{"id":"W2158732637","doi":"","title":"Risk Management, Responsive Regulation, and Oversight of Structured Financial Product Markets","year":2011,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Risk management; Financial regulation; Product (mathematics); Financial market; Systemic risk; Finance; Accounting; Financial system; Industrial organization; Economics; Financial crisis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005721479,0.0001890917,0.0003696192,0.0002071172,0.0001886048,0.00003142208,0.0002252464,0.00008853836,0.0005800456],"category_scores_gemma":[0.00017373,0.0002166736,0.00009217586,0.0002974738,0.0001344371,0.0003609281,0.0001281228,0.0001581052,0.0001516095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004880259,"about_ca_system_score_gemma":0.000013787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006344512,"about_ca_topic_score_gemma":0.0001961223,"domain_scores_codex":[0.9985129,0.00003614572,0.0005692648,0.0005214865,0.00006865598,0.0002915129],"domain_scores_gemma":[0.9988101,0.0000204728,0.0005055267,0.0005219273,0.00006281668,0.00007921916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003369572,0.00005410778,0.08104336,0.00007567587,0.00007034585,0.00001100521,0.0003933568,0.000005860763,0.00001035252,0.9109815,0.003371726,0.003645757],"study_design_scores_gemma":[0.0006775729,0.00005412441,0.7184408,0.00002137904,0.00002054981,0.000001170519,0.00003228174,0.0000182453,0.0003815311,0.1666856,0.113446,0.0002206995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7584827,0.003280186,0.001185153,0.00009085223,0.000887365,0.0008595111,0.0003036316,0.00005738679,0.2348532],"genre_scores_gemma":[0.9913565,0.000934464,0.004242695,0.0001890437,0.0001255816,0.00002543687,0.00001176048,0.00002320014,0.003091333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7442958,"threshold_uncertainty_score":0.8835693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137744579715472,"score_gpt":0.1963862233105197,"score_spread":0.1826117653389725,"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."}}