{"id":"W7038114361","doi":"","title":"Feature Story: After a lifetime of experience, former judge & politician ponders fresh perspectives offered in class","year":2017,"lang":"en","type":"other","venue":"oURspace (University of Regina)","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Appeal; Class (philosophy); Audit; Feature (linguistics); Legislature; World class","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006316969,0.0001745924,0.0003290836,0.0004051513,0.00009102344,0.00002482503,0.0009939992,0.0001700104,0.00001619353],"category_scores_gemma":[0.000009312409,0.0002182614,0.0001426012,0.0002428564,0.0003168583,0.000209651,0.0002217145,0.0002132815,0.00001380111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009338719,"about_ca_system_score_gemma":0.0002068924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046389,"about_ca_topic_score_gemma":0.001117724,"domain_scores_codex":[0.999064,0.00004709147,0.00001059809,0.0003973843,0.0002728643,0.0002080683],"domain_scores_gemma":[0.9986841,0.00003968576,0.0003423209,0.0007413646,0.0001047453,0.00008774612],"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":[0.00001160481,0.00003762444,0.0001680443,0.00003463935,0.00003997956,0.00001200623,0.003122992,0.000006655664,0.00002690397,0.06921953,0.9267073,0.0006127719],"study_design_scores_gemma":[0.0003373512,0.00003542861,0.003285255,0.0001858034,0.00001534146,0.000001533795,0.003676699,0.0005362981,0.000004569585,0.0001937248,0.991515,0.0002129383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004031524,0.0009673625,0.04821048,0.8313763,0.0001969031,0.0005668689,0.0001445909,0.0001110575,0.114395],"genre_scores_gemma":[0.04629637,0.0001033349,0.01262932,0.00004760999,0.00007681705,0.000002697055,0.00001251223,0.00005671144,0.9407746],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8313286,"threshold_uncertainty_score":0.8900442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009238254344015633,"score_gpt":0.2262923380099793,"score_spread":0.2170540836659637,"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."}}