{"id":"W2142714509","doi":"10.1109/epec.2010.5697230","title":"Lightning risk assessment of power systems","year":2010,"lang":"en","type":"article","venue":"","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Lightning (connector); Electric power system; Computer science; Electric power transmission; Power-system protection; Key (lock); Work (physics); Reliability engineering; Lightning strike; Turbine; Systems engineering; Power (physics); Risk analysis (engineering); Engineering; Electrical engineering; Computer security; Lightning arrester; Aerospace engineering; Mechanical engineering","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":[0.001143069,0.0005762697,0.0004746364,0.001670357,0.0002619292,0.001367076,0.0004287621,0.0006795602,0.002034672],"category_scores_gemma":[0.005229796,0.0001760978,0.0003619615,0.0007559021,0.0003362371,0.001464196,0.0008089306,0.0003454735,0.0002101819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006570428,"about_ca_system_score_gemma":0.0003142132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009439195,"about_ca_topic_score_gemma":0.0005140415,"domain_scores_codex":[0.9988793,0.0004297385,0.00005466144,0.00009102655,0.0004767881,0.00006852466],"domain_scores_gemma":[0.9984902,0.0008365637,0.0002330323,0.0001032998,0.0002803153,0.00005648257],"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":[0.0001654803,0.0000429663,0.01092249,0.0001785107,0.0001310824,0.000751384,0.0002507911,0.8361573,0.003836084,0.03382194,0.001972584,0.1117694],"study_design_scores_gemma":[0.00001734307,0.0002329648,0.0055401,0.00005120594,0.00006117256,0.0004674461,0.0002823421,0.9345671,0.00312505,0.05155061,0.004075619,0.00002916171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3317045,0.002390827,0.6301073,0.0005795701,0.00006036655,0.0001528566,0.0003067998,0.0006659678,0.03403177],"genre_scores_gemma":[0.988887,0.0004282599,0.00919794,0.00001351361,0.00002809638,0.00001625219,0.00008157815,0.00001531936,0.001332136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002034672,"threshold_uncertainty_score":0.006806612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00246806649549607,"score_gpt":0.2277397149540843,"score_spread":0.2252716484585882,"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."}}