{"id":"W2037742982","doi":"10.1016/j.jweia.2012.04.018","title":"Shaping of bridge box girders to avoid vortex shedding response","year":2012,"lang":"en","type":"article","venue":"Journal of Wind Engineering and Industrial Aerodynamics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"COWIfonden","keywords":"Girder; Structural engineering; Vortex shedding; Deck; Bridge (graph theory); Box girder; Vibration; Wind tunnel; Vortex; Engineering; Geology; Mechanics; Physics; Acoustics; Aerospace 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":[0.001057599,0.0001820815,0.0003872155,0.0004564398,0.00003791463,0.00004454611,0.0001332392,0.0001595488,0.00001223466],"category_scores_gemma":[0.0003613368,0.0001811263,0.0001293218,0.0004017935,0.00001556328,0.0003226291,0.0000315441,0.0004001409,0.000001745737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129779,"about_ca_system_score_gemma":0.00003207673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008429035,"about_ca_topic_score_gemma":0.000001781846,"domain_scores_codex":[0.99872,0.00003171309,0.0006395258,0.0000821021,0.0002327604,0.0002939183],"domain_scores_gemma":[0.9992618,0.0001321381,0.0001193548,0.0001266044,0.00008195185,0.0002781459],"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":[0.0001313549,0.00002314316,0.00162613,0.00004106548,0.0001834253,0.000003518593,0.0004863267,0.953858,0.0414621,0.0001783508,0.0003452247,0.00166143],"study_design_scores_gemma":[0.0009845434,0.0001911736,0.02398277,0.0002940641,0.0001356061,0.00007146428,0.0001853849,0.9703211,0.001119279,0.000006845462,0.002320609,0.0003871376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567335,0.0002548659,0.04179727,0.0001266839,0.0009340078,0.00006130349,0.00001149539,0.00003347196,0.00004743675],"genre_scores_gemma":[0.9973075,0.00008555914,0.002024259,0.00002150186,0.0004982736,5.747721e-7,0.000002372329,0.00003737884,0.00002260508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04057401,"threshold_uncertainty_score":0.7386118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372985126841566,"score_gpt":0.228290707886141,"score_spread":0.2045608566177253,"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."}}