioscience-203	678	5	learning	learn	VERB
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bioscience-203	678	7	and	and	CCONJ
bioscience-203	678	8	trends	trend	NOUN
bioscience-203	678	9	in	in	ADP
bioscience-203	678	10	drug	drug	NOUN
bioscience-203	678	11	discovery	discovery	NOUN
bioscience-203	678	12	.	.	PUNCT
bioscience-203	679	1	comput	comput	PROPN
bioscience-203	679	2	struct	struct	VERB
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bioscience-203	679	4	j.	j.	PROPN
bioscience-203	679	5	2021	2021	NUM
bioscience-203	679	6	aug;19:4538	aug;19:4538	X
bioscience-203	679	7	-	-	SYM
bioscience-203	679	8	58	58	NUM
bioscience-203	679	9	.	.	PUNCT
bioscience-203	680	1	89	89	NUM
bioscience-203	680	2	.	.	PUNCT
bioscience-203	681	1	manimegalai	manimegalai	PROPN
bioscience-203	681	2	p	p	PROPN
bioscience-203	681	3	,	,	PUNCT
bioscience-203	681	4	kumar	kumar	PROPN
bioscience-203	681	5	rs	rs	PROPN
bioscience-203	681	6	,	,	PUNCT
bioscience-203	681	7	valsalan	valsalan	NOUN
bioscience-203	681	8	p	p	X
bioscience-203	681	9	,	,	PUNCT
bioscience-203	681	10	dhanagopal	dhanagopal	ADJ
bioscience-203	681	11	r	r	PROPN
bioscience-203	681	12	,	,	PUNCT
bioscience-203	681	13	raj	raj	PROPN
bioscience-203	681	14	ptv	ptv	PROPN
bioscience-203	681	15	,	,	PUNCT
bioscience-203	681	16	christhudass	christhudass	PROPN
bioscience-203	681	17	j.	j.	PROPN
bioscience-203	681	18	3d	3d	PROPN
bioscience-203	681	19	convolutional	convolutional	ADJ
bioscience-203	681	20	neural	neural	ADJ
bioscience-203	681	21	network	network	NOUN
bioscience-203	681	22	framework	framework	NOUN
bioscience-203	681	23	with	with	ADP
bioscience-203	681	24	deep	deep	ADJ
bioscience-203	681	25	learning	learning	NOUN
bioscience-203	681	26	for	for	ADP
bioscience-203	681	27	nuclear	nuclear	ADJ
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bioscience-203	682	1	scanning	scan	VERB
bioscience-203	682	2	.	.	PUNCT
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bioscience-203	683	2	.	.	NOUN
bioscience-203	684	1	90	90	NUM
bioscience-203	684	2	.	.	PUNCT
bioscience-203	685	1	serafim	serafim	NOUN
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bioscience-203	685	3	,	,	PUNCT
bioscience-203	685	4	et	et	PROPN
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bioscience-203	685	6	.	.	PUNCT
bioscience-203	686	1	the	the	DET
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bioscience-203	686	3	of	of	ADP
bioscience-203	686	4	machine	machine	NOUN
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bioscience-203	686	7	to	to	PART
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bioscience-203	686	9	antibacterial	antibacterial	ADJ
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bioscience-203	686	11	and	and	CCONJ
bioscience-203	686	12	development	development	NOUN
bioscience-203	686	13	.	.	PUNCT
bioscience-203	687	1	expert	expert	ADJ
bioscience-203	687	2	opinion	opinion	NOUN
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bioscience-203	687	5	discovery	discovery	NOUN
bioscience-203	687	6	.	.	PUNCT
bioscience-203	688	1	2020	2020	NUM
bioscience-203	688	2	oct;15(10):1165	oct;15(10):1165	X
bioscience-203	688	3	-	-	SYM
bioscience-203	688	4	80	80	NUM
bioscience-203	688	5	.	.	PUNCT
bioscience-203	689	1	91	91	NUM
bioscience-203	689	2	.	.	PUNCT
bioscience-203	690	1	chandrasekaran	chandrasekaran	PROPN
bioscience-203	690	2	s	s	PROPN
bioscience-203	690	3	,	,	PUNCT
bioscience-203	690	4	et	et	PROPN
bioscience-203	690	5	al	al	PROPN
bioscience-203	690	6	.	.	PROPN
bioscience-203	691	1	chemogenomics	chemogenomic	NOUN
bioscience-203	691	2	and	and	CCONJ
bioscience-203	691	3	orthologybased	orthologybase	VERB
bioscience-203	691	4	design	design	NOUN
bioscience-203	691	5	of	of	ADP
bioscience-203	691	6	antibiotic	antibiotic	ADJ
bioscience-203	691	7	combination	combination	NOUN
bioscience-203	691	8	therapies	therapy	NOUN
bioscience-203	691	9	.	.	PUNCT
bioscience-203	692	1	molecular	molecular	ADJ
bioscience-203	692	2	systems	system	NOUN
bioscience-203	692	3	biology	biology	NOUN
bioscience-203	692	4	.	.	PUNCT
bioscience-203	693	1	2016	2016	NUM
bioscience-203	693	2	may;12(5):872	may;12(5):872	NOUN
bioscience-203	693	3	.	.	PUNCT
bioscience-203	694	1	92	92	NUM
bioscience-203	694	2	.	.	PUNCT
bioscience-203	695	1	cokol	cokol	PROPN
bioscience-203	695	2	m	m	PROPN
bioscience-203	695	3	,	,	PUNCT
bioscience-203	695	4	li	li	PROPN
bioscience-203	695	5	c	c	PROPN
bioscience-203	695	6	,	,	PUNCT
bioscience-203	695	7	chandrasekaran	chandrasekaran	ADJ
bioscience-203	695	8	s.	s.	PROPN
bioscience-203	695	9	chemogenomic	chemogenomic	ADJ
bioscience-203	695	10	model	model	NOUN
bioscience-203	695	11	identifies	identify	VERB
bioscience-203	695	12	synergistic	synergistic	ADJ
bioscience-203	695	13	drug	drug	NOUN
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bioscience-203	695	15	robust	robust	ADJ
bioscience-203	695	16	to	to	ADP
bioscience-203	695	17	the	the	DET
bioscience-203	695	18	pathogen	pathogen	NOUN
bioscience-203	695	19	microenvironment	microenvironment	NOUN
bioscience-203	695	20	.	.	PUNCT
bioscience-203	696	1	plos	plos	PROPN
bioscience-203	696	2	computational	computational	ADJ
bioscience-203	696	3	biology	biology	NOUN
bioscience-203	696	4	.	.	PUNCT
bioscience-203	697	1	2018	2018	NUM
bioscience-203	697	2	dec;14(12):e1006677	dec;14(12):e1006677	PROPN
bioscience-203	697	3	.	.	PUNCT
bioscience-203	698	1	93	93	NUM
bioscience-203	698	2	.	.	PUNCT
bioscience-203	699	1	zoffmann	zoffmann	PROPN
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bioscience-203	699	3	,	,	PUNCT
bioscience-203	699	4	et	et	PROPN
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bioscience-203	699	6	.	.	PROPN
bioscience-203	699	7	machine	machine	NOUN
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bioscience-203	699	9	-	-	PUNCT
bioscience-203	699	10	powered	power	VERB
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bioscience-203	699	12	phenotypic	phenotypic	ADJ
bioscience-203	699	13	drug	drug	NOUN
bioscience-203	699	14	discovery	discovery	NOUN
bioscience-203	699	15	.	.	PUNCT
bioscience-203	700	1	sci	sci	PROPN
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bioscience-203	700	3	.	.	PROPN
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bioscience-203	700	5	mar;9(1):art	mar;9(1):art	NOUN
bioscience-203	700	6	.	.	PUNCT
bioscience-203	701	1	no	no	INTJ
bioscience-203	701	2	.	.	NOUN
bioscience-203	702	1	1	1	NUM
bioscience-203	702	2	.	.	NUM
bioscience-203	703	1	94	94	NUM
bioscience-203	703	2	.	.	PUNCT
bioscience-203	704	1	vock	vock	PROPN
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bioscience-203	704	3	,	,	PUNCT
bioscience-203	704	4	aguilar	aguilar	ADJ
bioscience-203	704	5	-	-	PUNCT
bioscience-203	704	6	bultet	bultet	NOUN
bioscience-203	704	7	l	l	NOUN
bioscience-203	704	8	,	,	PUNCT
bioscience-203	704	9	egli	egli	PROPN
bioscience-203	704	10	a	a	PROPN
bioscience-203	704	11	,	,	PUNCT
bioscience-203	704	12	tamma	tamma	PROPN
bioscience-203	704	13	pd	pd	PROPN
bioscience-203	704	14	,	,	PUNCT
bioscience-203	704	15	tschudinsutter	tschudinsutter	NOUN
bioscience-203	704	16	s.	s.	PROPN
bioscience-203	704	17	independent	independent	PROPN
bioscience-203	704	18	,	,	PUNCT
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bioscience-203	704	20	validation	validation	NOUN
bioscience-203	704	21	of	of	ADP
bioscience-203	704	22	clinical	clinical	ADJ
bioscience-203	704	23	prediction	prediction	NOUN
bioscience-203	704	24	rules	rule	NOUN
bioscience-203	704	25	for	for	ADP
bioscience-203	704	26	the	the	DET
bioscience-203	704	27	identification	identification	NOUN
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bioscience-203	704	29	extended	extend	VERB
bioscience-203	704	30	-	-	PUNCT
bioscience-203	704	31	spectrum	spectrum	NOUN
bioscience-203	704	32	-lactamase	-lactamase	NOUN
bioscience-203	704	33	-	-	PUNCT
bioscience-203	704	34	producing	produce	VERB
bioscience-203	704	35	enterobacterales	enterobacterale	NOUN
bioscience-203	704	36	,	,	PUNCT
bioscience-203	704	37	university	university	NOUN
bioscience-203	704	38	hospital	hospital	NOUN
bioscience-203	704	39	basel	basel	PROPN
bioscience-203	704	40	,	,	PUNCT
bioscience-203	704	41	switzerland	switzerland	PROPN
bioscience-203	704	42	,	,	PUNCT
bioscience-203	704	43	january	january	PROPN
bioscience-203	704	44	2010	2010	NUM
bioscience-203	704	45	to	to	ADP
bioscience-203	704	46	december	december	PROPN
bioscience-203	704	47	2016	2016	NUM
bioscience-203	704	48	.	.	PUNCT
bioscience-203	705	1	euro	euro	PROPN
bioscience-203	705	2	surveill	surveill	NOUN
bioscience-203	705	3	.	.	PUNCT
bioscience-203	706	1	2020	2020	NUM
bioscience-203	706	2	jul;25(26):1900317	jul;25(26):1900317	X
bioscience-203	706	3	.	.	X
bioscience-203	707	1	95	95	NUM
bioscience-203	707	2	.	.	PUNCT
bioscience-203	708	1	zeileis	zeileis	PROPN
bioscience-203	708	2	a	a	PRON
bioscience-203	708	3	,	,	PUNCT
bioscience-203	708	4	hothorn	hothorn	NOUN
bioscience-203	708	5	t	t	PROPN
bioscience-203	708	6	,	,	PUNCT
bioscience-203	708	7	hornik	hornik	PROPN
bioscience-203	708	8	k.	k.	PROPN
bioscience-203	708	9	model	model	PROPN
bioscience-203	708	10	-	-	PUNCT
bioscience-203	708	11	based	base	VERB
bioscience-203	708	12	recursive	recursive	ADJ
bioscience-203	708	13	partitioning	partitioning	NOUN
bioscience-203	708	14	.	.	PUNCT
bioscience-203	709	1	journal	journal	PROPN
bioscience-203	709	2	of	of	ADP
bioscience-203	709	3	computational	computational	ADJ
bioscience-203	709	4	and	and	CCONJ
bioscience-203	709	5	graphical	graphical	ADJ
bioscience-203	709	6	statistics	statistic	NOUN
bioscience-203	709	7	.	.	PUNCT
bioscience-203	710	1	2008;17(2):492	2008;17(2):492	NUM
bioscience-203	710	2	-	-	PUNCT
bioscience-203	710	3	514	514	NUM
bioscience-203	710	4	.	.	PUNCT
bioscience-203	711	1	highlights	highlight	NOUN
bioscience-203	711	2	in	in	ADP
bioscience-203	711	3	bioscience	bioscience	NOUN
bioscience-203	711	4	page	page	NOUN
bioscience-203	711	5	15	15	NUM
bioscience-203	711	6	of	of	ADP
bioscience-203	711	7	18	18	NUM
bioscience-203	711	8	december	december	PROPN
bioscience-203	711	9	2023|volume	2023|volume	NUM
bioscience-203	711	10	6	6	NUM
bioscience-203	711	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	711	12	mary	mary	PROPN
bioscience-203	711	13	et	et	PROPN
bioscience-203	711	14	al	al	PROPN
bioscience-203	711	15	.	.	PROPN
bioscience-203	711	16	,	,	PUNCT
bioscience-203	711	17	2023	2023	NUM
bioscience-203	711	18	machine	machine	NOUN
bioscience-203	711	19	learning	learning	NOUN
bioscience-203	711	20	mediated	mediate	VERB
bioscience-203	711	21	advanced	advanced	ADJ
bioscience-203	711	22	phage	phage	NOUN
bioscience-203	711	23	and	and	CCONJ
bioscience-203	711	24	antimicrobial	antimicrobial	ADJ
bioscience-203	711	25	therapy	therapy	NOUN
bioscience-203	711	26	a	a	DET
bioscience-203	711	27	futuristic	futuristic	ADJ
bioscience-203	711	28	approach	approach	NOUN
bioscience-203	711	29	96	96	NUM
bioscience-203	711	30	.	.	PUNCT
bioscience-203	712	1	sakagianni	sakagianni	PROPN
bioscience-203	712	2	a	a	PRON
bioscience-203	712	3	,	,	PUNCT
bioscience-203	712	4	et	et	PROPN
bioscience-203	712	5	al	al	PROPN
bioscience-203	712	6	.	.	PUNCT
bioscience-203	713	1	using	use	VERB
bioscience-203	713	2	machine	machine	NOUN
bioscience-203	713	3	learning	learn	VERB
bioscience-203	713	4	to	to	PART
bioscience-203	713	5	predict	predict	VERB
bioscience-203	713	6	antimicrobial	antimicrobial	ADJ
bioscience-203	713	7	resistancea	resistancea	PROPN
bioscience-203	713	8	literature	literature	PROPN
bioscience-203	713	9	review	review	PROPN
bioscience-203	713	10	.	.	PUNCT
bioscience-203	714	1	antibiotics	antibiotic	NOUN
bioscience-203	714	2	(	(	PUNCT
bioscience-203	714	3	basel	basel	PROPN
bioscience-203	714	4	)	)	PUNCT
bioscience-203	714	5	.	.	PUNCT
bioscience-203	715	1	2023	2023	NUM
bioscience-203	715	2	feb;12(3):452	feb;12(3):452	NOUN
bioscience-203	715	3	.	.	PROPN
bioscience-203	715	4	97	97	NUM
bioscience-203	715	5	.	.	PUNCT
bioscience-203	716	1	noman	noman	PROPN
bioscience-203	716	2	sm	sm	PROPN
bioscience-203	716	3	,	,	PUNCT
bioscience-203	716	4	et	et	PROPN
bioscience-203	716	5	al	al	PROPN
bioscience-203	716	6	.	.	PROPN
bioscience-203	717	1	machine	machine	NOUN
bioscience-203	717	2	learning	learn	VERB
bioscience-203	717	3	techniques	technique	NOUN
bioscience-203	717	4	for	for	ADP
bioscience-203	717	5	antimicrobial	antimicrobial	ADJ
bioscience-203	717	6	resistance	resistance	NOUN
bioscience-203	717	7	prediction	prediction	NOUN
bioscience-203	717	8	of	of	ADP
bioscience-203	717	9	pseudomonas	pseudomona	NOUN
bioscience-203	717	10	aeruginosa	aeruginosa	NOUN
bioscience-203	717	11	from	from	ADP
bioscience-203	717	12	whole	whole	ADJ
bioscience-203	717	13	genome	genome	NOUN
bioscience-203	717	14	sequence	sequence	NOUN
bioscience-203	717	15	data	datum	NOUN
bioscience-203	717	16	.	.	PUNCT
bioscience-203	718	1	comput	comput	PROPN
bioscience-203	718	2	intell	intell	PROPN
bioscience-203	718	3	neurosci	neurosci	PROPN
bioscience-203	718	4	.	.	PUNCT
bioscience-203	719	1	2023	2023	NUM
bioscience-203	719	2	mar;2023:5236168	mar;2023:5236168	NOUN
bioscience-203	719	3	.	.	PUNCT
bioscience-203	720	1	98	98	NUM
bioscience-203	720	2	.	.	PUNCT
bioscience-203	721	1	feretzakis	feretzakis	PROPN
bioscience-203	721	2	g	g	PROPN
bioscience-203	721	3	,	,	PUNCT
bioscience-203	721	4	et	et	PROPN
bioscience-203	721	5	al	al	PROPN
bioscience-203	721	6	.	.	PUNCT
bioscience-203	722	1	using	use	VERB
bioscience-203	722	2	machine	machine	NOUN
bioscience-203	722	3	learning	learn	VERB
bioscience-203	722	4	techniques	technique	NOUN
bioscience-203	722	5	to	to	PART
bioscience-203	722	6	aid	aid	VERB
bioscience-203	722	7	empirical	empirical	ADJ
bioscience-203	722	8	antibiotic	antibiotic	ADJ
bioscience-203	722	9	therapy	therapy	NOUN
bioscience-203	722	10	decisions	decision	NOUN
bioscience-203	722	11	in	in	ADP
bioscience-203	722	12	the	the	DET
bioscience-203	722	13	intensive	intensive	ADJ
bioscience-203	722	14	care	care	NOUN
bioscience-203	722	15	unit	unit	NOUN
bioscience-203	722	16	of	of	ADP
bioscience-203	722	17	a	a	DET
bioscience-203	722	18	general	general	ADJ
bioscience-203	722	19	hospital	hospital	NOUN
bioscience-203	722	20	in	in	ADP
bioscience-203	722	21	greece	greece	PROPN
bioscience-203	722	22	.	.	PUNCT
bioscience-203	723	1	antibiotics	antibiotic	NOUN
bioscience-203	723	2	(	(	PUNCT
bioscience-203	723	3	basel	basel	PROPN
bioscience-203	723	4	)	)	PUNCT
bioscience-203	723	5	.	.	PUNCT
bioscience-203	724	1	2020	2020	NUM
bioscience-203	724	2	jan;9(2):50	jan;9(2):50	NOUN
bioscience-203	724	3	.	.	PUNCT
bioscience-203	725	1	99	99	NUM
bioscience-203	725	2	.	.	PUNCT
bioscience-203	726	1	cantrell	cantrell	PROPN
bioscience-203	726	2	jm	jm	PROPN
bioscience-203	726	3	,	,	PUNCT
bioscience-203	726	4	chung	chung	PROPN
bioscience-203	726	5	ch	ch	PROPN
bioscience-203	726	6	,	,	PUNCT
bioscience-203	726	7	chandrasekaran	chandrasekaran	ADJ
bioscience-203	726	8	s.	s.	PROPN
bioscience-203	726	9	machine	machine	NOUN
bioscience-203	726	10	learning	learn	VERB
bioscience-203	726	11	to	to	PART
bioscience-203	726	12	design	design	VERB
bioscience-203	726	13	antimicrobial	antimicrobial	ADJ
bioscience-203	726	14	combination	combination	NOUN
bioscience-203	726	15	therapies	therapy	NOUN
bioscience-203	726	16	:	:	PUNCT
bioscience-203	726	17	promises	promise	NOUN
bioscience-203	726	18	and	and	CCONJ
bioscience-203	726	19	pitfalls	pitfall	NOUN
bioscience-203	726	20	.	.	PUNCT
bioscience-203	727	1	drug	drug	NOUN
bioscience-203	727	2	discovery	discovery	PROPN
bioscience-203	727	3	today	today	NOUN
bioscience-203	727	4	.	.	PUNCT
bioscience-203	728	1	2022	2022	NUM
bioscience-203	728	2	jun;27(6):1639	jun;27(6):1639	PROPN
bioscience-203	728	3	-	-	PUNCT
bioscience-203	728	4	51	51	NUM
bioscience-203	728	5	.	.	NOUN
bioscience-203	728	6	100	100	NUM
bioscience-203	728	7	.	.	PUNCT
bioscience-203	729	1	mason	mason	PROPN
bioscience-203	729	2	dj	dj	PROPN
bioscience-203	729	3	,	,	PUNCT
bioscience-203	729	4	eastman	eastman	PROPN
bioscience-203	729	5	rt	rt	PROPN
bioscience-203	729	6	,	,	PUNCT
bioscience-203	729	7	lewis	lewis	PROPN
bioscience-203	729	8	rpi	rpi	PROPN
bioscience-203	729	9	,	,	PUNCT
bioscience-203	729	10	stott	stott	PROPN
bioscience-203	729	11	ip	ip	PROPN
bioscience-203	729	12	,	,	PUNCT
bioscience-203	729	13	guha	guha	PROPN
bioscience-203	729	14	r	r	PROPN
bioscience-203	729	15	,	,	PUNCT
bioscience-203	729	16	bender	bender	NOUN
bioscience-203	729	17	a.	a.	NOUN
bioscience-203	729	18	using	use	VERB
bioscience-203	729	19	machine	machine	NOUN
bioscience-203	729	20	learning	learn	VERB
bioscience-203	729	21	to	to	PART
bioscience-203	729	22	predict	predict	VERB
bioscience-203	729	23	synergistic	synergistic	ADJ
bioscience-203	729	24	antimalarial	antimalarial	ADJ
bioscience-203	729	25	compound	compound	NOUN
bioscience-203	729	26	combinations	combination	NOUN
bioscience-203	729	27	with	with	ADP
bioscience-203	729	28	novel	novel	ADJ
bioscience-203	729	29	structures	structure	NOUN
bioscience-203	729	30	.	.	PUNCT
bioscience-203	730	1	front	front	ADJ
bioscience-203	730	2	pharmacol	pharmacol	PROPN
bioscience-203	730	3	.	.	PUNCT
bioscience-203	731	1	2018	2018	NUM
bioscience-203	731	2	oct;9:1096	oct;9:1096	ADJ
bioscience-203	731	3	.	.	PUNCT
bioscience-203	732	1	101	101	NUM
bioscience-203	732	2	.	.	PUNCT
bioscience-203	733	1	kim	kim	PROPN
bioscience-203	733	2	ji	ji	PROPN
bioscience-203	733	3	,	,	PUNCT
bioscience-203	733	4	et	et	PROPN
bioscience-203	733	5	al	al	PROPN
bioscience-203	733	6	.	.	PROPN
bioscience-203	733	7	machine	machine	NOUN
bioscience-203	733	8	learning	learn	VERB
bioscience-203	733	9	for	for	ADP
bioscience-203	733	10	antimicrobial	antimicrobial	ADJ
bioscience-203	733	11	resistance	resistance	NOUN
bioscience-203	733	12	prediction	prediction	NOUN
bioscience-203	733	13	:	:	PUNCT
bioscience-203	733	14	current	current	ADJ
bioscience-203	733	15	practice	practice	NOUN
bioscience-203	733	16	,	,	PUNCT
bioscience-203	733	17	limitations	limitation	NOUN
bioscience-203	733	18	,	,	PUNCT
bioscience-203	733	19	and	and	CCONJ
bioscience-203	733	20	clinical	clinical	ADJ
bioscience-203	733	21	perspective	perspective	NOUN
bioscience-203	733	22	.	.	PUNCT
bioscience-203	734	1	clin	clin	PROPN
bioscience-203	734	2	microbiol	microbiol	PROPN
bioscience-203	734	3	rev;35(3):e00179	rev;35(3):e00179	PROPN
bioscience-203	734	4	-	-	PUNCT
bioscience-203	734	5	21	21	NUM
bioscience-203	734	6	.	.	PUNCT
bioscience-203	734	7	102	102	NUM
bioscience-203	734	8	.	.	PUNCT
bioscience-203	735	1	flandrois	flandrois	PROPN
bioscience-203	735	2	jp	jp	PROPN
bioscience-203	735	3	,	,	PUNCT
bioscience-203	735	4	lina	lina	PROPN
bioscience-203	735	5	g	g	PROPN
bioscience-203	735	6	,	,	PUNCT
bioscience-203	735	7	dumitrescu	dumitrescu	ADJ
bioscience-203	735	8	o.	o.	PROPN
bioscience-203	735	9	mubii	mubii	PROPN
bioscience-203	735	10	-	-	PUNCT
bioscience-203	735	11	tb	tb	NOUN
bioscience-203	735	12	-	-	PUNCT
bioscience-203	735	13	db	db	NOUN
bioscience-203	735	14	:	:	PUNCT
bioscience-203	735	15	a	a	DET
bioscience-203	735	16	database	database	NOUN
bioscience-203	735	17	of	of	ADP
bioscience-203	735	18	mutations	mutation	NOUN
bioscience-203	735	19	associated	associate	VERB
bioscience-203	735	20	with	with	ADP
bioscience-203	735	21	antibiotic	antibiotic	ADJ
bioscience-203	735	22	resistance	resistance	NOUN
bioscience-203	735	23	in	in	ADP
bioscience-203	735	24	mycobacterium	mycobacterium	NOUN
bioscience-203	735	25	tuberculosis	tuberculosis	NOUN
bioscience-203	735	26	.	.	PUNCT
bioscience-203	736	1	bmc	bmc	ADJ
bioscience-203	736	2	bioinformatics	bioinformatics	NOUN
bioscience-203	736	3	.	.	PUNCT
bioscience-203	737	1	2014	2014	NUM
bioscience-203	737	2	apr;15:107	apr;15:107	PROPN
bioscience-203	737	3	.	.	PUNCT
bioscience-203	738	1	103	103	NUM
bioscience-203	738	2	.	.	PUNCT
bioscience-203	738	3	popa	popa	ADJ
bioscience-203	738	4	sl	sl	PROPN
bioscience-203	738	5	,	,	PUNCT
bioscience-203	738	6	et	et	PROPN
bioscience-203	738	7	al	al	PROPN
bioscience-203	738	8	.	.	PUNCT
bioscience-203	739	1	deep	deep	ADJ
bioscience-203	739	2	learning	learning	NOUN
bioscience-203	739	3	and	and	CCONJ
bioscience-203	739	4	antibiotic	antibiotic	ADJ
bioscience-203	739	5	resistance	resistance	NOUN
bioscience-203	739	6	.	.	PUNCT
bioscience-203	740	1	antibiotics	antibiotic	NOUN
bioscience-203	740	2	.	.	PUNCT
bioscience-203	741	1	2022	2022	NUM
bioscience-203	741	2	nov;11(11):art	nov;11(11):art	NUM
bioscience-203	741	3	.	.	PUNCT
bioscience-203	742	1	no	no	INTJ
bioscience-203	742	2	.	.	NOUN
bioscience-203	743	1	11	11	NUM
bioscience-203	743	2	.	.	X
bioscience-203	744	1	104	104	NUM
bioscience-203	744	2	.	.	PUNCT
bioscience-203	745	1	her	her	PRON
bioscience-203	745	2	hl	hl	NOUN
bioscience-203	745	3	,	,	PUNCT
bioscience-203	745	4	wu	wu	PROPN
bioscience-203	745	5	yw	yw	PROPN
bioscience-203	745	6	.	.	PUNCT
bioscience-203	746	1	a	a	DET
bioscience-203	746	2	pan	pan	ADJ
bioscience-203	746	3	-	-	ADJ
bioscience-203	746	4	genome	genome	NOUN
bioscience-203	746	5	-	-	PUNCT
bioscience-203	746	6	based	base	VERB
bioscience-203	746	7	machine	machine	NOUN
bioscience-203	746	8	learning	learn	VERB
bioscience-203	746	9	approach	approach	NOUN
bioscience-203	746	10	for	for	ADP
bioscience-203	746	11	predicting	predict	VERB
bioscience-203	746	12	antimicrobial	antimicrobial	ADJ
bioscience-203	746	13	resistance	resistance	NOUN
bioscience-203	746	14	activities	activity	NOUN
bioscience-203	746	15	of	of	ADP
bioscience-203	746	16	the	the	DET
bioscience-203	746	17	escherichia	escherichia	NOUN
bioscience-203	746	18	coli	coli	NOUN
bioscience-203	746	19	strains	strain	NOUN
bioscience-203	746	20	.	.	PUNCT
bioscience-203	747	1	bioinformatics	bioinformatic	NOUN
bioscience-203	747	2	.	.	PUNCT
bioscience-203	748	1	2018	2018	NUM
bioscience-203	748	2	jul;34(13):i89	jul;34(13):i89	PROPN
bioscience-203	748	3	-	-	SYM
bioscience-203	748	4	95	95	NUM
bioscience-203	748	5	.	.	PUNCT
bioscience-203	749	1	105	105	NUM
bioscience-203	749	2	.	.	PUNCT
bioscience-203	750	1	wang	wang	PROPN
bioscience-203	750	2	s	s	PROPN
bioscience-203	750	3	,	,	PUNCT
bioscience-203	750	4	zhao	zhao	PROPN
bioscience-203	750	5	c	c	PROPN
bioscience-203	750	6	,	,	PUNCT
bioscience-203	750	7	yin	yin	PROPN
bioscience-203	750	8	y	y	PROPN
bioscience-203	750	9	,	,	PUNCT
bioscience-203	750	10	chen	chen	PROPN
bioscience-203	750	11	f	f	PROPN
bioscience-203	750	12	,	,	PUNCT
bioscience-203	750	13	chen	chen	PROPN
bioscience-203	750	14	h	h	PROPN
bioscience-203	750	15	,	,	PUNCT
bioscience-203	750	16	wang	wang	PROPN
bioscience-203	750	17	h.	h.	PROPN
bioscience-203	751	1	a	a	DET
bioscience-203	751	2	practical	practical	ADJ
bioscience-203	751	3	approach	approach	NOUN
bioscience-203	751	4	for	for	ADP
bioscience-203	751	5	predicting	predict	VERB
bioscience-203	751	6	antimicrobial	antimicrobial	ADJ
bioscience-203	751	7	phenotype	phenotype	NOUN
bioscience-203	751	8	resistance	resistance	NOUN
bioscience-203	751	9	in	in	ADP
bioscience-203	751	10	staphylococcus	staphylococcus	NOUN
bioscience-203	751	11	aureus	aureus	NOUN
bioscience-203	751	12	through	through	ADP
bioscience-203	751	13	machine	machine	NOUN
bioscience-203	751	14	learning	learn	VERB
bioscience-203	751	15	analysis	analysis	NOUN
bioscience-203	751	16	of	of	ADP
bioscience-203	751	17	genome	genome	NOUN
bioscience-203	751	18	data	datum	NOUN
bioscience-203	751	19	.	.	PUNCT
bioscience-203	752	1	front	front	PROPN
bioscience-203	752	2	microbiol	microbiol	PROPN
bioscience-203	752	3	.	.	PUNCT
bioscience-203	753	1	2022;13:841289	2022;13:841289	NUM
bioscience-203	753	2	.	.	NOUN
bioscience-203	753	3	106	106	NUM
bioscience-203	753	4	.	.	PUNCT
bioscience-203	754	1	khaledi	khaledi	PROPN
bioscience-203	754	2	a	a	PROPN
bioscience-203	754	3	,	,	PUNCT
bioscience-203	754	4	et	et	PROPN
bioscience-203	754	5	al	al	PROPN
bioscience-203	754	6	.	.	PROPN
bioscience-203	754	7	predicting	predict	VERB
bioscience-203	754	8	antimicrobial	antimicrobial	ADJ
bioscience-203	754	9	resistance	resistance	NOUN
bioscience-203	754	10	in	in	ADP
bioscience-203	754	11	pseudomonas	pseudomona	NOUN
bioscience-203	754	12	aeruginosa	aeruginosa	NOUN
bioscience-203	754	13	with	with	ADP
bioscience-203	754	14	machine	machine	NOUN
bioscience-203	754	15	learningenabled	learningenable	VERB
bioscience-203	754	16	molecular	molecular	ADJ
bioscience-203	754	17	diagnostics	diagnostic	NOUN
bioscience-203	754	18	.	.	PUNCT
bioscience-203	755	1	embo	embo	NOUN
bioscience-203	755	2	mol	mol	ADP
bioscience-203	755	3	med	med	PROPN
bioscience-203	755	4	.	.	PUNCT
bioscience-203	755	5	2020	2020	NUM
bioscience-203	755	6	mar;12(3):e10264	mar;12(3):e10264	NOUN
bioscience-203	755	7	.	.	PUNCT
bioscience-203	756	1	107	107	NUM
bioscience-203	756	2	.	.	PUNCT
bioscience-203	757	1	gupta	gupta	PROPN
bioscience-203	757	2	a	a	PROPN
bioscience-203	757	3	,	,	PUNCT
bioscience-203	757	4	et	et	PROPN
bioscience-203	757	5	al	al	PROPN
bioscience-203	757	6	.	.	PUNCT
bioscience-203	758	1	leapfrog	leapfrog	ADJ
bioscience-203	758	2	dynamics	dynamic	NOUN
bioscience-203	758	3	in	in	ADP
bioscience-203	758	4	phage	phage	NOUN
bioscience-203	758	5	-	-	PUNCT
bioscience-203	758	6	bacteria	bacteria	NOUN
bioscience-203	758	7	coevolution	coevolution	NOUN
bioscience-203	758	8	revealed	reveal	VERB
bioscience-203	758	9	by	by	ADP
bioscience-203	758	10	joint	joint	ADJ
bioscience-203	758	11	analysis	analysis	NOUN
bioscience-203	758	12	of	of	ADP
bioscience-203	758	13	cross	cross	ADJ
bioscience-203	758	14	-	-	ADJ
bioscience-203	758	15	infection	infection	ADJ
bioscience-203	758	16	phenotypes	phenotype	NOUN
bioscience-203	758	17	and	and	CCONJ
bioscience-203	758	18	whole	whole	ADJ
bioscience-203	758	19	genome	genome	NOUN
bioscience-203	758	20	sequencing	sequencing	NOUN
bioscience-203	758	21	.	.	PUNCT
bioscience-203	759	1	ecol	ecol	PRON
bioscience-203	759	2	lett	lett	PROPN
bioscience-203	759	3	.	.	PUNCT
bioscience-203	760	1	2022	2022	NUM
bioscience-203	760	2	apr;25(4):876	apr;25(4):876	NOUN
bioscience-203	760	3	-	-	SYM
bioscience-203	760	4	88	88	NUM
bioscience-203	760	5	.	.	PUNCT
bioscience-203	761	1	108	108	NUM
bioscience-203	761	2	.	.	PUNCT
bioscience-203	762	1	knödlseder	knödlseder	PROPN
bioscience-203	762	2	n	n	CCONJ
bioscience-203	762	3	,	,	PUNCT
bioscience-203	762	4	et	et	PROPN
bioscience-203	762	5	al	al	PROPN
bioscience-203	762	6	.	.	PUNCT
bioscience-203	762	7	engineering	engineer	VERB
bioscience-203	762	8	selectivity	selectivity	NOUN
bioscience-203	762	9	of	of	ADP
bioscience-203	762	10	cutibacterium	cutibacterium	ADJ
bioscience-203	762	11	acnes	acne	NOUN
bioscience-203	762	12	phages	phage	NOUN
bioscience-203	762	13	by	by	ADP
bioscience-203	762	14	epigenetic	epigenetic	ADJ
bioscience-203	762	15	imprinting	imprinting	NOUN
bioscience-203	762	16	.	.	PUNCT
bioscience-203	763	1	plos	plos	PROPN
bioscience-203	763	2	pathogens	pathogen	NOUN
bioscience-203	763	3	.	.	PUNCT
bioscience-203	764	1	2022	2022	NUM
bioscience-203	764	2	mar;18(3):e1010420	mar;18(3):e1010420	NOUN
bioscience-203	764	3	.	.	PUNCT
bioscience-203	765	1	109	109	NUM
bioscience-203	765	2	.	.	PUNCT
bioscience-203	766	1	tsao	tsao	PROPN
bioscience-203	766	2	yf	yf	PROPN
bioscience-203	766	3	,	,	PUNCT
bioscience-203	766	4	et	et	PROPN
bioscience-203	766	5	al	al	PROPN
bioscience-203	766	6	.	.	PUNCT
bioscience-203	767	1	phage	phage	NOUN
bioscience-203	767	2	morons	moron	NOUN
bioscience-203	767	3	play	play	VERB
bioscience-203	767	4	an	an	DET
bioscience-203	767	5	important	important	ADJ
bioscience-203	767	6	role	role	NOUN
bioscience-203	767	7	in	in	ADP
bioscience-203	767	8	pseudomonas	pseudomona	NOUN
bioscience-203	767	9	aeruginosa	aeruginosa	NOUN
bioscience-203	767	10	phenotypes	phenotype	NOUN
bioscience-203	767	11	.	.	PUNCT
bioscience-203	768	1	journal	journal	NOUN
bioscience-203	768	2	of	of	ADP
bioscience-203	768	3	bacteriology	bacteriology	NOUN
bioscience-203	768	4	.	.	PUNCT
bioscience-203	769	1	2018	2018	NUM
bioscience-203	769	2	oct;200(22):10.1128	oct;200(22):10.1128	NUM
bioscience-203	769	3	/	/	SYM
bioscience-203	770	1	jb.00189	jb.00189	PROPN
bioscience-203	770	2	-	-	SYM
bioscience-203	770	3	18	18	NUM
bioscience-203	770	4	.	.	PUNCT
bioscience-203	771	1	110	110	NUM
bioscience-203	771	2	.	.	PUNCT
bioscience-203	772	1	doekes	doeke	NOUN
bioscience-203	772	2	hm	hm	INTJ
bioscience-203	772	3	,	,	PUNCT
bioscience-203	772	4	mulder	mulder	PROPN
bioscience-203	772	5	ga	ga	PROPN
bioscience-203	772	6	,	,	PUNCT
bioscience-203	772	7	hermsen	hermsen	PROPN
bioscience-203	772	8	r.	r.	PROPN
bioscience-203	772	9	repeated	repeat	VERB
bioscience-203	772	10	outbreaks	outbreak	NOUN
bioscience-203	772	11	drive	drive	VERB
bioscience-203	772	12	the	the	DET
bioscience-203	772	13	evolution	evolution	NOUN
bioscience-203	772	14	of	of	ADP
bioscience-203	772	15	bacteriophage	bacteriophage	NOUN
bioscience-203	772	16	communication	communication	NOUN
bioscience-203	772	17	.	.	PUNCT
bioscience-203	773	1	elife	elife	NOUN
bioscience-203	773	2	.	.	PUNCT
bioscience-203	774	1	2021	2021	NUM
bioscience-203	775	1	jan;10	jan;10	NOUN
bioscience-203	775	2	:	:	PUNCT
bioscience-203	775	3	e58410	e58410	ADJ
bioscience-203	775	4	.	.	PUNCT
bioscience-203	776	1	111	111	NUM
bioscience-203	776	2	.	.	PUNCT
bioscience-203	777	1	cazer	cazer	NOUN
bioscience-203	777	2	cl	cl	NOUN
bioscience-203	777	3	,	,	PUNCT
bioscience-203	777	4	et	et	PROPN
bioscience-203	777	5	al	al	PROPN
bioscience-203	777	6	.	.	PUNCT
bioscience-203	778	1	analysis	analysis	NOUN
bioscience-203	778	2	of	of	ADP
bioscience-203	778	3	multidrug	multidrug	NOUN
bioscience-203	778	4	resistance	resistance	NOUN
bioscience-203	778	5	in	in	ADP
bioscience-203	778	6	staphylococcus	staphylococcus	NOUN
bioscience-203	778	7	aureus	aureus	NOUN
bioscience-203	778	8	with	with	ADP
bioscience-203	778	9	a	a	DET
bioscience-203	778	10	machine	machine	NOUN
bioscience-203	778	11	learninggenerated	learninggenerate	VERB
bioscience-203	778	12	antibiogram	antibiogram	PROPN
bioscience-203	778	13	.	.	PUNCT
bioscience-203	779	1	antimicrob	antimicrob	PROPN
bioscience-203	779	2	agents	agents	PROPN
bioscience-203	779	3	chemother	chemother	PROPN
bioscience-203	779	4	.	.	PUNCT
bioscience-203	780	1	2021	2021	NUM
bioscience-203	780	2	mar;65(4):e02132	mar;65(4):e02132	NOUN
bioscience-203	780	3	-	-	PUNCT
bioscience-203	780	4	20	20	NUM
bioscience-203	780	5	.	.	PUNCT
bioscience-203	781	1	112	112	NUM
bioscience-203	781	2	.	.	PUNCT
bioscience-203	782	1	maguire	maguire	PROPN
bioscience-203	782	2	f	f	PROPN
bioscience-203	782	3	,	,	PUNCT
bioscience-203	782	4	rehman	rehman	PROPN
bioscience-203	782	5	ma	ma	PROPN
bioscience-203	782	6	,	,	PUNCT
bioscience-203	782	7	carrillo	carrillo	PROPN
bioscience-203	782	8	c	c	PROPN
bioscience-203	782	9	,	,	PUNCT
bioscience-203	782	10	diarra	diarra	PROPN
bioscience-203	782	11	ms	ms	PROPN
bioscience-203	782	12	,	,	PUNCT
bioscience-203	782	13	beiko	beiko	VERB
bioscience-203	782	14	rg	rg	PROPN
bioscience-203	782	15	.	.	PROPN
bioscience-203	782	16	identification	identification	NOUN
bioscience-203	782	17	of	of	ADP
bioscience-203	782	18	primary	primary	ADJ
bioscience-203	782	19	antimicrobial	antimicrobial	ADJ
bioscience-203	782	20	resistance	resistance	NOUN
bioscience-203	782	21	drivers	driver	NOUN
bioscience-203	782	22	in	in	ADP
bioscience-203	782	23	agricultural	agricultural	ADJ
bioscience-203	782	24	nontyphoidal	nontyphoidal	ADJ
bioscience-203	782	25	salmonella	salmonella	PROPN
bioscience-203	782	26	enterica	enterica	PROPN
bioscience-203	782	27	serovars	serovar	VERB
bioscience-203	782	28	by	by	ADP
bioscience-203	782	29	using	use	VERB
bioscience-203	782	30	machine	machine	NOUN
bioscience-203	782	31	learning	learning	NOUN
bioscience-203	782	32	.	.	PUNCT
bioscience-203	783	1	msystems	msystem	NOUN
bioscience-203	783	2	.	.	PUNCT
bioscience-203	784	1	2019	2019	NUM
bioscience-203	784	2	aug;4(4):e00211	aug;4(4):e00211	NOUN
bioscience-203	784	3	-	-	SYM
bioscience-203	784	4	9	9	NUM
bioscience-203	784	5	.	.	NOUN
bioscience-203	784	6	113	113	NUM
bioscience-203	784	7	.	.	PUNCT
bioscience-203	785	1	jahn	jahn	PROPN
bioscience-203	785	2	mt	mt	PROPN
bioscience-203	785	3	,	,	PUNCT
bioscience-203	785	4	et	et	PROPN
bioscience-203	785	5	al	al	PROPN
bioscience-203	785	6	.	.	PUNCT
bioscience-203	786	1	lifestyle	lifestyle	NOUN
bioscience-203	786	2	of	of	ADP
bioscience-203	786	3	sponge	sponge	NOUN
bioscience-203	786	4	symbiont	symbiont	ADJ
bioscience-203	786	5	phages	phage	NOUN
bioscience-203	786	6	by	by	ADP
bioscience-203	786	7	host	host	NOUN
bioscience-203	786	8	prediction	prediction	NOUN
bioscience-203	786	9	and	and	CCONJ
bioscience-203	786	10	correlative	correlative	ADJ
bioscience-203	786	11	microscopy	microscopy	NOUN
bioscience-203	786	12	.	.	PUNCT
bioscience-203	787	1	isme	isme	PROPN
bioscience-203	787	2	j.	j.	PROPN
bioscience-203	787	3	2021	2021	NUM
bioscience-203	787	4	jul;15(7):art	jul;15(7):art	PROPN
bioscience-203	787	5	.	.	PUNCT
bioscience-203	788	1	no	no	INTJ
bioscience-203	788	2	.	.	NOUN
bioscience-203	789	1	7	7	NUM
bioscience-203	789	2	.	.	NUM
bioscience-203	789	3	114	114	NUM
bioscience-203	789	4	.	.	PUNCT
bioscience-203	790	1	tadmor	tadmor	NOUN
bioscience-203	790	2	ad	ad	NOUN
bioscience-203	790	3	,	,	PUNCT
bioscience-203	790	4	ottesen	ottesen	ADJ
bioscience-203	790	5	ea	ea	PROPN
bioscience-203	790	6	,	,	PUNCT
bioscience-203	790	7	leadbetter	leadbetter	PROPN
bioscience-203	790	8	jr	jr	PROPN
bioscience-203	790	9	,	,	PUNCT
bioscience-203	790	10	phillips	phillips	PROPN
bioscience-203	790	11	r.	r.	PROPN
bioscience-203	790	12	probing	probe	VERB
bioscience-203	790	13	individual	individual	ADJ
bioscience-203	790	14	environmental	environmental	ADJ
bioscience-203	790	15	bacteria	bacteria	NOUN
bioscience-203	790	16	for	for	ADP
bioscience-203	790	17	viruses	virus	NOUN
bioscience-203	790	18	by	by	ADP
bioscience-203	790	19	using	use	VERB
bioscience-203	790	20	microfluidic	microfluidic	ADJ
bioscience-203	790	21	digital	digital	ADJ
bioscience-203	790	22	pcr	pcr	NOUN
bioscience-203	790	23	.	.	PUNCT
bioscience-203	791	1	science	science	NOUN
bioscience-203	791	2	.	.	PUNCT
bioscience-203	792	1	2011;333(6038):58	2011;333(6038):58	NOUN
bioscience-203	792	2	-	-	PUNCT
bioscience-203	792	3	62	62	NUM
bioscience-203	792	4	.	.	PUNCT
bioscience-203	793	1	115	115	NUM
bioscience-203	793	2	.	.	PUNCT
bioscience-203	794	1	melo	melo	PROPN
bioscience-203	794	2	ld	ld	PROPN
bioscience-203	794	3	,	,	PUNCT
bioscience-203	794	4	monteiro	monteiro	PROPN
bioscience-203	794	5	r	r	PROPN
bioscience-203	794	6	,	,	PUNCT
bioscience-203	794	7	pires	pire	NOUN
bioscience-203	794	8	dp	dp	PROPN
bioscience-203	794	9	,	,	PUNCT
bioscience-203	794	10	azeredo	azeredo	PROPN
bioscience-203	794	11	j.	j.	PROPN
bioscience-203	794	12	phage	phage	NOUN
bioscience-203	794	13	-	-	PUNCT
bioscience-203	794	14	host	host	NOUN
bioscience-203	794	15	interaction	interaction	NOUN
bioscience-203	794	16	analysis	analysis	NOUN
bioscience-203	794	17	by	by	ADP
bioscience-203	794	18	flow	flow	NOUN
bioscience-203	794	19	cytometry	cytometry	NOUN
bioscience-203	794	20	allows	allow	VERB
bioscience-203	794	21	for	for	ADP
bioscience-203	794	22	rapid	rapid	ADJ
bioscience-203	794	23	and	and	CCONJ
bioscience-203	794	24	efficient	efficient	ADJ
bioscience-203	794	25	screening	screening	NOUN
bioscience-203	794	26	of	of	ADP
bioscience-203	794	27	phages	phage	NOUN
bioscience-203	794	28	.	.	PUNCT
bioscience-203	795	1	antibiotics	antibiotic	NOUN
bioscience-203	795	2	.	.	PUNCT
bioscience-203	796	1	2022;11(2):164	2022;11(2):164	NOUN
bioscience-203	796	2	.	.	PUNCT
bioscience-203	797	1	116	116	NUM
bioscience-203	797	2	.	.	PUNCT
bioscience-203	798	1	kauffman	kauffman	PROPN
bioscience-203	798	2	km	km	PROPN
bioscience-203	798	3	,	,	PUNCT
bioscience-203	798	4	et	et	PROPN
bioscience-203	798	5	al	al	PROPN
bioscience-203	798	6	.	.	PROPN
bioscience-203	798	7	resolving	resolve	VERB
bioscience-203	798	8	the	the	DET
bioscience-203	798	9	structure	structure	NOUN
bioscience-203	798	10	of	of	ADP
bioscience-203	798	11	phagebacteria	phagebacteria	NOUN
bioscience-203	798	12	interactions	interaction	NOUN
bioscience-203	798	13	in	in	ADP
bioscience-203	798	14	the	the	DET
bioscience-203	798	15	context	context	NOUN
bioscience-203	798	16	of	of	ADP
bioscience-203	798	17	natural	natural	ADJ
bioscience-203	798	18	diversity	diversity	NOUN
bioscience-203	798	19	.	.	PUNCT
bioscience-203	799	1	nature	nature	NOUN
bioscience-203	799	2	communications	communication	NOUN
bioscience-203	799	3	.	.	PUNCT
bioscience-203	800	1	2022;13(1):372	2022;13(1):372	NUM
bioscience-203	800	2	.	.	PROPN
bioscience-203	800	3	117	117	NUM
bioscience-203	800	4	.	.	PUNCT
bioscience-203	801	1	leskinen	leskinen	PROPN
bioscience-203	801	2	k	k	PROPN
bioscience-203	801	3	,	,	PUNCT
bioscience-203	801	4	blasdel	blasdel	PROPN
bioscience-203	801	5	bg	bg	PROPN
bioscience-203	801	6	,	,	PUNCT
bioscience-203	801	7	lavigne	lavigne	PROPN
bioscience-203	801	8	r	r	PROPN
bioscience-203	801	9	,	,	PUNCT
bioscience-203	801	10	skurnik	skurnik	X
bioscience-203	801	11	m.	m.	NOUN
bioscience-203	801	12	rnasequencing	rnasequencing	NOUN
bioscience-203	801	13	reveals	reveal	VERB
bioscience-203	801	14	the	the	DET
bioscience-203	801	15	progression	progression	NOUN
bioscience-203	801	16	of	of	ADP
bioscience-203	801	17	phage	phage	NOUN
bioscience-203	801	18	-	-	PUNCT
bioscience-203	801	19	host	host	NOUN
bioscience-203	801	20	interactions	interaction	NOUN
bioscience-203	801	21	between	between	ADP
bioscience-203	801	22	r1	r1	PROPN
bioscience-203	801	23	-	-	PUNCT
bioscience-203	801	24	37	37	NUM
bioscience-203	801	25	and	and	CCONJ
bioscience-203	801	26	yersinia	yersinia	NOUN
bioscience-203	801	27	enterocolitica	enterocolitica	PROPN
bioscience-203	801	28	.	.	PUNCT
bioscience-203	802	1	viruses	virus	NOUN
bioscience-203	802	2	.	.	PUNCT
bioscience-203	803	1	2016;8(4):111	2016;8(4):111	X
bioscience-203	803	2	.	.	PUNCT
bioscience-203	804	1	118	118	NUM
bioscience-203	804	2	.	.	PUNCT
bioscience-203	805	1	mirzaei	mirzaei	PROPN
bioscience-203	805	2	mk	mk	PROPN
bioscience-203	805	3	,	,	PUNCT
bioscience-203	805	4	nilsson	nilsson	PROPN
bioscience-203	805	5	as	as	ADP
bioscience-203	805	6	.	.	PUNCT
bioscience-203	805	7	isolation	isolation	NOUN
bioscience-203	805	8	of	of	ADP
bioscience-203	805	9	phages	phage	NOUN
bioscience-203	805	10	for	for	ADP
bioscience-203	805	11	phage	phage	NOUN
bioscience-203	805	12	therapy	therapy	NOUN
bioscience-203	805	13	:	:	PUNCT
bioscience-203	805	14	a	a	DET
bioscience-203	805	15	comparison	comparison	NOUN
bioscience-203	805	16	of	of	ADP
bioscience-203	805	17	spot	spot	NOUN
bioscience-203	805	18	tests	test	NOUN
bioscience-203	805	19	and	and	CCONJ
bioscience-203	805	20	efficiency	efficiency	NOUN
bioscience-203	805	21	of	of	ADP
bioscience-203	805	22	plating	plating	NOUN
bioscience-203	805	23	analyses	analysis	NOUN
bioscience-203	805	24	for	for	ADP
bioscience-203	805	25	determination	determination	NOUN
bioscience-203	805	26	of	of	ADP
bioscience-203	805	27	host	host	NOUN
bioscience-203	805	28	range	range	NOUN
bioscience-203	805	29	and	and	CCONJ
bioscience-203	805	30	efficacy	efficacy	NOUN
bioscience-203	805	31	.	.	PUNCT
bioscience-203	806	1	plos	plos	PROPN
bioscience-203	806	2	one	one	NUM
bioscience-203	806	3	.	.	PUNCT
bioscience-203	807	1	2015;10(3):e0118557	2015;10(3):e0118557	X
bioscience-203	807	2	.	.	X
bioscience-203	808	1	119	119	NUM
bioscience-203	808	2	.	.	PUNCT
bioscience-203	809	1	versoza	versoza	PROPN
bioscience-203	809	2	cj	cj	PROPN
bioscience-203	809	3	,	,	PUNCT
bioscience-203	809	4	pfeifer	pfeifer	PROPN
bioscience-203	809	5	sp	sp	PROPN
bioscience-203	809	6	.	.	PUNCT
bioscience-203	809	7	computational	computational	ADJ
bioscience-203	809	8	prediction	prediction	NOUN
bioscience-203	809	9	of	of	ADP
bioscience-203	809	10	bacteriophage	bacteriophage	NOUN
bioscience-203	809	11	host	host	NOUN
bioscience-203	809	12	ranges	range	NOUN
bioscience-203	809	13	.	.	PUNCT
bioscience-203	810	1	microorganisms	microorganism	NOUN
bioscience-203	810	2	.	.	PUNCT
bioscience-203	811	1	2022	2022	NUM
bioscience-203	811	2	jan;10(1	jan;10(1	NOUN
bioscience-203	811	3	)	)	PUNCT
bioscience-203	811	4	.	.	PUNCT
bioscience-203	812	1	120	120	NUM
bioscience-203	812	2	.	.	PUNCT
bioscience-203	813	1	villarroel	villarroel	PROPN
bioscience-203	813	2	j	j	PROPN
bioscience-203	813	3	,	,	PUNCT
bioscience-203	813	4	et	et	PROPN
bioscience-203	813	5	al	al	PROPN
bioscience-203	813	6	.	.	PROPN
bioscience-203	813	7	hostphinder	hostphinder	PROPN
bioscience-203	813	8	:	:	PUNCT
bioscience-203	813	9	a	a	DET
bioscience-203	813	10	phage	phage	NOUN
bioscience-203	813	11	host	host	NOUN
bioscience-203	813	12	prediction	prediction	NOUN
bioscience-203	813	13	tool	tool	NOUN
bioscience-203	813	14	.	.	PUNCT
bioscience-203	814	1	viruses	virus	NOUN
bioscience-203	814	2	.	.	PUNCT
bioscience-203	815	1	2016;8(5):116	2016;8(5):116	X
bioscience-203	815	2	.	.	NOUN
bioscience-203	816	1	121	121	NUM
bioscience-203	816	2	.	.	PUNCT
bioscience-203	817	1	wang	wang	PROPN
bioscience-203	817	2	w	w	PROPN
bioscience-203	817	3	,	,	PUNCT
bioscience-203	817	4	et	et	PROPN
bioscience-203	817	5	al	al	PROPN
bioscience-203	817	6	.	.	PUNCT
bioscience-203	818	1	a	a	DET
bioscience-203	818	2	network	network	NOUN
bioscience-203	818	3	-	-	PUNCT
bioscience-203	818	4	based	base	VERB
bioscience-203	818	5	integrated	integrate	VERB
bioscience-203	818	6	framework	framework	NOUN
bioscience-203	818	7	for	for	ADP
bioscience-203	818	8	predicting	predict	VERB
bioscience-203	818	9	virusprokaryote	virusprokaryote	NOUN
bioscience-203	818	10	interactions	interaction	NOUN
bioscience-203	818	11	.	.	PUNCT
bioscience-203	819	1	nar	nar	NOUN
bioscience-203	819	2	genomics	genomic	NOUN
bioscience-203	819	3	and	and	CCONJ
bioscience-203	819	4	bioinformatics	bioinformatic	NOUN
bioscience-203	819	5	.	.	PUNCT
bioscience-203	820	1	2020;2(2):lqaa044	2020;2(2):lqaa044	NUM
bioscience-203	820	2	.	.	PUNCT
bioscience-203	821	1	122	122	NUM
bioscience-203	821	2	.	.	PUNCT
bioscience-203	822	1	galiez	galiez	PROPN
bioscience-203	822	2	c	c	PROPN
bioscience-203	822	3	,	,	PUNCT
bioscience-203	822	4	siebert	siebert	PROPN
bioscience-203	822	5	m	m	PROPN
bioscience-203	822	6	,	,	PUNCT
bioscience-203	822	7	enault	enault	NOUN
bioscience-203	822	8	f	f	PROPN
bioscience-203	822	9	,	,	PUNCT
bioscience-203	822	10	vincent	vincent	PROPN
bioscience-203	822	11	j	j	PROPN
bioscience-203	822	12	,	,	PUNCT
bioscience-203	822	13	söding	söde	VERB
bioscience-203	822	14	j.	j.	PROPN
bioscience-203	822	15	wish	wish	PROPN
bioscience-203	822	16	:	:	PUNCT
bioscience-203	822	17	who	who	PRON
bioscience-203	822	18	is	be	AUX
bioscience-203	822	19	the	the	DET
bioscience-203	822	20	host	host	NOUN
bioscience-203	822	21	?	?	PUNCT
bioscience-203	823	1	predicting	predict	VERB
bioscience-203	823	2	prokaryotic	prokaryotic	ADJ
bioscience-203	823	3	hosts	host	NOUN
bioscience-203	823	4	from	from	ADP
bioscience-203	823	5	metagenomic	metagenomic	ADJ
bioscience-203	823	6	phage	phage	NOUN
bioscience-203	823	7	contigs	contig	NOUN
bioscience-203	823	8	.	.	PUNCT
bioscience-203	824	1	bioinformatics	bioinformatic	NOUN
bioscience-203	824	2	.	.	PUNCT
bioscience-203	825	1	2017	2017	NUM
bioscience-203	825	2	jul;33(19):3113	jul;33(19):3113	X
bioscience-203	825	3	-	-	PUNCT
bioscience-203	825	4	4	4	NUM
bioscience-203	825	5	.	.	PUNCT
bioscience-203	826	1	highlights	highlight	NOUN
bioscience-203	826	2	in	in	ADP
bioscience-203	826	3	bioscience	bioscience	NOUN
bioscience-203	826	4	page	page	NOUN
bioscience-203	826	5	16	16	NUM
bioscience-203	826	6	of	of	ADP
bioscience-203	826	7	18	18	NUM
bioscience-203	826	8	december	december	PROPN
bioscience-203	826	9	2023|volume	2023|volume	NUM
bioscience-203	826	10	6	6	NUM
bioscience-203	826	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	826	12	mary	mary	PROPN
bioscience-203	826	13	et	et	PROPN
bioscience-203	826	14	al	al	PROPN
bioscience-203	826	15	.	.	PROPN
bioscience-203	826	16	,	,	PUNCT
bioscience-203	826	17	2023	2023	NUM
bioscience-203	826	18	machine	machine	NOUN
bioscience-203	826	19	learning	learning	NOUN
bioscience-203	826	20	mediated	mediate	VERB
bioscience-203	826	21	advanced	advanced	ADJ
bioscience-203	826	22	phage	phage	NOUN
bioscience-203	826	23	and	and	CCONJ
bioscience-203	826	24	antimicrobial	antimicrobial	ADJ
bioscience-203	826	25	therapy	therapy	NOUN
bioscience-203	826	26	a	a	DET
bioscience-203	826	27	futuristic	futuristic	ADJ
bioscience-203	826	28	approach	approach	NOUN
bioscience-203	826	29	123	123	NUM
bioscience-203	826	30	.	.	PUNCT
bioscience-203	827	1	liu	liu	PROPN
bioscience-203	827	2	d	d	PROPN
bioscience-203	827	3	,	,	PUNCT
bioscience-203	827	4	ma	ma	PROPN
bioscience-203	827	5	y	y	PROPN
bioscience-203	827	6	,	,	PUNCT
bioscience-203	827	7	jiang	jiang	PROPN
bioscience-203	827	8	x	x	PROPN
bioscience-203	827	9	,	,	PUNCT
bioscience-203	827	10	he	he	PRON
bioscience-203	827	11	t.	t.	NOUN
bioscience-203	827	12	predicting	predict	VERB
bioscience-203	827	13	virus	virus	NOUN
bioscience-203	827	14	-	-	PUNCT
bioscience-203	827	15	host	host	NOUN
bioscience-203	827	16	association	association	NOUN
bioscience-203	827	17	by	by	ADP
bioscience-203	827	18	kernelized	kernelize	VERB
bioscience-203	827	19	logistic	logistic	ADJ
bioscience-203	827	20	matrix	matrix	NOUN
bioscience-203	827	21	factorization	factorization	NOUN
bioscience-203	827	22	and	and	CCONJ
bioscience-203	827	23	similarity	similarity	NOUN
bioscience-203	827	24	network	network	NOUN
bioscience-203	827	25	fusion	fusion	NOUN
bioscience-203	827	26	.	.	PUNCT
bioscience-203	828	1	bmc	bmc	ADJ
bioscience-203	828	2	bioinformatics	bioinformatics	NOUN
bioscience-203	828	3	.	.	PUNCT
bioscience-203	829	1	2019;20:110	2019;20:110	NUM
bioscience-203	829	2	.	.	PUNCT
bioscience-203	829	3	124	124	NUM
bioscience-203	829	4	.	.	PUNCT
bioscience-203	830	1	liu	liu	PROPN
bioscience-203	830	2	d	d	PROPN
bioscience-203	830	3	,	,	PUNCT
bioscience-203	830	4	hu	hu	PROPN
bioscience-203	830	5	x	x	PROPN
bioscience-203	830	6	,	,	PUNCT
bioscience-203	830	7	he	he	PRON
bioscience-203	830	8	t	t	PROPN
bioscience-203	830	9	,	,	PUNCT
bioscience-203	830	10	jiang	jiang	PROPN
bioscience-203	830	11	x.	x.	PROPN
bioscience-203	830	12	virus	virus	PROPN
bioscience-203	830	13	-	-	PUNCT
bioscience-203	830	14	host	host	NOUN
bioscience-203	830	15	association	association	NOUN
bioscience-203	830	16	prediction	prediction	NOUN
bioscience-203	830	17	by	by	ADP
bioscience-203	830	18	using	use	VERB
bioscience-203	830	19	kernelized	kernelize	VERB
bioscience-203	830	20	logistic	logistic	ADJ
bioscience-203	830	21	matrix	matrix	NOUN
bioscience-203	830	22	factorization	factorization	NOUN
bioscience-203	830	23	on	on	ADP
bioscience-203	830	24	heterogeneous	heterogeneous	ADJ
bioscience-203	830	25	networks	network	NOUN
bioscience-203	830	26	.	.	PUNCT
bioscience-203	831	1	2018:108	2018:108	NUM
bioscience-203	831	2	-	-	SYM
bioscience-203	831	3	13	13	NUM
bioscience-203	831	4	.	.	PUNCT
bioscience-203	832	1	125	125	NUM
bioscience-203	832	2	.	.	PUNCT
bioscience-203	833	1	leite	leite	PROPN
bioscience-203	833	2	dmc	dmc	PROPN
bioscience-203	833	3	,	,	PUNCT
bioscience-203	833	4	et	et	PROPN
bioscience-203	833	5	al	al	PROPN
bioscience-203	833	6	.	.	PUNCT
bioscience-203	833	7	exploration	exploration	NOUN
bioscience-203	833	8	of	of	ADP
bioscience-203	833	9	multiclass	multiclass	ADJ
bioscience-203	833	10	and	and	CCONJ
bioscience-203	833	11	one	one	NUM
bioscience-203	833	12	-	-	PUNCT
bioscience-203	833	13	class	class	NOUN
bioscience-203	833	14	learning	learning	NOUN
bioscience-203	833	15	methods	method	NOUN
bioscience-203	833	16	for	for	ADP
bioscience-203	833	17	prediction	prediction	NOUN
bioscience-203	833	18	of	of	ADP
bioscience-203	833	19	phage	phage	NOUN
bioscience-203	833	20	-	-	PUNCT
bioscience-203	833	21	bacteria	bacteria	NOUN
bioscience-203	833	22	interaction	interaction	NOUN
bioscience-203	833	23	at	at	ADP
bioscience-203	833	24	strain	strain	ADJ
bioscience-203	833	25	level	level	NOUN
bioscience-203	833	26	.	.	PUNCT
bioscience-203	834	1	2018:1818	2018:1818	X
bioscience-203	834	2	-	-	SYM
bioscience-203	834	3	25	25	NUM
bioscience-203	834	4	.	.	PUNCT
bioscience-203	835	1	126	126	NUM
bioscience-203	835	2	.	.	PUNCT
bioscience-203	836	1	zhang	zhang	PROPN
bioscience-203	836	2	r	r	PROPN
bioscience-203	836	3	,	,	PUNCT
bioscience-203	836	4	mirdita	mirdita	PROPN
bioscience-203	836	5	m	m	PROPN
bioscience-203	836	6	,	,	PUNCT
bioscience-203	836	7	karin	karin	PROPN
bioscience-203	836	8	el	el	PROPN
bioscience-203	836	9	,	,	PUNCT
bioscience-203	836	10	norroy	norroy	VERB
bioscience-203	836	11	c	c	NOUN
bioscience-203	836	12	,	,	PUNCT
bioscience-203	836	13	galiez	galiez	NOUN
bioscience-203	836	14	c	c	NOUN
bioscience-203	836	15	,	,	PUNCT
bioscience-203	836	16	söding	söde	VERB
bioscience-203	836	17	j.	j.	PROPN
bioscience-203	836	18	spacepharer	spacepharer	PROPN
bioscience-203	836	19	:	:	PUNCT
bioscience-203	836	20	sensitive	sensitive	ADJ
bioscience-203	836	21	identification	identification	NOUN
bioscience-203	836	22	of	of	ADP
bioscience-203	836	23	phages	phage	NOUN
bioscience-203	836	24	from	from	ADP
bioscience-203	836	25	crispr	crispr	ADJ
bioscience-203	836	26	spacers	spacer	NOUN
bioscience-203	836	27	in	in	ADP
bioscience-203	836	28	prokaryotic	prokaryotic	ADJ
bioscience-203	836	29	hosts	host	NOUN
bioscience-203	836	30	.	.	PUNCT
bioscience-203	837	1	bioinformatics	bioinformatics	NOUN
bioscience-203	837	2	.	.	PUNCT
bioscience-203	838	1	2021;37(19):3364	2021;37(19):3364	NUM
bioscience-203	838	2	-	-	SYM
bioscience-203	838	3	6	6	NUM
bioscience-203	838	4	.	.	PUNCT
bioscience-203	839	1	127	127	NUM
bioscience-203	839	2	.	.	PUNCT
bioscience-203	840	1	roux	roux	NOUN
bioscience-203	840	2	s	s	NOUN
bioscience-203	840	3	,	,	PUNCT
bioscience-203	840	4	enault	enault	NOUN
bioscience-203	840	5	f	f	PROPN
bioscience-203	840	6	,	,	PUNCT
bioscience-203	840	7	hurwitz	hurwitz	PROPN
bioscience-203	840	8	bl	bl	PROPN
bioscience-203	840	9	,	,	PUNCT
bioscience-203	840	10	sullivan	sullivan	PROPN
bioscience-203	840	11	mb	mb	PROPN
bioscience-203	840	12	.	.	PROPN
bioscience-203	840	13	virsorter	virsorter	NOUN
bioscience-203	840	14	:	:	PUNCT
bioscience-203	840	15	mining	mine	VERB
bioscience-203	840	16	viral	viral	ADJ
bioscience-203	840	17	signal	signal	NOUN
bioscience-203	840	18	from	from	ADP
bioscience-203	840	19	microbial	microbial	ADJ
bioscience-203	840	20	genomic	genomic	ADJ
bioscience-203	840	21	data	datum	NOUN
bioscience-203	840	22	.	.	PUNCT
bioscience-203	841	1	peerj	peerj	PROPN
bioscience-203	841	2	.	.	PUNCT
bioscience-203	842	1	2015;3	2015;3	NOUN
bioscience-203	842	2	:	:	PUNCT
bioscience-203	842	3	e985	e985	PROPN
bioscience-203	842	4	.	.	PROPN
bioscience-203	842	5	128	128	NUM
bioscience-203	842	6	.	.	PUNCT
bioscience-203	843	1	li	li	PROPN
bioscience-203	843	2	m	m	PROPN
bioscience-203	843	3	,	,	PUNCT
bioscience-203	843	4	et	et	PROPN
bioscience-203	843	5	al	al	PROPN
bioscience-203	843	6	.	.	PUNCT
bioscience-203	844	1	a	a	DET
bioscience-203	844	2	deep	deep	ADJ
bioscience-203	844	3	learning	learning	NOUN
bioscience-203	844	4	-	-	PUNCT
bioscience-203	844	5	based	base	VERB
bioscience-203	844	6	method	method	NOUN
bioscience-203	844	7	for	for	ADP
bioscience-203	844	8	identification	identification	NOUN
bioscience-203	844	9	of	of	ADP
bioscience-203	844	10	bacteriophage	bacteriophage	NOUN
bioscience-203	844	11	-	-	PUNCT
bioscience-203	844	12	host	host	NOUN
bioscience-203	844	13	interaction	interaction	NOUN
bioscience-203	844	14	.	.	PUNCT
bioscience-203	845	1	ieee	ieee	PROPN
bioscience-203	845	2	/	/	SYM
bioscience-203	845	3	acm	acm	PROPN
bioscience-203	845	4	transactions	transaction	NOUN
bioscience-203	845	5	on	on	ADP
bioscience-203	845	6	computational	computational	ADJ
bioscience-203	845	7	biology	biology	NOUN
bioscience-203	845	8	and	and	CCONJ
bioscience-203	845	9	bioinformatics	bioinformatics	NOUN
bioscience-203	845	10	.	.	PUNCT
bioscience-203	846	1	2020;18(5):1801	2020;18(5):1801	NUM
bioscience-203	846	2	-	-	SYM
bioscience-203	846	3	10	10	NUM
bioscience-203	846	4	.	.	PUNCT
bioscience-203	847	1	129	129	NUM
bioscience-203	847	2	.	.	PUNCT
bioscience-203	848	1	aggarwal	aggarwal	PROPN
bioscience-203	848	2	s	s	PART
bioscience-203	848	3	,	,	PUNCT
bioscience-203	848	4	dhall	dhall	NOUN
bioscience-203	848	5	a	a	NOUN
bioscience-203	848	6	,	,	PUNCT
bioscience-203	848	7	patiyal	patiyal	PROPN
bioscience-203	848	8	s	s	PROPN
bioscience-203	848	9	,	,	PUNCT
bioscience-203	848	10	choudhury	choudhury	PROPN
bioscience-203	848	11	s	s	PROPN
bioscience-203	848	12	,	,	PUNCT
bioscience-203	848	13	arora	arora	PROPN
bioscience-203	848	14	a	a	PROPN
bioscience-203	848	15	,	,	PUNCT
bioscience-203	848	16	raghava	raghava	ADJ
bioscience-203	848	17	gp	gp	NOUN
bioscience-203	848	18	.	.	PUNCT
bioscience-203	849	1	an	an	DET
bioscience-203	849	2	ensemble	ensemble	ADJ
bioscience-203	849	3	method	method	NOUN
bioscience-203	849	4	for	for	ADP
bioscience-203	849	5	prediction	prediction	NOUN
bioscience-203	849	6	of	of	ADP
bioscience-203	849	7	phagebased	phagebased	ADJ
bioscience-203	849	8	therapy	therapy	NOUN
bioscience-203	849	9	against	against	ADP
bioscience-203	849	10	bacterial	bacterial	ADJ
bioscience-203	849	11	infections	infection	NOUN
bioscience-203	849	12	.	.	PUNCT
bioscience-203	850	1	frontiers	frontier	NOUN
bioscience-203	850	2	in	in	ADP
bioscience-203	850	3	microbiology	microbiology	NOUN
bioscience-203	850	4	.	.	PUNCT
bioscience-203	851	1	2023;14:1148579	2023;14:1148579	NUM
bioscience-203	851	2	.	.	PUNCT
bioscience-203	851	3	130	130	NUM
bioscience-203	851	4	.	.	PUNCT
bioscience-203	852	1	coclet	coclet	PROPN
bioscience-203	852	2	c	c	NOUN
bioscience-203	852	3	,	,	PUNCT
bioscience-203	852	4	roux	roux	NOUN
bioscience-203	852	5	s.	s.	PROPN
bioscience-203	852	6	global	global	ADJ
bioscience-203	852	7	overview	overview	NOUN
bioscience-203	852	8	and	and	CCONJ
bioscience-203	852	9	major	major	ADJ
bioscience-203	852	10	challenges	challenge	NOUN
bioscience-203	852	11	of	of	ADP
bioscience-203	852	12	host	host	NOUN
bioscience-203	852	13	prediction	prediction	NOUN
bioscience-203	852	14	methods	method	NOUN
bioscience-203	852	15	for	for	ADP
bioscience-203	852	16	uncultivated	uncultivated	ADJ
bioscience-203	852	17	phages	phage	NOUN
bioscience-203	852	18	.	.	PUNCT
bioscience-203	853	1	current	current	ADJ
bioscience-203	853	2	opinion	opinion	NOUN
bioscience-203	853	3	in	in	ADP
bioscience-203	853	4	virology	virology	NOUN
bioscience-203	853	5	.	.	PUNCT
bioscience-203	854	1	2021;49:117	2021;49:117	NUM
bioscience-203	854	2	-	-	SYM
bioscience-203	854	3	26	26	NUM
bioscience-203	854	4	.	.	PUNCT
bioscience-203	855	1	131	131	NUM
bioscience-203	855	2	.	.	PUNCT
bioscience-203	856	1	hockenberry	hockenberry	PROPN
bioscience-203	856	2	aj	aj	PROPN
bioscience-203	856	3	,	,	PUNCT
bioscience-203	856	4	wilke	wilke	PROPN
bioscience-203	856	5	co.	co.	PROPN
bioscience-203	856	6	bacphlip	bacphlip	NOUN
bioscience-203	856	7	:	:	PUNCT
bioscience-203	856	8	predicting	predict	VERB
bioscience-203	856	9	bacteriophage	bacteriophage	NOUN
bioscience-203	856	10	lifestyle	lifestyle	NOUN
bioscience-203	856	11	from	from	ADP
bioscience-203	856	12	conserved	conserve	VERB
bioscience-203	856	13	protein	protein	NOUN
bioscience-203	856	14	domains	domain	NOUN
bioscience-203	856	15	.	.	PUNCT
bioscience-203	857	1	peerj	peerj	PROPN
bioscience-203	857	2	.	.	PUNCT
bioscience-203	858	1	2021;9	2021;9	NUM
bioscience-203	858	2	:	:	PUNCT
bioscience-203	858	3	e11396	e11396	PROPN
bioscience-203	858	4	.	.	NOUN
bioscience-203	859	1	132	132	NUM
bioscience-203	859	2	.	.	PUNCT
bioscience-203	860	1	mcnair	mcnair	PROPN
bioscience-203	860	2	k	k	PROPN
bioscience-203	860	3	,	,	PUNCT
bioscience-203	860	4	bailey	bailey	PROPN
bioscience-203	860	5	ba	ba	PROPN
bioscience-203	860	6	,	,	PUNCT
bioscience-203	860	7	edwards	edwards	PROPN
bioscience-203	860	8	ra	ra	PROPN
bioscience-203	860	9	.	.	PUNCT
bioscience-203	861	1	phacts	phact	NOUN
bioscience-203	861	2	,	,	PUNCT
bioscience-203	861	3	a	a	DET
bioscience-203	861	4	computational	computational	ADJ
bioscience-203	861	5	approach	approach	NOUN
bioscience-203	861	6	to	to	ADP
bioscience-203	861	7	classifying	classify	VERB
bioscience-203	861	8	the	the	DET
bioscience-203	861	9	lifestyle	lifestyle	NOUN
bioscience-203	861	10	of	of	ADP
bioscience-203	861	11	phages	phage	NOUN
bioscience-203	861	12	.	.	PUNCT
bioscience-203	862	1	bioinformatics	bioinformatics	NOUN
bioscience-203	862	2	.	.	PUNCT
bioscience-203	863	1	2012;28(5):614	2012;28(5):614	NUM
bioscience-203	863	2	-	-	SYM
bioscience-203	863	3	8	8	NUM
bioscience-203	863	4	.	.	PUNCT
bioscience-203	864	1	133	133	NUM
bioscience-203	864	2	.	.	PUNCT
bioscience-203	865	1	yukgehnaish	yukgehnaish	PROPN
bioscience-203	865	2	k	k	PROPN
bioscience-203	865	3	,	,	PUNCT
bioscience-203	865	4	et	et	PROPN
bioscience-203	865	5	al	al	PROPN
bioscience-203	865	6	.	.	PROPN
bioscience-203	865	7	phageleads	phageleads	PROPN
bioscience-203	865	8	:	:	PUNCT
bioscience-203	865	9	rapid	rapid	ADJ
bioscience-203	865	10	assessment	assessment	NOUN
bioscience-203	865	11	of	of	ADP
bioscience-203	865	12	phage	phage	NOUN
bioscience-203	865	13	therapeutic	therapeutic	ADJ
bioscience-203	865	14	suitability	suitability	NOUN
bioscience-203	865	15	using	use	VERB
bioscience-203	865	16	an	an	DET
bioscience-203	865	17	ensemble	ensemble	ADJ
bioscience-203	865	18	machine	machine	NOUN
bioscience-203	865	19	learning	learning	NOUN
bioscience-203	865	20	approach	approach	NOUN
bioscience-203	865	21	.	.	PUNCT
bioscience-203	866	1	viruses	virus	NOUN
bioscience-203	866	2	.	.	PUNCT
bioscience-203	867	1	2022;14(2):342	2022;14(2):342	NUM
bioscience-203	867	2	.	.	PUNCT
bioscience-203	868	1	134	134	NUM
bioscience-203	868	2	.	.	PUNCT
bioscience-203	869	1	sirén	sirén	PROPN
bioscience-203	869	2	k	k	PROPN
bioscience-203	869	3	,	,	PUNCT
bioscience-203	869	4	millard	millard	PROPN
bioscience-203	869	5	a	a	PROPN
bioscience-203	869	6	,	,	PUNCT
bioscience-203	869	7	petersen	petersen	PROPN
bioscience-203	869	8	b	b	PROPN
bioscience-203	869	9	,	,	PUNCT
bioscience-203	869	10	gilbert	gilbert	PROPN
bioscience-203	869	11	mtp	mtp	PROPN
bioscience-203	869	12	,	,	PUNCT
bioscience-203	869	13	clokie	clokie	PROPN
bioscience-203	869	14	mr	mr	PROPN
bioscience-203	869	15	,	,	PUNCT
bioscience-203	869	16	sicheritz	sicheritz	NOUN
bioscience-203	869	17	-	-	PUNCT
bioscience-203	869	18	pontén	pontén	NOUN
bioscience-203	869	19	t.	t.	NOUN
bioscience-203	869	20	rapid	rapid	ADJ
bioscience-203	869	21	discovery	discovery	NOUN
bioscience-203	869	22	of	of	ADP
bioscience-203	869	23	novel	novel	ADJ
bioscience-203	869	24	prophages	prophage	NOUN
bioscience-203	869	25	using	use	VERB
bioscience-203	869	26	biological	biological	ADJ
bioscience-203	869	27	feature	feature	NOUN
bioscience-203	869	28	engineering	engineering	NOUN
bioscience-203	869	29	and	and	CCONJ
bioscience-203	869	30	machine	machine	NOUN
bioscience-203	869	31	learning	learning	NOUN
bioscience-203	869	32	.	.	PUNCT
bioscience-203	870	1	nar	nar	NOUN
bioscience-203	870	2	genomics	genomic	NOUN
bioscience-203	870	3	and	and	CCONJ
bioscience-203	870	4	bioinformatics	bioinformatics	NOUN
bioscience-203	870	5	.	.	PUNCT
bioscience-203	871	1	2021;3(1):lqaa109	2021;3(1):lqaa109	NUM
bioscience-203	871	2	.	.	PUNCT
bioscience-203	872	1	135	135	NUM
bioscience-203	872	2	.	.	PUNCT
bioscience-203	873	1	jia	jia	PROPN
bioscience-203	873	2	b	b	PROPN
bioscience-203	873	3	,	,	PUNCT
bioscience-203	873	4	et	et	PROPN
bioscience-203	873	5	al	al	PROPN
bioscience-203	873	6	.	.	PROPN
bioscience-203	873	7	card	card	PROPN
bioscience-203	873	8	2017	2017	NUM
bioscience-203	873	9	:	:	PUNCT
bioscience-203	873	10	expansion	expansion	NOUN
bioscience-203	873	11	and	and	CCONJ
bioscience-203	873	12	model	model	ADJ
bioscience-203	873	13	-	-	ADJ
bioscience-203	873	14	centric	centric	ADJ
bioscience-203	873	15	curation	curation	NOUN
bioscience-203	873	16	of	of	ADP
bioscience-203	873	17	the	the	DET
bioscience-203	873	18	comprehensive	comprehensive	ADJ
bioscience-203	873	19	antibiotic	antibiotic	ADJ
bioscience-203	873	20	resistance	resistance	NOUN
bioscience-203	873	21	database	database	NOUN
bioscience-203	873	22	.	.	PUNCT
bioscience-203	874	1	nucleic	nucleic	ADJ
bioscience-203	874	2	acids	acid	NOUN
bioscience-203	874	3	research	research	NOUN
bioscience-203	874	4	.	.	PUNCT
bioscience-203	875	1	2016	2016	NUM
bioscience-203	875	2	:	:	PUNCT
bioscience-203	875	3	gkw1004	gkw1004	NOUN
bioscience-203	875	4	.	.	PUNCT
bioscience-203	876	1	136	136	NUM
bioscience-203	876	2	.	.	PUNCT
bioscience-203	877	1	kaminski	kaminski	PROPN
bioscience-203	877	2	j	j	PROPN
bioscience-203	877	3	,	,	PUNCT
bioscience-203	877	4	gibson	gibson	PROPN
bioscience-203	877	5	mk	mk	PROPN
bioscience-203	877	6	,	,	PUNCT
bioscience-203	877	7	franzosa	franzosa	PROPN
bioscience-203	877	8	ea	ea	PROPN
bioscience-203	877	9	,	,	PUNCT
bioscience-203	877	10	segata	segata	PROPN
bioscience-203	877	11	n	n	CCONJ
bioscience-203	877	12	,	,	PUNCT
bioscience-203	877	13	dantas	danta	NOUN
bioscience-203	877	14	g	g	NOUN
bioscience-203	877	15	,	,	PUNCT
bioscience-203	877	16	huttenhower	huttenhower	PROPN
bioscience-203	877	17	c.	c.	PROPN
bioscience-203	877	18	high	high	ADJ
bioscience-203	877	19	-	-	PUNCT
bioscience-203	877	20	specificity	specificity	NOUN
bioscience-203	877	21	targeted	target	VERB
bioscience-203	877	22	functional	functional	ADJ
bioscience-203	877	23	profiling	profiling	NOUN
bioscience-203	877	24	in	in	ADP
bioscience-203	877	25	microbial	microbial	ADJ
bioscience-203	877	26	communities	community	NOUN
bioscience-203	877	27	with	with	ADP
bioscience-203	877	28	shortbred	shortbre	VERB
bioscience-203	877	29	.	.	PUNCT
bioscience-203	878	1	plos	plos	PROPN
bioscience-203	878	2	computational	computational	ADJ
bioscience-203	878	3	biology	biology	NOUN
bioscience-203	878	4	.	.	PUNCT
bioscience-203	879	1	2015;11(12):e1004557	2015;11(12):e1004557	X
bioscience-203	879	2	.	.	PUNCT
bioscience-203	879	3	137	137	NUM
bioscience-203	879	4	.	.	PUNCT
bioscience-203	880	1	doster	doster	NOUN
bioscience-203	880	2	e	e	PROPN
bioscience-203	880	3	,	,	PUNCT
bioscience-203	880	4	et	et	PROPN
bioscience-203	880	5	al	al	PROPN
bioscience-203	880	6	.	.	PROPN
bioscience-203	880	7	megares	megare	NOUN
bioscience-203	880	8	2.0	2.0	NUM
bioscience-203	880	9	:	:	PUNCT
bioscience-203	880	10	a	a	DET
bioscience-203	880	11	database	database	NOUN
bioscience-203	880	12	for	for	ADP
bioscience-203	880	13	classification	classification	NOUN
bioscience-203	880	14	of	of	ADP
bioscience-203	880	15	antimicrobial	antimicrobial	ADJ
bioscience-203	880	16	drug	drug	NOUN
bioscience-203	880	17	,	,	PUNCT
bioscience-203	880	18	biocide	biocide	NOUN
bioscience-203	880	19	and	and	CCONJ
bioscience-203	880	20	metal	metal	NOUN
bioscience-203	880	21	resistance	resistance	NOUN
bioscience-203	880	22	determinants	determinant	NOUN
bioscience-203	880	23	in	in	ADP
bioscience-203	880	24	metagenomic	metagenomic	ADJ
bioscience-203	880	25	sequence	sequence	NOUN
bioscience-203	880	26	data	datum	NOUN
bioscience-203	880	27	.	.	PUNCT
bioscience-203	881	1	nucleic	nucleic	ADJ
bioscience-203	881	2	acids	acid	NOUN
bioscience-203	881	3	research	research	NOUN
bioscience-203	881	4	.	.	PUNCT
bioscience-203	882	1	2020;48(d1):d561	2020;48(d1):d561	X
bioscience-203	882	2	-	-	SYM
bioscience-203	882	3	9	9	NUM
bioscience-203	882	4	.	.	NUM
bioscience-203	882	5	138	138	NUM
bioscience-203	882	6	.	.	PUNCT
bioscience-203	883	1	chen	chen	PROPN
bioscience-203	883	2	l	l	PROPN
bioscience-203	883	3	,	,	PUNCT
bioscience-203	883	4	zheng	zheng	PROPN
bioscience-203	883	5	d	d	PROPN
bioscience-203	883	6	,	,	PUNCT
bioscience-203	883	7	liu	liu	PROPN
bioscience-203	883	8	b	b	PROPN
bioscience-203	883	9	,	,	PUNCT
bioscience-203	883	10	yang	yang	PROPN
bioscience-203	883	11	j	j	PROPN
bioscience-203	883	12	,	,	PUNCT
bioscience-203	883	13	jin	jin	PROPN
bioscience-203	883	14	q.	q.	PROPN
bioscience-203	883	15	vfdb	vfdb	PROPN
bioscience-203	883	16	2016	2016	NUM
bioscience-203	883	17	:	:	PUNCT
bioscience-203	883	18	hierarchical	hierarchical	ADJ
bioscience-203	883	19	and	and	CCONJ
bioscience-203	883	20	refined	refined	ADJ
bioscience-203	883	21	dataset	dataset	NOUN
bioscience-203	883	22	for	for	ADP
bioscience-203	883	23	big	big	ADJ
bioscience-203	883	24	data	datum	NOUN
bioscience-203	883	25	analysis10	analysis10	NOUN
bioscience-203	883	26	years	year	NOUN
bioscience-203	883	27	on	on	ADP
bioscience-203	883	28	.	.	PUNCT
bioscience-203	884	1	nucleic	nucleic	ADJ
bioscience-203	884	2	acids	acid	NOUN
bioscience-203	884	3	research	research	NOUN
bioscience-203	884	4	.	.	PUNCT
bioscience-203	885	1	2016;44(d1):d694	2016;44(d1):d694	X
bioscience-203	885	2	-	-	SYM
bioscience-203	885	3	7	7	NUM
bioscience-203	885	4	.	.	NOUN
bioscience-203	885	5	139	139	NUM
bioscience-203	885	6	.	.	PUNCT
bioscience-203	886	1	feldgarden	feldgarden	PROPN
bioscience-203	886	2	m	m	PROPN
bioscience-203	886	3	,	,	PUNCT
bioscience-203	886	4	et	et	PROPN
bioscience-203	886	5	al	al	PROPN
bioscience-203	886	6	.	.	PROPN
bioscience-203	886	7	amrfinderplus	amrfinderplus	PROPN
bioscience-203	886	8	and	and	CCONJ
bioscience-203	886	9	the	the	DET
bioscience-203	886	10	reference	reference	NOUN
bioscience-203	886	11	gene	gene	NOUN
bioscience-203	886	12	catalog	catalog	NOUN
bioscience-203	886	13	facilitate	facilitate	NOUN
bioscience-203	886	14	examination	examination	NOUN
bioscience-203	886	15	of	of	ADP
bioscience-203	886	16	the	the	DET
bioscience-203	886	17	genomic	genomic	ADJ
bioscience-203	886	18	links	link	NOUN
bioscience-203	886	19	among	among	ADP
bioscience-203	886	20	antimicrobial	antimicrobial	ADJ
bioscience-203	886	21	resistance	resistance	NOUN
bioscience-203	886	22	,	,	PUNCT
bioscience-203	886	23	stress	stress	NOUN
bioscience-203	886	24	response	response	NOUN
bioscience-203	886	25	,	,	PUNCT
bioscience-203	886	26	and	and	CCONJ
bioscience-203	886	27	virulence	virulence	NOUN
bioscience-203	886	28	.	.	PUNCT
bioscience-203	887	1	sci	sci	PROPN
bioscience-203	887	2	rep	rep	PROPN
bioscience-203	887	3	.	.	PROPN
bioscience-203	887	4	2021	2021	NUM
bioscience-203	887	5	jun;11(1):1	jun;11(1):1	PROPN
bioscience-203	887	6	.	.	PUNCT
bioscience-203	888	1	140	140	NUM
bioscience-203	888	2	.	.	PUNCT
bioscience-203	889	1	alcock	alcock	PROPN
bioscience-203	889	2	bp	bp	PROPN
bioscience-203	889	3	,	,	PUNCT
bioscience-203	889	4	et	et	PROPN
bioscience-203	889	5	al	al	PROPN
bioscience-203	889	6	.	.	PROPN
bioscience-203	889	7	card	card	PROPN
bioscience-203	889	8	2023	2023	NUM
bioscience-203	889	9	:	:	PUNCT
bioscience-203	889	10	expanded	expand	VERB
bioscience-203	889	11	curation	curation	NOUN
bioscience-203	889	12	,	,	PUNCT
bioscience-203	889	13	support	support	NOUN
bioscience-203	889	14	for	for	ADP
bioscience-203	889	15	machine	machine	NOUN
bioscience-203	889	16	learning	learning	NOUN
bioscience-203	889	17	,	,	PUNCT
bioscience-203	889	18	and	and	CCONJ
bioscience-203	889	19	resistome	resistome	NOUN
bioscience-203	889	20	prediction	prediction	NOUN
bioscience-203	889	21	at	at	ADP
bioscience-203	889	22	the	the	DET
bioscience-203	889	23	comprehensive	comprehensive	ADJ
bioscience-203	889	24	antibiotic	antibiotic	ADJ
bioscience-203	889	25	resistance	resistance	NOUN
bioscience-203	889	26	database	database	NOUN
bioscience-203	889	27	.	.	PUNCT
bioscience-203	890	1	nucleic	nucleic	ADJ
bioscience-203	890	2	acids	acid	NOUN
bioscience-203	890	3	res	re	NOUN
bioscience-203	890	4	.	.	PUNCT
bioscience-203	891	1	2023	2023	NUM
bioscience-203	891	2	jan;51(d1):d690	jan;51(d1):d690	PROPN
bioscience-203	891	3	-	-	PUNCT
bioscience-203	891	4	9	9	NUM
bioscience-203	891	5	.	.	NOUN
bioscience-203	891	6	141	141	NUM
bioscience-203	891	7	.	.	PUNCT
bioscience-203	892	1	sánchez	sánchez	PROPN
bioscience-203	892	2	-	-	PUNCT
bioscience-203	892	3	osuna	osuna	PROPN
bioscience-203	892	4	m	m	PROPN
bioscience-203	892	5	,	,	PUNCT
bioscience-203	892	6	barbé	barbé	PROPN
bioscience-203	892	7	j	j	PROPN
bioscience-203	892	8	,	,	PUNCT
bioscience-203	892	9	erill	erill	PROPN
bioscience-203	892	10	i.	i.	PROPN
bioscience-203	892	11	systematic	systematic	PROPN
bioscience-203	892	12	in	in	ADP
bioscience-203	892	13	silico	silico	NOUN
bioscience-203	892	14	assessment	assessment	NOUN
bioscience-203	892	15	of	of	ADP
bioscience-203	892	16	antimicrobial	antimicrobial	ADJ
bioscience-203	892	17	resistance	resistance	NOUN
bioscience-203	892	18	dissemination	dissemination	NOUN
bioscience-203	892	19	across	across	ADP
bioscience-203	892	20	the	the	DET
bioscience-203	892	21	global	global	ADJ
bioscience-203	892	22	plasmidome	plasmidome	NOUN
bioscience-203	892	23	.	.	PUNCT
bioscience-203	893	1	antibiotics	antibiotic	NOUN
bioscience-203	893	2	(	(	PUNCT
bioscience-203	893	3	basel	basel	PROPN
bioscience-203	893	4	)	)	PUNCT
bioscience-203	893	5	.	.	PUNCT
bioscience-203	894	1	2023	2023	NUM
bioscience-203	894	2	feb;12(2):281	feb;12(2):281	NOUN
bioscience-203	894	3	.	.	PROPN
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bioscience-203	894	5	.	.	PUNCT
bioscience-203	895	1	alcock	alcock	PROPN
bioscience-203	895	2	bp	bp	PROPN
bioscience-203	895	3	,	,	PUNCT
bioscience-203	895	4	et	et	PROPN
bioscience-203	895	5	al	al	PROPN
bioscience-203	895	6	.	.	PROPN
bioscience-203	895	7	card	card	PROPN
bioscience-203	895	8	2020	2020	NUM
bioscience-203	895	9	:	:	PUNCT
bioscience-203	895	10	antibiotic	antibiotic	ADJ
bioscience-203	895	11	resistome	resistome	NOUN
bioscience-203	895	12	surveillance	surveillance	NOUN
bioscience-203	895	13	with	with	ADP
bioscience-203	895	14	the	the	DET
bioscience-203	895	15	comprehensive	comprehensive	ADJ
bioscience-203	895	16	antibiotic	antibiotic	ADJ
bioscience-203	895	17	resistance	resistance	NOUN
bioscience-203	895	18	database	database	NOUN
bioscience-203	895	19	.	.	PUNCT
bioscience-203	896	1	nucleic	nucleic	ADJ
bioscience-203	896	2	acids	acid	NOUN
bioscience-203	896	3	res	re	NOUN
bioscience-203	896	4	.	.	PUNCT
bioscience-203	896	5	2020	2020	NUM
bioscience-203	897	1	jan;48(d1):d517	jan;48(d1):d517	PROPN
bioscience-203	897	2	-	-	PUNCT
bioscience-203	897	3	25	25	NUM
bioscience-203	897	4	.	.	PUNCT
bioscience-203	897	5	143	143	NUM
bioscience-203	897	6	.	.	PUNCT
bioscience-203	898	1	sherry	sherry	PROPN
bioscience-203	898	2	nl	nl	PROPN
bioscience-203	898	3	,	,	PUNCT
bioscience-203	898	4	et	et	PROPN
bioscience-203	898	5	al	al	PROPN
bioscience-203	898	6	.	.	PUNCT
bioscience-203	899	1	an	an	DET
bioscience-203	899	2	iso	iso	NOUN
bioscience-203	899	3	-	-	PUNCT
bioscience-203	899	4	certified	certify	VERB
bioscience-203	899	5	genomics	genomics	NOUN
bioscience-203	899	6	workflow	workflow	NOUN
bioscience-203	899	7	for	for	ADP
bioscience-203	899	8	identification	identification	NOUN
bioscience-203	899	9	and	and	CCONJ
bioscience-203	899	10	surveillance	surveillance	NOUN
bioscience-203	899	11	of	of	ADP
bioscience-203	899	12	antimicrobial	antimicrobial	ADJ
bioscience-203	899	13	resistance	resistance	NOUN
bioscience-203	899	14	.	.	PUNCT
bioscience-203	900	1	nat	nat	PROPN
bioscience-203	900	2	commun	commun	PROPN
bioscience-203	900	3	.	.	PUNCT
bioscience-203	901	1	2023	2023	NUM
bioscience-203	901	2	jan;14(1):1	jan;14(1):1	NOUN
bioscience-203	901	3	.	.	PUNCT
bioscience-203	902	1	144	144	NUM
bioscience-203	902	2	.	.	PUNCT
bioscience-203	902	3	coordinators	coordinators	PROPN
bioscience-203	902	4	nr	nr	PROPN
bioscience-203	902	5	.	.	PROPN
bioscience-203	902	6	database	database	NOUN
bioscience-203	902	7	resources	resource	NOUN
bioscience-203	902	8	of	of	ADP
bioscience-203	902	9	the	the	DET
bioscience-203	902	10	national	national	ADJ
bioscience-203	902	11	center	center	NOUN
bioscience-203	902	12	for	for	ADP
bioscience-203	902	13	biotechnology	biotechnology	NOUN
bioscience-203	902	14	information	information	NOUN
bioscience-203	902	15	.	.	PUNCT
bioscience-203	903	1	nucleic	nucleic	ADJ
bioscience-203	903	2	acids	acid	NOUN
bioscience-203	903	3	research	research	NOUN
bioscience-203	903	4	.	.	PUNCT
bioscience-203	904	1	2016	2016	NUM
bioscience-203	904	2	jan;44(d1):d7	jan;44(d1):d7	PROPN
bioscience-203	904	3	-	-	PUNCT
bioscience-203	904	4	d19	d19	PROPN
bioscience-203	904	5	.	.	PUNCT
bioscience-203	905	1	145	145	NUM
bioscience-203	905	2	.	.	PUNCT
bioscience-203	906	1	barman	barman	PROPN
bioscience-203	906	2	rk	rk	NOUN
bioscience-203	906	3	,	,	PUNCT
bioscience-203	906	4	chakrabarti	chakrabarti	PROPN
bioscience-203	906	5	ak	ak	PROPN
bioscience-203	906	6	,	,	PUNCT
bioscience-203	906	7	dutta	dutta	PROPN
bioscience-203	906	8	s.	s.	PROPN
bioscience-203	906	9	prediction	prediction	NOUN
bioscience-203	906	10	of	of	ADP
bioscience-203	906	11	phage	phage	NOUN
bioscience-203	906	12	virion	virion	NOUN
bioscience-203	906	13	proteins	protein	NOUN
bioscience-203	906	14	using	use	VERB
bioscience-203	906	15	machine	machine	NOUN
bioscience-203	906	16	learning	learning	NOUN
bioscience-203	906	17	methods	method	NOUN
bioscience-203	906	18	.	.	PUNCT
bioscience-203	907	1	molecules	molecule	NOUN
bioscience-203	907	2	.	.	PUNCT
bioscience-203	908	1	2023	2023	NUM
bioscience-203	908	2	feb;28(5):2238	feb;28(5):2238	PROPN
bioscience-203	908	3	.	.	PROPN
bioscience-203	908	4	146	146	NUM
bioscience-203	908	5	.	.	PUNCT
bioscience-203	908	6	yukgehnaish	yukgehnaish	PROPN
bioscience-203	909	1	k	k	PROPN
bioscience-203	909	2	,	,	PUNCT
bioscience-203	909	3	et	et	PROPN
bioscience-203	909	4	al	al	PROPN
bioscience-203	909	5	.	.	PROPN
bioscience-203	909	6	phageleads	phageleads	PROPN
bioscience-203	909	7	:	:	PUNCT
bioscience-203	909	8	rapid	rapid	ADJ
bioscience-203	909	9	assessment	assessment	NOUN
bioscience-203	909	10	of	of	ADP
bioscience-203	909	11	phage	phage	NOUN
bioscience-203	909	12	therapeutic	therapeutic	ADJ
bioscience-203	909	13	suitability	suitability	NOUN
bioscience-203	909	14	using	use	VERB
bioscience-203	909	15	an	an	DET
bioscience-203	909	16	ensemble	ensemble	ADJ
bioscience-203	909	17	machine	machine	NOUN
bioscience-203	909	18	learning	learning	NOUN
bioscience-203	909	19	approach	approach	NOUN
bioscience-203	909	20	.	.	PUNCT
bioscience-203	910	1	viruses	virus	NOUN
bioscience-203	910	2	.	.	PUNCT
bioscience-203	911	1	2022	2022	NUM
bioscience-203	911	2	feb;14(2):342	feb;14(2):342	NOUN
bioscience-203	911	3	.	.	PROPN
bioscience-203	912	1	147	147	NUM
bioscience-203	912	2	.	.	PUNCT
bioscience-203	913	1	leite	leite	PROPN
bioscience-203	913	2	dmc	dmc	PROPN
bioscience-203	913	3	,	,	PUNCT
bioscience-203	913	4	brochet	brochet	PROPN
bioscience-203	913	5	x	x	PROPN
bioscience-203	913	6	,	,	PUNCT
bioscience-203	913	7	resch	resch	PROPN
bioscience-203	913	8	g	g	PROPN
bioscience-203	913	9	,	,	PUNCT
bioscience-203	913	10	que	que	PROPN
bioscience-203	913	11	ya	ya	PROPN
bioscience-203	913	12	,	,	PUNCT
bioscience-203	913	13	neves	neve	VERB
bioscience-203	913	14	a	a	PRON
bioscience-203	913	15	,	,	PUNCT
bioscience-203	913	16	peñareyes	peñareyes	PROPN
bioscience-203	913	17	c.	c.	PROPN
bioscience-203	913	18	computational	computational	ADJ
bioscience-203	913	19	prediction	prediction	NOUN
bioscience-203	913	20	of	of	ADP
bioscience-203	913	21	inter	inter	ADJ
bioscience-203	913	22	-	-	ADJ
bioscience-203	913	23	species	species	ADJ
bioscience-203	913	24	relationships	relationship	NOUN
bioscience-203	913	25	through	through	ADP
bioscience-203	913	26	omics	omics	PROPN
bioscience-203	913	27	data	datum	NOUN
bioscience-203	913	28	analysis	analysis	NOUN
bioscience-203	913	29	and	and	CCONJ
bioscience-203	913	30	machine	machine	NOUN
bioscience-203	913	31	learning	learning	NOUN
bioscience-203	913	32	.	.	PUNCT
bioscience-203	914	1	bmc	bmc	ADJ
bioscience-203	914	2	bioinformatics	bioinformatics	NOUN
bioscience-203	914	3	.	.	PUNCT
bioscience-203	915	1	2018	2018	NUM
bioscience-203	915	2	nov;19(14):420	nov;19(14):420	PROPN
bioscience-203	915	3	.	.	PROPN
bioscience-203	915	4	148	148	NUM
bioscience-203	915	5	.	.	PUNCT
bioscience-203	916	1	li	li	PROPN
bioscience-203	916	2	y	y	PROPN
bioscience-203	916	3	,	,	PUNCT
bioscience-203	916	4	et	et	PROPN
bioscience-203	916	5	al	al	PROPN
bioscience-203	916	6	.	.	PROPN
bioscience-203	916	7	acrnet	acrnet	PROPN
bioscience-203	916	8	:	:	PUNCT
bioscience-203	916	9	predicting	predict	VERB
bioscience-203	916	10	anti	anti	ADJ
bioscience-203	916	11	-	-	ADJ
bioscience-203	916	12	crispr	crispr	ADJ
bioscience-203	916	13	with	with	ADP
bioscience-203	916	14	deep	deep	ADJ
bioscience-203	916	15	learning	learning	NOUN
bioscience-203	916	16	.	.	PUNCT
bioscience-203	917	1	bioinformatics	bioinformatics	NOUN
bioscience-203	917	2	.	.	PUNCT
bioscience-203	918	1	2023	2023	NUM
bioscience-203	918	2	may;39(5):btad259	may;39(5):btad259	NOUN
bioscience-203	918	3	.	.	PUNCT
bioscience-203	919	1	highlights	highlight	NOUN
bioscience-203	919	2	in	in	ADP
bioscience-203	919	3	bioscience	bioscience	NOUN
bioscience-203	919	4	page	page	NOUN
bioscience-203	919	5	17	17	NUM
bioscience-203	919	6	of	of	ADP
bioscience-203	919	7	18	18	NUM
bioscience-203	919	8	december	december	PROPN
bioscience-203	919	9	2023|volume	2023|volume	NUM
bioscience-203	919	10	6	6	NUM
bioscience-203	919	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	919	12	mary	mary	PROPN
bioscience-203	919	13	et	et	PROPN
bioscience-203	919	14	al	al	PROPN
bioscience-203	919	15	.	.	PROPN
bioscience-203	919	16	,	,	PUNCT
bioscience-203	919	17	2023	2023	NUM
bioscience-203	919	18	machine	machine	NOUN
bioscience-203	919	19	learning	learning	NOUN
bioscience-203	919	20	mediated	mediate	VERB
bioscience-203	919	21	advanced	advanced	ADJ
bioscience-203	919	22	phage	phage	NOUN
bioscience-203	919	23	and	and	CCONJ
bioscience-203	919	24	antimicrobial	antimicrobial	ADJ
bioscience-203	919	25	therapy	therapy	NOUN
bioscience-203	919	26	a	a	DET
bioscience-203	919	27	futuristic	futuristic	ADJ
bioscience-203	919	28	approach	approach	NOUN
bioscience-203	919	29	149	149	NUM
bioscience-203	919	30	.	.	PUNCT
bioscience-203	920	1	li	li	PROPN
bioscience-203	920	2	m	m	PROPN
bioscience-203	920	3	,	,	PUNCT
bioscience-203	920	4	et	et	PROPN
bioscience-203	920	5	al	al	PROPN
bioscience-203	920	6	.	.	PUNCT
bioscience-203	921	1	a	a	DET
bioscience-203	921	2	deep	deep	ADJ
bioscience-203	921	3	learning	learning	NOUN
bioscience-203	921	4	-	-	PUNCT
bioscience-203	921	5	based	base	VERB
bioscience-203	921	6	method	method	NOUN
bioscience-203	921	7	for	for	ADP
bioscience-203	921	8	identification	identification	NOUN
bioscience-203	921	9	of	of	ADP
bioscience-203	921	10	bacteriophage	bacteriophage	NOUN
bioscience-203	921	11	-	-	PUNCT
bioscience-203	921	12	host	host	NOUN
bioscience-203	921	13	interaction	interaction	NOUN
bioscience-203	921	14	.	.	PUNCT
bioscience-203	922	1	ieee	ieee	PROPN
bioscience-203	922	2	/	/	SYM
bioscience-203	922	3	acm	acm	PROPN
bioscience-203	922	4	trans	tran	NOUN
bioscience-203	922	5	comput	comput	PROPN
bioscience-203	922	6	biol	biol	NOUN
bioscience-203	922	7	bioinform	bioinform	NOUN
bioscience-203	922	8	.	.	PUNCT
bioscience-203	923	1	2021;18(5):1801	2021;18(5):1801	NUM
bioscience-203	923	2	-	-	SYM
bioscience-203	923	3	10	10	NUM
bioscience-203	923	4	.	.	PUNCT
bioscience-203	924	1	150	150	NUM
bioscience-203	924	2	.	.	PUNCT
bioscience-203	925	1	ouyang	ouyang	PROPN
bioscience-203	925	2	r	r	PROPN
bioscience-203	925	3	,	,	PUNCT
bioscience-203	925	4	et	et	PROPN
bioscience-203	925	5	al	al	PROPN
bioscience-203	925	6	.	.	PROPN
bioscience-203	925	7	high	high	ADJ
bioscience-203	925	8	-	-	PUNCT
bioscience-203	925	9	resolution	resolution	NOUN
bioscience-203	925	10	reconstruction	reconstruction	NOUN
bioscience-203	925	11	of	of	ADP
bioscience-203	925	12	a	a	DET
bioscience-203	925	13	jumbobacteriophage	jumbobacteriophage	NOUN
bioscience-203	925	14	infecting	infect	VERB
bioscience-203	925	15	capsulated	capsulate	VERB
bioscience-203	925	16	bacteria	bacteria	NOUN
bioscience-203	925	17	using	use	VERB
bioscience-203	925	18	hyperbranched	hyperbranche	VERB
bioscience-203	925	19	tail	tail	NOUN
bioscience-203	925	20	fibers	fiber	NOUN
bioscience-203	925	21	.	.	PUNCT
bioscience-203	926	1	nat	nat	PROPN
bioscience-203	926	2	commun	commun	PROPN
bioscience-203	926	3	.	.	PUNCT
bioscience-203	926	4	2022	2022	NUM
bioscience-203	926	5	nov;13(1):7241	nov;13(1):7241	PROPN
bioscience-203	926	6	.	.	PROPN
bioscience-203	926	7	151	151	NUM
bioscience-203	926	8	.	.	PUNCT
bioscience-203	927	1	arif	arif	PROPN
bioscience-203	927	2	m	m	PROPN
bioscience-203	927	3	,	,	PUNCT
bioscience-203	927	4	ali	ali	PROPN
bioscience-203	927	5	f	f	PROPN
bioscience-203	927	6	,	,	PUNCT
bioscience-203	927	7	ahmad	ahmad	PROPN
bioscience-203	927	8	s	s	PROPN
bioscience-203	927	9	,	,	PUNCT
bioscience-203	927	10	kabir	kabir	PROPN
bioscience-203	927	11	m	m	PROPN
bioscience-203	927	12	,	,	PUNCT
bioscience-203	927	13	ali	ali	PROPN
bioscience-203	927	14	z	z	PROPN
bioscience-203	927	15	,	,	PUNCT
bioscience-203	927	16	hayat	hayat	PROPN
bioscience-203	927	17	m.	m.	PROPN
bioscience-203	927	18	predbvp	predbvp	PROPN
bioscience-203	927	19	-	-	PUNCT
bioscience-203	927	20	unb	unb	NOUN
bioscience-203	927	21	:	:	PUNCT
bioscience-203	927	22	fast	fast	ADJ
bioscience-203	927	23	prediction	prediction	NOUN
bioscience-203	927	24	of	of	ADP
bioscience-203	927	25	bacteriophage	bacteriophage	NOUN
bioscience-203	927	26	virion	virion	NOUN
bioscience-203	927	27	proteins	protein	NOUN
bioscience-203	927	28	using	use	VERB
bioscience-203	927	29	un	un	ADJ
bioscience-203	927	30	-	-	ADJ
bioscience-203	927	31	biased	biased	ADJ
bioscience-203	927	32	multi	multi	ADJ
bioscience-203	927	33	-	-	ADJ
bioscience-203	927	34	perspective	perspective	ADJ
bioscience-203	927	35	properties	property	NOUN
bioscience-203	927	36	with	with	ADP
bioscience-203	927	37	recursive	recursive	ADJ
bioscience-203	927	38	feature	feature	NOUN
bioscience-203	927	39	elimination	elimination	NOUN
bioscience-203	927	40	.	.	PUNCT
bioscience-203	928	1	genomics	genomic	NOUN
bioscience-203	928	2	.	.	PUNCT
bioscience-203	929	1	2020	2020	NUM
bioscience-203	929	2	mar;112(2):1565	mar;112(2):1565	NOUN
bioscience-203	929	3	-	-	X
bioscience-203	929	4	74	74	NUM
bioscience-203	929	5	.	.	PUNCT
bioscience-203	930	1	152	152	NUM
bioscience-203	930	2	.	.	PUNCT
bioscience-203	931	1	li	li	PROPN
bioscience-203	931	2	m	m	PROPN
bioscience-203	931	3	,	,	PUNCT
bioscience-203	931	4	et	et	PROPN
bioscience-203	931	5	al	al	PROPN
bioscience-203	931	6	.	.	PUNCT
bioscience-203	932	1	a	a	DET
bioscience-203	932	2	deep	deep	ADJ
bioscience-203	932	3	learning	learning	NOUN
bioscience-203	932	4	-	-	PUNCT
bioscience-203	932	5	based	base	VERB
bioscience-203	932	6	method	method	NOUN
bioscience-203	932	7	for	for	ADP
bioscience-203	932	8	identification	identification	NOUN
bioscience-203	932	9	of	of	ADP
bioscience-203	932	10	bacteriophage	bacteriophage	NOUN
bioscience-203	932	11	-	-	PUNCT
bioscience-203	932	12	host	host	NOUN
bioscience-203	932	13	interaction	interaction	NOUN
bioscience-203	932	14	.	.	PUNCT
bioscience-203	933	1	ieee	ieee	PROPN
bioscience-203	933	2	/	/	SYM
bioscience-203	933	3	acm	acm	PROPN
bioscience-203	933	4	transactions	transaction	NOUN
bioscience-203	933	5	on	on	ADP
bioscience-203	933	6	computational	computational	ADJ
bioscience-203	933	7	biology	biology	NOUN
bioscience-203	933	8	and	and	CCONJ
bioscience-203	933	9	bioinformatics	bioinformatics	NOUN
bioscience-203	933	10	.	.	PUNCT
bioscience-203	934	1	2020;18(5):1801	2020;18(5):1801	NUM
bioscience-203	934	2	-	-	SYM
bioscience-203	934	3	10	10	NUM
bioscience-203	934	4	.	.	X
bioscience-203	934	5	153	153	NUM
bioscience-203	934	6	.	.	PUNCT
bioscience-203	935	1	andrade	andrade	PROPN
bioscience-203	935	2	-	-	PUNCT
bioscience-203	935	3	martínez	martínez	PROPN
bioscience-203	935	4	js	js	PROPN
bioscience-203	935	5	,	,	PUNCT
bioscience-203	935	6	et	et	PROPN
bioscience-203	935	7	al	al	PROPN
bioscience-203	935	8	.	.	PUNCT
bioscience-203	936	1	computational	computational	ADJ
bioscience-203	936	2	tools	tool	NOUN
bioscience-203	936	3	for	for	ADP
bioscience-203	936	4	the	the	DET
bioscience-203	936	5	analysis	analysis	NOUN
bioscience-203	936	6	of	of	ADP
bioscience-203	936	7	uncultivated	uncultivated	ADJ
bioscience-203	936	8	phage	phage	NOUN
bioscience-203	936	9	genomes	genome	NOUN
bioscience-203	936	10	.	.	PUNCT
bioscience-203	937	1	microbiology	microbiology	NOUN
bioscience-203	937	2	and	and	CCONJ
bioscience-203	937	3	molecular	molecular	ADJ
bioscience-203	937	4	biology	biology	NOUN
bioscience-203	937	5	reviews	review	NOUN
bioscience-203	937	6	.	.	PUNCT
bioscience-203	938	1	2022;86(2):e00004	2022;86(2):e00004	NUM
bioscience-203	938	2	-	-	SYM
bioscience-203	938	3	21	21	NUM
bioscience-203	938	4	.	.	PUNCT
bioscience-203	939	1	154	154	NUM
bioscience-203	939	2	.	.	PUNCT
bioscience-203	940	1	edwards	edwards	PROPN
bioscience-203	940	2	ra	ra	PROPN
bioscience-203	940	3	,	,	PUNCT
bioscience-203	940	4	mcnair	mcnair	PROPN
bioscience-203	940	5	k	k	PROPN
bioscience-203	940	6	,	,	PUNCT
bioscience-203	940	7	faust	faust	PROPN
bioscience-203	940	8	k	k	PROPN
bioscience-203	940	9	,	,	PUNCT
bioscience-203	940	10	raes	raes	PROPN
bioscience-203	940	11	j	j	PROPN
bioscience-203	940	12	,	,	PUNCT
bioscience-203	940	13	dutilh	dutilh	PROPN
bioscience-203	940	14	be	be	VERB
bioscience-203	940	15	.	.	PUNCT
bioscience-203	941	1	computational	computational	ADJ
bioscience-203	941	2	approaches	approach	NOUN
bioscience-203	941	3	to	to	PART
bioscience-203	941	4	predict	predict	VERB
bioscience-203	941	5	bacteriophagehost	bacteriophagehost	NOUN
bioscience-203	941	6	relationships	relationship	NOUN
bioscience-203	941	7	.	.	PUNCT
bioscience-203	942	1	fems	fems	PROPN
bioscience-203	942	2	microbiology	microbiology	NOUN
bioscience-203	942	3	reviews	review	NOUN
bioscience-203	942	4	.	.	PUNCT
bioscience-203	943	1	2016;40(2):258	2016;40(2):258	NUM
bioscience-203	943	2	-	-	SYM
bioscience-203	943	3	72	72	NUM
bioscience-203	943	4	.	.	PUNCT
bioscience-203	943	5	155	155	NUM
bioscience-203	943	6	.	.	PUNCT
bioscience-203	943	7	callanan	callanan	PROPN
bioscience-203	943	8	j	j	PROPN
bioscience-203	943	9	,	,	PUNCT
bioscience-203	943	10	stockdale	stockdale	PROPN
bioscience-203	943	11	sr	sr	PROPN
bioscience-203	943	12	,	,	PUNCT
bioscience-203	943	13	shkoporov	shkoporov	PROPN
bioscience-203	943	14	a	a	PROPN
bioscience-203	943	15	,	,	PUNCT
bioscience-203	943	16	draper	draper	PROPN
bioscience-203	943	17	la	la	PROPN
bioscience-203	943	18	,	,	PUNCT
bioscience-203	943	19	ross	ross	PROPN
bioscience-203	943	20	rp	rp	PROPN
bioscience-203	943	21	,	,	PUNCT
bioscience-203	943	22	hill	hill	PROPN
bioscience-203	943	23	c.	c.	PROPN
bioscience-203	943	24	expansion	expansion	NOUN
bioscience-203	943	25	of	of	ADP
bioscience-203	943	26	known	know	VERB
bioscience-203	943	27	ssrna	ssrna	NOUN
bioscience-203	943	28	phage	phage	NOUN
bioscience-203	943	29	genomes	genome	NOUN
bioscience-203	943	30	:	:	PUNCT
bioscience-203	943	31	from	from	ADP
bioscience-203	943	32	tens	ten	NOUN
bioscience-203	943	33	to	to	ADP
bioscience-203	943	34	over	over	ADP
bioscience-203	943	35	a	a	DET
bioscience-203	943	36	thousand	thousand	NUM
bioscience-203	943	37	.	.	PUNCT
bioscience-203	944	1	science	science	NOUN
bioscience-203	944	2	advances	advance	NOUN
bioscience-203	944	3	.	.	PUNCT
bioscience-203	945	1	2020;6(6):eaay5981	2020;6(6):eaay5981	NUM
bioscience-203	945	2	.	.	NOUN
bioscience-203	945	3	156	156	NUM
bioscience-203	945	4	.	.	PUNCT
bioscience-203	945	5	székely	székely	PROPN
bioscience-203	945	6	aj	aj	PROPN
bioscience-203	945	7	,	,	PUNCT
bioscience-203	945	8	breitbart	breitbart	PROPN
bioscience-203	945	9	m.	m.	NOUN
bioscience-203	945	10	single	single	ADV
bioscience-203	945	11	-	-	PUNCT
bioscience-203	945	12	stranded	strand	VERB
bioscience-203	945	13	dna	dna	NOUN
bioscience-203	945	14	phages	phage	NOUN
bioscience-203	945	15	:	:	PUNCT
bioscience-203	945	16	from	from	ADP
bioscience-203	945	17	early	early	ADJ
bioscience-203	945	18	molecular	molecular	ADJ
bioscience-203	945	19	biology	biology	NOUN
bioscience-203	945	20	tools	tool	NOUN
bioscience-203	945	21	to	to	ADP
bioscience-203	945	22	recent	recent	ADJ
bioscience-203	945	23	revolutions	revolution	NOUN
bioscience-203	945	24	in	in	ADP
bioscience-203	945	25	environmental	environmental	ADJ
bioscience-203	945	26	microbiology	microbiology	NOUN
bioscience-203	945	27	.	.	PUNCT
bioscience-203	946	1	fems	fems	PROPN
bioscience-203	946	2	microbiology	microbiology	NOUN
bioscience-203	946	3	letters	letter	NOUN
bioscience-203	946	4	.	.	PUNCT
bioscience-203	947	1	2016;363(6):fnw027	2016;363(6):fnw027	NUM
bioscience-203	947	2	.	.	PUNCT
bioscience-203	948	1	highlights	highlight	NOUN
bioscience-203	948	2	in	in	ADP
bioscience-203	948	3	bioscience	bioscience	NOUN
bioscience-203	948	4	page	page	NOUN
bioscience-203	948	5	18	18	NUM
bioscience-203	948	6	of	of	ADP
bioscience-203	948	7	18	18	NUM
bioscience-203	948	8	december	december	PROPN
bioscience-203	948	9	2023|volume	2023|volume	NUM
bioscience-203	948	10	6	6	NUM
bioscience-203	948	11	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-203	948	12	abstract	abstract	ADJ
bioscience-203	948	13	background	background	NOUN
bioscience-203	948	14	phage	phage	NOUN
bioscience-203	948	15	therapy	therapy	NOUN
bioscience-203	948	16	antimicrobial	antimicrobial	ADJ
bioscience-203	948	17	and	and	CCONJ
bioscience-203	948	18	phage	phage	NOUN
bioscience-203	948	19	resistance	resistance	NOUN
bioscience-203	948	20	machine	machine	NOUN
bioscience-203	948	21	learning	learn	VERB
bioscience-203	948	22	machine	machine	NOUN
bioscience-203	948	23	learning	learning	NOUN
bioscience-203	948	24	and	and	CCONJ
bioscience-203	948	25	antimicrobial	antimicrobial	ADJ
bioscience-203	948	26	resistance	resistance	NOUN
bioscience-203	948	27	machine	machine	NOUN
bioscience-203	948	28	learning	learn	VERB
bioscience-203	948	29	in	in	ADP
bioscience-203	948	30	phage	phage	NOUN
bioscience-203	948	31	therapy	therapy	NOUN
bioscience-203	948	32	databases	database	NOUN
bioscience-203	948	33	in	in	ADP
bioscience-203	948	34	antimicrobial	antimicrobial	ADJ
bioscience-203	948	35	resistance	resistance	NOUN
bioscience-203	948	36	and	and	CCONJ
bioscience-203	948	37	phage	phage	NOUN
bioscience-203	948	38	research	research	NOUN
bioscience-203	948	39	challenges	challenge	NOUN
bioscience-203	948	40	and	and	CCONJ
bioscience-203	948	41	opportunities	opportunitie	VERB
bioscience-203	948	42	acknowledgements	acknowledgement	NOUN