{"id":"W4407073537","doi":"10.1016/j.jweia.2025.106019","title":"Wind-induced loads on canopies attached to building walls","year":2025,"lang":"en","type":"article","venue":"Journal of Wind Engineering and Industrial Aerodynamics","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University","keywords":"Structural engineering; Environmental science; Wind engineering; Marine engineering; Geology; Meteorology; Engineering; Geography","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":[0.0001608589,0.0004537317,0.0005326404,0.0007119336,0.0009953751,0.0006036878,0.0004183805,0.0004886534,0.00698371],"category_scores_gemma":[0.0007897057,0.0002628438,0.000410594,0.0004628354,0.0006696673,0.0003338948,0.0007254011,0.0004602692,0.0009175648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003289043,"about_ca_system_score_gemma":0.0003633775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004472353,"about_ca_topic_score_gemma":0.003870327,"domain_scores_codex":[0.9997265,0.00001797121,0.000007310489,0.00002640803,0.00008382089,0.0001380833],"domain_scores_gemma":[0.9996545,0.0001064344,0.00002642555,0.00002626894,0.000100969,0.00008537916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006025007,0.0007357993,0.0367106,0.000356495,0.0001301116,0.005445889,0.001124574,0.09394031,0.8175089,0.001932743,0.001314032,0.0347756],"study_design_scores_gemma":[0.0001653145,0.001480434,0.56213,0.00006056757,0.0001615337,0.0005125498,0.003936801,0.1472843,0.2810915,0.001073645,0.001999331,0.0001041152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970611,0.00003143651,0.0004502574,0.000008588544,0.00001406786,0.00001480354,0.0000534573,0.00001448823,0.002351887],"genre_scores_gemma":[0.998765,0.00002983176,0.0000565954,0.000002284615,0.000002875272,0.000004775981,0.00004935369,0.000006198536,0.001083091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00698371,"threshold_uncertainty_score":0.02336282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442212589412978,"score_gpt":0.2316378384887104,"score_spread":0.2172157125945806,"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."}}