{"id":"W4244705394","doi":"10.1090/spec/079/17","title":"Chapter S","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":[0.0002055926,0.0007559031,0.0006088908,0.000423424,0.000143161,0.00008066809,0.0005727358,0.000593917,0.2014478],"category_scores_gemma":[0.00001315421,0.0007567234,0.0003534165,0.00002955959,0.0004026733,0.00008025555,0.0002883104,0.0007028214,0.4324868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002861718,"about_ca_system_score_gemma":0.00004543648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004064904,"about_ca_topic_score_gemma":0.0002997564,"domain_scores_codex":[0.9974086,0.00001061195,0.0004169135,0.0008816174,0.0006386261,0.0006436905],"domain_scores_gemma":[0.9980344,0.00002518698,0.000333592,0.00133066,0.0000653914,0.0002108308],"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":[0.00006912584,0.00001517599,0.00001821786,0.00002542845,0.000194008,0.0001916484,0.0001218704,1.680558e-7,0.0001302954,0.885886,0.1121911,0.00115704],"study_design_scores_gemma":[0.0002310004,0.0001418683,0.0000536216,0.0001110691,0.00009472704,0.00005630806,0.000002350085,0.000007060909,0.0003258256,0.1767438,0.8215228,0.0007096008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001049405,0.0004039261,0.00002725265,0.000491375,0.0008218327,0.0003864428,0.0003406726,0.0006739382,0.9967496],"genre_scores_gemma":[0.006410135,0.00005040697,0.0001924733,0.0002258923,0.00294606,0.000007865182,0.00009851543,0.0008220226,0.9892466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7093318,"threshold_uncertainty_score":0.9994884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068539741782637,"score_gpt":0.2262471588627209,"score_spread":0.2055617614448945,"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."}}