id	sid	tid	token	lemma	pos
iassist-1118	1	1	1/16	1/16	NUM
iassist-1118	1	2	saldanha	saldanha	NOUN
iassist-1118	1	3	bach	bach	NOUN
iassist-1118	1	4	,	,	PUNCT
iassist-1118	1	5	janete	janete	ADJ
iassist-1118	1	6	;	;	PUNCT
iassist-1118	1	7	klas	kla	NOUN
iassist-1118	1	8	,	,	PUNCT
iassist-1118	1	9	claus	claus	PROPN
iassist-1118	1	10	-	-	PUNCT
iassist-1118	1	11	peter	peter	PROPN
iassist-1118	1	12	(	(	PUNCT
iassist-1118	1	13	2024	2024	NUM
iassist-1118	1	14	)	)	PUNCT
iassist-1118	1	15	enhancing	enhance	VERB
iassist-1118	1	16	fair	fair	ADJ
iassist-1118	1	17	compliance	compliance	NOUN
iassist-1118	1	18	:	:	PUNCT
iassist-1118	1	19	a	a	DET
iassist-1118	1	20	controlled	control	VERB
iassist-1118	1	21	vocabulary	vocabulary	NOUN
iassist-1118	1	22	for	for	ADP
iassist-1118	1	23	mapping	map	VERB
iassist-1118	1	24	social	social	ADJ
iassist-1118	1	25	sciences	sciences	PROPN
iassist-1118	1	26	survey	survey	NOUN
iassist-1118	1	27	variables	variable	NOUN
iassist-1118	1	28	,	,	PUNCT
iassist-1118	1	29	iassist	iassist	VERB
iassist-1118	1	30	quarterly	quarterly	ADJ
iassist-1118	1	31	48(2	48(2	NUM
iassist-1118	1	32	)	)	PUNCT
iassist-1118	1	33	,	,	PUNCT
iassist-1118	1	34	pp	pp	PROPN
iassist-1118	1	35	.	.	PUNCT
iassist-1118	2	1	1	1	NUM
iassist-1118	2	2	-	-	SYM
iassist-1118	2	3	15	15	NUM
iassist-1118	2	4	.	.	PUNCT
iassist-1118	3	1	doi	doi	NOUN
iassist-1118	3	2	:	:	PUNCT
iassist-1118	3	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	PUNCT
iassist-1118	4	1	the	the	DET
iassist-1118	4	2	creative	creative	ADJ
iassist-1118	4	3	commons	common	NOUN
iassist-1118	4	4	-	-	PUNCT
iassist-1118	4	5	attribution	attribution	NOUN
iassist-1118	4	6	-	-	PUNCT
iassist-1118	4	7	noncommercial	noncommercial	ADJ
iassist-1118	4	8	license	license	NOUN
iassist-1118	4	9	4.0	4.0	NUM
iassist-1118	4	10	international	international	NOUN
iassist-1118	4	11	applies	applie	NOUN
iassist-1118	4	12	to	to	ADP
iassist-1118	4	13	all	all	DET
iassist-1118	4	14	works	work	NOUN
iassist-1118	4	15	published	publish	VERB
iassist-1118	4	16	by	by	ADP
iassist-1118	4	17	iassist	iassist	ADJ
iassist-1118	4	18	quarterly	quarterly	ADV
iassist-1118	4	19	.	.	PUNCT
iassist-1118	5	1	authors	author	NOUN
iassist-1118	5	2	will	will	AUX
iassist-1118	5	3	retain	retain	VERB
iassist-1118	5	4	copyright	copyright	NOUN
iassist-1118	5	5	of	of	ADP
iassist-1118	5	6	the	the	DET
iassist-1118	5	7	work	work	NOUN
iassist-1118	5	8	and	and	CCONJ
iassist-1118	5	9	full	full	ADJ
iassist-1118	5	10	publishing	publishing	NOUN
iassist-1118	5	11	rights	right	NOUN
iassist-1118	5	12	.	.	PUNCT
iassist-1118	6	1	enhancing	enhance	VERB
iassist-1118	6	2	fair	fair	ADJ
iassist-1118	6	3	compliance	compliance	NOUN
iassist-1118	6	4	:	:	PUNCT
iassist-1118	6	5	a	a	DET
iassist-1118	6	6	controlled	control	VERB
iassist-1118	6	7	vocabulary	vocabulary	NOUN
iassist-1118	6	8	for	for	ADP
iassist-1118	6	9	mapping	map	VERB
iassist-1118	6	10	social	social	ADJ
iassist-1118	6	11	sciences	science	NOUN
iassist-1118	6	12	survey	survey	NOUN
iassist-1118	6	13	variables	variable	VERB
iassist-1118	6	14	janete	janete	ADJ
iassist-1118	6	15	saldanha	saldanha	NOUN
iassist-1118	6	16	bach1	bach1	NOUN
iassist-1118	6	17	and	and	CCONJ
iassist-1118	6	18	claus	claus	PROPN
iassist-1118	6	19	-	-	PUNCT
iassist-1118	6	20	peter	peter	PROPN
iassist-1118	6	21	klas2	klas2	PROPN
iassist-1118	7	1	abstract	abstract	VERB
iassist-1118	7	2	the	the	DET
iassist-1118	7	3	dynamic	dynamic	ADJ
iassist-1118	7	4	relationship	relationship	NOUN
iassist-1118	7	5	among	among	ADP
iassist-1118	7	6	survey	survey	NOUN
iassist-1118	7	7	instruments	instrument	NOUN
iassist-1118	7	8	and	and	CCONJ
iassist-1118	7	9	study	study	VERB
iassist-1118	7	10	entities	entity	NOUN
iassist-1118	7	11	like	like	ADP
iassist-1118	7	12	questionnaires	questionnaire	NOUN
iassist-1118	7	13	,	,	PUNCT
iassist-1118	7	14	variables	variable	NOUN
iassist-1118	7	15	,	,	PUNCT
iassist-1118	7	16	questions	question	NOUN
iassist-1118	7	17	,	,	PUNCT
iassist-1118	7	18	and	and	CCONJ
iassist-1118	7	19	response	response	NOUN
iassist-1118	7	20	formats	format	NOUN
iassist-1118	7	21	evolve	evolve	VERB
iassist-1118	7	22	in	in	ADP
iassist-1118	7	23	social	social	ADJ
iassist-1118	7	24	sciences	science	NOUN
iassist-1118	7	25	surveys	survey	NOUN
iassist-1118	7	26	.	.	PUNCT
iassist-1118	8	1	researchers	researcher	NOUN
iassist-1118	8	2	may	may	AUX
iassist-1118	8	3	need	need	VERB
iassist-1118	8	4	to	to	PART
iassist-1118	8	5	modify	modify	VERB
iassist-1118	8	6	variable	variable	ADJ
iassist-1118	8	7	attributes	attribute	NOUN
iassist-1118	8	8	such	such	ADJ
iassist-1118	8	9	as	as	ADP
iassist-1118	8	10	labels	label	NOUN
iassist-1118	8	11	or	or	CCONJ
iassist-1118	8	12	names	name	NOUN
iassist-1118	8	13	,	,	PUNCT
iassist-1118	8	14	question	question	NOUN
iassist-1118	8	15	-	-	PUNCT
iassist-1118	8	16	wording	wording	NOUN
iassist-1118	8	17	,	,	PUNCT
iassist-1118	8	18	or	or	CCONJ
iassist-1118	8	19	response	response	NOUN
iassist-1118	8	20	scales	scale	NOUN
iassist-1118	8	21	when	when	SCONJ
iassist-1118	8	22	reusing	reuse	VERB
iassist-1118	8	23	variables	variable	NOUN
iassist-1118	8	24	in	in	ADP
iassist-1118	8	25	survey	survey	NOUN
iassist-1118	8	26	design	design	NOUN
iassist-1118	8	27	.	.	PUNCT
iassist-1118	9	1	therefore	therefore	ADV
iassist-1118	9	2	,	,	PUNCT
iassist-1118	9	3	explaining	explain	VERB
iassist-1118	9	4	these	these	DET
iassist-1118	9	5	relations	relation	NOUN
iassist-1118	9	6	across	across	ADP
iassist-1118	9	7	different	different	ADJ
iassist-1118	9	8	waves	wave	NOUN
iassist-1118	9	9	and	and	CCONJ
iassist-1118	9	10	studies	study	NOUN
iassist-1118	9	11	is	be	AUX
iassist-1118	9	12	necessary	necessary	ADJ
iassist-1118	9	13	to	to	PART
iassist-1118	9	14	track	track	VERB
iassist-1118	9	15	how	how	SCONJ
iassist-1118	9	16	variables	variable	NOUN
iassist-1118	9	17	relate	relate	VERB
iassist-1118	9	18	to	to	ADP
iassist-1118	9	19	each	each	DET
iassist-1118	9	20	other	other	ADJ
iassist-1118	9	21	.	.	PUNCT
iassist-1118	10	1	although	although	SCONJ
iassist-1118	10	2	standards	standard	NOUN
iassist-1118	10	3	like	like	ADP
iassist-1118	10	4	data	data	NOUN
iassist-1118	10	5	documentation	documentation	NOUN
iassist-1118	10	6	initiative	initiative	NOUN
iassist-1118	10	7	–	–	PUNCT
iassist-1118	10	8	lifecycle	lifecycle	NOUN
iassist-1118	10	9	(	(	PUNCT
iassist-1118	10	10	ddi	ddi	PROPN
iassist-1118	10	11	-	-	PUNCT
iassist-1118	10	12	lc	lc	NOUN
iassist-1118	10	13	)	)	PUNCT
iassist-1118	10	14	and	and	CCONJ
iassist-1118	10	15	datacite	datacite	ADJ
iassist-1118	10	16	model	model	NOUN
iassist-1118	10	17	these	these	DET
iassist-1118	10	18	relationships	relationship	NOUN
iassist-1118	10	19	,	,	PUNCT
iassist-1118	10	20	these	these	DET
iassist-1118	10	21	frameworks	framework	NOUN
iassist-1118	10	22	fall	fall	VERB
iassist-1118	10	23	short	short	ADV
iassist-1118	10	24	of	of	ADP
iassist-1118	10	25	capturing	capture	VERB
iassist-1118	10	26	the	the	DET
iassist-1118	10	27	complexity	complexity	NOUN
iassist-1118	10	28	of	of	ADP
iassist-1118	10	29	variable	variable	ADJ
iassist-1118	10	30	relationships	relationship	NOUN
iassist-1118	10	31	.	.	PUNCT
iassist-1118	11	1	the	the	DET
iassist-1118	11	2	ddi	ddi	PROPN
iassist-1118	11	3	alliance	alliance	PROPN
iassist-1118	11	4	controlled	control	VERB
iassist-1118	11	5	vocabulary	vocabulary	NOUN
iassist-1118	11	6	for	for	ADP
iassist-1118	11	7	commonality	commonality	NOUN
iassist-1118	11	8	type	type	NOUN
iassist-1118	11	9	employs	employ	VERB
iassist-1118	11	10	codes	code	NOUN
iassist-1118	11	11	—	—	PUNCT
iassist-1118	11	12	such	such	ADJ
iassist-1118	11	13	as	as	ADP
iassist-1118	11	14	'	'	PUNCT
iassist-1118	11	15	identical	identical	ADJ
iassist-1118	11	16	,	,	PUNCT
iassist-1118	11	17	'	'	PUNCT
iassist-1118	11	18	'	'	PUNCT
iassist-1118	11	19	some	some	PRON
iassist-1118	11	20	,	,	PUNCT
iassist-1118	11	21	'	'	PUNCT
iassist-1118	11	22	and	and	CCONJ
iassist-1118	11	23	'	'	PUNCT
iassist-1118	11	24	none'—to	none'—to	PRON
iassist-1118	11	25	outline	outline	VERB
iassist-1118	11	26	shifts	shift	NOUN
iassist-1118	11	27	in	in	ADP
iassist-1118	11	28	entities	entity	NOUN
iassist-1118	11	29	like	like	ADP
iassist-1118	11	30	variables	variable	NOUN
iassist-1118	11	31	;	;	PUNCT
iassist-1118	11	32	however	however	ADV
iassist-1118	11	33	,	,	PUNCT
iassist-1118	11	34	this	this	DET
iassist-1118	11	35	approach	approach	NOUN
iassist-1118	11	36	is	be	AUX
iassist-1118	11	37	insufficient	insufficient	ADJ
iassist-1118	11	38	for	for	ADP
iassist-1118	11	39	disambiguating	disambiguate	VERB
iassist-1118	11	40	these	these	DET
iassist-1118	11	41	relationships	relationship	NOUN
iassist-1118	11	42	since	since	SCONJ
iassist-1118	11	43	they	they	PRON
iassist-1118	11	44	do	do	AUX
iassist-1118	11	45	not	not	PART
iassist-1118	11	46	differentiate	differentiate	VERB
iassist-1118	11	47	the	the	DET
iassist-1118	11	48	variable	variable	ADJ
iassist-1118	11	49	attributes	attribute	VERB
iassist-1118	11	50	subject	subject	ADJ
iassist-1118	11	51	to	to	ADP
iassist-1118	11	52	change	change	NOUN
iassist-1118	11	53	.	.	PUNCT
iassist-1118	12	1	we	we	PRON
iassist-1118	12	2	introduce	introduce	VERB
iassist-1118	12	3	the	the	DET
iassist-1118	12	4	gesis	gesis	NOUN
iassist-1118	12	5	controlled	control	VERB
iassist-1118	12	6	vocabulary	vocabulary	NOUN
iassist-1118	12	7	(	(	PUNCT
iassist-1118	12	8	cv	cv	PROPN
iassist-1118	12	9	)	)	PUNCT
iassist-1118	12	10	for	for	ADP
iassist-1118	12	11	variables	variable	NOUN
iassist-1118	12	12	in	in	ADP
iassist-1118	12	13	social	social	ADJ
iassist-1118	12	14	sciences	science	NOUN
iassist-1118	12	15	research	research	NOUN
iassist-1118	12	16	data	datum	NOUN
iassist-1118	12	17	to	to	PART
iassist-1118	12	18	bridge	bridge	VERB
iassist-1118	12	19	this	this	DET
iassist-1118	12	20	gap	gap	NOUN
iassist-1118	12	21	.	.	PUNCT
iassist-1118	13	1	this	this	DET
iassist-1118	13	2	cv	cv	PROPN
iassist-1118	13	3	is	be	AUX
iassist-1118	13	4	designed	design	VERB
iassist-1118	13	5	to	to	PART
iassist-1118	13	6	enhance	enhance	VERB
iassist-1118	13	7	semantic	semantic	ADJ
iassist-1118	13	8	interoperability	interoperability	NOUN
iassist-1118	13	9	across	across	ADP
iassist-1118	13	10	various	various	ADJ
iassist-1118	13	11	organizations	organization	NOUN
iassist-1118	13	12	and	and	CCONJ
iassist-1118	13	13	systems	system	NOUN
iassist-1118	13	14	.	.	PUNCT
iassist-1118	14	1	establishing	establish	VERB
iassist-1118	14	2	explicit	explicit	ADJ
iassist-1118	14	3	relationships	relationship	NOUN
iassist-1118	14	4	facilitates	facilitate	VERB
iassist-1118	14	5	harmonization	harmonization	NOUN
iassist-1118	14	6	across	across	ADP
iassist-1118	14	7	different	different	ADJ
iassist-1118	14	8	study	study	NOUN
iassist-1118	14	9	waves	wave	NOUN
iassist-1118	14	10	and	and	CCONJ
iassist-1118	14	11	enriches	enrich	VERB
iassist-1118	14	12	data	data	NOUN
iassist-1118	14	13	reuse	reuse	NOUN
iassist-1118	14	14	.	.	PUNCT
iassist-1118	15	1	this	this	DET
iassist-1118	15	2	enhancement	enhancement	NOUN
iassist-1118	15	3	supports	support	VERB
iassist-1118	15	4	advanced	advanced	ADJ
iassist-1118	15	5	search	search	NOUN
iassist-1118	15	6	and	and	CCONJ
iassist-1118	15	7	browse	browse	VERB
iassist-1118	15	8	functionalities	functionality	NOUN
iassist-1118	15	9	.	.	PUNCT
iassist-1118	16	1	the	the	DET
iassist-1118	16	2	cv	cv	PROPN
iassist-1118	16	3	,	,	PUNCT
iassist-1118	16	4	published	publish	VERB
iassist-1118	16	5	via	via	ADP
iassist-1118	16	6	the	the	DET
iassist-1118	16	7	cessda	cessda	NOUN
iassist-1118	16	8	vocabulary	vocabulary	NOUN
iassist-1118	16	9	manager	manager	NOUN
iassist-1118	16	10	,	,	PUNCT
iassist-1118	16	11	seeks	seek	VERB
iassist-1118	16	12	to	to	PART
iassist-1118	16	13	forge	forge	VERB
iassist-1118	16	14	a	a	DET
iassist-1118	16	15	semantically	semantically	ADV
iassist-1118	16	16	rich	rich	ADJ
iassist-1118	16	17	,	,	PUNCT
iassist-1118	16	18	interconnected	interconnected	ADJ
iassist-1118	16	19	knowledge	knowledge	NOUN
iassist-1118	16	20	graph	graph	NOUN
iassist-1118	16	21	specifically	specifically	ADV
iassist-1118	16	22	tailored	tailor	VERB
iassist-1118	16	23	for	for	ADP
iassist-1118	16	24	social	social	ADJ
iassist-1118	16	25	science	science	NOUN
iassist-1118	16	26	research	research	NOUN
iassist-1118	16	27	.	.	PUNCT
iassist-1118	17	1	this	this	DET
iassist-1118	17	2	endeavour	endeavour	NOUN
iassist-1118	17	3	aligns	align	VERB
iassist-1118	17	4	with	with	ADP
iassist-1118	17	5	the	the	DET
iassist-1118	17	6	fair	fair	ADJ
iassist-1118	17	7	data	datum	NOUN
iassist-1118	17	8	principles	principle	NOUN
iassist-1118	17	9	,	,	PUNCT
iassist-1118	17	10	aiming	aim	VERB
iassist-1118	17	11	to	to	PART
iassist-1118	17	12	foster	foster	VERB
iassist-1118	17	13	a	a	DET
iassist-1118	17	14	more	more	ADV
iassist-1118	17	15	integrated	integrated	ADJ
iassist-1118	17	16	and	and	CCONJ
iassist-1118	17	17	accessible	accessible	ADJ
iassist-1118	17	18	research	research	NOUN
iassist-1118	17	19	landscape	landscape	NOUN
iassist-1118	17	20	.	.	PUNCT
iassist-1118	18	1	keywords	keyword	NOUN
iassist-1118	18	2	controlled	control	VERB
iassist-1118	18	3	vocabulary	vocabulary	NOUN
iassist-1118	18	4	,	,	PUNCT
iassist-1118	18	5	survey	survey	NOUN
iassist-1118	18	6	variables	variable	VERB
iassist-1118	18	7	social	social	ADJ
iassist-1118	18	8	sciences	science	NOUN
iassist-1118	18	9	,	,	PUNCT
iassist-1118	18	10	knowledge	knowledge	NOUN
iassist-1118	18	11	graphs	graph	NOUN
iassist-1118	18	12	,	,	PUNCT
iassist-1118	18	13	longitudinal	longitudinal	ADJ
iassist-1118	18	14	surveys	survey	NOUN
iassist-1118	18	15	introduction	introduction	NOUN
iassist-1118	18	16	and	and	CCONJ
iassist-1118	18	17	motivation	motivation	NOUN
iassist-1118	18	18	in	in	ADP
iassist-1118	18	19	social	social	ADJ
iassist-1118	18	20	sciences	science	NOUN
iassist-1118	18	21	,	,	PUNCT
iassist-1118	18	22	research	research	NOUN
iassist-1118	18	23	outputs	output	NOUN
iassist-1118	18	24	are	be	AUX
iassist-1118	18	25	increasingly	increasingly	ADV
iassist-1118	18	26	characterized	characterize	VERB
iassist-1118	18	27	by	by	ADP
iassist-1118	18	28	interdependent	interdependent	ADJ
iassist-1118	18	29	entities	entity	NOUN
iassist-1118	18	30	.	.	PUNCT
iassist-1118	19	1	these	these	DET
iassist-1118	19	2	entities	entity	NOUN
iassist-1118	19	3	encompass	encompass	VERB
iassist-1118	19	4	a	a	DET
iassist-1118	19	5	wide	wide	ADJ
iassist-1118	19	6	range	range	NOUN
iassist-1118	19	7	,	,	PUNCT
iassist-1118	19	8	including	include	VERB
iassist-1118	19	9	surveys	survey	NOUN
iassist-1118	19	10	,	,	PUNCT
iassist-1118	19	11	questions	question	NOUN
iassist-1118	19	12	,	,	PUNCT
iassist-1118	19	13	response	response	NOUN
iassist-1118	19	14	schemas	schema	NOUN
iassist-1118	19	15	,	,	PUNCT
iassist-1118	19	16	datasets	dataset	NOUN
iassist-1118	19	17	,	,	PUNCT
iassist-1118	19	18	variables	variable	NOUN
iassist-1118	19	19	,	,	PUNCT
iassist-1118	19	20	and	and	CCONJ
iassist-1118	19	21	various	various	ADJ
iassist-1118	19	22	data	datum	NOUN
iassist-1118	19	23	types	type	NOUN
iassist-1118	19	24	like	like	ADP
iassist-1118	19	25	audio	audio	NOUN
iassist-1118	19	26	and	and	CCONJ
iassist-1118	19	27	video	video	NOUN
iassist-1118	19	28	files	file	NOUN
iassist-1118	19	29	produced	produce	VERB
iassist-1118	19	30	during	during	ADP
iassist-1118	19	31	data	datum	NOUN
iassist-1118	19	32	collection	collection	NOUN
iassist-1118	19	33	.	.	PUNCT
iassist-1118	20	1	among	among	ADP
iassist-1118	20	2	these	these	PRON
iassist-1118	20	3	,	,	PUNCT
iassist-1118	20	4	variables	variable	NOUN
iassist-1118	20	5	within	within	ADP
iassist-1118	20	6	quantitative	quantitative	ADJ
iassist-1118	20	7	social	social	ADJ
iassist-1118	20	8	science	science	NOUN
iassist-1118	20	9	datasets	dataset	NOUN
iassist-1118	20	10	emerge	emerge	VERB
iassist-1118	20	11	as	as	ADP
iassist-1118	20	12	a	a	DET
iassist-1118	20	13	particularly	particularly	ADV
iassist-1118	20	14	interesting	interesting	ADJ
iassist-1118	20	15	entity	entity	NOUN
iassist-1118	20	16	.	.	PUNCT
iassist-1118	21	1	common	common	ADJ
iassist-1118	21	2	variables	variable	NOUN
iassist-1118	21	3	in	in	ADP
iassist-1118	21	4	social	social	ADJ
iassist-1118	21	5	sciences	science	NOUN
iassist-1118	21	6	surveys	survey	NOUN
iassist-1118	21	7	include	include	VERB
iassist-1118	21	8	demographic	demographic	ADJ
iassist-1118	21	9	factors	factor	NOUN
iassist-1118	21	10	such	such	ADJ
iassist-1118	21	11	as	as	ADP
iassist-1118	21	12	age	age	NOUN
iassist-1118	21	13	,	,	PUNCT
iassist-1118	21	14	education	education	NOUN
iassist-1118	21	15	level	level	NOUN
iassist-1118	21	16	,	,	PUNCT
iassist-1118	21	17	income	income	NOUN
iassist-1118	21	18	,	,	PUNCT
iassist-1118	21	19	marital	marital	ADJ
iassist-1118	21	20	status	status	NOUN
iassist-1118	21	21	,	,	PUNCT
iassist-1118	21	22	and	and	CCONJ
iassist-1118	21	23	more	more	ADJ
iassist-1118	21	24	.	.	PUNCT
iassist-1118	22	1	this	this	DET
iassist-1118	22	2	first	first	ADJ
iassist-1118	22	3	approach	approach	NOUN
iassist-1118	22	4	is	be	AUX
iassist-1118	22	5	motivated	motivate	VERB
iassist-1118	22	6	in	in	ADP
iassist-1118	22	7	the	the	DET
iassist-1118	22	8	context	context	NOUN
iassist-1118	22	9	of	of	ADP
iassist-1118	22	10	the	the	DET
iassist-1118	22	11	consortium	consortium	NOUN
iassist-1118	22	12	for	for	ADP
iassist-1118	22	13	the	the	DET
iassist-1118	22	14	social	social	ADJ
iassist-1118	22	15	,	,	PUNCT
iassist-1118	22	16	behavioural	behavioural	ADJ
iassist-1118	22	17	,	,	PUNCT
iassist-1118	22	18	educational	educational	ADJ
iassist-1118	22	19	and	and	CCONJ
iassist-1118	22	20	economic	economic	ADJ
iassist-1118	22	21	sciences	science	NOUN
iassist-1118	22	22	konsortswd3	konsortswd3	PROPN
iassist-1118	22	23	of	of	ADP
iassist-1118	22	24	the	the	DET
iassist-1118	22	25	german	german	ADJ
iassist-1118	22	26	national	national	PROPN
iassist-1118	22	27	research	research	PROPN
iassist-1118	22	28	data	data	PROPN
iassist-1118	22	29	infrastructure	infrastructure	PROPN
iassist-1118	22	30	nfdi4	nfdi4	PROPN
iassist-1118	22	31	.	.	PUNCT
iassist-1118	23	1	the	the	DET
iassist-1118	23	2	konsortswd	konsortswd	PROPN
iassist-1118	23	3	task	task	PROPN
iassist-1118	23	4	area	area	PROPN
iassist-1118	23	5	5	5	NUM
iassist-1118	23	6	-	-	PUNCT
iassist-1118	23	7	measure-1	measure-1	NOUN
iassist-1118	23	8	project5	project5	NOUN
iassist-1118	23	9	provides	provide	VERB
iassist-1118	23	10	a	a	DET
iassist-1118	23	11	technical	technical	ADJ
iassist-1118	23	12	solution	solution	NOUN
iassist-1118	23	13	to	to	PART
iassist-1118	23	14	meet	meet	VERB
iassist-1118	23	15	the	the	DET
iassist-1118	23	16	growing	grow	VERB
iassist-1118	23	17	demand	demand	NOUN
iassist-1118	23	18	for	for	ADP
iassist-1118	23	19	data	datum	NOUN
iassist-1118	23	20	services	service	NOUN
iassist-1118	23	21	within	within	ADP
iassist-1118	23	22	the	the	DET
iassist-1118	23	23	konsortswd	konsortswd	PROPN
iassist-1118	23	24	’s	’s	PART
iassist-1118	23	25	research	research	PROPN
iassist-1118	23	26	data	data	PROPN
iassist-1118	23	27	ecosystem	ecosystem	NOUN
iassist-1118	23	28	,	,	PUNCT
iassist-1118	23	29	as	as	ADP
iassist-1118	23	30	klas	klas	X
iassist-1118	23	31	et	et	PROPN
iassist-1118	23	32	al	al	PROPN
iassist-1118	23	33	.	.	PROPN
iassist-1118	24	1	(	(	PUNCT
iassist-1118	24	2	2022	2022	NUM
iassist-1118	24	3	)	)	PUNCT
iassist-1118	24	4	highlighted	highlight	VERB
iassist-1118	24	5	.	.	PUNCT
iassist-1118	25	1	the	the	DET
iassist-1118	25	2	konsortswd	konsortswd	ADJ
iassist-1118	25	3	pid	pid	NOUN
iassist-1118	25	4	registration	registration	NOUN
iassist-1118	25	5	service	service	NOUN
iassist-1118	25	6	aims	aim	VERB
iassist-1118	25	7	to	to	PART
iassist-1118	25	8	assign	assign	VERB
iassist-1118	25	9	pids	pid	NOUN
iassist-1118	25	10	for	for	ADP
iassist-1118	25	11	individual	individual	ADJ
iassist-1118	25	12	variables	variable	NOUN
iassist-1118	25	13	in	in	ADP
iassist-1118	25	14	datasets	dataset	NOUN
iassist-1118	25	15	to	to	PART
iassist-1118	25	16	make	make	VERB
iassist-1118	25	17	data	datum	NOUN
iassist-1118	25	18	findability	findability	NOUN
iassist-1118	25	19	and	and	CCONJ
iassist-1118	25	20	accessibility	accessibility	NOUN
iassist-1118	25	21	on	on	ADP
iassist-1118	25	22	the	the	DET
iassist-1118	25	23	level	level	NOUN
iassist-1118	25	24	of	of	ADP
iassist-1118	25	25	inline	inline	NOUN
iassist-1118	25	26	data	datum	NOUN
iassist-1118	25	27	objects	object	NOUN
iassist-1118	25	28	of	of	ADP
iassist-1118	25	29	studies	study	NOUN
iassist-1118	25	30	more	more	ADV
iassist-1118	25	31	efficient	efficient	ADJ
iassist-1118	25	32	.	.	PUNCT
iassist-1118	26	1	as	as	SCONJ
iassist-1118	26	2	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	26	3	https://www.konsortswd.de/	https://www.konsortswd.de/	X
iassist-1118	26	4	https://www.nfdi.de/	https://www.nfdi.de/	X
iassist-1118	26	5	https://zenodo.org/communities/konsortswd-ta5-m1	https://zenodo.org/communities/konsortswd-ta5-m1	NOUN
iassist-1118	26	6	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	DET
iassist-1118	26	7	2/16	2/16	NUM
iassist-1118	26	8	saldanha	saldanha	NOUN
iassist-1118	26	9	bach	bach	NOUN
iassist-1118	26	10	,	,	PUNCT
iassist-1118	26	11	janete	janete	ADJ
iassist-1118	26	12	;	;	PUNCT
iassist-1118	26	13	klas	kla	NOUN
iassist-1118	26	14	,	,	PUNCT
iassist-1118	26	15	claus	claus	PROPN
iassist-1118	26	16	-	-	PUNCT
iassist-1118	26	17	peter	peter	PROPN
iassist-1118	26	18	(	(	PUNCT
iassist-1118	26	19	2024	2024	NUM
iassist-1118	26	20	)	)	PUNCT
iassist-1118	26	21	enhancing	enhance	VERB
iassist-1118	26	22	fair	fair	ADJ
iassist-1118	26	23	compliance	compliance	NOUN
iassist-1118	26	24	:	:	PUNCT
iassist-1118	26	25	a	a	DET
iassist-1118	26	26	controlled	control	VERB
iassist-1118	26	27	vocabulary	vocabulary	NOUN
iassist-1118	26	28	for	for	ADP
iassist-1118	26	29	mapping	map	VERB
iassist-1118	26	30	social	social	ADJ
iassist-1118	26	31	sciences	sciences	PROPN
iassist-1118	26	32	survey	survey	NOUN
iassist-1118	26	33	variables	variable	NOUN
iassist-1118	26	34	,	,	PUNCT
iassist-1118	26	35	iassist	iassist	VERB
iassist-1118	26	36	quarterly	quarterly	ADJ
iassist-1118	26	37	48(2	48(2	NUM
iassist-1118	26	38	)	)	PUNCT
iassist-1118	26	39	,	,	PUNCT
iassist-1118	26	40	pp	pp	PROPN
iassist-1118	26	41	.	.	PUNCT
iassist-1118	27	1	1	1	NUM
iassist-1118	27	2	-	-	SYM
iassist-1118	27	3	15	15	NUM
iassist-1118	27	4	.	.	PUNCT
iassist-1118	28	1	doi	doi	NOUN
iassist-1118	28	2	:	:	PUNCT
iassist-1118	28	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	28	4	a	a	DET
iassist-1118	28	5	consequence	consequence	NOUN
iassist-1118	28	6	,	,	PUNCT
iassist-1118	28	7	variables	variable	NOUN
iassist-1118	28	8	are	be	AUX
iassist-1118	28	9	the	the	DET
iassist-1118	28	10	most	most	ADV
iassist-1118	28	11	relevant	relevant	ADJ
iassist-1118	28	12	entities	entity	NOUN
iassist-1118	28	13	for	for	ADP
iassist-1118	28	14	mapping	map	VERB
iassist-1118	28	15	their	their	PRON
iassist-1118	28	16	relations	relation	NOUN
iassist-1118	28	17	across	across	ADP
iassist-1118	28	18	waves6	waves6	PROPN
iassist-1118	28	19	and	and	CCONJ
iassist-1118	28	20	studies	study	NOUN
iassist-1118	28	21	.	.	PUNCT
iassist-1118	29	1	our	our	PRON
iassist-1118	29	2	initial	initial	ADJ
iassist-1118	29	3	step	step	NOUN
iassist-1118	29	4	in	in	ADP
iassist-1118	29	5	the	the	DET
iassist-1118	29	6	konsortswd	konsortswd	ADJ
iassist-1118	29	7	project	project	NOUN
iassist-1118	29	8	involves	involve	VERB
iassist-1118	29	9	identifying	identify	VERB
iassist-1118	29	10	and	and	CCONJ
iassist-1118	29	11	documenting	document	VERB
iassist-1118	29	12	relations	relation	NOUN
iassist-1118	29	13	between	between	ADP
iassist-1118	29	14	variables	variable	NOUN
iassist-1118	29	15	.	.	PUNCT
iassist-1118	30	1	we	we	PRON
iassist-1118	30	2	aim	aim	VERB
iassist-1118	30	3	to	to	PART
iassist-1118	30	4	store	store	VERB
iassist-1118	30	5	these	these	DET
iassist-1118	30	6	relationships	relationship	NOUN
iassist-1118	30	7	within	within	ADP
iassist-1118	30	8	metadata	metadata	NOUN
iassist-1118	30	9	in	in	ADP
iassist-1118	30	10	the	the	DET
iassist-1118	30	11	pid	pid	NOUN
iassist-1118	30	12	registration	registration	NOUN
iassist-1118	30	13	service	service	NOUN
iassist-1118	30	14	.	.	PUNCT
iassist-1118	31	1	once	once	ADV
iassist-1118	31	2	a	a	DET
iassist-1118	31	3	variable	variable	NOUN
iassist-1118	31	4	is	be	AUX
iassist-1118	31	5	documented	document	VERB
iassist-1118	31	6	and	and	CCONJ
iassist-1118	31	7	assigned	assign	VERB
iassist-1118	31	8	a	a	DET
iassist-1118	31	9	pid	pid	NOUN
iassist-1118	31	10	,	,	PUNCT
iassist-1118	31	11	it	it	PRON
iassist-1118	31	12	can	can	AUX
iassist-1118	31	13	be	be	AUX
iassist-1118	31	14	automatically	automatically	ADV
iassist-1118	31	15	incorporated	incorporate	VERB
iassist-1118	31	16	into	into	ADP
iassist-1118	31	17	relationship	relationship	NOUN
iassist-1118	31	18	maps	map	NOUN
iassist-1118	31	19	,	,	PUNCT
iassist-1118	31	20	such	such	ADJ
iassist-1118	31	21	as	as	ADP
iassist-1118	31	22	knowledge	knowledge	NOUN
iassist-1118	31	23	graphs	graph	NOUN
iassist-1118	31	24	(	(	PUNCT
iassist-1118	31	25	kgs	kgs	NOUN
iassist-1118	31	26	)	)	PUNCT
iassist-1118	31	27	.	.	PUNCT
iassist-1118	32	1	examples	example	NOUN
iassist-1118	32	2	of	of	ADP
iassist-1118	32	3	large	large	ADJ
iassist-1118	32	4	-	-	PUNCT
iassist-1118	32	5	scale	scale	NOUN
iassist-1118	32	6	graphs	graph	NOUN
iassist-1118	32	7	include	include	VERB
iassist-1118	32	8	the	the	DET
iassist-1118	32	9	research	research	NOUN
iassist-1118	32	10	graph	graph	NOUN
iassist-1118	32	11	for	for	ADP
iassist-1118	32	12	connecting	connect	VERB
iassist-1118	32	13	research	research	NOUN
iassist-1118	32	14	data	datum	NOUN
iassist-1118	32	15	repositories	repository	NOUN
iassist-1118	32	16	,	,	PUNCT
iassist-1118	32	17	as	as	SCONJ
iassist-1118	32	18	discussed	discuss	VERB
iassist-1118	32	19	by	by	ADP
iassist-1118	32	20	aryani	aryani	NOUN
iassist-1118	32	21	et	et	PROPN
iassist-1118	32	22	al	al	PROPN
iassist-1118	32	23	.	.	PROPN
iassist-1118	33	1	(	(	PUNCT
iassist-1118	33	2	2018	2018	NUM
iassist-1118	33	3	)	)	PUNCT
iassist-1118	33	4	,	,	PUNCT
iassist-1118	33	5	the	the	DET
iassist-1118	33	6	open	open	ADJ
iassist-1118	33	7	research	research	NOUN
iassist-1118	33	8	knowledge	knowledge	NOUN
iassist-1118	33	9	graph	graph	NOUN
iassist-1118	33	10	(	(	PUNCT
iassist-1118	33	11	stocker	stocker	NOUN
iassist-1118	33	12	et	et	NOUN
iassist-1118	33	13	al	al	PROPN
iassist-1118	33	14	.	.	PROPN
iassist-1118	33	15	,	,	PUNCT
iassist-1118	33	16	2018	2018	NUM
iassist-1118	33	17	)	)	PUNCT
iassist-1118	33	18	,	,	PUNCT
iassist-1118	33	19	and	and	CCONJ
iassist-1118	33	20	the	the	DET
iassist-1118	33	21	openaire	openaire	NOUN
iassist-1118	33	22	research	research	NOUN
iassist-1118	33	23	graph	graph	NOUN
iassist-1118	33	24	data	data	NOUN
iassist-1118	33	25	model	model	NOUN
iassist-1118	33	26	(	(	PUNCT
iassist-1118	33	27	manghi	manghi	PROPN
iassist-1118	33	28	et	et	PROPN
iassist-1118	33	29	al	al	PROPN
iassist-1118	33	30	.	.	PROPN
iassist-1118	33	31	,	,	PUNCT
iassist-1118	33	32	2019	2019	NUM
iassist-1118	33	33	)	)	PUNCT
iassist-1118	33	34	.	.	PUNCT
iassist-1118	34	1	given	give	VERB
iassist-1118	34	2	that	that	SCONJ
iassist-1118	34	3	attributes	attribute	NOUN
iassist-1118	34	4	of	of	ADP
iassist-1118	34	5	variables	variable	NOUN
iassist-1118	34	6	in	in	ADP
iassist-1118	34	7	social	social	ADJ
iassist-1118	34	8	sciences	science	NOUN
iassist-1118	34	9	,	,	PUNCT
iassist-1118	34	10	such	such	ADJ
iassist-1118	34	11	as	as	ADP
iassist-1118	34	12	labels	label	NOUN
iassist-1118	34	13	,	,	PUNCT
iassist-1118	34	14	names	name	NOUN
iassist-1118	34	15	,	,	PUNCT
iassist-1118	34	16	question	question	NOUN
iassist-1118	34	17	-	-	PUNCT
iassist-1118	34	18	wording	wording	NOUN
iassist-1118	34	19	,	,	PUNCT
iassist-1118	34	20	or	or	CCONJ
iassist-1118	34	21	response	response	NOUN
iassist-1118	34	22	scales	scale	NOUN
iassist-1118	34	23	,	,	PUNCT
iassist-1118	34	24	are	be	AUX
iassist-1118	34	25	prone	prone	ADJ
iassist-1118	34	26	to	to	PART
iassist-1118	34	27	change	change	VERB
iassist-1118	34	28	,	,	PUNCT
iassist-1118	34	29	it	it	PRON
iassist-1118	34	30	is	be	AUX
iassist-1118	34	31	essential	essential	ADJ
iassist-1118	34	32	to	to	PART
iassist-1118	34	33	offer	offer	VERB
iassist-1118	34	34	a	a	DET
iassist-1118	34	35	transparent	transparent	ADJ
iassist-1118	34	36	explanation	explanation	NOUN
iassist-1118	34	37	of	of	ADP
iassist-1118	34	38	their	their	PRON
iassist-1118	34	39	relationships	relationship	NOUN
iassist-1118	34	40	across	across	ADP
iassist-1118	34	41	different	different	ADJ
iassist-1118	34	42	waves	wave	NOUN
iassist-1118	34	43	and	and	CCONJ
iassist-1118	34	44	studies	study	NOUN
iassist-1118	34	45	.	.	PUNCT
iassist-1118	35	1	this	this	DET
iassist-1118	35	2	clarity	clarity	NOUN
iassist-1118	35	3	is	be	AUX
iassist-1118	35	4	necessary	necessary	ADJ
iassist-1118	35	5	to	to	PART
iassist-1118	35	6	track	track	VERB
iassist-1118	35	7	the	the	DET
iassist-1118	35	8	evolution	evolution	NOUN
iassist-1118	35	9	and	and	CCONJ
iassist-1118	35	10	interconnections	interconnection	NOUN
iassist-1118	35	11	of	of	ADP
iassist-1118	35	12	variables	variable	NOUN
iassist-1118	35	13	comprehensively	comprehensively	ADV
iassist-1118	35	14	.	.	PUNCT
iassist-1118	36	1	while	while	SCONJ
iassist-1118	36	2	existing	exist	VERB
iassist-1118	36	3	methodologies	methodology	NOUN
iassist-1118	36	4	employ	employ	VERB
iassist-1118	36	5	standards	standard	NOUN
iassist-1118	36	6	like	like	ADP
iassist-1118	36	7	the	the	DET
iassist-1118	36	8	data	data	NOUN
iassist-1118	36	9	documentation	documentation	NOUN
iassist-1118	36	10	initiative	initiative	NOUN
iassist-1118	36	11	–	–	PUNCT
iassist-1118	36	12	lifecycle	lifecycle	NOUN
iassist-1118	36	13	(	(	PUNCT
iassist-1118	36	14	ddi	ddi	PROPN
iassist-1118	36	15	-	-	PUNCT
iassist-1118	36	16	lc	lc	NOUN
iassist-1118	36	17	)	)	PUNCT
iassist-1118	36	18	and	and	CCONJ
iassist-1118	36	19	datacite	datacite	VERB
iassist-1118	36	20	to	to	PART
iassist-1118	36	21	model	model	VERB
iassist-1118	36	22	these	these	DET
iassist-1118	36	23	relationships	relationship	NOUN
iassist-1118	36	24	,	,	PUNCT
iassist-1118	36	25	they	they	PRON
iassist-1118	36	26	often	often	ADV
iassist-1118	36	27	do	do	AUX
iassist-1118	36	28	not	not	PART
iassist-1118	36	29	fully	fully	ADV
iassist-1118	36	30	encompass	encompass	VERB
iassist-1118	36	31	the	the	DET
iassist-1118	36	32	intricate	intricate	ADJ
iassist-1118	36	33	nature	nature	NOUN
iassist-1118	36	34	of	of	ADP
iassist-1118	36	35	variable	variable	ADJ
iassist-1118	36	36	relationships	relationship	NOUN
iassist-1118	36	37	in	in	ADP
iassist-1118	36	38	social	social	ADJ
iassist-1118	36	39	sciences	science	NOUN
iassist-1118	36	40	.	.	PUNCT
iassist-1118	37	1	the	the	DET
iassist-1118	37	2	ddi	ddi	PROPN
iassist-1118	37	3	alliance	alliance	PROPN
iassist-1118	37	4	controlled	control	VERB
iassist-1118	37	5	vocabulary	vocabulary	NOUN
iassist-1118	37	6	for	for	ADP
iassist-1118	37	7	commonality	commonality	NOUN
iassist-1118	37	8	type7	type7	PRON
iassist-1118	37	9	,	,	PUNCT
iassist-1118	37	10	for	for	ADP
iassist-1118	37	11	example	example	NOUN
iassist-1118	37	12	,	,	PUNCT
iassist-1118	37	13	adopts	adopt	VERB
iassist-1118	37	14	codes	code	NOUN
iassist-1118	37	15	such	such	ADJ
iassist-1118	37	16	as	as	ADP
iassist-1118	37	17	'	'	PUNCT
iassist-1118	37	18	identical	identical	ADJ
iassist-1118	37	19	,	,	PUNCT
iassist-1118	37	20	'	'	PUNCT
iassist-1118	37	21	'	'	PUNCT
iassist-1118	37	22	some	some	PRON
iassist-1118	37	23	,	,	PUNCT
iassist-1118	37	24	'	'	PUNCT
iassist-1118	37	25	and	and	CCONJ
iassist-1118	37	26	'	'	PUNCT
iassist-1118	37	27	none	none	NOUN
iassist-1118	37	28	'	'	PUNCT
iassist-1118	37	29	—	—	PUNCT
iassist-1118	37	30	to	to	PART
iassist-1118	37	31	classify	classify	VERB
iassist-1118	37	32	changes	change	NOUN
iassist-1118	37	33	in	in	ADP
iassist-1118	37	34	entities	entity	NOUN
iassist-1118	37	35	like	like	ADP
iassist-1118	37	36	variables	variable	NOUN
iassist-1118	37	37	.	.	PUNCT
iassist-1118	38	1	however	however	ADV
iassist-1118	38	2	,	,	PUNCT
iassist-1118	38	3	this	this	DET
iassist-1118	38	4	system	system	NOUN
iassist-1118	38	5	falls	fall	VERB
iassist-1118	38	6	short	short	ADV
iassist-1118	38	7	of	of	ADP
iassist-1118	38	8	distinguishing	distinguish	VERB
iassist-1118	38	9	the	the	DET
iassist-1118	38	10	specific	specific	ADJ
iassist-1118	38	11	attributes	attribute	NOUN
iassist-1118	38	12	of	of	ADP
iassist-1118	38	13	variables	variable	NOUN
iassist-1118	38	14	that	that	PRON
iassist-1118	38	15	change	change	VERB
iassist-1118	38	16	.	.	PUNCT
iassist-1118	39	1	to	to	PART
iassist-1118	39	2	bridge	bridge	VERB
iassist-1118	39	3	this	this	DET
iassist-1118	39	4	gap	gap	NOUN
iassist-1118	39	5	,	,	PUNCT
iassist-1118	39	6	we	we	PRON
iassist-1118	39	7	have	have	AUX
iassist-1118	39	8	developed	develop	VERB
iassist-1118	39	9	the	the	DET
iassist-1118	39	10	gesis	gesis	NOUN
iassist-1118	39	11	controlled	control	VERB
iassist-1118	39	12	vocabulary	vocabulary	NOUN
iassist-1118	39	13	for	for	ADP
iassist-1118	39	14	variables	variable	NOUN
iassist-1118	39	15	in	in	ADP
iassist-1118	39	16	social	social	ADJ
iassist-1118	39	17	sciences	science	NOUN
iassist-1118	39	18	research	research	NOUN
iassist-1118	39	19	data	datum	NOUN
iassist-1118	39	20	(	(	PUNCT
iassist-1118	39	21	outlined	outline	VERB
iassist-1118	39	22	in	in	ADP
iassist-1118	39	23	section	section	NOUN
iassist-1118	39	24	3.1	3.1	NUM
iassist-1118	39	25	)	)	PUNCT
iassist-1118	39	26	.	.	PUNCT
iassist-1118	40	1	this	this	DET
iassist-1118	40	2	controlled	control	VERB
iassist-1118	40	3	vocabulary	vocabulary	NOUN
iassist-1118	40	4	(	(	PUNCT
iassist-1118	40	5	cv	cv	PROPN
iassist-1118	40	6	)	)	PUNCT
iassist-1118	40	7	is	be	AUX
iassist-1118	40	8	designed	design	VERB
iassist-1118	40	9	to	to	PART
iassist-1118	40	10	augment	augment	VERB
iassist-1118	40	11	semantic	semantic	ADJ
iassist-1118	40	12	interoperability	interoperability	NOUN
iassist-1118	40	13	across	across	ADP
iassist-1118	40	14	various	various	ADJ
iassist-1118	40	15	organizations	organization	NOUN
iassist-1118	40	16	and	and	CCONJ
iassist-1118	40	17	systems	system	NOUN
iassist-1118	40	18	.	.	PUNCT
iassist-1118	41	1	it	it	PRON
iassist-1118	41	2	provides	provide	VERB
iassist-1118	41	3	a	a	DET
iassist-1118	41	4	concise	concise	ADJ
iassist-1118	41	5	textual	textual	ADJ
iassist-1118	41	6	identifier	identifier	NOUN
iassist-1118	41	7	for	for	ADP
iassist-1118	41	8	each	each	DET
iassist-1118	41	9	variable	variable	ADJ
iassist-1118	41	10	relationship	relationship	NOUN
iassist-1118	41	11	and	and	CCONJ
iassist-1118	41	12	includes	include	VERB
iassist-1118	41	13	detailed	detailed	ADJ
iassist-1118	41	14	descriptions	description	NOUN
iassist-1118	41	15	to	to	PART
iassist-1118	41	16	elucidate	elucidate	VERB
iassist-1118	41	17	the	the	DET
iassist-1118	41	18	nature	nature	NOUN
iassist-1118	41	19	of	of	ADP
iassist-1118	41	20	these	these	DET
iassist-1118	41	21	relationships	relationship	NOUN
iassist-1118	41	22	.	.	PUNCT
iassist-1118	42	1	this	this	DET
iassist-1118	42	2	paper	paper	NOUN
iassist-1118	42	3	introduces	introduce	VERB
iassist-1118	42	4	this	this	DET
iassist-1118	42	5	cv	cv	NOUN
iassist-1118	42	6	,	,	PUNCT
iassist-1118	42	7	highlighting	highlight	VERB
iassist-1118	42	8	its	its	PRON
iassist-1118	42	9	capability	capability	NOUN
iassist-1118	42	10	to	to	PART
iassist-1118	42	11	represent	represent	VERB
iassist-1118	42	12	these	these	DET
iassist-1118	42	13	connections	connection	NOUN
iassist-1118	42	14	with	with	ADP
iassist-1118	42	15	machine	machine	NOUN
iassist-1118	42	16	-	-	PUNCT
iassist-1118	42	17	actionable	actionable	ADJ
iassist-1118	42	18	features	feature	NOUN
iassist-1118	42	19	that	that	PRON
iassist-1118	42	20	facilitate	facilitate	VERB
iassist-1118	42	21	the	the	DET
iassist-1118	42	22	construction	construction	NOUN
iassist-1118	42	23	of	of	ADP
iassist-1118	42	24	a	a	DET
iassist-1118	42	25	kg	kg	NOUN
iassist-1118	42	26	for	for	ADP
iassist-1118	42	27	social	social	ADJ
iassist-1118	42	28	sciences	science	NOUN
iassist-1118	42	29	.	.	PUNCT
iassist-1118	43	1	the	the	DET
iassist-1118	43	2	cv	cv	PROPN
iassist-1118	43	3	and	and	CCONJ
iassist-1118	43	4	the	the	DET
iassist-1118	43	5	kg	kg	NOUN
iassist-1118	43	6	are	be	AUX
iassist-1118	43	7	tailored	tailor	VERB
iassist-1118	43	8	for	for	ADP
iassist-1118	43	9	the	the	DET
iassist-1118	43	10	detailed	detailed	ADJ
iassist-1118	43	11	granularity	granularity	NOUN
iassist-1118	43	12	required	require	VERB
iassist-1118	43	13	in	in	ADP
iassist-1118	43	14	research	research	NOUN
iassist-1118	43	15	data	datum	NOUN
iassist-1118	43	16	,	,	PUNCT
iassist-1118	43	17	specifically	specifically	ADV
iassist-1118	43	18	survey	survey	VERB
iassist-1118	43	19	variables	variable	NOUN
iassist-1118	43	20	.	.	PUNCT
iassist-1118	44	1	motivation	motivation	NOUN
iassist-1118	44	2	scenario	scenario	NOUN
iassist-1118	44	3	assigning	assign	VERB
iassist-1118	44	4	persistent	persistent	ADJ
iassist-1118	44	5	identifiers	identifier	NOUN
iassist-1118	44	6	(	(	PUNCT
iassist-1118	44	7	pids	pid	NOUN
iassist-1118	44	8	)	)	PUNCT
iassist-1118	44	9	to	to	ADP
iassist-1118	44	10	the	the	DET
iassist-1118	44	11	finer	fine	ADJ
iassist-1118	44	12	attributes	attribute	NOUN
iassist-1118	44	13	of	of	ADP
iassist-1118	44	14	datasets	dataset	NOUN
iassist-1118	44	15	enables	enable	VERB
iassist-1118	44	16	individual	individual	ADJ
iassist-1118	44	17	elements	element	NOUN
iassist-1118	44	18	to	to	PART
iassist-1118	44	19	be	be	AUX
iassist-1118	44	20	referenced	reference	VERB
iassist-1118	44	21	and	and	CCONJ
iassist-1118	44	22	retrieved	retrieve	VERB
iassist-1118	44	23	,	,	PUNCT
iassist-1118	44	24	complete	complete	ADJ
iassist-1118	44	25	with	with	ADP
iassist-1118	44	26	the	the	DET
iassist-1118	44	27	necessary	necessary	ADJ
iassist-1118	44	28	metadata	metadata	NOUN
iassist-1118	44	29	for	for	ADP
iassist-1118	44	30	both	both	PRON
iassist-1118	44	31	machine	machine	NOUN
iassist-1118	44	32	-	-	PUNCT
iassist-1118	44	33	actionable	actionable	ADJ
iassist-1118	44	34	and	and	CCONJ
iassist-1118	44	35	human	human	ADJ
iassist-1118	44	36	access	access	NOUN
iassist-1118	44	37	.	.	PUNCT
iassist-1118	45	1	utilizing	utilize	VERB
iassist-1118	45	2	pids	pid	NOUN
iassist-1118	45	3	for	for	ADP
iassist-1118	45	4	referencing	reference	VERB
iassist-1118	45	5	research	research	NOUN
iassist-1118	45	6	data	datum	NOUN
iassist-1118	45	7	and	and	CCONJ
iassist-1118	45	8	their	their	PRON
iassist-1118	45	9	detailed	detailed	ADJ
iassist-1118	45	10	entities	entity	NOUN
iassist-1118	45	11	aligns	align	VERB
iassist-1118	45	12	with	with	ADP
iassist-1118	45	13	the	the	DET
iassist-1118	45	14	fair	fair	ADJ
iassist-1118	45	15	8	8	NUM
iassist-1118	45	16	principles	principle	NOUN
iassist-1118	45	17	of	of	ADP
iassist-1118	45	18	data	datum	NOUN
iassist-1118	45	19	usage	usage	NOUN
iassist-1118	45	20	,	,	PUNCT
iassist-1118	45	21	enhancing	enhance	VERB
iassist-1118	45	22	data	data	NOUN
iassist-1118	45	23	reuse	reuse	NOUN
iassist-1118	45	24	and	and	CCONJ
iassist-1118	45	25	citation	citation	NOUN
iassist-1118	45	26	,	,	PUNCT
iassist-1118	45	27	and	and	CCONJ
iassist-1118	45	28	facilitating	facilitate	VERB
iassist-1118	45	29	applications	application	NOUN
iassist-1118	45	30	in	in	ADP
iassist-1118	45	31	kgs	kgs	PROPN
iassist-1118	45	32	.	.	PUNCT
iassist-1118	46	1	however	however	ADV
iassist-1118	46	2	,	,	PUNCT
iassist-1118	46	3	the	the	DET
iassist-1118	46	4	relationships	relationship	NOUN
iassist-1118	46	5	between	between	ADP
iassist-1118	46	6	variables	variable	NOUN
iassist-1118	46	7	in	in	ADP
iassist-1118	46	8	datasets	dataset	NOUN
iassist-1118	46	9	are	be	AUX
iassist-1118	46	10	notably	notably	ADV
iassist-1118	46	11	complex	complex	ADJ
iassist-1118	46	12	.	.	PUNCT
iassist-1118	47	1	these	these	DET
iassist-1118	47	2	relationships	relationship	NOUN
iassist-1118	47	3	encompass	encompass	VERB
iassist-1118	47	4	various	various	ADJ
iassist-1118	47	5	aspects	aspect	NOUN
iassist-1118	47	6	,	,	PUNCT
iassist-1118	47	7	including	include	VERB
iassist-1118	47	8	but	but	CCONJ
iassist-1118	47	9	not	not	PART
iassist-1118	47	10	limited	limit	VERB
iassist-1118	47	11	to	to	ADP
iassist-1118	47	12	different	different	ADJ
iassist-1118	47	13	versions	version	NOUN
iassist-1118	47	14	of	of	ADP
iassist-1118	47	15	variables	variable	NOUN
iassist-1118	47	16	,	,	PUNCT
iassist-1118	47	17	derived	derive	VERB
iassist-1118	47	18	formats	format	NOUN
iassist-1118	47	19	in	in	ADP
iassist-1118	47	20	subsequent	subsequent	ADJ
iassist-1118	47	21	waves	wave	NOUN
iassist-1118	47	22	,	,	PUNCT
iassist-1118	47	23	variations	variation	NOUN
iassist-1118	47	24	in	in	ADP
iassist-1118	47	25	labels	label	NOUN
iassist-1118	47	26	and	and	CCONJ
iassist-1118	47	27	naming	naming	NOUN
iassist-1118	47	28	,	,	PUNCT
iassist-1118	47	29	and	and	CCONJ
iassist-1118	47	30	alternative	alternative	ADJ
iassist-1118	47	31	response	response	NOUN
iassist-1118	47	32	schemas	schema	NOUN
iassist-1118	47	33	in	in	ADP
iassist-1118	47	34	questionnaires	questionnaire	NOUN
iassist-1118	47	35	and	and	CCONJ
iassist-1118	47	36	surveys	survey	NOUN
iassist-1118	47	37	.	.	PUNCT
iassist-1118	48	1	variables	variable	NOUN
iassist-1118	48	2	may	may	AUX
iassist-1118	48	3	be	be	AUX
iassist-1118	48	4	added	add	VERB
iassist-1118	48	5	or	or	CCONJ
iassist-1118	48	6	omitted	omit	VERB
iassist-1118	48	7	from	from	ADP
iassist-1118	48	8	wave	wave	NOUN
iassist-1118	48	9	to	to	PART
iassist-1118	48	10	wave	wave	VERB
iassist-1118	48	11	,	,	PUNCT
iassist-1118	48	12	influenced	influence	VERB
iassist-1118	48	13	by	by	ADP
iassist-1118	48	14	the	the	DET
iassist-1118	48	15	evolving	evolve	VERB
iassist-1118	48	16	research	research	NOUN
iassist-1118	48	17	questions	question	NOUN
iassist-1118	48	18	and	and	CCONJ
iassist-1118	48	19	objectives	objective	NOUN
iassist-1118	48	20	of	of	ADP
iassist-1118	48	21	the	the	DET
iassist-1118	48	22	study	study	NOUN
iassist-1118	48	23	.	.	PUNCT
iassist-1118	49	1	additionally	additionally	ADV
iassist-1118	49	2	,	,	PUNCT
iassist-1118	49	3	the	the	DET
iassist-1118	49	4	types	type	NOUN
iassist-1118	49	5	of	of	ADP
iassist-1118	49	6	values	value	NOUN
iassist-1118	49	7	variables	variable	NOUN
iassist-1118	49	8	hold	hold	VERB
iassist-1118	49	9	—	—	PUNCT
iassist-1118	49	10	such	such	ADJ
iassist-1118	49	11	as	as	ADP
iassist-1118	49	12	numerals	numeral	NOUN
iassist-1118	49	13	,	,	PUNCT
iassist-1118	49	14	free	free	ADJ
iassist-1118	49	15	texts	text	NOUN
iassist-1118	49	16	,	,	PUNCT
iassist-1118	49	17	or	or	CCONJ
iassist-1118	49	18	controlled	control	VERB
iassist-1118	49	19	vocabularies	vocabulary	NOUN
iassist-1118	49	20	—	—	PUNCT
iassist-1118	49	21	contribute	contribute	VERB
iassist-1118	49	22	to	to	ADP
iassist-1118	49	23	their	their	PRON
iassist-1118	49	24	differentiation	differentiation	NOUN
iassist-1118	49	25	.	.	PUNCT
iassist-1118	50	1	these	these	DET
iassist-1118	50	2	properties	property	NOUN
iassist-1118	50	3	can	can	AUX
iassist-1118	50	4	also	also	ADV
iassist-1118	50	5	change	change	VERB
iassist-1118	50	6	within	within	ADP
iassist-1118	50	7	the	the	DET
iassist-1118	50	8	same	same	ADJ
iassist-1118	50	9	study	study	NOUN
iassist-1118	50	10	's	's	PART
iassist-1118	50	11	lifecycle	lifecycle	NOUN
iassist-1118	50	12	.	.	PUNCT
iassist-1118	51	1	for	for	ADP
iassist-1118	51	2	example	example	NOUN
iassist-1118	51	3	,	,	PUNCT
iassist-1118	51	4	a	a	DET
iassist-1118	51	5	variable	variable	NOUN
iassist-1118	51	6	's	's	PART
iassist-1118	51	7	label	label	NOUN
iassist-1118	51	8	might	might	AUX
iassist-1118	51	9	be	be	AUX
iassist-1118	51	10	altered	alter	VERB
iassist-1118	51	11	from	from	ADP
iassist-1118	51	12	one	one	NUM
iassist-1118	51	13	wave	wave	NOUN
iassist-1118	51	14	to	to	ADP
iassist-1118	51	15	another	another	PRON
iassist-1118	51	16	while	while	SCONJ
iassist-1118	51	17	its	its	PRON
iassist-1118	51	18	underlying	underlie	VERB
iassist-1118	51	19	concept	concept	NOUN
iassist-1118	51	20	remains	remain	VERB
iassist-1118	51	21	consistent	consistent	ADJ
iassist-1118	51	22	.	.	PUNCT
iassist-1118	52	1	likewise	likewise	ADV
iassist-1118	52	2	,	,	PUNCT
iassist-1118	52	3	the	the	DET
iassist-1118	52	4	values	value	NOUN
iassist-1118	52	5	of	of	ADP
iassist-1118	52	6	variables	variable	NOUN
iassist-1118	52	7	are	be	AUX
iassist-1118	52	8	subject	subject	ADJ
iassist-1118	52	9	to	to	ADP
iassist-1118	52	10	updates	update	NOUN
iassist-1118	52	11	in	in	ADP
iassist-1118	52	12	their	their	PRON
iassist-1118	52	13	cardinalities	cardinality	NOUN
iassist-1118	52	14	,	,	PUNCT
iassist-1118	52	15	categorization	categorization	NOUN
iassist-1118	52	16	,	,	PUNCT
iassist-1118	52	17	or	or	CCONJ
iassist-1118	52	18	response	response	NOUN
iassist-1118	52	19	schema	schema	NOUN
iassist-1118	52	20	and	and	CCONJ
iassist-1118	52	21	scale	scale	NOUN
iassist-1118	52	22	,	,	PUNCT
iassist-1118	52	23	often	often	ADV
iassist-1118	52	24	modified	modify	VERB
iassist-1118	52	25	to	to	PART
iassist-1118	52	26	adapt	adapt	VERB
iassist-1118	52	27	to	to	PART
iassist-1118	52	28	study	study	VERB
iassist-1118	52	29	evolution	evolution	NOUN
iassist-1118	52	30	requirements	requirement	NOUN
iassist-1118	52	31	or	or	CCONJ
iassist-1118	52	32	new	new	ADJ
iassist-1118	52	33	sociological	sociological	ADJ
iassist-1118	52	34	approaches	approach	NOUN
iassist-1118	52	35	.	.	PUNCT
iassist-1118	53	1	in	in	ADP
iassist-1118	53	2	disciplines	discipline	NOUN
iassist-1118	53	3	like	like	ADP
iassist-1118	53	4	social	social	ADJ
iassist-1118	53	5	sciences	science	NOUN
iassist-1118	53	6	,	,	PUNCT
iassist-1118	53	7	economics	economic	NOUN
iassist-1118	53	8	,	,	PUNCT
iassist-1118	53	9	and	and	CCONJ
iassist-1118	53	10	behavioural	behavioural	ADJ
iassist-1118	53	11	sciences	science	NOUN
iassist-1118	53	12	,	,	PUNCT
iassist-1118	53	13	which	which	PRON
iassist-1118	53	14	explore	explore	VERB
iassist-1118	53	15	areas	area	NOUN
iassist-1118	53	16	like	like	ADP
iassist-1118	53	17	the	the	DET
iassist-1118	53	18	social	social	ADJ
iassist-1118	53	19	structure	structure	NOUN
iassist-1118	53	20	of	of	ADP
iassist-1118	53	21	populations	population	NOUN
iassist-1118	53	22	,	,	PUNCT
iassist-1118	53	23	political	political	ADJ
iassist-1118	53	24	attitudes	attitude	NOUN
iassist-1118	53	25	,	,	PUNCT
iassist-1118	53	26	opinions	opinion	NOUN
iassist-1118	53	27	on	on	ADP
iassist-1118	53	28	various	various	ADJ
iassist-1118	53	29	societal	societal	ADJ
iassist-1118	53	30	aspects	aspect	NOUN
iassist-1118	53	31	,	,	PUNCT
iassist-1118	53	32	and	and	CCONJ
iassist-1118	53	33	competencies	competency	NOUN
iassist-1118	53	34	of	of	ADP
iassist-1118	53	35	adults	adult	NOUN
iassist-1118	53	36	,	,	PUNCT
iassist-1118	53	37	such	such	ADJ
iassist-1118	53	38	variable	variable	ADJ
iassist-1118	53	39	attributes	attribute	NOUN
iassist-1118	53	40	are	be	AUX
iassist-1118	53	41	susceptible	susceptible	ADJ
iassist-1118	53	42	to	to	ADP
iassist-1118	53	43	shifts	shift	NOUN
iassist-1118	53	44	in	in	ADP
iassist-1118	53	45	the	the	DET
iassist-1118	53	46	empirical	empirical	ADJ
iassist-1118	53	47	reality	reality	NOUN
iassist-1118	53	48	of	of	ADP
iassist-1118	53	49	a	a	DET
iassist-1118	53	50	changing	change	VERB
iassist-1118	53	51	world	world	NOUN
iassist-1118	53	52	.	.	PUNCT
iassist-1118	54	1	studies	study	NOUN
iassist-1118	54	2	in	in	ADP
iassist-1118	54	3	these	these	DET
iassist-1118	54	4	fields	field	NOUN
iassist-1118	54	5	must	must	AUX
iassist-1118	54	6	account	account	VERB
iassist-1118	54	7	for	for	ADP
iassist-1118	54	8	this	this	DET
iassist-1118	54	9	evolution	evolution	NOUN
iassist-1118	54	10	to	to	PART
iassist-1118	54	11	maintain	maintain	VERB
iassist-1118	54	12	relevance	relevance	NOUN
iassist-1118	54	13	in	in	ADP
iassist-1118	54	14	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	PUNCT
iassist-1118	54	15	https://vocabularies.cessda.eu/vocabulary/commonalitytype?lang=en	https://vocabularies.cessda.eu/vocabulary/commonalitytype?lang=en	NOUN
iassist-1118	54	16	3/16	3/16	NUM
iassist-1118	54	17	saldanha	saldanha	NOUN
iassist-1118	54	18	bach	bach	NOUN
iassist-1118	54	19	,	,	PUNCT
iassist-1118	54	20	janete	janete	ADJ
iassist-1118	54	21	;	;	PUNCT
iassist-1118	54	22	klas	kla	NOUN
iassist-1118	54	23	,	,	PUNCT
iassist-1118	54	24	claus	claus	PROPN
iassist-1118	54	25	-	-	PUNCT
iassist-1118	54	26	peter	peter	PROPN
iassist-1118	54	27	(	(	PUNCT
iassist-1118	54	28	2024	2024	NUM
iassist-1118	54	29	)	)	PUNCT
iassist-1118	54	30	enhancing	enhance	VERB
iassist-1118	54	31	fair	fair	ADJ
iassist-1118	54	32	compliance	compliance	NOUN
iassist-1118	54	33	:	:	PUNCT
iassist-1118	54	34	a	a	DET
iassist-1118	54	35	controlled	control	VERB
iassist-1118	54	36	vocabulary	vocabulary	NOUN
iassist-1118	54	37	for	for	ADP
iassist-1118	54	38	mapping	map	VERB
iassist-1118	54	39	social	social	ADJ
iassist-1118	54	40	sciences	sciences	PROPN
iassist-1118	54	41	survey	survey	NOUN
iassist-1118	54	42	variables	variable	NOUN
iassist-1118	54	43	,	,	PUNCT
iassist-1118	54	44	iassist	iassist	VERB
iassist-1118	54	45	quarterly	quarterly	ADJ
iassist-1118	54	46	48(2	48(2	NUM
iassist-1118	54	47	)	)	PUNCT
iassist-1118	54	48	,	,	PUNCT
iassist-1118	54	49	pp	pp	PROPN
iassist-1118	54	50	.	.	PUNCT
iassist-1118	55	1	1	1	NUM
iassist-1118	55	2	-	-	SYM
iassist-1118	55	3	15	15	NUM
iassist-1118	55	4	.	.	PUNCT
iassist-1118	56	1	doi	doi	NOUN
iassist-1118	56	2	:	:	PUNCT
iassist-1118	56	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	56	4	researching	research	VERB
iassist-1118	56	5	society	society	NOUN
iassist-1118	56	6	.	.	PUNCT
iassist-1118	57	1	in	in	ADP
iassist-1118	57	2	this	this	DET
iassist-1118	57	3	context	context	NOUN
iassist-1118	57	4	,	,	PUNCT
iassist-1118	57	5	updating	update	VERB
iassist-1118	57	6	variables	variable	NOUN
iassist-1118	57	7	becomes	become	VERB
iassist-1118	57	8	crucial	crucial	ADJ
iassist-1118	57	9	for	for	ADP
iassist-1118	57	10	accurately	accurately	ADV
iassist-1118	57	11	measuring	measure	VERB
iassist-1118	57	12	transformation	transformation	NOUN
iassist-1118	57	13	and	and	CCONJ
iassist-1118	57	14	societal	societal	ADJ
iassist-1118	57	15	dynamics	dynamic	NOUN
iassist-1118	57	16	.	.	PUNCT
iassist-1118	58	1	the	the	DET
iassist-1118	58	2	data	data	PROPN
iassist-1118	58	3	documentation	documentation	NOUN
iassist-1118	58	4	initiative	initiative	NOUN
iassist-1118	58	5	(	(	PUNCT
iassist-1118	58	6	ddi)9	ddi)9	ADJ
iassist-1118	58	7	standards	standard	NOUN
iassist-1118	58	8	,	,	PUNCT
iassist-1118	58	9	which	which	PRON
iassist-1118	58	10	are	be	AUX
iassist-1118	58	11	prevalent	prevalent	ADJ
iassist-1118	58	12	in	in	ADP
iassist-1118	58	13	social	social	ADJ
iassist-1118	58	14	science	science	NOUN
iassist-1118	58	15	research	research	NOUN
iassist-1118	58	16	,	,	PUNCT
iassist-1118	58	17	employ	employ	VERB
iassist-1118	58	18	a	a	DET
iassist-1118	58	19	set	set	NOUN
iassist-1118	58	20	of	of	ADP
iassist-1118	58	21	controlled	control	VERB
iassist-1118	58	22	vocabularies	vocabulary	NOUN
iassist-1118	58	23	to	to	PART
iassist-1118	58	24	aid	aid	VERB
iassist-1118	58	25	systems	system	NOUN
iassist-1118	58	26	in	in	ADP
iassist-1118	58	27	identifying	identify	VERB
iassist-1118	58	28	,	,	PUNCT
iassist-1118	58	29	locating	locating	NOUN
iassist-1118	58	30	,	,	PUNCT
iassist-1118	58	31	and	and	CCONJ
iassist-1118	58	32	accessing	access	VERB
iassist-1118	58	33	data	datum	NOUN
iassist-1118	58	34	for	for	ADP
iassist-1118	58	35	research	research	NOUN
iassist-1118	58	36	.	.	PUNCT
iassist-1118	59	1	developed	develop	VERB
iassist-1118	59	2	and	and	CCONJ
iassist-1118	59	3	maintained	maintain	VERB
iassist-1118	59	4	by	by	ADP
iassist-1118	59	5	the	the	DET
iassist-1118	59	6	ddi10	ddi10	PROPN
iassist-1118	59	7	,	,	PUNCT
iassist-1118	59	8	these	these	DET
iassist-1118	59	9	metadata	metadata	ADJ
iassist-1118	59	10	elements	element	NOUN
iassist-1118	59	11	are	be	AUX
iassist-1118	59	12	integral	integral	ADJ
iassist-1118	59	13	for	for	ADP
iassist-1118	59	14	research	research	NOUN
iassist-1118	59	15	data	datum	NOUN
iassist-1118	59	16	management	management	NOUN
iassist-1118	59	17	.	.	PUNCT
iassist-1118	60	1	an	an	DET
iassist-1118	60	2	example	example	NOUN
iassist-1118	60	3	is	be	AUX
iassist-1118	60	4	the	the	DET
iassist-1118	60	5	metadata	metadata	PROPN
iassist-1118	60	6	element	element	NOUN
iassist-1118	60	7	basedonobjecttype11	basedonobjecttype11	PROPN
iassist-1118	60	8	,	,	PUNCT
iassist-1118	60	9	used	use	VERB
iassist-1118	60	10	in	in	ADP
iassist-1118	60	11	scenarios	scenario	NOUN
iassist-1118	60	12	where	where	SCONJ
iassist-1118	60	13	a	a	DET
iassist-1118	60	14	new	new	ADJ
iassist-1118	60	15	object	object	NOUN
iassist-1118	60	16	is	be	AUX
iassist-1118	60	17	created	create	VERB
iassist-1118	60	18	based	base	VERB
iassist-1118	60	19	on	on	ADP
iassist-1118	60	20	an	an	DET
iassist-1118	60	21	existing	exist	VERB
iassist-1118	60	22	one	one	NOUN
iassist-1118	60	23	or	or	CCONJ
iassist-1118	60	24	when	when	SCONJ
iassist-1118	60	25	the	the	DET
iassist-1118	60	26	new	new	ADJ
iassist-1118	60	27	object	object	NOUN
iassist-1118	60	28	represents	represent	VERB
iassist-1118	60	29	more	more	ADJ
iassist-1118	60	30	than	than	ADP
iassist-1118	60	31	just	just	ADV
iassist-1118	60	32	a	a	DET
iassist-1118	60	33	version	version	NOUN
iassist-1118	60	34	change	change	NOUN
iassist-1118	60	35	.	.	PUNCT
iassist-1118	61	1	yet	yet	ADV
iassist-1118	61	2	,	,	PUNCT
iassist-1118	61	3	there	there	PRON
iassist-1118	61	4	is	be	VERB
iassist-1118	61	5	a	a	DET
iassist-1118	61	6	need	need	NOUN
iassist-1118	61	7	to	to	PART
iassist-1118	61	8	reference	reference	VERB
iassist-1118	61	9	the	the	DET
iassist-1118	61	10	original	original	ADJ
iassist-1118	61	11	object	object	NOUN
iassist-1118	61	12	.	.	PUNCT
iassist-1118	62	1	this	this	DET
iassist-1118	62	2	feature	feature	NOUN
iassist-1118	62	3	is	be	AUX
iassist-1118	62	4	particularly	particularly	ADV
iassist-1118	62	5	crucial	crucial	ADJ
iassist-1118	62	6	for	for	ADP
iassist-1118	62	7	tracking	track	VERB
iassist-1118	62	8	variable	variable	ADJ
iassist-1118	62	9	relationships	relationship	NOUN
iassist-1118	62	10	across	across	ADP
iassist-1118	62	11	different	different	ADJ
iassist-1118	62	12	waves	wave	NOUN
iassist-1118	62	13	and	and	CCONJ
iassist-1118	62	14	studies	study	NOUN
iassist-1118	62	15	,	,	PUNCT
iassist-1118	62	16	as	as	SCONJ
iassist-1118	62	17	it	it	PRON
iassist-1118	62	18	enables	enable	VERB
iassist-1118	62	19	detailed	detailed	ADJ
iassist-1118	62	20	mapping	mapping	NOUN
iassist-1118	62	21	of	of	ADP
iassist-1118	62	22	a	a	DET
iassist-1118	62	23	variable	variable	NOUN
iassist-1118	62	24	's	's	PART
iassist-1118	62	25	evolution	evolution	NOUN
iassist-1118	62	26	.	.	PUNCT
iassist-1118	63	1	the	the	DET
iassist-1118	63	2	'	'	PUNCT
iassist-1118	63	3	basedonobjecttype	basedonobjecttype	NOUN
iassist-1118	63	4	'	'	PUNCT
iassist-1118	63	5	element	element	NOUN
iassist-1118	63	6	offers	offer	VERB
iassist-1118	63	7	a	a	DET
iassist-1118	63	8	versatile	versatile	ADJ
iassist-1118	63	9	approach	approach	NOUN
iassist-1118	63	10	to	to	PART
iassist-1118	63	11	describe	describe	VERB
iassist-1118	63	12	the	the	DET
iassist-1118	63	13	object	object	NOUN
iassist-1118	63	14	further	far	ADV
iassist-1118	63	15	.	.	PUNCT
iassist-1118	64	1	it	it	PRON
iassist-1118	64	2	can	can	AUX
iassist-1118	64	3	encompass	encompass	VERB
iassist-1118	64	4	multiple	multiple	ADJ
iassist-1118	64	5	aspects	aspect	NOUN
iassist-1118	64	6	:	:	PUNCT
iassist-1118	64	7	(	(	PUNCT
iassist-1118	64	8	a	a	X
iassist-1118	64	9	)	)	PUNCT
iassist-1118	64	10	references	reference	NOUN
iassist-1118	64	11	to	to	ADP
iassist-1118	64	12	any	any	DET
iassist-1118	64	13	number	number	NOUN
iassist-1118	64	14	of	of	ADP
iassist-1118	64	15	objects	object	NOUN
iassist-1118	64	16	that	that	PRON
iassist-1118	64	17	serve	serve	VERB
iassist-1118	64	18	as	as	ADP
iassist-1118	64	19	a	a	DET
iassist-1118	64	20	foundation	foundation	NOUN
iassist-1118	64	21	for	for	ADP
iassist-1118	64	22	the	the	DET
iassist-1118	64	23	new	new	ADJ
iassist-1118	64	24	object	object	NOUN
iassist-1118	64	25	,	,	PUNCT
iassist-1118	64	26	(	(	PUNCT
iassist-1118	64	27	b	b	X
iassist-1118	64	28	)	)	PUNCT
iassist-1118	64	29	a	a	DET
iassist-1118	64	30	description	description	NOUN
iassist-1118	64	31	of	of	ADP
iassist-1118	64	32	how	how	SCONJ
iassist-1118	64	33	the	the	DET
iassist-1118	64	34	content	content	NOUN
iassist-1118	64	35	from	from	ADP
iassist-1118	64	36	the	the	DET
iassist-1118	64	37	referenced	referenced	ADJ
iassist-1118	64	38	object	object	NOUN
iassist-1118	64	39	was	be	AUX
iassist-1118	64	40	incorporated	incorporate	VERB
iassist-1118	64	41	or	or	CCONJ
iassist-1118	64	42	altered	alter	VERB
iassist-1118	64	43	,	,	PUNCT
iassist-1118	64	44	and	and	CCONJ
iassist-1118	64	45	(	(	PUNCT
iassist-1118	64	46	c	c	X
iassist-1118	64	47	)	)	PUNCT
iassist-1118	64	48	a	a	DET
iassist-1118	64	49	code	code	NOUN
iassist-1118	64	50	for	for	ADP
iassist-1118	64	51	specific	specific	ADJ
iassist-1118	64	52	typing	typing	NOUN
iassist-1118	64	53	of	of	ADP
iassist-1118	64	54	the	the	DET
iassist-1118	64	55	object	object	NOUN
iassist-1118	64	56	in	in	ADP
iassist-1118	64	57	line	line	NOUN
iassist-1118	64	58	with	with	ADP
iassist-1118	64	59	an	an	DET
iassist-1118	64	60	external	external	ADJ
iassist-1118	64	61	controlled	control	VERB
iassist-1118	64	62	vocabulary	vocabulary	NOUN
iassist-1118	64	63	.	.	PUNCT
iassist-1118	65	1	we	we	PRON
iassist-1118	65	2	have	have	AUX
iassist-1118	65	3	applied	apply	VERB
iassist-1118	65	4	a	a	DET
iassist-1118	65	5	created	create	VERB
iassist-1118	65	6	controlled	control	VERB
iassist-1118	65	7	vocabulary	vocabulary	NOUN
iassist-1118	65	8	(	(	PUNCT
iassist-1118	65	9	cv	cv	PROPN
iassist-1118	65	10	)	)	PUNCT
iassist-1118	65	11	to	to	PART
iassist-1118	65	12	specify	specify	VERB
iassist-1118	65	13	the	the	DET
iassist-1118	65	14	relationships	relationship	NOUN
iassist-1118	65	15	of	of	ADP
iassist-1118	65	16	variables	variable	NOUN
iassist-1118	65	17	using	use	VERB
iassist-1118	65	18	the	the	DET
iassist-1118	65	19	'	'	PUNCT
iassist-1118	65	20	basedonobject	basedonobject	NOUN
iassist-1118	65	21	'	'	PUNCT
iassist-1118	65	22	element	element	NOUN
iassist-1118	65	23	,	,	PUNCT
iassist-1118	65	24	enhancing	enhance	VERB
iassist-1118	65	25	the	the	DET
iassist-1118	65	26	description	description	NOUN
iassist-1118	65	27	with	with	ADP
iassist-1118	65	28	a	a	DET
iassist-1118	65	29	comprehensive	comprehensive	ADJ
iassist-1118	65	30	set	set	NOUN
iassist-1118	65	31	of	of	ADP
iassist-1118	65	32	variables	variable	NOUN
iassist-1118	65	33	’	'	PUNCT
iassist-1118	65	34	attributes	attribute	NOUN
iassist-1118	65	35	.	.	PUNCT
iassist-1118	66	1	additionally	additionally	ADV
iassist-1118	66	2	,	,	PUNCT
iassist-1118	66	3	we	we	PRON
iassist-1118	66	4	have	have	AUX
iassist-1118	66	5	incorporated	incorporate	VERB
iassist-1118	66	6	elements	element	NOUN
iassist-1118	66	7	from	from	ADP
iassist-1118	66	8	datacite	datacite	ADJ
iassist-1118	66	9	,	,	PUNCT
iassist-1118	66	10	precisely	precisely	ADV
iassist-1118	66	11	the	the	DET
iassist-1118	66	12	'	'	PUNCT
iassist-1118	66	13	relation_type	relation_type	NOUN
iassist-1118	66	14	'	'	PUNCT
iassist-1118	66	15	metadata	metadata	NOUN
iassist-1118	66	16	field	field	NOUN
iassist-1118	66	17	and	and	CCONJ
iassist-1118	66	18	its	its	PRON
iassist-1118	66	19	subfields	subfield	NOUN
iassist-1118	66	20	,	,	PUNCT
iassist-1118	66	21	as	as	SCONJ
iassist-1118	66	22	defined	define	VERB
iassist-1118	66	23	by	by	ADP
iassist-1118	66	24	the	the	DET
iassist-1118	66	25	datacite	datacite	ADJ
iassist-1118	66	26	metadata	metadata	NOUN
iassist-1118	66	27	working	working	NOUN
iassist-1118	66	28	group	group	NOUN
iassist-1118	66	29	(	(	PUNCT
iassist-1118	66	30	2021	2021	NUM
iassist-1118	66	31	)	)	PUNCT
iassist-1118	66	32	.	.	PUNCT
iassist-1118	67	1	we	we	PRON
iassist-1118	67	2	have	have	AUX
iassist-1118	67	3	also	also	ADV
iassist-1118	67	4	integrated	integrate	VERB
iassist-1118	67	5	properties	property	NOUN
iassist-1118	67	6	from	from	ADP
iassist-1118	67	7	schema.org12	schema.org12	PROPN
iassist-1118	67	8	,	,	PUNCT
iassist-1118	67	9	such	such	ADJ
iassist-1118	67	10	as	as	ADP
iassist-1118	67	11	'	'	PUNCT
iassist-1118	67	12	isbasedon	isbasedon	NOUN
iassist-1118	67	13	'	'	PUNCT
iassist-1118	67	14	,	,	PUNCT
iassist-1118	67	15	'	'	PUNCT
iassist-1118	67	16	isbasedonurl	isbasedonurl	ADJ
iassist-1118	67	17	'	'	PUNCT
iassist-1118	67	18	,	,	PUNCT
iassist-1118	67	19	and	and	CCONJ
iassist-1118	67	20	'	'	PUNCT
iassist-1118	67	21	ispartof	ispartof	NOUN
iassist-1118	67	22	'	'	PUNCT
iassist-1118	67	23	,	,	PUNCT
iassist-1118	67	24	to	to	PART
iassist-1118	67	25	enrich	enrich	VERB
iassist-1118	67	26	the	the	DET
iassist-1118	67	27	metadata	metadata	NOUN
iassist-1118	67	28	further	far	ADV
iassist-1118	67	29	and	and	CCONJ
iassist-1118	67	30	facilitate	facilitate	VERB
iassist-1118	67	31	robust	robust	ADJ
iassist-1118	67	32	data	datum	NOUN
iassist-1118	67	33	management	management	NOUN
iassist-1118	67	34	and	and	CCONJ
iassist-1118	67	35	traceability	traceability	NOUN
iassist-1118	67	36	in	in	ADP
iassist-1118	67	37	social	social	ADJ
iassist-1118	67	38	science	science	NOUN
iassist-1118	67	39	research	research	NOUN
iassist-1118	67	40	.	.	PUNCT
iassist-1118	68	1	recognizing	recognize	VERB
iassist-1118	68	2	the	the	DET
iassist-1118	68	3	data	data	NOUN
iassist-1118	68	4	documentation	documentation	NOUN
iassist-1118	68	5	initiative	initiative	NOUN
iassist-1118	68	6	(	(	PUNCT
iassist-1118	68	7	ddi	ddi	PROPN
iassist-1118	68	8	)	)	PUNCT
iassist-1118	68	9	as	as	ADP
iassist-1118	68	10	a	a	DET
iassist-1118	68	11	pivotal	pivotal	ADJ
iassist-1118	68	12	standard	standard	NOUN
iassist-1118	68	13	in	in	ADP
iassist-1118	68	14	the	the	DET
iassist-1118	68	15	social	social	ADJ
iassist-1118	68	16	science	science	NOUN
iassist-1118	68	17	community	community	NOUN
iassist-1118	68	18	for	for	ADP
iassist-1118	68	19	documenting	document	VERB
iassist-1118	68	20	and	and	CCONJ
iassist-1118	68	21	managing	manage	VERB
iassist-1118	68	22	research	research	NOUN
iassist-1118	68	23	data	datum	NOUN
iassist-1118	68	24	,	,	PUNCT
iassist-1118	68	25	we	we	PRON
iassist-1118	68	26	have	have	AUX
iassist-1118	68	27	adopted	adopt	VERB
iassist-1118	68	28	the	the	DET
iassist-1118	68	29	ddi	ddi	PROPN
iassist-1118	68	30	standard	standard	NOUN
iassist-1118	68	31	as	as	ADP
iassist-1118	68	32	the	the	DET
iassist-1118	68	33	foundation	foundation	NOUN
iassist-1118	68	34	for	for	ADP
iassist-1118	68	35	our	our	PRON
iassist-1118	68	36	cv	cv	PROPN
iassist-1118	68	37	codes	code	NOUN
iassist-1118	68	38	.	.	PUNCT
iassist-1118	69	1	the	the	DET
iassist-1118	69	2	ddi	ddi	PROPN
iassist-1118	69	3	standard	standard	NOUN
iassist-1118	69	4	encompasses	encompass	VERB
iassist-1118	69	5	the	the	DET
iassist-1118	69	6	entire	entire	ADJ
iassist-1118	69	7	research	research	NOUN
iassist-1118	69	8	data	datum	NOUN
iassist-1118	69	9	lifecycle	lifecycle	NOUN
iassist-1118	69	10	and	and	CCONJ
iassist-1118	69	11	provides	provide	VERB
iassist-1118	69	12	metadata	metadata	ADJ
iassist-1118	69	13	elements	element	NOUN
iassist-1118	69	14	for	for	ADP
iassist-1118	69	15	describing	describe	VERB
iassist-1118	69	16	data	datum	NOUN
iassist-1118	69	17	sets	set	NOUN
iassist-1118	69	18	and	and	CCONJ
iassist-1118	69	19	related	related	ADJ
iassist-1118	69	20	objects	object	NOUN
iassist-1118	69	21	such	such	ADJ
iassist-1118	69	22	as	as	ADP
iassist-1118	69	23	questions	question	NOUN
iassist-1118	69	24	,	,	PUNCT
iassist-1118	69	25	variables	variable	NOUN
iassist-1118	69	26	,	,	PUNCT
iassist-1118	69	27	and	and	CCONJ
iassist-1118	69	28	values	value	NOUN
iassist-1118	69	29	in	in	ADP
iassist-1118	69	30	datasets	dataset	NOUN
iassist-1118	69	31	(	(	PUNCT
iassist-1118	69	32	thomas	thomas	PROPN
iassist-1118	69	33	et	et	PROPN
iassist-1118	69	34	al	al	PROPN
iassist-1118	69	35	.	.	PROPN
iassist-1118	69	36	,	,	PUNCT
iassist-1118	69	37	2014	2014	NUM
iassist-1118	69	38	)	)	PUNCT
iassist-1118	69	39	.	.	PUNCT
iassist-1118	70	1	in	in	ADP
iassist-1118	70	2	line	line	NOUN
iassist-1118	70	3	with	with	ADP
iassist-1118	70	4	this	this	PRON
iassist-1118	70	5	,	,	PUNCT
iassist-1118	70	6	we	we	PRON
iassist-1118	70	7	propose	propose	VERB
iassist-1118	70	8	to	to	PART
iassist-1118	70	9	expand	expand	VERB
iassist-1118	70	10	the	the	DET
iassist-1118	70	11	descriptions	description	NOUN
iassist-1118	70	12	of	of	ADP
iassist-1118	70	13	relationships	relationship	NOUN
iassist-1118	70	14	,	,	PUNCT
iassist-1118	70	15	starting	start	VERB
iassist-1118	70	16	with	with	ADP
iassist-1118	70	17	basedonobjecttype13	basedonobjecttype13	NOUN
iassist-1118	70	18	as	as	ADP
iassist-1118	70	19	an	an	DET
iassist-1118	70	20	initial	initial	ADJ
iassist-1118	70	21	approach	approach	NOUN
iassist-1118	70	22	.	.	PUNCT
iassist-1118	71	1	since	since	SCONJ
iassist-1118	71	2	our	our	PRON
iassist-1118	71	3	goal	goal	NOUN
iassist-1118	71	4	is	be	AUX
iassist-1118	71	5	to	to	PART
iassist-1118	71	6	track	track	VERB
iassist-1118	71	7	variables	variable	NOUN
iassist-1118	71	8	across	across	ADP
iassist-1118	71	9	different	different	ADJ
iassist-1118	71	10	waves	wave	NOUN
iassist-1118	71	11	and	and	CCONJ
iassist-1118	71	12	studies	study	NOUN
iassist-1118	71	13	,	,	PUNCT
iassist-1118	71	14	'	'	PUNCT
iassist-1118	71	15	basedonobjecttype	basedonobjecttype	NOUN
iassist-1118	71	16	'	'	PUNCT
iassist-1118	71	17	emerges	emerge	NOUN
iassist-1118	71	18	as	as	ADP
iassist-1118	71	19	the	the	DET
iassist-1118	71	20	most	most	ADV
iassist-1118	71	21	fitting	fitting	ADJ
iassist-1118	71	22	relation	relation	NOUN
iassist-1118	71	23	,	,	PUNCT
iassist-1118	71	24	especially	especially	ADV
iassist-1118	71	25	when	when	SCONJ
iassist-1118	71	26	creating	create	VERB
iassist-1118	71	27	an	an	DET
iassist-1118	71	28	object	object	NOUN
iassist-1118	71	29	that	that	PRON
iassist-1118	71	30	represents	represent	VERB
iassist-1118	71	31	more	more	ADJ
iassist-1118	71	32	than	than	ADP
iassist-1118	71	33	just	just	ADV
iassist-1118	71	34	a	a	DET
iassist-1118	71	35	version	version	NOUN
iassist-1118	71	36	change	change	NOUN
iassist-1118	71	37	and	and	CCONJ
iassist-1118	71	38	requires	require	VERB
iassist-1118	71	39	maintaining	maintain	VERB
iassist-1118	71	40	a	a	DET
iassist-1118	71	41	reference	reference	NOUN
iassist-1118	71	42	to	to	ADP
iassist-1118	71	43	the	the	DET
iassist-1118	71	44	original	original	ADJ
iassist-1118	71	45	object	object	NOUN
iassist-1118	71	46	.	.	PUNCT
iassist-1118	72	1	a	a	DET
iassist-1118	72	2	key	key	ADJ
iassist-1118	72	3	feature	feature	NOUN
iassist-1118	72	4	of	of	ADP
iassist-1118	72	5	'	'	PUNCT
iassist-1118	72	6	basedonobjecttype	basedonobjecttype	NOUN
iassist-1118	72	7	'	'	PUNCT
iassist-1118	72	8	is	be	AUX
iassist-1118	72	9	its	its	PRON
iassist-1118	72	10	versionable	versionable	ADJ
iassist-1118	72	11	property	property	NOUN
iassist-1118	72	12	(	(	PUNCT
iassist-1118	72	13	'	'	PUNCT
iassist-1118	72	14	basedonreference_versionable	basedonreference_versionable	ADJ
iassist-1118	72	15	'	'	PUNCT
iassist-1118	72	16	)	)	PUNCT
iassist-1118	72	17	,	,	PUNCT
iassist-1118	72	18	allowing	allow	VERB
iassist-1118	72	19	any	any	DET
iassist-1118	72	20	versionable	versionable	ADJ
iassist-1118	72	21	object	object	NOUN
iassist-1118	72	22	to	to	PART
iassist-1118	72	23	be	be	AUX
iassist-1118	72	24	referenced	reference	VERB
iassist-1118	72	25	and	and	CCONJ
iassist-1118	72	26	repeated	repeat	VERB
iassist-1118	72	27	across	across	ADP
iassist-1118	72	28	multiple	multiple	ADJ
iassist-1118	72	29	base	base	NOUN
iassist-1118	72	30	objects	object	NOUN
iassist-1118	72	31	.	.	PUNCT
iassist-1118	73	1	this	this	DET
iassist-1118	73	2	flexibility	flexibility	NOUN
iassist-1118	73	3	is	be	AUX
iassist-1118	73	4	significant	significant	ADJ
iassist-1118	73	5	because	because	SCONJ
iassist-1118	73	6	it	it	PRON
iassist-1118	73	7	will	will	AUX
iassist-1118	73	8	enable	enable	VERB
iassist-1118	73	9	unlimited	unlimited	ADJ
iassist-1118	73	10	repetition	repetition	NOUN
iassist-1118	73	11	and	and	CCONJ
iassist-1118	73	12	applicability	applicability	NOUN
iassist-1118	73	13	to	to	ADP
iassist-1118	73	14	any	any	DET
iassist-1118	73	15	digital	digital	ADJ
iassist-1118	73	16	object	object	NOUN
iassist-1118	73	17	.	.	PUNCT
iassist-1118	74	1	enhancing	enhance	VERB
iassist-1118	74	2	the	the	DET
iassist-1118	74	3	definitions	definition	NOUN
iassist-1118	74	4	and	and	CCONJ
iassist-1118	74	5	explanations	explanation	NOUN
iassist-1118	74	6	of	of	ADP
iassist-1118	74	7	these	these	DET
iassist-1118	74	8	explicit	explicit	ADJ
iassist-1118	74	9	relations	relation	NOUN
iassist-1118	74	10	leads	lead	VERB
iassist-1118	74	11	to	to	ADP
iassist-1118	74	12	improved	improved	ADJ
iassist-1118	74	13	semantic	semantic	ADJ
iassist-1118	74	14	clarity	clarity	NOUN
iassist-1118	74	15	across	across	ADP
iassist-1118	74	16	and	and	CCONJ
iassist-1118	74	17	between	between	ADP
iassist-1118	74	18	variables	variable	NOUN
iassist-1118	74	19	,	,	PUNCT
iassist-1118	74	20	subsequently	subsequently	ADV
iassist-1118	74	21	enhancing	enhance	VERB
iassist-1118	74	22	data	datum	NOUN
iassist-1118	74	23	findability	findability	NOUN
iassist-1118	74	24	and	and	CCONJ
iassist-1118	74	25	promoting	promote	VERB
iassist-1118	74	26	the	the	DET
iassist-1118	74	27	reuse	reuse	NOUN
iassist-1118	74	28	of	of	ADP
iassist-1118	74	29	research	research	NOUN
iassist-1118	74	30	data	datum	NOUN
iassist-1118	74	31	.	.	PUNCT
iassist-1118	75	1	standardized	standardize	VERB
iassist-1118	75	2	terms	term	NOUN
iassist-1118	75	3	through	through	ADP
iassist-1118	75	4	controlled	control	VERB
iassist-1118	75	5	vocabularies	vocabulary	NOUN
iassist-1118	75	6	enable	enable	VERB
iassist-1118	75	7	machineactionable	machineactionable	ADJ
iassist-1118	75	8	functions	function	NOUN
iassist-1118	75	9	,	,	PUNCT
iassist-1118	75	10	further	far	ADV
iassist-1118	75	11	augmenting	augment	VERB
iassist-1118	75	12	kgs	kg	NOUN
iassist-1118	75	13	.	.	PUNCT
iassist-1118	76	1	our	our	PRON
iassist-1118	76	2	contributions	contribution	NOUN
iassist-1118	76	3	,	,	PUNCT
iassist-1118	76	4	based	base	VERB
iassist-1118	76	5	on	on	ADP
iassist-1118	76	6	the	the	DET
iassist-1118	76	7	existing	exist	VERB
iassist-1118	76	8	modelling	modelling	NOUN
iassist-1118	76	9	metadata	metadata	NOUN
iassist-1118	76	10	to	to	PART
iassist-1118	76	11	describe	describe	VERB
iassist-1118	76	12	relation	relation	NOUN
iassist-1118	76	13	types	type	NOUN
iassist-1118	76	14	among	among	ADP
iassist-1118	76	15	entities	entity	NOUN
iassist-1118	76	16	,	,	PUNCT
iassist-1118	76	17	are	be	AUX
iassist-1118	76	18	as	as	SCONJ
iassist-1118	76	19	follows	follow	VERB
iassist-1118	76	20	:	:	PUNCT
iassist-1118	77	1	1	1	X
iassist-1118	77	2	.	.	X
iassist-1118	77	3	extend	extend	VERB
iassist-1118	77	4	the	the	DET
iassist-1118	77	5	descriptions	description	NOUN
iassist-1118	77	6	to	to	PART
iassist-1118	77	7	elucidate	elucidate	VERB
iassist-1118	77	8	relations	relation	NOUN
iassist-1118	77	9	for	for	ADP
iassist-1118	77	10	enhanced	enhanced	ADJ
iassist-1118	77	11	semantics	semantic	NOUN
iassist-1118	77	12	,	,	PUNCT
iassist-1118	77	13	facilitating	facilitate	VERB
iassist-1118	77	14	comparability	comparability	NOUN
iassist-1118	77	15	between	between	ADP
iassist-1118	77	16	variable	variable	ADJ
iassist-1118	77	17	relations	relation	NOUN
iassist-1118	77	18	across	across	ADP
iassist-1118	77	19	waves	wave	NOUN
iassist-1118	77	20	(	(	PUNCT
iassist-1118	77	21	refer	refer	VERB
iassist-1118	77	22	to	to	ADP
iassist-1118	77	23	section	section	NOUN
iassist-1118	77	24	3	3	NUM
iassist-1118	77	25	for	for	ADP
iassist-1118	77	26	details	detail	NOUN
iassist-1118	77	27	)	)	PUNCT
iassist-1118	77	28	.	.	PUNCT
iassist-1118	78	1	2	2	X
iassist-1118	78	2	.	.	X
iassist-1118	78	3	develop	develop	VERB
iassist-1118	78	4	a	a	DET
iassist-1118	78	5	controlled	control	VERB
iassist-1118	78	6	vocabulary	vocabulary	NOUN
iassist-1118	78	7	(	(	PUNCT
iassist-1118	78	8	cv	cv	PROPN
iassist-1118	78	9	)	)	PUNCT
iassist-1118	78	10	for	for	ADP
iassist-1118	78	11	variable	variable	ADJ
iassist-1118	78	12	relations	relation	NOUN
iassist-1118	78	13	in	in	ADP
iassist-1118	78	14	the	the	DET
iassist-1118	78	15	social	social	ADJ
iassist-1118	78	16	sciences	science	NOUN
iassist-1118	78	17	to	to	PART
iassist-1118	78	18	boost	boost	VERB
iassist-1118	78	19	semantic	semantic	ADJ
iassist-1118	78	20	interoperability	interoperability	NOUN
iassist-1118	78	21	across	across	ADP
iassist-1118	78	22	organizations	organization	NOUN
iassist-1118	78	23	and	and	CCONJ
iassist-1118	78	24	systems	system	NOUN
iassist-1118	78	25	(	(	PUNCT
iassist-1118	78	26	detailed	detail	VERB
iassist-1118	78	27	in	in	ADP
iassist-1118	78	28	section	section	NOUN
iassist-1118	78	29	3	3	NUM
iassist-1118	78	30	)	)	PUNCT
iassist-1118	78	31	.	.	PUNCT
iassist-1118	79	1	3	3	X
iassist-1118	79	2	.	.	PUNCT
iassist-1118	79	3	establish	establish	VERB
iassist-1118	79	4	a	a	DET
iassist-1118	79	5	comprehensive	comprehensive	ADJ
iassist-1118	79	6	framework	framework	NOUN
iassist-1118	79	7	for	for	ADP
iassist-1118	79	8	identifying	identify	VERB
iassist-1118	79	9	relational	relational	ADJ
iassist-1118	79	10	connections	connection	NOUN
iassist-1118	79	11	of	of	ADP
iassist-1118	79	12	variables	variable	NOUN
iassist-1118	79	13	,	,	PUNCT
iassist-1118	79	14	integrating	integrate	VERB
iassist-1118	79	15	diverse	diverse	ADJ
iassist-1118	79	16	ddi	ddi	ADJ
iassist-1118	79	17	elements	element	NOUN
iassist-1118	79	18	such	such	ADJ
iassist-1118	79	19	as	as	ADP
iassist-1118	79	20	survey	survey	NOUN
iassist-1118	79	21	questions	question	NOUN
iassist-1118	79	22	,	,	PUNCT
iassist-1118	79	23	response	response	NOUN
iassist-1118	79	24	schema	schema	NOUN
iassist-1118	79	25	,	,	PUNCT
iassist-1118	79	26	data	datum	NOUN
iassist-1118	79	27	papers	paper	NOUN
iassist-1118	79	28	,	,	PUNCT
iassist-1118	79	29	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	79	30	https://www.ddialliance.org/about/about-the-alliance	https://www.ddialliance.org/about/about-the-alliance	NOUN
iassist-1118	79	31	https://ddialliance.github.io/ddimodel-web/ddi-l-3.3/composite-types/basedonobjecttype/	https://ddialliance.github.io/ddimodel-web/ddi-l-3.3/composite-types/basedonobjecttype/	PROPN
iassist-1118	79	32	https://schema.org/product	https://schema.org/product	PROPN
iassist-1118	79	33	https://ddialliance.github.io/ddimodel-web/ddi-l-3.3/composite-types/basedonobjecttype/	https://ddialliance.github.io/ddimodel-web/ddi-l-3.3/composite-types/basedonobjecttype/	PROPN
iassist-1118	79	34	4/16	4/16	NUM
iassist-1118	79	35	saldanha	saldanha	NOUN
iassist-1118	79	36	bach	bach	NOUN
iassist-1118	79	37	,	,	PUNCT
iassist-1118	79	38	janete	janete	ADJ
iassist-1118	79	39	;	;	PUNCT
iassist-1118	79	40	klas	kla	NOUN
iassist-1118	79	41	,	,	PUNCT
iassist-1118	79	42	claus	claus	PROPN
iassist-1118	79	43	-	-	PUNCT
iassist-1118	79	44	peter	peter	PROPN
iassist-1118	79	45	(	(	PUNCT
iassist-1118	79	46	2024	2024	NUM
iassist-1118	79	47	)	)	PUNCT
iassist-1118	79	48	enhancing	enhance	VERB
iassist-1118	79	49	fair	fair	ADJ
iassist-1118	79	50	compliance	compliance	NOUN
iassist-1118	79	51	:	:	PUNCT
iassist-1118	79	52	a	a	DET
iassist-1118	79	53	controlled	control	VERB
iassist-1118	79	54	vocabulary	vocabulary	NOUN
iassist-1118	79	55	for	for	ADP
iassist-1118	79	56	mapping	map	VERB
iassist-1118	79	57	social	social	ADJ
iassist-1118	79	58	sciences	sciences	PROPN
iassist-1118	79	59	survey	survey	NOUN
iassist-1118	79	60	variables	variable	NOUN
iassist-1118	79	61	,	,	PUNCT
iassist-1118	79	62	iassist	iassist	VERB
iassist-1118	79	63	quarterly	quarterly	ADJ
iassist-1118	79	64	48(2	48(2	NUM
iassist-1118	79	65	)	)	PUNCT
iassist-1118	79	66	,	,	PUNCT
iassist-1118	79	67	pp	pp	PROPN
iassist-1118	79	68	.	.	PUNCT
iassist-1118	80	1	1	1	NUM
iassist-1118	80	2	-	-	SYM
iassist-1118	80	3	15	15	NUM
iassist-1118	80	4	.	.	PUNCT
iassist-1118	81	1	doi	doi	NOUN
iassist-1118	81	2	:	:	PUNCT
iassist-1118	81	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	81	4	interactive	interactive	ADJ
iassist-1118	81	5	resources	resource	NOUN
iassist-1118	81	6	(	(	PUNCT
iassist-1118	81	7	like	like	ADP
iassist-1118	81	8	codes	code	NOUN
iassist-1118	81	9	or	or	CCONJ
iassist-1118	81	10	scripts	script	NOUN
iassist-1118	81	11	using	use	VERB
iassist-1118	81	12	the	the	DET
iassist-1118	81	13	variable	variable	NOUN
iassist-1118	81	14	)	)	PUNCT
iassist-1118	81	15	,	,	PUNCT
iassist-1118	81	16	data	datum	NOUN
iassist-1118	81	17	management	management	NOUN
iassist-1118	81	18	plans	plan	NOUN
iassist-1118	81	19	,	,	PUNCT
iassist-1118	81	20	or	or	CCONJ
iassist-1118	81	21	audio	audio	ADJ
iassist-1118	81	22	/	/	SYM
iassist-1118	81	23	video	video	NOUN
iassist-1118	81	24	data	datum	NOUN
iassist-1118	81	25	(	(	PUNCT
iassist-1118	81	26	see	see	VERB
iassist-1118	81	27	section	section	NOUN
iassist-1118	81	28	4	4	NUM
iassist-1118	81	29	for	for	ADP
iassist-1118	81	30	the	the	DET
iassist-1118	81	31	complete	complete	ADJ
iassist-1118	81	32	list	list	NOUN
iassist-1118	81	33	)	)	PUNCT
iassist-1118	81	34	.	.	PUNCT
iassist-1118	82	1	this	this	DET
iassist-1118	82	2	paper	paper	NOUN
iassist-1118	82	3	is	be	AUX
iassist-1118	82	4	structured	structure	VERB
iassist-1118	82	5	in	in	ADP
iassist-1118	82	6	5	5	NUM
iassist-1118	82	7	sections	section	NOUN
iassist-1118	82	8	:	:	PUNCT
iassist-1118	82	9	following	follow	VERB
iassist-1118	82	10	the	the	DET
iassist-1118	82	11	introduction	introduction	NOUN
iassist-1118	82	12	,	,	PUNCT
iassist-1118	82	13	in	in	ADP
iassist-1118	82	14	section	section	NOUN
iassist-1118	82	15	2	2	NUM
iassist-1118	82	16	we	we	PRON
iassist-1118	82	17	provide	provide	VERB
iassist-1118	82	18	the	the	DET
iassist-1118	82	19	related	relate	VERB
iassist-1118	82	20	literature	literature	NOUN
iassist-1118	82	21	,	,	PUNCT
iassist-1118	82	22	further	far	ADV
iassist-1118	82	23	explaining	explain	VERB
iassist-1118	82	24	the	the	DET
iassist-1118	82	25	complex	complex	ADJ
iassist-1118	82	26	relation	relation	NOUN
iassist-1118	82	27	between	between	ADP
iassist-1118	82	28	variables	variable	NOUN
iassist-1118	82	29	with	with	ADP
iassist-1118	82	30	fundamental	fundamental	ADJ
iassist-1118	82	31	requirements	requirement	NOUN
iassist-1118	82	32	to	to	PART
iassist-1118	82	33	support	support	VERB
iassist-1118	82	34	kgs	kg	NOUN
iassist-1118	82	35	and	and	CCONJ
iassist-1118	82	36	the	the	DET
iassist-1118	82	37	associated	associate	VERB
iassist-1118	82	38	metadata	metadata	NOUN
iassist-1118	82	39	standards	standard	NOUN
iassist-1118	82	40	.	.	PUNCT
iassist-1118	83	1	section	section	NOUN
iassist-1118	83	2	3	3	NUM
iassist-1118	83	3	exemplifies	exemplify	VERB
iassist-1118	83	4	the	the	DET
iassist-1118	83	5	knowledge	knowledge	NOUN
iassist-1118	83	6	graph	graph	NOUN
iassist-1118	83	7	of	of	ADP
iassist-1118	83	8	variable	variable	ADJ
iassist-1118	83	9	ties	tie	NOUN
iassist-1118	83	10	and	and	CCONJ
iassist-1118	83	11	provides	provide	VERB
iassist-1118	83	12	examples	example	NOUN
iassist-1118	83	13	of	of	ADP
iassist-1118	83	14	extended	extended	ADJ
iassist-1118	83	15	descriptions	description	NOUN
iassist-1118	83	16	.	.	PUNCT
iassist-1118	84	1	section	section	NOUN
iassist-1118	84	2	4	4	NUM
iassist-1118	84	3	discusses	discuss	VERB
iassist-1118	84	4	the	the	DET
iassist-1118	84	5	need	need	NOUN
iassist-1118	84	6	to	to	PART
iassist-1118	84	7	explicitly	explicitly	ADV
iassist-1118	84	8	variables	variable	NOUN
iassist-1118	84	9	'	'	PART
iassist-1118	84	10	connections	connection	NOUN
iassist-1118	84	11	with	with	ADP
iassist-1118	84	12	other	other	ADJ
iassist-1118	84	13	entities	entity	NOUN
iassist-1118	84	14	.	.	PUNCT
iassist-1118	85	1	section	section	NOUN
iassist-1118	85	2	5	5	NUM
iassist-1118	85	3	concludes	conclude	VERB
iassist-1118	85	4	and	and	CCONJ
iassist-1118	85	5	indicates	indicate	VERB
iassist-1118	85	6	further	further	ADJ
iassist-1118	85	7	efforts	effort	NOUN
iassist-1118	85	8	.	.	PUNCT
iassist-1118	86	1	related	relate	VERB
iassist-1118	86	2	literature	literature	NOUN
iassist-1118	86	3	surveys	survey	NOUN
iassist-1118	86	4	are	be	AUX
iassist-1118	86	5	fundamental	fundamental	ADJ
iassist-1118	86	6	in	in	ADP
iassist-1118	86	7	social	social	ADJ
iassist-1118	86	8	sciences	science	NOUN
iassist-1118	86	9	research	research	NOUN
iassist-1118	86	10	and	and	CCONJ
iassist-1118	86	11	serve	serve	VERB
iassist-1118	86	12	as	as	ADP
iassist-1118	86	13	a	a	DET
iassist-1118	86	14	primary	primary	ADJ
iassist-1118	86	15	method	method	NOUN
iassist-1118	86	16	for	for	ADP
iassist-1118	86	17	investigating	investigate	VERB
iassist-1118	86	18	variables	variable	NOUN
iassist-1118	86	19	(	(	PUNCT
iassist-1118	86	20	babbie	babbie	PROPN
iassist-1118	86	21	,	,	PUNCT
iassist-1118	86	22	1990	1990	NUM
iassist-1118	86	23	)	)	PUNCT
iassist-1118	86	24	.	.	PUNCT
iassist-1118	87	1	widely	widely	ADV
iassist-1118	87	2	recognized	recognize	VERB
iassist-1118	87	3	as	as	ADP
iassist-1118	87	4	a	a	DET
iassist-1118	87	5	critical	critical	ADJ
iassist-1118	87	6	research	research	NOUN
iassist-1118	87	7	paradigm	paradigm	NOUN
iassist-1118	87	8	,	,	PUNCT
iassist-1118	87	9	surveys	survey	NOUN
iassist-1118	87	10	are	be	AUX
iassist-1118	87	11	instrumental	instrumental	ADJ
iassist-1118	87	12	in	in	ADP
iassist-1118	87	13	measuring	measure	VERB
iassist-1118	87	14	people	people	NOUN
iassist-1118	87	15	’s	’s	PART
iassist-1118	87	16	perceptions	perception	NOUN
iassist-1118	87	17	,	,	PUNCT
iassist-1118	87	18	intentions	intention	NOUN
iassist-1118	87	19	,	,	PUNCT
iassist-1118	87	20	and	and	CCONJ
iassist-1118	87	21	behaviours	behaviour	NOUN
iassist-1118	87	22	(	(	PUNCT
iassist-1118	87	23	ajzen	ajzen	NOUN
iassist-1118	87	24	and	and	CCONJ
iassist-1118	87	25	fishbein	fishbein	ADJ
iassist-1118	87	26	,	,	PUNCT
iassist-1118	87	27	2005	2005	NUM
iassist-1118	87	28	)	)	PUNCT
iassist-1118	87	29	.	.	PUNCT
iassist-1118	88	1	variables	variable	NOUN
iassist-1118	88	2	,	,	PUNCT
iassist-1118	88	3	the	the	DET
iassist-1118	88	4	entities	entity	NOUN
iassist-1118	88	5	that	that	PRON
iassist-1118	88	6	shape	shape	VERB
iassist-1118	88	7	social	social	ADJ
iassist-1118	88	8	science	science	NOUN
iassist-1118	88	9	data	datum	NOUN
iassist-1118	88	10	,	,	PUNCT
iassist-1118	88	11	vary	vary	VERB
iassist-1118	88	12	among	among	ADP
iassist-1118	88	13	individuals	individual	NOUN
iassist-1118	88	14	and	and	CCONJ
iassist-1118	88	15	over	over	ADP
iassist-1118	88	16	time	time	NOUN
iassist-1118	88	17	,	,	PUNCT
iassist-1118	88	18	reflecting	reflect	VERB
iassist-1118	88	19	a	a	DET
iassist-1118	88	20	range	range	NOUN
iassist-1118	88	21	of	of	ADP
iassist-1118	88	22	values	value	NOUN
iassist-1118	88	23	(	(	PUNCT
iassist-1118	88	24	kaur	kaur	NOUN
iassist-1118	88	25	and	and	CCONJ
iassist-1118	88	26	mittal	mittal	NOUN
iassist-1118	88	27	,	,	PUNCT
iassist-1118	88	28	2021	2021	NUM
iassist-1118	88	29	)	)	PUNCT
iassist-1118	88	30	.	.	PUNCT
iassist-1118	89	1	attitudinal	attitudinal	ADJ
iassist-1118	89	2	variables	variable	NOUN
iassist-1118	89	3	,	,	PUNCT
iassist-1118	89	4	encompassing	encompass	VERB
iassist-1118	89	5	beliefs	belief	NOUN
iassist-1118	89	6	,	,	PUNCT
iassist-1118	89	7	values	value	NOUN
iassist-1118	89	8	,	,	PUNCT
iassist-1118	89	9	opinions	opinion	NOUN
iassist-1118	89	10	,	,	PUNCT
iassist-1118	89	11	attitudes	attitude	NOUN
iassist-1118	89	12	,	,	PUNCT
iassist-1118	89	13	and	and	CCONJ
iassist-1118	89	14	perceptions	perception	NOUN
iassist-1118	89	15	on	on	ADP
iassist-1118	89	16	specific	specific	ADJ
iassist-1118	89	17	topics	topic	NOUN
iassist-1118	89	18	,	,	PUNCT
iassist-1118	89	19	are	be	AUX
iassist-1118	89	20	central	central	ADJ
iassist-1118	89	21	to	to	ADP
iassist-1118	89	22	major	major	ADJ
iassist-1118	89	23	european	european	ADJ
iassist-1118	89	24	surveys	survey	NOUN
iassist-1118	89	25	like	like	ADP
iassist-1118	89	26	the	the	DET
iassist-1118	89	27	international	international	ADJ
iassist-1118	89	28	social	social	ADJ
iassist-1118	89	29	survey	survey	NOUN
iassist-1118	89	30	programme	programme	NOUN
iassist-1118	89	31	–	–	PUNCT
iassist-1118	89	32	issp	issp	NOUN
iassist-1118	89	33	(	(	PUNCT
iassist-1118	89	34	issp	issp	PROPN
iassist-1118	89	35	research	research	NOUN
iassist-1118	89	36	group	group	NOUN
iassist-1118	89	37	,	,	PUNCT
iassist-1118	89	38	1992	1992	NUM
iassist-1118	89	39	)	)	PUNCT
iassist-1118	89	40	,	,	PUNCT
iassist-1118	89	41	the	the	DET
iassist-1118	89	42	european	european	ADJ
iassist-1118	89	43	social	social	PROPN
iassist-1118	89	44	survey	survey	PROPN
iassist-1118	89	45	ess14	ess14	PROPN
iassist-1118	89	46	,	,	PUNCT
iassist-1118	89	47	the	the	DET
iassist-1118	89	48	national	national	ADJ
iassist-1118	89	49	educational	educational	ADJ
iassist-1118	89	50	panel	panel	NOUN
iassist-1118	89	51	study	study	NOUN
iassist-1118	89	52	–	–	PUNCT
iassist-1118	89	53	neps	nep	NOUN
iassist-1118	89	54	(	(	PUNCT
iassist-1118	89	55	roßbach	roßbach	NOUN
iassist-1118	89	56	and	and	CCONJ
iassist-1118	89	57	neps	nep	NOUN
iassist-1118	89	58	,	,	PUNCT
iassist-1118	89	59	2016	2016	NUM
iassist-1118	89	60	)	)	PUNCT
iassist-1118	89	61	and	and	CCONJ
iassist-1118	89	62	the	the	DET
iassist-1118	89	63	socioeconomic	socioeconomic	ADJ
iassist-1118	89	64	panel	panel	NOUN
iassist-1118	89	65	–	–	PUNCT
iassist-1118	89	66	soep	soep	ADJ
iassist-1118	89	67	(	(	PUNCT
iassist-1118	89	68	liebig	liebig	PROPN
iassist-1118	89	69	et	et	PROPN
iassist-1118	89	70	al	al	PROPN
iassist-1118	89	71	.	.	PROPN
iassist-1118	89	72	,	,	PUNCT
iassist-1118	89	73	2021	2021	NUM
iassist-1118	89	74	)	)	PUNCT
iassist-1118	89	75	,	,	PUNCT
iassist-1118	89	76	among	among	ADP
iassist-1118	89	77	others	other	NOUN
iassist-1118	89	78	.	.	PUNCT
iassist-1118	90	1	these	these	DET
iassist-1118	90	2	surveys	survey	NOUN
iassist-1118	90	3	also	also	ADV
iassist-1118	90	4	frequently	frequently	ADV
iassist-1118	90	5	explore	explore	VERB
iassist-1118	90	6	observed	observed	ADJ
iassist-1118	90	7	behaviours	behaviour	NOUN
iassist-1118	90	8	,	,	PUNCT
iassist-1118	90	9	frequency	frequency	NOUN
iassist-1118	90	10	of	of	ADP
iassist-1118	90	11	actions	action	NOUN
iassist-1118	90	12	,	,	PUNCT
iassist-1118	90	13	and	and	CCONJ
iassist-1118	90	14	intentions	intention	NOUN
iassist-1118	90	15	within	within	ADP
iassist-1118	90	16	target	target	NOUN
iassist-1118	90	17	groups	group	NOUN
iassist-1118	90	18	.	.	PUNCT
iassist-1118	91	1	furthermore	furthermore	ADV
iassist-1118	91	2	,	,	PUNCT
iassist-1118	91	3	cross	cross	ADJ
iassist-1118	91	4	-	-	ADJ
iassist-1118	91	5	domain	domain	ADJ
iassist-1118	91	6	studies	study	NOUN
iassist-1118	91	7	often	often	ADV
iassist-1118	91	8	utilize	utilize	VERB
iassist-1118	91	9	psychological	psychological	ADJ
iassist-1118	91	10	variables	variable	NOUN
iassist-1118	91	11	(	(	PUNCT
iassist-1118	91	12	examining	examine	VERB
iassist-1118	91	13	aspects	aspect	NOUN
iassist-1118	91	14	such	such	ADJ
iassist-1118	91	15	as	as	ADP
iassist-1118	91	16	personality	personality	NOUN
iassist-1118	91	17	traits	trait	NOUN
iassist-1118	91	18	,	,	PUNCT
iassist-1118	91	19	emotional	emotional	ADJ
iassist-1118	91	20	states	state	NOUN
iassist-1118	91	21	,	,	PUNCT
iassist-1118	91	22	motivation	motivation	NOUN
iassist-1118	91	23	,	,	PUNCT
iassist-1118	91	24	self	self	NOUN
iassist-1118	91	25	-	-	PUNCT
iassist-1118	91	26	esteem	esteem	NOUN
iassist-1118	91	27	,	,	PUNCT
iassist-1118	91	28	and	and	CCONJ
iassist-1118	91	29	selfefficacy	selfefficacy	NOUN
iassist-1118	91	30	)	)	PUNCT
iassist-1118	91	31	(	(	PUNCT
iassist-1118	91	32	bollen	bollen	PROPN
iassist-1118	91	33	,	,	PUNCT
iassist-1118	91	34	2002	2002	NUM
iassist-1118	91	35	)	)	PUNCT
iassist-1118	91	36	and	and	CCONJ
iassist-1118	91	37	environmental	environmental	ADJ
iassist-1118	91	38	variables	variable	NOUN
iassist-1118	91	39	(	(	PUNCT
iassist-1118	91	40	concerning	concern	VERB
iassist-1118	91	41	physical	physical	ADJ
iassist-1118	91	42	or	or	CCONJ
iassist-1118	91	43	social	social	ADJ
iassist-1118	91	44	environments	environment	NOUN
iassist-1118	91	45	,	,	PUNCT
iassist-1118	91	46	resource	resource	NOUN
iassist-1118	91	47	access	access	NOUN
iassist-1118	91	48	,	,	PUNCT
iassist-1118	91	49	and	and	CCONJ
iassist-1118	91	50	social	social	ADJ
iassist-1118	91	51	support	support	NOUN
iassist-1118	91	52	)	)	PUNCT
iassist-1118	91	53	(	(	PUNCT
iassist-1118	91	54	cox	cox	PROPN
iassist-1118	91	55	,	,	PUNCT
iassist-1118	91	56	2015	2015	NUM
iassist-1118	91	57	)	)	PUNCT
iassist-1118	91	58	,	,	PUNCT
iassist-1118	91	59	interchangeably	interchangeably	ADV
iassist-1118	91	60	for	for	ADP
iassist-1118	91	61	social	social	ADJ
iassist-1118	91	62	sciences	science	NOUN
iassist-1118	91	63	objectives	objective	NOUN
iassist-1118	91	64	.	.	PUNCT
iassist-1118	92	1	in	in	ADP
iassist-1118	92	2	datasets	dataset	NOUN
iassist-1118	92	3	,	,	PUNCT
iassist-1118	92	4	variables	variable	NOUN
iassist-1118	92	5	are	be	AUX
iassist-1118	92	6	organized	organize	VERB
iassist-1118	92	7	as	as	ADP
iassist-1118	92	8	tabular	tabular	PROPN
iassist-1118	92	9	data	datum	NOUN
iassist-1118	92	10	,	,	PUNCT
iassist-1118	92	11	structured	structure	VERB
iassist-1118	92	12	in	in	ADP
iassist-1118	92	13	columns15	columns15	NOUN
iassist-1118	92	14	and	and	CCONJ
iassist-1118	92	15	rows16	rows16	NOUN
iassist-1118	92	16	to	to	PART
iassist-1118	92	17	facilitate	facilitate	VERB
iassist-1118	92	18	manipulation	manipulation	NOUN
iassist-1118	92	19	and	and	CCONJ
iassist-1118	92	20	inference	inference	NOUN
iassist-1118	92	21	,	,	PUNCT
iassist-1118	92	22	aligning	align	VERB
iassist-1118	92	23	with	with	ADP
iassist-1118	92	24	the	the	DET
iassist-1118	92	25	study	study	NOUN
iassist-1118	92	26	's	's	PART
iassist-1118	92	27	objectives	objective	NOUN
iassist-1118	92	28	.	.	PUNCT
iassist-1118	93	1	this	this	DET
iassist-1118	93	2	arrangement	arrangement	NOUN
iassist-1118	93	3	is	be	AUX
iassist-1118	93	4	typical	typical	ADJ
iassist-1118	93	5	for	for	ADP
iassist-1118	93	6	variable	variable	ADJ
iassist-1118	93	7	data	datum	NOUN
iassist-1118	93	8	that	that	PRON
iassist-1118	93	9	has	have	AUX
iassist-1118	93	10	been	be	AUX
iassist-1118	93	11	collected	collect	VERB
iassist-1118	93	12	,	,	PUNCT
iassist-1118	93	13	archived	archive	VERB
iassist-1118	93	14	,	,	PUNCT
iassist-1118	93	15	and	and	CCONJ
iassist-1118	93	16	disseminated	disseminate	VERB
iassist-1118	93	17	.	.	PUNCT
iassist-1118	94	1	survey	survey	NOUN
iassist-1118	94	2	variables	variable	NOUN
iassist-1118	94	3	from	from	ADP
iassist-1118	94	4	these	these	DET
iassist-1118	94	5	studies	study	NOUN
iassist-1118	94	6	encompass	encompass	VERB
iassist-1118	94	7	a	a	DET
iassist-1118	94	8	broad	broad	ADJ
iassist-1118	94	9	spectrum	spectrum	NOUN
iassist-1118	94	10	of	of	ADP
iassist-1118	94	11	topics	topic	NOUN
iassist-1118	94	12	,	,	PUNCT
iassist-1118	94	13	accumulating	accumulate	VERB
iassist-1118	94	14	vast	vast	ADJ
iassist-1118	94	15	amounts	amount	NOUN
iassist-1118	94	16	of	of	ADP
iassist-1118	94	17	data	datum	NOUN
iassist-1118	94	18	from	from	ADP
iassist-1118	94	19	numerous	numerous	ADJ
iassist-1118	94	20	individuals	individual	NOUN
iassist-1118	94	21	over	over	ADP
iassist-1118	94	22	extended	extended	ADJ
iassist-1118	94	23	periods	period	NOUN
iassist-1118	94	24	.	.	PUNCT
iassist-1118	95	1	this	this	PRON
iassist-1118	95	2	leads	lead	VERB
iassist-1118	95	3	to	to	ADP
iassist-1118	95	4	the	the	DET
iassist-1118	95	5	generation	generation	NOUN
iassist-1118	95	6	of	of	ADP
iassist-1118	95	7	thousands	thousand	NOUN
iassist-1118	95	8	of	of	ADP
iassist-1118	95	9	variable	variable	ADJ
iassist-1118	95	10	units	unit	NOUN
iassist-1118	95	11	,	,	PUNCT
iassist-1118	95	12	necessitating	necessitate	VERB
iassist-1118	95	13	scalable	scalable	ADJ
iassist-1118	95	14	data	datum	NOUN
iassist-1118	95	15	management	management	NOUN
iassist-1118	95	16	solutions	solution	NOUN
iassist-1118	95	17	for	for	ADP
iassist-1118	95	18	large	large	ADJ
iassist-1118	95	19	-	-	PUNCT
iassist-1118	95	20	scale	scale	NOUN
iassist-1118	95	21	kgs	kgs	NOUN
iassist-1118	95	22	.	.	PUNCT
iassist-1118	96	1	for	for	ADP
iassist-1118	96	2	example	example	NOUN
iassist-1118	96	3	,	,	PUNCT
iassist-1118	96	4	the	the	DET
iassist-1118	96	5	soep	soep	ADJ
iassist-1118	96	6	-	-	PUNCT
iassist-1118	96	7	core17	core17	NOUN
iassist-1118	96	8	is	be	AUX
iassist-1118	96	9	the	the	DET
iassist-1118	96	10	main	main	ADJ
iassist-1118	96	11	component	component	NOUN
iassist-1118	96	12	of	of	ADP
iassist-1118	96	13	the	the	DET
iassist-1118	96	14	german	german	ADJ
iassist-1118	96	15	socio	socio	NOUN
iassist-1118	96	16	-	-	PUNCT
iassist-1118	96	17	economic	economic	ADJ
iassist-1118	96	18	panel	panel	NOUN
iassist-1118	96	19	(	(	PUNCT
iassist-1118	96	20	soep	soep	NOUN
iassist-1118	96	21	)	)	PUNCT
iassist-1118	96	22	.	.	PUNCT
iassist-1118	97	1	this	this	DET
iassist-1118	97	2	extensive	extensive	ADJ
iassist-1118	97	3	longitudinal	longitudinal	ADJ
iassist-1118	97	4	study	study	NOUN
iassist-1118	97	5	,	,	PUNCT
iassist-1118	97	6	ongoing	ongoing	ADJ
iassist-1118	97	7	since	since	SCONJ
iassist-1118	97	8	1984	1984	NUM
iassist-1118	97	9	,	,	PUNCT
iassist-1118	97	10	annually	annually	ADV
iassist-1118	97	11	surveys	survey	VERB
iassist-1118	97	12	the	the	DET
iassist-1118	97	13	living	living	NOUN
iassist-1118	97	14	conditions	condition	NOUN
iassist-1118	97	15	and	and	CCONJ
iassist-1118	97	16	attitudes	attitude	NOUN
iassist-1118	97	17	of	of	ADP
iassist-1118	97	18	over	over	ADP
iassist-1118	97	19	15,000	15,000	NUM
iassist-1118	97	20	households	household	NOUN
iassist-1118	97	21	involving	involve	VERB
iassist-1118	97	22	about	about	ADV
iassist-1118	97	23	30,000	30,000	NUM
iassist-1118	97	24	individuals	individual	NOUN
iassist-1118	97	25	.	.	PUNCT
iassist-1118	98	1	it	it	PRON
iassist-1118	98	2	represents	represent	VERB
iassist-1118	98	3	the	the	DET
iassist-1118	98	4	most	most	ADV
iassist-1118	98	5	comprehensive	comprehensive	ADJ
iassist-1118	98	6	long	long	ADJ
iassist-1118	98	7	-	-	PUNCT
iassist-1118	98	8	term	term	NOUN
iassist-1118	98	9	study	study	NOUN
iassist-1118	98	10	of	of	ADP
iassist-1118	98	11	social	social	ADJ
iassist-1118	98	12	developments	development	NOUN
iassist-1118	98	13	in	in	ADP
iassist-1118	98	14	germany	germany	PROPN
iassist-1118	98	15	.	.	PUNCT
iassist-1118	99	1	within	within	ADP
iassist-1118	99	2	this	this	DET
iassist-1118	99	3	repository	repository	NOUN
iassist-1118	99	4	are	be	AUX
iassist-1118	99	5	560	560	NUM
iassist-1118	99	6	datasets	dataset	NOUN
iassist-1118	99	7	,	,	PUNCT
iassist-1118	99	8	encompassing	encompass	VERB
iassist-1118	99	9	21,280	21,280	NUM
iassist-1118	99	10	questions	question	NOUN
iassist-1118	99	11	across	across	ADP
iassist-1118	99	12	309	309	NUM
iassist-1118	99	13	instruments	instrument	NOUN
iassist-1118	99	14	and	and	CCONJ
iassist-1118	99	15	101,574	101,574	NUM
iassist-1118	99	16	variables18	variables18	NOUN
iassist-1118	99	17	.	.	PUNCT
iassist-1118	100	1	relations	relation	NOUN
iassist-1118	100	2	between	between	ADP
iassist-1118	100	3	variables	variable	NOUN
iassist-1118	100	4	beyond	beyond	ADP
iassist-1118	100	5	managing	manage	VERB
iassist-1118	100	6	the	the	DET
iassist-1118	100	7	enormous	enormous	ADJ
iassist-1118	100	8	quantity	quantity	NOUN
iassist-1118	100	9	of	of	ADP
iassist-1118	100	10	variables	variable	NOUN
iassist-1118	100	11	,	,	PUNCT
iassist-1118	100	12	many	many	ADJ
iassist-1118	100	13	complex	complex	ADJ
iassist-1118	100	14	relations	relation	NOUN
iassist-1118	100	15	are	be	AUX
iassist-1118	100	16	also	also	ADV
iassist-1118	100	17	challenging	challenge	VERB
iassist-1118	100	18	to	to	PART
iassist-1118	100	19	interpret	interpret	VERB
iassist-1118	100	20	through	through	ADP
iassist-1118	100	21	textual	textual	ADJ
iassist-1118	100	22	analysis	analysis	NOUN
iassist-1118	100	23	.	.	PUNCT
iassist-1118	101	1	relations	relation	NOUN
iassist-1118	101	2	within	within	ADP
iassist-1118	101	3	variables	variable	NOUN
iassist-1118	101	4	extend	extend	VERB
iassist-1118	101	5	beyond	beyond	ADP
iassist-1118	101	6	simple	simple	ADJ
iassist-1118	101	7	variations	variation	NOUN
iassist-1118	101	8	and	and	CCONJ
iassist-1118	101	9	include	include	VERB
iassist-1118	101	10	aspects	aspect	NOUN
iassist-1118	101	11	such	such	ADJ
iassist-1118	101	12	as	as	ADP
iassist-1118	101	13	different	different	ADJ
iassist-1118	101	14	versions	version	NOUN
iassist-1118	101	15	,	,	PUNCT
iassist-1118	101	16	derived	derive	VERB
iassist-1118	101	17	formats	format	NOUN
iassist-1118	101	18	in	in	ADP
iassist-1118	101	19	new	new	ADJ
iassist-1118	101	20	waves	wave	NOUN
iassist-1118	101	21	,	,	PUNCT
iassist-1118	101	22	variations	variation	NOUN
iassist-1118	101	23	in	in	ADP
iassist-1118	101	24	labels	label	NOUN
iassist-1118	101	25	and	and	CCONJ
iassist-1118	101	26	naming	naming	NOUN
iassist-1118	101	27	,	,	PUNCT
iassist-1118	101	28	and	and	CCONJ
iassist-1118	101	29	alternative	alternative	ADJ
iassist-1118	101	30	response	response	NOUN
iassist-1118	101	31	schemas	schema	NOUN
iassist-1118	101	32	through	through	ADP
iassist-1118	101	33	questionnaires	questionnaire	NOUN
iassist-1118	101	34	and	and	CCONJ
iassist-1118	101	35	surveys	survey	NOUN
iassist-1118	101	36	.	.	PUNCT
iassist-1118	102	1	the	the	DET
iassist-1118	102	2	variability	variability	NOUN
iassist-1118	102	3	of	of	ADP
iassist-1118	102	4	a	a	DET
iassist-1118	102	5	variable	variable	NOUN
iassist-1118	102	6	goes	go	VERB
iassist-1118	102	7	beyond	beyond	ADP
iassist-1118	102	8	just	just	ADV
iassist-1118	102	9	the	the	DET
iassist-1118	102	10	response	response	NOUN
iassist-1118	102	11	options	option	NOUN
iassist-1118	102	12	provided	provide	VERB
iassist-1118	102	13	by	by	ADP
iassist-1118	102	14	individual	individual	ADJ
iassist-1118	102	15	cases	case	NOUN
iassist-1118	102	16	in	in	ADP
iassist-1118	102	17	a	a	DET
iassist-1118	102	18	survey	survey	NOUN
iassist-1118	102	19	.	.	PUNCT
iassist-1118	103	1	here	here	ADV
iassist-1118	103	2	are	be	AUX
iassist-1118	103	3	detailed	detailed	ADJ
iassist-1118	103	4	examples	example	NOUN
iassist-1118	103	5	of	of	ADP
iassist-1118	103	6	how	how	SCONJ
iassist-1118	103	7	variables	variable	NOUN
iassist-1118	103	8	'	'	PART
iassist-1118	103	9	relationships	relationship	NOUN
iassist-1118	103	10	manifest	manifest	VERB
iassist-1118	103	11	within	within	ADP
iassist-1118	103	12	different	different	ADJ
iassist-1118	103	13	attributes	attribute	NOUN
iassist-1118	103	14	:	:	PUNCT
iassist-1118	103	15	a	a	X
iassist-1118	103	16	)	)	PUNCT
iassist-1118	103	17	variables	variable	NOUN
iassist-1118	103	18	’	'	PUNCT
iassist-1118	103	19	name	name	NOUN
iassist-1118	103	20	:	:	PUNCT
iassist-1118	103	21	often	often	ADV
iassist-1118	103	22	,	,	PUNCT
iassist-1118	103	23	a	a	DET
iassist-1118	103	24	variable	variable	NOUN
iassist-1118	103	25	is	be	AUX
iassist-1118	103	26	related	relate	VERB
iassist-1118	103	27	to	to	ADP
iassist-1118	103	28	other	other	ADJ
iassist-1118	103	29	variables	variable	NOUN
iassist-1118	103	30	from	from	ADP
iassist-1118	103	31	different	different	ADJ
iassist-1118	103	32	studies	study	NOUN
iassist-1118	103	33	.	.	PUNCT
iassist-1118	104	1	for	for	ADP
iassist-1118	104	2	instance	instance	NOUN
iassist-1118	104	3	,	,	PUNCT
iassist-1118	104	4	a	a	DET
iassist-1118	104	5	study	study	NOUN
iassist-1118	104	6	on	on	ADP
iassist-1118	104	7	work	work	NOUN
iassist-1118	104	8	-	-	PUNCT
iassist-1118	104	9	life	life	NOUN
iassist-1118	104	10	balance	balance	NOUN
iassist-1118	104	11	may	may	AUX
iassist-1118	104	12	include	include	VERB
iassist-1118	104	13	a	a	DET
iassist-1118	104	14	variable	variable	NOUN
iassist-1118	104	15	named	name	VERB
iassist-1118	104	16	‘	'	PUNCT
iassist-1118	104	17	work_life_bal	work_life_bal	NOUN
iassist-1118	104	18	’	'	PUNCT
iassist-1118	104	19	,	,	PUNCT
iassist-1118	104	20	which	which	PRON
iassist-1118	104	21	correlates	correlate	VERB
iassist-1118	104	22	with	with	ADP
iassist-1118	104	23	the	the	DET
iassist-1118	104	24	variable	variable	NOUN
iassist-1118	104	25	named	name	VERB
iassist-1118	104	26	‘	'	PUNCT
iassist-1118	104	27	job_sat	job_sat	X
iassist-1118	104	28	’	'	PUNCT
iassist-1118	104	29	in	in	ADP
iassist-1118	104	30	a	a	DET
iassist-1118	104	31	separate	separate	ADJ
iassist-1118	104	32	study	study	NOUN
iassist-1118	104	33	.	.	PUNCT
iassist-1118	105	1	despite	despite	SCONJ
iassist-1118	105	2	different	different	ADJ
iassist-1118	105	3	names	name	NOUN
iassist-1118	105	4	,	,	PUNCT
iassist-1118	105	5	both	both	DET
iassist-1118	105	6	variables	variable	NOUN
iassist-1118	105	7	aim	aim	VERB
iassist-1118	105	8	to	to	PART
iassist-1118	105	9	measure	measure	VERB
iassist-1118	105	10	the	the	DET
iassist-1118	105	11	same	same	ADJ
iassist-1118	105	12	concept	concept	NOUN
iassist-1118	105	13	,	,	PUNCT
iassist-1118	105	14	such	such	ADJ
iassist-1118	105	15	as	as	ADP
iassist-1118	105	16	job	job	NOUN
iassist-1118	105	17	satisfaction	satisfaction	NOUN
iassist-1118	105	18	.	.	PUNCT
iassist-1118	106	1	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	106	2	https://ess-search.nsd.no/cdw/conceptvariables	https://ess-search.nsd.no/cdw/conceptvariable	NOUN
iassist-1118	106	3	https://www.icpsr.umich.edu/web/icpsr/cms/2042	https://www.icpsr.umich.edu/web/icpsr/cms/2042	PRON
iassist-1118	106	4	https://www.icpsr.umich.edu/web/icpsr/cms/2042	https://www.icpsr.umich.edu/web/icpsr/cms/2042	PRON
iassist-1118	106	5	https://paneldata.org/soep-core	https://paneldata.org/soep-core	ADV
iassist-1118	106	6	5/16	5/16	NUM
iassist-1118	106	7	saldanha	saldanha	NOUN
iassist-1118	106	8	bach	bach	NOUN
iassist-1118	106	9	,	,	PUNCT
iassist-1118	106	10	janete	janete	ADJ
iassist-1118	106	11	;	;	PUNCT
iassist-1118	106	12	klas	kla	NOUN
iassist-1118	106	13	,	,	PUNCT
iassist-1118	106	14	claus	claus	PROPN
iassist-1118	106	15	-	-	PUNCT
iassist-1118	106	16	peter	peter	PROPN
iassist-1118	106	17	(	(	PUNCT
iassist-1118	106	18	2024	2024	NUM
iassist-1118	106	19	)	)	PUNCT
iassist-1118	106	20	enhancing	enhance	VERB
iassist-1118	106	21	fair	fair	ADJ
iassist-1118	106	22	compliance	compliance	NOUN
iassist-1118	106	23	:	:	PUNCT
iassist-1118	106	24	a	a	DET
iassist-1118	106	25	controlled	control	VERB
iassist-1118	106	26	vocabulary	vocabulary	NOUN
iassist-1118	106	27	for	for	ADP
iassist-1118	106	28	mapping	map	VERB
iassist-1118	106	29	social	social	ADJ
iassist-1118	106	30	sciences	sciences	PROPN
iassist-1118	106	31	survey	survey	NOUN
iassist-1118	106	32	variables	variable	NOUN
iassist-1118	106	33	,	,	PUNCT
iassist-1118	106	34	iassist	iassist	VERB
iassist-1118	106	35	quarterly	quarterly	ADJ
iassist-1118	106	36	48(2	48(2	NUM
iassist-1118	106	37	)	)	PUNCT
iassist-1118	106	38	,	,	PUNCT
iassist-1118	106	39	pp	pp	PROPN
iassist-1118	106	40	.	.	PUNCT
iassist-1118	107	1	1	1	NUM
iassist-1118	107	2	-	-	SYM
iassist-1118	107	3	15	15	NUM
iassist-1118	107	4	.	.	PUNCT
iassist-1118	108	1	doi	doi	NOUN
iassist-1118	108	2	:	:	PUNCT
iassist-1118	108	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	ADJ
iassist-1118	108	4	b	b	X
iassist-1118	108	5	)	)	PUNCT
iassist-1118	108	6	survey	survey	NOUN
iassist-1118	108	7	question	question	NOUN
iassist-1118	108	8	:	:	PUNCT
iassist-1118	108	9	variables	variable	NOUN
iassist-1118	108	10	are	be	AUX
iassist-1118	108	11	frequently	frequently	ADV
iassist-1118	108	12	used	use	VERB
iassist-1118	108	13	in	in	ADP
iassist-1118	108	14	survey	survey	NOUN
iassist-1118	108	15	questions	question	NOUN
iassist-1118	108	16	across	across	ADP
iassist-1118	108	17	different	different	ADJ
iassist-1118	108	18	studies	study	NOUN
iassist-1118	108	19	.	.	PUNCT
iassist-1118	109	1	for	for	ADP
iassist-1118	109	2	example	example	NOUN
iassist-1118	109	3	,	,	PUNCT
iassist-1118	109	4	the	the	DET
iassist-1118	109	5	question	question	NOUN
iassist-1118	109	6	‘	'	PUNCT
iassist-1118	109	7	how	how	SCONJ
iassist-1118	109	8	satisfied	satisfied	ADJ
iassist-1118	109	9	are	be	AUX
iassist-1118	109	10	you	you	PRON
iassist-1118	109	11	with	with	ADP
iassist-1118	109	12	your	your	PRON
iassist-1118	109	13	job	job	NOUN
iassist-1118	109	14	on	on	ADP
iassist-1118	109	15	a	a	DET
iassist-1118	109	16	scale	scale	NOUN
iassist-1118	109	17	of	of	ADP
iassist-1118	109	18	1	1	NUM
iassist-1118	109	19	to	to	PART
iassist-1118	109	20	5	5	NUM
iassist-1118	109	21	?	?	PUNCT
iassist-1118	109	22	’	'	PUNCT
iassist-1118	109	23	utilizes	utilize	VERB
iassist-1118	109	24	the	the	DET
iassist-1118	109	25	variable	variable	NOUN
iassist-1118	109	26	‘	'	PUNCT
iassist-1118	109	27	job_sat	job_sat	PROPN
iassist-1118	109	28	’	'	PUNCT
iassist-1118	109	29	to	to	PART
iassist-1118	109	30	gather	gather	VERB
iassist-1118	109	31	data	datum	NOUN
iassist-1118	109	32	.	.	PUNCT
iassist-1118	110	1	in	in	ADP
iassist-1118	110	2	another	another	DET
iassist-1118	110	3	wave	wave	NOUN
iassist-1118	110	4	or	or	CCONJ
iassist-1118	110	5	study	study	NOUN
iassist-1118	110	6	,	,	PUNCT
iassist-1118	110	7	the	the	DET
iassist-1118	110	8	same	same	ADJ
iassist-1118	110	9	variable	variable	NOUN
iassist-1118	110	10	‘	'	PUNCT
iassist-1118	110	11	job_sat	job_sat	PROPN
iassist-1118	110	12	’	'	PUNCT
iassist-1118	110	13	might	might	AUX
iassist-1118	110	14	be	be	AUX
iassist-1118	110	15	reused	reuse	VERB
iassist-1118	110	16	,	,	PUNCT
iassist-1118	110	17	but	but	CCONJ
iassist-1118	110	18	the	the	DET
iassist-1118	110	19	question	question	NOUN
iassist-1118	110	20	could	could	AUX
iassist-1118	110	21	be	be	AUX
iassist-1118	110	22	modified	modify	VERB
iassist-1118	110	23	to	to	PART
iassist-1118	110	24	suit	suit	VERB
iassist-1118	110	25	a	a	DET
iassist-1118	110	26	new	new	ADJ
iassist-1118	110	27	response	response	NOUN
iassist-1118	110	28	scale	scale	NOUN
iassist-1118	110	29	,	,	PUNCT
iassist-1118	110	30	like	like	ADP
iassist-1118	110	31	‘	'	PUNCT
iassist-1118	110	32	how	how	SCONJ
iassist-1118	110	33	satisfied	satisfied	ADJ
iassist-1118	110	34	are	be	AUX
iassist-1118	110	35	you	you	PRON
iassist-1118	110	36	with	with	ADP
iassist-1118	110	37	your	your	PRON
iassist-1118	110	38	job	job	NOUN
iassist-1118	110	39	on	on	ADP
iassist-1118	110	40	a	a	DET
iassist-1118	110	41	scale	scale	NOUN
iassist-1118	110	42	of	of	ADP
iassist-1118	110	43	1	1	NUM
iassist-1118	110	44	to	to	PART
iassist-1118	110	45	7	7	NUM
iassist-1118	110	46	?	?	SYM
iassist-1118	110	47	’	'	PUNCT
iassist-1118	110	48	c	c	X
iassist-1118	110	49	)	)	PUNCT
iassist-1118	110	50	scales	scale	NOUN
iassist-1118	110	51	:	:	PUNCT
iassist-1118	110	52	how	how	SCONJ
iassist-1118	110	53	a	a	DET
iassist-1118	110	54	variable	variable	NOUN
iassist-1118	110	55	's	's	PART
iassist-1118	110	56	answers	answer	NOUN
iassist-1118	110	57	are	be	AUX
iassist-1118	110	58	represented	represent	VERB
iassist-1118	110	59	can	can	AUX
iassist-1118	110	60	differ	differ	VERB
iassist-1118	110	61	between	between	ADP
iassist-1118	110	62	studies	study	NOUN
iassist-1118	110	63	.	.	PUNCT
iassist-1118	111	1	a	a	DET
iassist-1118	111	2	variable	variable	NOUN
iassist-1118	111	3	like	like	ADP
iassist-1118	111	4	‘	'	PUNCT
iassist-1118	111	5	job_sat	job_sat	X
iassist-1118	111	6	’	'	PUNCT
iassist-1118	111	7	might	might	AUX
iassist-1118	111	8	initially	initially	ADV
iassist-1118	111	9	use	use	VERB
iassist-1118	111	10	a	a	DET
iassist-1118	111	11	likert	likert	ADJ
iassist-1118	111	12	scale	scale	NOUN
iassist-1118	111	13	with	with	ADP
iassist-1118	111	14	response	response	NOUN
iassist-1118	111	15	options	option	NOUN
iassist-1118	111	16	from	from	ADP
iassist-1118	111	17	1	1	NUM
iassist-1118	111	18	(	(	PUNCT
iassist-1118	111	19	strongly	strongly	ADV
iassist-1118	111	20	dissatisfied	dissatisfied	ADJ
iassist-1118	111	21	)	)	PUNCT
iassist-1118	111	22	to	to	ADP
iassist-1118	111	23	5	5	NUM
iassist-1118	111	24	(	(	PUNCT
iassist-1118	111	25	strongly	strongly	ADV
iassist-1118	111	26	satisfied	satisfied	ADJ
iassist-1118	111	27	)	)	PUNCT
iassist-1118	111	28	.	.	PUNCT
iassist-1118	112	1	however	however	ADV
iassist-1118	112	2	,	,	PUNCT
iassist-1118	112	3	in	in	ADP
iassist-1118	112	4	another	another	DET
iassist-1118	112	5	wave	wave	NOUN
iassist-1118	112	6	or	or	CCONJ
iassist-1118	112	7	a	a	DET
iassist-1118	112	8	different	different	ADJ
iassist-1118	112	9	study	study	NOUN
iassist-1118	112	10	,	,	PUNCT
iassist-1118	112	11	the	the	DET
iassist-1118	112	12	same	same	ADJ
iassist-1118	112	13	variable	variable	NOUN
iassist-1118	112	14	might	might	AUX
iassist-1118	112	15	be	be	AUX
iassist-1118	112	16	measured	measure	VERB
iassist-1118	112	17	with	with	ADP
iassist-1118	112	18	an	an	DET
iassist-1118	112	19	extended	extended	ADJ
iassist-1118	112	20	likert	likert	NOUN
iassist-1118	112	21	scale	scale	NOUN
iassist-1118	112	22	,	,	PUNCT
iassist-1118	112	23	ranging	range	VERB
iassist-1118	112	24	from	from	ADP
iassist-1118	112	25	1	1	NUM
iassist-1118	112	26	(	(	PUNCT
iassist-1118	112	27	strongly	strongly	ADV
iassist-1118	112	28	dissatisfied	dissatisfied	ADJ
iassist-1118	112	29	)	)	PUNCT
iassist-1118	112	30	to	to	ADP
iassist-1118	112	31	7	7	NUM
iassist-1118	112	32	(	(	PUNCT
iassist-1118	112	33	strongly	strongly	ADV
iassist-1118	112	34	satisfied	satisfied	ADJ
iassist-1118	112	35	)	)	PUNCT
iassist-1118	112	36	.	.	PUNCT
iassist-1118	113	1	this	this	DET
iassist-1118	113	2	broader	broad	ADJ
iassist-1118	113	3	range	range	NOUN
iassist-1118	113	4	allows	allow	VERB
iassist-1118	113	5	for	for	ADP
iassist-1118	113	6	capturing	capture	VERB
iassist-1118	113	7	more	more	ADV
iassist-1118	113	8	nuanced	nuanced	ADJ
iassist-1118	113	9	responses	response	NOUN
iassist-1118	113	10	,	,	PUNCT
iassist-1118	113	11	for	for	ADP
iassist-1118	113	12	example	example	NOUN
iassist-1118	113	13	:	:	PUNCT
iassist-1118	113	14	likert	likert	ADJ
iassist-1118	113	15	scale	scale	NOUN
iassist-1118	113	16	5	5	NUM
iassist-1118	113	17	1	1	NUM
iassist-1118	113	18	.	.	PUNCT
iassist-1118	113	19	strongly	strongly	ADV
iassist-1118	113	20	dissatisfied	dissatisfied	ADJ
iassist-1118	113	21	2	2	NUM
iassist-1118	113	22	.	.	PUNCT
iassist-1118	113	23	dissatisfied	dissatisfied	ADJ
iassist-1118	113	24	3	3	NUM
iassist-1118	113	25	.	.	PUNCT
iassist-1118	113	26	neutral	neutral	ADJ
iassist-1118	113	27	4	4	NUM
iassist-1118	113	28	.	.	PUNCT
iassist-1118	114	1	satisfied	satisfied	ADJ
iassist-1118	114	2	5	5	NUM
iassist-1118	114	3	.	.	PUNCT
iassist-1118	114	4	strongly	strongly	ADV
iassist-1118	114	5	satisfied	satisfied	ADJ
iassist-1118	114	6	likert	likert	ADJ
iassist-1118	114	7	scale	scale	NOUN
iassist-1118	114	8	7	7	NUM
iassist-1118	114	9	1	1	NUM
iassist-1118	114	10	.	.	PUNCT
iassist-1118	115	1	strongly	strongly	ADV
iassist-1118	115	2	dissatisfied	dissatisfied	ADJ
iassist-1118	115	3	2	2	NUM
iassist-1118	115	4	.	.	PUNCT
iassist-1118	115	5	moderately	moderately	ADV
iassist-1118	115	6	dissatisfied	dissatisfied	ADJ
iassist-1118	115	7	3	3	NUM
iassist-1118	115	8	.	.	PUNCT
iassist-1118	115	9	slightly	slightly	ADV
iassist-1118	115	10	dissatisfied	dissatisfied	ADJ
iassist-1118	115	11	4	4	NUM
iassist-1118	115	12	.	.	PUNCT
iassist-1118	115	13	neutral	neutral	ADJ
iassist-1118	115	14	5	5	NUM
iassist-1118	115	15	.	.	PUNCT
iassist-1118	115	16	slightly	slightly	ADV
iassist-1118	115	17	satisfied	satisfied	ADJ
iassist-1118	115	18	6	6	NUM
iassist-1118	115	19	.	.	PUNCT
iassist-1118	115	20	moderately	moderately	ADV
iassist-1118	115	21	satisfied	satisfied	ADJ
iassist-1118	115	22	7	7	NUM
iassist-1118	115	23	.	.	PUNCT
iassist-1118	115	24	strongly	strongly	ADV
iassist-1118	115	25	satisfied	satisfied	ADJ
iassist-1118	115	26	panel	panel	NOUN
iassist-1118	115	27	studies	study	NOUN
iassist-1118	115	28	often	often	ADV
iassist-1118	115	29	survey	survey	VERB
iassist-1118	115	30	the	the	DET
iassist-1118	115	31	same	same	ADJ
iassist-1118	115	32	individuals	individual	NOUN
iassist-1118	115	33	or	or	CCONJ
iassist-1118	115	34	groups	group	NOUN
iassist-1118	115	35	repeatedly	repeatedly	ADV
iassist-1118	115	36	,	,	PUNCT
iassist-1118	115	37	measuring	measure	VERB
iassist-1118	115	38	the	the	DET
iassist-1118	115	39	same	same	ADJ
iassist-1118	115	40	variables	variable	NOUN
iassist-1118	115	41	across	across	ADP
iassist-1118	115	42	multiple	multiple	ADJ
iassist-1118	115	43	waves	wave	NOUN
iassist-1118	115	44	to	to	PART
iassist-1118	115	45	examine	examine	VERB
iassist-1118	115	46	changes	change	NOUN
iassist-1118	115	47	in	in	ADP
iassist-1118	115	48	opinions	opinion	NOUN
iassist-1118	115	49	over	over	ADP
iassist-1118	115	50	time	time	NOUN
iassist-1118	115	51	.	.	PUNCT
iassist-1118	116	1	however	however	ADV
iassist-1118	116	2	,	,	PUNCT
iassist-1118	116	3	the	the	DET
iassist-1118	116	4	dimensions	dimension	NOUN
iassist-1118	116	5	of	of	ADP
iassist-1118	116	6	these	these	DET
iassist-1118	116	7	measures	measure	NOUN
iassist-1118	116	8	or	or	CCONJ
iassist-1118	116	9	other	other	ADJ
iassist-1118	116	10	rules	rule	NOUN
iassist-1118	116	11	may	may	AUX
iassist-1118	116	12	also	also	ADV
iassist-1118	116	13	evolve	evolve	VERB
iassist-1118	116	14	.	.	PUNCT
iassist-1118	117	1	variables	variable	NOUN
iassist-1118	117	2	across	across	ADP
iassist-1118	117	3	series	series	NOUN
iassist-1118	117	4	are	be	AUX
iassist-1118	117	5	related	relate	VERB
iassist-1118	117	6	not	not	PART
iassist-1118	117	7	only	only	ADV
iassist-1118	117	8	in	in	ADP
iassist-1118	117	9	terms	term	NOUN
iassist-1118	117	10	of	of	ADP
iassist-1118	117	11	their	their	PRON
iassist-1118	117	12	content	content	NOUN
iassist-1118	117	13	but	but	CCONJ
iassist-1118	117	14	also	also	ADV
iassist-1118	117	15	in	in	ADP
iassist-1118	117	16	their	their	PRON
iassist-1118	117	17	quantity	quantity	NOUN
iassist-1118	117	18	,	,	PUNCT
iassist-1118	117	19	and	and	CCONJ
iassist-1118	117	20	a	a	DET
iassist-1118	117	21	one	one	NUM
iassist-1118	117	22	-	-	PUNCT
iassist-1118	117	23	to	to	ADP
iassist-1118	117	24	-	-	PUNCT
iassist-1118	117	25	one	one	NUM
iassist-1118	117	26	relationship	relationship	NOUN
iassist-1118	117	27	is	be	AUX
iassist-1118	117	28	not	not	PART
iassist-1118	117	29	always	always	ADV
iassist-1118	117	30	present	present	ADJ
iassist-1118	117	31	.	.	PUNCT
iassist-1118	118	1	in	in	ADP
iassist-1118	118	2	some	some	DET
iassist-1118	118	3	cases	case	NOUN
iassist-1118	118	4	,	,	PUNCT
iassist-1118	118	5	multiple	multiple	ADJ
iassist-1118	118	6	variables	variable	NOUN
iassist-1118	118	7	from	from	ADP
iassist-1118	118	8	a	a	DET
iassist-1118	118	9	previous	previous	ADJ
iassist-1118	118	10	series	series	NOUN
iassist-1118	118	11	are	be	AUX
iassist-1118	118	12	merged	merge	VERB
iassist-1118	118	13	into	into	ADP
iassist-1118	118	14	a	a	DET
iassist-1118	118	15	single	single	ADJ
iassist-1118	118	16	variable	variable	NOUN
iassist-1118	118	17	in	in	ADP
iassist-1118	118	18	the	the	DET
iassist-1118	118	19	next	next	ADJ
iassist-1118	118	20	,	,	PUNCT
iassist-1118	118	21	or	or	CCONJ
iassist-1118	118	22	a	a	DET
iassist-1118	118	23	single	single	ADJ
iassist-1118	118	24	variable	variable	NOUN
iassist-1118	118	25	is	be	AUX
iassist-1118	118	26	divided	divide	VERB
iassist-1118	118	27	into	into	ADP
iassist-1118	118	28	several	several	ADJ
iassist-1118	118	29	.	.	PUNCT
iassist-1118	119	1	researchers	researcher	NOUN
iassist-1118	119	2	may	may	AUX
iassist-1118	119	3	be	be	AUX
iassist-1118	119	4	interested	interested	ADJ
iassist-1118	119	5	in	in	ADP
iassist-1118	119	6	determining	determine	VERB
iassist-1118	119	7	if	if	SCONJ
iassist-1118	119	8	a	a	DET
iassist-1118	119	9	specific	specific	ADJ
iassist-1118	119	10	variable	variable	NOUN
iassist-1118	119	11	is	be	AUX
iassist-1118	119	12	consistently	consistently	ADV
iassist-1118	119	13	present	present	ADJ
iassist-1118	119	14	across	across	ADP
iassist-1118	119	15	all	all	DET
iassist-1118	119	16	time	time	NOUN
iassist-1118	119	17	points	point	NOUN
iassist-1118	119	18	.	.	PUNCT
iassist-1118	120	1	in	in	ADP
iassist-1118	120	2	cross	cross	ADJ
iassist-1118	120	3	-	-	ADJ
iassist-1118	120	4	sectional	sectional	ADJ
iassist-1118	120	5	studies	study	NOUN
iassist-1118	120	6	conducted	conduct	VERB
iassist-1118	120	7	at	at	ADP
iassist-1118	120	8	a	a	DET
iassist-1118	120	9	single	single	ADJ
iassist-1118	120	10	point	point	NOUN
iassist-1118	120	11	in	in	ADP
iassist-1118	120	12	time	time	NOUN
iassist-1118	120	13	,	,	PUNCT
iassist-1118	120	14	variables	variable	NOUN
iassist-1118	120	15	may	may	AUX
iassist-1118	120	16	also	also	ADV
iassist-1118	120	17	differ	differ	VERB
iassist-1118	120	18	depending	depend	VERB
iassist-1118	120	19	on	on	ADP
iassist-1118	120	20	the	the	DET
iassist-1118	120	21	sample	sample	NOUN
iassist-1118	120	22	or	or	CCONJ
iassist-1118	120	23	population	population	NOUN
iassist-1118	120	24	studied	study	VERB
iassist-1118	120	25	.	.	PUNCT
iassist-1118	121	1	for	for	ADP
iassist-1118	121	2	instance	instance	NOUN
iassist-1118	121	3	,	,	PUNCT
iassist-1118	121	4	a	a	DET
iassist-1118	121	5	study	study	NOUN
iassist-1118	121	6	focusing	focus	VERB
iassist-1118	121	7	solely	solely	ADV
iassist-1118	121	8	on	on	ADP
iassist-1118	121	9	college	college	NOUN
iassist-1118	121	10	students	student	NOUN
iassist-1118	121	11	may	may	AUX
iassist-1118	121	12	include	include	VERB
iassist-1118	121	13	more	more	ADV
iassist-1118	121	14	diverse	diverse	ADJ
iassist-1118	121	15	variables	variable	NOUN
iassist-1118	121	16	or	or	CCONJ
iassist-1118	121	17	measures	measure	NOUN
iassist-1118	121	18	than	than	ADP
iassist-1118	121	19	a	a	DET
iassist-1118	121	20	study	study	NOUN
iassist-1118	121	21	encompassing	encompass	VERB
iassist-1118	121	22	the	the	DET
iassist-1118	121	23	general	general	ADJ
iassist-1118	121	24	population	population	NOUN
iassist-1118	121	25	.	.	PUNCT
iassist-1118	122	1	transparency	transparency	NOUN
iassist-1118	122	2	in	in	ADP
iassist-1118	122	3	documenting	document	VERB
iassist-1118	122	4	variables	variable	NOUN
iassist-1118	122	5	and	and	CCONJ
iassist-1118	122	6	any	any	DET
iassist-1118	122	7	modifications	modification	NOUN
iassist-1118	122	8	across	across	ADP
iassist-1118	122	9	different	different	ADJ
iassist-1118	122	10	waves	wave	NOUN
iassist-1118	122	11	or	or	CCONJ
iassist-1118	122	12	samples	sample	NOUN
iassist-1118	122	13	is	be	AUX
iassist-1118	122	14	critical	critical	ADJ
iassist-1118	122	15	,	,	PUNCT
iassist-1118	122	16	regardless	regardless	ADV
iassist-1118	122	17	of	of	ADP
iassist-1118	122	18	the	the	DET
iassist-1118	122	19	study	study	NOUN
iassist-1118	122	20	design	design	NOUN
iassist-1118	122	21	.	.	PUNCT
iassist-1118	123	1	variables	variable	NOUN
iassist-1118	123	2	may	may	AUX
iassist-1118	123	3	be	be	AUX
iassist-1118	123	4	modified	modify	VERB
iassist-1118	123	5	due	due	ADP
iassist-1118	123	6	to	to	ADP
iassist-1118	123	7	several	several	ADJ
iassist-1118	123	8	factors	factor	NOUN
iassist-1118	123	9	:	:	PUNCT
iassist-1118	123	10	a	a	X
iassist-1118	123	11	)	)	PUNCT
iassist-1118	123	12	the	the	DET
iassist-1118	123	13	research	research	NOUN
iassist-1118	123	14	question	question	NOUN
iassist-1118	123	15	or	or	CCONJ
iassist-1118	123	16	study	study	NOUN
iassist-1118	123	17	goals	goal	NOUN
iassist-1118	123	18	:	:	PUNCT
iassist-1118	123	19	variables	variable	NOUN
iassist-1118	123	20	are	be	AUX
iassist-1118	123	21	selected	select	VERB
iassist-1118	123	22	to	to	PART
iassist-1118	123	23	answer	answer	VERB
iassist-1118	123	24	specific	specific	ADJ
iassist-1118	123	25	research	research	NOUN
iassist-1118	123	26	questions	question	NOUN
iassist-1118	123	27	,	,	PUNCT
iassist-1118	123	28	which	which	PRON
iassist-1118	123	29	may	may	AUX
iassist-1118	123	30	evolve	evolve	VERB
iassist-1118	123	31	over	over	ADP
iassist-1118	123	32	time	time	NOUN
iassist-1118	123	33	,	,	PUNCT
iassist-1118	123	34	necessitating	necessitate	VERB
iassist-1118	123	35	the	the	DET
iassist-1118	123	36	measurement	measurement	NOUN
iassist-1118	123	37	of	of	ADP
iassist-1118	123	38	different	different	ADJ
iassist-1118	123	39	variables	variable	NOUN
iassist-1118	123	40	in	in	ADP
iassist-1118	123	41	later	later	ADJ
iassist-1118	123	42	study	study	NOUN
iassist-1118	123	43	waves	wave	NOUN
iassist-1118	123	44	;	;	PUNCT
iassist-1118	123	45	b	b	X
iassist-1118	123	46	)	)	PUNCT
iassist-1118	123	47	the	the	DET
iassist-1118	123	48	sample	sample	NOUN
iassist-1118	123	49	or	or	CCONJ
iassist-1118	123	50	population	population	NOUN
iassist-1118	123	51	:	:	PUNCT
iassist-1118	123	52	variables	variable	NOUN
iassist-1118	123	53	can	can	AUX
iassist-1118	123	54	vary	vary	VERB
iassist-1118	123	55	across	across	ADP
iassist-1118	123	56	studies	study	NOUN
iassist-1118	123	57	or	or	CCONJ
iassist-1118	123	58	waves	wave	NOUN
iassist-1118	123	59	depending	depend	VERB
iassist-1118	123	60	on	on	ADP
iassist-1118	123	61	the	the	DET
iassist-1118	123	62	population	population	NOUN
iassist-1118	123	63	studied	study	VERB
iassist-1118	123	64	.	.	PUNCT
iassist-1118	124	1	different	different	ADJ
iassist-1118	124	2	target	target	NOUN
iassist-1118	124	3	groups	group	NOUN
iassist-1118	124	4	,	,	PUNCT
iassist-1118	124	5	like	like	ADP
iassist-1118	124	6	college	college	NOUN
iassist-1118	124	7	students	student	NOUN
iassist-1118	124	8	,	,	PUNCT
iassist-1118	124	9	may	may	AUX
iassist-1118	124	10	have	have	VERB
iassist-1118	124	11	distinct	distinct	ADJ
iassist-1118	124	12	variables	variable	NOUN
iassist-1118	124	13	compared	compare	VERB
iassist-1118	124	14	to	to	ADP
iassist-1118	124	15	other	other	ADJ
iassist-1118	124	16	demographic	demographic	ADJ
iassist-1118	124	17	groups	group	NOUN
iassist-1118	124	18	;	;	PUNCT
iassist-1118	124	19	c	c	X
iassist-1118	124	20	)	)	PUNCT
iassist-1118	124	21	measurement	measurement	NOUN
iassist-1118	124	22	instruments	instrument	NOUN
iassist-1118	124	23	or	or	CCONJ
iassist-1118	124	24	methods	method	NOUN
iassist-1118	124	25	:	:	PUNCT
iassist-1118	124	26	variations	variation	NOUN
iassist-1118	124	27	in	in	ADP
iassist-1118	124	28	survey	survey	NOUN
iassist-1118	124	29	questions	question	NOUN
iassist-1118	124	30	can	can	AUX
iassist-1118	124	31	alter	alter	VERB
iassist-1118	124	32	how	how	SCONJ
iassist-1118	124	33	variables	variable	NOUN
iassist-1118	124	34	are	be	AUX
iassist-1118	124	35	measured	measure	VERB
iassist-1118	124	36	,	,	PUNCT
iassist-1118	124	37	resulting	result	VERB
iassist-1118	124	38	in	in	ADP
iassist-1118	124	39	differences	difference	NOUN
iassist-1118	124	40	across	across	ADP
iassist-1118	124	41	studies	study	NOUN
iassist-1118	124	42	or	or	CCONJ
iassist-1118	124	43	waves	wave	NOUN
iassist-1118	124	44	;	;	PUNCT
iassist-1118	124	45	d	d	X
iassist-1118	124	46	)	)	PUNCT
iassist-1118	124	47	the	the	DET
iassist-1118	124	48	societal	societal	ADJ
iassist-1118	124	49	,	,	PUNCT
iassist-1118	124	50	political	political	ADJ
iassist-1118	124	51	,	,	PUNCT
iassist-1118	124	52	or	or	CCONJ
iassist-1118	124	53	economic	economic	ADJ
iassist-1118	124	54	environment	environment	NOUN
iassist-1118	124	55	:	:	PUNCT
iassist-1118	124	56	broader	broad	ADJ
iassist-1118	124	57	conditions	condition	NOUN
iassist-1118	124	58	can	can	AUX
iassist-1118	124	59	influence	influence	VERB
iassist-1118	124	60	variables	variable	NOUN
iassist-1118	124	61	.	.	PUNCT
iassist-1118	125	1	for	for	ADP
iassist-1118	125	2	example	example	NOUN
iassist-1118	125	3	,	,	PUNCT
iassist-1118	125	4	the	the	DET
iassist-1118	125	5	soep	soep	ADJ
iassist-1118	125	6	19	19	NUM
iassist-1118	125	7	was	be	AUX
iassist-1118	125	8	expanded	expand	VERB
iassist-1118	125	9	in	in	ADP
iassist-1118	125	10	1990	1990	NUM
iassist-1118	125	11	to	to	PART
iassist-1118	125	12	include	include	VERB
iassist-1118	125	13	east	east	PROPN
iassist-1118	125	14	germany	germany	PROPN
iassist-1118	125	15	post	post	PROPN
iassist-1118	125	16	-	-	NOUN
iassist-1118	125	17	reunification	reunification	NOUN
iassist-1118	125	18	and	and	CCONJ
iassist-1118	125	19	in	in	ADP
iassist-1118	125	20	2016	2016	NUM
iassist-1118	125	21	to	to	PART
iassist-1118	125	22	incorporate	incorporate	VERB
iassist-1118	125	23	a	a	DET
iassist-1118	125	24	sample	sample	NOUN
iassist-1118	125	25	of	of	ADP
iassist-1118	125	26	refugees	refugee	NOUN
iassist-1118	125	27	;	;	PUNCT
iassist-1118	125	28	e	e	X
iassist-1118	125	29	)	)	PUNCT
iassist-1118	125	30	data	datum	NOUN
iassist-1118	125	31	availability	availability	NOUN
iassist-1118	125	32	or	or	CCONJ
iassist-1118	125	33	quality	quality	NOUN
iassist-1118	125	34	:	:	PUNCT
iassist-1118	125	35	new	new	ADJ
iassist-1118	125	36	data	datum	NOUN
iassist-1118	125	37	sources	source	NOUN
iassist-1118	125	38	or	or	CCONJ
iassist-1118	125	39	improvements	improvement	NOUN
iassist-1118	125	40	in	in	ADP
iassist-1118	125	41	data	datum	NOUN
iassist-1118	125	42	collection	collection	NOUN
iassist-1118	125	43	can	can	AUX
iassist-1118	125	44	lead	lead	VERB
iassist-1118	125	45	to	to	ADP
iassist-1118	125	46	variations	variation	NOUN
iassist-1118	125	47	in	in	ADP
iassist-1118	125	48	the	the	DET
iassist-1118	125	49	variables	variable	NOUN
iassist-1118	125	50	used	use	VERB
iassist-1118	125	51	across	across	ADP
iassist-1118	125	52	studies	study	NOUN
iassist-1118	125	53	or	or	CCONJ
iassist-1118	125	54	waves	wave	NOUN
iassist-1118	125	55	.	.	PUNCT
iassist-1118	126	1	variable	variable	ADJ
iassist-1118	126	2	documentation	documentation	NOUN
iassist-1118	126	3	is	be	AUX
iassist-1118	126	4	essential	essential	ADJ
iassist-1118	126	5	for	for	ADP
iassist-1118	126	6	providing	provide	VERB
iassist-1118	126	7	transparency	transparency	NOUN
iassist-1118	126	8	and	and	CCONJ
iassist-1118	126	9	provenance	provenance	NOUN
iassist-1118	126	10	information	information	NOUN
iassist-1118	126	11	about	about	ADP
iassist-1118	126	12	the	the	DET
iassist-1118	126	13	lifecycle	lifecycle	NOUN
iassist-1118	126	14	of	of	ADP
iassist-1118	126	15	variables	variable	NOUN
iassist-1118	126	16	in	in	ADP
iassist-1118	126	17	studies	study	NOUN
iassist-1118	126	18	.	.	PUNCT
iassist-1118	127	1	however	however	ADV
iassist-1118	127	2	,	,	PUNCT
iassist-1118	127	3	deriving	derive	VERB
iassist-1118	127	4	insights	insight	NOUN
iassist-1118	127	5	from	from	ADP
iassist-1118	127	6	these	these	DET
iassist-1118	127	7	sources	source	NOUN
iassist-1118	127	8	can	can	AUX
iassist-1118	127	9	be	be	AUX
iassist-1118	127	10	complex	complex	ADJ
iassist-1118	127	11	and	and	CCONJ
iassist-1118	127	12	time	time	NOUN
iassist-1118	127	13	-	-	PUNCT
iassist-1118	127	14	consuming	consume	VERB
iassist-1118	127	15	.	.	PUNCT
iassist-1118	128	1	to	to	PART
iassist-1118	128	2	address	address	VERB
iassist-1118	128	3	this	this	DET
iassist-1118	128	4	,	,	PUNCT
iassist-1118	128	5	controlled	control	VERB
iassist-1118	128	6	vocabularies	vocabulary	NOUN
iassist-1118	128	7	,	,	PUNCT
iassist-1118	128	8	as	as	SCONJ
iassist-1118	128	9	developed	develop	VERB
iassist-1118	128	10	by	by	ADP
iassist-1118	128	11	the	the	DET
iassist-1118	128	12	ddi	ddi	PROPN
iassist-1118	128	13	alliance	alliance	PROPN
iassist-1118	128	14	's	's	PART
iassist-1118	128	15	controlled	control	VERB
iassist-1118	128	16	vocabularies	vocabulary	NOUN
iassist-1118	128	17	group	group	NOUN
iassist-1118	128	18	(	(	PUNCT
iassist-1118	128	19	cvg	cvg	NOUN
iassist-1118	128	20	)	)	PUNCT
iassist-1118	128	21	,	,	PUNCT
iassist-1118	128	22	are	be	AUX
iassist-1118	128	23	vital	vital	ADJ
iassist-1118	128	24	for	for	ADP
iassist-1118	128	25	defining	define	VERB
iassist-1118	128	26	metadata	metadata	NOUN
iassist-1118	128	27	element	element	NOUN
iassist-1118	128	28	meanings	meaning	NOUN
iassist-1118	128	29	,	,	PUNCT
iassist-1118	128	30	improving	improve	VERB
iassist-1118	128	31	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	ADJ
iassist-1118	128	32	https://doi.org/10.5684/soep.core.v37i	https://doi.org/10.5684/soep.core.v37i	PROPN
iassist-1118	128	33	6/16	6/16	NUM
iassist-1118	128	34	saldanha	saldanha	NOUN
iassist-1118	128	35	bach	bach	NOUN
iassist-1118	128	36	,	,	PUNCT
iassist-1118	128	37	janete	janete	ADJ
iassist-1118	128	38	;	;	PUNCT
iassist-1118	128	39	klas	kla	NOUN
iassist-1118	128	40	,	,	PUNCT
iassist-1118	128	41	claus	claus	PROPN
iassist-1118	128	42	-	-	PUNCT
iassist-1118	128	43	peter	peter	PROPN
iassist-1118	128	44	(	(	PUNCT
iassist-1118	128	45	2024	2024	NUM
iassist-1118	128	46	)	)	PUNCT
iassist-1118	128	47	enhancing	enhance	VERB
iassist-1118	128	48	fair	fair	ADJ
iassist-1118	128	49	compliance	compliance	NOUN
iassist-1118	128	50	:	:	PUNCT
iassist-1118	128	51	a	a	DET
iassist-1118	128	52	controlled	control	VERB
iassist-1118	128	53	vocabulary	vocabulary	NOUN
iassist-1118	128	54	for	for	ADP
iassist-1118	128	55	mapping	map	VERB
iassist-1118	128	56	social	social	ADJ
iassist-1118	128	57	sciences	sciences	PROPN
iassist-1118	128	58	survey	survey	NOUN
iassist-1118	128	59	variables	variable	NOUN
iassist-1118	128	60	,	,	PUNCT
iassist-1118	128	61	iassist	iassist	VERB
iassist-1118	128	62	quarterly	quarterly	ADJ
iassist-1118	128	63	48(2	48(2	NUM
iassist-1118	128	64	)	)	PUNCT
iassist-1118	128	65	,	,	PUNCT
iassist-1118	128	66	pp	pp	PROPN
iassist-1118	128	67	.	.	PUNCT
iassist-1118	129	1	1	1	NUM
iassist-1118	129	2	-	-	SYM
iassist-1118	129	3	15	15	NUM
iassist-1118	129	4	.	.	PUNCT
iassist-1118	130	1	doi	doi	NOUN
iassist-1118	130	2	:	:	PUNCT
iassist-1118	130	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	130	4	consistency	consistency	NOUN
iassist-1118	130	5	,	,	PUNCT
iassist-1118	130	6	comparability	comparability	NOUN
iassist-1118	130	7	,	,	PUNCT
iassist-1118	130	8	and	and	CCONJ
iassist-1118	130	9	efficiency	efficiency	NOUN
iassist-1118	130	10	of	of	ADP
iassist-1118	130	11	documentation	documentation	NOUN
iassist-1118	130	12	,	,	PUNCT
iassist-1118	130	13	and	and	CCONJ
iassist-1118	130	14	enhancing	enhance	VERB
iassist-1118	130	15	information	information	NOUN
iassist-1118	130	16	retrieval	retrieval	NOUN
iassist-1118	130	17	(	(	PUNCT
iassist-1118	130	18	jaaskelainen	jaaskelainen	PROPN
iassist-1118	130	19	,	,	PUNCT
iassist-1118	130	20	moschner	moschner	NOUN
iassist-1118	130	21	,	,	PUNCT
iassist-1118	130	22	and	and	CCONJ
iassist-1118	130	23	wackerow	wackerow	NOUN
iassist-1118	130	24	,	,	PUNCT
iassist-1118	130	25	2010	2010	NUM
iassist-1118	130	26	)	)	PUNCT
iassist-1118	130	27	.	.	PUNCT
iassist-1118	131	1	the	the	DET
iassist-1118	131	2	ddi	ddi	PROPN
iassist-1118	131	3	alliance	alliance	PROPN
iassist-1118	131	4	's	's	PART
iassist-1118	131	5	controlled	control	VERB
iassist-1118	131	6	vocabulary	vocabulary	NOUN
iassist-1118	131	7	for	for	ADP
iassist-1118	131	8	commonality	commonality	NOUN
iassist-1118	131	9	type	type	NOUN
iassist-1118	131	10	,	,	PUNCT
iassist-1118	131	11	which	which	PRON
iassist-1118	131	12	aims	aim	VERB
iassist-1118	131	13	to	to	PART
iassist-1118	131	14	describe	describe	VERB
iassist-1118	131	15	the	the	DET
iassist-1118	131	16	degree	degree	NOUN
iassist-1118	131	17	of	of	ADP
iassist-1118	131	18	similarity	similarity	NOUN
iassist-1118	131	19	between	between	ADP
iassist-1118	131	20	items	item	NOUN
iassist-1118	131	21	,	,	PUNCT
iassist-1118	131	22	uses	use	VERB
iassist-1118	131	23	codes	code	NOUN
iassist-1118	131	24	like	like	ADP
iassist-1118	131	25	'	'	PUNCT
iassist-1118	131	26	identical	identical	ADJ
iassist-1118	131	27	,	,	PUNCT
iassist-1118	131	28	'	'	PUNCT
iassist-1118	131	29	'	'	PUNCT
iassist-1118	131	30	some	some	PRON
iassist-1118	131	31	,	,	PUNCT
iassist-1118	131	32	'	'	PUNCT
iassist-1118	131	33	and	and	CCONJ
iassist-1118	131	34	'	'	PUNCT
iassist-1118	131	35	none	none	NOUN
iassist-1118	131	36	.	.	PUNCT
iassist-1118	131	37	'	'	PUNCT
iassist-1118	132	1	for	for	ADP
iassist-1118	132	2	instance	instance	NOUN
iassist-1118	132	3	,	,	PUNCT
iassist-1118	132	4	'	'	PUNCT
iassist-1118	132	5	identical	identical	ADJ
iassist-1118	132	6	'	'	PUNCT
iassist-1118	132	7	indicates	indicate	VERB
iassist-1118	132	8	that	that	SCONJ
iassist-1118	132	9	all	all	DET
iassist-1118	132	10	variable	variable	ADJ
iassist-1118	132	11	attributes	attribute	NOUN
iassist-1118	132	12	are	be	AUX
iassist-1118	132	13	the	the	DET
iassist-1118	132	14	same	same	ADJ
iassist-1118	132	15	,	,	PUNCT
iassist-1118	132	16	while	while	SCONJ
iassist-1118	132	17	'	'	PUNCT
iassist-1118	132	18	some	some	PRON
iassist-1118	132	19	'	'	PUNCT
iassist-1118	132	20	suggests	suggest	VERB
iassist-1118	132	21	similarity	similarity	NOUN
iassist-1118	132	22	but	but	CCONJ
iassist-1118	132	23	not	not	PART
iassist-1118	132	24	complete	complete	VERB
iassist-1118	132	25	identity	identity	NOUN
iassist-1118	132	26	.	.	PUNCT
iassist-1118	133	1	however	however	ADV
iassist-1118	133	2	,	,	PUNCT
iassist-1118	133	3	'	'	PUNCT
iassist-1118	133	4	some	some	PRON
iassist-1118	133	5	'	'	PUNCT
iassist-1118	133	6	does	do	AUX
iassist-1118	133	7	not	not	PART
iassist-1118	133	8	specify	specify	VERB
iassist-1118	133	9	which	which	DET
iassist-1118	133	10	attributes	attribute	NOUN
iassist-1118	133	11	differ	differ	VERB
iassist-1118	133	12	,	,	PUNCT
iassist-1118	133	13	making	make	VERB
iassist-1118	133	14	it	it	PRON
iassist-1118	133	15	insufficient	insufficient	ADJ
iassist-1118	133	16	for	for	ADP
iassist-1118	133	17	disambiguating	disambiguate	VERB
iassist-1118	133	18	relationships	relationship	NOUN
iassist-1118	133	19	between	between	ADP
iassist-1118	133	20	variables	variable	NOUN
iassist-1118	133	21	.	.	PUNCT
iassist-1118	134	1	a	a	DET
iassist-1118	134	2	third	third	ADJ
iassist-1118	134	3	code	code	NOUN
iassist-1118	134	4	,	,	PUNCT
iassist-1118	134	5	'	'	PUNCT
iassist-1118	134	6	none	none	NOUN
iassist-1118	134	7	,	,	PUNCT
iassist-1118	134	8	'	'	PUNCT
iassist-1118	134	9	indicates	indicate	VERB
iassist-1118	134	10	an	an	DET
iassist-1118	134	11	absence	absence	NOUN
iassist-1118	134	12	of	of	ADP
iassist-1118	134	13	comparability	comparability	NOUN
iassist-1118	134	14	where	where	SCONJ
iassist-1118	134	15	it	it	PRON
iassist-1118	134	16	was	be	AUX
iassist-1118	134	17	expected	expect	VERB
iassist-1118	134	18	.	.	PUNCT
iassist-1118	135	1	we	we	PRON
iassist-1118	135	2	will	will	AUX
iassist-1118	135	3	describe	describe	VERB
iassist-1118	135	4	support	support	NOUN
iassist-1118	135	5	standards	standard	NOUN
iassist-1118	135	6	to	to	PART
iassist-1118	135	7	document	document	VERB
iassist-1118	135	8	better	well	ADV
iassist-1118	135	9	the	the	DET
iassist-1118	135	10	reuse	reuse	NOUN
iassist-1118	135	11	and	and	CCONJ
iassist-1118	135	12	adaptation	adaptation	NOUN
iassist-1118	135	13	of	of	ADP
iassist-1118	135	14	variables	variable	NOUN
iassist-1118	135	15	across	across	ADP
iassist-1118	135	16	waves	wave	NOUN
iassist-1118	135	17	and	and	CCONJ
iassist-1118	135	18	studies	study	NOUN
iassist-1118	135	19	.	.	PUNCT
iassist-1118	136	1	modelling	model	VERB
iassist-1118	136	2	metadata	metadata	NOUN
iassist-1118	136	3	standards	standard	NOUN
iassist-1118	136	4	social	social	ADJ
iassist-1118	136	5	science	science	NOUN
iassist-1118	136	6	research	research	NOUN
iassist-1118	136	7	employs	employ	VERB
iassist-1118	136	8	various	various	ADJ
iassist-1118	136	9	methods	method	NOUN
iassist-1118	136	10	and	and	CCONJ
iassist-1118	136	11	standards	standard	NOUN
iassist-1118	136	12	to	to	ADP
iassist-1118	136	13	document	document	NOUN
iassist-1118	136	14	studies	study	NOUN
iassist-1118	136	15	and	and	CCONJ
iassist-1118	136	16	enable	enable	VERB
iassist-1118	136	17	the	the	DET
iassist-1118	136	18	tracking	tracking	NOUN
iassist-1118	136	19	of	of	ADP
iassist-1118	136	20	variables	variable	NOUN
iassist-1118	136	21	across	across	ADP
iassist-1118	136	22	different	different	ADJ
iassist-1118	136	23	studies	study	NOUN
iassist-1118	136	24	or	or	CCONJ
iassist-1118	136	25	waves	wave	NOUN
iassist-1118	136	26	.	.	PUNCT
iassist-1118	137	1	commonly	commonly	ADV
iassist-1118	137	2	used	use	VERB
iassist-1118	137	3	standards	standard	NOUN
iassist-1118	137	4	and	and	CCONJ
iassist-1118	137	5	best	good	ADJ
iassist-1118	137	6	practices	practice	NOUN
iassist-1118	137	7	include	include	VERB
iassist-1118	137	8	codebooks	codebook	NOUN
iassist-1118	137	9	,	,	PUNCT
iassist-1118	137	10	data	datum	NOUN
iassist-1118	137	11	dictionaries	dictionary	NOUN
iassist-1118	137	12	,	,	PUNCT
iassist-1118	137	13	metadata	metadata	ADJ
iassist-1118	137	14	schema	schema	NOUN
iassist-1118	137	15	,	,	PUNCT
iassist-1118	137	16	and	and	CCONJ
iassist-1118	137	17	longitudinal	longitudinal	ADJ
iassist-1118	137	18	tracking	tracking	NOUN
iassist-1118	137	19	.	.	PUNCT
iassist-1118	138	1	codebooks	codebook	NOUN
iassist-1118	138	2	provide	provide	VERB
iassist-1118	138	3	detailed	detailed	ADJ
iassist-1118	138	4	information	information	NOUN
iassist-1118	138	5	about	about	ADP
iassist-1118	138	6	variables	variable	NOUN
iassist-1118	138	7	and	and	CCONJ
iassist-1118	138	8	data	datum	NOUN
iassist-1118	138	9	collected	collect	VERB
iassist-1118	138	10	in	in	ADP
iassist-1118	138	11	a	a	DET
iassist-1118	138	12	study	study	NOUN
iassist-1118	138	13	.	.	PUNCT
iassist-1118	139	1	best	good	ADJ
iassist-1118	139	2	practices	practice	NOUN
iassist-1118	139	3	for	for	ADP
iassist-1118	139	4	creating	create	VERB
iassist-1118	139	5	codebooks	codebook	NOUN
iassist-1118	139	6	involve	involve	VERB
iassist-1118	139	7	offering	offer	VERB
iassist-1118	139	8	explicit	explicit	ADJ
iassist-1118	139	9	descriptions	description	NOUN
iassist-1118	139	10	of	of	ADP
iassist-1118	139	11	variables	variable	NOUN
iassist-1118	139	12	and	and	CCONJ
iassist-1118	139	13	their	their	PRON
iassist-1118	139	14	measurements	measurement	NOUN
iassist-1118	139	15	,	,	PUNCT
iassist-1118	139	16	including	include	VERB
iassist-1118	139	17	coding	code	VERB
iassist-1118	139	18	instructions	instruction	NOUN
iassist-1118	139	19	,	,	PUNCT
iassist-1118	139	20	recording	recording	NOUN
iassist-1118	139	21	procedures	procedure	NOUN
iassist-1118	139	22	,	,	PUNCT
iassist-1118	139	23	and	and	CCONJ
iassist-1118	139	24	maintaining	maintain	VERB
iassist-1118	139	25	consistent	consistent	ADJ
iassist-1118	139	26	terminology	terminology	NOUN
iassist-1118	139	27	and	and	CCONJ
iassist-1118	139	28	formatting	formatting	NOUN
iassist-1118	139	29	.	.	PUNCT
iassist-1118	140	1	the	the	DET
iassist-1118	140	2	data	data	PROPN
iassist-1118	140	3	documentation	documentation	NOUN
iassist-1118	140	4	initiative	initiative	NOUN
iassist-1118	140	5	(	(	PUNCT
iassist-1118	140	6	ddi	ddi	PROPN
iassist-1118	140	7	)	)	PUNCT
iassist-1118	140	8	is	be	AUX
iassist-1118	140	9	the	the	DET
iassist-1118	140	10	standard	standard	ADJ
iassist-1118	140	11	file	file	NOUN
iassist-1118	140	12	format	format	NOUN
iassist-1118	140	13	for	for	ADP
iassist-1118	140	14	codebooks	codebook	NOUN
iassist-1118	140	15	,	,	PUNCT
iassist-1118	140	16	utilizing	utilize	VERB
iassist-1118	140	17	extensible	extensible	ADJ
iassist-1118	140	18	markup	markup	ADJ
iassist-1118	140	19	language	language	NOUN
iassist-1118	140	20	(	(	PUNCT
iassist-1118	140	21	xml	xml	NOUN
iassist-1118	140	22	)	)	PUNCT
iassist-1118	140	23	for	for	ADP
iassist-1118	140	24	metadata	metadata	NOUN
iassist-1118	140	25	specification	specification	NOUN
iassist-1118	140	26	.	.	PUNCT
iassist-1118	141	1	data	datum	NOUN
iassist-1118	141	2	dictionaries	dictionary	NOUN
iassist-1118	141	3	focus	focus	VERB
iassist-1118	141	4	more	more	ADV
iassist-1118	141	5	on	on	ADP
iassist-1118	141	6	the	the	DET
iassist-1118	141	7	structure	structure	NOUN
iassist-1118	141	8	and	and	CCONJ
iassist-1118	141	9	format	format	NOUN
iassist-1118	141	10	of	of	ADP
iassist-1118	141	11	the	the	DET
iassist-1118	141	12	data	datum	NOUN
iassist-1118	141	13	.	.	PUNCT
iassist-1118	142	1	they	they	PRON
iassist-1118	142	2	are	be	AUX
iassist-1118	142	3	crucial	crucial	ADJ
iassist-1118	142	4	for	for	ADP
iassist-1118	142	5	ensuring	ensure	VERB
iassist-1118	142	6	consistent	consistent	ADJ
iassist-1118	142	7	data	datum	NOUN
iassist-1118	142	8	collection	collection	NOUN
iassist-1118	142	9	and	and	CCONJ
iassist-1118	142	10	organization	organization	NOUN
iassist-1118	142	11	.	.	PUNCT
iassist-1118	143	1	best	good	ADJ
iassist-1118	143	2	practices	practice	NOUN
iassist-1118	143	3	include	include	VERB
iassist-1118	143	4	providing	provide	VERB
iassist-1118	143	5	clear	clear	ADJ
iassist-1118	143	6	definitions	definition	NOUN
iassist-1118	143	7	for	for	ADP
iassist-1118	143	8	variables	variable	NOUN
iassist-1118	143	9	,	,	PUNCT
iassist-1118	143	10	specifying	specify	VERB
iassist-1118	143	11	variable	variable	ADJ
iassist-1118	143	12	names	name	NOUN
iassist-1118	143	13	and	and	CCONJ
iassist-1118	143	14	labels	label	NOUN
iassist-1118	143	15	,	,	PUNCT
iassist-1118	143	16	and	and	CCONJ
iassist-1118	143	17	adhering	adhere	VERB
iassist-1118	143	18	to	to	ADP
iassist-1118	143	19	standard	standard	ADJ
iassist-1118	143	20	data	datum	NOUN
iassist-1118	143	21	types	type	NOUN
iassist-1118	143	22	and	and	CCONJ
iassist-1118	143	23	codes	code	NOUN
iassist-1118	143	24	.	.	PUNCT
iassist-1118	144	1	data	datum	NOUN
iassist-1118	144	2	dictionaries	dictionary	NOUN
iassist-1118	144	3	often	often	ADV
iassist-1118	144	4	use	use	VERB
iassist-1118	144	5	standard	standard	ADJ
iassist-1118	144	6	file	file	NOUN
iassist-1118	144	7	formats	format	NOUN
iassist-1118	144	8	like	like	ADP
iassist-1118	144	9	ddi	ddi	NOUN
iassist-1118	144	10	and	and	CCONJ
iassist-1118	144	11	statistical	statistical	ADJ
iassist-1118	144	12	data	datum	NOUN
iassist-1118	144	13	and	and	CCONJ
iassist-1118	144	14	metadata	metadata	PROPN
iassist-1118	144	15	exchange	exchange	NOUN
iassist-1118	144	16	(	(	PUNCT
iassist-1118	144	17	sdmx	sdmx	PROPN
iassist-1118	144	18	)	)	PUNCT
iassist-1118	144	19	20	20	NUM
iassist-1118	144	20	.	.	PUNCT
iassist-1118	145	1	metadata	metadata	PROPN
iassist-1118	145	2	standards	standard	NOUN
iassist-1118	145	3	offer	offer	VERB
iassist-1118	145	4	comprehensive	comprehensive	ADJ
iassist-1118	145	5	information	information	NOUN
iassist-1118	145	6	about	about	ADP
iassist-1118	145	7	study	study	NOUN
iassist-1118	145	8	design	design	NOUN
iassist-1118	145	9	,	,	PUNCT
iassist-1118	145	10	sampling	sample	VERB
iassist-1118	145	11	methods	method	NOUN
iassist-1118	145	12	,	,	PUNCT
iassist-1118	145	13	and	and	CCONJ
iassist-1118	145	14	data	datum	NOUN
iassist-1118	145	15	collection	collection	NOUN
iassist-1118	145	16	procedures	procedure	NOUN
iassist-1118	145	17	.	.	PUNCT
iassist-1118	146	1	the	the	DET
iassist-1118	146	2	dublin	dublin	PROPN
iassist-1118	146	3	core	core	PROPN
iassist-1118	146	4	metadata	metadata	PROPN
iassist-1118	146	5	initiative21	initiative21	PROPN
iassist-1118	146	6	is	be	AUX
iassist-1118	146	7	a	a	DET
iassist-1118	146	8	standard	standard	ADJ
iassist-1118	146	9	format	format	NOUN
iassist-1118	146	10	for	for	ADP
iassist-1118	146	11	metadata	metadata	NOUN
iassist-1118	146	12	for	for	ADP
iassist-1118	146	13	digital	digital	ADJ
iassist-1118	146	14	objects	object	NOUN
iassist-1118	146	15	in	in	ADP
iassist-1118	146	16	general	general	ADJ
iassist-1118	146	17	,	,	PUNCT
iassist-1118	146	18	while	while	SCONJ
iassist-1118	146	19	the	the	DET
iassist-1118	146	20	datacite	datacite	ADJ
iassist-1118	146	21	metadata	metadata	NOUN
iassist-1118	146	22	schema	schema	NOUN
iassist-1118	146	23	(	(	PUNCT
iassist-1118	146	24	datacite	datacite	ADJ
iassist-1118	146	25	metadata	metadata	NOUN
iassist-1118	146	26	working	working	NOUN
iassist-1118	146	27	group	group	NOUN
iassist-1118	146	28	,	,	PUNCT
iassist-1118	146	29	2021	2021	NUM
iassist-1118	146	30	)	)	PUNCT
iassist-1118	146	31	is	be	AUX
iassist-1118	146	32	specifically	specifically	ADV
iassist-1118	146	33	tailored	tailor	VERB
iassist-1118	146	34	for	for	ADP
iassist-1118	146	35	documenting	document	VERB
iassist-1118	146	36	research	research	NOUN
iassist-1118	146	37	data	datum	NOUN
iassist-1118	146	38	publication	publication	NOUN
iassist-1118	146	39	and	and	CCONJ
iassist-1118	146	40	citation	citation	NOUN
iassist-1118	146	41	.	.	PUNCT
iassist-1118	147	1	longitudinal	longitudinal	ADJ
iassist-1118	147	2	tracking	tracking	NOUN
iassist-1118	147	3	is	be	AUX
iassist-1118	147	4	another	another	DET
iassist-1118	147	5	technical	technical	ADJ
iassist-1118	147	6	feature	feature	NOUN
iassist-1118	147	7	that	that	PRON
iassist-1118	147	8	allows	allow	VERB
iassist-1118	147	9	researchers	researcher	NOUN
iassist-1118	147	10	to	to	PART
iassist-1118	147	11	follow	follow	VERB
iassist-1118	147	12	individual	individual	ADJ
iassist-1118	147	13	respondents	respondent	NOUN
iassist-1118	147	14	over	over	ADP
iassist-1118	147	15	time	time	NOUN
iassist-1118	147	16	in	in	ADP
iassist-1118	147	17	longitudinal	longitudinal	ADJ
iassist-1118	147	18	studies	study	NOUN
iassist-1118	147	19	.	.	PUNCT
iassist-1118	148	1	these	these	DET
iassist-1118	148	2	features	feature	NOUN
iassist-1118	148	3	help	help	VERB
iassist-1118	148	4	ensure	ensure	VERB
iassist-1118	148	5	that	that	SCONJ
iassist-1118	148	6	the	the	DET
iassist-1118	148	7	same	same	ADJ
iassist-1118	148	8	variable	variable	NOUN
iassist-1118	148	9	is	be	AUX
iassist-1118	148	10	measured	measure	VERB
iassist-1118	148	11	for	for	ADP
iassist-1118	148	12	individuals	individual	NOUN
iassist-1118	148	13	across	across	ADP
iassist-1118	148	14	different	different	ADJ
iassist-1118	148	15	study	study	NOUN
iassist-1118	148	16	waves	wave	NOUN
iassist-1118	148	17	,	,	PUNCT
iassist-1118	148	18	leading	lead	VERB
iassist-1118	148	19	to	to	ADP
iassist-1118	148	20	identifiable	identifiable	ADJ
iassist-1118	148	21	persons	person	NOUN
iassist-1118	148	22	.	.	PUNCT
iassist-1118	149	1	this	this	DET
iassist-1118	149	2	practice	practice	NOUN
iassist-1118	149	3	includes	include	VERB
iassist-1118	149	4	using	use	VERB
iassist-1118	149	5	unique	unique	ADJ
iassist-1118	149	6	identifiers	identifier	NOUN
iassist-1118	149	7	for	for	ADP
iassist-1118	149	8	individuals	individual	NOUN
iassist-1118	149	9	,	,	PUNCT
iassist-1118	149	10	which	which	PRON
iassist-1118	149	11	requires	require	VERB
iassist-1118	149	12	a	a	DET
iassist-1118	149	13	higher	high	ADJ
iassist-1118	149	14	level	level	NOUN
iassist-1118	149	15	of	of	ADP
iassist-1118	149	16	data	datum	NOUN
iassist-1118	149	17	security	security	NOUN
iassist-1118	149	18	and	and	CCONJ
iassist-1118	149	19	privacy	privacy	NOUN
iassist-1118	149	20	to	to	PART
iassist-1118	149	21	comply	comply	VERB
iassist-1118	149	22	with	with	ADP
iassist-1118	149	23	privacy	privacy	NOUN
iassist-1118	149	24	laws	law	NOUN
iassist-1118	149	25	such	such	ADJ
iassist-1118	149	26	as	as	ADP
iassist-1118	149	27	the	the	DET
iassist-1118	149	28	general	general	ADJ
iassist-1118	149	29	data	data	PROPN
iassist-1118	149	30	protection	protection	PROPN
iassist-1118	149	31	regulation	regulation	PROPN
iassist-1118	149	32	gdpr	gdpr	NOUN
iassist-1118	149	33	(	(	PUNCT
iassist-1118	149	34	european	european	PROPN
iassist-1118	149	35	union	union	PROPN
iassist-1118	149	36	,	,	PUNCT
iassist-1118	149	37	2016	2016	NUM
iassist-1118	149	38	)	)	PUNCT
iassist-1118	149	39	while	while	SCONJ
iassist-1118	149	40	using	use	VERB
iassist-1118	149	41	standardized	standardized	ADJ
iassist-1118	149	42	protocols	protocol	NOUN
iassist-1118	149	43	for	for	ADP
iassist-1118	149	44	tracking	track	VERB
iassist-1118	149	45	individuals	individual	NOUN
iassist-1118	149	46	over	over	ADP
iassist-1118	149	47	time	time	NOUN
iassist-1118	149	48	.	.	PUNCT
iassist-1118	150	1	standard	standard	ADJ
iassist-1118	150	2	file	file	NOUN
iassist-1118	150	3	formats	format	NOUN
iassist-1118	150	4	,	,	PUNCT
iassist-1118	150	5	such	such	ADJ
iassist-1118	150	6	as	as	ADP
iassist-1118	150	7	the	the	DET
iassist-1118	150	8	longitudinal	longitudinal	ADJ
iassist-1118	150	9	data	data	NOUN
iassist-1118	150	10	file	file	NOUN
iassist-1118	150	11	(	(	PUNCT
iassist-1118	150	12	ldf	ldf	PROPN
iassist-1118	150	13	)	)	PUNCT
iassist-1118	150	14	format	format	NOUN
iassist-1118	150	15	,	,	PUNCT
iassist-1118	150	16	are	be	AUX
iassist-1118	150	17	commonly	commonly	ADV
iassist-1118	150	18	used	use	VERB
iassist-1118	150	19	for	for	ADP
iassist-1118	150	20	longitudinal	longitudinal	ADJ
iassist-1118	150	21	data	datum	NOUN
iassist-1118	150	22	.	.	PUNCT
iassist-1118	151	1	considering	consider	VERB
iassist-1118	151	2	the	the	DET
iassist-1118	151	3	importance	importance	NOUN
iassist-1118	151	4	of	of	ADP
iassist-1118	151	5	variables	variable	NOUN
iassist-1118	151	6	and	and	CCONJ
iassist-1118	151	7	their	their	PRON
iassist-1118	151	8	relationships	relationship	NOUN
iassist-1118	151	9	,	,	PUNCT
iassist-1118	151	10	it	it	PRON
iassist-1118	151	11	is	be	AUX
iassist-1118	151	12	vital	vital	ADJ
iassist-1118	151	13	to	to	PART
iassist-1118	151	14	describe	describe	VERB
iassist-1118	151	15	the	the	DET
iassist-1118	151	16	associated	associate	VERB
iassist-1118	151	17	metadata	metadata	NOUN
iassist-1118	151	18	to	to	PART
iassist-1118	151	19	register	register	VERB
iassist-1118	151	20	these	these	DET
iassist-1118	151	21	relationships	relationship	NOUN
iassist-1118	151	22	and	and	CCONJ
iassist-1118	151	23	enable	enable	VERB
iassist-1118	151	24	machine	machine	NOUN
iassist-1118	151	25	-	-	PUNCT
iassist-1118	151	26	actionable	actionable	ADJ
iassist-1118	151	27	features	feature	NOUN
iassist-1118	151	28	through	through	ADP
iassist-1118	151	29	persistent	persistent	ADJ
iassist-1118	151	30	identifiers	identifier	NOUN
iassist-1118	151	31	(	(	PUNCT
iassist-1118	151	32	pids	pid	NOUN
iassist-1118	151	33	)	)	PUNCT
iassist-1118	151	34	and	and	CCONJ
iassist-1118	151	35	controlled	control	VERB
iassist-1118	151	36	vocabulary	vocabulary	ADJ
iassist-1118	151	37	terms	term	NOUN
iassist-1118	151	38	.	.	PUNCT
iassist-1118	152	1	the	the	DET
iassist-1118	152	2	metadata	metadata	ADJ
iassist-1118	152	3	schema	schema	NOUN
iassist-1118	152	4	is	be	AUX
iassist-1118	152	5	designed	design	VERB
iassist-1118	152	6	to	to	PART
iassist-1118	152	7	cater	cater	VERB
iassist-1118	152	8	to	to	ADP
iassist-1118	152	9	the	the	DET
iassist-1118	152	10	growing	grow	VERB
iassist-1118	152	11	needs	need	NOUN
iassist-1118	152	12	for	for	ADP
iassist-1118	152	13	interoperability	interoperability	NOUN
iassist-1118	152	14	,	,	PUNCT
iassist-1118	152	15	data	data	NOUN
iassist-1118	152	16	mappings	mapping	NOUN
iassist-1118	152	17	,	,	PUNCT
iassist-1118	152	18	and	and	CCONJ
iassist-1118	152	19	knowledge	knowledge	NOUN
iassist-1118	152	20	graphs	graph	NOUN
iassist-1118	152	21	.	.	PUNCT
iassist-1118	153	1	this	this	DET
iassist-1118	153	2	solution	solution	NOUN
iassist-1118	153	3	includes	include	VERB
iassist-1118	153	4	a	a	DET
iassist-1118	153	5	metadata	metadata	ADJ
iassist-1118	153	6	schema	schema	NOUN
iassist-1118	153	7	for	for	ADP
iassist-1118	153	8	persistent	persistent	ADJ
iassist-1118	153	9	identification	identification	NOUN
iassist-1118	153	10	and	and	CCONJ
iassist-1118	153	11	cross	cross	NOUN
iassist-1118	153	12	-	-	ADJ
iassist-1118	153	13	linking	linking	NOUN
iassist-1118	153	14	of	of	ADP
iassist-1118	153	15	relationships	relationship	NOUN
iassist-1118	153	16	.	.	PUNCT
iassist-1118	154	1	metadata	metadata	NOUN
iassist-1118	154	2	for	for	ADP
iassist-1118	154	3	variable	variable	ADJ
iassist-1118	154	4	relations	relation	NOUN
iassist-1118	154	5	in	in	ADP
iassist-1118	154	6	the	the	DET
iassist-1118	154	7	konsortswd	konsortswd	ADJ
iassist-1118	154	8	project	project	NOUN
iassist-1118	154	9	,	,	PUNCT
iassist-1118	154	10	variable	variable	ADJ
iassist-1118	154	11	relations	relation	NOUN
iassist-1118	154	12	are	be	AUX
iassist-1118	154	13	identified	identify	VERB
iassist-1118	154	14	primarily	primarily	ADV
iassist-1118	154	15	through	through	ADP
iassist-1118	154	16	the	the	DET
iassist-1118	154	17	pid	pid	NOUN
iassist-1118	154	18	registration	registration	NOUN
iassist-1118	154	19	service	service	NOUN
iassist-1118	154	20	.	.	PUNCT
iassist-1118	155	1	this	this	DET
iassist-1118	155	2	process	process	NOUN
iassist-1118	155	3	requires	require	VERB
iassist-1118	155	4	detailed	detailed	ADJ
iassist-1118	155	5	metadata	metadata	NOUN
iassist-1118	155	6	both	both	CCONJ
iassist-1118	155	7	at	at	ADP
iassist-1118	155	8	the	the	DET
iassist-1118	155	9	study	study	NOUN
iassist-1118	155	10	or	or	CCONJ
iassist-1118	155	11	dataset	dataset	NOUN
iassist-1118	155	12	level	level	NOUN
iassist-1118	155	13	and	and	CCONJ
iassist-1118	155	14	,	,	PUNCT
iassist-1118	155	15	importantly	importantly	ADV
iassist-1118	155	16	,	,	PUNCT
iassist-1118	155	17	at	at	ADP
iassist-1118	155	18	the	the	DET
iassist-1118	155	19	individual	individual	ADJ
iassist-1118	155	20	variable	variable	ADJ
iassist-1118	155	21	level	level	NOUN
iassist-1118	155	22	.	.	PUNCT
iassist-1118	156	1	this	this	DET
iassist-1118	156	2	metadata	metadata	NOUN
iassist-1118	156	3	is	be	AUX
iassist-1118	156	4	crucial	crucial	ADJ
iassist-1118	156	5	for	for	ADP
iassist-1118	156	6	registering	register	VERB
iassist-1118	156	7	a	a	DET
iassist-1118	156	8	variable	variable	NOUN
iassist-1118	156	9	and	and	CCONJ
iassist-1118	156	10	obtaining	obtain	VERB
iassist-1118	156	11	its	its	PRON
iassist-1118	156	12	persistent	persistent	ADJ
iassist-1118	156	13	identifier	identifier	NOUN
iassist-1118	156	14	(	(	PUNCT
iassist-1118	156	15	pid	pid	NOUN
iassist-1118	156	16	)	)	PUNCT
iassist-1118	156	17	(	(	PUNCT
iassist-1118	156	18	saldanha	saldanha	NOUN
iassist-1118	156	19	bach	bach	NOUN
iassist-1118	156	20	,	,	PUNCT
iassist-1118	156	21	klas	kla	NOUN
iassist-1118	156	22	,	,	PUNCT
iassist-1118	156	23	and	and	CCONJ
iassist-1118	156	24	mutschke	mutschke	NOUN
iassist-1118	156	25	,	,	PUNCT
iassist-1118	156	26	2023	2023	NUM
iassist-1118	156	27	)	)	PUNCT
iassist-1118	156	28	.	.	PUNCT
iassist-1118	157	1	a	a	DET
iassist-1118	157	2	vital	vital	ADJ
iassist-1118	157	3	component	component	NOUN
iassist-1118	157	4	of	of	ADP
iassist-1118	157	5	this	this	DET
iassist-1118	157	6	metadata	metadata	ADJ
iassist-1118	157	7	schema	schema	NOUN
iassist-1118	157	8	is	be	AUX
iassist-1118	157	9	dedicated	dedicate	VERB
iassist-1118	157	10	to	to	ADP
iassist-1118	157	11	capturing	capture	VERB
iassist-1118	157	12	the	the	DET
iassist-1118	157	13	relationships	relationship	NOUN
iassist-1118	157	14	between	between	ADP
iassist-1118	157	15	variables	variable	NOUN
iassist-1118	157	16	.	.	PUNCT
iassist-1118	158	1	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	158	2	https://sdmx.org/	https://sdmx.org/	NOUN
iassist-1118	158	3	7/16	7/16	NUM
iassist-1118	158	4	saldanha	saldanha	NOUN
iassist-1118	158	5	bach	bach	NOUN
iassist-1118	158	6	,	,	PUNCT
iassist-1118	158	7	janete	janete	ADJ
iassist-1118	158	8	;	;	PUNCT
iassist-1118	158	9	klas	kla	NOUN
iassist-1118	158	10	,	,	PUNCT
iassist-1118	158	11	claus	claus	PROPN
iassist-1118	158	12	-	-	PUNCT
iassist-1118	158	13	peter	peter	PROPN
iassist-1118	158	14	(	(	PUNCT
iassist-1118	158	15	2024	2024	NUM
iassist-1118	158	16	)	)	PUNCT
iassist-1118	158	17	enhancing	enhance	VERB
iassist-1118	158	18	fair	fair	ADJ
iassist-1118	158	19	compliance	compliance	NOUN
iassist-1118	158	20	:	:	PUNCT
iassist-1118	158	21	a	a	DET
iassist-1118	158	22	controlled	control	VERB
iassist-1118	158	23	vocabulary	vocabulary	NOUN
iassist-1118	158	24	for	for	ADP
iassist-1118	158	25	mapping	map	VERB
iassist-1118	158	26	social	social	ADJ
iassist-1118	158	27	sciences	sciences	PROPN
iassist-1118	158	28	survey	survey	NOUN
iassist-1118	158	29	variables	variable	NOUN
iassist-1118	158	30	,	,	PUNCT
iassist-1118	158	31	iassist	iassist	VERB
iassist-1118	158	32	quarterly	quarterly	ADJ
iassist-1118	158	33	48(2	48(2	NUM
iassist-1118	158	34	)	)	PUNCT
iassist-1118	158	35	,	,	PUNCT
iassist-1118	158	36	pp	pp	PROPN
iassist-1118	158	37	.	.	PUNCT
iassist-1118	159	1	1	1	NUM
iassist-1118	159	2	-	-	SYM
iassist-1118	159	3	15	15	NUM
iassist-1118	159	4	.	.	PUNCT
iassist-1118	160	1	doi	doi	NOUN
iassist-1118	160	2	:	:	PUNCT
iassist-1118	160	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	160	4	one	one	NUM
iassist-1118	160	5	of	of	ADP
iassist-1118	160	6	the	the	DET
iassist-1118	160	7	central	central	ADJ
iassist-1118	160	8	metadata	metadata	NOUN
iassist-1118	160	9	fields	field	NOUN
iassist-1118	160	10	in	in	ADP
iassist-1118	160	11	this	this	DET
iassist-1118	160	12	schema	schema	NOUN
iassist-1118	160	13	is	be	AUX
iassist-1118	160	14	'	'	PUNCT
iassist-1118	160	15	related_item	related_item	NOUN
iassist-1118	160	16	'	'	PUNCT
iassist-1118	160	17	,	,	PUNCT
iassist-1118	160	18	which	which	PRON
iassist-1118	160	19	describes	describe	VERB
iassist-1118	160	20	the	the	DET
iassist-1118	160	21	resource	resource	NOUN
iassist-1118	160	22	type	type	NOUN
iassist-1118	160	23	,	,	PUNCT
iassist-1118	160	24	in	in	ADP
iassist-1118	160	25	this	this	DET
iassist-1118	160	26	case	case	NOUN
iassist-1118	160	27	,	,	PUNCT
iassist-1118	160	28	the	the	DET
iassist-1118	160	29	variable	variable	NOUN
iassist-1118	160	30	.	.	PUNCT
iassist-1118	161	1	each	each	DET
iassist-1118	161	2	'	'	PUNCT
iassist-1118	161	3	related_item	related_item	NOUN
iassist-1118	161	4	'	'	PUNCT
iassist-1118	161	5	must	must	AUX
iassist-1118	161	6	be	be	AUX
iassist-1118	161	7	accompanied	accompany	VERB
iassist-1118	161	8	by	by	ADP
iassist-1118	161	9	an	an	DET
iassist-1118	161	10	identifier	identifier	NOUN
iassist-1118	161	11	provided	provide	VERB
iassist-1118	161	12	through	through	ADP
iassist-1118	161	13	the	the	DET
iassist-1118	161	14	'	'	PUNCT
iassist-1118	161	15	related_item_identifier	related_item_identifier	NOUN
iassist-1118	161	16	'	'	PUNCT
iassist-1118	161	17	field	field	NOUN
iassist-1118	161	18	.	.	PUNCT
iassist-1118	162	1	this	this	DET
iassist-1118	162	2	identifier	identifier	NOUN
iassist-1118	162	3	is	be	AUX
iassist-1118	162	4	preferably	preferably	ADV
iassist-1118	162	5	a	a	DET
iassist-1118	162	6	pid	pid	NOUN
iassist-1118	162	7	or	or	CCONJ
iassist-1118	162	8	a	a	DET
iassist-1118	162	9	code	code	NOUN
iassist-1118	162	10	from	from	ADP
iassist-1118	162	11	a	a	DET
iassist-1118	162	12	controlled	control	VERB
iassist-1118	162	13	vocabulary	vocabulary	NOUN
iassist-1118	162	14	.	.	PUNCT
iassist-1118	163	1	following	follow	VERB
iassist-1118	163	2	the	the	DET
iassist-1118	163	3	identification	identification	NOUN
iassist-1118	163	4	of	of	ADP
iassist-1118	163	5	the	the	DET
iassist-1118	163	6	'	'	PUNCT
iassist-1118	163	7	related_item	related_item	NOUN
iassist-1118	163	8	'	'	PUNCT
iassist-1118	163	9	,	,	PUNCT
iassist-1118	163	10	the	the	DET
iassist-1118	163	11	type	type	NOUN
iassist-1118	163	12	of	of	ADP
iassist-1118	163	13	its	its	PRON
iassist-1118	163	14	identifier	identifier	NOUN
iassist-1118	163	15	(	(	PUNCT
iassist-1118	163	16	'	'	PUNCT
iassist-1118	163	17	related_item_identifier_type	related_item_identifier_type	NOUN
iassist-1118	163	18	'	'	PUNCT
iassist-1118	163	19	)	)	PUNCT
iassist-1118	163	20	must	must	AUX
iassist-1118	163	21	be	be	AUX
iassist-1118	163	22	specified	specify	VERB
iassist-1118	163	23	.	.	PUNCT
iassist-1118	164	1	this	this	PRON
iassist-1118	164	2	is	be	AUX
iassist-1118	164	3	important	important	ADJ
iassist-1118	164	4	due	due	ADP
iassist-1118	164	5	to	to	ADP
iassist-1118	164	6	the	the	DET
iassist-1118	164	7	varied	varied	ADJ
iassist-1118	164	8	syntax	syntax	NOUN
iassist-1118	164	9	used	use	VERB
iassist-1118	164	10	by	by	ADP
iassist-1118	164	11	different	different	ADJ
iassist-1118	164	12	pid	pid	NOUN
iassist-1118	164	13	systems	system	NOUN
iassist-1118	164	14	.	.	PUNCT
iassist-1118	165	1	another	another	DET
iassist-1118	165	2	critical	critical	ADJ
iassist-1118	165	3	field	field	NOUN
iassist-1118	165	4	in	in	ADP
iassist-1118	165	5	this	this	DET
iassist-1118	165	6	metadata	metadata	ADJ
iassist-1118	165	7	schema	schema	NOUN
iassist-1118	165	8	is	be	AUX
iassist-1118	165	9	'	'	PUNCT
iassist-1118	165	10	relation_type	relation_type	PROPN
iassist-1118	165	11	'	'	PUNCT
iassist-1118	165	12	,	,	PUNCT
iassist-1118	165	13	designed	design	VERB
iassist-1118	165	14	to	to	PART
iassist-1118	165	15	define	define	VERB
iassist-1118	165	16	the	the	DET
iassist-1118	165	17	nature	nature	NOUN
iassist-1118	165	18	of	of	ADP
iassist-1118	165	19	the	the	DET
iassist-1118	165	20	relationship	relationship	NOUN
iassist-1118	165	21	between	between	ADP
iassist-1118	165	22	two	two	NUM
iassist-1118	165	23	variables	variable	NOUN
iassist-1118	165	24	labelled	label	VERB
iassist-1118	165	25	as	as	ADP
iassist-1118	165	26	a	a	PRON
iassist-1118	165	27	and	and	CCONJ
iassist-1118	165	28	b.	b.	NOUN
iassist-1118	165	29	this	this	DET
iassist-1118	165	30	foundational	foundational	ADJ
iassist-1118	165	31	metadata	metadata	NOUN
iassist-1118	165	32	schema	schema	NOUN
iassist-1118	165	33	,	,	PUNCT
iassist-1118	165	34	which	which	PRON
iassist-1118	165	35	mirrors	mirror	VERB
iassist-1118	165	36	the	the	DET
iassist-1118	165	37	'	'	PUNCT
iassist-1118	165	38	relateditem	relateditem	NOUN
iassist-1118	165	39	'	'	PUNCT
iassist-1118	165	40	field	field	NOUN
iassist-1118	165	41	from	from	ADP
iassist-1118	165	42	datacite	datacite	PROPN
iassist-1118	165	43	(	(	PUNCT
iassist-1118	165	44	datacite	datacite	ADJ
iassist-1118	165	45	metadata	metadata	NOUN
iassist-1118	165	46	working	working	NOUN
iassist-1118	165	47	group	group	NOUN
iassist-1118	165	48	,	,	PUNCT
iassist-1118	165	49	2021	2021	NUM
iassist-1118	165	50	)	)	PUNCT
iassist-1118	165	51	,	,	PUNCT
iassist-1118	165	52	consists	consist	VERB
iassist-1118	165	53	of	of	ADP
iassist-1118	165	54	the	the	DET
iassist-1118	165	55	following	follow	VERB
iassist-1118	165	56	fields	field	NOUN
iassist-1118	165	57	and	and	CCONJ
iassist-1118	165	58	subfields	subfield	NOUN
iassist-1118	165	59	:	:	PUNCT
iassist-1118	165	60	●	●	NUM
iassist-1118	165	61	related_item	related_item	NOUN
iassist-1118	165	62	○	○	X
iassist-1118	165	63	related_item_identifier	related_item_identifier	ADP
iassist-1118	165	64	■	■	PUNCT
iassist-1118	165	65	related_item_identifier_type	related_item_identifier_type	PROPN
iassist-1118	165	66	○	○	PROPN
iassist-1118	165	67	relation_type	relation_type	PROPN
iassist-1118	165	68	the	the	DET
iassist-1118	165	69	ddi	ddi	PROPN
iassist-1118	165	70	variable	variable	ADJ
iassist-1118	165	71	cascade	cascade	NOUN
iassist-1118	165	72	(	(	PUNCT
iassist-1118	165	73	ddi	ddi	PROPN
iassist-1118	165	74	training	training	NOUN
iassist-1118	165	75	group	group	NOUN
iassist-1118	165	76	,	,	PUNCT
iassist-1118	165	77	2021	2021	NUM
iassist-1118	165	78	)	)	PUNCT
iassist-1118	165	79	categorizes	categorize	VERB
iassist-1118	165	80	comparability	comparability	NOUN
iassist-1118	165	81	among	among	ADP
iassist-1118	165	82	variables	variable	NOUN
iassist-1118	165	83	into	into	ADP
iassist-1118	165	84	three	three	NUM
iassist-1118	165	85	layers	layer	NOUN
iassist-1118	165	86	:	:	PUNCT
iassist-1118	165	87	represented	represent	VERB
iassist-1118	165	88	variable	variable	ADJ
iassist-1118	165	89	,	,	PUNCT
iassist-1118	165	90	conceptual	conceptual	ADJ
iassist-1118	165	91	variable	variable	NOUN
iassist-1118	165	92	,	,	PUNCT
iassist-1118	165	93	and	and	CCONJ
iassist-1118	165	94	instance	instance	NOUN
iassist-1118	165	95	variable	variable	NOUN
iassist-1118	165	96	.	.	PUNCT
iassist-1118	166	1	however	however	ADV
iassist-1118	166	2	,	,	PUNCT
iassist-1118	166	3	our	our	PRON
iassist-1118	166	4	current	current	ADJ
iassist-1118	166	5	focus	focus	NOUN
iassist-1118	166	6	within	within	ADP
iassist-1118	166	7	ddi	ddi	PROPN
iassist-1118	166	8	modelling22	modelling22	NOUN
iassist-1118	166	9	is	be	AUX
iassist-1118	166	10	limited	limit	VERB
iassist-1118	166	11	to	to	ADP
iassist-1118	166	12	the	the	DET
iassist-1118	166	13	variables	variable	NOUN
iassist-1118	166	14	within	within	ADP
iassist-1118	166	15	the	the	DET
iassist-1118	166	16	context	context	NOUN
iassist-1118	166	17	of	of	ADP
iassist-1118	166	18	a	a	DET
iassist-1118	166	19	dataset23	dataset23	NOUN
iassist-1118	166	20	,	,	PUNCT
iassist-1118	166	21	not	not	PART
iassist-1118	166	22	extending	extend	VERB
iassist-1118	166	23	to	to	ADP
iassist-1118	166	24	these	these	DET
iassist-1118	166	25	abstraction24	abstraction24	NOUN
iassist-1118	166	26	layers	layer	NOUN
iassist-1118	166	27	.	.	PUNCT
iassist-1118	167	1	this	this	DET
iassist-1118	167	2	limitation	limitation	NOUN
iassist-1118	167	3	stems	stem	VERB
iassist-1118	167	4	from	from	ADP
iassist-1118	167	5	the	the	DET
iassist-1118	167	6	service	service	NOUN
iassist-1118	167	7	requirement	requirement	NOUN
iassist-1118	167	8	,	,	PUNCT
iassist-1118	167	9	as	as	SCONJ
iassist-1118	167	10	our	our	PRON
iassist-1118	167	11	metadata	metadata	NOUN
iassist-1118	167	12	acquisition	acquisition	NOUN
iassist-1118	167	13	is	be	AUX
iassist-1118	167	14	solely	solely	ADV
iassist-1118	167	15	for	for	ADP
iassist-1118	167	16	variables	variable	NOUN
iassist-1118	167	17	that	that	PRON
iassist-1118	167	18	are	be	AUX
iassist-1118	167	19	being	be	AUX
iassist-1118	167	20	registered	register	VERB
iassist-1118	167	21	for	for	ADP
iassist-1118	167	22	pids	pid	NOUN
iassist-1118	167	23	.	.	PUNCT
iassist-1118	168	1	the	the	DET
iassist-1118	168	2	extended	extended	ADJ
iassist-1118	168	3	description	description	NOUN
iassist-1118	168	4	within	within	ADP
iassist-1118	168	5	the	the	DET
iassist-1118	168	6	'	'	PUNCT
iassist-1118	168	7	basedonobjecttype	basedonobjecttype	NOUN
iassist-1118	168	8	'	'	PUNCT
iassist-1118	168	9	ddi	ddi	PROPN
iassist-1118	168	10	is	be	AUX
iassist-1118	168	11	detailed	detail	VERB
iassist-1118	168	12	in	in	ADP
iassist-1118	168	13	the	the	DET
iassist-1118	168	14	subsequent	subsequent	ADJ
iassist-1118	168	15	section	section	NOUN
iassist-1118	168	16	.	.	PUNCT
iassist-1118	169	1	enhancing	enhance	VERB
iassist-1118	169	2	description	description	NOUN
iassist-1118	169	3	quality	quality	NOUN
iassist-1118	169	4	for	for	ADP
iassist-1118	169	5	knowledge	knowledge	NOUN
iassist-1118	169	6	graph	graph	NOUN
iassist-1118	169	7	relationships	relationship	NOUN
iassist-1118	169	8	a	a	DET
iassist-1118	169	9	knowledge	knowledge	NOUN
iassist-1118	169	10	graph	graph	NOUN
iassist-1118	169	11	(	(	PUNCT
iassist-1118	169	12	kg	kg	X
iassist-1118	169	13	)	)	PUNCT
iassist-1118	169	14	is	be	AUX
iassist-1118	169	15	an	an	DET
iassist-1118	169	16	advanced	advanced	ADJ
iassist-1118	169	17	data	data	NOUN
iassist-1118	169	18	model	model	NOUN
iassist-1118	169	19	that	that	PRON
iassist-1118	169	20	encapsulates	encapsulate	VERB
iassist-1118	169	21	knowledge	knowledge	NOUN
iassist-1118	169	22	in	in	ADP
iassist-1118	169	23	a	a	DET
iassist-1118	169	24	graph	graph	NOUN
iassist-1118	169	25	format	format	NOUN
iassist-1118	169	26	,	,	PUNCT
iassist-1118	169	27	where	where	SCONJ
iassist-1118	169	28	entities	entity	NOUN
iassist-1118	169	29	and	and	CCONJ
iassist-1118	169	30	their	their	PRON
iassist-1118	169	31	interrelations	interrelation	NOUN
iassist-1118	169	32	are	be	AUX
iassist-1118	169	33	described	describe	VERB
iassist-1118	169	34	in	in	ADP
iassist-1118	169	35	a	a	DET
iassist-1118	169	36	way	way	NOUN
iassist-1118	169	37	that	that	PRON
iassist-1118	169	38	machines	machine	NOUN
iassist-1118	169	39	can	can	AUX
iassist-1118	169	40	interpret	interpret	VERB
iassist-1118	169	41	.	.	PUNCT
iassist-1118	170	1	this	this	DET
iassist-1118	170	2	model	model	NOUN
iassist-1118	170	3	is	be	AUX
iassist-1118	170	4	constructed	construct	VERB
iassist-1118	170	5	using	use	VERB
iassist-1118	170	6	a	a	DET
iassist-1118	170	7	suite	suite	NOUN
iassist-1118	170	8	of	of	ADP
iassist-1118	170	9	established	establish	VERB
iassist-1118	170	10	w3c	w3c	PROPN
iassist-1118	170	11	standards	standard	NOUN
iassist-1118	170	12	,	,	PUNCT
iassist-1118	170	13	including	include	VERB
iassist-1118	170	14	the	the	DET
iassist-1118	170	15	resource	resource	NOUN
iassist-1118	170	16	description	description	NOUN
iassist-1118	170	17	framework	framework	NOUN
iassist-1118	170	18	(	(	PUNCT
iassist-1118	170	19	rdf	rdf	PROPN
iassist-1118	170	20	)	)	PUNCT
iassist-1118	170	21	,	,	PUNCT
iassist-1118	170	22	json	json	NOUN
iassist-1118	170	23	for	for	ADP
iassist-1118	170	24	data	datum	NOUN
iassist-1118	170	25	interchange	interchange	NOUN
iassist-1118	170	26	,	,	PUNCT
iassist-1118	170	27	the	the	DET
iassist-1118	170	28	simple	simple	ADJ
iassist-1118	170	29	knowledge	knowledge	NOUN
iassist-1118	170	30	organization	organization	NOUN
iassist-1118	170	31	system	system	NOUN
iassist-1118	170	32	(	(	PUNCT
iassist-1118	170	33	skos	skos	NOUN
iassist-1118	170	34	)	)	PUNCT
iassist-1118	170	35	for	for	ADP
iassist-1118	170	36	organizing	organize	VERB
iassist-1118	170	37	knowledge	knowledge	NOUN
iassist-1118	170	38	,	,	PUNCT
iassist-1118	170	39	and	and	CCONJ
iassist-1118	170	40	the	the	DET
iassist-1118	170	41	web	web	NOUN
iassist-1118	170	42	ontology	ontology	NOUN
iassist-1118	170	43	language	language	NOUN
iassist-1118	170	44	(	(	PUNCT
iassist-1118	170	45	owl	owl	NOUN
iassist-1118	170	46	)	)	PUNCT
iassist-1118	170	47	for	for	ADP
iassist-1118	170	48	defining	define	VERB
iassist-1118	170	49	and	and	CCONJ
iassist-1118	170	50	categorizing	categorize	VERB
iassist-1118	170	51	web	web	NOUN
iassist-1118	170	52	content	content	NOUN
iassist-1118	170	53	.	.	PUNCT
iassist-1118	171	1	these	these	DET
iassist-1118	171	2	standards	standard	NOUN
iassist-1118	171	3	are	be	AUX
iassist-1118	171	4	complemented	complement	VERB
iassist-1118	171	5	by	by	ADP
iassist-1118	171	6	shared	share	VERB
iassist-1118	171	7	vocabularies	vocabulary	NOUN
iassist-1118	171	8	and	and	CCONJ
iassist-1118	171	9	application	application	NOUN
iassist-1118	171	10	programming	programming	NOUN
iassist-1118	171	11	interfaces	interface	NOUN
iassist-1118	171	12	(	(	PUNCT
iassist-1118	171	13	apis	apis	PROPN
iassist-1118	171	14	)	)	PUNCT
iassist-1118	171	15	,	,	PUNCT
iassist-1118	171	16	which	which	PRON
iassist-1118	171	17	facilitate	facilitate	VERB
iassist-1118	171	18	the	the	DET
iassist-1118	171	19	integration	integration	NOUN
iassist-1118	171	20	of	of	ADP
iassist-1118	171	21	data	datum	NOUN
iassist-1118	171	22	from	from	ADP
iassist-1118	171	23	diverse	diverse	ADJ
iassist-1118	171	24	domains	domain	NOUN
iassist-1118	171	25	and	and	CCONJ
iassist-1118	171	26	sources	source	NOUN
iassist-1118	171	27	.	.	PUNCT
iassist-1118	172	1	a	a	DET
iassist-1118	172	2	key	key	ADJ
iassist-1118	172	3	feature	feature	NOUN
iassist-1118	172	4	of	of	ADP
iassist-1118	172	5	kgs	kgs	PROPN
iassist-1118	172	6	is	be	AUX
iassist-1118	172	7	their	their	PRON
iassist-1118	172	8	consistent	consistent	ADJ
iassist-1118	172	9	use	use	NOUN
iassist-1118	172	10	of	of	ADP
iassist-1118	172	11	persistent	persistent	ADJ
iassist-1118	172	12	identifiers	identifier	NOUN
iassist-1118	172	13	(	(	PUNCT
iassist-1118	172	14	pids	pid	NOUN
iassist-1118	172	15	)	)	PUNCT
iassist-1118	172	16	.	.	PUNCT
iassist-1118	173	1	these	these	DET
iassist-1118	173	2	identifiers	identifier	NOUN
iassist-1118	173	3	play	play	VERB
iassist-1118	173	4	a	a	DET
iassist-1118	173	5	crucial	crucial	ADJ
iassist-1118	173	6	role	role	NOUN
iassist-1118	173	7	in	in	ADP
iassist-1118	173	8	ensuring	ensure	VERB
iassist-1118	173	9	that	that	SCONJ
iassist-1118	173	10	entities	entity	NOUN
iassist-1118	173	11	and	and	CCONJ
iassist-1118	173	12	their	their	PRON
iassist-1118	173	13	relationships	relationship	NOUN
iassist-1118	173	14	are	be	AUX
iassist-1118	173	15	not	not	PART
iassist-1118	173	16	only	only	ADV
iassist-1118	173	17	identifiable	identifiable	ADJ
iassist-1118	173	18	but	but	CCONJ
iassist-1118	173	19	also	also	ADV
iassist-1118	173	20	linkable	linkable	ADJ
iassist-1118	173	21	across	across	ADP
iassist-1118	173	22	various	various	ADJ
iassist-1118	173	23	data	datum	NOUN
iassist-1118	173	24	sources	source	NOUN
iassist-1118	173	25	and	and	CCONJ
iassist-1118	173	26	applications	application	NOUN
iassist-1118	173	27	.	.	PUNCT
iassist-1118	174	1	this	this	DET
iassist-1118	174	2	capability	capability	NOUN
iassist-1118	174	3	is	be	AUX
iassist-1118	174	4	fundamental	fundamental	ADJ
iassist-1118	174	5	for	for	ADP
iassist-1118	174	6	integrating	integrate	VERB
iassist-1118	174	7	heterogeneous	heterogeneous	ADJ
iassist-1118	174	8	data	datum	NOUN
iassist-1118	174	9	sources	source	NOUN
iassist-1118	174	10	into	into	ADP
iassist-1118	174	11	a	a	DET
iassist-1118	174	12	cohesive	cohesive	ADJ
iassist-1118	174	13	and	and	CCONJ
iassist-1118	174	14	interconnected	interconnected	ADJ
iassist-1118	174	15	knowledge	knowledge	NOUN
iassist-1118	174	16	base	base	NOUN
iassist-1118	174	17	.	.	PUNCT
iassist-1118	175	1	it	it	PRON
iassist-1118	175	2	supports	support	VERB
iassist-1118	175	3	semantic	semantic	ADJ
iassist-1118	175	4	search	search	NOUN
iassist-1118	175	5	and	and	CCONJ
iassist-1118	175	6	question	question	NOUN
iassist-1118	175	7	answering	answering	NOUN
iassist-1118	175	8	,	,	PUNCT
iassist-1118	175	9	allowing	allow	VERB
iassist-1118	175	10	users	user	NOUN
iassist-1118	175	11	to	to	PART
iassist-1118	175	12	query	query	VERB
iassist-1118	175	13	and	and	CCONJ
iassist-1118	175	14	retrieve	retrieve	VERB
iassist-1118	175	15	knowledge	knowledge	NOUN
iassist-1118	175	16	using	use	VERB
iassist-1118	175	17	natural	natural	ADJ
iassist-1118	175	18	language	language	NOUN
iassist-1118	175	19	queries	query	NOUN
iassist-1118	175	20	.	.	PUNCT
iassist-1118	176	1	beyond	beyond	ADP
iassist-1118	176	2	using	use	VERB
iassist-1118	176	3	kg	kg	NOUN
iassist-1118	176	4	in	in	ADP
iassist-1118	176	5	the	the	DET
iassist-1118	176	6	high	high	ADJ
iassist-1118	176	7	-	-	PUNCT
iassist-1118	176	8	tech	tech	NOUN
iassist-1118	176	9	industry	industry	NOUN
iassist-1118	176	10	,	,	PUNCT
iassist-1118	176	11	such	such	ADJ
iassist-1118	176	12	as	as	ADP
iassist-1118	176	13	google25	google25	NOUN
iassist-1118	176	14	,	,	PUNCT
iassist-1118	176	15	microsoft,26	microsoft,26	NOUN
iassist-1118	176	16	and	and	CCONJ
iassist-1118	176	17	amazon27	amazon27	PROPN
iassist-1118	176	18	,	,	PUNCT
iassist-1118	176	19	kgs	kgs	PROPN
iassist-1118	176	20	are	be	AUX
iassist-1118	176	21	also	also	ADV
iassist-1118	176	22	widely	widely	ADV
iassist-1118	176	23	applied	apply	VERB
iassist-1118	176	24	in	in	ADP
iassist-1118	176	25	scientific	scientific	ADJ
iassist-1118	176	26	domains	domain	NOUN
iassist-1118	176	27	.	.	PUNCT
iassist-1118	177	1	large	large	ADJ
iassist-1118	177	2	projects	project	NOUN
iassist-1118	177	3	such	such	ADJ
iassist-1118	177	4	as	as	ADP
iassist-1118	177	5	the	the	DET
iassist-1118	177	6	open	open	ADJ
iassist-1118	177	7	academic	academic	ADJ
iassist-1118	177	8	graph28	graph28	NOUN
iassist-1118	177	9	used	use	VERB
iassist-1118	177	10	for	for	ADP
iassist-1118	177	11	research	research	NOUN
iassist-1118	177	12	for	for	ADP
iassist-1118	177	13	scholarly	scholarly	ADJ
iassist-1118	177	14	publications	publication	NOUN
iassist-1118	177	15	,	,	PUNCT
iassist-1118	177	16	the	the	DET
iassist-1118	177	17	linked	link	VERB
iassist-1118	177	18	open	open	ADJ
iassist-1118	177	19	data	datum	NOUN
iassist-1118	177	20	cloud29	cloud29	NOUN
iassist-1118	177	21	,	,	PUNCT
iassist-1118	177	22	interlinked	interlink	VERB
iassist-1118	177	23	datasets	dataset	NOUN
iassist-1118	177	24	from	from	ADP
iassist-1118	177	25	various	various	ADJ
iassist-1118	177	26	domains	domain	NOUN
iassist-1118	177	27	,	,	PUNCT
iassist-1118	177	28	and	and	CCONJ
iassist-1118	177	29	the	the	DET
iassist-1118	177	30	global	global	ADJ
iassist-1118	177	31	biodiversity	biodiversity	NOUN
iassist-1118	177	32	information	information	NOUN
iassist-1118	177	33	facility	facility	NOUN
iassist-1118	177	34	(	(	PUNCT
iassist-1118	177	35	gbif)30	gbif)30	PROPN
iassist-1118	177	36	,	,	PUNCT
iassist-1118	177	37	a	a	DET
iassist-1118	177	38	kg	kg	NOUN
iassist-1118	177	39	of	of	ADP
iassist-1118	177	40	biodiversity	biodiversity	NOUN
iassist-1118	177	41	data	datum	NOUN
iassist-1118	177	42	,	,	PUNCT
iassist-1118	177	43	are	be	AUX
iassist-1118	177	44	some	some	DET
iassist-1118	177	45	examples	example	NOUN
iassist-1118	177	46	.	.	PUNCT
iassist-1118	178	1	in	in	ADP
iassist-1118	178	2	the	the	DET
iassist-1118	178	3	social	social	ADJ
iassist-1118	178	4	sciences	science	NOUN
iassist-1118	178	5	,	,	PUNCT
iassist-1118	178	6	kgs	kg	NOUN
iassist-1118	178	7	have	have	AUX
iassist-1118	178	8	become	become	VERB
iassist-1118	178	9	instrumental	instrumental	ADJ
iassist-1118	178	10	in	in	ADP
iassist-1118	178	11	various	various	ADJ
iassist-1118	178	12	research	research	NOUN
iassist-1118	178	13	areas	area	NOUN
iassist-1118	178	14	,	,	PUNCT
iassist-1118	178	15	including	include	VERB
iassist-1118	178	16	understanding	understand	VERB
iassist-1118	178	17	societal	societal	ADJ
iassist-1118	178	18	and	and	CCONJ
iassist-1118	178	19	political	political	ADJ
iassist-1118	178	20	debates	debate	NOUN
iassist-1118	178	21	,	,	PUNCT
iassist-1118	178	22	investigating	investigate	VERB
iassist-1118	178	23	fake	fake	ADJ
iassist-1118	178	24	news	news	NOUN
iassist-1118	178	25	and	and	CCONJ
iassist-1118	178	26	misinformation	misinformation	NOUN
iassist-1118	178	27	(	(	PUNCT
iassist-1118	178	28	gangopadhyay	gangopadhyay	NOUN
iassist-1118	178	29	et	et	PROPN
iassist-1118	178	30	al	al	PROPN
iassist-1118	178	31	.	.	PROPN
iassist-1118	178	32	,	,	PUNCT
iassist-1118	178	33	2023	2023	NUM
iassist-1118	178	34	)	)	PUNCT
iassist-1118	178	35	,	,	PUNCT
iassist-1118	178	36	and	and	CCONJ
iassist-1118	178	37	mining	mining	NOUN
iassist-1118	178	38	knowledge	knowledge	NOUN
iassist-1118	178	39	about	about	ADP
iassist-1118	178	40	opinions	opinion	NOUN
iassist-1118	178	41	and	and	CCONJ
iassist-1118	178	42	interactions	interaction	NOUN
iassist-1118	178	43	from	from	ADP
iassist-1118	178	44	x	x	PROPN
iassist-1118	178	45	data	datum	NOUN
iassist-1118	178	46	,	,	PUNCT
iassist-1118	178	47	formerly	formerly	ADV
iassist-1118	178	48	known	know	VERB
iassist-1118	178	49	as	as	ADP
iassist-1118	178	50	twitter	twitter	NOUN
iassist-1118	178	51	(	(	PUNCT
iassist-1118	178	52	fafalios	fafalio	NOUN
iassist-1118	178	53	et	et	PROPN
iassist-1118	178	54	al	al	PROPN
iassist-1118	178	55	.	.	PROPN
iassist-1118	178	56	,	,	PUNCT
iassist-1118	178	57	2018	2018	NUM
iassist-1118	178	58	)	)	PUNCT
iassist-1118	178	59	.	.	PUNCT
iassist-1118	179	1	the	the	DET
iassist-1118	179	2	gesis	gesis	NOUN
iassist-1118	179	3	research	research	NOUN
iassist-1118	179	4	graph	graph	NOUN
iassist-1118	179	5	project31	project31	NOUN
iassist-1118	179	6	also	also	ADV
iassist-1118	179	7	features	feature	VERB
iassist-1118	179	8	a	a	DET
iassist-1118	179	9	prototype	prototype	NOUN
iassist-1118	179	10	graph	graph	NOUN
iassist-1118	179	11	that	that	PRON
iassist-1118	179	12	interlinks	interlink	VERB
iassist-1118	179	13	publications	publication	NOUN
iassist-1118	179	14	,	,	PUNCT
iassist-1118	179	15	research	research	NOUN
iassist-1118	179	16	data	datum	NOUN
iassist-1118	179	17	,	,	PUNCT
iassist-1118	179	18	projects	project	NOUN
iassist-1118	179	19	,	,	PUNCT
iassist-1118	179	20	and	and	CCONJ
iassist-1118	179	21	people	people	NOUN
iassist-1118	179	22	.	.	PUNCT
iassist-1118	180	1	these	these	DET
iassist-1118	180	2	initiatives	initiative	NOUN
iassist-1118	180	3	are	be	AUX
iassist-1118	180	4	part	part	NOUN
iassist-1118	180	5	of	of	ADP
iassist-1118	180	6	the	the	DET
iassist-1118	180	7	broader	broad	ADJ
iassist-1118	180	8	effort	effort	NOUN
iassist-1118	180	9	to	to	PART
iassist-1118	180	10	build	build	VERB
iassist-1118	180	11	a	a	DET
iassist-1118	180	12	kg	kg	NOUN
iassist-1118	180	13	infrastructure	infrastructure	NOUN
iassist-1118	180	14	that	that	PRON
iassist-1118	180	15	links	link	VERB
iassist-1118	180	16	social	social	ADJ
iassist-1118	180	17	science	science	NOUN
iassist-1118	180	18	research	research	NOUN
iassist-1118	180	19	data	datum	NOUN
iassist-1118	180	20	and	and	CCONJ
iassist-1118	180	21	resources	resource	NOUN
iassist-1118	180	22	across	across	ADP
iassist-1118	180	23	gesis32	gesis32	NOUN
iassist-1118	180	24	.	.	PUNCT
iassist-1118	181	1	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	181	2	https://ddi4.readthedocs.io/en/latest/userguides/variablecascade.html#example	https://ddi4.readthedocs.io/en/latest/userguides/variablecascade.html#example	PROPN
iassist-1118	181	3	https://developers.google.com/knowledge-graph	https://developers.google.com/knowledge-graph	PROPN
iassist-1118	181	4	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-and-language	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-and-language	NOUN
iassist-1118	181	5	https://aws.amazon.com/neptune/knowledge-graphs-on-aws	https://aws.amazon.com/neptune/knowledge-graphs-on-aws	PROPN
iassist-1118	181	6	https://www.microsoft.com/en-us/research/project/open-academic-graph/overview	https://www.microsoft.com/en-us/research/project/open-academic-graph/overview	VERB
iassist-1118	181	7	https://www.microsoft.com/en-us/research/project/open-academic-graph/overview	https://www.microsoft.com/en-us/research/project/open-academic-graph/overview	ADP
iassist-1118	181	8	https://lod-cloud.net/	https://lod-cloud.net/	NOUN
iassist-1118	181	9	https://www.gbif.org/	https://www.gbif.org/	NOUN
iassist-1118	181	10	8/16	8/16	NUM
iassist-1118	181	11	saldanha	saldanha	NOUN
iassist-1118	181	12	bach	bach	NOUN
iassist-1118	181	13	,	,	PUNCT
iassist-1118	181	14	janete	janete	ADJ
iassist-1118	181	15	;	;	PUNCT
iassist-1118	181	16	klas	kla	NOUN
iassist-1118	181	17	,	,	PUNCT
iassist-1118	181	18	claus	claus	PROPN
iassist-1118	181	19	-	-	PUNCT
iassist-1118	181	20	peter	peter	PROPN
iassist-1118	181	21	(	(	PUNCT
iassist-1118	181	22	2024	2024	NUM
iassist-1118	181	23	)	)	PUNCT
iassist-1118	181	24	enhancing	enhance	VERB
iassist-1118	181	25	fair	fair	ADJ
iassist-1118	181	26	compliance	compliance	NOUN
iassist-1118	181	27	:	:	PUNCT
iassist-1118	181	28	a	a	DET
iassist-1118	181	29	controlled	control	VERB
iassist-1118	181	30	vocabulary	vocabulary	NOUN
iassist-1118	181	31	for	for	ADP
iassist-1118	181	32	mapping	map	VERB
iassist-1118	181	33	social	social	ADJ
iassist-1118	181	34	sciences	sciences	PROPN
iassist-1118	181	35	survey	survey	NOUN
iassist-1118	181	36	variables	variable	NOUN
iassist-1118	181	37	,	,	PUNCT
iassist-1118	181	38	iassist	iassist	VERB
iassist-1118	181	39	quarterly	quarterly	ADJ
iassist-1118	181	40	48(2	48(2	NUM
iassist-1118	181	41	)	)	PUNCT
iassist-1118	181	42	,	,	PUNCT
iassist-1118	181	43	pp	pp	PROPN
iassist-1118	181	44	.	.	PUNCT
iassist-1118	182	1	1	1	NUM
iassist-1118	182	2	-	-	SYM
iassist-1118	182	3	15	15	NUM
iassist-1118	182	4	.	.	PUNCT
iassist-1118	183	1	doi	doi	NOUN
iassist-1118	183	2	:	:	PUNCT
iassist-1118	183	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	183	4	the	the	DET
iassist-1118	183	5	core	core	NOUN
iassist-1118	183	6	strength	strength	NOUN
iassist-1118	183	7	of	of	ADP
iassist-1118	183	8	kgs	kgs	PROPN
iassist-1118	183	9	lies	lie	VERB
iassist-1118	183	10	in	in	ADP
iassist-1118	183	11	their	their	PRON
iassist-1118	183	12	ability	ability	NOUN
iassist-1118	183	13	to	to	PART
iassist-1118	183	14	connect	connect	VERB
iassist-1118	183	15	,	,	PUNCT
iassist-1118	183	16	manage	manage	VERB
iassist-1118	183	17	,	,	PUNCT
iassist-1118	183	18	and	and	CCONJ
iassist-1118	183	19	elucidate	elucidate	VERB
iassist-1118	183	20	complex	complex	ADJ
iassist-1118	183	21	relationships	relationship	NOUN
iassist-1118	183	22	,	,	PUNCT
iassist-1118	183	23	a	a	DET
iassist-1118	183	24	feature	feature	NOUN
iassist-1118	183	25	that	that	PRON
iassist-1118	183	26	extends	extend	VERB
iassist-1118	183	27	to	to	ADP
iassist-1118	183	28	variables	variable	NOUN
iassist-1118	183	29	in	in	ADP
iassist-1118	183	30	social	social	ADJ
iassist-1118	183	31	science	science	NOUN
iassist-1118	183	32	research	research	NOUN
iassist-1118	183	33	.	.	PUNCT
iassist-1118	184	1	kgs	kg	NOUN
iassist-1118	184	2	are	be	AUX
iassist-1118	184	3	adept	adept	ADJ
iassist-1118	184	4	at	at	ADP
iassist-1118	184	5	capturing	capture	VERB
iassist-1118	184	6	and	and	CCONJ
iassist-1118	184	7	representing	represent	VERB
iassist-1118	184	8	the	the	DET
iassist-1118	184	9	multidirectional	multidirectional	ADJ
iassist-1118	184	10	connections	connection	NOUN
iassist-1118	184	11	between	between	ADP
iassist-1118	184	12	entities	entity	NOUN
iassist-1118	184	13	.	.	PUNCT
iassist-1118	185	1	by	by	ADP
iassist-1118	185	2	depicting	depict	VERB
iassist-1118	185	3	variables	variable	NOUN
iassist-1118	185	4	as	as	ADP
iassist-1118	185	5	nodes	node	NOUN
iassist-1118	185	6	and	and	CCONJ
iassist-1118	185	7	their	their	PRON
iassist-1118	185	8	relationships	relationship	NOUN
iassist-1118	185	9	as	as	ADP
iassist-1118	185	10	edges	edge	NOUN
iassist-1118	185	11	,	,	PUNCT
iassist-1118	185	12	researchers	researcher	NOUN
iassist-1118	185	13	gain	gain	VERB
iassist-1118	185	14	a	a	DET
iassist-1118	185	15	clearer	clear	ADJ
iassist-1118	185	16	understanding	understanding	NOUN
iassist-1118	185	17	of	of	ADP
iassist-1118	185	18	how	how	SCONJ
iassist-1118	185	19	variables	variable	NOUN
iassist-1118	185	20	are	be	AUX
iassist-1118	185	21	associated	associate	VERB
iassist-1118	185	22	and	and	CCONJ
iassist-1118	185	23	interact	interact	VERB
iassist-1118	185	24	,	,	PUNCT
iassist-1118	185	25	facilitating	facilitate	VERB
iassist-1118	185	26	the	the	DET
iassist-1118	185	27	extraction	extraction	NOUN
iassist-1118	185	28	of	of	ADP
iassist-1118	185	29	insights	insight	NOUN
iassist-1118	185	30	and	and	CCONJ
iassist-1118	185	31	predictions	prediction	NOUN
iassist-1118	185	32	from	from	ADP
iassist-1118	185	33	data	datum	NOUN
iassist-1118	185	34	.	.	PUNCT
iassist-1118	186	1	adopting	adopt	VERB
iassist-1118	186	2	recognized	recognize	VERB
iassist-1118	186	3	standards	standard	NOUN
iassist-1118	186	4	and	and	CCONJ
iassist-1118	186	5	apis	apis	NOUN
iassist-1118	186	6	in	in	ADP
iassist-1118	186	7	kg	kg	PROPN
iassist-1118	186	8	construction	construction	NOUN
iassist-1118	186	9	ensures	ensure	VERB
iassist-1118	186	10	that	that	SCONJ
iassist-1118	186	11	the	the	DET
iassist-1118	186	12	information	information	NOUN
iassist-1118	186	13	is	be	AUX
iassist-1118	186	14	interoperable	interoperable	ADJ
iassist-1118	186	15	and	and	CCONJ
iassist-1118	186	16	machine	machine	NOUN
iassist-1118	186	17	-	-	PUNCT
iassist-1118	186	18	interpretable	interpretable	NOUN
iassist-1118	186	19	.	.	PUNCT
iassist-1118	187	1	this	this	DET
iassist-1118	187	2	approach	approach	NOUN
iassist-1118	187	3	fosters	foster	VERB
iassist-1118	187	4	the	the	DET
iassist-1118	187	5	development	development	NOUN
iassist-1118	187	6	of	of	ADP
iassist-1118	187	7	intelligent	intelligent	ADJ
iassist-1118	187	8	services	service	NOUN
iassist-1118	187	9	and	and	CCONJ
iassist-1118	187	10	applications	application	NOUN
iassist-1118	187	11	capable	capable	ADJ
iassist-1118	187	12	of	of	ADP
iassist-1118	187	13	automating	automate	VERB
iassist-1118	187	14	the	the	DET
iassist-1118	187	15	analysis	analysis	NOUN
iassist-1118	187	16	and	and	CCONJ
iassist-1118	187	17	processing	processing	NOUN
iassist-1118	187	18	of	of	ADP
iassist-1118	187	19	variable	variable	ADJ
iassist-1118	187	20	data	datum	NOUN
iassist-1118	187	21	.	.	PUNCT
iassist-1118	188	1	thus	thus	ADV
iassist-1118	188	2	,	,	PUNCT
iassist-1118	188	3	kgs	kg	NOUN
iassist-1118	188	4	emerge	emerge	VERB
iassist-1118	188	5	as	as	ADP
iassist-1118	188	6	vital	vital	ADJ
iassist-1118	188	7	tools	tool	NOUN
iassist-1118	188	8	in	in	ADP
iassist-1118	188	9	managing	manage	VERB
iassist-1118	188	10	,	,	PUNCT
iassist-1118	188	11	analyzing	analyzing	NOUN
iassist-1118	188	12	,	,	PUNCT
iassist-1118	188	13	and	and	CCONJ
iassist-1118	188	14	sharing	share	VERB
iassist-1118	188	15	intricate	intricate	ADJ
iassist-1118	188	16	information	information	NOUN
iassist-1118	188	17	in	in	ADP
iassist-1118	188	18	social	social	ADJ
iassist-1118	188	19	science	science	NOUN
iassist-1118	188	20	research	research	NOUN
iassist-1118	188	21	.	.	PUNCT
iassist-1118	189	1	in	in	ADP
iassist-1118	189	2	this	this	DET
iassist-1118	189	3	sense	sense	NOUN
iassist-1118	189	4	,	,	PUNCT
iassist-1118	189	5	kg	kg	PROPN
iassist-1118	189	6	design	design	NOUN
iassist-1118	189	7	benefits	benefit	NOUN
iassist-1118	189	8	from	from	ADP
iassist-1118	189	9	extended	extended	ADJ
iassist-1118	189	10	and	and	CCONJ
iassist-1118	189	11	detailed	detailed	ADJ
iassist-1118	189	12	variable	variable	ADJ
iassist-1118	189	13	descriptions	description	NOUN
iassist-1118	189	14	.	.	PUNCT
iassist-1118	190	1	accurate	accurate	ADJ
iassist-1118	190	2	descriptions	description	NOUN
iassist-1118	190	3	improve	improve	VERB
iassist-1118	190	4	data	datum	NOUN
iassist-1118	190	5	quality	quality	NOUN
iassist-1118	190	6	,	,	PUNCT
iassist-1118	190	7	leading	lead	VERB
iassist-1118	190	8	to	to	ADP
iassist-1118	190	9	more	more	ADV
iassist-1118	190	10	reliable	reliable	ADJ
iassist-1118	190	11	connections	connection	NOUN
iassist-1118	190	12	.	.	PUNCT
iassist-1118	191	1	transparent	transparent	ADJ
iassist-1118	191	2	documentation	documentation	NOUN
iassist-1118	191	3	of	of	ADP
iassist-1118	191	4	variables	variable	NOUN
iassist-1118	191	5	allows	allow	VERB
iassist-1118	191	6	other	other	ADJ
iassist-1118	191	7	researchers	researcher	NOUN
iassist-1118	191	8	to	to	PART
iassist-1118	191	9	understand	understand	VERB
iassist-1118	191	10	the	the	DET
iassist-1118	191	11	scope	scope	NOUN
iassist-1118	191	12	of	of	ADP
iassist-1118	191	13	the	the	DET
iassist-1118	191	14	relation	relation	NOUN
iassist-1118	191	15	.	.	PUNCT
iassist-1118	192	1	detailed	detailed	ADJ
iassist-1118	192	2	descriptions	description	NOUN
iassist-1118	192	3	facilitate	facilitate	VERB
iassist-1118	192	4	the	the	DET
iassist-1118	192	5	integration	integration	NOUN
iassist-1118	192	6	of	of	ADP
iassist-1118	192	7	data	datum	NOUN
iassist-1118	192	8	from	from	ADP
iassist-1118	192	9	multiple	multiple	ADJ
iassist-1118	192	10	sources	source	NOUN
iassist-1118	192	11	and	and	CCONJ
iassist-1118	192	12	studies	study	NOUN
iassist-1118	192	13	,	,	PUNCT
iassist-1118	192	14	enhancing	enhance	VERB
iassist-1118	192	15	data	datum	NOUN
iassist-1118	192	16	discoverability	discoverability	NOUN
iassist-1118	192	17	and	and	CCONJ
iassist-1118	192	18	making	make	VERB
iassist-1118	192	19	it	it	PRON
iassist-1118	192	20	easier	easy	ADJ
iassist-1118	192	21	for	for	SCONJ
iassist-1118	192	22	researchers	researcher	NOUN
iassist-1118	192	23	to	to	PART
iassist-1118	192	24	identify	identify	VERB
iassist-1118	192	25	and	and	CCONJ
iassist-1118	192	26	use	use	VERB
iassist-1118	192	27	the	the	DET
iassist-1118	192	28	data	datum	NOUN
iassist-1118	192	29	they	they	PRON
iassist-1118	192	30	need	need	VERB
iassist-1118	192	31	.	.	PUNCT
iassist-1118	193	1	datasets	dataset	NOUN
iassist-1118	193	2	in	in	ADP
iassist-1118	193	3	repositories	repository	NOUN
iassist-1118	193	4	often	often	ADV
iassist-1118	193	5	consist	consist	VERB
iassist-1118	193	6	of	of	ADP
iassist-1118	193	7	various	various	ADJ
iassist-1118	193	8	files	file	NOUN
iassist-1118	193	9	and	and	CCONJ
iassist-1118	193	10	sub	sub	NOUN
iassist-1118	193	11	-	-	NOUN
iassist-1118	193	12	collections	collection	NOUN
iassist-1118	193	13	(	(	PUNCT
iassist-1118	193	14	wehrle	wehrle	NOUN
iassist-1118	193	15	and	and	CCONJ
iassist-1118	193	16	rechert	rechert	ADJ
iassist-1118	193	17	,	,	PUNCT
iassist-1118	193	18	2019	2019	NUM
iassist-1118	193	19	;	;	PUNCT
iassist-1118	193	20	bugaje	bugaje	NOUN
iassist-1118	193	21	and	and	CCONJ
iassist-1118	193	22	chowdhury	chowdhury	PROPN
iassist-1118	193	23	,	,	PUNCT
iassist-1118	193	24	2017	2017	NUM
iassist-1118	193	25	)	)	PUNCT
iassist-1118	193	26	,	,	PUNCT
iassist-1118	193	27	making	make	VERB
iassist-1118	193	28	fine	fine	ADV
iassist-1118	193	29	-	-	PUNCT
iassist-1118	193	30	grained	grain	VERB
iassist-1118	193	31	levels	level	NOUN
iassist-1118	193	32	,	,	PUNCT
iassist-1118	193	33	such	such	ADJ
iassist-1118	193	34	as	as	ADP
iassist-1118	193	35	individual	individual	ADJ
iassist-1118	193	36	variables	variable	NOUN
iassist-1118	193	37	,	,	PUNCT
iassist-1118	193	38	crucial	crucial	ADJ
iassist-1118	193	39	for	for	ADP
iassist-1118	193	40	research	research	NOUN
iassist-1118	193	41	data	datum	NOUN
iassist-1118	193	42	management	management	NOUN
iassist-1118	193	43	.	.	PUNCT
iassist-1118	194	1	these	these	DET
iassist-1118	194	2	detailed	detailed	ADJ
iassist-1118	194	3	connections	connection	NOUN
iassist-1118	194	4	enhance	enhance	VERB
iassist-1118	194	5	data	datum	NOUN
iassist-1118	194	6	reuse	reuse	NOUN
iassist-1118	194	7	by	by	ADP
iassist-1118	194	8	enriching	enrich	VERB
iassist-1118	194	9	the	the	DET
iassist-1118	194	10	decision	decision	NOUN
iassist-1118	194	11	-	-	PUNCT
iassist-1118	194	12	making	make	VERB
iassist-1118	194	13	process	process	NOUN
iassist-1118	194	14	for	for	ADP
iassist-1118	194	15	researchers	researcher	NOUN
iassist-1118	194	16	who	who	PRON
iassist-1118	194	17	often	often	ADV
iassist-1118	194	18	select	select	VERB
iassist-1118	194	19	specific	specific	ADJ
iassist-1118	194	20	variables	variable	NOUN
iassist-1118	194	21	rather	rather	ADV
iassist-1118	194	22	than	than	ADP
iassist-1118	194	23	entire	entire	ADJ
iassist-1118	194	24	datasets	dataset	NOUN
iassist-1118	194	25	.	.	PUNCT
iassist-1118	195	1	a	a	DET
iassist-1118	195	2	primary	primary	ADJ
iassist-1118	195	3	need	need	NOUN
iassist-1118	195	4	for	for	ADP
iassist-1118	195	5	social	social	ADJ
iassist-1118	195	6	scientists	scientist	NOUN
iassist-1118	195	7	reusing	reuse	VERB
iassist-1118	195	8	data	datum	NOUN
iassist-1118	195	9	is	be	AUX
iassist-1118	195	10	to	to	PART
iassist-1118	195	11	swiftly	swiftly	ADV
iassist-1118	195	12	comprehend	comprehend	VERB
iassist-1118	195	13	the	the	DET
iassist-1118	195	14	meanings	meaning	NOUN
iassist-1118	195	15	and	and	CCONJ
iassist-1118	195	16	values	value	NOUN
iassist-1118	195	17	of	of	ADP
iassist-1118	195	18	variables	variable	NOUN
iassist-1118	195	19	within	within	ADP
iassist-1118	195	20	a	a	DET
iassist-1118	195	21	dataset	dataset	NOUN
iassist-1118	195	22	(	(	PUNCT
iassist-1118	195	23	sun	sun	NOUN
iassist-1118	195	24	and	and	CCONJ
iassist-1118	195	25	khoo	khoo	PROPN
iassist-1118	195	26	,	,	PUNCT
iassist-1118	195	27	2018	2018	NUM
iassist-1118	195	28	)	)	PUNCT
iassist-1118	195	29	.	.	PUNCT
iassist-1118	196	1	however	however	ADV
iassist-1118	196	2	,	,	PUNCT
iassist-1118	196	3	challenges	challenge	NOUN
iassist-1118	196	4	arise	arise	VERB
iassist-1118	196	5	from	from	ADP
iassist-1118	196	6	terminology	terminology	NOUN
iassist-1118	196	7	polysemy	polysemy	NOUN
iassist-1118	196	8	,	,	PUNCT
iassist-1118	196	9	where	where	SCONJ
iassist-1118	196	10	similar	similar	ADJ
iassist-1118	196	11	variable	variable	ADJ
iassist-1118	196	12	concepts	concept	NOUN
iassist-1118	196	13	may	may	AUX
iassist-1118	196	14	have	have	VERB
iassist-1118	196	15	different	different	ADJ
iassist-1118	196	16	names	name	NOUN
iassist-1118	196	17	or	or	CCONJ
iassist-1118	196	18	variables	variable	NOUN
iassist-1118	196	19	with	with	ADP
iassist-1118	196	20	the	the	DET
iassist-1118	196	21	same	same	ADJ
iassist-1118	196	22	name	name	NOUN
iassist-1118	196	23	may	may	AUX
iassist-1118	196	24	represent	represent	VERB
iassist-1118	196	25	different	different	ADJ
iassist-1118	196	26	concepts	concept	NOUN
iassist-1118	196	27	.	.	PUNCT
iassist-1118	197	1	this	this	DET
iassist-1118	197	2	issue	issue	NOUN
iassist-1118	197	3	necessitates	necessitate	VERB
iassist-1118	197	4	intellectual	intellectual	ADJ
iassist-1118	197	5	effort	effort	NOUN
iassist-1118	197	6	to	to	PART
iassist-1118	197	7	understand	understand	VERB
iassist-1118	197	8	variables	variable	NOUN
iassist-1118	197	9	across	across	ADP
iassist-1118	197	10	studies	study	NOUN
iassist-1118	197	11	and	and	CCONJ
iassist-1118	197	12	waves	wave	NOUN
iassist-1118	197	13	.	.	PUNCT
iassist-1118	198	1	an	an	DET
iassist-1118	198	2	extensive	extensive	ADJ
iassist-1118	198	3	research	research	NOUN
iassist-1118	198	4	university	university	NOUN
iassist-1118	198	5	library	library	NOUN
iassist-1118	198	6	's	's	PART
iassist-1118	198	7	experience	experience	NOUN
iassist-1118	198	8	with	with	ADP
iassist-1118	198	9	data	datum	NOUN
iassist-1118	198	10	reuse	reuse	NOUN
iassist-1118	198	11	,	,	PUNCT
iassist-1118	198	12	including	include	VERB
iassist-1118	198	13	matters	matter	NOUN
iassist-1118	198	14	of	of	ADP
iassist-1118	198	15	replicability	replicability	NOUN
iassist-1118	198	16	and	and	CCONJ
iassist-1118	198	17	reproducibility	reproducibility	NOUN
iassist-1118	198	18	,	,	PUNCT
iassist-1118	198	19	underscores	underscore	VERB
iassist-1118	198	20	the	the	DET
iassist-1118	198	21	importance	importance	NOUN
iassist-1118	198	22	of	of	ADP
iassist-1118	198	23	providing	provide	VERB
iassist-1118	198	24	descriptive	descriptive	ADJ
iassist-1118	198	25	information	information	NOUN
iassist-1118	198	26	about	about	ADP
iassist-1118	198	27	variables	variable	NOUN
iassist-1118	198	28	'	'	PART
iassist-1118	198	29	coverage	coverage	NOUN
iassist-1118	198	30	across	across	ADP
iassist-1118	198	31	datasets	dataset	NOUN
iassist-1118	198	32	and	and	CCONJ
iassist-1118	198	33	specifying	specify	VERB
iassist-1118	198	34	variable	variable	ADJ
iassist-1118	198	35	data	datum	NOUN
iassist-1118	198	36	definitions	definition	NOUN
iassist-1118	198	37	(	(	PUNCT
iassist-1118	198	38	scoulas	scoula	NOUN
iassist-1118	198	39	,	,	PUNCT
iassist-1118	198	40	2020	2020	NUM
iassist-1118	198	41	)	)	PUNCT
iassist-1118	198	42	.	.	PUNCT
iassist-1118	199	1	for	for	ADP
iassist-1118	199	2	example	example	NOUN
iassist-1118	199	3	,	,	PUNCT
iassist-1118	199	4	table	table	NOUN
iassist-1118	199	5	1	1	NUM
iassist-1118	199	6	illustrates	illustrate	VERB
iassist-1118	199	7	the	the	DET
iassist-1118	199	8	relationship	relationship	NOUN
iassist-1118	199	9	between	between	ADP
iassist-1118	199	10	variables	variable	NOUN
iassist-1118	199	11	a	a	PRON
iassist-1118	199	12	and	and	CCONJ
iassist-1118	199	13	b	b	NOUN
iassist-1118	199	14	across	across	ADP
iassist-1118	199	15	different	different	ADJ
iassist-1118	199	16	waves	wave	NOUN
iassist-1118	199	17	,	,	PUNCT
iassist-1118	199	18	where	where	SCONJ
iassist-1118	199	19	variable	variable	ADJ
iassist-1118	199	20	b	b	NOUN
iassist-1118	199	21	in	in	ADP
iassist-1118	199	22	wave	wave	NOUN
iassist-1118	199	23	2	2	NUM
iassist-1118	199	24	is	be	AUX
iassist-1118	199	25	basedon	basedon	NOUN
iassist-1118	199	26	the	the	DET
iassist-1118	199	27	variable	variable	NOUN
iassist-1118	199	28	a	a	PRON
iassist-1118	199	29	from	from	ADP
iassist-1118	199	30	wave	wave	NOUN
iassist-1118	199	31	1	1	NUM
iassist-1118	199	32	,	,	PUNCT
iassist-1118	199	33	although	although	SCONJ
iassist-1118	199	34	with	with	ADP
iassist-1118	199	35	a	a	DET
iassist-1118	199	36	different	different	ADJ
iassist-1118	199	37	name	name	NOUN
iassist-1118	199	38	.	.	PUNCT
iassist-1118	200	1	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	200	2	9/16	9/16	NUM
iassist-1118	200	3	saldanha	saldanha	NOUN
iassist-1118	200	4	bach	bach	NOUN
iassist-1118	200	5	,	,	PUNCT
iassist-1118	200	6	janete	janete	ADJ
iassist-1118	200	7	;	;	PUNCT
iassist-1118	200	8	klas	kla	NOUN
iassist-1118	200	9	,	,	PUNCT
iassist-1118	200	10	claus	claus	PROPN
iassist-1118	200	11	-	-	PUNCT
iassist-1118	200	12	peter	peter	PROPN
iassist-1118	200	13	(	(	PUNCT
iassist-1118	200	14	2024	2024	NUM
iassist-1118	200	15	)	)	PUNCT
iassist-1118	200	16	enhancing	enhance	VERB
iassist-1118	200	17	fair	fair	ADJ
iassist-1118	200	18	compliance	compliance	NOUN
iassist-1118	200	19	:	:	PUNCT
iassist-1118	200	20	a	a	DET
iassist-1118	200	21	controlled	control	VERB
iassist-1118	200	22	vocabulary	vocabulary	NOUN
iassist-1118	200	23	for	for	ADP
iassist-1118	200	24	mapping	map	VERB
iassist-1118	200	25	social	social	ADJ
iassist-1118	200	26	sciences	sciences	PROPN
iassist-1118	200	27	survey	survey	NOUN
iassist-1118	200	28	variables	variable	NOUN
iassist-1118	200	29	,	,	PUNCT
iassist-1118	200	30	iassist	iassist	VERB
iassist-1118	200	31	quarterly	quarterly	ADJ
iassist-1118	200	32	48(2	48(2	NUM
iassist-1118	200	33	)	)	PUNCT
iassist-1118	200	34	,	,	PUNCT
iassist-1118	200	35	pp	pp	PROPN
iassist-1118	200	36	.	.	PUNCT
iassist-1118	201	1	1	1	NUM
iassist-1118	201	2	-	-	SYM
iassist-1118	201	3	15	15	NUM
iassist-1118	201	4	.	.	PUNCT
iassist-1118	202	1	doi	doi	NOUN
iassist-1118	202	2	:	:	PUNCT
iassist-1118	202	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	202	4	table	table	NOUN
iassist-1118	202	5	1	1	NUM
iassist-1118	202	6	variables	variable	NOUN
iassist-1118	202	7	relations	relation	NOUN
iassist-1118	202	8	:	:	PUNCT
iassist-1118	202	9	differences	difference	NOUN
iassist-1118	202	10	across	across	ADP
iassist-1118	202	11	waves	wave	NOUN
iassist-1118	202	12	:	:	PUNCT
iassist-1118	202	13	variable	variable	ADJ
iassist-1118	202	14	name	name	NOUN
iassist-1118	202	15	variables	variable	VERB
iassist-1118	202	16	relations	relation	NOUN
iassist-1118	202	17	variables	variable	NOUN
iassist-1118	202	18	study	study	VERB
iassist-1118	202	19	program	program	NOUN
iassist-1118	202	20	wave	wave	NOUN
iassist-1118	202	21	variable	variable	ADJ
iassist-1118	202	22	name	name	NOUN
iassist-1118	202	23	variable	variable	ADJ
iassist-1118	202	24	label	label	NOUN
iassist-1118	202	25	isbasedon.hasdifferentvarname	isbasedon.hasdifferentvarname	PROPN
iassist-1118	202	26	b	b	NOUN
iassist-1118	202	27	-	-	PUNCT
iassist-1118	202	28	>	>	X
iassist-1118	202	29	a	a	PRON
iassist-1118	202	30	is	be	AUX
iassist-1118	202	31	equal	equal	ADJ
iassist-1118	202	32	is	be	AUX
iassist-1118	202	33	different	different	ADJ
iassist-1118	202	34	is	be	AUX
iassist-1118	202	35	different	different	ADJ
iassist-1118	202	36	is	be	AUX
iassist-1118	203	1	equal	equal	ADJ
iassist-1118	203	2	variable	variable	ADJ
iassist-1118	203	3	1	1	NUM
iassist-1118	203	4	var_1	var_1	NUM
iassist-1118	203	5	study#100	study#100	NOUN
iassist-1118	203	6	wave1	wave1	NOUN
iassist-1118	203	7	age	age	NOUN
iassist-1118	203	8	age	age	NOUN
iassist-1118	203	9	in	in	ADP
iassist-1118	203	10	years	year	NOUN
iassist-1118	203	11	variable	variable	ADJ
iassist-1118	203	12	2	2	NUM
iassist-1118	203	13	var_2	var_2	NOUN
iassist-1118	203	14	study#100	study#100	NOUN
iassist-1118	203	15	wave2	wave2	PROPN
iassist-1118	203	16	age_group	age_group	NOUN
iassist-1118	203	17	age	age	NOUN
iassist-1118	203	18	in	in	ADP
iassist-1118	203	19	years	year	NOUN
iassist-1118	203	20	note	note	NOUN
iassist-1118	203	21	:	:	PUNCT
iassist-1118	203	22	isbasedon	isbasedon	PROPN
iassist-1118	203	23	(	(	PUNCT
iassist-1118	203	24	ddi	ddi	PROPN
iassist-1118	203	25	-	-	PUNCT
iassist-1118	203	26	lc	lc	NOUN
iassist-1118	203	27	)	)	PUNCT
iassist-1118	203	28	figure	figure	NOUN
iassist-1118	203	29	1	1	NUM
iassist-1118	203	30	depicts	depict	VERB
iassist-1118	203	31	the	the	DET
iassist-1118	203	32	variables	variable	NOUN
iassist-1118	203	33	'	'	PART
iassist-1118	203	34	relations	relation	NOUN
iassist-1118	203	35	across	across	ADP
iassist-1118	203	36	waves	wave	NOUN
iassist-1118	203	37	regarding	regard	VERB
iassist-1118	203	38	the	the	DET
iassist-1118	203	39	different	different	ADJ
iassist-1118	203	40	variable	variable	ADJ
iassist-1118	203	41	names	name	NOUN
iassist-1118	203	42	.	.	PUNCT
iassist-1118	204	1	variable	variable	PROPN
iassist-1118	204	2	b	b	PROPN
iassist-1118	204	3	is	be	AUX
iassist-1118	204	4	based	base	VERB
iassist-1118	204	5	on	on	ADP
iassist-1118	204	6	variable	variable	NOUN
iassist-1118	204	7	a	a	PRON
iassist-1118	204	8	because	because	SCONJ
iassist-1118	204	9	it	it	PRON
iassist-1118	204	10	was	be	AUX
iassist-1118	204	11	generated	generate	VERB
iassist-1118	204	12	later	later	ADV
iassist-1118	204	13	in	in	ADP
iassist-1118	204	14	a	a	DET
iassist-1118	204	15	recent	recent	ADJ
iassist-1118	204	16	wave	wave	NOUN
iassist-1118	204	17	.	.	PUNCT
iassist-1118	205	1	although	although	SCONJ
iassist-1118	205	2	variable	variable	ADJ
iassist-1118	205	3	b	b	NOUN
iassist-1118	205	4	is	be	AUX
iassist-1118	205	5	based	base	VERB
iassist-1118	205	6	on	on	ADP
iassist-1118	205	7	a	a	PRON
iassist-1118	205	8	,	,	PUNCT
iassist-1118	205	9	b	b	NOUN
iassist-1118	205	10	has	have	VERB
iassist-1118	205	11	a	a	DET
iassist-1118	205	12	different	different	ADJ
iassist-1118	205	13	variable	variable	ADJ
iassist-1118	205	14	name	name	NOUN
iassist-1118	205	15	(	(	PUNCT
iassist-1118	205	16	age_group	age_group	NOUN
iassist-1118	205	17	)	)	PUNCT
iassist-1118	205	18	than	than	ADP
iassist-1118	205	19	the	the	DET
iassist-1118	205	20	original	original	ADJ
iassist-1118	205	21	variable	variable	NOUN
iassist-1118	205	22	a	a	DET
iassist-1118	205	23	(	(	PUNCT
iassist-1118	205	24	age	age	NOUN
iassist-1118	205	25	)	)	PUNCT
iassist-1118	205	26	.	.	PUNCT
iassist-1118	206	1	figure	figure	VERB
iassist-1118	206	2	1	1	NUM
iassist-1118	206	3	:	:	PUNCT
iassist-1118	206	4	representation	representation	NOUN
iassist-1118	206	5	of	of	ADP
iassist-1118	206	6	the	the	DET
iassist-1118	206	7	relations	relation	NOUN
iassist-1118	206	8	in	in	ADP
iassist-1118	206	9	a	a	DET
iassist-1118	206	10	knowledge	knowledge	NOUN
iassist-1118	206	11	graph	graph	NOUN
iassist-1118	206	12	:	:	PUNCT
iassist-1118	206	13	different	different	ADJ
iassist-1118	206	14	variable	variable	ADJ
iassist-1118	206	15	name	name	NOUN
iassist-1118	206	16	label	label	NOUN
iassist-1118	206	17	:	:	PUNCT
iassist-1118	206	18	1	1	NUM
iassist-1118	206	19	=	=	SYM
iassist-1118	206	20	equal	equal	ADJ
iassist-1118	206	21	;	;	PUNCT
iassist-1118	206	22	2	2	NUM
iassist-1118	206	23	=	=	SYM
iassist-1118	206	24	different	different	ADJ
iassist-1118	206	25	.	.	PUNCT
iassist-1118	207	1	the	the	DET
iassist-1118	207	2	dotted	dotted	ADJ
iassist-1118	207	3	lines	line	NOUN
iassist-1118	207	4	represent	represent	VERB
iassist-1118	207	5	relations	relation	NOUN
iassist-1118	207	6	between	between	ADP
iassist-1118	207	7	entities	entity	NOUN
iassist-1118	207	8	.	.	PUNCT
iassist-1118	208	1	figure	figure	VERB
iassist-1118	208	2	2	2	NUM
iassist-1118	208	3	depicts	depict	VERB
iassist-1118	208	4	one	one	NUM
iassist-1118	208	5	example	example	NOUN
iassist-1118	208	6	of	of	ADP
iassist-1118	208	7	variables	variable	NOUN
iassist-1118	208	8	a	a	PRON
iassist-1118	208	9	and	and	CCONJ
iassist-1118	208	10	b	b	NOUN
iassist-1118	208	11	relation	relation	NOUN
iassist-1118	208	12	where	where	SCONJ
iassist-1118	208	13	a	a	DET
iassist-1118	208	14	variable	variable	ADJ
iassist-1118	208	15	b	b	NOUN
iassist-1118	208	16	is	be	AUX
iassist-1118	208	17	basedon	basedon	NOUN
iassist-1118	208	18	a	a	DET
iassist-1118	208	19	variable	variable	NOUN
iassist-1118	208	20	a	a	PRON
iassist-1118	208	21	but	but	CCONJ
iassist-1118	208	22	has	have	VERB
iassist-1118	208	23	a	a	DET
iassist-1118	208	24	different	different	ADJ
iassist-1118	208	25	question	question	NOUN
iassist-1118	208	26	wording	wording	NOUN
iassist-1118	208	27	.	.	PUNCT
iassist-1118	209	1	in	in	ADP
iassist-1118	209	2	this	this	DET
iassist-1118	209	3	case	case	NOUN
iassist-1118	209	4	,	,	PUNCT
iassist-1118	209	5	the	the	DET
iassist-1118	209	6	word	word	NOUN
iassist-1118	209	7	‘	'	PUNCT
iassist-1118	209	8	daß	daß	NOUN
iassist-1118	209	9	’	'	PUNCT
iassist-1118	209	10	(	(	PUNCT
iassist-1118	209	11	the	the	DET
iassist-1118	209	12	german	german	ADJ
iassist-1118	209	13	word	word	NOUN
iassist-1118	209	14	which	which	PRON
iassist-1118	209	15	means	mean	VERB
iassist-1118	209	16	‘	'	PUNCT
iassist-1118	209	17	that	that	PRON
iassist-1118	209	18	’	'	PUNCT
iassist-1118	209	19	)	)	PUNCT
iassist-1118	209	20	uses	use	VERB
iassist-1118	209	21	the	the	DET
iassist-1118	209	22	character	character	NOUN
iassist-1118	209	23	ß	ß	X
iassist-1118	209	24	(	(	PUNCT
iassist-1118	209	25	called	call	VERB
iassist-1118	209	26	eszett	eszett	PROPN
iassist-1118	209	27	)	)	PUNCT
iassist-1118	209	28	.	.	PUNCT
iassist-1118	210	1	the	the	DET
iassist-1118	210	2	eszett	eszett	PROPN
iassist-1118	210	3	letter	letter	NOUN
iassist-1118	210	4	is	be	AUX
iassist-1118	210	5	used	use	VERB
iassist-1118	210	6	only	only	ADV
iassist-1118	210	7	in	in	ADP
iassist-1118	210	8	german	german	NOUN
iassist-1118	210	9	and	and	CCONJ
iassist-1118	210	10	can	can	AUX
iassist-1118	210	11	be	be	AUX
iassist-1118	210	12	typographically	typographically	ADV
iassist-1118	210	13	replaced	replace	VERB
iassist-1118	210	14	with	with	ADP
iassist-1118	210	15	the	the	DET
iassist-1118	210	16	double	double	ADJ
iassist-1118	210	17	-	-	PUNCT
iassist-1118	210	18	s	s	NOUN
iassist-1118	210	19	digraph	digraph	NOUN
iassist-1118	210	20	‘	'	PUNCT
iassist-1118	210	21	ss	ss	NOUN
iassist-1118	210	22	.	.	PUNCT
iassist-1118	210	23	’	'	PUNCT
iassist-1118	211	1	in	in	ADP
iassist-1118	211	2	a	a	DET
iassist-1118	211	3	more	more	ADV
iassist-1118	211	4	recent	recent	ADJ
iassist-1118	211	5	wave	wave	NOUN
iassist-1118	211	6	,	,	PUNCT
iassist-1118	211	7	the	the	DET
iassist-1118	211	8	same	same	ADJ
iassist-1118	211	9	word	word	NOUN
iassist-1118	211	10	is	be	AUX
iassist-1118	211	11	replaced	replace	VERB
iassist-1118	211	12	by	by	ADP
iassist-1118	211	13	the	the	DET
iassist-1118	211	14	form	form	NOUN
iassist-1118	211	15	‘	'	PUNCT
iassist-1118	211	16	dass	dass	NOUN
iassist-1118	211	17	,	,	PUNCT
iassist-1118	211	18	’	'	PUNCT
iassist-1118	211	19	adopting	adopt	VERB
iassist-1118	211	20	double	double	ADJ
iassist-1118	211	21	-	-	PUNCT
iassist-1118	211	22	s.	s.	PROPN
iassist-1118	211	23	figure	figure	NOUN
iassist-1118	211	24	2	2	NUM
iassist-1118	211	25	depicts	depict	VERB
iassist-1118	211	26	the	the	DET
iassist-1118	211	27	kg	kg	NOUN
iassist-1118	211	28	representation	representation	NOUN
iassist-1118	211	29	of	of	ADP
iassist-1118	211	30	variables	variable	NOUN
iassist-1118	211	31	'	'	PART
iassist-1118	211	32	relations	relation	NOUN
iassist-1118	211	33	across	across	ADP
iassist-1118	211	34	waves	wave	NOUN
iassist-1118	211	35	regarding	regard	VERB
iassist-1118	211	36	question	question	NOUN
iassist-1118	211	37	-	-	PUNCT
iassist-1118	211	38	wording	wording	NOUN
iassist-1118	211	39	.	.	PUNCT
iassist-1118	212	1	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	212	2	10/16	10/16	NUM
iassist-1118	212	3	saldanha	saldanha	NOUN
iassist-1118	212	4	bach	bach	NOUN
iassist-1118	212	5	,	,	PUNCT
iassist-1118	212	6	janete	janete	ADJ
iassist-1118	212	7	;	;	PUNCT
iassist-1118	212	8	klas	kla	NOUN
iassist-1118	212	9	,	,	PUNCT
iassist-1118	212	10	claus	claus	PROPN
iassist-1118	212	11	-	-	PUNCT
iassist-1118	212	12	peter	peter	PROPN
iassist-1118	212	13	(	(	PUNCT
iassist-1118	212	14	2024	2024	NUM
iassist-1118	212	15	)	)	PUNCT
iassist-1118	212	16	enhancing	enhance	VERB
iassist-1118	212	17	fair	fair	ADJ
iassist-1118	212	18	compliance	compliance	NOUN
iassist-1118	212	19	:	:	PUNCT
iassist-1118	212	20	a	a	DET
iassist-1118	212	21	controlled	control	VERB
iassist-1118	212	22	vocabulary	vocabulary	NOUN
iassist-1118	212	23	for	for	ADP
iassist-1118	212	24	mapping	map	VERB
iassist-1118	212	25	social	social	ADJ
iassist-1118	212	26	sciences	sciences	PROPN
iassist-1118	212	27	survey	survey	NOUN
iassist-1118	212	28	variables	variable	NOUN
iassist-1118	212	29	,	,	PUNCT
iassist-1118	212	30	iassist	iassist	VERB
iassist-1118	212	31	quarterly	quarterly	ADJ
iassist-1118	212	32	48(2	48(2	NUM
iassist-1118	212	33	)	)	PUNCT
iassist-1118	212	34	,	,	PUNCT
iassist-1118	212	35	pp	pp	PROPN
iassist-1118	212	36	.	.	PUNCT
iassist-1118	213	1	1	1	NUM
iassist-1118	213	2	-	-	SYM
iassist-1118	213	3	15	15	NUM
iassist-1118	213	4	.	.	PUNCT
iassist-1118	214	1	doi	doi	NOUN
iassist-1118	214	2	:	:	PUNCT
iassist-1118	214	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	ADJ
iassist-1118	214	4	figure	figure	NOUN
iassist-1118	214	5	2	2	NUM
iassist-1118	214	6	:	:	PUNCT
iassist-1118	214	7	representation	representation	NOUN
iassist-1118	214	8	of	of	ADP
iassist-1118	214	9	the	the	DET
iassist-1118	214	10	relations	relation	NOUN
iassist-1118	214	11	in	in	ADP
iassist-1118	214	12	a	a	DET
iassist-1118	214	13	knowledge	knowledge	NOUN
iassist-1118	214	14	graph	graph	NOUN
iassist-1118	214	15	:	:	PUNCT
iassist-1118	214	16	different	different	ADJ
iassist-1118	214	17	question	question	NOUN
iassist-1118	214	18	-	-	PUNCT
iassist-1118	214	19	wording	wording	NOUN
iassist-1118	214	20	label	label	NOUN
iassist-1118	214	21	:	:	PUNCT
iassist-1118	214	22	1	1	NUM
iassist-1118	214	23	=	=	SYM
iassist-1118	214	24	equal	equal	ADJ
iassist-1118	214	25	;	;	PUNCT
iassist-1118	214	26	2	2	NUM
iassist-1118	214	27	=	=	SYM
iassist-1118	214	28	different	different	ADJ
iassist-1118	214	29	.	.	PUNCT
iassist-1118	215	1	the	the	DET
iassist-1118	215	2	dotted	dotted	ADJ
iassist-1118	215	3	lines	line	NOUN
iassist-1118	215	4	represent	represent	VERB
iassist-1118	215	5	relations	relation	NOUN
iassist-1118	215	6	between	between	ADP
iassist-1118	215	7	entities	entity	NOUN
iassist-1118	215	8	.	.	PUNCT
iassist-1118	216	1	figure	figure	VERB
iassist-1118	216	2	3	3	NUM
iassist-1118	216	3	depicts	depict	VERB
iassist-1118	216	4	one	one	NUM
iassist-1118	216	5	example	example	NOUN
iassist-1118	216	6	of	of	ADP
iassist-1118	216	7	variables	variable	NOUN
iassist-1118	216	8	a	a	PRON
iassist-1118	216	9	and	and	CCONJ
iassist-1118	216	10	b	b	NOUN
iassist-1118	216	11	relation	relation	NOUN
iassist-1118	216	12	where	where	SCONJ
iassist-1118	216	13	a	a	DET
iassist-1118	216	14	variable	variable	ADJ
iassist-1118	216	15	b	b	NOUN
iassist-1118	216	16	is	be	AUX
iassist-1118	216	17	basedon	basedon	NOUN
iassist-1118	216	18	a	a	DET
iassist-1118	216	19	variable	variable	NOUN
iassist-1118	216	20	a	a	PRON
iassist-1118	216	21	but	but	CCONJ
iassist-1118	216	22	has	have	VERB
iassist-1118	216	23	a	a	DET
iassist-1118	216	24	different	different	ADJ
iassist-1118	216	25	response	response	NOUN
iassist-1118	216	26	schema	schema	NOUN
iassist-1118	216	27	.	.	PUNCT
iassist-1118	217	1	likert	likert	ADJ
iassist-1118	217	2	scale	scale	NOUN
iassist-1118	217	3	from	from	ADP
iassist-1118	217	4	variables	variable	NOUN
iassist-1118	217	5	a	a	PRON
iassist-1118	217	6	and	and	CCONJ
iassist-1118	217	7	b	b	NOUN
iassist-1118	217	8	differs	differ	NOUN
iassist-1118	217	9	from	from	ADP
iassist-1118	217	10	5	5	NUM
iassist-1118	217	11	to	to	PART
iassist-1118	217	12	7	7	NUM
iassist-1118	217	13	in	in	ADP
iassist-1118	217	14	each	each	DET
iassist-1118	217	15	wave	wave	NOUN
iassist-1118	217	16	,	,	PUNCT
iassist-1118	217	17	respectively	respectively	ADV
iassist-1118	217	18	.	.	PUNCT
iassist-1118	218	1	figure	figure	NOUN
iassist-1118	218	2	3	3	NUM
iassist-1118	218	3	depicts	depict	VERB
iassist-1118	218	4	the	the	DET
iassist-1118	218	5	variables	variable	NOUN
iassist-1118	218	6	'	'	PART
iassist-1118	218	7	relations	relation	NOUN
iassist-1118	218	8	across	across	ADP
iassist-1118	218	9	waves	wave	NOUN
iassist-1118	218	10	regarding	regard	VERB
iassist-1118	218	11	different	different	ADJ
iassist-1118	218	12	response	response	NOUN
iassist-1118	218	13	schema	schema	NOUN
iassist-1118	218	14	.	.	PUNCT
iassist-1118	219	1	figure	figure	VERB
iassist-1118	219	2	3	3	NUM
iassist-1118	219	3	:	:	PUNCT
iassist-1118	219	4	representation	representation	NOUN
iassist-1118	219	5	of	of	ADP
iassist-1118	219	6	the	the	DET
iassist-1118	219	7	relations	relation	NOUN
iassist-1118	219	8	in	in	ADP
iassist-1118	219	9	a	a	DET
iassist-1118	219	10	knowledge	knowledge	NOUN
iassist-1118	219	11	graph	graph	NOUN
iassist-1118	219	12	:	:	PUNCT
iassist-1118	219	13	different	different	ADJ
iassist-1118	219	14	response	response	NOUN
iassist-1118	219	15	schema	schema	NOUN
iassist-1118	219	16	label	label	NOUN
iassist-1118	219	17	:	:	PUNCT
iassist-1118	219	18	s	s	X
iassist-1118	219	19	=	=	NOUN
iassist-1118	219	20	study	study	NOUN
iassist-1118	219	21	program	program	NOUN
iassist-1118	219	22	|	|	ADV
iassist-1118	219	23	w	w	PROPN
iassist-1118	219	24	=	=	NOUN
iassist-1118	219	25	wave	wave	NOUN
iassist-1118	220	1	|	|	ADV
iassist-1118	220	2	var	var	NOUN
iassist-1118	220	3	=	=	SYM
iassist-1118	220	4	variable	variable	NOUN
iassist-1118	221	1	|	|	ADV
iassist-1118	221	2	q	q	NOUN
iassist-1118	221	3	=	=	NOUN
iassist-1118	221	4	question	question	NOUN
iassist-1118	221	5	|	|	INTJ
iassist-1118	221	6	rs	rs	ADJ
iassist-1118	221	7	=	=	NOUN
iassist-1118	221	8	response	response	NOUN
iassist-1118	221	9	schema	schema	NOUN
iassist-1118	222	1	|	|	ADV
iassist-1118	222	2	d	d	NOUN
iassist-1118	222	3	=	=	PRON
iassist-1118	222	4	dataset	dataset	VERB
iassist-1118	222	5	the	the	DET
iassist-1118	222	6	ease	ease	NOUN
iassist-1118	222	7	of	of	ADP
iassist-1118	222	8	discovering	discover	VERB
iassist-1118	222	9	and	and	CCONJ
iassist-1118	222	10	visualizing	visualize	VERB
iassist-1118	222	11	dataset	dataset	VERB
iassist-1118	222	12	variable	variable	ADJ
iassist-1118	222	13	relations	relation	NOUN
iassist-1118	222	14	through	through	ADP
iassist-1118	222	15	kgs	kg	NOUN
iassist-1118	222	16	significantly	significantly	ADV
iassist-1118	222	17	enhances	enhance	VERB
iassist-1118	222	18	their	their	PRON
iassist-1118	222	19	comparability	comparability	NOUN
iassist-1118	222	20	across	across	ADP
iassist-1118	222	21	different	different	ADJ
iassist-1118	222	22	study	study	NOUN
iassist-1118	222	23	waves	wave	NOUN
iassist-1118	222	24	.	.	PUNCT
iassist-1118	223	1	this	this	DET
iassist-1118	223	2	functionality	functionality	NOUN
iassist-1118	223	3	aids	aid	NOUN
iassist-1118	223	4	in	in	ADP
iassist-1118	223	5	understanding	understand	VERB
iassist-1118	223	6	how	how	SCONJ
iassist-1118	223	7	variables	variable	NOUN
iassist-1118	223	8	interact	interact	VERB
iassist-1118	223	9	within	within	ADP
iassist-1118	223	10	and	and	CCONJ
iassist-1118	223	11	between	between	ADP
iassist-1118	223	12	diverse	diverse	ADJ
iassist-1118	223	13	datasets	dataset	NOUN
iassist-1118	223	14	of	of	ADP
iassist-1118	223	15	several	several	ADJ
iassist-1118	223	16	types	type	NOUN
iassist-1118	223	17	.	.	PUNCT
iassist-1118	224	1	in	in	ADP
iassist-1118	224	2	longitudinal	longitudinal	ADJ
iassist-1118	224	3	studies	study	NOUN
iassist-1118	224	4	,	,	PUNCT
iassist-1118	224	5	tracking	track	VERB
iassist-1118	224	6	changes	change	NOUN
iassist-1118	224	7	in	in	ADP
iassist-1118	224	8	variables	variable	NOUN
iassist-1118	224	9	across	across	ADP
iassist-1118	224	10	different	different	ADJ
iassist-1118	224	11	waves	wave	NOUN
iassist-1118	224	12	becomes	become	VERB
iassist-1118	224	13	more	more	ADV
iassist-1118	224	14	manageable	manageable	ADJ
iassist-1118	224	15	,	,	PUNCT
iassist-1118	224	16	facilitating	facilitate	VERB
iassist-1118	224	17	the	the	DET
iassist-1118	224	18	often	often	ADV
iassist-1118	224	19	costly	costly	ADJ
iassist-1118	224	20	and	and	CCONJ
iassist-1118	224	21	time	time	NOUN
iassist-1118	224	22	-	-	PUNCT
iassist-1118	224	23	consuming	consume	VERB
iassist-1118	224	24	harmonization	harmonization	NOUN
iassist-1118	224	25	process	process	NOUN
iassist-1118	224	26	among	among	ADP
iassist-1118	224	27	datasets	dataset	NOUN
iassist-1118	224	28	.	.	PUNCT
iassist-1118	225	1	kgs	kgs	PROPN
iassist-1118	225	2	,	,	PUNCT
iassist-1118	225	3	with	with	ADP
iassist-1118	225	4	their	their	PRON
iassist-1118	225	5	search	search	NOUN
iassist-1118	225	6	and	and	CCONJ
iassist-1118	225	7	browse	browse	VERB
iassist-1118	225	8	functionalities	functionality	NOUN
iassist-1118	225	9	,	,	PUNCT
iassist-1118	225	10	also	also	ADV
iassist-1118	225	11	augment	augment	VERB
iassist-1118	225	12	data	datum	NOUN
iassist-1118	225	13	discoverability	discoverability	NOUN
iassist-1118	225	14	and	and	CCONJ
iassist-1118	225	15	findability	findability	NOUN
iassist-1118	225	16	(	(	PUNCT
iassist-1118	225	17	wu	wu	PROPN
iassist-1118	225	18	et	et	PROPN
iassist-1118	225	19	al	al	PROPN
iassist-1118	225	20	.	.	PROPN
iassist-1118	225	21	,	,	PUNCT
iassist-1118	225	22	2019	2019	NUM
iassist-1118	225	23	)	)	PUNCT
iassist-1118	225	24	.	.	PUNCT
iassist-1118	226	1	they	they	PRON
iassist-1118	226	2	enable	enable	VERB
iassist-1118	226	3	(	(	PUNCT
iassist-1118	226	4	inter)disciplinary	inter)disciplinary	ADJ
iassist-1118	226	5	data	datum	NOUN
iassist-1118	226	6	reuse	reuse	NOUN
iassist-1118	226	7	by	by	ADP
iassist-1118	226	8	visually	visually	ADV
iassist-1118	226	9	depicting	depict	VERB
iassist-1118	226	10	how	how	SCONJ
iassist-1118	226	11	variables	variable	NOUN
iassist-1118	226	12	are	be	AUX
iassist-1118	226	13	distributed	distribute	VERB
iassist-1118	226	14	across	across	ADP
iassist-1118	226	15	multi	multi	ADJ
iassist-1118	226	16	-	-	ADJ
iassist-1118	226	17	wave	wave	ADJ
iassist-1118	226	18	studies	study	NOUN
iassist-1118	226	19	and	and	CCONJ
iassist-1118	226	20	identifying	identifying	NOUN
iassist-1118	226	21	which	which	DET
iassist-1118	226	22	variables	variable	NOUN
iassist-1118	226	23	have	have	AUX
iassist-1118	226	24	been	be	AUX
iassist-1118	226	25	consistently	consistently	ADV
iassist-1118	226	26	used	use	VERB
iassist-1118	226	27	over	over	ADP
iassist-1118	226	28	time	time	NOUN
iassist-1118	226	29	.	.	PUNCT
iassist-1118	227	1	controlled	control	VERB
iassist-1118	227	2	vocabulary	vocabulary	NOUN
iassist-1118	227	3	with	with	ADP
iassist-1118	227	4	extended	extended	ADJ
iassist-1118	227	5	descriptions	description	NOUN
iassist-1118	227	6	of	of	ADP
iassist-1118	227	7	relations	relation	NOUN
iassist-1118	227	8	simplifies	simplifie	NOUN
iassist-1118	227	9	finding	find	VERB
iassist-1118	227	10	connections	connection	NOUN
iassist-1118	227	11	between	between	ADP
iassist-1118	227	12	variables	variable	NOUN
iassist-1118	227	13	within	within	ADP
iassist-1118	227	14	the	the	DET
iassist-1118	227	15	same	same	ADJ
iassist-1118	227	16	study	study	NOUN
iassist-1118	227	17	or	or	CCONJ
iassist-1118	227	18	across	across	ADP
iassist-1118	227	19	different	different	ADJ
iassist-1118	227	20	datasets	dataset	NOUN
iassist-1118	227	21	.	.	PUNCT
iassist-1118	228	1	we	we	PRON
iassist-1118	228	2	provide	provide	VERB
iassist-1118	228	3	concise	concise	ADJ
iassist-1118	228	4	textual	textual	ADJ
iassist-1118	228	5	identifications	identification	NOUN
iassist-1118	228	6	for	for	ADP
iassist-1118	228	7	each	each	DET
iassist-1118	228	8	relation_type	relation_type	NOUN
iassist-1118	228	9	,	,	PUNCT
iassist-1118	228	10	supplemented	supplement	VERB
iassist-1118	228	11	by	by	ADP
iassist-1118	228	12	a	a	DET
iassist-1118	228	13	cv	cv	ADJ
iassist-1118	228	14	and	and	CCONJ
iassist-1118	228	15	thorough	thorough	ADJ
iassist-1118	228	16	explanations	explanation	NOUN
iassist-1118	228	17	of	of	ADP
iassist-1118	228	18	these	these	DET
iassist-1118	228	19	relationships	relationship	NOUN
iassist-1118	228	20	.	.	PUNCT
iassist-1118	229	1	this	this	DET
iassist-1118	229	2	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	PUNCT
iassist-1118	229	3	11/16	11/16	NUM
iassist-1118	229	4	saldanha	saldanha	NOUN
iassist-1118	229	5	bach	bach	NOUN
iassist-1118	229	6	,	,	PUNCT
iassist-1118	229	7	janete	janete	ADJ
iassist-1118	229	8	;	;	PUNCT
iassist-1118	229	9	klas	kla	NOUN
iassist-1118	229	10	,	,	PUNCT
iassist-1118	229	11	claus	claus	PROPN
iassist-1118	229	12	-	-	PUNCT
iassist-1118	229	13	peter	peter	PROPN
iassist-1118	229	14	(	(	PUNCT
iassist-1118	229	15	2024	2024	NUM
iassist-1118	229	16	)	)	PUNCT
iassist-1118	229	17	enhancing	enhance	VERB
iassist-1118	229	18	fair	fair	ADJ
iassist-1118	229	19	compliance	compliance	NOUN
iassist-1118	229	20	:	:	PUNCT
iassist-1118	229	21	a	a	DET
iassist-1118	229	22	controlled	control	VERB
iassist-1118	229	23	vocabulary	vocabulary	NOUN
iassist-1118	229	24	for	for	ADP
iassist-1118	229	25	mapping	map	VERB
iassist-1118	229	26	social	social	ADJ
iassist-1118	229	27	sciences	sciences	PROPN
iassist-1118	229	28	survey	survey	NOUN
iassist-1118	229	29	variables	variable	NOUN
iassist-1118	229	30	,	,	PUNCT
iassist-1118	229	31	iassist	iassist	VERB
iassist-1118	229	32	quarterly	quarterly	ADJ
iassist-1118	229	33	48(2	48(2	NUM
iassist-1118	229	34	)	)	PUNCT
iassist-1118	229	35	,	,	PUNCT
iassist-1118	229	36	pp	pp	PROPN
iassist-1118	229	37	.	.	PUNCT
iassist-1118	230	1	1	1	NUM
iassist-1118	230	2	-	-	SYM
iassist-1118	230	3	15	15	NUM
iassist-1118	230	4	.	.	PUNCT
iassist-1118	231	1	doi	doi	NOUN
iassist-1118	231	2	:	:	PUNCT
iassist-1118	231	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	231	4	approach	approach	NOUN
iassist-1118	231	5	extends	extend	VERB
iassist-1118	231	6	beyond	beyond	ADP
iassist-1118	231	7	merely	merely	ADV
iassist-1118	231	8	naming	name	VERB
iassist-1118	231	9	and	and	CCONJ
iassist-1118	231	10	labelling	labelling	NOUN
iassist-1118	231	11	variables	variable	NOUN
iassist-1118	231	12	.	.	PUNCT
iassist-1118	232	1	it	it	PRON
iassist-1118	232	2	also	also	ADV
iassist-1118	232	3	facilitates	facilitate	VERB
iassist-1118	232	4	the	the	DET
iassist-1118	232	5	discovery	discovery	NOUN
iassist-1118	232	6	of	of	ADP
iassist-1118	232	7	relationships	relationship	NOUN
iassist-1118	232	8	inherited	inherit	VERB
iassist-1118	232	9	within	within	ADP
iassist-1118	232	10	the	the	DET
iassist-1118	232	11	ddi	ddi	ADJ
iassist-1118	232	12	structure	structure	NOUN
iassist-1118	232	13	and	and	CCONJ
iassist-1118	232	14	other	other	ADJ
iassist-1118	232	15	potential	potential	ADJ
iassist-1118	232	16	entities	entity	NOUN
iassist-1118	232	17	,	,	PUNCT
iassist-1118	232	18	such	such	ADJ
iassist-1118	232	19	as	as	ADP
iassist-1118	232	20	data	datum	NOUN
iassist-1118	232	21	papers	paper	NOUN
iassist-1118	232	22	and	and	CCONJ
iassist-1118	232	23	additional	additional	ADJ
iassist-1118	232	24	resources	resource	NOUN
iassist-1118	232	25	(	(	PUNCT
iassist-1118	232	26	refer	refer	VERB
iassist-1118	232	27	to	to	ADP
iassist-1118	232	28	section	section	NOUN
iassist-1118	232	29	4	4	NUM
iassist-1118	232	30	)	)	PUNCT
iassist-1118	232	31	.	.	PUNCT
iassist-1118	233	1	employing	employ	VERB
iassist-1118	233	2	these	these	DET
iassist-1118	233	3	proposed	propose	VERB
iassist-1118	233	4	relationships	relationship	NOUN
iassist-1118	233	5	and	and	CCONJ
iassist-1118	233	6	the	the	DET
iassist-1118	233	7	resulting	result	VERB
iassist-1118	233	8	controlled	control	VERB
iassist-1118	233	9	vocabulary	vocabulary	NOUN
iassist-1118	233	10	leads	lead	VERB
iassist-1118	233	11	to	to	ADP
iassist-1118	233	12	the	the	DET
iassist-1118	233	13	creation	creation	NOUN
iassist-1118	233	14	of	of	ADP
iassist-1118	233	15	a	a	DET
iassist-1118	233	16	semantically	semantically	ADV
iassist-1118	233	17	rich	rich	ADJ
iassist-1118	233	18	,	,	PUNCT
iassist-1118	233	19	common	common	ADJ
iassist-1118	233	20	framework	framework	NOUN
iassist-1118	233	21	for	for	ADP
iassist-1118	233	22	social	social	ADJ
iassist-1118	233	23	science	science	NOUN
iassist-1118	233	24	research	research	NOUN
iassist-1118	233	25	.	.	PUNCT
iassist-1118	234	1	these	these	DET
iassist-1118	234	2	connections	connection	NOUN
iassist-1118	234	3	can	can	AUX
iassist-1118	234	4	be	be	AUX
iassist-1118	234	5	effectively	effectively	ADV
iassist-1118	234	6	represented	represent	VERB
iassist-1118	234	7	in	in	ADP
iassist-1118	234	8	a	a	DET
iassist-1118	234	9	kg	kg	NOUN
iassist-1118	234	10	across	across	ADP
iassist-1118	234	11	various	various	ADJ
iassist-1118	234	12	institutions	institution	NOUN
iassist-1118	234	13	,	,	PUNCT
iassist-1118	234	14	in	in	ADP
iassist-1118	234	15	line	line	NOUN
iassist-1118	234	16	with	with	ADP
iassist-1118	234	17	the	the	DET
iassist-1118	234	18	fair	fair	ADJ
iassist-1118	234	19	(	(	PUNCT
iassist-1118	234	20	findable	findable	ADJ
iassist-1118	234	21	,	,	PUNCT
iassist-1118	234	22	accessible	accessible	ADJ
iassist-1118	234	23	,	,	PUNCT
iassist-1118	234	24	interoperable	interoperable	ADJ
iassist-1118	234	25	,	,	PUNCT
iassist-1118	234	26	and	and	CCONJ
iassist-1118	234	27	reusable	reusable	ADJ
iassist-1118	234	28	)	)	PUNCT
iassist-1118	234	29	principles	principle	NOUN
iassist-1118	234	30	for	for	ADP
iassist-1118	234	31	variables	variable	NOUN
iassist-1118	234	32	.	.	PUNCT
iassist-1118	235	1	this	this	DET
iassist-1118	235	2	method	method	NOUN
iassist-1118	235	3	enhances	enhance	VERB
iassist-1118	235	4	the	the	DET
iassist-1118	235	5	understanding	understanding	NOUN
iassist-1118	235	6	of	of	ADP
iassist-1118	235	7	variable	variable	ADJ
iassist-1118	235	8	relations	relation	NOUN
iassist-1118	235	9	and	and	CCONJ
iassist-1118	235	10	promotes	promote	VERB
iassist-1118	235	11	the	the	DET
iassist-1118	235	12	efficient	efficient	ADJ
iassist-1118	235	13	and	and	CCONJ
iassist-1118	235	14	informed	informed	ADJ
iassist-1118	235	15	use	use	NOUN
iassist-1118	235	16	of	of	ADP
iassist-1118	235	17	research	research	NOUN
iassist-1118	235	18	data	datum	NOUN
iassist-1118	235	19	in	in	ADP
iassist-1118	235	20	the	the	DET
iassist-1118	235	21	social	social	ADJ
iassist-1118	235	22	sciences	science	NOUN
iassist-1118	235	23	.	.	PUNCT
iassist-1118	236	1	controlled	control	VERB
iassist-1118	236	2	vocabulary	vocabulary	NOUN
iassist-1118	236	3	(	(	PUNCT
iassist-1118	236	4	cv	cv	PROPN
iassist-1118	236	5	)	)	PUNCT
iassist-1118	236	6	for	for	ADP
iassist-1118	236	7	variable	variable	ADJ
iassist-1118	236	8	relations	relation	NOUN
iassist-1118	236	9	in	in	ADP
iassist-1118	236	10	the	the	DET
iassist-1118	236	11	social	social	ADJ
iassist-1118	236	12	sciences	science	NOUN
iassist-1118	236	13	the	the	DET
iassist-1118	236	14	cessda	cessda	NOUN
iassist-1118	236	15	(	(	PUNCT
iassist-1118	236	16	consortium	consortium	NOUN
iassist-1118	236	17	of	of	ADP
iassist-1118	236	18	european	european	ADJ
iassist-1118	236	19	social	social	ADJ
iassist-1118	236	20	science	science	NOUN
iassist-1118	236	21	data	datum	NOUN
iassist-1118	236	22	archives	archive	NOUN
iassist-1118	236	23	)	)	PUNCT
iassist-1118	236	24	vocabulary	vocabulary	ADJ
iassist-1118	236	25	manager	manager	NOUN
iassist-1118	236	26	plays	play	VERB
iassist-1118	236	27	a	a	DET
iassist-1118	236	28	pivotal	pivotal	ADJ
iassist-1118	236	29	role	role	NOUN
iassist-1118	236	30	in	in	ADP
iassist-1118	236	31	documenting	documenting	NOUN
iassist-1118	236	32	and	and	CCONJ
iassist-1118	236	33	clarifying	clarify	VERB
iassist-1118	236	34	the	the	DET
iassist-1118	236	35	relationships	relationship	NOUN
iassist-1118	236	36	within	within	ADP
iassist-1118	236	37	social	social	ADJ
iassist-1118	236	38	science	science	NOUN
iassist-1118	236	39	research	research	NOUN
iassist-1118	236	40	data	datum	NOUN
iassist-1118	236	41	.	.	PUNCT
iassist-1118	237	1	it	it	PRON
iassist-1118	237	2	provides	provide	VERB
iassist-1118	237	3	extended	extended	ADJ
iassist-1118	237	4	descriptions	description	NOUN
iassist-1118	237	5	and	and	CCONJ
iassist-1118	237	6	controlled	control	VERB
iassist-1118	237	7	vocabulary	vocabulary	ADJ
iassist-1118	237	8	terms	term	NOUN
iassist-1118	237	9	that	that	PRON
iassist-1118	237	10	describe	describe	VERB
iassist-1118	237	11	links	link	NOUN
iassist-1118	237	12	across	across	ADP
iassist-1118	237	13	various	various	ADJ
iassist-1118	237	14	waves	wave	NOUN
iassist-1118	237	15	and	and	CCONJ
iassist-1118	237	16	studies	study	NOUN
iassist-1118	237	17	in	in	ADP
iassist-1118	237	18	conjunction	conjunction	NOUN
iassist-1118	237	19	with	with	ADP
iassist-1118	237	20	questions	question	NOUN
iassist-1118	237	21	and	and	CCONJ
iassist-1118	237	22	other	other	ADJ
iassist-1118	237	23	related	related	ADJ
iassist-1118	237	24	entities	entity	NOUN
iassist-1118	237	25	.	.	PUNCT
iassist-1118	238	1	a	a	DET
iassist-1118	238	2	survey	survey	NOUN
iassist-1118	238	3	within	within	ADP
iassist-1118	238	4	this	this	DET
iassist-1118	238	5	framework	framework	NOUN
iassist-1118	238	6	can	can	AUX
iassist-1118	238	7	encompass	encompass	VERB
iassist-1118	238	8	multiple	multiple	ADJ
iassist-1118	238	9	waves	wave	NOUN
iassist-1118	238	10	,	,	PUNCT
iassist-1118	238	11	and	and	CCONJ
iassist-1118	238	12	each	each	DET
iassist-1118	238	13	wave	wave	NOUN
iassist-1118	238	14	may	may	AUX
iassist-1118	238	15	include	include	VERB
iassist-1118	238	16	multiple	multiple	ADJ
iassist-1118	238	17	surveys	survey	NOUN
iassist-1118	238	18	.	.	PUNCT
iassist-1118	239	1	each	each	DET
iassist-1118	239	2	survey	survey	NOUN
iassist-1118	239	3	comprises	comprise	VERB
iassist-1118	239	4	numerous	numerous	ADJ
iassist-1118	239	5	questions	question	NOUN
iassist-1118	239	6	that	that	PRON
iassist-1118	239	7	can	can	AUX
iassist-1118	239	8	relate	relate	VERB
iassist-1118	239	9	to	to	ADP
iassist-1118	239	10	one	one	NUM
iassist-1118	239	11	or	or	CCONJ
iassist-1118	239	12	more	more	ADJ
iassist-1118	239	13	variables	variable	NOUN
iassist-1118	239	14	.	.	PUNCT
iassist-1118	240	1	these	these	DET
iassist-1118	240	2	variables	variable	NOUN
iassist-1118	240	3	are	be	AUX
iassist-1118	240	4	defined	define	VERB
iassist-1118	240	5	by	by	ADP
iassist-1118	240	6	a	a	DET
iassist-1118	240	7	variable	variable	ADJ
iassist-1118	240	8	name	name	NOUN
iassist-1118	240	9	(	(	PUNCT
iassist-1118	240	10	or	or	CCONJ
iassist-1118	240	11	a	a	DET
iassist-1118	240	12	variable	variable	ADJ
iassist-1118	240	13	i	i	PROPN
iassist-1118	240	14	d	d	PROPN
iassist-1118	240	15	,	,	PUNCT
iassist-1118	240	16	typically	typically	ADV
iassist-1118	240	17	a	a	DET
iassist-1118	240	18	code	code	NOUN
iassist-1118	240	19	)	)	PUNCT
iassist-1118	240	20	,	,	PUNCT
iassist-1118	240	21	a	a	DET
iassist-1118	240	22	variable	variable	ADJ
iassist-1118	240	23	label	label	NOUN
iassist-1118	240	24	(	(	PUNCT
iassist-1118	240	25	which	which	PRON
iassist-1118	240	26	describes	describe	VERB
iassist-1118	240	27	the	the	DET
iassist-1118	240	28	variable	variable	NOUN
iassist-1118	240	29	)	)	PUNCT
iassist-1118	240	30	,	,	PUNCT
iassist-1118	240	31	a	a	DET
iassist-1118	240	32	response	response	NOUN
iassist-1118	240	33	schema	schema	NOUN
iassist-1118	240	34	,	,	PUNCT
iassist-1118	240	35	and	and	CCONJ
iassist-1118	240	36	potentially	potentially	ADV
iassist-1118	240	37	,	,	PUNCT
iassist-1118	240	38	terms	term	NOUN
iassist-1118	240	39	from	from	ADP
iassist-1118	240	40	a	a	DET
iassist-1118	240	41	controlled	control	VERB
iassist-1118	240	42	vocabulary	vocabulary	NOUN
iassist-1118	240	43	.	.	PUNCT
iassist-1118	241	1	our	our	PRON
iassist-1118	241	2	focus	focus	NOUN
iassist-1118	241	3	is	be	AUX
iassist-1118	241	4	understanding	understand	VERB
iassist-1118	241	5	the	the	DET
iassist-1118	241	6	relationship	relationship	NOUN
iassist-1118	241	7	of	of	ADP
iassist-1118	241	8	a	a	DET
iassist-1118	241	9	variable	variable	NOUN
iassist-1118	241	10	from	from	ADP
iassist-1118	241	11	its	its	PRON
iassist-1118	241	12	standpoint	standpoint	NOUN
iassist-1118	241	13	,	,	PUNCT
iassist-1118	241	14	specifically	specifically	ADV
iassist-1118	241	15	how	how	SCONJ
iassist-1118	241	16	it	it	PRON
iassist-1118	241	17	can	can	AUX
iassist-1118	241	18	be	be	AUX
iassist-1118	241	19	related	relate	VERB
iassist-1118	241	20	to	to	ADP
iassist-1118	241	21	these	these	DET
iassist-1118	241	22	different	different	ADJ
iassist-1118	241	23	attributes	attribute	NOUN
iassist-1118	241	24	.	.	PUNCT
iassist-1118	242	1	the	the	DET
iassist-1118	242	2	cv	cv	PROPN
iassist-1118	242	3	adheres	adhere	VERB
iassist-1118	242	4	to	to	ADP
iassist-1118	242	5	the	the	DET
iassist-1118	242	6	ddi	ddi	PROPN
iassist-1118	242	7	property	property	NOUN
iassist-1118	242	8	'	'	PUNCT
iassist-1118	242	9	basedonreference_versionable	basedonreference_versionable	ADJ
iassist-1118	242	10	.	.	PUNCT
iassist-1118	242	11	'	'	PUNCT
iassist-1118	243	1	this	this	DET
iassist-1118	243	2	property	property	NOUN
iassist-1118	243	3	allows	allow	VERB
iassist-1118	243	4	for	for	ADP
iassist-1118	243	5	references	reference	NOUN
iassist-1118	243	6	to	to	ADP
iassist-1118	243	7	any	any	DET
iassist-1118	243	8	number	number	NOUN
iassist-1118	243	9	of	of	ADP
iassist-1118	243	10	objects	object	NOUN
iassist-1118	243	11	that	that	PRON
iassist-1118	243	12	form	form	VERB
iassist-1118	243	13	the	the	DET
iassist-1118	243	14	basis	basis	NOUN
iassist-1118	243	15	of	of	ADP
iassist-1118	243	16	the	the	DET
iassist-1118	243	17	variable	variable	NOUN
iassist-1118	243	18	,	,	PUNCT
iassist-1118	243	19	a	a	DET
iassist-1118	243	20	'	'	PUNCT
iassist-1118	243	21	basedonrationaldescription	basedonrationaldescription	NOUN
iassist-1118	243	22	'	'	PUNCT
iassist-1118	243	23	detailing	detail	VERB
iassist-1118	243	24	how	how	SCONJ
iassist-1118	243	25	the	the	DET
iassist-1118	243	26	content	content	NOUN
iassist-1118	243	27	of	of	ADP
iassist-1118	243	28	the	the	DET
iassist-1118	243	29	referenced	referenced	ADJ
iassist-1118	243	30	object	object	NOUN
iassist-1118	243	31	was	be	AUX
iassist-1118	243	32	incorporated	incorporate	VERB
iassist-1118	243	33	or	or	CCONJ
iassist-1118	243	34	altered	alter	VERB
iassist-1118	243	35	,	,	PUNCT
iassist-1118	243	36	and	and	CCONJ
iassist-1118	243	37	a	a	DET
iassist-1118	243	38	'	'	PUNCT
iassist-1118	243	39	basedonrationalcode	basedonrationalcode	NOUN
iassist-1118	243	40	'	'	PUNCT
iassist-1118	243	41	for	for	ADP
iassist-1118	243	42	specific	specific	ADJ
iassist-1118	243	43	typing	typing	NOUN
iassist-1118	243	44	of	of	ADP
iassist-1118	243	45	the	the	DET
iassist-1118	243	46	'	'	PUNCT
iassist-1118	243	47	basedonreference	basedonreference	NOUN
iassist-1118	243	48	'	'	PUNCT
iassist-1118	243	49	in	in	ADP
iassist-1118	243	50	accordance	accordance	NOUN
iassist-1118	243	51	with	with	ADP
iassist-1118	243	52	an	an	DET
iassist-1118	243	53	external	external	ADJ
iassist-1118	243	54	controlled	control	VERB
iassist-1118	243	55	vocabulary	vocabulary	NOUN
iassist-1118	243	56	.	.	PUNCT
iassist-1118	244	1	this	this	DET
iassist-1118	244	2	cv33	cv33	PROPN
iassist-1118	244	3	is	be	AUX
iassist-1118	244	4	published	publish	VERB
iassist-1118	244	5	at	at	ADP
iassist-1118	244	6	the	the	DET
iassist-1118	244	7	cessda	cessda	NOUN
iassist-1118	244	8	cv	cv	PROPN
iassist-1118	244	9	manager	manager	NOUN
iassist-1118	244	10	.	.	PUNCT
iassist-1118	245	1	our	our	PRON
iassist-1118	245	2	initial	initial	ADJ
iassist-1118	245	3	contribution	contribution	NOUN
iassist-1118	245	4	to	to	ADP
iassist-1118	245	5	this	this	DET
iassist-1118	245	6	domain	domain	NOUN
iassist-1118	245	7	includes	include	VERB
iassist-1118	245	8	six	six	NUM
iassist-1118	245	9	relation	relation	NOUN
iassist-1118	245	10	types	type	NOUN
iassist-1118	245	11	,	,	PUNCT
iassist-1118	245	12	each	each	PRON
iassist-1118	245	13	thoroughly	thoroughly	ADV
iassist-1118	245	14	detailed	detailed	ADJ
iassist-1118	245	15	within	within	ADP
iassist-1118	245	16	the	the	DET
iassist-1118	245	17	cv	cv	PROPN
iassist-1118	245	18	,	,	PUNCT
iassist-1118	245	19	listed	list	VERB
iassist-1118	245	20	below	below	ADP
iassist-1118	245	21	:	:	PUNCT
iassist-1118	245	22	1	1	X
iassist-1118	245	23	.	.	X
iassist-1118	245	24	isbasedon.hasdifferentwavevariable	isbasedon.hasdifferentwavevariable	PROPN
iassist-1118	245	25	2	2	NUM
iassist-1118	245	26	.	.	PUNCT
iassist-1118	245	27	isbasedon.hasdifferentsurveyvariable	isbasedon.hasdifferentsurveyvariable	ADJ
iassist-1118	245	28	3	3	X
iassist-1118	245	29	.	.	PUNCT
iassist-1118	246	1	isbasedon.hasdifferentvarnamevariable	isbasedon.hasdifferentvarnamevariable	ADJ
iassist-1118	246	2	4	4	X
iassist-1118	246	3	.	.	PUNCT
iassist-1118	246	4	isbasedon.hasdifferentvarlabelvariable	isbasedon.hasdifferentvarlabelvariable	ADJ
iassist-1118	246	5	5	5	NUM
iassist-1118	246	6	.	.	PUNCT
iassist-1118	246	7	isbasedon.hasdifferentquestionvariable	isbasedon.hasdifferentquestionvariable	ADJ
iassist-1118	246	8	6	6	NUM
iassist-1118	246	9	.	.	PUNCT
iassist-1118	247	1	isbasedon.hasdifferentresponseschema	isbasedon.hasdifferentresponseschema	NOUN
iassist-1118	247	2	table	table	NOUN
iassist-1118	247	3	2	2	NUM
iassist-1118	247	4	provides	provide	VERB
iassist-1118	247	5	examples	example	NOUN
iassist-1118	247	6	of	of	ADP
iassist-1118	247	7	changes	change	NOUN
iassist-1118	247	8	in	in	ADP
iassist-1118	247	9	the	the	DET
iassist-1118	247	10	variable	variable	NOUN
iassist-1118	247	11	’s	’s	PART
iassist-1118	247	12	attributes	attribute	NOUN
iassist-1118	247	13	to	to	PART
iassist-1118	247	14	summarize	summarize	VERB
iassist-1118	247	15	the	the	DET
iassist-1118	247	16	relations	relation	NOUN
iassist-1118	247	17	.	.	PUNCT
iassist-1118	248	1	table	table	NOUN
iassist-1118	248	2	2	2	NUM
iassist-1118	248	3	:	:	PUNCT
iassist-1118	248	4	variables	variable	VERB
iassist-1118	248	5	relations	relation	NOUN
iassist-1118	248	6	extended	extend	VERB
iassist-1118	248	7	descriptions	description	NOUN
iassist-1118	248	8	*	*	PUNCT
iassist-1118	248	9	based	base	VERB
iassist-1118	248	10	on	on	ADP
iassist-1118	248	11	the	the	DET
iassist-1118	248	12	ddi	ddi	ADJ
iassist-1118	248	13	term	term	NOUN
iassist-1118	248	14	isbasedon	isbasedon	NOUN
iassist-1118	248	15	and	and	CCONJ
iassist-1118	248	16	the	the	DET
iassist-1118	248	17	controlled	control	VERB
iassist-1118	248	18	vocabulary	vocabulary	NOUN
iassist-1118	248	19	for	for	ADP
iassist-1118	248	20	variables	variable	NOUN
iassist-1118	248	21	relations	relation	NOUN
iassist-1118	248	22	for	for	ADP
iassist-1118	248	23	social	social	ADJ
iassist-1118	248	24	sciences	sciences	PROPN
iassist-1118	248	25	research	research	NOUN
iassist-1118	248	26	data	datum	NOUN
iassist-1118	248	27	.	.	PUNCT
iassist-1118	249	1	label	label	NOUN
iassist-1118	249	2	:	:	PUNCT
iassist-1118	249	3	s	s	X
iassist-1118	249	4	(	(	PUNCT
iassist-1118	249	5	study	study	NOUN
iassist-1118	249	6	)	)	PUNCT
iassist-1118	249	7	;	;	PUNCT
iassist-1118	250	1	w	w	PROPN
iassist-1118	250	2	(	(	PUNCT
iassist-1118	250	3	wave	wave	NOUN
iassist-1118	250	4	)	)	PUNCT
iassist-1118	250	5	;	;	PUNCT
iassist-1118	250	6	sy	sy	INTJ
iassist-1118	250	7	(	(	PUNCT
iassist-1118	250	8	survey	survey	NOUN
iassist-1118	250	9	)	)	PUNCT
iassist-1118	250	10	;	;	PUNCT
iassist-1118	250	11	q	q	X
iassist-1118	250	12	(	(	PUNCT
iassist-1118	250	13	question	question	NOUN
iassist-1118	250	14	)	)	PUNCT
iassist-1118	250	15	;	;	PUNCT
iassist-1118	250	16	vn	vn	X
iassist-1118	250	17	(	(	PUNCT
iassist-1118	250	18	variable	variable	ADJ
iassist-1118	250	19	name	name	NOUN
iassist-1118	250	20	)	)	PUNCT
iassist-1118	250	21	;	;	PUNCT
iassist-1118	250	22	vl	vl	INTJ
iassist-1118	250	23	(	(	PUNCT
iassist-1118	250	24	variable	variable	ADJ
iassist-1118	250	25	label	label	NOUN
iassist-1118	250	26	)	)	PUNCT
iassist-1118	250	27	;	;	PUNCT
iassist-1118	250	28	rs	rs	X
iassist-1118	250	29	(	(	PUNCT
iassist-1118	250	30	response	response	NOUN
iassist-1118	250	31	schema	schema	NOUN
iassist-1118	250	32	)	)	PUNCT
iassist-1118	250	33	.	.	PUNCT
iassist-1118	251	1	1	1	NUM
iassist-1118	251	2	=	=	SYM
iassist-1118	251	3	equal	equal	ADJ
iassist-1118	251	4	;	;	PUNCT
iassist-1118	251	5	2	2	NUM
iassist-1118	251	6	=	=	SYM
iassist-1118	251	7	different	different	ADJ
iassist-1118	251	8	related_item	related_item	NOUN
iassist-1118	251	9	proposed	propose	VERB
iassist-1118	251	10	relation_type	relation_type	PROPN
iassist-1118	251	11	examples	example	NOUN
iassist-1118	251	12	vn	vn	NOUN
iassist-1118	251	13	=	=	SYM
iassist-1118	251	14	variable	variable	ADJ
iassist-1118	251	15	name	name	NOUN
iassist-1118	252	1	vl	vl	NOUN
iassist-1118	252	2	=	=	PUNCT
iassist-1118	252	3	variable	variable	ADJ
iassist-1118	252	4	label	label	NOUN
iassist-1118	252	5	q	q	NOUN
iassist-1118	253	1	=	=	PUNCT
iassist-1118	253	2	question	question	NOUN
iassist-1118	253	3	rs	rs	NOUN
iassist-1118	253	4	=	=	PUNCT
iassist-1118	253	5	response	response	NOUN
iassist-1118	253	6	schema	schema	NOUN
iassist-1118	253	7	sy	sy	NOUN
iassist-1118	253	8	=	=	PUNCT
iassist-1118	253	9	survey	survey	NOUN
iassist-1118	253	10	w	w	NOUN
iassist-1118	253	11	=	=	VERB
iassist-1118	253	12	wave	wave	NOUN
iassist-1118	253	13	s	s	PART
iassist-1118	253	14	=	=	NOUN
iassist-1118	253	15	study	study	NOUN
iassist-1118	253	16	variable	variable	NOUN
iassist-1118	253	17	in	in	ADP
iassist-1118	253	18	waves	wave	NOUN
iassist-1118	253	19	isbasedon.hasdifferentwave	isbasedon.hasdifferentwave	INTJ
iassist-1118	253	20	study#100	study#100	NOUN
iassist-1118	253	21	-	-	PUNCT
iassist-1118	253	22	wave1	wave1	NOUN
iassist-1118	253	23	-	-	PUNCT
iassist-1118	253	24	variable	variable	NOUN
iassist-1118	253	25	:	:	PUNCT
iassist-1118	253	26	v5.-	v5.-	PROPN
iassist-1118	253	27	>	>	SYM
iassist-1118	253	28	study#100wave2	study#100wave2	NOUN
iassist-1118	253	29	-	-	NOUN
iassist-1118	253	30	variable	variable	ADJ
iassist-1118	253	31	:	:	PUNCT
iassist-1118	253	32	v5	v5	NOUN
iassist-1118	253	33	=	=	SYM
iassist-1118	253	34	=	=	PUNCT
iassist-1118	254	1	=	=	PUNCT
iassist-1118	254	2	=	=	PUNCT
iassist-1118	254	3	=	=	SYM
iassist-1118	254	4	≠	≠	PROPN
iassist-1118	254	5	=	=	SYM
iassist-1118	254	6	variable	variable	NOUN
iassist-1118	254	7	in	in	ADP
iassist-1118	254	8	surveys	survey	NOUN
iassist-1118	254	9	isbasedon.hasdifferentsurvey	isbasedon.hasdifferentsurvey	NUM
iassist-1118	254	10	study#100	study#100	NOUN
iassist-1118	254	11	-	-	PUNCT
iassist-1118	254	12	wave1	wave1	NOUN
iassist-1118	254	13	-	-	PUNCT
iassist-1118	254	14	surveya	surveya	NOUN
iassist-1118	254	15	-	-	PUNCT
iassist-1118	254	16	variable	variable	NOUN
iassist-1118	254	17	:	:	PUNCT
iassist-1118	254	18	v5.-	v5.-	PROPN
iassist-1118	254	19	>	>	SYM
iassist-1118	254	20	study#100	study#100	PROPN
iassist-1118	254	21	-	-	PUNCT
iassist-1118	254	22	wave1	wave1	NOUN
iassist-1118	254	23	-	-	PUNCT
iassist-1118	254	24	surveyb	surveyb	NOUN
iassist-1118	254	25	-	-	PUNCT
iassist-1118	254	26	variable	variable	NOUN
iassist-1118	254	27	:	:	PUNCT
iassist-1118	254	28	v5	v5	PROPN
iassist-1118	254	29	≠	≠	ADJ
iassist-1118	254	30	=	=	SYM
iassist-1118	254	31	=	=	SYM
iassist-1118	254	32	variable	variable	ADJ
iassist-1118	254	33	name	name	NOUN
iassist-1118	254	34	isbasedon.hasdifferentvarname	isbasedon.hasdifferentvarname	PROPN
iassist-1118	254	35	study#100	study#100	NOUN
iassist-1118	254	36	-	-	PUNCT
iassist-1118	254	37	wave1	wave1	NOUN
iassist-1118	254	38	-	-	PUNCT
iassist-1118	254	39	variable	variable	NOUN
iassist-1118	254	40	:	:	PUNCT
iassist-1118	254	41	v5-"job_sat".-	v5-"job_sat".-	VERB
iassist-1118	254	42	>	>	X
iassist-1118	254	43	study#100	study#100	PROPN
iassist-1118	254	44	-	-	PUNCT
iassist-1118	254	45	wave2	wave2	NOUN
iassist-1118	254	46	-	-	PUNCT
iassist-1118	254	47	variable	variable	NOUN
iassist-1118	254	48	:	:	PUNCT
iassist-1118	254	49	v7-"job_sat	v7-"job_sat	VERB
iassist-1118	254	50	"	"	PUNCT
iassist-1118	254	51	.	.	PUNCT
iassist-1118	255	1	≠	≠	PROPN
iassist-1118	255	2	≠	≠	ADJ
iassist-1118	255	3	=	=	SYM
iassist-1118	255	4	variable	variable	NOUN
iassist-1118	255	5	label	label	NOUN
iassist-1118	255	6	isbasedon.hasdifferentvarlabel	isbasedon.hasdifferentvarlabel	NUM
iassist-1118	255	7	study#100	study#100	NOUN
iassist-1118	255	8	-	-	PUNCT
iassist-1118	255	9	wave1	wave1	NOUN
iassist-1118	255	10	-	-	PUNCT
iassist-1118	255	11	variable	variable	NOUN
iassist-1118	255	12	:	:	PUNCT
iassist-1118	255	13	v5-"job_sat".-	v5-"job_sat".-	VERB
iassist-1118	255	14	>	>	X
iassist-1118	255	15	study#100	study#100	PROPN
iassist-1118	255	16	-	-	PUNCT
iassist-1118	255	17	wave2	wave2	NOUN
iassist-1118	255	18	-	-	PUNCT
iassist-1118	255	19	variable	variable	NOUN
iassist-1118	255	20	:	:	PUNCT
iassist-1118	255	21	v5-"work_sat	v5-"work_sat	VERB
iassist-1118	255	22	"	"	PUNCT
iassist-1118	255	23	≠	≠	PROPN
iassist-1118	255	24	≠	≠	PROPN
iassist-1118	255	25	=	=	SYM
iassist-1118	255	26	variable	variable	ADJ
iassist-1118	255	27	question	question	NOUN
iassist-1118	255	28	wording	word	VERB
iassist-1118	255	29	isbasedon.hasdifferentquestion	isbasedon.hasdifferentquestion	NOUN
iassist-1118	255	30	study#100	study#100	NOUN
iassist-1118	255	31	-	-	PUNCT
iassist-1118	255	32	wave1	wave1	NOUN
iassist-1118	255	33	-	-	PUNCT
iassist-1118	255	34	questionabc	questionabc	ADJ
iassist-1118	255	35	-	-	PUNCT
iassist-1118	255	36	variable	variable	NOUN
iassist-1118	255	37	:	:	PUNCT
iassist-1118	255	38	v5	v5	PROPN
iassist-1118	255	39	.	.	PUNCT
iassist-1118	255	40	-	-	PUNCT
iassist-1118	255	41	>	>	PUNCT
iassist-1118	255	42	study#100	study#100	NOUN
iassist-1118	255	43	-	-	PUNCT
iassist-1118	255	44	wave2	wave2	NOUN
iassist-1118	255	45	-	-	PUNCT
iassist-1118	255	46	questionxyz	questionxyz	NOUN
iassist-1118	255	47	-	-	PUNCT
iassist-1118	255	48	variable	variable	NOUN
iassist-1118	255	49	:	:	PUNCT
iassist-1118	255	50	v7	v7	NUM
iassist-1118	255	51	.	.	PUNCT
iassist-1118	256	1	≠	≠	PROPN
iassist-1118	256	2	≠	≠	ADJ
iassist-1118	256	3	=	=	SYM
iassist-1118	256	4	variable	variable	ADJ
iassist-1118	256	5	response	response	NOUN
iassist-1118	256	6	schema	schema	NOUN
iassist-1118	256	7	(	(	PUNCT
iassist-1118	256	8	response	response	NOUN
iassist-1118	256	9	values	value	NOUN
iassist-1118	256	10	)	)	PUNCT
iassist-1118	256	11	isbasedon.differentresponsesc	isbasedon.differentresponsesc	PROPN
iassist-1118	256	12	hema.istypelikertscale	hema.istypelikertscale	PROPN
iassist-1118	256	13	study#100	study#100	PROPN
iassist-1118	256	14	-	-	PUNCT
iassist-1118	256	15	wave1	wave1	NOUN
iassist-1118	256	16	-	-	PUNCT
iassist-1118	256	17	qabc	qabc	ADJ
iassist-1118	256	18	-	-	PUNCT
iassist-1118	256	19	variable	variable	NOUN
iassist-1118	256	20	:	:	PUNCT
iassist-1118	256	21	v7likert4points	v7likert4point	NOUN
iassist-1118	256	22	-	-	PUNCT
iassist-1118	256	23	>	>	X
iassist-1118	256	24	study#100	study#100	NOUN
iassist-1118	256	25	-	-	PUNCT
iassist-1118	256	26	wave2	wave2	NOUN
iassist-1118	256	27	-	-	PUNCT
iassist-1118	256	28	qabcvariable	qabcvariable	ADJ
iassist-1118	256	29	:	:	PUNCT
iassist-1118	256	30	v7	v7	NOUN
iassist-1118	256	31	-	-	PUNCT
iassist-1118	256	32	likert5points	likert5point	NOUN
iassist-1118	256	33	.	.	PUNCT
iassist-1118	257	1	≠	≠	PROPN
iassist-1118	257	2	≠	≠	PROPN
iassist-1118	257	3	=	=	SYM
iassist-1118	257	4	=	=	SYM
iassist-1118	257	5	equal	equal	ADJ
iassist-1118	257	6	≠	≠	PROPN
iassist-1118	257	7	different	different	ADJ
iassist-1118	257	8	label	label	NOUN
iassist-1118	257	9	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	257	10	12/16	12/16	NUM
iassist-1118	257	11	saldanha	saldanha	NOUN
iassist-1118	257	12	bach	bach	NOUN
iassist-1118	257	13	,	,	PUNCT
iassist-1118	257	14	janete	janete	ADJ
iassist-1118	257	15	;	;	PUNCT
iassist-1118	257	16	klas	kla	NOUN
iassist-1118	257	17	,	,	PUNCT
iassist-1118	257	18	claus	claus	PROPN
iassist-1118	257	19	-	-	PUNCT
iassist-1118	257	20	peter	peter	PROPN
iassist-1118	257	21	(	(	PUNCT
iassist-1118	257	22	2024	2024	NUM
iassist-1118	257	23	)	)	PUNCT
iassist-1118	257	24	enhancing	enhance	VERB
iassist-1118	257	25	fair	fair	ADJ
iassist-1118	257	26	compliance	compliance	NOUN
iassist-1118	257	27	:	:	PUNCT
iassist-1118	257	28	a	a	DET
iassist-1118	257	29	controlled	control	VERB
iassist-1118	257	30	vocabulary	vocabulary	NOUN
iassist-1118	257	31	for	for	ADP
iassist-1118	257	32	mapping	map	VERB
iassist-1118	257	33	social	social	ADJ
iassist-1118	257	34	sciences	sciences	PROPN
iassist-1118	257	35	survey	survey	NOUN
iassist-1118	257	36	variables	variable	NOUN
iassist-1118	257	37	,	,	PUNCT
iassist-1118	257	38	iassist	iassist	VERB
iassist-1118	257	39	quarterly	quarterly	ADJ
iassist-1118	257	40	48(2	48(2	NUM
iassist-1118	257	41	)	)	PUNCT
iassist-1118	257	42	,	,	PUNCT
iassist-1118	257	43	pp	pp	PROPN
iassist-1118	257	44	.	.	PUNCT
iassist-1118	258	1	1	1	NUM
iassist-1118	258	2	-	-	SYM
iassist-1118	258	3	15	15	NUM
iassist-1118	258	4	.	.	PUNCT
iassist-1118	259	1	doi	doi	NOUN
iassist-1118	259	2	:	:	PUNCT
iassist-1118	259	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	PUNCT
iassist-1118	259	4	the	the	DET
iassist-1118	259	5	following	follow	VERB
iassist-1118	259	6	section	section	NOUN
iassist-1118	259	7	addresses	address	NOUN
iassist-1118	259	8	relations	relation	NOUN
iassist-1118	259	9	between	between	ADP
iassist-1118	259	10	variables	variable	NOUN
iassist-1118	259	11	and	and	CCONJ
iassist-1118	259	12	other	other	ADJ
iassist-1118	259	13	entities	entity	NOUN
iassist-1118	259	14	within	within	ADP
iassist-1118	259	15	different	different	ADJ
iassist-1118	259	16	studies	study	NOUN
iassist-1118	259	17	.	.	PUNCT
iassist-1118	260	1	relations	relation	NOUN
iassist-1118	260	2	inherited	inherit	VERB
iassist-1118	260	3	within	within	ADP
iassist-1118	260	4	the	the	DET
iassist-1118	260	5	ddi	ddi	PROPN
iassist-1118	260	6	framing	frame	VERB
iassist-1118	260	7	to	to	PART
iassist-1118	260	8	explain	explain	VERB
iassist-1118	260	9	the	the	DET
iassist-1118	260	10	multifaceted	multifaceted	ADJ
iassist-1118	260	11	interactions	interaction	NOUN
iassist-1118	260	12	of	of	ADP
iassist-1118	260	13	variables	variable	NOUN
iassist-1118	260	14	with	with	ADP
iassist-1118	260	15	different	different	ADJ
iassist-1118	260	16	entities	entity	NOUN
iassist-1118	260	17	,	,	PUNCT
iassist-1118	260	18	we	we	PRON
iassist-1118	260	19	have	have	AUX
iassist-1118	260	20	pinpointed	pinpoint	VERB
iassist-1118	260	21	specific	specific	ADJ
iassist-1118	260	22	types	type	NOUN
iassist-1118	260	23	of	of	ADP
iassist-1118	260	24	connections	connection	NOUN
iassist-1118	260	25	that	that	PRON
iassist-1118	260	26	form	form	VERB
iassist-1118	260	27	a	a	DET
iassist-1118	260	28	network	network	NOUN
iassist-1118	260	29	of	of	ADP
iassist-1118	260	30	elements	element	NOUN
iassist-1118	260	31	.	.	PUNCT
iassist-1118	261	1	this	this	DET
iassist-1118	261	2	exploration	exploration	NOUN
iassist-1118	261	3	helps	help	VERB
iassist-1118	261	4	identify	identify	VERB
iassist-1118	261	5	which	which	DET
iassist-1118	261	6	elements	element	NOUN
iassist-1118	261	7	correlate	correlate	VERB
iassist-1118	261	8	most	most	ADV
iassist-1118	261	9	effectively	effectively	ADV
iassist-1118	261	10	with	with	ADP
iassist-1118	261	11	variables	variable	NOUN
iassist-1118	261	12	.	.	PUNCT
iassist-1118	262	1	for	for	ADP
iassist-1118	262	2	instance	instance	NOUN
iassist-1118	262	3	,	,	PUNCT
iassist-1118	262	4	a	a	DET
iassist-1118	262	5	variable	variable	NOUN
iassist-1118	262	6	is	be	AUX
iassist-1118	262	7	inherently	inherently	ADV
iassist-1118	262	8	linked	link	VERB
iassist-1118	262	9	to	to	ADP
iassist-1118	262	10	a	a	DET
iassist-1118	262	11	survey	survey	NOUN
iassist-1118	262	12	question	question	NOUN
iassist-1118	262	13	.	.	PUNCT
iassist-1118	263	1	we	we	PRON
iassist-1118	263	2	aim	aim	VERB
iassist-1118	263	3	to	to	PART
iassist-1118	263	4	demonstrate	demonstrate	VERB
iassist-1118	263	5	how	how	SCONJ
iassist-1118	263	6	a	a	DET
iassist-1118	263	7	variable	variable	NOUN
iassist-1118	263	8	can	can	AUX
iassist-1118	263	9	be	be	AUX
iassist-1118	263	10	connected	connect	VERB
iassist-1118	263	11	to	to	ADP
iassist-1118	263	12	various	various	ADJ
iassist-1118	263	13	entities	entity	NOUN
iassist-1118	263	14	beyond	beyond	ADP
iassist-1118	263	15	its	its	PRON
iassist-1118	263	16	original	original	ADJ
iassist-1118	263	17	study	study	NOUN
iassist-1118	263	18	context	context	NOUN
iassist-1118	263	19	.	.	PUNCT
iassist-1118	264	1	take	take	VERB
iassist-1118	264	2	,	,	PUNCT
iassist-1118	264	3	for	for	ADP
iassist-1118	264	4	example	example	NOUN
iassist-1118	264	5	,	,	PUNCT
iassist-1118	264	6	a	a	DET
iassist-1118	264	7	hypothetical	hypothetical	ADJ
iassist-1118	264	8	variable	variable	NOUN
iassist-1118	264	9	named	name	VERB
iassist-1118	264	10	‘	'	PUNCT
iassist-1118	264	11	job_sat	job_sat	PROPN
iassist-1118	264	12	’	'	PUNCT
iassist-1118	264	13	.	.	PUNCT
iassist-1118	265	1	we	we	PRON
iassist-1118	265	2	can	can	AUX
iassist-1118	265	3	visualize	visualize	VERB
iassist-1118	265	4	its	its	PRON
iassist-1118	265	5	relationships	relationship	NOUN
iassist-1118	265	6	with	with	ADP
iassist-1118	265	7	various	various	ADJ
iassist-1118	265	8	entities	entity	NOUN
iassist-1118	265	9	through	through	ADP
iassist-1118	265	10	the	the	DET
iassist-1118	265	11	following	follow	VERB
iassist-1118	265	12	scenarios	scenario	NOUN
iassist-1118	265	13	:	:	PUNCT
iassist-1118	265	14	a	a	X
iassist-1118	265	15	)	)	PUNCT
iassist-1118	265	16	research	research	NOUN
iassist-1118	265	17	or	or	CCONJ
iassist-1118	265	18	data	datum	NOUN
iassist-1118	265	19	papers	paper	NOUN
iassist-1118	265	20	:	:	PUNCT
iassist-1118	265	21	academic	academic	ADJ
iassist-1118	265	22	papers	paper	NOUN
iassist-1118	265	23	may	may	AUX
iassist-1118	265	24	cite	cite	VERB
iassist-1118	265	25	or	or	CCONJ
iassist-1118	265	26	feature	feature	VERB
iassist-1118	265	27	a	a	DET
iassist-1118	265	28	variable	variable	NOUN
iassist-1118	265	29	.	.	PUNCT
iassist-1118	266	1	for	for	ADP
iassist-1118	266	2	instance	instance	NOUN
iassist-1118	266	3	,	,	PUNCT
iassist-1118	266	4	a	a	DET
iassist-1118	266	5	paper	paper	NOUN
iassist-1118	266	6	exploring	explore	VERB
iassist-1118	266	7	job	job	NOUN
iassist-1118	266	8	satisfaction	satisfaction	NOUN
iassist-1118	266	9	might	might	AUX
iassist-1118	266	10	reference	reference	VERB
iassist-1118	266	11	‘	'	PUNCT
iassist-1118	266	12	job_sat	job_sat	X
iassist-1118	266	13	’	'	PUNCT
iassist-1118	266	14	as	as	ADP
iassist-1118	266	15	a	a	DET
iassist-1118	266	16	critical	critical	ADJ
iassist-1118	266	17	factor	factor	NOUN
iassist-1118	266	18	in	in	ADP
iassist-1118	266	19	understanding	understand	VERB
iassist-1118	266	20	employee	employee	NOUN
iassist-1118	266	21	well	well	ADV
iassist-1118	266	22	-	-	PUNCT
iassist-1118	266	23	being	being	NOUN
iassist-1118	266	24	;	;	PUNCT
iassist-1118	266	25	b	b	X
iassist-1118	266	26	)	)	PUNCT
iassist-1118	266	27	landing	landing	NOUN
iassist-1118	266	28	page	page	NOUN
iassist-1118	266	29	:	:	PUNCT
iassist-1118	266	30	websites	website	NOUN
iassist-1118	266	31	can	can	AUX
iassist-1118	266	32	offer	offer	VERB
iassist-1118	266	33	detailed	detailed	ADJ
iassist-1118	266	34	metadata	metadata	NOUN
iassist-1118	266	35	about	about	ADP
iassist-1118	266	36	a	a	DET
iassist-1118	266	37	variable	variable	NOUN
iassist-1118	266	38	.	.	PUNCT
iassist-1118	267	1	an	an	DET
iassist-1118	267	2	example	example	NOUN
iassist-1118	267	3	is	be	AUX
iassist-1118	267	4	the	the	DET
iassist-1118	267	5	webpage	webpage	NOUN
iassist-1118	267	6	‘	'	PUNCT
iassist-1118	267	7	www.example.com/job-satisfaction	www.example.com/job-satisfaction	NOUN
iassist-1118	267	8	’	'	PUNCT
iassist-1118	267	9	,	,	PUNCT
iassist-1118	267	10	which	which	PRON
iassist-1118	267	11	could	could	AUX
iassist-1118	267	12	provide	provide	VERB
iassist-1118	267	13	comprehensive	comprehensive	ADJ
iassist-1118	267	14	metadata	metadata	NOUN
iassist-1118	267	15	and	and	CCONJ
iassist-1118	267	16	descriptions	description	NOUN
iassist-1118	267	17	of	of	ADP
iassist-1118	267	18	‘	'	PUNCT
iassist-1118	267	19	job_sat	job_sat	ADJ
iassist-1118	267	20	’	'	PUNCT
iassist-1118	267	21	c	c	NOUN
iassist-1118	267	22	)	)	PUNCT
iassist-1118	267	23	interactive	interactive	ADJ
iassist-1118	267	24	resources	resource	NOUN
iassist-1118	267	25	:	:	PUNCT
iassist-1118	267	26	scripts	script	NOUN
iassist-1118	267	27	or	or	CCONJ
iassist-1118	267	28	codes	code	NOUN
iassist-1118	267	29	often	often	ADV
iassist-1118	267	30	utilize	utilize	VERB
iassist-1118	267	31	variables	variable	NOUN
iassist-1118	267	32	for	for	ADP
iassist-1118	267	33	data	datum	NOUN
iassist-1118	267	34	analysis	analysis	NOUN
iassist-1118	267	35	.	.	PUNCT
iassist-1118	268	1	for	for	ADP
iassist-1118	268	2	example	example	NOUN
iassist-1118	268	3	,	,	PUNCT
iassist-1118	268	4	a	a	DET
iassist-1118	268	5	python	python	NOUN
iassist-1118	268	6	script	script	NOUN
iassist-1118	268	7	could	could	AUX
iassist-1118	268	8	use	use	VERB
iassist-1118	268	9	‘	'	PUNCT
iassist-1118	268	10	job_sat	job_sat	PROPN
iassist-1118	268	11	’	'	PUNCT
iassist-1118	268	12	to	to	PART
iassist-1118	268	13	process	process	VERB
iassist-1118	268	14	survey	survey	NOUN
iassist-1118	268	15	data	datum	NOUN
iassist-1118	268	16	,	,	PUNCT
iassist-1118	268	17	create	create	VERB
iassist-1118	268	18	visual	visual	ADJ
iassist-1118	268	19	representations	representation	NOUN
iassist-1118	268	20	,	,	PUNCT
iassist-1118	268	21	or	or	CCONJ
iassist-1118	268	22	analyse	analyse	NOUN
iassist-1118	268	23	trends	trend	NOUN
iassist-1118	268	24	in	in	ADP
iassist-1118	268	25	job	job	NOUN
iassist-1118	268	26	satisfaction	satisfaction	NOUN
iassist-1118	268	27	d	d	NOUN
iassist-1118	268	28	)	)	PUNCT
iassist-1118	268	29	data	data	NOUN
iassist-1118	268	30	management	management	NOUN
iassist-1118	268	31	plan	plan	NOUN
iassist-1118	268	32	:	:	PUNCT
iassist-1118	268	33	such	such	ADJ
iassist-1118	268	34	plans	plan	NOUN
iassist-1118	268	35	might	might	AUX
iassist-1118	268	36	include	include	VERB
iassist-1118	268	37	anticipated	anticipate	VERB
iassist-1118	268	38	use	use	NOUN
iassist-1118	268	39	of	of	ADP
iassist-1118	268	40	variables	variable	NOUN
iassist-1118	268	41	.	.	PUNCT
iassist-1118	269	1	a	a	DET
iassist-1118	269	2	workplace	workplace	NOUN
iassist-1118	269	3	wellness	wellness	NOUN
iassist-1118	269	4	study	study	NOUN
iassist-1118	269	5	’s	’s	PART
iassist-1118	269	6	plan	plan	NOUN
iassist-1118	269	7	could	could	AUX
iassist-1118	269	8	specify	specify	VERB
iassist-1118	269	9	using	use	VERB
iassist-1118	269	10	‘	'	PUNCT
iassist-1118	269	11	job_sat	job_sat	PROPN
iassist-1118	269	12	’	'	PUNCT
iassist-1118	269	13	for	for	ADP
iassist-1118	269	14	data	data	NOUN
iassist-1118	269	15	collection	collection	NOUN
iassist-1118	269	16	and	and	CCONJ
iassist-1118	269	17	analysis	analysis	NOUN
iassist-1118	269	18	;	;	PUNCT
iassist-1118	269	19	e	e	X
iassist-1118	269	20	)	)	PUNCT
iassist-1118	269	21	audio	audio	ADJ
iassist-1118	269	22	/	/	SYM
iassist-1118	269	23	video	video	NOUN
iassist-1118	269	24	data	datum	NOUN
iassist-1118	269	25	:	:	PUNCT
iassist-1118	269	26	variables	variable	NOUN
iassist-1118	269	27	can	can	AUX
iassist-1118	269	28	be	be	AUX
iassist-1118	269	29	incorporated	incorporate	VERB
iassist-1118	269	30	into	into	ADP
iassist-1118	269	31	multimedia	multimedia	NOUN
iassist-1118	269	32	formats	format	NOUN
iassist-1118	269	33	.	.	PUNCT
iassist-1118	270	1	for	for	ADP
iassist-1118	270	2	instance	instance	NOUN
iassist-1118	270	3	,	,	PUNCT
iassist-1118	270	4	a	a	DET
iassist-1118	270	5	video	video	NOUN
iassist-1118	270	6	presentation	presentation	NOUN
iassist-1118	270	7	on	on	ADP
iassist-1118	270	8	study	study	NOUN
iassist-1118	270	9	outcomes	outcome	NOUN
iassist-1118	270	10	might	might	AUX
iassist-1118	270	11	include	include	VERB
iassist-1118	270	12	discussions	discussion	NOUN
iassist-1118	270	13	and	and	CCONJ
iassist-1118	270	14	visualizations	visualization	NOUN
iassist-1118	270	15	of	of	ADP
iassist-1118	270	16	‘	'	PUNCT
iassist-1118	270	17	job_sat	job_sat	PROPN
iassist-1118	270	18	’	'	PUNCT
iassist-1118	270	19	,	,	PUNCT
iassist-1118	270	20	highlighting	highlight	VERB
iassist-1118	270	21	its	its	PRON
iassist-1118	270	22	impact	impact	NOUN
iassist-1118	270	23	on	on	ADP
iassist-1118	270	24	employee	employee	NOUN
iassist-1118	270	25	happiness	happiness	NOUN
iassist-1118	270	26	.	.	PUNCT
iassist-1118	271	1	by	by	ADP
iassist-1118	271	2	expanding	expand	VERB
iassist-1118	271	3	the	the	DET
iassist-1118	271	4	kg	kg	NOUN
iassist-1118	271	5	to	to	PART
iassist-1118	271	6	encompass	encompass	VERB
iassist-1118	271	7	these	these	DET
iassist-1118	271	8	diverse	diverse	ADJ
iassist-1118	271	9	entities	entity	NOUN
iassist-1118	271	10	,	,	PUNCT
iassist-1118	271	11	using	use	VERB
iassist-1118	271	12	controlled	control	VERB
iassist-1118	271	13	list	list	NOUN
iassist-1118	271	14	values	value	NOUN
iassist-1118	271	15	from	from	ADP
iassist-1118	271	16	resource	resource	NOUN
iassist-1118	271	17	type	type	NOUN
iassist-1118	271	18	descriptions	description	NOUN
iassist-1118	271	19	,	,	PUNCT
iassist-1118	271	20	we	we	PRON
iassist-1118	271	21	maintain	maintain	VERB
iassist-1118	271	22	the	the	DET
iassist-1118	271	23	kg	kg	NOUN
iassist-1118	271	24	's	's	PART
iassist-1118	271	25	interoperability	interoperability	NOUN
iassist-1118	271	26	across	across	ADP
iassist-1118	271	27	different	different	ADJ
iassist-1118	271	28	domains	domain	NOUN
iassist-1118	271	29	.	.	PUNCT
iassist-1118	272	1	linking	link	VERB
iassist-1118	272	2	entities	entity	NOUN
iassist-1118	272	3	to	to	ADP
iassist-1118	272	4	their	their	PRON
iassist-1118	272	5	associated	associate	VERB
iassist-1118	272	6	variables	variable	NOUN
iassist-1118	272	7	provides	provide	VERB
iassist-1118	272	8	a	a	DET
iassist-1118	272	9	comprehensive	comprehensive	ADJ
iassist-1118	272	10	overview	overview	NOUN
iassist-1118	272	11	of	of	ADP
iassist-1118	272	12	their	their	PRON
iassist-1118	272	13	interdependent	interdependent	ADJ
iassist-1118	272	14	connections	connection	NOUN
iassist-1118	272	15	.	.	PUNCT
iassist-1118	273	1	this	this	DET
iassist-1118	273	2	approach	approach	NOUN
iassist-1118	273	3	significantly	significantly	ADV
iassist-1118	273	4	enhances	enhance	VERB
iassist-1118	273	5	the	the	DET
iassist-1118	273	6	data	datum	NOUN
iassist-1118	273	7	’s	’s	PART
iassist-1118	273	8	findability	findability	NOUN
iassist-1118	273	9	,	,	PUNCT
iassist-1118	273	10	accessibility	accessibility	NOUN
iassist-1118	273	11	,	,	PUNCT
iassist-1118	273	12	interoperability	interoperability	NOUN
iassist-1118	273	13	,	,	PUNCT
iassist-1118	273	14	and	and	CCONJ
iassist-1118	273	15	potential	potential	NOUN
iassist-1118	273	16	for	for	ADP
iassist-1118	273	17	future	future	ADJ
iassist-1118	273	18	reuse	reuse	NOUN
iassist-1118	273	19	.	.	PUNCT
iassist-1118	274	1	conclusion	conclusion	NOUN
iassist-1118	274	2	standard	standard	ADJ
iassist-1118	274	3	metadata	metadata	PROPN
iassist-1118	274	4	fields	field	NOUN
iassist-1118	274	5	are	be	AUX
iassist-1118	274	6	indispensable	indispensable	ADJ
iassist-1118	274	7	for	for	ADP
iassist-1118	274	8	effectively	effectively	ADV
iassist-1118	274	9	registering	register	VERB
iassist-1118	274	10	relationships	relationship	NOUN
iassist-1118	274	11	between	between	ADP
iassist-1118	274	12	variables	variable	NOUN
iassist-1118	274	13	within	within	ADP
iassist-1118	274	14	studies	study	NOUN
iassist-1118	274	15	.	.	PUNCT
iassist-1118	275	1	these	these	DET
iassist-1118	275	2	standards	standard	NOUN
iassist-1118	275	3	are	be	AUX
iassist-1118	275	4	crucial	crucial	ADJ
iassist-1118	275	5	for	for	ADP
iassist-1118	275	6	ensuring	ensure	VERB
iassist-1118	275	7	interoperability	interoperability	NOUN
iassist-1118	275	8	among	among	ADP
iassist-1118	275	9	different	different	ADJ
iassist-1118	275	10	systems	system	NOUN
iassist-1118	275	11	and	and	CCONJ
iassist-1118	275	12	enabling	enable	VERB
iassist-1118	275	13	automation	automation	NOUN
iassist-1118	275	14	features	feature	NOUN
iassist-1118	275	15	.	.	PUNCT
iassist-1118	276	1	accurately	accurately	ADV
iassist-1118	276	2	representing	represent	VERB
iassist-1118	276	3	possible	possible	ADJ
iassist-1118	276	4	relation_types	relation_type	NOUN
iassist-1118	276	5	and	and	CCONJ
iassist-1118	276	6	formally	formally	ADV
iassist-1118	276	7	documenting	document	VERB
iassist-1118	276	8	them	they	PRON
iassist-1118	276	9	significantly	significantly	ADV
iassist-1118	276	10	enhances	enhance	VERB
iassist-1118	276	11	meta	meta	ADV
iassist-1118	276	12	-	-	PUNCT
iassist-1118	276	13	searching	searching	NOUN
iassist-1118	276	14	and	and	CCONJ
iassist-1118	276	15	meta	meta	ADV
iassist-1118	276	16	-	-	PUNCT
iassist-1118	276	17	browsing	browse	VERB
iassist-1118	276	18	capabilities	capability	NOUN
iassist-1118	276	19	.	.	PUNCT
iassist-1118	277	1	this	this	PRON
iassist-1118	277	2	makes	make	VERB
iassist-1118	277	3	it	it	PRON
iassist-1118	277	4	easier	easy	ADJ
iassist-1118	277	5	to	to	PART
iassist-1118	277	6	find	find	VERB
iassist-1118	277	7	and	and	CCONJ
iassist-1118	277	8	access	access	VERB
iassist-1118	277	9	relevant	relevant	ADJ
iassist-1118	277	10	data	datum	NOUN
iassist-1118	277	11	.	.	PUNCT
iassist-1118	278	1	the	the	DET
iassist-1118	278	2	essential	essential	ADJ
iassist-1118	278	3	requirements	requirement	NOUN
iassist-1118	278	4	are	be	AUX
iassist-1118	278	5	uniquely	uniquely	ADV
iassist-1118	278	6	identifying	identify	VERB
iassist-1118	278	7	each	each	DET
iassist-1118	278	8	variable	variable	NOUN
iassist-1118	278	9	with	with	ADP
iassist-1118	278	10	a	a	DET
iassist-1118	278	11	persistent	persistent	ADJ
iassist-1118	278	12	identifier	identifier	NOUN
iassist-1118	278	13	(	(	PUNCT
iassist-1118	278	14	pid	pid	NOUN
iassist-1118	278	15	)	)	PUNCT
iassist-1118	278	16	and	and	CCONJ
iassist-1118	278	17	clearly	clearly	ADV
iassist-1118	278	18	defining	define	VERB
iassist-1118	278	19	its	its	PRON
iassist-1118	278	20	relationships	relationship	NOUN
iassist-1118	278	21	using	use	VERB
iassist-1118	278	22	controlled	control	VERB
iassist-1118	278	23	vocabulary	vocabulary	ADJ
iassist-1118	278	24	terms	term	NOUN
iassist-1118	278	25	.	.	PUNCT
iassist-1118	279	1	such	such	ADJ
iassist-1118	279	2	approaches	approach	NOUN
iassist-1118	279	3	are	be	AUX
iassist-1118	279	4	instrumental	instrumental	ADJ
iassist-1118	279	5	in	in	ADP
iassist-1118	279	6	fostering	foster	VERB
iassist-1118	279	7	machine	machine	NOUN
iassist-1118	279	8	-	-	PUNCT
iassist-1118	279	9	actionable	actionable	ADJ
iassist-1118	279	10	data	datum	NOUN
iassist-1118	279	11	features	feature	NOUN
iassist-1118	279	12	,	,	PUNCT
iassist-1118	279	13	thereby	thereby	ADV
iassist-1118	279	14	strengthening	strengthen	VERB
iassist-1118	279	15	data	datum	NOUN
iassist-1118	279	16	's	's	PART
iassist-1118	279	17	findability	findability	NOUN
iassist-1118	279	18	and	and	CCONJ
iassist-1118	279	19	enhancing	enhance	VERB
iassist-1118	279	20	data	datum	NOUN
iassist-1118	279	21	's	's	PART
iassist-1118	279	22	reusability	reusability	NOUN
iassist-1118	279	23	at	at	ADP
iassist-1118	279	24	the	the	DET
iassist-1118	279	25	variable	variable	ADJ
iassist-1118	279	26	level	level	NOUN
iassist-1118	279	27	.	.	PUNCT
iassist-1118	280	1	data	datum	NOUN
iassist-1118	280	2	users	user	NOUN
iassist-1118	280	3	can	can	AUX
iassist-1118	280	4	benefit	benefit	VERB
iassist-1118	280	5	from	from	ADP
iassist-1118	280	6	the	the	DET
iassist-1118	280	7	ability	ability	NOUN
iassist-1118	280	8	to	to	PART
iassist-1118	280	9	correspond	correspond	VERB
iassist-1118	280	10	variables	variable	NOUN
iassist-1118	280	11	,	,	PUNCT
iassist-1118	280	12	exploring	explore	VERB
iassist-1118	280	13	their	their	PRON
iassist-1118	280	14	consistency	consistency	NOUN
iassist-1118	280	15	or	or	CCONJ
iassist-1118	280	16	comparability	comparability	NOUN
iassist-1118	280	17	over	over	ADP
iassist-1118	280	18	time	time	NOUN
iassist-1118	280	19	across	across	ADP
iassist-1118	280	20	different	different	ADJ
iassist-1118	280	21	waves	wave	NOUN
iassist-1118	280	22	and	and	CCONJ
iassist-1118	280	23	studies	study	NOUN
iassist-1118	280	24	.	.	PUNCT
iassist-1118	281	1	with	with	ADP
iassist-1118	281	2	machine	machine	NOUN
iassist-1118	281	3	-	-	PUNCT
iassist-1118	281	4	readable	readable	ADJ
iassist-1118	281	5	and	and	CCONJ
iassist-1118	281	6	actionable	actionable	ADJ
iassist-1118	281	7	features	feature	NOUN
iassist-1118	281	8	,	,	PUNCT
iassist-1118	281	9	complex	complex	ADJ
iassist-1118	281	10	recommendation	recommendation	NOUN
iassist-1118	281	11	systems	system	NOUN
iassist-1118	281	12	can	can	AUX
iassist-1118	281	13	be	be	AUX
iassist-1118	281	14	developed	develop	VERB
iassist-1118	281	15	.	.	PUNCT
iassist-1118	282	1	these	these	DET
iassist-1118	282	2	systems	system	NOUN
iassist-1118	282	3	can	can	AUX
iassist-1118	282	4	display	display	VERB
iassist-1118	282	5	relationships	relationship	NOUN
iassist-1118	282	6	between	between	ADP
iassist-1118	282	7	variables	variable	NOUN
iassist-1118	282	8	and	and	CCONJ
iassist-1118	282	9	other	other	ADJ
iassist-1118	282	10	entries	entry	NOUN
iassist-1118	282	11	in	in	ADP
iassist-1118	282	12	relationship	relationship	NOUN
iassist-1118	282	13	maps	map	NOUN
iassist-1118	282	14	,	,	PUNCT
iassist-1118	282	15	such	such	ADJ
iassist-1118	282	16	as	as	ADP
iassist-1118	282	17	those	those	PRON
iassist-1118	282	18	represented	represent	VERB
iassist-1118	282	19	in	in	ADP
iassist-1118	282	20	kgs	kgs	PROPN
iassist-1118	282	21	.	.	PUNCT
iassist-1118	283	1	while	while	SCONJ
iassist-1118	283	2	the	the	DET
iassist-1118	283	3	pid	pid	NOUN
iassist-1118	283	4	registration	registration	NOUN
iassist-1118	283	5	service	service	NOUN
iassist-1118	283	6	's	's	PART
iassist-1118	283	7	primary	primary	ADJ
iassist-1118	283	8	function	function	NOUN
iassist-1118	283	9	is	be	AUX
iassist-1118	283	10	not	not	PART
iassist-1118	283	11	to	to	PART
iassist-1118	283	12	provide	provide	VERB
iassist-1118	283	13	kg	kg	PROPN
iassist-1118	283	14	visualization	visualization	NOUN
iassist-1118	283	15	,	,	PUNCT
iassist-1118	283	16	its	its	PRON
iassist-1118	283	17	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	ADJ
iassist-1118	283	18	13/16	13/16	NUM
iassist-1118	283	19	saldanha	saldanha	NOUN
iassist-1118	283	20	bach	bach	NOUN
iassist-1118	283	21	,	,	PUNCT
iassist-1118	283	22	janete	janete	ADJ
iassist-1118	283	23	;	;	PUNCT
iassist-1118	283	24	klas	kla	NOUN
iassist-1118	283	25	,	,	PUNCT
iassist-1118	283	26	claus	claus	PROPN
iassist-1118	283	27	-	-	PUNCT
iassist-1118	283	28	peter	peter	PROPN
iassist-1118	283	29	(	(	PUNCT
iassist-1118	283	30	2024	2024	NUM
iassist-1118	283	31	)	)	PUNCT
iassist-1118	283	32	enhancing	enhance	VERB
iassist-1118	283	33	fair	fair	ADJ
iassist-1118	283	34	compliance	compliance	NOUN
iassist-1118	283	35	:	:	PUNCT
iassist-1118	283	36	a	a	DET
iassist-1118	283	37	controlled	control	VERB
iassist-1118	283	38	vocabulary	vocabulary	NOUN
iassist-1118	283	39	for	for	ADP
iassist-1118	283	40	mapping	map	VERB
iassist-1118	283	41	social	social	ADJ
iassist-1118	283	42	sciences	sciences	PROPN
iassist-1118	283	43	survey	survey	NOUN
iassist-1118	283	44	variables	variable	NOUN
iassist-1118	283	45	,	,	PUNCT
iassist-1118	283	46	iassist	iassist	VERB
iassist-1118	283	47	quarterly	quarterly	ADJ
iassist-1118	283	48	48(2	48(2	NUM
iassist-1118	283	49	)	)	PUNCT
iassist-1118	283	50	,	,	PUNCT
iassist-1118	283	51	pp	pp	PROPN
iassist-1118	283	52	.	.	PUNCT
iassist-1118	284	1	1	1	NUM
iassist-1118	284	2	-	-	SYM
iassist-1118	284	3	15	15	NUM
iassist-1118	284	4	.	.	PUNCT
iassist-1118	285	1	doi	doi	NOUN
iassist-1118	285	2	:	:	PUNCT
iassist-1118	285	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	285	4	inclusion	inclusion	NOUN
iassist-1118	285	5	of	of	ADP
iassist-1118	285	6	the	the	DET
iassist-1118	285	7	'	'	PUNCT
iassist-1118	285	8	related_item	related_item	NOUN
iassist-1118	285	9	'	'	PUNCT
iassist-1118	285	10	field	field	NOUN
iassist-1118	285	11	and	and	CCONJ
iassist-1118	285	12	corresponding	corresponding	ADJ
iassist-1118	285	13	subfields	subfield	NOUN
iassist-1118	285	14	in	in	ADP
iassist-1118	285	15	its	its	PRON
iassist-1118	285	16	metadata	metadata	ADJ
iassist-1118	285	17	schema	schema	NOUN
iassist-1118	285	18	lays	lay	VERB
iassist-1118	285	19	the	the	DET
iassist-1118	285	20	groundwork	groundwork	NOUN
iassist-1118	285	21	for	for	ADP
iassist-1118	285	22	documenting	document	VERB
iassist-1118	285	23	variables	variable	NOUN
iassist-1118	285	24	in	in	ADP
iassist-1118	285	25	a	a	DET
iassist-1118	285	26	way	way	NOUN
iassist-1118	285	27	that	that	PRON
iassist-1118	285	28	enhances	enhance	VERB
iassist-1118	285	29	kg	kg	NOUN
iassist-1118	285	30	applications	application	NOUN
iassist-1118	285	31	.	.	PUNCT
iassist-1118	286	1	we	we	PRON
iassist-1118	286	2	propose	propose	VERB
iassist-1118	286	3	an	an	DET
iassist-1118	286	4	extended	extended	ADJ
iassist-1118	286	5	description	description	NOUN
iassist-1118	286	6	for	for	ADP
iassist-1118	286	7	the	the	DET
iassist-1118	286	8	'	'	PUNCT
iassist-1118	286	9	relation_type	relation_type	NOUN
iassist-1118	286	10	'	'	PUNCT
iassist-1118	286	11	description	description	NOUN
iassist-1118	286	12	and	and	CCONJ
iassist-1118	286	13	a	a	DET
iassist-1118	286	14	controlled	control	VERB
iassist-1118	286	15	vocabulary	vocabulary	ADJ
iassist-1118	286	16	terminology	terminology	NOUN
iassist-1118	286	17	based	base	VERB
iassist-1118	286	18	on	on	ADP
iassist-1118	286	19	the	the	DET
iassist-1118	286	20	ddi	ddi	ADJ
iassist-1118	286	21	term	term	NOUN
iassist-1118	286	22	'	'	PUNCT
iassist-1118	286	23	isbasedon	isbasedon	NOUN
iassist-1118	286	24	'	'	PUNCT
iassist-1118	286	25	.	.	PUNCT
iassist-1118	287	1	this	this	DET
iassist-1118	287	2	approach	approach	NOUN
iassist-1118	287	3	enables	enable	VERB
iassist-1118	287	4	researchers	researcher	NOUN
iassist-1118	287	5	and	and	CCONJ
iassist-1118	287	6	other	other	ADJ
iassist-1118	287	7	interested	interested	ADJ
iassist-1118	287	8	parties	party	NOUN
iassist-1118	287	9	to	to	PART
iassist-1118	287	10	quickly	quickly	ADV
iassist-1118	287	11	locate	locate	VERB
iassist-1118	287	12	the	the	DET
iassist-1118	287	13	most	most	ADV
iassist-1118	287	14	relevant	relevant	ADJ
iassist-1118	287	15	and	and	CCONJ
iassist-1118	287	16	usable	usable	ADJ
iassist-1118	287	17	variables	variable	NOUN
iassist-1118	287	18	for	for	ADP
iassist-1118	287	19	their	their	PRON
iassist-1118	287	20	research	research	NOUN
iassist-1118	287	21	needs	need	NOUN
iassist-1118	287	22	.	.	PUNCT
iassist-1118	288	1	for	for	ADP
iassist-1118	288	2	data	data	NOUN
iassist-1118	288	3	holders	holder	NOUN
iassist-1118	288	4	,	,	PUNCT
iassist-1118	288	5	this	this	DET
iassist-1118	288	6	method	method	NOUN
iassist-1118	288	7	facilitates	facilitate	VERB
iassist-1118	288	8	the	the	DET
iassist-1118	288	9	maximization	maximization	NOUN
iassist-1118	288	10	of	of	ADP
iassist-1118	288	11	value	value	NOUN
iassist-1118	288	12	-	-	PUNCT
iassist-1118	288	13	added	add	VERB
iassist-1118	288	14	services	service	NOUN
iassist-1118	288	15	through	through	ADP
iassist-1118	288	16	the	the	DET
iassist-1118	288	17	increasing	increase	VERB
iassist-1118	288	18	interconnection	interconnection	NOUN
iassist-1118	288	19	of	of	ADP
iassist-1118	288	20	research	research	NOUN
iassist-1118	288	21	output	output	NOUN
iassist-1118	288	22	entities	entity	NOUN
iassist-1118	288	23	.	.	PUNCT
iassist-1118	289	1	variables	variable	NOUN
iassist-1118	289	2	are	be	AUX
iassist-1118	289	3	not	not	PART
iassist-1118	289	4	only	only	ADV
iassist-1118	289	5	linked	link	VERB
iassist-1118	289	6	to	to	ADP
iassist-1118	289	7	their	their	PRON
iassist-1118	289	8	inherent	inherent	ADJ
iassist-1118	289	9	elements	element	NOUN
iassist-1118	289	10	like	like	ADP
iassist-1118	289	11	questions	question	NOUN
iassist-1118	289	12	,	,	PUNCT
iassist-1118	289	13	questionnaires	questionnaire	NOUN
iassist-1118	289	14	,	,	PUNCT
iassist-1118	289	15	survey	survey	NOUN
iassist-1118	289	16	waves	wave	NOUN
iassist-1118	289	17	,	,	PUNCT
iassist-1118	289	18	and	and	CCONJ
iassist-1118	289	19	response	response	NOUN
iassist-1118	289	20	scales	scale	NOUN
iassist-1118	289	21	.	.	PUNCT
iassist-1118	290	1	still	still	ADV
iassist-1118	290	2	,	,	PUNCT
iassist-1118	290	3	they	they	PRON
iassist-1118	290	4	can	can	AUX
iassist-1118	290	5	also	also	ADV
iassist-1118	290	6	be	be	AUX
iassist-1118	290	7	input	input	NOUN
iassist-1118	290	8	for	for	ADP
iassist-1118	290	9	interactive	interactive	ADJ
iassist-1118	290	10	resources	resource	NOUN
iassist-1118	290	11	such	such	ADJ
iassist-1118	290	12	as	as	ADP
iassist-1118	290	13	scripts	script	NOUN
iassist-1118	290	14	or	or	CCONJ
iassist-1118	290	15	do	do	NOUN
iassist-1118	290	16	-	-	PUNCT
iassist-1118	290	17	files	file	NOUN
iassist-1118	290	18	.	.	PUNCT
iassist-1118	291	1	there	there	PRON
iassist-1118	291	2	is	be	VERB
iassist-1118	291	3	also	also	ADV
iassist-1118	291	4	potential	potential	ADJ
iassist-1118	291	5	for	for	ADP
iassist-1118	291	6	registering	register	VERB
iassist-1118	291	7	and	and	CCONJ
iassist-1118	291	8	assigning	assign	VERB
iassist-1118	291	9	pids	pid	NOUN
iassist-1118	291	10	to	to	ADP
iassist-1118	291	11	questions	question	NOUN
iassist-1118	291	12	and	and	CCONJ
iassist-1118	291	13	response	response	NOUN
iassist-1118	291	14	schemas	schema	NOUN
iassist-1118	291	15	from	from	ADP
iassist-1118	291	16	existing	exist	VERB
iassist-1118	291	17	surveys	survey	NOUN
iassist-1118	291	18	for	for	ADP
iassist-1118	291	19	reuse	reuse	NOUN
iassist-1118	291	20	purposes	purpose	NOUN
iassist-1118	291	21	.	.	PUNCT
iassist-1118	292	1	documenting	document	VERB
iassist-1118	292	2	and	and	CCONJ
iassist-1118	292	3	defining	define	VERB
iassist-1118	292	4	all	all	DET
iassist-1118	292	5	these	these	DET
iassist-1118	292	6	relations	relation	NOUN
iassist-1118	292	7	accurately	accurately	ADV
iassist-1118	292	8	,	,	PUNCT
iassist-1118	292	9	with	with	ADP
iassist-1118	292	10	detailed	detailed	ADJ
iassist-1118	292	11	relation	relation	NOUN
iassist-1118	292	12	descriptions	description	NOUN
iassist-1118	292	13	,	,	PUNCT
iassist-1118	292	14	will	will	AUX
iassist-1118	292	15	enhance	enhance	VERB
iassist-1118	292	16	the	the	DET
iassist-1118	292	17	controlled	control	VERB
iassist-1118	292	18	vocabulary	vocabulary	NOUN
iassist-1118	292	19	for	for	ADP
iassist-1118	292	20	the	the	DET
iassist-1118	292	21	social	social	ADJ
iassist-1118	292	22	sciences	science	NOUN
iassist-1118	292	23	.	.	PUNCT
iassist-1118	293	1	this	this	PRON
iassist-1118	293	2	,	,	PUNCT
iassist-1118	293	3	in	in	ADP
iassist-1118	293	4	turn	turn	NOUN
iassist-1118	293	5	,	,	PUNCT
iassist-1118	293	6	will	will	AUX
iassist-1118	293	7	foster	foster	VERB
iassist-1118	293	8	the	the	DET
iassist-1118	293	9	reuse	reuse	NOUN
iassist-1118	293	10	of	of	ADP
iassist-1118	293	11	the	the	DET
iassist-1118	293	12	cessda	cessda	NOUN
iassist-1118	293	13	controlled	control	VERB
iassist-1118	293	14	vocabulary	vocabulary	ADJ
iassist-1118	293	15	tool	tool	NOUN
iassist-1118	293	16	among	among	ADP
iassist-1118	293	17	institutions	institution	NOUN
iassist-1118	293	18	,	,	PUNCT
iassist-1118	293	19	leveraging	leverage	VERB
iassist-1118	293	20	these	these	DET
iassist-1118	293	21	interconnected	interconnected	ADJ
iassist-1118	293	22	relationships	relationship	NOUN
iassist-1118	293	23	for	for	ADP
iassist-1118	293	24	broader	broad	ADJ
iassist-1118	293	25	research	research	NOUN
iassist-1118	293	26	and	and	CCONJ
iassist-1118	293	27	analysis	analysis	NOUN
iassist-1118	293	28	purposes	purpose	NOUN
iassist-1118	293	29	.	.	PUNCT
iassist-1118	294	1	references	reference	NOUN
iassist-1118	294	2	ajzen	ajzen	NOUN
iassist-1118	294	3	,	,	PUNCT
iassist-1118	294	4	i.	i.	NOUN
iassist-1118	294	5	and	and	CCONJ
iassist-1118	294	6	fishbein	fishbein	PROPN
iassist-1118	294	7	,	,	PUNCT
iassist-1118	294	8	m.	m.	NOUN
iassist-1118	294	9	(	(	PUNCT
iassist-1118	294	10	2005	2005	NUM
iassist-1118	294	11	)	)	PUNCT
iassist-1118	294	12	,	,	PUNCT
iassist-1118	294	13	‘	'	PUNCT
iassist-1118	294	14	the	the	DET
iassist-1118	294	15	influence	influence	NOUN
iassist-1118	294	16	of	of	ADP
iassist-1118	294	17	attitudes	attitude	NOUN
iassist-1118	294	18	on	on	ADP
iassist-1118	294	19	behavior	behavior	NOUN
iassist-1118	294	20	’	'	PUNCT
iassist-1118	294	21	,	,	PUNCT
iassist-1118	294	22	in	in	ADP
iassist-1118	294	23	albarracin	albarracin	PROPN
iassist-1118	294	24	,	,	PUNCT
iassist-1118	294	25	d.	d.	PROPN
iassist-1118	294	26	,	,	PUNCT
iassist-1118	294	27	johnson	johnson	PROPN
iassist-1118	294	28	,	,	PUNCT
iassist-1118	294	29	b.	b.	PROPN
iassist-1118	294	30	t.	t.	PROPN
iassist-1118	294	31	and	and	CCONJ
iassist-1118	294	32	zanna	zanna	PROPN
iassist-1118	294	33	,	,	PUNCT
iassist-1118	294	34	m.p	m.p	PROPN
iassist-1118	294	35	.	.	PROPN
iassist-1118	294	36	(	(	PUNCT
iassist-1118	294	37	eds	ed	NOUN
iassist-1118	294	38	)	)	PUNCT
iassist-1118	294	39	,	,	PUNCT
iassist-1118	294	40	handbook	handbook	NOUN
iassist-1118	294	41	of	of	ADP
iassist-1118	294	42	attitudes	attitude	NOUN
iassist-1118	294	43	and	and	CCONJ
iassist-1118	294	44	attitude	attitude	NOUN
iassist-1118	294	45	change	change	NOUN
iassist-1118	294	46	,	,	PUNCT
iassist-1118	294	47	lawrence	lawrence	PROPN
iassist-1118	294	48	erlbaum	erlbaum	PROPN
iassist-1118	294	49	associates	associates	PROPN
iassist-1118	294	50	,	,	PUNCT
iassist-1118	294	51	mahwah	mahwah	PROPN
iassist-1118	294	52	,	,	PUNCT
iassist-1118	294	53	nj	nj	PROPN
iassist-1118	294	54	.	.	PROPN
iassist-1118	294	55	aryani	aryani	PROPN
iassist-1118	294	56	,	,	PUNCT
iassist-1118	294	57	a.	a.	PROPN
iassist-1118	294	58	et	et	PROPN
iassist-1118	294	59	al	al	PROPN
iassist-1118	294	60	.	.	PROPN
iassist-1118	295	1	(	(	PUNCT
iassist-1118	295	2	2018	2018	NUM
iassist-1118	295	3	)	)	PUNCT
iassist-1118	295	4	‘	'	PUNCT
iassist-1118	295	5	a	a	DET
iassist-1118	295	6	research	research	NOUN
iassist-1118	295	7	graph	graph	NOUN
iassist-1118	295	8	dataset	dataset	VERB
iassist-1118	295	9	for	for	ADP
iassist-1118	295	10	connecting	connect	VERB
iassist-1118	295	11	research	research	NOUN
iassist-1118	295	12	data	datum	NOUN
iassist-1118	295	13	repositories	repository	NOUN
iassist-1118	295	14	using	use	VERB
iassist-1118	295	15	rd	rd	NOUN
iassist-1118	295	16	-	-	PUNCT
iassist-1118	295	17	switchboard	switchboard	NOUN
iassist-1118	295	18	’	'	PUNCT
iassist-1118	295	19	,	,	PUNCT
iassist-1118	295	20	scientific	scientific	ADJ
iassist-1118	295	21	data	datum	NOUN
iassist-1118	295	22	,	,	PUNCT
iassist-1118	295	23	5(1	5(1	NUM
iassist-1118	295	24	)	)	PUNCT
iassist-1118	295	25	,	,	PUNCT
iassist-1118	295	26	p.	p.	NOUN
iassist-1118	295	27	180099	180099	NUM
iassist-1118	295	28	.	.	PUNCT
iassist-1118	296	1	available	available	ADJ
iassist-1118	296	2	at	at	ADP
iassist-1118	296	3	:	:	PUNCT
iassist-1118	296	4	https://doi.org/10.1038/sdata.2018.99	https://doi.org/10.1038/sdata.2018.99	PROPN
iassist-1118	296	5	.	.	PUNCT
iassist-1118	297	1	babbie	babbie	PROPN
iassist-1118	297	2	,	,	PUNCT
iassist-1118	297	3	e.r	e.r	PROPN
iassist-1118	297	4	.	.	PROPN
iassist-1118	297	5	(	(	PUNCT
iassist-1118	297	6	1990	1990	NUM
iassist-1118	297	7	)	)	PUNCT
iassist-1118	297	8	.	.	PUNCT
iassist-1118	298	1	survey	survey	NOUN
iassist-1118	298	2	research	research	NOUN
iassist-1118	298	3	methods	method	NOUN
iassist-1118	298	4	,	,	PUNCT
iassist-1118	298	5	wadsworth	wadsworth	NOUN
iassist-1118	298	6	publishing	publishing	NOUN
iassist-1118	298	7	,	,	PUNCT
iassist-1118	298	8	belmont	belmont	PROPN
iassist-1118	298	9	,	,	PUNCT
iassist-1118	298	10	ca	ca	PROPN
iassist-1118	298	11	.	.	PUNCT
iassist-1118	299	1	bollen	bollen	PROPN
iassist-1118	299	2	,	,	PUNCT
iassist-1118	299	3	k.a	k.a	PROPN
iassist-1118	299	4	.	.	PROPN
iassist-1118	299	5	(	(	PUNCT
iassist-1118	299	6	2002	2002	NUM
iassist-1118	299	7	)	)	PUNCT
iassist-1118	299	8	‘	'	PUNCT
iassist-1118	299	9	latent	latent	NOUN
iassist-1118	299	10	variables	variable	NOUN
iassist-1118	299	11	in	in	ADP
iassist-1118	299	12	psychology	psychology	NOUN
iassist-1118	299	13	and	and	CCONJ
iassist-1118	299	14	the	the	DET
iassist-1118	299	15	social	social	ADJ
iassist-1118	299	16	sciences	science	NOUN
iassist-1118	299	17	’	'	PUNCT
iassist-1118	299	18	,	,	PUNCT
iassist-1118	299	19	annual	annual	ADJ
iassist-1118	299	20	review	review	NOUN
iassist-1118	299	21	of	of	ADP
iassist-1118	299	22	psychology	psychology	NOUN
iassist-1118	299	23	,	,	PUNCT
iassist-1118	299	24	53(1	53(1	PROPN
iassist-1118	299	25	)	)	PUNCT
iassist-1118	299	26	,	,	PUNCT
iassist-1118	299	27	pp	pp	ADP
iassist-1118	299	28	.	.	PUNCT
iassist-1118	300	1	605–634	605–634	NUM
iassist-1118	300	2	.	.	PUNCT
iassist-1118	300	3	available	available	ADJ
iassist-1118	300	4	at	at	ADP
iassist-1118	300	5	:	:	PUNCT
iassist-1118	300	6	https://doi.org/10.1146/annurev.psych.53.100901.135239	https://doi.org/10.1146/annurev.psych.53.100901.135239	PROPN
iassist-1118	300	7	bugaje	bugaje	NOUN
iassist-1118	300	8	,	,	PUNCT
iassist-1118	300	9	m.	m.	NOUN
iassist-1118	300	10	and	and	CCONJ
iassist-1118	300	11	chowdhury	chowdhury	PROPN
iassist-1118	300	12	,	,	PUNCT
iassist-1118	300	13	g.	g.	PROPN
iassist-1118	300	14	(	(	PUNCT
iassist-1118	300	15	2017	2017	NUM
iassist-1118	300	16	)	)	PUNCT
iassist-1118	300	17	‘	'	PUNCT
iassist-1118	300	18	is	be	AUX
iassist-1118	300	19	data	datum	NOUN
iassist-1118	300	20	retrieval	retrieval	NOUN
iassist-1118	300	21	different	different	ADV
iassist-1118	300	22	from	from	ADP
iassist-1118	300	23	text	text	NOUN
iassist-1118	300	24	retrieval	retrieval	NOUN
iassist-1118	300	25	?	?	PUNCT
iassist-1118	301	1	an	an	DET
iassist-1118	301	2	exploratory	exploratory	ADJ
iassist-1118	301	3	study	study	NOUN
iassist-1118	301	4	’	'	PUNCT
iassist-1118	301	5	,	,	PUNCT
iassist-1118	301	6	in	in	ADP
iassist-1118	301	7	s.	s.	PROPN
iassist-1118	301	8	choemprayong	choemprayong	PROPN
iassist-1118	301	9	,	,	PUNCT
iassist-1118	301	10	f.	f.	PROPN
iassist-1118	301	11	crestani	crestani	PROPN
iassist-1118	301	12	,	,	PUNCT
iassist-1118	301	13	and	and	CCONJ
iassist-1118	301	14	s.j	s.j	PROPN
iassist-1118	301	15	.	.	PROPN
iassist-1118	302	1	cunningham	cunningham	PROPN
iassist-1118	302	2	(	(	PUNCT
iassist-1118	302	3	eds	ed	NOUN
iassist-1118	302	4	)	)	PUNCT
iassist-1118	302	5	digital	digital	ADJ
iassist-1118	302	6	libraries	library	NOUN
iassist-1118	302	7	:	:	PUNCT
iassist-1118	302	8	data	datum	NOUN
iassist-1118	302	9	,	,	PUNCT
iassist-1118	302	10	information	information	NOUN
iassist-1118	302	11	,	,	PUNCT
iassist-1118	302	12	and	and	CCONJ
iassist-1118	302	13	knowledge	knowledge	NOUN
iassist-1118	302	14	for	for	ADP
iassist-1118	302	15	digital	digital	ADJ
iassist-1118	302	16	lives	life	NOUN
iassist-1118	302	17	.	.	PUNCT
iassist-1118	303	1	cham	cham	PROPN
iassist-1118	303	2	:	:	PUNCT
iassist-1118	303	3	springer	springer	NOUN
iassist-1118	303	4	international	international	PROPN
iassist-1118	303	5	publishing	publishing	NOUN
iassist-1118	303	6	(	(	PUNCT
iassist-1118	303	7	lecture	lecture	NOUN
iassist-1118	303	8	notes	note	NOUN
iassist-1118	303	9	in	in	ADP
iassist-1118	303	10	computer	computer	NOUN
iassist-1118	303	11	science	science	NOUN
iassist-1118	303	12	)	)	PUNCT
iassist-1118	303	13	,	,	PUNCT
iassist-1118	303	14	pp	pp	ADJ
iassist-1118	303	15	.	.	PUNCT
iassist-1118	304	1	97–103	97–103	NUM
iassist-1118	304	2	.	.	NOUN
iassist-1118	304	3	available	available	ADJ
iassist-1118	304	4	at	at	ADP
iassist-1118	304	5	:	:	PUNCT
iassist-1118	304	6	https://doi.org/10.1007/978-3-319-70232-2_8	https://doi.org/10.1007/978-3-319-70232-2_8	NUM
iassist-1118	304	7	cox	cox	PROPN
iassist-1118	304	8	,	,	PUNCT
iassist-1118	304	9	m.	m.	NOUN
iassist-1118	304	10	(	(	PUNCT
iassist-1118	304	11	2015	2015	NUM
iassist-1118	304	12	)	)	PUNCT
iassist-1118	304	13	‘	'	PUNCT
iassist-1118	304	14	a	a	DET
iassist-1118	304	15	basic	basic	ADJ
iassist-1118	304	16	guide	guide	NOUN
iassist-1118	304	17	for	for	ADP
iassist-1118	304	18	empirical	empirical	ADJ
iassist-1118	304	19	environmental	environmental	ADJ
iassist-1118	304	20	social	social	ADJ
iassist-1118	304	21	science	science	NOUN
iassist-1118	304	22	’	'	PUNCT
iassist-1118	304	23	,	,	PUNCT
iassist-1118	304	24	ecology	ecology	NOUN
iassist-1118	304	25	and	and	CCONJ
iassist-1118	304	26	society	society	NOUN
iassist-1118	304	27	,	,	PUNCT
iassist-1118	304	28	20(1	20(1	NUM
iassist-1118	304	29	)	)	PUNCT
iassist-1118	304	30	,	,	PUNCT
iassist-1118	304	31	p.	p.	PROPN
iassist-1118	304	32	art63	art63	PROPN
iassist-1118	304	33	.	.	PUNCT
iassist-1118	304	34	available	available	ADJ
iassist-1118	304	35	at	at	ADP
iassist-1118	304	36	:	:	PUNCT
iassist-1118	304	37	https://doi.org/10.5751/es-07400-200163	https://doi.org/10.5751/es-07400-200163	PROPN
iassist-1118	304	38	datacite	datacite	ADJ
iassist-1118	304	39	metadata	metadata	NOUN
iassist-1118	304	40	working	working	NOUN
iassist-1118	304	41	group	group	NOUN
iassist-1118	304	42	(	(	PUNCT
iassist-1118	304	43	2021	2021	NUM
iassist-1118	304	44	)	)	PUNCT
iassist-1118	304	45	‘	'	PUNCT
iassist-1118	304	46	datacite	datacite	ADJ
iassist-1118	304	47	metadata	metadata	ADJ
iassist-1118	304	48	schema	schema	NOUN
iassist-1118	304	49	documentation	documentation	NOUN
iassist-1118	304	50	for	for	ADP
iassist-1118	304	51	the	the	DET
iassist-1118	304	52	publication	publication	NOUN
iassist-1118	304	53	and	and	CCONJ
iassist-1118	304	54	citation	citation	NOUN
iassist-1118	304	55	of	of	ADP
iassist-1118	304	56	research	research	NOUN
iassist-1118	304	57	data	datum	NOUN
iassist-1118	304	58	and	and	CCONJ
iassist-1118	304	59	other	other	ADJ
iassist-1118	304	60	research	research	NOUN
iassist-1118	304	61	outputs	output	NOUN
iassist-1118	304	62	v4.4	v4.4	PRON
iassist-1118	304	63	’	'	PUNCT
iassist-1118	304	64	,	,	PUNCT
iassist-1118	304	65	p.	p.	NOUN
iassist-1118	304	66	82	82	NUM
iassist-1118	304	67	pages	page	NOUN
iassist-1118	304	68	.	.	PUNCT
iassist-1118	305	1	available	available	ADJ
iassist-1118	305	2	at	at	ADP
iassist-1118	305	3	:	:	PUNCT
iassist-1118	305	4	https://doi.org/10.14454/3w3z-sa82	https://doi.org/10.14454/3w3z-sa82	NOUN
iassist-1118	305	5	.	.	PUNCT
iassist-1118	306	1	ddi	ddi	PROPN
iassist-1118	306	2	training	training	NOUN
iassist-1118	306	3	group	group	NOUN
iassist-1118	306	4	(	(	PUNCT
iassist-1118	306	5	2021	2021	NUM
iassist-1118	306	6	)	)	PUNCT
iassist-1118	306	7	‘	'	PUNCT
iassist-1118	306	8	variables	variable	NOUN
iassist-1118	306	9	and	and	CCONJ
iassist-1118	306	10	the	the	DET
iassist-1118	306	11	variable	variable	ADJ
iassist-1118	306	12	cascade	cascade	NOUN
iassist-1118	306	13	’	'	PUNCT
iassist-1118	306	14	.	.	PUNCT
iassist-1118	307	1	available	available	ADJ
iassist-1118	307	2	at	at	ADP
iassist-1118	307	3	:	:	PUNCT
iassist-1118	307	4	https://doi.org/10.5281/zenodo.5180568	https://doi.org/10.5281/zenodo.5180568	NOUN
iassist-1118	307	5	.	.	PUNCT
iassist-1118	308	1	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	309	1	https://doi.org/10.1038/sdata.2018.99	https://doi.org/10.1038/sdata.2018.99	PROPN
iassist-1118	309	2	https://doi.org/10.1146/annurev.psych.53.100901.135239	https://doi.org/10.1146/annurev.psych.53.100901.135239	PROPN
iassist-1118	309	3	https://doi.org/10.1007/978-3-319-70232-2_8	https://doi.org/10.1007/978-3-319-70232-2_8	NOUN
iassist-1118	309	4	https://doi.org/10.5751/es-07400-200163	https://doi.org/10.5751/es-07400-200163	PROPN
iassist-1118	309	5	https://doi.org/10.14454/3w3z-sa82	https://doi.org/10.14454/3w3z-sa82	VERB
iassist-1118	309	6	https://doi.org/10.5281/zenodo.5180568	https://doi.org/10.5281/zenodo.5180568	NOUN
iassist-1118	309	7	14/16	14/16	NUM
iassist-1118	309	8	saldanha	saldanha	NOUN
iassist-1118	309	9	bach	bach	NOUN
iassist-1118	309	10	,	,	PUNCT
iassist-1118	309	11	janete	janete	ADJ
iassist-1118	309	12	;	;	PUNCT
iassist-1118	309	13	klas	kla	NOUN
iassist-1118	309	14	,	,	PUNCT
iassist-1118	309	15	claus	claus	PROPN
iassist-1118	309	16	-	-	PUNCT
iassist-1118	309	17	peter	peter	PROPN
iassist-1118	309	18	(	(	PUNCT
iassist-1118	309	19	2024	2024	NUM
iassist-1118	309	20	)	)	PUNCT
iassist-1118	309	21	enhancing	enhance	VERB
iassist-1118	309	22	fair	fair	ADJ
iassist-1118	309	23	compliance	compliance	NOUN
iassist-1118	309	24	:	:	PUNCT
iassist-1118	309	25	a	a	DET
iassist-1118	309	26	controlled	control	VERB
iassist-1118	309	27	vocabulary	vocabulary	NOUN
iassist-1118	309	28	for	for	ADP
iassist-1118	309	29	mapping	map	VERB
iassist-1118	309	30	social	social	ADJ
iassist-1118	309	31	sciences	sciences	PROPN
iassist-1118	309	32	survey	survey	NOUN
iassist-1118	309	33	variables	variable	NOUN
iassist-1118	309	34	,	,	PUNCT
iassist-1118	309	35	iassist	iassist	VERB
iassist-1118	309	36	quarterly	quarterly	ADJ
iassist-1118	309	37	48(2	48(2	NUM
iassist-1118	309	38	)	)	PUNCT
iassist-1118	309	39	,	,	PUNCT
iassist-1118	309	40	pp	pp	PROPN
iassist-1118	309	41	.	.	PUNCT
iassist-1118	310	1	1	1	NUM
iassist-1118	310	2	-	-	SYM
iassist-1118	310	3	15	15	NUM
iassist-1118	310	4	.	.	PUNCT
iassist-1118	311	1	doi	doi	NOUN
iassist-1118	311	2	:	:	PUNCT
iassist-1118	311	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	PROPN
iassist-1118	311	4	european	european	PROPN
iassist-1118	311	5	union	union	PROPN
iassist-1118	311	6	.	.	PUNCT
iassist-1118	312	1	(	(	PUNCT
iassist-1118	312	2	2016	2016	NUM
iassist-1118	312	3	)	)	PUNCT
iassist-1118	312	4	.	.	PUNCT
iassist-1118	313	1	‘	'	PUNCT
iassist-1118	313	2	regulation	regulation	NOUN
iassist-1118	313	3	(	(	PUNCT
iassist-1118	313	4	eu	eu	NOUN
iassist-1118	313	5	)	)	PUNCT
iassist-1118	313	6	2016/679	2016/679	NOUN
iassist-1118	313	7	of	of	ADP
iassist-1118	313	8	the	the	DET
iassist-1118	313	9	european	european	ADJ
iassist-1118	313	10	parliament	parliament	NOUN
iassist-1118	313	11	and	and	CCONJ
iassist-1118	313	12	of	of	ADP
iassist-1118	313	13	the	the	DET
iassist-1118	313	14	council	council	NOUN
iassist-1118	313	15	of	of	ADP
iassist-1118	313	16	27	27	NUM
iassist-1118	313	17	april	april	PROPN
iassist-1118	313	18	2016	2016	NUM
iassist-1118	313	19	on	on	ADP
iassist-1118	313	20	the	the	DET
iassist-1118	313	21	protection	protection	NOUN
iassist-1118	313	22	of	of	ADP
iassist-1118	313	23	natural	natural	ADJ
iassist-1118	313	24	persons	person	NOUN
iassist-1118	313	25	about	about	ADP
iassist-1118	313	26	the	the	DET
iassist-1118	313	27	processing	processing	NOUN
iassist-1118	313	28	of	of	ADP
iassist-1118	313	29	personal	personal	ADJ
iassist-1118	313	30	data	datum	NOUN
iassist-1118	313	31	and	and	CCONJ
iassist-1118	313	32	the	the	DET
iassist-1118	313	33	free	free	ADJ
iassist-1118	313	34	movement	movement	NOUN
iassist-1118	313	35	of	of	ADP
iassist-1118	313	36	such	such	ADJ
iassist-1118	313	37	data	datum	NOUN
iassist-1118	313	38	,	,	PUNCT
iassist-1118	313	39	and	and	CCONJ
iassist-1118	313	40	repealing	repeal	VERB
iassist-1118	313	41	directive	directive	NOUN
iassist-1118	313	42	95/46	95/46	NUM
iassist-1118	313	43	/	/	SYM
iassist-1118	313	44	ec	ec	PROPN
iassist-1118	313	45	(	(	PUNCT
iassist-1118	313	46	general	general	ADJ
iassist-1118	313	47	data	datum	NOUN
iassist-1118	313	48	protection	protection	PROPN
iassist-1118	313	49	regulation	regulation	NOUN
iassist-1118	313	50	)	)	PUNCT
iassist-1118	313	51	’	'	PUNCT
iassist-1118	313	52	.	.	PUNCT
iassist-1118	314	1	official	official	ADJ
iassist-1118	314	2	journal	journal	NOUN
iassist-1118	314	3	of	of	ADP
iassist-1118	314	4	the	the	DET
iassist-1118	314	5	european	european	PROPN
iassist-1118	314	6	union	union	PROPN
iassist-1118	314	7	.	.	PUNCT
iassist-1118	315	1	available	available	ADJ
iassist-1118	315	2	at	at	ADP
iassist-1118	315	3	:	:	PUNCT
iassist-1118	315	4	https://eurlex.europa.eu/eli/reg/2016/679/oj	https://eurlex.europa.eu/eli/reg/2016/679/oj	NOUN
iassist-1118	315	5	fafalios	fafalio	NOUN
iassist-1118	315	6	,	,	PUNCT
iassist-1118	315	7	p.	p.	NOUN
iassist-1118	315	8	;	;	PUNCT
iassist-1118	315	9	iosifidis	iosifidi	NOUN
iassist-1118	315	10	,	,	PUNCT
iassist-1118	315	11	v.	v.	PROPN
iassist-1118	315	12	;	;	PUNCT
iassist-1118	315	13	ntoutsi	ntoutsi	PROPN
iassist-1118	315	14	,	,	PUNCT
iassist-1118	315	15	e.	e.	PROPN
iassist-1118	315	16	and	and	CCONJ
iassist-1118	315	17	dietze	dietze	PROPN
iassist-1118	315	18	,	,	PUNCT
iassist-1118	315	19	s.	s.	PROPN
iassist-1118	315	20	tweetskb	tweetskb	PROPN
iassist-1118	315	21	:	:	PUNCT
iassist-1118	315	22	a	a	DET
iassist-1118	315	23	public	public	ADJ
iassist-1118	315	24	and	and	CCONJ
iassist-1118	315	25	large	large	ADJ
iassist-1118	315	26	-	-	PUNCT
iassist-1118	315	27	scale	scale	NOUN
iassist-1118	315	28	rdf	rdf	NOUN
iassist-1118	315	29	corpus	corpu	NOUN
iassist-1118	315	30	of	of	ADP
iassist-1118	315	31	annotated	annotate	VERB
iassist-1118	315	32	tweets	tweet	NOUN
iassist-1118	315	33	.	.	PUNCT
iassist-1118	316	1	in	in	ADP
iassist-1118	316	2	15th	15th	ADJ
iassist-1118	316	3	extended	extended	ADJ
iassist-1118	316	4	semantic	semantic	ADJ
iassist-1118	316	5	web	web	NOUN
iassist-1118	316	6	conference	conference	NOUN
iassist-1118	316	7	(	(	PUNCT
iassist-1118	316	8	eswc'18	eswc'18	PROPN
iassist-1118	316	9	)	)	PUNCT
iassist-1118	316	10	,	,	PUNCT
iassist-1118	316	11	heraklion	heraklion	NOUN
iassist-1118	316	12	,	,	PUNCT
iassist-1118	316	13	crete	crete	PROPN
iassist-1118	316	14	,	,	PUNCT
iassist-1118	316	15	greece	greece	PROPN
iassist-1118	316	16	,	,	PUNCT
iassist-1118	316	17	june	june	PROPN
iassist-1118	316	18	3	3	NUM
iassist-1118	316	19	-	-	SYM
iassist-1118	316	20	7	7	NUM
iassist-1118	316	21	,	,	PUNCT
iassist-1118	316	22	2018	2018	NUM
iassist-1118	316	23	.	.	PUNCT
iassist-1118	317	1	https://doi.org/10.48550/arxiv.1810.10308	https://doi.org/10.48550/arxiv.1810.10308	ADP
iassist-1118	317	2	gangopadhyay	gangopadhyay	NOUN
iassist-1118	317	3	,	,	PUNCT
iassist-1118	317	4	s.	s.	PROPN
iassist-1118	317	5	,	,	PUNCT
iassist-1118	317	6	boland	boland	PROPN
iassist-1118	317	7	,	,	PUNCT
iassist-1118	317	8	k.	k.	PROPN
iassist-1118	317	9	,	,	PUNCT
iassist-1118	317	10	dessí	dessí	PROPN
iassist-1118	317	11	,	,	PUNCT
iassist-1118	317	12	d.	d.	PROPN
iassist-1118	317	13	,	,	PUNCT
iassist-1118	317	14	dietze	dietze	PROPN
iassist-1118	317	15	,	,	PUNCT
iassist-1118	317	16	s.	s.	PROPN
iassist-1118	317	17	,	,	PUNCT
iassist-1118	317	18	fafalios	fafalio	NOUN
iassist-1118	317	19	,	,	PUNCT
iassist-1118	317	20	p.	p.	NOUN
iassist-1118	317	21	,	,	PUNCT
iassist-1118	317	22	tchechmedjiev	tchechmedjiev	ADV
iassist-1118	317	23	,	,	PUNCT
iassist-1118	317	24	a.	a.	NOUN
iassist-1118	317	25	,	,	PUNCT
iassist-1118	317	26	...	...	PUNCT
iassist-1118	317	27	&	&	CCONJ
iassist-1118	317	28	jabeen	jabeen	PROPN
iassist-1118	317	29	,	,	PUNCT
iassist-1118	317	30	h.	h.	PROPN
iassist-1118	317	31	(	(	PUNCT
iassist-1118	317	32	2023	2023	NUM
iassist-1118	317	33	,	,	PUNCT
iassist-1118	317	34	may	may	AUX
iassist-1118	317	35	)	)	PUNCT
iassist-1118	317	36	.	.	PUNCT
iassist-1118	318	1	truth	truth	NOUN
iassist-1118	318	2	or	or	CCONJ
iassist-1118	318	3	dare	dare	VERB
iassist-1118	318	4	:	:	PUNCT
iassist-1118	318	5	investigating	investigate	VERB
iassist-1118	318	6	claims	claim	NOUN
iassist-1118	318	7	truthfulness	truthfulness	ADJ
iassist-1118	318	8	with	with	ADP
iassist-1118	318	9	claimskg	claimskg	NOUN
iassist-1118	318	10	.	.	PUNCT
iassist-1118	319	1	in	in	ADP
iassist-1118	319	2	second	second	ADJ
iassist-1118	319	3	international	international	ADJ
iassist-1118	319	4	workshop	workshop	NOUN
iassist-1118	319	5	on	on	ADP
iassist-1118	319	6	linked	link	VERB
iassist-1118	319	7	data	data	NOUN
iassist-1118	319	8	-	-	PUNCT
iassist-1118	319	9	driven	drive	VERB
iassist-1118	319	10	resilience	resilience	NOUN
iassist-1118	319	11	research	research	NOUN
iassist-1118	319	12	(	(	PUNCT
iassist-1118	319	13	d2r2’23	d2r2’23	ADJ
iassist-1118	319	14	)	)	PUNCT
iassist-1118	319	15	co	co	NOUN
iassist-1118	319	16	-	-	VERB
iassist-1118	319	17	located	locate	VERB
iassist-1118	319	18	with	with	ADP
iassist-1118	319	19	eswc	eswc	PROPN
iassist-1118	319	20	2023	2023	NUM
iassist-1118	319	21	,	,	PUNCT
iassist-1118	319	22	may	may	AUX
iassist-1118	319	23	28th	28th	NUM
iassist-1118	319	24	,	,	PUNCT
iassist-1118	319	25	2023	2023	NUM
iassist-1118	319	26	,	,	PUNCT
iassist-1118	319	27	hersonissos	hersonissos	PROPN
iassist-1118	319	28	,	,	PUNCT
iassist-1118	319	29	greece	greece	PROPN
iassist-1118	319	30	.	.	PROPN
iassist-1118	319	31	available	available	ADJ
iassist-1118	319	32	at	at	ADP
iassist-1118	319	33	:	:	PUNCT
iassist-1118	319	34	https://ceurws.org/vol-3401/paper7.pdf	https://ceurws.org/vol-3401/paper7.pdf	PROPN
iassist-1118	319	35	issp	issp	PROPN
iassist-1118	319	36	research	research	NOUN
iassist-1118	319	37	group	group	NOUN
iassist-1118	319	38	(	(	PUNCT
iassist-1118	319	39	1992	1992	NUM
iassist-1118	319	40	)	)	PUNCT
iassist-1118	319	41	‘	'	PUNCT
iassist-1118	319	42	international	international	ADJ
iassist-1118	319	43	social	social	ADJ
iassist-1118	319	44	survey	survey	NOUN
iassist-1118	319	45	programme	programme	NOUN
iassist-1118	319	46	:	:	PUNCT
iassist-1118	319	47	role	role	NOUN
iassist-1118	319	48	of	of	ADP
iassist-1118	319	49	government	government	PROPN
iassist-1118	319	50	ii	ii	PROPN
iassist-1118	319	51	issp	issp	PROPN
iassist-1118	319	52	1990	1990	NUM
iassist-1118	319	53	international	international	ADJ
iassist-1118	319	54	social	social	ADJ
iassist-1118	319	55	survey	survey	NOUN
iassist-1118	319	56	programme	programme	NOUN
iassist-1118	319	57	:	:	PUNCT
iassist-1118	319	58	role	role	NOUN
iassist-1118	319	59	of	of	ADP
iassist-1118	319	60	government	government	PROPN
iassist-1118	319	61	ii	ii	PROPN
iassist-1118	319	62	issp	issp	VERB
iassist-1118	319	63	1990	1990	NUM
iassist-1118	319	64	’	'	PUNCT
iassist-1118	319	65	.	.	PUNCT
iassist-1118	320	1	gesis	gesis	NOUN
iassist-1118	320	2	data	data	PROPN
iassist-1118	320	3	archive	archive	PROPN
iassist-1118	320	4	.	.	PUNCT
iassist-1118	321	1	available	available	ADJ
iassist-1118	321	2	at	at	ADP
iassist-1118	321	3	:	:	PUNCT
iassist-1118	321	4	https://doi.org/10.4232/1.1950	https://doi.org/10.4232/1.1950	PROPN
iassist-1118	321	5	jaaskelainen	jaaskelainen	PROPN
iassist-1118	321	6	,	,	PUNCT
iassist-1118	321	7	t.	t.	PROPN
iassist-1118	321	8	,	,	PUNCT
iassist-1118	321	9	moschner	moschner	NOUN
iassist-1118	321	10	,	,	PUNCT
iassist-1118	321	11	m.	m.	NOUN
iassist-1118	321	12	and	and	CCONJ
iassist-1118	321	13	wackerow	wackerow	NOUN
iassist-1118	321	14	,	,	PUNCT
iassist-1118	321	15	j.	j.	PROPN
iassist-1118	321	16	(	(	PUNCT
iassist-1118	321	17	2010	2010	NUM
iassist-1118	321	18	)	)	PUNCT
iassist-1118	322	1	‘	'	PUNCT
iassist-1118	322	2	controlled	control	VERB
iassist-1118	322	3	vocabularies	vocabulary	NOUN
iassist-1118	322	4	for	for	ADP
iassist-1118	322	5	ddi	ddi	PROPN
iassist-1118	322	6	3	3	NUM
iassist-1118	322	7	:	:	PUNCT
iassist-1118	322	8	enhancing	enhance	VERB
iassist-1118	322	9	machine	machine	NOUN
iassist-1118	322	10	-	-	PUNCT
iassist-1118	322	11	actionability	actionability	NOUN
iassist-1118	322	12	’	'	PUNCT
iassist-1118	322	13	,	,	PUNCT
iassist-1118	322	14	iassist	iassist	VERB
iassist-1118	322	15	quarterly	quarterly	ADV
iassist-1118	322	16	,	,	PUNCT
iassist-1118	322	17	33(1	33(1	NUM
iassist-1118	322	18	)	)	PUNCT
iassist-1118	322	19	,	,	PUNCT
iassist-1118	322	20	p.	p.	NOUN
iassist-1118	322	21	34	34	NUM
iassist-1118	322	22	.	.	PUNCT
iassist-1118	323	1	available	available	ADJ
iassist-1118	323	2	at	at	ADP
iassist-1118	323	3	:	:	PUNCT
iassist-1118	323	4	https://doi.org/10.29173/iq649	https://doi.org/10.29173/iq649	PROPN
iassist-1118	323	5	kaur	kaur	PROPN
iassist-1118	323	6	,	,	PUNCT
iassist-1118	323	7	loveleen	loveleen	PROPN
iassist-1118	323	8	and	and	CCONJ
iassist-1118	323	9	mittal	mittal	ADJ
iassist-1118	323	10	,	,	PUNCT
iassist-1118	323	11	ritu	ritu	NOUN
iassist-1118	323	12	.	.	PUNCT
iassist-1118	324	1	(	(	PUNCT
iassist-1118	324	2	2021	2021	NUM
iassist-1118	324	3	)	)	PUNCT
iassist-1118	324	4	.	.	PUNCT
iassist-1118	325	1	‘	'	PUNCT
iassist-1118	325	2	variables	variable	NOUN
iassist-1118	325	3	in	in	ADP
iassist-1118	325	4	social	social	ADJ
iassist-1118	325	5	science	science	NOUN
iassist-1118	325	6	research	research	NOUN
iassist-1118	325	7	’	'	PUNCT
iassist-1118	325	8	.	.	PUNCT
iassist-1118	326	1	indian	indian	PROPN
iassist-1118	326	2	res	re	NOUN
iassist-1118	326	3	.	.	PUNCT
iassist-1118	327	1	j.	j.	PROPN
iassist-1118	327	2	ext	ext	PROPN
iassist-1118	327	3	.	.	PUNCT
iassist-1118	328	1	edu	edu	PROPN
iassist-1118	328	2	.	.	PROPN
iassist-1118	328	3	21	21	NUM
iassist-1118	328	4	(	(	PUNCT
iassist-1118	328	5	2&3	2&3	NUM
iassist-1118	328	6	)	)	PUNCT
iassist-1118	328	7	,	,	PUNCT
iassist-1118	328	8	april	april	PROPN
iassist-1118	328	9	&	&	CCONJ
iassist-1118	328	10	july	july	PROPN
iassist-1118	328	11	,	,	PUNCT
iassist-1118	328	12	2021	2021	NUM
iassist-1118	328	13	.	.	PUNCT
iassist-1118	329	1	url	url	PROPN
iassist-1118	329	2	:	:	PUNCT
iassist-1118	329	3	https://www.researchgate.net/profile/ritu-mittal2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf66	https://www.researchgate.net/profile/ritu-mittal2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf66	X
iassist-1118	330	1	7bbda5cf	7bbda5cf	NUM
iassist-1118	330	2	/	/	SYM
iassist-1118	330	3	variables	variable	NOUN
iassist-1118	330	4	-	-	PUNCT
iassist-1118	330	5	in	in	ADP
iassist-1118	330	6	-	-	PUNCT
iassist-1118	330	7	social	social	ADJ
iassist-1118	330	8	-	-	PUNCT
iassist-1118	330	9	science	science	NOUN
iassist-1118	330	10	-	-	PUNCT
iassist-1118	330	11	research.pd	research.pd	NOUN
iassist-1118	330	12	f	f	PROPN
iassist-1118	330	13	klas	kla	NOUN
iassist-1118	330	14	,	,	PUNCT
iassist-1118	330	15	c.-p	c.-p	PROPN
iassist-1118	330	16	.	.	PUNCT
iassist-1118	330	17	et	et	PROPN
iassist-1118	330	18	al	al	PROPN
iassist-1118	330	19	.	.	PROPN
iassist-1118	330	20	(	(	PUNCT
iassist-1118	330	21	2022	2022	NUM
iassist-1118	330	22	)	)	PUNCT
iassist-1118	330	23	konsortswd	konsortswd	ADJ
iassist-1118	330	24	measure	measure	VERB
iassist-1118	330	25	5.1	5.1	NUM
iassist-1118	330	26	:	:	PUNCT
iassist-1118	330	27	pid	pid	NOUN
iassist-1118	330	28	service	service	NOUN
iassist-1118	330	29	for	for	ADP
iassist-1118	330	30	variables	variable	NOUN
iassist-1118	330	31	report	report	NOUN
iassist-1118	330	32	.	.	PUNCT
iassist-1118	331	1	zenodo	zenodo	NOUN
iassist-1118	331	2	.	.	PUNCT
iassist-1118	331	3	available	available	ADJ
iassist-1118	331	4	at	at	ADP
iassist-1118	331	5	:	:	PUNCT
iassist-1118	331	6	https://doi.org/10.5281/zenodo.6397367	https://doi.org/10.5281/zenodo.6397367	NOUN
iassist-1118	331	7	.	.	PUNCT
iassist-1118	331	8	manghi	manghi	PROPN
iassist-1118	331	9	,	,	PUNCT
iassist-1118	331	10	p.	p.	NOUN
iassist-1118	331	11	et	et	NOUN
iassist-1118	332	1	al	al	PROPN
iassist-1118	332	2	.	.	PROPN
iassist-1118	333	1	(	(	PUNCT
iassist-1118	333	2	2019	2019	NUM
iassist-1118	333	3	)	)	PUNCT
iassist-1118	333	4	the	the	DET
iassist-1118	333	5	openaire	openaire	NOUN
iassist-1118	333	6	research	research	NOUN
iassist-1118	333	7	graph	graph	NOUN
iassist-1118	333	8	data	datum	NOUN
iassist-1118	333	9	model	model	NOUN
iassist-1118	333	10	.	.	PUNCT
iassist-1118	334	1	zenodo	zenodo	NOUN
iassist-1118	334	2	.	.	PUNCT
iassist-1118	334	3	available	available	ADJ
iassist-1118	334	4	at	at	ADP
iassist-1118	334	5	:	:	PUNCT
iassist-1118	334	6	https://doi.org/10.5281/zenodo.2643199	https://doi.org/10.5281/zenodo.2643199	NOUN
iassist-1118	334	7	.	.	PUNCT
iassist-1118	335	1	liebig	liebig	NOUN
iassist-1118	335	2	,	,	PUNCT
iassist-1118	335	3	s.	s.	PROPN
iassist-1118	335	4	et	et	PROPN
iassist-1118	335	5	al	al	PROPN
iassist-1118	335	6	.	.	PROPN
iassist-1118	336	1	(	(	PUNCT
iassist-1118	336	2	2021	2021	NUM
iassist-1118	336	3	)	)	PUNCT
iassist-1118	336	4	‘	'	PUNCT
iassist-1118	336	5	socio	socio	NOUN
iassist-1118	336	6	-	-	PUNCT
iassist-1118	336	7	economic	economic	ADJ
iassist-1118	336	8	panel	panel	NOUN
iassist-1118	336	9	,	,	PUNCT
iassist-1118	336	10	data	datum	NOUN
iassist-1118	336	11	from	from	ADP
iassist-1118	336	12	1984	1984	NUM
iassist-1118	336	13	-	-	SYM
iassist-1118	336	14	2019	2019	NUM
iassist-1118	336	15	,	,	PUNCT
iassist-1118	336	16	(	(	PUNCT
iassist-1118	336	17	soep	soep	ADJ
iassist-1118	336	18	-	-	PUNCT
iassist-1118	336	19	core	core	NOUN
iassist-1118	336	20	,	,	PUNCT
iassist-1118	336	21	v36	v36	PROPN
iassist-1118	336	22	,	,	PUNCT
iassist-1118	336	23	eu	eu	PROPN
iassist-1118	336	24	edition	edition	PROPN
iassist-1118	336	25	)	)	PUNCT
iassist-1118	336	26	sozio	sozio	PROPN
iassist-1118	336	27	-	-	PUNCT
iassist-1118	336	28	oekonomisches	oekonomische	NOUN
iassist-1118	336	29	panel	panel	NOUN
iassist-1118	336	30	,	,	PUNCT
iassist-1118	336	31	daten	daten	PROPN
iassist-1118	336	32	der	der	PROPN
iassist-1118	336	33	jahre	jahre	PROPN
iassist-1118	336	34	1984	1984	NUM
iassist-1118	336	35	-	-	SYM
iassist-1118	336	36	2019	2019	NUM
iassist-1118	336	37	(	(	PUNCT
iassist-1118	336	38	soep	soep	NOUN
iassist-1118	336	39	-	-	PUNCT
iassist-1118	336	40	core	core	NOUN
iassist-1118	336	41	,	,	PUNCT
iassist-1118	336	42	v36	v36	PROPN
iassist-1118	336	43	,	,	PUNCT
iassist-1118	336	44	eu	eu	PROPN
iassist-1118	336	45	edition	edition	PROPN
iassist-1118	336	46	)	)	PUNCT
iassist-1118	336	47	’	'	PUNCT
iassist-1118	336	48	.	.	PUNCT
iassist-1118	337	1	soep	soep	PROPN
iassist-1118	337	2	socio	socio	NOUN
iassist-1118	337	3	-	-	PUNCT
iassist-1118	337	4	economic	economic	ADJ
iassist-1118	337	5	panel	panel	NOUN
iassist-1118	337	6	study	study	NOUN
iassist-1118	337	7	.	.	PUNCT
iassist-1118	338	1	available	available	ADJ
iassist-1118	338	2	at	at	ADP
iassist-1118	338	3	:	:	PUNCT
iassist-1118	338	4	https://doi.org/10.5684/soep.core.v36eu	https://doi.org/10.5684/soep.core.v36eu	PROPN
iassist-1118	338	5	.	.	PUNCT
iassist-1118	338	6	roßbach	roßbach	PROPN
iassist-1118	338	7	,	,	PUNCT
iassist-1118	338	8	h.-g	h.-g	PROPN
iassist-1118	338	9	.	.	PUNCT
iassist-1118	339	1	and	and	CCONJ
iassist-1118	339	2	neps	nep	NOUN
iassist-1118	339	3	,	,	PUNCT
iassist-1118	339	4	national	national	ADJ
iassist-1118	339	5	educational	educational	ADJ
iassist-1118	339	6	panel	panel	NOUN
iassist-1118	339	7	study	study	NOUN
iassist-1118	339	8	,	,	PUNCT
iassist-1118	339	9	bamberg	bamberg	PROPN
iassist-1118	339	10	(	(	PUNCT
iassist-1118	339	11	germany	germany	PROPN
iassist-1118	339	12	)	)	PUNCT
iassist-1118	339	13	(	(	PUNCT
iassist-1118	339	14	2016	2016	NUM
iassist-1118	339	15	)	)	PUNCT
iassist-1118	339	16	‘	'	PUNCT
iassist-1118	339	17	neps	nep	VERB
iassist-1118	339	18	starting	start	VERB
iassist-1118	339	19	cohort	cohort	NOUN
iassist-1118	339	20	6	6	NUM
iassist-1118	339	21	:	:	PUNCT
iassist-1118	339	22	adults	adult	NOUN
iassist-1118	339	23	(	(	PUNCT
iassist-1118	339	24	sc6	sc6	ADJ
iassist-1118	339	25	6.0.1)neps	6.0.1)neps	NUM
iassist-1118	339	26	-	-	PUNCT
iassist-1118	339	27	startkohorte	startkohorte	NOUN
iassist-1118	339	28	6	6	NUM
iassist-1118	339	29	:	:	PUNCT
iassist-1118	339	30	erwachsene	erwachsene	NOUN
iassist-1118	339	31	(	(	PUNCT
iassist-1118	339	32	sc6	sc6	ADJ
iassist-1118	339	33	6.0.1	6.0.1	NUM
iassist-1118	339	34	)	)	PUNCT
iassist-1118	339	35	’	'	PUNCT
iassist-1118	339	36	.	.	PUNCT
iassist-1118	340	1	neps	nep	VERB
iassist-1118	340	2	national	national	ADJ
iassist-1118	340	3	education	education	PROPN
iassist-1118	340	4	panel	panel	NOUN
iassist-1118	340	5	study	study	NOUN
iassist-1118	340	6	.	.	PUNCT
iassist-1118	341	1	available	available	ADJ
iassist-1118	341	2	at	at	ADP
iassist-1118	341	3	:	:	PUNCT
iassist-1118	341	4	https://doi.org/10.5157/neps:sc6:6.0.1	https://doi.org/10.5157/neps:sc6:6.0.1	PROPN
iassist-1118	341	5	saldanha	saldanha	NOUN
iassist-1118	341	6	bach	bach	NOUN
iassist-1118	341	7	,	,	PUNCT
iassist-1118	341	8	j.	j.	PROPN
iassist-1118	341	9	,	,	PUNCT
iassist-1118	341	10	klas	klas	PROPN
iassist-1118	341	11	,	,	PUNCT
iassist-1118	341	12	c.-p	c.-p	PROPN
iassist-1118	341	13	.	.	PROPN
iassist-1118	341	14	and	and	CCONJ
iassist-1118	341	15	mutschke	mutschke	NOUN
iassist-1118	341	16	,	,	PUNCT
iassist-1118	341	17	p.	p.	NOUN
iassist-1118	341	18	(	(	PUNCT
iassist-1118	341	19	2023	2023	NUM
iassist-1118	341	20	)	)	PUNCT
iassist-1118	341	21	konsortswd	konsortswd	ADJ
iassist-1118	341	22	measure	measure	VERB
iassist-1118	341	23	5.1	5.1	NUM
iassist-1118	341	24	:	:	PUNCT
iassist-1118	341	25	use	use	VERB
iassist-1118	341	26	cases	case	NOUN
iassist-1118	341	27	description	description	NOUN
iassist-1118	341	28	extended	extend	VERB
iassist-1118	341	29	report	report	NOUN
iassist-1118	341	30	.	.	PUNCT
iassist-1118	342	1	zenodo	zenodo	NOUN
iassist-1118	342	2	.	.	PUNCT
iassist-1118	342	3	available	available	ADJ
iassist-1118	342	4	at	at	ADP
iassist-1118	342	5	:	:	PUNCT
iassist-1118	342	6	https://doi.org/10.5281/zenodo.7588944	https://doi.org/10.5281/zenodo.7588944	X
iassist-1118	342	7	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	342	8	https://eur-lex.europa.eu/eli/reg/2016/679/oj	https://eur-lex.europa.eu/eli/reg/2016/679/oj	NOUN
iassist-1118	342	9	https://eur-lex.europa.eu/eli/reg/2016/679/oj	https://eur-lex.europa.eu/eli/reg/2016/679/oj	NOUN
iassist-1118	342	10	https://doi.org/10.48550/arxiv.1810.10308	https://doi.org/10.48550/arxiv.1810.10308	PROPN
iassist-1118	342	11	https://ceur-ws.org/vol-3401/paper7.pdf	https://ceur-ws.org/vol-3401/paper7.pdf	PROPN
iassist-1118	342	12	https://ceur-ws.org/vol-3401/paper7.pdf	https://ceur-ws.org/vol-3401/paper7.pdf	PROPN
iassist-1118	342	13	https://doi.org/10.4232/1.1950	https://doi.org/10.4232/1.1950	PROPN
iassist-1118	342	14	https://doi.org/10.29173/iq649	https://doi.org/10.29173/iq649	PROPN
iassist-1118	342	15	https://www.researchgate.net/profile/ritu-mittal-2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf667bbda5cf/variables-in-social-science-research.pd%20f	https://www.researchgate.net/profile/ritu-mittal-2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf667bbda5cf/variables-in-social-science-research.pd%20f	VERB
iassist-1118	342	16	https://www.researchgate.net/profile/ritu-mittal-2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf667bbda5cf/variables-in-social-science-research.pd%20f	https://www.researchgate.net/profile/ritu-mittal-2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf667bbda5cf/variables-in-social-science-research.pd%20f	PROPN
iassist-1118	342	17	https://www.researchgate.net/profile/ritu-mittal-2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf667bbda5cf/variables-in-social-science-research.pd%20f	https://www.researchgate.net/profile/ritu-mittal-2/publication/351080413_variables_in_social_science_research/links/6083aa49907dcf667bbda5cf/variables-in-social-science-research.pd%20f	PROPN
iassist-1118	342	18	https://doi.org/10.5281/zenodo.6397367	https://doi.org/10.5281/zenodo.6397367	X
iassist-1118	342	19	https://doi.org/10.5281/zenodo.2643199	https://doi.org/10.5281/zenodo.2643199	VERB
iassist-1118	342	20	https://doi.org/10.5684/soep.core.v36eu	https://doi.org/10.5684/soep.core.v36eu	X
iassist-1118	342	21	https://doi.org/10.5157/neps:sc6:6.0.1	https://doi.org/10.5157/neps:sc6:6.0.1	PRON
iassist-1118	342	22	https://doi.org/10.5281/zenodo.7588944	https://doi.org/10.5281/zenodo.7588944	NOUN
iassist-1118	342	23	15/16	15/16	NUM
iassist-1118	342	24	saldanha	saldanha	NOUN
iassist-1118	342	25	bach	bach	NOUN
iassist-1118	342	26	,	,	PUNCT
iassist-1118	342	27	janete	janete	ADJ
iassist-1118	342	28	;	;	PUNCT
iassist-1118	342	29	klas	kla	NOUN
iassist-1118	342	30	,	,	PUNCT
iassist-1118	342	31	claus	claus	PROPN
iassist-1118	342	32	-	-	PUNCT
iassist-1118	342	33	peter	peter	PROPN
iassist-1118	342	34	(	(	PUNCT
iassist-1118	342	35	2024	2024	NUM
iassist-1118	342	36	)	)	PUNCT
iassist-1118	342	37	enhancing	enhance	VERB
iassist-1118	342	38	fair	fair	ADJ
iassist-1118	342	39	compliance	compliance	NOUN
iassist-1118	342	40	:	:	PUNCT
iassist-1118	342	41	a	a	DET
iassist-1118	342	42	controlled	control	VERB
iassist-1118	342	43	vocabulary	vocabulary	NOUN
iassist-1118	342	44	for	for	ADP
iassist-1118	342	45	mapping	map	VERB
iassist-1118	342	46	social	social	ADJ
iassist-1118	342	47	sciences	sciences	PROPN
iassist-1118	342	48	survey	survey	NOUN
iassist-1118	342	49	variables	variable	NOUN
iassist-1118	342	50	,	,	PUNCT
iassist-1118	342	51	iassist	iassist	VERB
iassist-1118	342	52	quarterly	quarterly	ADJ
iassist-1118	342	53	48(2	48(2	NUM
iassist-1118	342	54	)	)	PUNCT
iassist-1118	342	55	,	,	PUNCT
iassist-1118	342	56	pp	pp	PROPN
iassist-1118	342	57	.	.	PUNCT
iassist-1118	343	1	1	1	NUM
iassist-1118	343	2	-	-	SYM
iassist-1118	343	3	15	15	NUM
iassist-1118	343	4	.	.	PUNCT
iassist-1118	344	1	doi	doi	NOUN
iassist-1118	344	2	:	:	PUNCT
iassist-1118	344	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	344	4	saldanha	saldanha	NOUN
iassist-1118	344	5	bach	bach	NOUN
iassist-1118	344	6	,	,	PUNCT
iassist-1118	344	7	j.	j.	PROPN
iassist-1118	344	8	,	,	PUNCT
iassist-1118	344	9	klas	klas	PROPN
iassist-1118	344	10	,	,	PUNCT
iassist-1118	344	11	c.-p	c.-p	PROPN
iassist-1118	344	12	.	.	PROPN
iassist-1118	344	13	and	and	CCONJ
iassist-1118	344	14	mutschke	mutschke	NOUN
iassist-1118	344	15	,	,	PUNCT
iassist-1118	344	16	p.	p.	NOUN
iassist-1118	344	17	(	(	PUNCT
iassist-1118	344	18	2023	2023	NUM
iassist-1118	344	19	)	)	PUNCT
iassist-1118	344	20	konsortswd	konsortswd	ADJ
iassist-1118	344	21	measure	measure	VERB
iassist-1118	344	22	5.1	5.1	NUM
iassist-1118	344	23	:	:	PUNCT
iassist-1118	344	24	metadata	metadata	NOUN
iassist-1118	344	25	schema	schema	NOUN
iassist-1118	344	26	extended	extend	VERB
iassist-1118	344	27	report	report	NOUN
iassist-1118	344	28	.	.	PUNCT
iassist-1118	345	1	zenodo	zenodo	NOUN
iassist-1118	345	2	.	.	PUNCT
iassist-1118	345	3	available	available	ADJ
iassist-1118	345	4	at	at	ADP
iassist-1118	345	5	:	:	PUNCT
iassist-1118	345	6	https://doi.org/10.5281/zenodo.7588902	https://doi.org/10.5281/zenodo.7588902	PROPN
iassist-1118	345	7	scoulas	scoula	NOUN
iassist-1118	345	8	,	,	PUNCT
iassist-1118	345	9	j.m	j.m	PROPN
iassist-1118	345	10	.	.	PROPN
iassist-1118	345	11	(	(	PUNCT
iassist-1118	345	12	2020	2020	NUM
iassist-1118	345	13	)	)	PUNCT
iassist-1118	345	14	‘	'	PUNCT
iassist-1118	345	15	learning	learn	VERB
iassist-1118	345	16	from	from	ADP
iassist-1118	345	17	data	datum	NOUN
iassist-1118	345	18	reuse	reuse	NOUN
iassist-1118	345	19	:	:	PUNCT
iassist-1118	345	20	successful	successful	ADJ
iassist-1118	345	21	and	and	CCONJ
iassist-1118	345	22	failed	fail	VERB
iassist-1118	345	23	experiences	experience	NOUN
iassist-1118	345	24	in	in	ADP
iassist-1118	345	25	a	a	DET
iassist-1118	345	26	large	large	ADJ
iassist-1118	345	27	public	public	ADJ
iassist-1118	345	28	research	research	NOUN
iassist-1118	345	29	university	university	NOUN
iassist-1118	345	30	library	library	NOUN
iassist-1118	345	31	’	'	PUNCT
iassist-1118	345	32	,	,	PUNCT
iassist-1118	345	33	iassist	iassist	VERB
iassist-1118	345	34	quarterly	quarterly	ADV
iassist-1118	345	35	,	,	PUNCT
iassist-1118	345	36	44(1–2	44(1–2	PROPN
iassist-1118	345	37	)	)	PUNCT
iassist-1118	345	38	,	,	PUNCT
iassist-1118	345	39	pp	pp	PROPN
iassist-1118	345	40	.	.	PUNCT
iassist-1118	346	1	1–15	1–15	X
iassist-1118	346	2	.	.	PUNCT
iassist-1118	347	1	available	available	ADJ
iassist-1118	347	2	at	at	ADP
iassist-1118	347	3	:	:	PUNCT
iassist-1118	347	4	https://doi.org/10.29173/iq966	https://doi.org/10.29173/iq966	ADJ
iassist-1118	347	5	stocker	stocker	NOUN
iassist-1118	347	6	,	,	PUNCT
iassist-1118	347	7	m.	m.	NOUN
iassist-1118	347	8	et	et	PROPN
iassist-1118	347	9	al	al	PROPN
iassist-1118	347	10	.	.	PROPN
iassist-1118	348	1	(	(	PUNCT
iassist-1118	348	2	2018	2018	NUM
iassist-1118	348	3	)	)	PUNCT
iassist-1118	348	4	‘	'	PUNCT
iassist-1118	348	5	curating	curate	VERB
iassist-1118	348	6	scientific	scientific	ADJ
iassist-1118	348	7	information	information	NOUN
iassist-1118	348	8	in	in	ADP
iassist-1118	348	9	knowledge	knowledge	NOUN
iassist-1118	348	10	infrastructures	infrastructure	NOUN
iassist-1118	348	11	’	'	PUNCT
iassist-1118	348	12	,	,	PUNCT
iassist-1118	348	13	data	data	PROPN
iassist-1118	348	14	science	science	PROPN
iassist-1118	348	15	journal	journal	PROPN
iassist-1118	348	16	,	,	PUNCT
iassist-1118	348	17	17	17	NUM
iassist-1118	348	18	,	,	PUNCT
iassist-1118	348	19	p.	p.	NOUN
iassist-1118	348	20	21	21	NUM
iassist-1118	348	21	.	.	PUNCT
iassist-1118	349	1	available	available	ADJ
iassist-1118	349	2	at	at	ADP
iassist-1118	349	3	:	:	PUNCT
iassist-1118	349	4	https://doi.org/10.5334/dsj-2018-021	https://doi.org/10.5334/dsj-2018-021	PROPN
iassist-1118	349	5	.	.	PROPN
iassist-1118	349	6	sun	sun	PROPN
iassist-1118	349	7	,	,	PUNCT
iassist-1118	349	8	g.	g.	PROPN
iassist-1118	349	9	and	and	CCONJ
iassist-1118	349	10	khoo	khoo	PROPN
iassist-1118	349	11	,	,	PUNCT
iassist-1118	349	12	c.s.g	c.s.g	PROPN
iassist-1118	349	13	.	.	PUNCT
iassist-1118	350	1	(	(	PUNCT
iassist-1118	350	2	2018	2018	NUM
iassist-1118	350	3	)	)	PUNCT
iassist-1118	350	4	‘	'	PUNCT
iassist-1118	350	5	a	a	DET
iassist-1118	350	6	framework	framework	NOUN
iassist-1118	350	7	to	to	PART
iassist-1118	350	8	represent	represent	VERB
iassist-1118	350	9	variables	variable	NOUN
iassist-1118	350	10	and	and	CCONJ
iassist-1118	350	11	values	value	NOUN
iassist-1118	350	12	in	in	ADP
iassist-1118	350	13	social	social	ADJ
iassist-1118	350	14	science	science	NOUN
iassist-1118	350	15	research	research	NOUN
iassist-1118	350	16	data	datum	NOUN
iassist-1118	350	17	sets	set	NOUN
iassist-1118	350	18	to	to	PART
iassist-1118	350	19	support	support	VERB
iassist-1118	350	20	data	datum	NOUN
iassist-1118	350	21	curation	curation	NOUN
iassist-1118	350	22	and	and	CCONJ
iassist-1118	350	23	reuse	reuse	NOUN
iassist-1118	350	24	’	'	PUNCT
iassist-1118	350	25	,	,	PUNCT
iassist-1118	350	26	in	in	ADP
iassist-1118	350	27	f.	f.	PROPN
iassist-1118	350	28	ribeiro	ribeiro	PROPN
iassist-1118	350	29	and	and	CCONJ
iassist-1118	350	30	m.e	m.e	PROPN
iassist-1118	350	31	.	.	PROPN
iassist-1118	350	32	cerveira	cerveira	PROPN
iassist-1118	350	33	(	(	PUNCT
iassist-1118	350	34	eds	ed	NOUN
iassist-1118	350	35	)	)	PUNCT
iassist-1118	350	36	challenges	challenge	NOUN
iassist-1118	350	37	and	and	CCONJ
iassist-1118	350	38	opportunities	opportunity	NOUN
iassist-1118	350	39	for	for	ADP
iassist-1118	350	40	knowledge	knowledge	NOUN
iassist-1118	350	41	organization	organization	NOUN
iassist-1118	350	42	in	in	ADP
iassist-1118	350	43	the	the	DET
iassist-1118	350	44	digital	digital	ADJ
iassist-1118	350	45	age	age	NOUN
iassist-1118	350	46	.	.	PUNCT
iassist-1118	351	1	ergon	ergon	PROPN
iassist-1118	351	2	verlag	verlag	PROPN
iassist-1118	351	3	,	,	PUNCT
iassist-1118	351	4	pp	pp	X
iassist-1118	351	5	.	.	PUNCT
iassist-1118	352	1	231–239	231–239	NUM
iassist-1118	352	2	.	.	PUNCT
iassist-1118	352	3	available	available	ADJ
iassist-1118	352	4	at	at	ADP
iassist-1118	352	5	:	:	PUNCT
iassist-1118	352	6	https://doi.org/10.5771/9783956504211-231	https://doi.org/10.5771/9783956504211-231	PROPN
iassist-1118	352	7	thomas	thomas	PROPN
iassist-1118	352	8	,	,	PUNCT
iassist-1118	352	9	w.	w.	PROPN
iassist-1118	352	10	,	,	PUNCT
iassist-1118	352	11	et	et	PROPN
iassist-1118	352	12	al	al	PROPN
iassist-1118	352	13	.	.	PUNCT
iassist-1118	352	14	(	(	PUNCT
iassist-1118	352	15	2014	2014	NUM
iassist-1118	352	16	)	)	PUNCT
iassist-1118	352	17	.	.	PUNCT
iassist-1118	353	1	data	datum	NOUN
iassist-1118	353	2	documentation	documentation	NOUN
iassist-1118	353	3	initiative	initiative	NOUN
iassist-1118	353	4	:	:	PUNCT
iassist-1118	353	5	technical	technical	ADJ
iassist-1118	353	6	specification	specification	NOUN
iassist-1118	353	7	part	part	NOUN
iassist-1118	353	8	i	i	PRON
iassist-1118	353	9	version	version	VERB
iassist-1118	353	10	3.2	3.2	NUM
iassist-1118	353	11	.	.	PUNCT
iassist-1118	354	1	url	url	PROPN
iassist-1118	354	2	:	:	PUNCT
iassist-1118	354	3	https://ddialliance.org/specification/ddilifecycle/3.2/xmlschema/highleveldocumentation/ddi_part_i_technicaldocument.pdf	https://ddialliance.org/specification/ddilifecycle/3.2/xmlschema/highleveldocumentation/ddi_part_i_technicaldocument.pdf	NOUN
iassist-1118	354	4	wehrle	wehrle	NOUN
iassist-1118	354	5	,	,	PUNCT
iassist-1118	354	6	d.	d.	PROPN
iassist-1118	354	7	and	and	CCONJ
iassist-1118	354	8	rechert	rechert	PROPN
iassist-1118	354	9	,	,	PUNCT
iassist-1118	354	10	k.	k.	PROPN
iassist-1118	354	11	(	(	PUNCT
iassist-1118	354	12	2019	2019	NUM
iassist-1118	354	13	)	)	PUNCT
iassist-1118	354	14	‘	'	PUNCT
iassist-1118	354	15	are	be	AUX
iassist-1118	354	16	research	research	NOUN
iassist-1118	354	17	datasets	dataset	NOUN
iassist-1118	354	18	fair	fair	ADJ
iassist-1118	354	19	in	in	ADP
iassist-1118	354	20	the	the	DET
iassist-1118	354	21	long	long	ADJ
iassist-1118	354	22	run	run	NOUN
iassist-1118	354	23	?	?	PUNCT
iassist-1118	354	24	’	'	PUNCT
iassist-1118	354	25	,	,	PUNCT
iassist-1118	354	26	international	international	ADJ
iassist-1118	354	27	journal	journal	NOUN
iassist-1118	354	28	of	of	ADP
iassist-1118	354	29	digital	digital	ADJ
iassist-1118	354	30	curation	curation	NOUN
iassist-1118	354	31	,	,	PUNCT
iassist-1118	354	32	13(1	13(1	NUM
iassist-1118	354	33	)	)	PUNCT
iassist-1118	354	34	,	,	PUNCT
iassist-1118	354	35	pp	pp	ADP
iassist-1118	354	36	.	.	PUNCT
iassist-1118	355	1	294–305	294–305	NUM
iassist-1118	355	2	.	.	PUNCT
iassist-1118	355	3	available	available	ADJ
iassist-1118	355	4	at	at	ADP
iassist-1118	355	5	:	:	PUNCT
iassist-1118	355	6	https://doi.org/10.2218/ijdc.v13i1.659	https://doi.org/10.2218/ijdc.v13i1.659	PROPN
iassist-1118	355	7	wu	wu	PROPN
iassist-1118	355	8	,	,	PUNCT
iassist-1118	355	9	m.	m.	NOUN
iassist-1118	355	10	et	et	PROPN
iassist-1118	355	11	al	al	PROPN
iassist-1118	355	12	.	.	PROPN
iassist-1118	356	1	(	(	PUNCT
iassist-1118	356	2	2019	2019	NUM
iassist-1118	356	3	)	)	PUNCT
iassist-1118	356	4	‘	'	PUNCT
iassist-1118	356	5	data	datum	NOUN
iassist-1118	356	6	discovery	discovery	NOUN
iassist-1118	356	7	paradigms	paradigm	VERB
iassist-1118	356	8	:	:	PUNCT
iassist-1118	356	9	user	user	NOUN
iassist-1118	356	10	requirements	requirement	NOUN
iassist-1118	356	11	and	and	CCONJ
iassist-1118	356	12	recommendations	recommendation	NOUN
iassist-1118	356	13	for	for	ADP
iassist-1118	356	14	data	data	NOUN
iassist-1118	356	15	repositories	repository	NOUN
iassist-1118	356	16	’	'	PUNCT
iassist-1118	356	17	,	,	PUNCT
iassist-1118	356	18	data	data	NOUN
iassist-1118	356	19	science	science	PROPN
iassist-1118	356	20	journal	journal	PROPN
iassist-1118	356	21	,	,	PUNCT
iassist-1118	356	22	18	18	NUM
iassist-1118	356	23	,	,	PUNCT
iassist-1118	356	24	p.	p.	NOUN
iassist-1118	356	25	3	3	NUM
iassist-1118	356	26	.	.	PUNCT
iassist-1118	356	27	available	available	ADJ
iassist-1118	356	28	at	at	ADP
iassist-1118	356	29	:	:	PUNCT
iassist-1118	356	30	https://doi.org/10.5334/dsj-2019-003	https://doi.org/10.5334/dsj-2019-003	NOUN
iassist-1118	356	31	endnotes	endnote	NOUN
iassist-1118	356	32	1	1	NUM
iassist-1118	356	33	dr	dr	PROPN
iassist-1118	356	34	.	.	PROPN
iassist-1118	356	35	janete	janete	PROPN
iassist-1118	356	36	saldanha	saldanha	NOUN
iassist-1118	356	37	bach	bach	NOUN
iassist-1118	356	38	is	be	AUX
iassist-1118	356	39	a	a	DET
iassist-1118	356	40	postdoc	postdoc	ADJ
iassist-1118	356	41	researcher	researcher	NOUN
iassist-1118	356	42	at	at	ADP
iassist-1118	356	43	gesis	gesis	NOUN
iassist-1118	356	44	–	–	PUNCT
iassist-1118	356	45	leibniz	leibniz	PROPN
iassist-1118	356	46	institute	institute	PROPN
iassist-1118	356	47	for	for	ADP
iassist-1118	356	48	the	the	DET
iassist-1118	356	49	social	social	ADJ
iassist-1118	356	50	sciences	science	NOUN
iassist-1118	356	51	,	,	PUNCT
iassist-1118	356	52	unter	unter	NOUN
iassist-1118	356	53	sachsenhausen	sachsenhausen	ADJ
iassist-1118	356	54	6	6	NUM
iassist-1118	356	55	-	-	SYM
iassist-1118	356	56	8	8	NUM
iassist-1118	356	57	,	,	PUNCT
iassist-1118	356	58	cologne	cologne	NOUN
iassist-1118	356	59	,	,	PUNCT
iassist-1118	356	60	germany	germany	PROPN
iassist-1118	356	61	,	,	PUNCT
iassist-1118	356	62	and	and	CCONJ
iassist-1118	356	63	can	can	AUX
iassist-1118	356	64	be	be	AUX
iassist-1118	356	65	reached	reach	VERB
iassist-1118	356	66	by	by	ADP
iassist-1118	356	67	email	email	NOUN
iassist-1118	356	68	:	:	PUNCT
iassist-1118	356	69	janete.saldanhabach@gesis.org	janete.saldanhabach@gesis.org	PROPN
iassist-1118	356	70	.	.	PUNCT
iassist-1118	357	1	https://orcid.org/0000-0001-9011-5837	https://orcid.org/0000-0001-9011-5837	PROPN
iassist-1118	357	2	.	.	PROPN
iassist-1118	358	1	2	2	NUM
iassist-1118	358	2	dr	dr	PROPN
iassist-1118	358	3	.	.	PROPN
iassist-1118	358	4	claus	claus	PROPN
iassist-1118	358	5	-	-	PUNCT
iassist-1118	358	6	peter	peter	PROPN
iassist-1118	358	7	klas	klas	PROPN
iassist-1118	358	8	is	be	AUX
iassist-1118	358	9	the	the	DET
iassist-1118	358	10	team	team	NOUN
iassist-1118	358	11	leader	leader	NOUN
iassist-1118	358	12	of	of	ADP
iassist-1118	358	13	data	data	PROPN
iassist-1118	358	14	&	&	CCONJ
iassist-1118	358	15	service	service	PROPN
iassist-1118	358	16	engineering	engineering	NOUN
iassist-1118	358	17	at	at	ADP
iassist-1118	358	18	gesis	gesis	NOUN
iassist-1118	358	19	–	–	PUNCT
iassist-1118	358	20	leibniz	leibniz	PROPN
iassist-1118	358	21	institute	institute	PROPN
iassist-1118	358	22	for	for	ADP
iassist-1118	358	23	the	the	DET
iassist-1118	358	24	social	social	ADJ
iassist-1118	358	25	sciences	science	NOUN
iassist-1118	358	26	,	,	PUNCT
iassist-1118	358	27	unter	unter	NOUN
iassist-1118	358	28	sachsenhausen	sachsenhausen	ADJ
iassist-1118	358	29	6	6	NUM
iassist-1118	358	30	-	-	SYM
iassist-1118	358	31	8	8	NUM
iassist-1118	358	32	,	,	PUNCT
iassist-1118	358	33	cologne	cologne	NOUN
iassist-1118	358	34	,	,	PUNCT
iassist-1118	358	35	germany	germany	PROPN
iassist-1118	358	36	.	.	PUNCT
iassist-1118	359	1	3	3	NUM
iassist-1118	359	2	konsortswd	konsortswd	ADV
iassist-1118	359	3	(	(	PUNCT
iassist-1118	359	4	consortium	consortium	NOUN
iassist-1118	359	5	for	for	ADP
iassist-1118	359	6	the	the	DET
iassist-1118	359	7	social	social	ADJ
iassist-1118	359	8	,	,	PUNCT
iassist-1118	359	9	behavioural	behavioural	ADJ
iassist-1118	359	10	,	,	PUNCT
iassist-1118	359	11	educational	educational	ADJ
iassist-1118	359	12	and	and	CCONJ
iassist-1118	359	13	economic	economic	ADJ
iassist-1118	359	14	sciences	science	NOUN
iassist-1118	359	15	)	)	PUNCT
iassist-1118	359	16	is	be	AUX
iassist-1118	359	17	funded	fund	VERB
iassist-1118	359	18	by	by	ADP
iassist-1118	359	19	the	the	DET
iassist-1118	359	20	national	national	PROPN
iassist-1118	359	21	research	research	PROPN
iassist-1118	359	22	data	datum	NOUN
iassist-1118	359	23	infrastructure	infrastructure	NOUN
iassist-1118	359	24	(	(	PUNCT
iassist-1118	359	25	nfdi	nfdi	ADJ
iassist-1118	359	26	)	)	PUNCT
iassist-1118	359	27	https://www.konsortswd.de/	https://www.konsortswd.de/	NUM
iassist-1118	359	28	4	4	NUM
iassist-1118	359	29	german	german	ADJ
iassist-1118	359	30	national	national	ADJ
iassist-1118	359	31	research	research	NOUN
iassist-1118	359	32	data	datum	NOUN
iassist-1118	359	33	infrastructure	infrastructure	NOUN
iassist-1118	359	34	(	(	PUNCT
iassist-1118	359	35	nfdi	nfdi	ADJ
iassist-1118	359	36	)	)	PUNCT
iassist-1118	359	37	homepage	homepage	NOUN
iassist-1118	359	38	:	:	PUNCT
iassist-1118	359	39	https://www.nfdi.de/	https://www.nfdi.de/	X
iassist-1118	359	40	5	5	NUM
iassist-1118	359	41	project	project	NOUN
iassist-1118	359	42	community	community	NOUN
iassist-1118	359	43	at	at	ADP
iassist-1118	359	44	zenodo	zenodo	PROPN
iassist-1118	359	45	https://zenodo.org/communities/konsortswd-ta5-m1	https://zenodo.org/communities/konsortswd-ta5-m1	NOUN
iassist-1118	359	46	6	6	NUM
iassist-1118	359	47	waves	wave	NOUN
iassist-1118	359	48	are	be	AUX
iassist-1118	359	49	different	different	ADJ
iassist-1118	359	50	points	point	NOUN
iassist-1118	359	51	in	in	ADP
iassist-1118	359	52	time	time	NOUN
iassist-1118	359	53	when	when	SCONJ
iassist-1118	359	54	data	datum	NOUN
iassist-1118	359	55	is	be	AUX
iassist-1118	359	56	collected	collect	VERB
iassist-1118	359	57	in	in	ADP
iassist-1118	359	58	a	a	DET
iassist-1118	359	59	research	research	NOUN
iassist-1118	359	60	study	study	NOUN
iassist-1118	359	61	.	.	PUNCT
iassist-1118	360	1	waves	wave	NOUN
iassist-1118	360	2	are	be	AUX
iassist-1118	360	3	typically	typically	ADV
iassist-1118	360	4	associated	associate	VERB
iassist-1118	360	5	with	with	ADP
iassist-1118	360	6	longitudinal	longitudinal	ADJ
iassist-1118	360	7	studies	study	NOUN
iassist-1118	360	8	,	,	PUNCT
iassist-1118	360	9	which	which	PRON
iassist-1118	360	10	involve	involve	VERB
iassist-1118	360	11	the	the	DET
iassist-1118	360	12	repeated	repeat	VERB
iassist-1118	360	13	observation	observation	NOUN
iassist-1118	360	14	of	of	ADP
iassist-1118	360	15	the	the	DET
iassist-1118	360	16	same	same	ADJ
iassist-1118	360	17	subjects	subject	NOUN
iassist-1118	360	18	over	over	ADP
iassist-1118	360	19	time	time	NOUN
iassist-1118	360	20	.	.	PUNCT
iassist-1118	361	1	7	7	NUM
iassist-1118	361	2	https://vocabularies.cessda.eu/vocabulary/commonalitytype?lang=en	https://vocabularies.cessda.eu/vocabulary/commonalitytype?lang=en	PROPN
iassist-1118	361	3	8	8	NUM
iassist-1118	361	4	fair	fair	NOUN
iassist-1118	361	5	stands	stand	VERB
iassist-1118	361	6	for	for	ADP
iassist-1118	361	7	findable	findable	ADJ
iassist-1118	361	8	,	,	PUNCT
iassist-1118	361	9	accessible	accessible	ADJ
iassist-1118	361	10	,	,	PUNCT
iassist-1118	361	11	interoperable	interoperable	ADJ
iassist-1118	361	12	and	and	CCONJ
iassist-1118	361	13	reusable	reusable	ADJ
iassist-1118	361	14	.	.	PUNCT
iassist-1118	362	1	it	it	PRON
iassist-1118	362	2	refers	refer	VERB
iassist-1118	362	3	to	to	ADP
iassist-1118	362	4	the	the	DET
iassist-1118	362	5	fair	fair	ADJ
iassist-1118	362	6	data	datum	NOUN
iassist-1118	362	7	principles	principle	NOUN
iassist-1118	362	8	developed	develop	VERB
iassist-1118	362	9	by	by	ADP
iassist-1118	362	10	the	the	DET
iassist-1118	362	11	force	force	NOUN
iassist-1118	362	12	11	11	NUM
iassist-1118	362	13	community	community	NOUN
iassist-1118	362	14	,	,	PUNCT
iassist-1118	362	15	that	that	PRON
iassist-1118	362	16	recommend	recommend	VERB
iassist-1118	362	17	data	datum	NOUN
iassist-1118	362	18	should	should	AUX
iassist-1118	362	19	be	be	AUX
iassist-1118	362	20	shared	share	VERB
iassist-1118	362	21	according	accord	VERB
iassist-1118	362	22	to	to	ADP
iassist-1118	362	23	these	these	DET
iassist-1118	362	24	four	four	NUM
iassist-1118	362	25	concepts	concept	NOUN
iassist-1118	362	26	.	.	PUNCT
iassist-1118	363	1	9	9	NUM
iassist-1118	363	2	the	the	DET
iassist-1118	363	3	data	data	NOUN
iassist-1118	363	4	documentation	documentation	NOUN
iassist-1118	363	5	initiative	initiative	NOUN
iassist-1118	363	6	(	(	PUNCT
iassist-1118	363	7	ddi	ddi	PROPN
iassist-1118	363	8	)	)	PUNCT
iassist-1118	363	9	is	be	AUX
iassist-1118	363	10	an	an	DET
iassist-1118	363	11	effort	effort	NOUN
iassist-1118	363	12	to	to	PART
iassist-1118	363	13	create	create	VERB
iassist-1118	363	14	an	an	DET
iassist-1118	363	15	international	international	ADJ
iassist-1118	363	16	standard	standard	NOUN
iassist-1118	363	17	for	for	ADP
iassist-1118	363	18	describing	describe	VERB
iassist-1118	363	19	data	datum	NOUN
iassist-1118	363	20	from	from	ADP
iassist-1118	363	21	the	the	DET
iassist-1118	363	22	social	social	ADJ
iassist-1118	363	23	,	,	PUNCT
iassist-1118	363	24	behavioral	behavioral	ADJ
iassist-1118	363	25	,	,	PUNCT
iassist-1118	363	26	and	and	CCONJ
iassist-1118	363	27	economic	economic	ADJ
iassist-1118	363	28	sciences	science	NOUN
iassist-1118	363	29	.	.	PUNCT
iassist-1118	364	1	expressed	express	VERB
iassist-1118	364	2	in	in	ADP
iassist-1118	364	3	xml	xml	PROPN
iassist-1118	364	4	,	,	PUNCT
iassist-1118	364	5	the	the	DET
iassist-1118	364	6	ddi	ddi	PROPN
iassist-1118	364	7	metadata	metadata	PROPN
iassist-1118	364	8	specification	specification	NOUN
iassist-1118	364	9	now	now	ADV
iassist-1118	364	10	supports	support	VERB
iassist-1118	364	11	the	the	DET
iassist-1118	364	12	entire	entire	ADJ
iassist-1118	364	13	research	research	NOUN
iassist-1118	364	14	data	datum	NOUN
iassist-1118	364	15	life	life	NOUN
iassist-1118	364	16	cycle	cycle	NOUN
iassist-1118	364	17	.	.	PUNCT
iassist-1118	365	1	10	10	NUM
iassist-1118	365	2	https://www.ddialliance.org/about/about-the-alliance	https://www.ddialliance.org/about/about-the-alliance	NOUN
iassist-1118	365	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	PUNCT
iassist-1118	365	4	https://doi.org/10.5281/zenodo.7588902	https://doi.org/10.5281/zenodo.7588902	X
iassist-1118	365	5	https://doi.org/10.29173/iq966	https://doi.org/10.29173/iq966	PROPN
iassist-1118	365	6	https://doi.org/10.5334/dsj-2018-021	https://doi.org/10.5334/dsj-2018-021	PROPN
iassist-1118	365	7	https://doi.org/10.5771/9783956504211-231	https://doi.org/10.5771/9783956504211-231	PROPN
iassist-1118	365	8	https://ddialliance.org/specification/ddi-lifecycle/3.2/xmlschema/highleveldocumentation/ddi_part_i_technicaldocument.pdf	https://ddialliance.org/specification/ddi-lifecycle/3.2/xmlschema/highleveldocumentation/ddi_part_i_technicaldocument.pdf	PROPN
iassist-1118	365	9	https://ddialliance.org/specification/ddi-lifecycle/3.2/xmlschema/highleveldocumentation/ddi_part_i_technicaldocument.pdf	https://ddialliance.org/specification/ddi-lifecycle/3.2/xmlschema/highleveldocumentation/ddi_part_i_technicaldocument.pdf	PROPN
iassist-1118	365	10	https://doi.org/10.2218/ijdc.v13i1.659	https://doi.org/10.2218/ijdc.v13i1.659	PROPN
iassist-1118	365	11	https://doi.org/10.5334/dsj-2019-003	https://doi.org/10.5334/dsj-2019-003	PROPN
iassist-1118	365	12	mailto:janete.saldanhabach@gesis.org	mailto:janete.saldanhabach@gesis.org	PROPN
iassist-1118	365	13	https://orcid.org/0000-0001-9011-5837	https://orcid.org/0000-0001-9011-5837	PROPN
iassist-1118	365	14	16/16	16/16	NUM
iassist-1118	365	15	saldanha	saldanha	NOUN
iassist-1118	365	16	bach	bach	NOUN
iassist-1118	365	17	,	,	PUNCT
iassist-1118	365	18	janete	janete	ADJ
iassist-1118	365	19	;	;	PUNCT
iassist-1118	365	20	klas	kla	NOUN
iassist-1118	365	21	,	,	PUNCT
iassist-1118	365	22	claus	claus	PROPN
iassist-1118	365	23	-	-	PUNCT
iassist-1118	365	24	peter	peter	PROPN
iassist-1118	365	25	(	(	PUNCT
iassist-1118	365	26	2024	2024	NUM
iassist-1118	365	27	)	)	PUNCT
iassist-1118	365	28	enhancing	enhance	VERB
iassist-1118	365	29	fair	fair	ADJ
iassist-1118	365	30	compliance	compliance	NOUN
iassist-1118	365	31	:	:	PUNCT
iassist-1118	365	32	a	a	DET
iassist-1118	365	33	controlled	control	VERB
iassist-1118	365	34	vocabulary	vocabulary	NOUN
iassist-1118	365	35	for	for	ADP
iassist-1118	365	36	mapping	map	VERB
iassist-1118	365	37	social	social	ADJ
iassist-1118	365	38	sciences	sciences	PROPN
iassist-1118	365	39	survey	survey	NOUN
iassist-1118	365	40	variables	variable	NOUN
iassist-1118	365	41	,	,	PUNCT
iassist-1118	365	42	iassist	iassist	VERB
iassist-1118	365	43	quarterly	quarterly	ADJ
iassist-1118	365	44	48(2	48(2	NUM
iassist-1118	365	45	)	)	PUNCT
iassist-1118	365	46	,	,	PUNCT
iassist-1118	365	47	pp	pp	PROPN
iassist-1118	365	48	.	.	PUNCT
iassist-1118	366	1	1	1	NUM
iassist-1118	366	2	-	-	SYM
iassist-1118	366	3	15	15	NUM
iassist-1118	366	4	.	.	PUNCT
iassist-1118	367	1	doi	doi	NOUN
iassist-1118	367	2	:	:	PUNCT
iassist-1118	367	3	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	367	4	11	11	NUM
iassist-1118	367	5	basedonobjecttype	basedonobjecttype	NOUN
iassist-1118	367	6	available	available	ADJ
iassist-1118	367	7	at	at	ADP
iassist-1118	367	8	https://ddialliance.github.io/ddimodel-web/ddi-l3.3/composite-types/basedonobjecttype/	https://ddialliance.github.io/ddimodel-web/ddi-l3.3/composite-types/basedonobjecttype/	ADP
iassist-1118	367	9	12	12	NUM
iassist-1118	367	10	https://schema.org/product	https://schema.org/product	PROPN
iassist-1118	367	11	13	13	NUM
iassist-1118	367	12	https://ddialliance.github.io/ddimodel-web/ddi-l-3.3/composite-types/basedonobjecttype/	https://ddialliance.github.io/ddimodel-web/ddi-l-3.3/composite-types/basedonobjecttype/	NOUN
iassist-1118	367	13	14	14	NUM
iassist-1118	367	14	https://ess-search.nsd.no/cdw/conceptvariables	https://ess-search.nsd.no/cdw/conceptvariable	NOUN
iassist-1118	367	15	15	15	NUM
iassist-1118	367	16	in	in	ADP
iassist-1118	367	17	a	a	DET
iassist-1118	367	18	data	data	NOUN
iassist-1118	367	19	file	file	NOUN
iassist-1118	367	20	,	,	PUNCT
iassist-1118	367	21	a	a	DET
iassist-1118	367	22	single	single	ADJ
iassist-1118	367	23	vertical	vertical	ADJ
iassist-1118	367	24	column	column	NOUN
iassist-1118	367	25	,	,	PUNCT
iassist-1118	367	26	each	each	PRON
iassist-1118	367	27	being	be	AUX
iassist-1118	367	28	one	one	NUM
iassist-1118	367	29	byte	byte	NOUN
iassist-1118	367	30	in	in	ADP
iassist-1118	367	31	length	length	NOUN
iassist-1118	367	32	.	.	PUNCT
iassist-1118	368	1	fixed	fix	VERB
iassist-1118	368	2	-	-	PUNCT
iassist-1118	368	3	format	format	NOUN
iassist-1118	368	4	data	datum	NOUN
iassist-1118	368	5	files	file	NOUN
iassist-1118	368	6	are	be	AUX
iassist-1118	368	7	traditionally	traditionally	ADV
iassist-1118	368	8	described	describe	VERB
iassist-1118	368	9	as	as	ADP
iassist-1118	368	10	being	be	AUX
iassist-1118	368	11	arranged	arrange	VERB
iassist-1118	368	12	in	in	ADP
iassist-1118	368	13	lines	line	NOUN
iassist-1118	368	14	and	and	CCONJ
iassist-1118	368	15	columns	column	NOUN
iassist-1118	368	16	.	.	PUNCT
iassist-1118	369	1	in	in	ADP
iassist-1118	369	2	a	a	DET
iassist-1118	369	3	fixed	fix	VERB
iassist-1118	369	4	format	format	NOUN
iassist-1118	369	5	file	file	NOUN
iassist-1118	369	6	,	,	PUNCT
iassist-1118	369	7	column	column	NOUN
iassist-1118	369	8	locations	location	NOUN
iassist-1118	369	9	describe	describe	VERB
iassist-1118	369	10	the	the	DET
iassist-1118	369	11	locations	location	NOUN
iassist-1118	369	12	of	of	ADP
iassist-1118	369	13	variables	variable	NOUN
iassist-1118	369	14	.	.	PUNCT
iassist-1118	370	1	(	(	PUNCT
iassist-1118	370	2	url	url	NOUN
iassist-1118	370	3	:	:	PUNCT
iassist-1118	370	4	https://www.icpsr.umich.edu/web/icpsr/cms/2042	https://www.icpsr.umich.edu/web/icpsr/cms/2042	NUM
iassist-1118	370	5	)	)	PUNCT
iassist-1118	370	6	16	16	NUM
iassist-1118	370	7	in	in	ADP
iassist-1118	370	8	general	general	ADJ
iassist-1118	370	9	,	,	PUNCT
iassist-1118	370	10	a	a	DET
iassist-1118	370	11	‘	'	PUNCT
iassist-1118	370	12	line	line	NOUN
iassist-1118	370	13	’	'	PUNCT
iassist-1118	370	14	in	in	ADP
iassist-1118	370	15	data	data	NOUN
iassist-1118	370	16	file	file	NOUN
iassist-1118	370	17	terminology	terminology	NOUN
iassist-1118	370	18	refers	refer	VERB
iassist-1118	370	19	to	to	ADP
iassist-1118	370	20	a	a	DET
iassist-1118	370	21	physical	physical	ADJ
iassist-1118	370	22	unit	unit	NOUN
iassist-1118	370	23	of	of	ADP
iassist-1118	370	24	data	datum	NOUN
iassist-1118	370	25	that	that	PRON
iassist-1118	370	26	the	the	DET
iassist-1118	370	27	computer	computer	NOUN
iassist-1118	370	28	reads	read	VERB
iassist-1118	370	29	and	and	CCONJ
iassist-1118	370	30	processes	process	NOUN
iassist-1118	370	31	,	,	PUNCT
iassist-1118	370	32	one	one	NUM
iassist-1118	370	33	at	at	ADP
iassist-1118	370	34	a	a	DET
iassist-1118	370	35	time	time	NOUN
iassist-1118	370	36	.	.	PUNCT
iassist-1118	371	1	(	(	PUNCT
iassist-1118	371	2	url	url	NOUN
iassist-1118	371	3	:	:	PUNCT
iassist-1118	371	4	https://www.icpsr.umich.edu/web/icpsr/cms/2042	https://www.icpsr.umich.edu/web/icpsr/cms/2042	NUM
iassist-1118	371	5	)	)	PUNCT
iassist-1118	371	6	.	.	PUNCT
iassist-1118	372	1	17	17	NUM
iassist-1118	372	2	url	url	NOUN
iassist-1118	372	3	:	:	PUNCT
iassist-1118	372	4	https://www.diw.de/soep	https://www.diw.de/soep	PROPN
iassist-1118	372	5	18	18	NUM
iassist-1118	372	6	url	url	NOUN
iassist-1118	372	7	:	:	PUNCT
iassist-1118	372	8	https://paneldata.org/soep-core/	https://paneldata.org/soep-core/	PROPN
iassist-1118	372	9	19	19	NUM
iassist-1118	372	10	url	url	NOUN
iassist-1118	372	11	:	:	PUNCT
iassist-1118	372	12	https://doi.org/10.5684/soep.core.v37i	https://doi.org/10.5684/soep.core.v37i	PROPN
iassist-1118	372	13	20	20	NUM
iassist-1118	372	14	https://sdmx.org/	https://sdmx.org/	NOUN
iassist-1118	372	15	21	21	NUM
iassist-1118	372	16	https://www.dublincore.org/	https://www.dublincore.org/	NOUN
iassist-1118	372	17	22	22	NUM
iassist-1118	372	18	https://ddi4.readthedocs.io/en/latest/userguides/variablecascade.html#example	https://ddi4.readthedocs.io/en/latest/userguides/variablecascade.html#example	NOUN
iassist-1118	372	19	23	23	NUM
iassist-1118	372	20	this	this	DET
iassist-1118	372	21	layer	layer	NOUN
iassist-1118	372	22	is	be	AUX
iassist-1118	372	23	so	so	ADV
iassist-1118	372	24	-	-	PUNCT
iassist-1118	372	25	called	call	VERB
iassist-1118	372	26	instance	instance	NOUN
iassist-1118	372	27	variables	variable	VERB
iassist-1118	372	28	in	in	ADP
iassist-1118	372	29	the	the	DET
iassist-1118	372	30	ddi	ddi	PROPN
iassist-1118	372	31	-	-	PUNCT
iassist-1118	372	32	cdi	cdi	PROPN
iassist-1118	372	33	model	model	NOUN
iassist-1118	372	34	and	and	CCONJ
iassist-1118	372	35	variables	variable	NOUN
iassist-1118	372	36	in	in	ADP
iassist-1118	372	37	the	the	DET
iassist-1118	372	38	ddi	ddi	PROPN
iassist-1118	372	39	-	-	PUNCT
iassist-1118	372	40	lc	lc	NOUN
iassist-1118	372	41	model	model	NOUN
iassist-1118	372	42	24	24	NUM
iassist-1118	372	43	abstraction	abstraction	NOUN
iassist-1118	372	44	layers	layer	NOUN
iassist-1118	372	45	are	be	AUX
iassist-1118	372	46	the	the	DET
iassist-1118	372	47	represented	represent	VERB
iassist-1118	372	48	variable	variable	ADJ
iassist-1118	372	49	and	and	CCONJ
iassist-1118	372	50	conceptual	conceptual	ADJ
iassist-1118	372	51	variable	variable	NOUN
iassist-1118	372	52	25	25	NUM
iassist-1118	372	53	https://developers.google.com/knowledge-graph	https://developers.google.com/knowledge-graph	PROPN
iassist-1118	372	54	26	26	NUM
iassist-1118	372	55	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-andlanguage/	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-andlanguage/	NOUN
iassist-1118	372	56	27	27	NUM
iassist-1118	373	1	https://aws.amazon.com/neptune/knowledge-graphs-on-aws/	https://aws.amazon.com/neptune/knowledge-graphs-on-aws/	PROPN
iassist-1118	373	2	28	28	NUM
iassist-1118	373	3	https://www.microsoft.com/en-us/research/project/open-academic-graph/overview/	https://www.microsoft.com/en-us/research/project/open-academic-graph/overview/	PROPN
iassist-1118	373	4	29	29	NUM
iassist-1118	373	5	https://lod-cloud.net/	https://lod-cloud.net/	SYM
iassist-1118	373	6	30	30	NUM
iassist-1118	373	7	https://www.gbif.org/	https://www.gbif.org/	NOUN
iassist-1118	373	8	31	31	NUM
iassist-1118	373	9	https://researchgraph.org/gesis-research-graph/	https://researchgraph.org/gesis-research-graph/	PROPN
iassist-1118	373	10	32	32	NUM
iassist-1118	373	11	https://www.gesis.org/en/research/applied-computer-science/knowledge-graph-infrastructure	https://www.gesis.org/en/research/applied-computer-science/knowledge-graph-infrastructure	NOUN
iassist-1118	373	12	33	33	NUM
iassist-1118	373	13	https://vocabularies.cessda.eu/vocabulary/variables-relations?lang=en	https://vocabularies.cessda.eu/vocabulary/variables-relations?lang=en	NUM
iassist-1118	373	14	https://doi.org/10.29173/iq1118	https://doi.org/10.29173/iq1118	X
iassist-1118	373	15	https://www.diw.de/soep	https://www.diw.de/soep	PROPN
iassist-1118	373	16	https://doi.org/10.5684/soep.core.v37i	https://doi.org/10.5684/soep.core.v37i	PROPN
iassist-1118	373	17	https://developers.google.com/knowledge-graph	https://developers.google.com/knowledge-graph	NOUN
iassist-1118	373	18	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-and-language/	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-and-language/	NOUN
iassist-1118	373	19	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-and-language/	https://www.microsoft.com/en-us/research/group/cognitive-services-research/knowledge-and-language/	NOUN
iassist-1118	373	20	https://lod-cloud.net/	https://lod-cloud.net/	PRON