id	sid	tid	token	lemma	pos
hypothesis-25199	1	1	research	research	NOUN
hypothesis-25199	1	2	section	section	NOUN
hypothesis-25199	1	3	spotlight	spotlight	NOUN
hypothesis-25199	1	4	hypothesis	hypothesis	NOUN
hypothesis-25199	1	5	,	,	PUNCT
hypothesis-25199	1	6	vol	vol	NOUN
hypothesis-25199	1	7	.	.	PROPN
hypothesis-25199	1	8	29	29	NUM
hypothesis-25199	1	9	,	,	PUNCT
hypothesis-25199	1	10	no	no	INTJ
hypothesis-25199	1	11	.	.	NOUN
hypothesis-25199	1	12	2	2	NUM
hypothesis-25199	1	13	,	,	PUNCT
hypothesis-25199	1	14	fall	fall	NOUN
hypothesis-25199	1	15	/	/	SYM
hypothesis-25199	1	16	winter	winter	NOUN
hypothesis-25199	1	17	2017	2017	NUM
hypothesis-25199	1	18	32	32	NUM
hypothesis-25199	1	19	“	"	PUNCT
hypothesis-25199	1	20	librarian	librarian	PROPN
hypothesis-25199	1	21	’s	’s	PART
hypothesis-25199	1	22	role	role	NOUN
hypothesis-25199	1	23	in	in	ADP
hypothesis-25199	1	24	reproducibility	reproducibility	NOUN
hypothesis-25199	1	25	of	of	ADP
hypothesis-25199	1	26	research	research	NOUN
hypothesis-25199	1	27	”	"	PUNCT
hypothesis-25199	1	28	2017	2017	NUM
hypothesis-25199	1	29	symposium	symposium	NOUN
hypothesis-25199	1	30	:	:	PUNCT
hypothesis-25199	1	31	research	research	NOUN
hypothesis-25199	1	32	section	section	NOUN
hypothesis-25199	1	33	stipend	stipend	NOUN
hypothesis-25199	1	34	winner	winner	NOUN
hypothesis-25199	1	35	reflection	reflection	NOUN
hypothesis-25199	1	36	kimberly	kimberly	PROPN
hypothesis-25199	1	37	r.	r.	PROPN
hypothesis-25199	1	38	powell	powell	PROPN
hypothesis-25199	1	39	,	,	PUNCT
hypothesis-25199	1	40	mlis	mlis	VERB
hypothesis-25199	1	41	life	life	NOUN
hypothesis-25199	1	42	sciences	sciences	PROPN
hypothesis-25199	1	43	informationist	informationist	PROPN
hypothesis-25199	1	44	woodruff	woodruff	PROPN
hypothesis-25199	1	45	health	health	PROPN
hypothesis-25199	1	46	sciences	sciences	PROPN
hypothesis-25199	1	47	center	center	PROPN
hypothesis-25199	1	48	library	library	PROPN
hypothesis-25199	1	49	emory	emory	PROPN
hypothesis-25199	1	50	university	university	PROPN
hypothesis-25199	1	51	atanta	atanta	PROPN
hypothesis-25199	1	52	,	,	PUNCT
hypothesis-25199	1	53	ga	ga	PROPN
hypothesis-25199	1	54	krpowel@emory.edu	krpowel@emory.edu	PROPN
hypothesis-25199	1	55	introduction	introduction	NOUN
hypothesis-25199	1	56	at	at	ADP
hypothesis-25199	1	57	the	the	DET
hypothesis-25199	1	58	117th	117th	ADJ
hypothesis-25199	1	59	annual	annual	ADJ
hypothesis-25199	1	60	meeting	meeting	NOUN
hypothesis-25199	1	61	and	and	CCONJ
hypothesis-25199	1	62	exhibition	exhibition	NOUN
hypothesis-25199	1	63	of	of	ADP
hypothesis-25199	1	64	the	the	DET
hypothesis-25199	1	65	medical	medical	PROPN
hypothesis-25199	1	66	library	library	PROPN
hypothesis-25199	1	67	association	association	PROPN
hypothesis-25199	1	68	(	(	PUNCT
hypothesis-25199	1	69	mla	mla	PROPN
hypothesis-25199	1	70	)	)	PUNCT
hypothesis-25199	1	71	in	in	ADP
hypothesis-25199	1	72	2017	2017	NUM
hypothesis-25199	1	73	,	,	PUNCT
hypothesis-25199	1	74	eight	eight	NUM
hypothesis-25199	1	75	sections	section	NOUN
hypothesis-25199	1	76	of	of	ADP
hypothesis-25199	1	77	the	the	DET
hypothesis-25199	1	78	association	association	NOUN
hypothesis-25199	1	79	jointly	jointly	ADV
hypothesis-25199	1	80	sponsored	sponsor	VERB
hypothesis-25199	1	81	a	a	DET
hypothesis-25199	1	82	symposium	symposium	NOUN
hypothesis-25199	1	83	entitled	entitle	VERB
hypothesis-25199	1	84	librarian	librarian	PROPN
hypothesis-25199	1	85	’s	’s	PART
hypothesis-25199	1	86	role	role	NOUN
hypothesis-25199	1	87	in	in	ADP
hypothesis-25199	1	88	reproducibility	reproducibility	NOUN
hypothesis-25199	1	89	of	of	ADP
hypothesis-25199	1	90	research	research	NOUN
hypothesis-25199	1	91	.	.	PUNCT
hypothesis-25199	2	1	the	the	DET
hypothesis-25199	2	2	four	four	NUM
hypothesis-25199	2	3	hour	hour	NOUN
hypothesis-25199	2	4	symposium	symposium	NOUN
hypothesis-25199	2	5	was	be	AUX
hypothesis-25199	2	6	held	hold	VERB
hypothesis-25199	2	7	saturday	saturday	PROPN
hypothesis-25199	2	8	,	,	PUNCT
hypothesis-25199	2	9	may	may	AUX
hypothesis-25199	2	10	27th	27th	NOUN
hypothesis-25199	2	11	as	as	ADP
hypothesis-25199	2	12	part	part	NOUN
hypothesis-25199	2	13	of	of	ADP
hypothesis-25199	2	14	the	the	DET
hypothesis-25199	2	15	mla	mla	NOUN
hypothesis-25199	2	16	pre	pre	ADJ
hypothesis-25199	2	17	-	-	ADJ
hypothesis-25199	2	18	conference	conference	ADJ
hypothesis-25199	2	19	activities	activity	NOUN
hypothesis-25199	2	20	.	.	PUNCT
hypothesis-25199	3	1	shona	shona	PROPN
hypothesis-25199	3	2	kirtley	kirtley	PROPN
hypothesis-25199	3	3	,	,	PUNCT
hypothesis-25199	3	4	knowledge	knowledge	NOUN
hypothesis-25199	3	5	and	and	CCONJ
hypothesis-25199	3	6	information	information	NOUN
hypothesis-25199	3	7	manager	manager	NOUN
hypothesis-25199	3	8	for	for	ADP
hypothesis-25199	3	9	the	the	DET
hypothesis-25199	3	10	equator	equator	NOUN
hypothesis-25199	3	11	network	network	NOUN
hypothesis-25199	3	12	at	at	ADP
hypothesis-25199	3	13	the	the	DET
hypothesis-25199	3	14	centre	centre	NOUN
hypothesis-25199	3	15	for	for	ADP
hypothesis-25199	3	16	statistics	statistic	NOUN
hypothesis-25199	3	17	in	in	ADP
hypothesis-25199	3	18	medicine	medicine	NOUN
hypothesis-25199	3	19	at	at	ADP
hypothesis-25199	3	20	the	the	DET
hypothesis-25199	3	21	university	university	NOUN
hypothesis-25199	3	22	of	of	ADP
hypothesis-25199	3	23	oxford	oxford	PROPN
hypothesis-25199	3	24	,	,	PUNCT
hypothesis-25199	3	25	served	serve	VERB
hypothesis-25199	3	26	as	as	ADP
hypothesis-25199	3	27	the	the	DET
hypothesis-25199	3	28	keynote	keynote	NOUN
hypothesis-25199	3	29	speaker	speaker	NOUN
hypothesis-25199	3	30	.	.	PUNCT
hypothesis-25199	4	1	invited	invite	VERB
hypothesis-25199	4	2	panelists	panelist	NOUN
hypothesis-25199	4	3	discussed	discuss	VERB
hypothesis-25199	4	4	their	their	PRON
hypothesis-25199	4	5	roles	role	NOUN
hypothesis-25199	4	6	in	in	ADP
hypothesis-25199	4	7	initiatives	initiative	NOUN
hypothesis-25199	4	8	aimed	aim	VERB
hypothesis-25199	4	9	to	to	PART
hypothesis-25199	4	10	reduce	reduce	VERB
hypothesis-25199	4	11	the	the	DET
hypothesis-25199	4	12	research	research	NOUN
hypothesis-25199	4	13	waste	waste	NOUN
hypothesis-25199	4	14	caused	cause	VERB
hypothesis-25199	4	15	by	by	ADP
hypothesis-25199	4	16	irreproducible	irreproducible	ADJ
hypothesis-25199	4	17	reporting	reporting	NOUN
hypothesis-25199	4	18	of	of	ADP
hypothesis-25199	4	19	scientific	scientific	ADJ
hypothesis-25199	4	20	efforts	effort	NOUN
hypothesis-25199	4	21	within	within	ADP
hypothesis-25199	4	22	the	the	DET
hypothesis-25199	4	23	published	publish	VERB
hypothesis-25199	4	24	literature	literature	NOUN
hypothesis-25199	4	25	.	.	PUNCT
hypothesis-25199	5	1	the	the	DET
hypothesis-25199	5	2	four	four	NUM
hypothesis-25199	5	3	-	-	PUNCT
hypothesis-25199	5	4	hour	hour	NOUN
hypothesis-25199	5	5	symposium	symposium	NOUN
hypothesis-25199	5	6	concluded	conclude	VERB
hypothesis-25199	5	7	with	with	ADP
hypothesis-25199	5	8	a	a	DET
hypothesis-25199	5	9	hands	hand	NOUN
hypothesis-25199	5	10	-	-	PUNCT
hypothesis-25199	5	11	on	on	ADP
hypothesis-25199	5	12	brainstorming	brainstorming	NOUN
hypothesis-25199	5	13	activity	activity	NOUN
hypothesis-25199	5	14	that	that	PRON
hypothesis-25199	5	15	asked	ask	VERB
hypothesis-25199	5	16	each	each	PRON
hypothesis-25199	5	17	of	of	ADP
hypothesis-25199	5	18	the	the	DET
hypothesis-25199	5	19	attendees	attendee	NOUN
hypothesis-25199	5	20	to	to	PART
hypothesis-25199	5	21	propose	propose	VERB
hypothesis-25199	5	22	and	and	CCONJ
hypothesis-25199	5	23	reflect	reflect	VERB
hypothesis-25199	5	24	on	on	ADP
hypothesis-25199	5	25	increasing	increase	VERB
hypothesis-25199	5	26	the	the	DET
hypothesis-25199	5	27	reproducibility	reproducibility	NOUN
hypothesis-25199	5	28	of	of	ADP
hypothesis-25199	5	29	science	science	NOUN
hypothesis-25199	5	30	.	.	PUNCT
hypothesis-25199	6	1	the	the	DET
hypothesis-25199	6	2	following	follow	VERB
hypothesis-25199	6	3	is	be	AUX
hypothesis-25199	6	4	a	a	DET
hypothesis-25199	6	5	summary	summary	NOUN
hypothesis-25199	6	6	of	of	ADP
hypothesis-25199	6	7	the	the	DET
hypothesis-25199	6	8	information	information	NOUN
hypothesis-25199	6	9	shared	share	VERB
hypothesis-25199	6	10	and	and	CCONJ
hypothesis-25199	6	11	a	a	DET
hypothesis-25199	6	12	reflection	reflection	NOUN
hypothesis-25199	6	13	on	on	ADP
hypothesis-25199	6	14	the	the	DET
hypothesis-25199	6	15	brainstorm	brainstorm	NOUN
hypothesis-25199	6	16	suggestions	suggestion	NOUN
hypothesis-25199	6	17	made	make	VERB
hypothesis-25199	6	18	at	at	ADP
hypothesis-25199	6	19	the	the	DET
hypothesis-25199	6	20	librarian	librarian	NOUN
hypothesis-25199	6	21	's	's	PART
hypothesis-25199	6	22	role	role	NOUN
hypothesis-25199	6	23	in	in	ADP
hypothesis-25199	6	24	reproducibility	reproducibility	NOUN
hypothesis-25199	6	25	of	of	ADP
hypothesis-25199	6	26	research	research	NOUN
hypothesis-25199	6	27	symposium	symposium	NOUN
hypothesis-25199	6	28	.	.	PUNCT
hypothesis-25199	7	1	a	a	DET
hypothesis-25199	7	2	libguide	libguide	NOUN
hypothesis-25199	7	3	for	for	ADP
hypothesis-25199	7	4	the	the	DET
hypothesis-25199	7	5	event	event	NOUN
hypothesis-25199	7	6	,	,	PUNCT
hypothesis-25199	7	7	including	include	VERB
hypothesis-25199	7	8	agenda	agenda	NOUN
hypothesis-25199	7	9	and	and	CCONJ
hypothesis-25199	7	10	speaker	speaker	NOUN
hypothesis-25199	7	11	slides	slide	NOUN
hypothesis-25199	7	12	are	be	AUX
hypothesis-25199	7	13	located	locate	VERB
hypothesis-25199	7	14	at	at	ADP
hypothesis-25199	7	15	http://mlasymposium.libguides.com/c.php?g=584462&p=4036194	http://mlasymposium.libguides.com/c.php?g=584462&p=4036194	PROPN
hypothesis-25199	7	16	.	.	PUNCT
hypothesis-25199	8	1	defining	define	VERB
hypothesis-25199	8	2	the	the	DET
hypothesis-25199	8	3	reproducibility	reproducibility	NOUN
hypothesis-25199	8	4	crisis	crisis	NOUN
hypothesis-25199	8	5	in	in	ADP
hypothesis-25199	8	6	march	march	PROPN
hypothesis-25199	8	7	2012	2012	NUM
hypothesis-25199	8	8	,	,	PUNCT
hypothesis-25199	8	9	a	a	DET
hypothesis-25199	8	10	commentary	commentary	NOUN
hypothesis-25199	8	11	on	on	ADP
hypothesis-25199	8	12	the	the	DET
hypothesis-25199	8	13	reproducibility	reproducibility	NOUN
hypothesis-25199	8	14	of	of	ADP
hypothesis-25199	8	15	preclinical	preclinical	ADJ
hypothesis-25199	8	16	cancer	cancer	NOUN
hypothesis-25199	8	17	studies	study	NOUN
hypothesis-25199	8	18	was	be	AUX
hypothesis-25199	8	19	published	publish	VERB
hypothesis-25199	8	20	in	in	ADP
hypothesis-25199	8	21	nature	nature	NOUN
hypothesis-25199	8	22	.	.	PUNCT
hypothesis-25199	9	1	this	this	DET
hypothesis-25199	9	2	report	report	NOUN
hypothesis-25199	9	3	by	by	ADP
hypothesis-25199	9	4	the	the	DET
hypothesis-25199	9	5	company	company	NOUN
hypothesis-25199	9	6	amgen	amgen	PROPN
hypothesis-25199	9	7	highlighted	highlight	VERB
hypothesis-25199	9	8	the	the	DET
hypothesis-25199	9	9	disappointing	disappointing	ADJ
hypothesis-25199	9	10	success	success	NOUN
hypothesis-25199	9	11	rate	rate	NOUN
hypothesis-25199	9	12	of	of	ADP
hypothesis-25199	9	13	translating	translate	VERB
hypothesis-25199	9	14	basic	basic	ADJ
hypothesis-25199	9	15	science	science	NOUN
hypothesis-25199	9	16	findings	finding	NOUN
hypothesis-25199	9	17	into	into	ADP
hypothesis-25199	9	18	clinical	clinical	ADJ
hypothesis-25199	9	19	therapeutics	therapeutic	NOUN
hypothesis-25199	9	20	,	,	PUNCT
hypothesis-25199	9	21	especially	especially	ADV
hypothesis-25199	9	22	with	with	ADP
hypothesis-25199	9	23	regards	regard	NOUN
hypothesis-25199	9	24	to	to	ADP
hypothesis-25199	9	25	cancer	cancer	NOUN
hypothesis-25199	9	26	studies	study	NOUN
hypothesis-25199	9	27	.	.	PUNCT
hypothesis-25199	10	1	amgen	amgen	PROPN
hypothesis-25199	10	2	researchers	researcher	NOUN
hypothesis-25199	10	3	conducted	conduct	VERB
hypothesis-25199	10	4	a	a	DET
hypothesis-25199	10	5	review	review	NOUN
hypothesis-25199	10	6	of	of	ADP
hypothesis-25199	10	7	53	53	NUM
hypothesis-25199	10	8	published	publish	VERB
hypothesis-25199	10	9	studies	study	NOUN
hypothesis-25199	10	10	finding	find	VERB
hypothesis-25199	10	11	only	only	ADV
hypothesis-25199	10	12	six	six	NUM
hypothesis-25199	10	13	(	(	PUNCT
hypothesis-25199	10	14	11	11	NUM
hypothesis-25199	10	15	%	%	NOUN
hypothesis-25199	10	16	)	)	PUNCT
hypothesis-25199	10	17	of	of	ADP
hypothesis-25199	10	18	the	the	DET
hypothesis-25199	10	19	results	result	NOUN
hypothesis-25199	10	20	could	could	AUX
hypothesis-25199	10	21	be	be	AUX
hypothesis-25199	10	22	replicated	replicate	VERB
hypothesis-25199	10	23	[	[	X
hypothesis-25199	10	24	1	1	NUM
hypothesis-25199	10	25	]	]	PUNCT
hypothesis-25199	10	26	.	.	PUNCT
hypothesis-25199	11	1	this	this	PRON
hypothesis-25199	11	2	endorsed	endorse	VERB
hypothesis-25199	11	3	an	an	DET
hypothesis-25199	11	4	earlier	early	ADJ
hypothesis-25199	11	5	report	report	NOUN
hypothesis-25199	11	6	from	from	ADP
hypothesis-25199	11	7	the	the	DET
hypothesis-25199	11	8	pharmaceutical	pharmaceutical	ADJ
hypothesis-25199	11	9	http://mlasymposium.libguides.com/c.php?g=584462&p=4036194	http://mlasymposium.libguides.com/c.php?g=584462&p=4036194	PROPN
hypothesis-25199	11	10	research	research	NOUN
hypothesis-25199	11	11	section	section	NOUN
hypothesis-25199	11	12	spotlight	spotlight	NOUN
hypothesis-25199	11	13	hypothesis	hypothesis	NOUN
hypothesis-25199	11	14	,	,	PUNCT
hypothesis-25199	11	15	vol	vol	NOUN
hypothesis-25199	11	16	.	.	PROPN
hypothesis-25199	11	17	29	29	NUM
hypothesis-25199	11	18	,	,	PUNCT
hypothesis-25199	11	19	no	no	INTJ
hypothesis-25199	11	20	.	.	NOUN
hypothesis-25199	11	21	2	2	NUM
hypothesis-25199	11	22	,	,	PUNCT
hypothesis-25199	11	23	fall	fall	NOUN
hypothesis-25199	11	24	/	/	SYM
hypothesis-25199	11	25	winter	winter	NOUN
hypothesis-25199	11	26	2017	2017	NUM
hypothesis-25199	11	27	33	33	NUM
hypothesis-25199	11	28	company	company	NOUN
hypothesis-25199	11	29	bayer	bayer	NOUN
hypothesis-25199	11	30	that	that	SCONJ
hypothesis-25199	11	31	from	from	ADP
hypothesis-25199	11	32	a	a	DET
hypothesis-25199	11	33	sample	sample	NOUN
hypothesis-25199	11	34	set	set	NOUN
hypothesis-25199	11	35	of	of	ADP
hypothesis-25199	11	36	67	67	NUM
hypothesis-25199	11	37	published	publish	VERB
hypothesis-25199	11	38	drug	drug	NOUN
hypothesis-25199	11	39	reports	report	NOUN
hypothesis-25199	11	40	,	,	PUNCT
hypothesis-25199	11	41	only	only	ADV
hypothesis-25199	11	42	20	20	NUM
hypothesis-25199	11	43	-	-	SYM
hypothesis-25199	11	44	25	25	NUM
hypothesis-25199	11	45	%	%	NOUN
hypothesis-25199	11	46	were	be	AUX
hypothesis-25199	11	47	reproducible	reproducible	ADJ
hypothesis-25199	11	48	[	[	X
hypothesis-25199	11	49	2	2	NUM
hypothesis-25199	11	50	]	]	PUNCT
hypothesis-25199	11	51	.	.	PUNCT
hypothesis-25199	12	1	in	in	ADP
hypothesis-25199	12	2	response	response	NOUN
hypothesis-25199	12	3	to	to	ADP
hypothesis-25199	12	4	these	these	DET
hypothesis-25199	12	5	concerning	concern	VERB
hypothesis-25199	12	6	observations	observation	NOUN
hypothesis-25199	12	7	,	,	PUNCT
hypothesis-25199	12	8	the	the	DET
hypothesis-25199	12	9	lancet	lancet	NOUN
hypothesis-25199	12	10	launched	launch	VERB
hypothesis-25199	12	11	a	a	DET
hypothesis-25199	12	12	series	series	NOUN
hypothesis-25199	12	13	of	of	ADP
hypothesis-25199	12	14	papers	paper	NOUN
hypothesis-25199	12	15	that	that	PRON
hypothesis-25199	12	16	discuss	discuss	VERB
hypothesis-25199	12	17	increasing	increase	VERB
hypothesis-25199	12	18	the	the	DET
hypothesis-25199	12	19	value	value	NOUN
hypothesis-25199	12	20	and	and	CCONJ
hypothesis-25199	12	21	reducing	reduce	VERB
hypothesis-25199	12	22	research	research	NOUN
hypothesis-25199	12	23	waste	waste	NOUN
hypothesis-25199	12	24	in	in	ADP
hypothesis-25199	12	25	the	the	DET
hypothesis-25199	12	26	published	publish	VERB
hypothesis-25199	12	27	literature	literature	NOUN
hypothesis-25199	12	28	,	,	PUNCT
hypothesis-25199	12	29	ultimately	ultimately	ADV
hypothesis-25199	12	30	becoming	become	VERB
hypothesis-25199	12	31	the	the	DET
hypothesis-25199	12	32	lancet	lancet	NOUN
hypothesis-25199	12	33	’s	’s	PART
hypothesis-25199	12	34	reduce	reduce	VERB
hypothesis-25199	12	35	research	research	NOUN
hypothesis-25199	12	36	waste	waste	NOUN
hypothesis-25199	12	37	and	and	CCONJ
hypothesis-25199	12	38	reward	reward	VERB
hypothesis-25199	12	39	diligence	diligence	NOUN
hypothesis-25199	12	40	(	(	PUNCT
hypothesis-25199	12	41	reward	reward	NOUN
hypothesis-25199	12	42	)	)	PUNCT
hypothesis-25199	12	43	campaign	campaign	NOUN
hypothesis-25199	12	44	in	in	ADP
hypothesis-25199	12	45	2015	2015	NUM
hypothesis-25199	12	46	.	.	PUNCT
hypothesis-25199	13	1	in	in	ADP
hypothesis-25199	13	2	2016	2016	NUM
hypothesis-25199	13	3	,	,	PUNCT
hypothesis-25199	13	4	nature	nature	NOUN
hypothesis-25199	13	5	published	publish	VERB
hypothesis-25199	13	6	survey	survey	NOUN
hypothesis-25199	13	7	results	result	NOUN
hypothesis-25199	13	8	from	from	ADP
hypothesis-25199	13	9	1,576	1,576	NUM
hypothesis-25199	13	10	researchers	researcher	NOUN
hypothesis-25199	13	11	,	,	PUNCT
hypothesis-25199	13	12	90	90	NUM
hypothesis-25199	13	13	%	%	NOUN
hypothesis-25199	13	14	of	of	ADP
hypothesis-25199	13	15	whom	whom	PRON
hypothesis-25199	13	16	affirmed	affirm	VERB
hypothesis-25199	13	17	a	a	DET
hypothesis-25199	13	18	reproducibility	reproducibility	NOUN
hypothesis-25199	13	19	crisis	crisis	NOUN
hypothesis-25199	13	20	within	within	ADP
hypothesis-25199	13	21	the	the	DET
hypothesis-25199	13	22	published	publish	VERB
hypothesis-25199	13	23	literature	literature	NOUN
hypothesis-25199	13	24	[	[	X
hypothesis-25199	13	25	4	4	NUM
hypothesis-25199	13	26	]	]	PUNCT
hypothesis-25199	13	27	.	.	PUNCT
hypothesis-25199	14	1	in	in	ADP
hypothesis-25199	14	2	2015	2015	NUM
hypothesis-25199	14	3	,	,	PUNCT
hypothesis-25199	14	4	the	the	DET
hypothesis-25199	14	5	u.s	u.s	PROPN
hypothesis-25199	14	6	.	.	PROPN
hypothesis-25199	14	7	national	national	PROPN
hypothesis-25199	14	8	science	science	PROPN
hypothesis-25199	14	9	foundation	foundation	PROPN
hypothesis-25199	14	10	(	(	PUNCT
hypothesis-25199	14	11	nsf	nsf	NOUN
hypothesis-25199	14	12	)	)	PUNCT
hypothesis-25199	14	13	released	release	VERB
hypothesis-25199	14	14	recommendations	recommendation	NOUN
hypothesis-25199	14	15	authored	author	VERB
hypothesis-25199	14	16	by	by	ADP
hypothesis-25199	14	17	the	the	DET
hypothesis-25199	14	18	subcommittee	subcommittee	NOUN
hypothesis-25199	14	19	on	on	ADP
hypothesis-25199	14	20	replicability	replicability	NOUN
hypothesis-25199	14	21	in	in	ADP
hypothesis-25199	14	22	science	science	NOUN
hypothesis-25199	14	23	.	.	PUNCT
hypothesis-25199	15	1	among	among	ADP
hypothesis-25199	15	2	other	other	ADJ
hypothesis-25199	15	3	findings	finding	NOUN
hypothesis-25199	15	4	,	,	PUNCT
hypothesis-25199	15	5	this	this	DET
hypothesis-25199	15	6	report	report	NOUN
hypothesis-25199	15	7	noted	note	VERB
hypothesis-25199	15	8	that	that	SCONJ
hypothesis-25199	15	9	many	many	ADJ
hypothesis-25199	15	10	terms	term	NOUN
hypothesis-25199	15	11	used	use	VERB
hypothesis-25199	15	12	to	to	PART
hypothesis-25199	15	13	discuss	discuss	VERB
hypothesis-25199	15	14	the	the	DET
hypothesis-25199	15	15	ability	ability	NOUN
hypothesis-25199	15	16	to	to	PART
hypothesis-25199	15	17	replicate	replicate	VERB
hypothesis-25199	15	18	or	or	CCONJ
hypothesis-25199	15	19	generalize	generalize	VERB
hypothesis-25199	15	20	a	a	DET
hypothesis-25199	15	21	study	study	NOUN
hypothesis-25199	15	22	were	be	AUX
hypothesis-25199	15	23	applied	apply	VERB
hypothesis-25199	15	24	inconsistently	inconsistently	ADV
hypothesis-25199	15	25	.	.	PUNCT
hypothesis-25199	16	1	the	the	DET
hypothesis-25199	16	2	report	report	NOUN
hypothesis-25199	16	3	thereby	thereby	ADV
hypothesis-25199	16	4	offered	offer	VERB
hypothesis-25199	16	5	the	the	DET
hypothesis-25199	16	6	following	follow	VERB
hypothesis-25199	16	7	definition	definition	NOUN
hypothesis-25199	16	8	:	:	PUNCT
hypothesis-25199	16	9	“	"	PUNCT
hypothesis-25199	16	10	reproducibility	reproducibility	NOUN
hypothesis-25199	16	11	refers	refer	VERB
hypothesis-25199	16	12	to	to	ADP
hypothesis-25199	16	13	the	the	DET
hypothesis-25199	16	14	ability	ability	NOUN
hypothesis-25199	16	15	of	of	ADP
hypothesis-25199	16	16	a	a	DET
hypothesis-25199	16	17	researcher	researcher	NOUN
hypothesis-25199	16	18	to	to	PART
hypothesis-25199	16	19	duplicate	duplicate	VERB
hypothesis-25199	16	20	the	the	DET
hypothesis-25199	16	21	results	result	NOUN
hypothesis-25199	16	22	of	of	ADP
hypothesis-25199	16	23	a	a	DET
hypothesis-25199	16	24	prior	prior	ADJ
hypothesis-25199	16	25	study	study	NOUN
hypothesis-25199	16	26	using	use	VERB
hypothesis-25199	16	27	the	the	DET
hypothesis-25199	16	28	same	same	ADJ
hypothesis-25199	16	29	materials	material	NOUN
hypothesis-25199	16	30	and	and	CCONJ
hypothesis-25199	16	31	procedures	procedure	NOUN
hypothesis-25199	16	32	as	as	SCONJ
hypothesis-25199	16	33	were	be	AUX
hypothesis-25199	16	34	used	use	VERB
hypothesis-25199	16	35	by	by	ADP
hypothesis-25199	16	36	the	the	DET
hypothesis-25199	16	37	original	original	ADJ
hypothesis-25199	16	38	investigator	investigator	NOUN
hypothesis-25199	16	39	(	(	PUNCT
hypothesis-25199	16	40	…	…	PUNCT
hypothesis-25199	16	41	)	)	PUNCT
hypothesis-25199	16	42	reproducibility	reproducibility	NOUN
hypothesis-25199	16	43	is	be	AUX
hypothesis-25199	16	44	a	a	DET
hypothesis-25199	16	45	minimum	minimum	ADJ
hypothesis-25199	16	46	necessary	necessary	ADJ
hypothesis-25199	16	47	condition	condition	NOUN
hypothesis-25199	16	48	for	for	ADP
hypothesis-25199	16	49	a	a	DET
hypothesis-25199	16	50	finding	finding	NOUN
hypothesis-25199	16	51	to	to	PART
hypothesis-25199	16	52	be	be	AUX
hypothesis-25199	16	53	believable	believable	ADJ
hypothesis-25199	16	54	and	and	CCONJ
hypothesis-25199	16	55	informative	informative	ADJ
hypothesis-25199	16	56	.	.	PUNCT
hypothesis-25199	16	57	”	"	PUNCT
hypothesis-25199	17	1	[	[	X
hypothesis-25199	17	2	3	3	X
hypothesis-25199	17	3	]	]	PUNCT
hypothesis-25199	17	4	this	this	PRON
hypothesis-25199	17	5	differs	differ	VERB
hypothesis-25199	17	6	slightly	slightly	ADV
hypothesis-25199	17	7	from	from	ADP
hypothesis-25199	17	8	replicability	replicability	NOUN
hypothesis-25199	17	9	,	,	PUNCT
hypothesis-25199	17	10	defined	define	VERB
hypothesis-25199	17	11	by	by	ADP
hypothesis-25199	17	12	the	the	DET
hypothesis-25199	17	13	report	report	NOUN
hypothesis-25199	17	14	as	as	ADP
hypothesis-25199	17	15	“	"	PUNCT
hypothesis-25199	17	16	the	the	DET
hypothesis-25199	17	17	ability	ability	NOUN
hypothesis-25199	17	18	of	of	ADP
hypothesis-25199	17	19	a	a	DET
hypothesis-25199	17	20	researcher	researcher	NOUN
hypothesis-25199	17	21	to	to	PART
hypothesis-25199	17	22	duplicate	duplicate	VERB
hypothesis-25199	17	23	the	the	DET
hypothesis-25199	17	24	results	result	NOUN
hypothesis-25199	17	25	of	of	ADP
hypothesis-25199	17	26	a	a	DET
hypothesis-25199	17	27	prior	prior	ADJ
hypothesis-25199	17	28	study	study	NOUN
hypothesis-25199	17	29	if	if	SCONJ
hypothesis-25199	17	30	the	the	DET
hypothesis-25199	17	31	same	same	ADJ
hypothesis-25199	17	32	procedures	procedure	NOUN
hypothesis-25199	17	33	are	be	AUX
hypothesis-25199	17	34	followed	follow	VERB
hypothesis-25199	17	35	but	but	CCONJ
hypothesis-25199	17	36	new	new	ADJ
hypothesis-25199	17	37	data	datum	NOUN
hypothesis-25199	17	38	are	be	AUX
hypothesis-25199	17	39	collected	collect	VERB
hypothesis-25199	17	40	”	"	PUNCT
hypothesis-25199	18	1	[	[	X
hypothesis-25199	18	2	3	3	NUM
hypothesis-25199	18	3	]	]	PUNCT
hypothesis-25199	18	4	.	.	PUNCT
hypothesis-25199	19	1	in	in	ADP
hypothesis-25199	19	2	contrast	contrast	NOUN
hypothesis-25199	19	3	,	,	PUNCT
hypothesis-25199	19	4	the	the	DET
hypothesis-25199	19	5	nature	nature	NOUN
hypothesis-25199	19	6	survey	survey	NOUN
hypothesis-25199	19	7	of	of	ADP
hypothesis-25199	19	8	researchers	researcher	NOUN
hypothesis-25199	19	9	asked	ask	VERB
hypothesis-25199	19	10	if	if	SCONJ
hypothesis-25199	19	11	respondents	respondent	NOUN
hypothesis-25199	19	12	were	be	AUX
hypothesis-25199	19	13	able	able	ADJ
hypothesis-25199	19	14	to	to	PART
hypothesis-25199	19	15	reproduce	reproduce	VERB
hypothesis-25199	19	16	results	result	NOUN
hypothesis-25199	19	17	in	in	ADP
hypothesis-25199	19	18	a	a	DET
hypothesis-25199	19	19	“	"	PUNCT
hypothesis-25199	19	20	similar	similar	ADJ
hypothesis-25199	19	21	experimental	experimental	ADJ
hypothesis-25199	19	22	system	system	NOUN
hypothesis-25199	19	23	”	"	PUNCT
hypothesis-25199	19	24	which	which	PRON
hypothesis-25199	19	25	“	"	PUNCT
hypothesis-25199	19	26	may	may	AUX
hypothesis-25199	19	27	include	include	VERB
hypothesis-25199	19	28	slight	slight	ADJ
hypothesis-25199	19	29	variations	variation	NOUN
hypothesis-25199	19	30	in	in	ADP
hypothesis-25199	19	31	methods	method	NOUN
hypothesis-25199	19	32	or	or	CCONJ
hypothesis-25199	19	33	materials	material	NOUN
hypothesis-25199	19	34	”	"	PUNCT
hypothesis-25199	20	1	[	[	X
hypothesis-25199	20	2	4	4	NUM
hypothesis-25199	20	3	]	]	PUNCT
hypothesis-25199	20	4	.	.	PUNCT
hypothesis-25199	21	1	moving	move	VERB
hypothesis-25199	21	2	forward	forward	ADV
hypothesis-25199	21	3	,	,	PUNCT
hypothesis-25199	21	4	as	as	SCONJ
hypothesis-25199	21	5	funders	funder	NOUN
hypothesis-25199	21	6	,	,	PUNCT
hypothesis-25199	21	7	publishers	publisher	NOUN
hypothesis-25199	21	8	,	,	PUNCT
hypothesis-25199	21	9	researchers	researcher	NOUN
hypothesis-25199	21	10	,	,	PUNCT
hypothesis-25199	21	11	librarians	librarian	NOUN
hypothesis-25199	21	12	,	,	PUNCT
hypothesis-25199	21	13	and	and	CCONJ
hypothesis-25199	21	14	other	other	ADJ
hypothesis-25199	21	15	stakeholders	stakeholder	NOUN
hypothesis-25199	21	16	work	work	VERB
hypothesis-25199	21	17	to	to	PART
hypothesis-25199	21	18	formulate	formulate	VERB
hypothesis-25199	21	19	strategies	strategy	NOUN
hypothesis-25199	21	20	to	to	PART
hypothesis-25199	21	21	address	address	VERB
hypothesis-25199	21	22	the	the	DET
hypothesis-25199	21	23	concern	concern	NOUN
hypothesis-25199	21	24	,	,	PUNCT
hypothesis-25199	21	25	it	it	PRON
hypothesis-25199	21	26	will	will	AUX
hypothesis-25199	21	27	be	be	AUX
hypothesis-25199	21	28	important	important	ADJ
hypothesis-25199	21	29	to	to	PART
hypothesis-25199	21	30	work	work	VERB
hypothesis-25199	21	31	from	from	ADP
hypothesis-25199	21	32	a	a	DET
hypothesis-25199	21	33	standard	standard	ADJ
hypothesis-25199	21	34	definition	definition	NOUN
hypothesis-25199	21	35	of	of	ADP
hypothesis-25199	21	36	the	the	DET
hypothesis-25199	21	37	problem	problem	NOUN
hypothesis-25199	21	38	.	.	PUNCT
hypothesis-25199	22	1	many	many	ADJ
hypothesis-25199	22	2	approaches	approach	NOUN
hypothesis-25199	22	3	would	would	AUX
hypothesis-25199	22	4	conceivably	conceivably	ADV
hypothesis-25199	22	5	impact	impact	VERB
hypothesis-25199	22	6	both	both	DET
hypothesis-25199	22	7	reproducibility	reproducibility	NOUN
hypothesis-25199	22	8	and	and	CCONJ
hypothesis-25199	22	9	replicability	replicability	NOUN
hypothesis-25199	22	10	;	;	PUNCT
hypothesis-25199	22	11	however	however	ADV
hypothesis-25199	22	12	,	,	PUNCT
hypothesis-25199	22	13	when	when	SCONJ
hypothesis-25199	22	14	discussing	discuss	VERB
hypothesis-25199	22	15	the	the	DET
hypothesis-25199	22	16	scale	scale	NOUN
hypothesis-25199	22	17	of	of	ADP
hypothesis-25199	22	18	the	the	DET
hypothesis-25199	22	19	crisis	crisis	NOUN
hypothesis-25199	22	20	,	,	PUNCT
hypothesis-25199	22	21	and	and	CCONJ
hypothesis-25199	22	22	proposing	propose	VERB
hypothesis-25199	22	23	focused	focused	ADJ
hypothesis-25199	22	24	solutions	solution	NOUN
hypothesis-25199	22	25	,	,	PUNCT
hypothesis-25199	22	26	it	it	PRON
hypothesis-25199	22	27	will	will	AUX
hypothesis-25199	22	28	be	be	AUX
hypothesis-25199	22	29	important	important	ADJ
hypothesis-25199	22	30	to	to	PART
hypothesis-25199	22	31	note	note	VERB
hypothesis-25199	22	32	the	the	DET
hypothesis-25199	22	33	difference	difference	NOUN
hypothesis-25199	22	34	.	.	PUNCT
hypothesis-25199	23	1	policies	policy	NOUN
hypothesis-25199	23	2	:	:	PUNCT
hypothesis-25199	23	3	what	what	PRON
hypothesis-25199	23	4	are	be	AUX
hypothesis-25199	23	5	funders	funder	NOUN
hypothesis-25199	23	6	and	and	CCONJ
hypothesis-25199	23	7	publishers	publisher	NOUN
hypothesis-25199	23	8	doing	do	VERB
hypothesis-25199	23	9	to	to	PART
hypothesis-25199	23	10	support	support	VERB
hypothesis-25199	23	11	reproducible	reproducible	ADJ
hypothesis-25199	23	12	research	research	NOUN
hypothesis-25199	23	13	?	?	PUNCT
hypothesis-25199	24	1	proposed	propose	VERB
hypothesis-25199	24	2	solutions	solution	NOUN
hypothesis-25199	24	3	for	for	ADP
hypothesis-25199	24	4	increasing	increase	VERB
hypothesis-25199	24	5	the	the	DET
hypothesis-25199	24	6	reproducibility	reproducibility	NOUN
hypothesis-25199	24	7	(	(	PUNCT
hypothesis-25199	24	8	and	and	CCONJ
hypothesis-25199	24	9	replicability	replicability	NOUN
hypothesis-25199	24	10	)	)	PUNCT
hypothesis-25199	24	11	of	of	ADP
hypothesis-25199	24	12	the	the	DET
hypothesis-25199	24	13	published	publish	VERB
hypothesis-25199	24	14	literature	literature	NOUN
hypothesis-25199	24	15	can	can	AUX
hypothesis-25199	24	16	typically	typically	ADV
hypothesis-25199	24	17	be	be	AUX
hypothesis-25199	24	18	broken	break	VERB
hypothesis-25199	24	19	into	into	ADP
hypothesis-25199	24	20	two	two	NUM
hypothesis-25199	24	21	main	main	ADJ
hypothesis-25199	24	22	approaches	approach	NOUN
hypothesis-25199	24	23	:	:	PUNCT
hypothesis-25199	24	24	those	those	PRON
hypothesis-25199	24	25	that	that	PRON
hypothesis-25199	24	26	target	target	VERB
hypothesis-25199	24	27	data	datum	NOUN
hypothesis-25199	24	28	reporting	reporting	NOUN
hypothesis-25199	24	29	and	and	CCONJ
hypothesis-25199	24	30	those	those	PRON
hypothesis-25199	24	31	that	that	PRON
hypothesis-25199	24	32	target	target	NOUN
hypothesis-25199	24	33	process	process	NOUN
hypothesis-25199	24	34	reports	report	NOUN
hypothesis-25199	24	35	,	,	PUNCT
hypothesis-25199	24	36	or	or	CCONJ
hypothesis-25199	24	37	methodologies	methodology	NOUN
hypothesis-25199	24	38	.	.	PUNCT
hypothesis-25199	25	1	selective	selective	ADJ
hypothesis-25199	25	2	data	datum	NOUN
hypothesis-25199	25	3	sharing	sharing	NOUN
hypothesis-25199	25	4	was	be	AUX
hypothesis-25199	25	5	cited	cite	VERB
hypothesis-25199	25	6	as	as	ADP
hypothesis-25199	25	7	one	one	NUM
hypothesis-25199	25	8	of	of	ADP
hypothesis-25199	25	9	the	the	DET
hypothesis-25199	25	10	top	top	ADJ
hypothesis-25199	25	11	factors	factor	NOUN
hypothesis-25199	25	12	contributing	contribute	VERB
hypothesis-25199	25	13	to	to	ADP
hypothesis-25199	25	14	the	the	DET
hypothesis-25199	25	15	crises	crisis	NOUN
hypothesis-25199	25	16	by	by	ADP
hypothesis-25199	25	17	respondents	respondent	NOUN
hypothesis-25199	25	18	of	of	ADP
hypothesis-25199	25	19	the	the	DET
hypothesis-25199	25	20	nature	nature	NOUN
hypothesis-25199	25	21	survey	survey	NOUN
hypothesis-25199	25	22	.	.	PUNCT
hypothesis-25199	26	1	selective	selective	ADJ
hypothesis-25199	26	2	reporting	reporting	NOUN
hypothesis-25199	26	3	may	may	AUX
hypothesis-25199	26	4	occur	occur	VERB
hypothesis-25199	26	5	when	when	SCONJ
hypothesis-25199	26	6	authors	author	NOUN
hypothesis-25199	26	7	publish	publish	VERB
hypothesis-25199	26	8	a	a	DET
hypothesis-25199	26	9	clean	clean	ADJ
hypothesis-25199	26	10	story	story	NOUN
hypothesis-25199	26	11	,	,	PUNCT
hypothesis-25199	26	12	leaving	leave	VERB
hypothesis-25199	26	13	out	out	ADP
hypothesis-25199	26	14	factors	factor	NOUN
hypothesis-25199	26	15	such	such	ADJ
hypothesis-25199	26	16	as	as	ADP
hypothesis-25199	26	17	replicates	replicate	NOUN
hypothesis-25199	26	18	that	that	PRON
hypothesis-25199	26	19	did	do	AUX
hypothesis-25199	26	20	not	not	PART
hypothesis-25199	26	21	meet	meet	VERB
hypothesis-25199	26	22	expectations	expectation	NOUN
hypothesis-25199	26	23	,	,	PUNCT
hypothesis-25199	26	24	outliers	outlier	NOUN
hypothesis-25199	26	25	,	,	PUNCT
hypothesis-25199	26	26	or	or	CCONJ
hypothesis-25199	26	27	statistical	statistical	ADJ
hypothesis-25199	26	28	tests	test	NOUN
hypothesis-25199	26	29	that	that	PRON
hypothesis-25199	26	30	did	do	AUX
hypothesis-25199	26	31	not	not	PART
hypothesis-25199	26	32	show	show	VERB
hypothesis-25199	26	33	desired	desire	VERB
hypothesis-25199	26	34	research	research	NOUN
hypothesis-25199	26	35	section	section	NOUN
hypothesis-25199	26	36	spotlight	spotlight	NOUN
hypothesis-25199	26	37	hypothesis	hypothesis	NOUN
hypothesis-25199	26	38	,	,	PUNCT
hypothesis-25199	26	39	vol	vol	NOUN
hypothesis-25199	26	40	.	.	PROPN
hypothesis-25199	26	41	29	29	NUM
hypothesis-25199	26	42	,	,	PUNCT
hypothesis-25199	26	43	no	no	INTJ
hypothesis-25199	26	44	.	.	NOUN
hypothesis-25199	26	45	2	2	NUM
hypothesis-25199	26	46	,	,	PUNCT
hypothesis-25199	26	47	fall	fall	NOUN
hypothesis-25199	26	48	/	/	SYM
hypothesis-25199	26	49	winter	winter	NOUN
hypothesis-25199	26	50	2017	2017	NUM
hypothesis-25199	26	51	34	34	NUM
hypothesis-25199	26	52	results	result	NOUN
hypothesis-25199	26	53	.	.	PUNCT
hypothesis-25199	27	1	data	datum	NOUN
hypothesis-25199	27	2	sharing	share	VERB
hypothesis-25199	27	3	initiatives	initiative	NOUN
hypothesis-25199	27	4	help	help	VERB
hypothesis-25199	27	5	address	address	VERB
hypothesis-25199	27	6	these	these	DET
hypothesis-25199	27	7	selective	selective	ADJ
hypothesis-25199	27	8	pressures	pressure	NOUN
hypothesis-25199	27	9	by	by	ADP
hypothesis-25199	27	10	requiring	require	VERB
hypothesis-25199	27	11	all	all	DET
hypothesis-25199	27	12	underlying	underlying	ADJ
hypothesis-25199	27	13	data	datum	NOUN
hypothesis-25199	27	14	of	of	ADP
hypothesis-25199	27	15	published	publish	VERB
hypothesis-25199	27	16	summaries	summary	NOUN
hypothesis-25199	27	17	and	and	CCONJ
hypothesis-25199	27	18	visualizations	visualization	NOUN
hypothesis-25199	27	19	be	be	AUX
hypothesis-25199	27	20	made	make	VERB
hypothesis-25199	27	21	available	available	ADJ
hypothesis-25199	27	22	.	.	PUNCT
hypothesis-25199	28	1	this	this	PRON
hypothesis-25199	28	2	creates	create	VERB
hypothesis-25199	28	3	options	option	NOUN
hypothesis-25199	28	4	for	for	ADP
hypothesis-25199	28	5	timely	timely	ADJ
hypothesis-25199	28	6	,	,	PUNCT
hypothesis-25199	28	7	independent	independent	ADJ
hypothesis-25199	28	8	verification	verification	NOUN
hypothesis-25199	28	9	and	and	CCONJ
hypothesis-25199	28	10	may	may	AUX
hypothesis-25199	28	11	limit	limit	VERB
hypothesis-25199	28	12	exaggerated	exaggerated	ADJ
hypothesis-25199	28	13	reporting	reporting	NOUN
hypothesis-25199	28	14	.	.	PUNCT
hypothesis-25199	29	1	however	however	ADV
hypothesis-25199	29	2	to	to	PART
hypothesis-25199	29	3	address	address	VERB
hypothesis-25199	29	4	the	the	DET
hypothesis-25199	29	5	reproducibility	reproducibility	NOUN
hypothesis-25199	29	6	crises	crisis	NOUN
hypothesis-25199	29	7	rather	rather	ADV
hypothesis-25199	29	8	than	than	ADP
hypothesis-25199	29	9	just	just	ADV
hypothesis-25199	29	10	re	re	ADJ
hypothesis-25199	29	11	-	-	NOUN
hypothesis-25199	29	12	use	use	ADJ
hypothesis-25199	29	13	initiatives	initiative	NOUN
hypothesis-25199	29	14	,	,	PUNCT
hypothesis-25199	29	15	more	more	ADV
hypothesis-25199	29	16	rigorous	rigorous	ADJ
hypothesis-25199	29	17	sharing	sharing	NOUN
hypothesis-25199	29	18	of	of	ADP
hypothesis-25199	29	19	research	research	NOUN
hypothesis-25199	29	20	design	design	NOUN
hypothesis-25199	29	21	and	and	CCONJ
hypothesis-25199	29	22	data	datum	NOUN
hypothesis-25199	29	23	collection	collection	NOUN
hypothesis-25199	29	24	methods	method	NOUN
hypothesis-25199	29	25	are	be	AUX
hypothesis-25199	29	26	also	also	ADV
hypothesis-25199	29	27	required	require	VERB
hypothesis-25199	29	28	.	.	PUNCT
hypothesis-25199	30	1	funders	funder	NOUN
hypothesis-25199	30	2	of	of	ADP
hypothesis-25199	30	3	research	research	NOUN
hypothesis-25199	30	4	have	have	AUX
hypothesis-25199	30	5	put	put	VERB
hypothesis-25199	30	6	together	together	ADP
hypothesis-25199	30	7	recommendations	recommendation	NOUN
hypothesis-25199	30	8	and	and	CCONJ
hypothesis-25199	30	9	guidelines	guideline	NOUN
hypothesis-25199	30	10	in	in	ADP
hypothesis-25199	30	11	both	both	DET
hypothesis-25199	30	12	these	these	DET
hypothesis-25199	30	13	areas	area	NOUN
hypothesis-25199	30	14	as	as	SCONJ
hypothesis-25199	30	15	seen	see	VERB
hypothesis-25199	30	16	by	by	ADP
hypothesis-25199	30	17	the	the	DET
hypothesis-25199	30	18	nsf	nsf	PROPN
hypothesis-25199	30	19	data	data	PROPN
hypothesis-25199	30	20	sharing	sharing	NOUN
hypothesis-25199	30	21	policy	policy	NOUN
hypothesis-25199	30	22	(	(	PUNCT
hypothesis-25199	30	23	https://www.nsf.gov/bfa/dias/policy/dmp.jsp	https://www.nsf.gov/bfa/dias/policy/dmp.jsp	X
hypothesis-25199	30	24	)	)	PUNCT
hypothesis-25199	30	25	and	and	CCONJ
hypothesis-25199	30	26	the	the	DET
hypothesis-25199	30	27	nih	nih	PROPN
hypothesis-25199	30	28	rigor	rigor	PROPN
hypothesis-25199	30	29	and	and	CCONJ
hypothesis-25199	30	30	reproducibility	reproducibility	NOUN
hypothesis-25199	30	31	web	web	NOUN
hypothesis-25199	30	32	portal	portal	NOUN
hypothesis-25199	30	33	(	(	PUNCT
hypothesis-25199	30	34	https://www.nih.gov/research-training/rigorreproducibility	https://www.nih.gov/research-training/rigorreproducibility	NOUN
hypothesis-25199	30	35	)	)	PUNCT
hypothesis-25199	30	36	.	.	PUNCT
hypothesis-25199	31	1	additionally	additionally	ADV
hypothesis-25199	31	2	,	,	PUNCT
hypothesis-25199	31	3	organizations	organization	NOUN
hypothesis-25199	31	4	such	such	ADJ
hypothesis-25199	31	5	as	as	ADP
hypothesis-25199	31	6	the	the	DET
hypothesis-25199	31	7	center	center	NOUN
hypothesis-25199	31	8	for	for	ADP
hypothesis-25199	31	9	open	open	ADJ
hypothesis-25199	31	10	science	science	NOUN
hypothesis-25199	31	11	(	(	PUNCT
hypothesis-25199	31	12	cos	cos	PROPN
hypothesis-25199	31	13	)	)	PUNCT
hypothesis-25199	31	14	(	(	PUNCT
hypothesis-25199	31	15	https://cos.io/	https://cos.io/	PROPN
hypothesis-25199	31	16	)	)	PUNCT
hypothesis-25199	31	17	in	in	ADP
hypothesis-25199	31	18	the	the	DET
hypothesis-25199	31	19	u.s	u.s	PROPN
hypothesis-25199	31	20	.	.	PROPN
hypothesis-25199	31	21	and	and	CCONJ
hypothesis-25199	31	22	the	the	DET
hypothesis-25199	31	23	enhancing	enhance	VERB
hypothesis-25199	31	24	the	the	DET
hypothesis-25199	31	25	quality	quality	NOUN
hypothesis-25199	31	26	and	and	CCONJ
hypothesis-25199	31	27	transparency	transparency	NOUN
hypothesis-25199	31	28	of	of	ADP
hypothesis-25199	31	29	health	health	NOUN
hypothesis-25199	31	30	research	research	NOUN
hypothesis-25199	31	31	(	(	PUNCT
hypothesis-25199	31	32	equator	equator	NOUN
hypothesis-25199	31	33	)	)	PUNCT
hypothesis-25199	31	34	network	network	NOUN
hypothesis-25199	31	35	(	(	PUNCT
hypothesis-25199	31	36	http://www.equator-network.org	http://www.equator-network.org	X
hypothesis-25199	31	37	)	)	PUNCT
hypothesis-25199	31	38	in	in	ADP
hypothesis-25199	31	39	the	the	DET
hypothesis-25199	31	40	u.k	u.k	PROPN
hypothesis-25199	31	41	.	.	PROPN
hypothesis-25199	31	42	also	also	ADV
hypothesis-25199	31	43	provide	provide	VERB
hypothesis-25199	31	44	resources	resource	NOUN
hypothesis-25199	31	45	to	to	PART
hypothesis-25199	31	46	address	address	VERB
hypothesis-25199	31	47	the	the	DET
hypothesis-25199	31	48	process	process	NOUN
hypothesis-25199	31	49	of	of	ADP
hypothesis-25199	31	50	sharing	share	VERB
hypothesis-25199	31	51	scientific	scientific	ADJ
hypothesis-25199	31	52	findings	finding	NOUN
hypothesis-25199	31	53	.	.	PUNCT
hypothesis-25199	32	1	these	these	DET
hypothesis-25199	32	2	organizations	organization	NOUN
hypothesis-25199	32	3	provide	provide	VERB
hypothesis-25199	32	4	frameworks	framework	NOUN
hypothesis-25199	32	5	and	and	CCONJ
hypothesis-25199	32	6	guidelines	guideline	NOUN
hypothesis-25199	32	7	for	for	ADP
hypothesis-25199	32	8	conducting	conduct	VERB
hypothesis-25199	32	9	and	and	CCONJ
hypothesis-25199	32	10	reporting	report	VERB
hypothesis-25199	32	11	reproducible	reproducible	ADJ
hypothesis-25199	32	12	scientific	scientific	ADJ
hypothesis-25199	32	13	efforts	effort	NOUN
hypothesis-25199	32	14	.	.	PUNCT
hypothesis-25199	33	1	guidelines	guideline	NOUN
hypothesis-25199	33	2	and	and	CCONJ
hypothesis-25199	33	3	toolkits	toolkit	NOUN
hypothesis-25199	33	4	for	for	ADP
hypothesis-25199	33	5	reporting	report	VERB
hypothesis-25199	33	6	common	common	ADJ
hypothesis-25199	33	7	study	study	NOUN
hypothesis-25199	33	8	types	type	NOUN
hypothesis-25199	33	9	are	be	AUX
hypothesis-25199	33	10	linked	link	VERB
hypothesis-25199	33	11	on	on	ADP
hypothesis-25199	33	12	the	the	DET
hypothesis-25199	33	13	equator	equator	NOUN
hypothesis-25199	33	14	network	network	NOUN
hypothesis-25199	33	15	,	,	PUNCT
hypothesis-25199	33	16	while	while	SCONJ
hypothesis-25199	33	17	cos	cos	PROPN
hypothesis-25199	33	18	provides	provide	VERB
hypothesis-25199	33	19	a	a	DET
hypothesis-25199	33	20	framework	framework	NOUN
hypothesis-25199	33	21	for	for	ADP
hypothesis-25199	33	22	project	project	NOUN
hypothesis-25199	33	23	management	management	NOUN
hypothesis-25199	33	24	support	support	NOUN
hypothesis-25199	33	25	,	,	PUNCT
hypothesis-25199	33	26	training	training	NOUN
hypothesis-25199	33	27	,	,	PUNCT
hypothesis-25199	33	28	and	and	CCONJ
hypothesis-25199	33	29	updates	update	NOUN
hypothesis-25199	33	30	on	on	ADP
hypothesis-25199	33	31	ongoing	ongoing	ADJ
hypothesis-25199	33	32	projects	project	NOUN
hypothesis-25199	33	33	looking	look	VERB
hypothesis-25199	33	34	at	at	ADP
hypothesis-25199	33	35	field	field	NOUN
hypothesis-25199	33	36	specific	specific	ADJ
hypothesis-25199	33	37	reproducibility	reproducibility	NOUN
hypothesis-25199	33	38	issues	issue	NOUN
hypothesis-25199	33	39	.	.	PUNCT
hypothesis-25199	34	1	journal	journal	NOUN
hypothesis-25199	34	2	publishers	publisher	NOUN
hypothesis-25199	34	3	have	have	AUX
hypothesis-25199	34	4	also	also	ADV
hypothesis-25199	34	5	responded	respond	VERB
hypothesis-25199	34	6	to	to	ADP
hypothesis-25199	34	7	the	the	DET
hypothesis-25199	34	8	call	call	NOUN
hypothesis-25199	34	9	for	for	ADP
hypothesis-25199	34	10	increased	increase	VERB
hypothesis-25199	34	11	reproducibility	reproducibility	NOUN
hypothesis-25199	34	12	,	,	PUNCT
hypothesis-25199	34	13	though	though	SCONJ
hypothesis-25199	34	14	most	most	ADJ
hypothesis-25199	34	15	have	have	AUX
hypothesis-25199	34	16	focused	focus	VERB
hypothesis-25199	34	17	on	on	ADP
hypothesis-25199	34	18	data	datum	NOUN
hypothesis-25199	34	19	sharing	sharing	NOUN
hypothesis-25199	34	20	strategies	strategy	NOUN
hypothesis-25199	34	21	.	.	PUNCT
hypothesis-25199	35	1	science	science	NOUN
hypothesis-25199	35	2	,	,	PUNCT
hypothesis-25199	35	3	nature	nature	NOUN
hypothesis-25199	35	4	,	,	PUNCT
hypothesis-25199	35	5	public	public	ADJ
hypothesis-25199	35	6	library	library	NOUN
hypothesis-25199	35	7	of	of	ADP
hypothesis-25199	35	8	science	science	PROPN
hypothesis-25199	35	9	(	(	PUNCT
hypothesis-25199	35	10	plos	plos	PROPN
hypothesis-25199	35	11	)	)	PUNCT
hypothesis-25199	35	12	,	,	PUNCT
hypothesis-25199	35	13	and	and	CCONJ
hypothesis-25199	35	14	proceedings	proceeding	NOUN
hypothesis-25199	35	15	of	of	ADP
hypothesis-25199	35	16	the	the	DET
hypothesis-25199	35	17	national	national	PROPN
hypothesis-25199	35	18	academy	academy	PROPN
hypothesis-25199	35	19	of	of	ADP
hypothesis-25199	35	20	sciences	sciences	PROPN
hypothesis-25199	35	21	(	(	PUNCT
hypothesis-25199	35	22	pnas	pnas	PROPN
hypothesis-25199	35	23	)	)	PUNCT
hypothesis-25199	35	24	have	have	AUX
hypothesis-25199	35	25	all	all	PRON
hypothesis-25199	35	26	established	establish	VERB
hypothesis-25199	35	27	data	datum	NOUN
hypothesis-25199	35	28	sharing	sharing	NOUN
hypothesis-25199	35	29	or	or	CCONJ
hypothesis-25199	35	30	data	datum	NOUN
hypothesis-25199	35	31	accessibility	accessibility	NOUN
hypothesis-25199	35	32	policies	policy	NOUN
hypothesis-25199	35	33	for	for	ADP
hypothesis-25199	35	34	their	their	PRON
hypothesis-25199	35	35	authors	author	NOUN
hypothesis-25199	35	36	.	.	PUNCT
hypothesis-25199	36	1	authors	author	NOUN
hypothesis-25199	36	2	in	in	ADP
hypothesis-25199	36	3	these	these	DET
hypothesis-25199	36	4	journals	journal	NOUN
hypothesis-25199	36	5	are	be	AUX
hypothesis-25199	36	6	expected	expect	VERB
hypothesis-25199	36	7	to	to	PART
hypothesis-25199	36	8	share	share	VERB
hypothesis-25199	36	9	the	the	DET
hypothesis-25199	36	10	data	datum	NOUN
hypothesis-25199	36	11	and	and	CCONJ
hypothesis-25199	36	12	statistics	statistic	NOUN
hypothesis-25199	36	13	underlying	underlie	VERB
hypothesis-25199	36	14	their	their	PRON
hypothesis-25199	36	15	findings	finding	NOUN
hypothesis-25199	36	16	,	,	PUNCT
hypothesis-25199	36	17	preferably	preferably	ADV
hypothesis-25199	36	18	in	in	ADP
hypothesis-25199	36	19	a	a	DET
hypothesis-25199	36	20	public	public	ADJ
hypothesis-25199	36	21	domain	domain	NOUN
hypothesis-25199	36	22	repository	repository	NOUN
hypothesis-25199	36	23	.	.	PUNCT
hypothesis-25199	37	1	the	the	DET
hypothesis-25199	37	2	sharing	sharing	NOUN
hypothesis-25199	37	3	of	of	ADP
hypothesis-25199	37	4	such	such	ADJ
hypothesis-25199	37	5	data	datum	NOUN
hypothesis-25199	37	6	allows	allow	VERB
hypothesis-25199	37	7	for	for	ADP
hypothesis-25199	37	8	both	both	DET
hypothesis-25199	37	9	reproducibility	reproducibility	NOUN
hypothesis-25199	37	10	and	and	CCONJ
hypothesis-25199	37	11	confirmatory	confirmatory	NOUN
hypothesis-25199	37	12	actives	active	NOUN
hypothesis-25199	37	13	as	as	ADV
hypothesis-25199	37	14	well	well	ADV
hypothesis-25199	37	15	as	as	ADP
hypothesis-25199	37	16	the	the	DET
hypothesis-25199	37	17	reuse	reuse	NOUN
hypothesis-25199	37	18	of	of	ADP
hypothesis-25199	37	19	data	datum	NOUN
hypothesis-25199	37	20	for	for	ADP
hypothesis-25199	37	21	new	new	ADJ
hypothesis-25199	37	22	discoveries	discovery	NOUN
hypothesis-25199	37	23	.	.	PUNCT
hypothesis-25199	38	1	journal	journal	NOUN
hypothesis-25199	38	2	publishers	publisher	NOUN
hypothesis-25199	38	3	focusing	focus	VERB
hypothesis-25199	38	4	on	on	ADP
hypothesis-25199	38	5	the	the	DET
hypothesis-25199	38	6	increased	increase	VERB
hypothesis-25199	38	7	rigor	rigor	NOUN
hypothesis-25199	38	8	of	of	ADP
hypothesis-25199	38	9	published	publish	VERB
hypothesis-25199	38	10	methodologies	methodology	NOUN
hypothesis-25199	38	11	have	have	AUX
hypothesis-25199	38	12	done	do	VERB
hypothesis-25199	38	13	so	so	ADV
hypothesis-25199	38	14	primarily	primarily	ADV
hypothesis-25199	38	15	by	by	ADP
hypothesis-25199	38	16	exploring	explore	VERB
hypothesis-25199	38	17	new	new	ADJ
hypothesis-25199	38	18	publication	publication	NOUN
hypothesis-25199	38	19	types	type	NOUN
hypothesis-25199	38	20	.	.	PUNCT
hypothesis-25199	39	1	the	the	DET
hypothesis-25199	39	2	journal	journal	NOUN
hypothesis-25199	39	3	of	of	ADP
hypothesis-25199	39	4	visualized	visualized	ADJ
hypothesis-25199	39	5	experiments	experiment	NOUN
hypothesis-25199	39	6	(	(	PUNCT
hypothesis-25199	39	7	jove	jove	NOUN
hypothesis-25199	39	8	)	)	PUNCT
hypothesis-25199	39	9	has	have	AUX
hypothesis-25199	39	10	been	be	AUX
hypothesis-25199	39	11	a	a	DET
hypothesis-25199	39	12	leader	leader	NOUN
hypothesis-25199	39	13	in	in	ADP
hypothesis-25199	39	14	this	this	DET
hypothesis-25199	39	15	area	area	NOUN
hypothesis-25199	39	16	,	,	PUNCT
hypothesis-25199	39	17	developing	develop	VERB
hypothesis-25199	39	18	a	a	DET
hypothesis-25199	39	19	publication	publication	NOUN
hypothesis-25199	39	20	module	module	NOUN
hypothesis-25199	39	21	of	of	ADP
hypothesis-25199	39	22	instructional	instructional	ADJ
hypothesis-25199	39	23	videos	video	NOUN
hypothesis-25199	39	24	aimed	aim	VERB
hypothesis-25199	39	25	to	to	PART
hypothesis-25199	39	26	better	well	ADV
hypothesis-25199	39	27	communicate	communicate	VERB
hypothesis-25199	39	28	experimental	experimental	ADJ
hypothesis-25199	39	29	processes	process	NOUN
hypothesis-25199	39	30	.	.	PUNCT
hypothesis-25199	40	1	as	as	ADP
hypothesis-25199	40	2	a	a	DET
hypothesis-25199	40	3	panelist	panelist	NOUN
hypothesis-25199	40	4	at	at	ADP
hypothesis-25199	40	5	the	the	DET
hypothesis-25199	40	6	2017	2017	NUM
hypothesis-25199	40	7	mla	mla	NOUN
hypothesis-25199	40	8	reproducibility	reproducibility	NOUN
hypothesis-25199	40	9	symposium	symposium	NOUN
hypothesis-25199	40	10	,	,	PUNCT
hypothesis-25199	40	11	jove	jove	PROPN
hypothesis-25199	40	12	co	co	NOUN
hypothesis-25199	40	13	-	-	NOUN
hypothesis-25199	40	14	founder	founder	NOUN
hypothesis-25199	40	15	and	and	CCONJ
hypothesis-25199	40	16	ceo	ceo	NOUN
hypothesis-25199	40	17	,	,	PUNCT
hypothesis-25199	40	18	moshe	moshe	PROPN
hypothesis-25199	40	19	pritsker	pritsker	PROPN
hypothesis-25199	40	20	,	,	PUNCT
hypothesis-25199	40	21	noted	note	VERB
hypothesis-25199	40	22	that	that	SCONJ
hypothesis-25199	40	23	the	the	DET
hypothesis-25199	40	24	classic	classic	ADJ
hypothesis-25199	40	25	structure	structure	NOUN
hypothesis-25199	40	26	of	of	ADP
hypothesis-25199	40	27	the	the	DET
hypothesis-25199	40	28	journal	journal	NOUN
hypothesis-25199	40	29	article	article	NOUN
hypothesis-25199	40	30	has	have	AUX
hypothesis-25199	40	31	remained	remain	VERB
hypothesis-25199	40	32	largely	largely	ADV
hypothesis-25199	40	33	unchanged	unchanged	ADJ
hypothesis-25199	40	34	since	since	SCONJ
hypothesis-25199	40	35	the	the	DET
hypothesis-25199	40	36	first	first	ADJ
hypothesis-25199	40	37	publication	publication	NOUN
hypothesis-25199	40	38	in	in	ADP
hypothesis-25199	40	39	1665	1665	NUM
hypothesis-25199	40	40	and	and	CCONJ
hypothesis-25199	40	41	called	call	VERB
hypothesis-25199	40	42	emphatically	emphatically	ADV
hypothesis-25199	40	43	for	for	ADP
hypothesis-25199	40	44	detailed	detailed	ADJ
hypothesis-25199	40	45	methods	method	NOUN
hypothesis-25199	40	46	as	as	ADP
hypothesis-25199	40	47	a	a	DET
hypothesis-25199	40	48	stand	stand	VERB
hypothesis-25199	40	49	-	-	PUNCT
hypothesis-25199	40	50	alone	alone	ADJ
hypothesis-25199	40	51	publication	publication	NOUN
hypothesis-25199	40	52	model	model	NOUN
hypothesis-25199	40	53	[	[	X
hypothesis-25199	40	54	5	5	NUM
hypothesis-25199	40	55	]	]	PUNCT
hypothesis-25199	40	56	.	.	PUNCT
hypothesis-25199	41	1	reinforcing	reinforce	VERB
hypothesis-25199	41	2	his	his	PRON
hypothesis-25199	41	3	call	call	NOUN
hypothesis-25199	41	4	,	,	PUNCT
hypothesis-25199	41	5	another	another	DET
hypothesis-25199	41	6	panelist	panelist	NOUN
hypothesis-25199	41	7	shared	share	VERB
hypothesis-25199	41	8	an	an	DET
hypothesis-25199	41	9	example	example	NOUN
hypothesis-25199	41	10	of	of	ADP
hypothesis-25199	41	11	the	the	DET
hypothesis-25199	41	12	importance	importance	NOUN
hypothesis-25199	41	13	of	of	ADP
hypothesis-25199	41	14	robust	robust	ADJ
hypothesis-25199	41	15	materials	material	NOUN
hypothesis-25199	41	16	reporting	report	VERB
hypothesis-25199	41	17	when	when	SCONJ
hypothesis-25199	41	18	a	a	DET
hypothesis-25199	41	19	study	study	NOUN
hypothesis-25199	41	20	found	find	VERB
hypothesis-25199	41	21	that	that	SCONJ
hypothesis-25199	41	22	variations	variation	NOUN
hypothesis-25199	41	23	in	in	ADP
hypothesis-25199	41	24	software	software	NOUN
hypothesis-25199	41	25	version	version	NOUN
hypothesis-25199	41	26	,	,	PUNCT
hypothesis-25199	41	27	workstation	workstation	NOUN
hypothesis-25199	41	28	type	type	NOUN
hypothesis-25199	41	29	(	(	PUNCT
hypothesis-25199	41	30	mac	mac	NOUN
hypothesis-25199	41	31	or	or	CCONJ
hypothesis-25199	41	32	pc	pc	NOUN
hypothesis-25199	41	33	)	)	PUNCT
hypothesis-25199	41	34	,	,	PUNCT
hypothesis-25199	41	35	and	and	CCONJ
hypothesis-25199	41	36	mac	mac	PROPN
hypothesis-25199	41	37	https://www.nsf.gov/bfa/dias/policy/dmp.jsp	https://www.nsf.gov/bfa/dias/policy/dmp.jsp	PROPN
hypothesis-25199	41	38	https://www.nih.gov/research-training/rigor-reproducibility	https://www.nih.gov/research-training/rigor-reproducibility	PROPN
hypothesis-25199	41	39	https://www.nih.gov/research-training/rigor-reproducibility	https://www.nih.gov/research-training/rigor-reproducibility	PROPN
hypothesis-25199	41	40	https://cos.io/	https://cos.io/	PROPN
hypothesis-25199	41	41	)	)	PUNCT
hypothesis-25199	41	42	http://www.equator-network.org/	http://www.equator-network.org/	VERB
hypothesis-25199	41	43	research	research	NOUN
hypothesis-25199	41	44	section	section	NOUN
hypothesis-25199	41	45	spotlight	spotlight	NOUN
hypothesis-25199	41	46	hypothesis	hypothesis	NOUN
hypothesis-25199	41	47	,	,	PUNCT
hypothesis-25199	41	48	vol	vol	NOUN
hypothesis-25199	41	49	.	.	PROPN
hypothesis-25199	41	50	29	29	NUM
hypothesis-25199	41	51	,	,	PUNCT
hypothesis-25199	41	52	no	no	INTJ
hypothesis-25199	41	53	.	.	NOUN
hypothesis-25199	41	54	2	2	NUM
hypothesis-25199	41	55	,	,	PUNCT
hypothesis-25199	41	56	fall	fall	NOUN
hypothesis-25199	41	57	/	/	SYM
hypothesis-25199	41	58	winter	winter	NOUN
hypothesis-25199	41	59	2017	2017	NUM
hypothesis-25199	41	60	35	35	NUM
hypothesis-25199	41	61	operating	operating	NOUN
hypothesis-25199	41	62	system	system	NOUN
hypothesis-25199	41	63	all	all	PRON
hypothesis-25199	41	64	had	have	VERB
hypothesis-25199	41	65	a	a	DET
hypothesis-25199	41	66	significant	significant	ADJ
hypothesis-25199	41	67	impact	impact	NOUN
hypothesis-25199	41	68	on	on	ADP
hypothesis-25199	41	69	the	the	DET
hypothesis-25199	41	70	analytic	analytic	ADJ
hypothesis-25199	41	71	readings	reading	NOUN
hypothesis-25199	41	72	of	of	ADP
hypothesis-25199	41	73	30	30	NUM
hypothesis-25199	41	74	mri	mri	NOUN
hypothesis-25199	41	75	scans	scan	NOUN
hypothesis-25199	41	76	[	[	X
hypothesis-25199	41	77	6	6	NUM
hypothesis-25199	41	78	]	]	PUNCT
hypothesis-25199	41	79	.	.	PUNCT
hypothesis-25199	42	1	when	when	SCONJ
hypothesis-25199	42	2	variables	variable	NOUN
hypothesis-25199	42	3	such	such	ADJ
hypothesis-25199	42	4	as	as	ADP
hypothesis-25199	42	5	computer	computer	NOUN
hypothesis-25199	42	6	type	type	NOUN
hypothesis-25199	42	7	and	and	CCONJ
hypothesis-25199	42	8	operating	operating	NOUN
hypothesis-25199	42	9	system	system	NOUN
hypothesis-25199	42	10	are	be	AUX
hypothesis-25199	42	11	shown	show	VERB
hypothesis-25199	42	12	to	to	PART
hypothesis-25199	42	13	play	play	VERB
hypothesis-25199	42	14	a	a	DET
hypothesis-25199	42	15	role	role	NOUN
hypothesis-25199	42	16	in	in	ADP
hypothesis-25199	42	17	reproducible	reproducible	ADJ
hypothesis-25199	42	18	data	datum	NOUN
hypothesis-25199	42	19	analysis	analysis	NOUN
hypothesis-25199	42	20	,	,	PUNCT
hypothesis-25199	42	21	there	there	PRON
hypothesis-25199	42	22	is	be	VERB
hypothesis-25199	42	23	a	a	DET
hypothesis-25199	42	24	clear	clear	ADJ
hypothesis-25199	42	25	need	need	NOUN
hypothesis-25199	42	26	for	for	ADP
hypothesis-25199	42	27	more	more	ADV
hypothesis-25199	42	28	robust	robust	ADJ
hypothesis-25199	42	29	reporting	reporting	NOUN
hypothesis-25199	42	30	than	than	ADP
hypothesis-25199	42	31	just	just	ADV
hypothesis-25199	42	32	product	product	NOUN
hypothesis-25199	42	33	names	name	NOUN
hypothesis-25199	42	34	.	.	PUNCT
hypothesis-25199	43	1	registered	register	VERB
hypothesis-25199	43	2	reports	report	NOUN
hypothesis-25199	43	3	offer	offer	VERB
hypothesis-25199	43	4	another	another	DET
hypothesis-25199	43	5	emerging	emerge	VERB
hypothesis-25199	43	6	publication	publication	NOUN
hypothesis-25199	43	7	type	type	NOUN
hypothesis-25199	43	8	in	in	ADP
hypothesis-25199	43	9	support	support	NOUN
hypothesis-25199	43	10	of	of	ADP
hypothesis-25199	43	11	reproducibility	reproducibility	NOUN
hypothesis-25199	43	12	.	.	PUNCT
hypothesis-25199	44	1	these	these	PRON
hypothesis-25199	44	2	are	be	AUX
hypothesis-25199	44	3	detailed	detailed	ADJ
hypothesis-25199	44	4	study	study	NOUN
hypothesis-25199	44	5	designs	design	NOUN
hypothesis-25199	44	6	which	which	PRON
hypothesis-25199	44	7	undergo	undergo	VERB
hypothesis-25199	44	8	the	the	DET
hypothesis-25199	44	9	peer	peer	NOUN
hypothesis-25199	44	10	-	-	PUNCT
hypothesis-25199	44	11	review	review	NOUN
hypothesis-25199	44	12	process	process	NOUN
hypothesis-25199	44	13	separate	separate	ADJ
hypothesis-25199	44	14	from	from	ADP
hypothesis-25199	44	15	the	the	DET
hypothesis-25199	44	16	final	final	ADJ
hypothesis-25199	44	17	study	study	NOUN
hypothesis-25199	44	18	analysis	analysis	NOUN
hypothesis-25199	44	19	.	.	PUNCT
hypothesis-25199	45	1	registered	register	VERB
hypothesis-25199	45	2	reports	report	NOUN
hypothesis-25199	45	3	describe	describe	VERB
hypothesis-25199	45	4	key	key	ADJ
hypothesis-25199	45	5	methodologies	methodology	NOUN
hypothesis-25199	45	6	such	such	ADJ
hypothesis-25199	45	7	as	as	ADP
hypothesis-25199	45	8	experimental	experimental	ADJ
hypothesis-25199	45	9	model	model	NOUN
hypothesis-25199	45	10	,	,	PUNCT
hypothesis-25199	45	11	data	datum	NOUN
hypothesis-25199	45	12	collection	collection	NOUN
hypothesis-25199	45	13	instruments	instrument	NOUN
hypothesis-25199	45	14	,	,	PUNCT
hypothesis-25199	45	15	and	and	CCONJ
hypothesis-25199	45	16	statistical	statistical	ADJ
hypothesis-25199	45	17	methods	method	NOUN
hypothesis-25199	45	18	used	use	VERB
hypothesis-25199	45	19	in	in	ADP
hypothesis-25199	45	20	the	the	DET
hypothesis-25199	45	21	proposed	propose	VERB
hypothesis-25199	45	22	analysis	analysis	NOUN
hypothesis-25199	45	23	.	.	PUNCT
hypothesis-25199	46	1	these	these	PRON
hypothesis-25199	46	2	are	be	AUX
hypothesis-25199	46	3	then	then	ADV
hypothesis-25199	46	4	reviewed	review	VERB
hypothesis-25199	46	5	for	for	ADP
hypothesis-25199	46	6	rigor	rigor	NOUN
hypothesis-25199	46	7	and	and	CCONJ
hypothesis-25199	46	8	reproducibility	reproducibility	NOUN
hypothesis-25199	46	9	before	before	SCONJ
hypothesis-25199	46	10	data	datum	NOUN
hypothesis-25199	46	11	are	be	AUX
hypothesis-25199	46	12	collected	collect	VERB
hypothesis-25199	46	13	.	.	PUNCT
hypothesis-25199	47	1	currently	currently	ADV
hypothesis-25199	47	2	,	,	PUNCT
hypothesis-25199	47	3	cos	cos	PROPN
hypothesis-25199	47	4	lists	list	VERB
hypothesis-25199	47	5	52	52	NUM
hypothesis-25199	47	6	journals	journal	NOUN
hypothesis-25199	47	7	which	which	PRON
hypothesis-25199	47	8	have	have	AUX
hypothesis-25199	47	9	adopted	adopt	VERB
hypothesis-25199	47	10	the	the	DET
hypothesis-25199	47	11	publication	publication	NOUN
hypothesis-25199	47	12	of	of	ADP
hypothesis-25199	47	13	registered	register	VERB
hypothesis-25199	47	14	reports	report	NOUN
hypothesis-25199	47	15	in	in	ADP
hypothesis-25199	47	16	some	some	DET
hypothesis-25199	47	17	capacity	capacity	NOUN
hypothesis-25199	47	18	.	.	PUNCT
hypothesis-25199	48	1	journals	journal	NOUN
hypothesis-25199	48	2	such	such	ADJ
hypothesis-25199	48	3	as	as	ADP
hypothesis-25199	48	4	royal	royal	ADJ
hypothesis-25199	48	5	society	society	NOUN
hypothesis-25199	48	6	open	open	ADJ
hypothesis-25199	48	7	science	science	NOUN
hypothesis-25199	48	8	and	and	CCONJ
hypothesis-25199	48	9	bmc	bmc	NOUN
hypothesis-25199	48	10	biology	biology	NOUN
hypothesis-25199	48	11	will	will	AUX
hypothesis-25199	48	12	then	then	ADV
hypothesis-25199	48	13	provisionally	provisionally	ADV
hypothesis-25199	48	14	accept	accept	VERB
hypothesis-25199	48	15	results	result	NOUN
hypothesis-25199	48	16	for	for	ADP
hypothesis-25199	48	17	publication	publication	NOUN
hypothesis-25199	48	18	,	,	PUNCT
hypothesis-25199	48	19	contingent	contingent	ADJ
hypothesis-25199	48	20	upon	upon	SCONJ
hypothesis-25199	48	21	adherence	adherence	NOUN
hypothesis-25199	48	22	to	to	ADP
hypothesis-25199	48	23	registered	register	VERB
hypothesis-25199	48	24	study	study	NOUN
hypothesis-25199	48	25	design	design	NOUN
hypothesis-25199	48	26	,	,	PUNCT
hypothesis-25199	48	27	regardless	regardless	ADV
hypothesis-25199	48	28	of	of	ADP
hypothesis-25199	48	29	study	study	NOUN
hypothesis-25199	48	30	outcomes	outcome	NOUN
hypothesis-25199	48	31	.	.	PUNCT
hypothesis-25199	49	1	this	this	DET
hypothesis-25199	49	2	slow	slow	ADJ
hypothesis-25199	49	3	shift	shift	NOUN
hypothesis-25199	49	4	in	in	ADP
hypothesis-25199	49	5	accepted	accept	VERB
hypothesis-25199	49	6	publication	publication	NOUN
hypothesis-25199	49	7	types	type	NOUN
hypothesis-25199	49	8	represents	represent	VERB
hypothesis-25199	49	9	a	a	DET
hypothesis-25199	49	10	positive	positive	ADJ
hypothesis-25199	49	11	cultural	cultural	ADJ
hypothesis-25199	49	12	shift	shift	NOUN
hypothesis-25199	49	13	in	in	ADP
hypothesis-25199	49	14	the	the	DET
hypothesis-25199	49	15	scientific	scientific	ADJ
hypothesis-25199	49	16	community	community	NOUN
hypothesis-25199	49	17	by	by	ADP
hypothesis-25199	49	18	placing	place	VERB
hypothesis-25199	49	19	emphasis	emphasis	NOUN
hypothesis-25199	49	20	on	on	ADP
hypothesis-25199	49	21	rigorous	rigorous	ADJ
hypothesis-25199	49	22	scientific	scientific	ADJ
hypothesis-25199	49	23	processes	process	NOUN
hypothesis-25199	49	24	rather	rather	ADV
hypothesis-25199	49	25	than	than	ADP
hypothesis-25199	49	26	focusing	focus	VERB
hypothesis-25199	49	27	solely	solely	ADV
hypothesis-25199	49	28	on	on	ADP
hypothesis-25199	49	29	novel	novel	NOUN
hypothesis-25199	49	30	,	,	PUNCT
hypothesis-25199	49	31	positive	positive	ADJ
hypothesis-25199	49	32	results	result	NOUN
hypothesis-25199	49	33	.	.	PUNCT
hypothesis-25199	50	1	library	library	NOUN
hypothesis-25199	50	2	services	service	NOUN
hypothesis-25199	50	3	:	:	PUNCT
hypothesis-25199	50	4	how	how	SCONJ
hypothesis-25199	50	5	can	can	AUX
hypothesis-25199	50	6	librarians	librarian	NOUN
hypothesis-25199	50	7	support	support	VERB
hypothesis-25199	50	8	a	a	DET
hypothesis-25199	50	9	culture	culture	NOUN
hypothesis-25199	50	10	of	of	ADP
hypothesis-25199	50	11	reproducible	reproducible	ADJ
hypothesis-25199	50	12	research	research	NOUN
hypothesis-25199	50	13	?	?	PUNCT
hypothesis-25199	51	1	as	as	SCONJ
hypothesis-25199	51	2	kirtley	kirtley	NOUN
hypothesis-25199	51	3	emphasizes	emphasize	VERB
hypothesis-25199	51	4	in	in	ADP
hypothesis-25199	51	5	her	her	PRON
hypothesis-25199	51	6	2016	2016	NUM
hypothesis-25199	51	7	the	the	DET
hypothesis-25199	51	8	lancet	lancet	PROPN
hypothesis-25199	51	9	commentary	commentary	NOUN
hypothesis-25199	51	10	,	,	PUNCT
hypothesis-25199	51	11	librarians	librarian	NOUN
hypothesis-25199	51	12	are	be	AUX
hypothesis-25199	51	13	well	well	ADV
hypothesis-25199	51	14	posed	pose	VERB
hypothesis-25199	51	15	to	to	PART
hypothesis-25199	51	16	be	be	AUX
hypothesis-25199	51	17	part	part	NOUN
hypothesis-25199	51	18	of	of	ADP
hypothesis-25199	51	19	the	the	DET
hypothesis-25199	51	20	answer	answer	NOUN
hypothesis-25199	51	21	to	to	ADP
hypothesis-25199	51	22	managing	manage	VERB
hypothesis-25199	51	23	the	the	DET
hypothesis-25199	51	24	current	current	ADJ
hypothesis-25199	51	25	reproducibility	reproducibility	NOUN
hypothesis-25199	51	26	crisis	crisis	NOUN
hypothesis-25199	51	27	[	[	X
hypothesis-25199	51	28	7	7	NUM
hypothesis-25199	51	29	]	]	PUNCT
hypothesis-25199	51	30	.	.	PUNCT
hypothesis-25199	52	1	academic	academic	ADJ
hypothesis-25199	52	2	and	and	CCONJ
hypothesis-25199	52	3	medical	medical	ADJ
hypothesis-25199	52	4	librarians	librarian	NOUN
hypothesis-25199	52	5	are	be	AUX
hypothesis-25199	52	6	familiar	familiar	ADJ
hypothesis-25199	52	7	partners	partner	NOUN
hypothesis-25199	52	8	in	in	ADP
hypothesis-25199	52	9	the	the	DET
hypothesis-25199	52	10	research	research	NOUN
hypothesis-25199	52	11	lifecycle	lifecycle	NOUN
hypothesis-25199	52	12	,	,	PUNCT
hypothesis-25199	52	13	from	from	ADP
hypothesis-25199	52	14	developing	develop	VERB
hypothesis-25199	52	15	robust	robust	ADJ
hypothesis-25199	52	16	and	and	CCONJ
hypothesis-25199	52	17	comprehensive	comprehensive	ADJ
hypothesis-25199	52	18	search	search	NOUN
hypothesis-25199	52	19	strategies	strategy	NOUN
hypothesis-25199	52	20	,	,	PUNCT
hypothesis-25199	52	21	to	to	ADP
hypothesis-25199	52	22	selecting	select	VERB
hypothesis-25199	52	23	a	a	DET
hypothesis-25199	52	24	journal	journal	NOUN
hypothesis-25199	52	25	and	and	CCONJ
hypothesis-25199	52	26	assisting	assist	VERB
hypothesis-25199	52	27	with	with	ADP
hypothesis-25199	52	28	data	datum	NOUN
hypothesis-25199	52	29	sharing	sharing	NOUN
hypothesis-25199	52	30	and	and	CCONJ
hypothesis-25199	52	31	management	management	NOUN
hypothesis-25199	52	32	plans	plan	NOUN
hypothesis-25199	52	33	.	.	PUNCT
hypothesis-25199	53	1	librarians	librarian	NOUN
hypothesis-25199	53	2	who	who	PRON
hypothesis-25199	53	3	work	work	VERB
hypothesis-25199	53	4	on	on	ADP
hypothesis-25199	53	5	systematic	systematic	ADJ
hypothesis-25199	53	6	review	review	NOUN
hypothesis-25199	53	7	projects	project	NOUN
hypothesis-25199	53	8	are	be	AUX
hypothesis-25199	53	9	intimately	intimately	ADV
hypothesis-25199	53	10	familiar	familiar	ADJ
hypothesis-25199	53	11	with	with	ADP
hypothesis-25199	53	12	the	the	DET
hypothesis-25199	53	13	challenges	challenge	NOUN
hypothesis-25199	53	14	of	of	ADP
hypothesis-25199	53	15	adapting	adapt	VERB
hypothesis-25199	53	16	complex	complex	ADJ
hypothesis-25199	53	17	methods	method	NOUN
hypothesis-25199	53	18	to	to	ADP
hypothesis-25199	53	19	new	new	ADJ
hypothesis-25199	53	20	database	database	NOUN
hypothesis-25199	53	21	environments	environment	NOUN
hypothesis-25199	53	22	.	.	PUNCT
hypothesis-25199	54	1	by	by	ADP
hypothesis-25199	54	2	attuning	attune	VERB
hypothesis-25199	54	3	specific	specific	ADJ
hypothesis-25199	54	4	knowledge	knowledge	NOUN
hypothesis-25199	54	5	and	and	CCONJ
hypothesis-25199	54	6	services	service	NOUN
hypothesis-25199	54	7	to	to	ADP
hypothesis-25199	54	8	the	the	DET
hypothesis-25199	54	9	language	language	NOUN
hypothesis-25199	54	10	and	and	CCONJ
hypothesis-25199	54	11	needs	need	NOUN
hypothesis-25199	54	12	of	of	ADP
hypothesis-25199	54	13	addressing	address	VERB
hypothesis-25199	54	14	reproducibility	reproducibility	NOUN
hypothesis-25199	54	15	,	,	PUNCT
hypothesis-25199	54	16	librarians	librarian	NOUN
hypothesis-25199	54	17	are	be	AUX
hypothesis-25199	54	18	equipped	equip	VERB
hypothesis-25199	54	19	to	to	PART
hypothesis-25199	54	20	serve	serve	VERB
hypothesis-25199	54	21	as	as	ADP
hypothesis-25199	54	22	advocates	advocate	NOUN
hypothesis-25199	54	23	and	and	CCONJ
hypothesis-25199	54	24	partners	partner	NOUN
hypothesis-25199	54	25	.	.	PUNCT
hypothesis-25199	55	1	even	even	ADV
hypothesis-25199	55	2	traditional	traditional	ADJ
hypothesis-25199	55	3	roles	role	NOUN
hypothesis-25199	55	4	such	such	ADJ
hypothesis-25199	55	5	as	as	ADP
hypothesis-25199	55	6	collection	collection	NOUN
hypothesis-25199	55	7	development	development	NOUN
hypothesis-25199	55	8	and	and	CCONJ
hypothesis-25199	55	9	access	access	NOUN
hypothesis-25199	55	10	training	training	NOUN
hypothesis-25199	55	11	can	can	AUX
hypothesis-25199	55	12	be	be	AUX
hypothesis-25199	55	13	easily	easily	ADV
hypothesis-25199	55	14	adapted	adapt	VERB
hypothesis-25199	55	15	to	to	ADP
hypothesis-25199	55	16	addressing	address	VERB
hypothesis-25199	55	17	reproducibility	reproducibility	NOUN
hypothesis-25199	55	18	as	as	SCONJ
hypothesis-25199	55	19	it	it	PRON
hypothesis-25199	55	20	relates	relate	VERB
hypothesis-25199	55	21	to	to	ADP
hypothesis-25199	55	22	growing	grow	VERB
hypothesis-25199	55	23	the	the	DET
hypothesis-25199	55	24	awareness	awareness	NOUN
hypothesis-25199	55	25	,	,	PUNCT
hypothesis-25199	55	26	availability	availability	NOUN
hypothesis-25199	55	27	,	,	PUNCT
hypothesis-25199	55	28	and	and	CCONJ
hypothesis-25199	55	29	utilization	utilization	NOUN
hypothesis-25199	55	30	of	of	ADP
hypothesis-25199	55	31	new	new	ADJ
hypothesis-25199	55	32	publication	publication	NOUN
hypothesis-25199	55	33	types	type	NOUN
hypothesis-25199	55	34	.	.	PUNCT
hypothesis-25199	56	1	panelists	panelist	NOUN
hypothesis-25199	56	2	at	at	ADP
hypothesis-25199	56	3	the	the	DET
hypothesis-25199	56	4	2017	2017	NUM
hypothesis-25199	56	5	mla	mla	NOUN
hypothesis-25199	56	6	reproducibility	reproducibility	NOUN
hypothesis-25199	56	7	symposium	symposium	NOUN
hypothesis-25199	56	8	shared	share	VERB
hypothesis-25199	56	9	unique	unique	ADJ
hypothesis-25199	56	10	ways	way	NOUN
hypothesis-25199	56	11	librarians	librarian	NOUN
hypothesis-25199	56	12	at	at	ADP
hypothesis-25199	56	13	their	their	PRON
hypothesis-25199	56	14	institutions	institution	NOUN
hypothesis-25199	56	15	have	have	AUX
hypothesis-25199	56	16	contributed	contribute	VERB
hypothesis-25199	56	17	to	to	ADP
hypothesis-25199	56	18	creating	create	VERB
hypothesis-25199	56	19	reproducible	reproducible	ADJ
hypothesis-25199	56	20	research	research	NOUN
hypothesis-25199	56	21	.	.	PUNCT
hypothesis-25199	57	1	cynthia	cynthia	PROPN
hypothesis-25199	57	2	hudson	hudson	PROPN
hypothesis-25199	57	3	-	-	PUNCT
hypothesis-25199	57	4	vitale	vitale	PROPN
hypothesis-25199	57	5	,	,	PUNCT
hypothesis-25199	57	6	at	at	ADP
hypothesis-25199	57	7	the	the	DET
hypothesis-25199	57	8	university	university	PROPN
hypothesis-25199	57	9	of	of	ADP
hypothesis-25199	57	10	washington	washington	PROPN
hypothesis-25199	57	11	in	in	ADP
hypothesis-25199	57	12	st	st	PROPN
hypothesis-25199	57	13	.	.	PROPN
hypothesis-25199	57	14	louis	louis	PROPN
hypothesis-25199	57	15	,	,	PUNCT
hypothesis-25199	57	16	works	work	VERB
hypothesis-25199	57	17	with	with	ADP
hypothesis-25199	57	18	the	the	DET
hypothesis-25199	57	19	institute	institute	NOUN
hypothesis-25199	57	20	for	for	ADP
hypothesis-25199	57	21	clinical	clinical	ADJ
hypothesis-25199	57	22	and	and	CCONJ
hypothesis-25199	57	23	translational	translational	ADJ
hypothesis-25199	57	24	sciences	science	NOUN
hypothesis-25199	57	25	to	to	PART
hypothesis-25199	57	26	establish	establish	VERB
hypothesis-25199	57	27	a	a	DET
hypothesis-25199	57	28	framework	framework	NOUN
hypothesis-25199	57	29	for	for	ADP
hypothesis-25199	57	30	reproducible	reproducible	ADJ
hypothesis-25199	57	31	methods	method	NOUN
hypothesis-25199	57	32	when	when	SCONJ
hypothesis-25199	57	33	working	work	VERB
hypothesis-25199	57	34	with	with	ADP
hypothesis-25199	57	35	electronic	electronic	ADJ
hypothesis-25199	57	36	health	health	NOUN
hypothesis-25199	57	37	records	record	NOUN
hypothesis-25199	57	38	(	(	PUNCT
hypothesis-25199	57	39	ehrs	ehrs	INTJ
hypothesis-25199	57	40	)	)	PUNCT
hypothesis-25199	57	41	.	.	PUNCT
hypothesis-25199	58	1	librarians	librarian	NOUN
hypothesis-25199	58	2	collaborated	collaborate	VERB
hypothesis-25199	58	3	with	with	ADP
hypothesis-25199	58	4	researchers	researcher	NOUN
hypothesis-25199	58	5	to	to	PART
hypothesis-25199	58	6	identify	identify	VERB
hypothesis-25199	58	7	103	103	NUM
hypothesis-25199	58	8	variables	variable	NOUN
hypothesis-25199	58	9	needed	need	VERB
hypothesis-25199	58	10	to	to	PART
hypothesis-25199	58	11	ensure	ensure	VERB
hypothesis-25199	58	12	the	the	DET
hypothesis-25199	58	13	reproducibility	reproducibility	NOUN
hypothesis-25199	58	14	of	of	ADP
hypothesis-25199	58	15	ehr	ehr	NOUN
hypothesis-25199	58	16	analysis	analysis	NOUN
hypothesis-25199	58	17	:	:	PUNCT
hypothesis-25199	58	18	beginning	begin	VERB
hypothesis-25199	58	19	with	with	ADP
hypothesis-25199	58	20	stating	state	VERB
hypothesis-25199	58	21	a	a	DET
hypothesis-25199	58	22	clear	clear	ADJ
hypothesis-25199	58	23	,	,	PUNCT
hypothesis-25199	58	24	focused	focused	ADJ
hypothesis-25199	58	25	hypothesis	hypothesis	NOUN
hypothesis-25199	58	26	research	research	NOUN
hypothesis-25199	58	27	section	section	NOUN
hypothesis-25199	58	28	spotlight	spotlight	NOUN
hypothesis-25199	58	29	hypothesis	hypothesis	NOUN
hypothesis-25199	58	30	,	,	PUNCT
hypothesis-25199	58	31	vol	vol	NOUN
hypothesis-25199	58	32	.	.	PROPN
hypothesis-25199	58	33	29	29	NUM
hypothesis-25199	58	34	,	,	PUNCT
hypothesis-25199	58	35	no	no	INTJ
hypothesis-25199	58	36	.	.	NOUN
hypothesis-25199	58	37	2	2	NUM
hypothesis-25199	58	38	,	,	PUNCT
hypothesis-25199	58	39	fall	fall	NOUN
hypothesis-25199	58	40	/	/	SYM
hypothesis-25199	58	41	winter	winter	NOUN
hypothesis-25199	58	42	2017	2017	NUM
hypothesis-25199	58	43	36	36	NUM
hypothesis-25199	58	44	through	through	ADP
hypothesis-25199	58	45	tracking	track	VERB
hypothesis-25199	58	46	query	query	NOUN
hypothesis-25199	58	47	language	language	NOUN
hypothesis-25199	58	48	with	with	ADP
hypothesis-25199	58	49	version	version	NOUN
hypothesis-25199	58	50	notes	note	NOUN
hypothesis-25199	58	51	and	and	CCONJ
hypothesis-25199	58	52	access	access	NOUN
hypothesis-25199	58	53	dates	date	NOUN
hypothesis-25199	58	54	,	,	PUNCT
hypothesis-25199	58	55	identifying	identify	VERB
hypothesis-25199	58	56	statistical	statistical	ADJ
hypothesis-25199	58	57	tests	test	NOUN
hypothesis-25199	58	58	and	and	CCONJ
hypothesis-25199	58	59	packages	package	NOUN
hypothesis-25199	58	60	,	,	PUNCT
hypothesis-25199	58	61	and	and	CCONJ
hypothesis-25199	58	62	reporting	report	VERB
hypothesis-25199	58	63	such	such	ADJ
hypothesis-25199	58	64	specifics	specific	NOUN
hypothesis-25199	58	65	with	with	ADP
hypothesis-25199	58	66	standard	standard	ADJ
hypothesis-25199	58	67	documentation	documentation	NOUN
hypothesis-25199	58	68	.	.	PUNCT
hypothesis-25199	59	1	all	all	DET
hypothesis-25199	59	2	103	103	NUM
hypothesis-25199	59	3	variables	variable	NOUN
hypothesis-25199	59	4	would	would	AUX
hypothesis-25199	59	5	be	be	AUX
hypothesis-25199	59	6	needed	need	VERB
hypothesis-25199	59	7	in	in	ADP
hypothesis-25199	59	8	any	any	DET
hypothesis-25199	59	9	resulting	result	VERB
hypothesis-25199	59	10	publications	publication	NOUN
hypothesis-25199	59	11	or	or	CCONJ
hypothesis-25199	59	12	data	datum	NOUN
hypothesis-25199	59	13	codebooks	codebook	NOUN
hypothesis-25199	59	14	or	or	CCONJ
hypothesis-25199	59	15	the	the	DET
hypothesis-25199	59	16	analyses	analysis	NOUN
hypothesis-25199	59	17	could	could	AUX
hypothesis-25199	59	18	not	not	PART
hypothesis-25199	59	19	be	be	AUX
hypothesis-25199	59	20	reliably	reliably	ADV
hypothesis-25199	59	21	replicated	replicate	VERB
hypothesis-25199	59	22	,	,	PUNCT
hypothesis-25199	59	23	regardless	regardless	ADV
hypothesis-25199	59	24	if	if	SCONJ
hypothesis-25199	59	25	the	the	DET
hypothesis-25199	59	26	raw	raw	ADJ
hypothesis-25199	59	27	de	de	ADJ
hypothesis-25199	59	28	-	-	ADJ
hypothesis-25199	59	29	identified	identify	VERB
hypothesis-25199	59	30	data	datum	NOUN
hypothesis-25199	59	31	is	be	AUX
hypothesis-25199	59	32	available	available	ADJ
hypothesis-25199	59	33	and	and	CCONJ
hypothesis-25199	59	34	accessible	accessible	ADJ
hypothesis-25199	59	35	.	.	PUNCT
hypothesis-25199	60	1	bart	bart	PROPN
hypothesis-25199	60	2	ragon	ragon	PROPN
hypothesis-25199	60	3	from	from	ADP
hypothesis-25199	60	4	the	the	DET
hypothesis-25199	60	5	university	university	PROPN
hypothesis-25199	60	6	of	of	ADP
hypothesis-25199	60	7	virginia	virginia	PROPN
hypothesis-25199	60	8	and	and	CCONJ
hypothesis-25199	60	9	kristi	kristi	PROPN
hypothesis-25199	60	10	holmes	holmes	PROPN
hypothesis-25199	60	11	from	from	ADP
hypothesis-25199	60	12	northwestern	northwestern	PROPN
hypothesis-25199	60	13	university	university	NOUN
hypothesis-25199	60	14	,	,	PUNCT
hypothesis-25199	60	15	echoed	echo	VERB
hypothesis-25199	60	16	the	the	DET
hypothesis-25199	60	17	vital	vital	ADJ
hypothesis-25199	60	18	importance	importance	NOUN
hypothesis-25199	60	19	for	for	SCONJ
hypothesis-25199	60	20	librarians	librarian	NOUN
hypothesis-25199	60	21	to	to	PART
hypothesis-25199	60	22	offer	offer	VERB
hypothesis-25199	60	23	collaborative	collaborative	ADJ
hypothesis-25199	60	24	support	support	NOUN
hypothesis-25199	60	25	for	for	ADP
hypothesis-25199	60	26	open	open	ADJ
hypothesis-25199	60	27	science	science	NOUN
hypothesis-25199	60	28	and	and	CCONJ
hypothesis-25199	60	29	data	datum	NOUN
hypothesis-25199	60	30	management	management	NOUN
hypothesis-25199	60	31	.	.	PUNCT
hypothesis-25199	61	1	to	to	PART
hypothesis-25199	61	2	further	far	ADV
hypothesis-25199	61	3	explore	explore	VERB
hypothesis-25199	61	4	actionable	actionable	ADJ
hypothesis-25199	61	5	roles	role	NOUN
hypothesis-25199	61	6	and	and	CCONJ
hypothesis-25199	61	7	services	service	NOUN
hypothesis-25199	61	8	,	,	PUNCT
hypothesis-25199	61	9	participants	participant	NOUN
hypothesis-25199	61	10	at	at	ADP
hypothesis-25199	61	11	the	the	DET
hypothesis-25199	61	12	symposium	symposium	NOUN
hypothesis-25199	61	13	completed	complete	VERB
hypothesis-25199	61	14	a	a	DET
hypothesis-25199	61	15	hands	hand	NOUN
hypothesis-25199	61	16	-	-	PUNCT
hypothesis-25199	61	17	on	on	ADP
hypothesis-25199	61	18	exercise	exercise	NOUN
hypothesis-25199	61	19	in	in	ADP
hypothesis-25199	61	20	which	which	PRON
hypothesis-25199	61	21	each	each	DET
hypothesis-25199	61	22	person	person	NOUN
hypothesis-25199	61	23	was	be	AUX
hypothesis-25199	61	24	asked	ask	VERB
hypothesis-25199	61	25	to	to	PART
hypothesis-25199	61	26	propose	propose	VERB
hypothesis-25199	61	27	a	a	DET
hypothesis-25199	61	28	specific	specific	ADJ
hypothesis-25199	61	29	idea	idea	NOUN
hypothesis-25199	61	30	for	for	ADP
hypothesis-25199	61	31	librarian	librarian	ADJ
hypothesis-25199	61	32	involvement	involvement	NOUN
hypothesis-25199	61	33	and	and	CCONJ
hypothesis-25199	61	34	collaboration	collaboration	NOUN
hypothesis-25199	61	35	.	.	PUNCT
hypothesis-25199	62	1	ideas	idea	NOUN
hypothesis-25199	62	2	were	be	AUX
hypothesis-25199	62	3	then	then	ADV
hypothesis-25199	62	4	anonymously	anonymously	ADV
hypothesis-25199	62	5	scored	score	VERB
hypothesis-25199	62	6	for	for	ADP
hypothesis-25199	62	7	how	how	SCONJ
hypothesis-25199	62	8	well	well	ADV
hypothesis-25199	62	9	the	the	DET
hypothesis-25199	62	10	proposal	proposal	NOUN
hypothesis-25199	62	11	resonated	resonate	VERB
hypothesis-25199	62	12	for	for	ADP
hypothesis-25199	62	13	an	an	DET
hypothesis-25199	62	14	individual	individual	NOUN
hypothesis-25199	62	15	’s	’s	PART
hypothesis-25199	62	16	library	library	NOUN
hypothesis-25199	62	17	and	and	CCONJ
hypothesis-25199	62	18	institution	institution	NOUN
hypothesis-25199	62	19	.	.	PUNCT
hypothesis-25199	63	1	collected	collect	VERB
hypothesis-25199	63	2	from	from	ADP
hypothesis-25199	63	3	over	over	ADP
hypothesis-25199	63	4	the	the	DET
hypothesis-25199	63	5	30	30	NUM
hypothesis-25199	63	6	responses	response	NOUN
hypothesis-25199	63	7	,	,	PUNCT
hypothesis-25199	63	8	the	the	DET
hypothesis-25199	63	9	highest	high	ADJ
hypothesis-25199	63	10	scoring	scoring	NOUN
hypothesis-25199	63	11	suggestions	suggestion	NOUN
hypothesis-25199	63	12	are	be	AUX
hypothesis-25199	63	13	listed	list	VERB
hypothesis-25199	63	14	below	below	ADV
hypothesis-25199	63	15	.	.	PUNCT
hypothesis-25199	64	1	while	while	SCONJ
hypothesis-25199	64	2	specifics	specific	NOUN
hypothesis-25199	64	3	of	of	ADP
hypothesis-25199	64	4	each	each	DET
hypothesis-25199	64	5	suggestion	suggestion	NOUN
hypothesis-25199	64	6	were	be	AUX
hypothesis-25199	64	7	not	not	PART
hypothesis-25199	64	8	discussed	discuss	VERB
hypothesis-25199	64	9	at	at	ADP
hypothesis-25199	64	10	the	the	DET
hypothesis-25199	64	11	symposium	symposium	NOUN
hypothesis-25199	64	12	,	,	PUNCT
hypothesis-25199	64	13	one	one	NUM
hypothesis-25199	64	14	possible	possible	ADJ
hypothesis-25199	64	15	interpretation	interpretation	NOUN
hypothesis-25199	64	16	of	of	ADP
hypothesis-25199	64	17	the	the	DET
hypothesis-25199	64	18	proposal	proposal	NOUN
hypothesis-25199	64	19	follows	follow	VERB
hypothesis-25199	64	20	each	each	DET
hypothesis-25199	64	21	participant	participant	ADJ
hypothesis-25199	64	22	idea	idea	NOUN
hypothesis-25199	64	23	.	.	PUNCT
hypothesis-25199	65	1	•	•	NUM
hypothesis-25199	65	2	host	host	NOUN
hypothesis-25199	65	3	“	"	PUNCT
hypothesis-25199	65	4	reproduce	reproduce	VERB
hypothesis-25199	65	5	-	-	PUNCT
hypothesis-25199	65	6	my	my	PRON
hypothesis-25199	65	7	-	-	PUNCT
hypothesis-25199	65	8	research	research	NOUN
hypothesis-25199	65	9	”	"	PUNCT
hypothesis-25199	65	10	events	event	NOUN
hypothesis-25199	65	11	such	such	ADJ
hypothesis-25199	65	12	outreach	outreach	NOUN
hypothesis-25199	65	13	or	or	CCONJ
hypothesis-25199	65	14	training	training	NOUN
hypothesis-25199	65	15	events	event	NOUN
hypothesis-25199	65	16	may	may	AUX
hypothesis-25199	65	17	take	take	VERB
hypothesis-25199	65	18	many	many	ADJ
hypothesis-25199	65	19	different	different	ADJ
hypothesis-25199	65	20	approaches	approach	NOUN
hypothesis-25199	65	21	.	.	PUNCT
hypothesis-25199	66	1	the	the	DET
hypothesis-25199	66	2	idea	idea	NOUN
hypothesis-25199	66	3	seems	seem	VERB
hypothesis-25199	66	4	to	to	PART
hypothesis-25199	66	5	suggest	suggest	VERB
hypothesis-25199	66	6	giving	give	VERB
hypothesis-25199	66	7	researchers	researcher	NOUN
hypothesis-25199	66	8	and	and	CCONJ
hypothesis-25199	66	9	students	student	NOUN
hypothesis-25199	66	10	a	a	DET
hypothesis-25199	66	11	formalized	formalize	VERB
hypothesis-25199	66	12	setting	set	VERB
hypothesis-25199	66	13	to	to	PART
hypothesis-25199	66	14	reflect	reflect	VERB
hypothesis-25199	66	15	on	on	ADP
hypothesis-25199	66	16	and	and	CCONJ
hypothesis-25199	66	17	engage	engage	VERB
hypothesis-25199	66	18	with	with	ADP
hypothesis-25199	66	19	each	each	DET
hypothesis-25199	66	20	other	other	ADJ
hypothesis-25199	66	21	specifically	specifically	ADV
hypothesis-25199	66	22	around	around	ADP
hypothesis-25199	66	23	how	how	SCONJ
hypothesis-25199	66	24	to	to	PART
hypothesis-25199	66	25	improve	improve	VERB
hypothesis-25199	66	26	the	the	DET
hypothesis-25199	66	27	scientific	scientific	ADJ
hypothesis-25199	66	28	reporting	reporting	NOUN
hypothesis-25199	66	29	of	of	ADP
hypothesis-25199	66	30	their	their	PRON
hypothesis-25199	66	31	manuscripts	manuscript	NOUN
hypothesis-25199	66	32	.	.	PUNCT
hypothesis-25199	67	1	as	as	SCONJ
hypothesis-25199	67	2	this	this	PRON
hypothesis-25199	67	3	was	be	AUX
hypothesis-25199	67	4	the	the	DET
hypothesis-25199	67	5	high	high	ADJ
hypothesis-25199	67	6	scoring	scoring	NOUN
hypothesis-25199	67	7	suggestion	suggestion	NOUN
hypothesis-25199	67	8	,	,	PUNCT
hypothesis-25199	67	9	it	it	PRON
hypothesis-25199	67	10	clearly	clearly	ADV
hypothesis-25199	67	11	resonated	resonate	VERB
hypothesis-25199	67	12	with	with	ADP
hypothesis-25199	67	13	many	many	ADJ
hypothesis-25199	67	14	librarians	librarian	NOUN
hypothesis-25199	67	15	who	who	PRON
hypothesis-25199	67	16	saw	see	VERB
hypothesis-25199	67	17	inspiration	inspiration	NOUN
hypothesis-25199	67	18	in	in	ADP
hypothesis-25199	67	19	this	this	DET
hypothesis-25199	67	20	event	event	NOUN
hypothesis-25199	67	21	title	title	NOUN
hypothesis-25199	67	22	within	within	ADP
hypothesis-25199	67	23	their	their	PRON
hypothesis-25199	67	24	institutional	institutional	ADJ
hypothesis-25199	67	25	outreach	outreach	NOUN
hypothesis-25199	67	26	even	even	ADV
hypothesis-25199	67	27	without	without	ADP
hypothesis-25199	67	28	further	further	ADJ
hypothesis-25199	67	29	details	detail	NOUN
hypothesis-25199	67	30	.	.	PUNCT
hypothesis-25199	68	1	•	•	NUM
hypothesis-25199	68	2	offer	offer	VERB
hypothesis-25199	68	3	training	training	NOUN
hypothesis-25199	68	4	to	to	ADP
hypothesis-25199	68	5	students	student	NOUN
hypothesis-25199	68	6	and	and	CCONJ
hypothesis-25199	68	7	early	early	ADJ
hypothesis-25199	68	8	career	career	NOUN
hypothesis-25199	68	9	researchers	researcher	NOUN
hypothesis-25199	68	10	many	many	ADJ
hypothesis-25199	68	11	libraries	library	NOUN
hypothesis-25199	68	12	already	already	ADV
hypothesis-25199	68	13	provide	provide	VERB
hypothesis-25199	68	14	training	training	NOUN
hypothesis-25199	68	15	opportunities	opportunity	NOUN
hypothesis-25199	68	16	to	to	PART
hypothesis-25199	68	17	gain	gain	VERB
hypothesis-25199	68	18	a	a	DET
hypothesis-25199	68	19	better	well	ADJ
hypothesis-25199	68	20	understanding	understanding	NOUN
hypothesis-25199	68	21	and	and	CCONJ
hypothesis-25199	68	22	engage	engage	VERB
hypothesis-25199	68	23	with	with	ADP
hypothesis-25199	68	24	resources	resource	NOUN
hypothesis-25199	68	25	,	,	PUNCT
hypothesis-25199	68	26	publishers	publisher	NOUN
hypothesis-25199	68	27	,	,	PUNCT
hypothesis-25199	68	28	and	and	CCONJ
hypothesis-25199	68	29	services	service	NOUN
hypothesis-25199	68	30	.	.	PUNCT
hypothesis-25199	69	1	refocusing	refocus	VERB
hypothesis-25199	69	2	or	or	CCONJ
hypothesis-25199	69	3	adopting	adopt	VERB
hypothesis-25199	69	4	specific	specific	ADJ
hypothesis-25199	69	5	language	language	NOUN
hypothesis-25199	69	6	to	to	PART
hypothesis-25199	69	7	target	target	VERB
hypothesis-25199	69	8	reproducibility	reproducibility	NOUN
hypothesis-25199	69	9	concerns	concern	NOUN
hypothesis-25199	69	10	may	may	AUX
hypothesis-25199	69	11	be	be	AUX
hypothesis-25199	69	12	an	an	DET
hypothesis-25199	69	13	easy	easy	ADJ
hypothesis-25199	69	14	adaptation	adaptation	NOUN
hypothesis-25199	69	15	for	for	ADP
hypothesis-25199	69	16	services	service	NOUN
hypothesis-25199	69	17	already	already	ADV
hypothesis-25199	69	18	in	in	ADP
hypothesis-25199	69	19	place	place	NOUN
hypothesis-25199	69	20	.	.	PUNCT
hypothesis-25199	70	1	•	•	NOUN
hypothesis-25199	70	2	incorporate	incorporate	VERB
hypothesis-25199	70	3	into	into	ADP
hypothesis-25199	70	4	the	the	DET
hypothesis-25199	70	5	researcher	researcher	NOUN
hypothesis-25199	70	6	workflow	workflow	NOUN
hypothesis-25199	70	7	again	again	ADV
hypothesis-25199	70	8	,	,	PUNCT
hypothesis-25199	70	9	many	many	ADJ
hypothesis-25199	70	10	libraries	library	NOUN
hypothesis-25199	70	11	already	already	ADV
hypothesis-25199	70	12	have	have	VERB
hypothesis-25199	70	13	collaborations	collaboration	NOUN
hypothesis-25199	70	14	or	or	CCONJ
hypothesis-25199	70	15	specific	specific	ADJ
hypothesis-25199	70	16	services	service	NOUN
hypothesis-25199	70	17	targeting	target	VERB
hypothesis-25199	70	18	various	various	ADJ
hypothesis-25199	70	19	aspects	aspect	NOUN
hypothesis-25199	70	20	of	of	ADP
hypothesis-25199	70	21	the	the	DET
hypothesis-25199	70	22	research	research	NOUN
hypothesis-25199	70	23	lifecycle	lifecycle	NOUN
hypothesis-25199	70	24	.	.	PUNCT
hypothesis-25199	71	1	emphasizing	emphasize	VERB
hypothesis-25199	71	2	these	these	DET
hypothesis-25199	71	3	services	service	NOUN
hypothesis-25199	71	4	as	as	ADP
hypothesis-25199	71	5	essential	essential	ADJ
hypothesis-25199	71	6	for	for	ADP
hypothesis-25199	71	7	addressing	address	VERB
hypothesis-25199	71	8	the	the	DET
hypothesis-25199	71	9	reproducibility	reproducibility	NOUN
hypothesis-25199	71	10	crisis	crisis	NOUN
hypothesis-25199	71	11	may	may	AUX
hypothesis-25199	71	12	further	far	ADV
hypothesis-25199	71	13	campus	campus	NOUN
hypothesis-25199	71	14	collaborations	collaboration	NOUN
hypothesis-25199	71	15	and	and	CCONJ
hypothesis-25199	71	16	refine	refine	VERB
hypothesis-25199	71	17	librarian	librarian	ADJ
hypothesis-25199	71	18	roles	role	NOUN
hypothesis-25199	71	19	.	.	PUNCT
hypothesis-25199	72	1	•	•	NUM
hypothesis-25199	72	2	establish	establish	VERB
hypothesis-25199	72	3	data	datum	NOUN
hypothesis-25199	72	4	management	management	NOUN
hypothesis-25199	72	5	best	good	ADJ
hypothesis-25199	72	6	practices	practice	NOUN
hypothesis-25199	72	7	research	research	NOUN
hypothesis-25199	72	8	section	section	NOUN
hypothesis-25199	72	9	spotlight	spotlight	NOUN
hypothesis-25199	72	10	hypothesis	hypothesis	NOUN
hypothesis-25199	72	11	,	,	PUNCT
hypothesis-25199	72	12	vol	vol	NOUN
hypothesis-25199	72	13	.	.	PROPN
hypothesis-25199	72	14	29	29	NUM
hypothesis-25199	72	15	,	,	PUNCT
hypothesis-25199	72	16	no	no	INTJ
hypothesis-25199	72	17	.	.	NOUN
hypothesis-25199	72	18	2	2	NUM
hypothesis-25199	72	19	,	,	PUNCT
hypothesis-25199	72	20	fall	fall	NOUN
hypothesis-25199	72	21	/	/	SYM
hypothesis-25199	72	22	winter	winter	NOUN
hypothesis-25199	72	23	2017	2017	NUM
hypothesis-25199	72	24	37	37	NUM
hypothesis-25199	72	25	when	when	SCONJ
hypothesis-25199	72	26	working	work	VERB
hypothesis-25199	72	27	with	with	ADP
hypothesis-25199	72	28	data	datum	NOUN
hypothesis-25199	72	29	management	management	NOUN
hypothesis-25199	72	30	strategies	strategy	NOUN
hypothesis-25199	72	31	,	,	PUNCT
hypothesis-25199	72	32	many	many	ADJ
hypothesis-25199	72	33	initial	initial	ADJ
hypothesis-25199	72	34	approaches	approach	NOUN
hypothesis-25199	72	35	supported	support	VERB
hypothesis-25199	72	36	by	by	ADP
hypothesis-25199	72	37	libraries	library	NOUN
hypothesis-25199	72	38	may	may	AUX
hypothesis-25199	72	39	have	have	AUX
hypothesis-25199	72	40	been	be	AUX
hypothesis-25199	72	41	reactive	reactive	ADJ
hypothesis-25199	72	42	to	to	ADP
hypothesis-25199	72	43	specific	specific	ADJ
hypothesis-25199	72	44	funder	funder	NOUN
hypothesis-25199	72	45	mandates	mandate	NOUN
hypothesis-25199	72	46	.	.	PUNCT
hypothesis-25199	73	1	by	by	ADP
hypothesis-25199	73	2	proactively	proactively	ADV
hypothesis-25199	73	3	establishing	establish	VERB
hypothesis-25199	73	4	best	good	ADJ
hypothesis-25199	73	5	practices	practice	NOUN
hypothesis-25199	73	6	in	in	ADP
hypothesis-25199	73	7	line	line	NOUN
hypothesis-25199	73	8	with	with	ADP
hypothesis-25199	73	9	robust	robust	ADJ
hypothesis-25199	73	10	and	and	CCONJ
hypothesis-25199	73	11	reproducible	reproducible	ADJ
hypothesis-25199	73	12	science	science	NOUN
hypothesis-25199	73	13	,	,	PUNCT
hypothesis-25199	73	14	librarians	librarian	NOUN
hypothesis-25199	73	15	are	be	AUX
hypothesis-25199	73	16	natural	natural	ADJ
hypothesis-25199	73	17	champions	champion	NOUN
hypothesis-25199	73	18	of	of	ADP
hypothesis-25199	73	19	more	more	ADV
hypothesis-25199	73	20	accessible	accessible	ADJ
hypothesis-25199	73	21	research	research	NOUN
hypothesis-25199	73	22	and	and	CCONJ
hypothesis-25199	73	23	open	open	ADJ
hypothesis-25199	73	24	data	datum	NOUN
hypothesis-25199	73	25	.	.	PUNCT
hypothesis-25199	74	1	•	•	NUM
hypothesis-25199	74	2	educate	educate	VERB
hypothesis-25199	74	3	librarians	librarian	NOUN
hypothesis-25199	74	4	by	by	ADP
hypothesis-25199	74	5	seeking	seek	VERB
hypothesis-25199	74	6	out	out	ADP
hypothesis-25199	74	7	learning	learning	NOUN
hypothesis-25199	74	8	and	and	CCONJ
hypothesis-25199	74	9	professional	professional	ADJ
hypothesis-25199	74	10	networking	network	VERB
hypothesis-25199	74	11	opportunities	opportunity	NOUN
hypothesis-25199	74	12	such	such	ADJ
hypothesis-25199	74	13	as	as	ADP
hypothesis-25199	74	14	the	the	DET
hypothesis-25199	74	15	2017	2017	NUM
hypothesis-25199	74	16	reproducibility	reproducibility	NOUN
hypothesis-25199	74	17	symposium	symposium	NOUN
hypothesis-25199	74	18	,	,	PUNCT
hypothesis-25199	74	19	librarians	librarian	NOUN
hypothesis-25199	74	20	are	be	AUX
hypothesis-25199	74	21	educating	educate	VERB
hypothesis-25199	74	22	themselves	themselves	PRON
hypothesis-25199	74	23	about	about	ADP
hypothesis-25199	74	24	the	the	DET
hypothesis-25199	74	25	problem	problem	NOUN
hypothesis-25199	74	26	,	,	PUNCT
hypothesis-25199	74	27	understanding	understand	VERB
hypothesis-25199	74	28	researcher	researcher	NOUN
hypothesis-25199	74	29	frustrations	frustration	NOUN
hypothesis-25199	74	30	and	and	CCONJ
hypothesis-25199	74	31	emerging	emerge	VERB
hypothesis-25199	74	32	policies	policy	NOUN
hypothesis-25199	74	33	,	,	PUNCT
hypothesis-25199	74	34	and	and	CCONJ
hypothesis-25199	74	35	collaborating	collaborate	VERB
hypothesis-25199	74	36	as	as	ADP
hypothesis-25199	74	37	a	a	DET
hypothesis-25199	74	38	profession	profession	NOUN
hypothesis-25199	74	39	to	to	PART
hypothesis-25199	74	40	explore	explore	VERB
hypothesis-25199	74	41	targeted	target	VERB
hypothesis-25199	74	42	services	service	NOUN
hypothesis-25199	74	43	.	.	PUNCT
hypothesis-25199	75	1	opportunities	opportunity	NOUN
hypothesis-25199	75	2	to	to	PART
hypothesis-25199	75	3	brainstorm	brainstorm	VERB
hypothesis-25199	75	4	and	and	CCONJ
hypothesis-25199	75	5	share	share	VERB
hypothesis-25199	75	6	challenges	challenge	NOUN
hypothesis-25199	75	7	and	and	CCONJ
hypothesis-25199	75	8	success	success	NOUN
hypothesis-25199	75	9	stories	story	NOUN
hypothesis-25199	75	10	are	be	AUX
hypothesis-25199	75	11	invaluable	invaluable	ADJ
hypothesis-25199	75	12	for	for	ADP
hypothesis-25199	75	13	the	the	DET
hypothesis-25199	75	14	development	development	NOUN
hypothesis-25199	75	15	of	of	ADP
hypothesis-25199	75	16	robust	robust	ADJ
hypothesis-25199	75	17	and	and	CCONJ
hypothesis-25199	75	18	innovative	innovative	ADJ
hypothesis-25199	75	19	services	service	NOUN
hypothesis-25199	75	20	.	.	PUNCT
hypothesis-25199	76	1	•	•	NUM
hypothesis-25199	76	2	collaborate	collaborate	VERB
hypothesis-25199	76	3	with	with	ADP
hypothesis-25199	76	4	institutional	institutional	ADJ
hypothesis-25199	76	5	offices	office	NOUN
hypothesis-25199	76	6	collaboration	collaboration	NOUN
hypothesis-25199	76	7	is	be	AUX
hypothesis-25199	76	8	implied	imply	VERB
hypothesis-25199	76	9	in	in	ADP
hypothesis-25199	76	10	many	many	ADJ
hypothesis-25199	76	11	of	of	ADP
hypothesis-25199	76	12	the	the	DET
hypothesis-25199	76	13	top	top	ADJ
hypothesis-25199	76	14	-	-	PUNCT
hypothesis-25199	76	15	scoring	scoring	NOUN
hypothesis-25199	76	16	suggestions	suggestion	NOUN
hypothesis-25199	76	17	.	.	PUNCT
hypothesis-25199	77	1	continued	continue	VERB
hypothesis-25199	77	2	outreach	outreach	NOUN
hypothesis-25199	77	3	to	to	ADP
hypothesis-25199	77	4	researcher	researcher	NOUN
hypothesis-25199	77	5	groups	group	NOUN
hypothesis-25199	77	6	and	and	CCONJ
hypothesis-25199	77	7	campus	campus	NOUN
hypothesis-25199	77	8	partners	partner	NOUN
hypothesis-25199	77	9	will	will	AUX
hypothesis-25199	77	10	be	be	AUX
hypothesis-25199	77	11	essential	essential	ADJ
hypothesis-25199	77	12	to	to	ADP
hypothesis-25199	77	13	the	the	DET
hypothesis-25199	77	14	recognition	recognition	NOUN
hypothesis-25199	77	15	of	of	ADP
hypothesis-25199	77	16	librarians	librarian	NOUN
hypothesis-25199	77	17	as	as	ADP
hypothesis-25199	77	18	part	part	NOUN
hypothesis-25199	77	19	of	of	ADP
hypothesis-25199	77	20	the	the	DET
hypothesis-25199	77	21	solution	solution	NOUN
hypothesis-25199	77	22	.	.	PUNCT
hypothesis-25199	78	1	•	•	NUM
hypothesis-25199	78	2	provide	provide	VERB
hypothesis-25199	78	3	high	high	ADJ
hypothesis-25199	78	4	-	-	PUNCT
hypothesis-25199	78	5	quality	quality	NOUN
hypothesis-25199	78	6	,	,	PUNCT
hypothesis-25199	78	7	reproducible	reproducible	VERB
hypothesis-25199	78	8	search	search	NOUN
hypothesis-25199	78	9	results	result	NOUN
hypothesis-25199	78	10	for	for	ADP
hypothesis-25199	78	11	those	those	DET
hypothesis-25199	78	12	librarians	librarian	NOUN
hypothesis-25199	78	13	working	work	VERB
hypothesis-25199	78	14	on	on	ADP
hypothesis-25199	78	15	systematic	systematic	ADJ
hypothesis-25199	78	16	reviews	review	NOUN
hypothesis-25199	78	17	or	or	CCONJ
hypothesis-25199	78	18	providing	provide	VERB
hypothesis-25199	78	19	in	in	ADP
hypothesis-25199	78	20	depth	depth	NOUN
hypothesis-25199	78	21	reference	reference	NOUN
hypothesis-25199	78	22	support	support	NOUN
hypothesis-25199	78	23	,	,	PUNCT
hypothesis-25199	78	24	this	this	PRON
hypothesis-25199	78	25	is	be	AUX
hypothesis-25199	78	26	an	an	DET
hypothesis-25199	78	27	opportunity	opportunity	NOUN
hypothesis-25199	78	28	to	to	PART
hypothesis-25199	78	29	lead	lead	VERB
hypothesis-25199	78	30	by	by	ADP
hypothesis-25199	78	31	example	example	NOUN
hypothesis-25199	78	32	.	.	PUNCT
hypothesis-25199	79	1	providing	provide	VERB
hypothesis-25199	79	2	details	detail	NOUN
hypothesis-25199	79	3	of	of	ADP
hypothesis-25199	79	4	the	the	DET
hypothesis-25199	79	5	search	search	NOUN
hypothesis-25199	79	6	query	query	NOUN
hypothesis-25199	79	7	along	along	ADP
hypothesis-25199	79	8	with	with	ADP
hypothesis-25199	79	9	specifics	specific	NOUN
hypothesis-25199	79	10	such	such	ADJ
hypothesis-25199	79	11	as	as	ADP
hypothesis-25199	79	12	database	database	NOUN
hypothesis-25199	79	13	coverage	coverage	NOUN
hypothesis-25199	79	14	,	,	PUNCT
hypothesis-25199	79	15	search	search	NOUN
hypothesis-25199	79	16	date	date	NOUN
hypothesis-25199	79	17	and	and	CCONJ
hypothesis-25199	79	18	applied	apply	VERB
hypothesis-25199	79	19	filters	filter	NOUN
hypothesis-25199	79	20	,	,	PUNCT
hypothesis-25199	79	21	raises	raise	VERB
hypothesis-25199	79	22	subtle	subtle	ADJ
hypothesis-25199	79	23	awareness	awareness	NOUN
hypothesis-25199	79	24	of	of	ADP
hypothesis-25199	79	25	the	the	DET
hypothesis-25199	79	26	necessity	necessity	NOUN
hypothesis-25199	79	27	of	of	ADP
hypothesis-25199	79	28	these	these	DET
hypothesis-25199	79	29	details	detail	NOUN
hypothesis-25199	79	30	.	.	PUNCT
hypothesis-25199	80	1	this	this	PRON
hypothesis-25199	80	2	may	may	AUX
hypothesis-25199	80	3	then	then	ADV
hypothesis-25199	80	4	provide	provide	VERB
hypothesis-25199	80	5	the	the	DET
hypothesis-25199	80	6	opportunity	opportunity	NOUN
hypothesis-25199	80	7	for	for	ADP
hypothesis-25199	80	8	discussion	discussion	NOUN
hypothesis-25199	80	9	of	of	ADP
hypothesis-25199	80	10	similar	similar	ADJ
hypothesis-25199	80	11	essentials	essential	NOUN
hypothesis-25199	80	12	when	when	SCONJ
hypothesis-25199	80	13	reporting	reporting	NOUN
hypothesis-25199	80	14	results	result	NOUN
hypothesis-25199	80	15	.	.	PUNCT
hypothesis-25199	81	1	the	the	DET
hypothesis-25199	81	2	majority	majority	NOUN
hypothesis-25199	81	3	of	of	ADP
hypothesis-25199	81	4	these	these	DET
hypothesis-25199	81	5	high	high	ADJ
hypothesis-25199	81	6	scoring	scoring	NOUN
hypothesis-25199	81	7	responses	response	NOUN
hypothesis-25199	81	8	reflect	reflect	VERB
hypothesis-25199	81	9	activities	activity	NOUN
hypothesis-25199	81	10	and	and	CCONJ
hypothesis-25199	81	11	services	service	NOUN
hypothesis-25199	81	12	already	already	ADV
hypothesis-25199	81	13	underway	underway	ADJ
hypothesis-25199	81	14	,	,	PUNCT
hypothesis-25199	81	15	with	with	ADP
hypothesis-25199	81	16	some	some	DET
hypothesis-25199	81	17	variation	variation	NOUN
hypothesis-25199	81	18	,	,	PUNCT
hypothesis-25199	81	19	at	at	ADP
hypothesis-25199	81	20	many	many	ADJ
hypothesis-25199	81	21	academic	academic	ADJ
hypothesis-25199	81	22	libraries	library	NOUN
hypothesis-25199	81	23	.	.	PUNCT
hypothesis-25199	82	1	by	by	ADP
hypothesis-25199	82	2	educating	educate	VERB
hypothesis-25199	82	3	librarians	librarian	NOUN
hypothesis-25199	82	4	and	and	CCONJ
hypothesis-25199	82	5	raising	raise	VERB
hypothesis-25199	82	6	awareness	awareness	NOUN
hypothesis-25199	82	7	among	among	ADP
hypothesis-25199	82	8	researchers	researcher	NOUN
hypothesis-25199	82	9	in	in	ADP
hypothesis-25199	82	10	the	the	DET
hypothesis-25199	82	11	specific	specific	ADJ
hypothesis-25199	82	12	areas	area	NOUN
hypothesis-25199	82	13	of	of	ADP
hypothesis-25199	82	14	reproducible	reproducible	ADJ
hypothesis-25199	82	15	research	research	NOUN
hypothesis-25199	82	16	,	,	PUNCT
hypothesis-25199	82	17	many	many	ADJ
hypothesis-25199	82	18	library	library	NOUN
hypothesis-25199	82	19	services	service	NOUN
hypothesis-25199	82	20	can	can	AUX
hypothesis-25199	82	21	be	be	AUX
hypothesis-25199	82	22	easily	easily	ADV
hypothesis-25199	82	23	adapted	adapt	VERB
hypothesis-25199	82	24	to	to	PART
hypothesis-25199	82	25	address	address	VERB
hypothesis-25199	82	26	the	the	DET
hypothesis-25199	82	27	reproducibility	reproducibility	NOUN
hypothesis-25199	82	28	crises	crisis	NOUN
hypothesis-25199	82	29	.	.	PUNCT
hypothesis-25199	83	1	hosting	host	VERB
hypothesis-25199	83	2	additional	additional	ADJ
hypothesis-25199	83	3	symposiums	symposium	NOUN
hypothesis-25199	83	4	and	and	CCONJ
hypothesis-25199	83	5	workshops	workshop	NOUN
hypothesis-25199	83	6	around	around	ADP
hypothesis-25199	83	7	the	the	DET
hypothesis-25199	83	8	topic	topic	NOUN
hypothesis-25199	83	9	will	will	AUX
hypothesis-25199	83	10	encourage	encourage	VERB
hypothesis-25199	83	11	other	other	ADJ
hypothesis-25199	83	12	librarians	librarian	NOUN
hypothesis-25199	83	13	to	to	PART
hypothesis-25199	83	14	share	share	VERB
hypothesis-25199	83	15	the	the	DET
hypothesis-25199	83	16	specific	specific	ADJ
hypothesis-25199	83	17	services	service	NOUN
hypothesis-25199	83	18	and	and	CCONJ
hypothesis-25199	83	19	outreach	outreach	NOUN
hypothesis-25199	83	20	initiatives	initiative	NOUN
hypothesis-25199	83	21	that	that	PRON
hypothesis-25199	83	22	have	have	AUX
hypothesis-25199	83	23	been	be	AUX
hypothesis-25199	83	24	successful	successful	ADJ
hypothesis-25199	83	25	.	.	PUNCT
hypothesis-25199	84	1	research	research	NOUN
hypothesis-25199	84	2	section	section	NOUN
hypothesis-25199	84	3	spotlight	spotlight	NOUN
hypothesis-25199	84	4	hypothesis	hypothesis	NOUN
hypothesis-25199	84	5	,	,	PUNCT
hypothesis-25199	84	6	vol	vol	NOUN
hypothesis-25199	84	7	.	.	PROPN
hypothesis-25199	84	8	29	29	NUM
hypothesis-25199	84	9	,	,	PUNCT
hypothesis-25199	84	10	no	no	INTJ
hypothesis-25199	84	11	.	.	NOUN
hypothesis-25199	84	12	2	2	NUM
hypothesis-25199	84	13	,	,	PUNCT
hypothesis-25199	84	14	fall	fall	NOUN
hypothesis-25199	84	15	/	/	SYM
hypothesis-25199	84	16	winter	winter	NOUN
hypothesis-25199	84	17	2017	2017	NUM
hypothesis-25199	84	18	38	38	NUM
hypothesis-25199	84	19	references	reference	NOUN
hypothesis-25199	84	20	1	1	NUM
hypothesis-25199	84	21	.	.	PUNCT
hypothesis-25199	84	22	begley	begley	PROPN
hypothesis-25199	84	23	cg	cg	PROPN
hypothesis-25199	84	24	,	,	PUNCT
hypothesis-25199	84	25	ellis	ellis	PROPN
hypothesis-25199	84	26	lm	lm	PROPN
hypothesis-25199	84	27	.	.	PROPN
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