{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003374819,0.0001838281,0.0003133969,0.0001474948,0.0001054326,0.00005386996,0.0001827417,0.0001311556,0.00001725031],"category_scores_gemma":[0.0002499417,0.0001526856,0.00007373688,0.0003328741,0.00002626645,0.000134764,0.0001265845,0.0004185925,0.000005866123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002157722,"about_ca_system_score_gemma":0.00002620045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000466042,"about_ca_topic_score_gemma":0.000008357885,"domain_scores_codex":[0.9989593,0.00001851095,0.0003562077,0.0001661408,0.0002392008,0.0002606322],"domain_scores_gemma":[0.9995456,0.00009665031,0.0000919773,0.0001111665,0.00001665954,0.000137984],"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":[0.0002197075,0.0001541633,0.03206472,0.00003087006,0.0002947501,0.00005511551,0.0007578246,0.8258203,0.0964615,0.0004980109,0.009414698,0.0342283],"study_design_scores_gemma":[0.01617653,0.006786233,0.5899353,0.005098953,0.0008147685,0.0002077975,0.002176239,0.06567808,0.03714186,0.0005072323,0.2714221,0.00405493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959582,0.0000335884,0.0002207335,0.00146763,0.00108802,0.00008828849,0.000003571744,0.00001723624,0.001122739],"genre_scores_gemma":[0.9985186,0.00001600296,0.0004964259,0.0001650477,0.00039749,6.514798e-7,4.058536e-7,0.00001196381,0.0003934349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7601423,"threshold_uncertainty_score":0.6226336,"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."}}