{"id":"W2799868591","doi":"10.1139/tcsme-2011-0014","title":"SIMULATION OF A ROTATING DEVICE THAT REDUCES THE AERODYNAMIC DRAG OF AN AUTOMOBILE","year":2011,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Paddle; Aerodynamics; Computational fluid dynamics; Drag; Turbulence; Computation; Aerodynamic drag; Automotive engineering; Power (physics); Simulation; Computer science; Mechanics; Physics; Aerospace engineering; Mechanical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003359897,0.0001193943,0.0001839946,0.00005235785,0.0001250183,0.000008296913,0.0003947336,0.0001202728,0.00001836502],"category_scores_gemma":[0.00002987507,0.00009571293,0.0003482022,0.0003000528,0.00006429135,0.000105813,0.000007549181,0.0002228359,1.556966e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339151,"about_ca_system_score_gemma":0.0001001133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004834787,"about_ca_topic_score_gemma":0.02379557,"domain_scores_codex":[0.9991662,0.00001262846,0.0002815099,0.0001121257,0.0001745992,0.000252965],"domain_scores_gemma":[0.9992866,0.0001567938,0.00005178283,0.000304056,0.00009673543,0.000104035],"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":[0.000003109297,0.0000120104,0.000002446332,0.0001270871,0.0001029861,5.26878e-8,0.0008065153,0.9674184,0.02883248,0.001041908,0.000001042019,0.001651999],"study_design_scores_gemma":[0.0001296921,0.00004081635,0.000244652,0.00004337685,0.00005017716,8.274393e-7,0.0002613403,0.9856777,0.01329221,0.0001549685,0.00001349108,0.0000907159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6954275,0.00005876043,0.3035856,0.00002981581,0.0001929714,0.0004483039,0.0001681531,0.0000454821,0.00004340801],"genre_scores_gemma":[0.9878745,0.000009220933,0.01200656,0.000005072545,0.00001071749,0.00003679953,0.000005608457,0.00003847873,0.00001305403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2924469,"threshold_uncertainty_score":0.9940176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536785232063328,"score_gpt":0.2392778515579486,"score_spread":0.2139099992373153,"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."}}