{"id":"W2193970400","doi":"","title":"Inferring Risk Perceptions and Preferences Using Choice from Insurance Menus: Theory and Evidence","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Perception; Actuarial science; Risk perception; Psychology; Economics; Business","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":[0.01263322,0.0009231036,0.001259103,0.002416921,0.0006332754,0.003398623,0.001608982,0.002103698,0.008290783],"category_scores_gemma":[0.09217682,0.001047847,0.00132123,0.003074566,0.002258221,0.004693919,0.001934453,0.002753833,0.001370301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038232,"about_ca_system_score_gemma":0.0003585458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006748968,"about_ca_topic_score_gemma":0.003589828,"domain_scores_codex":[0.9928976,0.004655275,0.0003700944,0.001012572,0.0008484056,0.0002159827],"domain_scores_gemma":[0.8118829,0.1571896,0.01558259,0.01124457,0.002995534,0.001104733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001693835,0.00124037,0.815612,0.0009195852,0.001403819,0.0003252227,0.00350025,0.01906142,0.001312455,0.03585655,0.001822526,0.1172521],"study_design_scores_gemma":[0.000453314,0.001020753,0.5926937,0.0006403534,0.0007370099,0.0006939736,0.003796433,0.1524336,0.003195634,0.2381002,0.005919633,0.0003154262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448163,0.002096217,0.04364346,0.0008846132,0.00001912827,0.0001034319,0.001094784,0.00005626194,0.007285872],"genre_scores_gemma":[0.9898151,0.0009989096,0.007701607,0.000158966,0.00002759796,0.0000609948,0.0006618465,0.00001426867,0.0005606491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01263322,"threshold_uncertainty_score":0.06681162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04672314270074851,"score_gpt":0.2608152846423205,"score_spread":0.214092141941572,"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."}}