{"id":"W3207180013","doi":"","title":"Incentives, Experts, and Regulatory Renewal","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Incentive; Legislation; Legislature; Outsourcing; Regulatory reform; Government (linguistics); Bureaucracy; Business; Public administration; Law and economics; Political science; Law; Economics; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003459192,0.0001044286,0.0001261968,0.00006969246,0.0003381534,0.0001876706,0.00008711585,0.00002963809,0.00006802837],"category_scores_gemma":[0.00003665733,0.00009393676,0.00005420775,0.0001782713,0.00004964436,0.0004740096,0.00009780315,0.0002887533,0.0000215212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176199,"about_ca_system_score_gemma":0.0002322554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002131095,"about_ca_topic_score_gemma":0.000357367,"domain_scores_codex":[0.9987054,0.00001128752,0.0001579454,0.0001640961,0.0001736062,0.0007875934],"domain_scores_gemma":[0.9996302,0.000008672381,0.0001072997,0.0001043871,0.0001392427,0.0000101756],"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":[0.00003096578,0.00004414232,0.02352635,0.00001748513,0.0001210925,0.00001268325,0.0000623368,0.000007703978,0.0008082775,0.9281288,0.002780068,0.04446004],"study_design_scores_gemma":[0.001138706,0.000017955,0.04628132,0.00005928248,0.00005031662,0.0002516163,0.007651569,0.0002120421,0.0000961875,0.7677708,0.1761206,0.0003496117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317398,0.02545955,0.001426951,0.005747085,0.0006062,0.00008799513,3.642787e-7,0.00008470115,0.03484734],"genre_scores_gemma":[0.9911021,0.002147359,0.00004239146,0.000688324,0.001092495,0.000002353299,0.000002966789,0.000013183,0.004908849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1733405,"threshold_uncertainty_score":0.383063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020053393528284,"score_gpt":0.2131305522578949,"score_spread":0.2029300183226121,"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."}}