{"id":"W4241310915","doi":"10.1090/spec/079/19","title":"Chapter U","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":[0.0003814193,0.001116006,0.0006966348,0.002824433,0.002643833,0.007307173,0.001438374,0.001646906,0.6284605],"category_scores_gemma":[0.001950532,0.0003915809,0.0005154246,0.002601714,0.0008744551,0.004346701,0.002672359,0.002495554,0.52087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787019,"about_ca_system_score_gemma":0.002106665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003959606,"about_ca_topic_score_gemma":0.008929987,"domain_scores_codex":[0.9995058,0.00006070442,0.00001335684,0.00008830748,0.0002700732,0.00006182454],"domain_scores_gemma":[0.9994972,0.00008614033,0.00001921519,0.00006380495,0.000213841,0.0001197836],"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":[0.000009145515,0.00002322518,0.00003881992,0.00008417544,0.0000013396,0.00001912845,0.0001097324,0.0000343555,0.0001227599,0.02032956,0.8939801,0.08524761],"study_design_scores_gemma":[9.621383e-7,0.000002420285,0.00003737604,0.00007289413,6.965862e-7,0.00001831291,0.00004392372,0.00001405589,0.00003002565,0.002365188,0.9974125,0.000001788319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001145712,0.002403818,0.0005655819,0.0008029414,0.002035662,0.00003142177,0.0003516118,0.0002777701,0.9934167],"genre_scores_gemma":[0.0005806527,0.001105566,0.0002152406,0.000351643,0.0003100248,0.00002686437,0.0002917587,0.0001765902,0.9969416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3715395,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073527014478816,"score_gpt":0.2262255912654893,"score_spread":0.2054903211207012,"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."}}