{"id":"W4230582316","doi":"10.1090/spec/079/05","title":"Chapter E","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":[0.0003447186,0.001175988,0.0007059338,0.00289995,0.002072564,0.006666231,0.001403219,0.001671778,0.68872],"category_scores_gemma":[0.001768325,0.0003854552,0.0005556546,0.002828695,0.000729399,0.003878382,0.002445779,0.002226239,0.5894644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576309,"about_ca_system_score_gemma":0.001965492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003465552,"about_ca_topic_score_gemma":0.008944897,"domain_scores_codex":[0.9995661,0.00004517521,0.00001225963,0.00007619889,0.0002496656,0.00005060899],"domain_scores_gemma":[0.9994861,0.00008406888,0.00001782506,0.00006035071,0.0002248258,0.0001268107],"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":[0.000008375155,0.00002523895,0.00003694781,0.00008877251,0.000001415198,0.00001981026,0.00006932585,0.00004130246,0.0001591853,0.01267321,0.9058801,0.08099636],"study_design_scores_gemma":[0.000001117749,0.000002608468,0.00005129413,0.00007124453,7.43044e-7,0.00002164961,0.00003769064,0.00001593519,0.00003389753,0.002197101,0.9975647,0.000002053668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001172814,0.002044204,0.0007010655,0.000792958,0.001999109,0.00003621752,0.0004856933,0.0003445423,0.9934789],"genre_scores_gemma":[0.0004399566,0.0009838226,0.0002529467,0.0003374207,0.0002454355,0.00002172839,0.0003733796,0.0002043664,0.997141],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.31128,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086017678855906,"score_gpt":0.2265873553273917,"score_spread":0.2057271785388327,"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."}}