{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001953197,0.00009122997,0.0001322936,0.00005287638,0.001256006,0.00003832533,0.0001764611,0.00002449374,0.0002877679],"category_scores_gemma":[0.00124167,0.00009326931,0.0001114273,0.0002327372,0.00003394116,0.00006441378,0.00003911442,0.0007248728,0.000007417318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120315,"about_ca_system_score_gemma":0.0005774185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002436524,"about_ca_topic_score_gemma":0.000006199089,"domain_scores_codex":[0.998349,0.0001845872,0.0003211698,0.0001342326,0.0001672923,0.0008437026],"domain_scores_gemma":[0.9977617,0.001706723,0.0001759547,0.0001346408,0.000154614,0.00006641872],"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":[0.00001652665,0.0001174787,0.000005804486,0.000003622772,0.00003771193,1.002721e-7,0.00002007034,0.0036527,0.00006390161,0.9806705,0.0005776348,0.01483399],"study_design_scores_gemma":[0.0004117811,0.00008935844,0.00004403097,0.000001193753,0.00004959984,0.00005576186,0.0003552977,0.1023092,0.00001728106,0.8684537,0.02811892,0.00009383143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000968411,0.000100549,0.9966689,0.001257266,0.00009783694,0.0003143685,0.0002945793,0.00006075737,0.0002372711],"genre_scores_gemma":[0.925969,0.00001410551,0.07266547,0.00007011141,0.00008415244,0.0002196005,0.0002583145,0.00001759249,0.0007016247],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9250006,"threshold_uncertainty_score":0.9660308,"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."}}