{"id":"W4389540967","doi":"10.17118/11143/20949","title":"Accurate aeroelastic flutter predictions using a harmonic method","year":2023,"lang":"en","type":"article","venue":"","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada; National Research Council Canada; Concordia University","funders":"","keywords":"Aeroelasticity; Flutter; Harmonic; Harmonic analysis; Computer science; Aerodynamics; Acoustics; Structural engineering; Electronic engineering; Aerospace engineering; Engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002778463,0.000385104,0.0003408978,0.0003362231,0.0002796441,0.0004961473,0.0004781662,0.0005460269,0.00159962],"category_scores_gemma":[0.0007112449,0.0001283777,0.0003292773,0.0001838785,0.0004258231,0.000392198,0.0004994965,0.000397511,0.0004447906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003730655,"about_ca_system_score_gemma":0.0006107375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004853284,"about_ca_topic_score_gemma":0.002390461,"domain_scores_codex":[0.999911,0.00002102381,0.000003490577,0.00001151988,0.00003977617,0.00001328262],"domain_scores_gemma":[0.9997723,0.00009591022,0.00002113285,0.00003349692,0.00006017268,0.00001706697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000614797,0.00005875324,0.001456466,0.00007725421,0.00002065521,0.0001350637,0.00007374272,0.9284151,0.01359904,0.01413529,0.0008513925,0.04111585],"study_design_scores_gemma":[0.000002559048,0.000008587109,0.0001054213,0.000002183591,0.000001266577,0.000006720811,0.000003277611,0.9983882,0.0006813663,0.0004667179,0.0003310177,0.00000265154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2278194,0.0003950477,0.7491818,0.0001952625,0.0001056631,0.00008407065,0.0001369051,0.0005153631,0.02156642],"genre_scores_gemma":[0.9252038,0.0002350744,0.06782598,0.0000406318,0.00005410331,0.00005539468,0.0001200055,0.0001065112,0.006358444],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004853284,"threshold_uncertainty_score":0.009650052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230906992343773,"score_gpt":0.2773230868882709,"score_spread":0.2550140169648332,"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."}}