{"id":"W4405709739","doi":"10.1109/iceccme62383.2024.10796175","title":"FairDETOCS: An approach to detect and connect unfair models","year":2024,"lang":"en","type":"article","venue":"","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000146251,0.0001860092,0.0001693587,0.0001589297,0.0000200105,0.0001107119,0.0001228948,0.00007849413,0.00001382804],"category_scores_gemma":[0.000005914934,0.0001754962,0.00003285599,0.0002153461,0.000009841199,0.0002655912,0.00003024092,0.0001237176,0.00006722864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006426416,"about_ca_system_score_gemma":0.00001190499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002429949,"about_ca_topic_score_gemma":0.000003851432,"domain_scores_codex":[0.9992034,0.00001007631,0.0001744635,0.0002734701,0.000095656,0.0002429273],"domain_scores_gemma":[0.9995174,0.00004567875,0.000003101819,0.0002651239,0.0000109445,0.0001577441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001320999,0.00000277326,0.000002321871,0.000283952,0.00006359039,0.000004788765,0.0006660999,0.9658245,0.001770237,0.01566764,0.0007368775,0.01497592],"study_design_scores_gemma":[0.00006473744,0.00002371123,0.00005560582,0.00004061642,0.00001057054,0.00004097909,0.00009509293,0.9869882,0.001027669,0.000596557,0.01078679,0.0002695041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01274279,0.001451222,0.9151895,0.00002660507,0.0004469071,0.0003325342,0.000006679913,0.003722392,0.06608139],"genre_scores_gemma":[0.9593441,0.000009758684,0.04006195,0.00002371199,0.0001187924,0.00009843715,0.000003481531,0.00008320912,0.0002565792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9466013,"threshold_uncertainty_score":0.7156528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517603814590538,"score_gpt":0.2028207520692007,"score_spread":0.1876447139232953,"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."}}