{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003307091,0.000212356,0.0002892439,0.0006148642,0.0006809905,0.000299543,0.000880799,0.0000538619,0.00005547482],"category_scores_gemma":[0.00009325148,0.0001524683,0.0004126079,0.001658065,0.00007968649,0.0008427096,0.000216566,0.0009262328,0.0002044535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891262,"about_ca_system_score_gemma":0.00007671605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003601505,"about_ca_topic_score_gemma":0.002139736,"domain_scores_codex":[0.9968278,0.00003568229,0.0005553566,0.0002475719,0.000539401,0.001794218],"domain_scores_gemma":[0.998627,0.00005161855,0.0007513962,0.0004252484,0.0001319127,0.00001281687],"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":[0.00005654184,0.00005782525,0.0201074,0.000009345074,0.001720528,0.000001856679,0.00002643019,0.0021025,0.000001244206,0.7870515,0.001412427,0.1874524],"study_design_scores_gemma":[0.0008796512,0.00002179863,0.03699367,0.00001521468,0.003210347,0.000004402409,0.001522468,0.007550561,0.00000452055,0.5676215,0.3818536,0.0003222834],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6463523,0.0180924,0.1537672,0.00581377,0.001756823,0.00112682,0.000007692311,0.0002811514,0.1728019],"genre_scores_gemma":[0.983417,0.011004,0.0004892245,0.0002542718,0.001495747,0.000009554207,0.000005874504,0.00003285824,0.003291429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3804411,"threshold_uncertainty_score":0.6217476,"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."}}