{"id":"W1988422052","doi":"10.1115/1.1490127","title":"A Comparison of Second-Moment Closure Models in the Prediction of Vortex Shedding From a Square Cylinder Near a Wall","year":2002,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Wake; Vortex shedding; Strouhal number; Mechanics; Lift (data mining); Drag; Isotropy; Reynolds stress; Cylinder; Reynolds number; Drag coefficient; Magnitude (astronomy); Moment (physics); Nonlinear system; Mathematics; Flow (mathematics); Turbulence; Physics; Geometry; Classical mechanics; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002515242,0.0001333341,0.0003907444,0.0002550834,0.00001753967,0.00002866293,0.0001802951,0.00008315325,0.00009988408],"category_scores_gemma":[0.0000158629,0.0001101878,0.000178647,0.0003236631,0.0000109775,0.000227667,0.00001171963,0.0002936761,7.190043e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007361206,"about_ca_system_score_gemma":0.00000888826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001219318,"about_ca_topic_score_gemma":0.00001254881,"domain_scores_codex":[0.9985701,0.00002164981,0.0008618543,0.00007440478,0.000334403,0.0001375592],"domain_scores_gemma":[0.9995222,0.00006839546,0.0001247757,0.0001577676,0.0000810675,0.00004576104],"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":[0.000006477536,0.00006040746,0.002539931,0.00008285414,0.0001261404,0.000003605352,0.004119453,0.9702246,0.02221799,0.0001884622,0.0001744512,0.0002556329],"study_design_scores_gemma":[0.0004389774,0.00007578182,0.005258347,0.0001435891,0.00006141516,0.000005801433,0.0003080426,0.9922326,0.001237027,0.00003363442,0.0001257094,0.0000790579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8442551,0.001506065,0.1538074,0.00003885526,0.0001436649,0.00006611299,0.00002055316,0.00001633732,0.0001459964],"genre_scores_gemma":[0.9964664,0.0001199276,0.003307833,0.000008614716,0.00006419171,0.000002459381,0.000004132019,0.00002053328,0.000005881835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522114,"threshold_uncertainty_score":0.4493329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968322327573778,"score_gpt":0.2290933667483162,"score_spread":0.2094101434725784,"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."}}