{"id":"W4243805599","doi":"10.1002/9780470012505.tag005","title":"Generalized Discrete Distributions","year":2004,"lang":"en","type":"other","venue":"Encyclopedia of Actuarial Science","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mathematics; Statistics; Statistical physics; Applied mathematics; Econometrics; Calculus (dental); Computer science; Physics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002409356,0.0002142296,0.0003352408,0.0001604569,0.0001642321,0.00003708231,0.0005716252,0.000149786,0.005235129],"category_scores_gemma":[0.001968909,0.0001857163,0.00009240387,0.0007314869,0.001042253,0.00007711424,0.0001058014,0.0001471605,0.0001560842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369697,"about_ca_system_score_gemma":0.000627166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002111285,"about_ca_topic_score_gemma":0.00003485733,"domain_scores_codex":[0.9982616,0.00002513627,0.0004026909,0.0003863834,0.0006096394,0.000314557],"domain_scores_gemma":[0.9986476,0.0001664595,0.0003748501,0.0004989159,0.0001112334,0.0002009752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002395776,0.00006278507,0.000002248101,0.00002633027,0.000007553321,5.82828e-7,0.00003171072,0.000001003523,0.00005965764,0.8301016,0.1691906,0.0005135009],"study_design_scores_gemma":[0.0006812567,0.00003675449,0.0003360305,0.0001643268,0.0001101383,0.000003238546,0.00001919152,0.00008512072,0.0002950744,0.2994825,0.6983539,0.0004325167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003822539,0.00001988122,0.3414122,0.0002159045,0.0003875782,0.0003876382,0.001689115,0.0001640469,0.6556854],"genre_scores_gemma":[0.03565216,0.0006018188,0.3233768,0.0001065264,0.001781805,0.0003780195,0.0014266,0.0004976771,0.6361786],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5306191,"threshold_uncertainty_score":0.9956742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858994721354213,"score_gpt":0.3498836743149069,"score_spread":0.3212937271013648,"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."}}