{"id":"W4411092176","doi":"10.1063/5.0270670","title":"Approach flow effects on the wake of a circular cylinder near a bed","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Wake; Mechanics; Cylinder; Flow (mathematics); Flow visualization; Classical mechanics; Geometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001998211,0.0003806443,0.000414617,0.0002921197,0.0005416521,0.0005116253,0.0002508769,0.0004699803,0.0006894095],"category_scores_gemma":[0.0007236,0.0001885021,0.0003024513,0.00008798797,0.000700138,0.0003942256,0.0007016918,0.0003822382,0.0001004353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003569514,"about_ca_system_score_gemma":0.0005361335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003529737,"about_ca_topic_score_gemma":0.002207329,"domain_scores_codex":[0.9998693,0.00001746546,0.000005120445,0.00001647046,0.00003349477,0.00005812667],"domain_scores_gemma":[0.9997596,0.0001004757,0.00004345746,0.00001285386,0.00002827836,0.00005526011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001681697,0.0003264218,0.01584873,0.0002336943,0.00004872166,0.00304736,0.0005556199,0.5042469,0.4579723,0.003233487,0.0001929508,0.01261211],"study_design_scores_gemma":[0.0002024438,0.002946013,0.0327253,0.0000341606,0.00006898025,0.0004462545,0.0007273607,0.8833706,0.0778093,0.0008444382,0.0007500869,0.00007516511],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958348,0.00006994221,0.003156855,0.00002383452,0.00001198168,0.000009906603,0.000009600326,0.00002931378,0.0008537514],"genre_scores_gemma":[0.9988084,0.00003562488,0.0008141158,0.000008343975,0.000003007947,0.000005044993,0.00001444044,0.000004050238,0.0003069094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003529737,"threshold_uncertainty_score":0.007018387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007139770124762131,"score_gpt":0.2052424683552607,"score_spread":0.1981026982304986,"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."}}