{"id":"W4385246245","doi":"10.1109/esw49992.2023.10188315","title":"347/600 Volt Arc Flash Mitigation at British Columbia Hydro","year":2023,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Flash (photography); Arc (geometry); Arc flash; Process (computing); Engineering; Computer science; Electrical engineering; Environmental science; Mechanical engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002047488,0.000233125,0.000141382,0.0004308925,0.001859394,0.0005305568,0.0005427157,0.0003103485,0.008797644],"category_scores_gemma":[0.0004534813,0.0001665656,0.00009285018,0.0003372335,0.0003407045,0.0002239972,0.0004254305,0.0005343449,0.001121318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003355647,"about_ca_system_score_gemma":0.004753555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4137304,"about_ca_topic_score_gemma":0.6546729,"domain_scores_codex":[0.9997993,0.00001989086,0.000003255285,0.00002410203,0.0001173292,0.00003617301],"domain_scores_gemma":[0.9997655,0.00002542754,0.000007653081,0.00001219706,0.0001414572,0.00004782387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005623918,0.001050924,0.07013543,0.0005414283,0.00004332306,0.004665663,0.005991385,0.04427574,0.1470497,0.003222439,0.07379702,0.6486647],"study_design_scores_gemma":[0.0002395666,0.002018531,0.3172377,0.0002907086,0.0001196981,0.002038464,0.01636859,0.121884,0.1793893,0.002699018,0.3574211,0.000293344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8612059,0.0002060675,0.01302719,0.001507535,0.0000683455,0.000341804,0.0006516846,0.00306078,0.1199307],"genre_scores_gemma":[0.9491073,0.0001500127,0.009164615,0.0001375084,0.000007450689,0.00004327926,0.0002556787,0.0001360778,0.04099816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4137304,"threshold_uncertainty_score":0.8226444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005469137012014995,"score_gpt":0.1917071101861219,"score_spread":0.1862379731741069,"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."}}