{"id":"W4226469355","doi":"10.2139/ssrn.4010059","title":"Simulation Methods for Compound Distributions","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Computer science","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":[0.007417717,0.001014879,0.001335809,0.001615313,0.0006270652,0.001247784,0.001743492,0.001300019,0.008604481],"category_scores_gemma":[0.02835637,0.0006344924,0.001408215,0.001288703,0.001477834,0.002486596,0.001676761,0.00221252,0.001283157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101515,"about_ca_system_score_gemma":0.001597806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002023204,"about_ca_topic_score_gemma":0.001544361,"domain_scores_codex":[0.9958013,0.002959434,0.0001497183,0.0003683061,0.0005966695,0.0001246877],"domain_scores_gemma":[0.9761787,0.02024309,0.0007605289,0.001425275,0.00118259,0.0002099859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007024161,0.00005347391,0.001115268,0.0001212993,0.00009226361,0.00007603467,0.0001141069,0.5672241,0.000623695,0.3969352,0.001338083,0.03223629],"study_design_scores_gemma":[0.0000306287,0.00002628697,0.00009055413,0.00002882731,0.00001198137,0.00003867436,0.00001157201,0.8796283,0.000356998,0.1174337,0.002329304,0.00001310944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00154549,0.00009970593,0.9972926,0.00005272148,0.00002286177,0.00005783727,0.00003213004,0.0001017485,0.0007950066],"genre_scores_gemma":[0.1720996,0.001037937,0.8212673,0.0001850202,0.0001663917,0.001055189,0.0003722683,0.0002504567,0.003565925],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008604481,"threshold_uncertainty_score":0.03922915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07613021921646748,"score_gpt":0.4580215047608294,"score_spread":0.3818912855443619,"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."}}