{"id":"W2321754261","doi":"10.2514/6.2002-3264","title":"An Investigation into Improving the Performance of Low Speed Auxiliary Air Inlets Using Vortex Generators","year":2002,"lang":"en","type":"article","venue":"","topic":"Plasma and Flow Control in Aerodynamics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Vortex; Inlet; Vortex generator; Computer science; Aerospace engineering; Marine engineering; Mechanics; Environmental science; Mechanical engineering; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001477544,0.0001269841,0.0001265745,0.00006014977,0.00008246479,0.00002041399,0.0001651977,0.00007382976,0.00002367127],"category_scores_gemma":[0.00001181008,0.00009866666,0.0000324889,0.0001749038,0.00005749123,0.0003451143,0.00001801445,0.0001328744,0.0000101133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005868258,"about_ca_system_score_gemma":0.00001177864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006893169,"about_ca_topic_score_gemma":0.00006584576,"domain_scores_codex":[0.9993269,0.00002274488,0.000234929,0.0001171781,0.0001276382,0.0001705551],"domain_scores_gemma":[0.999582,0.00002413628,0.00003916202,0.0002552712,0.00003893518,0.00006048432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001703474,0.000008491656,0.004774265,0.00006149244,0.00001407202,8.502705e-7,0.0004801977,0.407573,0.5827323,0.00007140695,0.00002508629,0.004257056],"study_design_scores_gemma":[0.0001392875,0.00002328997,0.003286944,0.00001467543,0.00001164924,0.000003728781,0.00004432098,0.94458,0.05175609,0.0000170999,0.00000420892,0.0001187774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974189,0.00008446357,0.001742889,0.00002112046,0.0002763052,0.0001079126,0.000001680152,0.0001366126,0.0002100871],"genre_scores_gemma":[0.9963924,0.0000215256,0.003336187,0.00009162003,0.00009484903,0.000001935245,0.000003693587,0.0000236331,0.00003410721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5370069,"threshold_uncertainty_score":0.4023509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00873174016702502,"score_gpt":0.1825476255368555,"score_spread":0.1738158853698305,"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."}}