{"id":"W4253693262","doi":"10.1090/spec/079/15","title":"Chapter P","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":[0.0003176693,0.001212278,0.0006822486,0.002550965,0.00194719,0.006694357,0.001277867,0.001446352,0.6866761],"category_scores_gemma":[0.001534584,0.0003995748,0.0005305439,0.002728284,0.0006679517,0.003839278,0.002300731,0.002247194,0.6140897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442448,"about_ca_system_score_gemma":0.001730755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003277099,"about_ca_topic_score_gemma":0.008911982,"domain_scores_codex":[0.9996185,0.00003863897,0.00001049314,0.0000674799,0.0002217033,0.00004324248],"domain_scores_gemma":[0.9995676,0.00007048365,0.00001534966,0.00005171079,0.000177701,0.000117209],"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":[0.000008789902,0.00002572354,0.00004211636,0.00008837094,0.000001528762,0.0000190328,0.00006435447,0.00004125754,0.000162001,0.01077743,0.8988664,0.08990309],"study_design_scores_gemma":[0.000001315923,0.00000317577,0.00006289448,0.00007464448,8.888808e-7,0.00002349104,0.00004002723,0.00002004138,0.00003978389,0.002746928,0.9969845,0.000002315122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001258982,0.002156362,0.0007351929,0.0007520589,0.001646979,0.00003549398,0.0005169747,0.0003748851,0.9936562],"genre_scores_gemma":[0.0004346631,0.0009614162,0.0002463319,0.0002913239,0.0002160897,0.00002180452,0.0003647259,0.0002279303,0.9972357],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3133239,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074797593609966,"score_gpt":0.2264146274821772,"score_spread":0.2056666515460775,"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."}}