{"id":"W4237432095","doi":"10.1090/spec/079/13","title":"Chapter M","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":[0.0002993833,0.001154373,0.0006237348,0.002414182,0.00211261,0.006009657,0.001349729,0.001536151,0.6435052],"category_scores_gemma":[0.001561631,0.0003937084,0.0005562161,0.002243307,0.0007240505,0.004017366,0.002592489,0.002300449,0.52893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532993,"about_ca_system_score_gemma":0.00168493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003065978,"about_ca_topic_score_gemma":0.008359616,"domain_scores_codex":[0.9996557,0.00003924306,0.000009773365,0.00006655129,0.0001871159,0.00004155845],"domain_scores_gemma":[0.9996125,0.00006568008,0.00001500987,0.00004933041,0.0001599557,0.0000976028],"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":[0.00000862215,0.0000215853,0.00003683314,0.00009148401,0.000001425679,0.00001935766,0.0000891882,0.00003741982,0.0001727963,0.01589224,0.8972415,0.08638756],"study_design_scores_gemma":[0.000001031487,0.000002586501,0.00004529316,0.00007094214,8.203322e-7,0.000021675,0.00004407045,0.0000174832,0.00003554331,0.002656251,0.9971023,0.000001847787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001228919,0.002345576,0.0007965471,0.0008940195,0.001907699,0.00003302798,0.0003428406,0.0003186229,0.9932387],"genre_scores_gemma":[0.0005208199,0.001108283,0.0002815083,0.000372977,0.0002918913,0.00002259478,0.0002813604,0.0001995479,0.9969212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3564948,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074796752620835,"score_gpt":0.2263938331427726,"score_spread":0.2056458656165643,"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."}}