{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007595604,0.0001657079,0.0002082991,0.0001626827,0.001188875,0.000162264,0.0001483307,0.00005733239,0.00001706526],"category_scores_gemma":[0.0001346929,0.000137097,0.00009387514,0.0002391304,0.0001065245,0.001285561,0.00004922887,0.0004253401,0.00002132391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003126637,"about_ca_system_score_gemma":0.0001875248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002115564,"about_ca_topic_score_gemma":0.0001729718,"domain_scores_codex":[0.9983233,0.000008162488,0.0003209299,0.0001968252,0.0002226565,0.0009281577],"domain_scores_gemma":[0.9992608,0.00003631424,0.0003341512,0.0001694501,0.0001856346,0.00001360747],"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":[0.0001314314,0.00005458834,0.01613661,0.00007426274,0.0002278469,0.000002534751,0.00007052326,0.0001035657,0.0002270239,0.8839996,0.003398009,0.09557394],"study_design_scores_gemma":[0.001107258,0.00006102797,0.08696068,0.00003552306,0.00008829909,0.0002216158,0.001178714,0.00302255,0.0000183077,0.896673,0.01035008,0.0002830065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951967,0.003234485,0.02738316,0.003593621,0.000331815,0.0006385176,0.000001346982,0.0001941778,0.01265586],"genre_scores_gemma":[0.9939409,0.001013055,0.0003918135,0.0002628996,0.001012541,0.00002721437,0.000004936192,0.00002439545,0.00332224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09529094,"threshold_uncertainty_score":0.9143984,"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."}}