id	sid	tid	token	lemma	pos
bioscience-14	1	1	highlights	highlight	NOUN
bioscience-14	1	2	in	in	ADP
bioscience-14	1	3	bioscience	bioscience	NOUN
bioscience-14	1	4	;	;	PUNCT
bioscience-14	1	5	highlights	highlight	NOUN
bioscience-14	1	6	in	in	ADP
bioscience-14	1	7	bioscience	bioscience	PROPN
bioscience-14	1	8	issn	issn	PROPN
bioscience-14	1	9	:	:	PUNCT
bioscience-14	1	10	2682	2682	NUM
bioscience-14	1	11	-	-	SYM
bioscience-14	1	12	4043	4043	NUM
bioscience-14	1	13	doi:10.36462	doi:10.36462	NOUN
bioscience-14	1	14	/	/	SYM
bioscience-14	1	15	h.biosci.20201	h.biosci.20201	ADJ
bioscience-14	1	16	highlights	highlight	NOUN
bioscience-14	1	17	in	in	ADP
bioscience-14	1	18	bioscience	bioscience	NOUN
bioscience-14	1	19	march	march	PROPN
bioscience-14	1	20	2020|	2020|	NUM
bioscience-14	1	21	volume	volume	NOUN
bioscience-14	1	22	3	3	NUM
bioscience-14	1	23	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	NOUN
bioscience-14	1	24	page	page	NOUN
bioscience-14	1	25	1	1	NUM
bioscience-14	1	26	of	of	ADP
bioscience-14	1	27	3	3	NUM
bioscience-14	1	28	research	research	NOUN
bioscience-14	1	29	article	article	NOUN
bioscience-14	1	30	open	open	ADJ
bioscience-14	1	31	access	access	NOUN
bioscience-14	1	32	1	1	NUM
bioscience-14	1	33	department	department	NOUN
bioscience-14	1	34	of	of	ADP
bioscience-14	1	35	biodiversity	biodiversity	NOUN
bioscience-14	1	36	and	and	CCONJ
bioscience-14	1	37	crop	crop	NOUN
bioscience-14	1	38	improvement	improvement	NOUN
bioscience-14	1	39	,	,	PUNCT
bioscience-14	1	40	international	international	ADJ
bioscience-14	1	41	center	center	NOUN
bioscience-14	1	42	for	for	ADP
bioscience-14	1	43	agriculture	agriculture	NOUN
bioscience-14	1	44	research	research	NOUN
bioscience-14	1	45	in	in	ADP
bioscience-14	1	46	the	the	DET
bioscience-14	1	47	dry	dry	ADJ
bioscience-14	1	48	areas	area	NOUN
bioscience-14	1	49	(	(	PUNCT
bioscience-14	1	50	icarda	icarda	NOUN
bioscience-14	1	51	)	)	PUNCT
bioscience-14	1	52	,	,	PUNCT
bioscience-14	1	53	giza	giza	PROPN
bioscience-14	1	54	,	,	PUNCT
bioscience-14	1	55	egypt	egypt	PROPN
bioscience-14	1	56	.	.	PROPN
bioscience-14	2	1	2	2	NUM
bioscience-14	2	2	department	department	NOUN
bioscience-14	2	3	of	of	ADP
bioscience-14	2	4	genome	genome	NOUN
bioscience-14	2	5	mapping	mapping	NOUN
bioscience-14	2	6	,	,	PUNCT
bioscience-14	2	7	molecular	molecular	ADJ
bioscience-14	2	8	genetics	genetic	NOUN
bioscience-14	2	9	and	and	CCONJ
bioscience-14	2	10	genome	genome	NOUN
bioscience-14	2	11	mapping	mapping	NOUN
bioscience-14	2	12	laboratory	laboratory	NOUN
bioscience-14	2	13	,	,	PUNCT
bioscience-14	2	14	agricultural	agricultural	ADJ
bioscience-14	2	15	genetic	genetic	ADJ
bioscience-14	2	16	engineering	engineering	NOUN
bioscience-14	2	17	research	research	PROPN
bioscience-14	2	18	institute	institute	PROPN
bioscience-14	2	19	(	(	PUNCT
bioscience-14	2	20	ageri	ageri	PROPN
bioscience-14	2	21	)	)	PUNCT
bioscience-14	2	22	,	,	PUNCT
bioscience-14	2	23	giza	giza	PROPN
bioscience-14	2	24	,	,	PUNCT
bioscience-14	2	25	egypt	egypt	PROPN
bioscience-14	2	26	.	.	PROPN
bioscience-14	3	1	3	3	NUM
bioscience-14	3	2	department	department	NOUN
bioscience-14	3	3	of	of	ADP
bioscience-14	3	4	bioinformatics	bioinformatics	PROPN
bioscience-14	3	5	&	&	CCONJ
bioscience-14	3	6	computer	computer	NOUN
bioscience-14	3	7	networks	network	NOUN
bioscience-14	3	8	,	,	PUNCT
bioscience-14	3	9	ageri	ageri	PROPN
bioscience-14	3	10	,	,	PUNCT
bioscience-14	3	11	agricultural	agricultural	ADJ
bioscience-14	3	12	research	research	NOUN
bioscience-14	3	13	center	center	NOUN
bioscience-14	3	14	(	(	PUNCT
bioscience-14	3	15	arc	arc	NOUN
bioscience-14	3	16	)	)	PUNCT
bioscience-14	3	17	,	,	PUNCT
bioscience-14	3	18	giza	giza	PROPN
bioscience-14	3	19	,	,	PUNCT
bioscience-14	3	20	egypt	egypt	PROPN
bioscience-14	3	21	.	.	PUNCT
bioscience-14	4	1	contacts	contact	NOUN
bioscience-14	4	2	of	of	ADP
bioscience-14	4	3	authors	author	NOUN
bioscience-14	4	4	*	*	PUNCT
bioscience-14	4	5	to	to	PART
bioscience-14	4	6	whom	whom	PRON
bioscience-14	4	7	correspondence	correspondence	NOUN
bioscience-14	4	8	should	should	AUX
bioscience-14	4	9	be	be	AUX
bioscience-14	4	10	addressed	address	VERB
bioscience-14	4	11	:	:	PUNCT
bioscience-14	4	12	peter	peter	PROPN
bioscience-14	4	13	t.	t.	PROPN
bioscience-14	4	14	habib	habib	PROPN
bioscience-14	4	15	citation	citation	PROPN
bioscience-14	4	16	:	:	PUNCT
bioscience-14	4	17	habib	habib	PROPN
bioscience-14	4	18	p.t	p.t	PROPN
bioscience-14	4	19	.	.	PROPN
bioscience-14	4	20	,	,	PUNCT
bioscience-14	4	21	alsamman	alsamman	PROPN
bioscience-14	4	22	a.m.	a.m.	PROPN
bioscience-14	4	23	,	,	PUNCT
bioscience-14	4	24	hassanein	hassanein	PROPN
bioscience-14	4	25	s.e	s.e	PROPN
bioscience-14	4	26	.	.	PROPN
bioscience-14	4	27	,	,	PUNCT
bioscience-14	4	28	and	and	CCONJ
bioscience-14	4	29	hamwieh	hamwieh	ADJ
bioscience-14	4	30	a.	a.	NOUN
bioscience-14	4	31	(	(	PUNCT
bioscience-14	4	32	2020	2020	NUM
bioscience-14	4	33	)	)	PUNCT
bioscience-14	4	34	.	.	PUNCT
bioscience-14	5	1	developing	develop	VERB
bioscience-14	5	2	convolutional	convolutional	ADJ
bioscience-14	5	3	neural	neural	ADJ
bioscience-14	5	4	networks	network	NOUN
bioscience-14	5	5	-	-	PUNCT
bioscience-14	5	6	based	base	VERB
bioscience-14	5	7	system	system	NOUN
bioscience-14	5	8	for	for	ADP
bioscience-14	5	9	predicting	predict	VERB
bioscience-14	5	10	pneumonia	pneumonia	NOUN
bioscience-14	5	11	using	use	VERB
bioscience-14	5	12	x	x	NOUN
bioscience-14	5	13	-	-	NOUN
bioscience-14	5	14	radiography	radiography	NOUN
bioscience-14	5	15	image	image	NOUN
bioscience-14	5	16	.	.	PUNCT
bioscience-14	6	1	highlights	highlight	NOUN
bioscience-14	6	2	in	in	ADP
bioscience-14	6	3	bioscience	bioscience	NOUN
bioscience-14	6	4	,	,	PUNCT
bioscience-14	6	5	volume	volume	NOUN
bioscience-14	6	6	3	3	NUM
bioscience-14	6	7	.	.	PUNCT
bioscience-14	7	1	article	article	NOUN
bioscience-14	7	2	i	i	PROPN
bioscience-14	7	3	d	d	PROPN
bioscience-14	7	4	20201	20201	NUM
bioscience-14	7	5	,	,	PUNCT
bioscience-14	7	6	dio:10.36462	dio:10.36462	NOUN
bioscience-14	7	7	/	/	SYM
bioscience-14	7	8	h.biosci.20201	h.biosci.20201	PROPN
bioscience-14	7	9	received	receive	VERB
bioscience-14	7	10	:	:	PUNCT
bioscience-14	7	11	january	january	PROPN
bioscience-14	7	12	25	25	NUM
bioscience-14	7	13	,	,	PUNCT
bioscience-14	7	14	2020	2020	NUM
bioscience-14	7	15	accepted	accept	VERB
bioscience-14	7	16	:	:	PUNCT
bioscience-14	7	17	march	march	PROPN
bioscience-14	7	18	10	10	NUM
bioscience-14	7	19	,	,	PUNCT
bioscience-14	7	20	2020	2020	NUM
bioscience-14	7	21	published	publish	VERB
bioscience-14	7	22	:	:	PUNCT
bioscience-14	7	23	march	march	PROPN
bioscience-14	7	24	21	21	NUM
bioscience-14	7	25	,	,	PUNCT
bioscience-14	7	26	2020	2020	NUM
bioscience-14	7	27	copyright	copyright	NOUN
bioscience-14	7	28	:	:	PUNCT
bioscience-14	7	29	©	©	PROPN
bioscience-14	7	30	2020	2020	NUM
bioscience-14	7	31	habib	habib	PROPN
bioscience-14	7	32	et	et	PROPN
bioscience-14	7	33	al	al	PROPN
bioscience-14	7	34	.	.	PUNCT
bioscience-14	8	1	this	this	PRON
bioscience-14	8	2	is	be	AUX
bioscience-14	8	3	an	an	DET
bioscience-14	8	4	open	open	ADJ
bioscience-14	8	5	access	access	NOUN
bioscience-14	8	6	article	article	NOUN
bioscience-14	8	7	distributed	distribute	VERB
bioscience-14	8	8	under	under	ADP
bioscience-14	8	9	the	the	DET
bioscience-14	8	10	terms	term	NOUN
bioscience-14	8	11	of	of	ADP
bioscience-14	8	12	the	the	DET
bioscience-14	8	13	creative	creative	ADJ
bioscience-14	8	14	commons	common	NOUN
bioscience-14	8	15	attribution	attribution	NOUN
bioscience-14	8	16	license	license	NOUN
bioscience-14	8	17	,	,	PUNCT
bioscience-14	8	18	which	which	PRON
bioscience-14	8	19	permits	permit	VERB
bioscience-14	8	20	unrestricted	unrestricted	ADJ
bioscience-14	8	21	use	use	NOUN
bioscience-14	8	22	,	,	PUNCT
bioscience-14	8	23	distribution	distribution	NOUN
bioscience-14	8	24	,	,	PUNCT
bioscience-14	8	25	and	and	CCONJ
bioscience-14	8	26	reproduction	reproduction	NOUN
bioscience-14	8	27	in	in	ADP
bioscience-14	8	28	any	any	DET
bioscience-14	8	29	medium	medium	NOUN
bioscience-14	8	30	,	,	PUNCT
bioscience-14	8	31	provided	provide	VERB
bioscience-14	8	32	the	the	DET
bioscience-14	8	33	original	original	ADJ
bioscience-14	8	34	author	author	NOUN
bioscience-14	8	35	and	and	CCONJ
bioscience-14	8	36	source	source	NOUN
bioscience-14	8	37	are	be	AUX
bioscience-14	8	38	credited	credit	VERB
bioscience-14	8	39	.	.	PUNCT
bioscience-14	9	1	data	datum	NOUN
bioscience-14	9	2	availability	availability	NOUN
bioscience-14	9	3	statement	statement	NOUN
bioscience-14	9	4	:	:	PUNCT
bioscience-14	9	5	all	all	DET
bioscience-14	9	6	relevant	relevant	ADJ
bioscience-14	9	7	data	datum	NOUN
bioscience-14	9	8	are	be	AUX
bioscience-14	9	9	within	within	ADP
bioscience-14	9	10	the	the	DET
bioscience-14	9	11	paper	paper	NOUN
bioscience-14	9	12	and	and	CCONJ
bioscience-14	9	13	supplementary	supplementary	ADJ
bioscience-14	9	14	materials	material	NOUN
bioscience-14	9	15	funding	funding	NOUN
bioscience-14	9	16	:	:	PUNCT
bioscience-14	9	17	the	the	DET
bioscience-14	9	18	authors	author	NOUN
bioscience-14	9	19	have	have	VERB
bioscience-14	9	20	no	no	DET
bioscience-14	9	21	support	support	NOUN
bioscience-14	9	22	or	or	CCONJ
bioscience-14	9	23	funding	funding	NOUN
bioscience-14	9	24	to	to	PART
bioscience-14	9	25	report	report	VERB
bioscience-14	9	26	.	.	PUNCT
bioscience-14	10	1	competing	compete	VERB
bioscience-14	10	2	interests	interest	NOUN
bioscience-14	10	3	:	:	PUNCT
bioscience-14	10	4	the	the	DET
bioscience-14	10	5	authors	author	NOUN
bioscience-14	10	6	declare	declare	VERB
bioscience-14	10	7	that	that	SCONJ
bioscience-14	10	8	they	they	PRON
bioscience-14	10	9	have	have	VERB
bioscience-14	10	10	no	no	DET
bioscience-14	10	11	competing	compete	VERB
bioscience-14	10	12	interests	interest	NOUN
bioscience-14	10	13	developing	develop	VERB
bioscience-14	10	14	convolutional	convolutional	ADJ
bioscience-14	10	15	neural	neural	ADJ
bioscience-14	10	16	networks	network	NOUN
bioscience-14	10	17	-	-	PUNCT
bioscience-14	10	18	based	base	VERB
bioscience-14	10	19	system	system	NOUN
bioscience-14	10	20	for	for	ADP
bioscience-14	10	21	predicting	predict	VERB
bioscience-14	10	22	pneumonia	pneumonia	NOUN
bioscience-14	10	23	using	use	VERB
bioscience-14	10	24	x	x	NOUN
bioscience-14	10	25	-	-	NOUN
bioscience-14	10	26	radiography	radiography	NOUN
bioscience-14	10	27	image	image	NOUN
bioscience-14	10	28	peter	peter	PROPN
bioscience-14	10	29	t.	t.	PROPN
bioscience-14	10	30	habib	habib	PROPN
bioscience-14	10	31	*	*	PROPN
bioscience-14	10	32	1	1	NUM
bioscience-14	10	33	,	,	PUNCT
bioscience-14	10	34	alsamman	alsamman	NOUN
bioscience-14	10	35	m.	m.	NOUN
bioscience-14	10	36	alsamman2	alsamman2	PROPN
bioscience-14	10	37	,	,	PUNCT
bioscience-14	10	38	sameh	sameh	NOUN
bioscience-14	10	39	e.	e.	PROPN
bioscience-14	10	40	hassanein3	hassanein3	PROPN
bioscience-14	10	41	,	,	PUNCT
bioscience-14	10	42	and	and	CCONJ
bioscience-14	10	43	aladdin	aladdin	VERB
bioscience-14	10	44	hamwieh1	hamwieh1	PROPN
bioscience-14	10	45	abstract	abstract	ADJ
bioscience-14	10	46	pneumonia	pneumonia	NOUN
bioscience-14	10	47	is	be	AUX
bioscience-14	10	48	a	a	DET
bioscience-14	10	49	respiratory	respiratory	ADJ
bioscience-14	10	50	disease	disease	NOUN
bioscience-14	10	51	caused	cause	VERB
bioscience-14	10	52	by	by	ADP
bioscience-14	10	53	streptococcus	streptococcus	NOUN
bioscience-14	10	54	pneumoniae	pneumoniae	ADJ
bioscience-14	10	55	infection	infection	NOUN
bioscience-14	10	56	.	.	PUNCT
bioscience-14	11	1	it	it	PRON
bioscience-14	11	2	is	be	AUX
bioscience-14	11	3	a	a	DET
bioscience-14	11	4	life	life	NOUN
bioscience-14	11	5	-	-	PUNCT
bioscience-14	11	6	threatening	threaten	VERB
bioscience-14	11	7	disease	disease	NOUN
bioscience-14	11	8	that	that	PRON
bioscience-14	11	9	causes	cause	VERB
bioscience-14	11	10	a	a	DET
bioscience-14	11	11	high	high	ADJ
bioscience-14	11	12	mortality	mortality	NOUN
bioscience-14	11	13	rate	rate	NOUN
bioscience-14	11	14	for	for	ADP
bioscience-14	11	15	children	child	NOUN
bioscience-14	11	16	under	under	ADP
bioscience-14	11	17	5	5	NUM
bioscience-14	11	18	years	year	NOUN
bioscience-14	11	19	of	of	ADP
bioscience-14	11	20	age	age	NOUN
bioscience-14	11	21	every	every	DET
bioscience-14	11	22	year	year	NOUN
bioscience-14	11	23	.	.	PUNCT
bioscience-14	12	1	under	under	ADP
bioscience-14	12	2	such	such	ADJ
bioscience-14	12	3	circumstances	circumstance	NOUN
bioscience-14	12	4	,	,	PUNCT
bioscience-14	12	5	we	we	PRON
bioscience-14	12	6	have	have	VERB
bioscience-14	12	7	a	a	DET
bioscience-14	12	8	vital	vital	ADJ
bioscience-14	12	9	need	need	NOUN
bioscience-14	12	10	to	to	PART
bioscience-14	12	11	develop	develop	VERB
bioscience-14	12	12	an	an	DET
bioscience-14	12	13	appropriate	appropriate	ADJ
bioscience-14	12	14	and	and	CCONJ
bioscience-14	12	15	consistent	consistent	ADJ
bioscience-14	12	16	protocol	protocol	NOUN
bioscience-14	12	17	for	for	ADP
bioscience-14	12	18	the	the	DET
bioscience-14	12	19	identification	identification	NOUN
bioscience-14	12	20	and	and	CCONJ
bioscience-14	12	21	diagnosis	diagnosis	NOUN
bioscience-14	12	22	of	of	ADP
bioscience-14	12	23	pneumonia	pneumonia	NOUN
bioscience-14	12	24	.	.	PUNCT
bioscience-14	13	1	the	the	DET
bioscience-14	13	2	incorporation	incorporation	NOUN
bioscience-14	13	3	of	of	ADP
bioscience-14	13	4	computational	computational	ADJ
bioscience-14	13	5	approaches	approach	NOUN
bioscience-14	13	6	into	into	ADP
bioscience-14	13	7	the	the	DET
bioscience-14	13	8	diagnosis	diagnosis	NOUN
bioscience-14	13	9	of	of	ADP
bioscience-14	13	10	disease	disease	NOUN
bioscience-14	13	11	is	be	AUX
bioscience-14	13	12	extremely	extremely	ADV
bioscience-14	13	13	efficient	efficient	ADJ
bioscience-14	13	14	,	,	PUNCT
bioscience-14	13	15	promising	promising	ADJ
bioscience-14	13	16	and	and	CCONJ
bioscience-14	13	17	reliable	reliable	ADJ
bioscience-14	13	18	.	.	PUNCT
bioscience-14	14	1	our	our	PRON
bioscience-14	14	2	goal	goal	NOUN
bioscience-14	14	3	is	be	AUX
bioscience-14	14	4	to	to	PART
bioscience-14	14	5	integrate	integrate	VERB
bioscience-14	14	6	these	these	DET
bioscience-14	14	7	methods	method	NOUN
bioscience-14	14	8	into	into	ADP
bioscience-14	14	9	pneumonia	pneumonia	NOUN
bioscience-14	14	10	routine	routine	ADJ
bioscience-14	14	11	diagnosis	diagnosis	NOUN
bioscience-14	14	12	to	to	PART
bioscience-14	14	13	save	save	VERB
bioscience-14	14	14	countless	countless	ADJ
bioscience-14	14	15	lives	life	NOUN
bioscience-14	14	16	around	around	ADP
bioscience-14	14	17	the	the	DET
bioscience-14	14	18	world	world	NOUN
bioscience-14	14	19	.	.	PUNCT
bioscience-14	15	1	we	we	PRON
bioscience-14	15	2	used	use	VERB
bioscience-14	15	3	the	the	DET
bioscience-14	15	4	machine	machine	NOUN
bioscience-14	15	5	learning	learn	VERB
bioscience-14	15	6	algorithm	algorithm	NOUN
bioscience-14	15	7	of	of	ADP
bioscience-14	15	8	convolutional	convolutional	ADJ
bioscience-14	15	9	neural	neural	ADJ
bioscience-14	15	10	networks	network	NOUN
bioscience-14	15	11	(	(	PUNCT
bioscience-14	15	12	cnns	cnns	PROPN
bioscience-14	15	13	)	)	PUNCT
bioscience-14	15	14	to	to	PART
bioscience-14	15	15	identify	identify	VERB
bioscience-14	15	16	visual	visual	ADJ
bioscience-14	15	17	symptoms	symptom	NOUN
bioscience-14	15	18	of	of	ADP
bioscience-14	15	19	pneumonia	pneumonia	NOUN
bioscience-14	15	20	in	in	ADP
bioscience-14	15	21	x	x	ADJ
bioscience-14	15	22	-	-	NOUN
bioscience-14	15	23	ray	ray	ADJ
bioscience-14	15	24	radiographic	radiographic	ADJ
bioscience-14	15	25	images	image	NOUN
bioscience-14	15	26	and	and	CCONJ
bioscience-14	15	27	make	make	VERB
bioscience-14	15	28	a	a	DET
bioscience-14	15	29	diagnostic	diagnostic	ADJ
bioscience-14	15	30	decision	decision	NOUN
bioscience-14	15	31	.	.	PUNCT
bioscience-14	16	1	the	the	DET
bioscience-14	16	2	dataset	dataset	NOUN
bioscience-14	16	3	used	use	VERB
bioscience-14	16	4	to	to	PART
bioscience-14	16	5	construct	construct	VERB
bioscience-14	16	6	the	the	DET
bioscience-14	16	7	computational	computational	ADJ
bioscience-14	16	8	model	model	NOUN
bioscience-14	16	9	consists	consist	VERB
bioscience-14	16	10	of	of	ADP
bioscience-14	16	11	5844	5844	NUM
bioscience-14	16	12	x	x	NOUN
bioscience-14	16	13	-	-	NOUN
bioscience-14	16	14	ray	ray	NOUN
bioscience-14	16	15	images	image	NOUN
bioscience-14	16	16	belonging	belong	VERB
bioscience-14	16	17	to	to	ADP
bioscience-14	16	18	the	the	DET
bioscience-14	16	19	pneumonia	pneumonia	NOUN
bioscience-14	16	20	affected	affected	ADJ
bioscience-14	16	21	and	and	CCONJ
bioscience-14	16	22	normal	normal	ADJ
bioscience-14	16	23	individuals	individual	NOUN
bioscience-14	16	24	.	.	PUNCT
bioscience-14	17	1	our	our	PRON
bioscience-14	17	2	computational	computational	ADJ
bioscience-14	17	3	model	model	NOUN
bioscience-14	17	4	has	have	AUX
bioscience-14	17	5	been	be	AUX
bioscience-14	17	6	successful	successful	ADJ
bioscience-14	17	7	in	in	ADP
bioscience-14	17	8	identifying	identify	VERB
bioscience-14	17	9	pneumonia	pneumonia	NOUN
bioscience-14	17	10	patients	patient	NOUN
bioscience-14	17	11	with	with	ADP
bioscience-14	17	12	a	a	DET
bioscience-14	17	13	diagnosis	diagnosis	NOUN
bioscience-14	17	14	accuracy	accuracy	NOUN
bioscience-14	17	15	of	of	ADP
bioscience-14	17	16	84	84	NUM
bioscience-14	17	17	%	%	NOUN
bioscience-14	17	18	.	.	PUNCT
bioscience-14	18	1	our	our	PRON
bioscience-14	18	2	model	model	NOUN
bioscience-14	18	3	may	may	AUX
bioscience-14	18	4	increase	increase	VERB
bioscience-14	18	5	the	the	DET
bioscience-14	18	6	efficiency	efficiency	NOUN
bioscience-14	18	7	of	of	ADP
bioscience-14	18	8	the	the	DET
bioscience-14	18	9	pneumonia	pneumonia	NOUN
bioscience-14	18	10	diagnosis	diagnosis	NOUN
bioscience-14	18	11	process	process	NOUN
bioscience-14	18	12	and	and	CCONJ
bioscience-14	18	13	accelerate	accelerate	VERB
bioscience-14	18	14	pathogenicity	pathogenicity	NOUN
bioscience-14	18	15	studies	study	NOUN
bioscience-14	18	16	of	of	ADP
bioscience-14	18	17	the	the	DET
bioscience-14	18	18	disease	disease	NOUN
bioscience-14	18	19	.	.	PUNCT
bioscience-14	19	1	keywords	keyword	NOUN
bioscience-14	19	2	:	:	PUNCT
bioscience-14	19	3	cnns	cnns	PROPN
bioscience-14	19	4	,	,	PUNCT
bioscience-14	19	5	artificial	artificial	ADJ
bioscience-14	19	6	intelligence	intelligence	NOUN
bioscience-14	19	7	,	,	PUNCT
bioscience-14	19	8	pneumonia	pneumonia	NOUN
bioscience-14	19	9	,	,	PUNCT
bioscience-14	19	10	disease	disease	NOUN
bioscience-14	19	11	diagnosis	diagnosis	NOUN
bioscience-14	19	12	.	.	PUNCT
bioscience-14	20	1	introduction	introduction	NOUN
bioscience-14	20	2	pneumonia	pneumonia	NOUN
bioscience-14	20	3	is	be	AUX
bioscience-14	20	4	a	a	DET
bioscience-14	20	5	bacterial	bacterial	ADJ
bioscience-14	20	6	disorder	disorder	NOUN
bioscience-14	20	7	that	that	PRON
bioscience-14	20	8	causes	cause	VERB
bioscience-14	20	9	severe	severe	ADJ
bioscience-14	20	10	symptoms	symptom	NOUN
bioscience-14	20	11	such	such	ADJ
bioscience-14	20	12	as	as	ADP
bioscience-14	20	13	grunting	grunt	VERB
bioscience-14	20	14	,	,	PUNCT
bioscience-14	20	15	chest	chest	NOUN
bioscience-14	20	16	retraction	retraction	NOUN
bioscience-14	20	17	,	,	PUNCT
bioscience-14	20	18	central	central	ADJ
bioscience-14	20	19	cyanosis	cyanosis	NOUN
bioscience-14	20	20	,	,	PUNCT
bioscience-14	20	21	obtundation	obtundation	NOUN
bioscience-14	20	22	,	,	PUNCT
bioscience-14	20	23	lethargy	lethargy	NOUN
bioscience-14	20	24	,	,	PUNCT
bioscience-14	20	25	convulsions	convulsion	NOUN
bioscience-14	20	26	and	and	CCONJ
bioscience-14	20	27	inability	inability	NOUN
bioscience-14	20	28	to	to	PART
bioscience-14	20	29	feed	feed	VERB
bioscience-14	20	30	or	or	CCONJ
bioscience-14	20	31	drink	drink	VERB
bioscience-14	20	32	[	[	X
bioscience-14	20	33	1,2	1,2	NUM
bioscience-14	20	34	]	]	PUNCT
bioscience-14	20	35	.	.	PUNCT
bioscience-14	21	1	each	each	DET
bioscience-14	21	2	year	year	NOUN
bioscience-14	21	3	about	about	ADV
bioscience-14	21	4	1,400	1,400	NUM
bioscience-14	21	5	cases	case	NOUN
bioscience-14	21	6	of	of	ADP
bioscience-14	21	7	pneumonia	pneumonia	NOUN
bioscience-14	21	8	occur	occur	VERB
bioscience-14	21	9	in	in	ADP
bioscience-14	21	10	100,000	100,000	NUM
bioscience-14	21	11	children	child	NOUN
bioscience-14	21	12	with	with	ADP
bioscience-14	21	13	around	around	ADV
bioscience-14	21	14	1	1	NUM
bioscience-14	21	15	in	in	ADP
bioscience-14	21	16	71	71	NUM
bioscience-14	21	17	babies	baby	NOUN
bioscience-14	21	18	.	.	PUNCT
bioscience-14	22	1	according	accord	VERB
bioscience-14	22	2	to	to	ADP
bioscience-14	22	3	a	a	DET
bioscience-14	22	4	recent	recent	ADJ
bioscience-14	22	5	study	study	NOUN
bioscience-14	22	6	,	,	PUNCT
bioscience-14	22	7	pneumonia	pneumonia	NOUN
bioscience-14	22	8	claimed	claim	VERB
bioscience-14	22	9	the	the	DET
bioscience-14	22	10	lives	life	NOUN
bioscience-14	22	11	of	of	ADP
bioscience-14	22	12	over	over	ADP
bioscience-14	22	13	800,000	800,000	NUM
bioscience-14	22	14	children	child	NOUN
bioscience-14	22	15	under	under	ADP
bioscience-14	22	16	the	the	DET
bioscience-14	22	17	age	age	NOUN
bioscience-14	22	18	of	of	ADP
bioscience-14	22	19	five	five	NUM
bioscience-14	22	20	last	last	ADJ
bioscience-14	22	21	year	year	NOUN
bioscience-14	22	22	,	,	PUNCT
bioscience-14	22	23	or	or	CCONJ
bioscience-14	22	24	one	one	NUM
bioscience-14	22	25	child	child	NOUN
bioscience-14	22	26	every	every	DET
bioscience-14	22	27	39	39	NUM
bioscience-14	22	28	seconds	second	NOUN
bioscience-14	23	1	[	[	X
bioscience-14	23	2	3	3	NUM
bioscience-14	23	3	]	]	PUNCT
bioscience-14	23	4	.	.	PUNCT
bioscience-14	24	1	according	accord	VERB
bioscience-14	24	2	to	to	ADP
bioscience-14	24	3	the	the	DET
bioscience-14	24	4	american	american	PROPN
bioscience-14	24	5	lung	lung	PROPN
bioscience-14	24	6	association	association	PROPN
bioscience-14	24	7	,	,	PUNCT
bioscience-14	24	8	pneumonia	pneumonia	NOUN
bioscience-14	24	9	can	can	AUX
bioscience-14	24	10	be	be	AUX
bioscience-14	24	11	diagnosed	diagnose	VERB
bioscience-14	24	12	in	in	ADP
bioscience-14	24	13	various	various	ADJ
bioscience-14	24	14	ways	way	NOUN
bioscience-14	24	15	,	,	PUNCT
bioscience-14	24	16	including	include	VERB
bioscience-14	24	17	a	a	DET
bioscience-14	24	18	blood	blood	NOUN
bioscience-14	24	19	examination	examination	NOUN
bioscience-14	24	20	,	,	PUNCT
bioscience-14	24	21	pulse	pulse	NOUN
bioscience-14	24	22	oximetry	oximetry	NOUN
bioscience-14	24	23	,	,	PUNCT
bioscience-14	24	24	sputum	sputum	NOUN
bioscience-14	24	25	analysis	analysis	NOUN
bioscience-14	24	26	on	on	ADP
bioscience-14	24	27	a	a	DET
bioscience-14	24	28	sample	sample	NOUN
bioscience-14	24	29	of	of	ADP
bioscience-14	24	30	mucus	mucus	NOUN
bioscience-14	24	31	,	,	PUNCT
bioscience-14	24	32	arterial	arterial	ADJ
bioscience-14	24	33	blood	blood	NOUN
bioscience-14	24	34	gas	gas	NOUN
bioscience-14	24	35	examination	examination	NOUN
bioscience-14	24	36	,	,	PUNCT
bioscience-14	24	37	pleural	pleural	ADJ
bioscience-14	24	38	fluid	fluid	ADJ
bioscience-14	24	39	culture	culture	NOUN
bioscience-14	24	40	,	,	PUNCT
bioscience-14	24	41	or	or	CCONJ
bioscience-14	24	42	bronchoscopy	bronchoscopy	NOUN
bioscience-14	24	43	[	[	X
bioscience-14	24	44	4	4	NUM
bioscience-14	24	45	]	]	PUNCT
bioscience-14	24	46	.	.	PUNCT
bioscience-14	25	1	despite	despite	SCONJ
bioscience-14	25	2	the	the	DET
bioscience-14	25	3	many	many	ADJ
bioscience-14	25	4	methods	method	NOUN
bioscience-14	25	5	available	available	ADJ
bioscience-14	25	6	to	to	PART
bioscience-14	25	7	diagnose	diagnose	VERB
bioscience-14	25	8	pneumonia	pneumonia	NOUN
bioscience-14	25	9	,	,	PUNCT
bioscience-14	25	10	chest	chest	NOUN
bioscience-14	25	11	radiography	radiography	NOUN
bioscience-14	25	12	remains	remain	VERB
bioscience-14	25	13	the	the	DET
bioscience-14	25	14	main	main	ADJ
bioscience-14	25	15	method	method	NOUN
bioscience-14	25	16	used	use	VERB
bioscience-14	25	17	for	for	ADP
bioscience-14	25	18	diagnosis	diagnosis	NOUN
bioscience-14	25	19	.	.	PUNCT
bioscience-14	26	1	although	although	SCONJ
bioscience-14	26	2	x	x	NOUN
bioscience-14	26	3	-	-	NOUN
bioscience-14	26	4	rays	ray	NOUN
bioscience-14	26	5	are	be	AUX
bioscience-14	26	6	commonly	commonly	ADV
bioscience-14	26	7	used	use	VERB
bioscience-14	26	8	,	,	PUNCT
bioscience-14	26	9	it	it	PRON
bioscience-14	26	10	is	be	AUX
bioscience-14	26	11	difficult	difficult	ADJ
bioscience-14	26	12	to	to	PART
bioscience-14	26	13	diagnose	diagnose	VERB
bioscience-14	26	14	them	they	PRON
bioscience-14	26	15	based	base	VERB
bioscience-14	26	16	solely	solely	ADV
bioscience-14	26	17	on	on	ADP
bioscience-14	26	18	these	these	DET
bioscience-14	26	19	images	image	NOUN
bioscience-14	26	20	.	.	PUNCT
bioscience-14	27	1	perusing	peruse	VERB
bioscience-14	27	2	these	these	DET
bioscience-14	27	3	images	image	NOUN
bioscience-14	27	4	is	be	AUX
bioscience-14	27	5	a	a	DET
bioscience-14	27	6	bottleneck	bottleneck	NOUN
bioscience-14	27	7	problem	problem	NOUN
bioscience-14	27	8	because	because	SCONJ
bioscience-14	27	9	the	the	DET
bioscience-14	27	10	area	area	NOUN
bioscience-14	27	11	or	or	CCONJ
bioscience-14	27	12	areas	area	NOUN
bioscience-14	27	13	of	of	ADP
bioscience-14	27	14	increased	increase	VERB
bioscience-14	27	15	opacity	opacity	NOUN
bioscience-14	27	16	are	be	AUX
bioscience-14	27	17	usually	usually	ADV
bioscience-14	27	18	determined	determine	VERB
bioscience-14	27	19	by	by	ADP
bioscience-14	27	20	pneumonia	pneumonia	NOUN
bioscience-14	27	21	[	[	X
bioscience-14	27	22	5,6	5,6	NUM
bioscience-14	27	23	]	]	PUNCT
bioscience-14	27	24	.	.	PUNCT
bioscience-14	28	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
bioscience-14	28	2	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-14	28	3	https://doi.org/10.36462/h.biosci.20201	https://doi.org/10.36462/h.biosci.20201	VERB
bioscience-14	28	4	https://doi.org/10.36462/h.biosci.20201	https://doi.org/10.36462/h.biosci.20201	VERB
bioscience-14	28	5	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-14	28	6	habib	habib	PROPN
bioscience-14	28	7	et	et	PROPN
bioscience-14	28	8	al	al	PROPN
bioscience-14	28	9	.	.	PROPN
bioscience-14	28	10	,	,	PUNCT
bioscience-14	28	11	2020	2020	NUM
bioscience-14	28	12	convolutional	convolutional	ADJ
bioscience-14	28	13	nn	nn	NOUN
bioscience-14	28	14	-	-	PUNCT
bioscience-14	28	15	based	base	VERB
bioscience-14	28	16	system	system	NOUN
bioscience-14	28	17	for	for	ADP
bioscience-14	28	18	pneumonia	pneumonia	NOUN
bioscience-14	28	19	using	use	VERB
bioscience-14	28	20	radiography	radiography	NOUN
bioscience-14	28	21	highlights	highlight	NOUN
bioscience-14	28	22	in	in	ADP
bioscience-14	28	23	bioscience	bioscience	PROPN
bioscience-14	28	24	march	march	PROPN
bioscience-14	28	25	2020|	2020|	NUM
bioscience-14	29	1	volume	volume	NOUN
bioscience-14	29	2	3	3	NUM
bioscience-14	29	3	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	NOUN
bioscience-14	29	4	page	page	NOUN
bioscience-14	29	5	2	2	NUM
bioscience-14	29	6	of	of	ADP
bioscience-14	29	7	3	3	NUM
bioscience-14	29	8	in	in	ADP
bioscience-14	29	9	fact	fact	NOUN
bioscience-14	29	10	,	,	PUNCT
bioscience-14	29	11	accuracy	accuracy	NOUN
bioscience-14	29	12	of	of	ADP
bioscience-14	29	13	the	the	DET
bioscience-14	29	14	diagnosis	diagnosis	NOUN
bioscience-14	29	15	of	of	ADP
bioscience-14	29	16	pneumonia	pneumonia	NOUN
bioscience-14	29	17	is	be	AUX
bioscience-14	29	18	very	very	ADV
bioscience-14	29	19	limited	limited	ADJ
bioscience-14	29	20	due	due	ADP
bioscience-14	29	21	to	to	ADP
bioscience-14	29	22	certain	certain	ADJ
bioscience-14	29	23	causes	cause	NOUN
bioscience-14	29	24	of	of	ADP
bioscience-14	29	25	opacity	opacity	NOUN
bioscience-14	29	26	which	which	PRON
bioscience-14	29	27	are	be	AUX
bioscience-14	29	28	difficult	difficult	ADJ
bioscience-14	29	29	to	to	PART
bioscience-14	29	30	account	account	VERB
bioscience-14	29	31	for	for	ADP
bioscience-14	29	32	.	.	PUNCT
bioscience-14	30	1	in	in	ADP
bioscience-14	30	2	this	this	DET
bioscience-14	30	3	regard	regard	NOUN
bioscience-14	30	4	,	,	PUNCT
bioscience-14	30	5	many	many	ADJ
bioscience-14	30	6	advances	advance	NOUN
bioscience-14	30	7	have	have	AUX
bioscience-14	30	8	been	be	AUX
bioscience-14	30	9	achieved	achieve	VERB
bioscience-14	30	10	by	by	ADP
bioscience-14	30	11	the	the	DET
bioscience-14	30	12	application	application	NOUN
bioscience-14	30	13	of	of	ADP
bioscience-14	30	14	machine	machine	NOUN
bioscience-14	30	15	learning	learning	NOUN
bioscience-14	30	16	(	(	PUNCT
bioscience-14	30	17	ml	ml	NOUN
bioscience-14	30	18	)	)	PUNCT
bioscience-14	30	19	techniques	technique	NOUN
bioscience-14	30	20	in	in	ADP
bioscience-14	30	21	medical	medical	ADJ
bioscience-14	30	22	diagnosis	diagnosis	NOUN
bioscience-14	30	23	.	.	PUNCT
bioscience-14	31	1	the	the	DET
bioscience-14	31	2	development	development	NOUN
bioscience-14	31	3	of	of	ADP
bioscience-14	31	4	an	an	DET
bioscience-14	31	5	artificial	artificial	ADJ
bioscience-14	31	6	intelligence	intelligence	NOUN
bioscience-14	31	7	pneumonia	pneumonia	NOUN
bioscience-14	31	8	diagnostic	diagnostic	ADJ
bioscience-14	31	9	framework	framework	NOUN
bioscience-14	31	10	has	have	AUX
bioscience-14	31	11	recently	recently	ADV
bioscience-14	31	12	become	become	VERB
bioscience-14	31	13	a	a	DET
bioscience-14	31	14	hot	hot	ADJ
bioscience-14	31	15	topic	topic	NOUN
bioscience-14	31	16	in	in	ADP
bioscience-14	31	17	medical	medical	ADJ
bioscience-14	31	18	bioinformatics	bioinformatic	NOUN
bioscience-14	31	19	.	.	PUNCT
bioscience-14	32	1	such	such	ADJ
bioscience-14	32	2	frameworks	framework	NOUN
bioscience-14	32	3	may	may	AUX
bioscience-14	32	4	help	help	VERB
bioscience-14	32	5	radiologists	radiologist	NOUN
bioscience-14	32	6	interpret	interpret	VERB
bioscience-14	32	7	medical	medical	ADJ
bioscience-14	32	8	images	image	NOUN
bioscience-14	32	9	using	use	VERB
bioscience-14	32	10	additional	additional	ADJ
bioscience-14	32	11	perspectives	perspective	NOUN
bioscience-14	32	12	developed	develop	VERB
bioscience-14	32	13	by	by	ADP
bioscience-14	32	14	computer	computer	NOUN
bioscience-14	32	15	systems	system	NOUN
bioscience-14	32	16	[	[	X
bioscience-14	32	17	7	7	X
bioscience-14	32	18	]	]	PUNCT
bioscience-14	32	19	⁠	⁠	NOUN
bioscience-14	32	20	.	.	PUNCT
bioscience-14	33	1	continuous	continuous	ADJ
bioscience-14	33	2	improvement	improvement	NOUN
bioscience-14	33	3	of	of	ADP
bioscience-14	33	4	such	such	ADJ
bioscience-14	33	5	frameworks	framework	NOUN
bioscience-14	33	6	using	use	VERB
bioscience-14	33	7	new	new	ADJ
bioscience-14	33	8	ml	ml	NOUN
bioscience-14	33	9	algorithms	algorithm	NOUN
bioscience-14	33	10	and	and	CCONJ
bioscience-14	33	11	techniques	technique	NOUN
bioscience-14	33	12	could	could	AUX
bioscience-14	33	13	provide	provide	VERB
bioscience-14	33	14	more	more	ADJ
bioscience-14	33	15	accuracy	accuracy	NOUN
bioscience-14	33	16	and	and	CCONJ
bioscience-14	33	17	ease	ease	NOUN
bioscience-14	33	18	of	of	ADP
bioscience-14	33	19	use	use	NOUN
bioscience-14	33	20	of	of	ADP
bioscience-14	33	21	computer	computer	NOUN
bioscience-14	33	22	platforms	platform	NOUN
bioscience-14	33	23	.	.	PUNCT
bioscience-14	34	1	in	in	ADP
bioscience-14	34	2	this	this	DET
bioscience-14	34	3	regard	regard	NOUN
bioscience-14	34	4	,	,	PUNCT
bioscience-14	34	5	python	python	NOUN
bioscience-14	34	6	programming	programming	NOUN
bioscience-14	34	7	language	language	NOUN
bioscience-14	34	8	provides	provide	VERB
bioscience-14	34	9	a	a	DET
bioscience-14	34	10	hundreds	hundred	NOUN
bioscience-14	34	11	of	of	ADP
bioscience-14	34	12	library	library	NOUN
bioscience-14	34	13	.	.	PUNCT
bioscience-14	35	1	sci	sci	PROPN
bioscience-14	35	2	-	-	PUNCT
bioscience-14	35	3	kit	kit	NOUN
bioscience-14	35	4	learn	learn	NOUN
bioscience-14	35	5	[	[	X
bioscience-14	35	6	8	8	NUM
bioscience-14	35	7	]	]	SYM
bioscience-14	35	8	⁠	⁠	NOUN
bioscience-14	35	9	,	,	PUNCT
bioscience-14	35	10	tensorflow	tensorflow	NOUN
bioscience-14	36	1	[	[	X
bioscience-14	36	2	9	9	NUM
bioscience-14	36	3	]	]	SYM
bioscience-14	36	4	⁠	⁠	NOUN
bioscience-14	36	5	,	,	PUNCT
bioscience-14	36	6	and	and	CCONJ
bioscience-14	36	7	keras	keras	PROPN
bioscience-14	37	1	[	[	X
bioscience-14	37	2	10	10	NUM
bioscience-14	37	3	]	]	PUNCT
bioscience-14	37	4	⁠	⁠	X
bioscience-14	37	5	are	be	AUX
bioscience-14	37	6	the	the	DET
bioscience-14	37	7	most	most	ADV
bioscience-14	37	8	popular	popular	ADJ
bioscience-14	37	9	libraries	library	NOUN
bioscience-14	37	10	ml	ml	AUX
bioscience-14	37	11	programming	programming	NOUN
bioscience-14	37	12	.	.	PUNCT
bioscience-14	38	1	these	these	DET
bioscience-14	38	2	ml	ml	NOUN
bioscience-14	38	3	libraries	library	NOUN
bioscience-14	38	4	have	have	AUX
bioscience-14	38	5	been	be	AUX
bioscience-14	38	6	shown	show	VERB
bioscience-14	38	7	to	to	PART
bioscience-14	38	8	have	have	VERB
bioscience-14	38	9	an	an	DET
bioscience-14	38	10	impact	impact	NOUN
bioscience-14	38	11	on	on	ADP
bioscience-14	38	12	the	the	DET
bioscience-14	38	13	integration	integration	NOUN
bioscience-14	38	14	of	of	ADP
bioscience-14	38	15	ml	ml	ADP
bioscience-14	38	16	programming	programming	NOUN
bioscience-14	38	17	in	in	ADP
bioscience-14	38	18	biological	biological	ADJ
bioscience-14	38	19	data	datum	NOUN
bioscience-14	38	20	analysis	analysis	NOUN
bioscience-14	38	21	[	[	X
bioscience-14	38	22	11,12	11,12	NOUN
bioscience-14	38	23	]	]	PUNCT
bioscience-14	38	24	.	.	PUNCT
bioscience-14	39	1	in	in	ADP
bioscience-14	39	2	addition	addition	NOUN
bioscience-14	39	3	,	,	PUNCT
bioscience-14	39	4	alexnet	alexnet	NOUN
bioscience-14	39	5	is	be	AUX
bioscience-14	39	6	the	the	DET
bioscience-14	39	7	name	name	NOUN
bioscience-14	39	8	of	of	ADP
bioscience-14	39	9	a	a	DET
bioscience-14	39	10	convolutional	convolutional	ADJ
bioscience-14	39	11	neural	neural	ADJ
bioscience-14	39	12	network	network	NOUN
bioscience-14	39	13	(	(	PUNCT
bioscience-14	39	14	cnn	cnn	PROPN
bioscience-14	39	15	)	)	PUNCT
bioscience-14	39	16	algorithm	algorithm	PROPN
bioscience-14	39	17	designed	design	VERB
bioscience-14	39	18	for	for	ADP
bioscience-14	39	19	large	large	ADJ
bioscience-14	39	20	-	-	PUNCT
bioscience-14	39	21	scale	scale	NOUN
bioscience-14	39	22	visual	visual	ADJ
bioscience-14	39	23	recognition	recognition	NOUN
bioscience-14	39	24	.	.	PUNCT
bioscience-14	40	1	alexnet	alexnet	PROPN
bioscience-14	40	2	has	have	AUX
bioscience-14	40	3	been	be	AUX
bioscience-14	40	4	successfully	successfully	ADV
bioscience-14	40	5	used	use	VERB
bioscience-14	40	6	for	for	ADP
bioscience-14	40	7	pathological	pathological	ADJ
bioscience-14	40	8	brain	brain	NOUN
bioscience-14	40	9	detection	detection	NOUN
bioscience-14	40	10	[	[	X
bioscience-14	40	11	13–15	13–15	NUM
bioscience-14	40	12	]	]	PUNCT
bioscience-14	40	13	.	.	PUNCT
bioscience-14	41	1	in	in	ADP
bioscience-14	41	2	this	this	DET
bioscience-14	41	3	research	research	NOUN
bioscience-14	41	4	,	,	PUNCT
bioscience-14	41	5	we	we	PRON
bioscience-14	41	6	are	be	AUX
bioscience-14	41	7	trying	try	VERB
bioscience-14	41	8	to	to	PART
bioscience-14	41	9	use	use	VERB
bioscience-14	41	10	highly	highly	ADV
bioscience-14	41	11	specialized	specialized	ADJ
bioscience-14	41	12	ml	ml	NOUN
bioscience-14	41	13	subtype	subtype	NOUN
bioscience-14	41	14	for	for	ADP
bioscience-14	41	15	image	image	NOUN
bioscience-14	41	16	classification	classification	NOUN
bioscience-14	41	17	to	to	PART
bioscience-14	41	18	resolve	resolve	VERB
bioscience-14	41	19	many	many	ADJ
bioscience-14	41	20	complications	complication	NOUN
bioscience-14	41	21	of	of	ADP
bioscience-14	41	22	routine	routine	ADJ
bioscience-14	41	23	pneumonia	pneumonia	NOUN
bioscience-14	41	24	diagnosis	diagnosis	NOUN
bioscience-14	41	25	.	.	PUNCT
bioscience-14	42	1	using	use	VERB
bioscience-14	42	2	x	x	NOUN
bioscience-14	42	3	-	-	NOUN
bioscience-14	42	4	images	image	NOUN
bioscience-14	42	5	this	this	DET
bioscience-14	42	6	tool	tool	NOUN
bioscience-14	42	7	may	may	AUX
bioscience-14	42	8	be	be	AUX
bioscience-14	42	9	used	use	VERB
bioscience-14	42	10	for	for	ADP
bioscience-14	42	11	diagnosis	diagnosis	NOUN
bioscience-14	42	12	of	of	ADP
bioscience-14	42	13	pneumonia	pneumonia	NOUN
bioscience-14	42	14	.	.	PUNCT
bioscience-14	43	1	this	this	DET
bioscience-14	43	2	tool	tool	NOUN
bioscience-14	43	3	will	will	AUX
bioscience-14	43	4	also	also	ADV
bioscience-14	43	5	be	be	AUX
bioscience-14	43	6	available	available	ADJ
bioscience-14	43	7	as	as	ADP
bioscience-14	43	8	user	user	NOUN
bioscience-14	43	9	-	-	PUNCT
bioscience-14	43	10	friendly	friendly	ADJ
bioscience-14	43	11	applications	application	NOUN
bioscience-14	43	12	which	which	PRON
bioscience-14	43	13	can	can	AUX
bioscience-14	43	14	be	be	AUX
bioscience-14	43	15	used	use	VERB
bioscience-14	43	16	with	with	ADP
bioscience-14	43	17	the	the	DET
bioscience-14	43	18	minimum	minimum	ADJ
bioscience-14	43	19	programming	programming	NOUN
bioscience-14	43	20	skills	skill	NOUN
bioscience-14	43	21	.	.	PUNCT
bioscience-14	44	1	in	in	ADP
bioscience-14	44	2	addition	addition	NOUN
bioscience-14	44	3	,	,	PUNCT
bioscience-14	44	4	we	we	PRON
bioscience-14	44	5	aim	aim	VERB
bioscience-14	44	6	to	to	PART
bioscience-14	44	7	develop	develop	VERB
bioscience-14	44	8	a	a	DET
bioscience-14	44	9	diagnostic	diagnostic	ADJ
bioscience-14	44	10	software	software	NOUN
bioscience-14	44	11	that	that	PRON
bioscience-14	44	12	could	could	AUX
bioscience-14	44	13	be	be	AUX
bioscience-14	44	14	easily	easily	ADV
bioscience-14	44	15	updated	update	VERB
bioscience-14	44	16	,	,	PUNCT
bioscience-14	44	17	modified	modified	ADJ
bioscience-14	44	18	and	and	CCONJ
bioscience-14	44	19	integrated	integrate	VERB
bioscience-14	44	20	into	into	ADP
bioscience-14	44	21	different	different	ADJ
bioscience-14	44	22	medical	medical	ADJ
bioscience-14	44	23	diagnostic	diagnostic	ADJ
bioscience-14	44	24	systems	system	NOUN
bioscience-14	44	25	.	.	PUNCT
bioscience-14	45	1	materials	material	NOUN
bioscience-14	45	2	and	and	CCONJ
bioscience-14	45	3	methods	method	NOUN
bioscience-14	45	4	data	datum	NOUN
bioscience-14	45	5	collection	collection	NOUN
bioscience-14	45	6	the	the	DET
bioscience-14	45	7	dataset	dataset	NOUN
bioscience-14	45	8	is	be	AUX
bioscience-14	45	9	composed	compose	VERB
bioscience-14	45	10	of	of	ADP
bioscience-14	45	11	5844	5844	NUM
bioscience-14	45	12	x	x	NOUN
bioscience-14	45	13	-	-	NOUN
bioscience-14	45	14	rays	ray	NOUN
bioscience-14	45	15	images	image	NOUN
bioscience-14	45	16	belonging	belong	VERB
bioscience-14	45	17	to	to	ADP
bioscience-14	45	18	normal	normal	ADJ
bioscience-14	45	19	and	and	CCONJ
bioscience-14	45	20	pneumonia	pneumonia	NOUN
bioscience-14	45	21	patients	patient	NOUN
bioscience-14	45	22	.	.	PUNCT
bioscience-14	46	1	the	the	DET
bioscience-14	46	2	dataset	dataset	NOUN
bioscience-14	46	3	consists	consist	VERB
bioscience-14	46	4	of	of	ADP
bioscience-14	46	5	images	image	NOUN
bioscience-14	46	6	with	with	ADP
bioscience-14	46	7	high	high	ADJ
bioscience-14	46	8	resolutions	resolution	NOUN
bioscience-14	46	9	and	and	CCONJ
bioscience-14	46	10	satisfied	satisfied	ADJ
bioscience-14	46	11	statistical	statistical	ADJ
bioscience-14	46	12	variance	variance	NOUN
bioscience-14	46	13	(	(	PUNCT
bioscience-14	46	14	figure	figure	NOUN
bioscience-14	46	15	1	1	NUM
bioscience-14	46	16	)	)	PUNCT
bioscience-14	46	17	.	.	PUNCT
bioscience-14	47	1	the	the	DET
bioscience-14	47	2	dataset	dataset	NOUN
bioscience-14	47	3	was	be	AUX
bioscience-14	47	4	retrieved	retrieve	VERB
bioscience-14	47	5	from	from	ADP
bioscience-14	47	6	kaggle	kaggle	ADJ
bioscience-14	47	7	database	database	NOUN
bioscience-14	47	8	[	[	X
bioscience-14	47	9	16,17	16,17	NUM
bioscience-14	47	10	]	]	PUNCT
bioscience-14	47	11	.	.	PUNCT
bioscience-14	48	1	this	this	DET
bioscience-14	48	2	data	datum	NOUN
bioscience-14	48	3	was	be	AUX
bioscience-14	48	4	collected	collect	VERB
bioscience-14	48	5	from	from	ADP
bioscience-14	48	6	retrospective	retrospective	ADJ
bioscience-14	48	7	samples	sample	NOUN
bioscience-14	48	8	of	of	ADP
bioscience-14	48	9	one	one	NUM
bioscience-14	48	10	to	to	PART
bioscience-14	48	11	five	five	NUM
bioscience-14	48	12	year	year	NOUN
bioscience-14	48	13	-	-	PUNCT
bioscience-14	48	14	old	old	ADJ
bioscience-14	48	15	pediatric	pediatric	ADJ
bioscience-14	48	16	patients	patient	NOUN
bioscience-14	48	17	.	.	PUNCT
bioscience-14	49	1	figure	figure	VERB
bioscience-14	49	2	1	1	NUM
bioscience-14	49	3	:	:	PUNCT
bioscience-14	49	4	sample	sample	NOUN
bioscience-14	49	5	x	x	ADJ
bioscience-14	49	6	-	-	NOUN
bioscience-14	49	7	ray	ray	NOUN
bioscience-14	49	8	image	image	NOUN
bioscience-14	49	9	of	of	ADP
bioscience-14	49	10	normal	normal	ADJ
bioscience-14	49	11	(	(	PUNCT
bioscience-14	49	12	a	a	NOUN
bioscience-14	49	13	)	)	PUNCT
bioscience-14	49	14	and	and	CCONJ
bioscience-14	49	15	lung	lung	NOUN
bioscience-14	49	16	pneumonia	pneumonia	NOUN
bioscience-14	49	17	(	(	PUNCT
bioscience-14	49	18	b	b	NOUN
bioscience-14	49	19	)	)	PUNCT
bioscience-14	49	20	.	.	PUNCT
bioscience-14	50	1	model	model	NOUN
bioscience-14	50	2	construction	construction	NOUN
bioscience-14	50	3	and	and	CCONJ
bioscience-14	50	4	validation	validation	NOUN
bioscience-14	50	5	the	the	DET
bioscience-14	50	6	dataset	dataset	NOUN
bioscience-14	50	7	of	of	ADP
bioscience-14	50	8	x	x	NOUN
bioscience-14	50	9	-	-	NOUN
bioscience-14	50	10	rays	ray	NOUN
bioscience-14	50	11	images	image	NOUN
bioscience-14	50	12	have	have	AUX
bioscience-14	50	13	been	be	AUX
bioscience-14	50	14	used	use	VERB
bioscience-14	50	15	for	for	ADP
bioscience-14	50	16	ml	ml	NOUN
bioscience-14	50	17	model	model	NOUN
bioscience-14	50	18	training	training	NOUN
bioscience-14	50	19	(	(	PUNCT
bioscience-14	50	20	5216	5216	NUM
bioscience-14	50	21	image	image	NOUN
bioscience-14	50	22	)	)	PUNCT
bioscience-14	50	23	and	and	CCONJ
bioscience-14	50	24	validation	validation	NOUN
bioscience-14	50	25	(	(	PUNCT
bioscience-14	50	26	624	624	NUM
bioscience-14	50	27	images	image	NOUN
bioscience-14	50	28	)	)	PUNCT
bioscience-14	50	29	.	.	PUNCT
bioscience-14	51	1	the	the	DET
bioscience-14	51	2	alexnet	alexnet	ADJ
bioscience-14	51	3	architecture	architecture	NOUN
bioscience-14	51	4	yielded	yield	VERB
bioscience-14	51	5	37	37	NUM
bioscience-14	51	6	%	%	NOUN
bioscience-14	51	7	accuracy	accuracy	NOUN
bioscience-14	51	8	at	at	ADP
bioscience-14	51	9	the	the	DET
bioscience-14	51	10	beginning	beginning	NOUN
bioscience-14	51	11	of	of	ADP
bioscience-14	51	12	the	the	DET
bioscience-14	51	13	design	design	NOUN
bioscience-14	51	14	.	.	PUNCT
bioscience-14	52	1	our	our	PRON
bioscience-14	52	2	ml	ml	PROPN
bioscience-14	52	3	model	model	NOUN
bioscience-14	52	4	design	design	NOUN
bioscience-14	52	5	is	be	AUX
bioscience-14	52	6	inspired	inspire	VERB
bioscience-14	52	7	by	by	ADP
bioscience-14	52	8	alexnet	alexnet	ADJ
bioscience-14	52	9	structure	structure	NOUN
bioscience-14	52	10	,	,	PUNCT
bioscience-14	52	11	where	where	SCONJ
bioscience-14	52	12	the	the	DET
bioscience-14	52	13	architecture	architecture	NOUN
bioscience-14	52	14	consists	consist	VERB
bioscience-14	52	15	of	of	ADP
bioscience-14	52	16	eight	eight	NUM
bioscience-14	52	17	constitutional	constitutional	ADJ
bioscience-14	52	18	layers	layer	NOUN
bioscience-14	52	19	(	(	PUNCT
bioscience-14	52	20	figure	figure	NOUN
bioscience-14	52	21	2	2	NUM
bioscience-14	52	22	and	and	CCONJ
bioscience-14	52	23	table	table	NOUN
bioscience-14	52	24	1	1	NUM
bioscience-14	52	25	)	)	PUNCT
bioscience-14	52	26	.	.	PUNCT
bioscience-14	53	1	figure	figure	NOUN
bioscience-14	53	2	2	2	NUM
bioscience-14	53	3	:	:	PUNCT
bioscience-14	53	4	the	the	DET
bioscience-14	53	5	architecture	architecture	NOUN
bioscience-14	53	6	of	of	ADP
bioscience-14	53	7	the	the	DET
bioscience-14	53	8	ml	ml	PROPN
bioscience-14	53	9	neural	neural	ADJ
bioscience-14	53	10	network	network	NOUN
bioscience-14	53	11	used	use	VERB
bioscience-14	53	12	to	to	PART
bioscience-14	53	13	diagnose	diagnose	VERB
bioscience-14	53	14	pneumonia	pneumonia	NOUN
bioscience-14	53	15	from	from	ADP
bioscience-14	53	16	x	x	NOUN
bioscience-14	53	17	-	-	NOUN
bioscience-14	53	18	rays	ray	NOUN
bioscience-14	53	19	images	image	NOUN
bioscience-14	53	20	.	.	PUNCT
bioscience-14	54	1	table	table	NOUN
bioscience-14	54	2	1	1	NUM
bioscience-14	54	3	:	:	PUNCT
bioscience-14	54	4	description	description	NOUN
bioscience-14	54	5	of	of	ADP
bioscience-14	54	6	the	the	DET
bioscience-14	54	7	structure	structure	NOUN
bioscience-14	54	8	of	of	ADP
bioscience-14	54	9	the	the	DET
bioscience-14	54	10	neural	neural	ADJ
bioscience-14	54	11	network	network	NOUN
bioscience-14	54	12	architecture	architecture	NOUN
bioscience-14	54	13	.	.	PUNCT
bioscience-14	55	1	results	result	NOUN
bioscience-14	55	2	and	and	CCONJ
bioscience-14	55	3	discussion	discussion	NOUN
bioscience-14	55	4	diagnosis	diagnosis	NOUN
bioscience-14	55	5	of	of	ADP
bioscience-14	55	6	pneumonia	pneumonia	NOUN
bioscience-14	55	7	is	be	AUX
bioscience-14	55	8	very	very	ADV
bioscience-14	55	9	difficult	difficult	ADJ
bioscience-14	55	10	due	due	ADJ
bioscience-14	55	11	to	to	ADP
bioscience-14	55	12	hidden	hidden	ADJ
bioscience-14	55	13	factors	factor	NOUN
bioscience-14	55	14	causing	cause	VERB
bioscience-14	55	15	opacity	opacity	NOUN
bioscience-14	55	16	such	such	ADJ
bioscience-14	55	17	as	as	ADP
bioscience-14	55	18	pulmonary	pulmonary	ADJ
bioscience-14	55	19	edema	edema	NOUN
bioscience-14	55	20	,	,	PUNCT
bioscience-14	55	21	bleeding	bleeding	NOUN
bioscience-14	55	22	,	,	PUNCT
bioscience-14	55	23	atelectasis	atelectasis	NOUN
bioscience-14	55	24	or	or	CCONJ
bioscience-14	55	25	lung	lung	NOUN
bioscience-14	55	26	cancer	cancer	NOUN
bioscience-14	55	27	.	.	PUNCT
bioscience-14	56	1	when	when	SCONJ
bioscience-14	56	2	examining	examine	VERB
bioscience-14	56	3	an	an	DET
bioscience-14	56	4	area	area	NOUN
bioscience-14	56	5	of	of	ADP
bioscience-14	56	6	increased	increase	VERB
bioscience-14	56	7	opacity	opacity	NOUN
bioscience-14	56	8	in	in	ADP
bioscience-14	56	9	the	the	DET
bioscience-14	56	10	chest	chest	NOUN
bioscience-14	56	11	radiography	radiography	NOUN
bioscience-14	56	12	,	,	PUNCT
bioscience-14	56	13	it	it	PRON
bioscience-14	56	14	is	be	AUX
bioscience-14	56	15	critical	critical	ADJ
bioscience-14	56	16	to	to	PART
bioscience-14	56	17	determine	determine	VERB
bioscience-14	56	18	where	where	SCONJ
bioscience-14	56	19	increased	increase	VERB
bioscience-14	56	20	opacity	opacity	NOUN
bioscience-14	56	21	occurs	occur	VERB
bioscience-14	56	22	[	[	X
bioscience-14	56	23	18,19	18,19	NUM
bioscience-14	56	24	]	]	PUNCT
bioscience-14	56	25	.	.	PUNCT
bioscience-14	57	1	computational	computational	ADJ
bioscience-14	57	2	analysis	analysis	NOUN
bioscience-14	57	3	integration	integration	NOUN
bioscience-14	57	4	could	could	AUX
bioscience-14	57	5	accelerate	accelerate	VERB
bioscience-14	57	6	pneumonia	pneumonia	NOUN
bioscience-14	57	7	and	and	CCONJ
bioscience-14	57	8	enhance	enhance	VERB
bioscience-14	57	9	the	the	DET
bioscience-14	57	10	routine	routine	ADJ
bioscience-14	57	11	medical	medical	ADJ
bioscience-14	57	12	diagnosis	diagnosis	NOUN
bioscience-14	57	13	system	system	NOUN
bioscience-14	57	14	.	.	PUNCT
bioscience-14	58	1	a	a	DET
bioscience-14	58	2	highly	highly	ADV
bioscience-14	58	3	specialized	specialized	ADJ
bioscience-14	58	4	sub	sub	ADJ
bioscience-14	58	5	-	-	NOUN
bioscience-14	58	6	type	type	NOUN
bioscience-14	58	7	of	of	ADP
bioscience-14	58	8	machine	machine	NOUN
bioscience-14	58	9	learning	learn	VERB
bioscience-14	58	10	for	for	ADP
bioscience-14	58	11	image	image	NOUN
bioscience-14	58	12	classification	classification	NOUN
bioscience-14	58	13	called	call	VERB
bioscience-14	58	14	deep	deep	ADJ
bioscience-14	58	15	learning	learning	NOUN
bioscience-14	58	16	networks	network	NOUN
bioscience-14	58	17	has	have	AUX
bioscience-14	58	18	been	be	AUX
bioscience-14	58	19	used	use	VERB
bioscience-14	58	20	in	in	ADP
bioscience-14	58	21	current	current	ADJ
bioscience-14	58	22	research	research	NOUN
bioscience-14	58	23	to	to	PART
bioscience-14	58	24	detect	detect	VERB
bioscience-14	58	25	lung	lung	NOUN
bioscience-14	58	26	pneumonia	pneumonia	NOUN
bioscience-14	58	27	from	from	ADP
bioscience-14	58	28	x	x	ADJ
bioscience-14	58	29	-	-	NOUN
bioscience-14	58	30	ray	ray	NOUN
bioscience-14	58	31	images	image	NOUN
bioscience-14	58	32	(	(	PUNCT
bioscience-14	58	33	figure	figure	NOUN
bioscience-14	58	34	2	2	NUM
bioscience-14	58	35	)	)	PUNCT
bioscience-14	58	36	.	.	PUNCT
bioscience-14	59	1	we	we	PRON
bioscience-14	59	2	analyzed	analyze	VERB
bioscience-14	59	3	a	a	DET
bioscience-14	59	4	dataset	dataset	NOUN
bioscience-14	59	5	of	of	ADP
bioscience-14	59	6	5844	5844	NUM
bioscience-14	59	7	images	image	NOUN
bioscience-14	59	8	of	of	ADP
bioscience-14	59	9	chest	chest	NOUN
bioscience-14	59	10	x	x	NOUN
bioscience-14	59	11	-	-	NOUN
bioscience-14	59	12	ray	ray	NOUN
bioscience-14	59	13	film	film	NOUN
bioscience-14	59	14	to	to	PART
bioscience-14	59	15	diagnose	diagnose	VERB
bioscience-14	59	16	pneumonia	pneumonia	NOUN
bioscience-14	59	17	using	use	VERB
bioscience-14	59	18	ml	ml	VERB
bioscience-14	59	19	pipeline	pipeline	NOUN
bioscience-14	59	20	.	.	PUNCT
bioscience-14	60	1	alexnet	alexnet	PROPN
bioscience-14	60	2	's	's	PART
bioscience-14	60	3	neural	neural	ADJ
bioscience-14	60	4	network	network	NOUN
bioscience-14	60	5	architecture	architecture	NOUN
bioscience-14	60	6	has	have	AUX
bioscience-14	60	7	produced	produce	VERB
bioscience-14	60	8	an	an	DET
bioscience-14	60	9	ml	ml	NOUN
bioscience-14	60	10	model	model	NOUN
bioscience-14	60	11	accuracy	accuracy	NOUN
bioscience-14	60	12	of	of	ADP
bioscience-14	60	13	84	84	NUM
bioscience-14	60	14	%	%	NOUN
bioscience-14	60	15	.	.	PUNCT
bioscience-14	61	1	conclusion	conclusion	NOUN
bioscience-14	61	2	deep	deep	ADJ
bioscience-14	61	3	learning	learning	NOUN
bioscience-14	61	4	is	be	AUX
bioscience-14	61	5	expected	expect	VERB
bioscience-14	61	6	to	to	PART
bioscience-14	61	7	lead	lead	VERB
bioscience-14	61	8	to	to	ADP
bioscience-14	61	9	a	a	DET
bioscience-14	61	10	revolutionary	revolutionary	ADJ
bioscience-14	61	11	progression	progression	NOUN
bioscience-14	61	12	in	in	ADP
bioscience-14	61	13	the	the	DET
bioscience-14	61	14	efficacy	efficacy	NOUN
bioscience-14	61	15	of	of	ADP
bioscience-14	61	16	medical	medical	ADJ
bioscience-14	61	17	diagnosis	diagnosis	NOUN
bioscience-14	61	18	using	use	VERB
bioscience-14	61	19	radiological	radiological	ADJ
bioscience-14	61	20	methods	method	NOUN
bioscience-14	61	21	around	around	ADP
bioscience-14	61	22	the	the	DET
bioscience-14	61	23	world	world	NOUN
bioscience-14	61	24	.	.	PUNCT
bioscience-14	62	1	we	we	PRON
bioscience-14	62	2	ml	ml	VERB
bioscience-14	62	3	models	model	NOUN
bioscience-14	62	4	and	and	CCONJ
bioscience-14	62	5	novel	novel	ADJ
bioscience-14	62	6	diagnostic	diagnostic	ADJ
bioscience-14	62	7	approaches	approach	NOUN
bioscience-14	62	8	for	for	ADP
bioscience-14	62	9	various	various	ADJ
bioscience-14	62	10	x	x	ADJ
bioscience-14	62	11	-	-	NOUN
bioscience-14	62	12	ray	ray	NOUN
bioscience-14	62	13	abnormalities	abnormality	NOUN
bioscience-14	62	14	to	to	PART
bioscience-14	62	15	detect	detect	VERB
bioscience-14	62	16	pneumonia	pneumonia	NOUN
bioscience-14	62	17	.	.	PUNCT
bioscience-14	63	1	our	our	PRON
bioscience-14	63	2	pipeline	pipeline	NOUN
bioscience-14	63	3	may	may	AUX
bioscience-14	63	4	trigger	trigger	VERB
bioscience-14	63	5	the	the	DET
bioscience-14	63	6	impact	impact	NOUN
bioscience-14	63	7	of	of	ADP
bioscience-14	63	8	artificial	artificial	ADJ
bioscience-14	63	9	intelligence	intelligence	NOUN
bioscience-14	63	10	,	,	PUNCT
bioscience-14	63	11	which	which	PRON
bioscience-14	63	12	will	will	AUX
bioscience-14	63	13	layers	layer	NOUN
bioscience-14	63	14	feature	feature	NOUN
bioscience-14	63	15	map	map	NOUN
bioscience-14	63	16	size	size	NOUN
bioscience-14	63	17	strides	stride	NOUN
bioscience-14	63	18	dilation	dilation	NOUN
bioscience-14	63	19	rate	rate	NOUN
bioscience-14	63	20	activation	activation	NOUN
bioscience-14	63	21	input	input	NOUN
bioscience-14	63	22	image	image	NOUN
bioscience-14	63	23	1	1	NUM
bioscience-14	63	24	(	(	PUNCT
bioscience-14	63	25	150	150	NUM
bioscience-14	63	26	,	,	PUNCT
bioscience-14	63	27	150	150	NUM
bioscience-14	63	28	,	,	PUNCT
bioscience-14	63	29	3	3	X
bioscience-14	63	30	)	)	PUNCT
bioscience-14	63	31	1	1	NUM
bioscience-14	63	32	1	1	NUM
bioscience-14	63	33	relu	relu	NOUN
bioscience-14	63	34	1	1	NUM
bioscience-14	63	35	convolutional	convolutional	ADJ
bioscience-14	63	36	3	3	NUM
bioscience-14	63	37	(	(	PUNCT
bioscience-14	63	38	150	150	NUM
bioscience-14	63	39	,	,	PUNCT
bioscience-14	63	40	150	150	NUM
bioscience-14	63	41	,	,	PUNCT
bioscience-14	63	42	3	3	X
bioscience-14	63	43	)	)	PUNCT
bioscience-14	63	44	1	1	NUM
bioscience-14	63	45	1	1	NUM
bioscience-14	63	46	relu	relu	NOUN
bioscience-14	63	47	max	max	PROPN
bioscience-14	63	48	pooling	pool	VERB
bioscience-14	63	49	32	32	NUM
bioscience-14	63	50	(	(	PUNCT
bioscience-14	63	51	148	148	NUM
bioscience-14	63	52	,	,	PUNCT
bioscience-14	63	53	148	148	NUM
bioscience-14	63	54	,	,	PUNCT
bioscience-14	63	55	32	32	NUM
bioscience-14	63	56	)	)	PUNCT
bioscience-14	63	57	1	1	NUM
bioscience-14	63	58	1	1	NUM
bioscience-14	63	59	relu	relu	NOUN
bioscience-14	63	60	2	2	NUM
bioscience-14	63	61	convolutional	convolutional	ADJ
bioscience-14	63	62	32	32	NUM
bioscience-14	63	63	(	(	PUNCT
bioscience-14	63	64	74	74	NUM
bioscience-14	63	65	,	,	PUNCT
bioscience-14	63	66	74	74	NUM
bioscience-14	63	67	,	,	PUNCT
bioscience-14	63	68	32	32	NUM
bioscience-14	63	69	)	)	PUNCT
bioscience-14	63	70	1	1	NUM
bioscience-14	63	71	1	1	NUM
bioscience-14	63	72	relu	relu	NOUN
bioscience-14	63	73	3	3	NUM
bioscience-14	63	74	convolutional	convolutional	ADJ
bioscience-14	63	75	180	180	NUM
bioscience-14	63	76	(	(	PUNCT
bioscience-14	63	77	72	72	NUM
bioscience-14	63	78	,	,	PUNCT
bioscience-14	63	79	72	72	NUM
bioscience-14	63	80	,	,	PUNCT
bioscience-14	63	81	180	180	NUM
bioscience-14	63	82	)	)	PUNCT
bioscience-14	63	83	1	1	NUM
bioscience-14	63	84	1	1	NUM
bioscience-14	63	85	relu	relu	NOUN
bioscience-14	63	86	4	4	NUM
bioscience-14	63	87	convolutional	convolutional	ADJ
bioscience-14	63	88	150	150	NUM
bioscience-14	63	89	(	(	PUNCT
bioscience-14	63	90	70	70	NUM
bioscience-14	63	91	,	,	PUNCT
bioscience-14	63	92	70	70	NUM
bioscience-14	63	93	,	,	PUNCT
bioscience-14	63	94	150	150	NUM
bioscience-14	63	95	)	)	PUNCT
bioscience-14	63	96	1	1	NUM
bioscience-14	63	97	1	1	NUM
bioscience-14	63	98	relu	relu	NOUN
bioscience-14	63	99	5	5	NUM
bioscience-14	63	100	convolutional	convolutional	ADJ
bioscience-14	63	101	transpose	transpose	NOUN
bioscience-14	63	102	100	100	NUM
bioscience-14	63	103	(	(	PUNCT
bioscience-14	63	104	68	68	NUM
bioscience-14	63	105	,	,	PUNCT
bioscience-14	63	106	68	68	NUM
bioscience-14	63	107	,	,	PUNCT
bioscience-14	63	108	100	100	NUM
bioscience-14	63	109	)	)	PUNCT
bioscience-14	63	110	1	1	NUM
bioscience-14	63	111	1	1	NUM
bioscience-14	63	112	relu	relu	NOUN
bioscience-14	63	113	6	6	NUM
bioscience-14	63	114	convolutional	convolutional	ADJ
bioscience-14	63	115	150	150	NUM
bioscience-14	63	116	(	(	PUNCT
bioscience-14	63	117	70	70	NUM
bioscience-14	63	118	,	,	PUNCT
bioscience-14	63	119	70	70	NUM
bioscience-14	63	120	,	,	PUNCT
bioscience-14	63	121	150	150	NUM
bioscience-14	63	122	)	)	PUNCT
bioscience-14	63	123	1	1	NUM
bioscience-14	63	124	1	1	NUM
bioscience-14	63	125	relu	relu	NOUN
bioscience-14	63	126	max	max	PROPN
bioscience-14	63	127	pooling	pool	VERB
bioscience-14	63	128	120	120	NUM
bioscience-14	63	129	(	(	PUNCT
bioscience-14	63	130	68	68	NUM
bioscience-14	63	131	,	,	PUNCT
bioscience-14	63	132	68	68	NUM
bioscience-14	63	133	,	,	PUNCT
bioscience-14	63	134	120	120	NUM
bioscience-14	63	135	)	)	PUNCT
bioscience-14	63	136	1	1	NUM
bioscience-14	63	137	1	1	NUM
bioscience-14	63	138	relu	relu	NOUN
bioscience-14	63	139	7	7	NUM
bioscience-14	63	140	fc	fc	PROPN
bioscience-14	63	141	138720	138720	NUM
bioscience-14	63	142	softmax	softmax	NOUN
bioscience-14	63	143	output	output	NOUN
bioscience-14	63	144	fc	fc	PROPN
bioscience-14	63	145	1000	1000	NUM
bioscience-14	63	146	softmax	softmax	NOUN
bioscience-14	63	147	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PROPN
bioscience-14	63	148	habib	habib	PROPN
bioscience-14	63	149	et	et	PROPN
bioscience-14	63	150	al	al	PROPN
bioscience-14	63	151	.	.	PROPN
bioscience-14	63	152	,	,	PUNCT
bioscience-14	63	153	2020	2020	NUM
bioscience-14	63	154	convolutional	convolutional	ADJ
bioscience-14	63	155	nn	nn	NOUN
bioscience-14	63	156	-	-	PUNCT
bioscience-14	63	157	based	base	VERB
bioscience-14	63	158	system	system	NOUN
bioscience-14	63	159	for	for	ADP
bioscience-14	63	160	pneumonia	pneumonia	NOUN
bioscience-14	63	161	using	use	VERB
bioscience-14	63	162	radiography	radiography	NOUN
bioscience-14	63	163	highlights	highlight	NOUN
bioscience-14	63	164	in	in	ADP
bioscience-14	63	165	bioscience	bioscience	PROPN
bioscience-14	63	166	march	march	PROPN
bioscience-14	63	167	2020|	2020|	NUM
bioscience-14	63	168	volume	volume	NOUN
bioscience-14	63	169	3	3	NUM
bioscience-14	63	170	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	NOUN
bioscience-14	63	171	page	page	NOUN
bioscience-14	63	172	3	3	NUM
bioscience-14	63	173	of	of	ADP
bioscience-14	63	174	3	3	NUM
bioscience-14	63	175	defiantly	defiantly	ADV
bioscience-14	63	176	lead	lead	VERB
bioscience-14	63	177	to	to	ADP
bioscience-14	63	178	an	an	DET
bioscience-14	63	179	enormous	enormous	ADJ
bioscience-14	63	180	improvement	improvement	NOUN
bioscience-14	63	181	in	in	ADP
bioscience-14	63	182	the	the	DET
bioscience-14	63	183	visual	visual	ADJ
bioscience-14	63	184	diagnosis	diagnosis	NOUN
bioscience-14	63	185	of	of	ADP
bioscience-14	63	186	many	many	ADJ
bioscience-14	63	187	diseases	disease	NOUN
bioscience-14	63	188	.	.	PUNCT
bioscience-14	64	1	availability	availability	NOUN
bioscience-14	64	2	the	the	DET
bioscience-14	64	3	python	python	PROPN
bioscience-14	64	4	source	source	NOUN
bioscience-14	64	5	code	code	NOUN
bioscience-14	64	6	we	we	PRON
bioscience-14	64	7	have	have	AUX
bioscience-14	64	8	used	use	VERB
bioscience-14	64	9	is	be	AUX
bioscience-14	64	10	freely	freely	ADV
bioscience-14	64	11	available	available	ADJ
bioscience-14	64	12	at	at	ADP
bioscience-14	64	13	:	:	PUNCT
bioscience-14	64	14	https://github.com/peterhabib/pneumoniaai	https://github.com/peterhabib/pneumoniaai	ADJ
bioscience-14	64	15	.	.	PUNCT
bioscience-14	65	1	this	this	DET
bioscience-14	65	2	code	code	NOUN
bioscience-14	65	3	can	can	AUX
bioscience-14	65	4	be	be	AUX
bioscience-14	65	5	executed	execute	VERB
bioscience-14	65	6	interactively	interactively	ADV
bioscience-14	65	7	in	in	ADP
bioscience-14	65	8	a	a	DET
bioscience-14	65	9	python	python	NOUN
bioscience-14	65	10	command	command	NOUN
bioscience-14	65	11	line	line	NOUN
bioscience-14	65	12	.	.	PUNCT
bioscience-14	66	1	references	reference	NOUN
bioscience-14	66	2	1	1	NUM
bioscience-14	66	3	.	.	PUNCT
bioscience-14	66	4	hamborsky	hamborsky	PROPN
bioscience-14	66	5	j	j	PROPN
bioscience-14	66	6	,	,	PUNCT
bioscience-14	66	7	kroger	kroger	PROPN
bioscience-14	66	8	a	a	NOUN
bioscience-14	66	9	,	,	PUNCT
bioscience-14	66	10	editors	editor	NOUN
bioscience-14	66	11	.	.	PUNCT
bioscience-14	67	1	epidemiology	epidemiology	NOUN
bioscience-14	67	2	and	and	CCONJ
bioscience-14	67	3	prevention	prevention	NOUN
bioscience-14	67	4	of	of	ADP
bioscience-14	67	5	vaccine	vaccine	NOUN
bioscience-14	67	6	-	-	PUNCT
bioscience-14	67	7	preventable	preventable	ADJ
bioscience-14	67	8	diseases	disease	NOUN
bioscience-14	67	9	,	,	PUNCT
bioscience-14	67	10	e	e	NOUN
bioscience-14	67	11	-	-	NOUN
bioscience-14	67	12	book	book	NOUN
bioscience-14	67	13	:	:	PUNCT
bioscience-14	67	14	the	the	DET
bioscience-14	67	15	pink	pink	ADJ
bioscience-14	67	16	book	book	NOUN
bioscience-14	67	17	.	.	PUNCT
bioscience-14	68	1	public	public	ADJ
bioscience-14	68	2	health	health	PROPN
bioscience-14	68	3	foundation	foundation	PROPN
bioscience-14	68	4	;	;	PUNCT
bioscience-14	68	5	2015	2015	NUM
bioscience-14	68	6	oct	oct	NOUN
bioscience-14	68	7	19	19	NUM
bioscience-14	68	8	.	.	NOUN
bioscience-14	69	1	2	2	NUM
bioscience-14	69	2	.	.	X
bioscience-14	69	3	brooks	brooks	PROPN
bioscience-14	69	4	wa	wa	PROPN
bioscience-14	69	5	.	.	PROPN
bioscience-14	70	1	bacterial	bacterial	ADJ
bioscience-14	70	2	pneumonia	pneumonia	NOUN
bioscience-14	70	3	.	.	PUNCT
bioscience-14	71	1	in	in	ADP
bioscience-14	71	2	:	:	PUNCT
bioscience-14	71	3	hunter	hunter	NOUN
bioscience-14	71	4	’s	’s	PART
bioscience-14	71	5	tropical	tropical	ADJ
bioscience-14	71	6	medicine	medicine	NOUN
bioscience-14	71	7	and	and	CCONJ
bioscience-14	71	8	emerging	emerge	VERB
bioscience-14	71	9	infectious	infectious	ADJ
bioscience-14	71	10	diseases	disease	NOUN
bioscience-14	71	11	.	.	PUNCT
bioscience-14	72	1	elsevier	elsevier	NOUN
bioscience-14	72	2	;	;	PUNCT
bioscience-14	72	3	2020	2020	NUM
bioscience-14	72	4	.	.	PUNCT
bioscience-14	73	1	p.	p.	NOUN
bioscience-14	73	2	446–53	446–53	NUM
bioscience-14	73	3	.	.	PUNCT
bioscience-14	74	1	3	3	X
bioscience-14	74	2	.	.	X
bioscience-14	74	3	unicef	unicef	PROPN
bioscience-14	74	4	.	.	PUNCT
bioscience-14	75	1	annual	annual	ADJ
bioscience-14	75	2	reports	report	NOUN
bioscience-14	75	3	.	.	PUNCT
bioscience-14	76	1	2020	2020	NUM
bioscience-14	76	2	.	.	PUNCT
bioscience-14	77	1	available	available	ADJ
bioscience-14	77	2	from	from	ADP
bioscience-14	77	3	:	:	PUNCT
bioscience-14	77	4	https://www.unicef.org	https://www.unicef.org	X
bioscience-14	77	5	4	4	X
bioscience-14	77	6	.	.	X
bioscience-14	77	7	american	american	PROPN
bioscience-14	77	8	lung	lung	PROPN
bioscience-14	77	9	association	association	PROPN
bioscience-14	77	10	.	.	PUNCT
bioscience-14	78	1	american	american	PROPN
bioscience-14	78	2	lung	lung	PROPN
bioscience-14	78	3	association	association	PROPN
bioscience-14	78	4	;	;	PUNCT
bioscience-14	78	5	2020	2020	NUM
bioscience-14	78	6	.	.	PUNCT
bioscience-14	79	1	available	available	ADJ
bioscience-14	79	2	from	from	ADP
bioscience-14	79	3	:	:	PUNCT
bioscience-14	79	4	www.lung.org	www.lung.org	ADJ
bioscience-14	79	5	5	5	NUM
bioscience-14	79	6	.	.	PUNCT
bioscience-14	79	7	mattila	mattila	PROPN
bioscience-14	79	8	jt	jt	PROPN
bioscience-14	79	9	,	,	PUNCT
bioscience-14	79	10	fine	fine	PROPN
bioscience-14	79	11	mj	mj	PROPN
bioscience-14	79	12	,	,	PUNCT
bioscience-14	79	13	limper	limper	NOUN
bioscience-14	79	14	ah	ah	INTJ
bioscience-14	79	15	,	,	PUNCT
bioscience-14	79	16	murray	murray	PROPN
bioscience-14	79	17	pr	pr	PROPN
bioscience-14	79	18	,	,	PUNCT
bioscience-14	79	19	chen	chen	PROPN
bioscience-14	79	20	bb	bb	PROPN
bioscience-14	79	21	,	,	PUNCT
bioscience-14	79	22	lin	lin	PROPN
bioscience-14	79	23	pl	pl	PROPN
bioscience-14	79	24	.	.	PROPN
bioscience-14	79	25	pneumonia	pneumonia	NOUN
bioscience-14	79	26	.	.	PUNCT
bioscience-14	80	1	treatment	treatment	NOUN
bioscience-14	80	2	and	and	CCONJ
bioscience-14	80	3	diagnosis	diagnosis	NOUN
bioscience-14	80	4	.	.	PUNCT
bioscience-14	81	1	ann	ann	PROPN
bioscience-14	81	2	am	be	AUX
bioscience-14	81	3	thorac	thorac	ADJ
bioscience-14	81	4	soc	soc	NOUN
bioscience-14	81	5	.	.	PUNCT
bioscience-14	82	1	2014;11(supplement	2014;11(supplement	PROPN
bioscience-14	83	1	4):s189	4):s189	PROPN
bioscience-14	83	2	-	-	PUNCT
bioscience-14	83	3	-s192	-s192	PROPN
bioscience-14	83	4	.	.	PUNCT
bioscience-14	84	1	6	6	X
bioscience-14	84	2	.	.	X
bioscience-14	84	3	makhnevich	makhnevich	PROPN
bioscience-14	84	4	a	a	PRON
bioscience-14	84	5	,	,	PUNCT
bioscience-14	84	6	sinvani	sinvani	PROPN
bioscience-14	84	7	l	l	PROPN
bioscience-14	84	8	,	,	PUNCT
bioscience-14	84	9	cohen	cohen	PROPN
bioscience-14	84	10	sl	sl	PROPN
bioscience-14	84	11	,	,	PUNCT
bioscience-14	84	12	feldhamer	feldhamer	PROPN
bioscience-14	84	13	kh	kh	PROPN
bioscience-14	84	14	,	,	PUNCT
bioscience-14	84	15	zhang	zhang	PROPN
bioscience-14	84	16	m	m	PROPN
bioscience-14	84	17	,	,	PUNCT
bioscience-14	84	18	lesser	less	ADJ
bioscience-14	84	19	ml	ml	NOUN
bioscience-14	84	20	,	,	PUNCT
bioscience-14	84	21	et	et	PROPN
bioscience-14	84	22	al	al	PROPN
bioscience-14	84	23	.	.	PUNCT
bioscience-14	85	1	the	the	DET
bioscience-14	85	2	clinical	clinical	ADJ
bioscience-14	85	3	utility	utility	NOUN
bioscience-14	85	4	of	of	ADP
bioscience-14	85	5	chest	chest	NOUN
bioscience-14	85	6	radiography	radiography	NOUN
bioscience-14	85	7	for	for	ADP
bioscience-14	85	8	identifying	identify	VERB
bioscience-14	85	9	pneumonia	pneumonia	NOUN
bioscience-14	85	10	:	:	PUNCT
bioscience-14	85	11	accounting	account	VERB
bioscience-14	85	12	for	for	ADP
bioscience-14	85	13	diagnostic	diagnostic	ADJ
bioscience-14	85	14	uncertainty	uncertainty	NOUN
bioscience-14	85	15	in	in	ADP
bioscience-14	85	16	radiology	radiology	NOUN
bioscience-14	85	17	reports	report	NOUN
bioscience-14	85	18	.	.	PUNCT
bioscience-14	86	1	am	be	AUX
bioscience-14	86	2	j	j	PROPN
bioscience-14	86	3	roentgenol	roentgenol	NOUN
bioscience-14	86	4	.	.	PUNCT
bioscience-14	87	1	2019;213(6):1207–12	2019;213(6):1207–12	NUM
bioscience-14	87	2	.	.	NOUN
bioscience-14	88	1	7	7	X
bioscience-14	88	2	.	.	X
bioscience-14	88	3	al	al	PROPN
bioscience-14	88	4	mubarok	mubarok	PROPN
bioscience-14	88	5	af	af	PROPN
bioscience-14	88	6	,	,	PUNCT
bioscience-14	88	7	dominique	dominique	PROPN
bioscience-14	88	8	jam	jam	PROPN
bioscience-14	88	9	,	,	PUNCT
bioscience-14	88	10	thias	thia	NOUN
bioscience-14	88	11	ah	ah	INTJ
bioscience-14	88	12	.	.	PUNCT
bioscience-14	89	1	pneumonia	pneumonia	NOUN
bioscience-14	89	2	detection	detection	NOUN
bioscience-14	89	3	with	with	ADP
bioscience-14	89	4	deep	deep	ADJ
bioscience-14	89	5	convolutional	convolutional	ADJ
bioscience-14	89	6	architecture	architecture	NOUN
bioscience-14	89	7	.	.	PUNCT
bioscience-14	90	1	in	in	ADP
bioscience-14	90	2	:	:	PUNCT
bioscience-14	90	3	2019	2019	NUM
bioscience-14	90	4	international	international	ADJ
bioscience-14	90	5	conference	conference	NOUN
bioscience-14	90	6	of	of	ADP
bioscience-14	90	7	artificial	artificial	ADJ
bioscience-14	90	8	intelligence	intelligence	NOUN
bioscience-14	90	9	and	and	CCONJ
bioscience-14	90	10	information	information	NOUN
bioscience-14	90	11	technology	technology	NOUN
bioscience-14	90	12	(	(	PUNCT
bioscience-14	90	13	icaiit	icaiit	NOUN
bioscience-14	90	14	)	)	PUNCT
bioscience-14	90	15	.	.	PUNCT
bioscience-14	90	16	2019	2019	NUM
bioscience-14	90	17	.	.	PUNCT
bioscience-14	91	1	p.	p.	NOUN
bioscience-14	91	2	486–9	486–9	NOUN
bioscience-14	91	3	.	.	NOUN
bioscience-14	92	1	8	8	NUM
bioscience-14	92	2	.	.	PUNCT
bioscience-14	93	1	pedregosa	pedregosa	PROPN
bioscience-14	93	2	f	f	PROPN
bioscience-14	93	3	,	,	PUNCT
bioscience-14	93	4	varoquaux	varoquaux	VERB
bioscience-14	93	5	g	g	NOUN
bioscience-14	93	6	,	,	PUNCT
bioscience-14	93	7	gramfort	gramfort	VERB
bioscience-14	93	8	a	a	PRON
bioscience-14	93	9	,	,	PUNCT
bioscience-14	93	10	michel	michel	PROPN
bioscience-14	93	11	v	v	PROPN
bioscience-14	93	12	,	,	PUNCT
bioscience-14	93	13	thirion	thirion	NOUN
bioscience-14	93	14	b	b	NOUN
bioscience-14	93	15	,	,	PUNCT
bioscience-14	93	16	grisel	grisel	ADJ
bioscience-14	93	17	o	o	NOUN
bioscience-14	93	18	,	,	PUNCT
bioscience-14	93	19	et	et	PROPN
bioscience-14	93	20	al	al	PROPN
bioscience-14	93	21	.	.	PROPN
bioscience-14	93	22	scikit	scikit	PROPN
bioscience-14	93	23	-	-	PUNCT
bioscience-14	93	24	learn	learn	VERB
bioscience-14	93	25	:	:	PUNCT
bioscience-14	93	26	machine	machine	NOUN
bioscience-14	93	27	learning	learning	NOUN
bioscience-14	93	28	in	in	ADP
bioscience-14	93	29	python	python	PROPN
bioscience-14	93	30	.	.	PUNCT
bioscience-14	94	1	j	j	PROPN
bioscience-14	94	2	mach	mach	NOUN
bioscience-14	94	3	learn	learn	VERB
bioscience-14	94	4	res	re	NOUN
bioscience-14	94	5	.	.	PUNCT
bioscience-14	95	1	2011;12(oct):2825–30	2011;12(oct):2825–30	NUM
bioscience-14	95	2	.	.	PUNCT
bioscience-14	96	1	9	9	NUM
bioscience-14	96	2	.	.	X
bioscience-14	96	3	abadi	abadi	PROPN
bioscience-14	96	4	m	m	PROPN
bioscience-14	96	5	,	,	PUNCT
bioscience-14	96	6	barham	barham	PROPN
bioscience-14	96	7	p	p	PROPN
bioscience-14	96	8	,	,	PUNCT
bioscience-14	96	9	chen	chen	PROPN
bioscience-14	96	10	j	j	PROPN
bioscience-14	96	11	,	,	PUNCT
bioscience-14	96	12	chen	chen	PROPN
bioscience-14	96	13	z	z	PROPN
bioscience-14	96	14	,	,	PUNCT
bioscience-14	96	15	davis	davis	PROPN
bioscience-14	96	16	a	a	PRON
bioscience-14	96	17	,	,	PUNCT
bioscience-14	96	18	dean	dean	PROPN
bioscience-14	96	19	j	j	PROPN
bioscience-14	96	20	,	,	PUNCT
bioscience-14	97	1	et	et	PROPN
bioscience-14	97	2	al	al	PROPN
bioscience-14	97	3	.	.	PROPN
bioscience-14	97	4	tensorflow	tensorflow	PROPN
bioscience-14	97	5	:	:	PUNCT
bioscience-14	97	6	a	a	DET
bioscience-14	97	7	system	system	NOUN
bioscience-14	97	8	for	for	ADP
bioscience-14	97	9	large	large	ADJ
bioscience-14	97	10	-	-	PUNCT
bioscience-14	97	11	scale	scale	NOUN
bioscience-14	97	12	machine	machine	NOUN
bioscience-14	97	13	learning	learning	NOUN
bioscience-14	97	14	(	(	PUNCT
bioscience-14	97	15	pp	pp	ADJ
bioscience-14	97	16	.	.	PUNCT
bioscience-14	98	1	265	265	NUM
bioscience-14	98	2	-	-	SYM
bioscience-14	98	3	-283	-283	NUM
bioscience-14	98	4	)	)	PUNCT
bioscience-14	98	5	.	.	PUNCT
bioscience-14	99	1	in	in	ADP
bioscience-14	99	2	:	:	PUNCT
bioscience-14	99	3	12th	12th	ADJ
bioscience-14	99	4	$	$	SYM
bioscience-14	99	5	{	{	PUNCT
bioscience-14	99	6	$	$	SYM
bioscience-14	99	7	usenix$}$	usenix$}$	NOUN
bioscience-14	99	8	symposium	symposium	NOUN
bioscience-14	99	9	on	on	ADP
bioscience-14	99	10	operating	operating	NOUN
bioscience-14	99	11	systems	system	NOUN
bioscience-14	99	12	design	design	NOUN
bioscience-14	99	13	and	and	CCONJ
bioscience-14	99	14	implementation	implementation	NOUN
bioscience-14	99	15	(	(	PUNCT
bioscience-14	99	16	$	$	SYM
bioscience-14	99	17	{	{	SYM
bioscience-14	99	18	$	$	SYM
bioscience-14	99	19	osdi$}$	osdi$}$	NOUN
bioscience-14	99	20	16	16	NUM
bioscience-14	99	21	)	)	PUNCT
bioscience-14	99	22	retrieved	retrieve	VERB
bioscience-14	99	23	from	from	ADP
bioscience-14	99	24	https://www	https://www	PROPN
bioscience-14	99	25	usenix	usenix	NOUN
bioscience-14	99	26	org	org	PROPN
bioscience-14	99	27	/	/	SYM
bioscience-14	99	28	conference	conference	NOUN
bioscience-14	99	29	/	/	SYM
bioscience-14	99	30	osdi16	osdi16	PROPN
bioscience-14	99	31	/	/	SYM
bioscience-14	99	32	technical	technical	ADJ
bioscience-14	99	33	-	-	PUNCT
bioscience-14	99	34	sessions	session	NOUN
bioscience-14	99	35	/	/	SYM
bioscience-14	99	36	presentation/	presentation/	NUM
bioscience-14	99	37	abadirpy2(nd	abadirpy2(nd	PUNCT
bioscience-14	99	38	)	)	PUNCT
bioscience-14	99	39	retrieved	retrieve	VERB
bioscience-14	99	40	march	march	NOUN
bioscience-14	99	41	.	.	PUNCT
bioscience-14	100	1	2016	2016	NUM
bioscience-14	100	2	.	.	PUNCT
bioscience-14	101	1	p.	p.	NOUN
bioscience-14	101	2	2019	2019	NUM
bioscience-14	101	3	.	.	PUNCT
bioscience-14	102	1	10	10	NUM
bioscience-14	102	2	.	.	X
bioscience-14	102	3	gulli	gulli	PROPN
bioscience-14	102	4	a	a	PRON
bioscience-14	102	5	,	,	PUNCT
bioscience-14	102	6	pal	pal	ADJ
bioscience-14	102	7	s.	s.	PROPN
bioscience-14	102	8	deep	deep	PROPN
bioscience-14	102	9	learning	learn	VERB
bioscience-14	102	10	with	with	ADP
bioscience-14	102	11	keras	keras	PROPN
bioscience-14	102	12	.	.	PUNCT
bioscience-14	103	1	packt	packt	PROPN
bioscience-14	103	2	publishing	publishing	PROPN
bioscience-14	103	3	ltd	ltd	PROPN
bioscience-14	103	4	;	;	PUNCT
bioscience-14	103	5	2017	2017	NUM
bioscience-14	103	6	.	.	PUNCT
bioscience-14	104	1	11	11	NUM
bioscience-14	104	2	.	.	X
bioscience-14	104	3	habib	habib	PROPN
bioscience-14	104	4	pt	pt	PROPN
bioscience-14	104	5	,	,	PUNCT
bioscience-14	104	6	alsamman	alsamman	PROPN
bioscience-14	104	7	am	am	PROPN
bioscience-14	104	8	,	,	PUNCT
bioscience-14	104	9	hassanein	hassanein	X
bioscience-14	104	10	se	se	X
bioscience-14	104	11	,	,	PUNCT
bioscience-14	104	12	hamwieh	hamwieh	PROPN
bioscience-14	104	13	a.	a.	NOUN
bioscience-14	104	14	tardict	tardict	PROPN
bioscience-14	104	15	:	:	PUNCT
bioscience-14	104	16	randomforestclassifier	randomforestclassifier	NOUN
bioscience-14	104	17	-	-	PUNCT
bioscience-14	104	18	based	base	VERB
bioscience-14	104	19	software	software	NOUN
bioscience-14	104	20	predict	predict	VERB
bioscience-14	104	21	drug	drug	NOUN
bioscience-14	104	22	-	-	PUNCT
bioscience-14	104	23	tartget	tartget	NOUN
bioscience-14	104	24	interaction	interaction	NOUN
bioscience-14	104	25	.	.	PUNCT
bioscience-14	105	1	biorxiv	biorxiv	NOUN
bioscience-14	105	2	.	.	PUNCT
bioscience-14	106	1	2020	2020	NUM
bioscience-14	106	2	;	;	PUNCT
bioscience-14	106	3	12	12	NUM
bioscience-14	106	4	.	.	PUNCT
bioscience-14	107	1	matstubara	matstubara	PROPN
bioscience-14	107	2	t	t	PROPN
bioscience-14	107	3	,	,	PUNCT
bioscience-14	107	4	ochiai	ochiai	PROPN
bioscience-14	107	5	t	t	PROPN
bioscience-14	107	6	,	,	PUNCT
bioscience-14	107	7	hayashida	hayashida	PROPN
bioscience-14	107	8	m	m	PROPN
bioscience-14	107	9	,	,	PUNCT
bioscience-14	107	10	akutsu	akutsu	PROPN
bioscience-14	107	11	t	t	PROPN
bioscience-14	107	12	,	,	PUNCT
bioscience-14	107	13	nacher	nacher	PROPN
bioscience-14	107	14	jc	jc	PROPN
bioscience-14	107	15	.	.	PROPN
bioscience-14	108	1	convolutional	convolutional	ADJ
bioscience-14	108	2	neural	neural	ADJ
bioscience-14	108	3	network	network	NOUN
bioscience-14	108	4	approach	approach	NOUN
bioscience-14	108	5	to	to	ADP
bioscience-14	108	6	lung	lung	NOUN
bioscience-14	108	7	cancer	cancer	NOUN
bioscience-14	108	8	classification	classification	NOUN
bioscience-14	108	9	integrating	integrate	VERB
bioscience-14	108	10	protein	protein	NOUN
bioscience-14	108	11	interaction	interaction	NOUN
bioscience-14	108	12	network	network	NOUN
bioscience-14	108	13	and	and	CCONJ
bioscience-14	108	14	gene	gene	NOUN
bioscience-14	108	15	expression	expression	NOUN
bioscience-14	108	16	profiles	profile	NOUN
bioscience-14	108	17	.	.	PUNCT
bioscience-14	109	1	j	j	PROPN
bioscience-14	109	2	bioinform	bioinform	PROPN
bioscience-14	109	3	comput	comput	PROPN
bioscience-14	109	4	biol	biol	PROPN
bioscience-14	110	1	[	[	X
bioscience-14	110	2	internet	internet	NOUN
bioscience-14	110	3	]	]	PUNCT
bioscience-14	110	4	.	.	PUNCT
bioscience-14	111	1	available	available	ADJ
bioscience-14	111	2	from	from	ADP
bioscience-14	111	3	:	:	PUNCT
bioscience-14	111	4	https://www.worldscientific.com/doi/abs/10.1142/s02	https://www.worldscientific.com/doi/abs/10.1142/s02	PROPN
bioscience-14	111	5	19720019400079?af	19720019400079?af	NUM
bioscience-14	111	6	=	=	NOUN
bioscience-14	111	7	r	r	NOUN
bioscience-14	111	8	13	13	NUM
bioscience-14	111	9	.	.	PUNCT
bioscience-14	112	1	lu	lu	PROPN
bioscience-14	112	2	s	s	PROPN
bioscience-14	112	3	,	,	PUNCT
bioscience-14	112	4	lu	lu	PROPN
bioscience-14	112	5	z	z	PROPN
bioscience-14	112	6	,	,	PUNCT
bioscience-14	112	7	zhang	zhang	PROPN
bioscience-14	112	8	y	y	PROPN
bioscience-14	112	9	-	-	PUNCT
bioscience-14	112	10	d.	d.	PROPN
bioscience-14	112	11	pathological	pathological	ADJ
bioscience-14	112	12	brain	brain	NOUN
bioscience-14	112	13	detection	detection	NOUN
bioscience-14	112	14	based	base	VERB
bioscience-14	112	15	on	on	ADP
bioscience-14	112	16	alexnet	alexnet	ADJ
bioscience-14	112	17	and	and	CCONJ
bioscience-14	112	18	transfer	transfer	VERB
bioscience-14	112	19	learning	learning	NOUN
bioscience-14	112	20	.	.	PUNCT
bioscience-14	113	1	j	j	PROPN
bioscience-14	113	2	comput	comput	PROPN
bioscience-14	113	3	sci	sci	PROPN
bioscience-14	113	4	.	.	PUNCT
bioscience-14	114	1	2019;30:41–7	2019;30:41–7	NUM
bioscience-14	114	2	.	.	PUNCT
bioscience-14	115	1	14	14	NUM
bioscience-14	115	2	.	.	PUNCT
bioscience-14	116	1	lebedev	lebedev	PROPN
bioscience-14	116	2	v	v	PROPN
bioscience-14	116	3	,	,	PUNCT
bioscience-14	116	4	lempitsky	lempitsky	NOUN
bioscience-14	116	5	v.	v.	ADP
bioscience-14	116	6	fast	fast	ADJ
bioscience-14	116	7	convnets	convnet	NOUN
bioscience-14	116	8	using	use	VERB
bioscience-14	116	9	group	group	NOUN
bioscience-14	116	10	-	-	PUNCT
bioscience-14	116	11	wise	wise	ADJ
bioscience-14	116	12	brain	brain	NOUN
bioscience-14	116	13	damage	damage	NOUN
bioscience-14	116	14	.	.	PUNCT
bioscience-14	117	1	in	in	ADP
bioscience-14	117	2	:	:	PUNCT
bioscience-14	117	3	proceedings	proceeding	NOUN
bioscience-14	117	4	of	of	ADP
bioscience-14	117	5	the	the	DET
bioscience-14	117	6	ieee	ieee	NOUN
bioscience-14	117	7	conference	conference	NOUN
bioscience-14	117	8	on	on	ADP
bioscience-14	117	9	computer	computer	NOUN
bioscience-14	117	10	vision	vision	NOUN
bioscience-14	117	11	and	and	CCONJ
bioscience-14	117	12	pattern	pattern	NOUN
bioscience-14	117	13	recognition	recognition	NOUN
bioscience-14	117	14	.	.	PUNCT
bioscience-14	118	1	2016	2016	NUM
bioscience-14	118	2	.	.	PUNCT
bioscience-14	119	1	p.	p.	NOUN
bioscience-14	119	2	2554–64	2554–64	NUM
bioscience-14	119	3	.	.	PUNCT
bioscience-14	120	1	15	15	NUM
bioscience-14	120	2	.	.	PUNCT
bioscience-14	120	3	ezhilarasi	ezhilarasi	PROPN
bioscience-14	120	4	r	r	PROPN
bioscience-14	120	5	,	,	PUNCT
bioscience-14	120	6	varalakshmi	varalakshmi	ADJ
bioscience-14	120	7	p.	p.	NOUN
bioscience-14	120	8	tumor	tumor	NOUN
bioscience-14	120	9	detection	detection	NOUN
bioscience-14	120	10	in	in	ADP
bioscience-14	120	11	the	the	DET
bioscience-14	120	12	brain	brain	NOUN
bioscience-14	120	13	using	use	VERB
bioscience-14	120	14	faster	fast	ADJ
bioscience-14	120	15	r	r	NOUN
bioscience-14	120	16	-	-	PUNCT
bioscience-14	120	17	cnn	cnn	NOUN
bioscience-14	120	18	.	.	PUNCT
bioscience-14	121	1	in	in	ADP
bioscience-14	121	2	:	:	PUNCT
bioscience-14	121	3	2018	2018	NUM
bioscience-14	121	4	2nd	2nd	ADJ
bioscience-14	121	5	international	international	ADJ
bioscience-14	121	6	conference	conference	NOUN
bioscience-14	121	7	on	on	ADP
bioscience-14	121	8	i	i	PROPN
bioscience-14	121	9	-	-	PUNCT
bioscience-14	121	10	smac	smac	PROPN
bioscience-14	121	11	(	(	PUNCT
bioscience-14	121	12	iot	iot	PROPN
bioscience-14	121	13	in	in	ADP
bioscience-14	121	14	social	social	ADJ
bioscience-14	121	15	,	,	PUNCT
bioscience-14	121	16	mobile	mobile	ADJ
bioscience-14	121	17	,	,	PUNCT
bioscience-14	121	18	analytics	analytic	NOUN
bioscience-14	121	19	and	and	CCONJ
bioscience-14	121	20	cloud)(i	cloud)(i	PROPN
bioscience-14	121	21	-	-	PUNCT
bioscience-14	121	22	smac	smac	PROPN
bioscience-14	121	23	)	)	PUNCT
bioscience-14	121	24	i	i	PROPN
bioscience-14	121	25	-	-	PUNCT
bioscience-14	121	26	smac	smac	PROPN
bioscience-14	121	27	(	(	PUNCT
bioscience-14	121	28	iot	iot	PROPN
bioscience-14	121	29	in	in	ADP
bioscience-14	121	30	social	social	ADJ
bioscience-14	121	31	,	,	PUNCT
bioscience-14	121	32	mobile	mobile	ADJ
bioscience-14	121	33	,	,	PUNCT
bioscience-14	121	34	analytics	analytic	NOUN
bioscience-14	121	35	and	and	CCONJ
bioscience-14	121	36	cloud)(i	cloud)(i	PROPN
bioscience-14	121	37	-	-	PUNCT
bioscience-14	121	38	smac	smac	PROPN
bioscience-14	121	39	)	)	PUNCT
bioscience-14	121	40	,	,	PUNCT
bioscience-14	121	41	2018	2018	NUM
bioscience-14	121	42	2nd	2nd	ADJ
bioscience-14	121	43	international	international	ADJ
bioscience-14	121	44	conference	conference	NOUN
bioscience-14	121	45	on	on	ADP
bioscience-14	121	46	.	.	PUNCT
bioscience-14	121	47	2018	2018	NUM
bioscience-14	121	48	.	.	PUNCT
bioscience-14	122	1	p.	p.	NOUN
bioscience-14	122	2	388–92	388–92	PROPN
bioscience-14	122	3	.	.	PUNCT
bioscience-14	123	1	16	16	NUM
bioscience-14	123	2	.	.	PUNCT
bioscience-14	123	3	kaggle	kaggle	VERB
bioscience-14	123	4	[	[	X
bioscience-14	123	5	internet	internet	NOUN
bioscience-14	123	6	]	]	PUNCT
bioscience-14	123	7	.	.	PUNCT
bioscience-14	124	1	2020	2020	NUM
bioscience-14	124	2	.	.	PUNCT
bioscience-14	125	1	available	available	ADJ
bioscience-14	125	2	from	from	ADP
bioscience-14	125	3	:	:	PUNCT
bioscience-14	125	4	www.kaggle.com%0a	www.kaggle.com%0a	NUM
bioscience-14	125	5	17	17	NUM
bioscience-14	125	6	.	.	PUNCT
bioscience-14	126	1	kermany	kermany	PROPN
bioscience-14	126	2	ds	ds	PROPN
bioscience-14	126	3	,	,	PUNCT
bioscience-14	126	4	goldbaum	goldbaum	PROPN
bioscience-14	126	5	m	m	PROPN
bioscience-14	126	6	,	,	PUNCT
bioscience-14	126	7	cai	cai	PROPN
bioscience-14	126	8	w	w	PROPN
bioscience-14	126	9	,	,	PUNCT
bioscience-14	126	10	valentim	valentim	PROPN
bioscience-14	126	11	ccs	ccs	PROPN
bioscience-14	126	12	,	,	PUNCT
bioscience-14	126	13	liang	liang	PROPN
bioscience-14	126	14	h	h	PROPN
bioscience-14	126	15	,	,	PUNCT
bioscience-14	126	16	baxter	baxter	PROPN
bioscience-14	126	17	sl	sl	PROPN
bioscience-14	126	18	,	,	PUNCT
bioscience-14	126	19	et	et	PROPN
bioscience-14	126	20	al	al	PROPN
bioscience-14	126	21	.	.	PUNCT
bioscience-14	127	1	identifying	identify	VERB
bioscience-14	127	2	medical	medical	ADJ
bioscience-14	127	3	diagnoses	diagnosis	NOUN
bioscience-14	127	4	and	and	CCONJ
bioscience-14	127	5	treatable	treatable	ADJ
bioscience-14	127	6	diseases	disease	NOUN
bioscience-14	127	7	by	by	ADP
bioscience-14	127	8	image	image	NOUN
bioscience-14	127	9	-	-	PUNCT
bioscience-14	127	10	based	base	VERB
bioscience-14	127	11	deep	deep	ADJ
bioscience-14	127	12	learning	learning	NOUN
bioscience-14	127	13	.	.	PUNCT
bioscience-14	128	1	cell	cell	NOUN
bioscience-14	128	2	.	.	PUNCT
bioscience-14	129	1	2018;172(5):1122–31	2018;172(5):1122–31	X
bioscience-14	129	2	.	.	NOUN
bioscience-14	129	3	18	18	NUM
bioscience-14	129	4	.	.	PUNCT
bioscience-14	129	5	franquet	franquet	PROPN
bioscience-14	129	6	t.	t.	PROPN
bioscience-14	129	7	imaging	imaging	NOUN
bioscience-14	129	8	of	of	ADP
bioscience-14	129	9	pneumonia	pneumonia	NOUN
bioscience-14	129	10	:	:	PUNCT
bioscience-14	129	11	trends	trend	NOUN
bioscience-14	129	12	and	and	CCONJ
bioscience-14	129	13	algorithms	algorithm	NOUN
bioscience-14	129	14	.	.	PUNCT
bioscience-14	130	1	eur	eur	PROPN
bioscience-14	130	2	respir	respir	PROPN
bioscience-14	130	3	j.	j.	PROPN
bioscience-14	130	4	2001;18(1):196–208	2001;18(1):196–208	PROPN
bioscience-14	130	5	.	.	PROPN
bioscience-14	130	6	19	19	NUM
bioscience-14	130	7	.	.	PUNCT
bioscience-14	131	1	goodman	goodman	PROPN
bioscience-14	131	2	p	p	PROPN
bioscience-14	131	3	,	,	PUNCT
bioscience-14	131	4	prosch	prosch	PROPN
bioscience-14	131	5	h	h	NOUN
bioscience-14	131	6	,	,	PUNCT
bioscience-14	131	7	herold	herold	PROPN
bioscience-14	131	8	cj	cj	PROPN
bioscience-14	131	9	.	.	PUNCT
bioscience-14	132	1	imaging	imaging	NOUN
bioscience-14	132	2	of	of	ADP
bioscience-14	132	3	pulmonary	pulmonary	ADJ
bioscience-14	132	4	infections	infection	NOUN
bioscience-14	132	5	.	.	PUNCT
bioscience-14	133	1	in	in	ADP
bioscience-14	133	2	:	:	PUNCT
bioscience-14	133	3	diseases	disease	NOUN
bioscience-14	133	4	of	of	ADP
bioscience-14	133	5	the	the	DET
bioscience-14	133	6	chest	chest	NOUN
bioscience-14	133	7	and	and	CCONJ
bioscience-14	133	8	heart	heart	NOUN
bioscience-14	133	9	2015	2015	NUM
bioscience-14	133	10	-	-	PUNCT
bioscience-14	133	11	-2018	-2018	PROPN
bioscience-14	133	12	.	.	PUNCT
bioscience-14	133	13	springer	springer	NOUN
bioscience-14	133	14	;	;	PUNCT
bioscience-14	133	15	2015	2015	NUM
bioscience-14	133	16	.	.	PUNCT
bioscience-14	134	1	p.	p.	NOUN
bioscience-14	134	2	63–70	63–70	PROPN
bioscience-14	134	3	.	.	PUNCT
bioscience-14	135	1	https://github.com/peterhabib/pneumoniaai	https://github.com/peterhabib/pneumoniaai	PROPN
bioscience-14	135	2	http://bioscience.highlightsin.org/	http://bioscience.highlightsin.org/	PRON