{"id":"W4238275986","doi":"10.1090/spec/079/20","title":"Chapter V","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":[0.0002059512,0.0007561642,0.0006093298,0.0004238601,0.0001432341,0.00008072901,0.0005730361,0.0005940663,0.2025401],"category_scores_gemma":[0.00001316938,0.0007569552,0.0003536421,0.00002959525,0.0004028165,0.00008029213,0.0002884851,0.0007033643,0.4330879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289798,"about_ca_system_score_gemma":0.00004552773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004102353,"about_ca_topic_score_gemma":0.0003014654,"domain_scores_codex":[0.9974068,0.00001061838,0.0004171589,0.0008821668,0.0006392177,0.000644077],"domain_scores_gemma":[0.9980331,0.00002523949,0.0003337164,0.001331557,0.00006544528,0.0002109175],"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":[0.00006832732,0.00001522378,0.00001879245,0.00002571395,0.0001924453,0.0001922096,0.0001239368,1.688646e-7,0.0001324054,0.8850282,0.1130603,0.001142261],"study_design_scores_gemma":[0.0002317397,0.000141988,0.00005397547,0.0001115763,0.00009291289,0.00005632934,0.000002395352,0.000006944908,0.0003249166,0.1771217,0.8211456,0.0007099832],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050593,0.0003972978,0.00002744655,0.0004890634,0.0008222845,0.0003866251,0.0003410697,0.0006740681,0.9967571],"genre_scores_gemma":[0.006262274,0.00005041306,0.0001919645,0.0002262886,0.00294692,0.000007858425,0.00009850402,0.0008216993,0.9893941],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7080852,"threshold_uncertainty_score":0.9994881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072318345438724,"score_gpt":0.2264102886547266,"score_spread":0.2056871052003393,"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."}}