{"id":"https://openalex.org/W4392735893","doi":"https://doi.org/10.1145/3613904.3642775","title":"From Fitting Participation to Forging Relationships: The Art of Participatory ML","display_name":"From Fitting Participation to Forging Relationships: The Art of Participatory ML","publication_year":2024,"publication_date":"2024-05-11","ids":{"openalex":"https://openalex.org/W4392735893","doi":"https://doi.org/10.1145/3613904.3642775"},"language":"en","primary_location":{"id":"doi:10.1145/3613904.3642775","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642775","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642775","source":null,"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 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642775","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029637554","display_name":"Ned Cooper","orcid":"https://orcid.org/0000-0003-1834-279X"},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ned Cooper","raw_affiliation_strings":["School of Cybernetics, Australian National University, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1834-279X","affiliations":[{"raw_affiliation_string":"School of Cybernetics, Australian National University, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062116813","display_name":"Alex Zafiroglu","orcid":null},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Alexandra Zafiroglu","raw_affiliation_strings":["School of Cybernetics, Australian National University, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0918-3977","affiliations":[{"raw_affiliation_string":"School of Cybernetics, Australian National University, Australia","institution_ids":["https://openalex.org/I118347636"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5029637554"],"corresponding_institution_ids":["https://openalex.org/I118347636"],"apc_list":null,"apc_paid":null,"fwci":7.9794,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.97464644,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"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":0.9745000004768372,"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":0.9745000004768372,"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":0.97079998254776,"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"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9585999846458435,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/citizen-journalism","display_name":"Citizen journalism","score":0.6881250739097595},{"id":"https://openalex.org/keywords/participatory-design","display_name":"Participatory design","score":0.6762884259223938},{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.6719765663146973},{"id":"https://openalex.org/keywords/futures-contract","display_name":"Futures contract","score":0.6269776821136475},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.5956735610961914},{"id":"https://openalex.org/keywords/dissent","display_name":"Dissent","score":0.5616621375083923},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.556219756603241},{"id":"https://openalex.org/keywords/deliberation","display_name":"Deliberation","score":0.5202583074569702},{"id":"https://openalex.org/keywords/participatory-action-research","display_name":"Participatory action research","score":0.4705263376235962},{"id":"https://openalex.org/keywords/participatory-development","display_name":"Participatory development","score":0.4416375160217285},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4228183329105377},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41285932064056396},{"id":"https://openalex.org/keywords/public-relations","display_name":"Public relations","score":0.4016179144382477},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3972298800945282},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.3482759892940521},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3436453938484192},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.3347017765045166},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.31656813621520996},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.2927342653274536},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.2531494200229645},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24911782145500183},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.18419528007507324},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.15179520845413208},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13666340708732605}],"concepts":[{"id":"https://openalex.org/C203663800","wikidata":"https://www.wikidata.org/wiki/Q848979","display_name":"Citizen journalism","level":2,"score":0.6881250739097595},{"id":"https://openalex.org/C2777455480","wikidata":"https://www.wikidata.org/wiki/Q1038171","display_name":"Participatory design","level":3,"score":0.6762884259223938},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.6719765663146973},{"id":"https://openalex.org/C106306483","wikidata":"https://www.wikidata.org/wiki/Q183984","display_name":"Futures contract","level":2,"score":0.6269776821136475},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.5956735610961914},{"id":"https://openalex.org/C523173360","wikidata":"https://www.wikidata.org/wiki/Q1991663","display_name":"Dissent","level":3,"score":0.5616621375083923},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.556219756603241},{"id":"https://openalex.org/C2776946740","wikidata":"https://www.wikidata.org/wiki/Q358652","display_name":"Deliberation","level":3,"score":0.5202583074569702},{"id":"https://openalex.org/C140988679","wikidata":"https://www.wikidata.org/wiki/Q7140444","display_name":"Participatory action research","level":2,"score":0.4705263376235962},{"id":"https://openalex.org/C2776748916","wikidata":"https://www.wikidata.org/wiki/Q7140447","display_name":"Participatory development","level":3,"score":0.4416375160217285},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4228183329105377},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41285932064056396},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.4016179144382477},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3972298800945282},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3482759892940521},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3436453938484192},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3347017765045166},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.31656813621520996},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2927342653274536},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2531494200229645},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24911782145500183},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.18419528007507324},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.15179520845413208},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13666340708732605},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","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/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2775922551","wikidata":"https://www.wikidata.org/wiki/Q7135033","display_name":"Parallels","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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:10.1145/3613904.3642775","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642775","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642775","source":null,"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 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:openresearch-repository.anu.edu.au:1885/733754890","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85194835367&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402539","display_name":"ANU Open Research (Australian National University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118347636","host_organization_name":"Australian National University","host_organization_lineage":["https://openalex.org/I118347636"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"},{"id":"pmh:oai:arXiv.org:2403.06431","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.06431","pdf_url":"https://arxiv.org/pdf/2403.06431","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3613904.3642775","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3613904.3642775","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3613904.3642775","source":null,"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 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.8199999928474426,"display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392735893.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1976129032","https://openalex.org/W1979290264","https://openalex.org/W1995072497","https://openalex.org/W2008251417","https://openalex.org/W2049124404","https://openalex.org/W2069818276","https://openalex.org/W2085028749","https://openalex.org/W2154876275","https://openalex.org/W2170857744","https://openalex.org/W2309377257","https://openalex.org/W2339955350","https://openalex.org/W2794258710","https://openalex.org/W2897154134","https://openalex.org/W2898911770","https://openalex.org/W2899136066","https://openalex.org/W2905905007","https://openalex.org/W2919193235","https://openalex.org/W2945776595","https://openalex.org/W2950504429","https://openalex.org/W3001582475","https://openalex.org/W3001754608","https://openalex.org/W3005013146","https://openalex.org/W3035296331","https://openalex.org/W3041968715","https://openalex.org/W3094328607","https://openalex.org/W3119719070","https://openalex.org/W3159003756","https://openalex.org/W3175998072","https://openalex.org/W3181893318","https://openalex.org/W3195725782","https://openalex.org/W3196853733","https://openalex.org/W4206680578","https://openalex.org/W4221138494","https://openalex.org/W4224992620","https://openalex.org/W4225001019","https://openalex.org/W4225134894","https://openalex.org/W4247159727","https://openalex.org/W4283155630","https://openalex.org/W4283157705","https://openalex.org/W4291197616","https://openalex.org/W4312962492","https://openalex.org/W4320342750","https://openalex.org/W4321610533","https://openalex.org/W4321853859","https://openalex.org/W4377823230","https://openalex.org/W4380319885","https://openalex.org/W4386242326","https://openalex.org/W4387933547","https://openalex.org/W4388007985","https://openalex.org/W4388161491","https://openalex.org/W6807868462"],"related_works":["https://openalex.org/W2020668303","https://openalex.org/W4229908461","https://openalex.org/W2175503204","https://openalex.org/W4241808422","https://openalex.org/W4225300196","https://openalex.org/W164480699","https://openalex.org/W2045411877","https://openalex.org/W4200091243","https://openalex.org/W1748236508","https://openalex.org/W2027535285"],"abstract_inverted_index":{"Participatory":[0,100],"machine":[1],"learning":[2],"(ML)":[3],"encourages":[4],"the":[5,32,56,68,77,89],"inclusion":[6,29],"of":[7,34,47,59,91],"end":[8,137],"users":[9],"and":[10,18,30,50,76,105,121,134,143],"people":[11],"affected":[12],"by":[13,73],"ML":[14,41,74,101],"systems":[15],"in":[16,81,88,99],"design":[17,104],"development":[19,106],"processes.":[20],"We":[21,84],"interviewed":[22],"18":[23],"participation":[24,66,117],"brokers\u2014individuals":[25],"who":[26],"facilitate":[27],"such":[28],"transform":[31],"products":[33],"participants\u2019":[35],"labour":[36],"into":[37],"inputs":[38],"for":[39,86,103,111,136],"an":[40],"artefact":[42],"or":[43],"system\u2014across":[44],"a":[45],"range":[46],"organisational":[48],"settings":[49],"project":[51,82],"locations.":[52],"Our":[53],"findings":[54],"demonstrate":[55],"inherent":[57],"challenges":[58],"integrating":[60],"messy":[61],"contextual":[62],"information":[63],"generated":[64,98],"through":[65,128],"with":[67,108],"structured":[69],"data":[70],"formats":[71],"required":[72],"workflows":[75],"uneven":[78],"power":[79],"dynamics":[80],"contexts.":[83],"advocate":[85],"evolution":[87],"role":[90],"brokers":[92,130],"to":[93,118,124,141],"more":[94],"equitably":[95],"balance":[96],"value":[97,109],"projects":[102],"teams":[107],"created":[110],"participants.":[112],"To":[113],"move":[114],"beyond":[115],"\u2018fitting\u2019":[116],"existing":[119],"processes":[120],"empower":[122],"participants":[123],"envision":[125],"alternative":[126],"futures":[127],"ML,":[129],"must":[131],"become":[132],"educators":[133],"advocates":[135],"users,":[138],"while":[139],"attending":[140],"frustration":[142],"dissent":[144],"from":[145],"indirect":[146],"stakeholders.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}