{"id":"W4255991208","doi":"10.1090/spec/079/06","title":"Chapter F","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":"Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002058759,0.0007560968,0.0006092691,0.0004238017,0.0001431824,0.00008074962,0.0005733359,0.0005939783,0.2025153],"category_scores_gemma":[0.00001315797,0.0007569062,0.000353619,0.00002958716,0.000402762,0.00008032142,0.0002886312,0.0007032584,0.4330772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897169,"about_ca_system_score_gemma":0.00004553877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004102086,"about_ca_topic_score_gemma":0.0003013624,"domain_scores_codex":[0.9974072,0.00001061608,0.0004171018,0.0008820234,0.0006390991,0.0006439624],"domain_scores_gemma":[0.9980334,0.00002522926,0.0003336886,0.00133137,0.00006543216,0.0002108887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006819886,0.00001519916,0.00001867231,0.00002567442,0.0001921578,0.0001919287,0.0001235855,1.685468e-7,0.0001340796,0.8852366,0.1128537,0.001140125],"study_design_scores_gemma":[0.0002316678,0.0001420965,0.00005366722,0.0001115579,0.0000929046,0.00005632116,0.000002391772,0.000006930563,0.0003259697,0.1770084,0.8212582,0.000709912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000104356,0.0003971809,0.00002708667,0.000495695,0.0008221639,0.0003866081,0.0003410607,0.0006740555,0.9967518],"genre_scores_gemma":[0.006267848,0.00005037992,0.000191867,0.0002262667,0.002946185,0.000007858329,0.0000984998,0.0008216979,0.9893894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7084045,"threshold_uncertainty_score":0.9994882,"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."}}