{"id":"W1562373920","doi":"10.1080/10920277.2016.1161525","title":"Sarmanov Family of Bivariate Distributions for Multivariate Loss Reserving Analysis","year":2016,"lang":"en","type":"article","venue":"North American Actuarial Journal","topic":"Insurance, Mortality, Demography, Risk Management","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Actua; Université Laval","funders":"","keywords":"Bivariate analysis; Joint probability distribution; Econometrics; Marginal distribution; Multivariate statistics; Portfolio; Property (philosophy); Multivariate normal distribution; Line of business; Mathematics; Actuarial science; Statistics; Economics; Finance; Random variable; Business model","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":[0.007283246,0.001375755,0.001270208,0.002891797,0.0008500479,0.001812885,0.001591952,0.001009422,0.004299898],"category_scores_gemma":[0.01784137,0.0006444277,0.001900047,0.002551858,0.001912471,0.002930009,0.001810791,0.003698695,0.00150684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00137123,"about_ca_system_score_gemma":0.001588547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005380848,"about_ca_topic_score_gemma":0.002971266,"domain_scores_codex":[0.9982252,0.001017348,0.00007112444,0.0001694547,0.0003601756,0.0001567013],"domain_scores_gemma":[0.9910612,0.006107762,0.0007710066,0.000747502,0.001003471,0.0003090844],"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":[0.00004369686,0.00004648607,0.002546644,0.00006994736,0.00007412883,0.0002468119,0.0001813079,0.1360419,0.001133724,0.8350061,0.00275659,0.02185259],"study_design_scores_gemma":[0.000009254437,0.00002028283,0.0007743892,0.00002955143,0.00001516306,0.0001129467,0.00005074489,0.7430965,0.0003133436,0.2524995,0.003048685,0.00002963341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006081556,0.0004443431,0.9913058,0.0001952016,0.00002887765,0.00003677266,0.0001666552,0.0001844362,0.001556375],"genre_scores_gemma":[0.5941135,0.006467342,0.3792741,0.0006052835,0.0007061219,0.001268716,0.002064286,0.000816686,0.01468393],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007283246,"threshold_uncertainty_score":0.03851789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665733755316005,"score_gpt":0.3350590078407152,"score_spread":0.3084016702875552,"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."}}