{"id":"W2221807930","doi":"10.69645/snss5157","title":"Statistical models for risk management","year":2007,"lang":"en","type":"article","venue":"˜The œbusiness & management collection.","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Risk analysis (engineering); Risk management; Statistical model; Business; Econometrics; Artificial intelligence; Economics; 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":[0.009204816,0.001556701,0.002247988,0.002543347,0.000829881,0.003318506,0.002411246,0.002183974,0.00745452],"category_scores_gemma":[0.02950365,0.00100344,0.001813762,0.002912228,0.002127577,0.003628996,0.001750103,0.004615262,0.003013313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001943131,"about_ca_system_score_gemma":0.001966395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006555095,"about_ca_topic_score_gemma":0.004975053,"domain_scores_codex":[0.9955825,0.002774396,0.0001991769,0.000570051,0.0006475601,0.0002262999],"domain_scores_gemma":[0.9733176,0.02083261,0.001397404,0.002417489,0.001606592,0.0004281565],"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":[0.00007261842,0.00007775157,0.002025319,0.0001587377,0.0003479171,0.00008510528,0.0001136011,0.1864846,0.0002158625,0.718709,0.01805779,0.07365187],"study_design_scores_gemma":[0.00001691522,0.00002435232,0.0004458115,0.00003266283,0.00003612206,0.0000336571,0.00001603991,0.3976722,0.00007624838,0.5953773,0.006248206,0.00002054169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005612092,0.009642624,0.9744663,0.00341961,0.0004684021,0.00004781407,0.0008104593,0.0006047151,0.004928006],"genre_scores_gemma":[0.5892361,0.02442718,0.3178808,0.001583477,0.005780254,0.001082499,0.00625013,0.0009166739,0.05284274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009204816,"threshold_uncertainty_score":0.04868031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532234651861488,"score_gpt":0.2317439981948908,"score_spread":0.2164216516762759,"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."}}