{"id":"https://openalex.org/W4283164474","doi":"https://doi.org/10.1145/3531146.3533207","title":"Critical Tools for Machine Learning: Working with Intersectional Critical Concepts in Machine Learning Systems Design","display_name":"Critical Tools for Machine Learning: Working with Intersectional Critical Concepts in Machine Learning Systems Design","publication_year":2022,"publication_date":"2022-06-20","ids":{"openalex":"https://openalex.org/W4283164474","doi":"https://doi.org/10.1145/3531146.3533207"},"language":"en","primary_location":{"id":"doi:10.1145/3531146.3533207","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3531146.3533207","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3531146.3533207","source":{"id":"https://openalex.org/S4363608463","display_name":"2022 ACM Conference on Fairness, Accountability, and Transparency","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 ACM Conference on Fairness Accountability and Transparency","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3531146.3533207","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028327783","display_name":"Goda Klumbyt\u0117","orcid":"https://orcid.org/0000-0002-1773-9202"},"institutions":[{"id":"https://openalex.org/I106157433","display_name":"University of Kassel","ror":"https://ror.org/04zc7p361","country_code":"DE","type":"education","lineage":["https://openalex.org/I106157433"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Goda Klumbyt\u0117","raw_affiliation_strings":["Faculty of Electrical Engineering and Computer Science, University of Kassel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, University of Kassel, Germany","institution_ids":["https://openalex.org/I106157433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020243493","display_name":"Claude Draude","orcid":"https://orcid.org/0000-0001-8467-195X"},"institutions":[{"id":"https://openalex.org/I106157433","display_name":"University of Kassel","ror":"https://ror.org/04zc7p361","country_code":"DE","type":"education","lineage":["https://openalex.org/I106157433"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Claude Draude","raw_affiliation_strings":["Faculty of Electrical Engineering and Computer Science, University of Kassel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Computer Science, University of Kassel, Germany","institution_ids":["https://openalex.org/I106157433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029562752","display_name":"Alex Taylor","orcid":"https://orcid.org/0000-0001-6311-3967"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alex S. Taylor","raw_affiliation_strings":["Centre for Human-Computer Interaction Design, City, University of London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Human-Computer Interaction Design, City, University of London, United Kingdom","institution_ids":["https://openalex.org/I180825142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.2494,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.94607843,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1528","last_page":"1541"},"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":0.9919000267982483,"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":0.9919000267982483,"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9244999885559082,"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/computer-science","display_name":"Computer science","score":0.5471099019050598},{"id":"https://openalex.org/keywords/situated","display_name":"Situated","score":0.5258936285972595},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.4652937650680542},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.45358967781066895},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.450484037399292},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3677149713039398},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.33211469650268555},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19334450364112854},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.10777679085731506}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5471099019050598},{"id":"https://openalex.org/C132829578","wikidata":"https://www.wikidata.org/wiki/Q581151","display_name":"Situated","level":2,"score":0.5258936285972595},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.4652937650680542},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.45358967781066895},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.450484037399292},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3677149713039398},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.33211469650268555},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19334450364112854},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10777679085731506},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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":3,"locations":[{"id":"doi:10.1145/3531146.3533207","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3531146.3533207","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3531146.3533207","source":{"id":"https://openalex.org/S4363608463","display_name":"2022 ACM Conference on Fairness, Accountability, and Transparency","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 ACM Conference on Fairness Accountability and Transparency","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/d841abb4-c390-47c6-af95-374c556784ba","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.11820/d841abb4-c390-47c6-af95-374c556784ba","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"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":"Klumbyte, G, Draude, C & Taylor, A S 2022, Critical Tools for Machine Learning : Working with Intersectional Critical Concepts in Machine Learning Systems Design. in Proceedings of 2022 5th ACM Conference on Fairness, Accountability, and Transparency, FAccT 2022. ACM International Conference Proceeding Series, pp. 1528-1541, 5th ACM Conference on Fairness, Accountability, and Transparency, FAccT 2022, Virtual, Online, Korea, Republic of, 21/06/22. https://doi.org/10.1145/3531146.3533207","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.ed.ac.uk:publications/d841abb4-c390-47c6-af95-374c556784ba","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/d841abb4-c390-47c6-af95-374c556784ba","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"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":"Klumbyte, G, Draude, C & Taylor, A S 2022, Critical Tools for Machine Learning : Working with Intersectional Critical Concepts in Machine Learning Systems Design. in Proceedings of 2022 5th ACM Conference on Fairness, Accountability, and Transparency, FAccT 2022. ACM International Conference Proceeding Series, pp. 1528-1541, 5th ACM Conference on Fairness, Accountability, and Transparency, FAccT 2022, Virtual, Online, Korea, Republic of, 21/06/22. https://doi.org/10.1145/3531146.3533207","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3531146.3533207","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3531146.3533207","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3531146.3533207","source":{"id":"https://openalex.org/S4363608463","display_name":"2022 ACM Conference on Fairness, Accountability, and Transparency","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 ACM Conference on Fairness Accountability and Transparency","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4670762173","display_name":null,"funder_award_id":"57515303","funder_id":"https://openalex.org/F4320320875","funder_display_name":"Deutscher Akademischer Austauschdienst"}],"funders":[{"id":"https://openalex.org/F4320320875","display_name":"Deutscher Akademischer Austauschdienst","ror":"https://ror.org/039djdh30"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283164474.pdf","grobid_xml":"https://content.openalex.org/works/W4283164474.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W822628008","https://openalex.org/W1496047290","https://openalex.org/W2005061283","https://openalex.org/W2039308699","https://openalex.org/W2045674914","https://openalex.org/W2058372570","https://openalex.org/W2070247381","https://openalex.org/W2084030979","https://openalex.org/W2108870675","https://openalex.org/W2118369420","https://openalex.org/W2130645129","https://openalex.org/W2146734796","https://openalex.org/W2327521297","https://openalex.org/W2334700554","https://openalex.org/W2410628241","https://openalex.org/W2434950551","https://openalex.org/W2483215953","https://openalex.org/W2529047536","https://openalex.org/W2589013215","https://openalex.org/W2590124083","https://openalex.org/W2606831904","https://openalex.org/W2610364475","https://openalex.org/W2616100269","https://openalex.org/W2616845158","https://openalex.org/W2617369555","https://openalex.org/W2765204106","https://openalex.org/W2795389852","https://openalex.org/W2800619444","https://openalex.org/W2802076461","https://openalex.org/W2810135932","https://openalex.org/W2883147591","https://openalex.org/W2896265011","https://openalex.org/W2896448718","https://openalex.org/W2897154134","https://openalex.org/W2898588250","https://openalex.org/W2955356896","https://openalex.org/W2966412222","https://openalex.org/W2985232027","https://openalex.org/W2986036589","https://openalex.org/W2992319600","https://openalex.org/W2995006168","https://openalex.org/W2995842962","https://openalex.org/W2998065833","https://openalex.org/W3001754608","https://openalex.org/W3004604609","https://openalex.org/W3006437051","https://openalex.org/W3010730117","https://openalex.org/W3013571594","https://openalex.org/W3013677002","https://openalex.org/W3013875964","https://openalex.org/W3032340379","https://openalex.org/W3035932846","https://openalex.org/W3071335082","https://openalex.org/W3121336520","https://openalex.org/W3127545360","https://openalex.org/W3132771424","https://openalex.org/W3133749612","https://openalex.org/W3133953502","https://openalex.org/W3134214835","https://openalex.org/W3134822068","https://openalex.org/W3134889244","https://openalex.org/W3146083582","https://openalex.org/W3173504479","https://openalex.org/W3192254170","https://openalex.org/W4200376110","https://openalex.org/W4210354029","https://openalex.org/W4214640105","https://openalex.org/W4229494842","https://openalex.org/W4238665603","https://openalex.org/W4243761327","https://openalex.org/W4248023810","https://openalex.org/W4298235707","https://openalex.org/W4299805482","https://openalex.org/W6790877816","https://openalex.org/W6910291951"],"related_works":["https://openalex.org/W1600697036","https://openalex.org/W2155106162","https://openalex.org/W1601337804","https://openalex.org/W2035858348","https://openalex.org/W2010047220","https://openalex.org/W2165440188","https://openalex.org/W2552595315","https://openalex.org/W4231598561","https://openalex.org/W2497634305","https://openalex.org/W3173219617"],"abstract_inverted_index":{"This":[0,89],"paper":[1,90],"investigates":[2],"how":[3,134,178],"intersectional":[4,45,165],"critical":[5,123,164],"theoretical":[6,81,124],"concepts":[7,68,125,136],"from":[8],"social":[9],"sciences":[10],"and":[11,63,74,82,98,101,115,132,154,174,177,188],"humanities":[12],"research":[13],"can":[14,126,137],"be":[15],"worked":[16],"with":[17,103,163],"in":[18,39,52,128],"machine":[19,56,107],"learning":[20,57,108],"systems":[21,65,109],"design.":[22,66],"It":[23,118,151],"does":[24],"so":[25],"by":[26],"presenting":[27],"a":[28,32,129],"case":[29],"study":[30],"of":[31,34,55,69,95],"series":[33],"speculative":[35],"design":[36,54,87,93,110,130,186],"workshops,":[37],"conducted":[38],"2021.":[40],"These":[41],"workshops":[42,97],"drew":[43],"on":[44],"feminist":[46],"methodologies":[47],"to":[48,105,149,161,171,185],"construct":[49],"interdisciplinary":[50,106],"interventions":[51],"the":[53,92,96,120],"systems,":[58],"towards":[59,111],"more":[60,112],"inclusive,":[61,113],"accountable,":[62],"contextualized":[64],"The":[67],"\u201csituating/situated":[70],"knowledges\u201d,":[71],"\"figuration\",":[72],"\"diffraction\",":[73],"\u201ccritical":[75],"fabulation/speculation\u201d":[76],"were":[77],"taken":[78],"up":[79],"as":[80,139],"methodological":[83,140],"tools":[84,141],"for":[85],"concept-led":[86],"workshops.":[88],"presents":[91,152],"framework":[94],"highlights":[99],"tensions":[100],"possibilities":[102],"regards":[104],"contextualized,":[114],"accountable":[116,189],"systems.":[117,190],"discusses":[119],"role":[121],"that":[122,142,167],"play":[127],"process":[131],"shows":[133],"such":[135],"work":[138,162],"nonetheless":[143],"require":[144],"an":[145],"open-ended":[146],"experimental":[147],"space":[148],"function.":[150],"insights":[153],"discussion":[155],"points":[156],"regarding":[157],"what":[158,181],"it":[159,182],"means":[160],"knowledge":[166],"is":[168],"inextricably":[169],"connected":[170],"its":[172],"historical":[173],"socio-political":[175],"roots,":[176],"this":[179],"reframes":[180],"might":[183],"mean":[184],"fair":[187]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-14T07:06:38.338062","created_date":"2025-10-10T00:00:00"}