{"id":"W4403933698","doi":"10.1139/cjce-2024-0306","title":"On the disruption of the horseshoe vortex in flow past bed-mounted cylinders","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Vortex; Horseshoe vortex; Horseshoe (symbol); Flow (mathematics); Vortex shedding; Geology; Mechanics; Marine engineering; Geotechnical engineering; Engineering; Vorticity; Physics; Turbulence; Reynolds number; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002341223,0.000100186,0.0001312607,0.0003791911,0.00002758782,0.00006063789,0.0001759755,0.00004791525,0.000105879],"category_scores_gemma":[0.00006659768,0.00006716214,0.0001323417,0.0005380596,0.00001853066,0.00009010592,0.000004255344,0.0003272499,0.000002815686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001877498,"about_ca_system_score_gemma":0.0001122027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001689118,"about_ca_topic_score_gemma":0.06593805,"domain_scores_codex":[0.9993444,0.00001352365,0.0002896859,0.00005549232,0.0001356858,0.0001611878],"domain_scores_gemma":[0.9996296,0.0000694224,0.00002632736,0.0001307026,0.00003439904,0.0001096107],"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":[8.877354e-7,0.000001529784,0.0002031478,0.00003021781,0.00005953339,0.0000175908,0.0003015412,0.9941328,0.0006754834,0.00363469,0.0006425714,0.0003000368],"study_design_scores_gemma":[0.00006373871,0.0000105359,0.002810113,0.0002591814,0.00002181541,0.0000134381,0.00007319354,0.9953995,0.0001157565,0.0001191561,0.001040896,0.00007267165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9117448,0.002522941,0.07745116,0.002281277,0.003148261,0.0001949697,0.0000466962,0.00005359361,0.002556351],"genre_scores_gemma":[0.9997759,0.00002912666,0.00003059462,0.00003138645,0.00008526956,0.000001494184,0.000001333799,0.00002327621,0.00002160288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08803117,"threshold_uncertainty_score":0.9511061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004736237232060582,"score_gpt":0.1861514278898751,"score_spread":0.1814151906578145,"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."}}