{"id":"W4237537564","doi":"10.1090/spec/079/04","title":"Chapter D","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":[0.0002055408,0.0007559548,0.0006090215,0.0004237102,0.0001444258,0.00008071553,0.0005727019,0.0005941035,0.2034716],"category_scores_gemma":[0.00001311941,0.0007567551,0.0003535061,0.00002958641,0.0004054679,0.00008022182,0.0002883592,0.0007033459,0.4340194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897874,"about_ca_system_score_gemma":0.00004567668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004116819,"about_ca_topic_score_gemma":0.0003022794,"domain_scores_codex":[0.9974148,0.00001060467,0.0004168324,0.0008818118,0.0006323839,0.0006435566],"domain_scores_gemma":[0.9980341,0.00002519053,0.000333562,0.001330984,0.00006539099,0.0002107925],"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":[0.00006743256,0.00001517054,0.00001881956,0.00002566323,0.0001913294,0.0001941717,0.0001233729,1.696354e-7,0.0001307606,0.886938,0.1111629,0.001132172],"study_design_scores_gemma":[0.000231552,0.0001415829,0.00005379403,0.0001114685,0.0000927595,0.0000572086,0.000002385686,0.000006991276,0.0003232431,0.1791603,0.8191103,0.000708404],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001075169,0.0003947689,0.00002743002,0.0004846873,0.0008246417,0.0003859281,0.000340772,0.0006738809,0.9967604],"genre_scores_gemma":[0.006575193,0.00004964415,0.0001913316,0.0002235448,0.00294445,0.000007862612,0.00009847491,0.0008215929,0.9890879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7079474,"threshold_uncertainty_score":0.9994884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02088523314594929,"score_gpt":0.2259500776037675,"score_spread":0.2050648444578182,"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."}}