{"id":"W2000838194","doi":"10.1016/j.jsv.2008.06.035","title":"An expert system for predicting nonlinear aeroelastic behavior of an airfoil","year":2008,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; MacEwan University","funders":"McGill University","keywords":"Aeroelasticity; Airfoil; Nonlinear system; Control theory (sociology); Kalman filter; Wind tunnel; Transient (computer programming); Engineering; Computer science; Aerodynamics; Structural engineering; Artificial intelligence; Aerospace 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":[0.00008506972,0.00005776321,0.0001247549,0.00003627698,0.0001205269,0.00002141609,0.0000379115,0.0000253413,0.000009776142],"category_scores_gemma":[0.000001827719,0.00004644158,0.00005028123,0.00003128631,0.00002173503,0.0004175797,0.00000333255,0.00006527884,1.241663e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006913201,"about_ca_system_score_gemma":0.00002306333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007150286,"about_ca_topic_score_gemma":5.969056e-7,"domain_scores_codex":[0.9994882,0.00002235932,0.0002686669,0.000064262,0.00009136614,0.00006518898],"domain_scores_gemma":[0.999512,0.00001935817,0.0002440183,0.00004912358,0.0001046367,0.00007093431],"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":[0.002332885,0.004621651,0.2132368,0.0004309936,0.0004604879,0.00002996325,0.01624354,0.04874431,0.5034876,0.0106168,0.0007580614,0.1990369],"study_design_scores_gemma":[0.00528231,0.004842357,0.01429235,0.0003264726,0.0002832024,0.0005236274,0.01070132,0.8847781,0.07719164,0.0008176332,0.0004441837,0.0005167472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9016525,0.00002992387,0.09798384,0.00001309824,0.0002087126,0.00006980593,0.000006683459,0.000004931456,0.00003058076],"genre_scores_gemma":[0.995521,0.000005042029,0.003143947,0.00000752971,0.001290739,0.000003109517,0.00001136794,0.000006977863,0.0000102599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8360338,"threshold_uncertainty_score":0.1893833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537358736089219,"score_gpt":0.2803898008079433,"score_spread":0.2550162134470512,"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."}}