{"id":"W4414472674","doi":"10.21105/joss.08497","title":"fairmetrics: An R package for group fairness evaluation","year":2025,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"R package; Set (abstract data type); Independence (probability theory); Fairness measure; Group (periodic table); Interval (graph theory); Function (biology); Point (geometry)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03001863,0.002788833,0.00276362,0.004773944,0.001095333,0.004896938,0.003751842,0.001683539,0.08441922],"category_scores_gemma":[0.1705352,0.00162285,0.003319077,0.005007777,0.00182478,0.00391466,0.00505024,0.004652256,0.03387229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661713,"about_ca_system_score_gemma":0.005172872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003492724,"about_ca_topic_score_gemma":0.004590474,"domain_scores_codex":[0.979571,0.01094259,0.001785969,0.002724371,0.004483748,0.0004923654],"domain_scores_gemma":[0.8961911,0.07643116,0.006156676,0.01317831,0.007282636,0.0007601266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006736314,0.0001376203,0.008927704,0.002962458,0.001360021,0.0002075377,0.0005164165,0.02211354,0.0008950205,0.05067221,0.7663088,0.1452249],"study_design_scores_gemma":[0.0007403333,0.0002537607,0.007622716,0.001290801,0.0007083662,0.0004394603,0.0002554959,0.1042277,0.00478316,0.2771546,0.6022,0.000323494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004743298,0.001122658,0.6792593,0.001984784,0.0007658658,0.001351567,0.1617901,0.1322439,0.01673855],"genre_scores_gemma":[0.0571373,0.001079096,0.7317687,0.002026816,0.0004508407,0.01140624,0.09434095,0.09233085,0.009459161],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.08441922,"threshold_uncertainty_score":0.2824104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09663177106547788,"score_gpt":0.457888780070179,"score_spread":0.3612570090047011,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}