{"id":"W2111296899","doi":"10.1017/s0022112007004727","title":"Effect of streamwise-periodic wall transpiration on turbulent friction drag","year":2007,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Turbulence; Drag; Mechanics; Physics; Direct numerical simulation; Wavelength; Vortex; Parasitic drag; Classical mechanics; Reynolds number; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001322697,0.0002857214,0.0003529892,0.0001364937,0.000190358,0.0004802309,0.0001911437,0.0002796908,0.0004860751],"category_scores_gemma":[0.0004584977,0.0001196944,0.0002661379,0.00009659303,0.0003483611,0.0002608054,0.0002839917,0.0002769669,0.00006206458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685958,"about_ca_system_score_gemma":0.0001697278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004744618,"about_ca_topic_score_gemma":0.0003037494,"domain_scores_codex":[0.9999368,0.00001069208,0.000005461617,0.00001467154,0.00001462984,0.00001760884],"domain_scores_gemma":[0.9998392,0.000068944,0.00003546121,0.00002004866,0.000009869185,0.00002642587],"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":[0.0009881165,0.0001939104,0.01982479,0.0001518997,0.00008959337,0.001331344,0.0001588237,0.3007242,0.6601365,0.002011072,0.0001171522,0.01427269],"study_design_scores_gemma":[0.0001489509,0.001337642,0.05704547,0.00001824635,0.0001050075,0.000380568,0.0001077079,0.7330624,0.2061362,0.0004935896,0.001094063,0.00007018725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974551,0.0000557974,0.002045179,0.00001074335,0.000006953479,0.000004005481,0.00001343469,0.00002431557,0.0003845469],"genre_scores_gemma":[0.9992531,0.00003793311,0.000551504,0.00000507031,0.000001656402,0.000002007111,0.00001374157,0.000008581688,0.0001263884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004860751,"threshold_uncertainty_score":0.001626074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00484707227396603,"score_gpt":0.2086086442095934,"score_spread":0.2037615719356274,"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."}}