{"id":"W2168307152","doi":"10.2139/ssrn.441482","title":"Risk Management and Corporate Governance","year":2003,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Corporate governance; Business; Risk management; Accounting; Finance","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":[0.001993459,0.000230021,0.0001935152,0.0001514265,0.0004421094,0.0003474895,0.0002922392,0.00005142134,0.00006324396],"category_scores_gemma":[0.00009711489,0.0002117059,0.00007898048,0.0004556985,0.0000556831,0.0009827393,0.0001142287,0.0009564799,0.0003038875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002643813,"about_ca_system_score_gemma":0.00008641592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001169909,"about_ca_topic_score_gemma":0.0003352192,"domain_scores_codex":[0.9972667,0.00002609889,0.0003077798,0.0003066419,0.0003375977,0.001755201],"domain_scores_gemma":[0.9989609,0.0000144975,0.0007134484,0.0002234783,0.00007003354,0.00001770873],"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":[0.00002149786,0.00003491398,0.04191216,0.00002251393,0.00008832016,0.00001661166,0.000005260893,0.00003261469,0.000002364109,0.9204696,0.001305672,0.03608843],"study_design_scores_gemma":[0.00072807,0.0000234281,0.01845761,0.00001945974,0.0001083235,0.00003561801,0.0002581811,0.0001038866,0.000002797931,0.7246323,0.2553826,0.0002477933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6520699,0.01077328,0.02216994,0.001015391,0.001806495,0.0008342608,0.000003002108,0.0002431862,0.3110846],"genre_scores_gemma":[0.9703382,0.02068062,0.0004380876,0.0005447212,0.0005667133,0.00001128864,0.000002355391,0.00004617182,0.007371897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3182683,"threshold_uncertainty_score":0.8633118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008219199363856544,"score_gpt":0.1871844497256003,"score_spread":0.1789652503617437,"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."}}