{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003578296,0.001115628,0.0006108996,0.00267537,0.002069653,0.00648807,0.001350552,0.001596739,0.6258053],"category_scores_gemma":[0.001600592,0.0003798094,0.0005885995,0.00239042,0.0007341383,0.003559069,0.002579922,0.002265328,0.5052802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732822,"about_ca_system_score_gemma":0.002147957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004105191,"about_ca_topic_score_gemma":0.01043145,"domain_scores_codex":[0.9995307,0.0000461615,0.00001320107,0.00008529818,0.000271615,0.00005300382],"domain_scores_gemma":[0.9994973,0.00006872044,0.00001729444,0.00006114279,0.0002289074,0.0001266489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009170331,0.00002565272,0.00004338007,0.0000901371,0.000001590862,0.00002180434,0.00008292122,0.00005180425,0.0001967902,0.01551998,0.8936968,0.09026003],"study_design_scores_gemma":[0.000001008705,0.0000026056,0.00004780096,0.000059776,7.57657e-7,0.00002151372,0.00003702462,0.00001572556,0.00003530796,0.002095292,0.9976813,0.000001871714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001347354,0.002312439,0.0008503171,0.0009481129,0.002287533,0.00003843922,0.0004201346,0.0003100479,0.9926981],"genre_scores_gemma":[0.0004776562,0.0009961996,0.0002653881,0.0003480861,0.0002559935,0.00001999009,0.000312854,0.0001554948,0.9971684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3741947,"threshold_uncertainty_score":0,"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."}}