{"id":"https://openalex.org/W4321494006","doi":"https://doi.org/10.1080/08839514.2023.2176618","title":"Diversity, Equity, and Inclusion in Artificial Intelligence: An Evaluation of Guidelines","display_name":"Diversity, Equity, and Inclusion in Artificial Intelligence: An Evaluation of Guidelines","publication_year":2023,"publication_date":"2023-02-22","ids":{"openalex":"https://openalex.org/W4321494006","doi":"https://doi.org/10.1080/08839514.2023.2176618"},"language":"en","primary_location":{"id":"doi:10.1080/08839514.2023.2176618","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2023.2176618","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/08839514.2023.2176618?download=true","source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/08839514.2023.2176618?download=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054527929","display_name":"Ga\u00eblle Cachat\u2010Rosset","orcid":"https://orcid.org/0000-0001-7050-1677"},"institutions":[{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Gaelle Cachat-Rosset","raw_affiliation_strings":["Department of Management, Faculty of Business Administration, Universit\u00e9 Laval, Qu\u00e9bec, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0001-7050-1677","affiliations":[{"raw_affiliation_string":"Department of Management, Faculty of Business Administration, Universit\u00e9 Laval, Qu\u00e9bec, QC, Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042435715","display_name":"Alain Klarsfeld","orcid":"https://orcid.org/0000-0002-4117-2904"},"institutions":[{"id":"https://openalex.org/I129162050","display_name":"TBS Education","ror":"https://ror.org/0349y2q65","country_code":"FR","type":"education","lineage":["https://openalex.org/I129162050"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alain Klarsfeld","raw_affiliation_strings":["Head of Laboratory Work, employment and Health, Toulouse Business School Toulouse, Toulouse, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Head of Laboratory Work, employment and Health, Toulouse Business School Toulouse, Toulouse, France","institution_ids":["https://openalex.org/I129162050"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5054527929"],"corresponding_institution_ids":["https://openalex.org/I43406934"],"apc_list":{"value":2195,"currency":"USD","value_usd":2195},"apc_paid":{"value":2195,"currency":"USD","value_usd":2195},"fwci":26.9444,"has_fulltext":true,"cited_by_count":127,"citation_normalized_percentile":{"value":0.99696828,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"37","issue":"1","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":0.9980999827384949,"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"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9980999827384949,"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/T12501","display_name":"Digital Economy and Work Transformation","score":0.9455000162124634,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9236000180244446,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7832756042480469},{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.671873927116394},{"id":"https://openalex.org/keywords/equity","display_name":"Equity (law)","score":0.6482890844345093},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.61705482006073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4443434178829193},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3872460424900055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35801082849502563},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3301910161972046},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.10712406039237976},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.09925606846809387},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.09145060181617737}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7832756042480469},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.671873927116394},{"id":"https://openalex.org/C199728807","wikidata":"https://www.wikidata.org/wiki/Q2578557","display_name":"Equity (law)","level":2,"score":0.6482890844345093},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.61705482006073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4443434178829193},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3872460424900055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35801082849502563},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3301910161972046},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10712406039237976},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.09925606846809387},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.09145060181617737},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/08839514.2023.2176618","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2023.2176618","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/08839514.2023.2176618?download=true","source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1394aea64e324b15aefe38461696fa24","is_oa":true,"landing_page_url":"https://doaj.org/article/1394aea64e324b15aefe38461696fa24","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Artificial Intelligence, Vol 37, Iss 1 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/08839514.2023.2176618","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2023.2176618","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/08839514.2023.2176618?download=true","source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321494006.pdf","grobid_xml":"https://content.openalex.org/works/W4321494006.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1507539711","https://openalex.org/W1559234676","https://openalex.org/W1991968197","https://openalex.org/W2009828366","https://openalex.org/W2072084217","https://openalex.org/W2089747543","https://openalex.org/W2102513161","https://openalex.org/W2106607688","https://openalex.org/W2115565796","https://openalex.org/W2120742845","https://openalex.org/W2122887350","https://openalex.org/W2126856762","https://openalex.org/W2157355491","https://openalex.org/W2164777277","https://openalex.org/W2339180066","https://openalex.org/W2483215953","https://openalex.org/W2504381649","https://openalex.org/W2594690992","https://openalex.org/W2606411279","https://openalex.org/W2741179140","https://openalex.org/W2753533362","https://openalex.org/W2760062370","https://openalex.org/W2883147591","https://openalex.org/W2892267168","https://openalex.org/W2897154134","https://openalex.org/W2902634493","https://openalex.org/W2909358985","https://openalex.org/W2913707464","https://openalex.org/W2919193235","https://openalex.org/W2943562979","https://openalex.org/W2944074583","https://openalex.org/W2950018712","https://openalex.org/W2953522645","https://openalex.org/W2957160040","https://openalex.org/W2962787423","https://openalex.org/W2964523010","https://openalex.org/W2985543011","https://openalex.org/W2986740107","https://openalex.org/W2992319600","https://openalex.org/W3003385079","https://openalex.org/W3005136177","https://openalex.org/W3013571594","https://openalex.org/W3015977534","https://openalex.org/W3029022390","https://openalex.org/W3125505924","https://openalex.org/W3196247279","https://openalex.org/W3197068091","https://openalex.org/W3202021736","https://openalex.org/W3205271445","https://openalex.org/W4200352435","https://openalex.org/W4220820301","https://openalex.org/W4225919740","https://openalex.org/W4229079094","https://openalex.org/W4231932446","https://openalex.org/W4236419616","https://openalex.org/W4282939097","https://openalex.org/W4288359825","https://openalex.org/W4294215472","https://openalex.org/W6630230524","https://openalex.org/W7006781562"],"related_works":["https://openalex.org/W3185163327","https://openalex.org/W3045822873","https://openalex.org/W4308077397","https://openalex.org/W1522055934","https://openalex.org/W2997729144","https://openalex.org/W2189264121","https://openalex.org/W4390315886","https://openalex.org/W2945960104","https://openalex.org/W4285301380","https://openalex.org/W4281645623"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"is":[3,64],"present":[4],"everywhere":[5],"in":[6,144,170],"the":[7,67,79,94,112,117,129,135],"lives":[8],"of":[9,14,28,70,93,134,184],"individuals.":[10],"Unfortunately,":[11],"several":[12],"cases":[13],"discrimination":[15],"by":[16],"AI":[17,29,49,95,171,179],"systems":[18],"have":[19,24,50],"already":[20],"been":[21],"reported.":[22],"Scholars":[23],"warned":[25],"on":[26],"risks":[27,40],"reproducing":[30],"existing":[31],"inequalities":[32],"or":[33],"even":[34],"amplifying":[35],"them.":[36],"To":[37],"tackle":[38],"these":[39,71,123],"and":[41,56,60,73,100,116,142,182,192],"promote":[42],"responsible":[43],"AI,":[44],"many":[45],"ethics":[46],"guidelines":[47,96,103,130],"for":[48,166],"emerged":[51],"recently,":[52],"including":[53],"diversity,":[54],"equity,":[55],"inclusion":[57],"(DEI)":[58],"principles":[59,115,169],"practices.":[61],"However,":[62],"little":[63],"known":[65],"about":[66],"DEI":[68,85,98,114,119,136,168,185],"content":[69],"guidelines,":[72],"to":[74,107],"what":[75],"extent":[76],"they":[77],"meet":[78],"most":[80],"relevant":[81],"accumulated":[82],"knowledge":[83],"from":[84,105],"literature.":[86],"We":[87,109,126,149],"performed":[88],"a":[89,145],"semi-systematic":[90],"literature":[91],"review":[92],"regarding":[97],"stakes":[99],"analyzed":[101],"46":[102,124],"published":[104],"2015":[106],"today.":[108],"fleshed":[110],"out":[111],"14":[113],"18":[118],"practices":[120,154,165],"recommended":[121,164],"underlying":[122],"guidelines.":[125],"found":[127,150],"that":[128,151,163],"mostly":[131],"encourage":[132],"one":[133],"management":[137],"paradigms,":[138],"namely":[139],"fairness,":[140],"justice,":[141],"nondiscrimination,":[143],"limited":[146],"compliance":[147],"approach.":[148],"narrow":[152],"technical":[153],"are":[155],"favored":[156],"over":[157],"holistic":[158],"ones.":[159],"Finally,":[160],"we":[161],"conclude":[162],"implementing":[167],"should":[172],"include":[173],"actions":[174],"aimed":[175],"at":[176],"directly":[177],"influencing":[178],"actors\u2019":[180],"behaviors":[181],"awareness":[183],"risks,":[186],"rather":[187],"than":[188],"just":[189],"stating":[190],"intentions":[191],"programs.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":25},{"year":2025,"cited_by_count":59},{"year":2024,"cited_by_count":34},{"year":2023,"cited_by_count":9}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2025-10-10T00:00:00"}
