{"id":"https://openalex.org/W4415231414","doi":"https://doi.org/10.1609/aies.v8i1.36597","title":"From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection","display_name":"From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection","publication_year":2025,"publication_date":"2025-10-15","ids":{"openalex":"https://openalex.org/W4415231414","doi":"https://doi.org/10.1609/aies.v8i1.36597"},"language":"en","primary_location":{"id":"doi:10.1609/aies.v8i1.36597","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aies.v8i1.36597","pdf_url":"https://ojs.aaai.org/index.php/AIES/article/download/36597/38735","source":{"id":"https://openalex.org/S5407048695","display_name":"Proceedings of the AAAI/ACM Conference on AI Ethics and Society","issn_l":"3065-8365","issn":["3065-8365"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ojs.aaai.org/index.php/AIES/article/download/36597/38735","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102636953","display_name":"Miriam Fahimi","orcid":null},"institutions":[{"id":"https://openalex.org/I206945453","display_name":"Paderborn University","ror":"https://ror.org/058kzsd48","country_code":"DE","type":"education","lineage":["https://openalex.org/I206945453"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Miriam Fahimi","raw_affiliation_strings":["University of Paderborn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Paderborn","institution_ids":["https://openalex.org/I206945453"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041895674","display_name":"Laura State","orcid":"https://orcid.org/0000-0001-8084-5297"},"institutions":[{"id":"https://openalex.org/I4210118181","display_name":"Alexander von Humboldt Institute for Internet and Society","ror":"https://ror.org/02h1qnm70","country_code":"DE","type":"other","lineage":["https://openalex.org/I4210118181"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Laura State","raw_affiliation_strings":["University of Pisa\nScuola Normale Superiore\nAlexander von Humboldt Institute for Internet and Society"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pisa\nScuola Normale Superiore\nAlexander von Humboldt Institute for Internet and Society","institution_ids":["https://openalex.org/I4210118181"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047979305","display_name":"Atoosa Kasirzadeh","orcid":"https://orcid.org/0000-0002-5967-3782"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Atoosa Kasirzadeh","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24842136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":"1","first_page":"879","last_page":"892"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9458000063896179,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9458000063896179,"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/operationalization","display_name":"Operationalization","score":0.8151000142097473},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.597000002861023},{"id":"https://openalex.org/keywords/economic-justice","display_name":"Economic Justice","score":0.49309998750686646},{"id":"https://openalex.org/keywords/inequality","display_name":"Inequality","score":0.42500001192092896},{"id":"https://openalex.org/keywords/social-justice","display_name":"Social justice","score":0.3910999894142151},{"id":"https://openalex.org/keywords/social-system","display_name":"Social system","score":0.36629998683929443}],"concepts":[{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.8151000142097473},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.597000002861023},{"id":"https://openalex.org/C139621336","wikidata":"https://www.wikidata.org/wiki/Q3190382","display_name":"Economic Justice","level":2,"score":0.49309998750686646},{"id":"https://openalex.org/C45555294","wikidata":"https://www.wikidata.org/wiki/Q28113351","display_name":"Inequality","level":2,"score":0.42500001192092896},{"id":"https://openalex.org/C2982832299","wikidata":"https://www.wikidata.org/wiki/Q264892","display_name":"Social justice","level":2,"score":0.3910999894142151},{"id":"https://openalex.org/C118084267","wikidata":"https://www.wikidata.org/wiki/Q26110","display_name":"Positive economics","level":1,"score":0.3756999969482422},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3709000051021576},{"id":"https://openalex.org/C179133015","wikidata":"https://www.wikidata.org/wiki/Q1639378","display_name":"Social system","level":2,"score":0.36629998683929443},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.3522000014781952},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.34540000557899475},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.31779998540878296},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31690001487731934},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3050000071525574},{"id":"https://openalex.org/C2781118332","wikidata":"https://www.wikidata.org/wiki/Q430460","display_name":"Capability approach","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.28850001096725464},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28290000557899475},{"id":"https://openalex.org/C53001019","wikidata":"https://www.wikidata.org/wiki/Q1920219","display_name":"Social issues","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.27239999175071716},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.26669999957084656},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2515999972820282}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1609/aies.v8i1.36597","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aies.v8i1.36597","pdf_url":"https://ojs.aaai.org/index.php/AIES/article/download/36597/38735","source":{"id":"https://openalex.org/S5407048695","display_name":"Proceedings of the AAAI/ACM Conference on AI Ethics and Society","issn_l":"3065-8365","issn":["3065-8365"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society","raw_type":"journal-article"},{"id":"pmh:oai:ojs.aaai.org:article/36597","is_oa":false,"landing_page_url":"https://ojs.aaai.org/index.php/AIES/article/view/36597","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"3065-8365","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1609/aies.v8i1.36597","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aies.v8i1.36597","pdf_url":"https://ojs.aaai.org/index.php/AIES/article/download/36597/38735","source":{"id":"https://openalex.org/S5407048695","display_name":"Proceedings of the AAAI/ACM Conference on AI Ethics and Society","issn_l":"3065-8365","issn":["3065-8365"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3069847447","display_name":null,"funder_award_id":"860630","funder_id":"https://openalex.org/F4320338438","funder_display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions"},{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G6814690871","display_name":"Artificial Intelligence without Bias","funder_award_id":"860630","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320882","display_name":"Volkswagen Foundation","ror":"https://ror.org/03bsmfz84"},{"id":"https://openalex.org/F4320338438","display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415231414.pdf","grobid_xml":"https://content.openalex.org/works/W4415231414.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Explainable":[0],"AI":[1],"(XAI)":[2],"methods":[3],"can":[4,60,103],"support":[5],"the":[6,27,52,57,75,118,139,142,163,171,176,179,184],"identification":[7],"of":[8,95,141,166,173,178,187],"biases":[9,24,115,130],"in":[10,150],"automated":[11],"decision-making":[12],"(ADM)":[13],"systems.":[14],"However,":[15],"existing":[16],"research":[17],"does":[18],"not":[19],"sufficiently":[20],"address":[21,70],"whether":[22],"these":[23],"originate":[25],"from":[26],"ADM":[28,58,119],"system":[29,59,120],"or":[30,122],"mirror":[31],"underlying":[32],"societal":[33,53,64,67,88,125,134],"inequalities.":[34,135],"This":[35],"distinction":[36,84],"is":[37],"important":[38],"because":[39],"it":[40],"has":[41],"major":[42],"implications":[43],"for":[44,148],"how":[45],"to":[46],"act":[47],"upon":[48],"an":[49],"explanation:":[50],"while":[51],"bias":[54,89],"produced":[55,116],"by":[56,117],"be":[61],"algorithmically":[62],"fixed,":[63],"inequalities":[65],"demand":[66],"actions.":[68],"To":[69],"this":[71],"gap,":[72],"we":[73,160],"propose":[74],"RR-XAI-framework":[76],"(recognition-redistribution":[77],"through":[78],"XAI)":[79],"that":[80,131,162],"builds":[81],"on":[82,157,170],"a":[83,109,124],"between":[85],"socio-technical":[86,110],"and":[87,90,97,144,153],"Nancy":[91],"Fraser's":[92],"justice":[93],"theory":[94],"recognition":[96],"redistribution.":[98],"In":[99],"our":[100,158],"framework,":[101],"explanations":[102],"play":[104],"two":[105],"distinct":[106],"roles:":[107],"as":[108,123,181,183],"diagnosis":[111,126],"when":[112,127],"they":[113,128],"reveal":[114],"itself,":[121],"expose":[129],"reflect":[132],"broader":[133],"We":[136],"then":[137],"outline":[138],"operationalization":[140],"framework":[143],"discuss":[145],"its":[146],"applicability":[147],"cases":[149],"algorithmic":[151],"hiring":[152],"credit":[154],"scoring.":[155],"Based":[156],"findings,":[159],"argue":[161],"diagnostic":[164],"functions":[165],"XAI":[167,188],"are":[168],"contingent":[169],"provision":[172],"such":[174],"explanations,":[175],"resources":[177],"audiences,":[180],"well":[182],"current":[185],"limits":[186],"techniques.":[189]},"counts_by_year":[],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-16T00:00:00"}
