id	sid	tid	token	lemma	pos
iassist-1152	1	1	microsoft	microsoft	PROPN
iassist-1152	1	2	word	word	NOUN
iassist-1152	1	3	42-4-phegley.docx	42-4-phegley.docx	NUM
iassist-1152	1	4	1/9	1/9	NUM
iassist-1152	1	5	phegley	phegley	ADJ
iassist-1152	1	6	,	,	PUNCT
iassist-1152	1	7	lauren	lauren	PROPN
iassist-1152	1	8	&	&	CCONJ
iassist-1152	1	9	lynda	lynda	PROPN
iassist-1152	1	10	kellam	kellam	PROPN
iassist-1152	1	11	(	(	PUNCT
iassist-1152	1	12	2025	2025	NUM
iassist-1152	1	13	)	)	PUNCT
iassist-1152	1	14	.	.	PUNCT
iassist-1152	2	1	how	how	SCONJ
iassist-1152	2	2	are	be	AUX
iassist-1152	2	3	we	we	PRON
iassist-1152	2	4	fair	fair	ADJ
iassist-1152	2	5	-	-	PUNCT
iassist-1152	2	6	ing	ing	NOUN
iassist-1152	2	7	?	?	PUNCT
iassist-1152	3	1	creating	create	VERB
iassist-1152	3	2	a	a	DET
iassist-1152	3	3	fair	fair	ADJ
iassist-1152	3	4	self	self	NOUN
iassist-1152	3	5	-	-	PUNCT
iassist-1152	3	6	assessment	assessment	NOUN
iassist-1152	3	7	checklist	checklist	NOUN
iassist-1152	3	8	for	for	ADP
iassist-1152	3	9	data	data	NOUN
iassist-1152	3	10	repositories	repository	NOUN
iassist-1152	3	11	,	,	PUNCT
iassist-1152	3	12	iassist	iassist	VERB
iassist-1152	3	13	quarterly	quarterly	ADJ
iassist-1152	3	14	49(3	49(3	PROPN
iassist-1152	3	15	)	)	PUNCT
iassist-1152	3	16	,	,	PUNCT
iassist-1152	3	17	pp	pp	PROPN
iassist-1152	3	18	.	.	PUNCT
iassist-1152	4	1	1	1	NUM
iassist-1152	4	2	-	-	SYM
iassist-1152	4	3	9	9	NUM
iassist-1152	4	4	.	.	PUNCT
iassist-1152	4	5	doi	doi	NOUN
iassist-1152	4	6	:	:	PUNCT
iassist-1152	4	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PROPN
iassist-1152	4	8	the	the	DET
iassist-1152	4	9	creative	creative	ADJ
iassist-1152	4	10	commons	common	NOUN
iassist-1152	4	11	-	-	PUNCT
iassist-1152	4	12	attribution	attribution	NOUN
iassist-1152	4	13	-	-	PUNCT
iassist-1152	4	14	noncommercial	noncommercial	ADJ
iassist-1152	4	15	license	license	NOUN
iassist-1152	4	16	4.0	4.0	NUM
iassist-1152	4	17	international	international	NOUN
iassist-1152	4	18	applies	applie	NOUN
iassist-1152	4	19	to	to	ADP
iassist-1152	4	20	all	all	DET
iassist-1152	4	21	works	work	NOUN
iassist-1152	4	22	published	publish	VERB
iassist-1152	4	23	by	by	ADP
iassist-1152	4	24	iassist	iassist	ADJ
iassist-1152	4	25	quarterly	quarterly	ADV
iassist-1152	4	26	.	.	PUNCT
iassist-1152	5	1	authors	author	NOUN
iassist-1152	5	2	will	will	AUX
iassist-1152	5	3	retain	retain	VERB
iassist-1152	5	4	copyright	copyright	NOUN
iassist-1152	5	5	of	of	ADP
iassist-1152	5	6	the	the	DET
iassist-1152	5	7	work	work	NOUN
iassist-1152	5	8	and	and	CCONJ
iassist-1152	5	9	full	full	ADJ
iassist-1152	5	10	publishing	publishing	NOUN
iassist-1152	5	11	rights	right	NOUN
iassist-1152	5	12	.	.	PUNCT
iassist-1152	6	1	how	how	SCONJ
iassist-1152	6	2	are	be	AUX
iassist-1152	6	3	we	we	PRON
iassist-1152	6	4	fair	fair	ADJ
iassist-1152	6	5	-	-	PUNCT
iassist-1152	6	6	ing	ing	NOUN
iassist-1152	6	7	?	?	PUNCT
iassist-1152	7	1	creating	create	VERB
iassist-1152	7	2	a	a	DET
iassist-1152	7	3	fair	fair	ADJ
iassist-1152	7	4	self	self	NOUN
iassist-1152	7	5	-	-	PUNCT
iassist-1152	7	6	assessment	assessment	NOUN
iassist-1152	7	7	checklist	checklist	NOUN
iassist-1152	7	8	for	for	ADP
iassist-1152	7	9	data	data	NOUN
iassist-1152	7	10	repositories	repository	NOUN
iassist-1152	7	11	lauren	lauren	PROPN
iassist-1152	7	12	phegley1	phegley1	PROPN
iassist-1152	7	13	and	and	CCONJ
iassist-1152	7	14	lynda	lynda	PROPN
iassist-1152	7	15	kellam2	kellam2	PROPN
iassist-1152	7	16	abstract	abstract	ADJ
iassist-1152	7	17	in	in	ADP
iassist-1152	7	18	2023	2023	NUM
iassist-1152	7	19	,	,	PUNCT
iassist-1152	7	20	a	a	DET
iassist-1152	7	21	team	team	NOUN
iassist-1152	7	22	from	from	ADP
iassist-1152	7	23	a	a	DET
iassist-1152	7	24	local	local	ADJ
iassist-1152	7	25	grant	grant	NOUN
iassist-1152	7	26	-	-	PUNCT
iassist-1152	7	27	funded	fund	VERB
iassist-1152	7	28	medical	medical	ADJ
iassist-1152	7	29	data	datum	NOUN
iassist-1152	7	30	repository	repository	NOUN
iassist-1152	7	31	requested	request	VERB
iassist-1152	7	32	guidance	guidance	NOUN
iassist-1152	7	33	from	from	ADP
iassist-1152	7	34	penn	penn	PROPN
iassist-1152	7	35	libraries	library	NOUN
iassist-1152	7	36	on	on	ADP
iassist-1152	7	37	evaluating	evaluate	VERB
iassist-1152	7	38	the	the	DET
iassist-1152	7	39	extent	extent	NOUN
iassist-1152	7	40	to	to	PART
iassist-1152	7	41	which	which	PRON
iassist-1152	7	42	their	their	PRON
iassist-1152	7	43	repository	repository	NOUN
iassist-1152	7	44	was	be	AUX
iassist-1152	7	45	fair	fair	ADV
iassist-1152	7	46	-	-	PUNCT
iassist-1152	7	47	enabling	enable	VERB
iassist-1152	7	48	.	.	PUNCT
iassist-1152	8	1	they	they	PRON
iassist-1152	8	2	wanted	want	VERB
iassist-1152	8	3	to	to	PART
iassist-1152	8	4	know	know	VERB
iassist-1152	8	5	if	if	SCONJ
iassist-1152	8	6	their	their	PRON
iassist-1152	8	7	repository	repository	NOUN
iassist-1152	8	8	had	have	VERB
iassist-1152	8	9	the	the	DET
iassist-1152	8	10	policies	policy	NOUN
iassist-1152	8	11	,	,	PUNCT
iassist-1152	8	12	infrastructure	infrastructure	NOUN
iassist-1152	8	13	,	,	PUNCT
iassist-1152	8	14	and	and	CCONJ
iassist-1152	8	15	documentation	documentation	NOUN
iassist-1152	8	16	to	to	PART
iassist-1152	8	17	allow	allow	VERB
iassist-1152	8	18	data	datum	NOUN
iassist-1152	8	19	that	that	PRON
iassist-1152	8	20	is	be	AUX
iassist-1152	8	21	deposited	deposit	VERB
iassist-1152	8	22	to	to	PART
iassist-1152	8	23	be	be	AUX
iassist-1152	8	24	fair	fair	ADJ
iassist-1152	8	25	–	–	PUNCT
iassist-1152	8	26	findable	findable	ADJ
iassist-1152	8	27	,	,	PUNCT
iassist-1152	8	28	accessible	accessible	ADJ
iassist-1152	8	29	,	,	PUNCT
iassist-1152	8	30	interoperable	interoperable	ADJ
iassist-1152	8	31	,	,	PUNCT
iassist-1152	8	32	and	and	CCONJ
iassist-1152	8	33	reusable	reusable	ADJ
iassist-1152	8	34	.	.	PUNCT
iassist-1152	9	1	after	after	ADP
iassist-1152	9	2	a	a	DET
iassist-1152	9	3	consultation	consultation	NOUN
iassist-1152	9	4	with	with	ADP
iassist-1152	9	5	the	the	DET
iassist-1152	9	6	repository	repository	NOUN
iassist-1152	9	7	team	team	NOUN
iassist-1152	9	8	,	,	PUNCT
iassist-1152	9	9	our	our	PRON
iassist-1152	9	10	research	research	NOUN
iassist-1152	9	11	data	datum	NOUN
iassist-1152	9	12	experts	expert	NOUN
iassist-1152	9	13	discovered	discover	VERB
iassist-1152	9	14	that	that	SCONJ
iassist-1152	9	15	many	many	ADJ
iassist-1152	9	16	of	of	ADP
iassist-1152	9	17	the	the	DET
iassist-1152	9	18	current	current	ADJ
iassist-1152	9	19	self	self	NOUN
iassist-1152	9	20	-	-	PUNCT
iassist-1152	9	21	assessments	assessment	NOUN
iassist-1152	9	22	of	of	ADP
iassist-1152	9	23	the	the	DET
iassist-1152	9	24	fair	fair	ADJ
iassist-1152	9	25	guidelines	guideline	NOUN
iassist-1152	9	26	were	be	AUX
iassist-1152	9	27	for	for	ADP
iassist-1152	9	28	data	data	NOUN
iassist-1152	9	29	creators	creator	NOUN
iassist-1152	9	30	rather	rather	ADV
iassist-1152	9	31	than	than	ADP
iassist-1152	9	32	data	data	NOUN
iassist-1152	9	33	repository	repository	NOUN
iassist-1152	9	34	managers	manager	NOUN
iassist-1152	9	35	.	.	PUNCT
iassist-1152	10	1	in	in	ADP
iassist-1152	10	2	addition	addition	NOUN
iassist-1152	10	3	,	,	PUNCT
iassist-1152	10	4	we	we	PRON
iassist-1152	10	5	wanted	want	VERB
iassist-1152	10	6	a	a	DET
iassist-1152	10	7	selfassessment	selfassessment	NOUN
iassist-1152	10	8	tool	tool	NOUN
iassist-1152	10	9	similar	similar	ADJ
iassist-1152	10	10	to	to	ADP
iassist-1152	10	11	the	the	DET
iassist-1152	10	12	process	process	NOUN
iassist-1152	10	13	and	and	CCONJ
iassist-1152	10	14	guidance	guidance	NOUN
iassist-1152	10	15	created	create	VERB
iassist-1152	10	16	by	by	ADP
iassist-1152	10	17	coretrustseal	coretrustseal	NOUN
iassist-1152	10	18	but	but	CCONJ
iassist-1152	10	19	focusing	focus	VERB
iassist-1152	10	20	explicitly	explicitly	ADV
iassist-1152	10	21	on	on	ADP
iassist-1152	10	22	the	the	DET
iassist-1152	10	23	fair	fair	ADJ
iassist-1152	10	24	principles	principle	NOUN
iassist-1152	10	25	.	.	PUNCT
iassist-1152	11	1	in	in	ADP
iassist-1152	11	2	answer	answer	NOUN
iassist-1152	11	3	to	to	ADP
iassist-1152	11	4	their	their	PRON
iassist-1152	11	5	request	request	NOUN
iassist-1152	11	6	,	,	PUNCT
iassist-1152	11	7	the	the	DET
iassist-1152	11	8	penn	penn	PROPN
iassist-1152	11	9	libraries	libraries	PROPN
iassist-1152	11	10	research	research	PROPN
iassist-1152	11	11	data	datum	NOUN
iassist-1152	11	12	engineer	engineer	NOUN
iassist-1152	11	13	conducted	conduct	VERB
iassist-1152	11	14	a	a	DET
iassist-1152	11	15	literature	literature	NOUN
iassist-1152	11	16	review	review	NOUN
iassist-1152	11	17	and	and	CCONJ
iassist-1152	11	18	coalesced	coalesce	VERB
iassist-1152	11	19	current	current	ADJ
iassist-1152	11	20	guidance	guidance	NOUN
iassist-1152	11	21	and	and	CCONJ
iassist-1152	11	22	assessment	assessment	NOUN
iassist-1152	11	23	tools	tool	NOUN
iassist-1152	11	24	on	on	ADP
iassist-1152	11	25	the	the	DET
iassist-1152	11	26	principles	principle	NOUN
iassist-1152	11	27	.	.	PUNCT
iassist-1152	12	1	after	after	ADP
iassist-1152	12	2	this	this	DET
iassist-1152	12	3	review	review	NOUN
iassist-1152	12	4	of	of	ADP
iassist-1152	12	5	the	the	DET
iassist-1152	12	6	existing	exist	VERB
iassist-1152	12	7	documentation	documentation	NOUN
iassist-1152	12	8	,	,	PUNCT
iassist-1152	12	9	a	a	DET
iassist-1152	12	10	small	small	ADJ
iassist-1152	12	11	team	team	NOUN
iassist-1152	12	12	developed	develop	VERB
iassist-1152	12	13	a	a	DET
iassist-1152	12	14	fair	fair	ADJ
iassist-1152	12	15	principles	principle	NOUN
iassist-1152	12	16	selfassessment	selfassessment	NOUN
iassist-1152	12	17	tool	tool	NOUN
iassist-1152	12	18	for	for	ADP
iassist-1152	12	19	repository	repository	NOUN
iassist-1152	12	20	teams	team	NOUN
iassist-1152	12	21	.	.	PUNCT
iassist-1152	13	1	in	in	ADP
iassist-1152	13	2	addition	addition	NOUN
iassist-1152	13	3	to	to	ADP
iassist-1152	13	4	several	several	ADJ
iassist-1152	13	5	iterations	iteration	NOUN
iassist-1152	13	6	of	of	ADP
iassist-1152	13	7	the	the	DET
iassist-1152	13	8	tool	tool	NOUN
iassist-1152	13	9	,	,	PUNCT
iassist-1152	13	10	we	we	PRON
iassist-1152	13	11	also	also	ADV
iassist-1152	13	12	met	meet	VERB
iassist-1152	13	13	with	with	ADP
iassist-1152	13	14	the	the	DET
iassist-1152	13	15	repository	repository	NOUN
iassist-1152	13	16	team	team	NOUN
iassist-1152	13	17	for	for	ADP
iassist-1152	13	18	feedback	feedback	NOUN
iassist-1152	13	19	on	on	ADP
iassist-1152	13	20	making	make	VERB
iassist-1152	13	21	the	the	DET
iassist-1152	13	22	tool	tool	NOUN
iassist-1152	13	23	more	more	ADV
iassist-1152	13	24	understandable	understandable	ADJ
iassist-1152	13	25	.	.	PUNCT
iassist-1152	14	1	our	our	PRON
iassist-1152	14	2	conversation	conversation	NOUN
iassist-1152	14	3	provided	provide	VERB
iassist-1152	14	4	insights	insight	NOUN
iassist-1152	14	5	into	into	ADP
iassist-1152	14	6	the	the	DET
iassist-1152	14	7	challenges	challenge	NOUN
iassist-1152	14	8	of	of	ADP
iassist-1152	14	9	explaining	explain	VERB
iassist-1152	14	10	the	the	DET
iassist-1152	14	11	fair	fair	ADJ
iassist-1152	14	12	principles	principle	NOUN
iassist-1152	14	13	to	to	ADP
iassist-1152	14	14	those	those	PRON
iassist-1152	14	15	without	without	ADP
iassist-1152	14	16	information	information	NOUN
iassist-1152	14	17	science	science	NOUN
iassist-1152	14	18	or	or	CCONJ
iassist-1152	14	19	data	datum	NOUN
iassist-1152	14	20	backgrounds	background	NOUN
iassist-1152	14	21	.	.	PUNCT
iassist-1152	15	1	the	the	DET
iassist-1152	15	2	discussion	discussion	NOUN
iassist-1152	15	3	and	and	CCONJ
iassist-1152	15	4	creation	creation	NOUN
iassist-1152	15	5	of	of	ADP
iassist-1152	15	6	this	this	DET
iassist-1152	15	7	self	self	NOUN
iassist-1152	15	8	-	-	PUNCT
iassist-1152	15	9	assessment	assessment	NOUN
iassist-1152	15	10	tool	tool	NOUN
iassist-1152	15	11	helped	helped	AUX
iassist-1152	15	12	develop	develop	VERB
iassist-1152	15	13	a	a	DET
iassist-1152	15	14	more	more	ADV
iassist-1152	15	15	transparent	transparent	ADJ
iassist-1152	15	16	and	and	CCONJ
iassist-1152	15	17	trustworthy	trustworthy	ADJ
iassist-1152	15	18	repository	repository	NOUN
iassist-1152	15	19	.	.	PUNCT
iassist-1152	16	1	this	this	DET
iassist-1152	16	2	paper	paper	NOUN
iassist-1152	16	3	will	will	AUX
iassist-1152	16	4	discuss	discuss	VERB
iassist-1152	16	5	our	our	PRON
iassist-1152	16	6	process	process	NOUN
iassist-1152	16	7	for	for	ADP
iassist-1152	16	8	developing	develop	VERB
iassist-1152	16	9	the	the	DET
iassist-1152	16	10	assessment	assessment	NOUN
iassist-1152	16	11	,	,	PUNCT
iassist-1152	16	12	the	the	DET
iassist-1152	16	13	goals	goal	NOUN
iassist-1152	16	14	for	for	ADP
iassist-1152	16	15	utilizing	utilize	VERB
iassist-1152	16	16	the	the	DET
iassist-1152	16	17	tool	tool	NOUN
iassist-1152	16	18	,	,	PUNCT
iassist-1152	16	19	and	and	CCONJ
iassist-1152	16	20	the	the	DET
iassist-1152	16	21	lessons	lesson	NOUN
iassist-1152	16	22	learned	learn	VERB
iassist-1152	16	23	.	.	PUNCT
iassist-1152	17	1	reporting	report	VERB
iassist-1152	17	2	our	our	PRON
iassist-1152	17	3	findings	finding	NOUN
iassist-1152	17	4	as	as	SCONJ
iassist-1152	17	5	they	they	PRON
iassist-1152	17	6	currently	currently	ADV
iassist-1152	17	7	stand	stand	VERB
iassist-1152	17	8	will	will	AUX
iassist-1152	17	9	prompt	prompt	VERB
iassist-1152	17	10	the	the	DET
iassist-1152	17	11	research	research	NOUN
iassist-1152	17	12	data	data	NOUN
iassist-1152	17	13	management	management	NOUN
iassist-1152	17	14	field	field	NOUN
iassist-1152	17	15	to	to	PART
iassist-1152	17	16	ruminate	ruminate	VERB
iassist-1152	17	17	on	on	ADP
iassist-1152	17	18	the	the	DET
iassist-1152	17	19	adoption	adoption	NOUN
iassist-1152	17	20	of	of	ADP
iassist-1152	17	21	fair	fair	ADJ
iassist-1152	17	22	principles	principle	NOUN
iassist-1152	17	23	for	for	ADP
iassist-1152	17	24	data	data	NOUN
iassist-1152	17	25	repositories	repository	NOUN
iassist-1152	17	26	.	.	PUNCT
iassist-1152	18	1	we	we	PRON
iassist-1152	18	2	also	also	ADV
iassist-1152	18	3	intend	intend	VERB
iassist-1152	18	4	to	to	PART
iassist-1152	18	5	encourage	encourage	VERB
iassist-1152	18	6	conversation	conversation	NOUN
iassist-1152	18	7	on	on	ADP
iassist-1152	18	8	the	the	DET
iassist-1152	18	9	usability	usability	NOUN
iassist-1152	18	10	of	of	ADP
iassist-1152	18	11	the	the	DET
iassist-1152	18	12	fair	fair	ADJ
iassist-1152	18	13	principles	principle	NOUN
iassist-1152	18	14	for	for	ADP
iassist-1152	18	15	professionals	professional	NOUN
iassist-1152	18	16	without	without	ADP
iassist-1152	18	17	an	an	DET
iassist-1152	18	18	information	information	NOUN
iassist-1152	18	19	science	science	NOUN
iassist-1152	18	20	or	or	CCONJ
iassist-1152	18	21	data	datum	NOUN
iassist-1152	18	22	background	background	NOUN
iassist-1152	18	23	.	.	PUNCT
iassist-1152	19	1	keywords	keyword	VERB
iassist-1152	19	2	fair	fair	ADJ
iassist-1152	19	3	principles	principle	NOUN
iassist-1152	19	4	,	,	PUNCT
iassist-1152	19	5	data	data	NOUN
iassist-1152	19	6	repository	repository	NOUN
iassist-1152	19	7	,	,	PUNCT
iassist-1152	19	8	data	datum	NOUN
iassist-1152	19	9	sharing	sharing	NOUN
iassist-1152	19	10	,	,	PUNCT
iassist-1152	19	11	assessment	assessment	NOUN
iassist-1152	19	12	introduction	introduction	NOUN
iassist-1152	19	13	the	the	DET
iassist-1152	19	14	first	first	ADJ
iassist-1152	19	15	publication	publication	NOUN
iassist-1152	19	16	on	on	ADP
iassist-1152	19	17	the	the	DET
iassist-1152	19	18	fair	fair	ADJ
iassist-1152	19	19	principles	principle	NOUN
iassist-1152	19	20	was	be	AUX
iassist-1152	19	21	in	in	ADP
iassist-1152	19	22	the	the	DET
iassist-1152	19	23	2016	2016	NUM
iassist-1152	19	24	article	article	NOUN
iassist-1152	19	25	“	"	PUNCT
iassist-1152	19	26	the	the	DET
iassist-1152	19	27	fair	fair	ADJ
iassist-1152	19	28	guiding	guide	VERB
iassist-1152	19	29	principles	principle	NOUN
iassist-1152	19	30	for	for	ADP
iassist-1152	19	31	scientific	scientific	ADJ
iassist-1152	19	32	data	datum	NOUN
iassist-1152	19	33	management	management	NOUN
iassist-1152	19	34	and	and	CCONJ
iassist-1152	19	35	stewardship	stewardship	NOUN
iassist-1152	19	36	”	"	PUNCT
iassist-1152	19	37	by	by	ADP
iassist-1152	19	38	wilkinson	wilkinson	PROPN
iassist-1152	19	39	et	et	PROPN
iassist-1152	19	40	al	al	PROPN
iassist-1152	19	41	.	.	PUNCT
iassist-1152	20	1	the	the	DET
iassist-1152	20	2	intent	intent	NOUN
iassist-1152	20	3	of	of	ADP
iassist-1152	20	4	the	the	DET
iassist-1152	20	5	fair	fair	ADJ
iassist-1152	20	6	principles	principle	NOUN
iassist-1152	20	7	is	be	AUX
iassist-1152	20	8	to	to	PART
iassist-1152	20	9	create	create	VERB
iassist-1152	20	10	discipline	discipline	NOUN
iassist-1152	20	11	agnostic	agnostic	ADJ
iassist-1152	20	12	guidance	guidance	NOUN
iassist-1152	20	13	to	to	PART
iassist-1152	20	14	enhance	enhance	VERB
iassist-1152	20	15	the	the	DET
iassist-1152	20	16	reproducibility	reproducibility	NOUN
iassist-1152	20	17	of	of	ADP
iassist-1152	20	18	data	data	PROPN
iassist-1152	20	19	.	.	PUNCT
iassist-1152	21	1	the	the	DET
iassist-1152	21	2	four	four	NUM
iassist-1152	21	3	foundational	foundational	ADJ
iassist-1152	21	4	principles	principle	NOUN
iassist-1152	21	5	–	–	PUNCT
iassist-1152	21	6	findability	findability	NOUN
iassist-1152	21	7	,	,	PUNCT
iassist-1152	21	8	accessibility	accessibility	NOUN
iassist-1152	21	9	,	,	PUNCT
iassist-1152	21	10	interoperability	interoperability	NOUN
iassist-1152	21	11	,	,	PUNCT
iassist-1152	21	12	and	and	CCONJ
iassist-1152	21	13	reusability	reusability	NOUN
iassist-1152	21	14	–	–	PUNCT
iassist-1152	21	15	are	be	AUX
iassist-1152	21	16	a	a	DET
iassist-1152	21	17	minimal	minimal	ADJ
iassist-1152	21	18	set	set	NOUN
iassist-1152	21	19	of	of	ADP
iassist-1152	21	20	guiding	guide	VERB
iassist-1152	21	21	practices	practice	NOUN
iassist-1152	21	22	that	that	PRON
iassist-1152	21	23	improve	improve	VERB
iassist-1152	21	24	the	the	DET
iassist-1152	21	25	experience	experience	NOUN
iassist-1152	21	26	for	for	ADP
iassist-1152	21	27	the	the	DET
iassist-1152	21	28	data	data	NOUN
iassist-1152	21	29	creator	creator	NOUN
iassist-1152	21	30	and	and	CCONJ
iassist-1152	21	31	downstream	downstream	ADJ
iassist-1152	21	32	users	user	NOUN
iassist-1152	21	33	.	.	PUNCT
iassist-1152	22	1	the	the	DET
iassist-1152	22	2	fair	fair	ADJ
iassist-1152	22	3	principles	principle	NOUN
iassist-1152	22	4	were	be	AUX
iassist-1152	22	5	created	create	VERB
iassist-1152	22	6	as	as	ADP
iassist-1152	22	7	guidance	guidance	NOUN
iassist-1152	22	8	for	for	ADP
iassist-1152	22	9	any	any	DET
iassist-1152	22	10	individual	individual	NOUN
iassist-1152	22	11	or	or	CCONJ
iassist-1152	22	12	system	system	NOUN
iassist-1152	22	13	that	that	PRON
iassist-1152	22	14	encounters	encounter	VERB
iassist-1152	22	15	the	the	DET
iassist-1152	22	16	data	datum	NOUN
iassist-1152	22	17	throughout	throughout	ADP
iassist-1152	22	18	its	its	PRON
iassist-1152	22	19	2/9	2/9	NUM
iassist-1152	22	20	phegley	phegley	NOUN
iassist-1152	22	21	,	,	PUNCT
iassist-1152	22	22	lauren	lauren	PROPN
iassist-1152	22	23	&	&	CCONJ
iassist-1152	22	24	lynda	lynda	PROPN
iassist-1152	22	25	kellam	kellam	PROPN
iassist-1152	22	26	(	(	PUNCT
iassist-1152	22	27	2025	2025	NUM
iassist-1152	22	28	)	)	PUNCT
iassist-1152	22	29	.	.	PUNCT
iassist-1152	23	1	how	how	SCONJ
iassist-1152	23	2	are	be	AUX
iassist-1152	23	3	we	we	PRON
iassist-1152	23	4	fair	fair	ADJ
iassist-1152	23	5	-	-	PUNCT
iassist-1152	23	6	ing	ing	NOUN
iassist-1152	23	7	?	?	PUNCT
iassist-1152	24	1	creating	create	VERB
iassist-1152	24	2	a	a	DET
iassist-1152	24	3	fair	fair	ADJ
iassist-1152	24	4	self	self	NOUN
iassist-1152	24	5	-	-	PUNCT
iassist-1152	24	6	assessment	assessment	NOUN
iassist-1152	24	7	checklist	checklist	NOUN
iassist-1152	24	8	for	for	ADP
iassist-1152	24	9	data	data	NOUN
iassist-1152	24	10	repositories	repository	NOUN
iassist-1152	24	11	,	,	PUNCT
iassist-1152	24	12	iassist	iassist	VERB
iassist-1152	24	13	quarterly	quarterly	ADJ
iassist-1152	24	14	49(3	49(3	PROPN
iassist-1152	24	15	)	)	PUNCT
iassist-1152	24	16	,	,	PUNCT
iassist-1152	24	17	pp	pp	PROPN
iassist-1152	24	18	.	.	PUNCT
iassist-1152	25	1	1	1	NUM
iassist-1152	25	2	-	-	SYM
iassist-1152	25	3	9	9	NUM
iassist-1152	25	4	.	.	PUNCT
iassist-1152	25	5	doi	doi	NOUN
iassist-1152	25	6	:	:	PUNCT
iassist-1152	25	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PROPN
iassist-1152	25	8	lifecycle	lifecycle	NOUN
iassist-1152	25	9	.	.	PUNCT
iassist-1152	26	1	each	each	PRON
iassist-1152	26	2	of	of	ADP
iassist-1152	26	3	the	the	DET
iassist-1152	26	4	words	word	NOUN
iassist-1152	26	5	that	that	PRON
iassist-1152	26	6	make	make	VERB
iassist-1152	26	7	up	up	ADP
iassist-1152	26	8	the	the	DET
iassist-1152	26	9	fair	fair	ADJ
iassist-1152	26	10	acronym	acronym	NOUN
iassist-1152	26	11	are	be	AUX
iassist-1152	26	12	considered	consider	VERB
iassist-1152	26	13	high	high	ADJ
iassist-1152	26	14	level	level	NOUN
iassist-1152	26	15	principles	principle	NOUN
iassist-1152	26	16	and	and	CCONJ
iassist-1152	26	17	have	have	VERB
iassist-1152	26	18	specific	specific	ADJ
iassist-1152	26	19	indicators	indicator	NOUN
iassist-1152	26	20	(	(	PUNCT
iassist-1152	26	21	labeled	label	VERB
iassist-1152	26	22	f1	f1	NOUN
iassist-1152	26	23	,	,	PUNCT
iassist-1152	26	24	f2	f2	PROPN
iassist-1152	26	25	,	,	PUNCT
iassist-1152	26	26	etc	etc	X
iassist-1152	26	27	.	.	X
iassist-1152	26	28	)	)	PUNCT
iassist-1152	26	29	to	to	PART
iassist-1152	26	30	use	use	VERB
iassist-1152	26	31	in	in	ADP
iassist-1152	26	32	evaluating	evaluate	VERB
iassist-1152	26	33	if	if	SCONJ
iassist-1152	26	34	a	a	DET
iassist-1152	26	35	dataset	dataset	NOUN
iassist-1152	26	36	meets	meet	VERB
iassist-1152	26	37	the	the	DET
iassist-1152	26	38	principle	principle	NOUN
iassist-1152	26	39	.	.	PUNCT
iassist-1152	27	1	findability	findability	NOUN
iassist-1152	27	2	is	be	AUX
iassist-1152	27	3	focused	focus	VERB
iassist-1152	27	4	on	on	ADP
iassist-1152	27	5	the	the	DET
iassist-1152	27	6	ability	ability	NOUN
iassist-1152	27	7	for	for	ADP
iassist-1152	27	8	machines	machine	NOUN
iassist-1152	27	9	and	and	CCONJ
iassist-1152	27	10	humans	human	NOUN
iassist-1152	27	11	to	to	PART
iassist-1152	27	12	identify	identify	VERB
iassist-1152	27	13	the	the	DET
iassist-1152	27	14	data	datum	NOUN
iassist-1152	27	15	through	through	ADP
iassist-1152	27	16	high	high	ADJ
iassist-1152	27	17	quality	quality	NOUN
iassist-1152	27	18	metadata	metadata	NOUN
iassist-1152	27	19	and	and	CCONJ
iassist-1152	27	20	indexing	indexing	NOUN
iassist-1152	27	21	.	.	PUNCT
iassist-1152	28	1	the	the	DET
iassist-1152	28	2	accessibility	accessibility	NOUN
iassist-1152	28	3	principle	principle	NOUN
iassist-1152	28	4	expects	expect	VERB
iassist-1152	28	5	a	a	DET
iassist-1152	28	6	free	free	ADJ
iassist-1152	28	7	,	,	PUNCT
iassist-1152	28	8	open	open	ADJ
iassist-1152	28	9	,	,	PUNCT
iassist-1152	28	10	and	and	CCONJ
iassist-1152	28	11	standardized	standardized	ADJ
iassist-1152	28	12	way	way	NOUN
iassist-1152	28	13	of	of	ADP
iassist-1152	28	14	accessing	access	VERB
iassist-1152	28	15	the	the	DET
iassist-1152	28	16	data	datum	NOUN
iassist-1152	28	17	through	through	ADP
iassist-1152	28	18	their	their	PRON
iassist-1152	28	19	identifier	identifier	NOUN
iassist-1152	28	20	.	.	PUNCT
iassist-1152	29	1	the	the	DET
iassist-1152	29	2	interoperable	interoperable	ADJ
iassist-1152	29	3	principle	principle	NOUN
iassist-1152	29	4	expects	expect	VERB
iassist-1152	29	5	the	the	DET
iassist-1152	29	6	entities	entity	NOUN
iassist-1152	29	7	data	datum	NOUN
iassist-1152	29	8	and	and	CCONJ
iassist-1152	29	9	metadata	metadata	VERB
iassist-1152	29	10	to	to	PART
iassist-1152	29	11	follow	follow	VERB
iassist-1152	29	12	a	a	DET
iassist-1152	29	13	shared	share	VERB
iassist-1152	29	14	,	,	PUNCT
iassist-1152	29	15	defined	define	VERB
iassist-1152	29	16	vocabulary	vocabulary	NOUN
iassist-1152	29	17	that	that	PRON
iassist-1152	29	18	assists	assist	VERB
iassist-1152	29	19	in	in	ADP
iassist-1152	29	20	having	having	AUX
iassist-1152	29	21	broadly	broadly	ADV
iassist-1152	29	22	understood	understand	VERB
iassist-1152	29	23	meanings	meaning	NOUN
iassist-1152	29	24	.	.	PUNCT
iassist-1152	30	1	the	the	DET
iassist-1152	30	2	reusable	reusable	ADJ
iassist-1152	30	3	principle	principle	NOUN
iassist-1152	30	4	focuses	focus	VERB
iassist-1152	30	5	on	on	ADP
iassist-1152	30	6	how	how	SCONJ
iassist-1152	30	7	well	well	ADV
iassist-1152	30	8	defined	define	VERB
iassist-1152	30	9	the	the	DET
iassist-1152	30	10	licenses	license	NOUN
iassist-1152	30	11	,	,	PUNCT
iassist-1152	30	12	provenance	provenance	NOUN
iassist-1152	30	13	,	,	PUNCT
iassist-1152	30	14	and	and	CCONJ
iassist-1152	30	15	metadata	metadata	NOUN
iassist-1152	30	16	are	be	AUX
iassist-1152	30	17	for	for	ADP
iassist-1152	30	18	future	future	ADJ
iassist-1152	30	19	users	user	NOUN
iassist-1152	30	20	.	.	PUNCT
iassist-1152	31	1	to	to	PART
iassist-1152	31	2	assist	assist	VERB
iassist-1152	31	3	users	user	NOUN
iassist-1152	31	4	of	of	ADP
iassist-1152	31	5	the	the	DET
iassist-1152	31	6	assessment	assessment	NOUN
iassist-1152	31	7	,	,	PUNCT
iassist-1152	31	8	we	we	PRON
iassist-1152	31	9	linked	link	VERB
iassist-1152	31	10	each	each	PRON
iassist-1152	31	11	of	of	ADP
iassist-1152	31	12	the	the	DET
iassist-1152	31	13	fair	fair	ADJ
iassist-1152	31	14	principle	principle	ADJ
iassist-1152	31	15	indicators	indicator	NOUN
iassist-1152	31	16	to	to	ADP
iassist-1152	31	17	a	a	DET
iassist-1152	31	18	go	go	VERB
iassist-1152	31	19	fair	fair	ADJ
iassist-1152	31	20	resource	resource	NOUN
iassist-1152	31	21	page	page	NOUN
iassist-1152	31	22	that	that	PRON
iassist-1152	31	23	elaborates	elaborate	VERB
iassist-1152	31	24	and	and	CCONJ
iassist-1152	31	25	explains	explain	VERB
iassist-1152	31	26	its	its	PRON
iassist-1152	31	27	purpose	purpose	NOUN
iassist-1152	31	28	and	and	CCONJ
iassist-1152	31	29	how	how	SCONJ
iassist-1152	31	30	it	it	PRON
iassist-1152	31	31	is	be	AUX
iassist-1152	31	32	used	use	VERB
iassist-1152	31	33	.	.	PUNCT
iassist-1152	32	1	go	go	VERB
iassist-1152	32	2	fair	fair	ADJ
iassist-1152	32	3	is	be	AUX
iassist-1152	32	4	a	a	DET
iassist-1152	32	5	stakeholder	stakeholder	NOUN
iassist-1152	32	6	driven	drive	VERB
iassist-1152	32	7	initiative	initiative	NOUN
iassist-1152	32	8	dedicated	dedicate	VERB
iassist-1152	32	9	to	to	ADP
iassist-1152	32	10	helping	help	VERB
iassist-1152	32	11	implement	implement	VERB
iassist-1152	32	12	the	the	DET
iassist-1152	32	13	fair	fair	ADJ
iassist-1152	32	14	guiding	guide	VERB
iassist-1152	32	15	principles	principle	NOUN
iassist-1152	32	16	,	,	PUNCT
iassist-1152	32	17	and	and	CCONJ
iassist-1152	32	18	one	one	NUM
iassist-1152	32	19	of	of	ADP
iassist-1152	32	20	the	the	DET
iassist-1152	32	21	most	most	ADV
iassist-1152	32	22	thorough	thorough	ADJ
iassist-1152	32	23	resources	resource	NOUN
iassist-1152	32	24	for	for	ADP
iassist-1152	32	25	learning	learn	VERB
iassist-1152	32	26	more	more	ADJ
iassist-1152	32	27	about	about	ADP
iassist-1152	32	28	the	the	DET
iassist-1152	32	29	fair	fair	ADJ
iassist-1152	32	30	principles	principle	NOUN
iassist-1152	32	31	(	(	PUNCT
iassist-1152	32	32	n.d	n.d	PROPN
iassist-1152	32	33	.	.	PROPN
iassist-1152	32	34	)	)	PUNCT
iassist-1152	32	35	.	.	PUNCT
iassist-1152	33	1	in	in	ADP
iassist-1152	33	2	february	february	PROPN
iassist-1152	33	3	of	of	ADP
iassist-1152	33	4	2023	2023	NUM
iassist-1152	33	5	,	,	PUNCT
iassist-1152	33	6	a	a	DET
iassist-1152	33	7	grant	grant	NOUN
iassist-1152	33	8	-	-	PUNCT
iassist-1152	33	9	funded	fund	VERB
iassist-1152	33	10	medical	medical	ADJ
iassist-1152	33	11	data	datum	NOUN
iassist-1152	33	12	repository	repository	NOUN
iassist-1152	33	13	team	team	NOUN
iassist-1152	33	14	reached	reach	VERB
iassist-1152	33	15	out	out	ADP
iassist-1152	33	16	to	to	ADP
iassist-1152	33	17	the	the	DET
iassist-1152	33	18	penn	penn	PROPN
iassist-1152	33	19	libraries	libraries	PROPN
iassist-1152	33	20	’	'	PUNCT
iassist-1152	33	21	research	research	NOUN
iassist-1152	33	22	data	datum	NOUN
iassist-1152	33	23	&	&	CCONJ
iassist-1152	33	24	digital	digital	ADJ
iassist-1152	33	25	scholarship	scholarship	NOUN
iassist-1152	33	26	unit	unit	NOUN
iassist-1152	33	27	seeking	seek	VERB
iassist-1152	33	28	a	a	DET
iassist-1152	33	29	way	way	NOUN
iassist-1152	33	30	to	to	PART
iassist-1152	33	31	assess	assess	VERB
iassist-1152	33	32	their	their	PRON
iassist-1152	33	33	implementation	implementation	NOUN
iassist-1152	33	34	of	of	ADP
iassist-1152	33	35	the	the	DET
iassist-1152	33	36	fair	fair	ADJ
iassist-1152	33	37	principles	principle	NOUN
iassist-1152	33	38	.	.	PUNCT
iassist-1152	34	1	a	a	DET
iassist-1152	34	2	small	small	ADJ
iassist-1152	34	3	group	group	NOUN
iassist-1152	34	4	consisting	consist	VERB
iassist-1152	34	5	of	of	ADP
iassist-1152	34	6	the	the	DET
iassist-1152	34	7	research	research	NOUN
iassist-1152	34	8	data	datum	NOUN
iassist-1152	34	9	engineer	engineer	NOUN
iassist-1152	34	10	,	,	PUNCT
iassist-1152	34	11	the	the	DET
iassist-1152	34	12	director	director	NOUN
iassist-1152	34	13	of	of	ADP
iassist-1152	34	14	research	research	NOUN
iassist-1152	34	15	data	data	PROPN
iassist-1152	34	16	&	&	CCONJ
iassist-1152	34	17	digital	digital	PROPN
iassist-1152	34	18	scholarship	scholarship	NOUN
iassist-1152	34	19	,	,	PUNCT
iassist-1152	34	20	the	the	DET
iassist-1152	34	21	director	director	NOUN
iassist-1152	34	22	of	of	ADP
iassist-1152	34	23	the	the	DET
iassist-1152	34	24	holman	holman	PROPN
iassist-1152	34	25	biotech	biotech	PROPN
iassist-1152	34	26	commons	common	NOUN
iassist-1152	34	27	,	,	PUNCT
iassist-1152	34	28	and	and	CCONJ
iassist-1152	34	29	the	the	DET
iassist-1152	34	30	bioinformatics	bioinformatics	NOUN
iassist-1152	34	31	librarian	librarian	NOUN
iassist-1152	34	32	at	at	ADP
iassist-1152	34	33	the	the	DET
iassist-1152	34	34	penn	penn	PROPN
iassist-1152	34	35	libraries	library	NOUN
iassist-1152	34	36	met	meet	VERB
iassist-1152	34	37	with	with	ADP
iassist-1152	34	38	the	the	DET
iassist-1152	34	39	repository	repository	NOUN
iassist-1152	34	40	team	team	NOUN
iassist-1152	34	41	and	and	CCONJ
iassist-1152	34	42	an	an	DET
iassist-1152	34	43	individual	individual	NOUN
iassist-1152	34	44	from	from	ADP
iassist-1152	34	45	the	the	DET
iassist-1152	34	46	perelman	perelman	PROPN
iassist-1152	34	47	school	school	NOUN
iassist-1152	34	48	of	of	ADP
iassist-1152	34	49	medicine	medicine	NOUN
iassist-1152	34	50	’s	’s	PART
iassist-1152	34	51	computing	compute	VERB
iassist-1152	34	52	services	service	NOUN
iassist-1152	34	53	to	to	PART
iassist-1152	34	54	discuss	discuss	VERB
iassist-1152	34	55	their	their	PRON
iassist-1152	34	56	goals	goal	NOUN
iassist-1152	34	57	.	.	PUNCT
iassist-1152	35	1	upon	upon	SCONJ
iassist-1152	35	2	meeting	meeting	NOUN
iassist-1152	35	3	,	,	PUNCT
iassist-1152	35	4	the	the	DET
iassist-1152	35	5	data	data	NOUN
iassist-1152	35	6	repository	repository	NOUN
iassist-1152	35	7	team	team	NOUN
iassist-1152	35	8	explained	explain	VERB
iassist-1152	35	9	they	they	PRON
iassist-1152	35	10	were	be	AUX
iassist-1152	35	11	invited	invite	VERB
iassist-1152	35	12	to	to	ADP
iassist-1152	35	13	a	a	DET
iassist-1152	35	14	symposium	symposium	NOUN
iassist-1152	35	15	by	by	ADP
iassist-1152	35	16	their	their	PRON
iassist-1152	35	17	grant	grant	NOUN
iassist-1152	35	18	funder	funder	NOUN
iassist-1152	35	19	to	to	PART
iassist-1152	35	20	discuss	discuss	VERB
iassist-1152	35	21	how	how	SCONJ
iassist-1152	35	22	their	their	PRON
iassist-1152	35	23	repository	repository	NOUN
iassist-1152	35	24	aligns	align	VERB
iassist-1152	35	25	with	with	ADP
iassist-1152	35	26	the	the	DET
iassist-1152	35	27	fair	fair	ADJ
iassist-1152	35	28	principles	principle	NOUN
iassist-1152	35	29	.	.	PUNCT
iassist-1152	36	1	the	the	DET
iassist-1152	36	2	issue	issue	NOUN
iassist-1152	36	3	was	be	AUX
iassist-1152	36	4	translating	translate	VERB
iassist-1152	36	5	the	the	DET
iassist-1152	36	6	high	high	ADJ
iassist-1152	36	7	-	-	PUNCT
iassist-1152	36	8	level	level	NOUN
iassist-1152	36	9	,	,	PUNCT
iassist-1152	36	10	conceptual	conceptual	ADJ
iassist-1152	36	11	fair	fair	ADJ
iassist-1152	36	12	principles	principle	NOUN
iassist-1152	36	13	into	into	ADP
iassist-1152	36	14	specific	specific	ADJ
iassist-1152	36	15	criteria	criterion	NOUN
iassist-1152	36	16	that	that	SCONJ
iassist-1152	36	17	they	they	PRON
iassist-1152	36	18	could	could	AUX
iassist-1152	36	19	use	use	VERB
iassist-1152	36	20	to	to	PART
iassist-1152	36	21	evaluate	evaluate	VERB
iassist-1152	36	22	their	their	PRON
iassist-1152	36	23	repository	repository	NOUN
iassist-1152	36	24	.	.	PUNCT
iassist-1152	37	1	our	our	PRON
iassist-1152	37	2	team	team	NOUN
iassist-1152	37	3	decided	decide	VERB
iassist-1152	37	4	that	that	SCONJ
iassist-1152	37	5	we	we	PRON
iassist-1152	37	6	would	would	AUX
iassist-1152	37	7	search	search	VERB
iassist-1152	37	8	for	for	ADP
iassist-1152	37	9	an	an	DET
iassist-1152	37	10	existing	exist	VERB
iassist-1152	37	11	fair	fair	ADJ
iassist-1152	37	12	principles	principle	NOUN
iassist-1152	37	13	assessment	assessment	NOUN
iassist-1152	37	14	that	that	PRON
iassist-1152	37	15	met	meet	VERB
iassist-1152	37	16	their	their	PRON
iassist-1152	37	17	needs	need	NOUN
iassist-1152	37	18	.	.	PUNCT
iassist-1152	38	1	our	our	PRON
iassist-1152	38	2	search	search	NOUN
iassist-1152	38	3	for	for	ADP
iassist-1152	38	4	an	an	DET
iassist-1152	38	5	assessment	assessment	NOUN
iassist-1152	38	6	instrument	instrument	NOUN
iassist-1152	38	7	for	for	ADP
iassist-1152	38	8	fair	fair	ADV
iassist-1152	38	9	-	-	PUNCT
iassist-1152	38	10	enabling	enable	VERB
iassist-1152	38	11	data	datum	NOUN
iassist-1152	38	12	repositories	repository	NOUN
iassist-1152	38	13	that	that	PRON
iassist-1152	38	14	fit	fit	VERB
iassist-1152	38	15	the	the	DET
iassist-1152	38	16	team	team	NOUN
iassist-1152	38	17	's	's	PART
iassist-1152	38	18	needs	need	NOUN
iassist-1152	38	19	uncovered	uncover	VERB
iassist-1152	38	20	a	a	DET
iassist-1152	38	21	multitude	multitude	NOUN
iassist-1152	38	22	of	of	ADP
iassist-1152	38	23	resources	resource	NOUN
iassist-1152	38	24	that	that	PRON
iassist-1152	38	25	did	do	AUX
iassist-1152	38	26	not	not	PART
iassist-1152	38	27	quite	quite	ADV
iassist-1152	38	28	fit	fit	ADJ
iassist-1152	38	29	.	.	PUNCT
iassist-1152	39	1	the	the	DET
iassist-1152	39	2	data	data	PROPN
iassist-1152	39	3	repository	repository	NOUN
iassist-1152	39	4	team	team	NOUN
iassist-1152	39	5	needed	need	VERB
iassist-1152	39	6	a	a	DET
iassist-1152	39	7	tool	tool	NOUN
iassist-1152	39	8	that	that	PRON
iassist-1152	39	9	did	do	AUX
iassist-1152	39	10	not	not	PART
iassist-1152	39	11	expect	expect	VERB
iassist-1152	39	12	previous	previous	ADJ
iassist-1152	39	13	information	information	NOUN
iassist-1152	39	14	science	science	NOUN
iassist-1152	39	15	training	training	NOUN
iassist-1152	39	16	or	or	CCONJ
iassist-1152	39	17	require	require	VERB
iassist-1152	39	18	a	a	DET
iassist-1152	39	19	detailed	detailed	ADJ
iassist-1152	39	20	understanding	understanding	NOUN
iassist-1152	39	21	of	of	ADP
iassist-1152	39	22	the	the	DET
iassist-1152	39	23	fair	fair	ADJ
iassist-1152	39	24	principles	principle	NOUN
iassist-1152	39	25	.	.	PUNCT
iassist-1152	40	1	since	since	SCONJ
iassist-1152	40	2	the	the	DET
iassist-1152	40	3	publication	publication	NOUN
iassist-1152	40	4	of	of	ADP
iassist-1152	40	5	the	the	DET
iassist-1152	40	6	fair	fair	ADJ
iassist-1152	40	7	principles	principle	NOUN
iassist-1152	40	8	(	(	PUNCT
iassist-1152	40	9	wilkinson	wilkinson	PROPN
iassist-1152	40	10	et	et	PROPN
iassist-1152	40	11	al	al	PROPN
iassist-1152	40	12	.	.	PROPN
iassist-1152	40	13	,	,	PUNCT
iassist-1152	40	14	2016	2016	NUM
iassist-1152	40	15	)	)	PUNCT
iassist-1152	40	16	,	,	PUNCT
iassist-1152	40	17	there	there	PRON
iassist-1152	40	18	has	have	AUX
iassist-1152	40	19	been	be	AUX
iassist-1152	40	20	a	a	DET
iassist-1152	40	21	plethora	plethora	NOUN
iassist-1152	40	22	of	of	ADP
iassist-1152	40	23	research	research	NOUN
iassist-1152	40	24	into	into	ADP
iassist-1152	40	25	these	these	DET
iassist-1152	40	26	ideals	ideal	NOUN
iassist-1152	40	27	and	and	CCONJ
iassist-1152	40	28	a	a	DET
iassist-1152	40	29	deep	deep	ADJ
iassist-1152	40	30	commitment	commitment	NOUN
iassist-1152	40	31	to	to	ADP
iassist-1152	40	32	improving	improve	VERB
iassist-1152	40	33	the	the	DET
iassist-1152	40	34	data	datum	NOUN
iassist-1152	40	35	sharing	share	VERB
iassist-1152	40	36	landscape	landscape	NOUN
iassist-1152	40	37	.	.	PUNCT
iassist-1152	41	1	despite	despite	SCONJ
iassist-1152	41	2	this	this	PRON
iassist-1152	41	3	,	,	PUNCT
iassist-1152	41	4	many	many	ADJ
iassist-1152	41	5	resources	resource	NOUN
iassist-1152	41	6	are	be	AUX
iassist-1152	41	7	jargon	jargon	NOUN
iassist-1152	41	8	-	-	PUNCT
iassist-1152	41	9	filled	fill	VERB
iassist-1152	41	10	,	,	PUNCT
iassist-1152	41	11	created	create	VERB
iassist-1152	41	12	by	by	ADP
iassist-1152	41	13	the	the	DET
iassist-1152	41	14	information	information	NOUN
iassist-1152	41	15	science	science	NOUN
iassist-1152	41	16	profession	profession	NOUN
iassist-1152	41	17	for	for	ADP
iassist-1152	41	18	the	the	DET
iassist-1152	41	19	information	information	NOUN
iassist-1152	41	20	science	science	NOUN
iassist-1152	41	21	profession	profession	NOUN
iassist-1152	41	22	,	,	PUNCT
iassist-1152	41	23	or	or	CCONJ
iassist-1152	41	24	focused	focus	VERB
iassist-1152	41	25	on	on	ADP
iassist-1152	41	26	assessing	assess	VERB
iassist-1152	41	27	data	datum	NOUN
iassist-1152	41	28	objects	object	NOUN
iassist-1152	41	29	rather	rather	ADV
iassist-1152	41	30	than	than	ADP
iassist-1152	41	31	the	the	DET
iassist-1152	41	32	repository	repository	NOUN
iassist-1152	41	33	.	.	PUNCT
iassist-1152	42	1	based	base	VERB
iassist-1152	42	2	on	on	ADP
iassist-1152	42	3	our	our	PRON
iassist-1152	42	4	findings	finding	NOUN
iassist-1152	42	5	,	,	PUNCT
iassist-1152	42	6	we	we	PRON
iassist-1152	42	7	decided	decide	VERB
iassist-1152	42	8	to	to	PART
iassist-1152	42	9	build	build	VERB
iassist-1152	42	10	upon	upon	SCONJ
iassist-1152	42	11	the	the	DET
iassist-1152	42	12	hard	hard	ADJ
iassist-1152	42	13	work	work	NOUN
iassist-1152	42	14	of	of	ADP
iassist-1152	42	15	many	many	ADJ
iassist-1152	42	16	scholars	scholar	NOUN
iassist-1152	42	17	of	of	ADP
iassist-1152	42	18	the	the	DET
iassist-1152	42	19	fair	fair	ADJ
iassist-1152	42	20	principles	principle	NOUN
iassist-1152	42	21	to	to	PART
iassist-1152	42	22	create	create	VERB
iassist-1152	42	23	an	an	DET
iassist-1152	42	24	assessment	assessment	NOUN
iassist-1152	42	25	instrument	instrument	NOUN
iassist-1152	42	26	for	for	ADP
iassist-1152	42	27	data	datum	NOUN
iassist-1152	42	28	repositories	repository	NOUN
iassist-1152	42	29	to	to	PART
iassist-1152	42	30	evaluate	evaluate	VERB
iassist-1152	42	31	how	how	SCONJ
iassist-1152	42	32	fairenabling	fairenable	VERB
iassist-1152	42	33	they	they	PRON
iassist-1152	42	34	are	be	AUX
iassist-1152	42	35	(	(	PUNCT
iassist-1152	42	36	phegley	phegley	PROPN
iassist-1152	42	37	et	et	PROPN
iassist-1152	42	38	al	al	PROPN
iassist-1152	42	39	.	.	PROPN
iassist-1152	42	40	,	,	PUNCT
iassist-1152	42	41	2024	2024	NUM
iassist-1152	42	42	)	)	PUNCT
iassist-1152	42	43	.	.	PUNCT
iassist-1152	43	1	our	our	PRON
iassist-1152	43	2	goal	goal	NOUN
iassist-1152	43	3	was	be	AUX
iassist-1152	43	4	to	to	PART
iassist-1152	43	5	create	create	VERB
iassist-1152	43	6	an	an	DET
iassist-1152	43	7	accessible	accessible	ADJ
iassist-1152	43	8	self	self	NOUN
iassist-1152	43	9	-	-	PUNCT
iassist-1152	43	10	evaluation	evaluation	NOUN
iassist-1152	43	11	tool	tool	NOUN
iassist-1152	43	12	that	that	PRON
iassist-1152	43	13	could	could	AUX
iassist-1152	43	14	be	be	AUX
iassist-1152	43	15	used	use	VERB
iassist-1152	43	16	by	by	ADP
iassist-1152	43	17	repository	repository	NOUN
iassist-1152	43	18	staff	staff	NOUN
iassist-1152	43	19	to	to	PART
iassist-1152	43	20	assess	assess	VERB
iassist-1152	43	21	their	their	PRON
iassist-1152	43	22	current	current	ADJ
iassist-1152	43	23	level	level	NOUN
iassist-1152	43	24	of	of	ADP
iassist-1152	43	25	fair	fair	ADJ
iassist-1152	43	26	adherence	adherence	NOUN
iassist-1152	43	27	,	,	PUNCT
iassist-1152	43	28	allowing	allow	VERB
iassist-1152	43	29	them	they	PRON
iassist-1152	43	30	to	to	PART
iassist-1152	43	31	reflect	reflect	VERB
iassist-1152	43	32	on	on	ADP
iassist-1152	43	33	how	how	SCONJ
iassist-1152	43	34	to	to	PART
iassist-1152	43	35	take	take	VERB
iassist-1152	43	36	realistic	realistic	ADJ
iassist-1152	43	37	,	,	PUNCT
iassist-1152	43	38	actionable	actionable	ADJ
iassist-1152	43	39	steps	step	NOUN
iassist-1152	43	40	toward	toward	ADP
iassist-1152	43	41	improvement	improvement	NOUN
iassist-1152	43	42	.	.	PUNCT
iassist-1152	44	1	we	we	PRON
iassist-1152	44	2	were	be	AUX
iassist-1152	44	3	motivated	motivated	ADJ
iassist-1152	44	4	to	to	PART
iassist-1152	44	5	create	create	VERB
iassist-1152	44	6	this	this	DET
iassist-1152	44	7	new	new	ADJ
iassist-1152	44	8	resource	resource	NOUN
iassist-1152	44	9	instead	instead	ADV
iassist-1152	44	10	of	of	ADP
iassist-1152	44	11	using	use	VERB
iassist-1152	44	12	a	a	DET
iassist-1152	44	13	pre	pre	ADJ
iassist-1152	44	14	-	-	ADJ
iassist-1152	44	15	existing	existing	ADJ
iassist-1152	44	16	assessment	assessment	NOUN
iassist-1152	44	17	for	for	ADP
iassist-1152	44	18	multiple	multiple	ADJ
iassist-1152	44	19	reasons	reason	NOUN
iassist-1152	44	20	.	.	PUNCT
iassist-1152	45	1	first	first	ADV
iassist-1152	45	2	,	,	PUNCT
iassist-1152	45	3	we	we	PRON
iassist-1152	45	4	uncovered	uncover	VERB
iassist-1152	45	5	more	more	ADJ
iassist-1152	45	6	questions	question	NOUN
iassist-1152	45	7	than	than	ADP
iassist-1152	45	8	answers	answer	NOUN
iassist-1152	45	9	during	during	ADP
iassist-1152	45	10	our	our	PRON
iassist-1152	45	11	investigation	investigation	NOUN
iassist-1152	45	12	into	into	ADP
iassist-1152	45	13	finding	find	VERB
iassist-1152	45	14	an	an	DET
iassist-1152	45	15	appropriate	appropriate	ADJ
iassist-1152	45	16	assessment	assessment	NOUN
iassist-1152	45	17	.	.	PUNCT
iassist-1152	46	1	the	the	DET
iassist-1152	46	2	fair	fair	ADJ
iassist-1152	46	3	principles	principle	NOUN
iassist-1152	46	4	research	research	NOUN
iassist-1152	46	5	sphere	sphere	NOUN
iassist-1152	46	6	is	be	AUX
iassist-1152	46	7	bursting	burst	VERB
iassist-1152	46	8	with	with	ADP
iassist-1152	46	9	scholarly	scholarly	ADJ
iassist-1152	46	10	products	product	NOUN
iassist-1152	46	11	.	.	PUNCT
iassist-1152	47	1	yet	yet	CCONJ
iassist-1152	47	2	it	it	PRON
iassist-1152	47	3	seemed	seem	VERB
iassist-1152	47	4	that	that	SCONJ
iassist-1152	47	5	many	many	ADJ
iassist-1152	47	6	did	do	AUX
iassist-1152	47	7	not	not	PART
iassist-1152	47	8	delineate	delineate	VERB
iassist-1152	47	9	between	between	ADP
iassist-1152	47	10	the	the	DET
iassist-1152	47	11	data	data	NOUN
iassist-1152	47	12	creator	creator	NOUN
iassist-1152	47	13	’s	’s	PART
iassist-1152	47	14	and	and	CCONJ
iassist-1152	47	15	the	the	DET
iassist-1152	47	16	repository	repository	NOUN
iassist-1152	47	17	team	team	NOUN
iassist-1152	47	18	’s	’s	PART
iassist-1152	47	19	responsibility	responsibility	NOUN
iassist-1152	47	20	for	for	ADP
iassist-1152	47	21	enacting	enact	VERB
iassist-1152	47	22	the	the	DET
iassist-1152	47	23	fair	fair	ADJ
iassist-1152	47	24	principles	principle	NOUN
iassist-1152	47	25	.	.	PUNCT
iassist-1152	48	1	we	we	PRON
iassist-1152	48	2	wanted	want	VERB
iassist-1152	48	3	a	a	DET
iassist-1152	48	4	resource	resource	NOUN
iassist-1152	48	5	that	that	PRON
iassist-1152	48	6	focused	focus	VERB
iassist-1152	48	7	on	on	ADP
iassist-1152	48	8	evaluating	evaluate	VERB
iassist-1152	48	9	the	the	DET
iassist-1152	48	10	repositories	repository	NOUN
iassist-1152	48	11	’	'	PUNCT
iassist-1152	48	12	fair	fair	ADV
iassist-1152	48	13	-	-	PUNCT
iassist-1152	48	14	enabling	enable	VERB
iassist-1152	48	15	practices	practice	NOUN
iassist-1152	48	16	rather	rather	ADV
iassist-1152	48	17	than	than	ADP
iassist-1152	48	18	the	the	DET
iassist-1152	48	19	choices	choice	NOUN
iassist-1152	48	20	made	make	VERB
iassist-1152	48	21	by	by	ADP
iassist-1152	48	22	the	the	DET
iassist-1152	48	23	data	datum	NOUN
iassist-1152	48	24	depositor	depositor	NOUN
iassist-1152	48	25	.	.	PUNCT
iassist-1152	49	1	second	second	ADJ
iassist-1152	49	2	,	,	PUNCT
iassist-1152	49	3	we	we	PRON
iassist-1152	49	4	believe	believe	VERB
iassist-1152	49	5	in	in	ADP
iassist-1152	49	6	the	the	DET
iassist-1152	49	7	importance	importance	NOUN
iassist-1152	49	8	of	of	ADP
iassist-1152	49	9	the	the	DET
iassist-1152	49	10	fair	fair	ADJ
iassist-1152	49	11	principles	principle	NOUN
iassist-1152	49	12	and	and	CCONJ
iassist-1152	49	13	working	work	VERB
iassist-1152	49	14	towards	towards	ADP
iassist-1152	49	15	increased	increase	VERB
iassist-1152	49	16	adoption	adoption	NOUN
iassist-1152	49	17	amongst	amongst	ADP
iassist-1152	49	18	data	datum	NOUN
iassist-1152	49	19	repository	repository	NOUN
iassist-1152	49	20	teams	team	NOUN
iassist-1152	49	21	.	.	PUNCT
iassist-1152	50	1	we	we	PRON
iassist-1152	50	2	want	want	VERB
iassist-1152	50	3	to	to	PART
iassist-1152	50	4	support	support	VERB
iassist-1152	50	5	data	datum	NOUN
iassist-1152	50	6	repository	repository	NOUN
iassist-1152	50	7	managers	manager	NOUN
iassist-1152	50	8	’	’	PART
iassist-1152	50	9	capacity	capacity	NOUN
iassist-1152	50	10	to	to	PART
iassist-1152	50	11	conduct	conduct	VERB
iassist-1152	50	12	their	their	PRON
iassist-1152	50	13	own	own	ADJ
iassist-1152	50	14	evaluations	evaluation	NOUN
iassist-1152	50	15	and	and	CCONJ
iassist-1152	50	16	improve	improve	VERB
iassist-1152	50	17	their	their	PRON
iassist-1152	50	18	understanding	understanding	NOUN
iassist-1152	50	19	of	of	ADP
iassist-1152	50	20	the	the	DET
iassist-1152	50	21	fair	fair	ADJ
iassist-1152	50	22	principles	principle	NOUN
iassist-1152	50	23	.	.	PUNCT
iassist-1152	51	1	creating	create	VERB
iassist-1152	51	2	and	and	CCONJ
iassist-1152	51	3	sharing	share	VERB
iassist-1152	51	4	a	a	DET
iassist-1152	51	5	new	new	ADJ
iassist-1152	51	6	low	low	ADJ
iassist-1152	51	7	3/9	3/9	NUM
iassist-1152	51	8	phegley	phegley	NOUN
iassist-1152	51	9	,	,	PUNCT
iassist-1152	51	10	lauren	lauren	PROPN
iassist-1152	51	11	&	&	CCONJ
iassist-1152	51	12	lynda	lynda	PROPN
iassist-1152	51	13	kellam	kellam	PROPN
iassist-1152	51	14	(	(	PUNCT
iassist-1152	51	15	2025	2025	NUM
iassist-1152	51	16	)	)	PUNCT
iassist-1152	51	17	.	.	PUNCT
iassist-1152	52	1	how	how	SCONJ
iassist-1152	52	2	are	be	AUX
iassist-1152	52	3	we	we	PRON
iassist-1152	52	4	fair	fair	ADJ
iassist-1152	52	5	-	-	PUNCT
iassist-1152	52	6	ing	ing	NOUN
iassist-1152	52	7	?	?	PUNCT
iassist-1152	53	1	creating	create	VERB
iassist-1152	53	2	a	a	DET
iassist-1152	53	3	fair	fair	ADJ
iassist-1152	53	4	self	self	NOUN
iassist-1152	53	5	-	-	PUNCT
iassist-1152	53	6	assessment	assessment	NOUN
iassist-1152	53	7	checklist	checklist	NOUN
iassist-1152	53	8	for	for	ADP
iassist-1152	53	9	data	data	NOUN
iassist-1152	53	10	repositories	repository	NOUN
iassist-1152	53	11	,	,	PUNCT
iassist-1152	53	12	iassist	iassist	VERB
iassist-1152	53	13	quarterly	quarterly	ADJ
iassist-1152	53	14	49(3	49(3	PROPN
iassist-1152	53	15	)	)	PUNCT
iassist-1152	53	16	,	,	PUNCT
iassist-1152	53	17	pp	pp	PROPN
iassist-1152	53	18	.	.	PUNCT
iassist-1152	54	1	1	1	NUM
iassist-1152	54	2	-	-	SYM
iassist-1152	54	3	9	9	NUM
iassist-1152	54	4	.	.	PUNCT
iassist-1152	54	5	doi	doi	NOUN
iassist-1152	54	6	:	:	PUNCT
iassist-1152	54	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PRON
iassist-1152	54	8	barrier	barrier	NOUN
iassist-1152	54	9	to	to	ADP
iassist-1152	54	10	entry	entry	NOUN
iassist-1152	54	11	tool	tool	NOUN
iassist-1152	54	12	that	that	PRON
iassist-1152	54	13	acts	act	VERB
iassist-1152	54	14	as	as	ADP
iassist-1152	54	15	a	a	DET
iassist-1152	54	16	stepping	stepping	ADJ
iassist-1152	54	17	stone	stone	NOUN
iassist-1152	54	18	towards	towards	ADP
iassist-1152	54	19	a	a	DET
iassist-1152	54	20	better	well	ADJ
iassist-1152	54	21	data	data	NOUN
iassist-1152	54	22	sharing	share	VERB
iassist-1152	54	23	environment	environment	NOUN
iassist-1152	54	24	allowed	allow	VERB
iassist-1152	54	25	us	we	PRON
iassist-1152	54	26	to	to	PART
iassist-1152	54	27	enact	enact	VERB
iassist-1152	54	28	our	our	PRON
iassist-1152	54	29	values	value	NOUN
iassist-1152	54	30	.	.	PUNCT
iassist-1152	55	1	development	development	NOUN
iassist-1152	55	2	of	of	ADP
iassist-1152	55	3	the	the	DET
iassist-1152	55	4	assessment	assessment	NOUN
iassist-1152	55	5	our	our	PRON
iassist-1152	55	6	intention	intention	NOUN
iassist-1152	55	7	was	be	AUX
iassist-1152	55	8	to	to	PART
iassist-1152	55	9	build	build	VERB
iassist-1152	55	10	a	a	DET
iassist-1152	55	11	fair	fair	ADJ
iassist-1152	55	12	assessment	assessment	NOUN
iassist-1152	55	13	instrument	instrument	NOUN
iassist-1152	56	1	that	that	SCONJ
iassist-1152	56	2	,	,	PUNCT
iassist-1152	56	3	as	as	SCONJ
iassist-1152	56	4	david	david	PROPN
iassist-1152	56	5	et	et	PROPN
iassist-1152	56	6	al	al	PROPN
iassist-1152	56	7	.	.	PROPN
iassist-1152	56	8	(	(	PUNCT
iassist-1152	56	9	2020	2020	NUM
iassist-1152	56	10	,	,	PUNCT
iassist-1152	56	11	p.	p.	NOUN
iassist-1152	56	12	3	3	NUM
iassist-1152	56	13	)	)	PUNCT
iassist-1152	56	14	states	state	NOUN
iassist-1152	56	15	,	,	PUNCT
iassist-1152	56	16	“	"	PUNCT
iassist-1152	56	17	must	must	AUX
iassist-1152	56	18	be	be	AUX
iassist-1152	56	19	realistic	realistic	ADJ
iassist-1152	56	20	and	and	CCONJ
iassist-1152	56	21	pragmatic	pragmatic	ADJ
iassist-1152	56	22	–	–	PUNCT
iassist-1152	56	23	what	what	PRON
iassist-1152	56	24	should	should	AUX
iassist-1152	56	25	be	be	AUX
iassist-1152	56	26	measured	measure	VERB
iassist-1152	56	27	,	,	PUNCT
iassist-1152	56	28	and	and	CCONJ
iassist-1152	56	29	how	how	SCONJ
iassist-1152	56	30	to	to	PART
iassist-1152	56	31	explicitly	explicitly	ADV
iassist-1152	56	32	find	find	VERB
iassist-1152	56	33	the	the	DET
iassist-1152	56	34	information	information	NOUN
iassist-1152	56	35	needed	need	VERB
iassist-1152	56	36	.	.	PUNCT
iassist-1152	56	37	”	"	PUNCT
iassist-1152	57	1	there	there	PRON
iassist-1152	57	2	is	be	VERB
iassist-1152	57	3	a	a	DET
iassist-1152	57	4	rich	rich	ADJ
iassist-1152	57	5	offering	offering	NOUN
iassist-1152	57	6	of	of	ADP
iassist-1152	57	7	resources	resource	NOUN
iassist-1152	57	8	and	and	CCONJ
iassist-1152	57	9	assessments	assessment	NOUN
iassist-1152	57	10	from	from	ADP
iassist-1152	57	11	scholars	scholar	NOUN
iassist-1152	57	12	of	of	ADP
iassist-1152	57	13	the	the	DET
iassist-1152	57	14	fair	fair	ADJ
iassist-1152	57	15	principles	principle	NOUN
iassist-1152	57	16	,	,	PUNCT
iassist-1152	57	17	and	and	CCONJ
iassist-1152	57	18	we	we	PRON
iassist-1152	57	19	conducted	conduct	VERB
iassist-1152	57	20	a	a	DET
iassist-1152	57	21	literature	literature	NOUN
iassist-1152	57	22	review	review	NOUN
iassist-1152	57	23	to	to	PART
iassist-1152	57	24	find	find	VERB
iassist-1152	57	25	materials	material	NOUN
iassist-1152	57	26	that	that	PRON
iassist-1152	57	27	support	support	NOUN
iassist-1152	57	28	creating	create	VERB
iassist-1152	57	29	this	this	DET
iassist-1152	57	30	instrument	instrument	NOUN
iassist-1152	57	31	.	.	PUNCT
iassist-1152	58	1	the	the	DET
iassist-1152	58	2	research	research	NOUN
iassist-1152	58	3	data	data	PROPN
iassist-1152	58	4	alliance	alliance	NOUN
iassist-1152	58	5	(	(	PUNCT
iassist-1152	58	6	rda	rda	NOUN
iassist-1152	58	7	)	)	PUNCT
iassist-1152	58	8	fair	fair	ADJ
iassist-1152	58	9	data	datum	NOUN
iassist-1152	58	10	maturity	maturity	NOUN
iassist-1152	58	11	working	working	NOUN
iassist-1152	58	12	group	group	NOUN
iassist-1152	58	13	created	create	VERB
iassist-1152	58	14	two	two	NUM
iassist-1152	58	15	resources	resource	NOUN
iassist-1152	58	16	that	that	PRON
iassist-1152	58	17	we	we	PRON
iassist-1152	58	18	relied	rely	VERB
iassist-1152	58	19	on	on	ADP
iassist-1152	58	20	heavily	heavily	ADV
iassist-1152	58	21	for	for	ADP
iassist-1152	58	22	the	the	DET
iassist-1152	58	23	specific	specific	ADJ
iassist-1152	58	24	questions	question	NOUN
iassist-1152	58	25	and	and	CCONJ
iassist-1152	58	26	interpretation	interpretation	NOUN
iassist-1152	58	27	of	of	ADP
iassist-1152	58	28	the	the	DET
iassist-1152	58	29	fair	fair	ADJ
iassist-1152	58	30	principles	principle	NOUN
iassist-1152	58	31	into	into	ADP
iassist-1152	58	32	the	the	DET
iassist-1152	58	33	data	data	NOUN
iassist-1152	58	34	repository	repository	NOUN
iassist-1152	58	35	context	context	NOUN
iassist-1152	58	36	:	:	PUNCT
iassist-1152	58	37	fair	fair	ADJ
iassist-1152	58	38	data	datum	NOUN
iassist-1152	58	39	maturity	maturity	NOUN
iassist-1152	58	40	model	model	NOUN
iassist-1152	58	41	specification	specification	NOUN
iassist-1152	58	42	and	and	CCONJ
iassist-1152	58	43	guidelines	guideline	NOUN
iassist-1152	58	44	(	(	PUNCT
iassist-1152	58	45	2020	2020	NUM
iassist-1152	58	46	)	)	PUNCT
iassist-1152	58	47	and	and	CCONJ
iassist-1152	58	48	results	result	NOUN
iassist-1152	58	49	of	of	ADP
iassist-1152	58	50	an	an	DET
iassist-1152	58	51	analysis	analysis	NOUN
iassist-1152	58	52	of	of	ADP
iassist-1152	58	53	existing	exist	VERB
iassist-1152	58	54	fair	fair	ADJ
iassist-1152	58	55	assessment	assessment	NOUN
iassist-1152	58	56	tools	tool	NOUN
iassist-1152	58	57	(	(	PUNCT
iassist-1152	58	58	2019	2019	NUM
iassist-1152	58	59	)	)	PUNCT
iassist-1152	58	60	.	.	PUNCT
iassist-1152	59	1	the	the	DET
iassist-1152	59	2	rda	rda	NOUN
iassist-1152	59	3	resources	resource	NOUN
iassist-1152	59	4	,	,	PUNCT
iassist-1152	59	5	in	in	ADP
iassist-1152	59	6	addition	addition	NOUN
iassist-1152	59	7	to	to	ADP
iassist-1152	59	8	other	other	ADJ
iassist-1152	59	9	materials	material	NOUN
iassist-1152	59	10	,	,	PUNCT
iassist-1152	59	11	gave	give	VERB
iassist-1152	59	12	us	we	PRON
iassist-1152	59	13	a	a	DET
iassist-1152	59	14	firm	firm	ADJ
iassist-1152	59	15	foundation	foundation	NOUN
iassist-1152	59	16	of	of	ADP
iassist-1152	59	17	criteria	criterion	NOUN
iassist-1152	59	18	that	that	PRON
iassist-1152	59	19	encapsulate	encapsulate	VERB
iassist-1152	59	20	the	the	DET
iassist-1152	59	21	fair	fair	ADJ
iassist-1152	59	22	principles	principle	NOUN
iassist-1152	59	23	(	(	PUNCT
iassist-1152	59	24	behnke	behnke	NOUN
iassist-1152	59	25	et	et	PROPN
iassist-1152	59	26	al	al	PROPN
iassist-1152	59	27	.	.	PROPN
iassist-1152	59	28	,	,	PUNCT
iassist-1152	59	29	2020	2020	NUM
iassist-1152	59	30	;	;	PUNCT
iassist-1152	59	31	hahnel	hahnel	NOUN
iassist-1152	59	32	and	and	CCONJ
iassist-1152	59	33	valen	valen	VERB
iassist-1152	59	34	,	,	PUNCT
iassist-1152	59	35	2020	2020	NUM
iassist-1152	59	36	;	;	PUNCT
iassist-1152	59	37	l’hours	l’hour	NOUN
iassist-1152	59	38	,	,	PUNCT
iassist-1152	59	39	2022	2022	NUM
iassist-1152	59	40	;	;	PUNCT
iassist-1152	59	41	murphy	murphy	PROPN
iassist-1152	59	42	et	et	PROPN
iassist-1152	59	43	al	al	PROPN
iassist-1152	59	44	.	.	PROPN
iassist-1152	59	45	,	,	PUNCT
iassist-1152	59	46	2021	2021	NUM
iassist-1152	59	47	)	)	PUNCT
iassist-1152	59	48	.	.	PUNCT
iassist-1152	60	1	our	our	PRON
iassist-1152	60	2	assessment	assessment	NOUN
iassist-1152	60	3	instrument	instrument	NOUN
iassist-1152	60	4	is	be	AUX
iassist-1152	60	5	structured	structure	VERB
iassist-1152	60	6	as	as	ADP
iassist-1152	60	7	a	a	DET
iassist-1152	60	8	manual	manual	ADJ
iassist-1152	60	9	self	self	NOUN
iassist-1152	60	10	-	-	PUNCT
iassist-1152	60	11	assessment	assessment	NOUN
iassist-1152	60	12	checklist	checklist	NOUN
iassist-1152	60	13	divided	divide	VERB
iassist-1152	60	14	into	into	ADP
iassist-1152	60	15	four	four	NUM
iassist-1152	60	16	core	core	NOUN
iassist-1152	60	17	fair	fair	ADJ
iassist-1152	60	18	sections	section	NOUN
iassist-1152	60	19	(	(	PUNCT
iassist-1152	60	20	findable	findable	ADJ
iassist-1152	60	21	,	,	PUNCT
iassist-1152	60	22	accessible	accessible	ADJ
iassist-1152	60	23	,	,	PUNCT
iassist-1152	60	24	interoperable	interoperable	ADJ
iassist-1152	60	25	,	,	PUNCT
iassist-1152	60	26	and	and	CCONJ
iassist-1152	60	27	reusable	reusable	ADJ
iassist-1152	60	28	)	)	PUNCT
iassist-1152	60	29	.	.	PUNCT
iassist-1152	61	1	each	each	DET
iassist-1152	61	2	category	category	NOUN
iassist-1152	61	3	includes	include	VERB
iassist-1152	61	4	detailed	detailed	ADJ
iassist-1152	61	5	fair	fair	ADJ
iassist-1152	61	6	principle	principle	ADJ
iassist-1152	61	7	indicators	indicator	NOUN
iassist-1152	61	8	as	as	SCONJ
iassist-1152	61	9	developed	develop	VERB
iassist-1152	61	10	by	by	ADP
iassist-1152	61	11	wilkinson	wilkinson	PROPN
iassist-1152	61	12	et	et	PROPN
iassist-1152	61	13	al	al	PROPN
iassist-1152	61	14	.	.	PUNCT
iassist-1152	62	1	(	(	PUNCT
iassist-1152	62	2	2016	2016	NUM
iassist-1152	62	3	)	)	PUNCT
iassist-1152	62	4	.	.	PUNCT
iassist-1152	63	1	we	we	PRON
iassist-1152	63	2	linked	link	VERB
iassist-1152	63	3	the	the	DET
iassist-1152	63	4	indicators	indicator	NOUN
iassist-1152	63	5	to	to	ADP
iassist-1152	63	6	the	the	DET
iassist-1152	63	7	associated	associate	VERB
iassist-1152	63	8	go	go	VERB
iassist-1152	63	9	fair	fair	ADJ
iassist-1152	63	10	description	description	NOUN
iassist-1152	63	11	page	page	NOUN
iassist-1152	63	12	to	to	PART
iassist-1152	63	13	provide	provide	VERB
iassist-1152	63	14	additional	additional	ADJ
iassist-1152	63	15	context	context	NOUN
iassist-1152	63	16	(	(	PUNCT
iassist-1152	63	17	n.d	n.d	PROPN
iassist-1152	63	18	.	.	PROPN
iassist-1152	63	19	)	)	PUNCT
iassist-1152	63	20	.	.	PUNCT
iassist-1152	64	1	the	the	DET
iassist-1152	64	2	indicators	indicator	NOUN
iassist-1152	64	3	follow	follow	VERB
iassist-1152	64	4	the	the	DET
iassist-1152	64	5	wilkinson	wilkinson	PROPN
iassist-1152	64	6	et	et	PROPN
iassist-1152	64	7	al	al	PROPN
iassist-1152	64	8	.	.	PROPN
iassist-1152	65	1	labeling	labeling	NOUN
iassist-1152	65	2	that	that	PRON
iassist-1152	65	3	is	be	AUX
iassist-1152	65	4	commonly	commonly	ADV
iassist-1152	65	5	used	use	VERB
iassist-1152	65	6	for	for	ADP
iassist-1152	65	7	referencing	reference	VERB
iassist-1152	65	8	the	the	DET
iassist-1152	65	9	fair	fair	ADJ
iassist-1152	65	10	principles	principle	NOUN
iassist-1152	65	11	sub	sub	NOUN
iassist-1152	65	12	-	-	NOUN
iassist-1152	65	13	sections	section	NOUN
iassist-1152	65	14	.	.	PUNCT
iassist-1152	66	1	for	for	ADP
iassist-1152	66	2	example	example	NOUN
iassist-1152	66	3	,	,	PUNCT
iassist-1152	66	4	indicator	indicator	NOUN
iassist-1152	66	5	f1	f1	PROPN
iassist-1152	66	6	is	be	AUX
iassist-1152	66	7	the	the	DET
iassist-1152	66	8	first	first	ADJ
iassist-1152	66	9	indicator	indicator	NOUN
iassist-1152	66	10	of	of	ADP
iassist-1152	66	11	findable	findable	ADJ
iassist-1152	66	12	.	.	PUNCT
iassist-1152	67	1	each	each	PRON
iassist-1152	67	2	of	of	ADP
iassist-1152	67	3	the	the	DET
iassist-1152	67	4	indicator	indicator	NOUN
iassist-1152	67	5	sections	section	NOUN
iassist-1152	67	6	has	have	AUX
iassist-1152	67	7	associated	associate	VERB
iassist-1152	67	8	criteria	criterion	NOUN
iassist-1152	67	9	describing	describe	VERB
iassist-1152	67	10	a	a	DET
iassist-1152	67	11	fair	fair	ADJ
iassist-1152	67	12	practice	practice	NOUN
iassist-1152	67	13	(	(	PUNCT
iassist-1152	67	14	“	"	PUNCT
iassist-1152	67	15	dataset	dataset	NOUN
iassist-1152	67	16	has	have	AUX
iassist-1152	67	17	an	an	DET
iassist-1152	67	18	assigned	assign	VERB
iassist-1152	67	19	identifier	identifier	NOUN
iassist-1152	67	20	”	"	PUNCT
iassist-1152	67	21	)	)	PUNCT
iassist-1152	67	22	(	(	PUNCT
iassist-1152	67	23	figure	figure	NOUN
iassist-1152	67	24	1	1	NUM
iassist-1152	67	25	,	,	PUNCT
iassist-1152	67	26	label	label	VERB
iassist-1152	67	27	a	a	PRON
iassist-1152	67	28	)	)	PUNCT
iassist-1152	67	29	.	.	PUNCT
iassist-1152	68	1	most	most	ADJ
iassist-1152	68	2	of	of	ADP
iassist-1152	68	3	the	the	DET
iassist-1152	68	4	indicators	indicator	NOUN
iassist-1152	68	5	have	have	VERB
iassist-1152	68	6	multiple	multiple	ADJ
iassist-1152	68	7	criteria	criterion	NOUN
iassist-1152	68	8	that	that	PRON
iassist-1152	68	9	are	be	AUX
iassist-1152	68	10	labeled	label	VERB
iassist-1152	68	11	according	accord	VERB
iassist-1152	68	12	to	to	ADP
iassist-1152	68	13	the	the	DET
iassist-1152	68	14	fair	fair	ADJ
iassist-1152	68	15	principles	principle	NOUN
iassist-1152	68	16	indicator	indicator	NOUN
iassist-1152	68	17	they	they	PRON
iassist-1152	68	18	respond	respond	VERB
iassist-1152	68	19	to	to	ADP
iassist-1152	68	20	.	.	PUNCT
iassist-1152	69	1	for	for	ADP
iassist-1152	69	2	example	example	NOUN
iassist-1152	69	3	,	,	PUNCT
iassist-1152	69	4	criteria	criterion	NOUN
iassist-1152	69	5	f1	f1	PROPN
iassist-1152	69	6	-	-	PUNCT
iassist-1152	69	7	01	01	NUM
iassist-1152	69	8	states	state	NOUN
iassist-1152	69	9	,	,	PUNCT
iassist-1152	69	10	“	"	PUNCT
iassist-1152	69	11	dataset	dataset	NOUN
iassist-1152	69	12	has	have	VERB
iassist-1152	69	13	an	an	DET
iassist-1152	69	14	assigned	assign	VERB
iassist-1152	69	15	identifier	identifier	NOUN
iassist-1152	69	16	,	,	PUNCT
iassist-1152	69	17	”	"	PUNCT
iassist-1152	69	18	and	and	CCONJ
iassist-1152	69	19	criteria	criterion	NOUN
iassist-1152	69	20	f1	f1	NOUN
iassist-1152	69	21	-	-	PUNCT
iassist-1152	69	22	02	02	NUM
iassist-1152	69	23	is	be	AUX
iassist-1152	69	24	“	"	PUNCT
iassist-1152	69	25	related	related	ADJ
iassist-1152	69	26	works	work	NOUN
iassist-1152	69	27	(	(	PUNCT
iassist-1152	69	28	connected	connected	ADJ
iassist-1152	69	29	literature	literature	NOUN
iassist-1152	69	30	,	,	PUNCT
iassist-1152	69	31	data	datum	NOUN
iassist-1152	69	32	,	,	PUNCT
iassist-1152	69	33	authors	author	NOUN
iassist-1152	69	34	,	,	PUNCT
iassist-1152	69	35	project	project	NOUN
iassist-1152	69	36	,	,	PUNCT
iassist-1152	69	37	and	and	CCONJ
iassist-1152	69	38	code	code	NOUN
iassist-1152	69	39	)	)	PUNCT
iassist-1152	69	40	are	be	AUX
iassist-1152	69	41	able	able	ADJ
iassist-1152	69	42	to	to	PART
iassist-1152	69	43	be	be	AUX
iassist-1152	69	44	connected	connect	VERB
iassist-1152	69	45	via	via	ADP
iassist-1152	69	46	persistent	persistent	ADJ
iassist-1152	69	47	identifiers	identifier	NOUN
iassist-1152	69	48	”	"	PUNCT
iassist-1152	69	49	.	.	PUNCT
iassist-1152	70	1	researchers	researcher	NOUN
iassist-1152	70	2	then	then	ADV
iassist-1152	70	3	tick	tick	VERB
iassist-1152	70	4	the	the	DET
iassist-1152	70	5	checkbox(s	checkbox(s	NOUN
iassist-1152	70	6	)	)	PUNCT
iassist-1152	70	7	that	that	PRON
iassist-1152	70	8	best	good	ADJ
iassist-1152	70	9	describes	describe	VERB
iassist-1152	70	10	their	their	PRON
iassist-1152	70	11	repository	repository	NOUN
iassist-1152	70	12	’s	’s	PART
iassist-1152	70	13	current	current	ADJ
iassist-1152	70	14	adoption	adoption	NOUN
iassist-1152	70	15	level	level	NOUN
iassist-1152	70	16	of	of	ADP
iassist-1152	70	17	that	that	DET
iassist-1152	70	18	fair	fair	ADJ
iassist-1152	70	19	practice	practice	NOUN
iassist-1152	70	20	(	(	PUNCT
iassist-1152	70	21	figure	figure	NOUN
iassist-1152	70	22	1	1	NUM
iassist-1152	70	23	,	,	PUNCT
iassist-1152	70	24	label	label	NOUN
iassist-1152	70	25	b	b	NOUN
iassist-1152	70	26	)	)	PUNCT
iassist-1152	70	27	.	.	PUNCT
iassist-1152	71	1	4/9	4/9	NUM
iassist-1152	71	2	phegley	phegley	ADJ
iassist-1152	71	3	,	,	PUNCT
iassist-1152	71	4	lauren	lauren	PROPN
iassist-1152	71	5	&	&	CCONJ
iassist-1152	71	6	lynda	lynda	PROPN
iassist-1152	71	7	kellam	kellam	PROPN
iassist-1152	71	8	(	(	PUNCT
iassist-1152	71	9	2025	2025	NUM
iassist-1152	71	10	)	)	PUNCT
iassist-1152	71	11	.	.	PUNCT
iassist-1152	72	1	how	how	SCONJ
iassist-1152	72	2	are	be	AUX
iassist-1152	72	3	we	we	PRON
iassist-1152	72	4	fair	fair	ADJ
iassist-1152	72	5	-	-	PUNCT
iassist-1152	72	6	ing	ing	NOUN
iassist-1152	72	7	?	?	PUNCT
iassist-1152	73	1	creating	create	VERB
iassist-1152	73	2	a	a	DET
iassist-1152	73	3	fair	fair	ADJ
iassist-1152	73	4	self	self	NOUN
iassist-1152	73	5	-	-	PUNCT
iassist-1152	73	6	assessment	assessment	NOUN
iassist-1152	73	7	checklist	checklist	NOUN
iassist-1152	73	8	for	for	ADP
iassist-1152	73	9	data	data	NOUN
iassist-1152	73	10	repositories	repository	NOUN
iassist-1152	73	11	,	,	PUNCT
iassist-1152	73	12	iassist	iassist	VERB
iassist-1152	73	13	quarterly	quarterly	ADJ
iassist-1152	73	14	49(3	49(3	PROPN
iassist-1152	73	15	)	)	PUNCT
iassist-1152	73	16	,	,	PUNCT
iassist-1152	73	17	pp	pp	PROPN
iassist-1152	73	18	.	.	PUNCT
iassist-1152	74	1	1	1	NUM
iassist-1152	74	2	-	-	SYM
iassist-1152	74	3	9	9	NUM
iassist-1152	74	4	.	.	PUNCT
iassist-1152	74	5	doi	doi	NOUN
iassist-1152	74	6	:	:	PUNCT
iassist-1152	74	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PRON
iassist-1152	74	8	figure	figure	NOUN
iassist-1152	74	9	1	1	NUM
iassist-1152	74	10	.	.	PUNCT
iassist-1152	74	11	criteria	criterion	NOUN
iassist-1152	74	12	f1	f1	PROPN
iassist-1152	74	13	-	-	PUNCT
iassist-1152	74	14	01	01	NUM
iassist-1152	74	15	from	from	ADP
iassist-1152	74	16	the	the	DET
iassist-1152	74	17	implementation	implementation	NOUN
iassist-1152	74	18	checklist	checklist	NOUN
iassist-1152	74	19	figure	figure	NOUN
iassist-1152	74	20	1	1	NUM
iassist-1152	74	21	:	:	PUNCT
iassist-1152	74	22	the	the	DET
iassist-1152	74	23	first	first	ADJ
iassist-1152	74	24	indicator	indicator	NOUN
iassist-1152	74	25	for	for	ADP
iassist-1152	74	26	a	a	DET
iassist-1152	74	27	findable	findable	ADJ
iassist-1152	74	28	(	(	PUNCT
iassist-1152	74	29	f1	f1	NOUN
iassist-1152	74	30	)	)	PUNCT
iassist-1152	74	31	repository	repository	NOUN
iassist-1152	74	32	has	have	VERB
iassist-1152	74	33	criteria	criterion	NOUN
iassist-1152	74	34	(	(	PUNCT
iassist-1152	74	35	f1	f1	NOUN
iassist-1152	74	36	-	-	PUNCT
iassist-1152	74	37	01	01	NUM
iassist-1152	74	38	)	)	PUNCT
iassist-1152	74	39	that	that	PRON
iassist-1152	74	40	allow	allow	VERB
iassist-1152	74	41	evaluators	evaluator	NOUN
iassist-1152	74	42	to	to	PART
iassist-1152	74	43	identify	identify	VERB
iassist-1152	74	44	the	the	DET
iassist-1152	74	45	repositories	repository	NOUN
iassist-1152	74	46	current	current	ADJ
iassist-1152	74	47	adoption	adoption	NOUN
iassist-1152	74	48	level	level	NOUN
iassist-1152	74	49	.	.	PUNCT
iassist-1152	75	1	the	the	DET
iassist-1152	75	2	evaluator	evaluator	NOUN
iassist-1152	75	3	is	be	AUX
iassist-1152	75	4	then	then	ADV
iassist-1152	75	5	able	able	ADJ
iassist-1152	75	6	to	to	PART
iassist-1152	75	7	explain	explain	VERB
iassist-1152	75	8	their	their	PRON
iassist-1152	75	9	level	level	NOUN
iassist-1152	75	10	of	of	ADP
iassist-1152	75	11	implementation	implementation	NOUN
iassist-1152	75	12	and	and	CCONJ
iassist-1152	75	13	provide	provide	VERB
iassist-1152	75	14	a	a	DET
iassist-1152	75	15	self	self	NOUN
iassist-1152	75	16	assessment	assessment	NOUN
iassist-1152	75	17	.	.	PUNCT
iassist-1152	76	1	we	we	PRON
iassist-1152	76	2	intentionally	intentionally	ADV
iassist-1152	76	3	built	build	VERB
iassist-1152	76	4	this	this	DET
iassist-1152	76	5	tool	tool	NOUN
iassist-1152	76	6	as	as	ADP
iassist-1152	76	7	a	a	DET
iassist-1152	76	8	manual	manual	ADJ
iassist-1152	76	9	self	self	NOUN
iassist-1152	76	10	-	-	PUNCT
iassist-1152	76	11	assessment	assessment	NOUN
iassist-1152	76	12	that	that	PRON
iassist-1152	76	13	allows	allow	VERB
iassist-1152	76	14	for	for	ADP
iassist-1152	76	15	nuanced	nuanced	ADJ
iassist-1152	76	16	evaluation	evaluation	NOUN
iassist-1152	76	17	and	and	CCONJ
iassist-1152	76	18	thoughtful	thoughtful	ADJ
iassist-1152	76	19	self	self	NOUN
iassist-1152	76	20	-	-	PUNCT
iassist-1152	76	21	reflection	reflection	NOUN
iassist-1152	76	22	.	.	PUNCT
iassist-1152	77	1	inspired	inspire	VERB
iassist-1152	77	2	by	by	ADP
iassist-1152	77	3	the	the	DET
iassist-1152	77	4	coretrustseal	coretrustseal	NOUN
iassist-1152	77	5	self	self	NOUN
iassist-1152	77	6	-	-	PUNCT
iassist-1152	77	7	evaluation	evaluation	NOUN
iassist-1152	77	8	process	process	NOUN
iassist-1152	77	9	,	,	PUNCT
iassist-1152	77	10	we	we	PRON
iassist-1152	77	11	wanted	want	VERB
iassist-1152	77	12	repository	repository	NOUN
iassist-1152	77	13	staff	staff	NOUN
iassist-1152	77	14	to	to	PART
iassist-1152	77	15	use	use	VERB
iassist-1152	77	16	the	the	DET
iassist-1152	77	17	levels	level	NOUN
iassist-1152	77	18	of	of	ADP
iassist-1152	77	19	implementation	implementation	NOUN
iassist-1152	77	20	to	to	PART
iassist-1152	77	21	reflect	reflect	VERB
iassist-1152	77	22	on	on	ADP
iassist-1152	77	23	current	current	ADJ
iassist-1152	77	24	repository	repository	NOUN
iassist-1152	77	25	practices	practice	NOUN
iassist-1152	77	26	(	(	PUNCT
iassist-1152	77	27	coretrustseal	coretrustseal	NOUN
iassist-1152	77	28	standards	standard	NOUN
iassist-1152	77	29	and	and	CCONJ
iassist-1152	77	30	certification	certification	NOUN
iassist-1152	77	31	board	board	NOUN
iassist-1152	77	32	,	,	PUNCT
iassist-1152	77	33	2022	2022	NUM
iassist-1152	77	34	)	)	PUNCT
iassist-1152	77	35	.	.	PUNCT
iassist-1152	78	1	as	as	ADP
iassist-1152	78	2	such	such	ADJ
iassist-1152	78	3	,	,	PUNCT
iassist-1152	78	4	there	there	PRON
iassist-1152	78	5	is	be	VERB
iassist-1152	78	6	a	a	DET
iassist-1152	78	7	space	space	NOUN
iassist-1152	78	8	at	at	ADP
iassist-1152	78	9	the	the	DET
iassist-1152	78	10	bottom	bottom	NOUN
iassist-1152	78	11	of	of	ADP
iassist-1152	78	12	each	each	DET
iassist-1152	78	13	fair	fair	ADJ
iassist-1152	78	14	criteria	criterion	NOUN
iassist-1152	78	15	for	for	ADP
iassist-1152	78	16	a	a	DET
iassist-1152	78	17	narrative	narrative	NOUN
iassist-1152	78	18	self	self	NOUN
iassist-1152	78	19	-	-	PUNCT
iassist-1152	78	20	reflection	reflection	NOUN
iassist-1152	78	21	to	to	PART
iassist-1152	78	22	explain	explain	VERB
iassist-1152	78	23	why	why	SCONJ
iassist-1152	78	24	they	they	PRON
iassist-1152	78	25	have	have	AUX
iassist-1152	78	26	implemented	implement	VERB
iassist-1152	78	27	certain	certain	ADJ
iassist-1152	78	28	processes	process	NOUN
iassist-1152	78	29	and	and	CCONJ
iassist-1152	78	30	how	how	SCONJ
iassist-1152	78	31	they	they	PRON
iassist-1152	78	32	want	want	VERB
iassist-1152	78	33	to	to	PART
iassist-1152	78	34	improve	improve	VERB
iassist-1152	78	35	(	(	PUNCT
iassist-1152	78	36	figure	figure	NOUN
iassist-1152	78	37	1	1	NUM
iassist-1152	78	38	,	,	PUNCT
iassist-1152	78	39	label	label	NOUN
iassist-1152	78	40	c	c	NOUN
iassist-1152	78	41	)	)	PUNCT
iassist-1152	78	42	.	.	PUNCT
iassist-1152	79	1	to	to	PART
iassist-1152	79	2	know	know	VERB
iassist-1152	79	3	how	how	SCONJ
iassist-1152	79	4	to	to	PART
iassist-1152	79	5	improve	improve	VERB
iassist-1152	79	6	,	,	PUNCT
iassist-1152	79	7	the	the	DET
iassist-1152	79	8	data	data	NOUN
iassist-1152	79	9	repository	repository	NOUN
iassist-1152	79	10	team	team	NOUN
iassist-1152	79	11	needs	need	VERB
iassist-1152	79	12	to	to	PART
iassist-1152	79	13	know	know	VERB
iassist-1152	79	14	where	where	SCONJ
iassist-1152	79	15	they	they	PRON
iassist-1152	79	16	stand	stand	VERB
iassist-1152	79	17	.	.	PUNCT
iassist-1152	80	1	reflection	reflection	NOUN
iassist-1152	80	2	encourages	encourage	VERB
iassist-1152	80	3	the	the	DET
iassist-1152	80	4	team	team	NOUN
iassist-1152	80	5	to	to	PART
iassist-1152	80	6	engage	engage	VERB
iassist-1152	80	7	with	with	ADP
iassist-1152	80	8	the	the	DET
iassist-1152	80	9	fair	fair	ADJ
iassist-1152	80	10	process	process	NOUN
iassist-1152	80	11	in	in	ADP
iassist-1152	80	12	a	a	DET
iassist-1152	80	13	deeper	deep	ADJ
iassist-1152	80	14	way	way	NOUN
iassist-1152	80	15	than	than	SCONJ
iassist-1152	80	16	would	would	AUX
iassist-1152	80	17	be	be	AUX
iassist-1152	80	18	possible	possible	ADJ
iassist-1152	80	19	with	with	ADP
iassist-1152	80	20	an	an	DET
iassist-1152	80	21	automated	automate	VERB
iassist-1152	80	22	tool	tool	NOUN
iassist-1152	80	23	.	.	PUNCT
iassist-1152	81	1	undoubtedly	undoubtedly	ADV
iassist-1152	81	2	,	,	PUNCT
iassist-1152	81	3	this	this	PRON
iassist-1152	81	4	translates	translate	VERB
iassist-1152	81	5	into	into	ADP
iassist-1152	81	6	the	the	DET
iassist-1152	81	7	checklist	checklist	NOUN
iassist-1152	81	8	taking	take	VERB
iassist-1152	81	9	more	more	ADJ
iassist-1152	81	10	time	time	NOUN
iassist-1152	81	11	than	than	ADP
iassist-1152	81	12	an	an	DET
iassist-1152	81	13	automated	automate	VERB
iassist-1152	81	14	tool	tool	NOUN
iassist-1152	81	15	.	.	PUNCT
iassist-1152	82	1	the	the	DET
iassist-1152	82	2	benefit	benefit	NOUN
iassist-1152	82	3	of	of	ADP
iassist-1152	82	4	this	this	DET
iassist-1152	82	5	process	process	NOUN
iassist-1152	82	6	is	be	AUX
iassist-1152	82	7	that	that	SCONJ
iassist-1152	82	8	the	the	DET
iassist-1152	82	9	repository	repository	NOUN
iassist-1152	82	10	team	team	NOUN
iassist-1152	82	11	can	can	AUX
iassist-1152	82	12	learn	learn	VERB
iassist-1152	82	13	the	the	DET
iassist-1152	82	14	fair	fair	ADJ
iassist-1152	82	15	principles	principle	NOUN
iassist-1152	82	16	overall	overall	ADV
iassist-1152	82	17	rather	rather	ADV
iassist-1152	82	18	than	than	ADP
iassist-1152	82	19	relying	rely	VERB
iassist-1152	82	20	on	on	ADP
iassist-1152	82	21	an	an	DET
iassist-1152	82	22	automated	automate	VERB
iassist-1152	82	23	tool	tool	NOUN
iassist-1152	82	24	to	to	PART
iassist-1152	82	25	tell	tell	VERB
iassist-1152	82	26	them	they	PRON
iassist-1152	82	27	what	what	PRON
iassist-1152	82	28	might	might	AUX
iassist-1152	82	29	be	be	AUX
iassist-1152	82	30	wrong	wrong	ADJ
iassist-1152	82	31	without	without	ADP
iassist-1152	82	32	context	context	NOUN
iassist-1152	82	33	.	.	PUNCT
iassist-1152	83	1	while	while	SCONJ
iassist-1152	83	2	automated	automate	VERB
iassist-1152	83	3	tools	tool	NOUN
iassist-1152	83	4	tools	tool	NOUN
iassist-1152	83	5	are	be	AUX
iassist-1152	83	6	useful	useful	ADJ
iassist-1152	83	7	,	,	PUNCT
iassist-1152	83	8	they	they	PRON
iassist-1152	83	9	do	do	AUX
iassist-1152	83	10	not	not	PART
iassist-1152	83	11	assist	assist	VERB
iassist-1152	83	12	in	in	ADP
iassist-1152	83	13	building	build	VERB
iassist-1152	83	14	a	a	DET
iassist-1152	83	15	team	team	NOUN
iassist-1152	83	16	’s	’s	PART
iassist-1152	83	17	understanding	understanding	NOUN
iassist-1152	83	18	of	of	ADP
iassist-1152	83	19	the	the	DET
iassist-1152	83	20	fair	fair	ADJ
iassist-1152	83	21	principles	principle	NOUN
iassist-1152	83	22	in	in	ADP
iassist-1152	83	23	relation	relation	NOUN
iassist-1152	83	24	to	to	ADP
iassist-1152	83	25	their	their	PRON
iassist-1152	83	26	own	own	ADJ
iassist-1152	83	27	repositories	repository	NOUN
iassist-1152	83	28	.	.	PUNCT
iassist-1152	84	1	additionally	additionally	ADV
iassist-1152	84	2	,	,	PUNCT
iassist-1152	84	3	we	we	PRON
iassist-1152	84	4	created	create	VERB
iassist-1152	84	5	an	an	DET
iassist-1152	84	6	evaluation	evaluation	NOUN
iassist-1152	84	7	that	that	PRON
iassist-1152	84	8	is	be	AUX
iassist-1152	84	9	not	not	PART
iassist-1152	84	10	prescriptive	prescriptive	ADJ
iassist-1152	84	11	in	in	ADP
iassist-1152	84	12	the	the	DET
iassist-1152	84	13	fair	fair	ADV
iassist-1152	84	14	-	-	PUNCT
iassist-1152	84	15	enabling	enable	VERB
iassist-1152	84	16	criteria	criterion	NOUN
iassist-1152	84	17	.	.	PUNCT
iassist-1152	85	1	in	in	ADP
iassist-1152	85	2	other	other	ADJ
iassist-1152	85	3	words	word	NOUN
iassist-1152	85	4	,	,	PUNCT
iassist-1152	85	5	the	the	DET
iassist-1152	85	6	checklist	checklist	NOUN
iassist-1152	85	7	can	can	AUX
iassist-1152	85	8	be	be	AUX
iassist-1152	85	9	applied	apply	VERB
iassist-1152	85	10	to	to	ADP
iassist-1152	85	11	repositories	repository	NOUN
iassist-1152	85	12	without	without	ADP
iassist-1152	85	13	having	have	VERB
iassist-1152	85	14	to	to	PART
iassist-1152	85	15	worry	worry	VERB
iassist-1152	85	16	about	about	ADP
iassist-1152	85	17	an	an	DET
iassist-1152	85	18	all	all	PRON
iassist-1152	85	19	or	or	CCONJ
iassist-1152	85	20	none	none	NOUN
iassist-1152	85	21	approach	approach	NOUN
iassist-1152	85	22	to	to	ADP
iassist-1152	85	23	fair	fair	ADJ
iassist-1152	85	24	implementation	implementation	NOUN
iassist-1152	85	25	.	.	PUNCT
iassist-1152	86	1	not	not	PART
iassist-1152	86	2	all	all	DET
iassist-1152	86	3	repositories	repository	NOUN
iassist-1152	86	4	can	can	AUX
iassist-1152	86	5	achieve	achieve	VERB
iassist-1152	86	6	the	the	DET
iassist-1152	86	7	same	same	ADJ
iassist-1152	86	8	implementation	implementation	NOUN
iassist-1152	86	9	levels	level	NOUN
iassist-1152	86	10	due	due	ADP
iassist-1152	86	11	to	to	ADP
iassist-1152	86	12	policy	policy	NOUN
iassist-1152	86	13	requirements	requirement	NOUN
iassist-1152	86	14	,	,	PUNCT
iassist-1152	86	15	budget	budget	NOUN
iassist-1152	86	16	constraints	constraint	NOUN
iassist-1152	86	17	,	,	PUNCT
iassist-1152	86	18	repository	repository	NOUN
iassist-1152	86	19	infrastructure	infrastructure	NOUN
iassist-1152	86	20	limitations	limitation	NOUN
iassist-1152	86	21	,	,	PUNCT
iassist-1152	86	22	and	and	CCONJ
iassist-1152	86	23	disciplinary	disciplinary	ADJ
iassist-1152	86	24	practices	practice	NOUN
iassist-1152	86	25	.	.	PUNCT
iassist-1152	87	1	all	all	DET
iassist-1152	87	2	the	the	DET
iassist-1152	87	3	criteria	criterion	NOUN
iassist-1152	87	4	contribute	contribute	VERB
iassist-1152	87	5	towards	towards	ADP
iassist-1152	87	6	creating	create	VERB
iassist-1152	87	7	a	a	DET
iassist-1152	87	8	fair	fair	ADV
iassist-1152	87	9	-	-	PUNCT
iassist-1152	87	10	enabling	enable	VERB
iassist-1152	87	11	repository	repository	NOUN
iassist-1152	87	12	,	,	PUNCT
iassist-1152	87	13	but	but	CCONJ
iassist-1152	87	14	certain	certain	ADJ
iassist-1152	87	15	criteria	criterion	NOUN
iassist-1152	87	16	are	be	AUX
iassist-1152	87	17	more	more	ADV
iassist-1152	87	18	crucial	crucial	ADJ
iassist-1152	87	19	than	than	ADP
iassist-1152	87	20	others	other	NOUN
iassist-1152	87	21	.	.	PUNCT
iassist-1152	88	1	this	this	PRON
iassist-1152	88	2	is	be	AUX
iassist-1152	88	3	why	why	SCONJ
iassist-1152	88	4	each	each	DET
iassist-1152	88	5	criterion	criterion	NOUN
iassist-1152	88	6	has	have	VERB
iassist-1152	88	7	an	an	DET
iassist-1152	88	8	associated	associated	ADJ
iassist-1152	88	9	priority	priority	NOUN
iassist-1152	88	10	level	level	NOUN
iassist-1152	88	11	of	of	ADP
iassist-1152	88	12	essential	essential	ADJ
iassist-1152	88	13	,	,	PUNCT
iassist-1152	88	14	important	important	ADJ
iassist-1152	88	15	,	,	PUNCT
iassist-1152	88	16	or	or	CCONJ
iassist-1152	88	17	useful	useful	ADJ
iassist-1152	88	18	(	(	PUNCT
iassist-1152	88	19	figure	figure	NOUN
iassist-1152	88	20	1	1	NUM
iassist-1152	88	21	,	,	PUNCT
iassist-1152	88	22	label	label	NOUN
iassist-1152	88	23	d	d	NOUN
iassist-1152	88	24	)	)	PUNCT
iassist-1152	88	25	.	.	PUNCT
iassist-1152	89	1	more	more	ADJ
iassist-1152	89	2	than	than	ADP
iassist-1152	89	3	one	one	NUM
iassist-1152	89	4	adoption	adoption	NOUN
iassist-1152	89	5	level	level	NOUN
iassist-1152	89	6	checkbox	checkbox	NOUN
iassist-1152	89	7	can	can	AUX
iassist-1152	89	8	be	be	AUX
iassist-1152	89	9	checked	check	VERB
iassist-1152	89	10	at	at	ADP
iassist-1152	89	11	a	a	DET
iassist-1152	89	12	time	time	NOUN
iassist-1152	89	13	to	to	PART
iassist-1152	89	14	create	create	VERB
iassist-1152	89	15	a	a	DET
iassist-1152	89	16	flexible	flexible	ADJ
iassist-1152	89	17	yet	yet	CCONJ
iassist-1152	89	18	reliable	reliable	ADJ
iassist-1152	89	19	evaluation	evaluation	NOUN
iassist-1152	89	20	,	,	PUNCT
iassist-1152	89	21	as	as	SCONJ
iassist-1152	89	22	more	more	ADJ
iassist-1152	89	23	than	than	ADP
iassist-1152	89	24	one	one	NUM
iassist-1152	89	25	scenario	scenario	NOUN
iassist-1152	89	26	might	might	AUX
iassist-1152	89	27	be	be	AUX
iassist-1152	89	28	true	true	ADJ
iassist-1152	89	29	in	in	ADP
iassist-1152	89	30	a	a	DET
iassist-1152	89	31	repository	repository	NOUN
iassist-1152	89	32	.	.	PUNCT
iassist-1152	90	1	the	the	DET
iassist-1152	90	2	order	order	NOUN
iassist-1152	90	3	of	of	ADP
iassist-1152	90	4	the	the	DET
iassist-1152	90	5	adoption	adoption	NOUN
iassist-1152	90	6	level	level	NOUN
iassist-1152	90	7	checkboxes	checkboxe	NOUN
iassist-1152	90	8	tends	tend	VERB
iassist-1152	90	9	to	to	PART
iassist-1152	90	10	increase	increase	VERB
iassist-1152	90	11	in	in	ADP
iassist-1152	90	12	complexity	complexity	NOUN
iassist-1152	90	13	and	and	CCONJ
iassist-1152	90	14	comprehensiveness	comprehensiveness	NOUN
iassist-1152	90	15	.	.	PUNCT
iassist-1152	91	1	this	this	PRON
iassist-1152	91	2	allows	allow	VERB
iassist-1152	91	3	repository	repository	NOUN
iassist-1152	91	4	teams	team	NOUN
iassist-1152	91	5	to	to	ADP
iassist-1152	91	6	5/9	5/9	NUM
iassist-1152	91	7	phegley	phegley	NOUN
iassist-1152	91	8	,	,	PUNCT
iassist-1152	91	9	lauren	lauren	PROPN
iassist-1152	91	10	&	&	CCONJ
iassist-1152	91	11	lynda	lynda	PROPN
iassist-1152	91	12	kellam	kellam	PROPN
iassist-1152	91	13	(	(	PUNCT
iassist-1152	91	14	2025	2025	NUM
iassist-1152	91	15	)	)	PUNCT
iassist-1152	91	16	.	.	PUNCT
iassist-1152	92	1	how	how	SCONJ
iassist-1152	92	2	are	be	AUX
iassist-1152	92	3	we	we	PRON
iassist-1152	92	4	fair	fair	ADJ
iassist-1152	92	5	-	-	PUNCT
iassist-1152	92	6	ing	ing	NOUN
iassist-1152	92	7	?	?	PUNCT
iassist-1152	93	1	creating	create	VERB
iassist-1152	93	2	a	a	DET
iassist-1152	93	3	fair	fair	ADJ
iassist-1152	93	4	self	self	NOUN
iassist-1152	93	5	-	-	PUNCT
iassist-1152	93	6	assessment	assessment	NOUN
iassist-1152	93	7	checklist	checklist	NOUN
iassist-1152	93	8	for	for	ADP
iassist-1152	93	9	data	data	NOUN
iassist-1152	93	10	repositories	repository	NOUN
iassist-1152	93	11	,	,	PUNCT
iassist-1152	93	12	iassist	iassist	VERB
iassist-1152	93	13	quarterly	quarterly	ADJ
iassist-1152	93	14	49(3	49(3	PROPN
iassist-1152	93	15	)	)	PUNCT
iassist-1152	93	16	,	,	PUNCT
iassist-1152	93	17	pp	pp	PROPN
iassist-1152	93	18	.	.	PUNCT
iassist-1152	94	1	1	1	NUM
iassist-1152	94	2	-	-	SYM
iassist-1152	94	3	9	9	NUM
iassist-1152	94	4	.	.	PUNCT
iassist-1152	94	5	doi	doi	NOUN
iassist-1152	94	6	:	:	PUNCT
iassist-1152	94	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PROPN
iassist-1152	94	8	see	see	VERB
iassist-1152	94	9	the	the	DET
iassist-1152	94	10	next	next	ADJ
iassist-1152	94	11	logical	logical	ADJ
iassist-1152	94	12	step	step	NOUN
iassist-1152	94	13	for	for	ADP
iassist-1152	94	14	increased	increase	VERB
iassist-1152	94	15	fair	fair	ADJ
iassist-1152	94	16	adoption	adoption	NOUN
iassist-1152	94	17	for	for	ADP
iassist-1152	94	18	that	that	DET
iassist-1152	94	19	criterion	criterion	NOUN
iassist-1152	94	20	.	.	PUNCT
iassist-1152	95	1	they	they	PRON
iassist-1152	95	2	can	can	AUX
iassist-1152	95	3	provide	provide	VERB
iassist-1152	95	4	a	a	DET
iassist-1152	95	5	detailed	detailed	ADJ
iassist-1152	95	6	explanation	explanation	NOUN
iassist-1152	95	7	in	in	ADP
iassist-1152	95	8	the	the	DET
iassist-1152	95	9	self	self	NOUN
iassist-1152	95	10	-	-	PUNCT
iassist-1152	95	11	assessment	assessment	NOUN
iassist-1152	95	12	section	section	NOUN
iassist-1152	95	13	about	about	ADP
iassist-1152	95	14	current	current	ADJ
iassist-1152	95	15	implementation	implementation	NOUN
iassist-1152	95	16	,	,	PUNCT
iassist-1152	95	17	reasoning	reason	VERB
iassist-1152	95	18	for	for	ADP
iassist-1152	95	19	why	why	SCONJ
iassist-1152	95	20	increased	increase	VERB
iassist-1152	95	21	implementation	implementation	NOUN
iassist-1152	95	22	may	may	AUX
iassist-1152	95	23	not	not	PART
iassist-1152	95	24	be	be	AUX
iassist-1152	95	25	viable	viable	ADJ
iassist-1152	95	26	,	,	PUNCT
iassist-1152	95	27	and	and	CCONJ
iassist-1152	95	28	discuss	discuss	VERB
iassist-1152	95	29	their	their	PRON
iassist-1152	95	30	plans	plan	NOUN
iassist-1152	95	31	,	,	PUNCT
iassist-1152	95	32	if	if	SCONJ
iassist-1152	95	33	they	they	PRON
iassist-1152	95	34	want	want	VERB
iassist-1152	95	35	to	to	PART
iassist-1152	95	36	improve	improve	VERB
iassist-1152	95	37	.	.	PUNCT
iassist-1152	96	1	the	the	DET
iassist-1152	96	2	level	level	NOUN
iassist-1152	96	3	of	of	ADP
iassist-1152	96	4	implementation	implementation	NOUN
iassist-1152	96	5	is	be	AUX
iassist-1152	96	6	assessed	assess	VERB
iassist-1152	96	7	by	by	ADP
iassist-1152	96	8	repository	repository	NOUN
iassist-1152	96	9	personnel	personnel	NOUN
iassist-1152	96	10	based	base	VERB
iassist-1152	96	11	on	on	ADP
iassist-1152	96	12	their	their	PRON
iassist-1152	96	13	own	own	ADJ
iassist-1152	96	14	understanding	understanding	NOUN
iassist-1152	96	15	of	of	ADP
iassist-1152	96	16	their	their	PRON
iassist-1152	96	17	repository	repository	NOUN
iassist-1152	96	18	.	.	PUNCT
iassist-1152	97	1	due	due	ADP
iassist-1152	97	2	to	to	ADP
iassist-1152	97	3	the	the	DET
iassist-1152	97	4	differences	difference	NOUN
iassist-1152	97	5	in	in	ADP
iassist-1152	97	6	repositories	repository	NOUN
iassist-1152	97	7	,	,	PUNCT
iassist-1152	97	8	there	there	PRON
iassist-1152	97	9	is	be	VERB
iassist-1152	97	10	currently	currently	ADV
iassist-1152	97	11	no	no	DET
iassist-1152	97	12	standard	standard	NOUN
iassist-1152	97	13	for	for	ADP
iassist-1152	97	14	the	the	DET
iassist-1152	97	15	differences	difference	NOUN
iassist-1152	97	16	between	between	ADP
iassist-1152	97	17	implementation	implementation	NOUN
iassist-1152	97	18	levels	level	NOUN
iassist-1152	97	19	.	.	PUNCT
iassist-1152	98	1	as	as	SCONJ
iassist-1152	98	2	described	describe	VERB
iassist-1152	98	3	in	in	ADP
iassist-1152	98	4	the	the	DET
iassist-1152	98	5	assessment	assessment	NOUN
iassist-1152	98	6	section	section	NOUN
iassist-1152	98	7	,	,	PUNCT
iassist-1152	98	8	feedback	feedback	NOUN
iassist-1152	98	9	from	from	ADP
iassist-1152	98	10	the	the	DET
iassist-1152	98	11	data	datum	NOUN
iassist-1152	98	12	repository	repository	NOUN
iassist-1152	98	13	team	team	NOUN
iassist-1152	98	14	showed	show	VERB
iassist-1152	98	15	us	we	PRON
iassist-1152	98	16	that	that	SCONJ
iassist-1152	98	17	it	it	PRON
iassist-1152	98	18	is	be	AUX
iassist-1152	98	19	difficult	difficult	ADJ
iassist-1152	98	20	for	for	ADP
iassist-1152	98	21	individuals	individual	NOUN
iassist-1152	98	22	who	who	PRON
iassist-1152	98	23	are	be	AUX
iassist-1152	98	24	not	not	PART
iassist-1152	98	25	experts	expert	NOUN
iassist-1152	98	26	in	in	ADP
iassist-1152	98	27	the	the	DET
iassist-1152	98	28	fair	fair	ADJ
iassist-1152	98	29	principles	principle	NOUN
iassist-1152	98	30	to	to	PART
iassist-1152	98	31	evaluate	evaluate	VERB
iassist-1152	98	32	their	their	PRON
iassist-1152	98	33	own	own	ADJ
iassist-1152	98	34	level	level	NOUN
iassist-1152	98	35	of	of	ADP
iassist-1152	98	36	implementation	implementation	NOUN
iassist-1152	98	37	.	.	PUNCT
iassist-1152	99	1	developing	develop	VERB
iassist-1152	99	2	a	a	DET
iassist-1152	99	3	standard	standard	NOUN
iassist-1152	99	4	for	for	ADP
iassist-1152	99	5	the	the	DET
iassist-1152	99	6	levels	level	NOUN
iassist-1152	99	7	of	of	ADP
iassist-1152	99	8	implementation	implementation	NOUN
iassist-1152	99	9	of	of	ADP
iassist-1152	99	10	the	the	DET
iassist-1152	99	11	fair	fair	ADJ
iassist-1152	99	12	principles	principle	NOUN
iassist-1152	99	13	is	be	AUX
iassist-1152	99	14	a	a	DET
iassist-1152	99	15	future	future	ADJ
iassist-1152	99	16	opportunity	opportunity	NOUN
iassist-1152	99	17	for	for	ADP
iassist-1152	99	18	development	development	NOUN
iassist-1152	99	19	.	.	PUNCT
iassist-1152	100	1	this	this	DET
iassist-1152	100	2	approach	approach	NOUN
iassist-1152	100	3	allows	allow	VERB
iassist-1152	100	4	data	datum	NOUN
iassist-1152	100	5	repositories	repository	NOUN
iassist-1152	100	6	with	with	ADP
iassist-1152	100	7	various	various	ADJ
iassist-1152	100	8	constraints	constraint	NOUN
iassist-1152	100	9	to	to	PART
iassist-1152	100	10	participate	participate	VERB
iassist-1152	100	11	in	in	ADP
iassist-1152	100	12	a	a	DET
iassist-1152	100	13	fair	fair	ADJ
iassist-1152	100	14	evaluation	evaluation	NOUN
iassist-1152	100	15	.	.	PUNCT
iassist-1152	101	1	for	for	ADP
iassist-1152	101	2	example	example	NOUN
iassist-1152	101	3	,	,	PUNCT
iassist-1152	101	4	a	a	DET
iassist-1152	101	5	specialist	specialist	NOUN
iassist-1152	101	6	repository	repository	NOUN
iassist-1152	101	7	,	,	PUNCT
iassist-1152	101	8	such	such	ADJ
iassist-1152	101	9	as	as	ADP
iassist-1152	101	10	a	a	DET
iassist-1152	101	11	gut	gut	NOUN
iassist-1152	101	12	microbiome	microbiome	NOUN
iassist-1152	101	13	data	datum	NOUN
iassist-1152	101	14	repository	repository	NOUN
iassist-1152	101	15	,	,	PUNCT
iassist-1152	101	16	may	may	AUX
iassist-1152	101	17	only	only	ADV
iassist-1152	101	18	encourage	encourage	VERB
iassist-1152	101	19	standard	standard	ADJ
iassist-1152	101	20	compliance	compliance	NOUN
iassist-1152	101	21	for	for	ADP
iassist-1152	101	22	criteria	criterion	NOUN
iassist-1152	101	23	r1.3	r1.3	PROPN
iassist-1152	101	24	-	-	PUNCT
iassist-1152	101	25	02	02	NUM
iassist-1152	101	26	,	,	PUNCT
iassist-1152	101	27	“	"	PUNCT
iassist-1152	101	28	repository	repository	NOUN
iassist-1152	101	29	requires	require	VERB
iassist-1152	101	30	or	or	CCONJ
iassist-1152	101	31	encourages	encourage	VERB
iassist-1152	101	32	data	datum	NOUN
iassist-1152	101	33	to	to	PART
iassist-1152	101	34	comply	comply	VERB
iassist-1152	101	35	with	with	ADP
iassist-1152	101	36	an	an	DET
iassist-1152	101	37	applicable	applicable	ADJ
iassist-1152	101	38	community	community	NOUN
iassist-1152	101	39	standard	standard	NOUN
iassist-1152	101	40	.	.	PUNCT
iassist-1152	101	41	”	"	PUNCT
iassist-1152	102	1	gut	gut	NOUN
iassist-1152	102	2	microbiome	microbiome	NOUN
iassist-1152	102	3	data	datum	NOUN
iassist-1152	102	4	can	can	AUX
iassist-1152	102	5	take	take	VERB
iassist-1152	102	6	many	many	ADJ
iassist-1152	102	7	forms	form	NOUN
iassist-1152	102	8	(	(	PUNCT
iassist-1152	102	9	genomic	genomic	NOUN
iassist-1152	102	10	data	datum	NOUN
iassist-1152	102	11	,	,	PUNCT
iassist-1152	102	12	proteomic	proteomic	ADJ
iassist-1152	102	13	data	datum	NOUN
iassist-1152	102	14	,	,	PUNCT
iassist-1152	102	15	etc	etc	X
iassist-1152	102	16	.	.	X
iassist-1152	102	17	)	)	PUNCT
iassist-1152	102	18	,	,	PUNCT
iassist-1152	102	19	where	where	SCONJ
iassist-1152	102	20	each	each	DET
iassist-1152	102	21	data	data	NOUN
iassist-1152	102	22	type	type	NOUN
iassist-1152	102	23	may	may	AUX
iassist-1152	102	24	or	or	CCONJ
iassist-1152	102	25	may	may	AUX
iassist-1152	102	26	not	not	PART
iassist-1152	102	27	have	have	VERB
iassist-1152	102	28	its	its	PRON
iassist-1152	102	29	own	own	ADJ
iassist-1152	102	30	community	community	NOUN
iassist-1152	102	31	standard	standard	NOUN
iassist-1152	102	32	.	.	PUNCT
iassist-1152	103	1	because	because	SCONJ
iassist-1152	103	2	of	of	ADP
iassist-1152	103	3	this	this	PRON
iassist-1152	103	4	,	,	PUNCT
iassist-1152	103	5	it	it	PRON
iassist-1152	103	6	may	may	AUX
iassist-1152	103	7	be	be	AUX
iassist-1152	103	8	more	more	ADV
iassist-1152	103	9	realistic	realistic	ADJ
iassist-1152	103	10	to	to	PART
iassist-1152	103	11	encourage	encourage	VERB
iassist-1152	103	12	compliance	compliance	NOUN
iassist-1152	103	13	with	with	ADP
iassist-1152	103	14	an	an	DET
iassist-1152	103	15	applicable	applicable	ADJ
iassist-1152	103	16	standard	standard	NOUN
iassist-1152	103	17	,	,	PUNCT
iassist-1152	103	18	rather	rather	ADV
iassist-1152	103	19	than	than	ADP
iassist-1152	103	20	requiring	require	VERB
iassist-1152	103	21	data	datum	NOUN
iassist-1152	103	22	to	to	PART
iassist-1152	103	23	comply	comply	VERB
iassist-1152	103	24	with	with	ADP
iassist-1152	103	25	a	a	DET
iassist-1152	103	26	standard	standard	NOUN
iassist-1152	103	27	.	.	PUNCT
iassist-1152	104	1	this	this	PRON
iassist-1152	104	2	is	be	AUX
iassist-1152	104	3	an	an	DET
iassist-1152	104	4	example	example	NOUN
iassist-1152	104	5	of	of	ADP
iassist-1152	104	6	a	a	DET
iassist-1152	104	7	situation	situation	NOUN
iassist-1152	104	8	where	where	SCONJ
iassist-1152	104	9	an	an	DET
iassist-1152	104	10	automated	automate	VERB
iassist-1152	104	11	fair	fair	ADJ
iassist-1152	104	12	evaluation	evaluation	NOUN
iassist-1152	104	13	would	would	AUX
iassist-1152	104	14	miss	miss	VERB
iassist-1152	104	15	the	the	DET
iassist-1152	104	16	important	important	ADJ
iassist-1152	104	17	context	context	NOUN
iassist-1152	104	18	that	that	SCONJ
iassist-1152	104	19	a	a	DET
iassist-1152	104	20	manual	manual	ADJ
iassist-1152	104	21	self	self	NOUN
iassist-1152	104	22	-	-	PUNCT
iassist-1152	104	23	evaluation	evaluation	NOUN
iassist-1152	104	24	adds	add	VERB
iassist-1152	104	25	.	.	PUNCT
iassist-1152	105	1	assessment	assessment	NOUN
iassist-1152	105	2	feedback	feedback	NOUN
iassist-1152	105	3	upon	upon	SCONJ
iassist-1152	105	4	presenting	present	VERB
iassist-1152	105	5	the	the	DET
iassist-1152	105	6	first	first	ADJ
iassist-1152	105	7	iteration	iteration	NOUN
iassist-1152	105	8	of	of	ADP
iassist-1152	105	9	the	the	DET
iassist-1152	105	10	assessment	assessment	NOUN
iassist-1152	105	11	to	to	ADP
iassist-1152	105	12	the	the	DET
iassist-1152	105	13	data	datum	NOUN
iassist-1152	105	14	repository	repository	NOUN
iassist-1152	105	15	team	team	NOUN
iassist-1152	106	1	,	,	PUNCT
iassist-1152	106	2	we	we	PRON
iassist-1152	106	3	met	meet	VERB
iassist-1152	106	4	with	with	ADP
iassist-1152	106	5	them	they	PRON
iassist-1152	106	6	to	to	PART
iassist-1152	106	7	get	get	VERB
iassist-1152	106	8	feedback	feedback	NOUN
iassist-1152	106	9	on	on	ADP
iassist-1152	106	10	their	their	PRON
iassist-1152	106	11	experience	experience	NOUN
iassist-1152	106	12	using	use	VERB
iassist-1152	106	13	the	the	DET
iassist-1152	106	14	tool	tool	NOUN
iassist-1152	106	15	.	.	PUNCT
iassist-1152	107	1	the	the	DET
iassist-1152	107	2	data	data	PROPN
iassist-1152	107	3	repository	repository	NOUN
iassist-1152	107	4	team	team	NOUN
iassist-1152	107	5	amounted	amount	VERB
iassist-1152	107	6	to	to	ADP
iassist-1152	107	7	about	about	ADV
iassist-1152	107	8	four	four	NUM
iassist-1152	107	9	people	people	NOUN
iassist-1152	107	10	,	,	PUNCT
iassist-1152	107	11	all	all	PRON
iassist-1152	107	12	of	of	ADP
iassist-1152	107	13	them	they	PRON
iassist-1152	107	14	with	with	ADP
iassist-1152	107	15	extensive	extensive	ADJ
iassist-1152	107	16	biomedical	biomedical	ADJ
iassist-1152	107	17	experience	experience	NOUN
iassist-1152	107	18	but	but	CCONJ
iassist-1152	107	19	less	less	ADJ
iassist-1152	107	20	information	information	NOUN
iassist-1152	107	21	science	science	NOUN
iassist-1152	107	22	experience	experience	NOUN
iassist-1152	107	23	.	.	PUNCT
iassist-1152	108	1	overall	overall	ADV
iassist-1152	108	2	,	,	PUNCT
iassist-1152	108	3	they	they	PRON
iassist-1152	108	4	found	find	VERB
iassist-1152	108	5	our	our	PRON
iassist-1152	108	6	tool	tool	NOUN
iassist-1152	108	7	to	to	PART
iassist-1152	108	8	be	be	AUX
iassist-1152	108	9	useful	useful	ADJ
iassist-1152	108	10	in	in	ADP
iassist-1152	108	11	figuring	figure	VERB
iassist-1152	108	12	out	out	ADP
iassist-1152	108	13	where	where	SCONJ
iassist-1152	108	14	they	they	PRON
iassist-1152	108	15	were	be	AUX
iassist-1152	108	16	and	and	CCONJ
iassist-1152	108	17	where	where	SCONJ
iassist-1152	108	18	they	they	PRON
iassist-1152	108	19	wanted	want	VERB
iassist-1152	108	20	to	to	PART
iassist-1152	108	21	go	go	VERB
iassist-1152	108	22	,	,	PUNCT
iassist-1152	108	23	but	but	CCONJ
iassist-1152	108	24	they	they	PRON
iassist-1152	108	25	had	have	VERB
iassist-1152	108	26	trouble	trouble	NOUN
iassist-1152	108	27	interpreting	interpret	VERB
iassist-1152	108	28	the	the	DET
iassist-1152	108	29	technical	technical	ADJ
iassist-1152	108	30	elements	element	NOUN
iassist-1152	108	31	.	.	PUNCT
iassist-1152	109	1	they	they	PRON
iassist-1152	109	2	found	find	VERB
iassist-1152	109	3	that	that	SCONJ
iassist-1152	109	4	the	the	DET
iassist-1152	109	5	assessment	assessment	NOUN
iassist-1152	109	6	required	require	VERB
iassist-1152	109	7	a	a	DET
iassist-1152	109	8	level	level	NOUN
iassist-1152	109	9	of	of	ADP
iassist-1152	109	10	technicality	technicality	NOUN
iassist-1152	109	11	they	they	PRON
iassist-1152	109	12	could	could	AUX
iassist-1152	109	13	not	not	PART
iassist-1152	109	14	understand	understand	VERB
iassist-1152	109	15	and	and	CCONJ
iassist-1152	109	16	requested	request	VERB
iassist-1152	109	17	additional	additional	ADJ
iassist-1152	109	18	descriptive	descriptive	ADJ
iassist-1152	109	19	information	information	NOUN
iassist-1152	109	20	to	to	PART
iassist-1152	109	21	help	help	VERB
iassist-1152	109	22	them	they	PRON
iassist-1152	109	23	.	.	PUNCT
iassist-1152	110	1	they	they	PRON
iassist-1152	110	2	suggested	suggest	VERB
iassist-1152	110	3	that	that	SCONJ
iassist-1152	110	4	it	it	PRON
iassist-1152	110	5	might	might	AUX
iassist-1152	110	6	be	be	AUX
iassist-1152	110	7	a	a	DET
iassist-1152	110	8	more	more	ADV
iassist-1152	110	9	meaningful	meaningful	ADJ
iassist-1152	110	10	activity	activity	NOUN
iassist-1152	110	11	if	if	SCONJ
iassist-1152	110	12	an	an	DET
iassist-1152	110	13	outside	outside	ADJ
iassist-1152	110	14	expert	expert	NOUN
iassist-1152	110	15	could	could	AUX
iassist-1152	110	16	act	act	VERB
iassist-1152	110	17	as	as	ADP
iassist-1152	110	18	a	a	DET
iassist-1152	110	19	second	second	ADJ
iassist-1152	110	20	reviewer	reviewer	NOUN
iassist-1152	110	21	.	.	PUNCT
iassist-1152	111	1	this	this	PRON
iassist-1152	111	2	is	be	AUX
iassist-1152	111	3	the	the	DET
iassist-1152	111	4	existing	exist	VERB
iassist-1152	111	5	model	model	NOUN
iassist-1152	111	6	of	of	ADP
iassist-1152	111	7	the	the	DET
iassist-1152	111	8	coretrustseal	coretrustseal	NOUN
iassist-1152	111	9	process	process	NOUN
iassist-1152	111	10	and	and	CCONJ
iassist-1152	111	11	while	while	SCONJ
iassist-1152	111	12	we	we	PRON
iassist-1152	111	13	agree	agree	VERB
iassist-1152	111	14	this	this	PRON
iassist-1152	111	15	is	be	AUX
iassist-1152	111	16	a	a	DET
iassist-1152	111	17	beneficial	beneficial	ADJ
iassist-1152	111	18	process	process	NOUN
iassist-1152	111	19	,	,	PUNCT
iassist-1152	111	20	we	we	PRON
iassist-1152	111	21	want	want	VERB
iassist-1152	111	22	the	the	DET
iassist-1152	111	23	assessment	assessment	NOUN
iassist-1152	111	24	to	to	PART
iassist-1152	111	25	be	be	AUX
iassist-1152	111	26	accomplished	accomplish	VERB
iassist-1152	111	27	without	without	ADP
iassist-1152	111	28	expecting	expect	VERB
iassist-1152	111	29	a	a	DET
iassist-1152	111	30	secondary	secondary	ADJ
iassist-1152	111	31	reviewer	reviewer	NOUN
iassist-1152	111	32	.	.	PUNCT
iassist-1152	112	1	not	not	PART
iassist-1152	112	2	all	all	DET
iassist-1152	112	3	repository	repository	NOUN
iassist-1152	112	4	teams	team	NOUN
iassist-1152	112	5	have	have	VERB
iassist-1152	112	6	a	a	DET
iassist-1152	112	7	data	data	NOUN
iassist-1152	112	8	librarian	librarian	ADJ
iassist-1152	112	9	or	or	CCONJ
iassist-1152	112	10	fair	fair	ADJ
iassist-1152	112	11	principles	principle	NOUN
iassist-1152	112	12	expert	expert	NOUN
iassist-1152	112	13	who	who	PRON
iassist-1152	112	14	can	can	AUX
iassist-1152	112	15	assist	assist	VERB
iassist-1152	112	16	with	with	ADP
iassist-1152	112	17	this	this	DET
iassist-1152	112	18	process	process	NOUN
iassist-1152	112	19	.	.	PUNCT
iassist-1152	113	1	they	they	PRON
iassist-1152	113	2	also	also	ADV
iassist-1152	113	3	had	have	VERB
iassist-1152	113	4	questions	question	NOUN
iassist-1152	113	5	about	about	ADP
iassist-1152	113	6	how	how	SCONJ
iassist-1152	113	7	to	to	PART
iassist-1152	113	8	evaluate	evaluate	VERB
iassist-1152	113	9	their	their	PRON
iassist-1152	113	10	implementation	implementation	NOUN
iassist-1152	113	11	level	level	NOUN
iassist-1152	113	12	,	,	PUNCT
iassist-1152	113	13	as	as	SCONJ
iassist-1152	113	14	they	they	PRON
iassist-1152	113	15	themselves	themselves	PRON
iassist-1152	113	16	were	be	AUX
iassist-1152	113	17	not	not	PART
iassist-1152	113	18	experts	expert	NOUN
iassist-1152	113	19	in	in	ADP
iassist-1152	113	20	the	the	DET
iassist-1152	113	21	fair	fair	ADJ
iassist-1152	113	22	principles	principle	NOUN
iassist-1152	113	23	.	.	PUNCT
iassist-1152	114	1	we	we	PRON
iassist-1152	114	2	were	be	AUX
iassist-1152	114	3	inspired	inspire	VERB
iassist-1152	114	4	by	by	ADP
iassist-1152	114	5	the	the	DET
iassist-1152	114	6	coretrustseal	coretrustseal	NOUN
iassist-1152	114	7	practice	practice	NOUN
iassist-1152	114	8	of	of	ADP
iassist-1152	114	9	the	the	DET
iassist-1152	114	10	repository	repository	NOUN
iassist-1152	114	11	team	team	NOUN
iassist-1152	114	12	evaluating	evaluate	VERB
iassist-1152	114	13	their	their	PRON
iassist-1152	114	14	own	own	ADJ
iassist-1152	114	15	level	level	NOUN
iassist-1152	114	16	of	of	ADP
iassist-1152	114	17	implementation	implementation	NOUN
iassist-1152	114	18	(	(	PUNCT
iassist-1152	114	19	coretrustseal	coretrustseal	NOUN
iassist-1152	114	20	standards	standard	NOUN
iassist-1152	114	21	and	and	CCONJ
iassist-1152	114	22	certification	certification	NOUN
iassist-1152	114	23	board	board	NOUN
iassist-1152	114	24	,	,	PUNCT
iassist-1152	114	25	2022	2022	NUM
iassist-1152	114	26	)	)	PUNCT
iassist-1152	114	27	.	.	PUNCT
iassist-1152	115	1	this	this	DET
iassist-1152	115	2	suggestion	suggestion	NOUN
iassist-1152	115	3	led	lead	VERB
iassist-1152	115	4	us	we	PRON
iassist-1152	115	5	to	to	PART
iassist-1152	115	6	create	create	VERB
iassist-1152	115	7	two	two	NUM
iassist-1152	115	8	versions	version	NOUN
iassist-1152	115	9	of	of	ADP
iassist-1152	115	10	our	our	PRON
iassist-1152	115	11	checklist	checklist	NOUN
iassist-1152	115	12	,	,	PUNCT
iassist-1152	115	13	one	one	NUM
iassist-1152	115	14	where	where	SCONJ
iassist-1152	115	15	the	the	DET
iassist-1152	115	16	reviewer	reviewer	NOUN
iassist-1152	115	17	can	can	AUX
iassist-1152	115	18	evaluate	evaluate	VERB
iassist-1152	115	19	the	the	DET
iassist-1152	115	20	level	level	NOUN
iassist-1152	115	21	of	of	ADP
iassist-1152	115	22	implementation	implementation	NOUN
iassist-1152	115	23	for	for	ADP
iassist-1152	115	24	each	each	DET
iassist-1152	115	25	criterion	criterion	NOUN
iassist-1152	115	26	and	and	CCONJ
iassist-1152	115	27	one	one	NUM
iassist-1152	115	28	where	where	SCONJ
iassist-1152	115	29	there	there	PRON
iassist-1152	115	30	is	be	VERB
iassist-1152	115	31	no	no	DET
iassist-1152	115	32	level	level	NOUN
iassist-1152	115	33	of	of	ADP
iassist-1152	115	34	implementation	implementation	NOUN
iassist-1152	115	35	section	section	NOUN
iassist-1152	115	36	.	.	PUNCT
iassist-1152	116	1	we	we	PRON
iassist-1152	116	2	also	also	ADV
iassist-1152	116	3	had	have	VERB
iassist-1152	116	4	the	the	DET
iassist-1152	116	5	opportunity	opportunity	NOUN
iassist-1152	116	6	for	for	ADP
iassist-1152	116	7	an	an	DET
iassist-1152	116	8	expert	expert	NOUN
iassist-1152	116	9	in	in	ADP
iassist-1152	116	10	the	the	DET
iassist-1152	116	11	fair	fair	ADJ
iassist-1152	116	12	principles	principle	NOUN
iassist-1152	116	13	to	to	PART
iassist-1152	116	14	review	review	VERB
iassist-1152	116	15	the	the	DET
iassist-1152	116	16	tool	tool	NOUN
iassist-1152	116	17	and	and	CCONJ
iassist-1152	116	18	provide	provide	VERB
iassist-1152	116	19	feedback	feedback	NOUN
iassist-1152	116	20	before	before	SCONJ
iassist-1152	116	21	we	we	PRON
iassist-1152	116	22	released	release	VERB
iassist-1152	116	23	the	the	DET
iassist-1152	116	24	updated	update	VERB
iassist-1152	116	25	version	version	NOUN
iassist-1152	116	26	on	on	ADP
iassist-1152	116	27	the	the	DET
iassist-1152	116	28	university	university	PROPN
iassist-1152	116	29	of	of	ADP
iassist-1152	116	30	pennsylvania	pennsylvania	PROPN
iassist-1152	116	31	’s	’s	PART
iassist-1152	116	32	institutional	institutional	ADJ
iassist-1152	116	33	repository	repository	NOUN
iassist-1152	116	34	,	,	PUNCT
iassist-1152	116	35	scholarlycommons	scholarlycommon	NOUN
iassist-1152	116	36	.	.	PUNCT
iassist-1152	117	1	the	the	DET
iassist-1152	117	2	feedback	feedback	NOUN
iassist-1152	117	3	from	from	ADP
iassist-1152	117	4	the	the	DET
iassist-1152	117	5	team	team	NOUN
iassist-1152	117	6	and	and	CCONJ
iassist-1152	117	7	the	the	DET
iassist-1152	117	8	fair	fair	ADJ
iassist-1152	117	9	expert	expert	NOUN
iassist-1152	117	10	helped	help	VERB
iassist-1152	117	11	us	we	PRON
iassist-1152	117	12	understand	understand	VERB
iassist-1152	117	13	what	what	PRON
iassist-1152	117	14	we	we	PRON
iassist-1152	117	15	could	could	AUX
iassist-1152	117	16	improve	improve	VERB
iassist-1152	117	17	in	in	ADP
iassist-1152	117	18	the	the	DET
iassist-1152	117	19	assessment	assessment	NOUN
iassist-1152	117	20	and	and	CCONJ
iassist-1152	117	21	the	the	DET
iassist-1152	117	22	information	information	NOUN
iassist-1152	117	23	that	that	PRON
iassist-1152	117	24	researchers	researcher	NOUN
iassist-1152	117	25	need	need	VERB
iassist-1152	117	26	to	to	PART
iassist-1152	117	27	understand	understand	VERB
iassist-1152	117	28	the	the	DET
iassist-1152	117	29	fair	fair	ADJ
iassist-1152	117	30	principles	principle	NOUN
iassist-1152	117	31	overall.3	overall.3	NOUN
iassist-1152	117	32	6/9	6/9	NUM
iassist-1152	117	33	phegley	phegley	ADJ
iassist-1152	117	34	,	,	PUNCT
iassist-1152	117	35	lauren	lauren	PROPN
iassist-1152	117	36	&	&	CCONJ
iassist-1152	117	37	lynda	lynda	PROPN
iassist-1152	117	38	kellam	kellam	PROPN
iassist-1152	117	39	(	(	PUNCT
iassist-1152	117	40	2025	2025	NUM
iassist-1152	117	41	)	)	PUNCT
iassist-1152	117	42	.	.	PUNCT
iassist-1152	118	1	how	how	SCONJ
iassist-1152	118	2	are	be	AUX
iassist-1152	118	3	we	we	PRON
iassist-1152	118	4	fair	fair	ADJ
iassist-1152	118	5	-	-	PUNCT
iassist-1152	118	6	ing	ing	NOUN
iassist-1152	118	7	?	?	PUNCT
iassist-1152	119	1	creating	create	VERB
iassist-1152	119	2	a	a	DET
iassist-1152	119	3	fair	fair	ADJ
iassist-1152	119	4	self	self	NOUN
iassist-1152	119	5	-	-	PUNCT
iassist-1152	119	6	assessment	assessment	NOUN
iassist-1152	119	7	checklist	checklist	NOUN
iassist-1152	119	8	for	for	ADP
iassist-1152	119	9	data	data	NOUN
iassist-1152	119	10	repositories	repository	NOUN
iassist-1152	119	11	,	,	PUNCT
iassist-1152	119	12	iassist	iassist	VERB
iassist-1152	119	13	quarterly	quarterly	ADJ
iassist-1152	119	14	49(3	49(3	PROPN
iassist-1152	119	15	)	)	PUNCT
iassist-1152	119	16	,	,	PUNCT
iassist-1152	119	17	pp	pp	PROPN
iassist-1152	119	18	.	.	PUNCT
iassist-1152	120	1	1	1	NUM
iassist-1152	120	2	-	-	SYM
iassist-1152	120	3	9	9	NUM
iassist-1152	120	4	.	.	PUNCT
iassist-1152	120	5	doi	doi	NOUN
iassist-1152	120	6	:	:	PUNCT
iassist-1152	120	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	DET
iassist-1152	120	8	addition	addition	NOUN
iassist-1152	120	9	to	to	ADP
iassist-1152	120	10	the	the	DET
iassist-1152	120	11	fair	fair	ADJ
iassist-1152	120	12	landscape	landscape	NOUN
iassist-1152	120	13	our	our	PRON
iassist-1152	120	14	assessment	assessment	NOUN
iassist-1152	120	15	builds	build	VERB
iassist-1152	120	16	on	on	ADP
iassist-1152	120	17	the	the	DET
iassist-1152	120	18	existing	exist	VERB
iassist-1152	120	19	fair	fair	ADJ
iassist-1152	120	20	principles	principle	NOUN
iassist-1152	120	21	research	research	NOUN
iassist-1152	120	22	by	by	ADP
iassist-1152	120	23	shifting	shift	VERB
iassist-1152	120	24	the	the	DET
iassist-1152	120	25	focus	focus	NOUN
iassist-1152	120	26	of	of	ADP
iassist-1152	120	27	what	what	PRON
iassist-1152	120	28	is	be	AUX
iassist-1152	120	29	being	be	AUX
iassist-1152	120	30	evaluated	evaluate	VERB
iassist-1152	120	31	.	.	PUNCT
iassist-1152	121	1	while	while	SCONJ
iassist-1152	121	2	the	the	DET
iassist-1152	121	3	originating	originate	VERB
iassist-1152	121	4	fair	fair	ADJ
iassist-1152	121	5	principles	principle	NOUN
iassist-1152	121	6	article	article	NOUN
iassist-1152	121	7	by	by	ADP
iassist-1152	121	8	wilkinson	wilkinson	PROPN
iassist-1152	121	9	et	et	PROPN
iassist-1152	121	10	al	al	PROPN
iassist-1152	121	11	.	.	PROPN
iassist-1152	121	12	(	(	PUNCT
iassist-1152	121	13	2016	2016	NUM
iassist-1152	121	14	)	)	PUNCT
iassist-1152	121	15	states	state	NOUN
iassist-1152	121	16	,	,	PUNCT
iassist-1152	121	17	“	"	PUNCT
iassist-1152	121	18	the	the	DET
iassist-1152	121	19	principles	principle	NOUN
iassist-1152	121	20	define	define	VERB
iassist-1152	121	21	characteristics	characteristic	NOUN
iassist-1152	121	22	that	that	SCONJ
iassist-1152	121	23	contemporary	contemporary	ADJ
iassist-1152	121	24	data	datum	NOUN
iassist-1152	121	25	resources	resource	NOUN
iassist-1152	121	26	,	,	PUNCT
iassist-1152	121	27	tools	tool	NOUN
iassist-1152	121	28	,	,	PUNCT
iassist-1152	121	29	vocabularies	vocabulary	NOUN
iassist-1152	121	30	,	,	PUNCT
iassist-1152	121	31	and	and	CCONJ
iassist-1152	121	32	infrastructures	infrastructure	NOUN
iassist-1152	121	33	should	should	AUX
iassist-1152	121	34	exhibit	exhibit	VERB
iassist-1152	121	35	to	to	PART
iassist-1152	121	36	assist	assist	VERB
iassist-1152	121	37	discovery	discovery	NOUN
iassist-1152	121	38	and	and	CCONJ
iassist-1152	121	39	reuse	reuse	NOUN
iassist-1152	121	40	by	by	ADP
iassist-1152	121	41	third	third	ADJ
iassist-1152	121	42	-	-	PUNCT
iassist-1152	121	43	parties	party	NOUN
iassist-1152	121	44	”	"	PUNCT
iassist-1152	121	45	,	,	PUNCT
iassist-1152	121	46	many	many	ADJ
iassist-1152	121	47	tools	tool	NOUN
iassist-1152	121	48	currently	currently	ADV
iassist-1152	121	49	are	be	AUX
iassist-1152	121	50	oriented	orient	VERB
iassist-1152	121	51	towards	towards	ADP
iassist-1152	121	52	data	datum	NOUN
iassist-1152	121	53	objects	object	NOUN
iassist-1152	121	54	.	.	PUNCT
iassist-1152	122	1	only	only	ADV
iassist-1152	122	2	a	a	DET
iassist-1152	122	3	few	few	ADJ
iassist-1152	122	4	resources	resource	NOUN
iassist-1152	122	5	are	be	AUX
iassist-1152	122	6	oriented	orient	VERB
iassist-1152	122	7	toward	toward	ADP
iassist-1152	122	8	supporting	support	VERB
iassist-1152	122	9	fair	fair	ADJ
iassist-1152	122	10	-	-	PUNCT
iassist-1152	122	11	enabling	enable	VERB
iassist-1152	122	12	data	datum	NOUN
iassist-1152	122	13	repository	repository	NOUN
iassist-1152	122	14	infrastructures	infrastructure	NOUN
iassist-1152	122	15	.	.	PUNCT
iassist-1152	123	1	we	we	PRON
iassist-1152	123	2	anticipate	anticipate	VERB
iassist-1152	123	3	that	that	SCONJ
iassist-1152	123	4	as	as	SCONJ
iassist-1152	123	5	the	the	DET
iassist-1152	123	6	fair	fair	ADJ
iassist-1152	123	7	principles	principle	NOUN
iassist-1152	123	8	continue	continue	VERB
iassist-1152	123	9	to	to	PART
iassist-1152	123	10	gain	gain	VERB
iassist-1152	123	11	attention	attention	NOUN
iassist-1152	123	12	and	and	CCONJ
iassist-1152	123	13	have	have	AUX
iassist-1152	123	14	increased	increase	VERB
iassist-1152	123	15	uptake	uptake	ADJ
iassist-1152	123	16	,	,	PUNCT
iassist-1152	123	17	especially	especially	ADV
iassist-1152	123	18	outside	outside	ADV
iassist-1152	123	19	of	of	ADP
iassist-1152	123	20	the	the	DET
iassist-1152	123	21	core	core	NOUN
iassist-1152	123	22	library	library	NOUN
iassist-1152	123	23	and	and	CCONJ
iassist-1152	123	24	data	datum	NOUN
iassist-1152	123	25	communities	community	NOUN
iassist-1152	123	26	,	,	PUNCT
iassist-1152	123	27	the	the	DET
iassist-1152	123	28	principles	principle	NOUN
iassist-1152	123	29	will	will	AUX
iassist-1152	123	30	continue	continue	VERB
iassist-1152	123	31	to	to	PART
iassist-1152	123	32	be	be	AUX
iassist-1152	123	33	adopted	adopt	VERB
iassist-1152	123	34	as	as	ADP
iassist-1152	123	35	a	a	DET
iassist-1152	123	36	standard	standard	NOUN
iassist-1152	123	37	for	for	ADP
iassist-1152	123	38	other	other	ADJ
iassist-1152	123	39	adjacent	adjacent	ADJ
iassist-1152	123	40	assets	asset	NOUN
iassist-1152	123	41	.	.	PUNCT
iassist-1152	124	1	a	a	DET
iassist-1152	124	2	second	second	ADJ
iassist-1152	124	3	aspect	aspect	NOUN
iassist-1152	124	4	of	of	ADP
iassist-1152	124	5	this	this	DET
iassist-1152	124	6	assessment	assessment	NOUN
iassist-1152	124	7	is	be	AUX
iassist-1152	124	8	that	that	SCONJ
iassist-1152	124	9	it	it	PRON
iassist-1152	124	10	differentiates	differentiate	VERB
iassist-1152	124	11	between	between	ADP
iassist-1152	124	12	the	the	DET
iassist-1152	124	13	data	data	NOUN
iassist-1152	124	14	creator	creator	NOUN
iassist-1152	124	15	and	and	CCONJ
iassist-1152	124	16	the	the	DET
iassist-1152	124	17	repository	repository	NOUN
iassist-1152	124	18	team	team	NOUN
iassist-1152	124	19	regarding	regard	VERB
iassist-1152	124	20	who	who	PRON
iassist-1152	124	21	is	be	AUX
iassist-1152	124	22	enacting	enact	VERB
iassist-1152	124	23	the	the	DET
iassist-1152	124	24	fair	fair	ADJ
iassist-1152	124	25	principles	principle	NOUN
iassist-1152	124	26	.	.	PUNCT
iassist-1152	125	1	our	our	PRON
iassist-1152	125	2	tool	tool	NOUN
iassist-1152	125	3	is	be	AUX
iassist-1152	125	4	made	make	VERB
iassist-1152	125	5	to	to	PART
iassist-1152	125	6	evaluate	evaluate	VERB
iassist-1152	125	7	the	the	DET
iassist-1152	125	8	fair	fair	ADV
iassist-1152	125	9	-	-	PUNCT
iassist-1152	125	10	enabling	enable	VERB
iassist-1152	125	11	adoption	adoption	NOUN
iassist-1152	125	12	levels	level	NOUN
iassist-1152	125	13	of	of	ADP
iassist-1152	125	14	a	a	DET
iassist-1152	125	15	repository	repository	NOUN
iassist-1152	125	16	,	,	PUNCT
iassist-1152	125	17	not	not	PART
iassist-1152	125	18	to	to	PART
iassist-1152	125	19	evaluate	evaluate	VERB
iassist-1152	125	20	any	any	DET
iassist-1152	125	21	individual	individual	ADJ
iassist-1152	125	22	dataset	dataset	NOUN
iassist-1152	125	23	.	.	PUNCT
iassist-1152	126	1	for	for	ADP
iassist-1152	126	2	criteria	criterion	NOUN
iassist-1152	126	3	that	that	PRON
iassist-1152	126	4	would	would	AUX
iassist-1152	126	5	traditionally	traditionally	ADV
iassist-1152	126	6	be	be	AUX
iassist-1152	126	7	the	the	DET
iassist-1152	126	8	responsibility	responsibility	NOUN
iassist-1152	126	9	of	of	ADP
iassist-1152	126	10	the	the	DET
iassist-1152	126	11	data	data	NOUN
iassist-1152	126	12	creator	creator	NOUN
iassist-1152	126	13	,	,	PUNCT
iassist-1152	126	14	such	such	ADJ
iassist-1152	126	15	as	as	ADP
iassist-1152	126	16	data	data	NOUN
iassist-1152	126	17	format	format	NOUN
iassist-1152	126	18	or	or	CCONJ
iassist-1152	126	19	documentation	documentation	NOUN
iassist-1152	126	20	,	,	PUNCT
iassist-1152	126	21	our	our	PRON
iassist-1152	126	22	assessment	assessment	NOUN
iassist-1152	126	23	allows	allow	VERB
iassist-1152	126	24	repository	repository	NOUN
iassist-1152	126	25	teams	team	NOUN
iassist-1152	126	26	to	to	PART
iassist-1152	126	27	indicate	indicate	VERB
iassist-1152	126	28	that	that	SCONJ
iassist-1152	126	29	they	they	PRON
iassist-1152	126	30	encourage	encourage	VERB
iassist-1152	126	31	or	or	CCONJ
iassist-1152	126	32	require	require	VERB
iassist-1152	126	33	a	a	DET
iassist-1152	126	34	certain	certain	ADJ
iassist-1152	126	35	action	action	NOUN
iassist-1152	126	36	.	.	PUNCT
iassist-1152	127	1	assessment	assessment	NOUN
iassist-1152	127	2	tools	tool	NOUN
iassist-1152	127	3	should	should	AUX
iassist-1152	127	4	not	not	PART
iassist-1152	127	5	assume	assume	VERB
iassist-1152	127	6	that	that	SCONJ
iassist-1152	127	7	the	the	DET
iassist-1152	127	8	creators	creator	NOUN
iassist-1152	127	9	of	of	ADP
iassist-1152	127	10	the	the	DET
iassist-1152	127	11	datasets	dataset	NOUN
iassist-1152	127	12	will	will	AUX
iassist-1152	127	13	update	update	VERB
iassist-1152	127	14	the	the	DET
iassist-1152	127	15	datasets	dataset	NOUN
iassist-1152	127	16	to	to	PART
iassist-1152	127	17	comply	comply	VERB
iassist-1152	127	18	with	with	ADP
iassist-1152	127	19	fair	fair	ADJ
iassist-1152	127	20	principles	principle	NOUN
iassist-1152	127	21	or	or	CCONJ
iassist-1152	127	22	that	that	SCONJ
iassist-1152	127	23	the	the	DET
iassist-1152	127	24	individuals	individual	NOUN
iassist-1152	127	25	running	run	VERB
iassist-1152	127	26	the	the	DET
iassist-1152	127	27	repository	repository	NOUN
iassist-1152	127	28	have	have	VERB
iassist-1152	127	29	the	the	DET
iassist-1152	127	30	time	time	NOUN
iassist-1152	127	31	or	or	CCONJ
iassist-1152	127	32	tools	tool	NOUN
iassist-1152	127	33	to	to	PART
iassist-1152	127	34	do	do	VERB
iassist-1152	127	35	it	it	PRON
iassist-1152	127	36	themselves	themselves	PRON
iassist-1152	127	37	.	.	PUNCT
iassist-1152	128	1	we	we	PRON
iassist-1152	128	2	can	can	AUX
iassist-1152	128	3	not	not	PART
iassist-1152	128	4	fully	fully	ADV
iassist-1152	128	5	assess	assess	VERB
iassist-1152	128	6	a	a	DET
iassist-1152	128	7	repository	repository	NOUN
iassist-1152	128	8	and	and	CCONJ
iassist-1152	128	9	its	its	PRON
iassist-1152	128	10	containing	contain	VERB
iassist-1152	128	11	datasets	dataset	NOUN
iassist-1152	128	12	as	as	ADP
iassist-1152	128	13	one	one	NUM
iassist-1152	128	14	unit	unit	NOUN
iassist-1152	128	15	until	until	SCONJ
iassist-1152	128	16	we	we	PRON
iassist-1152	128	17	realize	realize	VERB
iassist-1152	128	18	sharing	share	VERB
iassist-1152	128	19	fair	fair	ADJ
iassist-1152	128	20	data	datum	NOUN
iassist-1152	128	21	has	have	VERB
iassist-1152	128	22	to	to	PART
iassist-1152	128	23	be	be	AUX
iassist-1152	128	24	a	a	DET
iassist-1152	128	25	conversation	conversation	NOUN
iassist-1152	128	26	between	between	ADP
iassist-1152	128	27	the	the	DET
iassist-1152	128	28	data	data	NOUN
iassist-1152	128	29	creator	creator	NOUN
iassist-1152	128	30	and	and	CCONJ
iassist-1152	128	31	the	the	DET
iassist-1152	128	32	repository	repository	NOUN
iassist-1152	128	33	manager	manager	NOUN
iassist-1152	128	34	,	,	PUNCT
iassist-1152	128	35	as	as	SCONJ
iassist-1152	128	36	neither	neither	PRON
iassist-1152	128	37	can	can	AUX
iassist-1152	128	38	be	be	AUX
iassist-1152	128	39	fair	fair	ADV
iassist-1152	128	40	-	-	PUNCT
iassist-1152	128	41	enabling	enable	VERB
iassist-1152	128	42	alone	alone	ADV
iassist-1152	128	43	.	.	PUNCT
iassist-1152	129	1	from	from	ADP
iassist-1152	129	2	the	the	DET
iassist-1152	129	3	beginning	beginning	NOUN
iassist-1152	129	4	of	of	ADP
iassist-1152	129	5	this	this	DET
iassist-1152	129	6	endeavor	endeavor	NOUN
iassist-1152	129	7	,	,	PUNCT
iassist-1152	129	8	we	we	PRON
iassist-1152	129	9	have	have	AUX
iassist-1152	129	10	approached	approach	VERB
iassist-1152	129	11	the	the	DET
iassist-1152	129	12	fair	fair	ADJ
iassist-1152	129	13	principles	principle	NOUN
iassist-1152	129	14	as	as	ADP
iassist-1152	129	15	a	a	DET
iassist-1152	129	16	goal	goal	NOUN
iassist-1152	129	17	to	to	PART
iassist-1152	129	18	achieve	achieve	VERB
iassist-1152	129	19	rather	rather	ADV
iassist-1152	129	20	than	than	ADP
iassist-1152	129	21	a	a	DET
iassist-1152	129	22	marker	marker	NOUN
iassist-1152	129	23	of	of	ADP
iassist-1152	129	24	success	success	NOUN
iassist-1152	129	25	or	or	CCONJ
iassist-1152	129	26	failure	failure	NOUN
iassist-1152	129	27	.	.	PUNCT
iassist-1152	130	1	we	we	PRON
iassist-1152	130	2	do	do	AUX
iassist-1152	130	3	not	not	PART
iassist-1152	130	4	want	want	VERB
iassist-1152	130	5	repository	repository	NOUN
iassist-1152	130	6	managers	manager	NOUN
iassist-1152	130	7	to	to	PART
iassist-1152	130	8	assume	assume	VERB
iassist-1152	130	9	they	they	PRON
iassist-1152	130	10	fail	fail	VERB
iassist-1152	130	11	if	if	SCONJ
iassist-1152	130	12	they	they	PRON
iassist-1152	130	13	are	be	AUX
iassist-1152	130	14	not	not	PART
iassist-1152	130	15	fully	fully	ADV
iassist-1152	130	16	fair	fair	ADV
iassist-1152	130	17	-	-	PUNCT
iassist-1152	130	18	enabling	enable	VERB
iassist-1152	130	19	.	.	PUNCT
iassist-1152	131	1	we	we	PRON
iassist-1152	131	2	want	want	VERB
iassist-1152	131	3	the	the	DET
iassist-1152	131	4	tool	tool	NOUN
iassist-1152	131	5	to	to	PART
iassist-1152	131	6	enable	enable	VERB
iassist-1152	131	7	honest	honest	ADJ
iassist-1152	131	8	evaluation	evaluation	NOUN
iassist-1152	131	9	of	of	ADP
iassist-1152	131	10	the	the	DET
iassist-1152	131	11	fair	fair	ADJ
iassist-1152	131	12	status	status	NOUN
iassist-1152	131	13	of	of	ADP
iassist-1152	131	14	the	the	DET
iassist-1152	131	15	repository	repository	NOUN
iassist-1152	131	16	and	and	CCONJ
iassist-1152	131	17	provide	provide	VERB
iassist-1152	131	18	a	a	DET
iassist-1152	131	19	plan	plan	NOUN
iassist-1152	131	20	with	with	ADP
iassist-1152	131	21	concrete	concrete	ADJ
iassist-1152	131	22	steps	step	NOUN
iassist-1152	131	23	towards	towards	ADP
iassist-1152	131	24	further	further	ADJ
iassist-1152	131	25	adoption	adoption	NOUN
iassist-1152	131	26	of	of	ADP
iassist-1152	131	27	the	the	DET
iassist-1152	131	28	fair	fair	ADJ
iassist-1152	131	29	principles	principle	NOUN
iassist-1152	131	30	.	.	PUNCT
iassist-1152	132	1	our	our	PRON
iassist-1152	132	2	goal	goal	NOUN
iassist-1152	132	3	was	be	AUX
iassist-1152	132	4	to	to	PART
iassist-1152	132	5	take	take	VERB
iassist-1152	132	6	a	a	DET
iassist-1152	132	7	step	step	NOUN
iassist-1152	132	8	towards	towards	ADP
iassist-1152	132	9	making	make	VERB
iassist-1152	132	10	the	the	DET
iassist-1152	132	11	fair	fair	ADJ
iassist-1152	132	12	principles	principle	NOUN
iassist-1152	132	13	in	in	ADP
iassist-1152	132	14	this	this	DET
iassist-1152	132	15	assessment	assessment	NOUN
iassist-1152	132	16	usable	usable	ADJ
iassist-1152	132	17	for	for	ADP
iassist-1152	132	18	those	those	PRON
iassist-1152	132	19	without	without	ADP
iassist-1152	132	20	an	an	DET
iassist-1152	132	21	information	information	NOUN
iassist-1152	132	22	science	science	NOUN
iassist-1152	132	23	or	or	CCONJ
iassist-1152	132	24	data	datum	NOUN
iassist-1152	132	25	background	background	NOUN
iassist-1152	132	26	.	.	PUNCT
iassist-1152	133	1	approaching	approach	VERB
iassist-1152	133	2	assessment	assessment	NOUN
iassist-1152	133	3	from	from	ADP
iassist-1152	133	4	a	a	DET
iassist-1152	133	5	place	place	NOUN
iassist-1152	133	6	of	of	ADP
iassist-1152	133	7	shame	shame	NOUN
iassist-1152	133	8	or	or	CCONJ
iassist-1152	133	9	admonishment	admonishment	ADJ
iassist-1152	133	10	for	for	ADP
iassist-1152	133	11	not	not	PART
iassist-1152	133	12	fully	fully	ADV
iassist-1152	133	13	implementing	implement	VERB
iassist-1152	133	14	the	the	DET
iassist-1152	133	15	fair	fair	ADJ
iassist-1152	133	16	principles	principle	NOUN
iassist-1152	133	17	negates	negate	VERB
iassist-1152	133	18	the	the	DET
iassist-1152	133	19	tool	tool	NOUN
iassist-1152	133	20	's	's	PART
iassist-1152	133	21	usefulness	usefulness	NOUN
iassist-1152	133	22	by	by	ADP
iassist-1152	133	23	removing	remove	VERB
iassist-1152	133	24	the	the	DET
iassist-1152	133	25	possibility	possibility	NOUN
iassist-1152	133	26	for	for	ADP
iassist-1152	133	27	learning	learning	NOUN
iassist-1152	133	28	and	and	CCONJ
iassist-1152	133	29	growth	growth	NOUN
iassist-1152	133	30	.	.	PUNCT
iassist-1152	134	1	lessons	lesson	NOUN
iassist-1152	134	2	learned	learn	VERB
iassist-1152	134	3	the	the	DET
iassist-1152	134	4	first	first	ADJ
iassist-1152	134	5	lesson	lesson	NOUN
iassist-1152	134	6	we	we	PRON
iassist-1152	134	7	learned	learn	VERB
iassist-1152	134	8	was	be	AUX
iassist-1152	134	9	that	that	SCONJ
iassist-1152	134	10	the	the	DET
iassist-1152	134	11	current	current	ADJ
iassist-1152	134	12	fair	fair	ADJ
iassist-1152	134	13	principles	principle	NOUN
iassist-1152	134	14	information	information	NOUN
iassist-1152	134	15	ecosystem	ecosystem	NOUN
iassist-1152	134	16	expects	expect	VERB
iassist-1152	134	17	a	a	DET
iassist-1152	134	18	certain	certain	ADJ
iassist-1152	134	19	amount	amount	NOUN
iassist-1152	134	20	of	of	ADP
iassist-1152	134	21	background	background	NOUN
iassist-1152	134	22	knowledge	knowledge	NOUN
iassist-1152	134	23	prior	prior	ADV
iassist-1152	134	24	to	to	ADP
iassist-1152	134	25	introducing	introduce	VERB
iassist-1152	134	26	the	the	DET
iassist-1152	134	27	principles	principle	NOUN
iassist-1152	134	28	.	.	PUNCT
iassist-1152	135	1	few	few	ADJ
iassist-1152	135	2	materials	material	NOUN
iassist-1152	135	3	attempt	attempt	VERB
iassist-1152	135	4	to	to	PART
iassist-1152	135	5	explain	explain	VERB
iassist-1152	135	6	topics	topic	NOUN
iassist-1152	135	7	like	like	ADP
iassist-1152	135	8	“	"	PUNCT
iassist-1152	135	9	protocols	protocol	NOUN
iassist-1152	135	10	”	"	PUNCT
iassist-1152	135	11	in	in	ADP
iassist-1152	135	12	an	an	DET
iassist-1152	135	13	accessible	accessible	ADJ
iassist-1152	135	14	way	way	NOUN
iassist-1152	135	15	.	.	PUNCT
iassist-1152	136	1	most	most	ADJ
iassist-1152	136	2	materials	material	NOUN
iassist-1152	136	3	seem	seem	VERB
iassist-1152	136	4	to	to	PART
iassist-1152	136	5	be	be	AUX
iassist-1152	136	6	written	write	VERB
iassist-1152	136	7	by	by	ADP
iassist-1152	136	8	information	information	NOUN
iassist-1152	136	9	professionals	professional	NOUN
iassist-1152	136	10	for	for	ADP
iassist-1152	136	11	information	information	NOUN
iassist-1152	136	12	professionals	professional	NOUN
iassist-1152	136	13	,	,	PUNCT
iassist-1152	136	14	which	which	PRON
iassist-1152	136	15	defeats	defeat	VERB
iassist-1152	136	16	the	the	DET
iassist-1152	136	17	purpose	purpose	NOUN
iassist-1152	136	18	of	of	ADP
iassist-1152	136	19	trying	try	VERB
iassist-1152	136	20	to	to	PART
iassist-1152	136	21	increase	increase	VERB
iassist-1152	136	22	adoption	adoption	NOUN
iassist-1152	136	23	among	among	ADP
iassist-1152	136	24	all	all	DET
iassist-1152	136	25	data	datum	NOUN
iassist-1152	136	26	stakeholders	stakeholder	NOUN
iassist-1152	136	27	.	.	PUNCT
iassist-1152	137	1	implementing	implement	VERB
iassist-1152	137	2	tools	tool	NOUN
iassist-1152	137	3	to	to	PART
iassist-1152	137	4	create	create	VERB
iassist-1152	137	5	or	or	CCONJ
iassist-1152	137	6	support	support	VERB
iassist-1152	137	7	faircompliant	faircompliant	ADJ
iassist-1152	137	8	data	datum	NOUN
iassist-1152	137	9	will	will	AUX
iassist-1152	137	10	only	only	ADV
iassist-1152	137	11	be	be	AUX
iassist-1152	137	12	useful	useful	ADJ
iassist-1152	137	13	if	if	SCONJ
iassist-1152	137	14	the	the	DET
iassist-1152	137	15	individuals	individual	NOUN
iassist-1152	137	16	implementing	implement	VERB
iassist-1152	137	17	them	they	PRON
iassist-1152	137	18	understand	understand	VERB
iassist-1152	137	19	the	the	DET
iassist-1152	137	20	entire	entire	ADJ
iassist-1152	137	21	fairification	fairification	NOUN
iassist-1152	137	22	process	process	NOUN
iassist-1152	137	23	(	(	PUNCT
iassist-1152	137	24	david	david	PROPN
iassist-1152	137	25	et	et	PROPN
iassist-1152	137	26	al	al	PROPN
iassist-1152	137	27	.	.	PROPN
iassist-1152	137	28	,	,	PUNCT
iassist-1152	137	29	2020	2020	NUM
iassist-1152	137	30	)	)	PUNCT
iassist-1152	137	31	.	.	PUNCT
iassist-1152	138	1	we	we	PRON
iassist-1152	138	2	need	need	VERB
iassist-1152	138	3	to	to	PART
iassist-1152	138	4	create	create	VERB
iassist-1152	138	5	information	information	NOUN
iassist-1152	138	6	and	and	CCONJ
iassist-1152	138	7	tools	tool	NOUN
iassist-1152	138	8	that	that	PRON
iassist-1152	138	9	support	support	VERB
iassist-1152	138	10	researchers	researcher	NOUN
iassist-1152	138	11	beginning	begin	VERB
iassist-1152	138	12	their	their	PRON
iassist-1152	138	13	fair	fair	ADJ
iassist-1152	138	14	journey	journey	NOUN
iassist-1152	138	15	without	without	ADP
iassist-1152	138	16	expecting	expect	VERB
iassist-1152	138	17	knowledge	knowledge	NOUN
iassist-1152	138	18	on	on	ADP
iassist-1152	138	19	topics	topic	NOUN
iassist-1152	138	20	such	such	ADJ
iassist-1152	138	21	as	as	ADP
iassist-1152	138	22	machine	machine	NOUN
iassist-1152	138	23	actionability	actionability	NOUN
iassist-1152	138	24	or	or	CCONJ
iassist-1152	138	25	metadata	metadata	NOUN
iassist-1152	138	26	.	.	PUNCT
iassist-1152	139	1	if	if	SCONJ
iassist-1152	139	2	we	we	PRON
iassist-1152	139	3	believe	believe	VERB
iassist-1152	139	4	in	in	ADP
iassist-1152	139	5	the	the	DET
iassist-1152	139	6	importance	importance	NOUN
iassist-1152	139	7	of	of	ADP
iassist-1152	139	8	fair	fair	ADJ
iassist-1152	139	9	data	datum	NOUN
iassist-1152	139	10	,	,	PUNCT
iassist-1152	139	11	we	we	PRON
iassist-1152	139	12	need	need	VERB
iassist-1152	139	13	to	to	PART
iassist-1152	139	14	create	create	VERB
iassist-1152	139	15	scaffolded	scaffolded	ADJ
iassist-1152	139	16	learning	learning	NOUN
iassist-1152	139	17	material	material	NOUN
iassist-1152	139	18	and	and	CCONJ
iassist-1152	139	19	tools	tool	NOUN
iassist-1152	139	20	.	.	PUNCT
iassist-1152	140	1	this	this	DET
iassist-1152	140	2	lesson	lesson	NOUN
iassist-1152	140	3	was	be	AUX
iassist-1152	140	4	informed	inform	VERB
iassist-1152	140	5	by	by	ADP
iassist-1152	140	6	our	our	PRON
iassist-1152	140	7	experience	experience	NOUN
iassist-1152	140	8	reviewing	review	VERB
iassist-1152	140	9	the	the	DET
iassist-1152	140	10	fair	fair	ADJ
iassist-1152	140	11	principles	principle	NOUN
iassist-1152	140	12	literature	literature	NOUN
iassist-1152	140	13	and	and	CCONJ
iassist-1152	140	14	the	the	DET
iassist-1152	140	15	repository	repository	NOUN
iassist-1152	140	16	teams	team	NOUN
iassist-1152	140	17	’	’	PART
iassist-1152	140	18	feedback	feedback	NOUN
iassist-1152	140	19	on	on	ADP
iassist-1152	140	20	our	our	PRON
iassist-1152	140	21	assessment	assessment	NOUN
iassist-1152	140	22	.	.	PUNCT
iassist-1152	141	1	our	our	PRON
iassist-1152	141	2	experience	experience	NOUN
iassist-1152	141	3	demonstrated	demonstrate	VERB
iassist-1152	141	4	that	that	SCONJ
iassist-1152	141	5	there	there	PRON
iassist-1152	141	6	is	be	VERB
iassist-1152	141	7	a	a	DET
iassist-1152	141	8	conceptual	conceptual	ADJ
iassist-1152	141	9	knowledge	knowledge	NOUN
iassist-1152	141	10	gap	gap	NOUN
iassist-1152	141	11	between	between	ADP
iassist-1152	141	12	the	the	DET
iassist-1152	141	13	concept	concept	NOUN
iassist-1152	141	14	of	of	ADP
iassist-1152	141	15	data	datum	NOUN
iassist-1152	141	16	and	and	CCONJ
iassist-1152	141	17	the	the	DET
iassist-1152	141	18	application	application	NOUN
iassist-1152	141	19	of	of	ADP
iassist-1152	141	20	the	the	DET
iassist-1152	141	21	fair	fair	ADJ
iassist-1152	141	22	principles	principle	NOUN
iassist-1152	141	23	.	.	PUNCT
iassist-1152	142	1	the	the	DET
iassist-1152	142	2	repository	repository	NOUN
iassist-1152	142	3	7/9	7/9	NUM
iassist-1152	142	4	phegley	phegley	ADJ
iassist-1152	142	5	,	,	PUNCT
iassist-1152	142	6	lauren	lauren	PROPN
iassist-1152	142	7	&	&	CCONJ
iassist-1152	142	8	lynda	lynda	PROPN
iassist-1152	142	9	kellam	kellam	PROPN
iassist-1152	142	10	(	(	PUNCT
iassist-1152	142	11	2025	2025	NUM
iassist-1152	142	12	)	)	PUNCT
iassist-1152	142	13	.	.	PUNCT
iassist-1152	143	1	how	how	SCONJ
iassist-1152	143	2	are	be	AUX
iassist-1152	143	3	we	we	PRON
iassist-1152	143	4	fair	fair	ADJ
iassist-1152	143	5	-	-	PUNCT
iassist-1152	143	6	ing	ing	NOUN
iassist-1152	143	7	?	?	PUNCT
iassist-1152	144	1	creating	create	VERB
iassist-1152	144	2	a	a	DET
iassist-1152	144	3	fair	fair	ADJ
iassist-1152	144	4	self	self	NOUN
iassist-1152	144	5	-	-	PUNCT
iassist-1152	144	6	assessment	assessment	NOUN
iassist-1152	144	7	checklist	checklist	NOUN
iassist-1152	144	8	for	for	ADP
iassist-1152	144	9	data	data	NOUN
iassist-1152	144	10	repositories	repository	NOUN
iassist-1152	144	11	,	,	PUNCT
iassist-1152	144	12	iassist	iassist	VERB
iassist-1152	144	13	quarterly	quarterly	ADJ
iassist-1152	144	14	49(3	49(3	PROPN
iassist-1152	144	15	)	)	PUNCT
iassist-1152	144	16	,	,	PUNCT
iassist-1152	144	17	pp	pp	PROPN
iassist-1152	144	18	.	.	PUNCT
iassist-1152	145	1	1	1	NUM
iassist-1152	145	2	-	-	SYM
iassist-1152	145	3	9	9	NUM
iassist-1152	145	4	.	.	PUNCT
iassist-1152	145	5	doi	doi	NOUN
iassist-1152	145	6	:	:	PUNCT
iassist-1152	145	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	DET
iassist-1152	145	8	team	team	NOUN
iassist-1152	145	9	had	have	VERB
iassist-1152	145	10	a	a	DET
iassist-1152	145	11	deep	deep	ADJ
iassist-1152	145	12	expertise	expertise	NOUN
iassist-1152	145	13	with	with	ADP
iassist-1152	145	14	data	datum	NOUN
iassist-1152	145	15	,	,	PUNCT
iassist-1152	145	16	specifically	specifically	ADV
iassist-1152	145	17	bioinformatics	bioinformatics	NOUN
iassist-1152	145	18	data	datum	NOUN
iassist-1152	145	19	,	,	PUNCT
iassist-1152	145	20	but	but	CCONJ
iassist-1152	145	21	that	that	DET
iassist-1152	145	22	knowledge	knowledge	NOUN
iassist-1152	145	23	did	do	AUX
iassist-1152	145	24	not	not	PART
iassist-1152	145	25	directly	directly	ADV
iassist-1152	145	26	translate	translate	VERB
iassist-1152	145	27	into	into	ADP
iassist-1152	145	28	knowledge	knowledge	NOUN
iassist-1152	145	29	of	of	ADP
iassist-1152	145	30	the	the	DET
iassist-1152	145	31	fair	fair	ADJ
iassist-1152	145	32	principles	principle	NOUN
iassist-1152	145	33	.	.	PUNCT
iassist-1152	146	1	even	even	ADV
iassist-1152	146	2	the	the	DET
iassist-1152	146	3	research	research	NOUN
iassist-1152	146	4	data	datum	NOUN
iassist-1152	146	5	engineer	engineer	NOUN
iassist-1152	146	6	on	on	ADP
iassist-1152	146	7	the	the	DET
iassist-1152	146	8	penn	penn	PROPN
iassist-1152	146	9	libraries	libraries	PROPN
iassist-1152	146	10	team	team	PROPN
iassist-1152	146	11	who	who	PRON
iassist-1152	146	12	was	be	AUX
iassist-1152	146	13	familiar	familiar	ADJ
iassist-1152	146	14	with	with	ADP
iassist-1152	146	15	the	the	DET
iassist-1152	146	16	fair	fair	ADJ
iassist-1152	146	17	principles	principle	NOUN
iassist-1152	146	18	had	have	VERB
iassist-1152	146	19	to	to	PART
iassist-1152	146	20	spend	spend	VERB
iassist-1152	146	21	many	many	ADJ
iassist-1152	146	22	hours	hour	NOUN
iassist-1152	146	23	untangling	untangle	VERB
iassist-1152	146	24	jargonfilled	jargonfilled	ADJ
iassist-1152	146	25	sentences	sentence	NOUN
iassist-1152	146	26	,	,	PUNCT
iassist-1152	146	27	defining	define	VERB
iassist-1152	146	28	terms	term	NOUN
iassist-1152	146	29	,	,	PUNCT
iassist-1152	146	30	and	and	CCONJ
iassist-1152	146	31	attempting	attempt	VERB
iassist-1152	146	32	to	to	PART
iassist-1152	146	33	weave	weave	VERB
iassist-1152	146	34	the	the	DET
iassist-1152	146	35	information	information	NOUN
iassist-1152	146	36	into	into	ADP
iassist-1152	146	37	shareable	shareable	ADJ
iassist-1152	146	38	knowledge	knowledge	NOUN
iassist-1152	146	39	.	.	PUNCT
iassist-1152	147	1	the	the	DET
iassist-1152	147	2	repository	repository	NOUN
iassist-1152	147	3	team	team	NOUN
iassist-1152	147	4	let	let	VERB
iassist-1152	147	5	us	we	PRON
iassist-1152	147	6	know	know	VERB
iassist-1152	147	7	that	that	SCONJ
iassist-1152	147	8	while	while	SCONJ
iassist-1152	147	9	using	use	VERB
iassist-1152	147	10	the	the	DET
iassist-1152	147	11	assessment	assessment	NOUN
iassist-1152	147	12	,	,	PUNCT
iassist-1152	147	13	there	there	PRON
iassist-1152	147	14	were	be	VERB
iassist-1152	147	15	certain	certain	ADJ
iassist-1152	147	16	questions	question	NOUN
iassist-1152	147	17	that	that	SCONJ
iassist-1152	147	18	they	they	PRON
iassist-1152	147	19	could	could	AUX
iassist-1152	147	20	not	not	PART
iassist-1152	147	21	answer	answer	VERB
iassist-1152	147	22	due	due	ADP
iassist-1152	147	23	to	to	ADP
iassist-1152	147	24	confusion	confusion	NOUN
iassist-1152	147	25	over	over	ADP
iassist-1152	147	26	the	the	DET
iassist-1152	147	27	criteria	criterion	NOUN
iassist-1152	147	28	’s	’s	PART
iassist-1152	147	29	meaning	meaning	NOUN
iassist-1152	147	30	.	.	PUNCT
iassist-1152	148	1	we	we	PRON
iassist-1152	148	2	attempted	attempt	VERB
iassist-1152	148	3	to	to	PART
iassist-1152	148	4	provide	provide	VERB
iassist-1152	148	5	more	more	ADJ
iassist-1152	148	6	clarification	clarification	NOUN
iassist-1152	148	7	without	without	ADP
iassist-1152	148	8	bogging	bogge	VERB
iassist-1152	148	9	down	down	ADP
iassist-1152	148	10	the	the	DET
iassist-1152	148	11	tool	tool	NOUN
iassist-1152	148	12	by	by	ADP
iassist-1152	148	13	linking	link	VERB
iassist-1152	148	14	to	to	ADP
iassist-1152	148	15	each	each	PRON
iassist-1152	148	16	of	of	ADP
iassist-1152	148	17	the	the	DET
iassist-1152	148	18	principles	principle	NOUN
iassist-1152	148	19	developed	develop	VERB
iassist-1152	148	20	by	by	ADP
iassist-1152	148	21	the	the	DET
iassist-1152	148	22	go	go	ADJ
iassist-1152	148	23	fair	fair	PROPN
iassist-1152	148	24	foundation	foundation	NOUN
iassist-1152	148	25	(	(	PUNCT
iassist-1152	148	26	n.d	n.d	PROPN
iassist-1152	148	27	.	.	PROPN
iassist-1152	148	28	)	)	PUNCT
iassist-1152	148	29	.	.	PUNCT
iassist-1152	149	1	the	the	DET
iassist-1152	149	2	team	team	NOUN
iassist-1152	149	3	did	do	AUX
iassist-1152	149	4	not	not	PART
iassist-1152	149	5	find	find	VERB
iassist-1152	149	6	that	that	SCONJ
iassist-1152	149	7	the	the	DET
iassist-1152	149	8	go	go	ADJ
iassist-1152	149	9	fair	fair	ADJ
iassist-1152	149	10	explanations	explanation	NOUN
iassist-1152	149	11	clarified	clarify	VERB
iassist-1152	149	12	the	the	DET
iassist-1152	149	13	criteria	criterion	NOUN
iassist-1152	149	14	and	and	CCONJ
iassist-1152	149	15	had	have	VERB
iassist-1152	149	16	to	to	PART
iassist-1152	149	17	skip	skip	VERB
iassist-1152	149	18	sections	section	NOUN
iassist-1152	149	19	of	of	ADP
iassist-1152	149	20	our	our	PRON
iassist-1152	149	21	assessment	assessment	NOUN
iassist-1152	149	22	due	due	ADP
iassist-1152	149	23	to	to	ADP
iassist-1152	149	24	this	this	PRON
iassist-1152	149	25	.	.	PUNCT
iassist-1152	150	1	they	they	PRON
iassist-1152	150	2	also	also	ADV
iassist-1152	150	3	wanted	want	VERB
iassist-1152	150	4	to	to	PART
iassist-1152	150	5	see	see	VERB
iassist-1152	150	6	examples	example	NOUN
iassist-1152	150	7	of	of	ADP
iassist-1152	150	8	repositories	repository	NOUN
iassist-1152	150	9	that	that	PRON
iassist-1152	150	10	had	have	AUX
iassist-1152	150	11	fully	fully	ADV
iassist-1152	150	12	implemented	implement	VERB
iassist-1152	150	13	the	the	DET
iassist-1152	150	14	fair	fair	ADJ
iassist-1152	150	15	principles	principle	NOUN
iassist-1152	150	16	to	to	PART
iassist-1152	150	17	emulate	emulate	VERB
iassist-1152	150	18	.	.	PUNCT
iassist-1152	151	1	we	we	PRON
iassist-1152	151	2	agree	agree	VERB
iassist-1152	151	3	this	this	PRON
iassist-1152	151	4	would	would	AUX
iassist-1152	151	5	be	be	AUX
iassist-1152	151	6	an	an	DET
iassist-1152	151	7	incredible	incredible	ADJ
iassist-1152	151	8	learning	learning	NOUN
iassist-1152	151	9	tool	tool	NOUN
iassist-1152	151	10	,	,	PUNCT
iassist-1152	151	11	but	but	CCONJ
iassist-1152	151	12	we	we	PRON
iassist-1152	151	13	are	be	AUX
iassist-1152	151	14	unaware	unaware	ADJ
iassist-1152	151	15	of	of	ADP
iassist-1152	151	16	a	a	DET
iassist-1152	151	17	repository	repository	NOUN
iassist-1152	151	18	that	that	PRON
iassist-1152	151	19	fulfills	fulfill	VERB
iassist-1152	151	20	these	these	DET
iassist-1152	151	21	criteria	criterion	NOUN
iassist-1152	151	22	in	in	ADP
iassist-1152	151	23	a	a	DET
iassist-1152	151	24	way	way	NOUN
iassist-1152	151	25	that	that	PRON
iassist-1152	151	26	can	can	AUX
iassist-1152	151	27	be	be	AUX
iassist-1152	151	28	demonstrated	demonstrate	VERB
iassist-1152	151	29	to	to	ADP
iassist-1152	151	30	individuals	individual	NOUN
iassist-1152	151	31	without	without	ADP
iassist-1152	151	32	requiring	require	VERB
iassist-1152	151	33	administrative	administrative	ADJ
iassist-1152	151	34	-	-	PUNCT
iassist-1152	151	35	level	level	NOUN
iassist-1152	151	36	access	access	NOUN
iassist-1152	151	37	and	and	CCONJ
iassist-1152	151	38	an	an	DET
iassist-1152	151	39	in	in	ADP
iassist-1152	151	40	-	-	PUNCT
iassist-1152	151	41	depth	depth	NOUN
iassist-1152	151	42	walkthrough	walkthrough	NOUN
iassist-1152	151	43	by	by	ADP
iassist-1152	151	44	a	a	DET
iassist-1152	151	45	repository	repository	NOUN
iassist-1152	151	46	staff	staff	NOUN
iassist-1152	151	47	member	member	NOUN
iassist-1152	151	48	.	.	PUNCT
iassist-1152	152	1	this	this	DET
iassist-1152	152	2	feedback	feedback	NOUN
iassist-1152	152	3	demonstrates	demonstrate	VERB
iassist-1152	152	4	that	that	SCONJ
iassist-1152	152	5	there	there	PRON
iassist-1152	152	6	is	be	VERB
iassist-1152	152	7	a	a	DET
iassist-1152	152	8	knowledge	knowledge	NOUN
iassist-1152	152	9	gap	gap	NOUN
iassist-1152	152	10	between	between	ADP
iassist-1152	152	11	the	the	DET
iassist-1152	152	12	intentionally	intentionally	ADV
iassist-1152	152	13	high	high	ADJ
iassist-1152	152	14	concept	concept	NOUN
iassist-1152	152	15	fair	fair	ADJ
iassist-1152	152	16	principles	principle	NOUN
iassist-1152	152	17	and	and	CCONJ
iassist-1152	152	18	the	the	DET
iassist-1152	152	19	specific	specific	ADJ
iassist-1152	152	20	actions	action	NOUN
iassist-1152	152	21	required	require	VERB
iassist-1152	152	22	to	to	PART
iassist-1152	152	23	implement	implement	VERB
iassist-1152	152	24	those	those	DET
iassist-1152	152	25	principles	principle	NOUN
iassist-1152	152	26	.	.	PUNCT
iassist-1152	153	1	the	the	DET
iassist-1152	153	2	second	second	ADJ
iassist-1152	153	3	lesson	lesson	NOUN
iassist-1152	153	4	we	we	PRON
iassist-1152	153	5	learned	learn	VERB
iassist-1152	153	6	was	be	AUX
iassist-1152	153	7	that	that	PRON
iassist-1152	153	8	fair	fair	ADJ
iassist-1152	153	9	researchers	researcher	NOUN
iassist-1152	153	10	and	and	CCONJ
iassist-1152	153	11	educators	educator	NOUN
iassist-1152	153	12	need	need	VERB
iassist-1152	153	13	to	to	PART
iassist-1152	153	14	separate	separate	VERB
iassist-1152	153	15	what	what	PRON
iassist-1152	153	16	is	be	AUX
iassist-1152	153	17	attributed	attribute	VERB
iassist-1152	153	18	to	to	ADP
iassist-1152	153	19	a	a	DET
iassist-1152	153	20	fair	fair	ADV
iassist-1152	153	21	-	-	PUNCT
iassist-1152	153	22	enabling	enable	VERB
iassist-1152	153	23	data	datum	NOUN
iassist-1152	153	24	repository	repository	NOUN
iassist-1152	153	25	and	and	CCONJ
iassist-1152	153	26	the	the	DET
iassist-1152	153	27	dataset	dataset	NOUN
iassist-1152	153	28	aligning	align	VERB
iassist-1152	153	29	to	to	ADP
iassist-1152	153	30	the	the	DET
iassist-1152	153	31	fair	fair	ADJ
iassist-1152	153	32	principles	principle	NOUN
iassist-1152	153	33	.	.	PUNCT
iassist-1152	154	1	the	the	DET
iassist-1152	154	2	ability	ability	NOUN
iassist-1152	154	3	to	to	PART
iassist-1152	154	4	share	share	VERB
iassist-1152	154	5	a	a	DET
iassist-1152	154	6	fair	fair	ADJ
iassist-1152	154	7	dataset	dataset	NOUN
iassist-1152	154	8	is	be	AUX
iassist-1152	154	9	a	a	DET
iassist-1152	154	10	collaboration	collaboration	NOUN
iassist-1152	154	11	between	between	ADP
iassist-1152	154	12	a	a	DET
iassist-1152	154	13	repository	repository	NOUN
iassist-1152	154	14	’s	’s	PART
iassist-1152	154	15	infrastructure	infrastructure	NOUN
iassist-1152	154	16	and	and	CCONJ
iassist-1152	154	17	its	its	PRON
iassist-1152	154	18	datasets	dataset	NOUN
iassist-1152	154	19	.	.	PUNCT
iassist-1152	155	1	the	the	DET
iassist-1152	155	2	checklist	checklist	NOUN
iassist-1152	155	3	was	be	AUX
iassist-1152	155	4	developed	develop	VERB
iassist-1152	155	5	for	for	SCONJ
iassist-1152	155	6	repository	repository	NOUN
iassist-1152	155	7	managers	manager	NOUN
iassist-1152	155	8	to	to	PART
iassist-1152	155	9	assess	assess	VERB
iassist-1152	155	10	the	the	DET
iassist-1152	155	11	repository	repository	NOUN
iassist-1152	155	12	’s	’s	PART
iassist-1152	155	13	infrastructure	infrastructure	NOUN
iassist-1152	155	14	and	and	CCONJ
iassist-1152	155	15	policies	policy	NOUN
iassist-1152	155	16	and	and	CCONJ
iassist-1152	155	17	evaluate	evaluate	VERB
iassist-1152	155	18	how	how	SCONJ
iassist-1152	155	19	much	much	ADJ
iassist-1152	155	20	they	they	PRON
iassist-1152	155	21	allow	allow	VERB
iassist-1152	155	22	full	full	ADJ
iassist-1152	155	23	fair	fair	ADJ
iassist-1152	155	24	adherence	adherence	NOUN
iassist-1152	155	25	.	.	PUNCT
iassist-1152	156	1	for	for	ADP
iassist-1152	156	2	example	example	NOUN
iassist-1152	156	3	,	,	PUNCT
iassist-1152	156	4	when	when	SCONJ
iassist-1152	156	5	building	build	VERB
iassist-1152	156	6	checklist	checklist	NOUN
iassist-1152	156	7	criteria	criterion	NOUN
iassist-1152	156	8	for	for	ADP
iassist-1152	156	9	fair	fair	ADJ
iassist-1152	156	10	principle	principle	ADJ
iassist-1152	156	11	r1	r1	NOUN
iassist-1152	156	12	:	:	PUNCT
iassist-1152	156	13	“	"	PUNCT
iassist-1152	156	14	(	(	PUNCT
iassist-1152	156	15	meta)data	meta)data	NOUN
iassist-1152	156	16	are	be	AUX
iassist-1152	156	17	richly	richly	ADV
iassist-1152	156	18	described	describe	VERB
iassist-1152	156	19	with	with	ADP
iassist-1152	156	20	a	a	DET
iassist-1152	156	21	plurality	plurality	NOUN
iassist-1152	156	22	of	of	ADP
iassist-1152	156	23	accurate	accurate	ADJ
iassist-1152	156	24	and	and	CCONJ
iassist-1152	156	25	relevant	relevant	ADJ
iassist-1152	156	26	attributes	attribute	NOUN
iassist-1152	156	27	,	,	PUNCT
iassist-1152	156	28	”	"	PUNCT
iassist-1152	156	29	the	the	DET
iassist-1152	156	30	criteria	criterion	NOUN
iassist-1152	156	31	asks	ask	VERB
iassist-1152	156	32	if	if	SCONJ
iassist-1152	156	33	the	the	DET
iassist-1152	156	34	repository	repository	NOUN
iassist-1152	156	35	requires	require	VERB
iassist-1152	156	36	or	or	CCONJ
iassist-1152	156	37	encourages	encourage	VERB
iassist-1152	156	38	documentation	documentation	NOUN
iassist-1152	156	39	to	to	PART
iassist-1152	156	40	accompany	accompany	VERB
iassist-1152	156	41	datasets	dataset	NOUN
iassist-1152	156	42	(	(	PUNCT
iassist-1152	156	43	phegley	phegley	PROPN
iassist-1152	156	44	et	et	PROPN
iassist-1152	156	45	al	al	PROPN
iassist-1152	156	46	.	.	PROPN
iassist-1152	156	47	,	,	PUNCT
iassist-1152	156	48	2024	2024	NUM
iassist-1152	156	49	)	)	PUNCT
iassist-1152	156	50	.	.	PUNCT
iassist-1152	157	1	documentation	documentation	NOUN
iassist-1152	157	2	is	be	AUX
iassist-1152	157	3	incredibly	incredibly	ADV
iassist-1152	157	4	important	important	ADJ
iassist-1152	157	5	for	for	ADP
iassist-1152	157	6	fair	fair	ADJ
iassist-1152	157	7	data	datum	NOUN
iassist-1152	157	8	,	,	PUNCT
iassist-1152	157	9	but	but	CCONJ
iassist-1152	157	10	we	we	PRON
iassist-1152	157	11	did	do	AUX
iassist-1152	157	12	not	not	PART
iassist-1152	157	13	want	want	VERB
iassist-1152	157	14	the	the	DET
iassist-1152	157	15	repository	repository	NOUN
iassist-1152	157	16	to	to	PART
iassist-1152	157	17	be	be	AUX
iassist-1152	157	18	deemed	deem	VERB
iassist-1152	157	19	less	less	ADV
iassist-1152	157	20	fair	fair	ADV
iassist-1152	157	21	-	-	PUNCT
iassist-1152	157	22	enabling	enable	VERB
iassist-1152	157	23	because	because	SCONJ
iassist-1152	157	24	the	the	DET
iassist-1152	157	25	depositor	depositor	NOUN
iassist-1152	157	26	chose	choose	VERB
iassist-1152	157	27	not	not	PART
iassist-1152	157	28	to	to	PART
iassist-1152	157	29	create	create	VERB
iassist-1152	157	30	rich	rich	ADJ
iassist-1152	157	31	documentation	documentation	NOUN
iassist-1152	157	32	.	.	PUNCT
iassist-1152	158	1	instead	instead	ADV
iassist-1152	158	2	,	,	PUNCT
iassist-1152	158	3	the	the	DET
iassist-1152	158	4	repository	repository	NOUN
iassist-1152	158	5	shows	show	VERB
iassist-1152	158	6	it	it	PRON
iassist-1152	158	7	is	be	AUX
iassist-1152	158	8	fair	fair	ADV
iassist-1152	158	9	-	-	PUNCT
iassist-1152	158	10	enabling	enable	VERB
iassist-1152	158	11	by	by	ADP
iassist-1152	158	12	requiring	require	VERB
iassist-1152	158	13	or	or	CCONJ
iassist-1152	158	14	encouraging	encourage	VERB
iassist-1152	158	15	rich	rich	ADJ
iassist-1152	158	16	documentation	documentation	NOUN
iassist-1152	158	17	with	with	ADP
iassist-1152	158	18	all	all	DET
iassist-1152	158	19	datasets	dataset	NOUN
iassist-1152	158	20	.	.	PUNCT
iassist-1152	159	1	meaningful	meaningful	ADJ
iassist-1152	159	2	fair	fair	ADJ
iassist-1152	159	3	data	datum	NOUN
iassist-1152	159	4	sharing	share	VERB
iassist-1152	159	5	only	only	ADV
iassist-1152	159	6	happens	happen	VERB
iassist-1152	159	7	when	when	SCONJ
iassist-1152	159	8	the	the	DET
iassist-1152	159	9	repository	repository	NOUN
iassist-1152	159	10	is	be	AUX
iassist-1152	159	11	built	build	VERB
iassist-1152	159	12	to	to	PART
iassist-1152	159	13	support	support	VERB
iassist-1152	159	14	fair	fair	ADJ
iassist-1152	159	15	data	datum	NOUN
iassist-1152	159	16	sharing	sharing	NOUN
iassist-1152	159	17	,	,	PUNCT
iassist-1152	159	18	and	and	CCONJ
iassist-1152	159	19	the	the	DET
iassist-1152	159	20	data	data	NOUN
iassist-1152	159	21	is	be	AUX
iassist-1152	159	22	also	also	ADV
iassist-1152	159	23	created	create	VERB
iassist-1152	159	24	to	to	PART
iassist-1152	159	25	meet	meet	VERB
iassist-1152	159	26	the	the	DET
iassist-1152	159	27	fair	fair	ADJ
iassist-1152	159	28	principles	principle	NOUN
iassist-1152	159	29	.	.	PUNCT
iassist-1152	160	1	future	future	ADJ
iassist-1152	160	2	directions	direction	NOUN
iassist-1152	160	3	throughout	throughout	ADP
iassist-1152	160	4	the	the	DET
iassist-1152	160	5	process	process	NOUN
iassist-1152	160	6	of	of	ADP
iassist-1152	160	7	creating	create	VERB
iassist-1152	160	8	the	the	DET
iassist-1152	160	9	fair	fair	ADJ
iassist-1152	160	10	data	datum	NOUN
iassist-1152	160	11	repository	repository	NOUN
iassist-1152	160	12	checklist	checklist	NOUN
iassist-1152	160	13	,	,	PUNCT
iassist-1152	160	14	we	we	PRON
iassist-1152	160	15	realized	realize	VERB
iassist-1152	160	16	the	the	DET
iassist-1152	160	17	importance	importance	NOUN
iassist-1152	160	18	of	of	ADP
iassist-1152	160	19	scaffolded	scaffold	VERB
iassist-1152	160	20	fair	fair	ADJ
iassist-1152	160	21	principles	principle	NOUN
iassist-1152	160	22	instruction	instruction	NOUN
iassist-1152	160	23	.	.	PUNCT
iassist-1152	161	1	as	as	ADP
iassist-1152	161	2	research	research	NOUN
iassist-1152	161	3	data	data	NOUN
iassist-1152	161	4	management	management	NOUN
iassist-1152	161	5	educators	educator	NOUN
iassist-1152	161	6	,	,	PUNCT
iassist-1152	161	7	we	we	PRON
iassist-1152	161	8	need	need	VERB
iassist-1152	161	9	to	to	PART
iassist-1152	161	10	create	create	VERB
iassist-1152	161	11	accessible	accessible	ADJ
iassist-1152	161	12	information	information	NOUN
iassist-1152	161	13	on	on	ADP
iassist-1152	161	14	the	the	DET
iassist-1152	161	15	fair	fair	ADJ
iassist-1152	161	16	principles	principle	NOUN
iassist-1152	161	17	that	that	PRON
iassist-1152	161	18	professionals	professional	NOUN
iassist-1152	161	19	without	without	ADP
iassist-1152	161	20	an	an	DET
iassist-1152	161	21	information	information	NOUN
iassist-1152	161	22	science	science	NOUN
iassist-1152	161	23	or	or	CCONJ
iassist-1152	161	24	data	data	NOUN
iassist-1152	161	25	background	background	NOUN
iassist-1152	161	26	can	can	AUX
iassist-1152	161	27	use	use	VERB
iassist-1152	161	28	.	.	PUNCT
iassist-1152	162	1	unfortunately	unfortunately	ADV
iassist-1152	162	2	,	,	PUNCT
iassist-1152	162	3	directing	direct	VERB
iassist-1152	162	4	someone	someone	PRON
iassist-1152	162	5	to	to	ADP
iassist-1152	162	6	the	the	DET
iassist-1152	162	7	fair	fair	ADJ
iassist-1152	162	8	principles	principle	NOUN
iassist-1152	162	9	does	do	AUX
iassist-1152	162	10	not	not	PART
iassist-1152	162	11	address	address	VERB
iassist-1152	162	12	what	what	PRON
iassist-1152	162	13	the	the	DET
iassist-1152	162	14	principles	principle	NOUN
iassist-1152	162	15	mean	mean	VERB
iassist-1152	162	16	in	in	ADP
iassist-1152	162	17	context	context	NOUN
iassist-1152	162	18	or	or	CCONJ
iassist-1152	162	19	how	how	SCONJ
iassist-1152	162	20	to	to	PART
iassist-1152	162	21	implement	implement	VERB
iassist-1152	162	22	them	they	PRON
iassist-1152	162	23	.	.	PUNCT
iassist-1152	163	1	we	we	PRON
iassist-1152	163	2	lack	lack	VERB
iassist-1152	163	3	jargon	jargon	PROPN
iassist-1152	163	4	free	free	ADJ
iassist-1152	163	5	guidance	guidance	NOUN
iassist-1152	163	6	with	with	ADP
iassist-1152	163	7	example	example	NOUN
iassist-1152	163	8	case	case	NOUN
iassist-1152	163	9	studies	study	NOUN
iassist-1152	163	10	and	and	CCONJ
iassist-1152	163	11	visuals	visual	NOUN
iassist-1152	163	12	that	that	SCONJ
iassist-1152	163	13	scaffold	scaffold	NOUN
iassist-1152	163	14	towards	towards	ADP
iassist-1152	163	15	a	a	DET
iassist-1152	163	16	comprehensive	comprehensive	ADJ
iassist-1152	163	17	understanding	understanding	NOUN
iassist-1152	163	18	of	of	ADP
iassist-1152	163	19	the	the	DET
iassist-1152	163	20	fair	fair	ADJ
iassist-1152	163	21	principles	principle	NOUN
iassist-1152	163	22	.	.	PUNCT
iassist-1152	164	1	we	we	PRON
iassist-1152	164	2	hope	hope	VERB
iassist-1152	164	3	this	this	DET
iassist-1152	164	4	article	article	NOUN
iassist-1152	164	5	and	and	CCONJ
iassist-1152	164	6	the	the	DET
iassist-1152	164	7	associated	associated	ADJ
iassist-1152	164	8	checklist	checklist	NOUN
iassist-1152	164	9	will	will	AUX
iassist-1152	164	10	prompt	prompt	VERB
iassist-1152	164	11	conversation	conversation	NOUN
iassist-1152	164	12	in	in	ADP
iassist-1152	164	13	the	the	DET
iassist-1152	164	14	research	research	NOUN
iassist-1152	164	15	data	data	NOUN
iassist-1152	164	16	management	management	NOUN
iassist-1152	164	17	field	field	NOUN
iassist-1152	164	18	on	on	ADP
iassist-1152	164	19	evaluating	evaluate	VERB
iassist-1152	164	20	the	the	DET
iassist-1152	164	21	fair	fair	ADJ
iassist-1152	164	22	principles	principle	NOUN
iassist-1152	164	23	in	in	ADP
iassist-1152	164	24	a	a	DET
iassist-1152	164	25	data	data	NOUN
iassist-1152	164	26	repository	repository	NOUN
iassist-1152	164	27	.	.	PUNCT
iassist-1152	165	1	the	the	DET
iassist-1152	165	2	fair	fair	ADJ
iassist-1152	165	3	assessment	assessment	NOUN
iassist-1152	165	4	checklist	checklist	NOUN
iassist-1152	165	5	is	be	AUX
iassist-1152	165	6	an	an	DET
iassist-1152	165	7	early	early	ADJ
iassist-1152	165	8	iteration	iteration	NOUN
iassist-1152	165	9	of	of	ADP
iassist-1152	165	10	what	what	PRON
iassist-1152	165	11	we	we	PRON
iassist-1152	165	12	hope	hope	VERB
iassist-1152	165	13	to	to	PART
iassist-1152	165	14	improve	improve	VERB
iassist-1152	165	15	based	base	VERB
iassist-1152	165	16	on	on	ADP
iassist-1152	165	17	feedback	feedback	NOUN
iassist-1152	165	18	from	from	ADP
iassist-1152	165	19	data	datum	NOUN
iassist-1152	165	20	repository	repository	NOUN
iassist-1152	165	21	teams	team	NOUN
iassist-1152	165	22	,	,	PUNCT
iassist-1152	165	23	fair	fair	ADJ
iassist-1152	165	24	experts	expert	NOUN
iassist-1152	165	25	,	,	PUNCT
iassist-1152	165	26	and	and	CCONJ
iassist-1152	165	27	the	the	DET
iassist-1152	165	28	research	research	NOUN
iassist-1152	165	29	data	data	PROPN
iassist-1152	165	30	management	management	NOUN
iassist-1152	165	31	community	community	NOUN
iassist-1152	165	32	.	.	PUNCT
iassist-1152	166	1	we	we	PRON
iassist-1152	166	2	are	be	AUX
iassist-1152	166	3	especially	especially	ADV
iassist-1152	166	4	eager	eager	ADJ
iassist-1152	166	5	to	to	PART
iassist-1152	166	6	hear	hear	VERB
iassist-1152	166	7	from	from	ADP
iassist-1152	166	8	individuals	individual	NOUN
iassist-1152	166	9	who	who	PRON
iassist-1152	166	10	have	have	AUX
iassist-1152	166	11	used	use	VERB
iassist-1152	166	12	the	the	DET
iassist-1152	166	13	checklist	checklist	NOUN
iassist-1152	166	14	to	to	PART
iassist-1152	166	15	evaluate	evaluate	VERB
iassist-1152	166	16	their	their	PRON
iassist-1152	166	17	data	datum	NOUN
iassist-1152	166	18	repository	repository	NOUN
iassist-1152	166	19	.	.	PUNCT
iassist-1152	167	1	as	as	SCONJ
iassist-1152	167	2	our	our	PRON
iassist-1152	167	3	community	community	NOUN
iassist-1152	167	4	works	work	VERB
iassist-1152	167	5	8/9	8/9	NUM
iassist-1152	167	6	phegley	phegley	NOUN
iassist-1152	167	7	,	,	PUNCT
iassist-1152	167	8	lauren	lauren	PROPN
iassist-1152	167	9	&	&	CCONJ
iassist-1152	167	10	lynda	lynda	PROPN
iassist-1152	167	11	kellam	kellam	PROPN
iassist-1152	167	12	(	(	PUNCT
iassist-1152	167	13	2025	2025	NUM
iassist-1152	167	14	)	)	PUNCT
iassist-1152	167	15	.	.	PUNCT
iassist-1152	168	1	how	how	SCONJ
iassist-1152	168	2	are	be	AUX
iassist-1152	168	3	we	we	PRON
iassist-1152	168	4	fair	fair	ADJ
iassist-1152	168	5	-	-	PUNCT
iassist-1152	168	6	ing	ing	NOUN
iassist-1152	168	7	?	?	PUNCT
iassist-1152	169	1	creating	create	VERB
iassist-1152	169	2	a	a	DET
iassist-1152	169	3	fair	fair	ADJ
iassist-1152	169	4	self	self	NOUN
iassist-1152	169	5	-	-	PUNCT
iassist-1152	169	6	assessment	assessment	NOUN
iassist-1152	169	7	checklist	checklist	NOUN
iassist-1152	169	8	for	for	ADP
iassist-1152	169	9	data	data	NOUN
iassist-1152	169	10	repositories	repository	NOUN
iassist-1152	169	11	,	,	PUNCT
iassist-1152	169	12	iassist	iassist	VERB
iassist-1152	169	13	quarterly	quarterly	ADJ
iassist-1152	169	14	49(3	49(3	PROPN
iassist-1152	169	15	)	)	PUNCT
iassist-1152	169	16	,	,	PUNCT
iassist-1152	169	17	pp	pp	PROPN
iassist-1152	169	18	.	.	PUNCT
iassist-1152	170	1	1	1	NUM
iassist-1152	170	2	-	-	SYM
iassist-1152	170	3	9	9	NUM
iassist-1152	170	4	.	.	PUNCT
iassist-1152	170	5	doi	doi	NOUN
iassist-1152	170	6	:	:	PUNCT
iassist-1152	170	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PROPN
iassist-1152	170	8	towards	towards	ADP
iassist-1152	170	9	supporting	support	VERB
iassist-1152	170	10	fair	fair	ADV
iassist-1152	170	11	-	-	PUNCT
iassist-1152	170	12	enabling	enable	VERB
iassist-1152	170	13	data	datum	NOUN
iassist-1152	170	14	repositories	repository	NOUN
iassist-1152	170	15	,	,	PUNCT
iassist-1152	170	16	we	we	PRON
iassist-1152	170	17	look	look	VERB
iassist-1152	170	18	forward	forward	ADV
iassist-1152	170	19	to	to	ADP
iassist-1152	170	20	this	this	DET
iassist-1152	170	21	assessment	assessment	NOUN
iassist-1152	170	22	being	be	AUX
iassist-1152	170	23	used	use	VERB
iassist-1152	170	24	as	as	ADP
iassist-1152	170	25	a	a	DET
iassist-1152	170	26	stepping	stepping	ADJ
iassist-1152	170	27	stone	stone	NOUN
iassist-1152	170	28	towards	towards	ADP
iassist-1152	170	29	a	a	DET
iassist-1152	170	30	more	more	ADV
iassist-1152	170	31	robust	robust	ADJ
iassist-1152	170	32	understanding	understanding	NOUN
iassist-1152	170	33	of	of	ADP
iassist-1152	170	34	the	the	DET
iassist-1152	170	35	fair	fair	ADJ
iassist-1152	170	36	principles	principle	NOUN
iassist-1152	170	37	.	.	PUNCT
iassist-1152	171	1	references	reference	NOUN
iassist-1152	171	2	bahim	bahim	PROPN
iassist-1152	171	3	,	,	PUNCT
iassist-1152	171	4	c.	c.	PROPN
iassist-1152	171	5	,	,	PUNCT
iassist-1152	171	6	dekkers	dekker	NOUN
iassist-1152	171	7	,	,	PUNCT
iassist-1152	171	8	m.	m.	NOUN
iassist-1152	171	9	and	and	CCONJ
iassist-1152	171	10	wyns	wyn	NOUN
iassist-1152	171	11	,	,	PUNCT
iassist-1152	171	12	b.	b.	PROPN
iassist-1152	171	13	(	(	PUNCT
iassist-1152	171	14	2019	2019	NUM
iassist-1152	171	15	)	)	PUNCT
iassist-1152	171	16	.	.	PUNCT
iassist-1152	172	1	“	"	PUNCT
iassist-1152	172	2	results	result	NOUN
iassist-1152	172	3	of	of	ADP
iassist-1152	172	4	an	an	DET
iassist-1152	172	5	analysis	analysis	NOUN
iassist-1152	172	6	of	of	ADP
iassist-1152	172	7	existing	exist	VERB
iassist-1152	172	8	fair	fair	ADJ
iassist-1152	172	9	assessment	assessment	NOUN
iassist-1152	172	10	tools	tool	NOUN
iassist-1152	172	11	”	"	PUNCT
iassist-1152	172	12	.	.	PUNCT
iassist-1152	173	1	https://doi.org/10.15497/rda00035	https://doi.org/10.15497/rda00035	PROPN
iassist-1152	173	2	.	.	PUNCT
iassist-1152	174	1	behnke	behnke	PROPN
iassist-1152	174	2	,	,	PUNCT
iassist-1152	174	3	c.	c.	NOUN
iassist-1152	174	4	,	,	PUNCT
iassist-1152	174	5	bonino	bonino	NOUN
iassist-1152	174	6	,	,	PUNCT
iassist-1152	174	7	l.	l.	PROPN
iassist-1152	174	8	,	,	PUNCT
iassist-1152	174	9	coen	coen	PROPN
iassist-1152	174	10	,	,	PUNCT
iassist-1152	174	11	g.	g.	PROPN
iassist-1152	174	12	,	,	PUNCT
iassist-1152	174	13	le	le	X
iassist-1152	174	14	franc	franc	PROPN
iassist-1152	174	15	,	,	PUNCT
iassist-1152	174	16	y.	y.	NOUN
iassist-1152	174	17	,	,	PUNCT
iassist-1152	174	18	parland	parland	NOUN
iassist-1152	174	19	-	-	PUNCT
iassist-1152	174	20	von	von	PROPN
iassist-1152	174	21	essen	essen	PROPN
iassist-1152	174	22	,	,	PUNCT
iassist-1152	174	23	j.	j.	PROPN
iassist-1152	174	24	,	,	PUNCT
iassist-1152	174	25	riungu	riungu	NOUN
iassist-1152	174	26	-	-	PUNCT
iassist-1152	174	27	kalliosaari	kalliosaari	PROPN
iassist-1152	174	28	,	,	PUNCT
iassist-1152	174	29	l.	l.	PROPN
iassist-1152	174	30	,	,	PUNCT
iassist-1152	174	31	and	and	CCONJ
iassist-1152	174	32	staiger	staiger	NOUN
iassist-1152	174	33	,	,	PUNCT
iassist-1152	174	34	c.	c.	PROPN
iassist-1152	174	35	(	(	PUNCT
iassist-1152	174	36	2020	2020	NUM
iassist-1152	174	37	)	)	PUNCT
iassist-1152	174	38	.	.	PUNCT
iassist-1152	175	1	“	"	PUNCT
iassist-1152	175	2	d2.3	d2.3	VERB
iassist-1152	175	3	set	set	VERB
iassist-1152	175	4	of	of	ADP
iassist-1152	175	5	fair	fair	ADJ
iassist-1152	175	6	data	datum	NOUN
iassist-1152	175	7	repositories	repository	NOUN
iassist-1152	175	8	features	feature	NOUN
iassist-1152	175	9	”	"	PUNCT
iassist-1152	175	10	.	.	PUNCT
iassist-1152	176	1	fairsfair	fairsfair	NOUN
iassist-1152	176	2	.	.	PUNCT
iassist-1152	177	1	https://doi.org/10.5281/zenodo.3631527	https://doi.org/10.5281/zenodo.3631527	PROPN
iassist-1152	177	2	.	.	PUNCT
iassist-1152	178	1	coretrustseal	coretrustseal	NOUN
iassist-1152	178	2	standards	standard	NOUN
iassist-1152	178	3	and	and	CCONJ
iassist-1152	178	4	certification	certification	NOUN
iassist-1152	178	5	board	board	PROPN
iassist-1152	178	6	.	.	PUNCT
iassist-1152	179	1	(	(	PUNCT
iassist-1152	179	2	2022	2022	NUM
iassist-1152	179	3	)	)	PUNCT
iassist-1152	179	4	.	.	PUNCT
iassist-1152	180	1	“	"	PUNCT
iassist-1152	180	2	coretrustseal	coretrustseal	ADJ
iassist-1152	180	3	requirements	requirement	NOUN
iassist-1152	180	4	2023	2023	NUM
iassist-1152	180	5	-	-	SYM
iassist-1152	180	6	2025	2025	NUM
iassist-1152	180	7	”	"	PUNCT
iassist-1152	180	8	.	.	PUNCT
iassist-1152	181	1	https://doi.org/10.5281/zenodo.7051011	https://doi.org/10.5281/zenodo.7051011	PROPN
iassist-1152	181	2	.	.	PUNCT
iassist-1152	182	1	david	david	PROPN
iassist-1152	182	2	,	,	PUNCT
iassist-1152	182	3	r.	r.	PROPN
iassist-1152	182	4	et	et	PROPN
iassist-1152	182	5	al	al	PROPN
iassist-1152	182	6	.	.	PROPN
iassist-1152	182	7	(	(	PUNCT
iassist-1152	182	8	2020	2020	NUM
iassist-1152	182	9	)	)	PUNCT
iassist-1152	182	10	.	.	PUNCT
iassist-1152	183	1	“	"	PUNCT
iassist-1152	183	2	fairness	fairness	NOUN
iassist-1152	183	3	literacy	literacy	NOUN
iassist-1152	183	4	:	:	PUNCT
iassist-1152	183	5	the	the	DET
iassist-1152	183	6	achilles	achille	NOUN
iassist-1152	183	7	’	'	PUNCT
iassist-1152	183	8	heel	heel	NOUN
iassist-1152	183	9	of	of	ADP
iassist-1152	183	10	applying	apply	VERB
iassist-1152	183	11	fair	fair	ADJ
iassist-1152	183	12	principles	principle	NOUN
iassist-1152	183	13	”	"	PUNCT
iassist-1152	183	14	,	,	PUNCT
iassist-1152	183	15	data	datum	NOUN
iassist-1152	183	16	science	science	PROPN
iassist-1152	183	17	journal	journal	PROPN
iassist-1152	183	18	,	,	PUNCT
iassist-1152	183	19	19	19	NUM
iassist-1152	183	20	,	,	PUNCT
iassist-1152	183	21	p.	p.	NOUN
iassist-1152	183	22	32	32	NUM
iassist-1152	183	23	.	.	PUNCT
iassist-1152	184	1	https://doi.org/10.5334/dsj-2020-032	https://doi.org/10.5334/dsj-2020-032	X
iassist-1152	184	2	.	.	PUNCT
iassist-1152	185	1	go	go	VERB
iassist-1152	185	2	fair	fair	ADJ
iassist-1152	185	3	foundation	foundation	NOUN
iassist-1152	185	4	.	.	PUNCT
iassist-1152	186	1	interpreting	interpret	VERB
iassist-1152	186	2	fair	fair	ADJ
iassist-1152	186	3	.	.	PUNCT
iassist-1152	187	1	https://www.gofair.foundation/interpretation	https://www.gofair.foundation/interpretation	PROPN
iassist-1152	187	2	(	(	PUNCT
iassist-1152	187	3	accessed	access	VERB
iassist-1152	187	4	:	:	PUNCT
iassist-1152	187	5	2024	2024	NUM
iassist-1152	187	6	-	-	SYM
iassist-1152	187	7	04	04	NUM
iassist-1152	187	8	-	-	PUNCT
iassist-1152	187	9	10	10	NUM
iassist-1152	187	10	)	)	PUNCT
iassist-1152	187	11	.	.	PUNCT
iassist-1152	188	1	hahnel	hahnel	PROPN
iassist-1152	188	2	,	,	PUNCT
iassist-1152	188	3	m.	m.	NOUN
iassist-1152	188	4	and	and	CCONJ
iassist-1152	188	5	valen	valen	NOUN
iassist-1152	188	6	,	,	PUNCT
iassist-1152	188	7	d.	d.	PROPN
iassist-1152	188	8	(	(	PUNCT
iassist-1152	188	9	2020	2020	NUM
iassist-1152	188	10	)	)	PUNCT
iassist-1152	188	11	.	.	PUNCT
iassist-1152	189	1	“	"	PUNCT
iassist-1152	189	2	how	how	SCONJ
iassist-1152	189	3	to	to	PART
iassist-1152	189	4	(	(	PUNCT
iassist-1152	189	5	easily	easily	ADV
iassist-1152	189	6	)	)	PUNCT
iassist-1152	189	7	extend	extend	VERB
iassist-1152	189	8	the	the	DET
iassist-1152	189	9	fairness	fairness	NOUN
iassist-1152	189	10	of	of	ADP
iassist-1152	189	11	existing	exist	VERB
iassist-1152	189	12	repositories	repository	NOUN
iassist-1152	189	13	”	"	PUNCT
iassist-1152	189	14	,	,	PUNCT
iassist-1152	189	15	data	data	NOUN
iassist-1152	189	16	intelligence	intelligence	NOUN
iassist-1152	189	17	,	,	PUNCT
iassist-1152	189	18	2(1–2	2(1–2	NUM
iassist-1152	189	19	)	)	PUNCT
iassist-1152	189	20	,	,	PUNCT
iassist-1152	189	21	pp	pp	ADJ
iassist-1152	189	22	.	.	PUNCT
iassist-1152	190	1	192–198	192–198	NUM
iassist-1152	190	2	.	.	PUNCT
iassist-1152	191	1	https://doi.org/10.1162/dint_a_00041	https://doi.org/10.1162/dint_a_00041	NOUN
iassist-1152	191	2	.	.	PUNCT
iassist-1152	192	1	l'hours	l'hours	PROPN
iassist-1152	192	2	,	,	PUNCT
iassist-1152	192	3	h.	h.	PROPN
iassist-1152	192	4	(	(	PUNCT
iassist-1152	192	5	2022	2022	NUM
iassist-1152	192	6	)	)	PUNCT
iassist-1152	192	7	.	.	PUNCT
iassist-1152	193	1	“	"	PUNCT
iassist-1152	193	2	report	report	VERB
iassist-1152	193	3	on	on	ADP
iassist-1152	193	4	a	a	DET
iassist-1152	193	5	maturity	maturity	NOUN
iassist-1152	193	6	model	model	NOUN
iassist-1152	193	7	towards	towards	ADP
iassist-1152	193	8	fair	fair	ADJ
iassist-1152	193	9	data	datum	NOUN
iassist-1152	193	10	in	in	ADP
iassist-1152	193	11	fair	fair	ADJ
iassist-1152	193	12	repositories	repository	NOUN
iassist-1152	193	13	(	(	PUNCT
iassist-1152	193	14	d4.6	d4.6	NOUN
iassist-1152	193	15	)	)	PUNCT
iassist-1152	193	16	”	"	PUNCT
iassist-1152	193	17	.	.	PUNCT
iassist-1152	194	1	https://doi.org/10.5281/zenodo.6699520	https://doi.org/10.5281/zenodo.6699520	PROPN
iassist-1152	194	2	.	.	PUNCT
iassist-1152	195	1	murphy	murphy	PROPN
iassist-1152	195	2	,	,	PUNCT
iassist-1152	195	3	f.	f.	PROPN
iassist-1152	195	4	,	,	PUNCT
iassist-1152	195	5	bar	bar	NOUN
iassist-1152	195	6	-	-	PUNCT
iassist-1152	195	7	sinai	sinai	NOUN
iassist-1152	195	8	,	,	PUNCT
iassist-1152	195	9	m.	m.	NOUN
iassist-1152	195	10	and	and	CCONJ
iassist-1152	195	11	martone	martone	NOUN
iassist-1152	195	12	,	,	PUNCT
iassist-1152	195	13	m.e	m.e	PROPN
iassist-1152	195	14	.	.	PROPN
iassist-1152	195	15	(	(	PUNCT
iassist-1152	195	16	2021	2021	NUM
iassist-1152	195	17	)	)	PUNCT
iassist-1152	195	18	.	.	PUNCT
iassist-1152	196	1	“	"	PUNCT
iassist-1152	196	2	a	a	DET
iassist-1152	196	3	tool	tool	NOUN
iassist-1152	196	4	for	for	ADP
iassist-1152	196	5	assessing	assess	VERB
iassist-1152	196	6	alignment	alignment	NOUN
iassist-1152	196	7	of	of	ADP
iassist-1152	196	8	biomedical	biomedical	ADJ
iassist-1152	196	9	data	datum	NOUN
iassist-1152	196	10	repositories	repository	NOUN
iassist-1152	196	11	with	with	ADP
iassist-1152	196	12	open	open	ADJ
iassist-1152	196	13	,	,	PUNCT
iassist-1152	196	14	fair	fair	ADJ
iassist-1152	196	15	,	,	PUNCT
iassist-1152	196	16	citation	citation	NOUN
iassist-1152	196	17	and	and	CCONJ
iassist-1152	196	18	trustworthy	trustworthy	ADJ
iassist-1152	196	19	principles	principle	NOUN
iassist-1152	196	20	”	"	PUNCT
iassist-1152	196	21	.	.	PUNCT
iassist-1152	197	1	plos	plos	PROPN
iassist-1152	197	2	one	one	NUM
iassist-1152	197	3	.	.	PUNCT
iassist-1152	198	1	edited	edit	VERB
iassist-1152	198	2	by	by	ADP
iassist-1152	198	3	f.	f.	PROPN
iassist-1152	198	4	naudet	naudet	PROPN
iassist-1152	198	5	,	,	PUNCT
iassist-1152	198	6	16(7	16(7	NUM
iassist-1152	198	7	)	)	PUNCT
iassist-1152	198	8	,	,	PUNCT
iassist-1152	198	9	p.	p.	NOUN
iassist-1152	198	10	e0253538	e0253538	PROPN
iassist-1152	198	11	.	.	PUNCT
iassist-1152	199	1	https://doi.org/10.1371/journal.pone.0253538	https://doi.org/10.1371/journal.pone.0253538	PROPN
iassist-1152	199	2	.	.	PUNCT
iassist-1152	200	1	phegley	phegley	PROPN
iassist-1152	200	2	,	,	PUNCT
iassist-1152	200	3	l.	l.	PROPN
iassist-1152	200	4	,	,	PUNCT
iassist-1152	200	5	kellam	kellam	PROPN
iassist-1152	200	6	.	.	PROPN
iassist-1152	200	7	,	,	PUNCT
iassist-1152	200	8	l.	l.	PROPN
iassist-1152	200	9	,	,	PUNCT
iassist-1152	200	10	de	de	PROPN
iassist-1152	200	11	la	la	PROPN
iassist-1152	200	12	cruz	cruz	PROPN
iassist-1152	200	13	gutierrez	gutierrez	PROPN
iassist-1152	200	14	,	,	PUNCT
iassist-1152	200	15	m.	m.	NOUN
iassist-1152	200	16	,	,	PUNCT
iassist-1152	200	17	and	and	CCONJ
iassist-1152	200	18	rajpal	rajpal	PROPN
iassist-1152	200	19	,	,	PUNCT
iassist-1152	200	20	n.	n.	PROPN
iassist-1152	200	21	(	(	PUNCT
iassist-1152	200	22	2024	2024	NUM
iassist-1152	200	23	)	)	PUNCT
iassist-1152	200	24	.	.	PUNCT
iassist-1152	201	1	“	"	PUNCT
iassist-1152	201	2	fair	fair	ADJ
iassist-1152	201	3	assessment	assessment	NOUN
iassist-1152	201	4	checklist	checklist	NOUN
iassist-1152	201	5	for	for	ADP
iassist-1152	201	6	data	data	NOUN
iassist-1152	201	7	repositories	repository	NOUN
iassist-1152	201	8	”	"	PUNCT
iassist-1152	201	9	.	.	PUNCT
iassist-1152	202	1	https://doi.org/10.48659/dtqc-2a45	https://doi.org/10.48659/dtqc-2a45	ADV
iassist-1152	202	2	.	.	PUNCT
iassist-1152	203	1	research	research	NOUN
iassist-1152	203	2	data	data	PROPN
iassist-1152	203	3	alliance	alliance	PROPN
iassist-1152	203	4	fair	fair	ADJ
iassist-1152	203	5	data	data	PROPN
iassist-1152	203	6	maturity	maturity	NOUN
iassist-1152	203	7	model	model	NOUN
iassist-1152	203	8	working	working	NOUN
iassist-1152	203	9	group	group	NOUN
iassist-1152	203	10	.	.	PUNCT
iassist-1152	204	1	(	(	PUNCT
iassist-1152	204	2	2020	2020	NUM
iassist-1152	204	3	)	)	PUNCT
iassist-1152	204	4	.	.	PUNCT
iassist-1152	205	1	“	"	PUNCT
iassist-1152	205	2	fair	fair	ADJ
iassist-1152	205	3	data	datum	NOUN
iassist-1152	205	4	maturity	maturity	NOUN
iassist-1152	205	5	model	model	NOUN
iassist-1152	205	6	:	:	PUNCT
iassist-1152	205	7	specification	specification	NOUN
iassist-1152	205	8	and	and	CCONJ
iassist-1152	205	9	guidelines	guideline	NOUN
iassist-1152	205	10	”	"	PUNCT
iassist-1152	205	11	.	.	PUNCT
iassist-1152	206	1	https://doi.org/10.15497/rda00050	https://doi.org/10.15497/rda00050	PROPN
iassist-1152	206	2	.	.	PUNCT
iassist-1152	207	1	wilkinson	wilkinson	PROPN
iassist-1152	207	2	,	,	PUNCT
iassist-1152	207	3	m.d	m.d	PROPN
iassist-1152	207	4	.	.	PROPN
iassist-1152	207	5	et	et	PROPN
iassist-1152	207	6	al	al	PROPN
iassist-1152	207	7	.	.	PROPN
iassist-1152	207	8	(	(	PUNCT
iassist-1152	207	9	2016	2016	NUM
iassist-1152	207	10	)	)	PUNCT
iassist-1152	207	11	.	.	PUNCT
iassist-1152	208	1	“	"	PUNCT
iassist-1152	208	2	the	the	DET
iassist-1152	208	3	fair	fair	ADJ
iassist-1152	208	4	guiding	guide	VERB
iassist-1152	208	5	principles	principle	NOUN
iassist-1152	208	6	for	for	ADP
iassist-1152	208	7	scientific	scientific	ADJ
iassist-1152	208	8	data	datum	NOUN
iassist-1152	208	9	management	management	NOUN
iassist-1152	208	10	and	and	CCONJ
iassist-1152	208	11	stewardship	stewardship	NOUN
iassist-1152	208	12	”	"	PUNCT
iassist-1152	208	13	.	.	PUNCT
iassist-1152	209	1	scientific	scientific	ADJ
iassist-1152	209	2	data	datum	NOUN
iassist-1152	209	3	,	,	PUNCT
iassist-1152	209	4	3(1	3(1	NUM
iassist-1152	209	5	)	)	PUNCT
iassist-1152	209	6	,	,	PUNCT
iassist-1152	209	7	p.	p.	NOUN
iassist-1152	209	8	160018	160018	NUM
iassist-1152	209	9	.	.	PUNCT
iassist-1152	210	1	https://doi.org/10.1038/sdata.2016.18	https://doi.org/10.1038/sdata.2016.18	NOUN
iassist-1152	210	2	.	.	PUNCT
iassist-1152	211	1	endnotes	endnote	VERB
iassist-1152	211	2	1	1	NUM
iassist-1152	211	3	lauren	lauren	PROPN
iassist-1152	211	4	phegley	phegley	PROPN
iassist-1152	211	5	is	be	AUX
iassist-1152	211	6	the	the	DET
iassist-1152	211	7	research	research	NOUN
iassist-1152	211	8	data	datum	NOUN
iassist-1152	211	9	engineer	engineer	NOUN
iassist-1152	211	10	at	at	ADP
iassist-1152	211	11	the	the	DET
iassist-1152	211	12	university	university	PROPN
iassist-1152	211	13	of	of	ADP
iassist-1152	211	14	pennsylvania	pennsylvania	PROPN
iassist-1152	211	15	.	.	PUNCT
iassist-1152	212	1	her	her	PRON
iassist-1152	212	2	email	email	NOUN
iassist-1152	212	3	is	be	AUX
iassist-1152	212	4	lphegley@upenn.edu	lphegley@upenn.edu	PROPN
iassist-1152	212	5	and	and	CCONJ
iassist-1152	212	6	orcid	orcid	NOUN
iassist-1152	212	7	is	be	AUX
iassist-1152	212	8	0000	0000	NUM
iassist-1152	212	9	-	-	PUNCT
iassist-1152	212	10	0001	0001	NUM
iassist-1152	212	11	-	-	PUNCT
iassist-1152	212	12	7897	7897	NUM
iassist-1152	212	13	-	-	SYM
iassist-1152	212	14	1841	1841	NUM
iassist-1152	212	15	.	.	PUNCT
iassist-1152	213	1	2	2	NUM
iassist-1152	213	2	lynda	lynda	PROPN
iassist-1152	213	3	kellam	kellam	PROPN
iassist-1152	213	4	is	be	AUX
iassist-1152	213	5	the	the	DET
iassist-1152	213	6	director	director	NOUN
iassist-1152	213	7	of	of	ADP
iassist-1152	213	8	research	research	NOUN
iassist-1152	213	9	data	datum	NOUN
iassist-1152	213	10	and	and	CCONJ
iassist-1152	213	11	digital	digital	ADJ
iassist-1152	213	12	scholarship	scholarship	NOUN
iassist-1152	213	13	at	at	ADP
iassist-1152	213	14	the	the	DET
iassist-1152	213	15	university	university	PROPN
iassist-1152	213	16	of	of	ADP
iassist-1152	213	17	pennsylvania	pennsylvania	PROPN
iassist-1152	213	18	.	.	PUNCT
iassist-1152	214	1	her	her	PRON
iassist-1152	214	2	orcid	orcid	NOUN
iassist-1152	214	3	is	be	AUX
iassist-1152	214	4	0000	0000	NUM
iassist-1152	214	5	-	-	PUNCT
iassist-1152	214	6	0002	0002	NUM
iassist-1152	214	7	-	-	PUNCT
iassist-1152	214	8	3263	3263	NUM
iassist-1152	214	9	-	-	PUNCT
iassist-1152	214	10	859x	859x	PROPN
iassist-1152	214	11	.	.	PUNCT
iassist-1152	215	1	9/9	9/9	NUM
iassist-1152	215	2	phegley	phegley	NOUN
iassist-1152	215	3	,	,	PUNCT
iassist-1152	215	4	lauren	lauren	PROPN
iassist-1152	215	5	&	&	CCONJ
iassist-1152	215	6	lynda	lynda	PROPN
iassist-1152	215	7	kellam	kellam	PROPN
iassist-1152	215	8	(	(	PUNCT
iassist-1152	215	9	2025	2025	NUM
iassist-1152	215	10	)	)	PUNCT
iassist-1152	215	11	.	.	PUNCT
iassist-1152	216	1	how	how	SCONJ
iassist-1152	216	2	are	be	AUX
iassist-1152	216	3	we	we	PRON
iassist-1152	216	4	fair	fair	ADJ
iassist-1152	216	5	-	-	PUNCT
iassist-1152	216	6	ing	ing	NOUN
iassist-1152	216	7	?	?	PUNCT
iassist-1152	217	1	creating	create	VERB
iassist-1152	217	2	a	a	DET
iassist-1152	217	3	fair	fair	ADJ
iassist-1152	217	4	self	self	NOUN
iassist-1152	217	5	-	-	PUNCT
iassist-1152	217	6	assessment	assessment	NOUN
iassist-1152	217	7	checklist	checklist	NOUN
iassist-1152	217	8	for	for	ADP
iassist-1152	217	9	data	data	NOUN
iassist-1152	217	10	repositories	repository	NOUN
iassist-1152	217	11	,	,	PUNCT
iassist-1152	217	12	iassist	iassist	VERB
iassist-1152	217	13	quarterly	quarterly	ADJ
iassist-1152	217	14	49(3	49(3	PROPN
iassist-1152	217	15	)	)	PUNCT
iassist-1152	217	16	,	,	PUNCT
iassist-1152	217	17	pp	pp	PROPN
iassist-1152	217	18	.	.	PUNCT
iassist-1152	218	1	1	1	NUM
iassist-1152	218	2	-	-	SYM
iassist-1152	218	3	9	9	NUM
iassist-1152	218	4	.	.	PUNCT
iassist-1152	218	5	doi	doi	NOUN
iassist-1152	218	6	:	:	PUNCT
iassist-1152	218	7	https://doi.org/10.29173/iq1152	https://doi.org/10.29173/iq1152	PROPN
iassist-1152	218	8	3	3	NUM
iassist-1152	218	9	the	the	DET
iassist-1152	218	10	authors	author	NOUN
iassist-1152	218	11	are	be	AUX
iassist-1152	218	12	incredibly	incredibly	ADV
iassist-1152	218	13	thankful	thankful	ADJ
iassist-1152	218	14	to	to	ADP
iassist-1152	218	15	laurence	laurence	PROPN
iassist-1152	218	16	horton	horton	PROPN
iassist-1152	218	17	,	,	PUNCT
iassist-1152	218	18	research	research	NOUN
iassist-1152	218	19	data	datum	NOUN
iassist-1152	218	20	specialist	specialist	NOUN
iassist-1152	218	21	at	at	ADP
iassist-1152	218	22	the	the	DET
iassist-1152	218	23	digital	digital	ADJ
iassist-1152	218	24	curation	curation	NOUN
iassist-1152	218	25	centre	centre	NOUN
iassist-1152	218	26	,	,	PUNCT
iassist-1152	218	27	for	for	ADP
iassist-1152	218	28	his	his	PRON
iassist-1152	218	29	enthusiastic	enthusiastic	ADJ
iassist-1152	218	30	feedback	feedback	NOUN
iassist-1152	218	31	on	on	ADP
iassist-1152	218	32	the	the	DET
iassist-1152	218	33	assessment	assessment	NOUN
iassist-1152	218	34	.	.	PUNCT
