{"id":"W2014984078","doi":"10.1080/03461238.2011.602196","title":"Fitting bivariate losses with phase-type distributions","year":2011,"lang":"en","type":"article","venue":"Scandinavian Actuarial Journal","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Western University","funders":"","keywords":"Bivariate analysis; Mathematics; Statistics; Econometrics; Type (biology); Statistical physics; Applied mathematics; Physics; Geology","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":[0.01399754,0.0009830428,0.001274949,0.001868144,0.0003796069,0.001739343,0.001540478,0.001410596,0.003296442],"category_scores_gemma":[0.07345391,0.0006207689,0.001661384,0.002320588,0.0009278769,0.002073949,0.00210077,0.002457883,0.0008920124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007628952,"about_ca_system_score_gemma":0.0009807377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468232,"about_ca_topic_score_gemma":0.0006388747,"domain_scores_codex":[0.9943704,0.003511204,0.000233707,0.0006379802,0.0009932807,0.0002534462],"domain_scores_gemma":[0.9739318,0.01927865,0.001800036,0.002985362,0.001758439,0.0002457217],"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":[0.0005456131,0.0003065806,0.02545496,0.0001821487,0.0002444656,0.0003556499,0.0003036515,0.7824031,0.002339896,0.1034262,0.002649113,0.08178864],"study_design_scores_gemma":[0.00002975364,0.00008217619,0.002978257,0.0000194258,0.00001614813,0.0001538943,0.00006830932,0.9609873,0.0007729344,0.03405191,0.0008099719,0.00002991286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06666254,0.00007419466,0.9313608,0.0001193471,0.00002489781,0.0001255184,0.0002687379,0.0002683069,0.001095767],"genre_scores_gemma":[0.711228,0.0002997725,0.283403,0.0001352948,0.00006452734,0.0005954986,0.001705607,0.0002244348,0.002343957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01399754,"threshold_uncertainty_score":0.07402694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490562211599603,"score_gpt":0.3816928890586383,"score_spread":0.232636667898678,"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."}}