{"id":"W2054783818","doi":"10.1080/10618560600898437","title":"Numerical analysis of the flow around a circular cylinder using RANS and LES","year":2006,"lang":"en","type":"article","venue":"International journal of computational fluid dynamics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Reynolds-averaged Navier–Stokes equations; Mechanics; Flow (mathematics); Cylinder; Physics; Computational fluid dynamics; Geometry; Mathematics","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":[0.0001776117,0.0001197946,0.0002696745,0.0004997346,0.0000539175,0.00007223822,0.0002581991,0.00005722972,0.00002510275],"category_scores_gemma":[0.00002682505,0.00009951684,0.0003367593,0.0005389726,0.0000662517,0.0001514488,0.00002693241,0.0001367224,3.842495e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001843226,"about_ca_system_score_gemma":0.00005736834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006643932,"about_ca_topic_score_gemma":0.00004737358,"domain_scores_codex":[0.9985055,0.00004077221,0.0006419938,0.0000899533,0.0006320603,0.00008976958],"domain_scores_gemma":[0.9989547,0.0001302081,0.0001994276,0.0000801181,0.0005969236,0.00003866417],"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":[0.00001730598,0.00003771677,0.01198426,0.000005971704,0.001580411,0.000005300867,0.00004026461,0.9791383,0.0004144748,0.006105417,0.00001978259,0.0006507954],"study_design_scores_gemma":[0.0003142343,0.000007905102,0.04875604,0.00001672133,0.0004174395,0.00004865014,0.00003024074,0.9478506,0.00002543794,0.002417969,0.00002652238,0.00008827395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4453303,0.0001270074,0.5540339,0.0001596874,0.000214875,0.00002137197,0.00003785716,0.00000641108,0.00006860126],"genre_scores_gemma":[0.9893963,0.00002078757,0.01034462,0.00004502656,0.0001111201,4.210809e-7,0.00005732921,0.00001385653,0.00001049234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5440661,"threshold_uncertainty_score":0.4058179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007001410482304018,"score_gpt":0.2309850666169411,"score_spread":0.2239836561346371,"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."}}