{"id":"W4416978357","doi":"10.1016/j.jcp.2025.114554","title":"Mixed subgrid-scale models in generalized curvilinear coordinates for large-eddy simulations of heterogeneous turbulent flows","year":2025,"lang":"en","type":"article","venue":"Journal of Computational Physics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"Alliance de recherche numérique du Canada; Agence Nationale de la Recherche; Natural Sciences and Engineering Research Council of Canada; Labex EMC3","keywords":"Curvilinear coordinates; Turbulence; Computational fluid dynamics; Flow (mathematics); Mathematical model","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":[0.0001316081,0.0001262753,0.0003130736,0.0001519738,0.00003396056,0.00001928542,0.0001287988,0.00004921489,0.000003838052],"category_scores_gemma":[0.00001104049,0.0001262231,0.0001844055,0.0002250333,0.000009628546,0.0001383783,0.00001802939,0.0001177222,4.704086e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008345836,"about_ca_system_score_gemma":0.00006536517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003333329,"about_ca_topic_score_gemma":0.00001261388,"domain_scores_codex":[0.9989695,0.00002259277,0.0005829526,0.00008315393,0.0001939788,0.0001478066],"domain_scores_gemma":[0.9991878,0.0002068127,0.0001190133,0.00007873797,0.0003695012,0.00003814611],"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":[0.00003989729,0.000151448,0.00008547357,0.00007598459,0.0001015557,0.000001911323,0.00007902282,0.9881647,0.000358688,0.01022073,0.0002973594,0.0004232281],"study_design_scores_gemma":[0.00143034,0.00003521809,0.0001394138,0.0000590103,0.00002961894,0.000003030322,0.000004277812,0.8946224,0.0005145019,0.1028796,0.0001931197,0.00008940036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5321341,0.0002633724,0.4670662,0.00008621508,0.0002348487,0.0001147461,0.00007215617,0.000009874831,0.00001848577],"genre_scores_gemma":[0.9732351,0.00002476577,0.02648901,0.00003875822,0.0001063741,0.000004154854,0.0000663735,0.00001839029,0.00001712906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4411009,"threshold_uncertainty_score":0.5147229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381161432576479,"score_gpt":0.2458413083713689,"score_spread":0.2320296940456041,"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."}}