{"id":"W4392231584","doi":"10.1115/1.4064853","title":"Validation of a RANS Turbulence Model for a S833 Wind Turbine Airfoil With a Trailing Edge Flap Using Oil Visualization and Pressure Taps","year":2024,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Airfoil; Reynolds-averaged Navier–Stokes equations; Trailing edge; Turbine; Turbulence; Marine engineering; Aerospace engineering; Geology; Mechanics; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002229333,0.0001070109,0.0001722112,0.0000728255,0.00004391415,0.00003119963,0.00006033584,0.00003414031,0.000006742021],"category_scores_gemma":[0.0000320804,0.00008233632,0.00004978679,0.0001539095,0.00002945874,0.0003650898,0.00002296892,0.00008251877,1.753041e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002922932,"about_ca_system_score_gemma":0.00001729213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003768406,"about_ca_topic_score_gemma":6.870766e-7,"domain_scores_codex":[0.9993145,0.000006595864,0.0002475533,0.0001115327,0.0001968699,0.0001229682],"domain_scores_gemma":[0.9997871,0.00003855421,0.00005823288,0.00004594529,0.00002618167,0.00004402021],"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":[0.00002307485,0.00001254613,0.000158365,0.0003159095,0.00003970979,0.000002964999,0.001685947,0.7809173,0.2155179,0.00003321418,0.00002872306,0.001264331],"study_design_scores_gemma":[0.0003240629,0.00009407886,0.0001524793,0.0006005161,0.0001180965,0.00004322443,0.00005814077,0.9763981,0.02189132,0.00001481224,0.0002098522,0.00009532851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6735302,0.001196999,0.3250858,0.00003540789,0.00007398415,0.0000425881,0.000005523886,0.0000114758,0.00001800465],"genre_scores_gemma":[0.9873771,0.0001016734,0.01230487,0.000005811092,0.0001018596,0.000001520552,7.802381e-7,0.0000174899,0.00008890709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3138469,"threshold_uncertainty_score":0.3357578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160248106637281,"score_gpt":0.2301726942101865,"score_spread":0.2185702131438137,"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."}}