{"id":"W1492042301","doi":"10.1016/s1049-2585(06)13010-0","title":"Bayesian Assessment of Lorenz and Stochastic Dominance In Income Distributions","year":2006,"lang":"en","type":"book-chapter","venue":"Research on economic inequality","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stochastic dominance; Dominance (genetics); Econometrics; Bayesian probability; Null hypothesis; Economics; Mathematical economics; Statistics; Mathematics; Welfare economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.010169,0.0002887237,0.0008123081,0.0004418076,0.0004488274,0.00008821517,0.000491072,0.0004869998,0.0005026617],"category_scores_gemma":[0.000362797,0.0003069422,0.0001483187,0.00009612775,0.001375558,0.0001897964,0.0002363457,0.001112644,0.000047883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002763258,"about_ca_system_score_gemma":0.001442478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01835379,"about_ca_topic_score_gemma":0.01811193,"domain_scores_codex":[0.9959715,0.0008484721,0.001077311,0.0006678929,0.000704011,0.0007307943],"domain_scores_gemma":[0.9970676,0.001488407,0.0004079769,0.0006201373,0.0002097748,0.0002061068],"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":[0.00004812299,0.00009197224,0.0038551,0.000119683,0.00002248496,0.000005271093,0.0002880311,0.0001135679,0.000001533944,0.9935023,0.0009557654,0.0009961247],"study_design_scores_gemma":[0.002730911,0.0008906954,0.1619571,0.001475515,0.00004519399,0.000001875991,0.000853804,0.003175348,0.00002561272,0.7481624,0.07892521,0.001756222],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04297189,0.0001876337,0.001618938,0.0009940517,0.0004037108,0.001259862,0.002116048,0.00003623636,0.9504116],"genre_scores_gemma":[0.9690746,0.0002449531,0.00006377255,0.00002435079,0.0003729487,0.0000442311,0.000124796,0.00002803189,0.03002229],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9261028,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09719643064759076,"score_gpt":0.4266349907453919,"score_spread":0.3294385600978011,"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."}}