{"id":"W4386641253","doi":"10.54254/2754-1169/23/20230382","title":"Risk Assessment for Canadian Commercial Banks","year":2023,"lang":"en","type":"article","venue":"Advances in Economics Management and Political Sciences","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Business; Profitability index; Financial risk management; Liquidity risk; Risk management; Market risk; Credit risk; Market liquidity; Finance; Interest rate; Operational risk; Financial system; Actuarial science","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":[0.003251023,0.000770223,0.0003862328,0.006578428,0.002641388,0.003493264,0.001045704,0.0005948775,0.003264342],"category_scores_gemma":[0.01382523,0.0002553585,0.0009168809,0.007200602,0.0004856333,0.0006472835,0.001371453,0.0005248107,0.0004167471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0416185,"about_ca_system_score_gemma":0.03176958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9735704,"about_ca_topic_score_gemma":0.9616283,"domain_scores_codex":[0.9970884,0.0003189775,0.0002073792,0.0002302374,0.001759992,0.0003950524],"domain_scores_gemma":[0.9899915,0.0009310446,0.0009331759,0.0002662363,0.007445857,0.0004321618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008731718,0.0001642442,0.6194965,0.0003229573,0.0002730387,0.001015187,0.005394123,0.08974478,0.001665123,0.0291238,0.04476372,0.2071634],"study_design_scores_gemma":[0.00006645118,0.0001500099,0.7750623,0.0003411968,0.0002208452,0.0004752293,0.007365289,0.1435151,0.00218454,0.007633032,0.06271584,0.0002702329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202678,0.002703733,0.007705156,0.002287411,0.00007236604,0.0004720594,0.01279102,0.0002958793,0.05340455],"genre_scores_gemma":[0.9797161,0.001419087,0.004912024,0.00009454075,0.00002128757,0.00009944478,0.005809692,0.00002316384,0.007904753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0416185,"threshold_uncertainty_score":0.3019648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326653060206683,"score_gpt":0.2806599416830756,"score_spread":0.2573934110810088,"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."}}