{"id":"W4251004870","doi":"10.1002/9781118445112.stat03558","title":"Collective Risk Models","year":2014,"lang":"en","type":"other","venue":"Wiley StatsRef: Statistics Reference Online","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Toronto","funders":"","keywords":"Business; Computer science","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":[0.002976418,0.001263894,0.00186873,0.001568667,0.001150937,0.003608325,0.002721469,0.002942101,0.01094599],"category_scores_gemma":[0.008044786,0.0004456696,0.00204515,0.001364849,0.002302393,0.003254438,0.002709954,0.003029987,0.001576084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823279,"about_ca_system_score_gemma":0.001038069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004182542,"about_ca_topic_score_gemma":0.002044124,"domain_scores_codex":[0.9980716,0.0006678744,0.0000755796,0.0003831704,0.0005656269,0.0002362368],"domain_scores_gemma":[0.996393,0.001950495,0.0004593469,0.0004363277,0.0004514887,0.0003093242],"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":[0.0000127248,0.0000250608,0.000529632,0.00004408091,0.00006472477,0.0001169764,0.0001583647,0.1692053,0.0001281111,0.8188974,0.00496503,0.005852618],"study_design_scores_gemma":[0.00001078148,0.00002119434,0.0002653304,0.00003598807,0.00002388436,0.00007571521,0.00005209535,0.4177023,0.00005206282,0.5762132,0.005528983,0.00001837807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05781588,0.005316728,0.7840171,0.007913916,0.0008607176,0.00009940551,0.0009106543,0.0004578459,0.1426077],"genre_scores_gemma":[0.854271,0.003291609,0.03421338,0.0007010202,0.001091376,0.0002904024,0.0007681035,0.0002135623,0.1051595],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01094599,"threshold_uncertainty_score":0.03661805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1646445481400571,"score_gpt":0.3920617238651448,"score_spread":0.2274171757250877,"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."}}