{"id":"W2998698510","doi":"10.1103/physrevfluids.4.124702","title":"Secondary vortex dynamics in the cylinder wake during laminar-to-turbulent transition","year":2019,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wake; Laminar flow; Vorticity; Vortex; Turbulence; Mechanics; Wake turbulence; Physics; Cylinder; Kármán vortex street; Laminar-turbulent transition; Classical mechanics; Dynamics (music); Burgers vortex; Vortex shedding; Horseshoe vortex; Reynolds number; Geometry; Mathematics; Acoustics","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":[0.00009060044,0.0001484084,0.0001876571,0.0004380406,0.000393865,0.0003287193,0.0001687398,0.0001563423,0.0006694573],"category_scores_gemma":[0.0002591474,0.00008175505,0.0001613684,0.0001887017,0.0005122354,0.000215393,0.0003082129,0.0002398304,0.0001435173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188355,"about_ca_system_score_gemma":0.0002253734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001284238,"about_ca_topic_score_gemma":0.001008928,"domain_scores_codex":[0.9999641,0.000003950934,0.000001223679,0.00000511128,0.00001245655,0.00001327852],"domain_scores_gemma":[0.9999175,0.00002068451,0.00001802973,0.00000447292,0.00001758016,0.00002182066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001279929,0.000231683,0.03399251,0.0002174844,0.00003920138,0.003918345,0.002373018,0.1650264,0.6710397,0.05112693,0.002825924,0.0679289],"study_design_scores_gemma":[0.0000372683,0.0003479399,0.05760519,0.00002807003,0.0000131579,0.0006573119,0.0005191148,0.8768269,0.05149395,0.01045251,0.001958078,0.00006051745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803715,0.0003010428,0.015794,0.00007882487,0.00002343016,0.00001433674,0.00005256169,0.0001031994,0.003261094],"genre_scores_gemma":[0.9980817,0.00007160331,0.001029894,0.00000423981,0.000005730447,0.000005091757,0.0000276537,0.00001007177,0.0007641056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001284238,"threshold_uncertainty_score":0.002553523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004489831255609863,"score_gpt":0.2294108231603997,"score_spread":0.2249209919047898,"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."}}