{"id":"W4213350401","doi":"10.55430/dsgs4578","title":"Gestion du risque et introduction aux assurances","year":2022,"lang":"fr","type":"book","venue":"EPFL Press eBooks","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Francophone University Association","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Humanities; Political science; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001852047,0.0006535905,0.001132185,0.0004254068,0.0007308124,0.0002722376,0.0007128096,0.0005576976,0.001513541],"category_scores_gemma":[0.0002346781,0.0009214283,0.0004600834,0.00007509765,0.0003032405,0.0004070549,0.0004469616,0.001453733,0.0005057411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045957,"about_ca_system_score_gemma":0.0001691061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495475,"about_ca_topic_score_gemma":0.0002870137,"domain_scores_codex":[0.9960679,0.0002029318,0.001419544,0.001387897,0.0002069504,0.0007147219],"domain_scores_gemma":[0.9972787,0.0001384816,0.001422129,0.0009435885,0.0001182012,0.0000989113],"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":[0.00009032605,0.0001218901,0.0006812906,0.0003261334,0.0002218871,0.00004023393,0.000817039,0.004471683,0.000001971849,0.8600309,0.08605187,0.04714473],"study_design_scores_gemma":[0.0006248269,0.0002329133,0.004676631,0.0001122629,0.00008126338,0.000009417199,0.00003315063,0.001372302,0.00002990732,0.02490536,0.9670051,0.000916804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001373286,0.01264051,0.003624818,0.004380111,0.01505399,0.001298243,0.001097373,0.0001516772,0.96038],"genre_scores_gemma":[0.03627481,0.01329681,0.0004693269,0.0007065013,0.006002336,0.0006698507,0.0005639779,0.0001850788,0.9418313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8809533,"threshold_uncertainty_score":0.9993992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448798113191338,"score_gpt":0.226855014306934,"score_spread":0.1923670331750206,"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."}}