{"id":"W7106340675","doi":"10.1007/978-3-032-01078-0_25","title":"A Study on Peak Pressure Estimation for High-Rise Buildings Without Extended Wind Tunnel Duration","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Duration (music); Estimation; Gumbel distribution; Wind tunnel; Pressure measurement; Wind speed; Cladding (metalworking); Wind 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":[0.0007735132,0.0004432673,0.0004077457,0.0005644563,0.0002429556,0.0006173904,0.0005731625,0.0004253559,0.00082341],"category_scores_gemma":[0.002714059,0.0002237255,0.0005285743,0.0008381839,0.0001671373,0.00111463,0.0002057791,0.0003224319,0.0001385636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001837709,"about_ca_system_score_gemma":0.0002407767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006799212,"about_ca_topic_score_gemma":0.003197306,"domain_scores_codex":[0.9994383,0.0001837286,0.00003582491,0.0001507074,0.0001386604,0.00005268035],"domain_scores_gemma":[0.9969372,0.002371999,0.00008858936,0.0001590317,0.0004035497,0.000039742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00196873,0.0007381376,0.1275639,0.001246395,0.0003121248,0.001505912,0.0007371071,0.3416887,0.07091563,0.003546069,0.001646507,0.4481308],"study_design_scores_gemma":[0.00001098103,0.0005993131,0.0896568,0.00003295541,0.0001388186,0.0003912726,0.000422432,0.8939446,0.01330133,0.0003679321,0.001093817,0.00003984561],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883981,0.0009966394,0.11203,0.00004002725,0.00004225576,0.00002802607,0.0002432134,0.0001408108,0.002497921],"genre_scores_gemma":[0.9869726,0.0003005792,0.01146041,0.000007158187,0.00003277958,0.000007678897,0.0003117155,0.00002627777,0.0008807186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006799212,"threshold_uncertainty_score":0.01351929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00816952309290501,"score_gpt":0.2212322676623395,"score_spread":0.2130627445694345,"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."}}