{"id":"W4409502553","doi":"10.5006/c2022-17786","title":"Case Study – Sharing an AC Mitigation System","year":2022,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ATCO (Canada); Petroleum Technology Alliance Canada; Alberta Energy","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001636731,0.0000539241,0.0000522906,0.00007875398,0.0002547137,0.00002826179,0.0000464745,0.00001523989,0.0001658956],"category_scores_gemma":[0.000002589606,0.00005766393,0.0000165862,0.0002867139,0.000001387137,0.00009166095,0.00001866385,0.0001643878,0.00001318959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686674,"about_ca_system_score_gemma":0.00000234695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002528532,"about_ca_topic_score_gemma":0.00007614907,"domain_scores_codex":[0.9995472,0.00004200275,0.0001039812,0.0001124079,0.0001046581,0.00008972942],"domain_scores_gemma":[0.9998184,0.000007678253,0.000008534327,0.0001138293,0.00001041266,0.00004107171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007484951,0.0006588903,0.006161855,0.0003298988,0.0002610144,0.006158063,0.009608122,0.7027159,0.04898305,0.002560253,0.000744406,0.2217437],"study_design_scores_gemma":[0.0003621718,0.0005132103,0.000145585,0.000001590861,0.00001411255,0.004604272,0.01445241,0.9742896,0.004433598,0.00003229177,0.0009671162,0.0001840323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891976,0.0000112998,0.006195113,0.000004696619,0.0003013588,0.0002843633,9.15866e-7,0.001130493,0.002874163],"genre_scores_gemma":[0.9994918,1.70592e-7,0.0000519124,0.00001149499,0.00004616711,0.0001584228,0.0000017066,0.00001379732,0.0002245016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715738,"threshold_uncertainty_score":0.2351467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676326656973908,"score_gpt":0.2424228695213954,"score_spread":0.2256596029516563,"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."}}