{"id":"https://openalex.org/W4414149096","doi":"https://doi.org/10.1007/s12528-025-09467-z","title":"Should educational AI models include gender attribute? explaining the why based on environmental psychology course with gender imbalance","display_name":"Should educational AI models include gender attribute? explaining the why based on environmental psychology course with gender imbalance","publication_year":2025,"publication_date":"2025-09-12","ids":{"openalex":"https://openalex.org/W4414149096","doi":"https://doi.org/10.1007/s12528-025-09467-z"},"language":"en","primary_location":{"id":"doi:10.1007/s12528-025-09467-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s12528-025-09467-z","pdf_url":null,"source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037732249","display_name":"Hai Li","orcid":"https://orcid.org/0009-0004-7299-2042"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hai Li","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031131748","display_name":"Wanli Xing","orcid":"https://orcid.org/0000-0002-1446-889X"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wanli Xing","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL, USA"],"raw_orcid":"https://orcid.org/0000-0002-1446-889X","affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049845978","display_name":"Wangda Zhu","orcid":"https://orcid.org/0000-0001-9611-4800"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wangda Zhu","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101966856","display_name":"Shan Zhang","orcid":"https://orcid.org/0009-0003-3532-0661"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shan Zhang","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006307508","display_name":"Zifeng Liu","orcid":"https://orcid.org/0009-0005-5833-2141"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zifeng Liu","raw_affiliation_strings":["College of Education, University of Florida, Gainesville, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Education, University of Florida, Gainesville, FL, USA","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5031131748"],"corresponding_institution_ids":["https://openalex.org/I33213144"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":null,"fwci":0.9141,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83126869,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"37","issue":"4","first_page":"1371","last_page":"1412"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9670000076293945,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.6967999935150146},{"id":"https://openalex.org/keywords/situated","display_name":"Situated","score":0.4839000105857849},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.41589999198913574},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.3991999924182892},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.37220001220703125},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.36980000138282776},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.3465999960899353},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.3165000081062317}],"concepts":[{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.6967999935150146},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6238999962806702},{"id":"https://openalex.org/C132829578","wikidata":"https://www.wikidata.org/wiki/Q581151","display_name":"Situated","level":2,"score":0.4839000105857849},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.459199994802475},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.41589999198913574},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.3991999924182892},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.37220001220703125},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.36980000138282776},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.3465999960899353},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.32690000534057617},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3248000144958496},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.3165000081062317},{"id":"https://openalex.org/C2778365744","wikidata":"https://www.wikidata.org/wiki/Q2426689","display_name":"Learning environment","level":2,"score":0.3125},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.30230000615119934},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.29919999837875366},{"id":"https://openalex.org/C134895398","wikidata":"https://www.wikidata.org/wiki/Q59157","display_name":"Educational psychology","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2892000079154968},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.287200003862381},{"id":"https://openalex.org/C70727504","wikidata":"https://www.wikidata.org/wiki/Q1806878","display_name":"Latent class model","level":2,"score":0.28439998626708984},{"id":"https://openalex.org/C2778848085","wikidata":"https://www.wikidata.org/wiki/Q17144597","display_name":"Domain specificity","level":3,"score":0.27239999175071716},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.26829999685287476},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26660001277923584},{"id":"https://openalex.org/C20685875","wikidata":"https://www.wikidata.org/wiki/Q7239678","display_name":"Predictive validity","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C2779119250","wikidata":"https://www.wikidata.org/wiki/Q5530954","display_name":"Gender analysis","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12528-025-09467-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s12528-025-09467-z","pdf_url":null,"source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W108417620","https://openalex.org/W150582669","https://openalex.org/W929886673","https://openalex.org/W1504456471","https://openalex.org/W1582334564","https://openalex.org/W1870342243","https://openalex.org/W1964738875","https://openalex.org/W1992049874","https://openalex.org/W2006838845","https://openalex.org/W2008144594","https://openalex.org/W2025153046","https://openalex.org/W2054487404","https://openalex.org/W2056887365","https://openalex.org/W2071687304","https://openalex.org/W2071708523","https://openalex.org/W2076367793","https://openalex.org/W2077968594","https://openalex.org/W2092222541","https://openalex.org/W2094009871","https://openalex.org/W2102636151","https://openalex.org/W2104968365","https://openalex.org/W2127101125","https://openalex.org/W2134113284","https://openalex.org/W2142544499","https://openalex.org/W2169570446","https://openalex.org/W2320558018","https://openalex.org/W2400383823","https://openalex.org/W2409832138","https://openalex.org/W2495318841","https://openalex.org/W2543562683","https://openalex.org/W2548171908","https://openalex.org/W2584805976","https://openalex.org/W2765146466","https://openalex.org/W2768077796","https://openalex.org/W2796524599","https://openalex.org/W2905029197","https://openalex.org/W2915273119","https://openalex.org/W2917795300","https://openalex.org/W2919890647","https://openalex.org/W2950445386","https://openalex.org/W2962059918","https://openalex.org/W3016504601","https://openalex.org/W3018063079","https://openalex.org/W3026569944","https://openalex.org/W3033231372","https://openalex.org/W3166077024","https://openalex.org/W3174886852","https://openalex.org/W3176027689","https://openalex.org/W3181414820","https://openalex.org/W3183166286","https://openalex.org/W3213655553","https://openalex.org/W3214911045","https://openalex.org/W4210736086","https://openalex.org/W4213278005","https://openalex.org/W4229076982","https://openalex.org/W4229532446","https://openalex.org/W4236881741","https://openalex.org/W4248633940","https://openalex.org/W4250030520","https://openalex.org/W4281754081","https://openalex.org/W4283166825","https://openalex.org/W4285236227","https://openalex.org/W4293531628","https://openalex.org/W4297013279","https://openalex.org/W4298257706","https://openalex.org/W4299350300","https://openalex.org/W4308764962","https://openalex.org/W4311773535","https://openalex.org/W4311948554","https://openalex.org/W4312816903","https://openalex.org/W4384625725","https://openalex.org/W4386502063","https://openalex.org/W4389233927","https://openalex.org/W4392244654","https://openalex.org/W4400485150","https://openalex.org/W4400643575","https://openalex.org/W4401950268","https://openalex.org/W4402193259","https://openalex.org/W4402529755","https://openalex.org/W4402601499","https://openalex.org/W4407842387","https://openalex.org/W4408591922"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W2074190937","https://openalex.org/W2068025674","https://openalex.org/W2007694672","https://openalex.org/W2043483166","https://openalex.org/W2037195355","https://openalex.org/W2019683796","https://openalex.org/W2321421058","https://openalex.org/W2054150930"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
