{"id":"W4416713230","doi":"10.1016/j.jobe.2025.114783","title":"Comparison of international wind loading codes with a proposed Computational Fluid Dynamics framework considering the slenderness of buildings","year":2025,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Wind tunnel; Code (set theory); Situated; CFD in buildings; Wind engineering; Building code; Dynamics (music)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001376651,0.001149919,0.0007565864,0.001688912,0.0007583932,0.001774606,0.001497227,0.0008107635,0.001526858],"category_scores_gemma":[0.003929119,0.0003010638,0.0008749944,0.001477906,0.0008883851,0.001316199,0.001358459,0.001131325,0.0005108514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422737,"about_ca_system_score_gemma":0.002912185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04014936,"about_ca_topic_score_gemma":0.03319583,"domain_scores_codex":[0.9989113,0.000223223,0.00007461618,0.00009837255,0.0005800896,0.0001124045],"domain_scores_gemma":[0.9979153,0.0003338712,0.0001520681,0.000283772,0.001187497,0.0001274729],"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":[0.0001329076,0.000127186,0.01071818,0.00009671554,0.00002668292,0.0001092766,0.0001257817,0.9257594,0.00268094,0.0151065,0.002098612,0.04301772],"study_design_scores_gemma":[0.0000225274,0.00005977401,0.002782945,0.00003948,0.00001152775,0.00002886012,0.0001132541,0.9907777,0.001311467,0.001438487,0.003384887,0.00002901084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4271673,0.0009892907,0.4873116,0.00121595,0.0005339684,0.0003900841,0.001630233,0.002209708,0.07855178],"genre_scores_gemma":[0.8754256,0.0006416803,0.1178401,0.0001178199,0.00008992487,0.0002776829,0.002104675,0.0004733015,0.003029093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04014936,"threshold_uncertainty_score":0.0798313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007683557623341519,"score_gpt":0.2555377460584253,"score_spread":0.2478541884350838,"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."}}