{"id":"W3127604633","doi":"10.69554/uwft7787","title":"COVID-19 triggers great nonfinancial risk crisis: Nonfinancial risk management best practices in Canada","year":2020,"lang":"en","type":"article","venue":"Journal of risk management in financial institutions","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Risk management; Business; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Crisis management; Medicine; Economics; Finance; Virology; Internal medicine; Management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003037811,0.0009920661,0.001449679,0.002455859,0.001148785,0.0005230574,0.002164086,0.0002837764,0.0002389799],"category_scores_gemma":[0.006481868,0.001027723,0.0005541064,0.005573659,0.0002405623,0.003172303,0.0009978419,0.002198083,0.0002741412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002800419,"about_ca_system_score_gemma":0.002633329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7118899,"about_ca_topic_score_gemma":0.830861,"domain_scores_codex":[0.9920371,0.0002722246,0.003124561,0.001241281,0.001879318,0.001445552],"domain_scores_gemma":[0.9914446,0.0002578685,0.006813138,0.0008075197,0.0003529412,0.0003239068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003010765,0.001699468,0.3590623,0.001642963,0.0005426001,0.01132827,0.001009113,0.1129192,0.000001594404,0.1650903,0.1643645,0.1793289],"study_design_scores_gemma":[0.006695537,0.0001354159,0.1102099,0.0003050499,0.001476484,0.00001393985,0.00285773,0.001726844,0.000002685301,0.008567608,0.8668034,0.001205463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7721191,0.003864228,0.03507996,0.01507881,0.01479443,0.007779575,0.0007358498,0.0003930405,0.150155],"genre_scores_gemma":[0.9607903,0.02088678,0.005670634,0.00846623,0.003647009,0.0002202986,0.00005973881,0.0001196898,0.0001392599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7024389,"threshold_uncertainty_score":0.9992173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05594197063298833,"score_gpt":0.2865091880367899,"score_spread":0.2305672174038016,"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."}}