{"id":"W4281866781","doi":"10.2514/1.c036846","title":"Aircraft Flutter and Aerodynamic Work","year":2022,"lang":"en","type":"article","venue":"Journal of Aircraft","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Flutter; Aeroelasticity; Airspeed; Aerodynamics; Aerodynamic force; Aerospace engineering; Control theory (sociology); Engineering; Work (physics); Computer science; Structural engineering; Mechanical engineering","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":[0.0002013474,0.00008878286,0.0001705621,0.0001042699,0.000105244,0.00002932661,0.0001184777,0.00002826681,0.0003868763],"category_scores_gemma":[0.0000220487,0.00008572015,0.00006816006,0.0001352095,0.00001949964,0.0001739321,0.00003767174,0.0003818379,0.00001041741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006015745,"about_ca_system_score_gemma":0.00002156764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.953938e-7,"about_ca_topic_score_gemma":0.000002757984,"domain_scores_codex":[0.9992641,0.00003796984,0.000283924,0.00005931632,0.0002146701,0.0001400614],"domain_scores_gemma":[0.9996712,0.00007399204,0.0000672999,0.00007516642,0.00003313292,0.00007925717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002697402,0.0001478317,0.01561362,0.00009023363,0.000441242,0.0002916288,0.001850261,0.8486241,0.01956997,0.0004278859,0.09419968,0.01847383],"study_design_scores_gemma":[0.01195063,0.002621481,0.2589706,0.0002714233,0.0006034832,0.003375113,0.00222372,0.2763823,0.002031181,0.002871416,0.436569,0.002129581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388744,0.001027251,0.05624931,0.0018993,0.001185986,0.0000815297,0.000007203753,0.00006983568,0.0006052],"genre_scores_gemma":[0.9981832,0.00002900287,0.001038324,0.0003212368,0.0002170516,0.00000332792,8.552981e-7,0.00001813361,0.0001889031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5722418,"threshold_uncertainty_score":0.4236025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004921243277216424,"score_gpt":0.1811698877695782,"score_spread":0.1762486444923618,"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."}}