{"id":"W2094110655","doi":"10.1016/j.jweia.2014.08.012","title":"A robust method to estimate the variation of the vortex shedding frequency with the location of a single spanwise tripwire for circular cylinders in subcritical flow","year":2014,"lang":"en","type":"article","venue":"Journal of Wind Engineering and Industrial Aerodynamics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Strouhal number; Reynolds number; Vortex shedding; Cylinder; Mathematics; Mechanics; Boundary layer; Geometry; Vortex; Stagnation point; Physics; Turbulence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001225782,0.0001180034,0.0002659247,0.0001307602,0.00004270152,0.00003755523,0.0001650045,0.0001003873,7.946896e-7],"category_scores_gemma":[0.000489526,0.00006721976,0.00007872829,0.0005650849,0.00002521811,0.0001018611,0.00001355281,0.0002605571,3.440406e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007710883,"about_ca_system_score_gemma":0.00004825156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002361727,"about_ca_topic_score_gemma":0.00004337338,"domain_scores_codex":[0.9990431,0.00005798136,0.000487329,0.00008009216,0.0001965917,0.0001349124],"domain_scores_gemma":[0.9992194,0.0002692988,0.0001366397,0.0001468378,0.0001827468,0.00004512272],"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":[0.00002528313,0.0000157358,0.0001885693,0.00004822693,0.00006063535,2.158829e-7,0.0003072982,0.9849977,0.01216814,0.001092496,0.000005778901,0.001089873],"study_design_scores_gemma":[0.0006147825,0.0001166796,0.0036531,0.0001449553,0.0001271124,0.00000963636,0.0001036096,0.9947767,0.0002789398,0.0000735201,0.00002193618,0.00007900822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3528261,0.00003306044,0.6463166,0.0005360436,0.0001396299,0.0001330897,0.00000347974,0.000005044998,0.000006889134],"genre_scores_gemma":[0.9807884,0.000003753552,0.0190457,0.00001409287,0.0001222393,0.00000329898,0.000001824312,0.00001850671,0.000002221265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6279622,"threshold_uncertainty_score":0.2741142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542651536364683,"score_gpt":0.2292131564088301,"score_spread":0.2137866410451832,"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."}}