{"id":"W3171290604","doi":"10.34989/san-2021-12","title":"Can regulating bank capital help prevent and mitigate financial downturns?","year":2021,"lang":"en","type":"article","venue":"Staff Analytical Notes","topic":"Banking stability, regulation, efficiency","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Capital (architecture); Finance; Economics; Financial system; Financial capital; Business; Capital requirement; Monetary economics; Market economy; Human capital; Incentive","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":[0.0004033307,0.0001850394,0.0004153203,0.0001104706,0.0001748529,0.0001217173,0.0001200228,0.0001312718,0.0004022365],"category_scores_gemma":[0.001532359,0.0002123637,0.0001330474,0.0003845469,0.0002136463,0.0001292404,0.000120741,0.0001650154,0.00002638757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241229,"about_ca_system_score_gemma":0.00009740229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002199356,"about_ca_topic_score_gemma":0.0003452083,"domain_scores_codex":[0.9982429,0.0000332439,0.0006167304,0.0006235604,0.00008319764,0.0004004174],"domain_scores_gemma":[0.9990459,0.0001943205,0.0001667156,0.0003668728,0.00008712118,0.0001390524],"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":[0.00001291393,0.0004218122,0.1962209,0.0001209807,0.00006554163,0.00002250441,0.001305013,0.0009370904,0.0002147668,0.797238,0.00008797542,0.003352451],"study_design_scores_gemma":[0.0008546301,0.0002071302,0.4012533,0.00007468372,0.00005911649,0.00003832707,0.0002355348,0.07706484,0.001509541,0.5164851,0.001339913,0.0008779134],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935235,0.001349838,0.001547087,0.001883111,0.0001788443,0.0001276484,0.0001454668,0.00003618362,0.001208366],"genre_scores_gemma":[0.997537,0.00003482939,0.001899579,0.0000655878,0.0001564015,0.000004111287,0.00002346928,0.00001999768,0.0002590662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2807529,"threshold_uncertainty_score":0.865994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741154707811664,"score_gpt":0.2318294910746686,"score_spread":0.214417943996552,"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."}}