{"id":"W7124246859","doi":"10.65109/qfmb8557","title":"Best of Both Worlds Fairness under Entitlements","year":2023,"lang":"","type":"article","venue":"","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Probabilistic logic; Pareto principle; Outcome (game theory); Contrast (vision); Scoring rule; Measure (data warehouse); Preference","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":[0.006022271,0.000697343,0.001225323,0.0006170607,0.001757836,0.00314904,0.002255725,0.001339358,0.004696272],"category_scores_gemma":[0.01876141,0.0005182044,0.000964232,0.001123535,0.001970311,0.005715218,0.003219993,0.002303808,0.0006528408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786448,"about_ca_system_score_gemma":0.00187648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00199901,"about_ca_topic_score_gemma":0.001834626,"domain_scores_codex":[0.9942405,0.002607955,0.0002976678,0.001166697,0.0008840245,0.0008032112],"domain_scores_gemma":[0.9931316,0.003772296,0.0005574754,0.001639728,0.0004728794,0.0004259955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003599518,0.0001348506,0.001263921,0.00009871893,0.00008040946,0.0001902474,0.0005624634,0.1573581,0.002819218,0.7831611,0.001404229,0.05256678],"study_design_scores_gemma":[0.00005679312,0.00007989257,0.000393699,0.00001475171,0.00002816941,0.00007870137,0.00010216,0.2913529,0.002264525,0.7019232,0.003684012,0.000021111],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1004335,0.00009009556,0.8855036,0.0006215269,0.00004844174,0.0001532887,0.0001326583,0.0002453453,0.0127714],"genre_scores_gemma":[0.7866563,0.00008700766,0.2044582,0.0001381872,0.000068349,0.0002370678,0.0001449662,0.00009434591,0.008115557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006022271,"threshold_uncertainty_score":0.03184921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06486143693713264,"score_gpt":0.264293599976689,"score_spread":0.1994321630395564,"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."}}