{"id":"W2989961285","doi":"10.1115/omae2019-95649","title":"Staggered Grooves for the Suppression of Vortex-Induced Vibration in Flexible Cylinders","year":2019,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vortex-induced vibration; Drag; Mechanics; Vortex shedding; Cylinder; Reynolds number; Vibration; Groove (engineering); Physics; Amplitude; Bending moment; Structural engineering; Vortex; Lift (data mining); Materials science; Acoustics; Engineering; Optics; Mechanical engineering; Turbulence","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":[0.0001061341,0.00005954779,0.0001008217,0.00007938609,0.00001580816,0.00001773576,0.0000725019,0.00004439407,0.0001698435],"category_scores_gemma":[0.00001113195,0.00004132571,0.00005243356,0.0001525398,0.00000477168,0.0001167229,0.00000863902,0.00003984668,0.000006991565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001511289,"about_ca_system_score_gemma":0.000009657583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004705003,"about_ca_topic_score_gemma":0.0001448778,"domain_scores_codex":[0.9995675,0.000007805857,0.0001817546,0.0000766786,0.00008110225,0.00008517697],"domain_scores_gemma":[0.9997052,0.00008155956,0.00002161071,0.0001542165,0.00002340749,0.00001403748],"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":[0.00003783457,0.00002910981,0.002247647,0.00007998584,0.00006626595,7.563087e-8,0.0003256046,0.4909861,0.4862959,0.01652548,0.00039133,0.003014623],"study_design_scores_gemma":[0.0003125386,0.00001868163,0.004624679,0.000007591851,0.000007285681,4.492696e-8,0.0002133806,0.9420753,0.05233922,0.0002366449,0.0001097911,0.00005488867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7734237,0.00004118168,0.2231442,0.0002082448,0.0002116437,0.0003571564,0.000005834181,0.00006219598,0.002545888],"genre_scores_gemma":[0.9986193,0.00001871225,0.0009052837,0.0000333848,0.00001010997,0.0000124715,0.00001708469,0.0000109043,0.0003727793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4510891,"threshold_uncertainty_score":0.1859668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149136376469219,"score_gpt":0.2292885507482419,"score_spread":0.2177971869835497,"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."}}