{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002110102,0.0002281842,0.000269305,0.0007556835,0.0006109256,0.004676577,0.0002419164,0.002211423,0.003863039],"category_scores_gemma":[0.007022182,0.0001318539,0.0001537738,0.0008322519,0.002921907,0.003174159,0.0009735952,0.001563211,0.0004060018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078537,"about_ca_system_score_gemma":0.0009550197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009377515,"about_ca_topic_score_gemma":0.001280736,"domain_scores_codex":[0.9991081,0.0004711526,0.00004587294,0.0001114501,0.0001889285,0.00007450146],"domain_scores_gemma":[0.9958924,0.002305758,0.0009387381,0.0002482008,0.0003707663,0.0002441047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001994498,0.0000395477,0.004007948,0.00003569554,0.00002457862,0.00006706089,0.0009267787,0.001563721,0.0002076169,0.9633645,0.003528859,0.02621384],"study_design_scores_gemma":[0.000006037963,0.00001789395,0.003784582,0.00005398453,0.00001173266,0.00004700144,0.0004179582,0.001276407,0.00008559725,0.982017,0.01227505,0.000006824346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3370614,0.08021206,0.04894561,0.1005024,0.000851105,0.00005546834,0.0001302194,0.0001061383,0.4321355],"genre_scores_gemma":[0.9827647,0.004604158,0.001073223,0.0009170734,0.0003606505,0.00001566226,0.00001621697,0.000008260712,0.01024017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004676577,"threshold_uncertainty_score":0.01292312,"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."}}