{"id":"W4390493457","doi":"10.1109/induscon58041.2023.10374709","title":"Backflashover Analysis of Transmission Lines Considering Variation of Soil Electrical Parameters with Frequency and Water Content","year":2023,"lang":"en","type":"article","venue":"","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Lightning (connector); Transmission line; Harmonic; Acoustics; Waveform; Electrical impedance; FEKO; Environmental science; Water content; Soil science; Geology; Electrical engineering; Geotechnical engineering; Physics; Power (physics); Engineering; Voltage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001810272,0.0003580966,0.000268228,0.0005131155,0.0001091773,0.0003300247,0.0002247215,0.0002995678,0.0005458767],"category_scores_gemma":[0.0006265434,0.0001284,0.0002953657,0.0003392607,0.0002330612,0.0004295902,0.000186164,0.0001462478,0.0001179791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539914,"about_ca_system_score_gemma":0.00009541709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00230672,"about_ca_topic_score_gemma":0.001987457,"domain_scores_codex":[0.9999024,0.00001894834,0.000004660843,0.00001772012,0.00003409271,0.00002221339],"domain_scores_gemma":[0.9997128,0.0001343561,0.00006007501,0.00003510814,0.00004354611,0.00001420582],"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":[0.0009565461,0.0001552123,0.04427609,0.0002768806,0.0001374642,0.002789133,0.0005637885,0.565035,0.3116549,0.0005999918,0.0003932682,0.0731618],"study_design_scores_gemma":[0.00002490704,0.0006328655,0.04486315,0.00001417524,0.00009037641,0.000470347,0.0003328052,0.8939936,0.05870287,0.0003697906,0.0004801263,0.00002508887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893938,0.00005999024,0.009927263,0.00001033675,0.000001968164,0.000005092041,0.00005048906,0.0001125183,0.0004384794],"genre_scores_gemma":[0.9992558,0.00003706238,0.0005379115,0.000001745692,6.284574e-7,0.000001114879,0.0000340654,0.000006135677,0.0001254465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00230672,"threshold_uncertainty_score":0.004586518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642305239275801,"score_gpt":0.2113006240178647,"score_spread":0.1948775716251067,"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."}}