{"id":"W4200306230","doi":"10.1109/iclpandsipda54065.2021.9627471","title":"Multi-Region Soil Model for Transmission Line Backflashover Analysis","year":2021,"lang":"en","type":"article","venue":"","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safe Engineering Services & Technologies (Canada)","funders":"","keywords":"Transmission line; Tower; Electric power transmission; Transient (computer programming); Computer science; Characteristic impedance; Transmission (telecommunications); Electrical impedance; Line (geometry); Transient analysis; Key (lock); Electronic engineering; Transient response; Engineering; Telecommunications; Electrical engineering; Civil engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004280418,0.0001079392,0.0001829358,0.00004448156,0.000085036,0.00003124547,0.00006484715,0.00002670586,0.000347874],"category_scores_gemma":[0.000001346388,0.00008879819,0.000234454,0.0002471174,0.000009289648,0.00005324012,0.00001295233,0.00005588921,0.00001012021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009779951,"about_ca_system_score_gemma":0.00005725835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003378333,"about_ca_topic_score_gemma":0.00001061083,"domain_scores_codex":[0.9993044,0.00001288957,0.0001484421,0.0002437054,0.00007300451,0.0002175647],"domain_scores_gemma":[0.9996122,0.00002547806,0.00002966169,0.0001773234,0.00007409191,0.00008128618],"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":[0.0002304668,0.003517006,0.0165164,0.0001242769,0.005723725,0.000008304701,0.0042311,0.4890972,0.1966647,0.05038398,0.02378573,0.2097171],"study_design_scores_gemma":[0.0007159358,0.00002988681,0.0001361219,0.000003898843,0.0003410904,1.704872e-7,0.0000434752,0.9802774,0.01429565,0.00243724,0.001580774,0.0001383305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06283715,0.00005353992,0.9309944,0.0004652042,0.00002076898,0.00006323199,0.000009377499,0.00002787006,0.005528479],"genre_scores_gemma":[0.91301,0.000003497947,0.03492318,0.0001015965,0.0001000476,0.00002038935,0.0001358708,0.00001197965,0.05169345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8960712,"threshold_uncertainty_score":0.3808977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226257463876056,"score_gpt":0.2553658836609254,"score_spread":0.2331033090221648,"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."}}