{"id":"https://openalex.org/W4404173001","doi":"https://doi.org/10.1145/3686973","title":"Articulation Work and Tinkering for Fairness in Machine Learning","display_name":"Articulation Work and Tinkering for Fairness in Machine Learning","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4404173001","doi":"https://doi.org/10.1145/3686973"},"language":"en","primary_location":{"id":"doi:10.1145/3686973","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686973","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686973","source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3686973","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067545596","display_name":"Miriam Fahimi","orcid":"https://orcid.org/0000-0002-0619-3160"},"institutions":[{"id":"https://openalex.org/I4210166741","display_name":"University of Klagenfurt","ror":"https://ror.org/05q9m0937","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210166741"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Miriam Fahimi","raw_affiliation_strings":["Digital Age Research Center, University of Klagenfurt, Klagenfurt, Austria"],"affiliations":[{"raw_affiliation_string":"Digital Age Research Center, University of Klagenfurt, Klagenfurt, Austria","institution_ids":["https://openalex.org/I4210166741"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024040515","display_name":"Mayra Russo","orcid":"https://orcid.org/0000-0001-7080-6331"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I4210136150","display_name":"L3S Research Center","ror":"https://ror.org/039t4wk02","country_code":"DE","type":"facility","lineage":["https://openalex.org/I114112103","https://openalex.org/I4210136150","https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mayra Russo","raw_affiliation_strings":["L3S Research Center &amp; Leibniz University Hannover, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"L3S Research Center &amp; Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I4210136150","https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052000797","display_name":"Kristen M. Scott","orcid":"https://orcid.org/0000-0002-3920-5017"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Kristen M. Scott","raw_affiliation_strings":["KU Leuven, Leuven.AI, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Leuven.AI, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055433807","display_name":"Mar\u00eda-Esther Vidal","orcid":"https://orcid.org/0000-0003-1160-8727"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I2802635041","display_name":"Technische Informationsbibliothek (TIB)","ror":"https://ror.org/04aj4c181","country_code":"DE","type":"archive","lineage":["https://openalex.org/I2802635041","https://openalex.org/I315704651"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Maria-Esther Vidal","raw_affiliation_strings":["TIB Leibniz Information Center, L3S Research Centre &amp; Leibniz University Hannover, Hannover, Germany"],"affiliations":[{"raw_affiliation_string":"TIB Leibniz Information Center, L3S Research Centre &amp; Leibniz University Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I114112103","https://openalex.org/I2802635041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072130052","display_name":"Bettina Berendt","orcid":"https://orcid.org/0000-0002-8003-3413"},"institutions":[{"id":"https://openalex.org/I4210117750","display_name":"Weizenbaum Institute","ror":"https://ror.org/023kksk09","country_code":"DE","type":"facility","lineage":["https://openalex.org/I176453806","https://openalex.org/I2800804238","https://openalex.org/I2801702882","https://openalex.org/I315704651","https://openalex.org/I4210117750","https://openalex.org/I4577782","https://openalex.org/I46043019","https://openalex.org/I4923324","https://openalex.org/I75951250"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bettina Berendt","raw_affiliation_strings":["TU Berlin, Weizenbaum Institute &amp; KU Leuven, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"TU Berlin, Weizenbaum Institute &amp; KU Leuven, Berlin, Germany","institution_ids":["https://openalex.org/I4210117750","https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065222438","display_name":"Katharina Kinder\u2010Kurlanda","orcid":"https://orcid.org/0000-0002-7749-645X"},"institutions":[{"id":"https://openalex.org/I4210166741","display_name":"University of Klagenfurt","ror":"https://ror.org/05q9m0937","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210166741"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Katharina Kinder-Kurlanda","raw_affiliation_strings":["Digital Age Research Center, Klagenfurt University, Klagenfurt, Austria"],"affiliations":[{"raw_affiliation_string":"Digital Age Research Center, Klagenfurt University, Klagenfurt, Austria","institution_ids":["https://openalex.org/I4210166741"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5067545596"],"corresponding_institution_ids":["https://openalex.org/I4210166741"],"apc_list":null,"apc_paid":null,"fwci":1.567,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86717198,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"8","issue":"CSCW2","first_page":"1","last_page":"23"},"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":0.9976999759674072,"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":0.9976999759674072,"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/T11024","display_name":"Information Systems Theories and Implementation","score":0.9305999875068665,"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9111999869346619,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/articulation","display_name":"Articulation (sociology)","score":0.7534710764884949},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.642666220664978},{"id":"https://openalex.org/keywords/criticism","display_name":"Criticism","score":0.5992080569267273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4803639352321625},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.43040895462036133},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.42497682571411133},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.4117346405982971},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.3544350564479828},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3427988290786743},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.20474302768707275},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17214235663414001}],"concepts":[{"id":"https://openalex.org/C2779337067","wikidata":"https://www.wikidata.org/wiki/Q4800961","display_name":"Articulation (sociology)","level":3,"score":0.7534710764884949},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.642666220664978},{"id":"https://openalex.org/C7991579","wikidata":"https://www.wikidata.org/wiki/Q17955","display_name":"Criticism","level":2,"score":0.5992080569267273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4803639352321625},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.43040895462036133},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.42497682571411133},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.4117346405982971},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3544350564479828},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3427988290786743},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.20474302768707275},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17214235663414001},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3686973","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686973","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686973","source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2407.16496","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.16496","pdf_url":"https://arxiv.org/pdf/2407.16496","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/748310","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/748310","pdf_url":"https://lirias.kuleuven.be/retrieve/2b2c4cbc-a7ac-4c4c-bf1e-879f52159518","source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction, vol. 8 (CSCW2), Art.No. ARTN 434","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:weizenbaum-library.de:id/855","is_oa":true,"landing_page_url":"https://www.weizenbaum-library.de/handle/id/855","pdf_url":"https://www.weizenbaum-library.de/bitstreams/8bba3b9d-8967-44ad-b429-954dda9163c1/download","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3686973","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3686973","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3686973","source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1230912502","display_name":null,"funder_award_id":"P99/2020","funder_id":"https://openalex.org/F4320334763","funder_display_name":"Leibniz-Gemeinschaft"},{"id":"https://openalex.org/G2689612763","display_name":null,"funder_award_id":"Marie","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"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/G6814690871","display_name":null,"funder_award_id":"860630","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8051717526","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","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/F4320327336","display_name":"Vlaamse regering","ror":null},{"id":"https://openalex.org/F4320334679","display_name":"Research Executive Agency","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334763","display_name":"Leibniz-Gemeinschaft","ror":"https://ror.org/01n6r0e97"},{"id":"https://openalex.org/F4320338438","display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404173001.pdf"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1607675442","https://openalex.org/W2013536765","https://openalex.org/W2068832303","https://openalex.org/W2942399136","https://openalex.org/W2956792022","https://openalex.org/W2970042452","https://openalex.org/W2995382404","https://openalex.org/W3003162384","https://openalex.org/W3133702157","https://openalex.org/W3174220540","https://openalex.org/W4244636639","https://openalex.org/W4250532311","https://openalex.org/W4280609065","https://openalex.org/W4283172171","https://openalex.org/W4291144029","https://openalex.org/W4380364048","https://openalex.org/W4386242352","https://openalex.org/W4387257891"],"related_works":["https://openalex.org/W4242379013","https://openalex.org/W2383040752","https://openalex.org/W2416809655","https://openalex.org/W2367803231","https://openalex.org/W4283259377","https://openalex.org/W2022848510","https://openalex.org/W2062252687","https://openalex.org/W2011075082","https://openalex.org/W4205477866","https://openalex.org/W2038626839"],"abstract_inverted_index":{"The":[0],"field":[1,36],"of":[2,22,85,96,99,131,153,160],"fair":[3,46,79,132,180],"AI":[4,80,181],"aims":[5],"to":[6,37,59,143,183],"counter":[7],"biased":[8],"algorithms":[9],"through":[10],"computational":[11],"modelling.":[12],"However,":[13],"it":[14],"faces":[15],"increasing":[16],"criticism":[17],"for":[18,125,163,174],"perpetuating":[19],"the":[20,35,56,61,93,105,108,119,129,154,158],"use":[21],"overly":[23],"technical":[24],"and":[25,41,67,74,107,122,151,171,177],"reductionist":[26],"methods.":[27],"As":[28],"a":[29,83],"result,":[30],"novel":[31],"approaches":[32],"appear":[33],"in":[34,128],"address":[38],"more":[39],"socially-oriented":[40],"interdisciplinary":[42],"(SOI)":[43],"perspectives":[44],"on":[45,72,111,166],"AI.":[47,133],"In":[48],"this":[49,53],"paper,":[50],"we":[51,77,117,169],"take":[52],"dynamic":[54],"as":[55,82,179],"starting":[57],"point":[58],"study":[60],"tension":[62],"between":[63],"computer":[64],"science":[65],"(CS)":[66],"SOI":[68,141,161,178],"research.":[69],"By":[70],"drawing":[71],"STS":[73],"CSCW":[75],"theory,":[76],"position":[78],"research":[81,90,127,142,162],"matter":[84],"'organizational":[86],"alignment':":[87],"what":[88],"makes":[89],"'doable'":[91],"is":[92],"successful":[94],"alignment":[95],"three":[97],"levels":[98],"work":[100],"organization":[101],"(the":[102],"social":[103,155],"world,":[104],"laboratory,":[106],"experiment).":[109],"Based":[110,165],"qualitative":[112],"interviews":[113],"with":[114,140],"CS":[115,137,176],"researchers,":[116],"analyze":[118],"tasks,":[120],"resources,":[121],"actors":[123],"required":[124],"doable":[126],"case":[130],"We":[134],"find":[135],"that":[136],"researchers":[138],"engage":[139],"some":[144],"extent,":[145],"but":[146],"organizational":[147],"conditions,":[148],"articulation":[149],"work,":[150],"ambiguities":[152],"world":[156],"constrain":[157],"doability":[159],"them.":[164],"our":[167],"findings,":[168],"identify":[170],"discuss":[172],"problems":[173],"aligning":[175],"continues":[182],"evolve.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-04T08:04:53.788161","created_date":"2025-10-10T00:00:00"}
