id	sid	tid	token	lemma	pos
iassist-1119	1	1	1/22	1/22	NUM
iassist-1119	1	2	zenk	zenk	NOUN
iassist-1119	1	3	-	-	PUNCT
iassist-1119	1	4	möltgen	möltgen	PROPN
iassist-1119	1	5	,	,	PUNCT
iassist-1119	1	6	wolfgang	wolfgang	PROPN
iassist-1119	1	7	(	(	PUNCT
iassist-1119	1	8	2025	2025	NUM
iassist-1119	1	9	)	)	PUNCT
iassist-1119	1	10	the	the	DET
iassist-1119	1	11	role	role	NOUN
iassist-1119	1	12	of	of	ADP
iassist-1119	1	13	fair	fair	ADJ
iassist-1119	1	14	principles	principle	NOUN
iassist-1119	1	15	in	in	ADP
iassist-1119	1	16	high	high	ADJ
iassist-1119	1	17	-	-	PUNCT
iassist-1119	1	18	quality	quality	NOUN
iassist-1119	1	19	research	research	NOUN
iassist-1119	1	20	data	datum	NOUN
iassist-1119	1	21	documentation	documentation	NOUN
iassist-1119	1	22	,	,	PUNCT
iassist-1119	1	23	iassist	iassist	VERB
iassist-1119	1	24	quarterly	quarterly	ADJ
iassist-1119	1	25	49(2	49(2	NUM
iassist-1119	1	26	)	)	PUNCT
iassist-1119	1	27	,	,	PUNCT
iassist-1119	1	28	pp	pp	PROPN
iassist-1119	1	29	.	.	PUNCT
iassist-1119	2	1	1	1	NUM
iassist-1119	2	2	-	-	SYM
iassist-1119	2	3	22	22	NUM
iassist-1119	2	4	.	.	PUNCT
iassist-1119	3	1	doi	doi	NOUN
iassist-1119	3	2	:	:	PUNCT
iassist-1119	3	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	3	4	the	the	DET
iassist-1119	3	5	creative	creative	ADJ
iassist-1119	3	6	commons	common	NOUN
iassist-1119	3	7	-	-	PUNCT
iassist-1119	3	8	attribution	attribution	NOUN
iassist-1119	3	9	-	-	PUNCT
iassist-1119	3	10	noncommercial	noncommercial	ADJ
iassist-1119	3	11	license	license	NOUN
iassist-1119	3	12	4.0	4.0	NUM
iassist-1119	3	13	international	international	NOUN
iassist-1119	3	14	applies	applie	NOUN
iassist-1119	3	15	to	to	ADP
iassist-1119	3	16	all	all	DET
iassist-1119	3	17	works	work	NOUN
iassist-1119	3	18	published	publish	VERB
iassist-1119	3	19	by	by	ADP
iassist-1119	3	20	iassist	iassist	ADJ
iassist-1119	3	21	quarterly	quarterly	ADV
iassist-1119	3	22	.	.	PUNCT
iassist-1119	4	1	authors	author	NOUN
iassist-1119	4	2	will	will	AUX
iassist-1119	4	3	retain	retain	VERB
iassist-1119	4	4	copyright	copyright	NOUN
iassist-1119	4	5	of	of	ADP
iassist-1119	4	6	the	the	DET
iassist-1119	4	7	work	work	NOUN
iassist-1119	4	8	and	and	CCONJ
iassist-1119	4	9	full	full	ADJ
iassist-1119	4	10	publishing	publishing	NOUN
iassist-1119	4	11	rights	right	NOUN
iassist-1119	4	12	.	.	PUNCT
iassist-1119	5	1	the	the	DET
iassist-1119	5	2	role	role	NOUN
iassist-1119	5	3	of	of	ADP
iassist-1119	5	4	fair	fair	ADJ
iassist-1119	5	5	principles	principle	NOUN
iassist-1119	5	6	in	in	ADP
iassist-1119	5	7	high	high	ADJ
iassist-1119	5	8	-	-	PUNCT
iassist-1119	5	9	quality	quality	NOUN
iassist-1119	5	10	research	research	NOUN
iassist-1119	5	11	data	datum	NOUN
iassist-1119	5	12	documentation	documentation	NOUN
iassist-1119	5	13	:	:	PUNCT
iassist-1119	5	14	looking	look	VERB
iassist-1119	5	15	at	at	ADP
iassist-1119	5	16	national	national	ADJ
iassist-1119	5	17	election	election	NOUN
iassist-1119	5	18	studies	study	NOUN
iassist-1119	5	19	wolfgang	wolfgang	PROPN
iassist-1119	5	20	zenk	zenk	PROPN
iassist-1119	5	21	-	-	PUNCT
iassist-1119	5	22	möltgen1	möltgen1	PROPN
iassist-1119	5	23	abstract	abstract	ADP
iassist-1119	5	24	the	the	DET
iassist-1119	5	25	fair	fair	ADJ
iassist-1119	5	26	principles	principle	NOUN
iassist-1119	5	27	as	as	ADP
iassist-1119	5	28	a	a	DET
iassist-1119	5	29	framework	framework	NOUN
iassist-1119	5	30	for	for	ADP
iassist-1119	5	31	evaluating	evaluate	VERB
iassist-1119	5	32	and	and	CCONJ
iassist-1119	5	33	improving	improve	VERB
iassist-1119	5	34	open	open	ADJ
iassist-1119	5	35	science	science	NOUN
iassist-1119	5	36	and	and	CCONJ
iassist-1119	5	37	research	research	NOUN
iassist-1119	5	38	data	datum	NOUN
iassist-1119	5	39	management	management	NOUN
iassist-1119	5	40	have	have	AUX
iassist-1119	5	41	gained	gain	VERB
iassist-1119	5	42	much	much	ADJ
iassist-1119	5	43	attention	attention	NOUN
iassist-1119	5	44	over	over	ADP
iassist-1119	5	45	the	the	DET
iassist-1119	5	46	last	last	ADJ
iassist-1119	5	47	years	year	NOUN
iassist-1119	5	48	.	.	PUNCT
iassist-1119	6	1	by	by	ADP
iassist-1119	6	2	defining	define	VERB
iassist-1119	6	3	a	a	DET
iassist-1119	6	4	set	set	NOUN
iassist-1119	6	5	of	of	ADP
iassist-1119	6	6	properties	property	NOUN
iassist-1119	6	7	that	that	PRON
iassist-1119	6	8	indicates	indicate	VERB
iassist-1119	6	9	good	good	ADJ
iassist-1119	6	10	practice	practice	NOUN
iassist-1119	6	11	for	for	ADP
iassist-1119	6	12	making	make	VERB
iassist-1119	6	13	data	datum	NOUN
iassist-1119	6	14	findable	findable	ADJ
iassist-1119	6	15	,	,	PUNCT
iassist-1119	6	16	accessible	accessible	ADJ
iassist-1119	6	17	,	,	PUNCT
iassist-1119	6	18	interoperable	interoperable	ADJ
iassist-1119	6	19	,	,	PUNCT
iassist-1119	6	20	and	and	CCONJ
iassist-1119	6	21	reusable	reusable	ADJ
iassist-1119	6	22	(	(	PUNCT
iassist-1119	6	23	fair	fair	ADJ
iassist-1119	6	24	)	)	PUNCT
iassist-1119	6	25	,	,	PUNCT
iassist-1119	6	26	a	a	DET
iassist-1119	6	27	quality	quality	NOUN
iassist-1119	6	28	measurement	measurement	NOUN
iassist-1119	6	29	is	be	AUX
iassist-1119	6	30	created	create	VERB
iassist-1119	6	31	,	,	PUNCT
iassist-1119	6	32	which	which	PRON
iassist-1119	6	33	can	can	AUX
iassist-1119	6	34	be	be	AUX
iassist-1119	6	35	applied	apply	VERB
iassist-1119	6	36	to	to	PART
iassist-1119	6	37	diverse	diverse	ADJ
iassist-1119	6	38	research	research	NOUN
iassist-1119	6	39	outputs	output	NOUN
iassist-1119	6	40	,	,	PUNCT
iassist-1119	6	41	including	include	VERB
iassist-1119	6	42	research	research	NOUN
iassist-1119	6	43	data	datum	NOUN
iassist-1119	6	44	.	.	PUNCT
iassist-1119	7	1	there	there	PRON
iassist-1119	7	2	are	be	VERB
iassist-1119	7	3	some	some	DET
iassist-1119	7	4	software	software	NOUN
iassist-1119	7	5	tools	tool	NOUN
iassist-1119	7	6	available	available	ADJ
iassist-1119	7	7	to	to	PART
iassist-1119	7	8	help	help	VERB
iassist-1119	7	9	with	with	ADP
iassist-1119	7	10	the	the	DET
iassist-1119	7	11	assessment	assessment	NOUN
iassist-1119	7	12	,	,	PUNCT
iassist-1119	7	13	with	with	ADP
iassist-1119	7	14	the	the	DET
iassist-1119	7	15	f	f	PROPN
iassist-1119	7	16	-	-	PUNCT
iassist-1119	7	17	uji	uji	PROPN
iassist-1119	7	18	tool	tool	NOUN
iassist-1119	7	19	being	be	AUX
iassist-1119	7	20	the	the	DET
iassist-1119	7	21	most	most	ADV
iassist-1119	7	22	prominent	prominent	ADJ
iassist-1119	7	23	of	of	ADP
iassist-1119	7	24	them	they	PRON
iassist-1119	7	25	.	.	PUNCT
iassist-1119	8	1	it	it	PRON
iassist-1119	8	2	uses	use	VERB
iassist-1119	8	3	a	a	DET
iassist-1119	8	4	set	set	NOUN
iassist-1119	8	5	of	of	ADP
iassist-1119	8	6	metrics	metric	NOUN
iassist-1119	8	7	which	which	PRON
iassist-1119	8	8	defines	define	VERB
iassist-1119	8	9	tests	test	NOUN
iassist-1119	8	10	for	for	ADP
iassist-1119	8	11	each	each	PRON
iassist-1119	8	12	of	of	ADP
iassist-1119	8	13	the	the	DET
iassist-1119	8	14	fair	fair	ADJ
iassist-1119	8	15	components	component	NOUN
iassist-1119	8	16	,	,	PUNCT
iassist-1119	8	17	and	and	CCONJ
iassist-1119	8	18	it	it	PRON
iassist-1119	8	19	creates	create	VERB
iassist-1119	8	20	an	an	DET
iassist-1119	8	21	overall	overall	ADJ
iassist-1119	8	22	assessment	assessment	NOUN
iassist-1119	8	23	score	score	NOUN
iassist-1119	8	24	.	.	PUNCT
iassist-1119	9	1	the	the	DET
iassist-1119	9	2	article	article	NOUN
iassist-1119	9	3	examines	examine	VERB
iassist-1119	9	4	differences	difference	NOUN
iassist-1119	9	5	between	between	ADP
iassist-1119	9	6	manually	manually	ADV
iassist-1119	9	7	and	and	CCONJ
iassist-1119	9	8	automatically	automatically	ADV
iassist-1119	9	9	assessing	assess	VERB
iassist-1119	9	10	fair	fair	ADJ
iassist-1119	9	11	principles	principle	NOUN
iassist-1119	9	12	,	,	PUNCT
iassist-1119	9	13	shows	show	VERB
iassist-1119	9	14	that	that	SCONJ
iassist-1119	9	15	there	there	PRON
iassist-1119	9	16	are	be	VERB
iassist-1119	9	17	significantly	significantly	ADV
iassist-1119	9	18	different	different	ADJ
iassist-1119	9	19	results	result	NOUN
iassist-1119	9	20	by	by	ADP
iassist-1119	9	21	using	use	VERB
iassist-1119	9	22	national	national	ADJ
iassist-1119	9	23	election	election	NOUN
iassist-1119	9	24	studies	study	NOUN
iassist-1119	9	25	as	as	ADP
iassist-1119	9	26	examples	example	NOUN
iassist-1119	9	27	.	.	PUNCT
iassist-1119	10	1	an	an	DET
iassist-1119	10	2	evaluation	evaluation	NOUN
iassist-1119	10	3	of	of	ADP
iassist-1119	10	4	progress	progress	NOUN
iassist-1119	10	5	is	be	AUX
iassist-1119	10	6	done	do	VERB
iassist-1119	10	7	by	by	ADP
iassist-1119	10	8	comparing	compare	VERB
iassist-1119	10	9	the	the	DET
iassist-1119	10	10	automatically	automatically	ADV
iassist-1119	10	11	assessed	assess	VERB
iassist-1119	10	12	fairness	fairness	NOUN
iassist-1119	10	13	scores	score	NOUN
iassist-1119	10	14	of	of	ADP
iassist-1119	10	15	the	the	DET
iassist-1119	10	16	datasets	dataset	NOUN
iassist-1119	10	17	from	from	ADP
iassist-1119	10	18	2018	2018	NUM
iassist-1119	10	19	with	with	ADP
iassist-1119	10	20	those	those	PRON
iassist-1119	10	21	of	of	ADP
iassist-1119	10	22	2024	2024	NUM
iassist-1119	10	23	,	,	PUNCT
iassist-1119	10	24	showing	show	VERB
iassist-1119	10	25	that	that	SCONJ
iassist-1119	10	26	there	there	PRON
iassist-1119	10	27	is	be	VERB
iassist-1119	10	28	only	only	ADV
iassist-1119	10	29	a	a	DET
iassist-1119	10	30	very	very	ADV
iassist-1119	10	31	slight	slight	ADJ
iassist-1119	10	32	yet	yet	ADV
iassist-1119	10	33	not	not	PART
iassist-1119	10	34	significant	significant	ADJ
iassist-1119	10	35	difference	difference	NOUN
iassist-1119	10	36	.	.	PUNCT
iassist-1119	11	1	specific	specific	ADJ
iassist-1119	11	2	measures	measure	NOUN
iassist-1119	11	3	which	which	PRON
iassist-1119	11	4	have	have	AUX
iassist-1119	11	5	improved	improve	VERB
iassist-1119	11	6	the	the	DET
iassist-1119	11	7	fairness	fairness	NOUN
iassist-1119	11	8	scores	score	NOUN
iassist-1119	11	9	are	be	AUX
iassist-1119	11	10	described	describe	VERB
iassist-1119	11	11	by	by	ADP
iassist-1119	11	12	the	the	DET
iassist-1119	11	13	example	example	NOUN
iassist-1119	11	14	of	of	ADP
iassist-1119	11	15	the	the	DET
iassist-1119	11	16	politbarometer	politbarometer	NOUN
iassist-1119	11	17	2022	2022	NUM
iassist-1119	11	18	dataset	dataset	VERB
iassist-1119	11	19	at	at	ADP
iassist-1119	11	20	the	the	DET
iassist-1119	11	21	gesis	gesis	NOUN
iassist-1119	11	22	data	datum	NOUN
iassist-1119	11	23	archive	archive	NOUN
iassist-1119	11	24	.	.	PUNCT
iassist-1119	12	1	the	the	DET
iassist-1119	12	2	article	article	NOUN
iassist-1119	12	3	highlights	highlight	VERB
iassist-1119	12	4	the	the	DET
iassist-1119	12	5	role	role	NOUN
iassist-1119	12	6	of	of	ADP
iassist-1119	12	7	archives	archive	NOUN
iassist-1119	12	8	in	in	ADP
iassist-1119	12	9	securing	secure	VERB
iassist-1119	12	10	a	a	DET
iassist-1119	12	11	high	high	ADJ
iassist-1119	12	12	level	level	NOUN
iassist-1119	12	13	of	of	ADP
iassist-1119	12	14	data	datum	NOUN
iassist-1119	12	15	and	and	CCONJ
iassist-1119	12	16	metadata	metadata	ADJ
iassist-1119	12	17	quality	quality	NOUN
iassist-1119	12	18	and	and	CCONJ
iassist-1119	12	19	technically	technically	ADV
iassist-1119	12	20	sound	sound	ADJ
iassist-1119	12	21	implementation	implementation	NOUN
iassist-1119	12	22	of	of	ADP
iassist-1119	12	23	the	the	DET
iassist-1119	12	24	fair	fair	ADJ
iassist-1119	12	25	principles	principle	NOUN
iassist-1119	12	26	to	to	PART
iassist-1119	12	27	help	help	VERB
iassist-1119	12	28	researchers	researcher	NOUN
iassist-1119	12	29	benefit	benefit	VERB
iassist-1119	12	30	from	from	ADP
iassist-1119	12	31	getting	get	VERB
iassist-1119	12	32	the	the	DET
iassist-1119	12	33	most	most	ADJ
iassist-1119	12	34	of	of	ADP
iassist-1119	12	35	their	their	PRON
iassist-1119	12	36	valuable	valuable	ADJ
iassist-1119	12	37	research	research	NOUN
iassist-1119	12	38	data	datum	NOUN
iassist-1119	12	39	.	.	PUNCT
iassist-1119	13	1	keywords	keyword	VERB
iassist-1119	13	2	fair	fair	ADJ
iassist-1119	13	3	principles	principle	NOUN
iassist-1119	13	4	,	,	PUNCT
iassist-1119	13	5	data	datum	NOUN
iassist-1119	13	6	documentation	documentation	NOUN
iassist-1119	13	7	,	,	PUNCT
iassist-1119	13	8	research	research	NOUN
iassist-1119	13	9	data	datum	NOUN
iassist-1119	13	10	management	management	NOUN
iassist-1119	13	11	,	,	PUNCT
iassist-1119	13	12	f	f	X
iassist-1119	13	13	-	-	PUNCT
iassist-1119	13	14	uji	uji	PROPN
iassist-1119	13	15	test	test	NOUN
iassist-1119	13	16	,	,	PUNCT
iassist-1119	13	17	research	research	NOUN
iassist-1119	13	18	transparency	transparency	NOUN
iassist-1119	13	19	introduction	introduction	NOUN
iassist-1119	13	20	good	good	ADJ
iassist-1119	13	21	data	datum	NOUN
iassist-1119	13	22	documentation	documentation	NOUN
iassist-1119	13	23	is	be	AUX
iassist-1119	13	24	indispensable	indispensable	ADJ
iassist-1119	13	25	for	for	ADP
iassist-1119	13	26	working	work	VERB
iassist-1119	13	27	with	with	ADP
iassist-1119	13	28	research	research	NOUN
iassist-1119	13	29	data	datum	NOUN
iassist-1119	13	30	.	.	PUNCT
iassist-1119	14	1	it	it	PRON
iassist-1119	14	2	is	be	AUX
iassist-1119	14	3	especially	especially	ADV
iassist-1119	14	4	important	important	ADJ
iassist-1119	14	5	when	when	SCONJ
iassist-1119	14	6	using	use	VERB
iassist-1119	14	7	data	datum	NOUN
iassist-1119	14	8	that	that	PRON
iassist-1119	14	9	was	be	AUX
iassist-1119	14	10	collected	collect	VERB
iassist-1119	14	11	or	or	CCONJ
iassist-1119	14	12	gathered	gather	VERB
iassist-1119	14	13	by	by	ADP
iassist-1119	14	14	other	other	ADJ
iassist-1119	14	15	researchers	researcher	NOUN
iassist-1119	14	16	;	;	PUNCT
iassist-1119	14	17	knowledge	knowledge	NOUN
iassist-1119	14	18	about	about	ADP
iassist-1119	14	19	the	the	DET
iassist-1119	14	20	data	datum	NOUN
iassist-1119	14	21	collection	collection	NOUN
iassist-1119	14	22	procedures	procedure	NOUN
iassist-1119	14	23	,	,	PUNCT
iassist-1119	14	24	applied	apply	VERB
iassist-1119	14	25	concepts	concept	NOUN
iassist-1119	14	26	,	,	PUNCT
iassist-1119	14	27	data	datum	NOUN
iassist-1119	14	28	cleaning	cleaning	NOUN
iassist-1119	14	29	and	and	CCONJ
iassist-1119	14	30	transformation	transformation	NOUN
iassist-1119	14	31	steps	step	NOUN
iassist-1119	14	32	,	,	PUNCT
iassist-1119	14	33	and	and	CCONJ
iassist-1119	14	34	decisions	decision	NOUN
iassist-1119	14	35	by	by	ADP
iassist-1119	14	36	principal	principal	ADJ
iassist-1119	14	37	investigators	investigator	NOUN
iassist-1119	14	38	along	along	ADP
iassist-1119	14	39	the	the	DET
iassist-1119	14	40	way	way	NOUN
iassist-1119	14	41	is	be	AUX
iassist-1119	14	42	necessary	necessary	ADJ
iassist-1119	14	43	to	to	PART
iassist-1119	14	44	fully	fully	ADV
iassist-1119	14	45	understand	understand	VERB
iassist-1119	14	46	the	the	DET
iassist-1119	14	47	findings	finding	NOUN
iassist-1119	14	48	and	and	CCONJ
iassist-1119	14	49	implications	implication	NOUN
iassist-1119	14	50	.	.	PUNCT
iassist-1119	15	1	in	in	ADP
iassist-1119	15	2	recent	recent	ADJ
iassist-1119	15	3	years	year	NOUN
iassist-1119	15	4	,	,	PUNCT
iassist-1119	15	5	the	the	DET
iassist-1119	15	6	movement	movement	NOUN
iassist-1119	15	7	for	for	ADP
iassist-1119	15	8	more	more	ADJ
iassist-1119	15	9	research	research	NOUN
iassist-1119	15	10	transparency	transparency	NOUN
iassist-1119	15	11	has	have	AUX
iassist-1119	15	12	grown	grow	VERB
iassist-1119	15	13	considerably	considerably	ADV
iassist-1119	15	14	,	,	PUNCT
iassist-1119	15	15	partly	partly	ADV
iassist-1119	15	16	due	due	ADJ
iassist-1119	15	17	to	to	ADP
iassist-1119	15	18	discovery	discovery	NOUN
iassist-1119	15	19	of	of	ADP
iassist-1119	15	20	errors	error	NOUN
iassist-1119	15	21	and	and	CCONJ
iassist-1119	15	22	scientific	scientific	ADJ
iassist-1119	15	23	misconduct	misconduct	NOUN
iassist-1119	15	24	(	(	PUNCT
iassist-1119	15	25	christensen	christensen	PROPN
iassist-1119	15	26	et	et	PROPN
iassist-1119	15	27	al	al	PROPN
iassist-1119	15	28	.	.	PROPN
iassist-1119	15	29	,	,	PUNCT
iassist-1119	15	30	2019	2019	NUM
iassist-1119	15	31	;	;	PUNCT
iassist-1119	15	32	freese	freese	PROPN
iassist-1119	15	33	&	&	CCONJ
iassist-1119	15	34	peterson	peterson	PROPN
iassist-1119	15	35	,	,	PUNCT
iassist-1119	15	36	2017	2017	NUM
iassist-1119	15	37	)	)	PUNCT
iassist-1119	15	38	.	.	PUNCT
iassist-1119	16	1	open	open	ADJ
iassist-1119	16	2	science	science	NOUN
iassist-1119	16	3	and	and	CCONJ
iassist-1119	16	4	requests	request	NOUN
iassist-1119	16	5	for	for	ADP
iassist-1119	16	6	a	a	DET
iassist-1119	16	7	transparent	transparent	ADJ
iassist-1119	16	8	process	process	NOUN
iassist-1119	16	9	of	of	ADP
iassist-1119	16	10	the	the	DET
iassist-1119	16	11	scientific	scientific	ADJ
iassist-1119	16	12	endeavor	endeavor	NOUN
iassist-1119	16	13	led	lead	VERB
iassist-1119	16	14	to	to	ADP
iassist-1119	16	15	several	several	ADJ
iassist-1119	16	16	improvements	improvement	NOUN
iassist-1119	16	17	with	with	ADP
iassist-1119	16	18	the	the	DET
iassist-1119	16	19	availability	availability	NOUN
iassist-1119	16	20	and	and	CCONJ
iassist-1119	16	21	re	re	NOUN
iassist-1119	16	22	-	-	NOUN
iassist-1119	16	23	usability	usability	NOUN
iassist-1119	16	24	of	of	ADP
iassist-1119	16	25	research	research	NOUN
iassist-1119	16	26	data	datum	NOUN
iassist-1119	16	27	.	.	PUNCT
iassist-1119	17	1	social	social	ADJ
iassist-1119	17	2	science	science	NOUN
iassist-1119	17	3	data	datum	NOUN
iassist-1119	17	4	archives	archive	NOUN
iassist-1119	17	5	such	such	ADJ
iassist-1119	17	6	as	as	ADP
iassist-1119	17	7	the	the	DET
iassist-1119	17	8	icpsr	icpsr	NOUN
iassist-1119	17	9	in	in	ADP
iassist-1119	17	10	the	the	DET
iassist-1119	17	11	u.s	u.s	PROPN
iassist-1119	17	12	.	.	PROPN
iassist-1119	17	13	,	,	PUNCT
iassist-1119	17	14	gesis	gesis	NOUN
iassist-1119	17	15	–	–	PUNCT
iassist-1119	17	16	leibniz	leibniz	PROPN
iassist-1119	17	17	institute	institute	PROPN
iassist-1119	17	18	for	for	ADP
iassist-1119	17	19	the	the	DET
iassist-1119	17	20	social	social	ADJ
iassist-1119	17	21	sciences	sciences	PROPN
iassist-1119	17	22	in	in	ADP
iassist-1119	17	23	germany	germany	PROPN
iassist-1119	17	24	,	,	PUNCT
iassist-1119	17	25	or	or	CCONJ
iassist-1119	17	26	the	the	DET
iassist-1119	17	27	uk	uk	PROPN
iassist-1119	17	28	data	data	NOUN
iassist-1119	17	29	archive	archive	NOUN
iassist-1119	17	30	have	have	AUX
iassist-1119	17	31	existed	exist	VERB
iassist-1119	17	32	for	for	ADP
iassist-1119	17	33	decades	decade	NOUN
iassist-1119	17	34	.	.	PUNCT
iassist-1119	18	1	in	in	ADP
iassist-1119	18	2	addition	addition	NOUN
iassist-1119	18	3	,	,	PUNCT
iassist-1119	18	4	research	research	NOUN
iassist-1119	18	5	data	datum	NOUN
iassist-1119	18	6	centers	center	NOUN
iassist-1119	18	7	as	as	ADV
iassist-1119	18	8	well	well	ADV
iassist-1119	18	9	as	as	ADP
iassist-1119	18	10	more	more	ADV
iassist-1119	18	11	generic	generic	ADJ
iassist-1119	18	12	repositories	repository	NOUN
iassist-1119	18	13	for	for	ADP
iassist-1119	18	14	research	research	NOUN
iassist-1119	18	15	data	datum	NOUN
iassist-1119	18	16	have	have	AUX
iassist-1119	18	17	emerged	emerge	VERB
iassist-1119	18	18	in	in	ADP
iassist-1119	18	19	recent	recent	ADJ
iassist-1119	18	20	years	year	NOUN
iassist-1119	18	21	(	(	PUNCT
iassist-1119	18	22	e.g.	e.g.	ADV
iassist-1119	18	23	,	,	PUNCT
iassist-1119	18	24	zenodo2	zenodo2	PROPN
iassist-1119	18	25	,	,	PUNCT
iassist-1119	18	26	figshare3	figshare3	NOUN
iassist-1119	18	27	,	,	PUNCT
iassist-1119	18	28	dataverse4	dataverse4	NOUN
iassist-1119	18	29	,	,	PUNCT
iassist-1119	18	30	and	and	CCONJ
iassist-1119	18	31	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PROPN
iassist-1119	18	32	2/22	2/22	NUM
iassist-1119	18	33	zenk	zenk	NOUN
iassist-1119	18	34	-	-	PUNCT
iassist-1119	18	35	möltgen	möltgen	PROPN
iassist-1119	18	36	,	,	PUNCT
iassist-1119	18	37	wolfgang	wolfgang	PROPN
iassist-1119	18	38	(	(	PUNCT
iassist-1119	18	39	2025	2025	NUM
iassist-1119	18	40	)	)	PUNCT
iassist-1119	18	41	the	the	DET
iassist-1119	18	42	role	role	NOUN
iassist-1119	18	43	of	of	ADP
iassist-1119	18	44	fair	fair	ADJ
iassist-1119	18	45	principles	principle	NOUN
iassist-1119	18	46	in	in	ADP
iassist-1119	18	47	high	high	ADJ
iassist-1119	18	48	-	-	PUNCT
iassist-1119	18	49	quality	quality	NOUN
iassist-1119	18	50	research	research	NOUN
iassist-1119	18	51	data	datum	NOUN
iassist-1119	18	52	documentation	documentation	NOUN
iassist-1119	18	53	,	,	PUNCT
iassist-1119	18	54	iassist	iassist	VERB
iassist-1119	18	55	quarterly	quarterly	ADJ
iassist-1119	18	56	49(2	49(2	NUM
iassist-1119	18	57	)	)	PUNCT
iassist-1119	18	58	,	,	PUNCT
iassist-1119	18	59	pp	pp	PROPN
iassist-1119	18	60	.	.	PUNCT
iassist-1119	19	1	1	1	NUM
iassist-1119	19	2	-	-	SYM
iassist-1119	19	3	22	22	NUM
iassist-1119	19	4	.	.	PUNCT
iassist-1119	20	1	doi	doi	NOUN
iassist-1119	20	2	:	:	PUNCT
iassist-1119	20	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	20	4	the	the	DET
iassist-1119	20	5	open	open	ADJ
iassist-1119	20	6	science	science	NOUN
iassist-1119	20	7	framework	framework	NOUN
iassist-1119	20	8	osf5	osf5	NOUN
iassist-1119	20	9	)	)	PUNCT
iassist-1119	20	10	.	.	PUNCT
iassist-1119	21	1	all	all	DET
iassist-1119	21	2	these	these	DET
iassist-1119	21	3	services	service	NOUN
iassist-1119	21	4	support	support	VERB
iassist-1119	21	5	the	the	DET
iassist-1119	21	6	documentation	documentation	NOUN
iassist-1119	21	7	of	of	ADP
iassist-1119	21	8	research	research	NOUN
iassist-1119	21	9	data	datum	NOUN
iassist-1119	21	10	,	,	PUNCT
iassist-1119	21	11	however	however	ADV
iassist-1119	21	12	in	in	ADP
iassist-1119	21	13	different	different	ADJ
iassist-1119	21	14	degrees	degree	NOUN
iassist-1119	21	15	of	of	ADP
iassist-1119	21	16	granularity	granularity	NOUN
iassist-1119	21	17	.	.	PUNCT
iassist-1119	22	1	for	for	ADP
iassist-1119	22	2	all	all	PRON
iassist-1119	22	3	of	of	ADP
iassist-1119	22	4	these	these	DET
iassist-1119	22	5	services	service	NOUN
iassist-1119	22	6	,	,	PUNCT
iassist-1119	22	7	it	it	PRON
iassist-1119	22	8	is	be	AUX
iassist-1119	22	9	clear	clear	ADJ
iassist-1119	22	10	that	that	SCONJ
iassist-1119	22	11	well	well	ADV
iassist-1119	22	12	-	-	PUNCT
iassist-1119	22	13	done	do	VERB
iassist-1119	22	14	data	data	NOUN
iassist-1119	22	15	documentation	documentation	NOUN
iassist-1119	22	16	and	and	CCONJ
iassist-1119	22	17	provision	provision	NOUN
iassist-1119	22	18	of	of	ADP
iassist-1119	22	19	research	research	NOUN
iassist-1119	22	20	data	datum	NOUN
iassist-1119	22	21	is	be	AUX
iassist-1119	22	22	costly	costly	ADJ
iassist-1119	22	23	and	and	CCONJ
iassist-1119	22	24	needs	need	VERB
iassist-1119	22	25	considerable	considerable	ADJ
iassist-1119	22	26	resources	resource	NOUN
iassist-1119	22	27	(	(	PUNCT
iassist-1119	22	28	perry	perry	PROPN
iassist-1119	22	29	&	&	CCONJ
iassist-1119	22	30	netscher	netscher	PROPN
iassist-1119	22	31	,	,	PUNCT
iassist-1119	22	32	2022	2022	NUM
iassist-1119	22	33	)	)	PUNCT
iassist-1119	22	34	.	.	PUNCT
iassist-1119	23	1	but	but	CCONJ
iassist-1119	23	2	cases	case	NOUN
iassist-1119	23	3	of	of	ADP
iassist-1119	23	4	fraud	fraud	NOUN
iassist-1119	23	5	in	in	ADP
iassist-1119	23	6	more	more	ADJ
iassist-1119	23	7	than	than	ADP
iassist-1119	23	8	only	only	ADV
iassist-1119	23	9	a	a	DET
iassist-1119	23	10	few	few	ADJ
iassist-1119	23	11	disciplines	discipline	NOUN
iassist-1119	23	12	(	(	PUNCT
iassist-1119	23	13	christensen	christensen	PROPN
iassist-1119	23	14	et	et	PROPN
iassist-1119	23	15	al	al	PROPN
iassist-1119	23	16	.	.	PROPN
iassist-1119	23	17	,	,	PUNCT
iassist-1119	23	18	2019	2019	NUM
iassist-1119	23	19	)	)	PUNCT
iassist-1119	23	20	and	and	CCONJ
iassist-1119	23	21	acknowledgement	acknowledgement	NOUN
iassist-1119	23	22	for	for	ADP
iassist-1119	23	23	the	the	DET
iassist-1119	23	24	value	value	NOUN
iassist-1119	23	25	of	of	ADP
iassist-1119	23	26	data	datum	NOUN
iassist-1119	23	27	have	have	AUX
iassist-1119	23	28	led	lead	VERB
iassist-1119	23	29	to	to	ADP
iassist-1119	23	30	considerable	considerable	ADJ
iassist-1119	23	31	improvements	improvement	NOUN
iassist-1119	23	32	in	in	ADP
iassist-1119	23	33	data	datum	NOUN
iassist-1119	23	34	curation	curation	NOUN
iassist-1119	23	35	,	,	PUNCT
iassist-1119	23	36	documentation	documentation	NOUN
iassist-1119	23	37	,	,	PUNCT
iassist-1119	23	38	and	and	CCONJ
iassist-1119	23	39	access	access	NOUN
iassist-1119	23	40	.	.	PUNCT
iassist-1119	24	1	increasingly	increasingly	ADV
iassist-1119	24	2	also	also	ADV
iassist-1119	24	3	research	research	NOUN
iassist-1119	24	4	funders	funder	NOUN
iassist-1119	24	5	develop	develop	VERB
iassist-1119	24	6	guidelines	guideline	NOUN
iassist-1119	24	7	and	and	CCONJ
iassist-1119	24	8	regulations	regulation	NOUN
iassist-1119	24	9	that	that	PRON
iassist-1119	24	10	support	support	VERB
iassist-1119	24	11	data	datum	NOUN
iassist-1119	24	12	archiving	archiving	NOUN
iassist-1119	24	13	,	,	PUNCT
iassist-1119	24	14	metadata	metadata	NOUN
iassist-1119	24	15	documentation	documentation	NOUN
iassist-1119	24	16	,	,	PUNCT
iassist-1119	24	17	and	and	CCONJ
iassist-1119	24	18	data	datum	NOUN
iassist-1119	24	19	sharing	sharing	NOUN
iassist-1119	24	20	(	(	PUNCT
iassist-1119	24	21	american	american	PROPN
iassist-1119	24	22	economic	economic	PROPN
iassist-1119	24	23	association	association	PROPN
iassist-1119	24	24	,	,	PUNCT
iassist-1119	24	25	2024	2024	NUM
iassist-1119	24	26	;	;	PUNCT
iassist-1119	24	27	deutsche	deutsche	PROPN
iassist-1119	24	28	gesellschaft	gesellschaft	PROPN
iassist-1119	24	29	für	für	PROPN
iassist-1119	24	30	soziologie	soziologie	PROPN
iassist-1119	24	31	,	,	PUNCT
iassist-1119	24	32	2019;u.s	2019;u.s	NUM
iassist-1119	24	33	.	.	PUNCT
iassist-1119	24	34	national	national	PROPN
iassist-1119	24	35	science	science	PROPN
iassist-1119	24	36	foundation	foundation	PROPN
iassist-1119	24	37	,	,	PUNCT
iassist-1119	24	38	2018	2018	NUM
iassist-1119	24	39	;	;	PUNCT
iassist-1119	24	40	wissenschaftsrat	wissenschaftsrat	NOUN
iassist-1119	24	41	,	,	PUNCT
iassist-1119	24	42	2020	2020	NUM
iassist-1119	24	43	)	)	PUNCT
iassist-1119	24	44	.	.	PUNCT
iassist-1119	25	1	especially	especially	ADV
iassist-1119	25	2	in	in	ADP
iassist-1119	25	3	the	the	DET
iassist-1119	25	4	political	political	ADJ
iassist-1119	25	5	science	science	NOUN
iassist-1119	25	6	domain	domain	NOUN
iassist-1119	25	7	,	,	PUNCT
iassist-1119	25	8	there	there	PRON
iassist-1119	25	9	is	be	VERB
iassist-1119	25	10	a	a	DET
iassist-1119	25	11	collective	collective	ADJ
iassist-1119	25	12	understanding	understanding	NOUN
iassist-1119	25	13	and	and	CCONJ
iassist-1119	25	14	expectation	expectation	NOUN
iassist-1119	25	15	for	for	SCONJ
iassist-1119	25	16	journals	journal	NOUN
iassist-1119	25	17	to	to	PART
iassist-1119	25	18	have	have	VERB
iassist-1119	25	19	a	a	DET
iassist-1119	25	20	policy	policy	NOUN
iassist-1119	25	21	that	that	PRON
iassist-1119	25	22	requires	require	VERB
iassist-1119	25	23	authors	author	NOUN
iassist-1119	25	24	to	to	PART
iassist-1119	25	25	deposit	deposit	VERB
iassist-1119	25	26	the	the	DET
iassist-1119	25	27	data	datum	NOUN
iassist-1119	25	28	underlying	underlie	VERB
iassist-1119	25	29	their	their	PRON
iassist-1119	25	30	article	article	NOUN
iassist-1119	25	31	findings	finding	VERB
iassist-1119	25	32	at	at	ADP
iassist-1119	25	33	a	a	DET
iassist-1119	25	34	trusted	trust	VERB
iassist-1119	25	35	archive	archive	NOUN
iassist-1119	25	36	or	or	CCONJ
iassist-1119	25	37	data	datum	NOUN
iassist-1119	25	38	repository	repository	NOUN
iassist-1119	25	39	and	and	CCONJ
iassist-1119	25	40	make	make	VERB
iassist-1119	25	41	it	it	PRON
iassist-1119	25	42	available	available	ADJ
iassist-1119	25	43	for	for	ADP
iassist-1119	25	44	independent	independent	ADJ
iassist-1119	25	45	scrutiny	scrutiny	NOUN
iassist-1119	25	46	(	(	PUNCT
iassist-1119	25	47	da	da	PROPN
iassist-1119	25	48	-	-	PUNCT
iassist-1119	25	49	rt	rt	PROPN
iassist-1119	25	50	,	,	PUNCT
iassist-1119	25	51	2015	2015	NUM
iassist-1119	25	52	)	)	PUNCT
iassist-1119	25	53	.	.	PUNCT
iassist-1119	26	1	it	it	PRON
iassist-1119	26	2	was	be	AUX
iassist-1119	26	3	found	find	VERB
iassist-1119	26	4	that	that	SCONJ
iassist-1119	26	5	data	datum	NOUN
iassist-1119	26	6	availability	availability	NOUN
iassist-1119	26	7	is	be	AUX
iassist-1119	26	8	much	much	ADV
iassist-1119	26	9	higher	high	ADJ
iassist-1119	26	10	for	for	ADP
iassist-1119	26	11	articles	article	NOUN
iassist-1119	26	12	published	publish	VERB
iassist-1119	26	13	in	in	ADP
iassist-1119	26	14	journals	journal	NOUN
iassist-1119	26	15	with	with	ADP
iassist-1119	26	16	a	a	DET
iassist-1119	26	17	data	data	NOUN
iassist-1119	26	18	sharing	share	VERB
iassist-1119	26	19	policy	policy	NOUN
iassist-1119	26	20	in	in	ADP
iassist-1119	26	21	place	place	NOUN
iassist-1119	26	22	(	(	PUNCT
iassist-1119	26	23	key	key	ADJ
iassist-1119	26	24	,	,	PUNCT
iassist-1119	26	25	2016	2016	NUM
iassist-1119	26	26	;	;	PUNCT
iassist-1119	26	27	zenk	zenk	NOUN
iassist-1119	26	28	-	-	PUNCT
iassist-1119	26	29	möltgen	möltgen	PROPN
iassist-1119	26	30	et	et	PROPN
iassist-1119	26	31	al	al	PROPN
iassist-1119	26	32	.	.	PROPN
iassist-1119	26	33	,	,	PUNCT
iassist-1119	26	34	2018	2018	NUM
iassist-1119	26	35	)	)	PUNCT
iassist-1119	26	36	.	.	PUNCT
iassist-1119	27	1	some	some	DET
iassist-1119	27	2	policies	policy	NOUN
iassist-1119	27	3	also	also	ADV
iassist-1119	27	4	require	require	VERB
iassist-1119	27	5	independent	independent	ADJ
iassist-1119	27	6	verification	verification	NOUN
iassist-1119	27	7	of	of	ADP
iassist-1119	27	8	the	the	DET
iassist-1119	27	9	results	result	NOUN
iassist-1119	27	10	and	and	CCONJ
iassist-1119	27	11	sometimes	sometimes	ADV
iassist-1119	27	12	provide	provide	VERB
iassist-1119	27	13	staff	staff	NOUN
iassist-1119	27	14	at	at	ADP
iassist-1119	27	15	the	the	DET
iassist-1119	27	16	journal	journal	NOUN
iassist-1119	27	17	to	to	PART
iassist-1119	27	18	conduct	conduct	VERB
iassist-1119	27	19	this	this	DET
iassist-1119	27	20	work	work	NOUN
iassist-1119	27	21	.	.	PUNCT
iassist-1119	28	1	literature	literature	NOUN
iassist-1119	28	2	review	review	VERB
iassist-1119	28	3	the	the	DET
iassist-1119	28	4	fair	fair	ADJ
iassist-1119	28	5	principles	principle	NOUN
iassist-1119	28	6	have	have	AUX
iassist-1119	28	7	been	be	AUX
iassist-1119	28	8	developed	develop	VERB
iassist-1119	28	9	as	as	ADP
iassist-1119	28	10	‘	'	PUNCT
iassist-1119	28	11	guiding	guide	VERB
iassist-1119	28	12	principles	principle	NOUN
iassist-1119	28	13	for	for	ADP
iassist-1119	28	14	findable	findable	ADJ
iassist-1119	28	15	,	,	PUNCT
iassist-1119	28	16	accessible	accessible	ADJ
iassist-1119	28	17	,	,	PUNCT
iassist-1119	28	18	interoperable	interoperable	ADJ
iassist-1119	28	19	,	,	PUNCT
iassist-1119	28	20	and	and	CCONJ
iassist-1119	28	21	re	re	ADJ
iassist-1119	28	22	-	-	ADJ
iassist-1119	28	23	usable	usable	ADJ
iassist-1119	28	24	data	datum	NOUN
iassist-1119	28	25	publishing‘6	publishing‘6	NOUN
iassist-1119	28	26	within	within	ADP
iassist-1119	28	27	the	the	DET
iassist-1119	28	28	force11	force11	NOUN
iassist-1119	28	29	scholarly	scholarly	PROPN
iassist-1119	28	30	community	community	NOUN
iassist-1119	28	31	initiative	initiative	NOUN
iassist-1119	28	32	(	(	PUNCT
iassist-1119	28	33	wilkinson	wilkinson	PROPN
iassist-1119	28	34	et	et	PROPN
iassist-1119	28	35	al	al	PROPN
iassist-1119	28	36	.	.	PROPN
iassist-1119	28	37	,	,	PUNCT
iassist-1119	28	38	2016	2016	NUM
iassist-1119	28	39	)	)	PUNCT
iassist-1119	28	40	.	.	PUNCT
iassist-1119	29	1	with	with	ADP
iassist-1119	29	2	the	the	DET
iassist-1119	29	3	fairsfair	fairsfair	NOUN
iassist-1119	29	4	(	(	PUNCT
iassist-1119	29	5	fostering	foster	VERB
iassist-1119	29	6	fair	fair	ADJ
iassist-1119	29	7	data	datum	NOUN
iassist-1119	29	8	practices	practice	NOUN
iassist-1119	29	9	in	in	ADP
iassist-1119	29	10	europe	europe	PROPN
iassist-1119	29	11	)	)	PUNCT
iassist-1119	29	12	project	project	NOUN
iassist-1119	29	13	(	(	PUNCT
iassist-1119	29	14	devaraju	devaraju	X
iassist-1119	29	15	et	et	PROPN
iassist-1119	29	16	al	al	PROPN
iassist-1119	29	17	.	.	PROPN
iassist-1119	29	18	,	,	PUNCT
iassist-1119	29	19	2022	2022	NUM
iassist-1119	29	20	)	)	PUNCT
iassist-1119	29	21	,	,	PUNCT
iassist-1119	29	22	the	the	DET
iassist-1119	29	23	fair	fair	ADJ
iassist-1119	29	24	guiding	guide	VERB
iassist-1119	29	25	principles	principle	NOUN
iassist-1119	29	26	were	be	AUX
iassist-1119	29	27	established	establish	VERB
iassist-1119	29	28	in	in	ADP
iassist-1119	29	29	practice	practice	NOUN
iassist-1119	29	30	as	as	ADP
iassist-1119	29	31	an	an	DET
iassist-1119	29	32	open	open	ADJ
iassist-1119	29	33	standard	standard	NOUN
iassist-1119	29	34	for	for	ADP
iassist-1119	29	35	evaluating	evaluate	VERB
iassist-1119	29	36	the	the	DET
iassist-1119	29	37	findability	findability	NOUN
iassist-1119	29	38	,	,	PUNCT
iassist-1119	29	39	accessibility	accessibility	NOUN
iassist-1119	29	40	,	,	PUNCT
iassist-1119	29	41	inter	inter	NOUN
iassist-1119	29	42	-	-	NOUN
iassist-1119	29	43	operability	operability	NOUN
iassist-1119	29	44	,	,	PUNCT
iassist-1119	29	45	and	and	CCONJ
iassist-1119	29	46	re	re	NOUN
iassist-1119	29	47	-	-	NOUN
iassist-1119	29	48	producibility	producibility	NOUN
iassist-1119	29	49	of	of	ADP
iassist-1119	29	50	research	research	NOUN
iassist-1119	29	51	data	datum	NOUN
iassist-1119	29	52	.	.	PUNCT
iassist-1119	30	1	evaluation	evaluation	NOUN
iassist-1119	30	2	of	of	ADP
iassist-1119	30	3	datasets	dataset	NOUN
iassist-1119	30	4	against	against	ADP
iassist-1119	30	5	these	these	DET
iassist-1119	30	6	criteria	criterion	NOUN
iassist-1119	30	7	have	have	AUX
iassist-1119	30	8	initially	initially	ADV
iassist-1119	30	9	been	be	AUX
iassist-1119	30	10	done	do	VERB
iassist-1119	30	11	manually	manually	ADV
iassist-1119	30	12	(	(	PUNCT
iassist-1119	30	13	bishop	bishop	PROPN
iassist-1119	30	14	&	&	CCONJ
iassist-1119	30	15	hank	hank	PROPN
iassist-1119	30	16	,	,	PUNCT
iassist-1119	30	17	2018	2018	NUM
iassist-1119	30	18	;	;	PUNCT
iassist-1119	30	19	eder	eder	NOUN
iassist-1119	30	20	&	&	CCONJ
iassist-1119	30	21	jedinger	jedinger	NOUN
iassist-1119	30	22	,	,	PUNCT
iassist-1119	30	23	2019	2019	NUM
iassist-1119	30	24	;	;	PUNCT
iassist-1119	30	25	guillot	guillot	ADP
iassist-1119	30	26	et	et	NOUN
iassist-1119	30	27	al	al	PROPN
iassist-1119	30	28	.	.	PROPN
iassist-1119	30	29	,	,	PUNCT
iassist-1119	30	30	2023	2023	NUM
iassist-1119	30	31	;	;	PUNCT
iassist-1119	30	32	maxwell	maxwell	PROPN
iassist-1119	30	33	et	et	PROPN
iassist-1119	30	34	al	al	PROPN
iassist-1119	30	35	.	.	PROPN
iassist-1119	30	36	,	,	PUNCT
iassist-1119	30	37	2021	2021	NUM
iassist-1119	30	38	)	)	PUNCT
iassist-1119	30	39	.	.	PUNCT
iassist-1119	31	1	most	most	ADJ
iassist-1119	31	2	evaluations	evaluation	NOUN
iassist-1119	31	3	in	in	ADP
iassist-1119	31	4	the	the	DET
iassist-1119	31	5	domains	domain	NOUN
iassist-1119	31	6	of	of	ADP
iassist-1119	31	7	political	political	ADJ
iassist-1119	31	8	science	science	NOUN
iassist-1119	31	9	or	or	CCONJ
iassist-1119	31	10	sociology	sociology	NOUN
iassist-1119	31	11	,	,	PUNCT
iassist-1119	31	12	but	but	CCONJ
iassist-1119	31	13	also	also	ADV
iassist-1119	31	14	across	across	ADP
iassist-1119	31	15	disciplines	discipline	NOUN
iassist-1119	31	16	(	(	PUNCT
iassist-1119	31	17	stall	stall	VERB
iassist-1119	31	18	et	et	PROPN
iassist-1119	31	19	al	al	PROPN
iassist-1119	31	20	.	.	PROPN
iassist-1119	31	21	,	,	PUNCT
iassist-1119	31	22	2019	2019	NUM
iassist-1119	31	23	)	)	PUNCT
iassist-1119	31	24	,	,	PUNCT
iassist-1119	31	25	came	come	VERB
iassist-1119	31	26	to	to	ADP
iassist-1119	31	27	the	the	DET
iassist-1119	31	28	conclusion	conclusion	NOUN
iassist-1119	31	29	that	that	SCONJ
iassist-1119	31	30	more	more	ADJ
iassist-1119	31	31	needs	need	VERB
iassist-1119	31	32	to	to	PART
iassist-1119	31	33	be	be	AUX
iassist-1119	31	34	done	do	VERB
iassist-1119	31	35	to	to	PART
iassist-1119	31	36	make	make	VERB
iassist-1119	31	37	the	the	DET
iassist-1119	31	38	used	used	ADJ
iassist-1119	31	39	research	research	NOUN
iassist-1119	31	40	data	datum	NOUN
iassist-1119	31	41	findable	findable	ADJ
iassist-1119	31	42	,	,	PUNCT
iassist-1119	31	43	accessible	accessible	ADJ
iassist-1119	31	44	,	,	PUNCT
iassist-1119	31	45	interoperable	interoperable	ADJ
iassist-1119	31	46	,	,	PUNCT
iassist-1119	31	47	and	and	CCONJ
iassist-1119	31	48	reusable	reusable	ADJ
iassist-1119	31	49	(	(	PUNCT
iassist-1119	31	50	betancort	betancort	PROPN
iassist-1119	31	51	cabrera	cabrera	PROPN
iassist-1119	31	52	et	et	PROPN
iassist-1119	31	53	al	al	PROPN
iassist-1119	31	54	.	.	PROPN
iassist-1119	31	55	,	,	PUNCT
iassist-1119	31	56	2020	2020	NUM
iassist-1119	31	57	)	)	PUNCT
iassist-1119	31	58	.	.	PUNCT
iassist-1119	32	1	efforts	effort	NOUN
iassist-1119	32	2	have	have	AUX
iassist-1119	32	3	also	also	ADV
iassist-1119	32	4	been	be	AUX
iassist-1119	32	5	undertaken	undertake	VERB
iassist-1119	32	6	to	to	ADP
iassist-1119	32	7	balance	balance	NOUN
iassist-1119	32	8	requirements	requirement	NOUN
iassist-1119	32	9	of	of	ADP
iassist-1119	32	10	openness	openness	NOUN
iassist-1119	32	11	with	with	ADP
iassist-1119	32	12	privacy	privacy	NOUN
iassist-1119	32	13	requirements	requirement	NOUN
iassist-1119	32	14	that	that	PRON
iassist-1119	32	15	regularly	regularly	ADV
iassist-1119	32	16	exist	exist	VERB
iassist-1119	32	17	in	in	ADP
iassist-1119	32	18	the	the	DET
iassist-1119	32	19	social	social	ADJ
iassist-1119	32	20	sciences	science	NOUN
iassist-1119	32	21	(	(	PUNCT
iassist-1119	32	22	borgesius	borgesius	NOUN
iassist-1119	32	23	,	,	PUNCT
iassist-1119	32	24	et	et	PROPN
iassist-1119	32	25	al	al	PROPN
iassist-1119	32	26	.	.	PROPN
iassist-1119	32	27	,	,	PUNCT
iassist-1119	32	28	2016	2016	NUM
iassist-1119	32	29	)	)	PUNCT
iassist-1119	32	30	.	.	PUNCT
iassist-1119	33	1	based	base	VERB
iassist-1119	33	2	on	on	ADP
iassist-1119	33	3	these	these	DET
iassist-1119	33	4	developments	development	NOUN
iassist-1119	33	5	,	,	PUNCT
iassist-1119	33	6	automated	automate	VERB
iassist-1119	33	7	testing	testing	NOUN
iassist-1119	33	8	tools	tool	NOUN
iassist-1119	33	9	were	be	AUX
iassist-1119	33	10	developed	develop	VERB
iassist-1119	33	11	to	to	PART
iassist-1119	33	12	assess	assess	VERB
iassist-1119	33	13	the	the	DET
iassist-1119	33	14	‘	'	PUNCT
iassist-1119	33	15	fairness	fairness	NOUN
iassist-1119	33	16	’	'	PUNCT
iassist-1119	33	17	of	of	ADP
iassist-1119	33	18	a	a	DET
iassist-1119	33	19	given	give	VERB
iassist-1119	33	20	dataset	dataset	NOUN
iassist-1119	33	21	.	.	PUNCT
iassist-1119	34	1	for	for	ADP
iassist-1119	34	2	an	an	DET
iassist-1119	34	3	overview	overview	NOUN
iassist-1119	34	4	of	of	ADP
iassist-1119	34	5	manual	manual	ADJ
iassist-1119	34	6	and	and	CCONJ
iassist-1119	34	7	automatic	automatic	ADJ
iassist-1119	34	8	solutions	solution	NOUN
iassist-1119	34	9	for	for	ADP
iassist-1119	34	10	evaluation	evaluation	NOUN
iassist-1119	34	11	,	,	PUNCT
iassist-1119	34	12	see	see	VERB
iassist-1119	34	13	the	the	DET
iassist-1119	34	14	fairassist7	fairassist7	PROPN
iassist-1119	34	15	list	list	NOUN
iassist-1119	34	16	.	.	PUNCT
iassist-1119	35	1	the	the	DET
iassist-1119	35	2	most	most	ADV
iassist-1119	35	3	prominent	prominent	ADJ
iassist-1119	35	4	automatic	automatic	ADJ
iassist-1119	35	5	tool	tool	NOUN
iassist-1119	35	6	is	be	AUX
iassist-1119	35	7	the	the	DET
iassist-1119	35	8	f	f	PROPN
iassist-1119	35	9	-	-	PUNCT
iassist-1119	35	10	uji	uji	PROPN
iassist-1119	35	11	tool	tool	NOUN
iassist-1119	35	12	(	(	PUNCT
iassist-1119	35	13	devaraju	devaraju	ADJ
iassist-1119	35	14	&	&	CCONJ
iassist-1119	35	15	huber	huber	PROPN
iassist-1119	35	16	,	,	PUNCT
iassist-1119	35	17	2021	2021	NUM
iassist-1119	35	18	)	)	PUNCT
iassist-1119	35	19	which	which	PRON
iassist-1119	35	20	can	can	AUX
iassist-1119	35	21	be	be	AUX
iassist-1119	35	22	used	use	VERB
iassist-1119	35	23	as	as	ADP
iassist-1119	35	24	a	a	DET
iassist-1119	35	25	stand	stand	VERB
iassist-1119	35	26	-	-	PUNCT
iassist-1119	35	27	alone	alone	ADV
iassist-1119	35	28	implementation	implementation	NOUN
iassist-1119	35	29	or	or	CCONJ
iassist-1119	35	30	via	via	ADP
iassist-1119	35	31	the	the	DET
iassist-1119	35	32	provided	provide	VERB
iassist-1119	35	33	website8	website8	NOUN
iassist-1119	35	34	.	.	PUNCT
iassist-1119	36	1	it	it	PRON
iassist-1119	36	2	is	be	AUX
iassist-1119	36	3	mainly	mainly	ADV
iassist-1119	36	4	dependent	dependent	ADJ
iassist-1119	36	5	on	on	ADP
iassist-1119	36	6	persistent	persistent	ADJ
iassist-1119	36	7	identifiers	identifier	NOUN
iassist-1119	36	8	(	(	PUNCT
iassist-1119	36	9	or	or	CCONJ
iassist-1119	36	10	at	at	ADP
iassist-1119	36	11	least	least	ADJ
iassist-1119	36	12	urls	url	NOUN
iassist-1119	36	13	)	)	PUNCT
iassist-1119	36	14	for	for	ADP
iassist-1119	36	15	the	the	DET
iassist-1119	36	16	datasets	dataset	NOUN
iassist-1119	36	17	and	and	CCONJ
iassist-1119	36	18	produces	produce	VERB
iassist-1119	36	19	detailed	detailed	ADJ
iassist-1119	36	20	test	test	NOUN
iassist-1119	36	21	metrics	metric	NOUN
iassist-1119	36	22	as	as	ADV
iassist-1119	36	23	well	well	ADV
iassist-1119	36	24	as	as	ADP
iassist-1119	36	25	an	an	DET
iassist-1119	36	26	overall	overall	ADJ
iassist-1119	36	27	fairness	fairness	NOUN
iassist-1119	36	28	score	score	NOUN
iassist-1119	36	29	.	.	PUNCT
iassist-1119	37	1	a	a	DET
iassist-1119	37	2	comparison	comparison	NOUN
iassist-1119	37	3	of	of	ADP
iassist-1119	37	4	different	different	ADJ
iassist-1119	37	5	automatic	automatic	ADJ
iassist-1119	37	6	fair	fair	ADJ
iassist-1119	37	7	assessment	assessment	NOUN
iassist-1119	37	8	tools	tool	NOUN
iassist-1119	37	9	came	come	VERB
iassist-1119	37	10	to	to	ADP
iassist-1119	37	11	the	the	DET
iassist-1119	37	12	conclusion	conclusion	NOUN
iassist-1119	37	13	that	that	SCONJ
iassist-1119	37	14	there	there	PRON
iassist-1119	37	15	are	be	VERB
iassist-1119	37	16	significant	significant	ADJ
iassist-1119	37	17	differences	difference	NOUN
iassist-1119	37	18	in	in	ADP
iassist-1119	37	19	the	the	DET
iassist-1119	37	20	design	design	NOUN
iassist-1119	37	21	,	,	PUNCT
iassist-1119	37	22	implementation	implementation	NOUN
iassist-1119	37	23	,	,	PUNCT
iassist-1119	37	24	and	and	CCONJ
iassist-1119	37	25	documentation	documentation	NOUN
iassist-1119	37	26	of	of	ADP
iassist-1119	37	27	the	the	DET
iassist-1119	37	28	evaluation	evaluation	NOUN
iassist-1119	37	29	metrics	metric	NOUN
iassist-1119	37	30	for	for	ADP
iassist-1119	37	31	the	the	DET
iassist-1119	37	32	tools	tool	NOUN
iassist-1119	37	33	(	(	PUNCT
iassist-1119	37	34	sun	sun	NOUN
iassist-1119	37	35	,	,	PUNCT
iassist-1119	37	36	et	et	PROPN
iassist-1119	37	37	al	al	PROPN
iassist-1119	37	38	,	,	PUNCT
iassist-1119	37	39	2022	2022	NUM
iassist-1119	37	40	)	)	PUNCT
iassist-1119	37	41	.	.	PUNCT
iassist-1119	38	1	assessments	assessment	NOUN
iassist-1119	38	2	for	for	ADP
iassist-1119	38	3	several	several	ADJ
iassist-1119	38	4	domain	domain	NOUN
iassist-1119	38	5	specific	specific	ADJ
iassist-1119	38	6	research	research	NOUN
iassist-1119	38	7	datasets	dataset	NOUN
iassist-1119	38	8	have	have	AUX
iassist-1119	38	9	been	be	AUX
iassist-1119	38	10	done	do	VERB
iassist-1119	38	11	in	in	ADP
iassist-1119	38	12	previous	previous	ADJ
iassist-1119	38	13	research	research	NOUN
iassist-1119	38	14	(	(	PUNCT
iassist-1119	38	15	alaterä	alaterä	NOUN
iassist-1119	38	16	et	et	PROPN
iassist-1119	38	17	al	al	PROPN
iassist-1119	38	18	.	.	PROPN
iassist-1119	38	19	,	,	PUNCT
iassist-1119	38	20	2022	2022	NUM
iassist-1119	38	21	;	;	PUNCT
iassist-1119	38	22	petrosyan	petrosyan	PROPN
iassist-1119	38	23	et	et	PROPN
iassist-1119	38	24	al	al	PROPN
iassist-1119	38	25	.	.	PROPN
iassist-1119	38	26	,	,	PUNCT
iassist-1119	38	27	2023	2023	NUM
iassist-1119	38	28	;	;	PUNCT
iassist-1119	38	29	sofi	sofi	PROPN
iassist-1119	38	30	-	-	PUNCT
iassist-1119	38	31	mahmudi	mahmudi	PROPN
iassist-1119	38	32	&	&	CCONJ
iassist-1119	38	33	raittio	raittio	PROPN
iassist-1119	38	34	,	,	PUNCT
iassist-1119	38	35	2022	2022	NUM
iassist-1119	38	36	)	)	PUNCT
iassist-1119	38	37	.	.	PUNCT
iassist-1119	39	1	however	however	ADV
iassist-1119	39	2	,	,	PUNCT
iassist-1119	39	3	the	the	DET
iassist-1119	39	4	automatic	automatic	ADJ
iassist-1119	39	5	assessment	assessment	NOUN
iassist-1119	39	6	has	have	AUX
iassist-1119	39	7	also	also	ADV
iassist-1119	39	8	been	be	AUX
iassist-1119	39	9	criticized	criticize	VERB
iassist-1119	39	10	as	as	ADP
iassist-1119	39	11	not	not	PART
iassist-1119	39	12	being	be	AUX
iassist-1119	39	13	able	able	ADJ
iassist-1119	39	14	to	to	PART
iassist-1119	39	15	evaluate	evaluate	VERB
iassist-1119	39	16	the	the	DET
iassist-1119	39	17	quality	quality	NOUN
iassist-1119	39	18	of	of	ADP
iassist-1119	39	19	metadata	metadata	NOUN
iassist-1119	39	20	or	or	CCONJ
iassist-1119	39	21	if	if	SCONJ
iassist-1119	39	22	metadata	metadata	NOUN
iassist-1119	39	23	is	be	AUX
iassist-1119	39	24	‘	'	PUNCT
iassist-1119	39	25	rich	rich	ADJ
iassist-1119	39	26	’	'	PUNCT
iassist-1119	39	27	and	and	CCONJ
iassist-1119	39	28	domain	domain	NOUN
iassist-1119	39	29	-	-	PUNCT
iassist-1119	39	30	specific	specific	NOUN
iassist-1119	39	31	enough	enough	ADV
iassist-1119	39	32	to	to	PART
iassist-1119	39	33	enable	enable	VERB
iassist-1119	39	34	reusability	reusability	NOUN
iassist-1119	39	35	(	(	PUNCT
iassist-1119	39	36	musen	musen	NOUN
iassist-1119	39	37	et	et	PROPN
iassist-1119	39	38	al	al	PROPN
iassist-1119	39	39	.	.	PROPN
iassist-1119	39	40	,	,	PUNCT
iassist-1119	39	41	2022	2022	NUM
iassist-1119	39	42	)	)	PUNCT
iassist-1119	39	43	.	.	PUNCT
iassist-1119	40	1	this	this	DET
iassist-1119	40	2	criticism	criticism	NOUN
iassist-1119	40	3	is	be	AUX
iassist-1119	40	4	certainly	certainly	ADV
iassist-1119	40	5	valid	valid	ADJ
iassist-1119	40	6	for	for	ADP
iassist-1119	40	7	a	a	DET
iassist-1119	40	8	comparison	comparison	NOUN
iassist-1119	40	9	between	between	ADP
iassist-1119	40	10	automatic	automatic	ADJ
iassist-1119	40	11	assessments	assessment	NOUN
iassist-1119	40	12	to	to	ADP
iassist-1119	40	13	a	a	DET
iassist-1119	40	14	review	review	NOUN
iassist-1119	40	15	of	of	ADP
iassist-1119	40	16	metadata	metadata	NOUN
iassist-1119	40	17	conducted	conduct	VERB
iassist-1119	40	18	by	by	ADP
iassist-1119	40	19	an	an	DET
iassist-1119	40	20	expert	expert	NOUN
iassist-1119	40	21	in	in	ADP
iassist-1119	40	22	the	the	DET
iassist-1119	40	23	fields	field	NOUN
iassist-1119	40	24	looking	look	VERB
iassist-1119	40	25	at	at	ADP
iassist-1119	40	26	a	a	DET
iassist-1119	40	27	small	small	ADJ
iassist-1119	40	28	number	number	NOUN
iassist-1119	40	29	of	of	ADP
iassist-1119	40	30	datasets	dataset	NOUN
iassist-1119	40	31	.	.	PUNCT
iassist-1119	41	1	but	but	CCONJ
iassist-1119	41	2	the	the	DET
iassist-1119	41	3	automatic	automatic	ADJ
iassist-1119	41	4	procedures	procedure	NOUN
iassist-1119	41	5	allow	allow	VERB
iassist-1119	41	6	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PROPN
iassist-1119	41	7	3/22	3/22	NUM
iassist-1119	41	8	zenk	zenk	NOUN
iassist-1119	41	9	-	-	PUNCT
iassist-1119	41	10	möltgen	möltgen	PROPN
iassist-1119	41	11	,	,	PUNCT
iassist-1119	41	12	wolfgang	wolfgang	PROPN
iassist-1119	41	13	(	(	PUNCT
iassist-1119	41	14	2025	2025	NUM
iassist-1119	41	15	)	)	PUNCT
iassist-1119	41	16	the	the	DET
iassist-1119	41	17	role	role	NOUN
iassist-1119	41	18	of	of	ADP
iassist-1119	41	19	fair	fair	ADJ
iassist-1119	41	20	principles	principle	NOUN
iassist-1119	41	21	in	in	ADP
iassist-1119	41	22	high	high	ADJ
iassist-1119	41	23	-	-	PUNCT
iassist-1119	41	24	quality	quality	NOUN
iassist-1119	41	25	research	research	NOUN
iassist-1119	41	26	data	datum	NOUN
iassist-1119	41	27	documentation	documentation	NOUN
iassist-1119	41	28	,	,	PUNCT
iassist-1119	41	29	iassist	iassist	VERB
iassist-1119	41	30	quarterly	quarterly	ADJ
iassist-1119	41	31	49(2	49(2	NUM
iassist-1119	41	32	)	)	PUNCT
iassist-1119	41	33	,	,	PUNCT
iassist-1119	41	34	pp	pp	PROPN
iassist-1119	41	35	.	.	PUNCT
iassist-1119	42	1	1	1	NUM
iassist-1119	42	2	-	-	SYM
iassist-1119	42	3	22	22	NUM
iassist-1119	42	4	.	.	PUNCT
iassist-1119	43	1	doi	doi	NOUN
iassist-1119	43	2	:	:	PUNCT
iassist-1119	43	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	43	4	the	the	DET
iassist-1119	43	5	evaluation	evaluation	NOUN
iassist-1119	43	6	of	of	ADP
iassist-1119	43	7	a	a	DET
iassist-1119	43	8	large	large	ADJ
iassist-1119	43	9	number	number	NOUN
iassist-1119	43	10	of	of	ADP
iassist-1119	43	11	datasets	dataset	NOUN
iassist-1119	43	12	in	in	ADP
iassist-1119	43	13	a	a	DET
iassist-1119	43	14	standardized	standardized	ADJ
iassist-1119	43	15	way	way	NOUN
iassist-1119	43	16	.	.	PUNCT
iassist-1119	44	1	and	and	CCONJ
iassist-1119	44	2	given	give	VERB
iassist-1119	44	3	that	that	SCONJ
iassist-1119	44	4	the	the	DET
iassist-1119	44	5	metrics	metric	NOUN
iassist-1119	44	6	were	be	AUX
iassist-1119	44	7	developed	develop	VERB
iassist-1119	44	8	within	within	ADP
iassist-1119	44	9	a	a	DET
iassist-1119	44	10	broad	broad	ADJ
iassist-1119	44	11	framework	framework	NOUN
iassist-1119	44	12	of	of	ADP
iassist-1119	44	13	stakeholders	stakeholder	NOUN
iassist-1119	44	14	and	and	CCONJ
iassist-1119	44	15	with	with	ADP
iassist-1119	44	16	large	large	ADJ
iassist-1119	44	17	support	support	NOUN
iassist-1119	44	18	of	of	ADP
iassist-1119	44	19	the	the	DET
iassist-1119	44	20	scientific	scientific	ADJ
iassist-1119	44	21	community	community	NOUN
iassist-1119	44	22	,	,	PUNCT
iassist-1119	44	23	it	it	PRON
iassist-1119	44	24	can	can	AUX
iassist-1119	44	25	be	be	AUX
iassist-1119	44	26	assumed	assume	VERB
iassist-1119	44	27	that	that	SCONJ
iassist-1119	44	28	they	they	PRON
iassist-1119	44	29	represent	represent	VERB
iassist-1119	44	30	at	at	ADP
iassist-1119	44	31	least	least	ADJ
iassist-1119	44	32	some	some	PRON
iassist-1119	44	33	basic	basic	ADJ
iassist-1119	44	34	common	common	ADJ
iassist-1119	44	35	understanding	understanding	NOUN
iassist-1119	44	36	of	of	ADP
iassist-1119	44	37	documentation	documentation	NOUN
iassist-1119	44	38	quality	quality	NOUN
iassist-1119	44	39	(	(	PUNCT
iassist-1119	44	40	devaraju	devaraju	ADJ
iassist-1119	44	41	et	et	PROPN
iassist-1119	44	42	al	al	PROPN
iassist-1119	44	43	.	.	PROPN
iassist-1119	44	44	,	,	PUNCT
iassist-1119	44	45	2021	2021	NUM
iassist-1119	44	46	)	)	PUNCT
iassist-1119	44	47	.	.	PUNCT
iassist-1119	45	1	however	however	ADV
iassist-1119	45	2	,	,	PUNCT
iassist-1119	45	3	it	it	PRON
iassist-1119	45	4	remains	remain	VERB
iassist-1119	45	5	unclear	unclear	ADJ
iassist-1119	45	6	if	if	SCONJ
iassist-1119	45	7	progress	progress	NOUN
iassist-1119	45	8	has	have	AUX
iassist-1119	45	9	happened	happen	VERB
iassist-1119	45	10	with	with	ADP
iassist-1119	45	11	research	research	NOUN
iassist-1119	45	12	data	datum	NOUN
iassist-1119	45	13	transparency	transparency	NOUN
iassist-1119	45	14	over	over	ADP
iassist-1119	45	15	the	the	DET
iassist-1119	45	16	years	year	NOUN
iassist-1119	45	17	.	.	PUNCT
iassist-1119	46	1	to	to	PART
iassist-1119	46	2	evaluate	evaluate	VERB
iassist-1119	46	3	this	this	DET
iassist-1119	46	4	question	question	NOUN
iassist-1119	46	5	,	,	PUNCT
iassist-1119	46	6	automatic	automatic	ADJ
iassist-1119	46	7	measurements	measurement	NOUN
iassist-1119	46	8	which	which	PRON
iassist-1119	46	9	are	be	AUX
iassist-1119	46	10	using	use	VERB
iassist-1119	46	11	clearly	clearly	ADV
iassist-1119	46	12	defined	define	VERB
iassist-1119	46	13	tests	test	NOUN
iassist-1119	46	14	might	might	AUX
iassist-1119	46	15	be	be	AUX
iassist-1119	46	16	suitable	suitable	ADJ
iassist-1119	46	17	,	,	PUNCT
iassist-1119	46	18	even	even	ADV
iassist-1119	46	19	if	if	SCONJ
iassist-1119	46	20	they	they	PRON
iassist-1119	46	21	can	can	AUX
iassist-1119	46	22	not	not	PART
iassist-1119	46	23	perform	perform	VERB
iassist-1119	46	24	a	a	DET
iassist-1119	46	25	qualitative	qualitative	ADJ
iassist-1119	46	26	evaluation	evaluation	NOUN
iassist-1119	46	27	or	or	CCONJ
iassist-1119	46	28	determine	determine	VERB
iassist-1119	46	29	whether	whether	SCONJ
iassist-1119	46	30	humans	human	NOUN
iassist-1119	46	31	are	be	AUX
iassist-1119	46	32	satisfied	satisfied	ADJ
iassist-1119	46	33	with	with	ADP
iassist-1119	46	34	the	the	DET
iassist-1119	46	35	level	level	NOUN
iassist-1119	46	36	of	of	ADP
iassist-1119	46	37	data	datum	NOUN
iassist-1119	46	38	documentation	documentation	NOUN
iassist-1119	46	39	and	and	CCONJ
iassist-1119	46	40	availability	availability	NOUN
iassist-1119	46	41	.	.	PUNCT
iassist-1119	47	1	the	the	DET
iassist-1119	47	2	aim	aim	NOUN
iassist-1119	47	3	of	of	ADP
iassist-1119	47	4	this	this	DET
iassist-1119	47	5	article	article	NOUN
iassist-1119	47	6	is	be	AUX
iassist-1119	47	7	therefore	therefore	ADV
iassist-1119	47	8	to	to	PART
iassist-1119	47	9	find	find	VERB
iassist-1119	47	10	out	out	ADP
iassist-1119	47	11	if	if	SCONJ
iassist-1119	47	12	a	a	DET
iassist-1119	47	13	valid	valid	ADJ
iassist-1119	47	14	evaluation	evaluation	NOUN
iassist-1119	47	15	of	of	ADP
iassist-1119	47	16	fairness	fairness	NOUN
iassist-1119	47	17	can	can	AUX
iassist-1119	47	18	be	be	AUX
iassist-1119	47	19	done	do	VERB
iassist-1119	47	20	by	by	ADP
iassist-1119	47	21	an	an	DET
iassist-1119	47	22	automatic	automatic	ADJ
iassist-1119	47	23	assessment	assessment	NOUN
iassist-1119	47	24	,	,	PUNCT
iassist-1119	47	25	if	if	SCONJ
iassist-1119	47	26	a	a	DET
iassist-1119	47	27	comparison	comparison	NOUN
iassist-1119	47	28	of	of	ADP
iassist-1119	47	29	these	these	DET
iassist-1119	47	30	assessments	assessment	NOUN
iassist-1119	47	31	over	over	ADP
iassist-1119	47	32	time	time	NOUN
iassist-1119	47	33	can	can	AUX
iassist-1119	47	34	show	show	VERB
iassist-1119	47	35	improvement	improvement	NOUN
iassist-1119	47	36	,	,	PUNCT
iassist-1119	47	37	and	and	CCONJ
iassist-1119	47	38	how	how	SCONJ
iassist-1119	47	39	data	datum	NOUN
iassist-1119	47	40	archives	archive	NOUN
iassist-1119	47	41	and	and	CCONJ
iassist-1119	47	42	repositories	repository	NOUN
iassist-1119	47	43	can	can	AUX
iassist-1119	47	44	contribute	contribute	VERB
iassist-1119	47	45	to	to	ADP
iassist-1119	47	46	this	this	PRON
iassist-1119	47	47	.	.	PUNCT
iassist-1119	48	1	research	research	NOUN
iassist-1119	48	2	design	design	NOUN
iassist-1119	48	3	using	use	VERB
iassist-1119	48	4	well	well	ADV
iassist-1119	48	5	-	-	PUNCT
iassist-1119	48	6	known	know	VERB
iassist-1119	48	7	research	research	NOUN
iassist-1119	48	8	data	datum	NOUN
iassist-1119	48	9	seems	seem	VERB
iassist-1119	48	10	highly	highly	ADV
iassist-1119	48	11	appropriate	appropriate	ADJ
iassist-1119	48	12	for	for	ADP
iassist-1119	48	13	a	a	DET
iassist-1119	48	14	comparison	comparison	NOUN
iassist-1119	48	15	between	between	ADP
iassist-1119	48	16	manual	manual	ADJ
iassist-1119	48	17	and	and	CCONJ
iassist-1119	48	18	automatic	automatic	ADJ
iassist-1119	48	19	assessments	assessment	NOUN
iassist-1119	48	20	and	and	CCONJ
iassist-1119	48	21	for	for	ADP
iassist-1119	48	22	evaluation	evaluation	NOUN
iassist-1119	48	23	of	of	ADP
iassist-1119	48	24	progress	progress	NOUN
iassist-1119	48	25	over	over	ADP
iassist-1119	48	26	time	time	NOUN
iassist-1119	48	27	.	.	PUNCT
iassist-1119	49	1	therefore	therefore	ADV
iassist-1119	49	2	,	,	PUNCT
iassist-1119	49	3	the	the	DET
iassist-1119	49	4	national	national	ADJ
iassist-1119	49	5	election	election	NOUN
iassist-1119	49	6	studies	study	NOUN
iassist-1119	49	7	used	use	VERB
iassist-1119	49	8	by	by	ADP
iassist-1119	49	9	eder	eder	NOUN
iassist-1119	49	10	and	and	CCONJ
iassist-1119	49	11	jedinger	jedinger	NOUN
iassist-1119	49	12	(	(	PUNCT
iassist-1119	49	13	2019	2019	NUM
iassist-1119	49	14	)	)	PUNCT
iassist-1119	49	15	are	be	AUX
iassist-1119	49	16	employed	employ	VERB
iassist-1119	49	17	for	for	ADP
iassist-1119	49	18	the	the	DET
iassist-1119	49	19	current	current	ADJ
iassist-1119	49	20	paper	paper	NOUN
iassist-1119	49	21	as	as	ADP
iassist-1119	49	22	an	an	DET
iassist-1119	49	23	example	example	NOUN
iassist-1119	49	24	,	,	PUNCT
iassist-1119	49	25	since	since	SCONJ
iassist-1119	49	26	they	they	PRON
iassist-1119	49	27	represent	represent	VERB
iassist-1119	49	28	a	a	DET
iassist-1119	49	29	selection	selection	NOUN
iassist-1119	49	30	of	of	ADP
iassist-1119	49	31	highly	highly	ADV
iassist-1119	49	32	relevant	relevant	ADJ
iassist-1119	49	33	and	and	CCONJ
iassist-1119	49	34	well	well	ADV
iassist-1119	49	35	-	-	PUNCT
iassist-1119	49	36	curated	curate	VERB
iassist-1119	49	37	social	social	ADJ
iassist-1119	49	38	science	science	NOUN
iassist-1119	49	39	datasets	dataset	NOUN
iassist-1119	49	40	.	.	PUNCT
iassist-1119	50	1	to	to	PART
iassist-1119	50	2	illustrate	illustrate	VERB
iassist-1119	50	3	improvement	improvement	NOUN
iassist-1119	50	4	measures	measure	NOUN
iassist-1119	50	5	,	,	PUNCT
iassist-1119	50	6	a	a	DET
iassist-1119	50	7	single	single	ADJ
iassist-1119	50	8	dataset	dataset	NOUN
iassist-1119	50	9	from	from	ADP
iassist-1119	50	10	the	the	DET
iassist-1119	50	11	gesis	gesis	NOUN
iassist-1119	50	12	data	datum	NOUN
iassist-1119	50	13	archive	archive	NOUN
iassist-1119	50	14	is	be	AUX
iassist-1119	50	15	selected	select	VERB
iassist-1119	50	16	from	from	ADP
iassist-1119	50	17	the	the	DET
iassist-1119	50	18	same	same	ADJ
iassist-1119	50	19	area	area	NOUN
iassist-1119	50	20	of	of	ADP
iassist-1119	50	21	election	election	NOUN
iassist-1119	50	22	studies	study	NOUN
iassist-1119	50	23	,	,	PUNCT
iassist-1119	50	24	namely	namely	ADV
iassist-1119	50	25	the	the	DET
iassist-1119	50	26	politbarometer	politbarometer	NOUN
iassist-1119	50	27	2022	2022	NUM
iassist-1119	50	28	(	(	PUNCT
iassist-1119	50	29	forschungsgruppe	forschungsgruppe	PROPN
iassist-1119	50	30	wahlen	wahlen	PROPN
iassist-1119	50	31	,	,	PUNCT
iassist-1119	50	32	mannheim	mannheim	PROPN
iassist-1119	50	33	,	,	PUNCT
iassist-1119	50	34	2023	2023	NUM
iassist-1119	50	35	)	)	PUNCT
iassist-1119	50	36	.	.	PUNCT
iassist-1119	51	1	based	base	VERB
iassist-1119	51	2	on	on	ADP
iassist-1119	51	3	workflows	workflow	NOUN
iassist-1119	51	4	for	for	ADP
iassist-1119	51	5	using	use	VERB
iassist-1119	51	6	the	the	DET
iassist-1119	51	7	ddi	ddi	PROPN
iassist-1119	51	8	-	-	PUNCT
iassist-1119	51	9	codebook	codebook	NOUN
iassist-1119	51	10	and	and	CCONJ
iassist-1119	51	11	ddi	ddi	ADJ
iassist-1119	51	12	-	-	PUNCT
iassist-1119	51	13	lifecycle	lifecycle	NOUN
iassist-1119	51	14	metadata	metadata	NOUN
iassist-1119	51	15	standards	standard	NOUN
iassist-1119	51	16	,	,	PUNCT
iassist-1119	51	17	gesis	gesis	NOUN
iassist-1119	51	18	has	have	AUX
iassist-1119	51	19	provided	provide	VERB
iassist-1119	51	20	good	good	ADJ
iassist-1119	51	21	quality	quality	NOUN
iassist-1119	51	22	documentation	documentation	NOUN
iassist-1119	51	23	for	for	ADP
iassist-1119	51	24	archived	archive	VERB
iassist-1119	51	25	datasets	dataset	NOUN
iassist-1119	51	26	for	for	ADP
iassist-1119	51	27	many	many	ADJ
iassist-1119	51	28	years	year	NOUN
iassist-1119	51	29	(	(	PUNCT
iassist-1119	51	30	akdeniz	akdeniz	NOUN
iassist-1119	51	31	and	and	CCONJ
iassist-1119	51	32	zenkmöltgen	zenkmöltgen	NOUN
iassist-1119	51	33	,	,	PUNCT
iassist-1119	51	34	2017	2017	NUM
iassist-1119	51	35	;	;	PUNCT
iassist-1119	51	36	perry	perry	PROPN
iassist-1119	51	37	et	et	PROPN
iassist-1119	51	38	al	al	PROPN
iassist-1119	51	39	.	.	PROPN
iassist-1119	51	40	,	,	PUNCT
iassist-1119	51	41	2019	2019	NUM
iassist-1119	51	42	;	;	PUNCT
iassist-1119	51	43	zenk	zenk	NOUN
iassist-1119	51	44	-	-	PUNCT
iassist-1119	51	45	möltgen	möltgen	NOUN
iassist-1119	51	46	,	,	PUNCT
iassist-1119	51	47	2012	2012	NUM
iassist-1119	51	48	;	;	PUNCT
iassist-1119	51	49	zenk	zenk	NOUN
iassist-1119	51	50	-	-	PUNCT
iassist-1119	51	51	möltgen	möltgen	NOUN
iassist-1119	51	52	,	,	PUNCT
iassist-1119	51	53	2023	2023	NUM
iassist-1119	51	54	)	)	PUNCT
iassist-1119	51	55	.	.	PUNCT
iassist-1119	52	1	recent	recent	ADJ
iassist-1119	52	2	work	work	NOUN
iassist-1119	52	3	has	have	AUX
iassist-1119	52	4	shown	show	VERB
iassist-1119	52	5	that	that	SCONJ
iassist-1119	52	6	improvements	improvement	NOUN
iassist-1119	52	7	can	can	AUX
iassist-1119	52	8	be	be	AUX
iassist-1119	52	9	made	make	VERB
iassist-1119	52	10	when	when	SCONJ
iassist-1119	52	11	using	use	VERB
iassist-1119	52	12	the	the	DET
iassist-1119	52	13	fair	fair	ADJ
iassist-1119	52	14	criteria	criterion	NOUN
iassist-1119	52	15	and	and	CCONJ
iassist-1119	52	16	automatic	automatic	ADJ
iassist-1119	52	17	assessments	assessment	NOUN
iassist-1119	52	18	like	like	ADP
iassist-1119	52	19	the	the	DET
iassist-1119	52	20	fuji	fuji	PROPN
iassist-1119	52	21	tool	tool	NOUN
iassist-1119	52	22	(	(	PUNCT
iassist-1119	52	23	saldanha	saldanha	NOUN
iassist-1119	52	24	bach	bach	PROPN
iassist-1119	52	25	et	et	PROPN
iassist-1119	52	26	al	al	PROPN
iassist-1119	52	27	.	.	PROPN
iassist-1119	52	28	,	,	PUNCT
iassist-1119	52	29	2023	2023	NUM
iassist-1119	52	30	)	)	PUNCT
iassist-1119	52	31	.	.	PUNCT
iassist-1119	53	1	in	in	ADP
iassist-1119	53	2	addition	addition	NOUN
iassist-1119	53	3	,	,	PUNCT
iassist-1119	53	4	it	it	PRON
iassist-1119	53	5	needs	need	VERB
iassist-1119	53	6	to	to	PART
iassist-1119	53	7	be	be	AUX
iassist-1119	53	8	discussed	discuss	VERB
iassist-1119	53	9	which	which	PRON
iassist-1119	53	10	of	of	ADP
iassist-1119	53	11	these	these	DET
iassist-1119	53	12	improvements	improvement	NOUN
iassist-1119	53	13	are	be	AUX
iassist-1119	53	14	simply	simply	ADV
iassist-1119	53	15	technical	technical	ADJ
iassist-1119	53	16	and	and	CCONJ
iassist-1119	53	17	which	which	PRON
iassist-1119	53	18	do	do	AUX
iassist-1119	53	19	really	really	ADV
iassist-1119	53	20	contribute	contribute	VERB
iassist-1119	53	21	to	to	ADP
iassist-1119	53	22	higher	high	ADJ
iassist-1119	53	23	quality	quality	NOUN
iassist-1119	53	24	of	of	ADP
iassist-1119	53	25	documentation	documentation	NOUN
iassist-1119	53	26	and	and	CCONJ
iassist-1119	53	27	thus	thus	ADV
iassist-1119	53	28	contribute	contribute	VERB
iassist-1119	53	29	to	to	ADP
iassist-1119	53	30	more	more	ADV
iassist-1119	53	31	transparent	transparent	ADJ
iassist-1119	53	32	science	science	NOUN
iassist-1119	53	33	.	.	PUNCT
iassist-1119	54	1	given	give	VERB
iassist-1119	54	2	these	these	DET
iassist-1119	54	3	considerations	consideration	NOUN
iassist-1119	54	4	,	,	PUNCT
iassist-1119	54	5	this	this	DET
iassist-1119	54	6	paper	paper	NOUN
iassist-1119	54	7	will	will	AUX
iassist-1119	54	8	look	look	VERB
iassist-1119	54	9	at	at	ADP
iassist-1119	54	10	election	election	NOUN
iassist-1119	54	11	data	datum	NOUN
iassist-1119	54	12	as	as	ADP
iassist-1119	54	13	an	an	DET
iassist-1119	54	14	example	example	NOUN
iassist-1119	54	15	for	for	ADP
iassist-1119	54	16	the	the	DET
iassist-1119	54	17	social	social	ADJ
iassist-1119	54	18	science	science	NOUN
iassist-1119	54	19	domain	domain	NOUN
iassist-1119	54	20	and	and	CCONJ
iassist-1119	54	21	will	will	AUX
iassist-1119	54	22	focus	focus	VERB
iassist-1119	54	23	on	on	ADP
iassist-1119	54	24	the	the	DET
iassist-1119	54	25	following	follow	VERB
iassist-1119	54	26	research	research	NOUN
iassist-1119	54	27	questions	question	NOUN
iassist-1119	54	28	:	:	PUNCT
iassist-1119	54	29	•	•	NUM
iassist-1119	54	30	q1	q1	PROPN
iassist-1119	54	31	:	:	PUNCT
iassist-1119	54	32	are	be	AUX
iassist-1119	54	33	there	there	PRON
iassist-1119	54	34	differences	difference	NOUN
iassist-1119	54	35	between	between	ADP
iassist-1119	54	36	the	the	DET
iassist-1119	54	37	evaluation	evaluation	NOUN
iassist-1119	54	38	of	of	ADP
iassist-1119	54	39	fair	fair	ADJ
iassist-1119	54	40	criteria	criterion	NOUN
iassist-1119	54	41	with	with	ADP
iassist-1119	54	42	automated	automate	VERB
iassist-1119	54	43	tools	tool	NOUN
iassist-1119	54	44	as	as	SCONJ
iassist-1119	54	45	compared	compare	VERB
iassist-1119	54	46	to	to	ADP
iassist-1119	54	47	manual	manual	ADJ
iassist-1119	54	48	procedures	procedure	NOUN
iassist-1119	54	49	?	?	PUNCT
iassist-1119	55	1	•	•	NUM
iassist-1119	55	2	q2	q2	NOUN
iassist-1119	55	3	:	:	PUNCT
iassist-1119	55	4	has	have	VERB
iassist-1119	55	5	the	the	DET
iassist-1119	55	6	fairness	fairness	NOUN
iassist-1119	55	7	of	of	ADP
iassist-1119	55	8	research	research	NOUN
iassist-1119	55	9	data	datum	NOUN
iassist-1119	55	10	changed	change	VERB
iassist-1119	55	11	considerably	considerably	ADV
iassist-1119	55	12	over	over	ADP
iassist-1119	55	13	the	the	DET
iassist-1119	55	14	six	six	NUM
iassist-1119	55	15	-	-	PUNCT
iassist-1119	55	16	year	year	NOUN
iassist-1119	55	17	period	period	NOUN
iassist-1119	55	18	between	between	ADP
iassist-1119	55	19	2018	2018	NUM
iassist-1119	55	20	to	to	ADP
iassist-1119	55	21	2024	2024	NUM
iassist-1119	55	22	?	?	PUNCT
iassist-1119	56	1	•	•	NUM
iassist-1119	56	2	q3	q3	NOUN
iassist-1119	56	3	:	:	PUNCT
iassist-1119	56	4	can	can	AUX
iassist-1119	56	5	data	data	VERB
iassist-1119	56	6	archives	archive	NOUN
iassist-1119	56	7	contribute	contribute	VERB
iassist-1119	56	8	to	to	ADP
iassist-1119	56	9	transparent	transparent	ADJ
iassist-1119	56	10	science	science	NOUN
iassist-1119	56	11	by	by	ADP
iassist-1119	56	12	implementing	implement	VERB
iassist-1119	56	13	measures	measure	NOUN
iassist-1119	56	14	to	to	PART
iassist-1119	56	15	increase	increase	VERB
iassist-1119	56	16	fair	fair	ADJ
iassist-1119	56	17	scores	score	NOUN
iassist-1119	56	18	for	for	ADP
iassist-1119	56	19	research	research	NOUN
iassist-1119	56	20	data	datum	NOUN
iassist-1119	56	21	?	?	PUNCT
iassist-1119	57	1	fairness	fairness	NOUN
iassist-1119	57	2	evaluation	evaluation	NOUN
iassist-1119	57	3	for	for	ADP
iassist-1119	57	4	an	an	DET
iassist-1119	57	5	assessment	assessment	NOUN
iassist-1119	57	6	of	of	ADP
iassist-1119	57	7	the	the	DET
iassist-1119	57	8	fair	fair	ADJ
iassist-1119	57	9	criteria	criterion	NOUN
iassist-1119	57	10	,	,	PUNCT
iassist-1119	57	11	eder	eder	NOUN
iassist-1119	57	12	and	and	CCONJ
iassist-1119	57	13	jedinger	jedinger	NOUN
iassist-1119	57	14	(	(	PUNCT
iassist-1119	57	15	2019	2019	NUM
iassist-1119	57	16	)	)	PUNCT
iassist-1119	57	17	look	look	VERB
iassist-1119	57	18	at	at	ADP
iassist-1119	57	19	eighteen	eighteen	NUM
iassist-1119	57	20	large	large	ADJ
iassist-1119	57	21	-	-	PUNCT
iassist-1119	57	22	scale	scale	NOUN
iassist-1119	57	23	election	election	NOUN
iassist-1119	57	24	studies	study	NOUN
iassist-1119	57	25	from	from	ADP
iassist-1119	57	26	western	western	ADJ
iassist-1119	57	27	democracies	democracy	NOUN
iassist-1119	57	28	,	,	PUNCT
iassist-1119	57	29	which	which	PRON
iassist-1119	57	30	cover	cover	VERB
iassist-1119	57	31	at	at	ADV
iassist-1119	57	32	least	least	ADV
iassist-1119	57	33	two	two	NUM
iassist-1119	57	34	elections	election	NOUN
iassist-1119	57	35	,	,	PUNCT
iassist-1119	57	36	sample	sample	VERB
iassist-1119	57	37	the	the	DET
iassist-1119	57	38	whole	whole	ADJ
iassist-1119	57	39	voting	voting	NOUN
iassist-1119	57	40	population	population	NOUN
iassist-1119	57	41	and	and	CCONJ
iassist-1119	57	42	are	be	AUX
iassist-1119	57	43	mainly	mainly	ADV
iassist-1119	57	44	conducted	conduct	VERB
iassist-1119	57	45	for	for	ADP
iassist-1119	57	46	academic	academic	ADJ
iassist-1119	57	47	purposes	purpose	NOUN
iassist-1119	57	48	(	(	PUNCT
iassist-1119	57	49	see	see	VERB
iassist-1119	57	50	table	table	NOUN
iassist-1119	57	51	1	1	NUM
iassist-1119	57	52	)	)	PUNCT
iassist-1119	57	53	.	.	PUNCT
iassist-1119	58	1	they	they	PRON
iassist-1119	58	2	operationalize	operationalize	VERB
iassist-1119	58	3	several	several	ADJ
iassist-1119	58	4	criteria	criterion	NOUN
iassist-1119	58	5	within	within	ADP
iassist-1119	58	6	each	each	PRON
iassist-1119	58	7	of	of	ADP
iassist-1119	58	8	the	the	DET
iassist-1119	58	9	four	four	NUM
iassist-1119	58	10	sections	section	NOUN
iassist-1119	58	11	,	,	PUNCT
iassist-1119	58	12	and	and	CCONJ
iassist-1119	58	13	present	present	ADJ
iassist-1119	58	14	tables	table	NOUN
iassist-1119	58	15	with	with	ADP
iassist-1119	58	16	explanations	explanation	NOUN
iassist-1119	58	17	for	for	ADP
iassist-1119	58	18	each	each	PRON
iassist-1119	58	19	of	of	ADP
iassist-1119	58	20	the	the	DET
iassist-1119	58	21	fair	fair	ADJ
iassist-1119	58	22	scores	score	NOUN
iassist-1119	58	23	,	,	PUNCT
iassist-1119	58	24	using	use	VERB
iassist-1119	58	25	zero	zero	NUM
iassist-1119	58	26	if	if	SCONJ
iassist-1119	58	27	a	a	DET
iassist-1119	58	28	criterion	criterion	NOUN
iassist-1119	58	29	is	be	AUX
iassist-1119	58	30	not	not	PART
iassist-1119	58	31	fulfilled	fulfil	VERB
iassist-1119	58	32	,	,	PUNCT
iassist-1119	58	33	and	and	CCONJ
iassist-1119	58	34	one	one	NUM
iassist-1119	58	35	as	as	ADP
iassist-1119	58	36	fulfilled	fulfil	VERB
iassist-1119	58	37	(	(	PUNCT
iassist-1119	58	38	sometimes	sometimes	ADV
iassist-1119	58	39	also	also	ADV
iassist-1119	58	40	using	use	VERB
iassist-1119	58	41	0.5	0.5	NUM
iassist-1119	58	42	for	for	ADP
iassist-1119	58	43	partly	partly	ADV
iassist-1119	58	44	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	58	45	4/22	4/22	NUM
iassist-1119	58	46	zenk	zenk	NOUN
iassist-1119	58	47	-	-	PUNCT
iassist-1119	58	48	möltgen	möltgen	PROPN
iassist-1119	58	49	,	,	PUNCT
iassist-1119	58	50	wolfgang	wolfgang	PROPN
iassist-1119	58	51	(	(	PUNCT
iassist-1119	58	52	2025	2025	NUM
iassist-1119	58	53	)	)	PUNCT
iassist-1119	58	54	the	the	DET
iassist-1119	58	55	role	role	NOUN
iassist-1119	58	56	of	of	ADP
iassist-1119	58	57	fair	fair	ADJ
iassist-1119	58	58	principles	principle	NOUN
iassist-1119	58	59	in	in	ADP
iassist-1119	58	60	high	high	ADJ
iassist-1119	58	61	-	-	PUNCT
iassist-1119	58	62	quality	quality	NOUN
iassist-1119	58	63	research	research	NOUN
iassist-1119	58	64	data	datum	NOUN
iassist-1119	58	65	documentation	documentation	NOUN
iassist-1119	58	66	,	,	PUNCT
iassist-1119	58	67	iassist	iassist	VERB
iassist-1119	58	68	quarterly	quarterly	ADJ
iassist-1119	58	69	49(2	49(2	NUM
iassist-1119	58	70	)	)	PUNCT
iassist-1119	58	71	,	,	PUNCT
iassist-1119	58	72	pp	pp	PROPN
iassist-1119	58	73	.	.	PUNCT
iassist-1119	59	1	1	1	NUM
iassist-1119	59	2	-	-	SYM
iassist-1119	59	3	22	22	NUM
iassist-1119	59	4	.	.	PUNCT
iassist-1119	60	1	doi	doi	NOUN
iassist-1119	60	2	:	:	PUNCT
iassist-1119	60	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PRON
iassist-1119	60	4	fulfilled	fulfil	VERB
iassist-1119	60	5	)	)	PUNCT
iassist-1119	60	6	.	.	PUNCT
iassist-1119	61	1	for	for	ADP
iassist-1119	61	2	all	all	DET
iassist-1119	61	3	the	the	DET
iassist-1119	61	4	national	national	ADJ
iassist-1119	61	5	election	election	NOUN
iassist-1119	61	6	studies	study	NOUN
iassist-1119	61	7	,	,	PUNCT
iassist-1119	61	8	they	they	PRON
iassist-1119	61	9	provide	provide	VERB
iassist-1119	61	10	the	the	DET
iassist-1119	61	11	percent	percent	NOUN
iassist-1119	61	12	of	of	ADP
iassist-1119	61	13	studies	study	NOUN
iassist-1119	61	14	fulfilling	fulfil	VERB
iassist-1119	61	15	a	a	DET
iassist-1119	61	16	score	score	NOUN
iassist-1119	61	17	,	,	PUNCT
iassist-1119	61	18	but	but	CCONJ
iassist-1119	61	19	also	also	ADV
iassist-1119	61	20	as	as	ADP
iassist-1119	61	21	a	a	DET
iassist-1119	61	22	summary	summary	NOUN
iassist-1119	61	23	index	index	NOUN
iassist-1119	61	24	for	for	ADP
iassist-1119	61	25	each	each	PRON
iassist-1119	61	26	of	of	ADP
iassist-1119	61	27	the	the	DET
iassist-1119	61	28	four	four	NUM
iassist-1119	61	29	criteria	criterion	NOUN
iassist-1119	61	30	(	(	PUNCT
iassist-1119	61	31	summing	sum	VERB
iassist-1119	61	32	up	up	ADP
iassist-1119	61	33	all	all	DET
iassist-1119	61	34	operationalized	operationalize	VERB
iassist-1119	61	35	scores	score	NOUN
iassist-1119	61	36	of	of	ADP
iassist-1119	61	37	an	an	DET
iassist-1119	61	38	area	area	NOUN
iassist-1119	61	39	)	)	PUNCT
iassist-1119	61	40	(	(	PUNCT
iassist-1119	61	41	eder	eder	NOUN
iassist-1119	61	42	and	and	CCONJ
iassist-1119	61	43	jedinger	jedinger	NOUN
iassist-1119	61	44	,	,	PUNCT
iassist-1119	61	45	2019	2019	NUM
iassist-1119	61	46	,	,	PUNCT
iassist-1119	61	47	tbls	tbls	ADJ
iassist-1119	61	48	.	.	PUNCT
iassist-1119	62	1	8–11	8–11	NOUN
iassist-1119	62	2	)	)	PUNCT
iassist-1119	62	3	.	.	PUNCT
iassist-1119	63	1	however	however	ADV
iassist-1119	63	2	,	,	PUNCT
iassist-1119	63	3	they	they	PRON
iassist-1119	63	4	do	do	AUX
iassist-1119	63	5	not	not	PART
iassist-1119	63	6	calculate	calculate	VERB
iassist-1119	63	7	an	an	DET
iassist-1119	63	8	overall	overall	ADJ
iassist-1119	63	9	fairness	fairness	NOUN
iassist-1119	63	10	score	score	NOUN
iassist-1119	63	11	by	by	ADP
iassist-1119	63	12	combining	combine	VERB
iassist-1119	63	13	the	the	DET
iassist-1119	63	14	four	four	NUM
iassist-1119	63	15	indexes	index	NOUN
iassist-1119	63	16	.	.	PUNCT
iassist-1119	64	1	i	i	PRON
iassist-1119	64	2	d	d	PROPN
iassist-1119	64	3	study	study	PROPN
iassist-1119	64	4	abbreviation	abbreviation	NOUN
iassist-1119	64	5	1	1	NUM
iassist-1119	64	6	american	american	PROPN
iassist-1119	64	7	national	national	PROPN
iassist-1119	64	8	election	election	PROPN
iassist-1119	64	9	studies	study	NOUN
iassist-1119	64	10	(	(	PUNCT
iassist-1119	64	11	icpsr	icpsr	NOUN
iassist-1119	64	12	)	)	PUNCT
iassist-1119	64	13	anes	ane	NOUN
iassist-1119	64	14	2	2	NUM
iassist-1119	64	15	australian	australian	ADJ
iassist-1119	64	16	election	election	NOUN
iassist-1119	64	17	study	study	NOUN
iassist-1119	64	18	aes	aes	PROPN
iassist-1119	64	19	3	3	NUM
iassist-1119	64	20	austrian	austrian	PROPN
iassist-1119	64	21	national	national	ADJ
iassist-1119	64	22	election	election	NOUN
iassist-1119	64	23	study	study	NOUN
iassist-1119	64	24	autnes	autne	VERB
iassist-1119	64	25	4	4	NUM
iassist-1119	64	26	belgian	belgian	ADJ
iassist-1119	64	27	national	national	ADJ
iassist-1119	64	28	election	election	NOUN
iassist-1119	64	29	study	study	NOUN
iassist-1119	64	30	bnes	bne	VERB
iassist-1119	64	31	5	5	NUM
iassist-1119	64	32	british	british	ADJ
iassist-1119	64	33	election	election	NOUN
iassist-1119	64	34	study	study	NOUN
iassist-1119	64	35	(	(	PUNCT
iassist-1119	64	36	uk	uk	PROPN
iassist-1119	64	37	data	datum	NOUN
iassist-1119	64	38	archive	archive	NOUN
iassist-1119	64	39	)	)	PUNCT
iassist-1119	64	40	bes	bes	PROPN
iassist-1119	64	41	6	6	NUM
iassist-1119	64	42	canadian	canadian	ADJ
iassist-1119	64	43	election	election	NOUN
iassist-1119	64	44	study	study	NOUN
iassist-1119	64	45	ces	ces	X
iassist-1119	64	46	7	7	NUM
iassist-1119	64	47	danish	danish	ADJ
iassist-1119	64	48	national	national	PROPN
iassist-1119	64	49	election	election	NOUN
iassist-1119	64	50	study	study	NOUN
iassist-1119	64	51	dnes	dne	VERB
iassist-1119	64	52	8	8	NUM
iassist-1119	64	53	dutch	dutch	ADJ
iassist-1119	64	54	parliamentary	parliamentary	ADJ
iassist-1119	64	55	election	election	NOUN
iassist-1119	64	56	study	study	NOUN
iassist-1119	64	57	dpes	dpe	VERB
iassist-1119	64	58	9	9	NUM
iassist-1119	64	59	estonian	estonian	ADJ
iassist-1119	64	60	national	national	ADJ
iassist-1119	64	61	election	election	NOUN
iassist-1119	64	62	study	study	NOUN
iassist-1119	64	63	enes	ene	VERB
iassist-1119	64	64	10	10	NUM
iassist-1119	64	65	finnish	finnish	ADJ
iassist-1119	64	66	national	national	ADJ
iassist-1119	64	67	election	election	NOUN
iassist-1119	64	68	study	study	NOUN
iassist-1119	64	69	fnes	fne	NOUN
iassist-1119	64	70	12	12	NUM
iassist-1119	64	71	german	german	ADJ
iassist-1119	64	72	longitudinal	longitudinal	ADJ
iassist-1119	64	73	election	election	NOUN
iassist-1119	64	74	study	study	NOUN
iassist-1119	64	75	gles	gle	NOUN
iassist-1119	64	76	13	13	NUM
iassist-1119	64	77	hellenic	hellenic	PROPN
iassist-1119	64	78	national	national	PROPN
iassist-1119	64	79	election	election	NOUN
iassist-1119	64	80	studies	study	NOUN
iassist-1119	64	81	elnes	elne	VERB
iassist-1119	64	82	14	14	NUM
iassist-1119	64	83	italian	italian	ADJ
iassist-1119	64	84	national	national	ADJ
iassist-1119	64	85	election	election	NOUN
iassist-1119	64	86	study	study	NOUN
iassist-1119	64	87	itanes	itane	VERB
iassist-1119	64	88	16	16	NUM
iassist-1119	64	89	icelandic	icelandic	ADJ
iassist-1119	64	90	national	national	ADJ
iassist-1119	64	91	election	election	NOUN
iassist-1119	64	92	study	study	NOUN
iassist-1119	64	93	icenes	icene	VERB
iassist-1119	64	94	17	17	NUM
iassist-1119	64	95	new	new	PROPN
iassist-1119	64	96	zealand	zealand	PROPN
iassist-1119	64	97	election	election	NOUN
iassist-1119	64	98	study	study	NOUN
iassist-1119	64	99	nzes	nze	VERB
iassist-1119	64	100	18	18	NUM
iassist-1119	64	101	norwegian	norwegian	ADJ
iassist-1119	64	102	election	election	NOUN
iassist-1119	64	103	studies	study	NOUN
iassist-1119	64	104	nes	ne	VERB
iassist-1119	64	105	21	21	NUM
iassist-1119	64	106	swedish	swedish	ADJ
iassist-1119	64	107	national	national	ADJ
iassist-1119	64	108	election	election	NOUN
iassist-1119	64	109	studies	study	NOUN
iassist-1119	64	110	snes	sne	VERB
iassist-1119	64	111	22	22	NUM
iassist-1119	64	112	swiss	swiss	ADJ
iassist-1119	64	113	electoral	electoral	ADJ
iassist-1119	64	114	studies	study	NOUN
iassist-1119	64	115	selects	select	VERB
iassist-1119	64	116	table	table	NOUN
iassist-1119	64	117	1	1	NUM
iassist-1119	64	118	:	:	PUNCT
iassist-1119	64	119	list	list	NOUN
iassist-1119	64	120	of	of	ADP
iassist-1119	64	121	national	national	ADJ
iassist-1119	64	122	election	election	NOUN
iassist-1119	64	123	studies	study	NOUN
iassist-1119	64	124	the	the	DET
iassist-1119	64	125	overall	overall	ADJ
iassist-1119	64	126	results	result	NOUN
iassist-1119	64	127	from	from	ADP
iassist-1119	64	128	this	this	DET
iassist-1119	64	129	study	study	NOUN
iassist-1119	64	130	in	in	ADP
iassist-1119	64	131	2018	2018	NUM
iassist-1119	64	132	show	show	VERB
iassist-1119	64	133	that	that	SCONJ
iassist-1119	64	134	findability	findability	NOUN
iassist-1119	64	135	of	of	ADP
iassist-1119	64	136	the	the	DET
iassist-1119	64	137	national	national	ADJ
iassist-1119	64	138	election	election	NOUN
iassist-1119	64	139	studies	study	NOUN
iassist-1119	64	140	is	be	AUX
iassist-1119	64	141	rather	rather	ADV
iassist-1119	64	142	good	good	ADJ
iassist-1119	64	143	,	,	PUNCT
iassist-1119	64	144	with	with	ADP
iassist-1119	64	145	an	an	DET
iassist-1119	64	146	overall	overall	ADJ
iassist-1119	64	147	mean	mean	NOUN
iassist-1119	64	148	for	for	ADP
iassist-1119	64	149	the	the	DET
iassist-1119	64	150	findability	findability	NOUN
iassist-1119	64	151	index	index	NOUN
iassist-1119	64	152	of	of	ADP
iassist-1119	64	153	5.3	5.3	NUM
iassist-1119	64	154	(	(	PUNCT
iassist-1119	64	155	sd=1.88	sd=1.88	PROPN
iassist-1119	64	156	,	,	PUNCT
iassist-1119	64	157	min=2.0	min=2.0	PROPN
iassist-1119	64	158	,	,	PUNCT
iassist-1119	64	159	max=8.0	max=8.0	PROPN
iassist-1119	64	160	)	)	PUNCT
iassist-1119	64	161	(	(	PUNCT
iassist-1119	64	162	eder	eder	NOUN
iassist-1119	64	163	&	&	CCONJ
iassist-1119	64	164	jedinger	jedinger	NOUN
iassist-1119	64	165	,	,	PUNCT
iassist-1119	64	166	2019	2019	NUM
iassist-1119	64	167	,	,	PUNCT
iassist-1119	64	168	p.	p.	NOUN
iassist-1119	64	169	661	661	NUM
iassist-1119	64	170	)	)	PUNCT
iassist-1119	64	171	.	.	PUNCT
iassist-1119	65	1	assessing	assess	VERB
iassist-1119	65	2	the	the	DET
iassist-1119	65	3	accessibility	accessibility	NOUN
iassist-1119	65	4	,	,	PUNCT
iassist-1119	65	5	eder	eder	NOUN
iassist-1119	65	6	and	and	CCONJ
iassist-1119	65	7	jedinger	jedinger	NOUN
iassist-1119	65	8	find	find	VERB
iassist-1119	65	9	:	:	PUNCT
iassist-1119	65	10	‘	'	PUNCT
iassist-1119	65	11	most	most	ADJ
iassist-1119	65	12	studies	study	NOUN
iassist-1119	65	13	perform	perform	VERB
iassist-1119	65	14	well	well	INTJ
iassist-1119	65	15	(	(	PUNCT
iassist-1119	65	16	…	…	PUNCT
iassist-1119	65	17	)	)	PUNCT
iassist-1119	65	18	.	.	PUNCT
iassist-1119	66	1	however	however	ADV
iassist-1119	66	2	,	,	PUNCT
iassist-1119	66	3	there	there	PRON
iassist-1119	66	4	seems	seem	VERB
iassist-1119	66	5	to	to	PART
iassist-1119	66	6	be	be	AUX
iassist-1119	66	7	room	room	NOUN
iassist-1119	66	8	for	for	ADP
iassist-1119	66	9	improvement	improvement	NOUN
iassist-1119	66	10	in	in	ADP
iassist-1119	66	11	regard	regard	NOUN
iassist-1119	66	12	to	to	ADP
iassist-1119	66	13	providing	provide	VERB
iassist-1119	66	14	information	information	NOUN
iassist-1119	66	15	on	on	ADP
iassist-1119	66	16	variables	variable	NOUN
iassist-1119	66	17	omitted	omit	VERB
iassist-1119	66	18	(	(	PUNCT
iassist-1119	66	19	…	…	PUNCT
iassist-1119	66	20	)	)	PUNCT
iassist-1119	66	21	and	and	CCONJ
iassist-1119	66	22	on	on	ADP
iassist-1119	66	23	how	how	SCONJ
iassist-1119	66	24	to	to	PART
iassist-1119	66	25	access	access	VERB
iassist-1119	66	26	variables	variable	NOUN
iassist-1119	66	27	in	in	ADP
iassist-1119	66	28	cases	case	NOUN
iassist-1119	66	29	in	in	ADP
iassist-1119	66	30	which	which	PRON
iassist-1119	66	31	country	country	NOUN
iassist-1119	66	32	-	-	PUNCT
iassist-1119	66	33	specific	specific	ADJ
iassist-1119	66	34	rules	rule	NOUN
iassist-1119	66	35	(	(	PUNCT
iassist-1119	66	36	…	…	PUNCT
iassist-1119	66	37	)	)	PUNCT
iassist-1119	66	38	.	.	PUNCT
iassist-1119	67	1	additionally	additionally	ADV
iassist-1119	67	2	,	,	PUNCT
iassist-1119	67	3	some	some	DET
iassist-1119	67	4	studies	study	NOUN
iassist-1119	67	5	could	could	AUX
iassist-1119	67	6	benefit	benefit	VERB
iassist-1119	67	7	from	from	ADP
iassist-1119	67	8	providing	provide	VERB
iassist-1119	67	9	more	more	ADV
iassist-1119	67	10	extensive	extensive	ADJ
iassist-1119	67	11	reports	report	NOUN
iassist-1119	67	12	’	'	PUNCT
iassist-1119	67	13	(	(	PUNCT
iassist-1119	67	14	eder	eder	NOUN
iassist-1119	67	15	&	&	CCONJ
iassist-1119	67	16	jedinger	jedinger	NOUN
iassist-1119	67	17	,	,	PUNCT
iassist-1119	67	18	2019	2019	NUM
iassist-1119	67	19	,	,	PUNCT
iassist-1119	67	20	p.	p.	NOUN
iassist-1119	67	21	663	663	NUM
iassist-1119	67	22	)	)	PUNCT
iassist-1119	67	23	.	.	PUNCT
iassist-1119	68	1	they	they	PRON
iassist-1119	68	2	calculate	calculate	VERB
iassist-1119	68	3	a	a	DET
iassist-1119	68	4	mean	mean	NOUN
iassist-1119	68	5	for	for	ADP
iassist-1119	68	6	the	the	DET
iassist-1119	68	7	accessibility	accessibility	NOUN
iassist-1119	68	8	index	index	NOUN
iassist-1119	68	9	of	of	ADP
iassist-1119	68	10	5.44	5.44	NUM
iassist-1119	68	11	(	(	PUNCT
iassist-1119	68	12	sd=1.79	sd=1.79	NOUN
iassist-1119	68	13	,	,	PUNCT
iassist-1119	68	14	min=3.0	min=3.0	NOUN
iassist-1119	68	15	,	,	PUNCT
iassist-1119	68	16	max=9.0	max=9.0	ADJ
iassist-1119	68	17	)	)	PUNCT
iassist-1119	68	18	.	.	PUNCT
iassist-1119	69	1	for	for	ADP
iassist-1119	69	2	interoperability	interoperability	NOUN
iassist-1119	69	3	,	,	PUNCT
iassist-1119	69	4	the	the	DET
iassist-1119	69	5	authors	author	NOUN
iassist-1119	69	6	state	state	VERB
iassist-1119	69	7	that	that	SCONJ
iassist-1119	69	8	‘	'	PUNCT
iassist-1119	69	9	the	the	DET
iassist-1119	69	10	provision	provision	NOUN
iassist-1119	69	11	of	of	ADP
iassist-1119	69	12	metadata	metadata	NOUN
iassist-1119	69	13	is	be	AUX
iassist-1119	69	14	very	very	ADV
iassist-1119	69	15	good	good	ADJ
iassist-1119	69	16	,	,	PUNCT
iassist-1119	69	17	with	with	ADP
iassist-1119	69	18	very	very	ADV
iassist-1119	69	19	little	little	ADJ
iassist-1119	69	20	need	need	NOUN
iassist-1119	69	21	for	for	ADP
iassist-1119	69	22	improvement	improvement	NOUN
iassist-1119	69	23	’	'	PUNCT
iassist-1119	69	24	,	,	PUNCT
iassist-1119	69	25	and	and	CCONJ
iassist-1119	69	26	note	note	VERB
iassist-1119	69	27	a	a	DET
iassist-1119	69	28	mean	mean	NOUN
iassist-1119	69	29	for	for	ADP
iassist-1119	69	30	the	the	DET
iassist-1119	69	31	interoperability	interoperability	NOUN
iassist-1119	69	32	index	index	NOUN
iassist-1119	69	33	of	of	ADP
iassist-1119	69	34	11.94	11.94	NUM
iassist-1119	69	35	(	(	PUNCT
iassist-1119	69	36	sd=1.51	sd=1.51	NOUN
iassist-1119	69	37	,	,	PUNCT
iassist-1119	69	38	min=7.0	min=7.0	PROPN
iassist-1119	69	39	,	,	PUNCT
iassist-1119	69	40	max=13.0	max=13.0	NOUN
iassist-1119	69	41	)	)	PUNCT
iassist-1119	69	42	(	(	PUNCT
iassist-1119	69	43	eder	eder	NOUN
iassist-1119	69	44	&	&	CCONJ
iassist-1119	69	45	jedinger	jedinger	NOUN
iassist-1119	69	46	,	,	PUNCT
iassist-1119	69	47	2019	2019	NUM
iassist-1119	69	48	,	,	PUNCT
iassist-1119	69	49	p.	p.	NOUN
iassist-1119	69	50	664	664	NUM
iassist-1119	69	51	)	)	PUNCT
iassist-1119	69	52	.	.	PUNCT
iassist-1119	70	1	the	the	DET
iassist-1119	70	2	authors	author	NOUN
iassist-1119	70	3	conclude	conclude	VERB
iassist-1119	70	4	that	that	DET
iassist-1119	70	5	reusability	reusability	NOUN
iassist-1119	70	6	is	be	AUX
iassist-1119	70	7	‘	'	PUNCT
iassist-1119	70	8	quite	quite	ADV
iassist-1119	70	9	satisfying	satisfying	ADJ
iassist-1119	70	10	’	'	PUNCT
iassist-1119	70	11	with	with	ADP
iassist-1119	70	12	a	a	DET
iassist-1119	70	13	mean	mean	NOUN
iassist-1119	70	14	for	for	ADP
iassist-1119	70	15	the	the	DET
iassist-1119	70	16	reusability	reusability	NOUN
iassist-1119	70	17	index	index	NOUN
iassist-1119	70	18	of	of	ADP
iassist-1119	70	19	4.31	4.31	NUM
iassist-1119	70	20	(	(	PUNCT
iassist-1119	70	21	sd=0.84	sd=0.84	NOUN
iassist-1119	70	22	,	,	PUNCT
iassist-1119	70	23	min=2.0	min=2.0	PROPN
iassist-1119	70	24	,	,	PUNCT
iassist-1119	70	25	max=5.0	max=5.0	PROPN
iassist-1119	70	26	)	)	PUNCT
iassist-1119	70	27	(	(	PUNCT
iassist-1119	70	28	eder	eder	NOUN
iassist-1119	70	29	&	&	CCONJ
iassist-1119	70	30	jedinger	jedinger	NOUN
iassist-1119	70	31	,	,	PUNCT
iassist-1119	70	32	2019	2019	NUM
iassist-1119	70	33	,	,	PUNCT
iassist-1119	70	34	p.	p.	NOUN
iassist-1119	70	35	665	665	NUM
iassist-1119	70	36	)	)	PUNCT
iassist-1119	70	37	.	.	PUNCT
iassist-1119	71	1	method	method	NOUN
iassist-1119	71	2	and	and	CCONJ
iassist-1119	71	3	data	datum	NOUN
iassist-1119	71	4	to	to	PART
iassist-1119	71	5	answer	answer	VERB
iassist-1119	71	6	the	the	DET
iassist-1119	71	7	first	first	ADJ
iassist-1119	71	8	research	research	NOUN
iassist-1119	71	9	question	question	NOUN
iassist-1119	71	10	‘	'	PUNCT
iassist-1119	71	11	is	be	AUX
iassist-1119	71	12	the	the	DET
iassist-1119	71	13	evaluation	evaluation	NOUN
iassist-1119	71	14	of	of	ADP
iassist-1119	71	15	fair	fair	ADJ
iassist-1119	71	16	criteria	criterion	NOUN
iassist-1119	71	17	with	with	ADP
iassist-1119	71	18	automated	automate	VERB
iassist-1119	71	19	tools	tool	NOUN
iassist-1119	71	20	an	an	DET
iassist-1119	71	21	alternative	alternative	NOUN
iassist-1119	71	22	to	to	ADP
iassist-1119	71	23	manual	manual	ADJ
iassist-1119	71	24	procedures	procedure	NOUN
iassist-1119	71	25	?	?	PUNCT
iassist-1119	71	26	’	'	PUNCT
iassist-1119	71	27	,	,	PUNCT
iassist-1119	71	28	i	i	PRON
iassist-1119	71	29	look	look	VERB
iassist-1119	71	30	at	at	ADP
iassist-1119	71	31	the	the	DET
iassist-1119	71	32	same	same	ADJ
iassist-1119	71	33	national	national	ADJ
iassist-1119	71	34	election	election	NOUN
iassist-1119	71	35	studies	study	NOUN
iassist-1119	71	36	mentioned	mention	VERB
iassist-1119	71	37	in	in	ADP
iassist-1119	71	38	the	the	DET
iassist-1119	71	39	study	study	NOUN
iassist-1119	71	40	by	by	ADP
iassist-1119	71	41	eder	eder	NOUN
iassist-1119	71	42	and	and	CCONJ
iassist-1119	71	43	jedinger	jedinger	NOUN
iassist-1119	71	44	(	(	PUNCT
iassist-1119	71	45	2018	2018	NUM
iassist-1119	71	46	)	)	PUNCT
iassist-1119	71	47	.	.	PUNCT
iassist-1119	72	1	the	the	DET
iassist-1119	72	2	eder	eder	NOUN
iassist-1119	72	3	and	and	CCONJ
iassist-1119	72	4	jedinger	jedinger	NOUN
iassist-1119	72	5	study	study	NOUN
iassist-1119	72	6	used	use	VERB
iassist-1119	72	7	national	national	ADJ
iassist-1119	72	8	election	election	NOUN
iassist-1119	72	9	studies	study	NOUN
iassist-1119	72	10	(	(	PUNCT
iassist-1119	72	11	see	see	VERB
iassist-1119	72	12	table	table	NOUN
iassist-1119	72	13	1	1	NUM
iassist-1119	72	14	)	)	PUNCT
iassist-1119	72	15	that	that	PRON
iassist-1119	72	16	were	be	AUX
iassist-1119	72	17	available	available	ADJ
iassist-1119	72	18	through	through	ADP
iassist-1119	72	19	2016	2016	NUM
iassist-1119	72	20	.	.	PUNCT
iassist-1119	73	1	in	in	ADP
iassist-1119	73	2	a	a	DET
iassist-1119	73	3	next	next	ADJ
iassist-1119	73	4	step	step	NOUN
iassist-1119	73	5	i	i	PRON
iassist-1119	73	6	searched	search	VERB
iassist-1119	73	7	for	for	ADP
iassist-1119	73	8	the	the	DET
iassist-1119	73	9	persistent	persistent	ADJ
iassist-1119	73	10	identifier	identifier	NOUN
iassist-1119	73	11	(	(	PUNCT
iassist-1119	73	12	in	in	ADP
iassist-1119	73	13	this	this	DET
iassist-1119	73	14	case	case	NOUN
iassist-1119	73	15	a	a	DET
iassist-1119	73	16	doi	doi	NOUN
iassist-1119	73	17	,	,	PUNCT
iassist-1119	73	18	digital	digital	ADJ
iassist-1119	73	19	object	object	NOUN
iassist-1119	73	20	identifier	identifier	NOUN
iassist-1119	73	21	)	)	PUNCT
iassist-1119	73	22	for	for	ADP
iassist-1119	73	23	the	the	DET
iassist-1119	73	24	latest	late	ADJ
iassist-1119	73	25	data	datum	NOUN
iassist-1119	73	26	availability	availability	NOUN
iassist-1119	73	27	and	and	CCONJ
iassist-1119	73	28	performed	perform	VERB
iassist-1119	73	29	a	a	DET
iassist-1119	73	30	f	f	PROPN
iassist-1119	73	31	-	-	PUNCT
iassist-1119	73	32	uji	uji	PROPN
iassist-1119	73	33	test	test	NOUN
iassist-1119	73	34	for	for	ADP
iassist-1119	73	35	each	each	PRON
iassist-1119	73	36	of	of	ADP
iassist-1119	73	37	these	these	DET
iassist-1119	73	38	studies	study	NOUN
iassist-1119	73	39	.	.	PUNCT
iassist-1119	74	1	the	the	DET
iassist-1119	74	2	f	f	PROPN
iassist-1119	74	3	-	-	PUNCT
iassist-1119	74	4	uji	uji	PROPN
iassist-1119	74	5	tool	tool	NOUN
iassist-1119	74	6	was	be	AUX
iassist-1119	74	7	used	use	VERB
iassist-1119	74	8	for	for	ADP
iassist-1119	74	9	the	the	DET
iassist-1119	74	10	automated	automate	VERB
iassist-1119	74	11	tests	test	NOUN
iassist-1119	74	12	because	because	SCONJ
iassist-1119	74	13	it	it	PRON
iassist-1119	74	14	is	be	AUX
iassist-1119	74	15	among	among	ADP
iassist-1119	74	16	the	the	DET
iassist-1119	74	17	most	most	ADV
iassist-1119	74	18	prominent	prominent	ADJ
iassist-1119	74	19	tools	tool	NOUN
iassist-1119	74	20	,	,	PUNCT
iassist-1119	74	21	it	it	PRON
iassist-1119	74	22	provides	provide	VERB
iassist-1119	74	23	detailed	detailed	ADJ
iassist-1119	74	24	documentation	documentation	NOUN
iassist-1119	74	25	for	for	ADP
iassist-1119	74	26	the	the	DET
iassist-1119	74	27	test	test	NOUN
iassist-1119	74	28	results	result	NOUN
iassist-1119	74	29	,	,	PUNCT
iassist-1119	74	30	interprets	interpret	VERB
iassist-1119	74	31	the	the	DET
iassist-1119	74	32	persistent	persistent	ADJ
iassist-1119	74	33	identifiers	identifier	NOUN
iassist-1119	74	34	as	as	ADP
iassist-1119	74	35	identifiers	identifier	NOUN
iassist-1119	74	36	for	for	ADP
iassist-1119	74	37	the	the	DET
iassist-1119	74	38	data	datum	NOUN
iassist-1119	74	39	(	(	PUNCT
iassist-1119	74	40	sun	sun	PROPN
iassist-1119	74	41	et	et	PROPN
iassist-1119	74	42	al	al	PROPN
iassist-1119	74	43	.	.	PROPN
iassist-1119	74	44	,	,	PUNCT
iassist-1119	74	45	2022	2022	NUM
iassist-1119	74	46	)	)	PUNCT
iassist-1119	74	47	,	,	PUNCT
iassist-1119	74	48	and	and	CCONJ
iassist-1119	74	49	because	because	SCONJ
iassist-1119	74	50	it	it	PRON
iassist-1119	74	51	has	have	AUX
iassist-1119	74	52	been	be	AUX
iassist-1119	74	53	found	find	VERB
iassist-1119	74	54	to	to	PART
iassist-1119	74	55	correspond	correspond	VERB
iassist-1119	74	56	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	74	57	5/22	5/22	NUM
iassist-1119	74	58	zenk	zenk	NOUN
iassist-1119	74	59	-	-	PUNCT
iassist-1119	74	60	möltgen	möltgen	PROPN
iassist-1119	74	61	,	,	PUNCT
iassist-1119	74	62	wolfgang	wolfgang	PROPN
iassist-1119	74	63	(	(	PUNCT
iassist-1119	74	64	2025	2025	NUM
iassist-1119	74	65	)	)	PUNCT
iassist-1119	74	66	the	the	DET
iassist-1119	74	67	role	role	NOUN
iassist-1119	74	68	of	of	ADP
iassist-1119	74	69	fair	fair	ADJ
iassist-1119	74	70	principles	principle	NOUN
iassist-1119	74	71	in	in	ADP
iassist-1119	74	72	high	high	ADJ
iassist-1119	74	73	-	-	PUNCT
iassist-1119	74	74	quality	quality	NOUN
iassist-1119	74	75	research	research	NOUN
iassist-1119	74	76	data	datum	NOUN
iassist-1119	74	77	documentation	documentation	NOUN
iassist-1119	74	78	,	,	PUNCT
iassist-1119	74	79	iassist	iassist	VERB
iassist-1119	74	80	quarterly	quarterly	ADJ
iassist-1119	74	81	49(2	49(2	NUM
iassist-1119	74	82	)	)	PUNCT
iassist-1119	74	83	,	,	PUNCT
iassist-1119	74	84	pp	pp	PROPN
iassist-1119	74	85	.	.	PUNCT
iassist-1119	75	1	1	1	NUM
iassist-1119	75	2	-	-	SYM
iassist-1119	75	3	22	22	NUM
iassist-1119	75	4	.	.	PUNCT
iassist-1119	76	1	doi	doi	NOUN
iassist-1119	76	2	:	:	PUNCT
iassist-1119	76	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	76	4	well	well	ADV
iassist-1119	76	5	with	with	ADP
iassist-1119	76	6	manual	manual	ADJ
iassist-1119	76	7	assessments	assessment	NOUN
iassist-1119	76	8	(	(	PUNCT
iassist-1119	76	9	gehlen	gehlen	VERB
iassist-1119	76	10	et	et	PROPN
iassist-1119	76	11	al	al	PROPN
iassist-1119	76	12	.	.	PROPN
iassist-1119	76	13	,	,	PUNCT
iassist-1119	76	14	2022	2022	NUM
iassist-1119	76	15	)	)	PUNCT
iassist-1119	76	16	.	.	PUNCT
iassist-1119	77	1	a	a	DET
iassist-1119	77	2	comparison	comparison	NOUN
iassist-1119	77	3	was	be	AUX
iassist-1119	77	4	then	then	ADV
iassist-1119	77	5	done	do	VERB
iassist-1119	77	6	to	to	PART
iassist-1119	77	7	show	show	VERB
iassist-1119	77	8	if	if	SCONJ
iassist-1119	77	9	the	the	DET
iassist-1119	77	10	manually	manually	ADV
iassist-1119	77	11	created	create	VERB
iassist-1119	77	12	results	result	NOUN
iassist-1119	77	13	reported	report	VERB
iassist-1119	77	14	to	to	PART
iassist-1119	77	15	summarize	summarize	VERB
iassist-1119	77	16	the	the	DET
iassist-1119	77	17	situation	situation	NOUN
iassist-1119	77	18	in	in	ADP
iassist-1119	77	19	2018	2018	NUM
iassist-1119	77	20	match	match	VERB
iassist-1119	77	21	these	these	PRON
iassist-1119	77	22	of	of	ADP
iassist-1119	77	23	the	the	DET
iassist-1119	77	24	automated	automate	VERB
iassist-1119	77	25	evaluation	evaluation	NOUN
iassist-1119	77	26	of	of	ADP
iassist-1119	77	27	the	the	DET
iassist-1119	77	28	f	f	PROPN
iassist-1119	77	29	-	-	PUNCT
iassist-1119	77	30	uji	uji	PROPN
iassist-1119	77	31	tool	tool	NOUN
iassist-1119	77	32	for	for	ADP
iassist-1119	77	33	the	the	DET
iassist-1119	77	34	2018	2018	NUM
iassist-1119	77	35	datasets	dataset	NOUN
iassist-1119	77	36	.	.	PUNCT
iassist-1119	78	1	using	use	VERB
iassist-1119	78	2	the	the	DET
iassist-1119	78	3	scores	score	NOUN
iassist-1119	78	4	provided	provide	VERB
iassist-1119	78	5	by	by	ADP
iassist-1119	78	6	eder	eder	NOUN
iassist-1119	78	7	and	and	CCONJ
iassist-1119	78	8	jedinger	jedinger	NOUN
iassist-1119	78	9	(	(	PUNCT
iassist-1119	78	10	2019	2019	NUM
iassist-1119	78	11	)	)	PUNCT
iassist-1119	78	12	,	,	PUNCT
iassist-1119	78	13	a	a	DET
iassist-1119	78	14	sum	sum	NOUN
iassist-1119	78	15	for	for	ADP
iassist-1119	78	16	an	an	DET
iassist-1119	78	17	overall	overall	ADJ
iassist-1119	78	18	fairness	fairness	NOUN
iassist-1119	78	19	score	score	NOUN
iassist-1119	78	20	was	be	AUX
iassist-1119	78	21	computed	compute	VERB
iassist-1119	78	22	in	in	ADP
iassist-1119	78	23	addition	addition	NOUN
iassist-1119	78	24	to	to	ADP
iassist-1119	78	25	the	the	DET
iassist-1119	78	26	single	single	ADJ
iassist-1119	78	27	scores	score	NOUN
iassist-1119	78	28	for	for	ADP
iassist-1119	78	29	each	each	PRON
iassist-1119	78	30	of	of	ADP
iassist-1119	78	31	the	the	DET
iassist-1119	78	32	four	four	NUM
iassist-1119	78	33	criteria	criterion	NOUN
iassist-1119	78	34	.	.	PUNCT
iassist-1119	79	1	to	to	PART
iassist-1119	79	2	compare	compare	VERB
iassist-1119	79	3	the	the	DET
iassist-1119	79	4	results	result	NOUN
iassist-1119	79	5	of	of	ADP
iassist-1119	79	6	the	the	DET
iassist-1119	79	7	manual	manual	ADJ
iassist-1119	79	8	assessments	assessment	NOUN
iassist-1119	79	9	to	to	ADP
iassist-1119	79	10	the	the	DET
iassist-1119	79	11	results	result	NOUN
iassist-1119	79	12	of	of	ADP
iassist-1119	79	13	the	the	DET
iassist-1119	79	14	conducted	conduct	VERB
iassist-1119	79	15	f	f	PROPN
iassist-1119	79	16	-	-	PUNCT
iassist-1119	79	17	uji	uji	ADJ
iassist-1119	79	18	tests	test	NOUN
iassist-1119	79	19	,	,	PUNCT
iassist-1119	79	20	the	the	DET
iassist-1119	79	21	mean	mean	ADJ
iassist-1119	79	22	percentage	percentage	NOUN
iassist-1119	79	23	of	of	ADP
iassist-1119	79	24	the	the	DET
iassist-1119	79	25	maximum	maximum	ADJ
iassist-1119	79	26	possible	possible	ADJ
iassist-1119	79	27	value	value	NOUN
iassist-1119	79	28	was	be	AUX
iassist-1119	79	29	calculated	calculate	VERB
iassist-1119	79	30	for	for	ADP
iassist-1119	79	31	each	each	DET
iassist-1119	79	32	election	election	NOUN
iassist-1119	79	33	study	study	NOUN
iassist-1119	79	34	.	.	PUNCT
iassist-1119	80	1	the	the	DET
iassist-1119	80	2	frequencies	frequency	NOUN
iassist-1119	80	3	for	for	ADP
iassist-1119	80	4	ten	ten	NUM
iassist-1119	80	5	quantiles	quantile	NOUN
iassist-1119	80	6	of	of	ADP
iassist-1119	80	7	the	the	DET
iassist-1119	80	8	percentages	percentage	NOUN
iassist-1119	80	9	were	be	AUX
iassist-1119	80	10	then	then	ADV
iassist-1119	80	11	plotted	plot	VERB
iassist-1119	80	12	and	and	CCONJ
iassist-1119	80	13	compared	compare	VERB
iassist-1119	80	14	to	to	PART
iassist-1119	80	15	allow	allow	VERB
iassist-1119	80	16	an	an	DET
iassist-1119	80	17	overview	overview	NOUN
iassist-1119	80	18	of	of	ADP
iassist-1119	80	19	the	the	DET
iassist-1119	80	20	distribution	distribution	NOUN
iassist-1119	80	21	of	of	ADP
iassist-1119	80	22	f	f	PROPN
iassist-1119	80	23	-	-	PUNCT
iassist-1119	80	24	uji	uji	ADJ
iassist-1119	80	25	percentages	percentage	NOUN
iassist-1119	80	26	.	.	PUNCT
iassist-1119	81	1	in	in	ADP
iassist-1119	81	2	addition	addition	NOUN
iassist-1119	81	3	,	,	PUNCT
iassist-1119	81	4	two	two	NUM
iassist-1119	81	5	-	-	PUNCT
iassist-1119	81	6	sided	sided	ADJ
iassist-1119	81	7	t	t	NOUN
iassist-1119	81	8	-	-	PUNCT
iassist-1119	81	9	tests	test	NOUN
iassist-1119	81	10	allowed	allow	VERB
iassist-1119	81	11	for	for	ADP
iassist-1119	81	12	assessing	assess	VERB
iassist-1119	81	13	the	the	DET
iassist-1119	81	14	significance	significance	NOUN
iassist-1119	81	15	of	of	ADP
iassist-1119	81	16	the	the	DET
iassist-1119	81	17	mean	mean	ADJ
iassist-1119	81	18	differences	difference	NOUN
iassist-1119	81	19	.	.	PUNCT
iassist-1119	82	1	the	the	DET
iassist-1119	82	2	shapiro	shapiro	PROPN
iassist-1119	82	3	-	-	PUNCT
iassist-1119	82	4	wilk	wilk	NOUN
iassist-1119	82	5	test	test	NOUN
iassist-1119	82	6	for	for	ADP
iassist-1119	82	7	normal	normal	ADJ
iassist-1119	82	8	distribution	distribution	NOUN
iassist-1119	82	9	of	of	ADP
iassist-1119	82	10	the	the	DET
iassist-1119	82	11	differences	difference	NOUN
iassist-1119	82	12	was	be	AUX
iassist-1119	82	13	checked	check	VERB
iassist-1119	82	14	as	as	ADV
iassist-1119	82	15	well	well	ADV
iassist-1119	82	16	.	.	PUNCT
iassist-1119	83	1	because	because	SCONJ
iassist-1119	83	2	summing	sum	VERB
iassist-1119	83	3	up	up	ADP
iassist-1119	83	4	four	four	NUM
iassist-1119	83	5	criteria	criterion	NOUN
iassist-1119	83	6	with	with	ADP
iassist-1119	83	7	each	each	DET
iassist-1119	83	8	one	one	NOUN
iassist-1119	83	9	using	use	VERB
iassist-1119	83	10	a	a	DET
iassist-1119	83	11	different	different	ADJ
iassist-1119	83	12	maximum	maximum	ADJ
iassist-1119	83	13	value	value	NOUN
iassist-1119	83	14	leads	lead	VERB
iassist-1119	83	15	to	to	ADP
iassist-1119	83	16	some	some	DET
iassist-1119	83	17	bias	bias	NOUN
iassist-1119	83	18	towards	towards	ADP
iassist-1119	83	19	the	the	DET
iassist-1119	83	20	criteria	criterion	NOUN
iassist-1119	83	21	with	with	ADP
iassist-1119	83	22	higher	high	ADJ
iassist-1119	83	23	maximum	maximum	ADJ
iassist-1119	83	24	values	value	NOUN
iassist-1119	83	25	,	,	PUNCT
iassist-1119	83	26	the	the	DET
iassist-1119	83	27	same	same	ADJ
iassist-1119	83	28	procedure	procedure	NOUN
iassist-1119	83	29	was	be	AUX
iassist-1119	83	30	applied	apply	VERB
iassist-1119	83	31	to	to	PART
iassist-1119	83	32	produce	produce	VERB
iassist-1119	83	33	a	a	DET
iassist-1119	83	34	fairness	fairness	NOUN
iassist-1119	83	35	index	index	NOUN
iassist-1119	83	36	using	use	VERB
iassist-1119	83	37	equal	equal	ADJ
iassist-1119	83	38	weight	weight	NOUN
iassist-1119	83	39	for	for	ADP
iassist-1119	83	40	each	each	PRON
iassist-1119	83	41	of	of	ADP
iassist-1119	83	42	the	the	DET
iassist-1119	83	43	four	four	NUM
iassist-1119	83	44	criteria	criterion	NOUN
iassist-1119	83	45	.	.	PUNCT
iassist-1119	84	1	in	in	ADP
iassist-1119	84	2	that	that	DET
iassist-1119	84	3	way	way	NOUN
iassist-1119	84	4	,	,	PUNCT
iassist-1119	84	5	differences	difference	NOUN
iassist-1119	84	6	between	between	ADP
iassist-1119	84	7	manual	manual	ADJ
iassist-1119	84	8	and	and	CCONJ
iassist-1119	84	9	automatic	automatic	ADJ
iassist-1119	84	10	assessments	assessment	NOUN
iassist-1119	84	11	of	of	ADP
iassist-1119	84	12	the	the	DET
iassist-1119	84	13	same	same	ADJ
iassist-1119	84	14	datasets	dataset	NOUN
iassist-1119	84	15	were	be	AUX
iassist-1119	84	16	analyzed	analyze	VERB
iassist-1119	84	17	.	.	PUNCT
iassist-1119	85	1	to	to	PART
iassist-1119	85	2	answer	answer	VERB
iassist-1119	85	3	the	the	DET
iassist-1119	85	4	second	second	ADJ
iassist-1119	85	5	research	research	NOUN
iassist-1119	85	6	question	question	NOUN
iassist-1119	85	7	‘	'	PUNCT
iassist-1119	85	8	has	have	VERB
iassist-1119	85	9	the	the	DET
iassist-1119	85	10	fairness	fairness	NOUN
iassist-1119	85	11	of	of	ADP
iassist-1119	85	12	research	research	NOUN
iassist-1119	85	13	data	datum	NOUN
iassist-1119	85	14	changed	change	VERB
iassist-1119	85	15	considerably	considerably	ADV
iassist-1119	85	16	over	over	ADP
iassist-1119	85	17	the	the	DET
iassist-1119	85	18	six	six	NUM
iassist-1119	85	19	-	-	PUNCT
iassist-1119	85	20	year	year	NOUN
iassist-1119	85	21	period	period	NOUN
iassist-1119	85	22	between	between	ADP
iassist-1119	85	23	2018	2018	NUM
iassist-1119	85	24	to	to	ADP
iassist-1119	85	25	2024	2024	NUM
iassist-1119	85	26	?	?	PUNCT
iassist-1119	85	27	’	'	PUNCT
iassist-1119	85	28	,	,	PUNCT
iassist-1119	85	29	i	i	PRON
iassist-1119	85	30	updated	update	VERB
iassist-1119	85	31	the	the	DET
iassist-1119	85	32	list	list	NOUN
iassist-1119	85	33	of	of	ADP
iassist-1119	85	34	studies	study	NOUN
iassist-1119	85	35	with	with	ADP
iassist-1119	85	36	newer	new	ADJ
iassist-1119	85	37	rounds	round	NOUN
iassist-1119	85	38	available	available	ADJ
iassist-1119	85	39	until	until	ADP
iassist-1119	85	40	2024	2024	NUM
iassist-1119	85	41	.	.	PUNCT
iassist-1119	86	1	for	for	ADP
iassist-1119	86	2	seventeen	seventeen	NUM
iassist-1119	86	3	of	of	ADP
iassist-1119	86	4	the	the	DET
iassist-1119	86	5	eighteen	eighteen	NUM
iassist-1119	86	6	election	election	NOUN
iassist-1119	86	7	studies	study	NOUN
iassist-1119	86	8	,	,	PUNCT
iassist-1119	86	9	a	a	DET
iassist-1119	86	10	newer	new	ADJ
iassist-1119	86	11	dataset	dataset	NOUN
iassist-1119	86	12	was	be	AUX
iassist-1119	86	13	found	find	VERB
iassist-1119	86	14	,	,	PUNCT
iassist-1119	86	15	the	the	DET
iassist-1119	86	16	exception	exception	NOUN
iassist-1119	86	17	being	be	AUX
iassist-1119	86	18	the	the	DET
iassist-1119	86	19	estonian	estonian	ADJ
iassist-1119	86	20	national	national	ADJ
iassist-1119	86	21	election	election	NOUN
iassist-1119	86	22	study	study	NOUN
iassist-1119	86	23	(	(	PUNCT
iassist-1119	86	24	enes	enes	PROPN
iassist-1119	86	25	)	)	PUNCT
iassist-1119	86	26	.	.	PUNCT
iassist-1119	87	1	for	for	ADP
iassist-1119	87	2	four	four	NUM
iassist-1119	87	3	countries	country	NOUN
iassist-1119	87	4	(	(	PUNCT
iassist-1119	87	5	i.e.	i.e.	X
iassist-1119	87	6	,	,	PUNCT
iassist-1119	87	7	belgium	belgium	PROPN
iassist-1119	87	8	,	,	PUNCT
iassist-1119	87	9	italy	italy	PROPN
iassist-1119	87	10	,	,	PUNCT
iassist-1119	87	11	norway	norway	PROPN
iassist-1119	87	12	,	,	PUNCT
iassist-1119	87	13	sweden	sweden	PROPN
iassist-1119	87	14	)	)	PUNCT
iassist-1119	87	15	,	,	PUNCT
iassist-1119	87	16	module	module	NOUN
iassist-1119	87	17	5	5	NUM
iassist-1119	87	18	of	of	ADP
iassist-1119	87	19	the	the	DET
iassist-1119	87	20	comparative	comparative	ADJ
iassist-1119	87	21	study	study	NOUN
iassist-1119	87	22	for	for	ADP
iassist-1119	87	23	electoral	electoral	ADJ
iassist-1119	87	24	system	system	NOUN
iassist-1119	87	25	(	(	PUNCT
iassist-1119	87	26	cses	cse	NOUN
iassist-1119	87	27	)	)	PUNCT
iassist-1119	87	28	was	be	AUX
iassist-1119	87	29	used	use	VERB
iassist-1119	87	30	for	for	ADP
iassist-1119	87	31	the	the	DET
iassist-1119	87	32	newer	new	ADJ
iassist-1119	87	33	waves	wave	NOUN
iassist-1119	87	34	.	.	PUNCT
iassist-1119	88	1	the	the	DET
iassist-1119	88	2	f	f	PROPN
iassist-1119	88	3	-	-	PUNCT
iassist-1119	88	4	uji	uji	ADJ
iassist-1119	88	5	tests	test	NOUN
iassist-1119	88	6	were	be	AUX
iassist-1119	88	7	repeated	repeat	VERB
iassist-1119	88	8	for	for	ADP
iassist-1119	88	9	all	all	DET
iassist-1119	88	10	available	available	ADJ
iassist-1119	88	11	newer	new	ADJ
iassist-1119	88	12	datasets	dataset	NOUN
iassist-1119	88	13	(	(	PUNCT
iassist-1119	88	14	seventeen	seventeen	NUM
iassist-1119	88	15	of	of	ADP
iassist-1119	88	16	eighteen	eighteen	NUM
iassist-1119	88	17	)	)	PUNCT
iassist-1119	88	18	,	,	PUNCT
iassist-1119	88	19	and	and	CCONJ
iassist-1119	88	20	scores	score	NOUN
iassist-1119	88	21	for	for	ADP
iassist-1119	88	22	the	the	DET
iassist-1119	88	23	single	single	PROPN
iassist-1119	88	24	f.a.i.r	f.a.i.r	PROPN
iassist-1119	88	25	.	.	PROPN
iassist-1119	88	26	criteria	criterion	NOUN
iassist-1119	88	27	(	(	PUNCT
iassist-1119	88	28	i	i	PRON
iassist-1119	88	29	will	will	AUX
iassist-1119	88	30	use	use	VERB
iassist-1119	88	31	the	the	DET
iassist-1119	88	32	term	term	NOUN
iassist-1119	88	33	f.a.i.r	f.a.i.r	PROPN
iassist-1119	88	34	.	.	PROPN
iassist-1119	88	35	to	to	PART
iassist-1119	88	36	indicate	indicate	VERB
iassist-1119	88	37	the	the	DET
iassist-1119	88	38	single	single	ADJ
iassist-1119	88	39	scores	score	NOUN
iassist-1119	88	40	for	for	ADP
iassist-1119	88	41	findable	findable	ADJ
iassist-1119	88	42	,	,	PUNCT
iassist-1119	88	43	accessible	accessible	ADJ
iassist-1119	88	44	,	,	PUNCT
iassist-1119	88	45	interoperable	interoperable	ADJ
iassist-1119	88	46	,	,	PUNCT
iassist-1119	88	47	and	and	CCONJ
iassist-1119	88	48	re	re	VERB
iassist-1119	88	49	-	-	NOUN
iassist-1119	88	50	usable	usable	ADJ
iassist-1119	88	51	)	)	PUNCT
iassist-1119	88	52	as	as	ADV
iassist-1119	88	53	well	well	ADV
iassist-1119	88	54	as	as	ADP
iassist-1119	88	55	for	for	ADP
iassist-1119	88	56	the	the	DET
iassist-1119	88	57	combined	combine	VERB
iassist-1119	88	58	fairness	fairness	NOUN
iassist-1119	88	59	score	score	NOUN
iassist-1119	88	60	and	and	CCONJ
iassist-1119	88	61	equally	equally	ADV
iassist-1119	88	62	weighted	weight	VERB
iassist-1119	88	63	fairness	fairness	NOUN
iassist-1119	88	64	score	score	NOUN
iassist-1119	88	65	were	be	AUX
iassist-1119	88	66	recorded	record	VERB
iassist-1119	88	67	.	.	PUNCT
iassist-1119	89	1	to	to	PART
iassist-1119	89	2	get	get	VERB
iassist-1119	89	3	the	the	DET
iassist-1119	89	4	data	datum	NOUN
iassist-1119	89	5	for	for	ADP
iassist-1119	89	6	the	the	DET
iassist-1119	89	7	comparison	comparison	NOUN
iassist-1119	89	8	to	to	ADP
iassist-1119	89	9	2024	2024	NUM
iassist-1119	89	10	,	,	PUNCT
iassist-1119	89	11	the	the	DET
iassist-1119	89	12	list	list	NOUN
iassist-1119	89	13	of	of	ADP
iassist-1119	89	14	available	available	ADJ
iassist-1119	89	15	persistent	persistent	ADJ
iassist-1119	89	16	identifiers	identifier	NOUN
iassist-1119	89	17	(	(	PUNCT
iassist-1119	89	18	dois	dois	PROPN
iassist-1119	89	19	)	)	PUNCT
iassist-1119	89	20	was	be	AUX
iassist-1119	89	21	researched	research	VERB
iassist-1119	89	22	for	for	ADP
iassist-1119	89	23	the	the	DET
iassist-1119	89	24	newer	new	ADJ
iassist-1119	89	25	datasets	dataset	NOUN
iassist-1119	89	26	.	.	PUNCT
iassist-1119	90	1	again	again	ADV
iassist-1119	90	2	,	,	PUNCT
iassist-1119	90	3	the	the	DET
iassist-1119	90	4	f	f	PROPN
iassist-1119	90	5	-	-	PUNCT
iassist-1119	90	6	uji	uji	ADJ
iassist-1119	90	7	tests	test	NOUN
iassist-1119	90	8	were	be	AUX
iassist-1119	90	9	calculated	calculate	VERB
iassist-1119	90	10	,	,	PUNCT
iassist-1119	90	11	and	and	CCONJ
iassist-1119	90	12	results	result	NOUN
iassist-1119	90	13	were	be	AUX
iassist-1119	90	14	saved	save	VERB
iassist-1119	90	15	for	for	ADP
iassist-1119	90	16	analysis	analysis	NOUN
iassist-1119	90	17	.	.	PUNCT
iassist-1119	91	1	a	a	DET
iassist-1119	91	2	comparison	comparison	NOUN
iassist-1119	91	3	of	of	ADP
iassist-1119	91	4	values	value	NOUN
iassist-1119	91	5	for	for	ADP
iassist-1119	91	6	each	each	PRON
iassist-1119	91	7	of	of	ADP
iassist-1119	91	8	the	the	DET
iassist-1119	91	9	four	four	NUM
iassist-1119	91	10	f.a.i.r	f.a.i.r	PROPN
iassist-1119	91	11	.	.	PROPN
iassist-1119	91	12	components	component	NOUN
iassist-1119	91	13	,	,	PUNCT
iassist-1119	91	14	the	the	DET
iassist-1119	91	15	overall	overall	ADJ
iassist-1119	91	16	fairness	fairness	NOUN
iassist-1119	91	17	value	value	NOUN
iassist-1119	91	18	as	as	ADV
iassist-1119	91	19	well	well	ADV
iassist-1119	91	20	as	as	ADP
iassist-1119	91	21	the	the	DET
iassist-1119	91	22	equal	equal	ADJ
iassist-1119	91	23	weight	weight	NOUN
iassist-1119	91	24	fairness	fairness	NOUN
iassist-1119	91	25	value	value	NOUN
iassist-1119	91	26	was	be	AUX
iassist-1119	91	27	performed	perform	VERB
iassist-1119	91	28	in	in	ADP
iassist-1119	91	29	the	the	DET
iassist-1119	91	30	same	same	ADJ
iassist-1119	91	31	way	way	NOUN
iassist-1119	91	32	.	.	PUNCT
iassist-1119	92	1	this	this	PRON
iassist-1119	92	2	involved	involve	VERB
iassist-1119	92	3	again	again	ADV
iassist-1119	92	4	plotting	plot	VERB
iassist-1119	92	5	the	the	DET
iassist-1119	92	6	distribution	distribution	NOUN
iassist-1119	92	7	of	of	ADP
iassist-1119	92	8	frequencies	frequency	NOUN
iassist-1119	92	9	for	for	ADP
iassist-1119	92	10	ten	ten	NUM
iassist-1119	92	11	quantiles	quantile	NOUN
iassist-1119	92	12	,	,	PUNCT
iassist-1119	92	13	this	this	DET
iassist-1119	92	14	time	time	NOUN
iassist-1119	92	15	for	for	ADP
iassist-1119	92	16	the	the	DET
iassist-1119	92	17	automatic	automatic	ADJ
iassist-1119	92	18	f	f	NOUN
iassist-1119	92	19	-	-	PUNCT
iassist-1119	92	20	uji	uji	ADJ
iassist-1119	92	21	tests	test	NOUN
iassist-1119	92	22	for	for	ADP
iassist-1119	92	23	the	the	DET
iassist-1119	92	24	2018	2018	NUM
iassist-1119	92	25	datasets	dataset	NOUN
iassist-1119	92	26	and	and	CCONJ
iassist-1119	92	27	the	the	DET
iassist-1119	92	28	tests	test	NOUN
iassist-1119	92	29	for	for	ADP
iassist-1119	92	30	the	the	DET
iassist-1119	92	31	2024	2024	NUM
iassist-1119	92	32	datasets	dataset	NOUN
iassist-1119	92	33	.	.	PUNCT
iassist-1119	93	1	also	also	ADV
iassist-1119	93	2	,	,	PUNCT
iassist-1119	93	3	t	t	PROPN
iassist-1119	93	4	-	-	PUNCT
iassist-1119	93	5	tests	test	NOUN
iassist-1119	93	6	were	be	AUX
iassist-1119	93	7	again	again	ADV
iassist-1119	93	8	used	use	VERB
iassist-1119	93	9	to	to	PART
iassist-1119	93	10	find	find	VERB
iassist-1119	93	11	significant	significant	ADJ
iassist-1119	93	12	differences	difference	NOUN
iassist-1119	93	13	in	in	ADP
iassist-1119	93	14	the	the	DET
iassist-1119	93	15	mean	mean	ADJ
iassist-1119	93	16	percentage	percentage	NOUN
iassist-1119	93	17	values	value	NOUN
iassist-1119	93	18	,	,	PUNCT
iassist-1119	93	19	and	and	CCONJ
iassist-1119	93	20	shapiro	shapiro	PROPN
iassist-1119	93	21	-	-	PUNCT
iassist-1119	93	22	wilk	wilk	NOUN
iassist-1119	93	23	tests	test	NOUN
iassist-1119	93	24	were	be	AUX
iassist-1119	93	25	conducted	conduct	VERB
iassist-1119	93	26	for	for	ADP
iassist-1119	93	27	assessing	assess	VERB
iassist-1119	93	28	normal	normal	ADJ
iassist-1119	93	29	distribution	distribution	NOUN
iassist-1119	93	30	.	.	PUNCT
iassist-1119	94	1	to	to	PART
iassist-1119	94	2	answer	answer	VERB
iassist-1119	94	3	the	the	DET
iassist-1119	94	4	third	third	ADJ
iassist-1119	94	5	research	research	NOUN
iassist-1119	94	6	question	question	NOUN
iassist-1119	94	7	‘	'	PUNCT
iassist-1119	94	8	can	can	AUX
iassist-1119	94	9	data	data	NOUN
iassist-1119	94	10	archives	archive	NOUN
iassist-1119	94	11	contribute	contribute	VERB
iassist-1119	94	12	to	to	ADP
iassist-1119	94	13	transparent	transparent	ADJ
iassist-1119	94	14	science	science	NOUN
iassist-1119	94	15	by	by	ADP
iassist-1119	94	16	implementing	implement	VERB
iassist-1119	94	17	measures	measure	NOUN
iassist-1119	94	18	to	to	PART
iassist-1119	94	19	increase	increase	VERB
iassist-1119	94	20	fair	fair	ADJ
iassist-1119	94	21	scores	score	NOUN
iassist-1119	94	22	for	for	ADP
iassist-1119	94	23	research	research	NOUN
iassist-1119	94	24	data	datum	NOUN
iassist-1119	94	25	?	?	PUNCT
iassist-1119	94	26	’	'	PUNCT
iassist-1119	95	1	i	i	PRON
iassist-1119	95	2	use	use	VERB
iassist-1119	95	3	another	another	DET
iassist-1119	95	4	example	example	NOUN
iassist-1119	95	5	dataset	dataset	NOUN
iassist-1119	95	6	,	,	PUNCT
iassist-1119	95	7	the	the	DET
iassist-1119	95	8	politbarometer	politbarometer	NOUN
iassist-1119	95	9	2022	2022	NUM
iassist-1119	95	10	study	study	NOUN
iassist-1119	95	11	(	(	PUNCT
iassist-1119	95	12	forschungsgruppe	forschungsgruppe	PROPN
iassist-1119	95	13	wahlen	wahlen	PROPN
iassist-1119	95	14	,	,	PUNCT
iassist-1119	95	15	mannheim	mannheim	PROPN
iassist-1119	95	16	,	,	PUNCT
iassist-1119	95	17	2023	2023	NUM
iassist-1119	95	18	)	)	PUNCT
iassist-1119	95	19	.	.	PUNCT
iassist-1119	96	1	the	the	DET
iassist-1119	96	2	politbarometer	politbarometer	PROPN
iassist-1119	96	3	survey	survey	PROPN
iassist-1119	96	4	series	series	NOUN
iassist-1119	96	5	has	have	AUX
iassist-1119	96	6	been	be	AUX
iassist-1119	96	7	conducted	conduct	VERB
iassist-1119	96	8	since	since	SCONJ
iassist-1119	96	9	1977	1977	NUM
iassist-1119	96	10	for	for	ADP
iassist-1119	96	11	the	the	DET
iassist-1119	96	12	german	german	ADJ
iassist-1119	96	13	tv	tv	NOUN
iassist-1119	96	14	network	network	PROPN
iassist-1119	96	15	zdf	zdf	PROPN
iassist-1119	96	16	,	,	PUNCT
iassist-1119	96	17	and	and	CCONJ
iassist-1119	96	18	this	this	DET
iassist-1119	96	19	dataset	dataset	NOUN
iassist-1119	96	20	contains	contain	VERB
iassist-1119	96	21	aggregated	aggregate	VERB
iassist-1119	96	22	annual	annual	ADJ
iassist-1119	96	23	data	datum	NOUN
iassist-1119	96	24	from	from	ADP
iassist-1119	96	25	1977	1977	NUM
iassist-1119	96	26	through	through	ADP
iassist-1119	96	27	2022	2022	NUM
iassist-1119	96	28	.	.	PUNCT
iassist-1119	97	1	the	the	DET
iassist-1119	97	2	gesis	gesis	NOUN
iassist-1119	97	3	data	datum	NOUN
iassist-1119	97	4	archive	archive	NOUN
iassist-1119	97	5	creates	create	VERB
iassist-1119	97	6	aggregate	aggregate	ADJ
iassist-1119	97	7	datasets	dataset	NOUN
iassist-1119	97	8	,	,	PUNCT
iassist-1119	97	9	documents	document	VERB
iassist-1119	97	10	the	the	DET
iassist-1119	97	11	data	datum	NOUN
iassist-1119	97	12	,	,	PUNCT
iassist-1119	97	13	provides	provide	VERB
iassist-1119	97	14	data	data	NOUN
iassist-1119	97	15	access	access	NOUN
iassist-1119	97	16	,	,	PUNCT
iassist-1119	97	17	and	and	CCONJ
iassist-1119	97	18	performs	perform	VERB
iassist-1119	97	19	long	long	ADJ
iassist-1119	97	20	-	-	PUNCT
iassist-1119	97	21	term	term	NOUN
iassist-1119	97	22	archiving	archiving	NOUN
iassist-1119	97	23	for	for	ADP
iassist-1119	97	24	this	this	DET
iassist-1119	97	25	series	series	NOUN
iassist-1119	97	26	,	,	PUNCT
iassist-1119	97	27	and	and	CCONJ
iassist-1119	97	28	also	also	ADV
iassist-1119	97	29	for	for	ADP
iassist-1119	97	30	many	many	ADJ
iassist-1119	97	31	others	other	NOUN
iassist-1119	97	32	(	(	PUNCT
iassist-1119	97	33	schumann	schumann	PROPN
iassist-1119	97	34	&	&	CCONJ
iassist-1119	97	35	mauer	mauer	PROPN
iassist-1119	97	36	,	,	PUNCT
iassist-1119	97	37	2013	2013	NUM
iassist-1119	97	38	;	;	PUNCT
iassist-1119	97	39	recker	recker	NOUN
iassist-1119	97	40	et	et	PROPN
iassist-1119	97	41	al	al	PROPN
iassist-1119	97	42	.	.	PROPN
iassist-1119	97	43	,	,	PUNCT
iassist-1119	97	44	2017	2017	NUM
iassist-1119	97	45	)	)	PUNCT
iassist-1119	97	46	.	.	PUNCT
iassist-1119	98	1	data	datum	NOUN
iassist-1119	98	2	and	and	CCONJ
iassist-1119	98	3	metadata	metadata	NOUN
iassist-1119	98	4	can	can	AUX
iassist-1119	98	5	be	be	AUX
iassist-1119	98	6	accessed	access	VERB
iassist-1119	98	7	(	(	PUNCT
iassist-1119	98	8	hienert	hienert	PROPN
iassist-1119	98	9	et	et	PROPN
iassist-1119	98	10	al	al	PROPN
iassist-1119	98	11	.	.	PROPN
iassist-1119	98	12	,	,	PUNCT
iassist-1119	98	13	2019	2019	NUM
iassist-1119	98	14	)	)	PUNCT
iassist-1119	98	15	at	at	ADP
iassist-1119	98	16	the	the	DET
iassist-1119	98	17	gesis	gesis	NOUN
iassist-1119	98	18	search	search	NOUN
iassist-1119	98	19	webpage9	webpage9	NOUN
iassist-1119	98	20	as	as	ADV
iassist-1119	98	21	well	well	ADV
iassist-1119	98	22	as	as	ADP
iassist-1119	98	23	through	through	ADP
iassist-1119	98	24	the	the	DET
iassist-1119	98	25	gesis	gesis	NOUN
iassist-1119	98	26	politbarometer	politbarometer	NOUN
iassist-1119	98	27	project	project	PROPN
iassist-1119	98	28	webpage10	webpage10	NOUN
iassist-1119	98	29	.	.	PUNCT
iassist-1119	99	1	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	99	2	6/22	6/22	NUM
iassist-1119	99	3	zenk	zenk	NOUN
iassist-1119	99	4	-	-	PUNCT
iassist-1119	99	5	möltgen	möltgen	PROPN
iassist-1119	99	6	,	,	PUNCT
iassist-1119	99	7	wolfgang	wolfgang	PROPN
iassist-1119	99	8	(	(	PUNCT
iassist-1119	99	9	2025	2025	NUM
iassist-1119	99	10	)	)	PUNCT
iassist-1119	99	11	the	the	DET
iassist-1119	99	12	role	role	NOUN
iassist-1119	99	13	of	of	ADP
iassist-1119	99	14	fair	fair	ADJ
iassist-1119	99	15	principles	principle	NOUN
iassist-1119	99	16	in	in	ADP
iassist-1119	99	17	high	high	ADJ
iassist-1119	99	18	-	-	PUNCT
iassist-1119	99	19	quality	quality	NOUN
iassist-1119	99	20	research	research	NOUN
iassist-1119	99	21	data	datum	NOUN
iassist-1119	99	22	documentation	documentation	NOUN
iassist-1119	99	23	,	,	PUNCT
iassist-1119	99	24	iassist	iassist	VERB
iassist-1119	99	25	quarterly	quarterly	ADJ
iassist-1119	99	26	49(2	49(2	NUM
iassist-1119	99	27	)	)	PUNCT
iassist-1119	99	28	,	,	PUNCT
iassist-1119	99	29	pp	pp	PROPN
iassist-1119	99	30	.	.	PUNCT
iassist-1119	100	1	1	1	NUM
iassist-1119	100	2	-	-	SYM
iassist-1119	100	3	22	22	NUM
iassist-1119	100	4	.	.	PUNCT
iassist-1119	101	1	doi	doi	NOUN
iassist-1119	101	2	:	:	PUNCT
iassist-1119	101	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	101	4	since	since	SCONJ
iassist-1119	101	5	the	the	DET
iassist-1119	101	6	f	f	PROPN
iassist-1119	101	7	-	-	PUNCT
iassist-1119	101	8	uji	uji	PROPN
iassist-1119	101	9	tool	tool	NOUN
iassist-1119	101	10	assessment	assessment	NOUN
iassist-1119	101	11	relies	rely	VERB
iassist-1119	101	12	on	on	ADP
iassist-1119	101	13	machine	machine	NOUN
iassist-1119	101	14	-	-	PUNCT
iassist-1119	101	15	readable	readable	ADJ
iassist-1119	101	16	links	link	NOUN
iassist-1119	101	17	for	for	ADP
iassist-1119	101	18	data	datum	NOUN
iassist-1119	101	19	and	and	CCONJ
iassist-1119	101	20	metadata	metadata	NOUN
iassist-1119	101	21	,	,	PUNCT
iassist-1119	101	22	results	result	NOUN
iassist-1119	101	23	are	be	AUX
iassist-1119	101	24	very	very	ADV
iassist-1119	101	25	much	much	ADV
iassist-1119	101	26	dependent	dependent	ADJ
iassist-1119	101	27	on	on	ADP
iassist-1119	101	28	the	the	DET
iassist-1119	101	29	availability	availability	NOUN
iassist-1119	101	30	of	of	ADP
iassist-1119	101	31	standardized	standardized	ADJ
iassist-1119	101	32	metadata	metadata	NOUN
iassist-1119	101	33	.	.	PUNCT
iassist-1119	102	1	since	since	SCONJ
iassist-1119	102	2	gesis	gesis	NOUN
iassist-1119	102	3	creates	create	VERB
iassist-1119	102	4	standardized	standardized	ADJ
iassist-1119	102	5	documentation	documentation	NOUN
iassist-1119	102	6	using	use	VERB
iassist-1119	102	7	the	the	DET
iassist-1119	102	8	ddi	ddi	PROPN
iassist-1119	102	9	standards11	standards11	NOUN
iassist-1119	102	10	and	and	CCONJ
iassist-1119	102	11	controlled	control	VERB
iassist-1119	102	12	vocabularies12	vocabularies12	NOUN
iassist-1119	102	13	for	for	ADP
iassist-1119	102	14	archived	archive	VERB
iassist-1119	102	15	studies	study	NOUN
iassist-1119	102	16	(	(	PUNCT
iassist-1119	102	17	akdeniz	akdeniz	NOUN
iassist-1119	102	18	&	&	CCONJ
iassist-1119	102	19	zenk	zenk	PROPN
iassist-1119	102	20	-	-	PUNCT
iassist-1119	102	21	möltgen	möltgen	NOUN
iassist-1119	102	22	,	,	PUNCT
iassist-1119	102	23	2017	2017	NUM
iassist-1119	102	24	)	)	PUNCT
iassist-1119	102	25	,	,	PUNCT
iassist-1119	102	26	it	it	PRON
iassist-1119	102	27	was	be	AUX
iassist-1119	102	28	expected	expect	VERB
iassist-1119	102	29	that	that	SCONJ
iassist-1119	102	30	the	the	DET
iassist-1119	102	31	f	f	PROPN
iassist-1119	102	32	-	-	PUNCT
iassist-1119	102	33	uji	uji	PROPN
iassist-1119	102	34	assessment	assessment	NOUN
iassist-1119	102	35	score	score	NOUN
iassist-1119	102	36	will	will	AUX
iassist-1119	102	37	be	be	AUX
iassist-1119	102	38	high	high	ADJ
iassist-1119	102	39	.	.	PUNCT
iassist-1119	103	1	it	it	PRON
iassist-1119	103	2	turned	turn	VERB
iassist-1119	103	3	out	out	ADP
iassist-1119	103	4	that	that	SCONJ
iassist-1119	103	5	f	f	X
iassist-1119	103	6	-	-	PUNCT
iassist-1119	103	7	uji	uji	PROPN
iassist-1119	103	8	scores	score	NOUN
iassist-1119	103	9	were	be	AUX
iassist-1119	103	10	not	not	PART
iassist-1119	103	11	as	as	ADV
iassist-1119	103	12	high	high	ADJ
iassist-1119	103	13	as	as	SCONJ
iassist-1119	103	14	expected	expect	VERB
iassist-1119	103	15	.	.	PUNCT
iassist-1119	104	1	to	to	PART
iassist-1119	104	2	address	address	VERB
iassist-1119	104	3	this	this	DET
iassist-1119	104	4	issue	issue	NOUN
iassist-1119	104	5	,	,	PUNCT
iassist-1119	104	6	gesis	gesis	NOUN
iassist-1119	104	7	has	have	AUX
iassist-1119	104	8	been	be	AUX
iassist-1119	104	9	working	work	VERB
iassist-1119	104	10	on	on	ADP
iassist-1119	104	11	several	several	ADJ
iassist-1119	104	12	levels	level	NOUN
iassist-1119	104	13	to	to	PART
iassist-1119	104	14	improve	improve	VERB
iassist-1119	104	15	the	the	DET
iassist-1119	104	16	technical	technical	ADJ
iassist-1119	104	17	implementation	implementation	NOUN
iassist-1119	104	18	of	of	ADP
iassist-1119	104	19	the	the	DET
iassist-1119	104	20	standards	standard	NOUN
iassist-1119	104	21	that	that	PRON
iassist-1119	104	22	are	be	AUX
iassist-1119	104	23	used	use	VERB
iassist-1119	104	24	by	by	ADP
iassist-1119	104	25	the	the	DET
iassist-1119	104	26	f	f	PROPN
iassist-1119	104	27	-	-	PUNCT
iassist-1119	104	28	uji	uji	PROPN
iassist-1119	104	29	tool	tool	NOUN
iassist-1119	104	30	for	for	ADP
iassist-1119	104	31	assessment	assessment	NOUN
iassist-1119	104	32	(	(	PUNCT
iassist-1119	104	33	saldanha	saldanha	NOUN
iassist-1119	104	34	bach	bach	PROPN
iassist-1119	104	35	et	et	PROPN
iassist-1119	104	36	al	al	PROPN
iassist-1119	104	37	.	.	PROPN
iassist-1119	104	38	,	,	PUNCT
iassist-1119	104	39	2023	2023	NUM
iassist-1119	104	40	)	)	PUNCT
iassist-1119	104	41	.	.	PUNCT
iassist-1119	105	1	by	by	ADP
iassist-1119	105	2	comparing	compare	VERB
iassist-1119	105	3	the	the	DET
iassist-1119	105	4	f	f	PROPN
iassist-1119	105	5	-	-	PUNCT
iassist-1119	105	6	uji	uji	PROPN
iassist-1119	105	7	tool	tool	NOUN
iassist-1119	105	8	assessment	assessment	NOUN
iassist-1119	105	9	of	of	ADP
iassist-1119	105	10	this	this	DET
iassist-1119	105	11	example	example	NOUN
iassist-1119	105	12	politbarometer	politbarometer	NOUN
iassist-1119	105	13	dataset	dataset	VERB
iassist-1119	105	14	from	from	ADP
iassist-1119	105	15	an	an	DET
iassist-1119	105	16	initial	initial	ADJ
iassist-1119	105	17	test	test	NOUN
iassist-1119	105	18	on	on	ADP
iassist-1119	105	19	3rd	3rd	PROPN
iassist-1119	105	20	november	november	PROPN
iassist-1119	105	21	2023	2023	NUM
iassist-1119	105	22	with	with	ADP
iassist-1119	105	23	a	a	DET
iassist-1119	105	24	later	later	ADJ
iassist-1119	105	25	test	test	NOUN
iassist-1119	105	26	on	on	ADP
iassist-1119	105	27	29th	29th	ADJ
iassist-1119	105	28	april	april	PROPN
iassist-1119	105	29	2024	2024	NUM
iassist-1119	105	30	,	,	PUNCT
iassist-1119	105	31	the	the	DET
iassist-1119	105	32	effects	effect	NOUN
iassist-1119	105	33	of	of	ADP
iassist-1119	105	34	technical	technical	ADJ
iassist-1119	105	35	improvements	improvement	NOUN
iassist-1119	105	36	,	,	PUNCT
iassist-1119	105	37	as	as	ADV
iassist-1119	105	38	well	well	ADV
iassist-1119	105	39	as	as	ADP
iassist-1119	105	40	effects	effect	NOUN
iassist-1119	105	41	of	of	ADP
iassist-1119	105	42	standardized	standardized	ADJ
iassist-1119	105	43	metadata	metadata	NOUN
iassist-1119	105	44	can	can	AUX
iassist-1119	105	45	be	be	AUX
iassist-1119	105	46	seen	see	VERB
iassist-1119	105	47	.	.	PUNCT
iassist-1119	106	1	this	this	PRON
iassist-1119	106	2	uses	use	VERB
iassist-1119	106	3	the	the	DET
iassist-1119	106	4	list	list	NOUN
iassist-1119	106	5	of	of	ADP
iassist-1119	106	6	metrics	metric	NOUN
iassist-1119	106	7	as	as	SCONJ
iassist-1119	106	8	applied	apply	VERB
iassist-1119	106	9	by	by	ADP
iassist-1119	106	10	the	the	DET
iassist-1119	106	11	f	f	PROPN
iassist-1119	106	12	-	-	PUNCT
iassist-1119	106	13	uji	uji	PROPN
iassist-1119	106	14	tool	tool	NOUN
iassist-1119	106	15	and	and	CCONJ
iassist-1119	106	16	describes	describe	VERB
iassist-1119	106	17	the	the	DET
iassist-1119	106	18	changes	change	NOUN
iassist-1119	106	19	involved	involve	VERB
iassist-1119	106	20	to	to	PART
iassist-1119	106	21	improve	improve	VERB
iassist-1119	106	22	the	the	DET
iassist-1119	106	23	evaluation	evaluation	NOUN
iassist-1119	106	24	.	.	PUNCT
iassist-1119	107	1	the	the	DET
iassist-1119	107	2	data	datum	NOUN
iassist-1119	107	3	and	and	CCONJ
iassist-1119	107	4	scripts	script	NOUN
iassist-1119	107	5	for	for	ADP
iassist-1119	107	6	all	all	DET
iassist-1119	107	7	analyses	analysis	NOUN
iassist-1119	107	8	have	have	AUX
iassist-1119	107	9	been	be	AUX
iassist-1119	107	10	deposited	deposit	VERB
iassist-1119	107	11	at	at	ADP
iassist-1119	107	12	a	a	DET
iassist-1119	107	13	trusted	trust	VERB
iassist-1119	107	14	repository	repository	NOUN
iassist-1119	107	15	and	and	CCONJ
iassist-1119	107	16	are	be	AUX
iassist-1119	107	17	made	make	VERB
iassist-1119	107	18	available	available	ADJ
iassist-1119	107	19	for	for	ADP
iassist-1119	107	20	secondary	secondary	ADJ
iassist-1119	107	21	research	research	NOUN
iassist-1119	107	22	(	(	PUNCT
iassist-1119	107	23	zenk	zenk	NOUN
iassist-1119	107	24	-	-	PUNCT
iassist-1119	107	25	möltgen	möltgen	NOUN
iassist-1119	107	26	,	,	PUNCT
iassist-1119	107	27	2024	2024	NUM
iassist-1119	107	28	)	)	PUNCT
iassist-1119	107	29	.	.	PUNCT
iassist-1119	108	1	the	the	DET
iassist-1119	108	2	analysis	analysis	NOUN
iassist-1119	108	3	results	result	NOUN
iassist-1119	108	4	and	and	CCONJ
iassist-1119	108	5	figures	figure	NOUN
iassist-1119	108	6	were	be	AUX
iassist-1119	108	7	produced	produce	VERB
iassist-1119	108	8	using	use	VERB
iassist-1119	108	9	stata	stata	PROPN
iassist-1119	108	10	18	18	NUM
iassist-1119	108	11	.	.	PUNCT
iassist-1119	109	1	results	result	NOUN
iassist-1119	109	2	comparing	compare	VERB
iassist-1119	109	3	manual	manual	ADJ
iassist-1119	109	4	and	and	CCONJ
iassist-1119	109	5	automatic	automatic	ADJ
iassist-1119	109	6	fairness	fairness	NOUN
iassist-1119	109	7	scores	score	NOUN
iassist-1119	109	8	a	a	DET
iassist-1119	109	9	persistent	persistent	ADJ
iassist-1119	109	10	identifier	identifier	NOUN
iassist-1119	109	11	was	be	AUX
iassist-1119	109	12	found	find	VERB
iassist-1119	109	13	for	for	ADP
iassist-1119	109	14	the	the	DET
iassist-1119	109	15	respective	respective	ADJ
iassist-1119	109	16	last	last	ADJ
iassist-1119	109	17	wave	wave	NOUN
iassist-1119	109	18	for	for	ADP
iassist-1119	109	19	four	four	NUM
iassist-1119	109	20	of	of	ADP
iassist-1119	109	21	the	the	DET
iassist-1119	109	22	eighteen	eighteen	NUM
iassist-1119	109	23	election	election	NOUN
iassist-1119	109	24	studies	study	NOUN
iassist-1119	109	25	investigated	investigate	VERB
iassist-1119	109	26	,	,	PUNCT
iassist-1119	109	27	even	even	ADV
iassist-1119	109	28	if	if	SCONJ
iassist-1119	109	29	in	in	ADP
iassist-1119	109	30	the	the	DET
iassist-1119	109	31	original	original	ADJ
iassist-1119	109	32	study	study	NOUN
iassist-1119	109	33	by	by	ADP
iassist-1119	109	34	eder	eder	NOUN
iassist-1119	109	35	and	and	CCONJ
iassist-1119	109	36	jedinger	jedinger	NOUN
iassist-1119	109	37	recorded	record	VERB
iassist-1119	109	38	no	no	DET
iassist-1119	109	39	persistent	persistent	ADJ
iassist-1119	109	40	identifier	identifier	NOUN
iassist-1119	109	41	(	(	PUNCT
iassist-1119	109	42	danish	danish	ADJ
iassist-1119	109	43	,	,	PUNCT
iassist-1119	109	44	estonian	estonian	ADJ
iassist-1119	109	45	,	,	PUNCT
iassist-1119	109	46	icelandic	icelandic	ADJ
iassist-1119	109	47	,	,	PUNCT
iassist-1119	109	48	and	and	CCONJ
iassist-1119	109	49	norwegian	norwegian	ADJ
iassist-1119	109	50	election	election	NOUN
iassist-1119	109	51	studies	study	NOUN
iassist-1119	109	52	)	)	PUNCT
iassist-1119	109	53	.	.	PUNCT
iassist-1119	110	1	this	this	PRON
iassist-1119	110	2	is	be	AUX
iassist-1119	110	3	already	already	ADV
iassist-1119	110	4	an	an	DET
iassist-1119	110	5	improvement	improvement	NOUN
iassist-1119	110	6	and	and	CCONJ
iassist-1119	110	7	will	will	AUX
iassist-1119	110	8	also	also	ADV
iassist-1119	110	9	help	help	VERB
iassist-1119	110	10	with	with	ADP
iassist-1119	110	11	the	the	DET
iassist-1119	110	12	f	f	PROPN
iassist-1119	110	13	-	-	PUNCT
iassist-1119	110	14	uji	uji	PROPN
iassist-1119	110	15	test	test	NOUN
iassist-1119	110	16	that	that	PRON
iassist-1119	110	17	needs	need	VERB
iassist-1119	110	18	this	this	DET
iassist-1119	110	19	persistent	persistent	ADJ
iassist-1119	110	20	identifier	identifier	NOUN
iassist-1119	110	21	for	for	ADP
iassist-1119	110	22	evaluation	evaluation	NOUN
iassist-1119	110	23	.	.	PUNCT
iassist-1119	111	1	only	only	ADV
iassist-1119	111	2	the	the	DET
iassist-1119	111	3	italian	italian	ADJ
iassist-1119	111	4	and	and	CCONJ
iassist-1119	111	5	the	the	DET
iassist-1119	111	6	canadian	canadian	ADJ
iassist-1119	111	7	election	election	NOUN
iassist-1119	111	8	studies	study	NOUN
iassist-1119	111	9	do	do	AUX
iassist-1119	111	10	not	not	PART
iassist-1119	111	11	provide	provide	VERB
iassist-1119	111	12	a	a	DET
iassist-1119	111	13	persistent	persistent	ADJ
iassist-1119	111	14	identifier	identifier	NOUN
iassist-1119	111	15	.	.	PUNCT
iassist-1119	112	1	the	the	DET
iassist-1119	112	2	results	result	NOUN
iassist-1119	112	3	from	from	ADP
iassist-1119	112	4	the	the	DET
iassist-1119	112	5	f	f	PROPN
iassist-1119	112	6	-	-	PUNCT
iassist-1119	112	7	uji	uji	PROPN
iassist-1119	112	8	tool	tool	NOUN
iassist-1119	112	9	assessment	assessment	NOUN
iassist-1119	112	10	of	of	ADP
iassist-1119	112	11	the	the	DET
iassist-1119	112	12	national	national	ADJ
iassist-1119	112	13	election	election	NOUN
iassist-1119	112	14	studies	study	NOUN
iassist-1119	112	15	in	in	ADP
iassist-1119	112	16	2018	2018	NUM
iassist-1119	112	17	(	(	PUNCT
iassist-1119	112	18	see	see	VERB
iassist-1119	112	19	table	table	NOUN
iassist-1119	112	20	2	2	NUM
iassist-1119	112	21	,	,	PUNCT
iassist-1119	112	22	autom	autom	NOUN
iassist-1119	112	23	.	.	PUNCT
iassist-1119	112	24	2018	2018	NUM
iassist-1119	112	25	)	)	PUNCT
iassist-1119	112	26	show	show	VERB
iassist-1119	112	27	that	that	SCONJ
iassist-1119	112	28	the	the	DET
iassist-1119	112	29	mean	mean	ADJ
iassist-1119	112	30	values	value	NOUN
iassist-1119	112	31	differ	differ	VERB
iassist-1119	112	32	quite	quite	DET
iassist-1119	112	33	a	a	DET
iassist-1119	112	34	lot	lot	NOUN
iassist-1119	112	35	:	:	PUNCT
iassist-1119	112	36	findability	findability	NOUN
iassist-1119	112	37	is	be	AUX
iassist-1119	112	38	quite	quite	ADV
iassist-1119	112	39	high	high	ADJ
iassist-1119	112	40	(	(	PUNCT
iassist-1119	112	41	5.78	5.78	NUM
iassist-1119	112	42	of	of	ADP
iassist-1119	112	43	7	7	NUM
iassist-1119	112	44	)	)	PUNCT
iassist-1119	112	45	,	,	PUNCT
iassist-1119	112	46	and	and	CCONJ
iassist-1119	112	47	also	also	ADV
iassist-1119	112	48	interoperability	interoperability	NOUN
iassist-1119	112	49	is	be	AUX
iassist-1119	112	50	high	high	ADJ
iassist-1119	112	51	(	(	PUNCT
iassist-1119	112	52	2.44	2.44	NUM
iassist-1119	112	53	of	of	ADP
iassist-1119	112	54	4	4	NUM
iassist-1119	112	55	)	)	PUNCT
iassist-1119	112	56	,	,	PUNCT
iassist-1119	112	57	but	but	CCONJ
iassist-1119	112	58	accessibility	accessibility	NOUN
iassist-1119	112	59	is	be	AUX
iassist-1119	112	60	quite	quite	ADV
iassist-1119	112	61	low	low	ADJ
iassist-1119	112	62	(	(	PUNCT
iassist-1119	112	63	1.31	1.31	NUM
iassist-1119	112	64	of	of	ADP
iassist-1119	112	65	3	3	NUM
iassist-1119	112	66	)	)	PUNCT
iassist-1119	112	67	as	as	ADV
iassist-1119	112	68	well	well	ADV
iassist-1119	112	69	as	as	ADP
iassist-1119	112	70	reusability	reusability	NOUN
iassist-1119	112	71	(	(	PUNCT
iassist-1119	112	72	3.94	3.94	NUM
iassist-1119	112	73	of	of	ADP
iassist-1119	112	74	10	10	NUM
iassist-1119	112	75	)	)	PUNCT
iassist-1119	112	76	.	.	PUNCT
iassist-1119	113	1	the	the	DET
iassist-1119	113	2	overall	overall	ADJ
iassist-1119	113	3	fairness	fairness	NOUN
iassist-1119	113	4	score	score	NOUN
iassist-1119	113	5	mean	mean	VERB
iassist-1119	113	6	is	be	AUX
iassist-1119	113	7	11.97	11.97	NUM
iassist-1119	113	8	of	of	ADP
iassist-1119	113	9	24	24	NUM
iassist-1119	113	10	,	,	PUNCT
iassist-1119	113	11	showing	show	VERB
iassist-1119	113	12	that	that	SCONJ
iassist-1119	113	13	the	the	DET
iassist-1119	113	14	election	election	NOUN
iassist-1119	113	15	studies	study	NOUN
iassist-1119	113	16	get	get	VERB
iassist-1119	113	17	,	,	PUNCT
iassist-1119	113	18	on	on	ADP
iassist-1119	113	19	average	average	ADJ
iassist-1119	113	20	,	,	PUNCT
iassist-1119	113	21	only	only	ADV
iassist-1119	113	22	half	half	NOUN
iassist-1119	113	23	of	of	ADP
iassist-1119	113	24	the	the	DET
iassist-1119	113	25	scores	score	NOUN
iassist-1119	113	26	that	that	SCONJ
iassist-1119	113	27	they	they	PRON
iassist-1119	113	28	could	could	AUX
iassist-1119	113	29	get	get	VERB
iassist-1119	113	30	.	.	PUNCT
iassist-1119	114	1	using	use	VERB
iassist-1119	114	2	the	the	DET
iassist-1119	114	3	equally	equally	ADV
iassist-1119	114	4	weighted	weight	VERB
iassist-1119	114	5	value	value	NOUN
iassist-1119	114	6	for	for	ADP
iassist-1119	114	7	the	the	DET
iassist-1119	114	8	overall	overall	ADJ
iassist-1119	114	9	fairness	fairness	NOUN
iassist-1119	114	10	score	score	NOUN
iassist-1119	114	11	,	,	PUNCT
iassist-1119	114	12	a	a	DET
iassist-1119	114	13	mean	mean	NOUN
iassist-1119	114	14	of	of	ADP
iassist-1119	114	15	13.60	13.60	NUM
iassist-1119	114	16	of	of	ADP
iassist-1119	114	17	24	24	NUM
iassist-1119	114	18	is	be	AUX
iassist-1119	114	19	only	only	ADV
iassist-1119	114	20	slightly	slightly	ADV
iassist-1119	114	21	better	well	ADJ
iassist-1119	114	22	.	.	PUNCT
iassist-1119	115	1	we	we	PRON
iassist-1119	115	2	can	can	AUX
iassist-1119	115	3	say	say	VERB
iassist-1119	115	4	that	that	SCONJ
iassist-1119	115	5	the	the	DET
iassist-1119	115	6	datasets	dataset	NOUN
iassist-1119	115	7	of	of	ADP
iassist-1119	115	8	election	election	NOUN
iassist-1119	115	9	studies	study	NOUN
iassist-1119	115	10	conducted	conduct	VERB
iassist-1119	115	11	until	until	ADP
iassist-1119	115	12	2018	2018	NUM
iassist-1119	115	13	get	get	VERB
iassist-1119	115	14	only	only	ADV
iassist-1119	115	15	mediocre	mediocre	ADJ
iassist-1119	115	16	fairness	fairness	NOUN
iassist-1119	115	17	values	value	NOUN
iassist-1119	115	18	from	from	ADP
iassist-1119	115	19	the	the	DET
iassist-1119	115	20	f	f	PROPN
iassist-1119	115	21	-	-	PUNCT
iassist-1119	115	22	uji	uji	PROPN
iassist-1119	115	23	assessment	assessment	NOUN
iassist-1119	115	24	.	.	PUNCT
iassist-1119	116	1	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	117	1	7/22	7/22	NUM
iassist-1119	117	2	zenk	zenk	NOUN
iassist-1119	117	3	-	-	PUNCT
iassist-1119	117	4	möltgen	möltgen	PROPN
iassist-1119	117	5	,	,	PUNCT
iassist-1119	117	6	wolfgang	wolfgang	PROPN
iassist-1119	117	7	(	(	PUNCT
iassist-1119	117	8	2025	2025	NUM
iassist-1119	117	9	)	)	PUNCT
iassist-1119	117	10	the	the	DET
iassist-1119	117	11	role	role	NOUN
iassist-1119	117	12	of	of	ADP
iassist-1119	117	13	fair	fair	ADJ
iassist-1119	117	14	principles	principle	NOUN
iassist-1119	117	15	in	in	ADP
iassist-1119	117	16	high	high	ADJ
iassist-1119	117	17	-	-	PUNCT
iassist-1119	117	18	quality	quality	NOUN
iassist-1119	117	19	research	research	NOUN
iassist-1119	117	20	data	datum	NOUN
iassist-1119	117	21	documentation	documentation	NOUN
iassist-1119	117	22	,	,	PUNCT
iassist-1119	117	23	iassist	iassist	VERB
iassist-1119	117	24	quarterly	quarterly	ADJ
iassist-1119	117	25	49(2	49(2	NUM
iassist-1119	117	26	)	)	PUNCT
iassist-1119	117	27	,	,	PUNCT
iassist-1119	117	28	pp	pp	PROPN
iassist-1119	117	29	.	.	PUNCT
iassist-1119	118	1	1	1	NUM
iassist-1119	118	2	-	-	SYM
iassist-1119	118	3	22	22	NUM
iassist-1119	118	4	.	.	PUNCT
iassist-1119	119	1	doi	doi	NOUN
iassist-1119	119	2	:	:	PUNCT
iassist-1119	119	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	119	4	national	national	ADJ
iassist-1119	119	5	election	election	NOUN
iassist-1119	119	6	studies	study	NOUN
iassist-1119	119	7	fscore	fscore	VERB
iassist-1119	119	8	ascore	ascore	ADV
iassist-1119	119	9	iscore	iscore	PROPN
iassist-1119	119	10	rscore	rscore	NOUN
iassist-1119	119	11	fairness	fairness	NOUN
iassist-1119	119	12	score	score	NOUN
iassist-1119	119	13	fairness	fairness	NOUN
iassist-1119	119	14	score	score	NOUN
iassist-1119	119	15	(	(	PUNCT
iassist-1119	119	16	equal	equal	ADJ
iassist-1119	119	17	weight	weight	NOUN
iassist-1119	119	18	)	)	PUNCT
iassist-1119	119	19	manual	manual	NOUN
iassist-1119	119	20	2018	2018	NUM
iassist-1119	119	21	mean	mean	VERB
iassist-1119	119	22	5.33	5.33	NUM
iassist-1119	119	23	5.44	5.44	NUM
iassist-1119	119	24	11.94	11.94	NUM
iassist-1119	119	25	4.31	4.31	NUM
iassist-1119	119	26	27.03	27.03	NUM
iassist-1119	119	27	26.92	26.92	NUM
iassist-1119	119	28	stddev	stddev	NOUN
iassist-1119	119	29	1.88	1.88	NUM
iassist-1119	119	30	1.79	1.79	NUM
iassist-1119	119	31	1.51	1.51	NUM
iassist-1119	119	32	.84	.84	NUM
iassist-1119	119	33	4.48	4.48	NUM
iassist-1119	119	34	4.65	4.65	NUM
iassist-1119	119	35	max	max	PROPN
iassist-1119	119	36	8	8	NUM
iassist-1119	119	37	10	10	NUM
iassist-1119	119	38	13	13	NUM
iassist-1119	119	39	5	5	NUM
iassist-1119	119	40	36	36	NUM
iassist-1119	119	41	36	36	NUM
iassist-1119	119	42	n	n	NUM
iassist-1119	119	43	18	18	NUM
iassist-1119	119	44	18	18	NUM
iassist-1119	119	45	18	18	NUM
iassist-1119	119	46	18	18	NUM
iassist-1119	119	47	18	18	NUM
iassist-1119	119	48	18	18	NUM
iassist-1119	119	49	autom	autom	NOUN
iassist-1119	119	50	.	.	PUNCT
iassist-1119	120	1	2018	2018	NUM
iassist-1119	120	2	mean	mean	VERB
iassist-1119	120	3	5.78	5.78	NUM
iassist-1119	120	4	1.31	1.31	NUM
iassist-1119	120	5	2.44	2.44	NUM
iassist-1119	120	6	3.94	3.94	NUM
iassist-1119	120	7	11.97	11.97	NUM
iassist-1119	120	8	13.60	13.60	NUM
iassist-1119	120	9	stddev	stddev	NOUN
iassist-1119	120	10	0.75	0.75	NUM
iassist-1119	120	11	0.54	0.54	NUM
iassist-1119	120	12	1.15	1.15	NUM
iassist-1119	120	13	1.06	1.06	NUM
iassist-1119	120	14	5.17	5.17	NUM
iassist-1119	120	15	3.37	3.37	NUM
iassist-1119	120	16	max	max	NOUN
iassist-1119	120	17	7	7	NUM
iassist-1119	120	18	3	3	NUM
iassist-1119	120	19	4	4	NUM
iassist-1119	120	20	10	10	NUM
iassist-1119	120	21	24	24	NUM
iassist-1119	120	22	24	24	NUM
iassist-1119	120	23	n	n	NUM
iassist-1119	120	24	16	16	NUM
iassist-1119	120	25	16	16	NUM
iassist-1119	120	26	16	16	NUM
iassist-1119	120	27	16	16	NUM
iassist-1119	120	28	18	18	NUM
iassist-1119	120	29	16	16	NUM
iassist-1119	120	30	table	table	NOUN
iassist-1119	120	31	2	2	NUM
iassist-1119	120	32	:	:	PUNCT
iassist-1119	120	33	comparing	compare	VERB
iassist-1119	120	34	manual	manual	ADJ
iassist-1119	120	35	and	and	CCONJ
iassist-1119	120	36	automatic	automatic	ADJ
iassist-1119	120	37	scores	score	NOUN
iassist-1119	120	38	for	for	ADP
iassist-1119	120	39	the	the	DET
iassist-1119	120	40	f.a.i.r	f.a.i.r	PROPN
iassist-1119	120	41	.	.	PROPN
iassist-1119	120	42	and	and	CCONJ
iassist-1119	120	43	overall	overall	ADJ
iassist-1119	120	44	fairness	fairness	NOUN
iassist-1119	120	45	of	of	ADP
iassist-1119	120	46	the	the	DET
iassist-1119	120	47	national	national	ADJ
iassist-1119	120	48	election	election	NOUN
iassist-1119	120	49	studies	study	NOUN
iassist-1119	120	50	(	(	PUNCT
iassist-1119	120	51	values	value	NOUN
iassist-1119	120	52	for	for	ADP
iassist-1119	120	53	‘	'	PUNCT
iassist-1119	120	54	manual	manual	ADJ
iassist-1119	120	55	2018	2018	NUM
iassist-1119	120	56	’	'	PUNCT
iassist-1119	120	57	calculated	calculate	VERB
iassist-1119	120	58	from	from	ADP
iassist-1119	120	59	eder	eder	NOUN
iassist-1119	120	60	and	and	CCONJ
iassist-1119	120	61	jedinger	jedinger	NOUN
iassist-1119	120	62	2018	2018	NUM
iassist-1119	120	63	)	)	PUNCT
iassist-1119	120	64	comparing	compare	VERB
iassist-1119	120	65	the	the	DET
iassist-1119	120	66	distribution	distribution	NOUN
iassist-1119	120	67	of	of	ADP
iassist-1119	120	68	values	value	NOUN
iassist-1119	120	69	between	between	ADP
iassist-1119	120	70	the	the	DET
iassist-1119	120	71	2018	2018	NUM
iassist-1119	120	72	manual	manual	NOUN
iassist-1119	120	73	and	and	CCONJ
iassist-1119	120	74	2018	2018	NUM
iassist-1119	120	75	automatic	automatic	ADJ
iassist-1119	120	76	assessment	assessment	NOUN
iassist-1119	120	77	can	can	AUX
iassist-1119	120	78	best	well	ADV
iassist-1119	120	79	be	be	AUX
iassist-1119	120	80	done	do	VERB
iassist-1119	120	81	by	by	ADP
iassist-1119	120	82	using	use	VERB
iassist-1119	120	83	percentage	percentage	NOUN
iassist-1119	120	84	values	value	NOUN
iassist-1119	120	85	because	because	SCONJ
iassist-1119	120	86	the	the	DET
iassist-1119	120	87	maximum	maximum	ADJ
iassist-1119	120	88	values	value	NOUN
iassist-1119	120	89	differ	differ	VERB
iassist-1119	120	90	for	for	ADP
iassist-1119	120	91	each	each	DET
iassist-1119	120	92	assessment	assessment	NOUN
iassist-1119	120	93	.	.	PUNCT
iassist-1119	121	1	the	the	DET
iassist-1119	121	2	results	result	NOUN
iassist-1119	121	3	show	show	VERB
iassist-1119	121	4	(	(	PUNCT
iassist-1119	121	5	see	see	VERB
iassist-1119	121	6	figure	figure	NOUN
iassist-1119	121	7	1	1	NUM
iassist-1119	121	8	)	)	PUNCT
iassist-1119	121	9	that	that	SCONJ
iassist-1119	121	10	findability	findability	NOUN
iassist-1119	121	11	is	be	AUX
iassist-1119	121	12	higher	high	ADJ
iassist-1119	121	13	for	for	ADP
iassist-1119	121	14	the	the	DET
iassist-1119	121	15	automatic	automatic	ADJ
iassist-1119	121	16	assessment	assessment	NOUN
iassist-1119	121	17	.	.	PUNCT
iassist-1119	122	1	automatic	automatic	ADJ
iassist-1119	122	2	assessed	assess	VERB
iassist-1119	122	3	scores	score	NOUN
iassist-1119	122	4	for	for	ADP
iassist-1119	122	5	accessibility	accessibility	NOUN
iassist-1119	122	6	are	be	AUX
iassist-1119	122	7	rather	rather	ADV
iassist-1119	122	8	low	low	ADJ
iassist-1119	122	9	,	,	PUNCT
iassist-1119	122	10	and	and	CCONJ
iassist-1119	122	11	interoperability	interoperability	NOUN
iassist-1119	122	12	is	be	AUX
iassist-1119	122	13	rated	rate	VERB
iassist-1119	122	14	at	at	ADP
iassist-1119	122	15	mixed	mixed	ADJ
iassist-1119	122	16	levels	level	NOUN
iassist-1119	122	17	for	for	ADP
iassist-1119	122	18	the	the	DET
iassist-1119	122	19	national	national	ADJ
iassist-1119	122	20	election	election	NOUN
iassist-1119	122	21	studies	study	NOUN
iassist-1119	122	22	.	.	PUNCT
iassist-1119	123	1	several	several	ADJ
iassist-1119	123	2	studies	study	NOUN
iassist-1119	123	3	get	get	VERB
iassist-1119	123	4	much	much	ADV
iassist-1119	123	5	lower	low	ADJ
iassist-1119	123	6	scores	score	NOUN
iassist-1119	123	7	for	for	ADP
iassist-1119	123	8	interoperability	interoperability	NOUN
iassist-1119	123	9	with	with	ADP
iassist-1119	123	10	the	the	DET
iassist-1119	123	11	automatic	automatic	ADJ
iassist-1119	123	12	assessment	assessment	NOUN
iassist-1119	123	13	than	than	ADP
iassist-1119	123	14	with	with	ADP
iassist-1119	123	15	the	the	DET
iassist-1119	123	16	manual	manual	ADJ
iassist-1119	123	17	one	one	NUM
iassist-1119	123	18	.	.	PUNCT
iassist-1119	124	1	reusability	reusability	NOUN
iassist-1119	124	2	is	be	AUX
iassist-1119	124	3	also	also	ADV
iassist-1119	124	4	at	at	ADP
iassist-1119	124	5	quite	quite	DET
iassist-1119	124	6	a	a	DET
iassist-1119	124	7	low	low	ADJ
iassist-1119	124	8	level	level	NOUN
iassist-1119	124	9	compared	compare	VERB
iassist-1119	124	10	to	to	ADP
iassist-1119	124	11	the	the	DET
iassist-1119	124	12	manual	manual	ADJ
iassist-1119	124	13	assessment	assessment	NOUN
iassist-1119	124	14	.	.	PUNCT
iassist-1119	125	1	figure	figure	NOUN
iassist-1119	125	2	1	1	NUM
iassist-1119	125	3	:	:	PUNCT
iassist-1119	125	4	comparing	compare	VERB
iassist-1119	125	5	the	the	DET
iassist-1119	125	6	f.a.i.r	f.a.i.r	PROPN
iassist-1119	125	7	percent	percent	NOUN
iassist-1119	125	8	scores	score	NOUN
iassist-1119	125	9	from	from	ADP
iassist-1119	125	10	manual	manual	ADJ
iassist-1119	125	11	and	and	CCONJ
iassist-1119	125	12	automatic	automatic	ADJ
iassist-1119	125	13	assessment	assessment	NOUN
iassist-1119	125	14	for	for	ADP
iassist-1119	125	15	the	the	DET
iassist-1119	125	16	national	national	ADJ
iassist-1119	125	17	election	election	PROPN
iassist-1119	125	18	studies	study	NOUN
iassist-1119	125	19	2018	2018	NUM
iassist-1119	125	20	we	we	PRON
iassist-1119	125	21	can	can	AUX
iassist-1119	125	22	see	see	VERB
iassist-1119	125	23	in	in	ADP
iassist-1119	125	24	figure	figure	NOUN
iassist-1119	125	25	1	1	NUM
iassist-1119	125	26	that	that	SCONJ
iassist-1119	125	27	only	only	ADV
iassist-1119	125	28	for	for	ADP
iassist-1119	125	29	findability	findability	NOUN
iassist-1119	125	30	does	do	AUX
iassist-1119	125	31	the	the	DET
iassist-1119	125	32	automatic	automatic	ADJ
iassist-1119	125	33	assessment	assessment	NOUN
iassist-1119	125	34	by	by	ADP
iassist-1119	125	35	the	the	DET
iassist-1119	125	36	f	f	PROPN
iassist-1119	125	37	-	-	PUNCT
iassist-1119	125	38	uji	uji	PROPN
iassist-1119	125	39	tool	tool	NOUN
iassist-1119	125	40	(	(	PUNCT
iassist-1119	125	41	lilac	lilac	PROPN
iassist-1119	125	42	series	series	PROPN
iassist-1119	125	43	)	)	PUNCT
iassist-1119	125	44	yield	yield	VERB
iassist-1119	125	45	higher	high	ADJ
iassist-1119	125	46	values	value	NOUN
iassist-1119	125	47	than	than	ADP
iassist-1119	125	48	the	the	DET
iassist-1119	125	49	manual	manual	ADJ
iassist-1119	125	50	assessments	assessment	NOUN
iassist-1119	125	51	by	by	ADP
iassist-1119	125	52	eder	eder	NOUN
iassist-1119	125	53	and	and	CCONJ
iassist-1119	125	54	jedinger	jedinger	NOUN
iassist-1119	125	55	(	(	PUNCT
iassist-1119	125	56	red	red	ADJ
iassist-1119	125	57	series	series	NOUN
iassist-1119	125	58	)	)	PUNCT
iassist-1119	125	59	.	.	PUNCT
iassist-1119	126	1	for	for	ADP
iassist-1119	126	2	accessibility	accessibility	NOUN
iassist-1119	126	3	,	,	PUNCT
iassist-1119	126	4	and	and	CCONJ
iassist-1119	126	5	very	very	ADV
iassist-1119	126	6	clearly	clearly	ADV
iassist-1119	126	7	also	also	ADV
iassist-1119	126	8	for	for	ADP
iassist-1119	126	9	interoperability	interoperability	NOUN
iassist-1119	126	10	and	and	CCONJ
iassist-1119	126	11	reusability	reusability	NOUN
iassist-1119	126	12	,	,	PUNCT
iassist-1119	126	13	values	value	NOUN
iassist-1119	126	14	for	for	ADP
iassist-1119	126	15	most	most	ADJ
iassist-1119	126	16	election	election	NOUN
iassist-1119	126	17	studies	study	NOUN
iassist-1119	126	18	are	be	AUX
iassist-1119	126	19	lower	low	ADJ
iassist-1119	126	20	with	with	ADP
iassist-1119	126	21	the	the	DET
iassist-1119	126	22	automatic	automatic	ADJ
iassist-1119	126	23	assessment	assessment	NOUN
iassist-1119	126	24	than	than	ADP
iassist-1119	126	25	with	with	ADP
iassist-1119	126	26	the	the	DET
iassist-1119	126	27	manual	manual	ADJ
iassist-1119	126	28	assessment	assessment	NOUN
iassist-1119	126	29	.	.	PUNCT
iassist-1119	127	1	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	127	2	8/22	8/22	NUM
iassist-1119	127	3	zenk	zenk	NOUN
iassist-1119	127	4	-	-	PUNCT
iassist-1119	127	5	möltgen	möltgen	PROPN
iassist-1119	127	6	,	,	PUNCT
iassist-1119	127	7	wolfgang	wolfgang	PROPN
iassist-1119	127	8	(	(	PUNCT
iassist-1119	127	9	2025	2025	NUM
iassist-1119	127	10	)	)	PUNCT
iassist-1119	127	11	the	the	DET
iassist-1119	127	12	role	role	NOUN
iassist-1119	127	13	of	of	ADP
iassist-1119	127	14	fair	fair	ADJ
iassist-1119	127	15	principles	principle	NOUN
iassist-1119	127	16	in	in	ADP
iassist-1119	127	17	high	high	ADJ
iassist-1119	127	18	-	-	PUNCT
iassist-1119	127	19	quality	quality	NOUN
iassist-1119	127	20	research	research	NOUN
iassist-1119	127	21	data	datum	NOUN
iassist-1119	127	22	documentation	documentation	NOUN
iassist-1119	127	23	,	,	PUNCT
iassist-1119	127	24	iassist	iassist	VERB
iassist-1119	127	25	quarterly	quarterly	ADJ
iassist-1119	127	26	49(2	49(2	NUM
iassist-1119	127	27	)	)	PUNCT
iassist-1119	127	28	,	,	PUNCT
iassist-1119	127	29	pp	pp	PROPN
iassist-1119	127	30	.	.	PUNCT
iassist-1119	128	1	1	1	NUM
iassist-1119	128	2	-	-	SYM
iassist-1119	128	3	22	22	NUM
iassist-1119	128	4	.	.	PUNCT
iassist-1119	129	1	doi	doi	NOUN
iassist-1119	129	2	:	:	PUNCT
iassist-1119	129	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	129	4	the	the	DET
iassist-1119	129	5	overall	overall	ADJ
iassist-1119	129	6	fairness	fairness	NOUN
iassist-1119	129	7	scores	score	NOUN
iassist-1119	129	8	for	for	ADP
iassist-1119	129	9	the	the	DET
iassist-1119	129	10	automatic	automatic	ADJ
iassist-1119	129	11	evaluation	evaluation	NOUN
iassist-1119	129	12	(	(	PUNCT
iassist-1119	129	13	see	see	VERB
iassist-1119	129	14	figure	figure	NOUN
iassist-1119	129	15	2	2	NUM
iassist-1119	129	16	)	)	PUNCT
iassist-1119	129	17	are	be	AUX
iassist-1119	129	18	medium	medium	ADJ
iassist-1119	129	19	and	and	CCONJ
iassist-1119	129	20	lower	low	ADJ
iassist-1119	129	21	compared	compare	VERB
iassist-1119	129	22	to	to	ADP
iassist-1119	129	23	the	the	DET
iassist-1119	129	24	manual	manual	ADJ
iassist-1119	129	25	assessed	assess	VERB
iassist-1119	129	26	values	value	NOUN
iassist-1119	129	27	.	.	PUNCT
iassist-1119	130	1	giving	give	VERB
iassist-1119	130	2	equal	equal	ADJ
iassist-1119	130	3	weight	weight	NOUN
iassist-1119	130	4	to	to	ADP
iassist-1119	130	5	the	the	DET
iassist-1119	130	6	four	four	NUM
iassist-1119	130	7	criteria	criterion	NOUN
iassist-1119	130	8	does	do	AUX
iassist-1119	130	9	not	not	PART
iassist-1119	130	10	change	change	VERB
iassist-1119	130	11	this	this	DET
iassist-1119	130	12	picture	picture	NOUN
iassist-1119	130	13	very	very	ADV
iassist-1119	130	14	much	much	ADV
iassist-1119	130	15	.	.	PUNCT
iassist-1119	131	1	this	this	PRON
iassist-1119	131	2	indicates	indicate	VERB
iassist-1119	131	3	that	that	SCONJ
iassist-1119	131	4	overall	overall	ADJ
iassist-1119	131	5	fairness	fairness	NOUN
iassist-1119	131	6	values	value	NOUN
iassist-1119	131	7	will	will	AUX
iassist-1119	131	8	yield	yield	VERB
iassist-1119	131	9	lower	low	ADJ
iassist-1119	131	10	scores	score	NOUN
iassist-1119	131	11	with	with	ADP
iassist-1119	131	12	the	the	DET
iassist-1119	131	13	automatic	automatic	ADJ
iassist-1119	131	14	f	f	PROPN
iassist-1119	131	15	-	-	PUNCT
iassist-1119	131	16	uji	uji	PROPN
iassist-1119	131	17	tool	tool	NOUN
iassist-1119	131	18	assessment	assessment	NOUN
iassist-1119	131	19	than	than	ADP
iassist-1119	131	20	when	when	SCONJ
iassist-1119	131	21	using	use	VERB
iassist-1119	131	22	a	a	DET
iassist-1119	131	23	manual	manual	ADJ
iassist-1119	131	24	approach	approach	NOUN
iassist-1119	131	25	.	.	PUNCT
iassist-1119	132	1	figure	figure	NOUN
iassist-1119	132	2	2	2	NUM
iassist-1119	132	3	:	:	PUNCT
iassist-1119	132	4	comparing	compare	VERB
iassist-1119	132	5	the	the	DET
iassist-1119	132	6	overall	overall	ADJ
iassist-1119	132	7	fairness	fairness	NOUN
iassist-1119	132	8	percent	percent	NOUN
iassist-1119	132	9	scores	score	NOUN
iassist-1119	132	10	from	from	ADP
iassist-1119	132	11	manual	manual	ADJ
iassist-1119	132	12	and	and	CCONJ
iassist-1119	132	13	automatic	automatic	ADJ
iassist-1119	132	14	assessment	assessment	NOUN
iassist-1119	132	15	for	for	ADP
iassist-1119	132	16	the	the	DET
iassist-1119	132	17	national	national	ADJ
iassist-1119	132	18	election	election	PROPN
iassist-1119	132	19	studies	study	NOUN
iassist-1119	132	20	2018	2018	NUM
iassist-1119	132	21	to	to	PART
iassist-1119	132	22	see	see	VERB
iassist-1119	132	23	if	if	SCONJ
iassist-1119	132	24	the	the	DET
iassist-1119	132	25	differences	difference	NOUN
iassist-1119	132	26	between	between	ADP
iassist-1119	132	27	the	the	DET
iassist-1119	132	28	manual	manual	ADJ
iassist-1119	132	29	results	result	NOUN
iassist-1119	132	30	and	and	CCONJ
iassist-1119	132	31	the	the	DET
iassist-1119	132	32	automatic	automatic	ADJ
iassist-1119	132	33	results	result	NOUN
iassist-1119	132	34	of	of	ADP
iassist-1119	132	35	the	the	DET
iassist-1119	132	36	mean	mean	ADJ
iassist-1119	132	37	values	value	NOUN
iassist-1119	132	38	are	be	AUX
iassist-1119	132	39	significant	significant	ADJ
iassist-1119	132	40	,	,	PUNCT
iassist-1119	132	41	two	two	NUM
iassist-1119	132	42	-	-	PUNCT
iassist-1119	132	43	tailed	tail	VERB
iassist-1119	132	44	t	t	NOUN
iassist-1119	132	45	-	-	PUNCT
iassist-1119	132	46	tests	test	NOUN
iassist-1119	132	47	were	be	AUX
iassist-1119	132	48	conducted	conduct	VERB
iassist-1119	132	49	(	(	PUNCT
iassist-1119	132	50	see	see	VERB
iassist-1119	132	51	table	table	NOUN
iassist-1119	132	52	3	3	NUM
iassist-1119	132	53	,	,	PUNCT
iassist-1119	132	54	comparison	comparison	NOUN
iassist-1119	132	55	a	a	DET
iassist-1119	132	56	-	-	PUNCT
iassist-1119	132	57	b	b	NOUN
iassist-1119	132	58	)	)	PUNCT
iassist-1119	132	59	.	.	PUNCT
iassist-1119	133	1	since	since	SCONJ
iassist-1119	133	2	the	the	DET
iassist-1119	133	3	assumption	assumption	NOUN
iassist-1119	133	4	of	of	ADP
iassist-1119	133	5	normal	normal	ADJ
iassist-1119	133	6	distribution	distribution	NOUN
iassist-1119	133	7	is	be	AUX
iassist-1119	133	8	required	require	VERB
iassist-1119	133	9	for	for	ADP
iassist-1119	133	10	that	that	PRON
iassist-1119	133	11	,	,	PUNCT
iassist-1119	133	12	a	a	DET
iassist-1119	133	13	shapiro	shapiro	PROPN
iassist-1119	133	14	-	-	PUNCT
iassist-1119	133	15	wilk	wilk	NOUN
iassist-1119	133	16	test	test	NOUN
iassist-1119	133	17	was	be	AUX
iassist-1119	133	18	performed	perform	VERB
iassist-1119	133	19	for	for	ADP
iassist-1119	133	20	each	each	DET
iassist-1119	133	21	comparison	comparison	NOUN
iassist-1119	133	22	.	.	PUNCT
iassist-1119	134	1	national	national	ADJ
iassist-1119	134	2	election	election	NOUN
iassist-1119	134	3	studies	study	NOUN
iassist-1119	134	4	f-%	f-%	PROPN
iassist-1119	134	5	a-%	a-%	VERB
iassist-1119	134	6	i-%	i-%	PROPN
iassist-1119	134	7	r-%	r-%	NOUN
iassist-1119	134	8	fairness	fairness	NOUN
iassist-1119	134	9	%	%	NOUN
iassist-1119	134	10	fairness	fairness	NOUN
iassist-1119	134	11	%	%	NOUN
iassist-1119	134	12	(	(	PUNCT
iassist-1119	134	13	equal	equal	ADJ
iassist-1119	134	14	weight	weight	NOUN
iassist-1119	134	15	)	)	PUNCT
iassist-1119	134	16	a	a	DET
iassist-1119	134	17	manual	manual	ADJ
iassist-1119	134	18	2018	2018	NUM
iassist-1119	134	19	mean	mean	NOUN
iassist-1119	134	20	.695	.695	NUM
iassist-1119	134	21	.544	.544	NUM
iassist-1119	134	22	.947	.947	NUM
iassist-1119	134	23	.875	.875	NUM
iassist-1119	134	24	.769	.769	NUM
iassist-1119	134	25	.765	.765	NUM
iassist-1119	135	1	stddev	stddev	PROPN
iassist-1119	135	2	.233	.233	NUM
iassist-1119	135	3	.167	.167	NUM
iassist-1119	135	4	.067	.067	NUM
iassist-1119	135	5	.165	.165	NUM
iassist-1119	135	6	.105	.105	NUM
iassist-1119	135	7	.113	.113	NUM
iassist-1119	136	1	n	n	CCONJ
iassist-1119	136	2	16	16	NUM
iassist-1119	136	3	16	16	NUM
iassist-1119	136	4	16	16	NUM
iassist-1119	136	5	16	16	NUM
iassist-1119	136	6	16	16	NUM
iassist-1119	136	7	16	16	NUM
iassist-1119	136	8	b	b	NOUN
iassist-1119	136	9	autom	autom	PROPN
iassist-1119	136	10	.	.	PUNCT
iassist-1119	137	1	2018	2018	NUM
iassist-1119	137	2	mean	mean	VERB
iassist-1119	137	3	.826	.826	NUM
iassist-1119	137	4	.438	.438	NUM
iassist-1119	137	5	.609	.609	NUM
iassist-1119	137	6	.394	.394	NUM
iassist-1119	137	7	.561	.561	NUM
iassist-1119	137	8	.567	.567	NUM
iassist-1119	138	1	stddev	stddev	PROPN
iassist-1119	138	2	.107	.107	NUM
iassist-1119	138	3	.181	.181	NUM
iassist-1119	138	4	.288	.288	NUM
iassist-1119	138	5	.106	.106	NUM
iassist-1119	138	6	.123	.123	NUM
iassist-1119	138	7	.140	.140	NUM
iassist-1119	138	8	comparison	comparison	NOUN
iassist-1119	138	9	a	a	DET
iassist-1119	138	10	-	-	PUNCT
iassist-1119	138	11	b	b	NOUN
iassist-1119	138	12	m	m	NOUN
iassist-1119	138	13	diff	diff	NOUN
iassist-1119	138	14	-.131	-.131	PROPN
iassist-1119	138	15	.106	.106	NUM
iassist-1119	138	16	.338	.338	NUM
iassist-1119	138	17	.481	.481	NUM
iassist-1119	139	1	+	+	CCONJ
iassist-1119	139	2	.208	.208	NUM
iassist-1119	139	3	.199	.199	NUM
iassist-1119	139	4	t	t	PROPN
iassist-1119	139	5	-1.904	-1.904	PUNCT
iassist-1119	139	6	1.575	1.575	NUM
iassist-1119	139	7	4.425	4.425	NUM
iassist-1119	139	8	8.211	8.211	NUM
iassist-1119	139	9	4.429	4.429	NUM
iassist-1119	139	10	3.759	3.759	NUM
iassist-1119	139	11	df	df	NOUN
iassist-1119	139	12	15	15	NUM
iassist-1119	139	13	15	15	NUM
iassist-1119	139	14	15	15	NUM
iassist-1119	139	15	15	15	NUM
iassist-1119	139	16	15	15	NUM
iassist-1119	139	17	15	15	NUM
iassist-1119	139	18	p	p	NOUN
iassist-1119	139	19	0.076	0.076	NUM
iassist-1119	139	20	0.136	0.136	NUM
iassist-1119	139	21	0.001	0.001	NUM
iassist-1119	139	22	<	<	NOUN
iassist-1119	139	23	0.001	0.001	NUM
iassist-1119	139	24	0.001	0.001	NUM
iassist-1119	139	25	0.002	0.002	NUM
iassist-1119	139	26	table	table	NOUN
iassist-1119	139	27	3	3	NUM
iassist-1119	139	28	:	:	PUNCT
iassist-1119	139	29	comparing	compare	VERB
iassist-1119	139	30	manual	manual	NOUN
iassist-1119	139	31	and	and	CCONJ
iassist-1119	139	32	automatic	automatic	ADJ
iassist-1119	139	33	f.a.i.r	f.a.i.r	PROPN
iassist-1119	139	34	.	.	PROPN
iassist-1119	139	35	and	and	CCONJ
iassist-1119	139	36	overall	overall	ADJ
iassist-1119	139	37	fairness	fairness	NOUN
iassist-1119	139	38	mean	mean	VERB
iassist-1119	139	39	percentage	percentage	NOUN
iassist-1119	139	40	values	value	NOUN
iassist-1119	139	41	and	and	CCONJ
iassist-1119	139	42	t	t	NOUN
iassist-1119	139	43	-	-	PUNCT
iassist-1119	139	44	tests	test	NOUN
iassist-1119	139	45	(	(	PUNCT
iassist-1119	139	46	+	+	CCONJ
iassist-1119	139	47	shapiro	shapiro	PROPN
iassist-1119	139	48	–	–	PUNCT
iassist-1119	139	49	wilk	wilk	NOUN
iassist-1119	139	50	test	test	NOUN
iassist-1119	139	51	is	be	AUX
iassist-1119	139	52	significant	significant	ADJ
iassist-1119	139	53	p<0.01	p<0.01	NOUN
iassist-1119	139	54	and	and	CCONJ
iassist-1119	139	55	indicates	indicate	VERB
iassist-1119	139	56	that	that	SCONJ
iassist-1119	139	57	the	the	DET
iassist-1119	139	58	data	data	NOUN
iassist-1119	139	59	is	be	AUX
iassist-1119	139	60	not	not	PART
iassist-1119	139	61	normally	normally	ADV
iassist-1119	139	62	distributed	distribute	VERB
iassist-1119	139	63	for	for	ADP
iassist-1119	139	64	this	this	DET
iassist-1119	139	65	comparison	comparison	NOUN
iassist-1119	139	66	)	)	PUNCT
iassist-1119	139	67	the	the	DET
iassist-1119	139	68	results	result	NOUN
iassist-1119	139	69	for	for	ADP
iassist-1119	139	70	the	the	DET
iassist-1119	139	71	findability	findability	NOUN
iassist-1119	139	72	of	of	ADP
iassist-1119	139	73	the	the	DET
iassist-1119	139	74	2018	2018	NUM
iassist-1119	139	75	datasets	dataset	NOUN
iassist-1119	139	76	with	with	ADP
iassist-1119	139	77	(	(	PUNCT
iassist-1119	139	78	a	a	PRON
iassist-1119	139	79	)	)	PUNCT
iassist-1119	139	80	manual	manual	ADJ
iassist-1119	139	81	evaluation	evaluation	NOUN
iassist-1119	139	82	(	(	PUNCT
iassist-1119	139	83	m=0.695	m=0.695	NOUN
iassist-1119	139	84	,	,	PUNCT
iassist-1119	139	85	sd=0.233	sd=0.233	ADJ
iassist-1119	139	86	)	)	PUNCT
iassist-1119	139	87	and	and	CCONJ
iassist-1119	139	88	(	(	PUNCT
iassist-1119	139	89	b	b	NOUN
iassist-1119	139	90	)	)	PUNCT
iassist-1119	139	91	automatic	automatic	ADJ
iassist-1119	139	92	evaluation	evaluation	NOUN
iassist-1119	139	93	(	(	PUNCT
iassist-1119	139	94	m=0.826	m=0.826	PROPN
iassist-1119	139	95	,	,	PUNCT
iassist-1119	139	96	sd=0.107	sd=0.107	ADJ
iassist-1119	139	97	)	)	PUNCT
iassist-1119	139	98	show	show	VERB
iassist-1119	139	99	that	that	SCONJ
iassist-1119	139	100	findability	findability	NOUN
iassist-1119	139	101	is	be	AUX
iassist-1119	139	102	higher	high	ADJ
iassist-1119	139	103	for	for	ADP
iassist-1119	139	104	the	the	DET
iassist-1119	139	105	automatic	automatic	ADJ
iassist-1119	139	106	assessment	assessment	NOUN
iassist-1119	139	107	,	,	PUNCT
iassist-1119	139	108	t(15)=-1.904	t(15)=-1.904	NOUN
iassist-1119	139	109	,	,	PUNCT
iassist-1119	139	110	p=0.076	p=0.076	NUM
iassist-1119	139	111	,	,	PUNCT
iassist-1119	139	112	significant	significant	ADJ
iassist-1119	139	113	at	at	ADP
iassist-1119	139	114	the	the	DET
iassist-1119	139	115	0.10	0.10	NUM
iassist-1119	139	116	-	-	PUNCT
iassist-1119	139	117	level	level	NOUN
iassist-1119	139	118	.	.	PUNCT
iassist-1119	140	1	results	result	NOUN
iassist-1119	140	2	for	for	ADP
iassist-1119	140	3	accessibility	accessibility	NOUN
iassist-1119	140	4	,	,	PUNCT
iassist-1119	140	5	interoperability	interoperability	NOUN
iassist-1119	140	6	,	,	PUNCT
iassist-1119	140	7	and	and	CCONJ
iassist-1119	140	8	reusability	reusability	NOUN
iassist-1119	140	9	show	show	VERB
iassist-1119	140	10	lower	low	ADJ
iassist-1119	140	11	values	value	NOUN
iassist-1119	140	12	for	for	ADP
iassist-1119	140	13	the	the	DET
iassist-1119	140	14	automatic	automatic	ADJ
iassist-1119	140	15	assessment	assessment	NOUN
iassist-1119	140	16	by	by	ADP
iassist-1119	140	17	the	the	DET
iassist-1119	140	18	f	f	PROPN
iassist-1119	140	19	-	-	PUNCT
iassist-1119	140	20	uji	uji	PROPN
iassist-1119	140	21	tool	tool	NOUN
iassist-1119	140	22	than	than	ADP
iassist-1119	140	23	with	with	ADP
iassist-1119	140	24	the	the	DET
iassist-1119	140	25	manual	manual	ADJ
iassist-1119	140	26	assessment	assessment	NOUN
iassist-1119	140	27	(	(	PUNCT
iassist-1119	140	28	see	see	VERB
iassist-1119	140	29	table	table	NOUN
iassist-1119	140	30	3	3	NUM
iassist-1119	140	31	,	,	PUNCT
iassist-1119	140	32	comparison	comparison	NOUN
iassist-1119	140	33	a	a	DET
iassist-1119	140	34	-	-	PUNCT
iassist-1119	140	35	b	b	NOUN
iassist-1119	140	36	)	)	PUNCT
iassist-1119	140	37	,	,	PUNCT
iassist-1119	140	38	however	however	ADV
iassist-1119	140	39	,	,	PUNCT
iassist-1119	140	40	the	the	DET
iassist-1119	140	41	difference	difference	NOUN
iassist-1119	140	42	for	for	ADP
iassist-1119	140	43	accessibility	accessibility	NOUN
iassist-1119	140	44	is	be	AUX
iassist-1119	140	45	not	not	PART
iassist-1119	140	46	significant	significant	ADJ
iassist-1119	140	47	.	.	PUNCT
iassist-1119	141	1	the	the	DET
iassist-1119	141	2	higher	high	ADJ
iassist-1119	141	3	values	value	NOUN
iassist-1119	141	4	for	for	ADP
iassist-1119	141	5	mean	mean	NOUN
iassist-1119	141	6	interoperability	interoperability	NOUN
iassist-1119	141	7	and	and	CCONJ
iassist-1119	141	8	mean	mean	VERB
iassist-1119	141	9	reusability	reusability	NOUN
iassist-1119	141	10	with	with	ADP
iassist-1119	141	11	the	the	DET
iassist-1119	141	12	manual	manual	ADJ
iassist-1119	141	13	assessment	assessment	NOUN
iassist-1119	141	14	are	be	AUX
iassist-1119	141	15	significant	significant	ADJ
iassist-1119	141	16	at	at	ADP
iassist-1119	141	17	the	the	DET
iassist-1119	141	18	0.01	0.01	NUM
iassist-1119	141	19	-	-	PUNCT
iassist-1119	141	20	level	level	NOUN
iassist-1119	141	21	.	.	PUNCT
iassist-1119	142	1	also	also	ADV
iassist-1119	142	2	,	,	PUNCT
iassist-1119	142	3	the	the	DET
iassist-1119	142	4	overall	overall	ADJ
iassist-1119	142	5	percentage	percentage	NOUN
iassist-1119	142	6	scores	score	NOUN
iassist-1119	142	7	for	for	ADP
iassist-1119	142	8	fairness	fairness	NOUN
iassist-1119	142	9	differ	differ	VERB
iassist-1119	142	10	significantly	significantly	ADV
iassist-1119	142	11	for	for	SCONJ
iassist-1119	142	12	the	the	DET
iassist-1119	142	13	(	(	PUNCT
iassist-1119	142	14	a	a	NOUN
iassist-1119	142	15	)	)	PUNCT
iassist-1119	142	16	manual	manual	ADJ
iassist-1119	142	17	assessment	assessment	NOUN
iassist-1119	142	18	(	(	PUNCT
iassist-1119	142	19	m=0.769	m=0.769	NOUN
iassist-1119	142	20	,	,	PUNCT
iassist-1119	142	21	sd=0.105	sd=0.105	NOUN
iassist-1119	142	22	)	)	PUNCT
iassist-1119	142	23	from	from	ADP
iassist-1119	142	24	the	the	DET
iassist-1119	142	25	(	(	PUNCT
iassist-1119	142	26	b	b	NOUN
iassist-1119	142	27	)	)	PUNCT
iassist-1119	142	28	automatic	automatic	ADJ
iassist-1119	142	29	assessment	assessment	NOUN
iassist-1119	142	30	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	142	31	9/22	9/22	NUM
iassist-1119	142	32	zenk	zenk	NOUN
iassist-1119	142	33	-	-	PUNCT
iassist-1119	142	34	möltgen	möltgen	PROPN
iassist-1119	142	35	,	,	PUNCT
iassist-1119	142	36	wolfgang	wolfgang	PROPN
iassist-1119	142	37	(	(	PUNCT
iassist-1119	142	38	2025	2025	NUM
iassist-1119	142	39	)	)	PUNCT
iassist-1119	142	40	the	the	DET
iassist-1119	142	41	role	role	NOUN
iassist-1119	142	42	of	of	ADP
iassist-1119	142	43	fair	fair	ADJ
iassist-1119	142	44	principles	principle	NOUN
iassist-1119	142	45	in	in	ADP
iassist-1119	142	46	high	high	ADJ
iassist-1119	142	47	-	-	PUNCT
iassist-1119	142	48	quality	quality	NOUN
iassist-1119	142	49	research	research	NOUN
iassist-1119	142	50	data	datum	NOUN
iassist-1119	142	51	documentation	documentation	NOUN
iassist-1119	142	52	,	,	PUNCT
iassist-1119	142	53	iassist	iassist	VERB
iassist-1119	142	54	quarterly	quarterly	ADJ
iassist-1119	142	55	49(2	49(2	NUM
iassist-1119	142	56	)	)	PUNCT
iassist-1119	142	57	,	,	PUNCT
iassist-1119	142	58	pp	pp	PROPN
iassist-1119	142	59	.	.	PUNCT
iassist-1119	143	1	1	1	NUM
iassist-1119	143	2	-	-	SYM
iassist-1119	143	3	22	22	NUM
iassist-1119	143	4	.	.	PUNCT
iassist-1119	144	1	doi	doi	NOUN
iassist-1119	144	2	:	:	PUNCT
iassist-1119	144	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PROPN
iassist-1119	144	4	(	(	PUNCT
iassist-1119	144	5	m=0.561	m=0.561	NOUN
iassist-1119	144	6	,	,	PUNCT
iassist-1119	144	7	sd=0.123	sd=0.123	NOUN
iassist-1119	144	8	)	)	PUNCT
iassist-1119	144	9	,	,	PUNCT
iassist-1119	144	10	t(15)=4.429	t(15)=4.429	ADJ
iassist-1119	144	11	,	,	PUNCT
iassist-1119	144	12	p=0.001	p=0.001	NUM
iassist-1119	144	13	.	.	PUNCT
iassist-1119	145	1	the	the	DET
iassist-1119	145	2	same	same	ADJ
iassist-1119	145	3	is	be	AUX
iassist-1119	145	4	true	true	ADJ
iassist-1119	145	5	for	for	ADP
iassist-1119	145	6	the	the	DET
iassist-1119	145	7	equal	equal	ADJ
iassist-1119	145	8	weight	weight	NOUN
iassist-1119	145	9	fairness	fairness	NOUN
iassist-1119	145	10	percentage	percentage	NOUN
iassist-1119	145	11	.	.	PUNCT
iassist-1119	146	1	these	these	DET
iassist-1119	146	2	results	result	NOUN
iassist-1119	146	3	suggest	suggest	VERB
iassist-1119	146	4	that	that	SCONJ
iassist-1119	146	5	the	the	DET
iassist-1119	146	6	answer	answer	NOUN
iassist-1119	146	7	to	to	PART
iassist-1119	146	8	research	research	NOUN
iassist-1119	146	9	question	question	NOUN
iassist-1119	146	10	q1	q1	NOUN
iassist-1119	146	11	‘	'	PUNCT
iassist-1119	146	12	are	be	AUX
iassist-1119	146	13	there	there	PRON
iassist-1119	146	14	differences	difference	NOUN
iassist-1119	146	15	between	between	ADP
iassist-1119	146	16	the	the	DET
iassist-1119	146	17	evaluation	evaluation	NOUN
iassist-1119	146	18	of	of	ADP
iassist-1119	146	19	fair	fair	ADJ
iassist-1119	146	20	criteria	criterion	NOUN
iassist-1119	146	21	with	with	ADP
iassist-1119	146	22	automated	automate	VERB
iassist-1119	146	23	tools	tool	NOUN
iassist-1119	146	24	compared	compare	VERB
iassist-1119	146	25	to	to	ADP
iassist-1119	146	26	manual	manual	ADJ
iassist-1119	146	27	procedures	procedure	NOUN
iassist-1119	146	28	?	?	PUNCT
iassist-1119	146	29	’	'	PUNCT
iassist-1119	146	30	is	be	AUX
iassist-1119	146	31	that	that	SCONJ
iassist-1119	146	32	in	in	ADP
iassist-1119	146	33	this	this	DET
iassist-1119	146	34	case	case	NOUN
iassist-1119	146	35	,	,	PUNCT
iassist-1119	146	36	the	the	DET
iassist-1119	146	37	automatic	automatic	ADJ
iassist-1119	146	38	evaluation	evaluation	NOUN
iassist-1119	146	39	with	with	ADP
iassist-1119	146	40	the	the	DET
iassist-1119	146	41	f	f	PROPN
iassist-1119	146	42	-	-	PUNCT
iassist-1119	146	43	uji	uji	PROPN
iassist-1119	146	44	tool	tool	NOUN
iassist-1119	146	45	gives	give	VERB
iassist-1119	146	46	lower	low	ADJ
iassist-1119	146	47	scores	score	NOUN
iassist-1119	146	48	than	than	ADP
iassist-1119	146	49	the	the	DET
iassist-1119	146	50	manual	manual	ADJ
iassist-1119	146	51	evaluation	evaluation	NOUN
iassist-1119	146	52	,	,	PUNCT
iassist-1119	146	53	except	except	SCONJ
iassist-1119	146	54	for	for	ADP
iassist-1119	146	55	the	the	DET
iassist-1119	146	56	criterium	criterium	NOUN
iassist-1119	146	57	of	of	ADP
iassist-1119	146	58	findability	findability	NOUN
iassist-1119	146	59	,	,	PUNCT
iassist-1119	146	60	where	where	SCONJ
iassist-1119	146	61	we	we	PRON
iassist-1119	146	62	see	see	VERB
iassist-1119	146	63	somewhat	somewhat	ADV
iassist-1119	146	64	higher	high	ADJ
iassist-1119	146	65	scores	score	NOUN
iassist-1119	146	66	for	for	ADP
iassist-1119	146	67	the	the	DET
iassist-1119	146	68	automatic	automatic	ADJ
iassist-1119	146	69	evaluation	evaluation	NOUN
iassist-1119	146	70	.	.	PUNCT
iassist-1119	147	1	comparing	compare	VERB
iassist-1119	147	2	automatic	automatic	ADJ
iassist-1119	147	3	fairness	fairness	NOUN
iassist-1119	147	4	scores	score	NOUN
iassist-1119	147	5	for	for	ADP
iassist-1119	147	6	2018	2018	NUM
iassist-1119	147	7	and	and	CCONJ
iassist-1119	147	8	2024	2024	NUM
iassist-1119	147	9	datasets	dataset	NOUN
iassist-1119	147	10	the	the	DET
iassist-1119	147	11	results	result	NOUN
iassist-1119	147	12	from	from	ADP
iassist-1119	147	13	the	the	DET
iassist-1119	147	14	f	f	PROPN
iassist-1119	147	15	-	-	PUNCT
iassist-1119	147	16	uji	uji	PROPN
iassist-1119	147	17	tool	tool	NOUN
iassist-1119	147	18	assessment	assessment	NOUN
iassist-1119	147	19	of	of	ADP
iassist-1119	147	20	the	the	DET
iassist-1119	147	21	more	more	ADV
iassist-1119	147	22	recent	recent	ADJ
iassist-1119	147	23	national	national	ADJ
iassist-1119	147	24	election	election	NOUN
iassist-1119	147	25	studies	study	NOUN
iassist-1119	147	26	in	in	ADP
iassist-1119	147	27	2024	2024	NUM
iassist-1119	147	28	(	(	PUNCT
iassist-1119	147	29	see	see	VERB
iassist-1119	147	30	table	table	NOUN
iassist-1119	147	31	4	4	NUM
iassist-1119	147	32	,	,	PUNCT
iassist-1119	147	33	autom	autom	NOUN
iassist-1119	147	34	.	.	PUNCT
iassist-1119	148	1	2024	2024	NUM
iassist-1119	148	2	)	)	PUNCT
iassist-1119	148	3	show	show	VERB
iassist-1119	148	4	that	that	SCONJ
iassist-1119	148	5	the	the	DET
iassist-1119	148	6	mean	mean	ADJ
iassist-1119	148	7	values	value	NOUN
iassist-1119	148	8	also	also	ADV
iassist-1119	148	9	differ	differ	VERB
iassist-1119	148	10	a	a	DET
iassist-1119	148	11	lot	lot	NOUN
iassist-1119	148	12	:	:	PUNCT
iassist-1119	148	13	findability	findability	NOUN
iassist-1119	148	14	is	be	AUX
iassist-1119	148	15	again	again	ADV
iassist-1119	148	16	quite	quite	ADV
iassist-1119	148	17	high	high	ADJ
iassist-1119	148	18	(	(	PUNCT
iassist-1119	148	19	5.91	5.91	NUM
iassist-1119	148	20	of	of	ADP
iassist-1119	148	21	7	7	NUM
iassist-1119	148	22	)	)	PUNCT
iassist-1119	148	23	,	,	PUNCT
iassist-1119	148	24	and	and	CCONJ
iassist-1119	148	25	also	also	ADV
iassist-1119	148	26	interoperability	interoperability	NOUN
iassist-1119	148	27	is	be	AUX
iassist-1119	148	28	high	high	ADJ
iassist-1119	148	29	(	(	PUNCT
iassist-1119	148	30	2.76	2.76	NUM
iassist-1119	148	31	of	of	ADP
iassist-1119	148	32	4	4	NUM
iassist-1119	148	33	)	)	PUNCT
iassist-1119	148	34	,	,	PUNCT
iassist-1119	148	35	but	but	CCONJ
iassist-1119	148	36	accessibility	accessibility	NOUN
iassist-1119	148	37	is	be	AUX
iassist-1119	148	38	again	again	ADV
iassist-1119	148	39	quite	quite	ADV
iassist-1119	148	40	low	low	ADJ
iassist-1119	148	41	(	(	PUNCT
iassist-1119	148	42	1.47	1.47	NUM
iassist-1119	148	43	of	of	ADP
iassist-1119	148	44	3	3	NUM
iassist-1119	148	45	)	)	PUNCT
iassist-1119	148	46	as	as	ADV
iassist-1119	148	47	well	well	ADV
iassist-1119	148	48	as	as	ADP
iassist-1119	148	49	reusability	reusability	NOUN
iassist-1119	148	50	(	(	PUNCT
iassist-1119	148	51	4.41	4.41	NUM
iassist-1119	148	52	of	of	ADP
iassist-1119	148	53	10	10	NUM
iassist-1119	148	54	)	)	PUNCT
iassist-1119	148	55	.	.	PUNCT
iassist-1119	149	1	the	the	DET
iassist-1119	149	2	overall	overall	ADJ
iassist-1119	149	3	fairness	fairness	NOUN
iassist-1119	149	4	score	score	NOUN
iassist-1119	149	5	mean	mean	VERB
iassist-1119	149	6	is	be	AUX
iassist-1119	149	7	somewhat	somewhat	ADV
iassist-1119	149	8	better	well	ADJ
iassist-1119	149	9	with	with	ADP
iassist-1119	149	10	13.75	13.75	NUM
iassist-1119	149	11	of	of	ADP
iassist-1119	149	12	24	24	NUM
iassist-1119	149	13	,	,	PUNCT
iassist-1119	149	14	showing	show	VERB
iassist-1119	149	15	that	that	SCONJ
iassist-1119	149	16	the	the	DET
iassist-1119	149	17	newer	new	ADJ
iassist-1119	149	18	election	election	NOUN
iassist-1119	149	19	studies	study	NOUN
iassist-1119	149	20	get	get	VERB
iassist-1119	149	21	,	,	PUNCT
iassist-1119	149	22	on	on	ADP
iassist-1119	149	23	average	average	ADJ
iassist-1119	149	24	,	,	PUNCT
iassist-1119	149	25	more	more	ADJ
iassist-1119	149	26	than	than	ADP
iassist-1119	149	27	half	half	NOUN
iassist-1119	149	28	of	of	ADP
iassist-1119	149	29	the	the	DET
iassist-1119	149	30	scores	score	NOUN
iassist-1119	149	31	that	that	SCONJ
iassist-1119	149	32	they	they	PRON
iassist-1119	149	33	could	could	AUX
iassist-1119	149	34	get	get	VERB
iassist-1119	149	35	.	.	PUNCT
iassist-1119	150	1	using	use	VERB
iassist-1119	150	2	the	the	DET
iassist-1119	150	3	equally	equally	ADV
iassist-1119	150	4	weighted	weight	VERB
iassist-1119	150	5	value	value	NOUN
iassist-1119	150	6	for	for	ADP
iassist-1119	150	7	the	the	DET
iassist-1119	150	8	overall	overall	ADJ
iassist-1119	150	9	fairness	fairness	NOUN
iassist-1119	150	10	score	score	NOUN
iassist-1119	150	11	,	,	PUNCT
iassist-1119	150	12	a	a	DET
iassist-1119	150	13	mean	mean	NOUN
iassist-1119	150	14	of	of	ADP
iassist-1119	150	15	14.80	14.80	NUM
iassist-1119	150	16	of	of	ADP
iassist-1119	150	17	24	24	NUM
iassist-1119	150	18	is	be	AUX
iassist-1119	150	19	again	again	ADV
iassist-1119	150	20	slightly	slightly	ADV
iassist-1119	150	21	better	well	ADJ
iassist-1119	150	22	.	.	PUNCT
iassist-1119	151	1	all	all	DET
iassist-1119	151	2	these	these	DET
iassist-1119	151	3	values	value	NOUN
iassist-1119	151	4	are	be	AUX
iassist-1119	151	5	slightly	slightly	ADV
iassist-1119	151	6	higher	high	ADJ
iassist-1119	151	7	than	than	ADP
iassist-1119	151	8	the	the	DET
iassist-1119	151	9	automatic	automatic	ADJ
iassist-1119	151	10	assessed	assessed	ADJ
iassist-1119	151	11	ones	one	NOUN
iassist-1119	151	12	from	from	ADP
iassist-1119	151	13	2018	2018	NUM
iassist-1119	151	14	.	.	PUNCT
iassist-1119	152	1	we	we	PRON
iassist-1119	152	2	can	can	AUX
iassist-1119	152	3	say	say	VERB
iassist-1119	152	4	that	that	SCONJ
iassist-1119	152	5	the	the	DET
iassist-1119	152	6	newer	new	ADJ
iassist-1119	152	7	election	election	NOUN
iassist-1119	152	8	studies	study	NOUN
iassist-1119	152	9	datasets	dataset	NOUN
iassist-1119	152	10	get	get	VERB
iassist-1119	152	11	moderate	moderate	ADJ
iassist-1119	152	12	percentage	percentage	NOUN
iassist-1119	152	13	scores	score	NOUN
iassist-1119	152	14	,	,	PUNCT
iassist-1119	152	15	and	and	CCONJ
iassist-1119	152	16	to	to	ADP
iassist-1119	152	17	a	a	DET
iassist-1119	152	18	certain	certain	ADJ
iassist-1119	152	19	degree	degree	NOUN
iassist-1119	152	20	better	well	ADJ
iassist-1119	152	21	fairness	fairness	NOUN
iassist-1119	152	22	values	value	NOUN
iassist-1119	152	23	from	from	ADP
iassist-1119	152	24	the	the	DET
iassist-1119	152	25	f	f	PROPN
iassist-1119	152	26	-	-	PUNCT
iassist-1119	152	27	uji	uji	PROPN
iassist-1119	152	28	assessment	assessment	NOUN
iassist-1119	152	29	tool	tool	NOUN
iassist-1119	152	30	than	than	ADP
iassist-1119	152	31	the	the	DET
iassist-1119	152	32	2018	2018	NUM
iassist-1119	152	33	datasets	dataset	NOUN
iassist-1119	152	34	.	.	PUNCT
iassist-1119	153	1	national	national	ADJ
iassist-1119	153	2	election	election	NOUN
iassist-1119	153	3	studies	study	NOUN
iassist-1119	153	4	fscore	fscore	VERB
iassist-1119	153	5	ascore	ascore	ADV
iassist-1119	153	6	iscore	iscore	PROPN
iassist-1119	153	7	rscore	rscore	NOUN
iassist-1119	153	8	fairness	fairness	NOUN
iassist-1119	153	9	score	score	NOUN
iassist-1119	153	10	fairness	fairness	NOUN
iassist-1119	153	11	score	score	NOUN
iassist-1119	153	12	(	(	PUNCT
iassist-1119	153	13	equal	equal	ADJ
iassist-1119	153	14	weight	weight	NOUN
iassist-1119	153	15	)	)	PUNCT
iassist-1119	153	16	autom	autom	NOUN
iassist-1119	153	17	.	.	PUNCT
iassist-1119	154	1	2018	2018	NUM
iassist-1119	154	2	mean	mean	VERB
iassist-1119	154	3	5.78	5.78	NUM
iassist-1119	154	4	1.31	1.31	NUM
iassist-1119	154	5	2.44	2.44	NUM
iassist-1119	154	6	3.94	3.94	NUM
iassist-1119	154	7	11.97	11.97	NUM
iassist-1119	154	8	13.60	13.60	NUM
iassist-1119	154	9	stddev	stddev	NOUN
iassist-1119	154	10	0.75	0.75	NUM
iassist-1119	154	11	0.54	0.54	NUM
iassist-1119	154	12	1.15	1.15	NUM
iassist-1119	154	13	1.06	1.06	NUM
iassist-1119	154	14	5.17	5.17	NUM
iassist-1119	154	15	3.37	3.37	NUM
iassist-1119	154	16	max	max	NOUN
iassist-1119	154	17	7	7	NUM
iassist-1119	154	18	3	3	NUM
iassist-1119	154	19	4	4	NUM
iassist-1119	154	20	10	10	NUM
iassist-1119	154	21	24	24	NUM
iassist-1119	154	22	24	24	NUM
iassist-1119	154	23	n	n	NUM
iassist-1119	154	24	16	16	NUM
iassist-1119	154	25	16	16	NUM
iassist-1119	154	26	16	16	NUM
iassist-1119	154	27	16	16	NUM
iassist-1119	154	28	18	18	NUM
iassist-1119	154	29	16	16	NUM
iassist-1119	154	30	autom	autom	NOUN
iassist-1119	154	31	.	.	PUNCT
iassist-1119	155	1	2024	2024	NUM
iassist-1119	155	2	mean	mean	NOUN
iassist-1119	155	3	5.91	5.91	NUM
iassist-1119	155	4	1.47	1.47	NUM
iassist-1119	155	5	2.76	2.76	NUM
iassist-1119	155	6	4.41	4.41	NUM
iassist-1119	155	7	13.75	13.75	NUM
iassist-1119	155	8	14.80	14.80	NUM
iassist-1119	155	9	stddev	stddev	NOUN
iassist-1119	155	10	0.85	0.85	NUM
iassist-1119	155	11	0.57	0.57	NUM
iassist-1119	155	12	1.15	1.15	NUM
iassist-1119	155	13	1.62	1.62	NUM
iassist-1119	155	14	4.66	4.66	NUM
iassist-1119	155	15	3.42	3.42	NUM
iassist-1119	155	16	max	max	PROPN
iassist-1119	155	17	7	7	NUM
iassist-1119	155	18	3	3	NUM
iassist-1119	155	19	4	4	NUM
iassist-1119	155	20	10	10	NUM
iassist-1119	155	21	24	24	NUM
iassist-1119	155	22	24	24	NUM
iassist-1119	155	23	n	n	NUM
iassist-1119	155	24	17	17	NUM
iassist-1119	155	25	17	17	NUM
iassist-1119	155	26	17	17	NUM
iassist-1119	155	27	17	17	NUM
iassist-1119	155	28	18	18	NUM
iassist-1119	155	29	17	17	NUM
iassist-1119	155	30	table	table	NOUN
iassist-1119	155	31	4	4	NUM
iassist-1119	155	32	:	:	PUNCT
iassist-1119	155	33	comparing	compare	VERB
iassist-1119	155	34	2018	2018	NUM
iassist-1119	155	35	and	and	CCONJ
iassist-1119	155	36	2024	2024	NUM
iassist-1119	155	37	scores	score	NOUN
iassist-1119	155	38	from	from	ADP
iassist-1119	155	39	the	the	DET
iassist-1119	155	40	f	f	PROPN
iassist-1119	155	41	-	-	PUNCT
iassist-1119	155	42	uji	uji	PROPN
iassist-1119	155	43	assessment	assessment	NOUN
iassist-1119	155	44	of	of	ADP
iassist-1119	155	45	the	the	DET
iassist-1119	155	46	national	national	ADJ
iassist-1119	155	47	election	election	NOUN
iassist-1119	155	48	studies	study	NOUN
iassist-1119	155	49	comparing	compare	VERB
iassist-1119	155	50	the	the	DET
iassist-1119	155	51	distribution	distribution	NOUN
iassist-1119	155	52	of	of	ADP
iassist-1119	155	53	values	value	NOUN
iassist-1119	155	54	between	between	ADP
iassist-1119	155	55	the	the	DET
iassist-1119	155	56	automatic	automatic	ADJ
iassist-1119	155	57	assessments	assessment	NOUN
iassist-1119	155	58	by	by	ADP
iassist-1119	155	59	the	the	DET
iassist-1119	155	60	f	f	PROPN
iassist-1119	155	61	-	-	PUNCT
iassist-1119	155	62	uji	uji	PROPN
iassist-1119	155	63	tool	tool	NOUN
iassist-1119	155	64	for	for	ADP
iassist-1119	155	65	the	the	DET
iassist-1119	155	66	2018	2018	NUM
iassist-1119	155	67	and	and	CCONJ
iassist-1119	155	68	2024	2024	NUM
iassist-1119	155	69	datasets	dataset	NOUN
iassist-1119	155	70	can	can	AUX
iassist-1119	155	71	again	again	ADV
iassist-1119	155	72	be	be	AUX
iassist-1119	155	73	done	do	VERB
iassist-1119	155	74	by	by	ADP
iassist-1119	155	75	using	use	VERB
iassist-1119	155	76	percentage	percentage	NOUN
iassist-1119	155	77	values	value	NOUN
iassist-1119	155	78	.	.	PUNCT
iassist-1119	156	1	the	the	DET
iassist-1119	156	2	results	result	NOUN
iassist-1119	156	3	show	show	VERB
iassist-1119	156	4	(	(	PUNCT
iassist-1119	156	5	see	see	VERB
iassist-1119	156	6	figure	figure	NOUN
iassist-1119	156	7	3	3	NUM
iassist-1119	156	8	)	)	PUNCT
iassist-1119	156	9	that	that	SCONJ
iassist-1119	156	10	findability	findability	NOUN
iassist-1119	156	11	is	be	AUX
iassist-1119	156	12	nearly	nearly	ADV
iassist-1119	156	13	the	the	DET
iassist-1119	156	14	same	same	ADJ
iassist-1119	156	15	for	for	ADP
iassist-1119	156	16	both	both	DET
iassist-1119	156	17	assessments	assessment	NOUN
iassist-1119	156	18	(	(	PUNCT
iassist-1119	156	19	except	except	SCONJ
iassist-1119	156	20	that	that	PRON
iassist-1119	156	21	one	one	NUM
iassist-1119	156	22	study	study	NOUN
iassist-1119	156	23	seems	seem	VERB
iassist-1119	156	24	to	to	PART
iassist-1119	156	25	be	be	AUX
iassist-1119	156	26	less	less	ADV
iassist-1119	156	27	findable	findable	ADJ
iassist-1119	156	28	in	in	ADP
iassist-1119	156	29	2024	2024	NUM
iassist-1119	156	30	)	)	PUNCT
iassist-1119	156	31	.	.	PUNCT
iassist-1119	157	1	assessment	assessment	NOUN
iassist-1119	157	2	scores	score	NOUN
iassist-1119	157	3	for	for	ADP
iassist-1119	157	4	accessibility	accessibility	NOUN
iassist-1119	157	5	have	have	AUX
iassist-1119	157	6	slightly	slightly	ADV
iassist-1119	157	7	improved	improve	VERB
iassist-1119	157	8	,	,	PUNCT
iassist-1119	157	9	and	and	CCONJ
iassist-1119	157	10	interoperability	interoperability	NOUN
iassist-1119	157	11	and	and	CCONJ
iassist-1119	157	12	reusability	reusability	NOUN
iassist-1119	157	13	are	be	AUX
iassist-1119	157	14	at	at	ADP
iassist-1119	157	15	higher	high	ADJ
iassist-1119	157	16	levels	level	NOUN
iassist-1119	157	17	for	for	ADP
iassist-1119	157	18	the	the	DET
iassist-1119	157	19	newer	new	ADJ
iassist-1119	157	20	election	election	NOUN
iassist-1119	157	21	studies	study	NOUN
iassist-1119	157	22	.	.	PUNCT
iassist-1119	158	1	we	we	PRON
iassist-1119	158	2	can	can	AUX
iassist-1119	158	3	see	see	VERB
iassist-1119	158	4	in	in	ADP
iassist-1119	158	5	figure	figure	NOUN
iassist-1119	158	6	3	3	NUM
iassist-1119	158	7	that	that	SCONJ
iassist-1119	158	8	for	for	ADP
iassist-1119	158	9	all	all	DET
iassist-1119	158	10	separate	separate	ADJ
iassist-1119	158	11	indices	index	NOUN
iassist-1119	158	12	of	of	ADP
iassist-1119	158	13	findability	findability	NOUN
iassist-1119	158	14	,	,	PUNCT
iassist-1119	158	15	accessibility	accessibility	NOUN
iassist-1119	158	16	,	,	PUNCT
iassist-1119	158	17	interoperability	interoperability	NOUN
iassist-1119	158	18	,	,	PUNCT
iassist-1119	158	19	and	and	CCONJ
iassist-1119	158	20	reusability	reusability	VERB
iassist-1119	158	21	the	the	DET
iassist-1119	158	22	assessments	assessment	NOUN
iassist-1119	158	23	for	for	ADP
iassist-1119	158	24	the	the	DET
iassist-1119	158	25	newer	new	ADJ
iassist-1119	158	26	datasets	dataset	NOUN
iassist-1119	158	27	(	(	PUNCT
iassist-1119	158	28	yellow	yellow	ADJ
iassist-1119	158	29	series	series	NOUN
iassist-1119	158	30	)	)	PUNCT
iassist-1119	158	31	yield	yield	VERB
iassist-1119	158	32	higher	high	ADJ
iassist-1119	158	33	values	value	NOUN
iassist-1119	158	34	than	than	ADP
iassist-1119	158	35	for	for	ADP
iassist-1119	158	36	the	the	DET
iassist-1119	158	37	older	old	ADJ
iassist-1119	158	38	datasets	dataset	NOUN
iassist-1119	158	39	(	(	PUNCT
iassist-1119	158	40	green	green	ADJ
iassist-1119	158	41	series	series	PROPN
iassist-1119	158	42	)	)	PUNCT
iassist-1119	158	43	.	.	PUNCT
iassist-1119	159	1	for	for	ADP
iassist-1119	159	2	accessibility	accessibility	NOUN
iassist-1119	159	3	,	,	PUNCT
iassist-1119	159	4	interoperability	interoperability	NOUN
iassist-1119	159	5	,	,	PUNCT
iassist-1119	159	6	and	and	CCONJ
iassist-1119	159	7	reusability	reusability	NOUN
iassist-1119	159	8	,	,	PUNCT
iassist-1119	159	9	this	this	DET
iassist-1119	159	10	result	result	NOUN
iassist-1119	159	11	is	be	AUX
iassist-1119	159	12	much	much	ADV
iassist-1119	159	13	clearer	clear	ADJ
iassist-1119	159	14	than	than	ADP
iassist-1119	159	15	for	for	ADP
iassist-1119	159	16	findability	findability	NOUN
iassist-1119	159	17	.	.	PUNCT
iassist-1119	160	1	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	161	1	10/22	10/22	NUM
iassist-1119	161	2	zenk	zenk	NOUN
iassist-1119	161	3	-	-	PUNCT
iassist-1119	161	4	möltgen	möltgen	PROPN
iassist-1119	161	5	,	,	PUNCT
iassist-1119	161	6	wolfgang	wolfgang	PROPN
iassist-1119	161	7	(	(	PUNCT
iassist-1119	161	8	2025	2025	NUM
iassist-1119	161	9	)	)	PUNCT
iassist-1119	161	10	the	the	DET
iassist-1119	161	11	role	role	NOUN
iassist-1119	161	12	of	of	ADP
iassist-1119	161	13	fair	fair	ADJ
iassist-1119	161	14	principles	principle	NOUN
iassist-1119	161	15	in	in	ADP
iassist-1119	161	16	high	high	ADJ
iassist-1119	161	17	-	-	PUNCT
iassist-1119	161	18	quality	quality	NOUN
iassist-1119	161	19	research	research	NOUN
iassist-1119	161	20	data	datum	NOUN
iassist-1119	161	21	documentation	documentation	NOUN
iassist-1119	161	22	,	,	PUNCT
iassist-1119	161	23	iassist	iassist	VERB
iassist-1119	161	24	quarterly	quarterly	ADJ
iassist-1119	161	25	49(2	49(2	NUM
iassist-1119	161	26	)	)	PUNCT
iassist-1119	161	27	,	,	PUNCT
iassist-1119	161	28	pp	pp	PROPN
iassist-1119	161	29	.	.	PUNCT
iassist-1119	162	1	1	1	NUM
iassist-1119	162	2	-	-	SYM
iassist-1119	162	3	22	22	NUM
iassist-1119	162	4	.	.	PUNCT
iassist-1119	163	1	doi	doi	NOUN
iassist-1119	163	2	:	:	PUNCT
iassist-1119	163	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	163	4	figure	figure	VERB
iassist-1119	163	5	3	3	NUM
iassist-1119	163	6	:	:	PUNCT
iassist-1119	163	7	comparing	compare	VERB
iassist-1119	163	8	the	the	DET
iassist-1119	163	9	f.a.i.r	f.a.i.r	PROPN
iassist-1119	163	10	percent	percent	NOUN
iassist-1119	163	11	scores	score	NOUN
iassist-1119	163	12	from	from	ADP
iassist-1119	163	13	automatic	automatic	ADJ
iassist-1119	163	14	assessment	assessment	NOUN
iassist-1119	163	15	for	for	ADP
iassist-1119	163	16	the	the	DET
iassist-1119	163	17	national	national	ADJ
iassist-1119	163	18	election	election	PROPN
iassist-1119	163	19	studies	study	NOUN
iassist-1119	163	20	2018	2018	NUM
iassist-1119	163	21	and	and	CCONJ
iassist-1119	163	22	2024	2024	NUM
iassist-1119	163	23	the	the	DET
iassist-1119	163	24	overall	overall	ADJ
iassist-1119	163	25	fairness	fairness	NOUN
iassist-1119	163	26	scores	score	NOUN
iassist-1119	163	27	for	for	ADP
iassist-1119	163	28	the	the	DET
iassist-1119	163	29	evaluation	evaluation	NOUN
iassist-1119	163	30	of	of	ADP
iassist-1119	163	31	the	the	DET
iassist-1119	163	32	newer	new	ADJ
iassist-1119	163	33	datasets	dataset	NOUN
iassist-1119	163	34	from	from	ADP
iassist-1119	163	35	up	up	ADP
iassist-1119	163	36	to	to	ADP
iassist-1119	163	37	2024	2024	NUM
iassist-1119	163	38	(	(	PUNCT
iassist-1119	163	39	see	see	VERB
iassist-1119	163	40	figure	figure	NOUN
iassist-1119	163	41	4	4	NUM
iassist-1119	163	42	)	)	PUNCT
iassist-1119	163	43	are	be	AUX
iassist-1119	163	44	still	still	ADV
iassist-1119	163	45	moderate	moderate	ADJ
iassist-1119	163	46	but	but	CCONJ
iassist-1119	163	47	somewhat	somewhat	ADV
iassist-1119	163	48	higher	high	ADJ
iassist-1119	163	49	compared	compare	VERB
iassist-1119	163	50	to	to	ADP
iassist-1119	163	51	the	the	DET
iassist-1119	163	52	older	old	ADJ
iassist-1119	163	53	assessed	assessed	ADJ
iassist-1119	163	54	datasets	dataset	NOUN
iassist-1119	163	55	.	.	PUNCT
iassist-1119	164	1	giving	give	VERB
iassist-1119	164	2	equal	equal	ADJ
iassist-1119	164	3	weight	weight	NOUN
iassist-1119	164	4	to	to	ADP
iassist-1119	164	5	the	the	DET
iassist-1119	164	6	four	four	NUM
iassist-1119	164	7	criteria	criterion	NOUN
iassist-1119	164	8	of	of	ADP
iassist-1119	164	9	the	the	DET
iassist-1119	164	10	fairness	fairness	NOUN
iassist-1119	164	11	index	index	NOUN
iassist-1119	164	12	does	do	AUX
iassist-1119	164	13	again	again	ADV
iassist-1119	164	14	show	show	VERB
iassist-1119	164	15	the	the	DET
iassist-1119	164	16	same	same	ADJ
iassist-1119	164	17	picture	picture	NOUN
iassist-1119	164	18	.	.	PUNCT
iassist-1119	165	1	this	this	PRON
iassist-1119	165	2	makes	make	VERB
iassist-1119	165	3	clear	clear	ADJ
iassist-1119	165	4	that	that	SCONJ
iassist-1119	165	5	there	there	PRON
iassist-1119	165	6	is	be	VERB
iassist-1119	165	7	a	a	DET
iassist-1119	165	8	slight	slight	ADJ
iassist-1119	165	9	improvement	improvement	NOUN
iassist-1119	165	10	of	of	ADP
iassist-1119	165	11	the	the	DET
iassist-1119	165	12	overall	overall	ADJ
iassist-1119	165	13	fairness	fairness	NOUN
iassist-1119	165	14	values	value	NOUN
iassist-1119	165	15	for	for	ADP
iassist-1119	165	16	the	the	DET
iassist-1119	165	17	national	national	ADJ
iassist-1119	165	18	election	election	NOUN
iassist-1119	165	19	studies	study	NOUN
iassist-1119	165	20	that	that	PRON
iassist-1119	165	21	can	can	AUX
iassist-1119	165	22	be	be	AUX
iassist-1119	165	23	shown	show	VERB
iassist-1119	165	24	by	by	ADP
iassist-1119	165	25	conducting	conduct	VERB
iassist-1119	165	26	the	the	DET
iassist-1119	165	27	automatic	automatic	ADJ
iassist-1119	165	28	f	f	PROPN
iassist-1119	165	29	-	-	PUNCT
iassist-1119	165	30	uji	uji	PROPN
iassist-1119	165	31	tool	tool	NOUN
iassist-1119	165	32	assessment	assessment	NOUN
iassist-1119	165	33	.	.	PUNCT
iassist-1119	166	1	figure	figure	VERB
iassist-1119	166	2	4	4	NUM
iassist-1119	166	3	:	:	PUNCT
iassist-1119	166	4	comparing	compare	VERB
iassist-1119	166	5	the	the	DET
iassist-1119	166	6	overall	overall	ADJ
iassist-1119	166	7	fairness	fairness	NOUN
iassist-1119	166	8	percent	percent	NOUN
iassist-1119	166	9	scores	score	NOUN
iassist-1119	166	10	from	from	ADP
iassist-1119	166	11	automatic	automatic	ADJ
iassist-1119	166	12	assessment	assessment	NOUN
iassist-1119	166	13	for	for	ADP
iassist-1119	166	14	the	the	DET
iassist-1119	166	15	national	national	ADJ
iassist-1119	166	16	election	election	PROPN
iassist-1119	166	17	studies	study	NOUN
iassist-1119	166	18	2018	2018	NUM
iassist-1119	166	19	and	and	CCONJ
iassist-1119	166	20	2024	2024	NUM
iassist-1119	166	21	differences	difference	NOUN
iassist-1119	166	22	between	between	ADP
iassist-1119	166	23	the	the	DET
iassist-1119	166	24	mean	mean	ADJ
iassist-1119	166	25	results	result	NOUN
iassist-1119	166	26	of	of	ADP
iassist-1119	166	27	the	the	DET
iassist-1119	166	28	older	old	ADJ
iassist-1119	166	29	and	and	CCONJ
iassist-1119	166	30	newer	new	ADJ
iassist-1119	166	31	national	national	ADJ
iassist-1119	166	32	election	election	NOUN
iassist-1119	166	33	studies	study	NOUN
iassist-1119	166	34	were	be	AUX
iassist-1119	166	35	again	again	ADV
iassist-1119	166	36	evaluated	evaluate	VERB
iassist-1119	166	37	for	for	ADP
iassist-1119	166	38	significance	significance	NOUN
iassist-1119	166	39	with	with	ADP
iassist-1119	166	40	a	a	DET
iassist-1119	166	41	two	two	NUM
iassist-1119	166	42	-	-	PUNCT
iassist-1119	166	43	tailed	tail	VERB
iassist-1119	166	44	t	t	NOUN
iassist-1119	166	45	-	-	PUNCT
iassist-1119	166	46	test	test	NOUN
iassist-1119	166	47	(	(	PUNCT
iassist-1119	166	48	see	see	VERB
iassist-1119	166	49	table	table	NOUN
iassist-1119	166	50	5	5	NUM
iassist-1119	166	51	,	,	PUNCT
iassist-1119	166	52	comparison	comparison	NOUN
iassist-1119	166	53	c	c	NOUN
iassist-1119	166	54	-	-	PUNCT
iassist-1119	166	55	d	d	NOUN
iassist-1119	166	56	)	)	PUNCT
iassist-1119	166	57	,	,	PUNCT
iassist-1119	166	58	and	and	CCONJ
iassist-1119	166	59	the	the	DET
iassist-1119	166	60	shapiro	shapiro	PROPN
iassist-1119	166	61	-	-	PUNCT
iassist-1119	166	62	wilk	wilk	NOUN
iassist-1119	166	63	test	test	NOUN
iassist-1119	166	64	for	for	ADP
iassist-1119	166	65	the	the	DET
iassist-1119	166	66	assumption	assumption	NOUN
iassist-1119	166	67	of	of	ADP
iassist-1119	166	68	normal	normal	ADJ
iassist-1119	166	69	distribution	distribution	NOUN
iassist-1119	166	70	.	.	PUNCT
iassist-1119	167	1	the	the	DET
iassist-1119	167	2	mean	mean	ADJ
iassist-1119	167	3	comparison	comparison	NOUN
iassist-1119	167	4	results	result	VERB
iassist-1119	167	5	for	for	ADP
iassist-1119	167	6	all	all	DET
iassist-1119	167	7	indicators	indicator	NOUN
iassist-1119	167	8	show	show	VERB
iassist-1119	167	9	no	no	DET
iassist-1119	167	10	significant	significant	ADJ
iassist-1119	167	11	differences	difference	NOUN
iassist-1119	167	12	.	.	PUNCT
iassist-1119	168	1	even	even	ADV
iassist-1119	168	2	if	if	SCONJ
iassist-1119	168	3	means	mean	NOUN
iassist-1119	168	4	for	for	ADP
iassist-1119	168	5	the	the	DET
iassist-1119	168	6	newer	new	ADJ
iassist-1119	168	7	datasets	dataset	NOUN
iassist-1119	168	8	are	be	AUX
iassist-1119	168	9	slightly	slightly	ADV
iassist-1119	168	10	higher	high	ADJ
iassist-1119	168	11	for	for	ADP
iassist-1119	168	12	all	all	DET
iassist-1119	168	13	the	the	DET
iassist-1119	168	14	single	single	ADJ
iassist-1119	168	15	(	(	PUNCT
iassist-1119	168	16	i.e.	i.e.	X
iassist-1119	168	17	,	,	PUNCT
iassist-1119	168	18	findability	findability	NOUN
iassist-1119	168	19	,	,	PUNCT
iassist-1119	168	20	accessibility	accessibility	NOUN
iassist-1119	168	21	,	,	PUNCT
iassist-1119	168	22	interoperability	interoperability	NOUN
iassist-1119	168	23	,	,	PUNCT
iassist-1119	168	24	and	and	CCONJ
iassist-1119	168	25	reusability	reusability	NOUN
iassist-1119	168	26	)	)	PUNCT
iassist-1119	168	27	indicators	indicator	NOUN
iassist-1119	168	28	,	,	PUNCT
iassist-1119	168	29	none	none	NOUN
iassist-1119	168	30	of	of	ADP
iassist-1119	168	31	these	these	DET
iassist-1119	168	32	differences	difference	NOUN
iassist-1119	168	33	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	168	34	11/22	11/22	NUM
iassist-1119	168	35	zenk	zenk	NOUN
iassist-1119	168	36	-	-	PUNCT
iassist-1119	168	37	möltgen	möltgen	PROPN
iassist-1119	168	38	,	,	PUNCT
iassist-1119	168	39	wolfgang	wolfgang	PROPN
iassist-1119	168	40	(	(	PUNCT
iassist-1119	168	41	2025	2025	NUM
iassist-1119	168	42	)	)	PUNCT
iassist-1119	168	43	the	the	DET
iassist-1119	168	44	role	role	NOUN
iassist-1119	168	45	of	of	ADP
iassist-1119	168	46	fair	fair	ADJ
iassist-1119	168	47	principles	principle	NOUN
iassist-1119	168	48	in	in	ADP
iassist-1119	168	49	high	high	ADJ
iassist-1119	168	50	-	-	PUNCT
iassist-1119	168	51	quality	quality	NOUN
iassist-1119	168	52	research	research	NOUN
iassist-1119	168	53	data	datum	NOUN
iassist-1119	168	54	documentation	documentation	NOUN
iassist-1119	168	55	,	,	PUNCT
iassist-1119	168	56	iassist	iassist	VERB
iassist-1119	168	57	quarterly	quarterly	ADJ
iassist-1119	168	58	49(2	49(2	NUM
iassist-1119	168	59	)	)	PUNCT
iassist-1119	168	60	,	,	PUNCT
iassist-1119	168	61	pp	pp	PROPN
iassist-1119	168	62	.	.	PUNCT
iassist-1119	169	1	1	1	NUM
iassist-1119	169	2	-	-	SYM
iassist-1119	169	3	22	22	NUM
iassist-1119	169	4	.	.	PUNCT
iassist-1119	170	1	doi	doi	NOUN
iassist-1119	170	2	:	:	PUNCT
iassist-1119	170	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	PUNCT
iassist-1119	170	4	reach	reach	VERB
iassist-1119	170	5	a	a	DET
iassist-1119	170	6	statistically	statistically	ADV
iassist-1119	170	7	significant	significant	ADJ
iassist-1119	170	8	level	level	NOUN
iassist-1119	170	9	(	(	PUNCT
iassist-1119	170	10	see	see	VERB
iassist-1119	170	11	table	table	NOUN
iassist-1119	170	12	5	5	NUM
iassist-1119	170	13	,	,	PUNCT
iassist-1119	170	14	comparison	comparison	NOUN
iassist-1119	170	15	c	c	NOUN
iassist-1119	170	16	-	-	PUNCT
iassist-1119	170	17	d	d	NOUN
iassist-1119	170	18	)	)	PUNCT
iassist-1119	170	19	.	.	PUNCT
iassist-1119	171	1	results	result	NOUN
iassist-1119	171	2	for	for	ADP
iassist-1119	171	3	the	the	DET
iassist-1119	171	4	overall	overall	ADJ
iassist-1119	171	5	indicators	indicator	NOUN
iassist-1119	171	6	of	of	ADP
iassist-1119	171	7	fairness	fairness	NOUN
iassist-1119	171	8	and	and	CCONJ
iassist-1119	171	9	equal	equal	ADJ
iassist-1119	171	10	weight	weight	NOUN
iassist-1119	171	11	fairness	fairness	NOUN
iassist-1119	171	12	percentage	percentage	NOUN
iassist-1119	171	13	are	be	AUX
iassist-1119	171	14	consistent	consistent	ADJ
iassist-1119	171	15	.	.	PUNCT
iassist-1119	172	1	national	national	ADJ
iassist-1119	172	2	election	election	NOUN
iassist-1119	172	3	studies	study	NOUN
iassist-1119	172	4	f-%	f-%	PROPN
iassist-1119	172	5	a-%	a-%	VERB
iassist-1119	172	6	i-%	i-%	PROPN
iassist-1119	172	7	r-%	r-%	NOUN
iassist-1119	172	8	fairness	fairness	NOUN
iassist-1119	172	9	%	%	NOUN
iassist-1119	172	10	fairness	fairness	NOUN
iassist-1119	172	11	%	%	NOUN
iassist-1119	172	12	(	(	PUNCT
iassist-1119	172	13	equal	equal	ADJ
iassist-1119	172	14	weight	weight	NOUN
iassist-1119	172	15	)	)	PUNCT
iassist-1119	173	1	c	c	PROPN
iassist-1119	173	2	autom	autom	PROPN
iassist-1119	173	3	.	.	PUNCT
iassist-1119	174	1	2018	2018	NUM
iassist-1119	174	2	mean	mean	NOUN
iassist-1119	174	3	.824	.824	NUM
iassist-1119	174	4	.433	.433	NUM
iassist-1119	174	5	.583	.583	NUM
iassist-1119	174	6	.393	.393	NUM
iassist-1119	174	7	.556	.556	NUM
iassist-1119	174	8	.558	.558	NUM
iassist-1119	174	9	stddev	stddev	PROPN
iassist-1119	174	10	.111	.111	NUM
iassist-1119	174	11	.187	.187	NUM
iassist-1119	174	12	.278	.278	NUM
iassist-1119	174	13	.110	.110	NUM
iassist-1119	174	14	.126	.126	NUM
iassist-1119	174	15	.141	.141	NUM
iassist-1119	174	16	n	n	PRON
iassist-1119	174	17	15	15	NUM
iassist-1119	174	18	15	15	NUM
iassist-1119	174	19	15	15	NUM
iassist-1119	174	20	15	15	NUM
iassist-1119	174	21	15	15	NUM
iassist-1119	174	22	15	15	NUM
iassist-1119	174	23	d	d	NOUN
iassist-1119	174	24	autom	autom	NOUN
iassist-1119	174	25	.	.	PUNCT
iassist-1119	175	1	2024	2024	NUM
iassist-1119	175	2	mean	mean	NOUN
iassist-1119	175	3	.833	.833	NUM
iassist-1119	175	4	.478	.478	NUM
iassist-1119	175	5	.667	.667	NUM
iassist-1119	175	6	.420	.420	NUM
iassist-1119	175	7	.589	.589	NUM
iassist-1119	175	8	.599	.599	NUM
iassist-1119	175	9	stddev	stddev	PROPN
iassist-1119	175	10	.123	.123	NUM
iassist-1119	175	11	.198	.198	NUM
iassist-1119	175	12	.294	.294	NUM
iassist-1119	175	13	.142	.142	NUM
iassist-1119	175	14	.130	.130	NUM
iassist-1119	175	15	.141	.141	NUM
iassist-1119	175	16	comparison	comparison	NOUN
iassist-1119	175	17	c	c	NOUN
iassist-1119	175	18	-	-	PUNCT
iassist-1119	175	19	d	d	NOUN
iassist-1119	175	20	m	m	NOUN
iassist-1119	175	21	diff	diff	NOUN
iassist-1119	175	22	-.010	-.010	PROPN
iassist-1119	176	1	-.044	-.044	INTJ
iassist-1119	176	2	-.083	-.083	PROPN
iassist-1119	176	3	+	+	PROPN
iassist-1119	176	4	-.027	-.027	PROPN
iassist-1119	177	1	-.033	-.033	PROPN
iassist-1119	177	2	-.041	-.041	PROPN
iassist-1119	177	3	t	t	NOUN
iassist-1119	177	4	-0.397	-0.397	NUM
iassist-1119	178	1	-0.745	-0.745	PROPN
iassist-1119	179	1	-1.581	-1.581	NUM
iassist-1119	180	1	-0.745	-0.745	NOUN
iassist-1119	181	1	-1.240	-1.240	PUNCT
iassist-1119	181	2	-1.401	-1.401	NOUN
iassist-1119	182	1	df	df	PROPN
iassist-1119	182	2	14	14	NUM
iassist-1119	182	3	14	14	NUM
iassist-1119	182	4	14	14	NUM
iassist-1119	182	5	14	14	NUM
iassist-1119	182	6	14	14	NUM
iassist-1119	182	7	14	14	NUM
iassist-1119	182	8	p	p	NOUN
iassist-1119	182	9	0.698	0.698	NUM
iassist-1119	182	10	0.469	0.469	NUM
iassist-1119	182	11	0.136	0.136	NUM
iassist-1119	182	12	0.469	0.469	NUM
iassist-1119	182	13	0.235	0.235	NUM
iassist-1119	182	14	0.183	0.183	NUM
iassist-1119	182	15	table	table	NOUN
iassist-1119	182	16	5	5	NUM
iassist-1119	182	17	:	:	PUNCT
iassist-1119	182	18	comparing	compare	VERB
iassist-1119	182	19	2018	2018	NUM
iassist-1119	182	20	and	and	CCONJ
iassist-1119	182	21	2024	2024	NUM
iassist-1119	182	22	f.a.i.r	f.a.i.r	PROPN
iassist-1119	182	23	.	.	PROPN
iassist-1119	182	24	and	and	CCONJ
iassist-1119	182	25	overall	overall	ADJ
iassist-1119	182	26	fairness	fairness	NOUN
iassist-1119	182	27	mean	mean	VERB
iassist-1119	182	28	percentage	percentage	NOUN
iassist-1119	182	29	values	value	NOUN
iassist-1119	182	30	and	and	CCONJ
iassist-1119	182	31	t	t	NOUN
iassist-1119	182	32	-	-	PUNCT
iassist-1119	182	33	tests	test	NOUN
iassist-1119	182	34	(	(	PUNCT
iassist-1119	182	35	+	+	CCONJ
iassist-1119	182	36	shapiro	shapiro	PROPN
iassist-1119	182	37	–	–	PUNCT
iassist-1119	182	38	wilk	wilk	NOUN
iassist-1119	182	39	test	test	NOUN
iassist-1119	182	40	is	be	AUX
iassist-1119	182	41	significant	significant	ADJ
iassist-1119	182	42	p<0.01	p<0.01	NOUN
iassist-1119	182	43	and	and	CCONJ
iassist-1119	182	44	indicates	indicate	VERB
iassist-1119	182	45	that	that	SCONJ
iassist-1119	182	46	the	the	DET
iassist-1119	182	47	data	data	NOUN
iassist-1119	182	48	is	be	AUX
iassist-1119	182	49	not	not	PART
iassist-1119	182	50	normally	normally	ADV
iassist-1119	182	51	distributed	distribute	VERB
iassist-1119	182	52	for	for	ADP
iassist-1119	182	53	this	this	DET
iassist-1119	182	54	comparison	comparison	NOUN
iassist-1119	182	55	)	)	PUNCT
iassist-1119	182	56	these	these	DET
iassist-1119	182	57	findings	finding	NOUN
iassist-1119	182	58	indicate	indicate	VERB
iassist-1119	182	59	that	that	SCONJ
iassist-1119	182	60	the	the	DET
iassist-1119	182	61	answer	answer	NOUN
iassist-1119	182	62	to	to	ADP
iassist-1119	182	63	the	the	DET
iassist-1119	182	64	second	second	ADJ
iassist-1119	182	65	research	research	NOUN
iassist-1119	182	66	question	question	NOUN
iassist-1119	182	67	‘	'	PUNCT
iassist-1119	182	68	has	have	VERB
iassist-1119	182	69	the	the	DET
iassist-1119	182	70	fairness	fairness	NOUN
iassist-1119	182	71	of	of	ADP
iassist-1119	182	72	research	research	NOUN
iassist-1119	182	73	data	datum	NOUN
iassist-1119	182	74	changed	change	VERB
iassist-1119	182	75	considerably	considerably	ADV
iassist-1119	182	76	over	over	ADP
iassist-1119	182	77	the	the	DET
iassist-1119	182	78	six	six	NUM
iassist-1119	182	79	-	-	PUNCT
iassist-1119	182	80	year	year	NOUN
iassist-1119	182	81	period	period	NOUN
iassist-1119	182	82	between	between	ADP
iassist-1119	182	83	2018	2018	NUM
iassist-1119	182	84	to	to	ADP
iassist-1119	182	85	2024	2024	NUM
iassist-1119	182	86	?	?	PUNCT
iassist-1119	182	87	’	'	PUNCT
iassist-1119	182	88	is	be	AUX
iassist-1119	182	89	that	that	SCONJ
iassist-1119	182	90	six	six	NUM
iassist-1119	182	91	year	year	NOUN
iassist-1119	182	92	later	later	ADV
iassist-1119	182	93	,	,	PUNCT
iassist-1119	182	94	there	there	PRON
iassist-1119	182	95	is	be	VERB
iassist-1119	182	96	a	a	DET
iassist-1119	182	97	rather	rather	ADV
iassist-1119	182	98	small	small	ADJ
iassist-1119	182	99	improvement	improvement	NOUN
iassist-1119	182	100	in	in	ADP
iassist-1119	182	101	the	the	DET
iassist-1119	182	102	fairness	fairness	NOUN
iassist-1119	182	103	of	of	ADP
iassist-1119	182	104	national	national	ADJ
iassist-1119	182	105	election	election	NOUN
iassist-1119	182	106	.	.	PUNCT
iassist-1119	183	1	improving	improve	VERB
iassist-1119	183	2	fairness	fairness	NOUN
iassist-1119	183	3	scores	score	NOUN
iassist-1119	183	4	research	research	NOUN
iassist-1119	183	5	question	question	NOUN
iassist-1119	183	6	q3	q3	NOUN
iassist-1119	183	7	‘	'	PUNCT
iassist-1119	183	8	can	can	AUX
iassist-1119	183	9	data	data	NOUN
iassist-1119	183	10	archives	archive	NOUN
iassist-1119	183	11	contribute	contribute	VERB
iassist-1119	183	12	to	to	ADP
iassist-1119	183	13	transparent	transparent	ADJ
iassist-1119	183	14	science	science	NOUN
iassist-1119	183	15	by	by	ADP
iassist-1119	183	16	implementing	implement	VERB
iassist-1119	183	17	measures	measure	NOUN
iassist-1119	183	18	to	to	PART
iassist-1119	183	19	increase	increase	VERB
iassist-1119	183	20	fair	fair	ADJ
iassist-1119	183	21	scores	score	NOUN
iassist-1119	183	22	for	for	ADP
iassist-1119	183	23	research	research	NOUN
iassist-1119	183	24	data	datum	NOUN
iassist-1119	183	25	?	?	PUNCT
iassist-1119	183	26	’	'	PUNCT
iassist-1119	183	27	requires	require	VERB
iassist-1119	183	28	examining	examine	VERB
iassist-1119	183	29	measures	measure	NOUN
iassist-1119	183	30	for	for	ADP
iassist-1119	183	31	improving	improve	VERB
iassist-1119	183	32	the	the	DET
iassist-1119	183	33	fairness	fairness	NOUN
iassist-1119	183	34	scores	score	NOUN
iassist-1119	183	35	and	and	CCONJ
iassist-1119	183	36	a	a	DET
iassist-1119	183	37	discussion	discussion	NOUN
iassist-1119	183	38	of	of	ADP
iassist-1119	183	39	the	the	DET
iassist-1119	183	40	contribution	contribution	NOUN
iassist-1119	183	41	of	of	ADP
iassist-1119	183	42	these	these	DET
iassist-1119	183	43	measures	measure	NOUN
iassist-1119	183	44	to	to	ADP
iassist-1119	183	45	transparent	transparent	ADJ
iassist-1119	183	46	science	science	NOUN
iassist-1119	183	47	.	.	PUNCT
iassist-1119	184	1	the	the	DET
iassist-1119	184	2	politbarometer	politbarometer	NOUN
iassist-1119	184	3	2022	2022	NUM
iassist-1119	184	4	study	study	NOUN
iassist-1119	184	5	(	(	PUNCT
iassist-1119	184	6	forschungsgruppe	forschungsgruppe	PROPN
iassist-1119	184	7	wahlen	wahlen	PROPN
iassist-1119	184	8	,	,	PUNCT
iassist-1119	184	9	mannheim	mannheim	PROPN
iassist-1119	184	10	,	,	PUNCT
iassist-1119	184	11	2023	2023	NUM
iassist-1119	184	12	)	)	PUNCT
iassist-1119	184	13	is	be	AUX
iassist-1119	184	14	used	use	VERB
iassist-1119	184	15	to	to	PART
iassist-1119	184	16	illustrate	illustrate	VERB
iassist-1119	184	17	some	some	PRON
iassist-1119	184	18	of	of	ADP
iassist-1119	184	19	the	the	DET
iassist-1119	184	20	implemented	implement	VERB
iassist-1119	184	21	measures	measure	NOUN
iassist-1119	184	22	.	.	PUNCT
iassist-1119	185	1	this	this	DET
iassist-1119	185	2	study	study	NOUN
iassist-1119	185	3	is	be	AUX
iassist-1119	185	4	well	well	ADV
iassist-1119	185	5	suited	suited	ADJ
iassist-1119	185	6	because	because	SCONJ
iassist-1119	185	7	it	it	PRON
iassist-1119	185	8	has	have	VERB
iassist-1119	185	9	a	a	DET
iassist-1119	185	10	comprehensive	comprehensive	ADJ
iassist-1119	185	11	documentation	documentation	NOUN
iassist-1119	185	12	,	,	PUNCT
iassist-1119	185	13	both	both	CCONJ
iassist-1119	185	14	in	in	ADP
iassist-1119	185	15	english	english	PROPN
iassist-1119	185	16	and	and	CCONJ
iassist-1119	185	17	german	german	ADJ
iassist-1119	185	18	,	,	PUNCT
iassist-1119	185	19	and	and	CCONJ
iassist-1119	185	20	is	be	AUX
iassist-1119	185	21	well	well	ADV
iassist-1119	185	22	known	know	VERB
iassist-1119	185	23	and	and	CCONJ
iassist-1119	185	24	used	use	VERB
iassist-1119	185	25	by	by	ADP
iassist-1119	185	26	many	many	ADJ
iassist-1119	185	27	political	political	ADJ
iassist-1119	185	28	scientists	scientist	NOUN
iassist-1119	185	29	.	.	PUNCT
iassist-1119	186	1	table	table	NOUN
iassist-1119	186	2	6	6	NUM
iassist-1119	186	3	lists	list	NOUN
iassist-1119	186	4	for	for	ADP
iassist-1119	186	5	each	each	DET
iassist-1119	186	6	section	section	NOUN
iassist-1119	186	7	of	of	ADP
iassist-1119	186	8	the	the	DET
iassist-1119	186	9	fair	fair	ADJ
iassist-1119	186	10	criteria	criterion	NOUN
iassist-1119	186	11	the	the	DET
iassist-1119	186	12	defined	define	VERB
iassist-1119	186	13	metrics	metric	NOUN
iassist-1119	186	14	and	and	CCONJ
iassist-1119	186	15	the	the	DET
iassist-1119	186	16	number	number	NOUN
iassist-1119	186	17	of	of	ADP
iassist-1119	186	18	technical	technical	ADJ
iassist-1119	186	19	tests	test	NOUN
iassist-1119	186	20	performed	perform	VERB
iassist-1119	186	21	by	by	ADP
iassist-1119	186	22	the	the	DET
iassist-1119	186	23	f	f	PROPN
iassist-1119	186	24	-	-	PUNCT
iassist-1119	186	25	uji	uji	PROPN
iassist-1119	186	26	tool	tool	NOUN
iassist-1119	186	27	(	(	PUNCT
iassist-1119	186	28	see	see	VERB
iassist-1119	186	29	table	table	NOUN
iassist-1119	186	30	6	6	NUM
iassist-1119	186	31	,	,	PUNCT
iassist-1119	186	32	blue	blue	ADJ
iassist-1119	186	33	section	section	NOUN
iassist-1119	186	34	)	)	PUNCT
iassist-1119	186	35	.	.	PUNCT
iassist-1119	187	1	for	for	ADP
iassist-1119	187	2	sixteen	sixteen	NUM
iassist-1119	187	3	of	of	ADP
iassist-1119	187	4	the	the	DET
iassist-1119	187	5	seventeen	seventeen	NUM
iassist-1119	187	6	metrics	metric	NOUN
iassist-1119	187	7	,	,	PUNCT
iassist-1119	187	8	tests	test	NOUN
iassist-1119	187	9	are	be	AUX
iassist-1119	187	10	included	include	VERB
iassist-1119	187	11	.	.	PUNCT
iassist-1119	188	1	the	the	DET
iassist-1119	188	2	table	table	NOUN
iassist-1119	188	3	also	also	ADV
iassist-1119	188	4	lists	list	VERB
iassist-1119	188	5	the	the	DET
iassist-1119	188	6	scores	score	NOUN
iassist-1119	188	7	that	that	SCONJ
iassist-1119	188	8	the	the	DET
iassist-1119	188	9	f	f	PROPN
iassist-1119	188	10	-	-	PUNCT
iassist-1119	188	11	uji	uji	PROPN
iassist-1119	188	12	test	test	NOUN
iassist-1119	188	13	for	for	ADP
iassist-1119	188	14	the	the	DET
iassist-1119	188	15	politbarometer	politbarometer	NOUN
iassist-1119	188	16	2022	2022	NUM
iassist-1119	188	17	study	study	NOUN
iassist-1119	188	18	achieved	achieve	VERB
iassist-1119	188	19	initially	initially	ADV
iassist-1119	188	20	on	on	ADP
iassist-1119	188	21	november	november	PROPN
iassist-1119	188	22	3rd	3rd	NOUN
iassist-1119	188	23	,	,	PUNCT
iassist-1119	188	24	2023	2023	NUM
iassist-1119	188	25	,	,	PUNCT
iassist-1119	188	26	before	before	ADP
iassist-1119	188	27	implementing	implement	VERB
iassist-1119	188	28	dedicated	dedicated	ADJ
iassist-1119	188	29	measures	measure	NOUN
iassist-1119	188	30	to	to	PART
iassist-1119	188	31	support	support	VERB
iassist-1119	188	32	the	the	DET
iassist-1119	188	33	fairness	fairness	NOUN
iassist-1119	188	34	assessment	assessment	NOUN
iassist-1119	188	35	(	(	PUNCT
iassist-1119	188	36	see	see	VERB
iassist-1119	188	37	table	table	NOUN
iassist-1119	188	38	6	6	NUM
iassist-1119	188	39	,	,	PUNCT
iassist-1119	188	40	orange	orange	NOUN
iassist-1119	188	41	section	section	PROPN
iassist-1119	188	42	)	)	PUNCT
iassist-1119	188	43	.	.	PUNCT
iassist-1119	189	1	after	after	SCONJ
iassist-1119	189	2	several	several	ADJ
iassist-1119	189	3	technical	technical	ADJ
iassist-1119	189	4	adaptations	adaptation	NOUN
iassist-1119	189	5	and	and	CCONJ
iassist-1119	189	6	changes	change	NOUN
iassist-1119	189	7	in	in	ADP
iassist-1119	189	8	the	the	DET
iassist-1119	189	9	metadata	metadata	NOUN
iassist-1119	189	10	were	be	AUX
iassist-1119	189	11	implemented	implement	VERB
iassist-1119	189	12	,	,	PUNCT
iassist-1119	189	13	a	a	DET
iassist-1119	189	14	final	final	ADJ
iassist-1119	189	15	f	f	X
iassist-1119	189	16	-	-	PUNCT
iassist-1119	189	17	uji	uji	PROPN
iassist-1119	189	18	test	test	NOUN
iassist-1119	189	19	for	for	ADP
iassist-1119	189	20	the	the	DET
iassist-1119	189	21	politbarometer	politbarometer	NOUN
iassist-1119	189	22	2022	2022	NUM
iassist-1119	189	23	study	study	NOUN
iassist-1119	189	24	was	be	AUX
iassist-1119	189	25	conducted	conduct	VERB
iassist-1119	189	26	on	on	ADP
iassist-1119	189	27	april	april	PROPN
iassist-1119	189	28	29th	29th	NOUN
iassist-1119	189	29	,	,	PUNCT
iassist-1119	189	30	2024	2024	NUM
iassist-1119	189	31	,	,	PUNCT
iassist-1119	189	32	and	and	CCONJ
iassist-1119	189	33	those	those	DET
iassist-1119	189	34	results	result	NOUN
iassist-1119	189	35	are	be	AUX
iassist-1119	189	36	listed	list	VERB
iassist-1119	189	37	also	also	ADV
iassist-1119	189	38	(	(	PUNCT
iassist-1119	189	39	see	see	VERB
iassist-1119	189	40	table	table	NOUN
iassist-1119	189	41	6	6	NUM
iassist-1119	189	42	,	,	PUNCT
iassist-1119	189	43	yellow	yellow	ADJ
iassist-1119	189	44	section	section	NOUN
iassist-1119	189	45	)	)	PUNCT
iassist-1119	189	46	.	.	PUNCT
iassist-1119	190	1	for	for	ADP
iassist-1119	190	2	an	an	DET
iassist-1119	190	3	easier	easy	ADJ
iassist-1119	190	4	overview	overview	NOUN
iassist-1119	190	5	,	,	PUNCT
iassist-1119	190	6	metrics	metric	NOUN
iassist-1119	190	7	that	that	PRON
iassist-1119	190	8	improved	improve	VERB
iassist-1119	190	9	are	be	AUX
iassist-1119	190	10	indicated	indicate	VERB
iassist-1119	190	11	by	by	ADP
iassist-1119	190	12	an	an	DET
iassist-1119	190	13	x	x	NOUN
iassist-1119	190	14	in	in	ADP
iassist-1119	190	15	the	the	DET
iassist-1119	190	16	column	column	NOUN
iassist-1119	190	17	titled	title	VERB
iassist-1119	190	18	‘	'	PUNCT
iassist-1119	190	19	improvement	improvement	NOUN
iassist-1119	190	20	’	'	PUNCT
iassist-1119	190	21	.	.	PUNCT
iassist-1119	191	1	overall	overall	ADJ
iassist-1119	191	2	scores	score	NOUN
iassist-1119	191	3	for	for	ADP
iassist-1119	191	4	each	each	PRON
iassist-1119	191	5	of	of	ADP
iassist-1119	191	6	the	the	DET
iassist-1119	191	7	f.a.i.r	f.a.i.r	PROPN
iassist-1119	191	8	criteria	criterion	NOUN
iassist-1119	191	9	and	and	CCONJ
iassist-1119	191	10	the	the	DET
iassist-1119	191	11	fairness	fairness	NOUN
iassist-1119	191	12	scores	score	NOUN
iassist-1119	191	13	and	and	CCONJ
iassist-1119	191	14	percent	percent	NOUN
iassist-1119	191	15	values	value	NOUN
iassist-1119	191	16	are	be	AUX
iassist-1119	191	17	shown	show	VERB
iassist-1119	191	18	in	in	ADP
iassist-1119	191	19	the	the	DET
iassist-1119	191	20	‘	'	PUNCT
iassist-1119	191	21	total	total	ADJ
iassist-1119	191	22	’	'	PUNCT
iassist-1119	191	23	columns	column	NOUN
iassist-1119	191	24	and	and	CCONJ
iassist-1119	191	25	rows	row	NOUN
iassist-1119	191	26	.	.	PUNCT
iassist-1119	192	1	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	192	2	12/22	12/22	NUM
iassist-1119	192	3	zenk	zenk	NOUN
iassist-1119	192	4	-	-	PUNCT
iassist-1119	192	5	möltgen	möltgen	PROPN
iassist-1119	192	6	,	,	PUNCT
iassist-1119	192	7	wolfgang	wolfgang	PROPN
iassist-1119	192	8	(	(	PUNCT
iassist-1119	192	9	2025	2025	NUM
iassist-1119	192	10	)	)	PUNCT
iassist-1119	192	11	the	the	DET
iassist-1119	192	12	role	role	NOUN
iassist-1119	192	13	of	of	ADP
iassist-1119	192	14	fair	fair	ADJ
iassist-1119	192	15	principles	principle	NOUN
iassist-1119	192	16	in	in	ADP
iassist-1119	192	17	high	high	ADJ
iassist-1119	192	18	-	-	PUNCT
iassist-1119	192	19	quality	quality	NOUN
iassist-1119	192	20	research	research	NOUN
iassist-1119	192	21	data	datum	NOUN
iassist-1119	192	22	documentation	documentation	NOUN
iassist-1119	192	23	,	,	PUNCT
iassist-1119	192	24	iassist	iassist	VERB
iassist-1119	192	25	quarterly	quarterly	ADJ
iassist-1119	192	26	49(2	49(2	NUM
iassist-1119	192	27	)	)	PUNCT
iassist-1119	192	28	,	,	PUNCT
iassist-1119	192	29	pp	pp	PROPN
iassist-1119	192	30	.	.	PUNCT
iassist-1119	193	1	1	1	NUM
iassist-1119	193	2	-	-	SYM
iassist-1119	193	3	22	22	NUM
iassist-1119	193	4	.	.	PUNCT
iassist-1119	194	1	doi	doi	NOUN
iassist-1119	194	2	:	:	PUNCT
iassist-1119	194	3	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	NOUN
iassist-1119	194	4	table	table	VERB
iassist-1119	194	5	6	6	NUM
iassist-1119	194	6	:	:	PUNCT
iassist-1119	194	7	f	f	X
iassist-1119	194	8	-	-	PUNCT
iassist-1119	194	9	uji	uji	PROPN
iassist-1119	194	10	test	test	NOUN
iassist-1119	194	11	comparison	comparison	NOUN
iassist-1119	194	12	on	on	ADP
iassist-1119	194	13	nov	nov	PROPN
iassist-1119	194	14	3rd	3rd	NOUN
iassist-1119	194	15	,	,	PUNCT
iassist-1119	194	16	2023	2023	NUM
iassist-1119	194	17	,	,	PUNCT
iassist-1119	194	18	and	and	CCONJ
iassist-1119	194	19	apr	apr	NOUN
iassist-1119	194	20	29th	29th	NUM
iassist-1119	194	21	,	,	PUNCT
iassist-1119	194	22	2024	2024	NUM
iassist-1119	194	23	for	for	ADP
iassist-1119	194	24	politbarometer	politbarometer	NOUN
iassist-1119	194	25	2022	2022	NUM
iassist-1119	194	26	,	,	PUNCT
iassist-1119	194	27	https://doi.org/10.4232/1.14103	https://doi.org/10.4232/1.14103	NOUN
iassist-1119	194	28	https://doi.org/10.29173/iq1119	https://doi.org/10.29173/iq1119	X
iassist-1119	194	29	https://doi.org/10.4232/1.14103	https://doi.org/10.4232/1.14103	NOUN
iassist-1119	194	30	13/22	13/22	NUM
iassist-1119	194	31	zenk	zenk	NOUN
iassist-1119	194	32	-	-	PUNCT
iassist-1119	194	33	möltgen	möltgen	PROPN
iassist-1119	194	34	,	,	PUNCT
iassist-1119	194	35	wolfgang	wolfgang	PROPN
iassist-1119	194	36	(	(	PUNCT
iassist-1119	194	37	2024	2024	NUM
iassist-1119	194	38	)	)	PUNCT
iassist-1119	194	39	the	the	DET
iassist-1119	194	40	role	role	NOUN
iassist-1119	194	41	of	of	ADP
iassist-1119	194	42	fair	fair	ADJ
iassist-1119	194	43	principles	principle	NOUN
iassist-1119	194	44	in	in	ADP
iassist-1119	194	45	high	high	ADJ
iassist-1119	194	46	-	-	PUNCT
iassist-1119	194	47	quality	quality	NOUN
iassist-1119	194	48	research	research	NOUN
iassist-1119	194	49	data	datum	NOUN
iassist-1119	194	50	documentation	documentation	NOUN
iassist-1119	194	51	,	,	PUNCT
iassist-1119	194	52	iassist	iassist	VERB
iassist-1119	194	53	quarterly	quarterly	ADJ
iassist-1119	194	54	xx(y	xx(y	PROPN
iassist-1119	194	55	)	)	PUNCT
iassist-1119	194	56	,	,	PUNCT
iassist-1119	194	57	pp	pp	PROPN
iassist-1119	194	58	.	.	PUNCT
iassist-1119	195	1	1	1	NUM
iassist-1119	195	2	-	-	SYM
iassist-1119	195	3	5	5	NUM
iassist-1119	195	4	.	.	PUNCT
iassist-1119	195	5	doi	doi	NOUN
iassist-1119	195	6	:	:	PUNCT
iassist-1119	195	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	195	8	altogether	altogether	ADV
iassist-1119	195	9	,	,	PUNCT
iassist-1119	195	10	fairness	fairness	NOUN
iassist-1119	195	11	scores	score	NOUN
iassist-1119	195	12	were	be	AUX
iassist-1119	195	13	improved	improve	VERB
iassist-1119	195	14	from	from	ADP
iassist-1119	195	15	12.5	12.5	NUM
iassist-1119	195	16	to	to	PART
iassist-1119	195	17	18	18	NUM
iassist-1119	195	18	points	point	NOUN
iassist-1119	195	19	out	out	ADP
iassist-1119	195	20	of	of	ADP
iassist-1119	195	21	a	a	DET
iassist-1119	195	22	maximum	maximum	NOUN
iassist-1119	195	23	of	of	ADP
iassist-1119	195	24	24	24	NUM
iassist-1119	195	25	,	,	PUNCT
iassist-1119	195	26	resulting	result	VERB
iassist-1119	195	27	in	in	ADP
iassist-1119	195	28	an	an	DET
iassist-1119	195	29	increase	increase	NOUN
iassist-1119	195	30	from	from	ADP
iassist-1119	195	31	52.1	52.1	NUM
iassist-1119	195	32	%	%	NOUN
iassist-1119	195	33	to	to	PART
iassist-1119	195	34	75	75	NUM
iassist-1119	195	35	%	%	NOUN
iassist-1119	195	36	(	(	PUNCT
iassist-1119	195	37	see	see	VERB
iassist-1119	195	38	table	table	NOUN
iassist-1119	195	39	6	6	NUM
iassist-1119	195	40	)	)	PUNCT
iassist-1119	195	41	.	.	PUNCT
iassist-1119	196	1	this	this	PRON
iassist-1119	196	2	was	be	AUX
iassist-1119	196	3	accomplished	accomplish	VERB
iassist-1119	196	4	by	by	ADP
iassist-1119	196	5	changing	change	VERB
iassist-1119	196	6	data	datum	NOUN
iassist-1119	196	7	and	and	CCONJ
iassist-1119	196	8	metadata	metadata	NOUN
iassist-1119	196	9	for	for	ADP
iassist-1119	196	10	six	six	NUM
iassist-1119	196	11	of	of	ADP
iassist-1119	196	12	the	the	DET
iassist-1119	196	13	seventeen	seventeen	NUM
iassist-1119	196	14	metrics	metric	NOUN
iassist-1119	196	15	.	.	PUNCT
iassist-1119	197	1	these	these	DET
iassist-1119	197	2	six	six	NUM
iassist-1119	197	3	improvements	improvement	NOUN
iassist-1119	197	4	are	be	AUX
iassist-1119	197	5	very	very	ADV
iassist-1119	197	6	generic	generic	ADJ
iassist-1119	197	7	and	and	CCONJ
iassist-1119	197	8	do	do	AUX
iassist-1119	197	9	not	not	PART
iassist-1119	197	10	apply	apply	VERB
iassist-1119	197	11	only	only	ADV
iassist-1119	197	12	to	to	ADP
iassist-1119	197	13	this	this	DET
iassist-1119	197	14	specific	specific	ADJ
iassist-1119	197	15	study	study	NOUN
iassist-1119	197	16	,	,	PUNCT
iassist-1119	197	17	as	as	SCONJ
iassist-1119	197	18	will	will	AUX
iassist-1119	197	19	become	become	VERB
iassist-1119	197	20	clear	clear	ADJ
iassist-1119	197	21	in	in	ADP
iassist-1119	197	22	the	the	DET
iassist-1119	197	23	following	follow	VERB
iassist-1119	197	24	section	section	NOUN
iassist-1119	197	25	.	.	PUNCT
iassist-1119	198	1	the	the	DET
iassist-1119	198	2	improved	improve	VERB
iassist-1119	198	3	fairness	fairness	NOUN
iassist-1119	198	4	score	score	NOUN
iassist-1119	198	5	for	for	ADP
iassist-1119	198	6	the	the	DET
iassist-1119	198	7	politbarometer	politbarometer	NOUN
iassist-1119	198	8	2022	2022	NUM
iassist-1119	198	9	dataset	dataset	NOUN
iassist-1119	198	10	moved	move	VERB
iassist-1119	198	11	the	the	DET
iassist-1119	198	12	study	study	NOUN
iassist-1119	198	13	from	from	ADP
iassist-1119	198	14	the	the	DET
iassist-1119	198	15	‘	'	PUNCT
iassist-1119	198	16	moderate	moderate	ADJ
iassist-1119	198	17	’	'	PUNCT
iassist-1119	198	18	score	score	NOUN
iassist-1119	198	19	category	category	NOUN
iassist-1119	198	20	to	to	ADP
iassist-1119	198	21	the	the	DET
iassist-1119	198	22	‘	'	PUNCT
iassist-1119	198	23	advanced	advanced	ADJ
iassist-1119	198	24	’	'	PUNCT
iassist-1119	198	25	fairness	fairness	NOUN
iassist-1119	198	26	score	score	NOUN
iassist-1119	198	27	category	category	NOUN
iassist-1119	198	28	.	.	PUNCT
iassist-1119	199	1	the	the	DET
iassist-1119	199	2	findability	findability	NOUN
iassist-1119	199	3	score	score	NOUN
iassist-1119	199	4	for	for	ADP
iassist-1119	199	5	the	the	DET
iassist-1119	199	6	politbarometer	politbarometer	NOUN
iassist-1119	199	7	2022	2022	NUM
iassist-1119	199	8	dataset	dataset	NOUN
iassist-1119	199	9	was	be	AUX
iassist-1119	199	10	improved	improve	VERB
iassist-1119	199	11	from	from	ADP
iassist-1119	199	12	5	5	NUM
iassist-1119	199	13	to	to	PART
iassist-1119	199	14	6	6	NUM
iassist-1119	199	15	with	with	ADP
iassist-1119	199	16	this	this	DET
iassist-1119	199	17	measure	measure	NOUN
iassist-1119	199	18	,	,	PUNCT
iassist-1119	199	19	leading	lead	VERB
iassist-1119	199	20	to	to	ADP
iassist-1119	199	21	the	the	DET
iassist-1119	199	22	evaluation	evaluation	NOUN
iassist-1119	199	23	category	category	NOUN
iassist-1119	199	24	‘	'	PUNCT
iassist-1119	199	25	advanced	advanced	ADJ
iassist-1119	199	26	’	'	PUNCT
iassist-1119	199	27	instead	instead	ADV
iassist-1119	199	28	of	of	ADP
iassist-1119	199	29	‘	'	PUNCT
iassist-1119	199	30	moderate	moderate	ADJ
iassist-1119	199	31	’	'	PUNCT
iassist-1119	199	32	.	.	PUNCT
iassist-1119	200	1	the	the	DET
iassist-1119	200	2	accessibility	accessibility	NOUN
iassist-1119	200	3	score	score	NOUN
iassist-1119	200	4	for	for	ADP
iassist-1119	200	5	the	the	DET
iassist-1119	200	6	dataset	dataset	NOUN
iassist-1119	200	7	was	be	AUX
iassist-1119	200	8	increased	increase	VERB
iassist-1119	200	9	from	from	ADP
iassist-1119	200	10	1.5	1.5	NUM
iassist-1119	200	11	to	to	ADP
iassist-1119	200	12	3	3	NUM
iassist-1119	200	13	,	,	PUNCT
iassist-1119	200	14	leading	lead	VERB
iassist-1119	200	15	to	to	ADP
iassist-1119	200	16	the	the	DET
iassist-1119	200	17	evaluation	evaluation	NOUN
iassist-1119	200	18	category	category	NOUN
iassist-1119	200	19	of	of	ADP
iassist-1119	200	20	‘	'	PUNCT
iassist-1119	200	21	advanced	advanced	ADJ
iassist-1119	200	22	’	'	PUNCT
iassist-1119	200	23	instead	instead	ADV
iassist-1119	200	24	of	of	ADP
iassist-1119	200	25	‘	'	PUNCT
iassist-1119	200	26	initial	initial	ADJ
iassist-1119	200	27	’	'	PUNCT
iassist-1119	200	28	.	.	PUNCT
iassist-1119	201	1	the	the	DET
iassist-1119	201	2	interoperability	interoperability	NOUN
iassist-1119	201	3	score	score	NOUN
iassist-1119	201	4	for	for	ADP
iassist-1119	201	5	this	this	DET
iassist-1119	201	6	dataset	dataset	NOUN
iassist-1119	201	7	was	be	AUX
iassist-1119	201	8	amended	amend	VERB
iassist-1119	201	9	from	from	ADP
iassist-1119	201	10	2	2	NUM
iassist-1119	201	11	to	to	ADP
iassist-1119	201	12	3	3	NUM
iassist-1119	201	13	,	,	PUNCT
iassist-1119	201	14	leading	lead	VERB
iassist-1119	201	15	to	to	ADP
iassist-1119	201	16	an	an	DET
iassist-1119	201	17	evaluation	evaluation	NOUN
iassist-1119	201	18	of	of	ADP
iassist-1119	201	19	‘	'	PUNCT
iassist-1119	201	20	advanced	advanced	ADJ
iassist-1119	201	21	’	'	PUNCT
iassist-1119	201	22	instead	instead	ADV
iassist-1119	201	23	of	of	ADP
iassist-1119	201	24	‘	'	PUNCT
iassist-1119	201	25	moderate	moderate	ADJ
iassist-1119	201	26	’	'	PUNCT
iassist-1119	201	27	.	.	PUNCT
iassist-1119	202	1	the	the	DET
iassist-1119	202	2	reusability	reusability	NOUN
iassist-1119	202	3	score	score	NOUN
iassist-1119	202	4	for	for	ADP
iassist-1119	202	5	the	the	DET
iassist-1119	202	6	politbarometer	politbarometer	NOUN
iassist-1119	202	7	2022	2022	NUM
iassist-1119	202	8	dataset	dataset	NOUN
iassist-1119	202	9	increased	increase	VERB
iassist-1119	202	10	from	from	ADP
iassist-1119	202	11	4	4	NUM
iassist-1119	202	12	to	to	PART
iassist-1119	202	13	6	6	NUM
iassist-1119	202	14	with	with	ADP
iassist-1119	202	15	these	these	DET
iassist-1119	202	16	measures	measure	NOUN
iassist-1119	202	17	,	,	PUNCT
iassist-1119	202	18	leading	lead	VERB
iassist-1119	202	19	to	to	ADP
iassist-1119	202	20	the	the	DET
iassist-1119	202	21	evaluation	evaluation	NOUN
iassist-1119	202	22	category	category	NOUN
iassist-1119	202	23	‘	'	PUNCT
iassist-1119	202	24	moderate	moderate	ADJ
iassist-1119	202	25	’	'	PUNCT
iassist-1119	202	26	instead	instead	ADV
iassist-1119	202	27	of	of	ADP
iassist-1119	202	28	‘	'	PUNCT
iassist-1119	202	29	initial	initial	ADJ
iassist-1119	202	30	’	'	PUNCT
iassist-1119	202	31	.	.	PUNCT
iassist-1119	203	1	one	one	NUM
iassist-1119	203	2	general	general	ADJ
iassist-1119	203	3	improvement	improvement	NOUN
iassist-1119	203	4	was	be	AUX
iassist-1119	203	5	needed	need	VERB
iassist-1119	203	6	to	to	PART
iassist-1119	203	7	allow	allow	VERB
iassist-1119	203	8	the	the	DET
iassist-1119	203	9	f	f	PROPN
iassist-1119	203	10	-	-	PUNCT
iassist-1119	203	11	uji	uji	PROPN
iassist-1119	203	12	tool	tool	NOUN
iassist-1119	203	13	to	to	PART
iassist-1119	203	14	access	access	VERB
iassist-1119	203	15	the	the	DET
iassist-1119	203	16	metadata	metadata	NOUN
iassist-1119	203	17	:	:	PUNCT
iassist-1119	203	18	because	because	SCONJ
iassist-1119	203	19	the	the	DET
iassist-1119	203	20	gesis	gesis	NOUN
iassist-1119	203	21	search	search	NOUN
iassist-1119	203	22	webpage	webpage	NOUN
iassist-1119	203	23	is	be	AUX
iassist-1119	203	24	a	a	DET
iassist-1119	203	25	single	single	ADJ
iassist-1119	203	26	page	page	NOUN
iassist-1119	203	27	application	application	NOUN
iassist-1119	203	28	that	that	PRON
iassist-1119	203	29	uses	use	VERB
iassist-1119	203	30	javascript	javascript	NOUN
iassist-1119	203	31	for	for	ADP
iassist-1119	203	32	asynchronously	asynchronously	ADJ
iassist-1119	203	33	loading	loading	NOUN
iassist-1119	203	34	content	content	NOUN
iassist-1119	203	35	after	after	SCONJ
iassist-1119	203	36	the	the	DET
iassist-1119	203	37	page	page	NOUN
iassist-1119	203	38	has	have	AUX
iassist-1119	203	39	already	already	ADV
iassist-1119	203	40	been	be	AUX
iassist-1119	203	41	delivered	deliver	VERB
iassist-1119	203	42	to	to	ADP
iassist-1119	203	43	the	the	DET
iassist-1119	203	44	client	client	NOUN
iassist-1119	203	45	(	(	PUNCT
iassist-1119	203	46	ajax	ajax	ADJ
iassist-1119	203	47	)	)	PUNCT
iassist-1119	203	48	,	,	PUNCT
iassist-1119	203	49	the	the	DET
iassist-1119	203	50	f	f	PROPN
iassist-1119	203	51	-	-	PUNCT
iassist-1119	203	52	uji	uji	PROPN
iassist-1119	203	53	tool	tool	NOUN
iassist-1119	203	54	initially	initially	ADV
iassist-1119	203	55	could	could	AUX
iassist-1119	203	56	not	not	PART
iassist-1119	203	57	extract	extract	VERB
iassist-1119	203	58	the	the	DET
iassist-1119	203	59	schema.org	schema.org	ADJ
iassist-1119	203	60	metadata	metadata	NOUN
iassist-1119	203	61	that	that	PRON
iassist-1119	203	62	is	be	AUX
iassist-1119	203	63	provided	provide	VERB
iassist-1119	203	64	at	at	ADP
iassist-1119	203	65	each	each	DET
iassist-1119	203	66	doi	doi	NOUN
iassist-1119	203	67	landing	landing	NOUN
iassist-1119	203	68	page	page	NOUN
iassist-1119	203	69	.	.	PUNCT
iassist-1119	204	1	for	for	ADP
iassist-1119	204	2	that	that	DET
iassist-1119	204	3	reason	reason	NOUN
iassist-1119	204	4	,	,	PUNCT
iassist-1119	204	5	each	each	DET
iassist-1119	204	6	landing	landing	NOUN
iassist-1119	204	7	page	page	NOUN
iassist-1119	204	8	was	be	AUX
iassist-1119	204	9	modified	modify	VERB
iassist-1119	204	10	so	so	SCONJ
iassist-1119	204	11	that	that	SCONJ
iassist-1119	204	12	it	it	PRON
iassist-1119	204	13	contains	contain	VERB
iassist-1119	204	14	a	a	DET
iassist-1119	204	15	fair	fair	ADJ
iassist-1119	204	16	signposting13	signposting13	NOUN
iassist-1119	204	17	‘	'	PUNCT
iassist-1119	204	18	described	describe	VERB
iassist-1119	204	19	-	-	PUNCT
iassist-1119	204	20	by’-link	by’-link	VERB
iassist-1119	204	21	for	for	ADP
iassist-1119	204	22	retrieving	retrieve	VERB
iassist-1119	204	23	the	the	DET
iassist-1119	204	24	schema.org	schema.org	ADJ
iassist-1119	204	25	metadata	metadata	NOUN
iassist-1119	204	26	in	in	ADP
iassist-1119	204	27	json	json	PROPN
iassist-1119	204	28	-	-	PUNCT
iassist-1119	204	29	ld	ld	NOUN
iassist-1119	204	30	format	format	NOUN
iassist-1119	204	31	,	,	PUNCT
iassist-1119	204	32	which	which	PRON
iassist-1119	204	33	is	be	AUX
iassist-1119	204	34	supported	support	VERB
iassist-1119	204	35	by	by	ADP
iassist-1119	204	36	the	the	DET
iassist-1119	204	37	f	f	PROPN
iassist-1119	204	38	-	-	PUNCT
iassist-1119	204	39	uji	uji	PROPN
iassist-1119	204	40	tool	tool	NOUN
iassist-1119	204	41	(	(	PUNCT
iassist-1119	204	42	and	and	CCONJ
iassist-1119	204	43	other	other	ADJ
iassist-1119	204	44	tools	tool	NOUN
iassist-1119	204	45	)	)	PUNCT
iassist-1119	204	46	.	.	PUNCT
iassist-1119	205	1	the	the	DET
iassist-1119	205	2	metadata	metadata	NOUN
iassist-1119	205	3	of	of	ADP
iassist-1119	205	4	the	the	DET
iassist-1119	205	5	example	example	NOUN
iassist-1119	205	6	politbarometer	politbarometer	NOUN
iassist-1119	205	7	2022	2022	NUM
iassist-1119	205	8	dataset	dataset	NOUN
iassist-1119	205	9	is	be	AUX
iassist-1119	205	10	displayed	display	VERB
iassist-1119	205	11	in	in	ADP
iassist-1119	205	12	figure	figure	NOUN
iassist-1119	205	13	5	5	NUM
iassist-1119	205	14	.	.	PUNCT
iassist-1119	205	15	subsequent	subsequent	ADJ
iassist-1119	205	16	improvements	improvement	NOUN
iassist-1119	205	17	for	for	ADP
iassist-1119	205	18	the	the	DET
iassist-1119	205	19	f	f	PROPN
iassist-1119	205	20	-	-	PUNCT
iassist-1119	205	21	uji	uji	PROPN
iassist-1119	205	22	tool	tool	NOUN
iassist-1119	205	23	assessment	assessment	NOUN
iassist-1119	205	24	were	be	AUX
iassist-1119	205	25	dependent	dependent	ADJ
iassist-1119	205	26	on	on	ADP
iassist-1119	205	27	this	this	DET
iassist-1119	205	28	first	first	ADJ
iassist-1119	205	29	change	change	NOUN
iassist-1119	205	30	in	in	ADP
iassist-1119	205	31	the	the	DET
iassist-1119	205	32	architecture	architecture	NOUN
iassist-1119	205	33	of	of	ADP
iassist-1119	205	34	the	the	DET
iassist-1119	205	35	gesis	gesis	NOUN
iassist-1119	205	36	search	search	NOUN
iassist-1119	205	37	webpage	webpage	NOUN
iassist-1119	205	38	.	.	PUNCT
iassist-1119	206	1	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	206	2	14/22	14/22	NUM
iassist-1119	206	3	zenk	zenk	NOUN
iassist-1119	206	4	-	-	PUNCT
iassist-1119	206	5	möltgen	möltgen	PROPN
iassist-1119	206	6	,	,	PUNCT
iassist-1119	206	7	wolfgang	wolfgang	PROPN
iassist-1119	206	8	(	(	PUNCT
iassist-1119	206	9	2024	2024	NUM
iassist-1119	206	10	)	)	PUNCT
iassist-1119	206	11	the	the	DET
iassist-1119	206	12	role	role	NOUN
iassist-1119	206	13	of	of	ADP
iassist-1119	206	14	fair	fair	ADJ
iassist-1119	206	15	principles	principle	NOUN
iassist-1119	206	16	in	in	ADP
iassist-1119	206	17	high	high	ADJ
iassist-1119	206	18	-	-	PUNCT
iassist-1119	206	19	quality	quality	NOUN
iassist-1119	206	20	research	research	NOUN
iassist-1119	206	21	data	datum	NOUN
iassist-1119	206	22	documentation	documentation	NOUN
iassist-1119	206	23	,	,	PUNCT
iassist-1119	206	24	iassist	iassist	VERB
iassist-1119	206	25	quarterly	quarterly	ADJ
iassist-1119	206	26	xx(y	xx(y	PROPN
iassist-1119	206	27	)	)	PUNCT
iassist-1119	206	28	,	,	PUNCT
iassist-1119	206	29	pp	pp	PROPN
iassist-1119	206	30	.	.	PUNCT
iassist-1119	207	1	1	1	NUM
iassist-1119	207	2	-	-	SYM
iassist-1119	207	3	5	5	NUM
iassist-1119	207	4	.	.	PUNCT
iassist-1119	207	5	doi	doi	NOUN
iassist-1119	207	6	:	:	PUNCT
iassist-1119	207	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	207	8	figure	figure	NOUN
iassist-1119	207	9	5	5	NUM
iassist-1119	207	10	:	:	PUNCT
iassist-1119	207	11	metadata	metadata	NOUN
iassist-1119	207	12	in	in	ADP
iassist-1119	207	13	json	json	PROPN
iassist-1119	207	14	-	-	PUNCT
iassist-1119	207	15	ld	ld	NOUN
iassist-1119	207	16	format	format	NOUN
iassist-1119	207	17	for	for	ADP
iassist-1119	207	18	politbarometer	politbarometer	NOUN
iassist-1119	207	19	2022	2022	NUM
iassist-1119	207	20	,	,	PUNCT
iassist-1119	207	21	https://doi.org/10.4232/1.14103	https://doi.org/10.4232/1.14103	NOUN
iassist-1119	207	22	findability	findability	NOUN
iassist-1119	207	23	in	in	ADP
iassist-1119	207	24	the	the	DET
iassist-1119	207	25	area	area	NOUN
iassist-1119	207	26	of	of	ADP
iassist-1119	207	27	findability	findability	NOUN
iassist-1119	207	28	,	,	PUNCT
iassist-1119	207	29	f	f	X
iassist-1119	207	30	-	-	PUNCT
iassist-1119	207	31	uji	uji	PROPN
iassist-1119	207	32	test	test	NOUN
iassist-1119	207	33	scores	score	NOUN
iassist-1119	207	34	were	be	AUX
iassist-1119	207	35	improved	improve	VERB
iassist-1119	207	36	for	for	ADP
iassist-1119	207	37	:	:	PUNCT
iassist-1119	207	38	fsf	fsf	PROPN
iassist-1119	207	39	-	-	PUNCT
iassist-1119	207	40	f3	f3	PROPN
iassist-1119	207	41	-	-	PUNCT
iassist-1119	207	42	01m-1	01m-1	VERB
iassist-1119	207	43	metadata	metadata	NOUN
iassist-1119	207	44	contains	contain	VERB
iassist-1119	207	45	data	datum	NOUN
iassist-1119	207	46	content	content	NOUN
iassist-1119	207	47	related	relate	VERB
iassist-1119	207	48	information	information	NOUN
iassist-1119	207	49	(	(	PUNCT
iassist-1119	207	50	file	file	NOUN
iassist-1119	207	51	name	name	NOUN
iassist-1119	207	52	,	,	PUNCT
iassist-1119	207	53	size	size	NOUN
iassist-1119	207	54	,	,	PUNCT
iassist-1119	207	55	type	type	NOUN
iassist-1119	207	56	)	)	PUNCT
iassist-1119	207	57	.	.	PUNCT
iassist-1119	208	1	fsf	fsf	PROPN
iassist-1119	208	2	-	-	PUNCT
iassist-1119	208	3	f3	f3	PROPN
iassist-1119	208	4	-	-	PUNCT
iassist-1119	208	5	01m-2	01m-2	NOUN
iassist-1119	208	6	metadata	metadata	NOUN
iassist-1119	208	7	contains	contain	VERB
iassist-1119	208	8	a	a	DET
iassist-1119	208	9	pid	pid	NOUN
iassist-1119	208	10	or	or	CCONJ
iassist-1119	208	11	url	url	X
iassist-1119	208	12	which	which	PRON
iassist-1119	208	13	indicates	indicate	VERB
iassist-1119	208	14	the	the	DET
iassist-1119	208	15	location	location	NOUN
iassist-1119	208	16	of	of	ADP
iassist-1119	208	17	the	the	DET
iassist-1119	208	18	downloadable	downloadable	ADJ
iassist-1119	208	19	data	datum	NOUN
iassist-1119	208	20	content	content	NOUN
iassist-1119	208	21	.	.	PUNCT
iassist-1119	209	1	since	since	SCONJ
iassist-1119	209	2	data	datum	NOUN
iassist-1119	209	3	downloads	download	NOUN
iassist-1119	209	4	are	be	AUX
iassist-1119	209	5	already	already	ADV
iassist-1119	209	6	part	part	NOUN
iassist-1119	209	7	of	of	ADP
iassist-1119	209	8	the	the	DET
iassist-1119	209	9	gesis	gesis	NOUN
iassist-1119	209	10	search	search	NOUN
iassist-1119	209	11	webpage	webpage	NOUN
iassist-1119	209	12	,	,	PUNCT
iassist-1119	209	13	the	the	DET
iassist-1119	209	14	information	information	NOUN
iassist-1119	209	15	about	about	ADP
iassist-1119	209	16	downloadable	downloadable	ADJ
iassist-1119	209	17	files	file	NOUN
iassist-1119	209	18	,	,	PUNCT
iassist-1119	209	19	their	their	PRON
iassist-1119	209	20	name	name	NOUN
iassist-1119	209	21	,	,	PUNCT
iassist-1119	209	22	format	format	NOUN
iassist-1119	209	23	,	,	PUNCT
iassist-1119	209	24	size	size	NOUN
iassist-1119	209	25	,	,	PUNCT
iassist-1119	209	26	and	and	CCONJ
iassist-1119	209	27	url	url	NOUN
iassist-1119	209	28	were	be	AUX
iassist-1119	209	29	available	available	ADJ
iassist-1119	209	30	.	.	PUNCT
iassist-1119	210	1	this	this	DET
iassist-1119	210	2	metadata	metadata	NOUN
iassist-1119	210	3	was	be	AUX
iassist-1119	210	4	included	include	VERB
iassist-1119	210	5	into	into	ADP
iassist-1119	210	6	the	the	DET
iassist-1119	210	7	json	json	NOUN
iassist-1119	210	8	-	-	PUNCT
iassist-1119	210	9	ld	ld	NOUN
iassist-1119	210	10	metadata	metadata	NOUN
iassist-1119	210	11	,	,	PUNCT
iassist-1119	210	12	allowing	allow	VERB
iassist-1119	210	13	the	the	DET
iassist-1119	210	14	f	f	PROPN
iassist-1119	210	15	-	-	PUNCT
iassist-1119	210	16	uji	uji	PROPN
iassist-1119	210	17	tool	tool	NOUN
iassist-1119	210	18	to	to	PART
iassist-1119	210	19	extract	extract	VERB
iassist-1119	210	20	this	this	DET
iassist-1119	210	21	information	information	NOUN
iassist-1119	210	22	.	.	PUNCT
iassist-1119	211	1	having	have	VERB
iassist-1119	211	2	the	the	DET
iassist-1119	211	3	name	name	NOUN
iassist-1119	211	4	,	,	PUNCT
iassist-1119	211	5	size	size	NOUN
iassist-1119	211	6	and	and	CCONJ
iassist-1119	211	7	type	type	NOUN
iassist-1119	211	8	specified	specify	VERB
iassist-1119	211	9	led	lead	VERB
iassist-1119	211	10	to	to	ADP
iassist-1119	211	11	improvement	improvement	NOUN
iassist-1119	211	12	in	in	ADP
iassist-1119	211	13	the	the	DET
iassist-1119	211	14	score	score	NOUN
iassist-1119	211	15	of	of	ADP
iassist-1119	211	16	the	the	DET
iassist-1119	211	17	first	first	ADJ
iassist-1119	211	18	metric	metric	NOUN
iassist-1119	211	19	.	.	PUNCT
iassist-1119	212	1	providing	provide	VERB
iassist-1119	212	2	the	the	DET
iassist-1119	212	3	url	url	NOUN
iassist-1119	212	4	for	for	ADP
iassist-1119	212	5	accessing	access	VERB
iassist-1119	212	6	the	the	DET
iassist-1119	212	7	dataset	dataset	NOUN
iassist-1119	212	8	resulted	result	VERB
iassist-1119	212	9	in	in	ADP
iassist-1119	212	10	the	the	DET
iassist-1119	212	11	second	second	ADJ
iassist-1119	212	12	improvement	improvement	NOUN
iassist-1119	212	13	,	,	PUNCT
iassist-1119	212	14	even	even	ADV
iassist-1119	212	15	when	when	SCONJ
iassist-1119	212	16	the	the	DET
iassist-1119	212	17	download	download	NOUN
iassist-1119	212	18	is	be	AUX
iassist-1119	212	19	possible	possible	ADJ
iassist-1119	212	20	only	only	ADV
iassist-1119	212	21	for	for	ADP
iassist-1119	212	22	registered	register	VERB
iassist-1119	212	23	users	user	NOUN
iassist-1119	212	24	.	.	PUNCT
iassist-1119	213	1	the	the	DET
iassist-1119	213	2	improvement	improvement	NOUN
iassist-1119	213	3	in	in	ADP
iassist-1119	213	4	the	the	DET
iassist-1119	213	5	findability	findability	NOUN
iassist-1119	213	6	score	score	NOUN
iassist-1119	213	7	is	be	AUX
iassist-1119	213	8	relevant	relevant	ADJ
iassist-1119	213	9	for	for	ADP
iassist-1119	213	10	all	all	DET
iassist-1119	213	11	studies	study	NOUN
iassist-1119	213	12	with	with	ADP
iassist-1119	213	13	downloadable	downloadable	ADJ
iassist-1119	213	14	data	data	NOUN
iassist-1119	213	15	files	file	NOUN
iassist-1119	213	16	which	which	PRON
iassist-1119	213	17	are	be	AUX
iassist-1119	213	18	the	the	DET
iassist-1119	213	19	majority	majority	NOUN
iassist-1119	213	20	of	of	ADP
iassist-1119	213	21	studies	study	NOUN
iassist-1119	213	22	on	on	ADP
iassist-1119	213	23	the	the	DET
iassist-1119	213	24	gesis	gesis	NOUN
iassist-1119	213	25	data	datum	NOUN
iassist-1119	213	26	archive	archive	NOUN
iassist-1119	213	27	.	.	PUNCT
iassist-1119	214	1	accessibility	accessibility	NOUN
iassist-1119	214	2	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	214	3	https://doi.org/10.4232/1.14103	https://doi.org/10.4232/1.14103	PROPN
iassist-1119	214	4	15/22	15/22	NUM
iassist-1119	214	5	zenk	zenk	NOUN
iassist-1119	214	6	-	-	PUNCT
iassist-1119	214	7	möltgen	möltgen	PROPN
iassist-1119	214	8	,	,	PUNCT
iassist-1119	214	9	wolfgang	wolfgang	PROPN
iassist-1119	214	10	(	(	PUNCT
iassist-1119	214	11	2024	2024	NUM
iassist-1119	214	12	)	)	PUNCT
iassist-1119	214	13	the	the	DET
iassist-1119	214	14	role	role	NOUN
iassist-1119	214	15	of	of	ADP
iassist-1119	214	16	fair	fair	ADJ
iassist-1119	214	17	principles	principle	NOUN
iassist-1119	214	18	in	in	ADP
iassist-1119	214	19	high	high	ADJ
iassist-1119	214	20	-	-	PUNCT
iassist-1119	214	21	quality	quality	NOUN
iassist-1119	214	22	research	research	NOUN
iassist-1119	214	23	data	datum	NOUN
iassist-1119	214	24	documentation	documentation	NOUN
iassist-1119	214	25	,	,	PUNCT
iassist-1119	214	26	iassist	iassist	VERB
iassist-1119	214	27	quarterly	quarterly	ADJ
iassist-1119	214	28	xx(y	xx(y	PROPN
iassist-1119	214	29	)	)	PUNCT
iassist-1119	214	30	,	,	PUNCT
iassist-1119	214	31	pp	pp	PROPN
iassist-1119	214	32	.	.	PUNCT
iassist-1119	215	1	1	1	NUM
iassist-1119	215	2	-	-	SYM
iassist-1119	215	3	5	5	NUM
iassist-1119	215	4	.	.	PUNCT
iassist-1119	215	5	doi	doi	NOUN
iassist-1119	215	6	:	:	PUNCT
iassist-1119	215	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	215	8	in	in	ADP
iassist-1119	215	9	the	the	DET
iassist-1119	215	10	accessibility	accessibility	NOUN
iassist-1119	215	11	category	category	NOUN
iassist-1119	215	12	the	the	DET
iassist-1119	215	13	f	f	PROPN
iassist-1119	215	14	-	-	PUNCT
iassist-1119	215	15	uji	uji	PROPN
iassist-1119	215	16	test	test	NOUN
iassist-1119	215	17	scores	score	NOUN
iassist-1119	215	18	were	be	AUX
iassist-1119	215	19	improved	improve	VERB
iassist-1119	215	20	for	for	ADP
iassist-1119	215	21	:	:	PUNCT
iassist-1119	215	22	fsf	fsf	PROPN
iassist-1119	215	23	-	-	PUNCT
iassist-1119	215	24	a1	a1	NOUN
iassist-1119	215	25	-	-	PUNCT
iassist-1119	215	26	01m-2	01m-2	NOUN
iassist-1119	215	27	data	datum	NOUN
iassist-1119	215	28	access	access	NOUN
iassist-1119	215	29	information	information	NOUN
iassist-1119	215	30	is	be	AUX
iassist-1119	215	31	machine	machine	NOUN
iassist-1119	215	32	readable	readable	ADJ
iassist-1119	215	33	.	.	PUNCT
iassist-1119	216	1	fsf	fsf	PROPN
iassist-1119	216	2	-	-	PUNCT
iassist-1119	216	3	a1	a1	NOUN
iassist-1119	216	4	-	-	PUNCT
iassist-1119	216	5	03d-1	03d-1	NUM
iassist-1119	216	6	metadata	metadata	NOUN
iassist-1119	216	7	includes	include	VERB
iassist-1119	216	8	a	a	DET
iassist-1119	216	9	resolvable	resolvable	ADJ
iassist-1119	216	10	link	link	NOUN
iassist-1119	216	11	to	to	ADP
iassist-1119	216	12	data	datum	NOUN
iassist-1119	216	13	based	base	VERB
iassist-1119	216	14	on	on	ADP
iassist-1119	216	15	standardized	standardized	ADJ
iassist-1119	216	16	web	web	NOUN
iassist-1119	216	17	communication	communication	NOUN
iassist-1119	216	18	protocols	protocol	NOUN
iassist-1119	216	19	.	.	PUNCT
iassist-1119	217	1	the	the	DET
iassist-1119	217	2	first	first	ADJ
iassist-1119	217	3	improvement	improvement	NOUN
iassist-1119	217	4	for	for	ADP
iassist-1119	217	5	data	datum	NOUN
iassist-1119	217	6	access	access	NOUN
iassist-1119	217	7	information	information	NOUN
iassist-1119	217	8	consists	consist	VERB
iassist-1119	217	9	of	of	ADP
iassist-1119	217	10	specifying	specify	VERB
iassist-1119	217	11	the	the	DET
iassist-1119	217	12	json	json	NOUN
iassist-1119	217	13	-	-	PUNCT
iassist-1119	217	14	ld	ld	NOUN
iassist-1119	217	15	fields	field	NOUN
iassist-1119	217	16	‘	'	PUNCT
iassist-1119	217	17	conditionsofaccess	conditionsofaccess	NOUN
iassist-1119	217	18	’	'	PUNCT
iassist-1119	217	19	(	(	PUNCT
iassist-1119	217	20	free	free	ADJ
iassist-1119	217	21	text	text	NOUN
iassist-1119	217	22	)	)	PUNCT
iassist-1119	217	23	and	and	CCONJ
iassist-1119	217	24	‘	'	PUNCT
iassist-1119	217	25	isaccessibleforfree	isaccessibleforfree	ADJ
iassist-1119	217	26	’	'	PUNCT
iassist-1119	217	27	(	(	PUNCT
iassist-1119	217	28	controlled	control	VERB
iassist-1119	217	29	vocabulary	vocabulary	NOUN
iassist-1119	217	30	)	)	PUNCT
iassist-1119	217	31	.	.	PUNCT
iassist-1119	218	1	this	this	PRON
iassist-1119	218	2	allowed	allow	VERB
iassist-1119	218	3	the	the	DET
iassist-1119	218	4	fuji	fuji	PROPN
iassist-1119	218	5	tool	tool	NOUN
iassist-1119	218	6	to	to	PART
iassist-1119	218	7	extract	extract	VERB
iassist-1119	218	8	the	the	DET
iassist-1119	218	9	data	datum	NOUN
iassist-1119	218	10	access	access	NOUN
iassist-1119	218	11	type	type	NOUN
iassist-1119	218	12	.	.	PUNCT
iassist-1119	219	1	providing	provide	VERB
iassist-1119	219	2	this	this	DET
iassist-1119	219	3	information	information	NOUN
iassist-1119	219	4	was	be	AUX
iassist-1119	219	5	easy	easy	ADJ
iassist-1119	219	6	since	since	SCONJ
iassist-1119	219	7	this	this	DET
iassist-1119	219	8	metadata	metadata	NOUN
iassist-1119	219	9	is	be	AUX
iassist-1119	219	10	available	available	ADJ
iassist-1119	219	11	for	for	ADP
iassist-1119	219	12	all	all	DET
iassist-1119	219	13	studies	study	NOUN
iassist-1119	219	14	at	at	ADP
iassist-1119	219	15	the	the	DET
iassist-1119	219	16	gesis	gesis	NOUN
iassist-1119	219	17	data	datum	NOUN
iassist-1119	219	18	archive	archive	NOUN
iassist-1119	219	19	.	.	PUNCT
iassist-1119	220	1	the	the	DET
iassist-1119	220	2	second	second	ADJ
iassist-1119	220	3	improvement	improvement	NOUN
iassist-1119	220	4	was	be	AUX
iassist-1119	220	5	solved	solve	VERB
iassist-1119	220	6	by	by	ADP
iassist-1119	220	7	the	the	DET
iassist-1119	220	8	implementation	implementation	NOUN
iassist-1119	220	9	of	of	ADP
iassist-1119	220	10	the	the	DET
iassist-1119	220	11	findability	findability	NOUN
iassist-1119	220	12	measure	measure	NOUN
iassist-1119	220	13	of	of	ADP
iassist-1119	220	14	providing	provide	VERB
iassist-1119	220	15	a	a	DET
iassist-1119	220	16	url	url	NOUN
iassist-1119	220	17	to	to	ADP
iassist-1119	220	18	the	the	DET
iassist-1119	220	19	downloadable	downloadable	ADJ
iassist-1119	220	20	dataset	dataset	NOUN
iassist-1119	220	21	(	(	PUNCT
iassist-1119	220	22	see	see	VERB
iassist-1119	220	23	above	above	ADV
iassist-1119	220	24	)	)	PUNCT
iassist-1119	220	25	.	.	PUNCT
iassist-1119	221	1	a	a	DET
iassist-1119	221	2	url	url	NOUN
iassist-1119	221	3	starting	start	VERB
iassist-1119	221	4	with	with	ADP
iassist-1119	221	5	‘	'	PUNCT
iassist-1119	221	6	https	https	NOUN
iassist-1119	221	7	’	'	PUNCT
iassist-1119	221	8	is	be	AUX
iassist-1119	221	9	recognized	recognize	VERB
iassist-1119	221	10	by	by	ADP
iassist-1119	221	11	the	the	DET
iassist-1119	221	12	f	f	PROPN
iassist-1119	221	13	-	-	PUNCT
iassist-1119	221	14	uji	uji	PROPN
iassist-1119	221	15	tool	tool	NOUN
iassist-1119	221	16	as	as	ADP
iassist-1119	221	17	a	a	DET
iassist-1119	221	18	standard	standard	ADJ
iassist-1119	221	19	web	web	NOUN
iassist-1119	221	20	-	-	NOUN
iassist-1119	221	21	protocol	protocol	NOUN
iassist-1119	221	22	and	and	CCONJ
iassist-1119	221	23	therefore	therefore	ADV
iassist-1119	221	24	this	this	DET
iassist-1119	221	25	improvement	improvement	NOUN
iassist-1119	221	26	affects	affect	VERB
iassist-1119	221	27	all	all	DET
iassist-1119	221	28	studies	study	NOUN
iassist-1119	221	29	with	with	ADP
iassist-1119	221	30	provided	provide	VERB
iassist-1119	221	31	data	datum	NOUN
iassist-1119	221	32	download	download	NOUN
iassist-1119	221	33	links	link	NOUN
iassist-1119	221	34	.	.	PUNCT
iassist-1119	222	1	interoperability	interoperability	NOUN
iassist-1119	222	2	in	in	ADP
iassist-1119	222	3	the	the	DET
iassist-1119	222	4	interoperability	interoperability	NOUN
iassist-1119	222	5	category	category	NOUN
iassist-1119	222	6	,	,	PUNCT
iassist-1119	222	7	f	f	X
iassist-1119	222	8	-	-	PUNCT
iassist-1119	222	9	uji	uji	PROPN
iassist-1119	222	10	test	test	NOUN
iassist-1119	222	11	scores	score	NOUN
iassist-1119	222	12	were	be	AUX
iassist-1119	222	13	improved	improve	VERB
iassist-1119	222	14	for	for	ADP
iassist-1119	222	15	:	:	PUNCT
iassist-1119	222	16	fsf	fsf	PROPN
iassist-1119	222	17	-	-	PUNCT
iassist-1119	222	18	i3	i3	PROPN
iassist-1119	222	19	-	-	PUNCT
iassist-1119	222	20	01m-1	01m-1	VERB
iassist-1119	222	21	related	related	ADJ
iassist-1119	222	22	resources	resource	NOUN
iassist-1119	222	23	are	be	AUX
iassist-1119	222	24	explicitly	explicitly	ADV
iassist-1119	222	25	mentioned	mention	VERB
iassist-1119	222	26	in	in	ADP
iassist-1119	222	27	metadata	metadata	NOUN
iassist-1119	222	28	.	.	PUNCT
iassist-1119	223	1	to	to	PART
iassist-1119	223	2	achieve	achieve	VERB
iassist-1119	223	3	this	this	DET
iassist-1119	223	4	improvement	improvement	NOUN
iassist-1119	223	5	rdf	rdf	VERB
iassist-1119	223	6	fair	fair	ADJ
iassist-1119	223	7	signposting	signposting	ADJ
iassist-1119	223	8	link	link	NOUN
iassist-1119	223	9	headers	header	NOUN
iassist-1119	223	10	were	be	AUX
iassist-1119	223	11	added	add	VERB
iassist-1119	223	12	into	into	ADP
iassist-1119	223	13	the	the	DET
iassist-1119	223	14	html	html	NOUN
iassist-1119	223	15	source	source	NOUN
iassist-1119	223	16	of	of	ADP
iassist-1119	223	17	the	the	DET
iassist-1119	223	18	landing	landing	NOUN
iassist-1119	223	19	page	page	NOUN
iassist-1119	223	20	.	.	PUNCT
iassist-1119	224	1	this	this	DET
iassist-1119	224	2	technique	technique	NOUN
iassist-1119	224	3	helps	help	VERB
iassist-1119	224	4	to	to	PART
iassist-1119	224	5	identify	identify	VERB
iassist-1119	224	6	data	datum	NOUN
iassist-1119	224	7	resources	resource	NOUN
iassist-1119	224	8	that	that	PRON
iassist-1119	224	9	are	be	AUX
iassist-1119	224	10	machine	machine	NOUN
iassist-1119	224	11	-	-	PUNCT
iassist-1119	224	12	actionable	actionable	ADJ
iassist-1119	224	13	on	on	ADP
iassist-1119	224	14	the	the	DET
iassist-1119	224	15	web	web	NOUN
iassist-1119	224	16	,	,	PUNCT
iassist-1119	224	17	and	and	CCONJ
iassist-1119	224	18	it	it	PRON
iassist-1119	224	19	allows	allow	VERB
iassist-1119	224	20	to	to	PART
iassist-1119	224	21	specify	specify	VERB
iassist-1119	224	22	metadata	metadata	NOUN
iassist-1119	224	23	independently	independently	ADV
iassist-1119	224	24	from	from	ADP
iassist-1119	224	25	a	a	DET
iassist-1119	224	26	specific	specific	ADJ
iassist-1119	224	27	fair	fair	ADJ
iassist-1119	224	28	assessment	assessment	NOUN
iassist-1119	224	29	tool	tool	NOUN
iassist-1119	224	30	.	.	PUNCT
iassist-1119	225	1	this	this	DET
iassist-1119	225	2	change	change	NOUN
iassist-1119	225	3	was	be	AUX
iassist-1119	225	4	implemented	implement	VERB
iassist-1119	225	5	for	for	ADP
iassist-1119	225	6	all	all	DET
iassist-1119	225	7	studies	study	NOUN
iassist-1119	225	8	archived	archive	VERB
iassist-1119	225	9	at	at	ADP
iassist-1119	225	10	the	the	DET
iassist-1119	225	11	gesis	gesis	NOUN
iassist-1119	225	12	data	datum	NOUN
iassist-1119	225	13	archive	archive	NOUN
iassist-1119	225	14	.	.	PUNCT
iassist-1119	226	1	as	as	ADP
iassist-1119	226	2	a	a	DET
iassist-1119	226	3	result	result	NOUN
iassist-1119	226	4	,	,	PUNCT
iassist-1119	226	5	the	the	DET
iassist-1119	226	6	f	f	PROPN
iassist-1119	226	7	-	-	PUNCT
iassist-1119	226	8	uji	uji	PROPN
iassist-1119	226	9	tool	tool	NOUN
iassist-1119	226	10	assessments	assessment	NOUN
iassist-1119	226	11	were	be	AUX
iassist-1119	226	12	improved	improve	VERB
iassist-1119	226	13	.	.	PUNCT
iassist-1119	227	1	reusability	reusability	NOUN
iassist-1119	227	2	for	for	ADP
iassist-1119	227	3	the	the	DET
iassist-1119	227	4	reusability	reusability	NOUN
iassist-1119	227	5	category	category	NOUN
iassist-1119	227	6	,	,	PUNCT
iassist-1119	227	7	f	f	X
iassist-1119	227	8	-	-	PUNCT
iassist-1119	227	9	uji	uji	PROPN
iassist-1119	227	10	test	test	NOUN
iassist-1119	227	11	scores	score	NOUN
iassist-1119	227	12	were	be	AUX
iassist-1119	227	13	enhanced	enhance	VERB
iassist-1119	227	14	for	for	ADP
iassist-1119	227	15	:	:	PUNCT
iassist-1119	227	16	fsf	fsf	PROPN
iassist-1119	227	17	-	-	PUNCT
iassist-1119	227	18	r1	r1	PROPN
iassist-1119	227	19	-	-	PUNCT
iassist-1119	227	20	01md-2	01md-2	PRON
iassist-1119	227	21	verifiable	verifiable	ADJ
iassist-1119	227	22	data	datum	NOUN
iassist-1119	227	23	descriptors	descriptor	NOUN
iassist-1119	227	24	(	(	PUNCT
iassist-1119	227	25	file	file	NOUN
iassist-1119	227	26	info	info	NOUN
iassist-1119	227	27	,	,	PUNCT
iassist-1119	227	28	measured	measure	VERB
iassist-1119	227	29	variables	variable	NOUN
iassist-1119	227	30	or	or	CCONJ
iassist-1119	227	31	observation	observation	NOUN
iassist-1119	227	32	types	type	NOUN
iassist-1119	227	33	)	)	PUNCT
iassist-1119	227	34	are	be	AUX
iassist-1119	227	35	specified	specify	VERB
iassist-1119	227	36	in	in	ADP
iassist-1119	227	37	metadata	metadata	NOUN
iassist-1119	227	38	.	.	PUNCT
iassist-1119	228	1	fsf	fsf	PROPN
iassist-1119	228	2	-	-	PUNCT
iassist-1119	228	3	r1.3	r1.3	PROPN
iassist-1119	228	4	-	-	PUNCT
iassist-1119	228	5	02d-1	02d-1	NOUN
iassist-1119	228	6	the	the	DET
iassist-1119	228	7	format	format	NOUN
iassist-1119	228	8	of	of	ADP
iassist-1119	228	9	a	a	DET
iassist-1119	228	10	data	data	NOUN
iassist-1119	228	11	file	file	NOUN
iassist-1119	228	12	given	give	VERB
iassist-1119	228	13	in	in	ADP
iassist-1119	228	14	the	the	DET
iassist-1119	228	15	metadata	metadata	NOUN
iassist-1119	228	16	is	be	AUX
iassist-1119	228	17	listed	list	VERB
iassist-1119	228	18	in	in	ADP
iassist-1119	228	19	the	the	DET
iassist-1119	228	20	long	long	ADJ
iassist-1119	228	21	-	-	PUNCT
iassist-1119	228	22	term	term	NOUN
iassist-1119	228	23	file	file	NOUN
iassist-1119	228	24	formats	format	NOUN
iassist-1119	228	25	,	,	PUNCT
iassist-1119	228	26	open	open	ADJ
iassist-1119	228	27	file	file	NOUN
iassist-1119	228	28	formats	format	NOUN
iassist-1119	228	29	or	or	CCONJ
iassist-1119	228	30	scientific	scientific	ADJ
iassist-1119	228	31	file	file	NOUN
iassist-1119	228	32	formats	format	NOUN
iassist-1119	228	33	controlled	control	VERB
iassist-1119	228	34	list	list	NOUN
iassist-1119	228	35	.	.	PUNCT
iassist-1119	229	1	the	the	DET
iassist-1119	229	2	measure	measure	NOUN
iassist-1119	229	3	for	for	ADP
iassist-1119	229	4	the	the	DET
iassist-1119	229	5	first	first	ADJ
iassist-1119	229	6	improvement	improvement	NOUN
iassist-1119	229	7	is	be	AUX
iassist-1119	229	8	again	again	ADV
iassist-1119	229	9	due	due	ADP
iassist-1119	229	10	to	to	ADP
iassist-1119	229	11	the	the	DET
iassist-1119	229	12	findability	findability	NOUN
iassist-1119	229	13	improvement	improvement	NOUN
iassist-1119	229	14	(	(	PUNCT
iassist-1119	229	15	see	see	VERB
iassist-1119	229	16	above	above	ADV
iassist-1119	229	17	):	):	PUNCT
iassist-1119	229	18	providing	provide	VERB
iassist-1119	229	19	the	the	DET
iassist-1119	229	20	data	datum	NOUN
iassist-1119	229	21	download	download	NOUN
iassist-1119	229	22	url	url	PROPN
iassist-1119	229	23	also	also	ADV
iassist-1119	229	24	improves	improve	VERB
iassist-1119	229	25	this	this	DET
iassist-1119	229	26	score	score	NOUN
iassist-1119	229	27	for	for	ADP
iassist-1119	229	28	interoperability	interoperability	NOUN
iassist-1119	229	29	.	.	PUNCT
iassist-1119	230	1	again	again	ADV
iassist-1119	230	2	,	,	PUNCT
iassist-1119	230	3	studies	study	NOUN
iassist-1119	230	4	with	with	ADP
iassist-1119	230	5	available	available	ADJ
iassist-1119	230	6	data	data	NOUN
iassist-1119	230	7	downloads	download	NOUN
iassist-1119	230	8	benefit	benefit	VERB
iassist-1119	230	9	from	from	ADP
iassist-1119	230	10	this	this	DET
iassist-1119	230	11	improvement	improvement	NOUN
iassist-1119	230	12	.	.	PUNCT
iassist-1119	231	1	the	the	DET
iassist-1119	231	2	second	second	ADJ
iassist-1119	231	3	improvement	improvement	NOUN
iassist-1119	231	4	was	be	AUX
iassist-1119	231	5	possible	possible	ADJ
iassist-1119	231	6	because	because	SCONJ
iassist-1119	231	7	the	the	DET
iassist-1119	231	8	gesis	gesis	NOUN
iassist-1119	231	9	data	datum	NOUN
iassist-1119	231	10	archive	archive	NOUN
iassist-1119	231	11	provides	provide	VERB
iassist-1119	231	12	most	most	ADJ
iassist-1119	231	13	data	datum	NOUN
iassist-1119	231	14	files	file	NOUN
iassist-1119	231	15	as	as	ADP
iassist-1119	231	16	spss	spss	NOUN
iassist-1119	231	17	and/or	and/or	CCONJ
iassist-1119	231	18	stata	stata	VERB
iassist-1119	231	19	files	file	NOUN
iassist-1119	231	20	.	.	PUNCT
iassist-1119	232	1	the	the	DET
iassist-1119	232	2	formats	format	NOUN
iassist-1119	232	3	for	for	ADP
iassist-1119	232	4	downloadable	downloadable	ADJ
iassist-1119	232	5	data	data	NOUN
iassist-1119	232	6	files	file	NOUN
iassist-1119	232	7	(	(	PUNCT
iassist-1119	232	8	provided	provide	VERB
iassist-1119	232	9	already	already	ADV
iassist-1119	232	10	for	for	ADP
iassist-1119	232	11	the	the	DET
iassist-1119	232	12	findability	findability	NOUN
iassist-1119	232	13	improvement	improvement	NOUN
iassist-1119	232	14	)	)	PUNCT
iassist-1119	232	15	need	need	VERB
iassist-1119	232	16	to	to	PART
iassist-1119	232	17	be	be	AUX
iassist-1119	232	18	specified	specify	VERB
iassist-1119	232	19	as	as	ADP
iassist-1119	232	20	mime	mime	ADJ
iassist-1119	232	21	types	type	NOUN
iassist-1119	232	22	,	,	PUNCT
iassist-1119	232	23	and	and	CCONJ
iassist-1119	232	24	both	both	DET
iassist-1119	232	25	‘	'	PUNCT
iassist-1119	232	26	application	application	NOUN
iassist-1119	232	27	/	/	SYM
iassist-1119	232	28	x	x	ADJ
iassist-1119	232	29	-	-	PUNCT
iassist-1119	232	30	stata	stata	ADJ
iassist-1119	232	31	-	-	PUNCT
iassist-1119	232	32	dta	dta	NOUN
iassist-1119	232	33	’	'	PUNCT
iassist-1119	232	34	(	(	PUNCT
iassist-1119	232	35	stata	stata	NOUN
iassist-1119	232	36	)	)	PUNCT
iassist-1119	232	37	and	and	CCONJ
iassist-1119	232	38	‘	'	PUNCT
iassist-1119	232	39	application	application	NOUN
iassist-1119	232	40	/	/	SYM
iassist-1119	232	41	x	x	ADJ
iassist-1119	232	42	-	-	PUNCT
iassist-1119	232	43	spss	spss	ADJ
iassist-1119	232	44	-	-	PUNCT
iassist-1119	232	45	sav	sav	NOUN
iassist-1119	232	46	’	'	PUNCT
iassist-1119	232	47	(	(	PUNCT
iassist-1119	232	48	spss	spss	ADJ
iassist-1119	232	49	)	)	PUNCT
iassist-1119	232	50	formats	format	NOUN
iassist-1119	232	51	are	be	AUX
iassist-1119	232	52	recognized	recognize	VERB
iassist-1119	232	53	as	as	ADP
iassist-1119	232	54	scientific	scientific	ADJ
iassist-1119	232	55	community	community	NOUN
iassist-1119	232	56	standards	standard	NOUN
iassist-1119	232	57	by	by	ADP
iassist-1119	232	58	the	the	DET
iassist-1119	232	59	f	f	PROPN
iassist-1119	232	60	-	-	PUNCT
iassist-1119	232	61	uji	uji	PROPN
iassist-1119	232	62	tool	tool	NOUN
iassist-1119	232	63	.	.	PUNCT
iassist-1119	233	1	this	this	DET
iassist-1119	233	2	improvement	improvement	NOUN
iassist-1119	233	3	applies	apply	VERB
iassist-1119	233	4	to	to	ADP
iassist-1119	233	5	nearly	nearly	ADV
iassist-1119	233	6	all	all	PRON
iassist-1119	233	7	studies	study	NOUN
iassist-1119	233	8	with	with	ADP
iassist-1119	233	9	downloadable	downloadable	ADJ
iassist-1119	233	10	data	datum	NOUN
iassist-1119	233	11	files	file	NOUN
iassist-1119	233	12	,	,	PUNCT
iassist-1119	233	13	given	give	VERB
iassist-1119	233	14	they	they	PRON
iassist-1119	233	15	have	have	AUX
iassist-1119	233	16	an	an	DET
iassist-1119	233	17	spss	spss	PROPN
iassist-1119	233	18	and/or	and/or	CCONJ
iassist-1119	233	19	stata	stata	VERB
iassist-1119	233	20	file	file	NOUN
iassist-1119	233	21	available	available	ADJ
iassist-1119	233	22	.	.	PUNCT
iassist-1119	234	1	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	234	2	16/22	16/22	NUM
iassist-1119	234	3	zenk	zenk	NOUN
iassist-1119	234	4	-	-	PUNCT
iassist-1119	234	5	möltgen	möltgen	PROPN
iassist-1119	234	6	,	,	PUNCT
iassist-1119	234	7	wolfgang	wolfgang	PROPN
iassist-1119	234	8	(	(	PUNCT
iassist-1119	234	9	2024	2024	NUM
iassist-1119	234	10	)	)	PUNCT
iassist-1119	234	11	the	the	DET
iassist-1119	234	12	role	role	NOUN
iassist-1119	234	13	of	of	ADP
iassist-1119	234	14	fair	fair	ADJ
iassist-1119	234	15	principles	principle	NOUN
iassist-1119	234	16	in	in	ADP
iassist-1119	234	17	high	high	ADJ
iassist-1119	234	18	-	-	PUNCT
iassist-1119	234	19	quality	quality	NOUN
iassist-1119	234	20	research	research	NOUN
iassist-1119	234	21	data	datum	NOUN
iassist-1119	234	22	documentation	documentation	NOUN
iassist-1119	234	23	,	,	PUNCT
iassist-1119	234	24	iassist	iassist	VERB
iassist-1119	234	25	quarterly	quarterly	ADJ
iassist-1119	234	26	xx(y	xx(y	PROPN
iassist-1119	234	27	)	)	PUNCT
iassist-1119	234	28	,	,	PUNCT
iassist-1119	234	29	pp	pp	PROPN
iassist-1119	234	30	.	.	PUNCT
iassist-1119	235	1	1	1	NUM
iassist-1119	235	2	-	-	SYM
iassist-1119	235	3	5	5	NUM
iassist-1119	235	4	.	.	PUNCT
iassist-1119	235	5	doi	doi	NOUN
iassist-1119	235	6	:	:	PUNCT
iassist-1119	235	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	235	8	summary	summary	NOUN
iassist-1119	235	9	overall	overall	ADJ
iassist-1119	235	10	,	,	PUNCT
iassist-1119	235	11	fairness	fairness	NOUN
iassist-1119	235	12	score	score	NOUN
iassist-1119	235	13	for	for	ADP
iassist-1119	235	14	the	the	DET
iassist-1119	235	15	politbarometer	politbarometer	NOUN
iassist-1119	235	16	2022	2022	NUM
iassist-1119	235	17	data	datum	NOUN
iassist-1119	235	18	that	that	PRON
iassist-1119	235	19	were	be	AUX
iassist-1119	235	20	used	use	VERB
iassist-1119	235	21	as	as	ADP
iassist-1119	235	22	a	a	DET
iassist-1119	235	23	case	case	NOUN
iassist-1119	235	24	study	study	NOUN
iassist-1119	235	25	,	,	PUNCT
iassist-1119	235	26	was	be	AUX
iassist-1119	235	27	improved	improve	VERB
iassist-1119	235	28	from	from	ADP
iassist-1119	235	29	12.5	12.5	NUM
iassist-1119	235	30	to	to	PART
iassist-1119	235	31	18	18	NUM
iassist-1119	235	32	points	point	NOUN
iassist-1119	235	33	out	out	ADP
iassist-1119	235	34	of	of	ADP
iassist-1119	235	35	a	a	DET
iassist-1119	235	36	maximum	maximum	NOUN
iassist-1119	235	37	of	of	ADP
iassist-1119	235	38	24	24	NUM
iassist-1119	235	39	,	,	PUNCT
iassist-1119	235	40	resulting	result	VERB
iassist-1119	235	41	in	in	ADP
iassist-1119	235	42	an	an	DET
iassist-1119	235	43	increase	increase	NOUN
iassist-1119	235	44	from	from	ADP
iassist-1119	235	45	52.1	52.1	NUM
iassist-1119	235	46	%	%	NOUN
iassist-1119	235	47	to	to	PART
iassist-1119	235	48	75	75	NUM
iassist-1119	235	49	%	%	NOUN
iassist-1119	235	50	(	(	PUNCT
iassist-1119	235	51	see	see	VERB
iassist-1119	235	52	table	table	NOUN
iassist-1119	235	53	6	6	NUM
iassist-1119	235	54	)	)	PUNCT
iassist-1119	235	55	.	.	PUNCT
iassist-1119	236	1	it	it	PRON
iassist-1119	236	2	becomes	become	VERB
iassist-1119	236	3	clear	clear	ADJ
iassist-1119	236	4	from	from	ADP
iassist-1119	236	5	the	the	DET
iassist-1119	236	6	example	example	NOUN
iassist-1119	236	7	dataset	dataset	NOUN
iassist-1119	236	8	and	and	CCONJ
iassist-1119	236	9	the	the	DET
iassist-1119	236	10	explanations	explanation	NOUN
iassist-1119	236	11	that	that	PRON
iassist-1119	236	12	especially	especially	ADV
iassist-1119	236	13	the	the	DET
iassist-1119	236	14	first	first	ADJ
iassist-1119	236	15	adaptations	adaptation	NOUN
iassist-1119	236	16	for	for	ADP
iassist-1119	236	17	findability	findability	NOUN
iassist-1119	236	18	are	be	AUX
iassist-1119	236	19	important	important	ADJ
iassist-1119	236	20	for	for	ADP
iassist-1119	236	21	allowing	allow	VERB
iassist-1119	236	22	the	the	DET
iassist-1119	236	23	f	f	PROPN
iassist-1119	236	24	-	-	PUNCT
iassist-1119	236	25	uji	uji	PROPN
iassist-1119	236	26	tool	tool	NOUN
iassist-1119	236	27	to	to	PART
iassist-1119	236	28	better	well	ADV
iassist-1119	236	29	assess	assess	VERB
iassist-1119	236	30	the	the	DET
iassist-1119	236	31	research	research	NOUN
iassist-1119	236	32	data	datum	NOUN
iassist-1119	236	33	.	.	PUNCT
iassist-1119	237	1	for	for	ADP
iassist-1119	237	2	accessibility	accessibility	NOUN
iassist-1119	237	3	and	and	CCONJ
iassist-1119	237	4	reusability	reusability	NOUN
iassist-1119	237	5	,	,	PUNCT
iassist-1119	237	6	the	the	DET
iassist-1119	237	7	same	same	ADJ
iassist-1119	237	8	measure	measure	NOUN
iassist-1119	237	9	is	be	AUX
iassist-1119	237	10	relevant	relevant	ADJ
iassist-1119	237	11	and	and	CCONJ
iassist-1119	237	12	increases	increase	VERB
iassist-1119	237	13	the	the	DET
iassist-1119	237	14	f	f	PROPN
iassist-1119	237	15	-	-	PUNCT
iassist-1119	237	16	uji	uji	ADJ
iassist-1119	237	17	score	score	NOUN
iassist-1119	237	18	of	of	ADP
iassist-1119	237	19	the	the	DET
iassist-1119	237	20	evaluated	evaluate	VERB
iassist-1119	237	21	resource	resource	NOUN
iassist-1119	237	22	also	also	ADV
iassist-1119	237	23	for	for	ADP
iassist-1119	237	24	these	these	DET
iassist-1119	237	25	sections	section	NOUN
iassist-1119	237	26	.	.	PUNCT
iassist-1119	238	1	the	the	DET
iassist-1119	238	2	increase	increase	NOUN
iassist-1119	238	3	in	in	ADP
iassist-1119	238	4	fairness	fairness	NOUN
iassist-1119	238	5	score	score	NOUN
iassist-1119	238	6	was	be	AUX
iassist-1119	238	7	a	a	DET
iassist-1119	238	8	result	result	NOUN
iassist-1119	238	9	of	of	ADP
iassist-1119	238	10	several	several	ADJ
iassist-1119	238	11	modifications	modification	NOUN
iassist-1119	238	12	:	:	PUNCT
iassist-1119	238	13	providing	provide	VERB
iassist-1119	238	14	the	the	DET
iassist-1119	238	15	downloadable	downloadable	ADJ
iassist-1119	238	16	research	research	NOUN
iassist-1119	238	17	data	data	NOUN
iassist-1119	238	18	files	file	NOUN
iassist-1119	238	19	in	in	ADP
iassist-1119	238	20	standardized	standardized	ADJ
iassist-1119	238	21	form	form	NOUN
iassist-1119	238	22	with	with	ADP
iassist-1119	238	23	their	their	PRON
iassist-1119	238	24	name	name	NOUN
iassist-1119	238	25	,	,	PUNCT
iassist-1119	238	26	format	format	NOUN
iassist-1119	238	27	as	as	ADP
iassist-1119	238	28	mime	mime	ADJ
iassist-1119	238	29	type	type	NOUN
iassist-1119	238	30	,	,	PUNCT
iassist-1119	238	31	size	size	NOUN
iassist-1119	238	32	,	,	PUNCT
iassist-1119	238	33	and	and	CCONJ
iassist-1119	238	34	url	url	PROPN
iassist-1119	238	35	,	,	PUNCT
iassist-1119	238	36	adding	add	VERB
iassist-1119	238	37	the	the	DET
iassist-1119	238	38	access	access	NOUN
iassist-1119	238	39	conditions	condition	NOUN
iassist-1119	238	40	in	in	ADP
iassist-1119	238	41	machine	machine	NOUN
iassist-1119	238	42	readable	readable	ADJ
iassist-1119	238	43	form	form	NOUN
iassist-1119	238	44	,	,	PUNCT
iassist-1119	238	45	and	and	CCONJ
iassist-1119	238	46	including	include	VERB
iassist-1119	238	47	rdf	rdf	VERB
iassist-1119	238	48	fair	fair	ADJ
iassist-1119	238	49	signposting	signposting	ADJ
iassist-1119	238	50	link	link	NOUN
iassist-1119	238	51	headers	header	NOUN
iassist-1119	238	52	.	.	PUNCT
iassist-1119	239	1	further	further	ADJ
iassist-1119	239	2	modifications	modification	NOUN
iassist-1119	239	3	were	be	AUX
iassist-1119	239	4	discussed	discuss	VERB
iassist-1119	239	5	,	,	PUNCT
iassist-1119	239	6	but	but	CCONJ
iassist-1119	239	7	not	not	PART
iassist-1119	239	8	implemented	implement	VERB
iassist-1119	239	9	,	,	PUNCT
iassist-1119	239	10	e.g.	e.g.	ADV
iassist-1119	239	11	,	,	PUNCT
iassist-1119	239	12	using	use	VERB
iassist-1119	239	13	a	a	DET
iassist-1119	239	14	data	data	NOUN
iassist-1119	239	15	license	license	NOUN
iassist-1119	239	16	that	that	PRON
iassist-1119	239	17	is	be	AUX
iassist-1119	239	18	part	part	NOUN
iassist-1119	239	19	of	of	ADP
iassist-1119	239	20	spdx14	spdx14	NOUN
iassist-1119	239	21	would	would	AUX
iassist-1119	239	22	have	have	AUX
iassist-1119	239	23	had	have	VERB
iassist-1119	239	24	an	an	DET
iassist-1119	239	25	improvement	improvement	NOUN
iassist-1119	239	26	effect	effect	NOUN
iassist-1119	239	27	for	for	ADP
iassist-1119	239	28	the	the	DET
iassist-1119	239	29	accessibility	accessibility	NOUN
iassist-1119	239	30	score	score	NOUN
iassist-1119	239	31	fsf	fsf	PROPN
iassist-1119	239	32	-	-	PUNCT
iassist-1119	239	33	a1	a1	NOUN
iassist-1119	239	34	-	-	PUNCT
iassist-1119	239	35	01m-3	01m-3	NOUN
iassist-1119	239	36	(	(	PUNCT
iassist-1119	239	37	‘	'	PUNCT
iassist-1119	239	38	data	datum	NOUN
iassist-1119	239	39	access	access	NOUN
iassist-1119	239	40	information	information	NOUN
iassist-1119	239	41	is	be	AUX
iassist-1119	239	42	indicated	indicate	VERB
iassist-1119	239	43	by	by	ADP
iassist-1119	239	44	(	(	PUNCT
iassist-1119	239	45	not	not	PART
iassist-1119	239	46	machine	machine	NOUN
iassist-1119	239	47	readable	readable	ADJ
iassist-1119	239	48	)	)	PUNCT
iassist-1119	239	49	standard	standard	ADJ
iassist-1119	239	50	terms	term	NOUN
iassist-1119	239	51	’	'	PUNCT
iassist-1119	239	52	)	)	PUNCT
iassist-1119	239	53	.	.	PUNCT
iassist-1119	240	1	existing	exist	VERB
iassist-1119	240	2	usage	usage	NOUN
iassist-1119	240	3	regulations15	regulations15	NOUN
iassist-1119	240	4	for	for	ADP
iassist-1119	240	5	the	the	DET
iassist-1119	240	6	gesis	gesis	NOUN
iassist-1119	240	7	data	datum	NOUN
iassist-1119	240	8	archive	archive	NOUN
iassist-1119	240	9	do	do	AUX
iassist-1119	240	10	not	not	PART
iassist-1119	240	11	allow	allow	VERB
iassist-1119	240	12	the	the	DET
iassist-1119	240	13	re	re	NOUN
iassist-1119	240	14	-	-	NOUN
iassist-1119	240	15	distribution	distribution	NOUN
iassist-1119	240	16	of	of	ADP
iassist-1119	240	17	data	datum	NOUN
iassist-1119	240	18	by	by	ADP
iassist-1119	240	19	researchers	researcher	NOUN
iassist-1119	240	20	themselves	themselves	PRON
iassist-1119	240	21	,	,	PUNCT
iassist-1119	240	22	and	and	CCONJ
iassist-1119	240	23	therefore	therefore	ADV
iassist-1119	240	24	can	can	AUX
iassist-1119	240	25	not	not	PART
iassist-1119	240	26	be	be	AUX
iassist-1119	240	27	used	use	VERB
iassist-1119	240	28	with	with	ADP
iassist-1119	240	29	any	any	PRON
iassist-1119	240	30	of	of	ADP
iassist-1119	240	31	the	the	DET
iassist-1119	240	32	creative	creative	ADJ
iassist-1119	240	33	commons	common	NOUN
iassist-1119	240	34	or	or	CCONJ
iassist-1119	240	35	other	other	ADJ
iassist-1119	240	36	open	open	ADJ
iassist-1119	240	37	licenses	license	NOUN
iassist-1119	240	38	.	.	PUNCT
iassist-1119	241	1	however	however	ADV
iassist-1119	241	2	,	,	PUNCT
iassist-1119	241	3	these	these	DET
iassist-1119	241	4	regulations	regulation	NOUN
iassist-1119	241	5	allow	allow	VERB
iassist-1119	241	6	the	the	DET
iassist-1119	241	7	use	use	NOUN
iassist-1119	241	8	of	of	ADP
iassist-1119	241	9	data	datum	NOUN
iassist-1119	241	10	for	for	ADP
iassist-1119	241	11	research	research	NOUN
iassist-1119	241	12	purposes	purpose	NOUN
iassist-1119	241	13	without	without	ADP
iassist-1119	241	14	any	any	DET
iassist-1119	241	15	further	further	ADJ
iassist-1119	241	16	restrictions	restriction	NOUN
iassist-1119	241	17	(	(	PUNCT
iassist-1119	241	18	depending	depend	VERB
iassist-1119	241	19	on	on	ADP
iassist-1119	241	20	access	access	NOUN
iassist-1119	241	21	class	class	NOUN
iassist-1119	241	22	)	)	PUNCT
iassist-1119	241	23	and	and	CCONJ
iassist-1119	241	24	should	should	AUX
iassist-1119	241	25	therefore	therefore	ADV
iassist-1119	241	26	still	still	ADV
iassist-1119	241	27	be	be	AUX
iassist-1119	241	28	considered	consider	VERB
iassist-1119	241	29	as	as	ADP
iassist-1119	241	30	enabling	enable	VERB
iassist-1119	241	31	transparent	transparent	ADJ
iassist-1119	241	32	research	research	NOUN
iassist-1119	241	33	practices	practice	NOUN
iassist-1119	241	34	.	.	PUNCT
iassist-1119	242	1	other	other	ADJ
iassist-1119	242	2	modifications	modification	NOUN
iassist-1119	242	3	are	be	AUX
iassist-1119	242	4	still	still	ADV
iassist-1119	242	5	under	under	ADP
iassist-1119	242	6	evaluation	evaluation	NOUN
iassist-1119	242	7	,	,	PUNCT
iassist-1119	242	8	e.g.	e.g.	ADV
iassist-1119	242	9	,	,	PUNCT
iassist-1119	242	10	implementing	implement	VERB
iassist-1119	242	11	a	a	DET
iassist-1119	242	12	formal	formal	ADJ
iassist-1119	242	13	representation	representation	NOUN
iassist-1119	242	14	of	of	ADP
iassist-1119	242	15	prov	prov	ADJ
iassist-1119	242	16	-	-	PUNCT
iassist-1119	242	17	o	o	NOUN
iassist-1119	242	18	metadata	metadata	NOUN
iassist-1119	242	19	that	that	PRON
iassist-1119	242	20	would	would	AUX
iassist-1119	242	21	improve	improve	VERB
iassist-1119	242	22	metric	metric	ADJ
iassist-1119	242	23	fsf	fsf	PROPN
iassist-1119	242	24	-	-	PUNCT
iassist-1119	242	25	r1.2	r1.2	NOUN
iassist-1119	242	26	-	-	PUNCT
iassist-1119	242	27	01m-2	01m-2	NOUN
iassist-1119	242	28	(	(	PUNCT
iassist-1119	242	29	‘	'	PUNCT
iassist-1119	242	30	metadata	metadata	NOUN
iassist-1119	242	31	contains	contain	VERB
iassist-1119	242	32	provenance	provenance	NOUN
iassist-1119	242	33	information	information	NOUN
iassist-1119	242	34	using	use	VERB
iassist-1119	242	35	formal	formal	ADJ
iassist-1119	242	36	provenance	provenance	NOUN
iassist-1119	242	37	ontologies	ontology	NOUN
iassist-1119	242	38	(	(	PUNCT
iassist-1119	242	39	prov	prov	NOUN
iassist-1119	242	40	-	-	PUNCT
iassist-1119	242	41	o	o	NOUN
iassist-1119	242	42	)	)	PUNCT
iassist-1119	242	43	’	'	PUNCT
iassist-1119	242	44	)	)	PUNCT
iassist-1119	242	45	.	.	PUNCT
iassist-1119	243	1	discussion	discussion	NOUN
iassist-1119	243	2	and	and	CCONJ
iassist-1119	243	3	conclusions	conclusion	NOUN
iassist-1119	243	4	it	it	PRON
iassist-1119	243	5	has	have	AUX
iassist-1119	243	6	been	be	AUX
iassist-1119	243	7	shown	show	VERB
iassist-1119	243	8	that	that	SCONJ
iassist-1119	243	9	the	the	DET
iassist-1119	243	10	evaluation	evaluation	NOUN
iassist-1119	243	11	of	of	ADP
iassist-1119	243	12	fair	fair	ADJ
iassist-1119	243	13	criteria	criterion	NOUN
iassist-1119	243	14	can	can	AUX
iassist-1119	243	15	be	be	AUX
iassist-1119	243	16	done	do	VERB
iassist-1119	243	17	with	with	ADP
iassist-1119	243	18	automated	automate	VERB
iassist-1119	243	19	tools	tool	NOUN
iassist-1119	243	20	as	as	ADP
iassist-1119	243	21	an	an	DET
iassist-1119	243	22	alternative	alternative	NOUN
iassist-1119	243	23	to	to	ADP
iassist-1119	243	24	manual	manual	ADJ
iassist-1119	243	25	procedures	procedure	NOUN
iassist-1119	243	26	.	.	PUNCT
iassist-1119	244	1	however	however	ADV
iassist-1119	244	2	,	,	PUNCT
iassist-1119	244	3	the	the	DET
iassist-1119	244	4	resulting	result	VERB
iassist-1119	244	5	fairness	fairness	NOUN
iassist-1119	244	6	levels	level	NOUN
iassist-1119	244	7	are	be	AUX
iassist-1119	244	8	not	not	PART
iassist-1119	244	9	comparable	comparable	ADJ
iassist-1119	244	10	,	,	PUNCT
iassist-1119	244	11	and	and	CCONJ
iassist-1119	244	12	the	the	DET
iassist-1119	244	13	differences	difference	NOUN
iassist-1119	244	14	for	for	ADP
iassist-1119	244	15	the	the	DET
iassist-1119	244	16	mean	mean	ADJ
iassist-1119	244	17	assessment	assessment	NOUN
iassist-1119	244	18	between	between	ADP
iassist-1119	244	19	both	both	DET
iassist-1119	244	20	methods	method	NOUN
iassist-1119	244	21	are	be	AUX
iassist-1119	244	22	statistically	statistically	ADV
iassist-1119	244	23	significant	significant	ADJ
iassist-1119	244	24	(	(	PUNCT
iassist-1119	244	25	except	except	SCONJ
iassist-1119	244	26	for	for	ADP
iassist-1119	244	27	accessibility	accessibility	NOUN
iassist-1119	244	28	)	)	PUNCT
iassist-1119	244	29	.	.	PUNCT
iassist-1119	245	1	in	in	ADP
iassist-1119	245	2	the	the	DET
iassist-1119	245	3	case	case	NOUN
iassist-1119	245	4	of	of	ADP
iassist-1119	245	5	using	use	VERB
iassist-1119	245	6	the	the	DET
iassist-1119	245	7	f	f	PROPN
iassist-1119	245	8	-	-	PUNCT
iassist-1119	245	9	uji	uji	PROPN
iassist-1119	245	10	tool	tool	NOUN
iassist-1119	245	11	for	for	ADP
iassist-1119	245	12	an	an	DET
iassist-1119	245	13	automatic	automatic	ADJ
iassist-1119	245	14	evaluation	evaluation	NOUN
iassist-1119	245	15	of	of	ADP
iassist-1119	245	16	the	the	DET
iassist-1119	245	17	national	national	ADJ
iassist-1119	245	18	election	election	NOUN
iassist-1119	245	19	studies	study	NOUN
iassist-1119	245	20	,	,	PUNCT
iassist-1119	245	21	the	the	DET
iassist-1119	245	22	resulting	result	VERB
iassist-1119	245	23	values	value	NOUN
iassist-1119	245	24	are	be	AUX
iassist-1119	245	25	higher	high	ADJ
iassist-1119	245	26	for	for	ADP
iassist-1119	245	27	findability	findability	NOUN
iassist-1119	245	28	,	,	PUNCT
iassist-1119	245	29	and	and	CCONJ
iassist-1119	245	30	lower	low	ADJ
iassist-1119	245	31	for	for	ADP
iassist-1119	245	32	accessibility	accessibility	NOUN
iassist-1119	245	33	,	,	PUNCT
iassist-1119	245	34	interoperability	interoperability	NOUN
iassist-1119	245	35	,	,	PUNCT
iassist-1119	245	36	and	and	CCONJ
iassist-1119	245	37	reusability	reusability	NOUN
iassist-1119	245	38	than	than	ADP
iassist-1119	245	39	with	with	ADP
iassist-1119	245	40	the	the	DET
iassist-1119	245	41	manual	manual	ADJ
iassist-1119	245	42	assessment	assessment	NOUN
iassist-1119	245	43	.	.	PUNCT
iassist-1119	246	1	regarding	regard	VERB
iassist-1119	246	2	the	the	DET
iassist-1119	246	3	change	change	NOUN
iassist-1119	246	4	that	that	PRON
iassist-1119	246	5	might	might	AUX
iassist-1119	246	6	have	have	AUX
iassist-1119	246	7	happened	happen	VERB
iassist-1119	246	8	during	during	ADP
iassist-1119	246	9	the	the	DET
iassist-1119	246	10	last	last	ADJ
iassist-1119	246	11	six	six	NUM
iassist-1119	246	12	years	year	NOUN
iassist-1119	246	13	,	,	PUNCT
iassist-1119	246	14	the	the	DET
iassist-1119	246	15	f	f	PROPN
iassist-1119	246	16	-	-	PUNCT
iassist-1119	246	17	uji	uji	PROPN
iassist-1119	246	18	tool	tool	NOUN
iassist-1119	246	19	was	be	AUX
iassist-1119	246	20	used	use	VERB
iassist-1119	246	21	for	for	ADP
iassist-1119	246	22	an	an	DET
iassist-1119	246	23	automated	automate	VERB
iassist-1119	246	24	fairness	fairness	NOUN
iassist-1119	246	25	assessment	assessment	NOUN
iassist-1119	246	26	of	of	ADP
iassist-1119	246	27	the	the	DET
iassist-1119	246	28	national	national	ADJ
iassist-1119	246	29	election	election	PROPN
iassist-1119	246	30	studies	study	NOUN
iassist-1119	246	31	data	datum	NOUN
iassist-1119	246	32	.	.	PUNCT
iassist-1119	247	1	it	it	PRON
iassist-1119	247	2	has	have	AUX
iassist-1119	247	3	been	be	AUX
iassist-1119	247	4	demonstrated	demonstrate	VERB
iassist-1119	247	5	that	that	SCONJ
iassist-1119	247	6	there	there	PRON
iassist-1119	247	7	was	be	VERB
iassist-1119	247	8	not	not	PART
iassist-1119	247	9	much	much	ADJ
iassist-1119	247	10	change	change	NOUN
iassist-1119	247	11	with	with	ADP
iassist-1119	247	12	the	the	DET
iassist-1119	247	13	level	level	NOUN
iassist-1119	247	14	of	of	ADP
iassist-1119	247	15	fairness	fairness	NOUN
iassist-1119	247	16	from	from	ADP
iassist-1119	247	17	the	the	DET
iassist-1119	247	18	datasets	dataset	NOUN
iassist-1119	247	19	available	available	ADJ
iassist-1119	247	20	in	in	ADP
iassist-1119	247	21	2018	2018	NUM
iassist-1119	247	22	and	and	CCONJ
iassist-1119	247	23	those	those	PRON
iassist-1119	247	24	available	available	ADJ
iassist-1119	247	25	in	in	ADP
iassist-1119	247	26	2024	2024	NUM
iassist-1119	247	27	.	.	PUNCT
iassist-1119	248	1	slight	slight	ADJ
iassist-1119	248	2	improvements	improvement	NOUN
iassist-1119	248	3	have	have	AUX
iassist-1119	248	4	been	be	AUX
iassist-1119	248	5	found	find	VERB
iassist-1119	248	6	,	,	PUNCT
iassist-1119	248	7	and	and	CCONJ
iassist-1119	248	8	for	for	ADP
iassist-1119	248	9	single	single	ADJ
iassist-1119	248	10	studies	study	NOUN
iassist-1119	248	11	there	there	PRON
iassist-1119	248	12	might	might	AUX
iassist-1119	248	13	have	have	AUX
iassist-1119	248	14	even	even	ADV
iassist-1119	248	15	been	be	AUX
iassist-1119	248	16	considerable	considerable	ADJ
iassist-1119	248	17	improvements	improvement	NOUN
iassist-1119	248	18	–	–	PUNCT
iassist-1119	248	19	especially	especially	ADV
iassist-1119	248	20	in	in	ADP
iassist-1119	248	21	the	the	DET
iassist-1119	248	22	criteria	criterion	NOUN
iassist-1119	248	23	of	of	ADP
iassist-1119	248	24	accessibility	accessibility	NOUN
iassist-1119	248	25	,	,	PUNCT
iassist-1119	248	26	interoperability	interoperability	NOUN
iassist-1119	248	27	,	,	PUNCT
iassist-1119	248	28	and	and	CCONJ
iassist-1119	248	29	reusability	reusability	NOUN
iassist-1119	248	30	.	.	PUNCT
iassist-1119	249	1	overall	overall	ADV
iassist-1119	249	2	,	,	PUNCT
iassist-1119	249	3	there	there	PRON
iassist-1119	249	4	were	be	VERB
iassist-1119	249	5	no	no	DET
iassist-1119	249	6	significant	significant	ADJ
iassist-1119	249	7	differences	difference	NOUN
iassist-1119	249	8	in	in	ADP
iassist-1119	249	9	the	the	DET
iassist-1119	249	10	average	average	ADJ
iassist-1119	249	11	level	level	NOUN
iassist-1119	249	12	of	of	ADP
iassist-1119	249	13	fairness	fairness	NOUN
iassist-1119	249	14	scores	score	NOUN
iassist-1119	249	15	of	of	ADP
iassist-1119	249	16	the	the	DET
iassist-1119	249	17	newer	new	ADJ
iassist-1119	249	18	datasets	dataset	NOUN
iassist-1119	249	19	compared	compare	VERB
iassist-1119	249	20	to	to	ADP
iassist-1119	249	21	the	the	DET
iassist-1119	249	22	older	old	ADJ
iassist-1119	249	23	ones	one	NOUN
iassist-1119	249	24	.	.	PUNCT
iassist-1119	250	1	potentially	potentially	ADV
iassist-1119	250	2	,	,	PUNCT
iassist-1119	250	3	changes	change	NOUN
iassist-1119	250	4	in	in	ADP
iassist-1119	250	5	the	the	DET
iassist-1119	250	6	data	data	NOUN
iassist-1119	250	7	documentation	documentation	NOUN
iassist-1119	250	8	or	or	CCONJ
iassist-1119	250	9	website	website	NOUN
iassist-1119	250	10	updates	update	NOUN
iassist-1119	250	11	between	between	ADP
iassist-1119	250	12	2018	2018	NUM
iassist-1119	250	13	and	and	CCONJ
iassist-1119	250	14	2024	2024	NUM
iassist-1119	250	15	might	might	AUX
iassist-1119	250	16	have	have	AUX
iassist-1119	250	17	resulted	result	VERB
iassist-1119	250	18	in	in	ADP
iassist-1119	250	19	improvements	improvement	NOUN
iassist-1119	250	20	for	for	ADP
iassist-1119	250	21	single	single	ADJ
iassist-1119	250	22	studies	study	NOUN
iassist-1119	250	23	that	that	PRON
iassist-1119	250	24	were	be	AUX
iassist-1119	250	25	not	not	PART
iassist-1119	250	26	detected	detect	VERB
iassist-1119	250	27	by	by	ADP
iassist-1119	250	28	this	this	DET
iassist-1119	250	29	comparison	comparison	NOUN
iassist-1119	250	30	(	(	PUNCT
iassist-1119	250	31	because	because	SCONJ
iassist-1119	250	32	the	the	DET
iassist-1119	250	33	metrics	metric	NOUN
iassist-1119	250	34	were	be	AUX
iassist-1119	250	35	all	all	ADV
iassist-1119	250	36	assessed	assess	VERB
iassist-1119	250	37	in	in	ADP
iassist-1119	250	38	2024	2024	NUM
iassist-1119	250	39	)	)	PUNCT
iassist-1119	250	40	.	.	PUNCT
iassist-1119	251	1	however	however	ADV
iassist-1119	251	2	,	,	PUNCT
iassist-1119	251	3	this	this	DET
iassist-1119	251	4	kind	kind	NOUN
iassist-1119	251	5	of	of	ADP
iassist-1119	251	6	improvement	improvement	NOUN
iassist-1119	251	7	would	would	AUX
iassist-1119	251	8	have	have	AUX
iassist-1119	251	9	contributed	contribute	VERB
iassist-1119	251	10	to	to	ADP
iassist-1119	251	11	the	the	DET
iassist-1119	251	12	difference	difference	NOUN
iassist-1119	251	13	between	between	ADP
iassist-1119	251	14	manual	manual	ADJ
iassist-1119	251	15	and	and	CCONJ
iassist-1119	251	16	automatic	automatic	ADJ
iassist-1119	251	17	evaluation	evaluation	NOUN
iassist-1119	251	18	examined	examine	VERB
iassist-1119	251	19	in	in	ADP
iassist-1119	251	20	the	the	DET
iassist-1119	251	21	first	first	ADJ
iassist-1119	251	22	step	step	NOUN
iassist-1119	251	23	.	.	PUNCT
iassist-1119	252	1	the	the	DET
iassist-1119	252	2	higher	high	ADJ
iassist-1119	252	3	findability	findability	NOUN
iassist-1119	252	4	score	score	NOUN
iassist-1119	252	5	identified	identify	VERB
iassist-1119	252	6	in	in	ADP
iassist-1119	252	7	this	this	DET
iassist-1119	252	8	comparison	comparison	NOUN
iassist-1119	252	9	may	may	AUX
iassist-1119	252	10	explain	explain	VERB
iassist-1119	252	11	some	some	PRON
iassist-1119	252	12	of	of	ADP
iassist-1119	252	13	these	these	DET
iassist-1119	252	14	findings	finding	NOUN
iassist-1119	252	15	.	.	PUNCT
iassist-1119	253	1	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	253	2	17/22	17/22	NUM
iassist-1119	253	3	zenk	zenk	NOUN
iassist-1119	253	4	-	-	PUNCT
iassist-1119	253	5	möltgen	möltgen	PROPN
iassist-1119	253	6	,	,	PUNCT
iassist-1119	253	7	wolfgang	wolfgang	PROPN
iassist-1119	253	8	(	(	PUNCT
iassist-1119	253	9	2024	2024	NUM
iassist-1119	253	10	)	)	PUNCT
iassist-1119	253	11	the	the	DET
iassist-1119	253	12	role	role	NOUN
iassist-1119	253	13	of	of	ADP
iassist-1119	253	14	fair	fair	ADJ
iassist-1119	253	15	principles	principle	NOUN
iassist-1119	253	16	in	in	ADP
iassist-1119	253	17	high	high	ADJ
iassist-1119	253	18	-	-	PUNCT
iassist-1119	253	19	quality	quality	NOUN
iassist-1119	253	20	research	research	NOUN
iassist-1119	253	21	data	datum	NOUN
iassist-1119	253	22	documentation	documentation	NOUN
iassist-1119	253	23	,	,	PUNCT
iassist-1119	253	24	iassist	iassist	VERB
iassist-1119	253	25	quarterly	quarterly	ADJ
iassist-1119	253	26	xx(y	xx(y	PROPN
iassist-1119	253	27	)	)	PUNCT
iassist-1119	253	28	,	,	PUNCT
iassist-1119	253	29	pp	pp	PROPN
iassist-1119	253	30	.	.	PUNCT
iassist-1119	254	1	1	1	NUM
iassist-1119	254	2	-	-	SYM
iassist-1119	254	3	5	5	NUM
iassist-1119	254	4	.	.	PUNCT
iassist-1119	254	5	doi	doi	NOUN
iassist-1119	254	6	:	:	PUNCT
iassist-1119	254	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	254	8	the	the	DET
iassist-1119	254	9	study	study	NOUN
iassist-1119	254	10	has	have	VERB
iassist-1119	254	11	several	several	ADJ
iassist-1119	254	12	limitations	limitation	NOUN
iassist-1119	254	13	that	that	PRON
iassist-1119	254	14	should	should	AUX
iassist-1119	254	15	be	be	AUX
iassist-1119	254	16	mentioned	mention	VERB
iassist-1119	254	17	.	.	PUNCT
iassist-1119	255	1	firstly	firstly	ADV
iassist-1119	255	2	,	,	PUNCT
iassist-1119	255	3	the	the	DET
iassist-1119	255	4	evaluation	evaluation	NOUN
iassist-1119	255	5	used	use	VERB
iassist-1119	255	6	a	a	DET
iassist-1119	255	7	selection	selection	NOUN
iassist-1119	255	8	of	of	ADP
iassist-1119	255	9	very	very	ADV
iassist-1119	255	10	prominent	prominent	ADJ
iassist-1119	255	11	and	and	CCONJ
iassist-1119	255	12	widely	widely	ADV
iassist-1119	255	13	recognized	recognize	VERB
iassist-1119	255	14	national	national	ADJ
iassist-1119	255	15	election	election	NOUN
iassist-1119	255	16	studies	study	NOUN
iassist-1119	255	17	which	which	PRON
iassist-1119	255	18	are	be	AUX
iassist-1119	255	19	carefully	carefully	ADV
iassist-1119	255	20	curated	curate	VERB
iassist-1119	255	21	and	and	CCONJ
iassist-1119	255	22	documented	document	VERB
iassist-1119	255	23	.	.	PUNCT
iassist-1119	256	1	results	result	NOUN
iassist-1119	256	2	might	might	AUX
iassist-1119	256	3	look	look	VERB
iassist-1119	256	4	different	different	ADJ
iassist-1119	256	5	when	when	SCONJ
iassist-1119	256	6	including	include	VERB
iassist-1119	256	7	studies	study	NOUN
iassist-1119	256	8	that	that	PRON
iassist-1119	256	9	are	be	AUX
iassist-1119	256	10	not	not	PART
iassist-1119	256	11	as	as	ADV
iassist-1119	256	12	prominent	prominent	ADJ
iassist-1119	256	13	,	,	PUNCT
iassist-1119	256	14	have	have	VERB
iassist-1119	256	15	fewer	few	ADJ
iassist-1119	256	16	resources	resource	NOUN
iassist-1119	256	17	for	for	ADP
iassist-1119	256	18	data	data	NOUN
iassist-1119	256	19	curation	curation	NOUN
iassist-1119	256	20	and	and	CCONJ
iassist-1119	256	21	documentation	documentation	NOUN
iassist-1119	256	22	,	,	PUNCT
iassist-1119	256	23	or	or	CCONJ
iassist-1119	256	24	are	be	AUX
iassist-1119	256	25	not	not	PART
iassist-1119	256	26	survey	survey	VERB
iassist-1119	256	27	data	datum	NOUN
iassist-1119	256	28	at	at	ADV
iassist-1119	256	29	all	all	ADV
iassist-1119	256	30	.	.	PUNCT
iassist-1119	257	1	secondly	secondly	ADV
iassist-1119	257	2	,	,	PUNCT
iassist-1119	257	3	several	several	ADJ
iassist-1119	257	4	metrics	metric	NOUN
iassist-1119	257	5	rely	rely	VERB
iassist-1119	257	6	on	on	ADP
iassist-1119	257	7	technical	technical	ADJ
iassist-1119	257	8	or	or	CCONJ
iassist-1119	257	9	metadata	metadata	NOUN
iassist-1119	257	10	standards	standard	NOUN
iassist-1119	257	11	that	that	PRON
iassist-1119	257	12	are	be	AUX
iassist-1119	257	13	currently	currently	ADV
iassist-1119	257	14	not	not	PART
iassist-1119	257	15	commonly	commonly	ADV
iassist-1119	257	16	used	use	VERB
iassist-1119	257	17	,	,	PUNCT
iassist-1119	257	18	such	such	ADJ
iassist-1119	257	19	as	as	ADP
iassist-1119	257	20	fair	fair	ADJ
iassist-1119	257	21	signposting	signposting	NOUN
iassist-1119	257	22	or	or	CCONJ
iassist-1119	257	23	spdx	spdx	ADJ
iassist-1119	257	24	licenses	license	NOUN
iassist-1119	257	25	.	.	PUNCT
iassist-1119	258	1	with	with	ADP
iassist-1119	258	2	an	an	DET
iassist-1119	258	3	uptake	uptake	NOUN
iassist-1119	258	4	of	of	ADP
iassist-1119	258	5	those	those	DET
iassist-1119	258	6	standards	standard	NOUN
iassist-1119	258	7	for	for	ADP
iassist-1119	258	8	web	web	NOUN
iassist-1119	258	9	resources	resource	NOUN
iassist-1119	258	10	,	,	PUNCT
iassist-1119	258	11	research	research	NOUN
iassist-1119	258	12	data	datum	NOUN
iassist-1119	258	13	might	might	AUX
iassist-1119	258	14	also	also	ADV
iassist-1119	258	15	benefit	benefit	VERB
iassist-1119	258	16	.	.	PUNCT
iassist-1119	259	1	custom	custom	NOUN
iassist-1119	259	2	implementations	implementation	NOUN
iassist-1119	259	3	of	of	ADP
iassist-1119	259	4	those	those	DET
iassist-1119	259	5	standards	standard	NOUN
iassist-1119	259	6	require	require	VERB
iassist-1119	259	7	technical	technical	ADJ
iassist-1119	259	8	and	and	CCONJ
iassist-1119	259	9	metadata	metadata	ADJ
iassist-1119	259	10	developments	development	NOUN
iassist-1119	259	11	,	,	PUNCT
iassist-1119	259	12	and	and	CCONJ
iassist-1119	259	13	even	even	ADV
iassist-1119	259	14	large	large	ADJ
iassist-1119	259	15	institutions	institution	NOUN
iassist-1119	259	16	may	may	AUX
iassist-1119	259	17	need	need	VERB
iassist-1119	259	18	years	year	NOUN
iassist-1119	259	19	to	to	PART
iassist-1119	259	20	realize	realize	VERB
iassist-1119	259	21	this	this	PRON
iassist-1119	259	22	.	.	PUNCT
iassist-1119	260	1	with	with	ADP
iassist-1119	260	2	the	the	DET
iassist-1119	260	3	example	example	NOUN
iassist-1119	260	4	of	of	ADP
iassist-1119	260	5	the	the	DET
iassist-1119	260	6	politbarometer	politbarometer	NOUN
iassist-1119	260	7	2022	2022	NUM
iassist-1119	260	8	dataset	dataset	NOUN
iassist-1119	260	9	,	,	PUNCT
iassist-1119	260	10	the	the	DET
iassist-1119	260	11	paper	paper	NOUN
iassist-1119	260	12	describes	describe	VERB
iassist-1119	260	13	several	several	ADJ
iassist-1119	260	14	modifications	modification	NOUN
iassist-1119	260	15	that	that	PRON
iassist-1119	260	16	led	lead	VERB
iassist-1119	260	17	to	to	ADP
iassist-1119	260	18	improved	improve	VERB
iassist-1119	260	19	fairness	fairness	NOUN
iassist-1119	260	20	scores	score	NOUN
iassist-1119	260	21	as	as	SCONJ
iassist-1119	260	22	measured	measure	VERB
iassist-1119	260	23	by	by	ADP
iassist-1119	260	24	the	the	DET
iassist-1119	260	25	f	f	PROPN
iassist-1119	260	26	-	-	PUNCT
iassist-1119	260	27	uji	uji	PROPN
iassist-1119	260	28	tool	tool	NOUN
iassist-1119	260	29	.	.	PUNCT
iassist-1119	261	1	this	this	PRON
iassist-1119	261	2	demonstrates	demonstrate	VERB
iassist-1119	261	3	that	that	SCONJ
iassist-1119	261	4	small	small	ADJ
iassist-1119	261	5	technical	technical	ADJ
iassist-1119	261	6	changes	change	NOUN
iassist-1119	261	7	can	can	AUX
iassist-1119	261	8	have	have	VERB
iassist-1119	261	9	a	a	DET
iassist-1119	261	10	substantial	substantial	ADJ
iassist-1119	261	11	impact	impact	NOUN
iassist-1119	261	12	.	.	PUNCT
iassist-1119	262	1	it	it	PRON
iassist-1119	262	2	may	may	AUX
iassist-1119	262	3	be	be	AUX
iassist-1119	262	4	worth	worth	ADJ
iassist-1119	262	5	mentioning	mention	VERB
iassist-1119	262	6	that	that	SCONJ
iassist-1119	262	7	the	the	DET
iassist-1119	262	8	implementation	implementation	NOUN
iassist-1119	262	9	of	of	ADP
iassist-1119	262	10	these	these	DET
iassist-1119	262	11	changes	change	NOUN
iassist-1119	262	12	did	do	AUX
iassist-1119	262	13	not	not	PART
iassist-1119	262	14	require	require	VERB
iassist-1119	262	15	a	a	DET
iassist-1119	262	16	lot	lot	NOUN
iassist-1119	262	17	of	of	ADP
iassist-1119	262	18	work	work	NOUN
iassist-1119	262	19	by	by	ADP
iassist-1119	262	20	the	the	DET
iassist-1119	262	21	archive	archive	ADJ
iassist-1119	262	22	team	team	NOUN
iassist-1119	262	23	.	.	PUNCT
iassist-1119	263	1	given	give	VERB
iassist-1119	263	2	the	the	DET
iassist-1119	263	3	significant	significant	ADJ
iassist-1119	263	4	improvement	improvement	NOUN
iassist-1119	263	5	in	in	ADP
iassist-1119	263	6	fairness	fairness	NOUN
iassist-1119	263	7	scores	score	NOUN
iassist-1119	263	8	,	,	PUNCT
iassist-1119	263	9	it	it	PRON
iassist-1119	263	10	should	should	AUX
iassist-1119	263	11	be	be	AUX
iassist-1119	263	12	evident	evident	ADJ
iassist-1119	263	13	that	that	SCONJ
iassist-1119	263	14	the	the	DET
iassist-1119	263	15	investment	investment	NOUN
iassist-1119	263	16	in	in	ADP
iassist-1119	263	17	providing	provide	VERB
iassist-1119	263	18	metadata	metadata	NOUN
iassist-1119	263	19	in	in	ADP
iassist-1119	263	20	a	a	DET
iassist-1119	263	21	suitable	suitable	ADJ
iassist-1119	263	22	technical	technical	ADJ
iassist-1119	263	23	format	format	NOUN
iassist-1119	263	24	is	be	AUX
iassist-1119	263	25	worth	worth	ADJ
iassist-1119	263	26	the	the	DET
iassist-1119	263	27	effort	effort	NOUN
iassist-1119	263	28	.	.	PUNCT
iassist-1119	264	1	but	but	CCONJ
iassist-1119	264	2	how	how	SCONJ
iassist-1119	264	3	do	do	AUX
iassist-1119	264	4	these	these	DET
iassist-1119	264	5	technical	technical	ADJ
iassist-1119	264	6	improvements	improvement	NOUN
iassist-1119	264	7	contribute	contribute	VERB
iassist-1119	264	8	to	to	ADP
iassist-1119	264	9	more	more	ADV
iassist-1119	264	10	transparent	transparent	ADJ
iassist-1119	264	11	research	research	NOUN
iassist-1119	264	12	practices	practice	NOUN
iassist-1119	264	13	,	,	PUNCT
iassist-1119	264	14	as	as	SCONJ
iassist-1119	264	15	asked	ask	VERB
iassist-1119	264	16	in	in	ADP
iassist-1119	264	17	research	research	NOUN
iassist-1119	264	18	question	question	NOUN
iassist-1119	264	19	three	three	NUM
iassist-1119	264	20	?	?	PUNCT
iassist-1119	265	1	christensen	christensen	PROPN
iassist-1119	265	2	,	,	PUNCT
iassist-1119	265	3	freese	freese	PROPN
iassist-1119	265	4	and	and	CCONJ
iassist-1119	265	5	miguel	miguel	PROPN
iassist-1119	265	6	(	(	PUNCT
iassist-1119	265	7	2019	2019	NUM
iassist-1119	265	8	,	,	PUNCT
iassist-1119	265	9	p.	p.	NOUN
iassist-1119	265	10	12	12	NUM
iassist-1119	265	11	)	)	PUNCT
iassist-1119	265	12	link	link	VERB
iassist-1119	265	13	the	the	DET
iassist-1119	265	14	question	question	NOUN
iassist-1119	265	15	‘	'	PUNCT
iassist-1119	265	16	what	what	PRON
iassist-1119	265	17	is	be	AUX
iassist-1119	265	18	ethical	ethical	ADJ
iassist-1119	265	19	research	research	NOUN
iassist-1119	265	20	?	?	PUNCT
iassist-1119	265	21	’	'	PUNCT
iassist-1119	266	1	back	back	ADV
iassist-1119	266	2	to	to	ADP
iassist-1119	266	3	the	the	DET
iassist-1119	266	4	foundations	foundation	NOUN
iassist-1119	266	5	laid	lay	VERB
iassist-1119	266	6	by	by	ADP
iassist-1119	266	7	robert	robert	PROPN
iassist-1119	266	8	k.	k.	PROPN
iassist-1119	266	9	merton	merton	PROPN
iassist-1119	266	10	in	in	ADP
iassist-1119	266	11	1942	1942	NUM
iassist-1119	266	12	(	(	PUNCT
iassist-1119	266	13	merton	merton	PROPN
iassist-1119	266	14	,	,	PUNCT
iassist-1119	266	15	1942	1942	NUM
iassist-1119	266	16	)	)	PUNCT
iassist-1119	266	17	.	.	PUNCT
iassist-1119	267	1	they	they	PRON
iassist-1119	267	2	write	write	VERB
iassist-1119	267	3	that	that	SCONJ
iassist-1119	267	4	‘	'	PUNCT
iassist-1119	267	5	openness	openness	NOUN
iassist-1119	267	6	,	,	PUNCT
iassist-1119	267	7	integrity	integrity	NOUN
iassist-1119	267	8	,	,	PUNCT
iassist-1119	267	9	and	and	CCONJ
iassist-1119	267	10	transparency	transparency	NOUN
iassist-1119	267	11	are	be	AUX
iassist-1119	267	12	at	at	ADP
iassist-1119	267	13	the	the	DET
iassist-1119	267	14	very	very	ADJ
iassist-1119	267	15	heart	heart	NOUN
iassist-1119	267	16	of	of	ADP
iassist-1119	267	17	merton	merton	PROPN
iassist-1119	267	18	’s	’s	PART
iassist-1119	267	19	influential	influential	ADJ
iassist-1119	267	20	articulation	articulation	NOUN
iassist-1119	267	21	of	of	ADP
iassist-1119	267	22	scientific	scientific	ADJ
iassist-1119	267	23	research	research	NOUN
iassist-1119	267	24	norms	norm	NOUN
iassist-1119	267	25	’	'	PUNCT
iassist-1119	267	26	(	(	PUNCT
iassist-1119	267	27	christensen	christensen	PROPN
iassist-1119	267	28	et	et	PROPN
iassist-1119	267	29	al	al	PROPN
iassist-1119	267	30	.	.	PROPN
iassist-1119	267	31	,	,	PUNCT
iassist-1119	267	32	2019	2019	NUM
iassist-1119	267	33	,	,	PUNCT
iassist-1119	267	34	p.	p.	NOUN
iassist-1119	267	35	20	20	NUM
iassist-1119	267	36	)	)	PUNCT
iassist-1119	267	37	.	.	PUNCT
iassist-1119	268	1	however	however	ADV
iassist-1119	268	2	,	,	PUNCT
iassist-1119	268	3	they	they	PRON
iassist-1119	268	4	also	also	ADV
iassist-1119	268	5	describe	describe	VERB
iassist-1119	268	6	the	the	DET
iassist-1119	268	7	gap	gap	NOUN
iassist-1119	268	8	between	between	ADP
iassist-1119	268	9	current	current	ADJ
iassist-1119	268	10	research	research	NOUN
iassist-1119	268	11	practices	practice	NOUN
iassist-1119	268	12	and	and	CCONJ
iassist-1119	268	13	the	the	DET
iassist-1119	268	14	scientific	scientific	ADJ
iassist-1119	268	15	ideal	ideal	NOUN
iassist-1119	268	16	and	and	CCONJ
iassist-1119	268	17	formulate	formulate	ADJ
iassist-1119	268	18	recommendations	recommendation	NOUN
iassist-1119	268	19	for	for	ADP
iassist-1119	268	20	research	research	NOUN
iassist-1119	268	21	practices	practice	NOUN
iassist-1119	268	22	in	in	ADP
iassist-1119	268	23	four	four	NUM
iassist-1119	268	24	areas	area	NOUN
iassist-1119	268	25	:	:	PUNCT
iassist-1119	268	26	reporting	report	VERB
iassist-1119	268	27	standards	standard	NOUN
iassist-1119	268	28	,	,	PUNCT
iassist-1119	268	29	replication	replication	NOUN
iassist-1119	268	30	,	,	PUNCT
iassist-1119	268	31	data	datum	NOUN
iassist-1119	268	32	sharing	sharing	NOUN
iassist-1119	268	33	,	,	PUNCT
iassist-1119	268	34	and	and	CCONJ
iassist-1119	268	35	reproducible	reproducible	VERB
iassist-1119	268	36	workflow	workflow	NOUN
iassist-1119	268	37	(	(	PUNCT
iassist-1119	268	38	christensen	christensen	PROPN
iassist-1119	268	39	et	et	PROPN
iassist-1119	268	40	al	al	PROPN
iassist-1119	268	41	.	.	PROPN
iassist-1119	268	42	,	,	PUNCT
iassist-1119	268	43	2019	2019	NUM
iassist-1119	268	44	,	,	PUNCT
iassist-1119	268	45	p.	p.	NOUN
iassist-1119	268	46	141ff	141ff	PROPN
iassist-1119	268	47	)	)	PUNCT
iassist-1119	268	48	.	.	PUNCT
iassist-1119	269	1	except	except	SCONJ
iassist-1119	269	2	for	for	ADP
iassist-1119	269	3	reporting	reporting	NOUN
iassist-1119	269	4	standards	standard	NOUN
iassist-1119	269	5	,	,	PUNCT
iassist-1119	269	6	those	those	DET
iassist-1119	269	7	areas	area	NOUN
iassist-1119	269	8	are	be	AUX
iassist-1119	269	9	also	also	ADV
iassist-1119	269	10	relevant	relevant	ADJ
iassist-1119	269	11	when	when	SCONJ
iassist-1119	269	12	performing	perform	VERB
iassist-1119	269	13	fairness	fairness	NOUN
iassist-1119	269	14	tests	test	NOUN
iassist-1119	269	15	:	:	PUNCT
iassist-1119	269	16	replication	replication	NOUN
iassist-1119	269	17	is	be	AUX
iassist-1119	269	18	only	only	ADV
iassist-1119	269	19	possible	possible	ADJ
iassist-1119	269	20	with	with	ADP
iassist-1119	269	21	data	datum	NOUN
iassist-1119	269	22	sharing	sharing	NOUN
iassist-1119	269	23	,	,	PUNCT
iassist-1119	269	24	which	which	PRON
iassist-1119	269	25	in	in	ADP
iassist-1119	269	26	turn	turn	NOUN
iassist-1119	269	27	means	mean	VERB
iassist-1119	269	28	that	that	SCONJ
iassist-1119	269	29	the	the	DET
iassist-1119	269	30	research	research	NOUN
iassist-1119	269	31	data	data	NOUN
iassist-1119	269	32	is	be	AUX
iassist-1119	269	33	fair	fair	ADJ
iassist-1119	269	34	:	:	PUNCT
iassist-1119	269	35	findable	findable	ADJ
iassist-1119	269	36	,	,	PUNCT
iassist-1119	269	37	accessible	accessible	ADJ
iassist-1119	269	38	,	,	PUNCT
iassist-1119	269	39	interoperable	interoperable	ADJ
iassist-1119	269	40	,	,	PUNCT
iassist-1119	269	41	and	and	CCONJ
iassist-1119	269	42	reusable	reusable	ADJ
iassist-1119	269	43	.	.	PUNCT
iassist-1119	270	1	reproducible	reproducible	ADJ
iassist-1119	270	2	workflows	workflow	NOUN
iassist-1119	270	3	become	become	VERB
iassist-1119	270	4	possible	possible	ADJ
iassist-1119	270	5	when	when	SCONJ
iassist-1119	270	6	fair	fair	ADJ
iassist-1119	270	7	data	datum	NOUN
iassist-1119	270	8	is	be	AUX
iassist-1119	270	9	the	the	DET
iassist-1119	270	10	reality	reality	NOUN
iassist-1119	270	11	.	.	PUNCT
iassist-1119	271	1	thus	thus	ADV
iassist-1119	271	2	,	,	PUNCT
iassist-1119	271	3	improving	improve	VERB
iassist-1119	271	4	the	the	DET
iassist-1119	271	5	fairness	fairness	NOUN
iassist-1119	271	6	of	of	ADP
iassist-1119	271	7	research	research	NOUN
iassist-1119	271	8	data	datum	NOUN
iassist-1119	271	9	is	be	AUX
iassist-1119	271	10	an	an	DET
iassist-1119	271	11	essential	essential	ADJ
iassist-1119	271	12	foundation	foundation	NOUN
iassist-1119	271	13	for	for	ADP
iassist-1119	271	14	ethical	ethical	ADJ
iassist-1119	271	15	research	research	NOUN
iassist-1119	271	16	practices	practice	NOUN
iassist-1119	271	17	.	.	PUNCT
iassist-1119	272	1	a	a	DET
iassist-1119	272	2	certain	certain	ADJ
iassist-1119	272	3	degree	degree	NOUN
iassist-1119	272	4	of	of	ADP
iassist-1119	272	5	fairness	fairness	NOUN
iassist-1119	272	6	can	can	AUX
iassist-1119	272	7	also	also	ADV
iassist-1119	272	8	be	be	AUX
iassist-1119	272	9	achieved	achieve	VERB
iassist-1119	272	10	by	by	ADP
iassist-1119	272	11	using	use	VERB
iassist-1119	272	12	unstandardized	unstandardized	ADJ
iassist-1119	272	13	methods	method	NOUN
iassist-1119	272	14	.	.	PUNCT
iassist-1119	273	1	making	make	VERB
iassist-1119	273	2	research	research	NOUN
iassist-1119	273	3	data	datum	NOUN
iassist-1119	273	4	available	available	ADJ
iassist-1119	273	5	upon	upon	SCONJ
iassist-1119	273	6	request	request	NOUN
iassist-1119	273	7	or	or	CCONJ
iassist-1119	273	8	on	on	ADP
iassist-1119	273	9	a	a	DET
iassist-1119	273	10	website	website	NOUN
iassist-1119	273	11	,	,	PUNCT
iassist-1119	273	12	describing	describe	VERB
iassist-1119	273	13	it	it	PRON
iassist-1119	273	14	in	in	ADP
iassist-1119	273	15	a	a	DET
iassist-1119	273	16	report	report	NOUN
iassist-1119	273	17	,	,	PUNCT
iassist-1119	273	18	and	and	CCONJ
iassist-1119	273	19	using	use	VERB
iassist-1119	273	20	a	a	DET
iassist-1119	273	21	commonly	commonly	ADV
iassist-1119	273	22	used	use	VERB
iassist-1119	273	23	data	data	NOUN
iassist-1119	273	24	format	format	NOUN
iassist-1119	273	25	may	may	AUX
iassist-1119	273	26	already	already	ADV
iassist-1119	273	27	be	be	AUX
iassist-1119	273	28	a	a	DET
iassist-1119	273	29	first	first	ADJ
iassist-1119	273	30	step	step	NOUN
iassist-1119	273	31	for	for	ADP
iassist-1119	273	32	some	some	DET
iassist-1119	273	33	researchers	researcher	NOUN
iassist-1119	273	34	.	.	PUNCT
iassist-1119	274	1	but	but	CCONJ
iassist-1119	274	2	given	give	VERB
iassist-1119	274	3	the	the	DET
iassist-1119	274	4	developments	development	NOUN
iassist-1119	274	5	in	in	ADP
iassist-1119	274	6	data	datum	NOUN
iassist-1119	274	7	science	science	NOUN
iassist-1119	274	8	and	and	CCONJ
iassist-1119	274	9	big	big	ADJ
iassist-1119	274	10	data	datum	NOUN
iassist-1119	274	11	,	,	PUNCT
iassist-1119	274	12	the	the	DET
iassist-1119	274	13	use	use	NOUN
iassist-1119	274	14	of	of	ADP
iassist-1119	274	15	social	social	ADJ
iassist-1119	274	16	media	medium	NOUN
iassist-1119	274	17	data	datum	NOUN
iassist-1119	274	18	to	to	PART
iassist-1119	274	19	analyze	analyze	VERB
iassist-1119	274	20	social	social	ADJ
iassist-1119	274	21	phenomena	phenomenon	NOUN
iassist-1119	274	22	,	,	PUNCT
iassist-1119	274	23	and	and	CCONJ
iassist-1119	274	24	given	give	VERB
iassist-1119	274	25	the	the	DET
iassist-1119	274	26	increasing	increase	VERB
iassist-1119	274	27	variety	variety	NOUN
iassist-1119	274	28	,	,	PUNCT
iassist-1119	274	29	volume	volume	NOUN
iassist-1119	274	30	,	,	PUNCT
iassist-1119	274	31	and	and	CCONJ
iassist-1119	274	32	velocity	velocity	NOUN
iassist-1119	274	33	of	of	ADP
iassist-1119	274	34	change	change	NOUN
iassist-1119	274	35	,	,	PUNCT
iassist-1119	274	36	known	know	VERB
iassist-1119	274	37	as	as	ADP
iassist-1119	274	38	the	the	DET
iassist-1119	274	39	‘	'	PUNCT
iassist-1119	274	40	three	three	NUM
iassist-1119	274	41	v	v	NOUN
iassist-1119	274	42	’	'	PUNCT
iassist-1119	274	43	(	(	PUNCT
iassist-1119	274	44	kockum	kockum	PROPN
iassist-1119	274	45	&	&	CCONJ
iassist-1119	274	46	dacre	dacre	PROPN
iassist-1119	274	47	,	,	PUNCT
iassist-1119	274	48	2021	2021	NUM
iassist-1119	274	49	)	)	PUNCT
iassist-1119	274	50	,	,	PUNCT
iassist-1119	274	51	a	a	DET
iassist-1119	274	52	machineactionable	machineactionable	ADJ
iassist-1119	274	53	approach	approach	NOUN
iassist-1119	274	54	is	be	AUX
iassist-1119	274	55	needed	need	VERB
iassist-1119	274	56	(	(	PUNCT
iassist-1119	274	57	jensen	jensen	PROPN
iassist-1119	274	58	et	et	PROPN
iassist-1119	274	59	al	al	PROPN
iassist-1119	274	60	.	.	PROPN
iassist-1119	274	61	,	,	PUNCT
iassist-1119	274	62	2019	2019	NUM
iassist-1119	274	63	;	;	PUNCT
iassist-1119	274	64	weller	weller	PROPN
iassist-1119	274	65	&	&	CCONJ
iassist-1119	274	66	kinder	kind	ADJ
iassist-1119	274	67	-	-	PUNCT
iassist-1119	274	68	kurlanda	kurlanda	NOUN
iassist-1119	274	69	,	,	PUNCT
iassist-1119	274	70	2021	2021	NUM
iassist-1119	274	71	;	;	PUNCT
iassist-1119	274	72	weller	weller	PROPN
iassist-1119	274	73	&	&	CCONJ
iassist-1119	274	74	strohmaier	strohmaier	NOUN
iassist-1119	274	75	,	,	PUNCT
iassist-1119	274	76	2014	2014	NUM
iassist-1119	274	77	)	)	PUNCT
iassist-1119	274	78	.	.	PUNCT
iassist-1119	275	1	further	far	ADV
iassist-1119	275	2	on	on	ADP
iassist-1119	275	3	are	be	AUX
iassist-1119	275	4	developments	development	NOUN
iassist-1119	275	5	of	of	ADP
iassist-1119	275	6	artificial	artificial	ADJ
iassist-1119	275	7	intelligence	intelligence	NOUN
iassist-1119	275	8	in	in	ADP
iassist-1119	275	9	the	the	DET
iassist-1119	275	10	social	social	ADJ
iassist-1119	275	11	sciences	science	NOUN
iassist-1119	275	12	that	that	PRON
iassist-1119	275	13	rely	rely	VERB
iassist-1119	275	14	largely	largely	ADV
iassist-1119	275	15	on	on	ADP
iassist-1119	275	16	machine	machine	NOUN
iassist-1119	275	17	-	-	PUNCT
iassist-1119	275	18	accessible	accessible	ADJ
iassist-1119	275	19	data	datum	NOUN
iassist-1119	275	20	and	and	CCONJ
iassist-1119	275	21	are	be	AUX
iassist-1119	275	22	increasingly	increasingly	ADV
iassist-1119	275	23	being	be	AUX
iassist-1119	275	24	used	use	VERB
iassist-1119	275	25	(	(	PUNCT
iassist-1119	275	26	grossmann	grossmann	INTJ
iassist-1119	275	27	et	et	PROPN
iassist-1119	275	28	al	al	PROPN
iassist-1119	275	29	.	.	PROPN
iassist-1119	275	30	,	,	PUNCT
iassist-1119	275	31	2023	2023	NUM
iassist-1119	275	32	)	)	PUNCT
iassist-1119	275	33	.	.	PUNCT
iassist-1119	276	1	supporting	support	VERB
iassist-1119	276	2	researchers	researcher	NOUN
iassist-1119	276	3	working	work	VERB
iassist-1119	276	4	in	in	ADP
iassist-1119	276	5	such	such	ADJ
iassist-1119	276	6	environments	environment	NOUN
iassist-1119	276	7	requires	require	VERB
iassist-1119	276	8	a	a	DET
iassist-1119	276	9	research	research	NOUN
iassist-1119	276	10	infrastructure	infrastructure	NOUN
iassist-1119	276	11	that	that	PRON
iassist-1119	276	12	delivers	deliver	VERB
iassist-1119	276	13	fair	fair	ADJ
iassist-1119	276	14	data	datum	NOUN
iassist-1119	276	15	services	service	NOUN
iassist-1119	276	16	.	.	PUNCT
iassist-1119	277	1	fairness	fairness	NOUN
iassist-1119	277	2	indicators	indicator	NOUN
iassist-1119	277	3	provide	provide	VERB
iassist-1119	277	4	a	a	DET
iassist-1119	277	5	standardized	standardized	ADJ
iassist-1119	277	6	way	way	NOUN
iassist-1119	277	7	to	to	PART
iassist-1119	277	8	assess	assess	VERB
iassist-1119	277	9	the	the	DET
iassist-1119	277	10	quality	quality	NOUN
iassist-1119	277	11	of	of	ADP
iassist-1119	277	12	documentation	documentation	NOUN
iassist-1119	277	13	in	in	ADP
iassist-1119	277	14	this	this	DET
iassist-1119	277	15	respect	respect	NOUN
iassist-1119	277	16	.	.	PUNCT
iassist-1119	278	1	the	the	DET
iassist-1119	278	2	f	f	PROPN
iassist-1119	278	3	-	-	PUNCT
iassist-1119	278	4	uji	uji	PROPN
iassist-1119	278	5	tool	tool	NOUN
iassist-1119	278	6	for	for	ADP
iassist-1119	278	7	assessing	assess	VERB
iassist-1119	278	8	the	the	DET
iassist-1119	278	9	fairness	fairness	NOUN
iassist-1119	278	10	of	of	ADP
iassist-1119	278	11	research	research	NOUN
iassist-1119	278	12	data	datum	NOUN
iassist-1119	278	13	makes	make	VERB
iassist-1119	278	14	it	it	PRON
iassist-1119	278	15	possible	possible	ADJ
iassist-1119	278	16	to	to	PART
iassist-1119	278	17	document	document	VERB
iassist-1119	278	18	the	the	DET
iassist-1119	278	19	fairness	fairness	NOUN
iassist-1119	278	20	of	of	ADP
iassist-1119	278	21	research	research	NOUN
iassist-1119	278	22	data	datum	NOUN
iassist-1119	278	23	in	in	ADP
iassist-1119	278	24	a	a	DET
iassist-1119	278	25	transparent	transparent	ADJ
iassist-1119	278	26	way	way	NOUN
iassist-1119	278	27	.	.	PUNCT
iassist-1119	279	1	as	as	SCONJ
iassist-1119	279	2	shown	show	VERB
iassist-1119	279	3	in	in	ADP
iassist-1119	279	4	this	this	DET
iassist-1119	279	5	article	article	NOUN
iassist-1119	279	6	,	,	PUNCT
iassist-1119	279	7	the	the	DET
iassist-1119	279	8	basis	basis	NOUN
iassist-1119	279	9	for	for	ADP
iassist-1119	279	10	fairness	fairness	NOUN
iassist-1119	279	11	evaluations	evaluation	NOUN
iassist-1119	279	12	in	in	ADP
iassist-1119	279	13	an	an	DET
iassist-1119	279	14	automated	automate	VERB
iassist-1119	279	15	procedure	procedure	NOUN
iassist-1119	279	16	is	be	AUX
iassist-1119	279	17	usage	usage	NOUN
iassist-1119	279	18	of	of	ADP
iassist-1119	279	19	open	open	ADJ
iassist-1119	279	20	standards	standard	NOUN
iassist-1119	279	21	that	that	PRON
iassist-1119	279	22	are	be	AUX
iassist-1119	279	23	applied	apply	VERB
iassist-1119	279	24	according	accord	VERB
iassist-1119	279	25	to	to	ADP
iassist-1119	279	26	principles	principle	NOUN
iassist-1119	279	27	of	of	ADP
iassist-1119	279	28	open	open	ADJ
iassist-1119	279	29	science	science	NOUN
iassist-1119	279	30	.	.	PUNCT
iassist-1119	280	1	the	the	DET
iassist-1119	280	2	openness	openness	NOUN
iassist-1119	280	3	can	can	AUX
iassist-1119	280	4	be	be	AUX
iassist-1119	280	5	seen	see	VERB
iassist-1119	280	6	when	when	SCONJ
iassist-1119	280	7	the	the	DET
iassist-1119	280	8	f	f	PROPN
iassist-1119	280	9	-	-	PUNCT
iassist-1119	280	10	uji	uji	PROPN
iassist-1119	280	11	tool	tool	NOUN
iassist-1119	280	12	performs	perform	VERB
iassist-1119	280	13	the	the	DET
iassist-1119	280	14	assessment	assessment	NOUN
iassist-1119	280	15	based	base	VERB
iassist-1119	280	16	on	on	ADP
iassist-1119	280	17	data	datum	NOUN
iassist-1119	280	18	and	and	CCONJ
iassist-1119	280	19	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	280	20	18/22	18/22	NUM
iassist-1119	280	21	zenk	zenk	NOUN
iassist-1119	280	22	-	-	PUNCT
iassist-1119	280	23	möltgen	möltgen	PROPN
iassist-1119	280	24	,	,	PUNCT
iassist-1119	280	25	wolfgang	wolfgang	PROPN
iassist-1119	280	26	(	(	PUNCT
iassist-1119	280	27	2024	2024	NUM
iassist-1119	280	28	)	)	PUNCT
iassist-1119	280	29	the	the	DET
iassist-1119	280	30	role	role	NOUN
iassist-1119	280	31	of	of	ADP
iassist-1119	280	32	fair	fair	ADJ
iassist-1119	280	33	principles	principle	NOUN
iassist-1119	280	34	in	in	ADP
iassist-1119	280	35	high	high	ADJ
iassist-1119	280	36	-	-	PUNCT
iassist-1119	280	37	quality	quality	NOUN
iassist-1119	280	38	research	research	NOUN
iassist-1119	280	39	data	datum	NOUN
iassist-1119	280	40	documentation	documentation	NOUN
iassist-1119	280	41	,	,	PUNCT
iassist-1119	280	42	iassist	iassist	VERB
iassist-1119	280	43	quarterly	quarterly	ADJ
iassist-1119	280	44	xx(y	xx(y	PROPN
iassist-1119	280	45	)	)	PUNCT
iassist-1119	280	46	,	,	PUNCT
iassist-1119	280	47	pp	pp	PROPN
iassist-1119	280	48	.	.	PUNCT
iassist-1119	281	1	1	1	NUM
iassist-1119	281	2	-	-	SYM
iassist-1119	281	3	5	5	NUM
iassist-1119	281	4	.	.	PUNCT
iassist-1119	281	5	doi	doi	NOUN
iassist-1119	281	6	:	:	PUNCT
iassist-1119	281	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	281	8	metadata	metadata	NOUN
iassist-1119	281	9	that	that	PRON
iassist-1119	281	10	is	be	AUX
iassist-1119	281	11	freely	freely	ADV
iassist-1119	281	12	available	available	ADJ
iassist-1119	281	13	on	on	ADP
iassist-1119	281	14	the	the	DET
iassist-1119	281	15	web	web	NOUN
iassist-1119	281	16	.	.	PUNCT
iassist-1119	282	1	anyone	anyone	PRON
iassist-1119	282	2	can	can	AUX
iassist-1119	282	3	access	access	VERB
iassist-1119	282	4	the	the	DET
iassist-1119	282	5	basis	basis	NOUN
iassist-1119	282	6	for	for	ADP
iassist-1119	282	7	evaluation	evaluation	NOUN
iassist-1119	282	8	.	.	PUNCT
iassist-1119	283	1	the	the	DET
iassist-1119	283	2	integrity	integrity	NOUN
iassist-1119	283	3	is	be	AUX
iassist-1119	283	4	represented	represent	VERB
iassist-1119	283	5	by	by	ADP
iassist-1119	283	6	several	several	ADJ
iassist-1119	283	7	checks	check	NOUN
iassist-1119	283	8	of	of	ADP
iassist-1119	283	9	the	the	DET
iassist-1119	283	10	f	f	PROPN
iassist-1119	283	11	-	-	PUNCT
iassist-1119	283	12	uji	uji	PROPN
iassist-1119	283	13	tool	tool	NOUN
iassist-1119	283	14	which	which	PRON
iassist-1119	283	15	are	be	AUX
iassist-1119	283	16	validations	validation	NOUN
iassist-1119	283	17	of	of	ADP
iassist-1119	283	18	the	the	DET
iassist-1119	283	19	provided	provide	VERB
iassist-1119	283	20	metadata	metadata	NOUN
iassist-1119	283	21	,	,	PUNCT
iassist-1119	283	22	e.g.	e.g.	ADV
iassist-1119	283	23	,	,	PUNCT
iassist-1119	283	24	fsf	fsf	PROPN
iassist-1119	283	25	-	-	PUNCT
iassist-1119	283	26	r1	r1	PROPN
iassist-1119	283	27	-	-	PUNCT
iassist-1119	283	28	01md-3	01md-3	NOUN
iassist-1119	283	29	(	(	PUNCT
iassist-1119	283	30	‘	'	PUNCT
iassist-1119	283	31	data	datum	NOUN
iassist-1119	283	32	content	content	NOUN
iassist-1119	283	33	matches	match	VERB
iassist-1119	283	34	file	file	NOUN
iassist-1119	283	35	type	type	NOUN
iassist-1119	283	36	and	and	CCONJ
iassist-1119	283	37	size	size	NOUN
iassist-1119	283	38	specified	specify	VERB
iassist-1119	283	39	in	in	ADP
iassist-1119	283	40	metadata	metadata	NOUN
iassist-1119	283	41	’	'	PUNCT
iassist-1119	283	42	)	)	PUNCT
iassist-1119	283	43	,	,	PUNCT
iassist-1119	283	44	fsf	fsf	PROPN
iassist-1119	283	45	-	-	PUNCT
iassist-1119	283	46	r1	r1	PROPN
iassist-1119	283	47	-	-	PUNCT
iassist-1119	283	48	01md-4	01md-4	NOUN
iassist-1119	283	49	(	(	PUNCT
iassist-1119	283	50	‘	'	PUNCT
iassist-1119	283	51	data	datum	NOUN
iassist-1119	283	52	content	content	NOUN
iassist-1119	283	53	matches	match	NOUN
iassist-1119	283	54	measured	measure	VERB
iassist-1119	283	55	variables	variable	NOUN
iassist-1119	283	56	or	or	CCONJ
iassist-1119	283	57	observation	observation	NOUN
iassist-1119	283	58	types	type	NOUN
iassist-1119	283	59	specified	specify	VERB
iassist-1119	283	60	in	in	ADP
iassist-1119	283	61	metadata	metadata	NOUN
iassist-1119	283	62	’	'	PUNCT
iassist-1119	283	63	)	)	PUNCT
iassist-1119	283	64	or	or	CCONJ
iassist-1119	283	65	fsf	fsf	PROPN
iassist-1119	283	66	-	-	PUNCT
iassist-1119	283	67	f201m-3	f201m-3	PROPN
iassist-1119	283	68	(	(	PUNCT
iassist-1119	283	69	‘	'	PUNCT
iassist-1119	283	70	core	core	ADJ
iassist-1119	283	71	descriptive	descriptive	ADJ
iassist-1119	283	72	metadata	metadata	NOUN
iassist-1119	283	73	is	be	AUX
iassist-1119	283	74	available	available	ADJ
iassist-1119	283	75	’	'	PUNCT
iassist-1119	283	76	checks	check	NOUN
iassist-1119	283	77	for	for	ADP
iassist-1119	283	78	defined	define	VERB
iassist-1119	283	79	metadata	metadata	NOUN
iassist-1119	283	80	fields	field	NOUN
iassist-1119	283	81	)	)	PUNCT
iassist-1119	283	82	.	.	PUNCT
iassist-1119	284	1	the	the	DET
iassist-1119	284	2	transparency	transparency	NOUN
iassist-1119	284	3	of	of	ADP
iassist-1119	284	4	the	the	DET
iassist-1119	284	5	process	process	NOUN
iassist-1119	284	6	is	be	AUX
iassist-1119	284	7	enabled	enable	VERB
iassist-1119	284	8	by	by	ADP
iassist-1119	284	9	the	the	DET
iassist-1119	284	10	availability	availability	NOUN
iassist-1119	284	11	of	of	ADP
iassist-1119	284	12	the	the	DET
iassist-1119	284	13	f	f	PROPN
iassist-1119	284	14	-	-	PUNCT
iassist-1119	284	15	uji	uji	PROPN
iassist-1119	284	16	tool	tool	NOUN
iassist-1119	284	17	itself	itself	PRON
iassist-1119	284	18	as	as	ADP
iassist-1119	284	19	an	an	DET
iassist-1119	284	20	open	open	ADJ
iassist-1119	284	21	source	source	NOUN
iassist-1119	284	22	on	on	ADP
iassist-1119	284	23	github	github	PROPN
iassist-1119	284	24	under	under	ADP
iassist-1119	284	25	the	the	DET
iassist-1119	284	26	mit	mit	NOUN
iassist-1119	284	27	open	open	ADJ
iassist-1119	284	28	-	-	PUNCT
iassist-1119	284	29	source	source	NOUN
iassist-1119	284	30	license16	license16	NOUN
iassist-1119	284	31	,	,	PUNCT
iassist-1119	284	32	making	make	VERB
iassist-1119	284	33	criteria	criterion	NOUN
iassist-1119	284	34	for	for	ADP
iassist-1119	284	35	evaluation	evaluation	NOUN
iassist-1119	284	36	visible	visible	ADJ
iassist-1119	284	37	,	,	PUNCT
iassist-1119	284	38	and	and	CCONJ
iassist-1119	284	39	allowing	allow	VERB
iassist-1119	284	40	users	user	NOUN
iassist-1119	284	41	to	to	PART
iassist-1119	284	42	scrutinize	scrutinize	VERB
iassist-1119	284	43	each	each	DET
iassist-1119	284	44	single	single	ADJ
iassist-1119	284	45	metric	metric	NOUN
iassist-1119	284	46	and	and	CCONJ
iassist-1119	284	47	test	test	NOUN
iassist-1119	284	48	included	include	VERB
iassist-1119	284	49	.	.	PUNCT
iassist-1119	285	1	data	datum	NOUN
iassist-1119	285	2	archives	archive	NOUN
iassist-1119	285	3	and	and	CCONJ
iassist-1119	285	4	other	other	ADJ
iassist-1119	285	5	research	research	NOUN
iassist-1119	285	6	data	datum	NOUN
iassist-1119	285	7	centers	center	NOUN
iassist-1119	285	8	can	can	AUX
iassist-1119	285	9	contribute	contribute	VERB
iassist-1119	285	10	considerably	considerably	ADV
iassist-1119	285	11	to	to	ADP
iassist-1119	285	12	the	the	DET
iassist-1119	285	13	level	level	NOUN
iassist-1119	285	14	of	of	ADP
iassist-1119	285	15	fairness	fairness	NOUN
iassist-1119	285	16	of	of	ADP
iassist-1119	285	17	the	the	DET
iassist-1119	285	18	research	research	NOUN
iassist-1119	285	19	data	datum	NOUN
iassist-1119	285	20	they	they	PRON
iassist-1119	285	21	curate	curate	VERB
iassist-1119	285	22	and	and	CCONJ
iassist-1119	285	23	disseminate	disseminate	VERB
iassist-1119	285	24	,	,	PUNCT
iassist-1119	285	25	as	as	SCONJ
iassist-1119	285	26	has	have	AUX
iassist-1119	285	27	been	be	AUX
iassist-1119	285	28	shown	show	VERB
iassist-1119	285	29	by	by	ADP
iassist-1119	285	30	the	the	DET
iassist-1119	285	31	example	example	NOUN
iassist-1119	285	32	dataset	dataset	NOUN
iassist-1119	285	33	.	.	PUNCT
iassist-1119	286	1	however	however	ADV
iassist-1119	286	2	,	,	PUNCT
iassist-1119	286	3	there	there	PRON
iassist-1119	286	4	is	be	VERB
iassist-1119	286	5	more	more	ADJ
iassist-1119	286	6	to	to	ADP
iassist-1119	286	7	ethical	ethical	ADJ
iassist-1119	286	8	research	research	NOUN
iassist-1119	286	9	practices	practice	NOUN
iassist-1119	286	10	than	than	ADP
iassist-1119	286	11	implementing	implement	VERB
iassist-1119	286	12	measures	measure	NOUN
iassist-1119	286	13	to	to	PART
iassist-1119	286	14	achieve	achieve	VERB
iassist-1119	286	15	the	the	DET
iassist-1119	286	16	highest	high	ADJ
iassist-1119	286	17	score	score	NOUN
iassist-1119	286	18	of	of	ADP
iassist-1119	286	19	research	research	NOUN
iassist-1119	286	20	data	datum	NOUN
iassist-1119	286	21	fairness	fairness	NOUN
iassist-1119	286	22	.	.	PUNCT
iassist-1119	287	1	additional	additional	ADJ
iassist-1119	287	2	things	thing	NOUN
iassist-1119	287	3	to	to	PART
iassist-1119	287	4	consider	consider	VERB
iassist-1119	287	5	include	include	VERB
iassist-1119	287	6	for	for	ADP
iassist-1119	287	7	example	example	NOUN
iassist-1119	287	8	reporting	reporting	NOUN
iassist-1119	287	9	standards	standard	NOUN
iassist-1119	287	10	and	and	CCONJ
iassist-1119	287	11	transparency	transparency	NOUN
iassist-1119	287	12	in	in	ADP
iassist-1119	287	13	methods	method	NOUN
iassist-1119	287	14	for	for	ADP
iassist-1119	287	15	creating	create	VERB
iassist-1119	287	16	scientific	scientific	ADJ
iassist-1119	287	17	results	result	NOUN
iassist-1119	287	18	.	.	PUNCT
iassist-1119	288	1	archives	archive	NOUN
iassist-1119	288	2	and	and	CCONJ
iassist-1119	288	3	other	other	ADJ
iassist-1119	288	4	data	datum	NOUN
iassist-1119	288	5	curating	curate	VERB
iassist-1119	288	6	institutions	institution	NOUN
iassist-1119	288	7	can	can	AUX
iassist-1119	288	8	provide	provide	VERB
iassist-1119	288	9	scientific	scientific	ADJ
iassist-1119	288	10	data	datum	NOUN
iassist-1119	288	11	with	with	ADP
iassist-1119	288	12	the	the	DET
iassist-1119	288	13	highest	high	ADJ
iassist-1119	288	14	possible	possible	ADJ
iassist-1119	288	15	fairness	fairness	NOUN
iassist-1119	288	16	levels	level	NOUN
iassist-1119	288	17	,	,	PUNCT
iassist-1119	288	18	and	and	CCONJ
iassist-1119	288	19	thus	thus	ADV
iassist-1119	288	20	can	can	AUX
iassist-1119	288	21	provide	provide	VERB
iassist-1119	288	22	one	one	NUM
iassist-1119	288	23	piece	piece	NOUN
iassist-1119	288	24	in	in	ADP
iassist-1119	288	25	the	the	DET
iassist-1119	288	26	mosaic	mosaic	NOUN
iassist-1119	288	27	of	of	ADP
iassist-1119	288	28	the	the	DET
iassist-1119	288	29	scientific	scientific	ADJ
iassist-1119	288	30	ideal	ideal	NOUN
iassist-1119	288	31	.	.	PUNCT
iassist-1119	289	1	acknowledgements	acknowledgement	NOUN
iassist-1119	289	2	i	i	PRON
iassist-1119	289	3	would	would	AUX
iassist-1119	289	4	like	like	VERB
iassist-1119	289	5	to	to	PART
iassist-1119	289	6	thank	thank	VERB
iassist-1119	289	7	my	my	PRON
iassist-1119	289	8	colleagues	colleague	NOUN
iassist-1119	289	9	at	at	ADP
iassist-1119	289	10	gesis	gesis	NOUN
iassist-1119	289	11	who	who	PRON
iassist-1119	289	12	have	have	AUX
iassist-1119	289	13	made	make	VERB
iassist-1119	289	14	this	this	DET
iassist-1119	289	15	research	research	NOUN
iassist-1119	289	16	possible	possible	ADJ
iassist-1119	289	17	.	.	PUNCT
iassist-1119	290	1	christina	christina	ADJ
iassist-1119	290	2	eder	eder	NOUN
iassist-1119	290	3	and	and	CCONJ
iassist-1119	290	4	alexander	alexander	PROPN
iassist-1119	290	5	jedinger	jedinger	PROPN
iassist-1119	290	6	have	have	AUX
iassist-1119	290	7	initiated	initiate	VERB
iassist-1119	290	8	this	this	DET
iassist-1119	290	9	investigation	investigation	NOUN
iassist-1119	290	10	with	with	ADP
iassist-1119	290	11	their	their	PRON
iassist-1119	290	12	work	work	NOUN
iassist-1119	290	13	from	from	ADP
iassist-1119	290	14	2018	2018	NUM
iassist-1119	290	15	.	.	PUNCT
iassist-1119	291	1	daniel	daniel	PROPN
iassist-1119	291	2	hienert	hienert	PROPN
iassist-1119	291	3	,	,	PUNCT
iassist-1119	291	4	zhang	zhang	PROPN
iassist-1119	291	5	yudong	yudong	PROPN
iassist-1119	291	6	,	,	PUNCT
iassist-1119	291	7	janete	janete	ADJ
iassist-1119	291	8	saldanha	saldanha	NOUN
iassist-1119	291	9	bach	bach	NOUN
iassist-1119	291	10	,	,	PUNCT
iassist-1119	291	11	brigitte	brigitte	PROPN
iassist-1119	291	12	mathiak	mathiak	PROPN
iassist-1119	291	13	,	,	PUNCT
iassist-1119	291	14	and	and	CCONJ
iassist-1119	291	15	farah	farah	PROPN
iassist-1119	291	16	karim	karim	PROPN
iassist-1119	291	17	have	have	AUX
iassist-1119	291	18	all	all	PRON
iassist-1119	291	19	worked	work	VERB
iassist-1119	291	20	on	on	ADP
iassist-1119	291	21	major	major	ADJ
iassist-1119	291	22	items	item	NOUN
iassist-1119	291	23	for	for	ADP
iassist-1119	291	24	the	the	DET
iassist-1119	291	25	practical	practical	ADJ
iassist-1119	291	26	and	and	CCONJ
iassist-1119	291	27	systematic	systematic	ADJ
iassist-1119	291	28	implementation	implementation	NOUN
iassist-1119	291	29	,	,	PUNCT
iassist-1119	291	30	and	and	CCONJ
iassist-1119	291	31	without	without	ADP
iassist-1119	291	32	this	this	PRON
iassist-1119	291	33	my	my	PRON
iassist-1119	291	34	work	work	NOUN
iassist-1119	291	35	would	would	AUX
iassist-1119	291	36	not	not	PART
iassist-1119	291	37	have	have	AUX
iassist-1119	291	38	been	be	AUX
iassist-1119	291	39	possible	possible	ADJ
iassist-1119	291	40	.	.	PUNCT
iassist-1119	292	1	and	and	CCONJ
iassist-1119	292	2	i	i	PRON
iassist-1119	292	3	thank	thank	VERB
iassist-1119	292	4	the	the	DET
iassist-1119	292	5	anonymous	anonymous	ADJ
iassist-1119	292	6	reviewers	reviewer	NOUN
iassist-1119	292	7	,	,	PUNCT
iassist-1119	292	8	the	the	DET
iassist-1119	292	9	editors	editor	NOUN
iassist-1119	292	10	,	,	PUNCT
iassist-1119	292	11	christina	christina	ADJ
iassist-1119	292	12	eder	eder	NOUN
iassist-1119	292	13	and	and	CCONJ
iassist-1119	292	14	alexander	alexander	NOUN
iassist-1119	292	15	jedinger	jedinger	PROPN
iassist-1119	292	16	,	,	PUNCT
iassist-1119	292	17	but	but	CCONJ
iassist-1119	292	18	especially	especially	ADV
iassist-1119	292	19	libby	libby	PROPN
iassist-1119	292	20	bishop	bishop	PROPN
iassist-1119	292	21	for	for	ADP
iassist-1119	292	22	many	many	ADJ
iassist-1119	292	23	helpful	helpful	ADJ
iassist-1119	292	24	comments	comment	NOUN
iassist-1119	292	25	on	on	ADP
iassist-1119	292	26	the	the	DET
iassist-1119	292	27	manuscript	manuscript	NOUN
iassist-1119	292	28	.	.	PUNCT
iassist-1119	293	1	references	reference	NOUN
iassist-1119	293	2	akdeniz	akdeniz	PROPN
iassist-1119	293	3	,	,	PUNCT
iassist-1119	293	4	e.	e.	PROPN
iassist-1119	293	5	and	and	CCONJ
iassist-1119	293	6	zenk	zenk	PROPN
iassist-1119	293	7	-	-	PUNCT
iassist-1119	293	8	möltgen	möltgen	PROPN
iassist-1119	293	9	,	,	PUNCT
iassist-1119	293	10	w.	w.	PROPN
iassist-1119	293	11	(	(	PUNCT
iassist-1119	293	12	2017	2017	NUM
iassist-1119	293	13	)	)	PUNCT
iassist-1119	293	14	.	.	PUNCT
iassist-1119	294	1	‘	'	PUNCT
iassist-1119	294	2	ddi	ddi	ADJ
iassist-1119	294	3	-	-	PUNCT
iassist-1119	294	4	lifecycle	lifecycle	NOUN
iassist-1119	294	5	at	at	ADP
iassist-1119	294	6	the	the	DET
iassist-1119	294	7	data	datum	NOUN
iassist-1119	294	8	archive	archive	NOUN
iassist-1119	294	9	:	:	PUNCT
iassist-1119	294	10	the	the	DET
iassist-1119	294	11	metadata	metadata	ADJ
iassist-1119	294	12	schema	schema	NOUN
iassist-1119	294	13	for	for	ADP
iassist-1119	294	14	documentation	documentation	NOUN
iassist-1119	294	15	in	in	ADP
iassist-1119	294	16	different	different	ADJ
iassist-1119	294	17	software	software	NOUN
iassist-1119	294	18	tools	tool	NOUN
iassist-1119	294	19	’	'	PUNCT
iassist-1119	294	20	,	,	PUNCT
iassist-1119	294	21	gesis	gesis	NOUN
iassist-1119	294	22	papers	paper	NOUN
iassist-1119	294	23	,	,	PUNCT
iassist-1119	294	24	2017(18	2017(18	NUM
iassist-1119	294	25	)	)	PUNCT
iassist-1119	294	26	.	.	PUNCT
iassist-1119	295	1	https://doi.org/10.21241/ssoar.52487	https://doi.org/10.21241/ssoar.52487	PROPN
iassist-1119	295	2	alaterä	alaterä	PROPN
iassist-1119	295	3	,	,	PUNCT
iassist-1119	295	4	t.	t.	PROPN
iassist-1119	295	5	,	,	PUNCT
iassist-1119	295	6	kleemola	kleemola	PROPN
iassist-1119	295	7	,	,	PUNCT
iassist-1119	295	8	m.	m.	NOUN
iassist-1119	295	9	,	,	PUNCT
iassist-1119	295	10	ala	ala	PROPN
iassist-1119	295	11	-	-	PUNCT
iassist-1119	295	12	lahti	lahti	NOUN
iassist-1119	295	13	,	,	PUNCT
iassist-1119	295	14	h.	h.	PROPN
iassist-1119	295	15	and	and	CCONJ
iassist-1119	295	16	jerlehag	jerlehag	PROPN
iassist-1119	295	17	,	,	PUNCT
iassist-1119	295	18	b.	b.	PROPN
iassist-1119	295	19	(	(	PUNCT
iassist-1119	295	20	2022	2022	NUM
iassist-1119	295	21	)	)	PUNCT
iassist-1119	295	22	.	.	PUNCT
iassist-1119	296	1	d4.5	d4.5	PROPN
iassist-1119	296	2	report	report	NOUN
iassist-1119	296	3	on	on	ADP
iassist-1119	296	4	completed	complete	VERB
iassist-1119	296	5	fair	fair	ADJ
iassist-1119	296	6	data	datum	NOUN
iassist-1119	296	7	standard	standard	ADJ
iassist-1119	296	8	adoption	adoption	NOUN
iassist-1119	296	9	and	and	CCONJ
iassist-1119	296	10	certifications	certification	NOUN
iassist-1119	296	11	of	of	ADP
iassist-1119	296	12	data	datum	NOUN
iassist-1119	296	13	repositories	repository	NOUN
iassist-1119	296	14	in	in	ADP
iassist-1119	296	15	the	the	DET
iassist-1119	296	16	region	region	NOUN
iassist-1119	296	17	.	.	PUNCT
iassist-1119	297	1	https://doi.org/10.5281/zenodo.7303538	https://doi.org/10.5281/zenodo.7303538	VERB
iassist-1119	297	2	american	american	PROPN
iassist-1119	297	3	economic	economic	PROPN
iassist-1119	297	4	association	association	PROPN
iassist-1119	297	5	(	(	PUNCT
iassist-1119	297	6	2024	2024	NUM
iassist-1119	297	7	)	)	PUNCT
iassist-1119	297	8	.	.	PUNCT
iassist-1119	298	1	data	datum	NOUN
iassist-1119	298	2	and	and	CCONJ
iassist-1119	298	3	code	code	NOUN
iassist-1119	298	4	availability	availability	NOUN
iassist-1119	298	5	policy	policy	NOUN
iassist-1119	298	6	.	.	PUNCT
iassist-1119	299	1	https://www.aeaweb.org/journals/data/data-code-policy	https://www.aeaweb.org/journals/data/data-code-policy	PROPN
iassist-1119	299	2	betancort	betancort	PROPN
iassist-1119	299	3	cabrera	cabrera	PROPN
iassist-1119	299	4	,	,	PUNCT
iassist-1119	299	5	n.	n.	NOUN
iassist-1119	299	6	,	,	PUNCT
iassist-1119	299	7	bongartz	bongartz	PROPN
iassist-1119	299	8	,	,	PUNCT
iassist-1119	299	9	e.c	e.c	PROPN
iassist-1119	299	10	.	.	PROPN
iassist-1119	299	11	,	,	PUNCT
iassist-1119	299	12	dörrenbächer	dörrenbächer	PROPN
iassist-1119	299	13	,	,	PUNCT
iassist-1119	299	14	n.	n.	NOUN
iassist-1119	299	15	,	,	PUNCT
iassist-1119	299	16	goebel	goebel	NOUN
iassist-1119	299	17	,	,	PUNCT
iassist-1119	299	18	j.	j.	PROPN
iassist-1119	299	19	,	,	PUNCT
iassist-1119	299	20	kaluza	kaluza	PROPN
iassist-1119	299	21	,	,	PUNCT
iassist-1119	299	22	h.	h.	PROPN
iassist-1119	299	23	and	and	CCONJ
iassist-1119	299	24	siegers	sieger	NOUN
iassist-1119	299	25	,	,	PUNCT
iassist-1119	299	26	p.	p.	NOUN
iassist-1119	299	27	(	(	PUNCT
iassist-1119	299	28	2020	2020	NUM
iassist-1119	299	29	)	)	PUNCT
iassist-1119	299	30	.	.	PUNCT
iassist-1119	300	1	white	white	ADJ
iassist-1119	300	2	paper	paper	PROPN
iassist-1119	300	3	on	on	ADP
iassist-1119	300	4	implementing	implement	VERB
iassist-1119	300	5	the	the	DET
iassist-1119	300	6	fair	fair	ADJ
iassist-1119	300	7	principles	principle	NOUN
iassist-1119	300	8	for	for	ADP
iassist-1119	300	9	data	datum	NOUN
iassist-1119	300	10	in	in	ADP
iassist-1119	300	11	the	the	DET
iassist-1119	300	12	social	social	ADJ
iassist-1119	300	13	,	,	PUNCT
iassist-1119	300	14	behavioural	behavioural	ADJ
iassist-1119	300	15	,	,	PUNCT
iassist-1119	300	16	and	and	CCONJ
iassist-1119	300	17	economic	economic	ADJ
iassist-1119	300	18	eciences	ecience	NOUN
iassist-1119	300	19	’	'	PUNCT
iassist-1119	300	20	,	,	PUNCT
iassist-1119	300	21	ratswd	ratswd	ADJ
iassist-1119	300	22	working	work	VERB
iassist-1119	300	23	paper	paper	NOUN
iassist-1119	300	24	series	series	NOUN
iassist-1119	300	25	.	.	PUNCT
iassist-1119	301	1	https://doi.org/10.17620/02671.60	https://doi.org/10.17620/02671.60	PROPN
iassist-1119	301	2	bishop	bishop	PROPN
iassist-1119	301	3	,	,	PUNCT
iassist-1119	301	4	b.	b.	PROPN
iassist-1119	301	5	w.	w.	PROPN
iassist-1119	301	6	,	,	PUNCT
iassist-1119	301	7	&	&	CCONJ
iassist-1119	301	8	hank	hank	PROPN
iassist-1119	301	9	,	,	PUNCT
iassist-1119	301	10	c.	c.	PROPN
iassist-1119	301	11	(	(	PUNCT
iassist-1119	301	12	2018	2018	NUM
iassist-1119	301	13	)	)	PUNCT
iassist-1119	301	14	.	.	PUNCT
iassist-1119	302	1	measuring	measure	VERB
iassist-1119	302	2	fair	fair	ADJ
iassist-1119	302	3	principles	principle	NOUN
iassist-1119	302	4	to	to	PART
iassist-1119	302	5	inform	inform	VERB
iassist-1119	302	6	fitness	fitness	NOUN
iassist-1119	302	7	for	for	ADP
iassist-1119	302	8	use	use	NOUN
iassist-1119	302	9	.	.	PUNCT
iassist-1119	303	1	international	international	ADJ
iassist-1119	303	2	journal	journal	NOUN
iassist-1119	303	3	of	of	ADP
iassist-1119	303	4	digital	digital	ADJ
iassist-1119	303	5	curation	curation	NOUN
iassist-1119	303	6	,	,	PUNCT
iassist-1119	303	7	13(1	13(1	NUM
iassist-1119	303	8	)	)	PUNCT
iassist-1119	303	9	,	,	PUNCT
iassist-1119	303	10	35–46	35–46	NUM
iassist-1119	303	11	.	.	PUNCT
iassist-1119	304	1	https://doi.org/10.2218/ijdc.v13i1.630	https://doi.org/10.2218/ijdc.v13i1.630	PROPN
iassist-1119	304	2	borgesius	borgesius	PROPN
iassist-1119	304	3	,	,	PUNCT
iassist-1119	304	4	f.z	f.z	PROPN
iassist-1119	304	5	.	.	PROPN
iassist-1119	304	6	,	,	PUNCT
iassist-1119	304	7	gray	gray	ADJ
iassist-1119	304	8	,	,	PUNCT
iassist-1119	304	9	j.	j.	PROPN
iassist-1119	304	10	and	and	CCONJ
iassist-1119	304	11	van	van	PROPN
iassist-1119	304	12	eechoud	eechoud	NOUN
iassist-1119	304	13	,	,	PUNCT
iassist-1119	304	14	m.	m.	NOUN
iassist-1119	304	15	(	(	PUNCT
iassist-1119	304	16	2016	2016	NUM
iassist-1119	304	17	)	)	PUNCT
iassist-1119	304	18	.	.	PUNCT
iassist-1119	305	1	open	open	ADJ
iassist-1119	305	2	data	data	PROPN
iassist-1119	305	3	,	,	PUNCT
iassist-1119	305	4	privacy	privacy	NOUN
iassist-1119	305	5	,	,	PUNCT
iassist-1119	305	6	and	and	CCONJ
iassist-1119	305	7	fair	fair	ADJ
iassist-1119	305	8	information	information	NOUN
iassist-1119	305	9	principles	principle	NOUN
iassist-1119	305	10	:	:	PUNCT
iassist-1119	305	11	towards	towards	ADP
iassist-1119	305	12	a	a	DET
iassist-1119	305	13	balancing	balance	VERB
iassist-1119	305	14	framework	framework	NOUN
iassist-1119	305	15	’	'	PUNCT
iassist-1119	305	16	,	,	PUNCT
iassist-1119	305	17	berkeley	berkeley	PROPN
iassist-1119	305	18	technology	technology	PROPN
iassist-1119	305	19	law	law	PROPN
iassist-1119	305	20	journal	journal	NOUN
iassist-1119	305	21	,	,	PUNCT
iassist-1119	305	22	30(3	30(3	NUM
iassist-1119	305	23	)	)	PUNCT
iassist-1119	305	24	,	,	PUNCT
iassist-1119	305	25	20732131	20732131	NUM
iassist-1119	305	26	.	.	PUNCT
iassist-1119	306	1	https://doi.org/10.15779/z389s18	https://doi.org/10.15779/z389s18	PROPN
iassist-1119	306	2	.	.	PUNCT
iassist-1119	307	1	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	307	2	https://doi.org/10.21241/ssoar.52487	https://doi.org/10.21241/ssoar.52487	PROPN
iassist-1119	307	3	https://doi.org/10.5281/zenodo.7303538	https://doi.org/10.5281/zenodo.7303538	NOUN
iassist-1119	307	4	https://www.aeaweb.org/journals/data/data-code-policy	https://www.aeaweb.org/journals/data/data-code-policy	NOUN
iassist-1119	307	5	https://doi.org/10.17620/02671.60	https://doi.org/10.17620/02671.60	PROPN
iassist-1119	308	1	https://doi.org/10.2218/ijdc.v13i1.630	https://doi.org/10.2218/ijdc.v13i1.630	PROPN
iassist-1119	308	2	https://doi.org/10.15779/z389s18	https://doi.org/10.15779/z389s18	PROPN
iassist-1119	309	1	19/22	19/22	NUM
iassist-1119	309	2	zenk	zenk	NOUN
iassist-1119	309	3	-	-	PUNCT
iassist-1119	309	4	möltgen	möltgen	PROPN
iassist-1119	309	5	,	,	PUNCT
iassist-1119	309	6	wolfgang	wolfgang	PROPN
iassist-1119	309	7	(	(	PUNCT
iassist-1119	309	8	2024	2024	NUM
iassist-1119	309	9	)	)	PUNCT
iassist-1119	309	10	the	the	DET
iassist-1119	309	11	role	role	NOUN
iassist-1119	309	12	of	of	ADP
iassist-1119	309	13	fair	fair	ADJ
iassist-1119	309	14	principles	principle	NOUN
iassist-1119	309	15	in	in	ADP
iassist-1119	309	16	high	high	ADJ
iassist-1119	309	17	-	-	PUNCT
iassist-1119	309	18	quality	quality	NOUN
iassist-1119	309	19	research	research	NOUN
iassist-1119	309	20	data	datum	NOUN
iassist-1119	309	21	documentation	documentation	NOUN
iassist-1119	309	22	,	,	PUNCT
iassist-1119	309	23	iassist	iassist	VERB
iassist-1119	309	24	quarterly	quarterly	ADJ
iassist-1119	309	25	xx(y	xx(y	PROPN
iassist-1119	309	26	)	)	PUNCT
iassist-1119	309	27	,	,	PUNCT
iassist-1119	309	28	pp	pp	PROPN
iassist-1119	309	29	.	.	PUNCT
iassist-1119	310	1	1	1	NUM
iassist-1119	310	2	-	-	SYM
iassist-1119	310	3	5	5	NUM
iassist-1119	310	4	.	.	PUNCT
iassist-1119	310	5	doi	doi	PROPN
iassist-1119	310	6	:	:	PUNCT
iassist-1119	310	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	310	8	christensen	christensen	PROPN
iassist-1119	310	9	,	,	PUNCT
iassist-1119	310	10	g.s	g.s	PROPN
iassist-1119	310	11	.	.	PROPN
iassist-1119	310	12	,	,	PUNCT
iassist-1119	310	13	freese	freese	PROPN
iassist-1119	310	14	,	,	PUNCT
iassist-1119	310	15	j.	j.	PROPN
iassist-1119	310	16	and	and	CCONJ
iassist-1119	310	17	miguel	miguel	PROPN
iassist-1119	310	18	,	,	PUNCT
iassist-1119	310	19	e.	e.	PROPN
iassist-1119	310	20	(	(	PUNCT
iassist-1119	310	21	2019	2019	NUM
iassist-1119	310	22	)	)	PUNCT
iassist-1119	310	23	.	.	PUNCT
iassist-1119	311	1	transparent	transparent	ADJ
iassist-1119	311	2	and	and	CCONJ
iassist-1119	311	3	reproducible	reproducible	VERB
iassist-1119	311	4	social	social	ADJ
iassist-1119	311	5	science	science	NOUN
iassist-1119	311	6	research	research	NOUN
iassist-1119	311	7	:	:	PUNCT
iassist-1119	311	8	how	how	SCONJ
iassist-1119	311	9	to	to	PART
iassist-1119	311	10	do	do	VERB
iassist-1119	311	11	open	open	ADJ
iassist-1119	311	12	science	science	NOUN
iassist-1119	311	13	.	.	PUNCT
iassist-1119	312	1	university	university	PROPN
iassist-1119	312	2	of	of	ADP
iassist-1119	312	3	california	california	PROPN
iassist-1119	312	4	press	press	PROPN
iassist-1119	312	5	.	.	PUNCT
iassist-1119	313	1	da	da	PROPN
iassist-1119	313	2	-	-	PROPN
iassist-1119	313	3	rt	rt	PROPN
iassist-1119	313	4	(	(	PUNCT
iassist-1119	313	5	2015	2015	NUM
iassist-1119	313	6	)	)	PUNCT
iassist-1119	313	7	.	.	PUNCT
iassist-1119	314	1	‘	'	PUNCT
iassist-1119	314	2	data	data	NOUN
iassist-1119	314	3	access	access	NOUN
iassist-1119	314	4	&	&	CCONJ
iassist-1119	314	5	research	research	NOUN
iassist-1119	314	6	transparency	transparency	NOUN
iassist-1119	314	7	’	'	PUNCT
iassist-1119	314	8	.	.	PUNCT
iassist-1119	315	1	https://www.dartstatement.org/about	https://www.dartstatement.org/about	PROPN
iassist-1119	315	2	deutsche	deutsche	PROPN
iassist-1119	315	3	gesellschaft	gesellschaft	PROPN
iassist-1119	315	4	für	für	PROPN
iassist-1119	315	5	soziologie	soziologie	PROPN
iassist-1119	315	6	(	(	PUNCT
iassist-1119	315	7	2019	2019	NUM
iassist-1119	315	8	)	)	PUNCT
iassist-1119	315	9	.	.	PUNCT
iassist-1119	316	1	‘	'	PUNCT
iassist-1119	316	2	bereitstellung	bereitstellung	NOUN
iassist-1119	316	3	und	und	VERB
iassist-1119	316	4	nachnutzung	nachnutzung	PROPN
iassist-1119	316	5	von	von	PROPN
iassist-1119	316	6	forschungsdaten	forschungsdaten	VERB
iassist-1119	316	7	in	in	ADP
iassist-1119	316	8	der	der	ADJ
iassist-1119	316	9	soziologie	soziologie	PROPN
iassist-1119	316	10	’	'	PUNCT
iassist-1119	316	11	.	.	PUNCT
iassist-1119	317	1	https://soziologie.de/aktuell/stellungnahmen/news/bereitstellung-undnachnutzung-von-forschungsdaten-in-der-soziologie	https://soziologie.de/aktuell/stellungnahmen/news/bereitstellung-undnachnutzung-von-forschungsdaten-in-der-soziologie	NOUN
iassist-1119	317	2	devaraju	devaraju	ADJ
iassist-1119	317	3	,	,	PUNCT
iassist-1119	317	4	a.	a.	NOUN
iassist-1119	317	5	,	,	PUNCT
iassist-1119	317	6	&	&	CCONJ
iassist-1119	317	7	huber	huber	PROPN
iassist-1119	317	8	,	,	PUNCT
iassist-1119	317	9	r.	r.	PROPN
iassist-1119	317	10	(	(	PUNCT
iassist-1119	317	11	2021	2021	NUM
iassist-1119	317	12	)	)	PUNCT
iassist-1119	317	13	.	.	PUNCT
iassist-1119	318	1	an	an	DET
iassist-1119	318	2	automated	automate	VERB
iassist-1119	318	3	solution	solution	NOUN
iassist-1119	318	4	for	for	ADP
iassist-1119	318	5	measuring	measure	VERB
iassist-1119	318	6	the	the	DET
iassist-1119	318	7	progress	progress	NOUN
iassist-1119	318	8	toward	toward	ADP
iassist-1119	318	9	fair	fair	ADJ
iassist-1119	318	10	research	research	NOUN
iassist-1119	318	11	data	datum	NOUN
iassist-1119	318	12	.	.	PUNCT
iassist-1119	319	1	patterns	pattern	NOUN
iassist-1119	319	2	,	,	PUNCT
iassist-1119	319	3	2(11	2(11	NUM
iassist-1119	319	4	)	)	PUNCT
iassist-1119	319	5	,	,	PUNCT
iassist-1119	319	6	100370	100370	NUM
iassist-1119	319	7	.	.	PUNCT
iassist-1119	320	1	https://doi.org/10.1016/j.patter.2021.100370	https://doi.org/10.1016/j.patter.2021.100370	PROPN
iassist-1119	320	2	devaraju	devaraju	PROPN
iassist-1119	320	3	,	,	PUNCT
iassist-1119	320	4	a.	a.	PROPN
iassist-1119	320	5	,	,	PUNCT
iassist-1119	320	6	huber	huber	PROPN
iassist-1119	320	7	,	,	PUNCT
iassist-1119	320	8	r.	r.	PROPN
iassist-1119	320	9	,	,	PUNCT
iassist-1119	320	10	mokrane	mokrane	NOUN
iassist-1119	320	11	,	,	PUNCT
iassist-1119	320	12	m.	m.	NOUN
iassist-1119	320	13	,	,	PUNCT
iassist-1119	320	14	herterich	herterich	NOUN
iassist-1119	320	15	,	,	PUNCT
iassist-1119	320	16	p.	p.	NOUN
iassist-1119	320	17	,	,	PUNCT
iassist-1119	320	18	cepinskas	cepinskas	PROPN
iassist-1119	320	19	,	,	PUNCT
iassist-1119	320	20	l.	l.	PROPN
iassist-1119	320	21	,	,	PUNCT
iassist-1119	320	22	de	de	PROPN
iassist-1119	320	23	vries	vries	PROPN
iassist-1119	320	24	,	,	PUNCT
iassist-1119	320	25	j.	j.	PROPN
iassist-1119	320	26	,	,	PUNCT
iassist-1119	320	27	l’hours	l’hours	PROPN
iassist-1119	320	28	,	,	PUNCT
iassist-1119	320	29	h.	h.	PROPN
iassist-1119	320	30	,	,	PUNCT
iassist-1119	320	31	davidson	davidson	PROPN
iassist-1119	320	32	,	,	PUNCT
iassist-1119	320	33	j.	j.	PROPN
iassist-1119	320	34	and	and	CCONJ
iassist-1119	320	35	white	white	ADJ
iassist-1119	320	36	,	,	PUNCT
iassist-1119	320	37	a.	a.	NOUN
iassist-1119	320	38	(	(	PUNCT
iassist-1119	320	39	2022	2022	NUM
iassist-1119	320	40	)	)	PUNCT
iassist-1119	320	41	.	.	PUNCT
iassist-1119	321	1	fairsfair	fairsfair	PROPN
iassist-1119	321	2	data	datum	NOUN
iassist-1119	321	3	object	object	VERB
iassist-1119	321	4	assessment	assessment	NOUN
iassist-1119	321	5	metrics	metric	NOUN
iassist-1119	321	6	.	.	PUNCT
iassist-1119	322	1	https://doi.org/10.5281/zenodo.6461229	https://doi.org/10.5281/zenodo.6461229	X
iassist-1119	322	2	devaraju	devaraju	ADJ
iassist-1119	322	3	,	,	PUNCT
iassist-1119	322	4	a.	a.	NOUN
iassist-1119	322	5	,	,	PUNCT
iassist-1119	322	6	mokrane	mokrane	NOUN
iassist-1119	322	7	,	,	PUNCT
iassist-1119	322	8	m.	m.	NOUN
iassist-1119	322	9	,	,	PUNCT
iassist-1119	322	10	cepinskas	cepinskas	PROPN
iassist-1119	322	11	,	,	PUNCT
iassist-1119	322	12	l.	l.	PROPN
iassist-1119	322	13	,	,	PUNCT
iassist-1119	322	14	huber	huber	PROPN
iassist-1119	322	15	,	,	PUNCT
iassist-1119	322	16	r.	r.	PROPN
iassist-1119	322	17	,	,	PUNCT
iassist-1119	322	18	herterich	herterich	NOUN
iassist-1119	322	19	,	,	PUNCT
iassist-1119	322	20	p.	p.	NOUN
iassist-1119	322	21	,	,	PUNCT
iassist-1119	322	22	de	de	PROPN
iassist-1119	322	23	vries	vries	PROPN
iassist-1119	322	24	,	,	PUNCT
iassist-1119	322	25	j.	j.	PROPN
iassist-1119	322	26	,	,	PUNCT
iassist-1119	322	27	akerman	akerman	PROPN
iassist-1119	322	28	,	,	PUNCT
iassist-1119	322	29	v.	v.	ADV
iassist-1119	322	30	,	,	PUNCT
iassist-1119	322	31	l’hours	l’hour	NOUN
iassist-1119	322	32	,	,	PUNCT
iassist-1119	322	33	h.	h.	PROPN
iassist-1119	322	34	,	,	PUNCT
iassist-1119	322	35	davidson	davidson	PROPN
iassist-1119	322	36	,	,	PUNCT
iassist-1119	322	37	j.	j.	PROPN
iassist-1119	322	38	,	,	PUNCT
iassist-1119	322	39	&	&	CCONJ
iassist-1119	322	40	diepenbroek	diepenbroek	PROPN
iassist-1119	322	41	,	,	PUNCT
iassist-1119	322	42	m.	m.	NOUN
iassist-1119	322	43	(	(	PUNCT
iassist-1119	322	44	2021	2021	NUM
iassist-1119	322	45	)	)	PUNCT
iassist-1119	322	46	.	.	PUNCT
iassist-1119	323	1	from	from	ADP
iassist-1119	323	2	conceptualization	conceptualization	NOUN
iassist-1119	323	3	to	to	ADP
iassist-1119	323	4	implementation	implementation	NOUN
iassist-1119	323	5	:	:	PUNCT
iassist-1119	323	6	fair	fair	ADJ
iassist-1119	323	7	assessment	assessment	NOUN
iassist-1119	323	8	of	of	ADP
iassist-1119	323	9	research	research	NOUN
iassist-1119	323	10	data	datum	NOUN
iassist-1119	323	11	objects	object	NOUN
iassist-1119	323	12	.	.	PUNCT
iassist-1119	324	1	data	data	PROPN
iassist-1119	324	2	science	science	PROPN
iassist-1119	324	3	journal	journal	PROPN
iassist-1119	324	4	,	,	PUNCT
iassist-1119	324	5	20	20	NUM
iassist-1119	324	6	,	,	PUNCT
iassist-1119	324	7	4	4	NUM
iassist-1119	324	8	.	.	X
iassist-1119	324	9	https://doi.org/10.5334/dsj-2021-004	https://doi.org/10.5334/dsj-2021-004	ADJ
iassist-1119	324	10	eder	eder	NOUN
iassist-1119	324	11	,	,	PUNCT
iassist-1119	324	12	c.	c.	NOUN
iassist-1119	324	13	and	and	CCONJ
iassist-1119	324	14	jedinger	jedinger	NOUN
iassist-1119	324	15	,	,	PUNCT
iassist-1119	324	16	a.	a.	NOUN
iassist-1119	324	17	(	(	PUNCT
iassist-1119	324	18	2018	2018	NUM
iassist-1119	324	19	)	)	PUNCT
iassist-1119	324	20	.	.	PUNCT
iassist-1119	325	1	fair	fair	ADJ
iassist-1119	325	2	national	national	ADJ
iassist-1119	325	3	election	election	NOUN
iassist-1119	325	4	studies	study	NOUN
iassist-1119	325	5	:	:	PUNCT
iassist-1119	325	6	how	how	SCONJ
iassist-1119	325	7	well	well	ADV
iassist-1119	325	8	are	be	AUX
iassist-1119	325	9	we	we	PRON
iassist-1119	325	10	doing	do	VERB
iassist-1119	325	11	?	?	PUNCT
iassist-1119	326	1	(	(	PUNCT
iassist-1119	326	2	gesis	gesis	NOUN
iassist-1119	326	3	sdn10.7802	sdn10.7802	NOUN
iassist-1119	326	4	-	-	PUNCT
iassist-1119	326	5	1761	1761	NUM
iassist-1119	326	6	)	)	PUNCT
iassist-1119	327	1	[	[	X
iassist-1119	327	2	data	datum	NOUN
iassist-1119	327	3	set	set	VERB
iassist-1119	327	4	]	]	PUNCT
iassist-1119	327	5	.	.	PUNCT
iassist-1119	328	1	gesis	gesis	NOUN
iassist-1119	328	2	.	.	PUNCT
iassist-1119	328	3	https://doi.org/10.7802/1761	https://doi.org/10.7802/1761	VERB
iassist-1119	328	4	eder	eder	NOUN
iassist-1119	328	5	,	,	PUNCT
iassist-1119	328	6	c.	c.	NOUN
iassist-1119	328	7	,	,	PUNCT
iassist-1119	328	8	&	&	CCONJ
iassist-1119	328	9	jedinger	jedinger	NOUN
iassist-1119	328	10	,	,	PUNCT
iassist-1119	328	11	a.	a.	NOUN
iassist-1119	328	12	(	(	PUNCT
iassist-1119	328	13	2019	2019	NUM
iassist-1119	328	14	)	)	PUNCT
iassist-1119	328	15	.	.	PUNCT
iassist-1119	329	1	fair	fair	ADJ
iassist-1119	329	2	national	national	ADJ
iassist-1119	329	3	election	election	NOUN
iassist-1119	329	4	studies	study	NOUN
iassist-1119	329	5	:	:	PUNCT
iassist-1119	329	6	how	how	SCONJ
iassist-1119	329	7	well	well	ADV
iassist-1119	329	8	are	be	AUX
iassist-1119	329	9	we	we	PRON
iassist-1119	329	10	doing	do	VERB
iassist-1119	329	11	?	?	PUNCT
iassist-1119	330	1	european	european	ADJ
iassist-1119	330	2	political	political	ADJ
iassist-1119	330	3	science	science	NOUN
iassist-1119	330	4	,	,	PUNCT
iassist-1119	330	5	18(4	18(4	NUM
iassist-1119	330	6	)	)	PUNCT
iassist-1119	330	7	,	,	PUNCT
iassist-1119	330	8	651–668	651–668	NUM
iassist-1119	330	9	.	.	PUNCT
iassist-1119	331	1	https://doi.org/10.1057/s41304-018-0194-3	https://doi.org/10.1057/s41304-018-0194-3	NUM
iassist-1119	331	2	forschungsgruppe	forschungsgruppe	PROPN
iassist-1119	331	3	wahlen	wahlen	PROPN
iassist-1119	331	4	,	,	PUNCT
iassist-1119	331	5	mannheim	mannheim	PROPN
iassist-1119	331	6	(	(	PUNCT
iassist-1119	331	7	2023	2023	NUM
iassist-1119	331	8	)	)	PUNCT
iassist-1119	331	9	.	.	PUNCT
iassist-1119	332	1	politbarometer	politbarometer	NOUN
iassist-1119	332	2	2022	2022	NUM
iassist-1119	332	3	(	(	PUNCT
iassist-1119	332	4	cumulated	cumulate	VERB
iassist-1119	332	5	data	datum	NOUN
iassist-1119	332	6	set	set	NOUN
iassist-1119	332	7	)	)	PUNCT
iassist-1119	332	8	.	.	PUNCT
iassist-1119	333	1	(	(	PUNCT
iassist-1119	333	2	gesis	gesis	NOUN
iassist-1119	333	3	,	,	PUNCT
iassist-1119	333	4	za7970	za7970	PROPN
iassist-1119	333	5	;	;	PUNCT
iassist-1119	333	6	version	version	NOUN
iassist-1119	333	7	1.0.0	1.0.0	NUM
iassist-1119	333	8	)	)	PUNCT
iassist-1119	334	1	[	[	X
iassist-1119	334	2	data	datum	NOUN
iassist-1119	334	3	set	set	VERB
iassist-1119	334	4	]	]	PUNCT
iassist-1119	334	5	.	.	PUNCT
iassist-1119	335	1	gesis	gesis	NOUN
iassist-1119	335	2	.	.	PUNCT
iassist-1119	336	1	https://doi.org/10.4232/1.14103	https://doi.org/10.4232/1.14103	PROPN
iassist-1119	336	2	freese	freese	PROPN
iassist-1119	336	3	,	,	PUNCT
iassist-1119	336	4	j.	j.	PROPN
iassist-1119	336	5	,	,	PUNCT
iassist-1119	336	6	&	&	CCONJ
iassist-1119	336	7	peterson	peterson	PROPN
iassist-1119	336	8	,	,	PUNCT
iassist-1119	336	9	d.	d.	PROPN
iassist-1119	336	10	(	(	PUNCT
iassist-1119	336	11	2017	2017	NUM
iassist-1119	336	12	)	)	PUNCT
iassist-1119	336	13	.	.	PUNCT
iassist-1119	337	1	replication	replication	NOUN
iassist-1119	337	2	in	in	ADP
iassist-1119	337	3	social	social	ADJ
iassist-1119	337	4	science	science	NOUN
iassist-1119	337	5	.	.	PUNCT
iassist-1119	338	1	annual	annual	ADJ
iassist-1119	338	2	review	review	NOUN
iassist-1119	338	3	of	of	ADP
iassist-1119	338	4	sociology	sociology	NOUN
iassist-1119	338	5	,	,	PUNCT
iassist-1119	338	6	43(1	43(1	NOUN
iassist-1119	338	7	)	)	PUNCT
iassist-1119	338	8	,	,	PUNCT
iassist-1119	338	9	147–165	147–165	NUM
iassist-1119	338	10	.	.	PUNCT
iassist-1119	339	1	https://doi.org/10.1146/annurev-soc-060116-053450	https://doi.org/10.1146/annurev-soc-060116-053450	PUNCT
iassist-1119	339	2	gehlen	gehlen	VERB
iassist-1119	339	3	,	,	PUNCT
iassist-1119	339	4	k.	k.	PROPN
iassist-1119	339	5	p.	p.	PROPN
iassist-1119	339	6	,	,	PUNCT
iassist-1119	339	7	höck	höck	PROPN
iassist-1119	339	8	,	,	PUNCT
iassist-1119	339	9	h.	h.	PROPN
iassist-1119	339	10	,	,	PUNCT
iassist-1119	339	11	fast	fast	ADV
iassist-1119	339	12	,	,	PUNCT
iassist-1119	339	13	a.	a.	NOUN
iassist-1119	339	14	,	,	PUNCT
iassist-1119	339	15	heydebreck	heydebreck	PROPN
iassist-1119	339	16	,	,	PUNCT
iassist-1119	339	17	d.	d.	PROPN
iassist-1119	339	18	,	,	PUNCT
iassist-1119	339	19	lammert	lammert	PROPN
iassist-1119	339	20	,	,	PUNCT
iassist-1119	339	21	a.	a.	PROPN
iassist-1119	339	22	,	,	PUNCT
iassist-1119	339	23	&	&	CCONJ
iassist-1119	339	24	thiemann	thiemann	PROPN
iassist-1119	339	25	,	,	PUNCT
iassist-1119	339	26	h.	h.	PROPN
iassist-1119	339	27	(	(	PUNCT
iassist-1119	339	28	2022	2022	NUM
iassist-1119	339	29	)	)	PUNCT
iassist-1119	339	30	.	.	PUNCT
iassist-1119	340	1	recommendations	recommendation	NOUN
iassist-1119	340	2	for	for	ADP
iassist-1119	340	3	discipline	discipline	NOUN
iassist-1119	340	4	-	-	PUNCT
iassist-1119	340	5	specific	specific	ADJ
iassist-1119	340	6	fairness	fairness	NOUN
iassist-1119	340	7	evaluation	evaluation	NOUN
iassist-1119	340	8	derived	derive	VERB
iassist-1119	340	9	from	from	ADP
iassist-1119	340	10	applying	apply	VERB
iassist-1119	340	11	an	an	DET
iassist-1119	340	12	ensemble	ensemble	NOUN
iassist-1119	340	13	of	of	ADP
iassist-1119	340	14	evaluation	evaluation	NOUN
iassist-1119	340	15	tools	tool	NOUN
iassist-1119	340	16	.	.	PUNCT
iassist-1119	341	1	data	data	PROPN
iassist-1119	341	2	science	science	PROPN
iassist-1119	341	3	journal	journal	PROPN
iassist-1119	341	4	,	,	PUNCT
iassist-1119	341	5	21	21	NUM
iassist-1119	341	6	,	,	PUNCT
iassist-1119	341	7	7	7	NUM
iassist-1119	341	8	.	.	PUNCT
iassist-1119	341	9	https://doi.org/10.5334/dsj-2022007	https://doi.org/10.5334/dsj-2022007	PROPN
iassist-1119	341	10	grossmann	grossmann	PROPN
iassist-1119	341	11	,	,	PUNCT
iassist-1119	341	12	i.	i.	PROPN
iassist-1119	341	13	,	,	PUNCT
iassist-1119	341	14	feinberg	feinberg	PROPN
iassist-1119	341	15	,	,	PUNCT
iassist-1119	341	16	m.	m.	NOUN
iassist-1119	341	17	,	,	PUNCT
iassist-1119	341	18	parker	parker	PROPN
iassist-1119	341	19	,	,	PUNCT
iassist-1119	341	20	d.	d.	PROPN
iassist-1119	341	21	c.	c.	PROPN
iassist-1119	341	22	,	,	PUNCT
iassist-1119	341	23	christakis	christakis	PROPN
iassist-1119	341	24	,	,	PUNCT
iassist-1119	341	25	n.	n.	PROPN
iassist-1119	341	26	a.	a.	PROPN
iassist-1119	341	27	,	,	PUNCT
iassist-1119	341	28	tetlock	tetlock	NOUN
iassist-1119	341	29	,	,	PUNCT
iassist-1119	341	30	p.	p.	PROPN
iassist-1119	341	31	e.	e.	PROPN
iassist-1119	341	32	,	,	PUNCT
iassist-1119	341	33	&	&	CCONJ
iassist-1119	341	34	cunningham	cunningham	PROPN
iassist-1119	341	35	,	,	PUNCT
iassist-1119	341	36	w.	w.	PROPN
iassist-1119	341	37	a.	a.	PROPN
iassist-1119	341	38	(	(	PUNCT
iassist-1119	341	39	2023	2023	NUM
iassist-1119	341	40	)	)	PUNCT
iassist-1119	341	41	.	.	PUNCT
iassist-1119	342	1	ai	ai	VERB
iassist-1119	342	2	and	and	CCONJ
iassist-1119	342	3	the	the	DET
iassist-1119	342	4	transformation	transformation	NOUN
iassist-1119	342	5	of	of	ADP
iassist-1119	342	6	social	social	ADJ
iassist-1119	342	7	science	science	NOUN
iassist-1119	342	8	research	research	NOUN
iassist-1119	342	9	.	.	PUNCT
iassist-1119	343	1	science	science	NOUN
iassist-1119	343	2	,	,	PUNCT
iassist-1119	343	3	380(6650	380(6650	NUM
iassist-1119	343	4	)	)	PUNCT
iassist-1119	343	5	,	,	PUNCT
iassist-1119	343	6	1108–1109	1108–1109	NUM
iassist-1119	343	7	.	.	PUNCT
iassist-1119	344	1	https://doi.org/10.1126/science.adi1778	https://doi.org/10.1126/science.adi1778	VERB
iassist-1119	344	2	guillot	guillot	NOUN
iassist-1119	344	3	,	,	PUNCT
iassist-1119	344	4	p.	p.	NOUN
iassist-1119	344	5	,	,	PUNCT
iassist-1119	344	6	bøgsted	bøgste	VERB
iassist-1119	344	7	,	,	PUNCT
iassist-1119	344	8	m.	m.	NOUN
iassist-1119	344	9	,	,	PUNCT
iassist-1119	344	10	&	&	CCONJ
iassist-1119	344	11	vesteghem	vesteghem	PROPN
iassist-1119	344	12	,	,	PUNCT
iassist-1119	344	13	c.	c.	PROPN
iassist-1119	344	14	(	(	PUNCT
iassist-1119	344	15	2023	2023	NUM
iassist-1119	344	16	)	)	PUNCT
iassist-1119	344	17	.	.	PUNCT
iassist-1119	345	1	fair	fair	ADJ
iassist-1119	345	2	sharing	sharing	NOUN
iassist-1119	345	3	of	of	ADP
iassist-1119	345	4	health	health	NOUN
iassist-1119	345	5	data	datum	NOUN
iassist-1119	345	6	:	:	PUNCT
iassist-1119	345	7	a	a	DET
iassist-1119	345	8	systematic	systematic	ADJ
iassist-1119	345	9	review	review	NOUN
iassist-1119	345	10	of	of	ADP
iassist-1119	345	11	applicable	applicable	ADJ
iassist-1119	345	12	solutions	solution	NOUN
iassist-1119	345	13	.	.	PUNCT
iassist-1119	346	1	health	health	NOUN
iassist-1119	346	2	and	and	CCONJ
iassist-1119	346	3	technology	technology	NOUN
iassist-1119	346	4	,	,	PUNCT
iassist-1119	346	5	13(6	13(6	PROPN
iassist-1119	346	6	)	)	PUNCT
iassist-1119	346	7	,	,	PUNCT
iassist-1119	346	8	869–882	869–882	NUM
iassist-1119	346	9	.	.	PUNCT
iassist-1119	347	1	https://doi.org/10.1007/s12553-023-00789-5	https://doi.org/10.1007/s12553-023-00789-5	PROPN
iassist-1119	347	2	hienert	hienert	PROPN
iassist-1119	347	3	,	,	PUNCT
iassist-1119	347	4	d.	d.	PROPN
iassist-1119	347	5	,	,	PUNCT
iassist-1119	347	6	kern	kern	PROPN
iassist-1119	347	7	,	,	PUNCT
iassist-1119	347	8	d.	d.	PROPN
iassist-1119	347	9	,	,	PUNCT
iassist-1119	347	10	boland	boland	PROPN
iassist-1119	347	11	,	,	PUNCT
iassist-1119	347	12	k.	k.	PROPN
iassist-1119	347	13	,	,	PUNCT
iassist-1119	347	14	zapilko	zapilko	PROPN
iassist-1119	347	15	,	,	PUNCT
iassist-1119	347	16	b.	b.	PROPN
iassist-1119	347	17	,	,	PUNCT
iassist-1119	347	18	&	&	CCONJ
iassist-1119	347	19	mutschke	mutschke	NOUN
iassist-1119	347	20	,	,	PUNCT
iassist-1119	347	21	p.	p.	NOUN
iassist-1119	347	22	(	(	PUNCT
iassist-1119	347	23	2019	2019	NUM
iassist-1119	347	24	)	)	PUNCT
iassist-1119	347	25	.	.	PUNCT
iassist-1119	348	1	a	a	DET
iassist-1119	348	2	digital	digital	ADJ
iassist-1119	348	3	library	library	NOUN
iassist-1119	348	4	for	for	ADP
iassist-1119	348	5	research	research	NOUN
iassist-1119	348	6	data	datum	NOUN
iassist-1119	348	7	and	and	CCONJ
iassist-1119	348	8	related	related	ADJ
iassist-1119	348	9	information	information	NOUN
iassist-1119	348	10	in	in	ADP
iassist-1119	348	11	the	the	DET
iassist-1119	348	12	social	social	ADJ
iassist-1119	348	13	sciences	science	NOUN
iassist-1119	348	14	.	.	PUNCT
iassist-1119	349	1	2019	2019	NUM
iassist-1119	349	2	acm	acm	PROPN
iassist-1119	349	3	/	/	SYM
iassist-1119	349	4	ieee	ieee	NOUN
iassist-1119	349	5	joint	joint	ADJ
iassist-1119	349	6	conference	conference	NOUN
iassist-1119	349	7	on	on	ADP
iassist-1119	349	8	digital	digital	ADJ
iassist-1119	349	9	libraries	library	NOUN
iassist-1119	349	10	(	(	PUNCT
iassist-1119	349	11	jcdl	jcdl	PROPN
iassist-1119	349	12	)	)	PUNCT
iassist-1119	349	13	,	,	PUNCT
iassist-1119	349	14	148–157	148–157	NUM
iassist-1119	349	15	.	.	PUNCT
iassist-1119	350	1	https://doi.org/10.1109/jcdl.2019.00030	https://doi.org/10.1109/jcdl.2019.00030	PROPN
iassist-1119	350	2	https://doi.org/do.be/doo	https://doi.org/do.be/doo	VERB
iassist-1119	350	3	https://www.dartstatement.org/about	https://www.dartstatement.org/about	ADP
iassist-1119	350	4	https://soziologie.de/aktuell/stellungnahmen/news/bereitstellung-und-nachnutzung-von-forschungsdaten-in-der-soziologie	https://soziologie.de/aktuell/stellungnahmen/news/bereitstellung-und-nachnutzung-von-forschungsdaten-in-der-soziologie	NOUN
iassist-1119	350	5	https://soziologie.de/aktuell/stellungnahmen/news/bereitstellung-und-nachnutzung-von-forschungsdaten-in-der-soziologie	https://soziologie.de/aktuell/stellungnahmen/news/bereitstellung-und-nachnutzung-von-forschungsdaten-in-der-soziologie	NOUN
iassist-1119	351	1	https://doi.org/10.1016/j.patter.2021.100370	https://doi.org/10.1016/j.patter.2021.100370	PROPN
iassist-1119	351	2	https://doi.org/10.5281/zenodo.6461229	https://doi.org/10.5281/zenodo.6461229	AUX
iassist-1119	351	3	https://doi.org/10.5334/dsj-2021-004	https://doi.org/10.5334/dsj-2021-004	ADJ
iassist-1119	351	4	https://doi.org/10.7802/1761	https://doi.org/10.7802/1761	ADJ
iassist-1119	351	5	https://doi.org/10.1057/s41304-018-0194-3	https://doi.org/10.1057/s41304-018-0194-3	NUM
iassist-1119	351	6	https://doi.org/10.4232/1.14103	https://doi.org/10.4232/1.14103	NOUN
iassist-1119	351	7	https://doi.org/10.1146/annurev-soc-060116-053450	https://doi.org/10.1146/annurev-soc-060116-053450	X
iassist-1119	351	8	https://doi.org/10.5334/dsj-2022-007	https://doi.org/10.5334/dsj-2022-007	VERB
iassist-1119	351	9	https://doi.org/10.5334/dsj-2022-007	https://doi.org/10.5334/dsj-2022-007	PROPN
iassist-1119	351	10	https://doi.org/10.1126/science.adi1778	https://doi.org/10.1126/science.adi1778	PROPN
iassist-1119	351	11	https://doi.org/10.1007/s12553-023-00789-5	https://doi.org/10.1007/s12553-023-00789-5	PROPN
iassist-1119	351	12	https://doi.org/10.1109/jcdl.2019.00030	https://doi.org/10.1109/jcdl.2019.00030	PROPN
iassist-1119	351	13	20/22	20/22	NUM
iassist-1119	351	14	zenk	zenk	NOUN
iassist-1119	351	15	-	-	PUNCT
iassist-1119	351	16	möltgen	möltgen	PROPN
iassist-1119	351	17	,	,	PUNCT
iassist-1119	351	18	wolfgang	wolfgang	PROPN
iassist-1119	351	19	(	(	PUNCT
iassist-1119	351	20	2024	2024	NUM
iassist-1119	351	21	)	)	PUNCT
iassist-1119	351	22	the	the	DET
iassist-1119	351	23	role	role	NOUN
iassist-1119	351	24	of	of	ADP
iassist-1119	351	25	fair	fair	ADJ
iassist-1119	351	26	principles	principle	NOUN
iassist-1119	351	27	in	in	ADP
iassist-1119	351	28	high	high	ADJ
iassist-1119	351	29	-	-	PUNCT
iassist-1119	351	30	quality	quality	NOUN
iassist-1119	351	31	research	research	NOUN
iassist-1119	351	32	data	datum	NOUN
iassist-1119	351	33	documentation	documentation	NOUN
iassist-1119	351	34	,	,	PUNCT
iassist-1119	351	35	iassist	iassist	VERB
iassist-1119	351	36	quarterly	quarterly	ADJ
iassist-1119	351	37	xx(y	xx(y	PROPN
iassist-1119	351	38	)	)	PUNCT
iassist-1119	351	39	,	,	PUNCT
iassist-1119	351	40	pp	pp	PROPN
iassist-1119	351	41	.	.	PUNCT
iassist-1119	352	1	1	1	NUM
iassist-1119	352	2	-	-	SYM
iassist-1119	352	3	5	5	NUM
iassist-1119	352	4	.	.	PUNCT
iassist-1119	352	5	doi	doi	PROPN
iassist-1119	352	6	:	:	PUNCT
iassist-1119	352	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	352	8	jensen	jensen	PROPN
iassist-1119	352	9	,	,	PUNCT
iassist-1119	352	10	u.	u.	PROPN
iassist-1119	352	11	,	,	PUNCT
iassist-1119	352	12	netscher	netscher	ADV
iassist-1119	352	13	,	,	PUNCT
iassist-1119	352	14	s.	s.	PROPN
iassist-1119	352	15	and	and	CCONJ
iassist-1119	352	16	weller	weller	PROPN
iassist-1119	352	17	,	,	PUNCT
iassist-1119	352	18	k.	k.	PROPN
iassist-1119	352	19	(	(	PUNCT
iassist-1119	352	20	eds	eds	PROPN
iassist-1119	352	21	)	)	PUNCT
iassist-1119	352	22	(	(	PUNCT
iassist-1119	352	23	2019	2019	NUM
iassist-1119	352	24	)	)	PUNCT
iassist-1119	352	25	.	.	PUNCT
iassist-1119	353	1	forschungsdatenmanagement	forschungsdatenmanagement	NOUN
iassist-1119	353	2	sozialwissenschaftlicher	sozialwissenschaftlicher	NOUN
iassist-1119	353	3	umfragedaten	umfragedaten	NOUN
iassist-1119	353	4	:	:	PUNCT
iassist-1119	353	5	grundlagen	grundlagen	X
iassist-1119	353	6	und	und	VERB
iassist-1119	353	7	praktische	praktische	PROPN
iassist-1119	353	8	lösungen	lösungen	PROPN
iassist-1119	353	9	für	für	PROPN
iassist-1119	353	10	den	den	PROPN
iassist-1119	353	11	umgang	umgang	PROPN
iassist-1119	353	12	mit	mit	PROPN
iassist-1119	353	13	quantitativen	quantitativen	PROPN
iassist-1119	353	14	forschungsdaten	forschungsdaten	VERB
iassist-1119	353	15	.	.	PUNCT
iassist-1119	354	1	verlag	verlag	PROPN
iassist-1119	354	2	barbara	barbara	PROPN
iassist-1119	354	3	budrich	budrich	PROPN
iassist-1119	354	4	.	.	PUNCT
iassist-1119	355	1	key	key	PROPN
iassist-1119	355	2	,	,	PUNCT
iassist-1119	355	3	e.	e.	PROPN
iassist-1119	355	4	m.	m.	PROPN
iassist-1119	355	5	(	(	PUNCT
iassist-1119	355	6	2016	2016	NUM
iassist-1119	355	7	)	)	PUNCT
iassist-1119	355	8	.	.	PUNCT
iassist-1119	356	1	how	how	SCONJ
iassist-1119	356	2	are	be	AUX
iassist-1119	356	3	we	we	PRON
iassist-1119	356	4	doing	do	VERB
iassist-1119	356	5	?	?	PUNCT
iassist-1119	357	1	data	datum	NOUN
iassist-1119	357	2	access	access	NOUN
iassist-1119	357	3	and	and	CCONJ
iassist-1119	357	4	replication	replication	NOUN
iassist-1119	357	5	in	in	ADP
iassist-1119	357	6	political	political	ADJ
iassist-1119	357	7	science	science	NOUN
iassist-1119	357	8	.	.	PUNCT
iassist-1119	358	1	political	political	ADJ
iassist-1119	358	2	science	science	NOUN
iassist-1119	358	3	and	and	CCONJ
iassist-1119	358	4	politics	politic	NOUN
iassist-1119	358	5	,	,	PUNCT
iassist-1119	358	6	49(2	49(2	NUM
iassist-1119	358	7	)	)	PUNCT
iassist-1119	358	8	,	,	PUNCT
iassist-1119	358	9	268–272	268–272	NUM
iassist-1119	358	10	.	.	PUNCT
iassist-1119	359	1	https://doi.org/10.1017/s1049096516000184	https://doi.org/10.1017/s1049096516000184	PRON
iassist-1119	359	2	kockum	kockum	NOUN
iassist-1119	359	3	,	,	PUNCT
iassist-1119	359	4	f.	f.	PROPN
iassist-1119	359	5	,	,	PUNCT
iassist-1119	359	6	&	&	CCONJ
iassist-1119	359	7	dacre	dacre	PROPN
iassist-1119	359	8	,	,	PUNCT
iassist-1119	359	9	n.	n.	NOUN
iassist-1119	359	10	(	(	PUNCT
iassist-1119	359	11	2021	2021	NUM
iassist-1119	359	12	)	)	PUNCT
iassist-1119	359	13	.	.	PUNCT
iassist-1119	360	1	project	project	NOUN
iassist-1119	360	2	management	management	NOUN
iassist-1119	360	3	volume	volume	NOUN
iassist-1119	360	4	,	,	PUNCT
iassist-1119	360	5	velocity	velocity	NOUN
iassist-1119	360	6	,	,	PUNCT
iassist-1119	360	7	variety	variety	NOUN
iassist-1119	360	8	:	:	PUNCT
iassist-1119	360	9	a	a	DET
iassist-1119	360	10	big	big	ADJ
iassist-1119	360	11	data	data	NOUN
iassist-1119	360	12	dynamics	dynamic	NOUN
iassist-1119	360	13	approach	approach	NOUN
iassist-1119	360	14	.	.	PUNCT
iassist-1119	361	1	advanced	advanced	ADJ
iassist-1119	361	2	project	project	NOUN
iassist-1119	361	3	management	management	NOUN
iassist-1119	361	4	,	,	PUNCT
iassist-1119	361	5	21(1	21(1	NUM
iassist-1119	361	6	)	)	PUNCT
iassist-1119	361	7	.	.	PUNCT
iassist-1119	362	1	https://doi.org/10.2139/ssrn.3813838	https://doi.org/10.2139/ssrn.3813838	PROPN
iassist-1119	362	2	maxwell	maxwell	PROPN
iassist-1119	362	3	,	,	PUNCT
iassist-1119	362	4	l.	l.	PROPN
iassist-1119	362	5	,	,	PUNCT
iassist-1119	362	6	shreedhar	shreedhar	VERB
iassist-1119	362	7	,	,	PUNCT
iassist-1119	362	8	p.	p.	NOUN
iassist-1119	362	9	,	,	PUNCT
iassist-1119	362	10	dauga	dauga	PROPN
iassist-1119	362	11	,	,	PUNCT
iassist-1119	362	12	d.	d.	PROPN
iassist-1119	362	13	,	,	PUNCT
iassist-1119	362	14	mcquilton	mcquilton	PROPN
iassist-1119	362	15	,	,	PUNCT
iassist-1119	362	16	p.	p.	PROPN
iassist-1119	362	17	,	,	PUNCT
iassist-1119	362	18	terry	terry	PROPN
iassist-1119	362	19	,	,	PUNCT
iassist-1119	362	20	r.	r.	PROPN
iassist-1119	362	21	,	,	PUNCT
iassist-1119	362	22	denisiuk	denisiuk	NOUN
iassist-1119	362	23	,	,	PUNCT
iassist-1119	362	24	a.	a.	NOUN
iassist-1119	362	25	,	,	PUNCT
iassist-1119	362	26	molnar	molnar	PROPN
iassist-1119	362	27	-	-	PUNCT
iassist-1119	362	28	gabor	gabor	PROPN
iassist-1119	362	29	,	,	PUNCT
iassist-1119	362	30	f.	f.	PROPN
iassist-1119	362	31	,	,	PUNCT
iassist-1119	362	32	saxena	saxena	PROPN
iassist-1119	362	33	,	,	PUNCT
iassist-1119	362	34	a.	a.	NOUN
iassist-1119	362	35	and	and	CCONJ
iassist-1119	362	36	sansone	sansone	NOUN
iassist-1119	362	37	,	,	PUNCT
iassist-1119	362	38	s.-a	s.-a	NOUN
iassist-1119	362	39	.	.	PUNCT
iassist-1119	363	1	(	(	PUNCT
iassist-1119	363	2	2021	2021	NUM
iassist-1119	363	3	)	)	PUNCT
iassist-1119	363	4	.	.	PUNCT
iassist-1119	364	1	fair	fair	ADJ
iassist-1119	364	2	,	,	PUNCT
iassist-1119	364	3	ethical	ethical	ADJ
iassist-1119	364	4	,	,	PUNCT
iassist-1119	364	5	and	and	CCONJ
iassist-1119	364	6	coordinated	coordinated	ADJ
iassist-1119	364	7	data	datum	NOUN
iassist-1119	364	8	sharing	sharing	NOUN
iassist-1119	364	9	for	for	ADP
iassist-1119	364	10	covid19	covid19	NOUN
iassist-1119	364	11	response	response	NOUN
iassist-1119	364	12	:	:	PUNCT
iassist-1119	364	13	a	a	DET
iassist-1119	364	14	review	review	NOUN
iassist-1119	364	15	of	of	ADP
iassist-1119	364	16	covid-19	covid-19	PROPN
iassist-1119	364	17	data	datum	NOUN
iassist-1119	364	18	sharing	sharing	NOUN
iassist-1119	364	19	platforms	platform	NOUN
iassist-1119	364	20	and	and	CCONJ
iassist-1119	364	21	registries	registry	NOUN
iassist-1119	364	22	.	.	PUNCT
iassist-1119	365	1	https://doi.org/10.21203/rs.3.rs-1045632/v1	https://doi.org/10.21203/rs.3.rs-1045632/v1	PROPN
iassist-1119	365	2	merton	merton	PROPN
iassist-1119	365	3	,	,	PUNCT
iassist-1119	365	4	r.k	r.k	PROPN
iassist-1119	365	5	.	.	PROPN
iassist-1119	365	6	(	(	PUNCT
iassist-1119	365	7	1942	1942	NUM
iassist-1119	365	8	)	)	PUNCT
iassist-1119	365	9	.	.	PUNCT
iassist-1119	366	1	a	a	DET
iassist-1119	366	2	note	note	NOUN
iassist-1119	366	3	on	on	ADP
iassist-1119	366	4	science	science	NOUN
iassist-1119	366	5	and	and	CCONJ
iassist-1119	366	6	democracy	democracy	NOUN
iassist-1119	366	7	.	.	PUNCT
iassist-1119	367	1	journal	journal	NOUN
iassist-1119	367	2	of	of	ADP
iassist-1119	367	3	legal	legal	ADJ
iassist-1119	367	4	and	and	CCONJ
iassist-1119	367	5	political	political	ADJ
iassist-1119	367	6	sociology	sociology	NOUN
iassist-1119	367	7	,	,	PUNCT
iassist-1119	367	8	1(1	1(1	NUM
iassist-1119	367	9	)	)	PUNCT
iassist-1119	367	10	,	,	PUNCT
iassist-1119	367	11	115–126	115–126	NUM
iassist-1119	367	12	.	.	PUNCT
iassist-1119	368	1	musen	musen	NOUN
iassist-1119	368	2	,	,	PUNCT
iassist-1119	368	3	m.	m.	NOUN
iassist-1119	368	4	a.	a.	PROPN
iassist-1119	368	5	,	,	PUNCT
iassist-1119	368	6	o’connor	o’connor	ADV
iassist-1119	368	7	,	,	PUNCT
iassist-1119	368	8	m.	m.	NOUN
iassist-1119	368	9	j.	j.	PROPN
iassist-1119	368	10	,	,	PUNCT
iassist-1119	368	11	schultes	schulte	NOUN
iassist-1119	368	12	,	,	PUNCT
iassist-1119	368	13	e.	e.	PROPN
iassist-1119	368	14	,	,	PUNCT
iassist-1119	368	15	martínez	martínez	PROPN
iassist-1119	368	16	-	-	PUNCT
iassist-1119	368	17	romero	romero	PROPN
iassist-1119	368	18	,	,	PUNCT
iassist-1119	368	19	m.	m.	NOUN
iassist-1119	368	20	,	,	PUNCT
iassist-1119	368	21	hardi	hardi	PROPN
iassist-1119	368	22	,	,	PUNCT
iassist-1119	368	23	j.	j.	PROPN
iassist-1119	368	24	,	,	PUNCT
iassist-1119	368	25	&	&	CCONJ
iassist-1119	368	26	graybeal	graybeal	PROPN
iassist-1119	368	27	,	,	PUNCT
iassist-1119	368	28	j.	j.	PROPN
iassist-1119	368	29	(	(	PUNCT
iassist-1119	368	30	2022	2022	NUM
iassist-1119	368	31	)	)	PUNCT
iassist-1119	368	32	.	.	PUNCT
iassist-1119	369	1	modeling	model	VERB
iassist-1119	369	2	community	community	NOUN
iassist-1119	369	3	standards	standard	NOUN
iassist-1119	369	4	for	for	ADP
iassist-1119	369	5	metadata	metadata	NOUN
iassist-1119	369	6	as	as	SCONJ
iassist-1119	369	7	templates	template	NOUN
iassist-1119	369	8	makes	make	VERB
iassist-1119	369	9	data	datum	NOUN
iassist-1119	369	10	fair	fair	ADJ
iassist-1119	369	11	.	.	PUNCT
iassist-1119	370	1	scientific	scientific	ADJ
iassist-1119	370	2	data	datum	NOUN
iassist-1119	370	3	,	,	PUNCT
iassist-1119	370	4	9(1	9(1	NUM
iassist-1119	370	5	)	)	PUNCT
iassist-1119	370	6	,	,	PUNCT
iassist-1119	370	7	696	696	NUM
iassist-1119	370	8	.	.	PUNCT
iassist-1119	371	1	https://doi.org/10.1038/s41597-022-01815-3	https://doi.org/10.1038/s41597-022-01815-3	PROPN
iassist-1119	371	2	perry	perry	PROPN
iassist-1119	371	3	,	,	PUNCT
iassist-1119	371	4	a.	a.	PROPN
iassist-1119	371	5	,	,	PUNCT
iassist-1119	371	6	&	&	CCONJ
iassist-1119	371	7	netscher	netscher	PROPN
iassist-1119	371	8	,	,	PUNCT
iassist-1119	371	9	s.	s.	PROPN
iassist-1119	371	10	(	(	PUNCT
iassist-1119	371	11	2022	2022	NUM
iassist-1119	371	12	)	)	PUNCT
iassist-1119	371	13	.	.	PUNCT
iassist-1119	372	1	measuring	measure	VERB
iassist-1119	372	2	the	the	DET
iassist-1119	372	3	time	time	NOUN
iassist-1119	372	4	spent	spend	VERB
iassist-1119	372	5	on	on	ADP
iassist-1119	372	6	data	datum	NOUN
iassist-1119	372	7	curation	curation	NOUN
iassist-1119	372	8	.	.	PUNCT
iassist-1119	373	1	journal	journal	NOUN
iassist-1119	373	2	of	of	ADP
iassist-1119	373	3	documentation	documentation	NOUN
iassist-1119	373	4	,	,	PUNCT
iassist-1119	373	5	78(7	78(7	NUM
iassist-1119	373	6	)	)	PUNCT
iassist-1119	373	7	,	,	PUNCT
iassist-1119	373	8	282–304	282–304	NUM
iassist-1119	373	9	.	.	PUNCT
iassist-1119	374	1	https://doi.org/10.1108/jd-08-2021-0167	https://doi.org/10.1108/jd-08-2021-0167	PROPN
iassist-1119	374	2	perry	perry	PROPN
iassist-1119	374	3	,	,	PUNCT
iassist-1119	374	4	a.	a.	NOUN
iassist-1119	374	5	,	,	PUNCT
iassist-1119	374	6	watteler	watteler	NOUN
iassist-1119	374	7	,	,	PUNCT
iassist-1119	374	8	o.	o.	PROPN
iassist-1119	374	9	,	,	PUNCT
iassist-1119	374	10	zenk	zenk	NOUN
iassist-1119	374	11	-	-	PUNCT
iassist-1119	374	12	möltgen	möltgen	PROPN
iassist-1119	374	13	,	,	PUNCT
iassist-1119	374	14	w.	w.	PROPN
iassist-1119	374	15	and	and	CCONJ
iassist-1119	374	16	gregory	gregory	PROPN
iassist-1119	374	17	,	,	PUNCT
iassist-1119	374	18	a.	a.	PROPN
iassist-1119	374	19	(	(	PUNCT
iassist-1119	374	20	2019	2019	NUM
iassist-1119	374	21	,	,	PUNCT
iassist-1119	374	22	may	may	AUX
iassist-1119	374	23	27	27	NUM
iassist-1119	374	24	-	-	SYM
iassist-1119	374	25	31	31	NUM
iassist-1119	374	26	)	)	PUNCT
iassist-1119	374	27	.	.	PUNCT
iassist-1119	375	1	how	how	SCONJ
iassist-1119	375	2	can	can	AUX
iassist-1119	375	3	research	research	VERB
iassist-1119	375	4	projects	project	NOUN
iassist-1119	375	5	benefit	benefit	VERB
iassist-1119	375	6	from	from	ADP
iassist-1119	375	7	standardized	standardized	ADJ
iassist-1119	375	8	metadata	metadata	NOUN
iassist-1119	375	9	like	like	ADP
iassist-1119	375	10	ddi	ddi	PROPN
iassist-1119	375	11	?	?	PUNCT
iassist-1119	376	1	[	[	X
iassist-1119	376	2	conference	conference	NOUN
iassist-1119	376	3	presentation	presentation	NOUN
iassist-1119	376	4	]	]	PUNCT
iassist-1119	376	5	.	.	PUNCT
iassist-1119	377	1	iassist	iassist	PROPN
iassist-1119	377	2	2019	2019	NUM
iassist-1119	377	3	,	,	PUNCT
iassist-1119	377	4	sydney	sydney	PROPN
iassist-1119	377	5	,	,	PUNCT
iassist-1119	377	6	australia	australia	PROPN
iassist-1119	377	7	.	.	PUNCT
iassist-1119	378	1	https://doi.org/10.5281/zenodo.3612730	https://doi.org/10.5281/zenodo.3612730	PROPN
iassist-1119	378	2	petrosyan	petrosyan	PROPN
iassist-1119	378	3	,	,	PUNCT
iassist-1119	378	4	l.	l.	PROPN
iassist-1119	378	5	,	,	PUNCT
iassist-1119	378	6	aleixandre	aleixandre	NOUN
iassist-1119	378	7	-	-	PUNCT
iassist-1119	378	8	benavent	benavent	NOUN
iassist-1119	378	9	,	,	PUNCT
iassist-1119	378	10	r.	r.	PROPN
iassist-1119	378	11	,	,	PUNCT
iassist-1119	378	12	peset	peset	NOUN
iassist-1119	378	13	,	,	PUNCT
iassist-1119	378	14	f.	f.	PROPN
iassist-1119	378	15	,	,	PUNCT
iassist-1119	378	16	valderrama	valderrama	PROPN
iassist-1119	378	17	-	-	PUNCT
iassist-1119	378	18	zurián	zurián	PROPN
iassist-1119	378	19	,	,	PUNCT
iassist-1119	378	20	j.	j.	PROPN
iassist-1119	378	21	c.	c.	PROPN
iassist-1119	378	22	,	,	PUNCT
iassist-1119	378	23	ferrer	ferrer	PROPN
iassist-1119	378	24	-	-	NOUN
iassist-1119	378	25	sapena	sapena	ADJ
iassist-1119	378	26	,	,	PUNCT
iassist-1119	378	27	a.	a.	NOUN
iassist-1119	378	28	,	,	PUNCT
iassist-1119	378	29	&	&	CCONJ
iassist-1119	378	30	sixtocostoya	sixtocostoya	VERB
iassist-1119	378	31	,	,	PUNCT
iassist-1119	378	32	a.	a.	NOUN
iassist-1119	378	33	(	(	PUNCT
iassist-1119	378	34	2023	2023	NUM
iassist-1119	378	35	)	)	PUNCT
iassist-1119	378	36	.	.	PUNCT
iassist-1119	379	1	fair	fair	ADJ
iassist-1119	379	2	degree	degree	NOUN
iassist-1119	379	3	assessment	assessment	NOUN
iassist-1119	379	4	in	in	ADP
iassist-1119	379	5	agriculture	agriculture	NOUN
iassist-1119	379	6	datasets	dataset	NOUN
iassist-1119	379	7	using	use	VERB
iassist-1119	379	8	the	the	DET
iassist-1119	379	9	f	f	PROPN
iassist-1119	379	10	-	-	PUNCT
iassist-1119	379	11	uji	uji	PROPN
iassist-1119	379	12	tool	tool	NOUN
iassist-1119	379	13	.	.	PUNCT
iassist-1119	380	1	ecological	ecological	ADJ
iassist-1119	380	2	informatics	informatic	NOUN
iassist-1119	380	3	,	,	PUNCT
iassist-1119	380	4	76	76	NUM
iassist-1119	380	5	,	,	PUNCT
iassist-1119	380	6	102126	102126	NUM
iassist-1119	380	7	.	.	PUNCT
iassist-1119	381	1	https://doi.org/10.1016/j.ecoinf.2023.102126	https://doi.org/10.1016/j.ecoinf.2023.102126	PROPN
iassist-1119	381	2	recker	recker	PROPN
iassist-1119	381	3	,	,	PUNCT
iassist-1119	381	4	j.	j.	PROPN
iassist-1119	381	5	,	,	PUNCT
iassist-1119	381	6	zenk	zenk	NOUN
iassist-1119	381	7	-	-	PUNCT
iassist-1119	381	8	möltgen	möltgen	PROPN
iassist-1119	381	9	,	,	PUNCT
iassist-1119	381	10	w.	w.	PROPN
iassist-1119	381	11	,	,	PUNCT
iassist-1119	381	12	&	&	CCONJ
iassist-1119	381	13	mauer	mauer	PROPN
iassist-1119	381	14	,	,	PUNCT
iassist-1119	381	15	r.	r.	PROPN
iassist-1119	381	16	(	(	PUNCT
iassist-1119	381	17	2017	2017	NUM
iassist-1119	381	18	)	)	PUNCT
iassist-1119	381	19	.	.	PUNCT
iassist-1119	382	1	applications	application	NOUN
iassist-1119	382	2	of	of	ADP
iassist-1119	382	3	research	research	NOUN
iassist-1119	382	4	data	datum	NOUN
iassist-1119	382	5	management	management	NOUN
iassist-1119	382	6	at	at	ADP
iassist-1119	382	7	gesis	gesis	NOUN
iassist-1119	382	8	data	datum	NOUN
iassist-1119	382	9	archive	archive	NOUN
iassist-1119	382	10	for	for	ADP
iassist-1119	382	11	the	the	DET
iassist-1119	382	12	social	social	ADJ
iassist-1119	382	13	sciences	science	NOUN
iassist-1119	382	14	.	.	PUNCT
iassist-1119	383	1	in	in	ADP
iassist-1119	383	2	j.	j.	PROPN
iassist-1119	383	3	b.	b.	PROPN
iassist-1119	383	4	thestrup	thestrup	PROPN
iassist-1119	383	5	&	&	CCONJ
iassist-1119	383	6	f.	f.	PROPN
iassist-1119	383	7	kruse	kruse	PROPN
iassist-1119	383	8	(	(	PUNCT
iassist-1119	383	9	eds	eds	PROPN
iassist-1119	383	10	.	.	PUNCT
iassist-1119	383	11	)	)	PUNCT
iassist-1119	383	12	,	,	PUNCT
iassist-1119	383	13	research	research	NOUN
iassist-1119	383	14	data	datum	NOUN
iassist-1119	383	15	management	management	NOUN
iassist-1119	383	16	—	—	PUNCT
iassist-1119	383	17	a	a	DET
iassist-1119	383	18	european	european	ADJ
iassist-1119	383	19	perspective	perspective	NOUN
iassist-1119	383	20	(	(	PUNCT
iassist-1119	383	21	pp	pp	ADJ
iassist-1119	383	22	.	.	PUNCT
iassist-1119	383	23	119–146	119–146	NUM
iassist-1119	383	24	)	)	PUNCT
iassist-1119	383	25	.	.	PUNCT
iassist-1119	384	1	de	de	X
iassist-1119	384	2	gruyter	gruyter	NOUN
iassist-1119	384	3	.	.	PUNCT
iassist-1119	385	1	https://doi.org/10.1515/9783110365634-008	https://doi.org/10.1515/9783110365634-008	NOUN
iassist-1119	385	2	saldanha	saldanha	NOUN
iassist-1119	385	3	bach	bach	NOUN
iassist-1119	385	4	,	,	PUNCT
iassist-1119	385	5	j.	j.	PROPN
iassist-1119	385	6	,	,	PUNCT
iassist-1119	385	7	klas	klas	PROPN
iassist-1119	385	8	,	,	PUNCT
iassist-1119	385	9	c.-p	c.-p	PROPN
iassist-1119	385	10	.	.	PROPN
iassist-1119	385	11	,	,	PUNCT
iassist-1119	385	12	mathiak	mathiak	PROPN
iassist-1119	385	13	,	,	PUNCT
iassist-1119	385	14	b.	b.	PROPN
iassist-1119	385	15	,	,	PUNCT
iassist-1119	385	16	yudong	yudong	PROPN
iassist-1119	385	17	zhang	zhang	PROPN
iassist-1119	385	18	and	and	CCONJ
iassist-1119	385	19	mutschke	mutschke	NOUN
iassist-1119	385	20	,	,	PUNCT
iassist-1119	385	21	p.	p.	NOUN
iassist-1119	385	22	(	(	PUNCT
iassist-1119	385	23	2023	2023	NUM
iassist-1119	385	24	)	)	PUNCT
iassist-1119	385	25	.	.	PUNCT
iassist-1119	386	1	fairness	fairness	NOUN
iassist-1119	386	2	assessment	assessment	NOUN
iassist-1119	386	3	:	:	PUNCT
iassist-1119	386	4	a	a	DET
iassist-1119	386	5	comparison	comparison	NOUN
iassist-1119	386	6	of	of	ADP
iassist-1119	386	7	the	the	DET
iassist-1119	386	8	rda	rda	NOUN
iassist-1119	386	9	model	model	NOUN
iassist-1119	386	10	and	and	CCONJ
iassist-1119	386	11	the	the	DET
iassist-1119	386	12	f	f	PROPN
iassist-1119	386	13	-	-	PUNCT
iassist-1119	386	14	uji	uji	ADJ
iassist-1119	386	15	automated	automate	VERB
iassist-1119	386	16	tool	tool	NOUN
iassist-1119	386	17	report	report	NOUN
iassist-1119	386	18	.	.	PUNCT
iassist-1119	387	1	https://doi.org/10.5281/zenodo.8308902	https://doi.org/10.5281/zenodo.8308902	PROPN
iassist-1119	387	2	schumann	schumann	PROPN
iassist-1119	387	3	,	,	PUNCT
iassist-1119	387	4	n.	n.	PROPN
iassist-1119	387	5	and	and	CCONJ
iassist-1119	387	6	mauer	mauer	PROPN
iassist-1119	387	7	,	,	PUNCT
iassist-1119	387	8	r.	r.	PROPN
iassist-1119	387	9	(	(	PUNCT
iassist-1119	387	10	2013	2013	NUM
iassist-1119	387	11	)	)	PUNCT
iassist-1119	387	12	.	.	PUNCT
iassist-1119	388	1	the	the	DET
iassist-1119	388	2	gesis	gesis	NOUN
iassist-1119	388	3	data	datum	NOUN
iassist-1119	388	4	archive	archive	NOUN
iassist-1119	388	5	for	for	ADP
iassist-1119	388	6	the	the	DET
iassist-1119	388	7	social	social	ADJ
iassist-1119	388	8	sciences	science	NOUN
iassist-1119	388	9	:	:	PUNCT
iassist-1119	388	10	a	a	DET
iassist-1119	388	11	widely	widely	ADV
iassist-1119	388	12	recognised	recognise	VERB
iassist-1119	388	13	data	datum	NOUN
iassist-1119	388	14	archive	archive	NOUN
iassist-1119	388	15	on	on	ADP
iassist-1119	388	16	its	its	PRON
iassist-1119	388	17	way	way	NOUN
iassist-1119	388	18	.	.	PUNCT
iassist-1119	389	1	international	international	ADJ
iassist-1119	389	2	journal	journal	NOUN
iassist-1119	389	3	of	of	ADP
iassist-1119	389	4	digital	digital	ADJ
iassist-1119	389	5	curation	curation	NOUN
iassist-1119	389	6	,	,	PUNCT
iassist-1119	389	7	8(2	8(2	NUM
iassist-1119	389	8	)	)	PUNCT
iassist-1119	389	9	,	,	PUNCT
iassist-1119	389	10	215–222	215–222	NUM
iassist-1119	389	11	https://doi.org/10.2218/ijdc.v8i2.285	https://doi.org/10.2218/ijdc.v8i2.285	ADV
iassist-1119	389	12	sofi	sofi	PROPN
iassist-1119	389	13	-	-	PUNCT
iassist-1119	389	14	mahmudi	mahmudi	PROPN
iassist-1119	389	15	,	,	PUNCT
iassist-1119	389	16	a.	a.	NOUN
iassist-1119	389	17	and	and	CCONJ
iassist-1119	389	18	raittio	raittio	PROPN
iassist-1119	389	19	,	,	PUNCT
iassist-1119	389	20	e.	e.	PROPN
iassist-1119	389	21	(	(	PUNCT
iassist-1119	389	22	2022	2022	NUM
iassist-1119	389	23	)	)	PUNCT
iassist-1119	389	24	.	.	PUNCT
iassist-1119	390	1	transparency	transparency	NOUN
iassist-1119	390	2	of	of	ADP
iassist-1119	390	3	covid-19	covid-19	PROPN
iassist-1119	390	4	related	related	ADJ
iassist-1119	390	5	research	research	NOUN
iassist-1119	390	6	in	in	ADP
iassist-1119	390	7	dental	dental	ADJ
iassist-1119	390	8	journals	journal	NOUN
iassist-1119	390	9	.	.	PUNCT
iassist-1119	391	1	frontiers	frontier	NOUN
iassist-1119	391	2	in	in	ADP
iassist-1119	391	3	oral	oral	ADJ
iassist-1119	391	4	health	health	NOUN
iassist-1119	391	5	,	,	PUNCT
iassist-1119	391	6	3	3	NUM
iassist-1119	391	7	,	,	PUNCT
iassist-1119	391	8	p.	p.	NOUN
iassist-1119	391	9	871033	871033	NUM
iassist-1119	391	10	.	.	PUNCT
iassist-1119	392	1	available	available	ADJ
iassist-1119	392	2	at	at	ADP
iassist-1119	392	3	:	:	PUNCT
iassist-1119	392	4	https://doi.org/10.3389/froh.2022.871033	https://doi.org/10.3389/froh.2022.871033	PROPN
iassist-1119	392	5	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	392	6	https://doi.org/10.1017/s1049096516000184	https://doi.org/10.1017/s1049096516000184	PRON
iassist-1119	392	7	https://doi.org/10.2139/ssrn.3813838	https://doi.org/10.2139/ssrn.3813838	NOUN
iassist-1119	393	1	https://doi.org/10.21203/rs.3.rs-1045632/v1	https://doi.org/10.21203/rs.3.rs-1045632/v1	ADP
iassist-1119	393	2	https://doi.org/10.1038/s41597-022-01815-3	https://doi.org/10.1038/s41597-022-01815-3	PROPN
iassist-1119	393	3	https://doi.org/10.1108/jd-08-2021-0167	https://doi.org/10.1108/jd-08-2021-0167	ADV
iassist-1119	393	4	https://doi.org/10.5281/zenodo.3612730	https://doi.org/10.5281/zenodo.3612730	X
iassist-1119	393	5	https://doi.org/10.1016/j.ecoinf.2023.102126	https://doi.org/10.1016/j.ecoinf.2023.102126	PROPN
iassist-1119	393	6	https://doi.org/10.1515/9783110365634-008	https://doi.org/10.1515/9783110365634-008	PROPN
iassist-1119	393	7	https://doi.org/10.5281/zenodo.8308902	https://doi.org/10.5281/zenodo.8308902	ADJ
iassist-1119	393	8	https://doi.org/10.2218/ijdc.v8i2.285	https://doi.org/10.2218/ijdc.v8i2.285	ADV
iassist-1119	393	9	https://doi.org/10.3389/froh.2022.871033	https://doi.org/10.3389/froh.2022.871033	PROPN
iassist-1119	393	10	21/22	21/22	NUM
iassist-1119	393	11	zenk	zenk	NOUN
iassist-1119	393	12	-	-	PUNCT
iassist-1119	393	13	möltgen	möltgen	PROPN
iassist-1119	393	14	,	,	PUNCT
iassist-1119	393	15	wolfgang	wolfgang	PROPN
iassist-1119	393	16	(	(	PUNCT
iassist-1119	393	17	2024	2024	NUM
iassist-1119	393	18	)	)	PUNCT
iassist-1119	393	19	the	the	DET
iassist-1119	393	20	role	role	NOUN
iassist-1119	393	21	of	of	ADP
iassist-1119	393	22	fair	fair	ADJ
iassist-1119	393	23	principles	principle	NOUN
iassist-1119	393	24	in	in	ADP
iassist-1119	393	25	high	high	ADJ
iassist-1119	393	26	-	-	PUNCT
iassist-1119	393	27	quality	quality	NOUN
iassist-1119	393	28	research	research	NOUN
iassist-1119	393	29	data	datum	NOUN
iassist-1119	393	30	documentation	documentation	NOUN
iassist-1119	393	31	,	,	PUNCT
iassist-1119	393	32	iassist	iassist	VERB
iassist-1119	393	33	quarterly	quarterly	ADJ
iassist-1119	393	34	xx(y	xx(y	PROPN
iassist-1119	393	35	)	)	PUNCT
iassist-1119	393	36	,	,	PUNCT
iassist-1119	393	37	pp	pp	PROPN
iassist-1119	393	38	.	.	PUNCT
iassist-1119	394	1	1	1	NUM
iassist-1119	394	2	-	-	SYM
iassist-1119	394	3	5	5	NUM
iassist-1119	394	4	.	.	PUNCT
iassist-1119	394	5	doi	doi	NOUN
iassist-1119	394	6	:	:	PUNCT
iassist-1119	394	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	394	8	stall	stall	PROPN
iassist-1119	394	9	,	,	PUNCT
iassist-1119	394	10	s.	s.	PROPN
iassist-1119	394	11	,	,	PUNCT
iassist-1119	394	12	yarmey	yarmey	PROPN
iassist-1119	394	13	,	,	PUNCT
iassist-1119	394	14	l.	l.	PROPN
iassist-1119	394	15	,	,	PUNCT
iassist-1119	394	16	cutcher	cutcher	ADJ
iassist-1119	394	17	-	-	PUNCT
iassist-1119	394	18	gershenfeld	gershenfeld	NOUN
iassist-1119	394	19	,	,	PUNCT
iassist-1119	394	20	j.	j.	PROPN
iassist-1119	394	21	,	,	PUNCT
iassist-1119	394	22	hanson	hanson	PROPN
iassist-1119	394	23	,	,	PUNCT
iassist-1119	394	24	b.	b.	PROPN
iassist-1119	394	25	,	,	PUNCT
iassist-1119	394	26	lehnert	lehnert	PROPN
iassist-1119	394	27	,	,	PUNCT
iassist-1119	394	28	k.	k.	PROPN
iassist-1119	394	29	,	,	PUNCT
iassist-1119	394	30	nosek	nosek	PROPN
iassist-1119	394	31	,	,	PUNCT
iassist-1119	394	32	b.	b.	PROPN
iassist-1119	394	33	,	,	PUNCT
iassist-1119	394	34	parsons	parson	NOUN
iassist-1119	394	35	,	,	PUNCT
iassist-1119	394	36	m.	m.	NOUN
iassist-1119	394	37	,	,	PUNCT
iassist-1119	394	38	robinson	robinson	PROPN
iassist-1119	394	39	,	,	PUNCT
iassist-1119	394	40	e.	e.	PROPN
iassist-1119	394	41	and	and	CCONJ
iassist-1119	394	42	wyborn	wyborn	PROPN
iassist-1119	394	43	,	,	PUNCT
iassist-1119	394	44	l.	l.	PROPN
iassist-1119	394	45	(	(	PUNCT
iassist-1119	394	46	2019	2019	NUM
iassist-1119	394	47	)	)	PUNCT
iassist-1119	394	48	.	.	PUNCT
iassist-1119	395	1	make	make	VERB
iassist-1119	395	2	scientific	scientific	ADJ
iassist-1119	395	3	data	datum	NOUN
iassist-1119	395	4	fair	fair	ADJ
iassist-1119	395	5	.	.	PUNCT
iassist-1119	396	1	nature	nature	NOUN
iassist-1119	396	2	,	,	PUNCT
iassist-1119	396	3	570(7759	570(7759	NUM
iassist-1119	396	4	)	)	PUNCT
iassist-1119	396	5	,	,	PUNCT
iassist-1119	396	6	27–29	27–29	NUM
iassist-1119	396	7	.	.	PUNCT
iassist-1119	396	8	https://doi.org/10.1038/d41586-019-01720-7	https://doi.org/10.1038/d41586-019-01720-7	NUM
iassist-1119	396	9	sun	sun	PROPN
iassist-1119	396	10	,	,	PUNCT
iassist-1119	396	11	c.	c.	PROPN
iassist-1119	396	12	,	,	PUNCT
iassist-1119	396	13	emonet	emonet	ADV
iassist-1119	396	14	,	,	PUNCT
iassist-1119	396	15	v.	v.	NOUN
iassist-1119	396	16	and	and	CCONJ
iassist-1119	396	17	dumontier	dumontier	NOUN
iassist-1119	396	18	,	,	PUNCT
iassist-1119	396	19	m.	m.	NOUN
iassist-1119	396	20	(	(	PUNCT
iassist-1119	396	21	2022	2022	NUM
iassist-1119	396	22	)	)	PUNCT
iassist-1119	396	23	.	.	PUNCT
iassist-1119	397	1	a	a	DET
iassist-1119	397	2	comprehensive	comprehensive	ADJ
iassist-1119	397	3	comparison	comparison	NOUN
iassist-1119	397	4	of	of	ADP
iassist-1119	397	5	automated	automate	VERB
iassist-1119	397	6	fairness	fairness	NOUN
iassist-1119	397	7	evaluation	evaluation	NOUN
iassist-1119	397	8	tools	tool	NOUN
iassist-1119	397	9	.	.	PUNCT
iassist-1119	398	1	in	in	ADP
iassist-1119	398	2	k.	k.	PROPN
iassist-1119	398	3	wolstencroft	wolstencroft	PROPN
iassist-1119	398	4	,	,	PUNCT
iassist-1119	398	5	a.	a.	NOUN
iassist-1119	398	6	splendiani	splendiani	PROPN
iassist-1119	398	7	,	,	PUNCT
iassist-1119	398	8	m.s	m.s	PROPN
iassist-1119	398	9	.	.	PROPN
iassist-1119	398	10	marshall	marshall	PROPN
iassist-1119	398	11	,	,	PUNCT
iassist-1119	398	12	c.	c.	PROPN
iassist-1119	398	13	baker	baker	PROPN
iassist-1119	398	14	,	,	PUNCT
iassist-1119	398	15	a.	a.	NOUN
iassist-1119	398	16	waagmeester	waagmeester	NOUN
iassist-1119	398	17	,	,	PUNCT
iassist-1119	398	18	m.	m.	NOUN
iassist-1119	398	19	roos	roos	PROPN
iassist-1119	398	20	,	,	PUNCT
iassist-1119	398	21	r.	r.	PROPN
iassist-1119	398	22	vos	vos	PROPN
iassist-1119	398	23	,	,	PUNCT
iassist-1119	398	24	r.	r.	PROPN
iassist-1119	398	25	fijten	fijten	PROPN
iassist-1119	398	26	,	,	PUNCT
iassist-1119	398	27	&	&	CCONJ
iassist-1119	398	28	l.j	l.j	PROPN
iassist-1119	398	29	.	.	PROPN
iassist-1119	398	30	castro	castro	PROPN
iassist-1119	398	31	(	(	PUNCT
iassist-1119	398	32	eds	ed	NOUN
iassist-1119	398	33	.	.	PUNCT
iassist-1119	398	34	)	)	PUNCT
iassist-1119	399	1	13th	13th	NOUN
iassist-1119	399	2	international	international	ADJ
iassist-1119	399	3	conference	conference	NOUN
iassist-1119	399	4	on	on	ADP
iassist-1119	399	5	semantic	semantic	ADJ
iassist-1119	399	6	web	web	NOUN
iassist-1119	399	7	applications	application	NOUN
iassist-1119	399	8	and	and	CCONJ
iassist-1119	399	9	tools	tool	NOUN
iassist-1119	399	10	for	for	ADP
iassist-1119	399	11	health	health	NOUN
iassist-1119	399	12	care	care	NOUN
iassist-1119	399	13	and	and	CCONJ
iassist-1119	399	14	life	life	NOUN
iassist-1119	399	15	sciences	science	NOUN
iassist-1119	399	16	,	,	PUNCT
iassist-1119	399	17	44	44	NUM
iassist-1119	399	18	-	-	SYM
iassist-1119	399	19	53	53	NUM
iassist-1119	399	20	.	.	PUNCT
iassist-1119	400	1	https://ceur-ws.org/vol3127/paper-6.pdf	https://ceur-ws.org/vol3127/paper-6.pdf	PROPN
iassist-1119	400	2	.	.	PUNCT
iassist-1119	401	1	u.s	u.s	PROPN
iassist-1119	401	2	.	.	PROPN
iassist-1119	401	3	national	national	PROPN
iassist-1119	401	4	science	science	PROPN
iassist-1119	401	5	foundation	foundation	PROPN
iassist-1119	401	6	(	(	PUNCT
iassist-1119	401	7	2018	2018	NUM
iassist-1119	401	8	)	)	PUNCT
iassist-1119	401	9	.	.	PUNCT
iassist-1119	402	1	data	datum	NOUN
iassist-1119	402	2	management	management	NOUN
iassist-1119	402	3	guidance	guidance	NOUN
iassist-1119	402	4	for	for	ADP
iassist-1119	402	5	sbe	sbe	NOUN
iassist-1119	402	6	directorate	directorate	ADJ
iassist-1119	402	7	proposals	proposal	NOUN
iassist-1119	402	8	and	and	CCONJ
iassist-1119	402	9	awards	award	NOUN
iassist-1119	402	10	.	.	PUNCT
iassist-1119	403	1	https://new.nsf.gov/sbe/data-management	https://new.nsf.gov/sbe/data-management	NOUN
iassist-1119	403	2	weller	weller	NOUN
iassist-1119	403	3	,	,	PUNCT
iassist-1119	403	4	k.	k.	PROPN
iassist-1119	403	5	and	and	CCONJ
iassist-1119	403	6	kinder	kind	ADJ
iassist-1119	403	7	-	-	PUNCT
iassist-1119	403	8	kurlanda	kurlanda	NOUN
iassist-1119	403	9	,	,	PUNCT
iassist-1119	403	10	k.	k.	PROPN
iassist-1119	403	11	(	(	PUNCT
iassist-1119	403	12	2021	2021	NUM
iassist-1119	403	13	)	)	PUNCT
iassist-1119	403	14	.	.	PUNCT
iassist-1119	404	1	uncovering	uncover	VERB
iassist-1119	404	2	the	the	DET
iassist-1119	404	3	challenges	challenge	NOUN
iassist-1119	404	4	in	in	ADP
iassist-1119	404	5	collection	collection	NOUN
iassist-1119	404	6	,	,	PUNCT
iassist-1119	404	7	sharing	sharing	NOUN
iassist-1119	404	8	and	and	CCONJ
iassist-1119	404	9	documentation	documentation	NOUN
iassist-1119	404	10	:	:	PUNCT
iassist-1119	404	11	the	the	DET
iassist-1119	404	12	hidden	hidden	ADJ
iassist-1119	404	13	data	datum	NOUN
iassist-1119	404	14	of	of	ADP
iassist-1119	404	15	social	social	ADJ
iassist-1119	404	16	media	medium	NOUN
iassist-1119	404	17	research	research	NOUN
iassist-1119	404	18	?	?	PUNCT
iassist-1119	404	19	,	,	PUNCT
iassist-1119	404	20	proceedings	proceeding	NOUN
iassist-1119	404	21	of	of	ADP
iassist-1119	404	22	the	the	DET
iassist-1119	404	23	international	international	ADJ
iassist-1119	404	24	aaai	aaai	PROPN
iassist-1119	404	25	conference	conference	PROPN
iassist-1119	404	26	on	on	ADP
iassist-1119	404	27	web	web	NOUN
iassist-1119	404	28	and	and	CCONJ
iassist-1119	404	29	social	social	ADJ
iassist-1119	404	30	media	medium	NOUN
iassist-1119	404	31	,	,	PUNCT
iassist-1119	404	32	9(4	9(4	NUM
iassist-1119	404	33	)	)	PUNCT
iassist-1119	404	34	,	,	PUNCT
iassist-1119	404	35	28–37	28–37	NOUN
iassist-1119	404	36	.	.	PUNCT
iassist-1119	405	1	https://doi.org/10.1609/icwsm.v9i4.14687	https://doi.org/10.1609/icwsm.v9i4.14687	NOUN
iassist-1119	405	2	weller	weller	NOUN
iassist-1119	405	3	,	,	PUNCT
iassist-1119	405	4	k.	k.	PROPN
iassist-1119	405	5	and	and	CCONJ
iassist-1119	405	6	strohmaier	strohmaier	NOUN
iassist-1119	405	7	,	,	PUNCT
iassist-1119	405	8	m.	m.	NOUN
iassist-1119	405	9	(	(	PUNCT
iassist-1119	405	10	2014	2014	NUM
iassist-1119	405	11	)	)	PUNCT
iassist-1119	405	12	.	.	PUNCT
iassist-1119	406	1	social	social	ADJ
iassist-1119	406	2	media	medium	NOUN
iassist-1119	406	3	in	in	ADP
iassist-1119	406	4	academia	academia	NOUN
iassist-1119	406	5	:	:	PUNCT
iassist-1119	406	6	how	how	SCONJ
iassist-1119	406	7	the	the	DET
iassist-1119	406	8	social	social	ADJ
iassist-1119	406	9	web	web	NOUN
iassist-1119	406	10	is	be	AUX
iassist-1119	406	11	changing	change	VERB
iassist-1119	406	12	academic	academic	ADJ
iassist-1119	406	13	practice	practice	NOUN
iassist-1119	406	14	and	and	CCONJ
iassist-1119	406	15	becoming	become	VERB
iassist-1119	406	16	a	a	DET
iassist-1119	406	17	new	new	ADJ
iassist-1119	406	18	source	source	NOUN
iassist-1119	406	19	for	for	ADP
iassist-1119	406	20	research	research	NOUN
iassist-1119	406	21	data	datum	NOUN
iassist-1119	406	22	,	,	PUNCT
iassist-1119	406	23	it	it	PRON
iassist-1119	406	24	information	information	NOUN
iassist-1119	406	25	technology	technology	NOUN
iassist-1119	406	26	,	,	PUNCT
iassist-1119	406	27	56(5	56(5	NOUN
iassist-1119	406	28	)	)	PUNCT
iassist-1119	406	29	,	,	PUNCT
iassist-1119	406	30	203–206	203–206	NUM
iassist-1119	406	31	.	.	PUNCT
iassist-1119	407	1	https://doi.org/10.1515/itit-2014-9002	https://doi.org/10.1515/itit-2014-9002	PROPN
iassist-1119	407	2	wilkinson	wilkinson	PROPN
iassist-1119	407	3	,	,	PUNCT
iassist-1119	407	4	m.d	m.d	PROPN
iassist-1119	407	5	.	.	PROPN
iassist-1119	407	6	,	,	PUNCT
iassist-1119	407	7	dumontier	dumontier	NOUN
iassist-1119	407	8	,	,	PUNCT
iassist-1119	407	9	m.	m.	NOUN
iassist-1119	407	10	,	,	PUNCT
iassist-1119	407	11	aalbersberg	aalbersberg	PROPN
iassist-1119	407	12	,	,	PUNCT
iassist-1119	407	13	ij.j	ij.j	NOUN
iassist-1119	407	14	.	.	PROPN
iassist-1119	407	15	,	,	PUNCT
iassist-1119	407	16	appleton	appleton	PROPN
iassist-1119	407	17	,	,	PUNCT
iassist-1119	407	18	g.	g.	PROPN
iassist-1119	407	19	,	,	PUNCT
iassist-1119	407	20	axton	axton	PROPN
iassist-1119	407	21	,	,	PUNCT
iassist-1119	407	22	m.	m.	NOUN
iassist-1119	407	23	,	,	PUNCT
iassist-1119	407	24	baak	baak	NOUN
iassist-1119	407	25	,	,	PUNCT
iassist-1119	407	26	a.	a.	NOUN
iassist-1119	407	27	,	,	PUNCT
iassist-1119	407	28	blomberg	blomberg	PROPN
iassist-1119	407	29	,	,	PUNCT
iassist-1119	407	30	n.	n.	NOUN
iassist-1119	407	31	,	,	PUNCT
iassist-1119	407	32	boiten	boiten	ADJ
iassist-1119	407	33	,	,	PUNCT
iassist-1119	407	34	j.-w	j.-w	PROPN
iassist-1119	407	35	.	.	PROPN
iassist-1119	407	36	,	,	PUNCT
iassist-1119	407	37	da	da	PROPN
iassist-1119	407	38	silva	silva	PROPN
iassist-1119	407	39	santos	santos	PROPN
iassist-1119	407	40	,	,	PUNCT
iassist-1119	407	41	l.b	l.b	PROPN
iassist-1119	407	42	.	.	PROPN
iassist-1119	407	43	,	,	PUNCT
iassist-1119	407	44	bourne	bourne	NOUN
iassist-1119	407	45	,	,	PUNCT
iassist-1119	407	46	p.e	p.e	PROPN
iassist-1119	407	47	.	.	PROPN
iassist-1119	407	48	,	,	PUNCT
iassist-1119	407	49	bouwman	bouwman	NOUN
iassist-1119	407	50	,	,	PUNCT
iassist-1119	407	51	j.	j.	PROPN
iassist-1119	407	52	,	,	PUNCT
iassist-1119	407	53	brookes	brookes	PROPN
iassist-1119	407	54	,	,	PUNCT
iassist-1119	407	55	a.j	a.j	PROPN
iassist-1119	407	56	.	.	PROPN
iassist-1119	407	57	,	,	PUNCT
iassist-1119	407	58	clark	clark	PROPN
iassist-1119	407	59	,	,	PUNCT
iassist-1119	407	60	t.	t.	PROPN
iassist-1119	407	61	,	,	PUNCT
iassist-1119	407	62	crosas	crosa	NOUN
iassist-1119	407	63	,	,	PUNCT
iassist-1119	407	64	m.	m.	NOUN
iassist-1119	407	65	,	,	PUNCT
iassist-1119	407	66	dillo	dillo	PROPN
iassist-1119	407	67	,	,	PUNCT
iassist-1119	407	68	i.	i.	PROPN
iassist-1119	407	69	,	,	PUNCT
iassist-1119	407	70	dumon	dumon	NOUN
iassist-1119	407	71	,	,	PUNCT
iassist-1119	407	72	o.	o.	PROPN
iassist-1119	407	73	,	,	PUNCT
iassist-1119	407	74	edmunds	edmunds	PROPN
iassist-1119	407	75	,	,	PUNCT
iassist-1119	407	76	s.	s.	PROPN
iassist-1119	407	77	,	,	PUNCT
iassist-1119	407	78	evelo	evelo	NOUN
iassist-1119	407	79	,	,	PUNCT
iassist-1119	407	80	c.t	c.t	PROPN
iassist-1119	407	81	.	.	PROPN
iassist-1119	407	82	,	,	PUNCT
iassist-1119	407	83	finkers	finkers	PROPN
iassist-1119	407	84	,	,	PUNCT
iassist-1119	407	85	r.	r.	PROPN
iassist-1119	407	86	,	,	PUNCT
iassist-1119	407	87	gonzalez	gonzalez	PROPN
iassist-1119	407	88	-	-	PUNCT
iassist-1119	407	89	beltran	beltran	PROPN
iassist-1119	407	90	,	,	PUNCT
iassist-1119	407	91	a.	a.	NOUN
iassist-1119	407	92	,	,	PUNCT
iassist-1119	407	93	gray	gray	ADJ
iassist-1119	407	94	,	,	PUNCT
iassist-1119	408	1	a.j.g	a.j.g	PROPN
iassist-1119	408	2	.	.	PROPN
iassist-1119	408	3	,	,	PUNCT
iassist-1119	408	4	groth	groth	PROPN
iassist-1119	408	5	,	,	PUNCT
iassist-1119	408	6	p.	p.	PROPN
iassist-1119	408	7	,	,	PUNCT
iassist-1119	408	8	goble	goble	PROPN
iassist-1119	408	9	,	,	PUNCT
iassist-1119	408	10	c.	c.	PROPN
iassist-1119	408	11	,	,	PUNCT
iassist-1119	408	12	grethe	grethe	PROPN
iassist-1119	408	13	,	,	PUNCT
iassist-1119	408	14	j.s	j.s	PROPN
iassist-1119	408	15	.	.	PROPN
iassist-1119	408	16	,	,	PUNCT
iassist-1119	408	17	heringa	heringa	PROPN
iassist-1119	408	18	,	,	PUNCT
iassist-1119	408	19	j.	j.	PROPN
iassist-1119	408	20	,	,	PUNCT
iassist-1119	408	21	’	'	PUNCT
iassist-1119	408	22	t	t	PROPN
iassist-1119	408	23	hoen	hoen	NOUN
iassist-1119	408	24	,	,	PUNCT
iassist-1119	408	25	p.a.c	p.a.c	PROPN
iassist-1119	408	26	.	.	PUNCT
iassist-1119	408	27	,	,	PUNCT
iassist-1119	408	28	hooft	hooft	PROPN
iassist-1119	408	29	,	,	PUNCT
iassist-1119	408	30	r.	r.	PROPN
iassist-1119	408	31	,	,	PUNCT
iassist-1119	408	32	kuhn	kuhn	PROPN
iassist-1119	408	33	,	,	PUNCT
iassist-1119	408	34	t.	t.	PROPN
iassist-1119	408	35	,	,	PUNCT
iassist-1119	408	36	kok	kok	PROPN
iassist-1119	408	37	,	,	PUNCT
iassist-1119	408	38	r.	r.	PROPN
iassist-1119	408	39	,	,	PUNCT
iassist-1119	408	40	kok	kok	PROPN
iassist-1119	408	41	,	,	PUNCT
iassist-1119	408	42	j.	j.	PROPN
iassist-1119	408	43	,	,	PUNCT
iassist-1119	408	44	lusher	lusher	PROPN
iassist-1119	408	45	,	,	PUNCT
iassist-1119	408	46	s.j	s.j	PROPN
iassist-1119	408	47	.	.	PROPN
iassist-1119	408	48	,	,	PUNCT
iassist-1119	408	49	martone	martone	NOUN
iassist-1119	408	50	,	,	PUNCT
iassist-1119	408	51	m.e	m.e	PROPN
iassist-1119	408	52	.	.	PROPN
iassist-1119	408	53	,	,	PUNCT
iassist-1119	408	54	mons	mon	NOUN
iassist-1119	408	55	,	,	PUNCT
iassist-1119	408	56	a.	a.	NOUN
iassist-1119	408	57	,	,	PUNCT
iassist-1119	408	58	packer	packer	NOUN
iassist-1119	408	59	,	,	PUNCT
iassist-1119	408	60	a.l	a.l	PROPN
iassist-1119	408	61	.	.	PROPN
iassist-1119	408	62	,	,	PUNCT
iassist-1119	408	63	persson	persson	PROPN
iassist-1119	408	64	,	,	PUNCT
iassist-1119	408	65	b.	b.	PROPN
iassist-1119	408	66	,	,	PUNCT
iassist-1119	408	67	rocca	rocca	PROPN
iassist-1119	408	68	-	-	PUNCT
iassist-1119	408	69	serra	serra	PROPN
iassist-1119	408	70	,	,	PUNCT
iassist-1119	408	71	p.	p.	PROPN
iassist-1119	408	72	,	,	PUNCT
iassist-1119	408	73	roos	roo	NOUN
iassist-1119	408	74	,	,	PUNCT
iassist-1119	408	75	m.	m.	NOUN
iassist-1119	408	76	,	,	PUNCT
iassist-1119	408	77	van	van	PROPN
iassist-1119	408	78	schaik	schaik	NOUN
iassist-1119	408	79	,	,	PUNCT
iassist-1119	408	80	r.	r.	PROPN
iassist-1119	408	81	,	,	PUNCT
iassist-1119	408	82	sansone	sansone	NOUN
iassist-1119	408	83	,	,	PUNCT
iassist-1119	408	84	s.-a	s.-a	NOUN
iassist-1119	408	85	.	.	PROPN
iassist-1119	408	86	,	,	PUNCT
iassist-1119	408	87	schultes	schulte	NOUN
iassist-1119	408	88	,	,	PUNCT
iassist-1119	408	89	e.	e.	PROPN
iassist-1119	408	90	,	,	PUNCT
iassist-1119	408	91	sengstag	sengstag	PROPN
iassist-1119	408	92	,	,	PUNCT
iassist-1119	408	93	t.	t.	PROPN
iassist-1119	408	94	,	,	PUNCT
iassist-1119	408	95	slater	slater	PROPN
iassist-1119	408	96	,	,	PUNCT
iassist-1119	408	97	t.	t.	PROPN
iassist-1119	408	98	,	,	PUNCT
iassist-1119	408	99	strawn	strawn	NOUN
iassist-1119	408	100	,	,	PUNCT
iassist-1119	408	101	g.	g.	PROPN
iassist-1119	408	102	,	,	PUNCT
iassist-1119	408	103	swertz	swertz	PROPN
iassist-1119	408	104	,	,	PUNCT
iassist-1119	408	105	m.a	m.a	PROPN
iassist-1119	408	106	.	.	PROPN
iassist-1119	408	107	,	,	PUNCT
iassist-1119	408	108	thompson	thompson	PROPN
iassist-1119	408	109	,	,	PUNCT
iassist-1119	408	110	m.	m.	NOUN
iassist-1119	408	111	,	,	PUNCT
iassist-1119	408	112	van	van	PROPN
iassist-1119	408	113	der	der	PROPN
iassist-1119	408	114	lei	lei	PROPN
iassist-1119	408	115	,	,	PUNCT
iassist-1119	408	116	j.	j.	PROPN
iassist-1119	408	117	,	,	PUNCT
iassist-1119	408	118	van	van	PROPN
iassist-1119	408	119	mulligen	mulligen	PROPN
iassist-1119	408	120	,	,	PUNCT
iassist-1119	408	121	e.	e.	PROPN
iassist-1119	408	122	,	,	PUNCT
iassist-1119	408	123	velterop	velterop	ADJ
iassist-1119	408	124	,	,	PUNCT
iassist-1119	408	125	j.	j.	PROPN
iassist-1119	408	126	,	,	PUNCT
iassist-1119	408	127	waagmeester	waagmeester	NOUN
iassist-1119	408	128	,	,	PUNCT
iassist-1119	408	129	a.	a.	NOUN
iassist-1119	408	130	,	,	PUNCT
iassist-1119	408	131	wittenburg	wittenburg	PROPN
iassist-1119	408	132	,	,	PUNCT
iassist-1119	408	133	p.	p.	PROPN
iassist-1119	408	134	,	,	PUNCT
iassist-1119	408	135	wolstencroft	wolstencroft	PROPN
iassist-1119	408	136	,	,	PUNCT
iassist-1119	408	137	k.	k.	PROPN
iassist-1119	408	138	,	,	PUNCT
iassist-1119	408	139	zhao	zhao	PROPN
iassist-1119	408	140	,	,	PUNCT
iassist-1119	408	141	j.	j.	PROPN
iassist-1119	408	142	and	and	CCONJ
iassist-1119	408	143	mons	mon	NOUN
iassist-1119	408	144	,	,	PUNCT
iassist-1119	408	145	b.	b.	PROPN
iassist-1119	408	146	(	(	PUNCT
iassist-1119	408	147	2016	2016	NUM
iassist-1119	408	148	)	)	PUNCT
iassist-1119	408	149	.	.	PUNCT
iassist-1119	409	1	the	the	DET
iassist-1119	409	2	fair	fair	ADJ
iassist-1119	409	3	guiding	guide	VERB
iassist-1119	409	4	principles	principle	NOUN
iassist-1119	409	5	for	for	ADP
iassist-1119	409	6	scientific	scientific	ADJ
iassist-1119	409	7	data	datum	NOUN
iassist-1119	409	8	management	management	NOUN
iassist-1119	409	9	and	and	CCONJ
iassist-1119	409	10	stewardship	stewardship	NOUN
iassist-1119	409	11	’	'	PUNCT
iassist-1119	409	12	,	,	PUNCT
iassist-1119	409	13	scientific	scientific	ADJ
iassist-1119	409	14	data	datum	NOUN
iassist-1119	409	15	,	,	PUNCT
iassist-1119	409	16	3(1	3(1	NUM
iassist-1119	409	17	)	)	PUNCT
iassist-1119	409	18	,	,	PUNCT
iassist-1119	409	19	160018	160018	NUM
iassist-1119	409	20	.	.	PUNCT
iassist-1119	410	1	https://doi.org/10.1038/sdata.2016.18	https://doi.org/10.1038/sdata.2016.18	PROPN
iassist-1119	410	2	wissenschaftsrat	wissenschaftsrat	PROPN
iassist-1119	410	3	(	(	PUNCT
iassist-1119	410	4	2020	2020	NUM
iassist-1119	410	5	)	)	PUNCT
iassist-1119	410	6	.	.	PUNCT
iassist-1119	411	1	‘	'	PUNCT
iassist-1119	411	2	zum	zum	NOUN
iassist-1119	411	3	wandel	wandel	NOUN
iassist-1119	411	4	in	in	ADP
iassist-1119	411	5	den	den	NOUN
iassist-1119	411	6	wissenschaften	wissenschaften	VERB
iassist-1119	411	7	durch	durch	NOUN
iassist-1119	411	8	datenintensive	datenintensive	ADJ
iassist-1119	411	9	forschung	forschung	NOUN
iassist-1119	411	10	’	'	PUNCT
iassist-1119	411	11	.	.	PUNCT
iassist-1119	412	1	https://www.wissenschaftsrat.de/download/2020/8667-20.pdf?__blob=publicationfile&v=5	https://www.wissenschaftsrat.de/download/2020/8667-20.pdf?__blob=publicationfile&v=5	PROPN
iassist-1119	412	2	zenk	zenk	NOUN
iassist-1119	412	3	-	-	PUNCT
iassist-1119	412	4	möltgen	möltgen	PROPN
iassist-1119	412	5	,	,	PUNCT
iassist-1119	412	6	w.	w.	PROPN
iassist-1119	412	7	(	(	PUNCT
iassist-1119	412	8	2012	2012	NUM
iassist-1119	412	9	)	)	PUNCT
iassist-1119	412	10	.	.	PUNCT
iassist-1119	413	1	‘	'	PUNCT
iassist-1119	413	2	metadaten	metadaten	ADJ
iassist-1119	413	3	und	und	NOUN
iassist-1119	413	4	die	die	NOUN
iassist-1119	413	5	data	datum	NOUN
iassist-1119	413	6	documentation	documentation	NOUN
iassist-1119	413	7	initiative	initiative	NOUN
iassist-1119	413	8	(	(	PUNCT
iassist-1119	413	9	ddi	ddi	PROPN
iassist-1119	413	10	)	)	PUNCT
iassist-1119	413	11	’	'	PUNCT
iassist-1119	413	12	,	,	PUNCT
iassist-1119	413	13	in	in	ADP
iassist-1119	413	14	r.	r.	PROPN
iassist-1119	413	15	altenhöner	altenhöner	PROPN
iassist-1119	413	16	and	and	CCONJ
iassist-1119	413	17	c.	c.	PROPN
iassist-1119	413	18	oellers	oeller	NOUN
iassist-1119	413	19	(	(	PUNCT
iassist-1119	413	20	eds	ed	NOUN
iassist-1119	413	21	.	.	PUNCT
iassist-1119	413	22	)	)	PUNCT
iassist-1119	413	23	langzeitarchivierung	langzeitarchivierung	PROPN
iassist-1119	413	24	von	von	PROPN
iassist-1119	413	25	forschungsdaten	forschungsdaten	PROPN
iassist-1119	413	26	:	:	PUNCT
iassist-1119	413	27	standards	standard	NOUN
iassist-1119	413	28	und	und	VERB
iassist-1119	413	29	disziplinspezifische	disziplinspezifische	NOUN
iassist-1119	413	30	lösungen	lösungen	PROPN
iassist-1119	413	31	(	(	PUNCT
iassist-1119	413	32	pp	pp	ADJ
iassist-1119	413	33	.	.	PUNCT
iassist-1119	414	1	111–126	111–126	NUM
iassist-1119	414	2	)	)	PUNCT
iassist-1119	414	3	.	.	PUNCT
iassist-1119	415	1	scivero	scivero	NOUN
iassist-1119	415	2	verl	verl	PROPN
iassist-1119	415	3	zenk	zenk	NOUN
iassist-1119	415	4	-	-	PUNCT
iassist-1119	415	5	möltgen	möltgen	PROPN
iassist-1119	415	6	,	,	PUNCT
iassist-1119	415	7	w.	w.	PROPN
iassist-1119	415	8	(	(	PUNCT
iassist-1119	415	9	2023	2023	NUM
iassist-1119	415	10	,	,	PUNCT
iassist-1119	415	11	november	november	PROPN
iassist-1119	415	12	27	27	NUM
iassist-1119	415	13	-	-	SYM
iassist-1119	415	14	29	29	NUM
iassist-1119	415	15	)	)	PUNCT
iassist-1119	415	16	implementing	implement	VERB
iassist-1119	415	17	colectica	colectica	NOUN
iassist-1119	415	18	at	at	ADP
iassist-1119	415	19	the	the	DET
iassist-1119	415	20	gesis	gesis	NOUN
iassist-1119	415	21	data	datum	NOUN
iassist-1119	415	22	archive	archive	NOUN
iassist-1119	416	1	[	[	X
iassist-1119	416	2	conference	conference	NOUN
iassist-1119	416	3	presentation].eddi2023	presentation].eddi2023	NUM
iassist-1119	416	4	,	,	PUNCT
iassist-1119	416	5	ljubljana	ljubljana	PROPN
iassist-1119	416	6	,	,	PUNCT
iassist-1119	416	7	slovenia	slovenia	PROPN
iassist-1119	416	8	.	.	PUNCT
iassist-1119	417	1	https://doi.org/10.5281/zenodo.10257202	https://doi.org/10.5281/zenodo.10257202	PROPN
iassist-1119	417	2	zenk	zenk	PROPN
iassist-1119	417	3	-	-	PUNCT
iassist-1119	417	4	möltgen	möltgen	PROPN
iassist-1119	417	5	,	,	PUNCT
iassist-1119	417	6	w.	w.	PROPN
iassist-1119	417	7	,	,	PUNCT
iassist-1119	417	8	akdeniz	akdeniz	PROPN
iassist-1119	417	9	,	,	PUNCT
iassist-1119	417	10	e.	e.	PROPN
iassist-1119	417	11	,	,	PUNCT
iassist-1119	417	12	katsanidou	katsanidou	PROPN
iassist-1119	417	13	,	,	PUNCT
iassist-1119	417	14	a.	a.	NOUN
iassist-1119	417	15	,	,	PUNCT
iassist-1119	417	16	naßhoven	naßhoven	VERB
iassist-1119	417	17	,	,	PUNCT
iassist-1119	417	18	v.	v.	PROPN
iassist-1119	417	19	and	and	CCONJ
iassist-1119	417	20	balaban	balaban	PROPN
iassist-1119	417	21	,	,	PUNCT
iassist-1119	417	22	e.	e.	PROPN
iassist-1119	417	23	(	(	PUNCT
iassist-1119	417	24	2018	2018	NUM
iassist-1119	417	25	.	.	PUNCT
iassist-1119	417	26	)	)	PUNCT
iassist-1119	418	1	factors	factor	NOUN
iassist-1119	418	2	influencing	influence	VERB
iassist-1119	418	3	the	the	DET
iassist-1119	418	4	data	datum	NOUN
iassist-1119	418	5	sharing	share	VERB
iassist-1119	418	6	behavior	behavior	NOUN
iassist-1119	418	7	of	of	ADP
iassist-1119	418	8	researchers	researcher	NOUN
iassist-1119	418	9	in	in	ADP
iassist-1119	418	10	sociology	sociology	NOUN
iassist-1119	418	11	and	and	CCONJ
iassist-1119	418	12	political	political	ADJ
iassist-1119	418	13	science	science	NOUN
iassist-1119	418	14	,	,	PUNCT
iassist-1119	418	15	journal	journal	NOUN
iassist-1119	418	16	of	of	ADP
iassist-1119	418	17	documentation	documentation	NOUN
iassist-1119	418	18	,	,	PUNCT
iassist-1119	418	19	74(5	74(5	NOUN
iassist-1119	418	20	)	)	PUNCT
iassist-1119	418	21	,	,	PUNCT
iassist-1119	418	22	1053–1073	1053–1073	NUM
iassist-1119	418	23	.	.	PUNCT
iassist-1119	419	1	https://doi.org/10.1108/jd-09-2017-0126	https://doi.org/10.1108/jd-09-2017-0126	VERB
iassist-1119	419	2	zenk	zenk	NOUN
iassist-1119	419	3	-	-	PUNCT
iassist-1119	419	4	möltgen	möltgen	PROPN
iassist-1119	419	5	,	,	PUNCT
iassist-1119	419	6	w.	w.	PROPN
iassist-1119	419	7	(	(	PUNCT
iassist-1119	419	8	2024	2024	NUM
iassist-1119	419	9	)	)	PUNCT
iassist-1119	419	10	.	.	PUNCT
iassist-1119	420	1	replication	replication	NOUN
iassist-1119	420	2	data	datum	NOUN
iassist-1119	420	3	and	and	CCONJ
iassist-1119	420	4	code	code	NOUN
iassist-1119	420	5	for	for	ADP
iassist-1119	420	6	:	:	PUNCT
iassist-1119	420	7	the	the	DET
iassist-1119	420	8	role	role	NOUN
iassist-1119	420	9	of	of	ADP
iassist-1119	420	10	fair	fair	ADJ
iassist-1119	420	11	principles	principle	NOUN
iassist-1119	420	12	in	in	ADP
iassist-1119	420	13	high	high	ADJ
iassist-1119	420	14	-	-	PUNCT
iassist-1119	420	15	quality	quality	NOUN
iassist-1119	420	16	research	research	NOUN
iassist-1119	420	17	data	datum	NOUN
iassist-1119	420	18	documentation	documentation	NOUN
iassist-1119	420	19	:	:	PUNCT
iassist-1119	420	20	looking	look	VERB
iassist-1119	420	21	at	at	ADP
iassist-1119	420	22	national	national	ADJ
iassist-1119	420	23	election	election	NOUN
iassist-1119	420	24	studies	study	NOUN
iassist-1119	420	25	,	,	PUNCT
iassist-1119	420	26	(	(	PUNCT
iassist-1119	420	27	gesis	gesis	NOUN
iassist-1119	420	28	sdn-10.78022798	sdn-10.78022798	PROPN
iassist-1119	420	29	;	;	PUNCT
iassist-1119	420	30	version	version	NOUN
iassist-1119	420	31	1.0.0	1.0.0	NUM
iassist-1119	420	32	)	)	PUNCT
iassist-1119	421	1	[	[	X
iassist-1119	421	2	data	datum	NOUN
iassist-1119	421	3	set	set	VERB
iassist-1119	421	4	]	]	PUNCT
iassist-1119	421	5	.	.	PUNCT
iassist-1119	422	1	gesis	gesis	NOUN
iassist-1119	422	2	.	.	PUNCT
iassist-1119	423	1	https://doi.org/10.7802/2798	https://doi.org/10.7802/2798	VERB
iassist-1119	423	2	https://doi.org/do.be/doo	https://doi.org/do.be/doo	PROPN
iassist-1119	423	3	https://doi.org/10.1038/d41586-019-01720-7	https://doi.org/10.1038/d41586-019-01720-7	NUM
iassist-1119	423	4	https://ceur-ws.org/vol-3127/paper-6.pdf	https://ceur-ws.org/vol-3127/paper-6.pdf	PROPN
iassist-1119	423	5	https://ceur-ws.org/vol-3127/paper-6.pdf	https://ceur-ws.org/vol-3127/paper-6.pdf	PROPN
iassist-1119	423	6	https://new.nsf.gov/sbe/data-management	https://new.nsf.gov/sbe/data-management	NOUN
iassist-1119	423	7	https://doi.org/10.1609/icwsm.v9i4.14687	https://doi.org/10.1609/icwsm.v9i4.14687	PROPN
iassist-1119	423	8	https://doi.org/10.1515/itit-2014-9002	https://doi.org/10.1515/itit-2014-9002	PROPN
iassist-1119	424	1	https://doi.org/10.1038/sdata.2016.18	https://doi.org/10.1038/sdata.2016.18	X
iassist-1119	424	2	https://www.wissenschaftsrat.de/download/2020/8667-20.pdf?__blob=publicationfile&v=5	https://www.wissenschaftsrat.de/download/2020/8667-20.pdf?__blob=publicationfile&v=5	PROPN
iassist-1119	424	3	https://doi.org/10.5281/zenodo.10257202	https://doi.org/10.5281/zenodo.10257202	PROPN
iassist-1119	424	4	https://doi.org/10.1108/jd-09-2017-0126	https://doi.org/10.1108/jd-09-2017-0126	VERB
iassist-1119	424	5	https://doi.org/10.7802/2798	https://doi.org/10.7802/2798	ADJ
iassist-1119	425	1	22/22	22/22	NUM
iassist-1119	425	2	zenk	zenk	NOUN
iassist-1119	425	3	-	-	PUNCT
iassist-1119	425	4	möltgen	möltgen	PROPN
iassist-1119	425	5	,	,	PUNCT
iassist-1119	425	6	wolfgang	wolfgang	PROPN
iassist-1119	425	7	(	(	PUNCT
iassist-1119	425	8	2024	2024	NUM
iassist-1119	425	9	)	)	PUNCT
iassist-1119	425	10	the	the	DET
iassist-1119	425	11	role	role	NOUN
iassist-1119	425	12	of	of	ADP
iassist-1119	425	13	fair	fair	ADJ
iassist-1119	425	14	principles	principle	NOUN
iassist-1119	425	15	in	in	ADP
iassist-1119	425	16	high	high	ADJ
iassist-1119	425	17	-	-	PUNCT
iassist-1119	425	18	quality	quality	NOUN
iassist-1119	425	19	research	research	NOUN
iassist-1119	425	20	data	datum	NOUN
iassist-1119	425	21	documentation	documentation	NOUN
iassist-1119	425	22	,	,	PUNCT
iassist-1119	425	23	iassist	iassist	VERB
iassist-1119	425	24	quarterly	quarterly	ADJ
iassist-1119	425	25	xx(y	xx(y	PROPN
iassist-1119	425	26	)	)	PUNCT
iassist-1119	425	27	,	,	PUNCT
iassist-1119	425	28	pp	pp	PROPN
iassist-1119	425	29	.	.	PUNCT
iassist-1119	426	1	1	1	NUM
iassist-1119	426	2	-	-	SYM
iassist-1119	426	3	5	5	NUM
iassist-1119	426	4	.	.	PUNCT
iassist-1119	426	5	doi	doi	NOUN
iassist-1119	426	6	:	:	PUNCT
iassist-1119	426	7	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	426	8	endnotes	endnote	VERB
iassist-1119	426	9	1	1	NUM
iassist-1119	426	10	wolfgang	wolfgang	PROPN
iassist-1119	426	11	zenk	zenk	PROPN
iassist-1119	426	12	-	-	PUNCT
iassist-1119	426	13	möltgen	möltgen	PROPN
iassist-1119	426	14	works	work	VERB
iassist-1119	426	15	at	at	ADP
iassist-1119	426	16	gesis	gesis	NOUN
iassist-1119	426	17	–	–	PUNCT
iassist-1119	426	18	leibniz	leibniz	PROPN
iassist-1119	426	19	institute	institute	PROPN
iassist-1119	426	20	for	for	ADP
iassist-1119	426	21	the	the	DET
iassist-1119	426	22	social	social	ADJ
iassist-1119	426	23	sciences	sciences	PROPN
iassist-1119	426	24	,	,	PUNCT
iassist-1119	426	25	germany	germany	PROPN
iassist-1119	426	26	.	.	PUNCT
iassist-1119	427	1	he	he	PRON
iassist-1119	427	2	can	can	AUX
iassist-1119	427	3	be	be	AUX
iassist-1119	427	4	reached	reach	VERB
iassist-1119	427	5	by	by	ADP
iassist-1119	427	6	email	email	NOUN
iassist-1119	427	7	:	:	PUNCT
iassist-1119	427	8	wolfgang.zenk-moeltgen@gesis.org	wolfgang.zenk-moeltgen@gesis.org	PROPN
iassist-1119	427	9	.	.	PUNCT
iassist-1119	428	1	https://orcid.org/0000-0002-2158-3941	https://orcid.org/0000-0002-2158-3941	PROPN
iassist-1119	428	2	2	2	NUM
iassist-1119	428	3	https://zenodo.org/	https://zenodo.org/	NOUN
iassist-1119	428	4	3	3	NUM
iassist-1119	428	5	https://figshare.com/	https://figshare.com/	ADP
iassist-1119	428	6	4	4	NUM
iassist-1119	428	7	https://dataverse.harvard.edu/	https://dataverse.harvard.edu/	ADJ
iassist-1119	428	8	5	5	NUM
iassist-1119	428	9	https://osf.io/	https://osf.io/	NUM
iassist-1119	428	10	6	6	NUM
iassist-1119	428	11	https://force11.org/info/guiding-principles-for-findable-accessible-interoperable-and-reusable-data-publishing-version-b1-0/	https://force11.org/info/guiding-principles-for-findable-accessible-interoperable-and-reusable-data-publishing-version-b1-0/	VERB
iassist-1119	428	12	7	7	NUM
iassist-1119	428	13	https://fairassist.org/#!/	https://fairassist.org/#!/	NOUN
iassist-1119	428	14	8	8	NUM
iassist-1119	428	15	https://www.f-uji.net/	https://www.f-uji.net/	NOUN
iassist-1119	428	16	9	9	NUM
iassist-1119	428	17	https://search.gesis.org/	https://search.gesis.org/	NOUN
iassist-1119	428	18	10	10	NUM
iassist-1119	428	19	https://www.gesis.org/en/elections/politbarometer	https://www.gesis.org/en/elections/politbarometer	NOUN
iassist-1119	428	20	11	11	NUM
iassist-1119	428	21	https://ddialliance.org/	https://ddialliance.org/	NOUN
iassist-1119	428	22	12	12	NUM
iassist-1119	428	23	https://ddialliance.org/controlled-vocabularies	https://ddialliance.org/controlled-vocabularie	NOUN
iassist-1119	428	24	13	13	NUM
iassist-1119	428	25	https://signposting.org/fair/	https://signposting.org/fair/	NOUN
iassist-1119	428	26	14	14	NUM
iassist-1119	428	27	https://spdx.dev/about/overview/	https://spdx.dev/about/overview/	ADJ
iassist-1119	428	28	15	15	NUM
iassist-1119	428	29	https://www.gesis.org/fileadmin/user_upload/usage_regulations.pdf	https://www.gesis.org/fileadmin/user_upload/usage_regulations.pdf	PROPN
iassist-1119	428	30	16	16	NUM
iassist-1119	428	31	https://github.com/pangaea-data-publisher/fuji	https://github.com/pangaea-data-publisher/fuji	PROPN
iassist-1119	428	32	https://doi.org/do.be/doo	https://doi.org/do.be/doo	NOUN
iassist-1119	428	33	mailto:wolfgang.zenk-moeltgen@gesis.org	mailto:wolfgang.zenk-moeltgen@gesis.org	PROPN
iassist-1119	428	34	https://orcid.org/0000-0002-2158-3941	https://orcid.org/0000-0002-2158-3941	ADP
iassist-1119	428	35	https://zenodo.org/	https://zenodo.org/	NOUN
iassist-1119	428	36	https://figshare.com/	https://figshare.com/	ADP
iassist-1119	428	37	https://dataverse.harvard.edu/	https://dataverse.harvard.edu/	NOUN
iassist-1119	428	38	https://osf.io/	https://osf.io/	NUM
iassist-1119	428	39	https://force11.org/info/guiding-principles-for-findable-accessible-interoperable-and-re-usable-data-publishing-version-b1-0/	https://force11.org/info/guiding-principles-for-findable-accessible-interoperable-and-re-usable-data-publishing-version-b1-0/	VERB
iassist-1119	428	40	https://force11.org/info/guiding-principles-for-findable-accessible-interoperable-and-re-usable-data-publishing-version-b1-0/	https://force11.org/info/guiding-principles-for-findable-accessible-interoperable-and-re-usable-data-publishing-version-b1-0/	VERB
iassist-1119	428	41	https://fairassist.org/#!/	https://fairassist.org/#!/	PROPN
iassist-1119	428	42	https://www.f-uji.net/	https://www.f-uji.net/	NOUN
iassist-1119	428	43	https://search.gesis.org/	https://search.gesis.org/	NOUN
iassist-1119	428	44	https://www.gesis.org/en/elections/politbarometer	https://www.gesis.org/en/elections/politbarometer	ADP
iassist-1119	428	45	https://ddialliance.org/	https://ddialliance.org/	NOUN
iassist-1119	428	46	https://ddialliance.org/controlled-vocabularies	https://ddialliance.org/controlled-vocabularie	NOUN
iassist-1119	428	47	https://signposting.org/fair/	https://signposting.org/fair/	ADP
iassist-1119	428	48	https://spdx.dev/about/overview/	https://spdx.dev/about/overview/	PROPN
iassist-1119	428	49	https://www.gesis.org/fileadmin/user_upload/usage_regulations.pdf	https://www.gesis.org/fileadmin/user_upload/usage_regulations.pdf	PROPN
iassist-1119	428	50	https://github.com/pangaea-data-publisher/fuji	https://github.com/pangaea-data-publisher/fuji	PROPN
iassist-1119	428	51	the	the	DET
iassist-1119	428	52	role	role	NOUN
iassist-1119	428	53	of	of	ADP
iassist-1119	428	54	fair	fair	ADJ
iassist-1119	428	55	principles	principle	NOUN
iassist-1119	428	56	in	in	ADP
iassist-1119	428	57	high	high	ADJ
iassist-1119	428	58	-	-	PUNCT
iassist-1119	428	59	quality	quality	NOUN
iassist-1119	428	60	research	research	NOUN
iassist-1119	428	61	data	datum	NOUN
iassist-1119	428	62	documentation	documentation	NOUN
iassist-1119	428	63	:	:	PUNCT
iassist-1119	428	64	looking	look	VERB
iassist-1119	428	65	at	at	ADP
iassist-1119	428	66	national	national	ADJ
iassist-1119	428	67	election	election	NOUN
iassist-1119	428	68	studies	study	NOUN
iassist-1119	428	69	abstract	abstract	ADJ
iassist-1119	428	70	keywords	keyword	NOUN
iassist-1119	428	71	introduction	introduction	NOUN
iassist-1119	428	72	literature	literature	NOUN
iassist-1119	428	73	review	review	PROPN
iassist-1119	428	74	research	research	NOUN
iassist-1119	428	75	design	design	NOUN
iassist-1119	428	76	fairness	fairness	NOUN
iassist-1119	428	77	evaluation	evaluation	NOUN
iassist-1119	428	78	method	method	NOUN
iassist-1119	428	79	and	and	CCONJ
iassist-1119	428	80	data	datum	NOUN
iassist-1119	428	81	results	result	NOUN
iassist-1119	428	82	comparing	compare	VERB
iassist-1119	428	83	manual	manual	ADJ
iassist-1119	428	84	and	and	CCONJ
iassist-1119	428	85	automatic	automatic	ADJ
iassist-1119	428	86	fairness	fairness	NOUN
iassist-1119	428	87	scores	score	NOUN
iassist-1119	428	88	comparing	compare	VERB
iassist-1119	428	89	automatic	automatic	ADJ
iassist-1119	428	90	fairness	fairness	NOUN
iassist-1119	428	91	scores	score	NOUN
iassist-1119	428	92	for	for	ADP
iassist-1119	428	93	2018	2018	NUM
iassist-1119	428	94	and	and	CCONJ
iassist-1119	428	95	2024	2024	NUM
iassist-1119	428	96	datasets	dataset	NOUN
iassist-1119	428	97	improving	improve	VERB
iassist-1119	428	98	fairness	fairness	NOUN
iassist-1119	428	99	scores	score	NOUN
iassist-1119	428	100	discussion	discussion	NOUN
iassist-1119	428	101	and	and	CCONJ
iassist-1119	428	102	conclusions	conclusion	NOUN
iassist-1119	428	103	acknowledgements	acknowledgement	NOUN
iassist-1119	428	104	references	reference	NOUN