{"id":"W2056506516","doi":"10.1063/1.3675557","title":"Mechanism of drag generation by surface corrugation","year":2012,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Drag; Physics; Mechanics; Pressure gradient; Amplitude; Parasitic drag; Drag coefficient; Shear stress; Shear (geology); Aerodynamic drag; Classical mechanics; Optics; Materials science; Composite material","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":[0.00008512981,0.00007277406,0.000110707,0.00001122802,0.00001391823,0.000004292687,0.00005919816,0.00003923223,0.00001159367],"category_scores_gemma":[0.000003620614,0.0000792006,0.00003636825,0.00007864799,0.00001278458,0.0001673113,0.00001209619,0.00004295805,0.000008120067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001641896,"about_ca_system_score_gemma":0.000004568458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001735078,"about_ca_topic_score_gemma":4.377588e-7,"domain_scores_codex":[0.999566,0.00000763392,0.0001474204,0.00004917218,0.0001207466,0.0001090353],"domain_scores_gemma":[0.9997591,0.00001139338,0.00002556422,0.0001300275,0.00004429271,0.00002959417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[7.22463e-7,0.00002952461,0.0001099798,0.00002962236,0.00001548112,1.453803e-8,0.0002310615,0.008821763,0.8751738,0.1142824,0.0008038194,0.0005018378],"study_design_scores_gemma":[0.00007421418,0.00001248231,0.00004197022,0.000004946705,0.000008671245,1.192522e-7,0.000006219428,0.4844579,0.5134719,0.001786323,0.00007433247,0.00006090674],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7936954,0.0003197138,0.2042709,0.000006160497,0.0004577028,0.00005798282,0.00003587107,0.00003679922,0.001119405],"genre_scores_gemma":[0.9973822,0.00004803146,0.002330025,0.000005653095,0.00009729659,0.000001776881,0.00007062356,0.00001863265,0.00004582409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4756362,"threshold_uncertainty_score":0.3229707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126310086291789,"score_gpt":0.2029030796948517,"score_spread":0.1916399788319338,"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."}}