{"id":"W4402516408","doi":"10.1080/03461238.2024.2401390","title":"Collective risk models with FGM dependence","year":2024,"lang":"en","type":"article","venue":"Scandinavian Actuarial Journal","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Econometrics; Mathematics; Computer science; Risk analysis (engineering); Statistical physics; Business; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003567547,0.001339446,0.001632264,0.00142779,0.0007308185,0.002170776,0.001933083,0.002023824,0.003143979],"category_scores_gemma":[0.01124437,0.0005653222,0.001697684,0.001048567,0.001918551,0.002340588,0.002224088,0.002472348,0.000505174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407225,"about_ca_system_score_gemma":0.000653576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00492909,"about_ca_topic_score_gemma":0.002473763,"domain_scores_codex":[0.998228,0.0006906861,0.00006919608,0.000358648,0.0003623375,0.0002911392],"domain_scores_gemma":[0.9929884,0.003310657,0.002102763,0.0006299649,0.0005257268,0.0004424733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007815944,0.0001207089,0.005021329,0.00009461315,0.0002016861,0.00108376,0.0003451152,0.5646626,0.002000453,0.4161173,0.002687745,0.007586461],"study_design_scores_gemma":[0.000008683566,0.00003049197,0.00105989,0.0000151892,0.00002669755,0.0001314004,0.00004380412,0.9342912,0.0001683818,0.06368594,0.0005155833,0.00002281318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3059761,0.001213682,0.6743549,0.00168908,0.0001463393,0.00008613145,0.000440316,0.0002505631,0.01584296],"genre_scores_gemma":[0.9817538,0.00037571,0.01037125,0.0001227856,0.00009915866,0.00007629093,0.0001593642,0.00005356963,0.006988113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00492909,"threshold_uncertainty_score":0.01886719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08834064501391675,"score_gpt":0.3512460099270778,"score_spread":0.262905364913161,"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."}}