{"id":"W4230582316","doi":"10.1090/spec/079/05","title":"Chapter E","year":2018,"lang":"en","type":"book-chapter","venue":"MAA spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002055463,0.0007558223,0.0006089712,0.0004237801,0.0001430382,0.000080429,0.0005727217,0.0005937181,0.2036545],"category_scores_gemma":[0.00001321377,0.0007566289,0.0003534055,0.00002958284,0.0004000792,0.00008024087,0.0002883541,0.0007028483,0.4290388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891395,"about_ca_system_score_gemma":0.00004542456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004063219,"about_ca_topic_score_gemma":0.0003059974,"domain_scores_codex":[0.9974089,0.00001060478,0.0004168013,0.0008814991,0.0006386806,0.0006435498],"domain_scores_gemma":[0.9980343,0.00002532391,0.0003335594,0.001330687,0.00006539133,0.0002107681],"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":[0.00006840425,0.00001523853,0.00001895262,0.0000257399,0.0001926754,0.000189864,0.0001237418,1.686742e-7,0.0001354155,0.8839824,0.1141137,0.001133623],"study_design_scores_gemma":[0.0002318787,0.000142163,0.00005394217,0.0001116973,0.00009305451,0.00005632641,0.000002391585,0.000006942007,0.0003238847,0.1756262,0.8226405,0.0007109682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000107933,0.0003887631,0.00002736242,0.0004834838,0.0008200857,0.0003863925,0.0003406131,0.0006737613,0.9967716],"genre_scores_gemma":[0.00635879,0.00005165052,0.0001925724,0.0002258663,0.00294275,0.00000785915,0.00009844053,0.000821804,0.9893003],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7085268,"threshold_uncertainty_score":0.9994885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086017678855906,"score_gpt":0.2265873553273917,"score_spread":0.2057271785388327,"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."}}