{"id":"W4236679327","doi":"10.1090/spec/079/02","title":"Chapter B","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":[0.0002058129,0.0007560361,0.0006090725,0.0004237372,0.0001431648,0.00008068995,0.0005727981,0.0005939666,0.2022586],"category_scores_gemma":[0.000013164,0.0007568664,0.0003535572,0.00002957936,0.0004026349,0.00008025226,0.0002883896,0.0007031468,0.4330136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002896408,"about_ca_system_score_gemma":0.00004549547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004187068,"about_ca_topic_score_gemma":0.0003062784,"domain_scores_codex":[0.9974077,0.00001061587,0.0004170242,0.0008819061,0.0006389744,0.0006438179],"domain_scores_gemma":[0.9980337,0.00002522743,0.0003336439,0.001331121,0.00006546307,0.0002108496],"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":[0.00006841135,0.00001515733,0.0000190329,0.00002554875,0.0001919565,0.0001915041,0.0001233339,1.687839e-7,0.0001303653,0.884631,0.1134994,0.001104058],"study_design_scores_gemma":[0.0002316547,0.0001423324,0.00005403379,0.0001114562,0.00009308104,0.0000563765,0.000002353087,0.000006988226,0.0003250859,0.176097,0.8221686,0.0007109807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001060392,0.0003952541,0.00002793771,0.0004938879,0.0008219331,0.0003865035,0.0003407889,0.0006739702,0.9967537],"genre_scores_gemma":[0.00657993,0.00005020631,0.0001893116,0.0002259451,0.002944718,0.000007864303,0.00009845921,0.0008214759,0.9890821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7086692,"threshold_uncertainty_score":0.9994882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068166092069304,"score_gpt":0.2261578491611408,"score_spread":0.2054761882404477,"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."}}