{"id":"W2168754503","doi":"10.1111/j.1748-5991.2012.01166.x","title":"Prospects for scalability: Relationships and uncertainty in responsive regulation","year":2012,"lang":"en","type":"article","venue":"Regulation & Governance","topic":"Crime, Illicit Activities, and Governance","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Financial regulation; Conversation; Financial crisis; Representation (politics); Order (exchange); Prudential regulation; Object (grammar); Political science; Financial services; Law and economics; Business; Sociology; Economics; Law; Computer science; Financial system; Finance; Communication","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":[0.001591376,0.0001270595,0.0001837173,0.00004591406,0.0004814107,0.00005546657,0.00009086362,0.0001530975,0.00004219346],"category_scores_gemma":[0.002989111,0.0001392386,0.00004821365,0.0003768154,0.000239866,0.001099729,0.00002275548,0.0001371708,0.000006476968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000624744,"about_ca_system_score_gemma":0.0001449138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001658532,"about_ca_topic_score_gemma":0.007758036,"domain_scores_codex":[0.9983716,0.0002522295,0.000286896,0.0002830052,0.0004158154,0.0003904573],"domain_scores_gemma":[0.9983374,0.0008106172,0.0003952972,0.0002123211,0.0001391381,0.0001051695],"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":[0.0002594498,0.0000946178,0.2484039,0.00004178058,0.000007761895,2.086306e-7,0.01687404,0.0006352377,0.0005222375,0.7181266,0.001681389,0.01335272],"study_design_scores_gemma":[0.0004293188,0.0000178928,0.8833087,0.00005710449,0.000008333716,7.421182e-7,0.0007700505,0.0008990525,0.0001658962,0.01953712,0.09463909,0.0001667032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861799,0.00108468,0.001570331,0.003441552,0.0003469487,0.00107986,0.0000463332,0.00006878159,0.006181634],"genre_scores_gemma":[0.9930108,0.0001123863,0.0006996276,0.00006310362,0.000410699,0.00008248902,0.0000115243,0.00001483767,0.005594577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6985895,"threshold_uncertainty_score":0.5677986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03896256458189028,"score_gpt":0.3015402581119926,"score_spread":0.2625776935301023,"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."}}