{"id":"W4414779717","doi":"10.1007/978-3-031-96763-4_29","title":"Simplified Design Method for Utility Poles Under the Effect of Downbursts and Tornadoes","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Tornado; Deflection (physics); Current (fluid); Moment (physics); Beam (structure)","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":[0.0004936617,0.001036464,0.0009634611,0.0004844384,0.0005080356,0.0009202834,0.001007953,0.0008615034,0.01275167],"category_scores_gemma":[0.0009551152,0.0004640741,0.0007879888,0.0002976198,0.0003467534,0.0003935649,0.0005942111,0.0005905922,0.002333127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004603603,"about_ca_system_score_gemma":0.0007305208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004179699,"about_ca_topic_score_gemma":0.003858678,"domain_scores_codex":[0.9996541,0.0001087908,0.00001468304,0.00005699258,0.0001369831,0.00002856345],"domain_scores_gemma":[0.9997382,0.0000833657,0.00002527555,0.00002491784,0.0001190631,0.000009188966],"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":[0.0001271591,0.00004446817,0.0002723899,0.0003218534,0.00004552838,0.0001718043,0.000134382,0.8422666,0.0189051,0.01423295,0.002987375,0.1204903],"study_design_scores_gemma":[0.00001910788,0.00007659088,0.0001199245,0.00001895795,0.00003352117,0.00005463689,0.0000260606,0.986792,0.001844155,0.003197134,0.007808713,0.000009243068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002186763,0.00007922185,0.9924847,0.00001950966,0.00003650722,0.00003984114,0.00003082436,0.0003097053,0.00481284],"genre_scores_gemma":[0.4093972,0.0006270196,0.5553098,0.0001259467,0.00009668696,0.0006411333,0.0003131022,0.0005283306,0.03296081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01275167,"threshold_uncertainty_score":0.04265857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007551447529488251,"score_gpt":0.2296368052340839,"score_spread":0.2220853577045956,"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."}}