{"id":"W1995380237","doi":"10.1115/smasis2009-1245","title":"Real-Time Optimization of a Research Morphing Laminar Wing in a Wind Tunnel","year":2009,"lang":"en","type":"article","venue":"","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada); National Research Council Canada; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; Thales Group","keywords":"Wind tunnel; Laminar flow; Drag; Morphing; Lift-to-drag ratio; Angle of attack; Aerodynamics; Wing; Control theory (sociology); Actuator; Computational fluid dynamics; Computer science; Aerospace engineering; Structural engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000320826,0.0003885879,0.0001956943,0.0001444911,0.0001482435,0.0003407467,0.0002859835,0.0002679325,0.00055132],"category_scores_gemma":[0.0003111369,0.0001393752,0.0001826393,0.00005836613,0.0002382299,0.000162028,0.0002530408,0.0002112487,0.00008166279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357766,"about_ca_system_score_gemma":0.0002966891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009910979,"about_ca_topic_score_gemma":0.0009187786,"domain_scores_codex":[0.9999341,0.00001699814,0.000003400856,0.00001226246,0.00002378515,0.000009414706],"domain_scores_gemma":[0.9998816,0.00004261171,0.00002752954,0.00001269721,0.00002272737,0.0000127761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001939423,0.0001075588,0.001324879,0.0001264294,0.00001846553,0.000113758,0.00007977759,0.8432594,0.121797,0.001110292,0.0001390636,0.03172947],"study_design_scores_gemma":[0.00001421869,0.0002292177,0.0004773712,0.00000336907,0.000005181338,0.00001886766,0.00001161897,0.989809,0.008984298,0.0001013678,0.0003403594,0.000005022375],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4331979,0.00009427274,0.5627298,0.00005425309,0.0000205411,0.00009122008,0.00002906702,0.0004333524,0.003349597],"genre_scores_gemma":[0.9592813,0.0000289998,0.03980741,0.000007743675,0.000002148568,0.00004627813,0.00001949318,0.00001439614,0.0007922437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009910979,"threshold_uncertainty_score":0.001970649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145314802287144,"score_gpt":0.2713370379156056,"score_spread":0.2498838898927342,"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."}}