{"id":"W2589607818","doi":"10.4271/2017-01-1592","title":"Effects of Active Aerodynamic Wings on Handling Performance of High-Speed Vehicles","year":2017,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Aerodynamics; Aerospace engineering; Automotive engineering; Computer science; Aeronautics; Marine engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005150345,0.0006820322,0.00116343,0.0002856886,0.0004601473,0.00009091644,0.001676737,0.0007215964,0.00004385033],"category_scores_gemma":[0.0007216365,0.0006128716,0.0003919001,0.000343013,0.001515075,0.0004817669,0.0005139217,0.001409619,0.00003200389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003288781,"about_ca_system_score_gemma":0.00006614726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001314782,"about_ca_topic_score_gemma":0.0205959,"domain_scores_codex":[0.9963222,0.00007324531,0.0009171088,0.0007801928,0.001023952,0.0008832654],"domain_scores_gemma":[0.9968793,0.000627903,0.0003012657,0.00175171,0.0001716888,0.0002680802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005413688,0.0002466695,0.0002395936,0.0004597992,0.0001065064,0.00002294794,0.00003048702,0.001612288,0.9808182,0.006274843,0.0000736507,0.009573646],"study_design_scores_gemma":[0.001060941,0.001565656,0.9890573,0.0007595891,0.00006591264,0.00001051455,0.0000207358,0.00009460509,0.005986272,0.000629358,0.0001907018,0.0005583977],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878626,0.0001505528,0.000001976392,0.0003270709,0.0002523998,0.0008078346,0.00007480342,0.0007112331,0.009811514],"genre_scores_gemma":[0.9975219,0.001113931,0.0007676546,0.00007035417,0.00007666512,0.00008812844,0.00002830062,0.0001621804,0.0001708838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9888178,"threshold_uncertainty_score":0.9996322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007396327206366128,"score_gpt":0.2363743812007325,"score_spread":0.2289780539943664,"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."}}