{"id":"W4384564634","doi":"10.1016/j.coldregions.2023.103960","title":"Design ice and wind on overhead transmission lines in British Columbia","year":2023,"lang":"en","type":"article","venue":"Cold Regions Science and Technology","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Electric power transmission; Overhead (engineering); Snow; Reliability (semiconductor); Wind engineering; Transmission (telecommunications); Reliability engineering; Environmental science; Engineering; Computer science; Marine engineering; Civil engineering; Meteorology; Telecommunications; Electrical engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001996113,0.0002227574,0.0002439693,0.0003512916,0.001321638,0.001089637,0.0003884257,0.000344395,0.003034463],"category_scores_gemma":[0.0005123158,0.0002145788,0.0001407763,0.0003569647,0.000411672,0.0002622036,0.0002259323,0.0003472811,0.0002975712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00530732,"about_ca_system_score_gemma":0.004146929,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5549278,"about_ca_topic_score_gemma":0.7772101,"domain_scores_codex":[0.9998237,0.0000346855,0.00000568789,0.000022956,0.00005073164,0.00006217146],"domain_scores_gemma":[0.9997411,0.00005261466,0.0000159791,0.00001052018,0.0001468611,0.0000329219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004341941,0.0001491367,0.05463475,0.0001060733,0.00003563545,0.0005960111,0.0006407072,0.8584988,0.03159356,0.002604741,0.002663228,0.04804312],"study_design_scores_gemma":[0.0001039295,0.0003593228,0.09005948,0.00004499512,0.00007361778,0.00009673488,0.004548938,0.8753559,0.01576382,0.001442551,0.01210802,0.00004261812],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698439,0.00006584495,0.005052275,0.00009608208,0.00001150431,0.00007762457,0.000143986,0.00006840761,0.0246402],"genre_scores_gemma":[0.9910143,0.00004506687,0.001666155,0.00001123864,0.000001266182,0.00001618301,0.00007709794,0.00002276923,0.00714599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4450722,"threshold_uncertainty_score":0.8953867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01905229296705142,"score_gpt":0.2259071034077213,"score_spread":0.2068548104406699,"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."}}