{"id":"W2029500005","doi":"10.1243/1748006xjrr11","title":"Failure Bunching Phenomena in Electric Power Transmission Systems","year":2006,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Electric power transmission; Reliability (semiconductor); Overhead (engineering); Reliability engineering; Tower; Power transmission; Failure mode and effects analysis; Electric power system; Transmission line; Transmission (telecommunications); Computer science; Component (thermodynamics); Transmission system; Power (physics); Electric power; Electrical engineering; Engineering; Telecommunications; Structural engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.001724225,0.0001621651,0.000468254,0.0001408828,0.00004605171,0.00001435485,0.00024106,0.0001575802,0.000002134881],"category_scores_gemma":[0.0003573712,0.0001059427,0.0001692452,0.0003815604,0.000077242,0.0002530498,0.00002395277,0.0004974811,1.924489e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001283584,"about_ca_system_score_gemma":0.00003795588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004666123,"about_ca_topic_score_gemma":0.00000151928,"domain_scores_codex":[0.9982985,0.00002419268,0.0009974733,0.0001364148,0.0003397207,0.000203751],"domain_scores_gemma":[0.9991282,0.00009098381,0.0003414456,0.00009714196,0.0002665022,0.00007570584],"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":[0.0003457102,0.0005039771,0.004605838,0.003099141,0.0000926564,0.000002528719,0.0009719678,0.8783365,0.07856137,0.03018576,0.001163125,0.002131355],"study_design_scores_gemma":[0.01078834,0.001893445,0.02056847,0.01256745,0.0007313194,0.0006229478,0.003048594,0.5660419,0.2519366,0.03372343,0.09597603,0.002101472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752955,0.002084437,0.02103259,0.0001235437,0.0007689091,0.0002683152,0.000007637496,0.00002855311,0.000390466],"genre_scores_gemma":[0.9987978,0.000473151,0.000628574,0.00000179352,0.0000803072,0.000003032294,1.861033e-7,0.000009614404,0.000005589804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3122947,"threshold_uncertainty_score":0.4320218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002822704829870875,"score_gpt":0.1698505881690922,"score_spread":0.1670278833392213,"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."}}