{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008996156,0.00006176386,0.00008540705,0.00005158476,0.0001465197,0.0001440492,0.00004916757,0.0001004923,0.001448227],"category_scores_gemma":[0.00003710355,0.0001033413,0.00005101814,0.0006512509,0.00001164143,0.00009007583,0.00001556764,0.0001419827,0.002126196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181755,"about_ca_system_score_gemma":0.000004435728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592447,"about_ca_topic_score_gemma":0.02517052,"domain_scores_codex":[0.9993337,0.00001726431,0.0001450318,0.0001441875,0.0001418699,0.0002178898],"domain_scores_gemma":[0.9997599,0.00003345334,0.00001099464,0.0000951566,0.00002535504,0.00007513083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007028717,0.00001653487,0.002119513,0.0001021566,0.00005385006,0.00002890112,0.00006534948,0.004899354,0.1101573,0.00002369687,0.6040561,0.2784702],"study_design_scores_gemma":[0.0007790688,0.0001466952,0.03631708,0.00004718179,0.0000184592,0.0001238825,0.00002044472,0.4683004,0.07354188,0.003105337,0.4169644,0.0006352584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955099,0.00004624217,0.002794642,0.00009034581,0.0005944932,0.0002349023,0.000006598772,0.00328823,0.03784559],"genre_scores_gemma":[0.9300002,0.00006971219,0.0001045667,0.00007721116,0.0001188672,0.0000538872,0.00002519962,0.00002856955,0.06952173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.463401,"threshold_uncertainty_score":0.9994646,"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."}}