{"id":"https://openalex.org/W3160735296","doi":"https://doi.org/10.1145/3411764.3445365","title":"Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors","display_name":"Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors","publication_year":2021,"publication_date":"2021-05-06","ids":{"openalex":"https://openalex.org/W3160735296","doi":"https://doi.org/10.1145/3411764.3445365","mag":"3160735296"},"language":"en","primary_location":{"id":"doi:10.1145/3411764.3445365","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3411764.3445365","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11343/281580","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003896144","display_name":"Niels van Berkel","orcid":"https://orcid.org/0000-0001-5106-7692"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Niels van Berkel","raw_affiliation_strings":["Department of Computer Science Aalborg University, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023644163","display_name":"Jorge Gon\u00e7alves","orcid":"https://orcid.org/0000-0002-0117-0322"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jorge Goncalves","raw_affiliation_strings":["School of Computing and Information Systems The University of Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems The University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051068084","display_name":"Daniel Russo","orcid":"https://orcid.org/0000-0001-7253-101X"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Daniel Russo","raw_affiliation_strings":["Aalborg University, Denmark"],"affiliations":[{"raw_affiliation_string":"Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067689431","display_name":"Simo Hosio","orcid":"https://orcid.org/0000-0002-9609-0965"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Simo Hosio","raw_affiliation_strings":["Center for Ubiquitous Computing University of Oulu, Finland"],"affiliations":[{"raw_affiliation_string":"Center for Ubiquitous Computing University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020573877","display_name":"Mikael B. Skov","orcid":"https://orcid.org/0000-0003-4488-5683"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Mikael B. Skov","raw_affiliation_strings":["Department of Computer Science Aalborg University, Denmark"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5003896144"],"corresponding_institution_ids":["https://openalex.org/I891191580"],"apc_list":null,"apc_paid":null,"fwci":14.5195,"has_fulltext":true,"cited_by_count":86,"citation_normalized_percentile":{"value":0.98995716,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"13"},"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":0.996999979019165,"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":0.996999979019165,"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/T14350","display_name":"Innovation, Sustainability, Human-Machine Systems","score":0.961899995803833,"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/T11542","display_name":"Behavioral Health and Interventions","score":0.9509000182151794,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7514423131942749},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.7212046980857849},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6165514588356018},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3885260224342346},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3672696352005005},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.212843656539917}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7514423131942749},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.7212046980857849},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6165514588356018},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3885260224342346},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3672696352005005},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.212843656539917},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3411764.3445365","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3411764.3445365","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/281580","is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/281580","pdf_url":"http://hdl.handle.net/11343/281580","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CHI '21: CHI Conference on Human Factors in Computing Systems","raw_type":"Conference Paper"},{"id":"pmh:oai:oulu.fi:nbnfi-fe2021052130978","is_oa":false,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe2021052130978","pdf_url":null,"source":{"id":"https://openalex.org/S4306400284","display_name":"University of Oulu Repository (University of Oulu)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98381234","host_organization_name":"University of Oulu","host_organization_lineage":["https://openalex.org/I98381234"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:pure.atira.dk:publications/b744c02b-f112-475b-8453-68309f3bf4aa","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85106725896&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"van Berkel, N, Goncalves, J, Russo, D, Hosio, S & Skov, M B 2021, Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors. in CHI 2021 - Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems : Making Waves, Combining Strengths., 245, Association for Computing Machinery (ACM), ACM CHI 2021 conference on human factors in computing systems, Yokohama, Japan, 08/05/2021. https://doi.org/10.1145/3411764.3445365","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/281580","is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/281580","pdf_url":"http://hdl.handle.net/11343/281580","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CHI '21: CHI Conference on Human Factors in Computing Systems","raw_type":"Conference Paper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G5034210645","display_name":null,"funder_award_id":"318930","funder_id":"https://openalex.org/F4320323692","funder_display_name":"Oulun Yliopisto"}],"funders":[{"id":"https://openalex.org/F4320323692","display_name":"Oulun Yliopisto","ror":"https://ror.org/03yj89h83"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3160735296.pdf","grobid_xml":"https://content.openalex.org/works/W3160735296.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W1951724000","https://openalex.org/W1977009091","https://openalex.org/W2014135605","https://openalex.org/W2017586516","https://openalex.org/W2068161628","https://openalex.org/W2072500831","https://openalex.org/W2081722738","https://openalex.org/W2088172714","https://openalex.org/W2097246321","https://openalex.org/W2100960835","https://openalex.org/W2119298903","https://openalex.org/W2146006411","https://openalex.org/W2146576574","https://openalex.org/W2151401338","https://openalex.org/W2154157725","https://openalex.org/W2155988679","https://openalex.org/W2161709257","https://openalex.org/W2282821441","https://openalex.org/W2530395818","https://openalex.org/W2599025709","https://openalex.org/W2727031703","https://openalex.org/W2786004891","https://openalex.org/W2789726514","https://openalex.org/W2794772509","https://openalex.org/W2795392050","https://openalex.org/W2795743913","https://openalex.org/W2795959502","https://openalex.org/W2801764553","https://openalex.org/W2809750665","https://openalex.org/W2896252141","https://openalex.org/W2898911770","https://openalex.org/W2905265880","https://openalex.org/W2910705748","https://openalex.org/W2914202940","https://openalex.org/W2921402195","https://openalex.org/W2923421605","https://openalex.org/W2941745510","https://openalex.org/W2942073295","https://openalex.org/W2947080905","https://openalex.org/W2952342347","https://openalex.org/W2954782105","https://openalex.org/W2956281901","https://openalex.org/W2962771056","https://openalex.org/W2963588812","https://openalex.org/W2964316623","https://openalex.org/W2974075815","https://openalex.org/W2986466127","https://openalex.org/W2993872474","https://openalex.org/W2999765337","https://openalex.org/W3015634246","https://openalex.org/W3016099278","https://openalex.org/W3029022080","https://openalex.org/W3032049092","https://openalex.org/W3040025862","https://openalex.org/W3085745698","https://openalex.org/W3094294413","https://openalex.org/W3095727673","https://openalex.org/W3102543979","https://openalex.org/W3104847483","https://openalex.org/W3121921079","https://openalex.org/W3124136629","https://openalex.org/W3133448611","https://openalex.org/W4285719527","https://openalex.org/W4296978576"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0],"uptake":[1],"of":[2,13,25,34,40,50,60,71,81],"artificial":[3],"intelligence-based":[4],"applications":[5],"raises":[6],"concerns":[7],"about":[8],"the":[9,17,23,26,30,38,48,58,69,72,78,95,106,112],"fairness":[10,39,80,102,138],"and":[11,32,66,68,104,115],"transparency":[12],"AI":[14,35,137],"behaviour.":[15],"Consequently,":[16],"Computer":[18],"Science":[19],"community":[20],"calls":[21],"for":[22,128],"involvement":[24],"general":[27],"public":[28],"in":[29,47,136],"design":[31],"evaluation":[33],"systems.":[36],"Assessing":[37],"individual":[41],"predictors":[42],"is":[43],"an":[44,86],"essential":[45],"step":[46],"development":[49],"equitable":[51],"algorithms.":[52],"In":[53],"this":[54],"study,":[55],"we":[56,125],"evaluate":[57],"effect":[59],"two":[61],"common":[62],"visualisation":[63,97],"techniques":[64],"(text-based":[65],"scatterplot)":[67],"display":[70],"outcome":[73],"information":[74],"(i.e.,":[75],"ground-truth)":[76],"on":[77,122],"perceived":[79,119],"predictors.":[82],"Our":[83],"results":[84,124],"from":[85],"online":[87],"crowdsourcing":[88],"study":[89],"(N":[90],"=":[91],"80)":[92],"show":[93],"that":[94,105,131],"chosen":[96],"technique":[98],"significantly":[99],"alters":[100],"people\u2019s":[101],"perception":[103],"presented":[107],"scenario,":[108],"as":[109,111],"well":[110],"participant\u2019s":[113],"gender":[114],"past":[116],"education,":[117],"influence":[118],"fairness.":[120],"Based":[121],"these":[123],"draw":[126],"recommendations":[127],"future":[129],"work":[130],"seeks":[132],"to":[133],"involve":[134],"non-experts":[135],"evaluations.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":23},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2021-05-24T00:00:00"}