{"id":"W4387231110","doi":"10.3390/app131910893","title":"Advances in Riblets Design","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"","keywords":"Drag; Boundary layer; Turbulence; Marine engineering; Aerospace engineering; Wind tunnel; Mechanical engineering; Noise control; Aviation; Engineering; Noise (video); Computer science; Acoustics; Mechanics; Noise reduction; Physics","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":[0.0003681394,0.00006176224,0.00006772577,0.0001125166,0.00006685239,0.00002899931,0.0001966436,0.00002415192,0.00001276333],"category_scores_gemma":[0.000009756318,0.0000549256,0.000008761171,0.0008672178,0.00008468465,0.0000808628,0.0000231189,0.00005981056,0.0001324013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001323309,"about_ca_system_score_gemma":0.00001004698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.894792e-7,"about_ca_topic_score_gemma":0.00001170044,"domain_scores_codex":[0.9994161,0.000003794676,0.00009023176,0.0001277479,0.0001357489,0.0002263738],"domain_scores_gemma":[0.9998089,0.00008949664,0.000007803368,0.00006687317,0.0000035196,0.00002341238],"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":[4.854161e-7,0.000002272476,0.00008683179,0.000007823153,5.385094e-7,0.000003034448,0.00007294063,0.9700803,0.004729174,0.01076446,0.0004075765,0.01384461],"study_design_scores_gemma":[0.00007895516,0.00001017035,0.0006025233,0.000009517998,0.000001035011,5.413299e-7,0.0001968474,0.9704127,0.0009991447,0.02551068,0.002040512,0.0001373899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3997758,0.0009890589,0.1928859,0.0001478516,0.001502065,0.0004762048,0.000006574627,0.001460957,0.4027556],"genre_scores_gemma":[0.994835,0.0005128943,0.004546605,0.00001833773,0.00002876516,0.00002394345,8.802186e-7,0.000006716189,0.00002690755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5950592,"threshold_uncertainty_score":0.2239801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841349005328068,"score_gpt":0.2429877239132023,"score_spread":0.2245742338599216,"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."}}