{"id":"https://openalex.org/W4414986010","doi":"https://doi.org/10.1080/29974100.2025.2561692","title":"From human artefact to machine output: automating the \u201cart\u201d of psychological measurement","display_name":"From human artefact to machine output: automating the \u201cart\u201d of psychological measurement","publication_year":2025,"publication_date":"2025-10-09","ids":{"openalex":"https://openalex.org/W4414986010","doi":"https://doi.org/10.1080/29974100.2025.2561692"},"language":"en","primary_location":{"id":"doi:10.1080/29974100.2025.2561692","doi":"https://doi.org/10.1080/29974100.2025.2561692","is_oa":true,"landing_page_url":"https://doi.org/10.1080/29974100.2025.2561692","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/29974100.2025.2561692?needAccess=true","source":{"id":"https://openalex.org/S5407042668","display_name":"Journal of Psychology and AI","issn_l":"2997-4100","issn":["2997-4100"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychology and AI","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W4414986010"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/29974100.2025.2561692?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074316484","display_name":"Fernando Marmolejo\u2010Ramos","orcid":"https://orcid.org/0000-0003-4680-1287","observed_orcids":["https://orcid.org/0000-0003-4680-1287"]},"institutions":[{"id":"https://openalex.org/I169541294","display_name":"Flinders University","ror":"https://ror.org/01kpzv902","country_code":"AU","type":"education","lineage":["https://openalex.org/I169541294"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Fernando Marmolejo-Ramos","raw_affiliation_strings":["Flinders University","College of Education, Psychology, and Social Work, Flinders University, Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4680-1287","affiliations":[{"raw_affiliation_string":"Flinders University","institution_ids":["https://openalex.org/I169541294"]},{"raw_affiliation_string":"College of Education, Psychology, and Social Work, Flinders University, Adelaide, Australia","institution_ids":["https://openalex.org/I169541294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016741813","display_name":"Okan Bulut","orcid":"https://orcid.org/0000-0001-5853-1267","observed_orcids":["https://orcid.org/0000-0001-5853-1267"]},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Okan Bulut","raw_affiliation_strings":["University of Alberta","Centre for Research in Applied Measurement and Evaluation, University of Alberta, Edmonton, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Alberta","institution_ids":["https://openalex.org/I154425047"]},{"raw_affiliation_string":"Centre for Research in Applied Measurement and Evaluation, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044965347","display_name":"Lu\u00eds Anuncia\u00e7\u00e3o","orcid":"https://orcid.org/0000-0001-5303-5782","observed_orcids":["https://orcid.org/0000-0001-5303-5782"]},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luis Anuncia\u00e7\u00e1o","raw_affiliation_strings":["Catholic University of Rio de Janeiro","Department of Psychology, Catholic University of Rio de Janeiro, Rio de Janeiro, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Catholic University of Rio de Janeiro","institution_ids":["https://openalex.org/I2699952"]},{"raw_affiliation_string":"Department of Psychology, Catholic University of Rio de Janeiro, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034275747","display_name":"Louise do Nascimento Marques","orcid":"https://orcid.org/0000-0003-3844-6932","observed_orcids":["https://orcid.org/0000-0003-3844-6932"]},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Louise Marques","raw_affiliation_strings":["Catholic University of Rio de Janeiro","Department of Psychology, Catholic University of Rio de Janeiro, Rio de Janeiro, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Catholic University of Rio de Janeiro","institution_ids":["https://openalex.org/I2699952"]},{"raw_affiliation_string":"Department of Psychology, Catholic University of Rio de Janeiro, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013209965","display_name":"Abhinava Barthakur","orcid":"https://orcid.org/0000-0002-2437-6892","observed_orcids":["https://orcid.org/0000-0002-2437-6892"]},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107","https://openalex.org/I4405259444"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abhinava Barthakur","raw_affiliation_strings":["University of South Australia","Education Futures, University of South Australia, Adelaide, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"Education Futures, University of South Australia, Adelaide, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048994279","display_name":"Josef Kundr\u00e1t","orcid":"https://orcid.org/0000-0002-1799-852X","observed_orcids":["https://orcid.org/0000-0002-1799-852X"]},"institutions":[{"id":"https://openalex.org/I187293425","display_name":"University of Ostrava","ror":"https://ror.org/00pyqav47","country_code":"CZ","type":"education","lineage":["https://openalex.org/I187293425"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Josef Kundrat","raw_affiliation_strings":["University of Ostrava","Department of Psychology, University of Ostrava, Ostrava, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ostrava","institution_ids":["https://openalex.org/I187293425"]},{"raw_affiliation_string":"Department of Psychology, University of Ostrava, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I187293425"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016976006","display_name":"Karel Re\u010dka","orcid":"https://orcid.org/0000-0002-4480-8912","observed_orcids":["https://orcid.org/0000-0002-4480-8912"]},"institutions":[{"id":"https://openalex.org/I187293425","display_name":"University of Ostrava","ror":"https://ror.org/00pyqav47","country_code":"CZ","type":"education","lineage":["https://openalex.org/I187293425"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Karel Re\u010dka","raw_affiliation_strings":["University of Ostrava","Department of Psychology, University of Ostrava, Ostrava, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ostrava","institution_ids":["https://openalex.org/I187293425"]},{"raw_affiliation_string":"Department of Psychology, University of Ostrava, Ostrava, Czech Republic","institution_ids":["https://openalex.org/I187293425"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061214781","display_name":"\u00d6zge Karakale","orcid":"https://orcid.org/0000-0002-5906-3570","observed_orcids":["https://orcid.org/0000-0002-5906-3570"]},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"\u00d6zge Karakale","raw_affiliation_strings":["University of Wollongong","School of Psychology, University of Wollongong, Wollongong, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wollongong","institution_ids":["https://openalex.org/I204824540"]},{"raw_affiliation_string":"School of Psychology, University of Wollongong, Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054100661","display_name":"Juan Carlos Correa","orcid":"https://orcid.org/0000-0002-0301-5641","observed_orcids":["https://orcid.org/0000-0002-0301-5641"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Juan C. Correa","raw_affiliation_strings":["Critical Centrality Institute","Research & Development Unit, Critical Centrality Institute, Monterrey, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Critical Centrality Institute","institution_ids":[]},{"raw_affiliation_string":"Research & Development Unit, Critical Centrality Institute, Monterrey, Mexico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047531541","display_name":"Luis Alberto Pinos Ullauri","orcid":"https://orcid.org/0000-0002-3694-3487","observed_orcids":["https://orcid.org/0000-0002-3694-3487"]},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]},{"id":"https://openalex.org/I4210133642","display_name":"IMT Nord Europe","ror":"https://ror.org/042rh9p26","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210133642"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","FR"],"is_corresponding":false,"raw_author_name":"Luis Alberto Pinos-Ullauri","raw_affiliation_strings":["Faculty of Psychology and Educational Sciences","IMEC research group ITEC","IMT Nord Europe","Centre for Digital Systems, IMT Nord Europe, Douai, France","Faculty of Psychology and Educational Sciences, KU Leuven, Kortrijk, Belgium","IMEC research group ITEC, KULeuven, Kortrijk, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Psychology and Educational Sciences","institution_ids":[]},{"raw_affiliation_string":"IMEC research group ITEC","institution_ids":["https://openalex.org/I4210114974"]},{"raw_affiliation_string":"IMT Nord Europe","institution_ids":["https://openalex.org/I4210133642"]},{"raw_affiliation_string":"Centre for Digital Systems, IMT Nord Europe, Douai, France","institution_ids":["https://openalex.org/I4210133642"]},{"raw_affiliation_string":"Faculty of Psychology and Educational Sciences, KU Leuven, Kortrijk, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"IMEC research group ITEC, KULeuven, Kortrijk, Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078073624","display_name":"Raydonal Ospina","orcid":"https://orcid.org/0000-0002-9884-9090","observed_orcids":["https://orcid.org/0000-0002-9884-9090"]},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Raydonal Ospina","raw_affiliation_strings":["Universidade Federal da Bahia, Cidade Universit\u00e1ria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal da Bahia, Cidade Universit\u00e1ria","institution_ids":["https://openalex.org/I126158947"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053582811","display_name":"Juli\u00e1n Tejada","orcid":"https://orcid.org/0000-0003-0275-3578","observed_orcids":["https://orcid.org/0000-0003-0275-3578"]},"institutions":[{"id":"https://openalex.org/I190085865","display_name":"Universidade Federal de Sergipe","ror":"https://ror.org/028ka0n85","country_code":"BR","type":"education","lineage":["https://openalex.org/I190085865"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Julian Tejada","raw_affiliation_strings":["Federal University of Sergipe"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Sergipe","institution_ids":["https://openalex.org/I190085865"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5074316484"],"corresponding_institution_ids":["https://openalex.org/I169541294"],"apc_list":null,"apc_paid":null,"fwci":2.5175,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.88056349,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"1","issue":"1","first_page":"2561692","last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9678000211715698,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9678000211715698,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.011900000274181366,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12848","display_name":"Psychological Testing and Assessment","score":0.003000000026077032,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.7820000052452087},{"id":"https://openalex.org/keywords/automated-item-generation","display_name":"automated item generation","score":0.7360000014305115},{"id":"https://openalex.org/keywords/problem-solving-plan","display_name":"problem-solving plan","score":0.8539999723434448},{"id":"https://openalex.org/keywords/chain-of-thought-prompting","display_name":"chain-of-thought prompting","score":0.9980000257492065},{"id":"https://openalex.org/keywords/scale-development","display_name":"scale development","score":0.7459999918937683},{"id":"https://openalex.org/keywords/multiverse-analysis","display_name":"multiverse analysis","score":0.8420000076293945},{"id":"https://openalex.org/keywords/item-homogeneity","display_name":"item homogeneity","score":0.48100000619888306}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.566100001335144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.399399995803833},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.33809998631477356},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3368000090122223},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3190999925136566},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.30469998717308044},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27390000224113464},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/29974100.2025.2561692","doi":"https://doi.org/10.1080/29974100.2025.2561692","is_oa":true,"landing_page_url":"https://doi.org/10.1080/29974100.2025.2561692","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/29974100.2025.2561692?needAccess=true","source":{"id":"https://openalex.org/S5407042668","display_name":"Journal of Psychology and AI","issn_l":"2997-4100","issn":["2997-4100"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychology and AI","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05308555v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-05308555","pdf_url":"https://hal.science/hal-05308555/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Psychology and AI, 2025, 1 (1), pp.2561692. ⟨10.1080/29974100.2025.2561692⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:digital.library.adelaide.edu.au:2440/153341","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2440/153341","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1080/29974100.2025.2561692","raw_type":"Journal article"},{"id":"pmh:oai:zenodo.org:17310873","doi":null,"is_oa":true,"landing_page_url":"https://doi.org/10.1080/29974100.2025.2561692","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Psychology and AI, 1(1), 2561692, (2025-10-09)","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1080/29974100.2025.2561692","doi":"https://doi.org/10.1080/29974100.2025.2561692","is_oa":true,"landing_page_url":"https://doi.org/10.1080/29974100.2025.2561692","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/29974100.2025.2561692?needAccess=true","source":{"id":"https://openalex.org/S5407042668","display_name":"Journal of Psychology and AI","issn_l":"2997-4100","issn":["2997-4100"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Psychology and AI","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1351911349","display_name":null,"funder_award_id":"303192/2022\u20104","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G399727341","display_name":null,"funder_award_id":"402519/2023-0","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G7941188131","display_name":null,"funder_award_id":"APP0021/2023","funder_id":"https://openalex.org/F4320323681","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado da Bahia"}],"funders":[{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320323681","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado da Bahia","ror":"https://ror.org/0473khm44"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414986010.pdf","grobid_xml":"https://content.openalex.org/works/W4414986010.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W9025222","https://openalex.org/W19143754","https://openalex.org/W1992627259","https://openalex.org/W1998623504","https://openalex.org/W2048795968","https://openalex.org/W2132654888","https://openalex.org/W2144951642","https://openalex.org/W2153894404","https://openalex.org/W2490857485","https://openalex.org/W2526501380","https://openalex.org/W2592549567","https://openalex.org/W2711709625","https://openalex.org/W2762364541","https://openalex.org/W2787306967","https://openalex.org/W2794685287","https://openalex.org/W2801702920","https://openalex.org/W2923413722","https://openalex.org/W2924337219","https://openalex.org/W2953522645","https://openalex.org/W2970250414","https://openalex.org/W2973296378","https://openalex.org/W2980801934","https://openalex.org/W3044252702","https://openalex.org/W3097642862","https://openalex.org/W3155745143","https://openalex.org/W3157897384","https://openalex.org/W3168412082","https://openalex.org/W3173679097","https://openalex.org/W4212838933","https://openalex.org/W4214831517","https://openalex.org/W4242937284","https://openalex.org/W4321004017","https://openalex.org/W4322766882","https://openalex.org/W4327946446","https://openalex.org/W4362514681","https://openalex.org/W4379598302","https://openalex.org/W4385570088","https://openalex.org/W4386424132","https://openalex.org/W4387704935","https://openalex.org/W4388483039","https://openalex.org/W4388973292","https://openalex.org/W4390511174","https://openalex.org/W4391872826","https://openalex.org/W4393119187","https://openalex.org/W4396913006","https://openalex.org/W4399932933","https://openalex.org/W4400374334","https://openalex.org/W4400702922","https://openalex.org/W4401461713","https://openalex.org/W4401820448","https://openalex.org/W4402671875","https://openalex.org/W4403303392","https://openalex.org/W4403556106","https://openalex.org/W4404741076","https://openalex.org/W4404741745","https://openalex.org/W4406150882","https://openalex.org/W4406597057","https://openalex.org/W4409183411","https://openalex.org/W4410004709","https://openalex.org/W4410248805","https://openalex.org/W4410696539","https://openalex.org/W4410958231","https://openalex.org/W4412369254","https://openalex.org/W4414102977","https://openalex.org/W7133224126","https://openalex.org/W7133231369","https://openalex.org/W7160709534"],"related_works":["https://openalex.org/W6944177514","https://openalex.org/W7166812445","https://openalex.org/W4417136166","https://openalex.org/W7212093641","https://openalex.org/W7083442568","https://openalex.org/W7168615648","https://openalex.org/W7167986879","https://openalex.org/W4402567708","https://openalex.org/W4413725215","https://openalex.org/W7143280627"],"abstract_inverted_index":{"Creating":[0],"psychological":[1],"assessment":[2],"tools":[3],"is":[4],"crucial":[5],"for":[6,20],"research":[7],"but":[8],"traditionally":[9],"expensive":[10],"and":[11,51,87,98,137,172],"time-consuming.":[12],"While":[13],"Large":[14],"Language":[15],"Models":[16],"(LLMs)":[17],"show":[18],"promise":[19],"automating":[21],"this":[22],"process,":[23],"existing":[24],"approaches":[25],"lack":[26],"systematic,":[27],"user-friendly":[28],"methodologies":[29],"grounded":[30],"in":[31,92],"psychometric":[32],"principles.":[33],"This":[34],"study":[35,146],"presents":[36],"an":[37],"enhanced":[38],"Psychometric":[39],"Item":[40],"Generator":[41],"(PIG)":[42],"method":[43],"using":[44,103],"conversational":[45],"LLMs":[46,109],"with":[47,70,100],"Problem-Solving":[48],"Plans":[49],"(PSP)":[50],"Chain-of-Thought":[52],"(CoT)":[53],"prompting.":[54],"Three":[55],"demonstrations":[56],"validated":[57,99],"the":[58,128,179],"approach:":[59],"Gemini":[60],"1.5":[61],"Flash":[62],"generated":[63],"20":[64,78],"\u201cpropensity":[65],"to":[66,124],"trust":[67],"AI\u201d":[68],"items":[69,81],"strong":[71],"semantic":[72],"coherence;":[73],"Claude":[74],"3":[75],"Opus":[76],"created":[77],"\u201cAI":[79,90],"anxiety\u201d":[80],"that":[82,108,151,167],"outperformed":[83],"human-generated":[84],"versions":[85],"linguistically;":[86],"a":[88,148,158],"6-item":[89],"adoption":[91],"online":[93],"learning\u201d":[94],"scale":[95,118,130,161],"was":[96],"developed":[97],"1,233":[101],"participants":[102],"multiverse":[104],"analysis.":[105],"Results":[106],"demonstrate":[107],"can":[110],"produce":[111],"psychometrically":[112],"sound":[113],"items.":[114],"The":[115,145],"AI-generated":[116],"anxiety":[117],"showed":[119],"superior":[120],"linguistic":[121],"properties":[122],"compared":[123],"human":[125,168],"alternatives,":[126],"while":[127],"learning":[129],"exhibited":[131],"good":[132],"internal":[133],"consistency,":[134],"item":[135],"homogeneity,":[136],"clear":[138],"two-factor":[139],"structure":[140],"across":[141],"multiple":[142],"analytical":[143],"teams.":[144],"establishes":[147],"PSP-CoT":[149],"framework":[150],"improves":[152],"LLM":[153],"output":[154],"quality,":[155],"offering":[156],"researchers":[157],"cost-effective,":[159],"accessible":[160],"development":[162],"methodology.":[163],"However,":[164],"findings":[165],"emphasize":[166],"oversight,":[169],"rigorous":[170],"validation,":[171],"ethical":[173],"considerations":[174],"remain":[175],"essential":[176],"components":[177],"of":[178],"process.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2025-10-10T00:00:00"}