{"id":"W4251017529","doi":"10.1090/spec/079/18","title":"Chapter T","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":[0.0003338006,0.001090145,0.0006795177,0.002320715,0.002012348,0.006838575,0.001423066,0.001520051,0.6595366],"category_scores_gemma":[0.001778734,0.0003775884,0.0006057009,0.002460703,0.0007210431,0.003909413,0.002359929,0.002343317,0.556375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015618,"about_ca_system_score_gemma":0.001939345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003495415,"about_ca_topic_score_gemma":0.008444337,"domain_scores_codex":[0.9995858,0.00004449896,0.00001154814,0.00007618732,0.0002324182,0.00004959589],"domain_scores_gemma":[0.999508,0.00008444711,0.00001710403,0.00006028789,0.0002061835,0.0001240027],"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":[0.000008955816,0.00002064525,0.00003427201,0.00009522535,0.000001496215,0.00001941818,0.0000793403,0.00004032541,0.0001576979,0.01472771,0.9038528,0.08096213],"study_design_scores_gemma":[0.000001072776,0.00000296998,0.00004273275,0.00006824645,8.077552e-7,0.00002162862,0.0000389427,0.00001670501,0.00003517172,0.002641577,0.9971281,0.000001986972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001365772,0.00257992,0.0009713912,0.001137581,0.002690656,0.00003725551,0.0005684892,0.0004070927,0.991471],"genre_scores_gemma":[0.0004893666,0.001066387,0.0002746473,0.0003536098,0.0003082466,0.00002085871,0.0003878374,0.0002271367,0.9968719],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3404634,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074197447483703,"score_gpt":0.2263220068024403,"score_spread":0.2055800323276033,"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."}}