{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005021991,0.000888349,0.000706648,0.0004622549,0.0004834473,0.00106636,0.001164287,0.001047008,0.00129629],"category_scores_gemma":[0.0013181,0.000421541,0.0008324986,0.0005247722,0.0006283446,0.0006173892,0.001211769,0.0009778244,0.0002657677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007928368,"about_ca_system_score_gemma":0.001210866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01617763,"about_ca_topic_score_gemma":0.01294206,"domain_scores_codex":[0.9998091,0.00008066833,0.00001457662,0.00001926369,0.00004884171,0.00002758346],"domain_scores_gemma":[0.9994543,0.0002105583,0.0001045306,0.00006679384,0.0000922141,0.00007156707],"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":[0.0000297271,0.00002807832,0.001048335,0.00001804321,0.00001854846,0.00004835816,0.00003539056,0.9913194,0.001580285,0.003813307,0.0001749643,0.001885618],"study_design_scores_gemma":[0.000005454927,0.00000618636,0.00006022322,0.000001553024,0.000001198035,0.000002119734,0.000004718649,0.9993808,0.0001102329,0.0002673869,0.0001582399,0.000001919877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4001441,0.000893017,0.5860547,0.0004961011,0.0002040693,0.000223984,0.000395983,0.0009241478,0.01066387],"genre_scores_gemma":[0.8972631,0.0002653968,0.09857108,0.0000835292,0.00003174181,0.0002750297,0.0003409664,0.0001726043,0.002996549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01617763,"threshold_uncertainty_score":0.0321669,"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."}}