{"id":"https://openalex.org/W4225158968","doi":"https://doi.org/10.1145/3491101.3503568","title":"A Case Study of Integrating Fairness Visualization Tools in Machine Learning Education","display_name":"A Case Study of Integrating Fairness Visualization Tools in Machine Learning Education","publication_year":2022,"publication_date":"2022-04-27","ids":{"openalex":"https://openalex.org/W4225158968","doi":"https://doi.org/10.1145/3491101.3503568"},"language":"en","primary_location":{"id":"doi:10.1145/3491101.3503568","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3491101.3503568","pdf_url":null,"source":{"id":"https://openalex.org/S4363607762","display_name":"CHI Conference on Human Factors in Computing Systems Extended Abstracts","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":"CHI Conference on Human Factors in Computing Systems Extended Abstracts","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061449471","display_name":"Afra Mashhadi","orcid":"https://orcid.org/0000-0003-4631-4438"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Afra Mashhadi","raw_affiliation_strings":["Computing and Software Systems, University of Washington, United States"],"affiliations":[{"raw_affiliation_string":"Computing and Software Systems, University of Washington, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111193948","display_name":"Annuska Zolyomi","orcid":null},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Annuska Zolyomi","raw_affiliation_strings":["Computing and Software Systems, University of Washington, United States"],"affiliations":[{"raw_affiliation_string":"Computing and Software Systems, University of Washington, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002913563","display_name":"Jay Quedado","orcid":null},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jay Quedado","raw_affiliation_strings":["Computing and Software Systems, University of Washington, United States"],"affiliations":[{"raw_affiliation_string":"Computing and Software Systems, University of Washington, United States","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5061449471"],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":null,"apc_paid":null,"fwci":2.1258,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.87292818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"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":0.9991999864578247,"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":0.9991999864578247,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9193999767303467,"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":0.7346353530883789},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.725268542766571},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5659165978431702},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.496615469455719},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4686908721923828},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4230264127254486},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.38330942392349243},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2741051912307739}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7346353530883789},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.725268542766571},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5659165978431702},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.496615469455719},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4686908721923828},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4230264127254486},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.38330942392349243},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2741051912307739},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3491101.3503568","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3491101.3503568","pdf_url":null,"source":{"id":"https://openalex.org/S4363607762","display_name":"CHI Conference on Human Factors in Computing Systems Extended Abstracts","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":"CHI Conference on Human Factors in Computing Systems Extended Abstracts","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2010239977","https://openalex.org/W2049910221","https://openalex.org/W2056696961","https://openalex.org/W2098530953","https://openalex.org/W2100960835","https://openalex.org/W2111201219","https://openalex.org/W2150930945","https://openalex.org/W2530344686","https://openalex.org/W2584805976","https://openalex.org/W2598912916","https://openalex.org/W2956281901","https://openalex.org/W2963516506","https://openalex.org/W2966689772","https://openalex.org/W3033733989","https://openalex.org/W3162866579","https://openalex.org/W4312663109"],"related_works":["https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2154046714","https://openalex.org/W2579659702","https://openalex.org/W2189613078","https://openalex.org/W1574055964","https://openalex.org/W2923661510","https://openalex.org/W2542318691","https://openalex.org/W2547096368","https://openalex.org/W2586219255"],"abstract_inverted_index":{"As":[0],"demonstrated":[1],"by":[2],"media":[3],"attention":[4],"and":[5,17,19,29,40,74,108,126,141],"research,":[6],"Artificial":[7],"Intelligence":[8],"systems":[9],"are":[10],"not":[11],"adequately":[12],"addressing":[13],"issues":[14],"of":[15,71,87,110,132,143,149],"fairness":[16,39,103,118,145],"bias,":[18],"more":[20],"education":[21],"on":[22,43,47,64,84],"these":[23],"topics":[24],"is":[25],"needed":[26],"in":[27,54,93],"industry":[28],"higher":[30],"education.":[31,152],"Currently,":[32],"computer":[33],"science":[34],"courses":[35],"that":[36,57,120],"cover":[37],"AI":[38],"bias":[41],"focus":[42,112],"statistical":[44],"analysis":[45],"or,":[46],"the":[48,69,85,138],"other":[49],"hand,":[50],"attempt":[51],"to":[52,76,123],"bring":[53],"philosophical":[55],"perspectives":[56],"lack":[58],"actionable":[59],"takeaways":[60],"for":[61,99],"students.":[62],"Based":[63],"long-standing":[65],"pedagogical":[66],"research":[67],"demonstrating":[68],"importance":[70],"using":[72,88],"tools":[73,91,119,146],"visualizations":[75],"reinforce":[77],"student":[78],"learning,":[79],"this":[80,133],"case":[81],"study":[82,134],"reports":[83],"impacts":[86],"publicly-available":[89],"visualization":[90],"used":[92],"HCI":[94],"practice":[95],"as":[96,147],"a":[97],"resource":[98],"students":[100,122],"examining":[101],"algorithmic":[102,128],"concepts.":[104],"Through":[105],"qualitative":[106],"review":[107],"observations":[109],"four":[111],"groups,":[113],"we":[114],"examined":[115],"six":[116],"open-source":[117],"enable":[121],"visualize,":[124],"quantify":[125],"explore":[127],"biases.":[129],"The":[130],"findings":[131],"provide":[135],"insights":[136],"into":[137],"benefits,":[139],"challenges,":[140],"opportunities":[142],"integrating":[144],"part":[148],"machine":[150],"learning":[151]},"counts_by_year":[{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
