{"id":"W4385996677","doi":"10.2139/ssrn.4544890","title":"On a Conflictive Class of Negative Binomial Processes and Their Applications","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fuzzy Systems and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Negative binomial distribution; Class (philosophy); Binomial (polynomial); Computer science; Mathematics; Econometrics; Statistics; Artificial intelligence; Poisson distribution","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":[],"consensus_categories":[],"category_scores_codex":[0.000852353,0.0002464834,0.0004412619,0.0002004243,0.0001343428,0.00005502389,0.0002311372,0.0002260349,0.000003824439],"category_scores_gemma":[0.0004232379,0.0001895765,0.0001001206,0.0001901918,0.00007571489,0.00005308643,0.0001228927,0.001830958,0.000003585243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004553621,"about_ca_system_score_gemma":0.002728711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006055674,"about_ca_topic_score_gemma":0.0005430535,"domain_scores_codex":[0.9982728,0.00009473055,0.0004604644,0.0002852216,0.000192785,0.0006940459],"domain_scores_gemma":[0.9979194,0.0006264584,0.000765524,0.0002293547,0.0004056179,0.00005358898],"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":[0.0001802395,0.0002053292,0.00005893703,0.0010514,0.001002047,9.326017e-7,0.004801045,0.0014307,0.00007105181,0.9884875,0.0003848277,0.002325947],"study_design_scores_gemma":[0.0004480206,0.000208331,0.00001507367,0.0003067693,0.00006307576,0.00003387157,0.002843499,0.0006594962,0.0002383838,0.9949039,0.0001058058,0.0001737829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2652785,0.004942058,0.7126203,0.002288164,0.0009129308,0.006235835,0.0007335546,0.0004065155,0.006582115],"genre_scores_gemma":[0.9945254,0.002789682,0.0005455372,0.00001811518,0.000408196,0.0002172771,0.00002209363,0.0000787382,0.001394948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7292469,"threshold_uncertainty_score":0.7954702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0310275063936115,"score_gpt":0.2918735991619497,"score_spread":0.2608460927683381,"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."}}