{"id":"W2896180334","doi":"10.1063/1.5046090","title":"Proper orthogonal decomposition analysis of a circular cylinder undergoing vortex-induced vibrations","year":2018,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Physics; Wake; Vortex shedding; Reynolds number; Cylinder; Point of delivery; Mechanics; Vortex; Oscillation (cell signaling); Vibration; Proper orthogonal decomposition; Flow (mathematics); Classical mechanics; Geometry; Turbulence; Acoustics; Mathematics","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":[0.0001893047,0.0001786939,0.0001464933,0.0003277567,0.0001574634,0.0002740089,0.0001135123,0.0001558121,0.0005412488],"category_scores_gemma":[0.0003706792,0.00008024992,0.000182709,0.0002117171,0.0002836553,0.0002063788,0.0001841638,0.0001862158,0.00007576974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565159,"about_ca_system_score_gemma":0.0003129749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001270126,"about_ca_topic_score_gemma":0.0009394957,"domain_scores_codex":[0.9999423,0.00001038134,0.0000027203,0.000008233701,0.00002328284,0.0000130652],"domain_scores_gemma":[0.9998623,0.00004318947,0.00002734206,0.00001231266,0.00004294746,0.00001199813],"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":[0.0004683461,0.0001742273,0.0139985,0.0001596552,0.00003751565,0.0008373149,0.0004071911,0.5703263,0.2602,0.03518682,0.001552899,0.1166512],"study_design_scores_gemma":[0.000002177761,0.00003584262,0.003434503,0.000001809518,0.000001482679,0.00003047659,0.00002985427,0.9912488,0.004174023,0.0008227241,0.000211924,0.000006308597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7570972,0.00009657725,0.2396044,0.00007463573,0.00002121824,0.0000274205,0.00009923536,0.0001163031,0.002863025],"genre_scores_gemma":[0.9815248,0.00006871084,0.01736691,0.000008532867,0.000005784606,0.00001036328,0.00009580838,0.00001619584,0.0009029234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001270126,"threshold_uncertainty_score":0.002525449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524722258853994,"score_gpt":0.2583399265030034,"score_spread":0.2430927039144634,"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."}}