{"id":"W4244028337","doi":"10.1090/spec/079/10","title":"Chapter J","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":[0.0002058358,0.0007560769,0.0006091583,0.0004237037,0.0001432249,0.00008071263,0.000572943,0.0005939735,0.2025188],"category_scores_gemma":[0.00001315291,0.0007568634,0.0003535776,0.00002959208,0.0004027617,0.00008028193,0.0002884563,0.0007031288,0.4330774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897316,"about_ca_system_score_gemma":0.00004550826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004100679,"about_ca_topic_score_gemma":0.0003008144,"domain_scores_codex":[0.9974074,0.0000106168,0.0004169866,0.0008820276,0.0006389622,0.0006439845],"domain_scores_gemma":[0.9980335,0.00002522022,0.000333669,0.001331392,0.00006542507,0.0002108385],"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":[0.00006815604,0.00001518812,0.00001868611,0.00002565406,0.0001919983,0.000191735,0.0001236412,1.684674e-7,0.0001320896,0.8827643,0.1153311,0.001137325],"study_design_scores_gemma":[0.0002317313,0.0001419806,0.0000532272,0.0001115731,0.00009290091,0.00005561291,0.00000239524,0.000006945479,0.0003248912,0.1769667,0.821302,0.000710009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001039903,0.0003970212,0.00002744621,0.0004924001,0.0008233062,0.0003866047,0.00034104,0.0006740615,0.9967541],"genre_scores_gemma":[0.006229035,0.00005020261,0.0001918884,0.0002260739,0.002990981,0.000007855819,0.00009845553,0.0008213994,0.9893841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7059709,"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."}}