{"id":"W2072252384","doi":"10.1115/imece2007-41897","title":"Aerodynamic Flutter and Flight Surface Actuation","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Flutter; Aerodynamics; Actuator; Control theory (sociology); Mechanical impedance; Aerodynamic force; Electrical impedance; Aeroelasticity; Amplitude; Structural engineering; Acoustics; Computer science; Engineering; Physics; Aerospace engineering; Control (management)","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":[0.000172517,0.00005525186,0.00006306592,0.00001837373,0.00001556553,0.00001276211,0.00002522869,0.00003852489,0.0001051123],"category_scores_gemma":[0.00000392928,0.00004574239,0.000009406098,0.00004239905,0.000005950311,0.00005149806,0.000004412213,0.00003084492,0.0001327782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001666807,"about_ca_system_score_gemma":0.000001484321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002483598,"about_ca_topic_score_gemma":0.00009258257,"domain_scores_codex":[0.9996687,0.000003393184,0.0001078898,0.00005329913,0.00006009969,0.0001066374],"domain_scores_gemma":[0.9998323,0.00004249088,0.000006485731,0.0000751038,0.000006474272,0.00003710696],"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":[0.00002645174,0.00007170022,0.06739704,0.00113266,0.0004057026,0.00005360727,0.0168816,0.1037229,0.5827915,0.005408508,0.06074326,0.1613651],"study_design_scores_gemma":[0.0008495608,0.00004097549,0.1662091,0.00008734687,0.00002660401,0.0000804399,0.0007476074,0.7771672,0.01701775,0.0003005219,0.03674719,0.0007257593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8408003,0.00006942199,0.09834983,0.0000414136,0.0001792619,0.00005838617,3.490581e-7,0.0001467973,0.06035423],"genre_scores_gemma":[0.9980304,0.000009213935,0.0006127763,0.00004003697,0.00003700891,5.64136e-7,0.000002239391,0.00000953104,0.00125819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6734443,"threshold_uncertainty_score":0.1865321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003604032526365787,"score_gpt":0.1830607339547484,"score_spread":0.1794567014283826,"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."}}