{"id":"W2231013681","doi":"","title":"Risk Regulation: Technocratic and Democratic Tools for Regulatory Reform","year":2008,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Technocracy; Normative; Politics; Democracy; Law and economics; Political science; Regulatory reform; Public administration; Public economics; Economics; Law","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":[0.079948,0.0008852527,0.00131378,0.003454963,0.006091011,0.0175192,0.002889812,0.009349104,0.003409746],"category_scores_gemma":[0.0819115,0.0007846234,0.001624608,0.002750795,0.07531455,0.0156875,0.008052521,0.01294376,0.0006053827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01275257,"about_ca_system_score_gemma":0.01814876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002712535,"about_ca_topic_score_gemma":0.002257101,"domain_scores_codex":[0.9125959,0.05801824,0.003284615,0.005603177,0.01642867,0.004069418],"domain_scores_gemma":[0.8939468,0.0716377,0.008371096,0.01849176,0.006143091,0.001409564],"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":[0.000003684316,0.00001268678,0.00006287933,0.00001793695,0.000005536132,0.000006519359,0.0003210635,0.0006146306,0.00002804416,0.9964419,0.0004305852,0.002054506],"study_design_scores_gemma":[0.00002114839,0.00001298803,0.0001138618,0.00004649872,0.000004885072,0.000009444778,0.0001614373,0.0007553074,0.00008983734,0.9899041,0.008871106,0.000009410676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03245533,0.007217239,0.3608868,0.2919046,0.001219683,0.0004833495,0.0001280667,0.0003994755,0.3053055],"genre_scores_gemma":[0.925029,0.001888732,0.04729025,0.01561475,0.001440624,0.0009226892,0.00005199636,0.00009901261,0.007663056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.079948,"threshold_uncertainty_score":0.4228105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766591266324005,"score_gpt":0.2193913844338296,"score_spread":0.2017254717705896,"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."}}