{"id":"https://openalex.org/W4415285274","doi":"https://doi.org/10.1109/icalt64023.2025.00072","title":"Exploring the Impact of Transparent Generative AI on Learning Outcomes Through a Human-Machine Trust Model","display_name":"Exploring the Impact of Transparent Generative AI on Learning Outcomes Through a Human-Machine Trust Model","publication_year":2025,"publication_date":"2025-07-14","ids":{"openalex":"https://openalex.org/W4415285274","doi":"https://doi.org/10.1109/icalt64023.2025.00072"},"language":null,"primary_location":{"id":"doi:10.1109/icalt64023.2025.00072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icalt64023.2025.00072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Learning Technologies (ICALT)","raw_type":"proceedings-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/A5062877144","display_name":"Feng-Hsu Wang","orcid":"https://orcid.org/0000-0002-9553-1212"},"institutions":[{"id":"https://openalex.org/I192703390","display_name":"Ming Chuan University","ror":"https://ror.org/02pgvzy25","country_code":"TW","type":"education","lineage":["https://openalex.org/I192703390"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Feng Hsu Wang","raw_affiliation_strings":["Ming Chuan University,Department of Computer Science and Information Engineering,Taoyuan,Taiwan"],"affiliations":[{"raw_affiliation_string":"Ming Chuan University,Department of Computer Science and Information Engineering,Taoyuan,Taiwan","institution_ids":["https://openalex.org/I192703390"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5062877144"],"corresponding_institution_ids":["https://openalex.org/I192703390"],"apc_list":null,"apc_paid":null,"fwci":1.9325,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.9141208,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"229","last_page":"233"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.6344000101089478,"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":0.6344000101089478,"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/T13812","display_name":"AI and HR Technologies","score":0.5490000247955322,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.5133000016212463,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.7251999974250793},{"id":"https://openalex.org/keywords/mediation","display_name":"Mediation","score":0.5679000020027161},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.48829999566078186},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4684999883174896},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.4636000096797943},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4171000123023987},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.3880000114440918},{"id":"https://openalex.org/keywords/protocol-analysis","display_name":"Protocol analysis","score":0.36079999804496765}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.7251999974250793},{"id":"https://openalex.org/C179420905","wikidata":"https://www.wikidata.org/wiki/Q223871","display_name":"Mediation","level":2,"score":0.5679000020027161},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5045999884605408},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.48829999566078186},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4684999883174896},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.4636000096797943},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.460999995470047},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4171000123023987},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3939000070095062},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.3880000114440918},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.38350000977516174},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3831000030040741},{"id":"https://openalex.org/C133112747","wikidata":"https://www.wikidata.org/wiki/Q7251931","display_name":"Protocol analysis","level":2,"score":0.36079999804496765},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.35409998893737793},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.3377000093460083},{"id":"https://openalex.org/C206041023","wikidata":"https://www.wikidata.org/wiki/Q1751970","display_name":"Wilcoxon signed-rank test","level":3,"score":0.3215999901294708},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.31630000472068787},{"id":"https://openalex.org/C150681269","wikidata":"https://www.wikidata.org/wiki/Q2380771","display_name":"Cognitive style","level":3,"score":0.30480000376701355},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.2987000048160553},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C96427005","wikidata":"https://www.wikidata.org/wiki/Q98442705","display_name":"Learning sciences","level":3,"score":0.2962000072002411},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.28360000252723694},{"id":"https://openalex.org/C110131835","wikidata":"https://www.wikidata.org/wiki/Q1153659","display_name":"Self-efficacy","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26409998536109924},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.2547999918460846},{"id":"https://openalex.org/C102483320","wikidata":"https://www.wikidata.org/wiki/Q1143725","display_name":"Observational learning","level":3,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icalt64023.2025.00072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icalt64023.2025.00072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Learning Technologies (ICALT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W164716849","https://openalex.org/W2321972046","https://openalex.org/W2791890170","https://openalex.org/W2898599549","https://openalex.org/W3004720641","https://openalex.org/W4238869533","https://openalex.org/W4312276079","https://openalex.org/W4313425238","https://openalex.org/W4360620450","https://openalex.org/W4382401065","https://openalex.org/W4388976623"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,33,158,163,169],"rapid":[2],"advancement":[3],"of":[4,25,35,108,166],"generative":[5],"AI":[6],"(GenAI),":[7],"collaborative":[8],"learning":[9,39,68,78,103,131,154,174],"between":[10,151,171],"humans":[11],"and":[12,102,122,130,153,173],"machines":[13],"has":[14],"emerged":[15],"as":[16],"a":[17,43,75,94,148],"growing":[18],"field":[19],"in":[20,66,83,93,120,137],"education.":[21],"However,":[22],"further":[23],"exploration":[24],"its":[26,60],"efficacy":[27],"is":[28],"needed.":[29],"This":[30],"study":[31],"examines":[32],"impact":[34],"transparent":[36,160],"GenAI":[37,70],"on":[38,42,168],"outcomes,":[40,132,155],"focusing":[41],"human-machine":[44],"trust":[45,64,121,129,152,167],"model.":[46],"It":[47],"investigates":[48],"whether":[49],"varying":[50],"transparency":[51,110,127,172],"levels,":[52],"defined":[53],"by":[54],"an":[55],"agent's":[56],"ability":[57],"to":[58,80],"explain":[59],"decisions,":[61],"influence":[62],"learner":[63],"and,":[65],"turn,":[67],"outcomes.":[69,175],"agents":[71,107],"were":[72,91],"developed":[73],"using":[74],"Performer-based":[76],"deep":[77],"architecture":[79],"identify":[81],"errors":[82],"students'":[84],"object-oriented":[85],"programming":[86],"(OOP)":[87],"code.":[88],"Nineteen":[89],"participants":[90],"involved":[92],"randomized":[95],"block":[96],"experiment":[97],"evaluating":[98],"trust,":[99],"cognitive":[100,138],"load,":[101],"performance":[104],"with":[105],"two":[106],"different":[109],"levels.":[111],"A":[112],"paired":[113],"Wilcoxon":[114],"signed-rank":[115],"test":[116],"revealed":[117,147],"significant":[118],"differences":[119],"exam":[123],"scores,":[124],"indicating":[125],"that":[126],"enhances":[128],"though":[133],"no":[134],"substantial":[135],"difference":[136],"load":[139],"was":[140],"found.":[141],"Additionally,":[142],"SmartPLS":[143],"Multi-Group":[144],"Analysis":[145],"(MGA)":[146],"positive":[149],"correlation":[150],"especially":[156],"for":[157],"highly":[159],"agent,":[161],"suggesting":[162],"mediation":[164],"effect":[165],"relationship":[170]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-17T00:00:00"}
