{"id":"W4229719288","doi":"10.1090/spec/079/16","title":"Chapter R","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":[0.0003766512,0.001301862,0.0007160038,0.002586718,0.002027674,0.006733257,0.001506006,0.001628841,0.6259673],"category_scores_gemma":[0.001765642,0.0004439686,0.0006099333,0.002287383,0.0008279951,0.00421137,0.002462917,0.002274079,0.5620756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633063,"about_ca_system_score_gemma":0.001857461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003723152,"about_ca_topic_score_gemma":0.008722587,"domain_scores_codex":[0.9995415,0.00005705505,0.00001334753,0.00009461788,0.0002406189,0.00005295458],"domain_scores_gemma":[0.9995273,0.00008359952,0.00001916239,0.00006344045,0.0002063181,0.0001001409],"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":[0.000008919735,0.00002192461,0.00003521813,0.00009954087,0.000001677918,0.00002152702,0.00009156021,0.00004165419,0.0001619532,0.01885977,0.8914452,0.08921105],"study_design_scores_gemma":[0.000001022529,0.000002560721,0.00003815531,0.00007157172,8.395926e-7,0.0000226808,0.00003900151,0.0000164103,0.00003438096,0.002731115,0.9970402,0.0000020679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001118115,0.002866974,0.0008090999,0.000852644,0.001539918,0.00003179163,0.0003530667,0.0003953023,0.9930394],"genre_scores_gemma":[0.0004774856,0.001209473,0.0002594687,0.0003346708,0.0002177388,0.00001986394,0.0002602605,0.0002313503,0.9969896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3740327,"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."}}