{"id":"W1567121735","doi":"10.2139/ssrn.687127","title":"The Value of Risk Management: A Frontier Analysis","year":2005,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Center for Interuniversity Research and Analysis on Organizations; HEC Montréal","funders":"","keywords":"Frontier; Value (mathematics); Risk management; Economics; Business; Risk analysis (engineering); Actuarial science; Mathematics; Political science; Statistics; Finance; Law","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":[0.003060382,0.001097068,0.001371604,0.00208925,0.0006832783,0.005341277,0.001236512,0.002104118,0.006226094],"category_scores_gemma":[0.01386513,0.0004940988,0.001181514,0.001710999,0.002523255,0.006326889,0.001383277,0.002667515,0.0003444646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001828902,"about_ca_system_score_gemma":0.001159996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001519701,"about_ca_topic_score_gemma":0.001030772,"domain_scores_codex":[0.9989116,0.0005913911,0.00002474741,0.00009380379,0.000249587,0.0001288543],"domain_scores_gemma":[0.9866595,0.01184952,0.0004113783,0.0003707744,0.000405967,0.0003027712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001183081,0.0001311831,0.00167421,0.0001680627,0.0001246197,0.0003428372,0.0002179511,0.2417605,0.0008938842,0.720834,0.002829888,0.03090442],"study_design_scores_gemma":[0.0000231145,0.00009446967,0.001718882,0.0001006959,0.0001007131,0.00009593458,0.0001835756,0.34124,0.0002192181,0.6542308,0.001955592,0.00003698455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4113866,0.02253628,0.3880298,0.01182237,0.0002995777,0.00011209,0.0004402517,0.0002347684,0.1651383],"genre_scores_gemma":[0.9796195,0.003708643,0.009489546,0.0001318913,0.0002709827,0.00002982722,0.00005644364,0.0000349296,0.006658188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006226094,"threshold_uncertainty_score":0.02082837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003442249040427684,"score_gpt":0.1967146378857476,"score_spread":0.1932723888453199,"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."}}