{"id":"W4390032653","doi":"10.7202/1093043ar","title":"Insurance and Risk Management: Orientations and Management","year":2003,"lang":"en","type":"article","venue":"Assurances et gestion des risques","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk management; Business; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007235506,0.0001989855,0.000270765,0.00024054,0.0003456529,0.0001419288,0.0001009727,0.0000651384,0.00002963393],"category_scores_gemma":[0.00006223731,0.000225373,0.00004773895,0.000337063,0.0001720712,0.0005728269,0.00004754706,0.0001293595,0.00007638367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004550609,"about_ca_system_score_gemma":0.000002490598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002023817,"about_ca_topic_score_gemma":0.0001412358,"domain_scores_codex":[0.9986646,0.00006203564,0.0004249396,0.0004997462,0.00006399075,0.0002847179],"domain_scores_gemma":[0.9993824,0.00005474575,0.0002271235,0.0002359007,0.00003168577,0.00006809189],"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":[0.00001152713,0.00004439372,0.290134,0.0001274344,0.00009040054,0.000008469538,0.0003473294,0.0002562172,2.516697e-7,0.6676829,0.0004762865,0.04082075],"study_design_scores_gemma":[0.0006525681,0.00004725669,0.7553096,0.0000632631,0.00002624002,0.000004548877,0.0002482006,0.0002627166,0.00001443465,0.1316805,0.1114162,0.0002744093],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5103388,0.01258733,0.01388479,0.0004167589,0.0004278938,0.0006710886,0.0001424677,0.00013444,0.4613964],"genre_scores_gemma":[0.8598977,0.127728,0.0106307,0.0001328243,0.000017793,0.0001132508,0.000007798074,0.00001922134,0.001452617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5360024,"threshold_uncertainty_score":0.9190444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395709199379978,"score_gpt":0.2372912946505737,"score_spread":0.2133342026567739,"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."}}