{"id":"W4413025465","doi":"10.1177/10775463251362279","title":"Experimental and numerical investigations on the effect of water-filled barriers on the vortex-induced vibrations of large span bridges","year":2025,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Xiamen University; Xiamen University of Technology; National Natural Science Foundation of China","keywords":"Vibration; Span (engineering); Vortex-induced vibration; Structural engineering; Vortex; Mechanics; Materials science; Engineering; Physics; Acoustics","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":[0.0003333815,0.00009368795,0.0002178974,0.0001193237,0.000119599,0.00004676361,0.00006826744,0.00003962973,0.00005437166],"category_scores_gemma":[0.0001325354,0.0000472913,0.00008591677,0.0001152934,0.00004315301,0.00009529458,0.000008390351,0.0001236811,5.641665e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001459566,"about_ca_system_score_gemma":0.00002091229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003947473,"about_ca_topic_score_gemma":0.000002997866,"domain_scores_codex":[0.999232,0.0001444059,0.0003466112,0.00005916513,0.000144131,0.00007369439],"domain_scores_gemma":[0.9993815,0.0003190597,0.00009724736,0.0001005974,0.00004969625,0.0000518756],"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":[0.000156648,0.00004076968,0.001867404,0.00002191164,0.0003669541,7.051963e-7,0.0006510348,0.01465751,0.9404162,0.04119707,0.0003937664,0.0002299841],"study_design_scores_gemma":[0.001092132,0.0003943273,0.003278765,0.00004086321,0.00008751203,0.000001571422,0.0004130915,0.5418024,0.4526695,0.0001080218,0.00005928283,0.00005248312],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497648,0.00008757298,0.04521352,0.004403356,0.00008693946,0.0001721316,0.00001017509,0.000007423417,0.0002540109],"genre_scores_gemma":[0.9994597,0.00001120635,0.00002618442,0.0004475875,0.00002368362,0.000009002018,0.000002448902,0.00000583375,0.0000143578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5271449,"threshold_uncertainty_score":0.1928483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004377195145041301,"score_gpt":0.2226288369356217,"score_spread":0.2182516417905804,"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."}}