{"id":"W2898916332","doi":"10.1057/s41310-018-0049-8","title":"Risk management by US and Canadian financial firms during the financial crisis","year":2018,"lang":"en","type":"article","venue":"International Journal of Disclosure and Governance","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Business; Risk management; Financial risk management; Liquidity risk; Financial crisis; Finance; Enterprise risk management; Financial risk; Corporate finance; Corporate governance; Accounting; Financial system; Market liquidity; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001907432,0.0002327387,0.0003040939,0.001437046,0.002932918,0.00386376,0.0008935635,0.001508712,0.001427405],"category_scores_gemma":[0.01338416,0.000219975,0.0003530268,0.003211724,0.001242348,0.001108907,0.001514253,0.001317299,0.0001181532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03867842,"about_ca_system_score_gemma":0.0275511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9850516,"about_ca_topic_score_gemma":0.9922879,"domain_scores_codex":[0.9983393,0.00016602,0.00007789664,0.00009512727,0.0005810892,0.0007404673],"domain_scores_gemma":[0.9899409,0.001254476,0.00288651,0.0001805826,0.003574475,0.002162913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007768468,0.000129204,0.9312944,0.00004174179,0.00005510857,0.0002974894,0.0351973,0.001222155,0.0003547774,0.002817567,0.004957885,0.02285557],"study_design_scores_gemma":[0.0000100111,0.00003295844,0.9676335,0.00003747078,0.00001735075,0.00004488563,0.02606252,0.0006678198,0.0001036607,0.0001809819,0.005165827,0.00004305303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938254,0.0007532114,0.00002638438,0.001487875,0.00001148956,0.00001358042,0.0003616299,0.000003056206,0.003517375],"genre_scores_gemma":[0.998336,0.0002845679,0.00002236149,0.0001034404,0.000004690156,0.000002464901,0.0001725151,0.000001334847,0.001072732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03867842,"threshold_uncertainty_score":0.2806329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003332454889208445,"score_gpt":0.1933620906489735,"score_spread":0.1900296357597651,"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."}}