{"id":"W1977611179","doi":"10.1080/19942060.2009.11015292","title":"A Turbulent Flow Over a Square Cylinder with Prescribed and Autonomous Motions","year":2009,"lang":"en","type":"article","venue":"Engineering Applications of Computational Fluid Mechanics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Waterloo","funders":"","keywords":"Cylinder; Turbulence; Square (algebra); Mechanics; Position-sensing hydraulic cylinder; Potential flow around a circular cylinder; Vibration; Flow (mathematics); Computational fluid dynamics; Shear flow; Classical mechanics; Physics; Mathematics; Geometry; Engineering; Acoustics; Hydraulic cylinder; Mechanical engineering; Open-channel flow","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":[0.0000630068,0.0001599795,0.0001720368,0.0002062892,0.00005543815,0.00003495221,0.00009980853,0.00005984618,0.00001783983],"category_scores_gemma":[0.000006252473,0.0001678956,0.00005010413,0.0003775379,0.000008656858,0.00009778838,0.00001104193,0.00009973659,0.000003802997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004795766,"about_ca_system_score_gemma":0.00002676832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002221044,"about_ca_topic_score_gemma":0.000001346147,"domain_scores_codex":[0.9992223,0.000005147165,0.0002642903,0.0001746079,0.0001952219,0.0001384605],"domain_scores_gemma":[0.9995322,0.00003637331,0.00003094391,0.0001953609,0.0001198395,0.00008529342],"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":[0.000002469458,0.00003597842,0.000002022093,0.00002746826,0.00005202288,4.254653e-7,0.00007544109,0.935752,0.001204904,0.06112393,0.00007322004,0.001650073],"study_design_scores_gemma":[0.000265965,0.00004417888,0.0008204549,0.00002023059,0.00003983886,0.00001014034,0.000009348541,0.9953141,0.0002607113,0.00255849,0.0004857809,0.0001707382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01645443,0.0002749301,0.9824464,0.0001817671,0.00001937133,0.0002687636,0.00003298634,0.0002608862,0.00006044216],"genre_scores_gemma":[0.9018229,0.00002930746,0.09784399,0.00004023348,0.00002893261,0.00007231971,0.0001227446,0.00002423313,0.00001536049],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8853685,"threshold_uncertainty_score":0.6846582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003549612787574572,"score_gpt":0.1885252424016193,"score_spread":0.1849756296140448,"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."}}