{"id":"W3047161941","doi":"10.1063/5.0022548","title":"Passive and active control of turbulent flows","year":2020,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Physics; Turbulence; Mechanics; Aerospace engineering; Statistical physics; Classical mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001151217,0.0003544381,0.000235282,0.0002728041,0.0002163231,0.001082413,0.0003062883,0.000368861,0.02713244],"category_scores_gemma":[0.0003886387,0.0001620826,0.0001567714,0.0001366614,0.0003834506,0.0007918284,0.0002826093,0.0004652399,0.002737131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500426,"about_ca_system_score_gemma":0.0001479242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002563577,"about_ca_topic_score_gemma":0.0004162032,"domain_scores_codex":[0.9999285,0.000006239237,0.000002606384,0.00001431009,0.00004145585,0.000006913548],"domain_scores_gemma":[0.9998912,0.00003614206,0.000006187365,0.00001152237,0.00004083988,0.00001405256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001144143,0.0002232903,0.0003953775,0.0008340858,0.0000362736,0.0001624088,0.0001291022,0.01908449,0.152687,0.2265482,0.06092804,0.5378276],"study_design_scores_gemma":[0.000135543,0.0008798184,0.003775321,0.0002466243,0.00009810582,0.0005443451,0.0001368435,0.2343208,0.1520657,0.1901515,0.4175626,0.0000828515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06150619,0.02082897,0.4811586,0.002575361,0.01363427,0.0001075426,0.000409512,0.001645904,0.4181337],"genre_scores_gemma":[0.5758868,0.008247457,0.02545423,0.0003793432,0.002753305,0.00004514633,0.0003341775,0.0002773345,0.3866222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02713244,"threshold_uncertainty_score":0.09076709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00746224608193808,"score_gpt":0.1916708321880067,"score_spread":0.1842085861060687,"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."}}