{"id":"https://openalex.org/W7225827812","doi":"https://doi.org/10.3389/fpsyg.2026.1977759","title":"Perceived procedural fairness in dynamic educational resource allocation: a scenario-based factorial experiment","display_name":"Perceived procedural fairness in dynamic educational resource allocation: a scenario-based factorial experiment","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225827812","doi":"https://doi.org/10.3389/fpsyg.2026.1977759"},"language":"en","primary_location":{"id":"doi:10.3389/fpsyg.2026.1977759","doi":"https://doi.org/10.3389/fpsyg.2026.1977759","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyg.2026.1977759","pdf_url":"https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1977759/pdf","source":{"id":"https://openalex.org/S9692511","display_name":"Frontiers in Psychology","issn_l":"1664-1078","issn":["1664-1078"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1977759/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5147755414","display_name":"Kexuan Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210150411","display_name":"Shandong Youth University of Political Science","ror":"https://ror.org/04bwp4t29","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210150411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kexuan Huang","raw_affiliation_strings":["School of Foreign Languages, Shandong Youth University of Political Science"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Foreign Languages, Shandong Youth University of Political Science","institution_ids":["https://openalex.org/I4210150411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114200734","display_name":"Ziquan Feng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4400600917","display_name":"Guangzhou College of Commerce","ror":"https://ror.org/04f0j5d06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4400600917"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ziquan Feng","raw_affiliation_strings":["School of Art and Design, Guangzhou College of Commerce"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Art and Design, Guangzhou College of Commerce","institution_ids":["https://openalex.org/I4400600917"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5114200734"],"corresponding_institution_ids":["https://openalex.org/I4400600917"],"apc_list":{"value":3150,"currency":"CHF","value_usd":3801},"apc_paid":{"value":3150,"currency":"CHF","value_usd":3801},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.3441999852657318,"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"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.3441999852657318,"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"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.22360000014305115,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.09470000118017197,"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":[],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6686999797821045},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.582099974155426},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5547000169754028},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5218999981880188},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.44830000400543213},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4327000081539154},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4293999969959259},{"id":"https://openalex.org/C11821877","wikidata":"https://www.wikidata.org/wiki/Q187959","display_name":"Distributive property","level":2,"score":0.3901999890804291},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.34290000796318054},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.33809998631477356},{"id":"https://openalex.org/C174988536","wikidata":"https://www.wikidata.org/wiki/Q5318965","display_name":"Dynamic decision-making","level":2,"score":0.33059999346733093},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.31630000472068787},{"id":"https://openalex.org/C76188268","wikidata":"https://www.wikidata.org/wiki/Q1783165","display_name":"Context effect","level":3,"score":0.30410000681877136},{"id":"https://openalex.org/C73282008","wikidata":"https://www.wikidata.org/wiki/Q1759895","display_name":"Coping (psychology)","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C132074034","wikidata":"https://www.wikidata.org/wiki/Q154210","display_name":"Congruence (geometry)","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3389/fpsyg.2026.1977759","doi":"https://doi.org/10.3389/fpsyg.2026.1977759","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyg.2026.1977759","pdf_url":"https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1977759/pdf","source":{"id":"https://openalex.org/S9692511","display_name":"Frontiers in Psychology","issn_l":"1664-1078","issn":["1664-1078"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3389/fpsyg.2026.1977759","doi":"https://doi.org/10.3389/fpsyg.2026.1977759","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyg.2026.1977759","pdf_url":"https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1977759/pdf","source":{"id":"https://openalex.org/S9692511","display_name":"Frontiers in Psychology","issn_l":"1664-1078","issn":["1664-1078"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225827812.pdf","grobid_xml":"https://content.openalex.org/works/W7225827812.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1526225581","https://openalex.org/W3139398491","https://openalex.org/W3168236455","https://openalex.org/W4213011574","https://openalex.org/W4214646922","https://openalex.org/W4223613190","https://openalex.org/W4224992224","https://openalex.org/W4225507135","https://openalex.org/W4280651558","https://openalex.org/W4283066004","https://openalex.org/W4291197616","https://openalex.org/W4293531628","https://openalex.org/W4298623011","https://openalex.org/W4304943299","https://openalex.org/W4306392787","https://openalex.org/W4308747110","https://openalex.org/W4310122805","https://openalex.org/W4312050223","https://openalex.org/W4318049726","https://openalex.org/W4319165238","https://openalex.org/W4319316153","https://openalex.org/W4360584316","https://openalex.org/W4367179917","https://openalex.org/W4367670172","https://openalex.org/W4376137450","https://openalex.org/W4387302167","https://openalex.org/W4387539636","https://openalex.org/W4388406310","https://openalex.org/W4388599777","https://openalex.org/W4389232715","https://openalex.org/W4390577747","https://openalex.org/W4390616983","https://openalex.org/W4391543889","https://openalex.org/W4391678336","https://openalex.org/W4399332765","https://openalex.org/W4401290001","https://openalex.org/W4404579173"],"related_works":[],"abstract_inverted_index":{"Introduction":[0],"Dynamic":[1],"algorithmic":[2],"allocation":[3,29,81,195,229],"can":[4],"improve":[5,122],"the":[6,67,126,153,158,181,188,194],"responsiveness":[7],"of":[8,22,95,128,155,161,193],"educational":[9,44],"resource":[10],"distribution,":[11],"but":[12,186],"frequent":[13],"and":[14,34,99,106,139,191,207],"opaque":[15],"adjustments":[16],"may":[17,210],"also":[18,187],"affect":[19],"students'":[20],"perceptions":[21,124],"procedural":[23,39,104,213],"fairness.":[24,148],"This":[25],"study":[26],"examines":[27],"how":[28],"adjustment":[30,205],"frequency,":[31],"information":[32],"feedback,":[33],"explanatory":[35,162],"transparency":[36,102,163],"shape":[37],"perceived":[38,137,212],"fairness":[40,123,131,138],"in":[41,125],"an":[42,74],"algorithm-mediated":[43],"resource-allocation":[45],"context.":[46],"Methods":[47],"A":[48],"2":[49,51,53],"\u00d7":[50,52],"between-subjects":[54],"experiment":[55],"was":[56,64,109,115,132],"conducted":[57],"with":[58,135,157,168],"396":[59],"undergraduate":[60],"students.":[61],"Reinforcement":[62],"learning":[63],"used":[65],"as":[66,73],"conceptual":[68],"technological":[69],"context":[70],"rather":[71],"than":[72],"empirically":[75],"trained":[76],"or":[77],"evaluated":[78],"policy.":[79],"The":[80,197],"trajectories":[82],"presented":[83,183],"to":[84,91,184,220,226],"participants":[85,167],"were":[86],"experimentally":[87],"controlled":[88],"stimuli":[89],"designed":[90],"manipulate":[92],"observable":[93],"characteristics":[94],"dynamic":[96],"allocation.":[97],"Results":[98],"discussion":[100],"Explanatory":[101],"increased":[103],"fairness,":[105,214],"its":[107],"effect":[108,154],"strengthened":[110],"when":[111],"detailed":[112],"learning-state":[113],"feedback":[114,118],"provided.":[116],"Detailed":[117],"alone":[119],"did":[120],"not":[121,179],"absence":[127],"explanation.":[129],"Procedural":[130],"strongly":[133],"associated":[134],"overall":[136],"remained":[140],"a":[141,200],"significant":[142],"predictor":[143],"after":[144],"controlling":[145],"for":[146],"distributive":[147],"Algorithm":[149],"trust":[150],"further":[151,216],"moderated":[152],"explanation,":[156],"incremental":[159],"benefit":[160],"being":[164],"greater":[165],"among":[166],"lower":[169],"baseline":[170],"algorithm":[171],"trust.":[172],"These":[173],"findings":[174],"suggest":[175],"that":[176,203],"students":[177],"evaluate":[178],"only":[180],"resources":[182],"them":[185],"temporal":[189],"stability":[190],"intelligibility":[192],"procedure.":[196],"results":[198],"provide":[199],"scenario-based":[201],"indication":[202],"predictable":[204],"rhythms":[206],"decision-level":[208],"explanations":[209],"support":[211],"while":[215],"research":[217],"is":[218],"needed":[219],"determine":[221],"whether":[222],"these":[223],"effects":[224],"extend":[225],"real-world":[227],"adaptive":[228],"systems.":[230]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}