{"id":"W2789776423","doi":"10.7716/aem.v7i1.613","title":"Probabilistic Assessment of Lightning Related Risk of Transmission Lines Based on Frequency Dependent Modeling of Tower-Footing Grounding System","year":2018,"lang":"en","type":"article","venue":"Advanced Electromagnetics","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Ground; Transmission tower; Electric power transmission; Earthing system; Tower; Transmission line; Frequency domain; Engineering; Lightning (connector); Moment (physics); Time domain; Emtp; Probabilistic logic; Structural engineering; Electric power system; Electronic engineering; Electrical engineering; Computer science; Mathematics; Mathematical analysis; Physics; Statistics; Power (physics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004585918,0.0003014232,0.0005795669,0.0001906065,0.0001589984,0.00001305508,0.0002724801,0.0000811081,0.00004936989],"category_scores_gemma":[0.00003807975,0.0002750301,0.0001530149,0.0004541097,0.00009550955,0.00009073204,0.00002670951,0.0003152486,7.742443e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022158,"about_ca_system_score_gemma":0.0001802252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001263467,"about_ca_topic_score_gemma":0.000002431068,"domain_scores_codex":[0.9974612,0.0001460208,0.00103881,0.0004165042,0.0004470867,0.0004903898],"domain_scores_gemma":[0.9981257,0.000221075,0.0007517426,0.000442511,0.0003635018,0.00009552485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001539239,0.0005820274,0.008062612,0.0005209937,0.0001778647,0.000001541106,0.0007429557,0.1343119,0.8040613,0.03320386,0.000002568865,0.01817842],"study_design_scores_gemma":[0.001640622,0.006558096,0.0007947997,0.001062929,0.0002918682,0.000001773247,0.0002682024,0.8470917,0.132018,0.00989447,0.000005075714,0.000372398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8833396,0.0001761969,0.1046653,0.00001801815,0.0001194686,0.0003527221,0.00001645572,0.00005261623,0.01125963],"genre_scores_gemma":[0.9585627,0.00001086901,0.04120265,0.000002900025,0.00008838961,0.00002135601,0.00002109856,0.00004262096,0.00004744088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7127798,"threshold_uncertainty_score":0.9999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005932533221559136,"score_gpt":0.2429446439470025,"score_spread":0.2370121107254434,"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."}}