{"id":"W4390034819","doi":"10.7202/1107012ar","title":"The Virtual World of Insurance and Risk Management","year":2023,"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; Risk analysis (engineering); Actuarial science; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001682492,0.0004056825,0.0003777717,0.001574291,0.003856836,0.01669685,0.0007173335,0.002095578,0.0177472],"category_scores_gemma":[0.007816351,0.0003898368,0.0003484752,0.00329499,0.007112116,0.01065059,0.003851886,0.00225983,0.001195823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01995508,"about_ca_system_score_gemma":0.01829875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4496939,"about_ca_topic_score_gemma":0.4631208,"domain_scores_codex":[0.9984584,0.0004898366,0.00004092798,0.0001517045,0.0005939975,0.0002651348],"domain_scores_gemma":[0.9948133,0.002058807,0.0003930759,0.0004315102,0.001055879,0.001247342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005701174,0.00001818053,0.002672283,0.0001438898,0.00002944971,0.0002336721,0.002593356,0.002195311,0.0001510117,0.7827067,0.126126,0.08307324],"study_design_scores_gemma":[0.00001532539,0.00001792981,0.005652153,0.0005065879,0.00002693028,0.0002855092,0.004921752,0.003745142,0.0001610098,0.229483,0.7551166,0.00006812241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04471227,0.1641325,0.03073818,0.2075144,0.005106129,0.00005084473,0.001632944,0.0004212146,0.5456915],"genre_scores_gemma":[0.8218103,0.08986844,0.009483383,0.004062298,0.001992893,0.00005319518,0.0006040853,0.0001683351,0.07195704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4496939,"threshold_uncertainty_score":0.8941528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02828525751750038,"score_gpt":0.2414869187885331,"score_spread":0.2132016612710327,"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."}}