{"id":"W4385345398","doi":"10.1017/jfm.2023.506","title":"Effects of wall vibrations on channel flows","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Reynolds number; Laminar flow; Pressure gradient; Physics; Wavenumber; Adverse pressure gradient; Amplitude; Gravity wave; Materials science; Wave propagation; Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003186405,0.000251864,0.000345447,0.0002942148,0.0003277211,0.0004440835,0.0001318634,0.0002895228,0.001611623],"category_scores_gemma":[0.001230902,0.0001254248,0.0002544903,0.0001650886,0.0005189306,0.000312926,0.0003394749,0.0002670109,0.0001636862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002146782,"about_ca_system_score_gemma":0.0001432537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006502176,"about_ca_topic_score_gemma":0.0004244223,"domain_scores_codex":[0.9997975,0.00004679052,0.000009456429,0.00002715134,0.00005016913,0.00006896145],"domain_scores_gemma":[0.9990041,0.0007088009,0.00008648709,0.00006225156,0.00007489804,0.00006353859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00158127,0.00019963,0.01495766,0.0003004877,0.0000480553,0.001109165,0.0002516947,0.1714201,0.7598564,0.001081305,0.0003669405,0.04882726],"study_design_scores_gemma":[0.00008659789,0.002255187,0.09469012,0.00006214226,0.0001246825,0.0004598401,0.0002897137,0.300476,0.5985484,0.001162836,0.00173869,0.0001056941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947748,0.0002065097,0.003785089,0.00002590524,0.00001677517,0.00000826722,0.00003411668,0.00007517859,0.001073303],"genre_scores_gemma":[0.999505,0.00005662437,0.0002199927,0.000005335704,0.00000331481,0.000002329692,0.00001230652,0.000008153921,0.0001868495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001611623,"threshold_uncertainty_score":0.005391419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006930958671637131,"score_gpt":0.1984966270670373,"score_spread":0.1915656683954002,"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."}}