{"id":"W3122693930","doi":"","title":"Risk Classification and Social Welfare","year":2005,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Pooling; Adverse selection; Ignorance; Welfare; sort; Equity (law); Actuarial science; Public economics; Economics; Social Welfare; Regulatory focus theory; Microeconomics; Business; Computer science; Political science; Artificial intelligence","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":[0.003653462,0.0005511191,0.0006897036,0.001565818,0.001387184,0.003658089,0.000657949,0.002097068,0.007660958],"category_scores_gemma":[0.008857091,0.0002109229,0.0006335492,0.001616561,0.005031707,0.003469113,0.002636409,0.00171414,0.0004551926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003042999,"about_ca_system_score_gemma":0.001020802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001235234,"about_ca_topic_score_gemma":0.0008984469,"domain_scores_codex":[0.9967238,0.001585713,0.0001114087,0.000412739,0.0005951763,0.0005710633],"domain_scores_gemma":[0.9938191,0.003656369,0.001189709,0.000580553,0.0004479916,0.000306321],"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":[0.0000285767,0.00007107732,0.00300149,0.00006189904,0.0000450974,0.00003560425,0.0001974009,0.00505833,0.0002178177,0.9656447,0.002180273,0.02345792],"study_design_scores_gemma":[0.000008363943,0.00002601285,0.002260513,0.00005025157,0.0000115753,0.00003881692,0.0001450313,0.003524898,0.0001009597,0.9884923,0.00533401,0.000007374047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3548292,0.0101099,0.1798642,0.04235839,0.0003303481,0.0002144728,0.001156731,0.0001068665,0.4110299],"genre_scores_gemma":[0.981867,0.002842295,0.005174403,0.001146226,0.000303985,0.0001241826,0.0002066504,0.00002756841,0.008307663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007660958,"threshold_uncertainty_score":0.02562845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04757529893147038,"score_gpt":0.2889813122741747,"score_spread":0.2414060133427043,"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."}}