{"id":"W7106318139","doi":"10.1007/978-3-032-01078-0_22","title":"CFD Prediction of Wind Pressures on Conical Tanks Based on a Wind Tunnel Test","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computational fluid dynamics; Conical surface; Hydrostatic equilibrium; Piping; Aerodynamics; Wind tunnel; Wind engineering; Turbulence; Tower","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":[0.0002627366,0.0003370164,0.0003418507,0.0003714143,0.0004541748,0.0005500034,0.0005181963,0.0006062718,0.002378102],"category_scores_gemma":[0.00080854,0.0002313138,0.0003565307,0.0003942649,0.000484226,0.0006106339,0.0003309024,0.0005178588,0.0002949116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003558392,"about_ca_system_score_gemma":0.0006630803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981653,"about_ca_topic_score_gemma":0.002738385,"domain_scores_codex":[0.9998924,0.00001418719,0.000007113348,0.00002029476,0.00004611153,0.00001989334],"domain_scores_gemma":[0.9995973,0.0001990307,0.00002188095,0.00002735309,0.0001154125,0.00003904281],"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":[0.0006301617,0.0002936265,0.01174817,0.00006936789,0.00001590903,0.0003390341,0.00007998904,0.9096178,0.05228774,0.002391166,0.001569061,0.02095795],"study_design_scores_gemma":[0.00001880751,0.000173163,0.003447298,0.000005906372,0.000004370764,0.00002291202,0.00002800552,0.9850746,0.01079083,0.0002293659,0.000191375,0.00001332596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702223,0.00009158185,0.01828462,0.0001398965,0.0000704698,0.00003620397,0.000402345,0.0003618417,0.01039071],"genre_scores_gemma":[0.9972562,0.00003469707,0.001486575,0.000005786674,0.000002944162,0.000007207706,0.0001159123,0.00001180261,0.00107883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004981653,"threshold_uncertainty_score":0.009905338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007207680994503437,"score_gpt":0.2027224682894242,"score_spread":0.1955147872949207,"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."}}