{"id":"W1520729260","doi":"10.1002/9781118445112.stat04310","title":"<scp>L</scp>undberg Approximations, Generalized","year":2014,"lang":"en","type":"other","venue":"Wiley StatsRef: Statistics Reference Online","topic":"Probability and Risk Models","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Applied mathematics; Mathematical economics","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002090554,0.0009395509,0.001665734,0.0008024005,0.0002856516,0.0005346338,0.002434634,0.0008848443,0.004307606],"category_scores_gemma":[0.009698217,0.0007116946,0.0002038098,0.0009228949,0.0006573737,0.0001870868,0.0004993136,0.0009931433,0.00380219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402512,"about_ca_system_score_gemma":0.000674343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004801063,"about_ca_topic_score_gemma":0.003161199,"domain_scores_codex":[0.9910566,0.0009386611,0.002030079,0.001859569,0.003117415,0.0009976354],"domain_scores_gemma":[0.9905542,0.003562635,0.001760411,0.002678511,0.0008680539,0.0005762394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000856601,0.0002825277,0.00007635639,0.00008426174,0.00007765677,0.00001367049,0.0001334499,0.000178598,0.000008507349,0.1043535,0.8714148,0.02336812],"study_design_scores_gemma":[0.0005588142,0.0001024659,0.00007088122,0.0001730381,0.00007401747,0.000006483641,0.0001068019,0.01196188,0.000004201245,0.2522298,0.7344118,0.0002998233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0001307511,0.0024968,0.7549966,0.0001901491,0.001201353,0.0009900333,0.05005951,0.0004977042,0.1894371],"genre_scores_gemma":[0.0001159993,0.003541739,0.3695622,0.0004122071,0.0005634446,0.00006760433,0.005969083,0.0004234968,0.6193442],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4299072,"threshold_uncertainty_score":0.9995334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1287695157812113,"score_gpt":0.3859171929679567,"score_spread":0.2571476771867455,"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."}}