{"id":"W4315642155","doi":"10.1016/j.ast.2023.108106","title":"Uncertainty quantification of separation control with synthetic jet actuator over a NACA0025 airfoil","year":2023,"lang":"en","type":"article","venue":"Aerospace Science and Technology","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"China Scholarship Council; CMC Microsystems","keywords":"Airfoil; Polynomial chaos; Synthetic jet; Actuator; Aerodynamics; Uncertainty quantification; Monte Carlo method; Control theory (sociology); Drag; Flow control (data); Lift (data mining); Mathematics; Mechanics; Computer science; Physics; Statistics; Control (management)","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":[0.002311866,0.0001115455,0.0002364783,0.0007114625,0.0002109385,0.00007333553,0.0007356755,0.0001103084,0.00001279521],"category_scores_gemma":[0.004406902,0.00006961561,0.00001906571,0.005000731,0.001594614,0.0002474241,0.0001070968,0.0001042793,0.00005753248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003574743,"about_ca_system_score_gemma":0.000239408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901294,"about_ca_topic_score_gemma":0.00002497788,"domain_scores_codex":[0.9980647,0.0000226453,0.0002639804,0.0005089792,0.0008538538,0.0002858412],"domain_scores_gemma":[0.9980717,0.0003981778,0.0001607784,0.0007440032,0.0005627868,0.00006249431],"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":[0.0001532757,0.0001319209,0.0348181,0.00003960677,0.00004269684,0.00001560628,0.0009325662,0.02360849,0.4778798,0.4257102,0.006526147,0.03014162],"study_design_scores_gemma":[0.003466741,0.001942069,0.07394279,0.0002304264,0.0001200499,0.0001107865,0.005542409,0.6478878,0.1125254,0.142003,0.01103712,0.001191408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556369,0.00006702635,0.03803615,0.005364936,0.0001415384,0.0002864256,0.000009161807,0.0002363805,0.0002215475],"genre_scores_gemma":[0.9985989,0.00001689377,0.001087937,0.00003000874,0.000007005486,0.00002622279,7.18621e-7,0.000005225826,0.0002271408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6242793,"threshold_uncertainty_score":0.5875421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160990664002589,"score_gpt":0.325243766758279,"score_spread":0.2936338601182532,"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."}}