{"id":"W2039726905","doi":"10.1115/fedsm-icnmm2010-30384","title":"Aerothermoelastic Stability of Functionally Graded Circular Cylindrical Shells","year":2010,"lang":"en","type":"article","venue":"","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Shell (structure); Flutter; Supersonic speed; Aerodynamics; Aeroelasticity; Materials science; Finite element method; Mechanics; Aerodynamic heating; Internal pressure; Material properties; Functionally graded material; Piston (optics); Work (physics); Structural engineering; Composite material; Physics; Engineering; Mechanical engineering; Optics; Heat transfer","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":[0.0001563739,0.0002846658,0.0001623166,0.0002529665,0.0001464662,0.0003394565,0.0002950002,0.0004069849,0.0004242191],"category_scores_gemma":[0.0004628735,0.0001660081,0.0002466572,0.00006553347,0.0004711456,0.0002997389,0.0003014331,0.0001382563,0.0001127167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000204826,"about_ca_system_score_gemma":0.0001937166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268782,"about_ca_topic_score_gemma":0.001032974,"domain_scores_codex":[0.9999522,0.00001035656,0.000002112278,0.000008206259,0.00001878163,0.00000825516],"domain_scores_gemma":[0.9999287,0.00002259182,0.00001769374,0.000008998121,0.00001591526,0.000006074311],"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":[0.00004376849,0.00001324422,0.001185794,0.0000343991,0.00001020721,0.0002082851,0.00005906546,0.9291347,0.05548961,0.007376631,0.00008597188,0.006358296],"study_design_scores_gemma":[0.000002529348,0.00001194189,0.0004526756,0.000002839352,0.000001385073,0.00003380837,0.0000109885,0.9950131,0.003563591,0.0007330697,0.0001705286,0.000003555019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.689662,0.0002445404,0.3023056,0.00007993689,0.00001997239,0.00002587836,0.00005015029,0.0001095032,0.007502355],"genre_scores_gemma":[0.9902908,0.00005230607,0.008037467,0.000009159717,0.000002536653,0.00001420848,0.00001900701,0.00001630276,0.001558334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001268782,"threshold_uncertainty_score":0.002522826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005045548343856316,"score_gpt":0.1784742575284775,"score_spread":0.1734287091846211,"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."}}