{"id":"W4403516333","doi":"10.1016/j.jcsr.2024.108925","title":"Fragility of transmission tower-line system subjected to concurrent wind and ice accretion","year":2024,"lang":"en","type":"article","venue":"Journal of Constructional Steel Research","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Centre for Energy Advancement through Technological Innovation","keywords":"Fragility; Tower; Transmission line; Accretion (finance); Structural engineering; Geology; Transmission (telecommunications); Engineering; Meteorology; Physics; Telecommunications; Astrophysics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003551331,0.0004130225,0.000549075,0.001051763,0.001007995,0.0006126396,0.0006497626,0.001105186,0.00441319],"category_scores_gemma":[0.001171417,0.0003145831,0.0005991446,0.0005517038,0.0006920835,0.0005537948,0.0004969029,0.0006027834,0.0004091653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007704613,"about_ca_system_score_gemma":0.0004118769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009236543,"about_ca_topic_score_gemma":0.008538826,"domain_scores_codex":[0.9997531,0.00003739036,0.00001229053,0.00004388531,0.00007413359,0.00007924052],"domain_scores_gemma":[0.9991058,0.0003551442,0.000169663,0.00006336678,0.0002003074,0.0001056247],"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":[0.002779032,0.0003057587,0.08299861,0.0003129541,0.000355583,0.01206133,0.0008947991,0.7951837,0.0842464,0.001734487,0.00250016,0.01662716],"study_design_scores_gemma":[0.00005014787,0.0009570387,0.1121051,0.00005126332,0.0001772925,0.00104543,0.001209924,0.8701079,0.01294141,0.0006729205,0.0005903955,0.00009116477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972096,0.00003757388,0.001201134,0.00004897343,0.000012654,0.000009616422,0.0001667465,0.00008280223,0.001230948],"genre_scores_gemma":[0.9996021,0.000007966068,0.00007673005,0.000003926834,8.96256e-7,0.000002275683,0.00004500526,0.000004249712,0.0002566922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009236543,"threshold_uncertainty_score":0.01836556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03923269381236004,"score_gpt":0.3343718426237099,"score_spread":0.2951391488113499,"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."}}