{"id":"W4409169627","doi":"10.1063/5.0259160","title":"Fluid–structure interaction analysis of the aeroelastic response in the flexible outer windshield of a high-speed train considering installation location","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"National Key Research and Development Program of China; Natural Science Foundation of Hunan Province","keywords":"Aeroelasticity; Physics; Windshield; Fluid–structure interaction; Mechanics; Aerospace engineering; Computational fluid dynamics; Aerodynamics; Finite element method; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001136916,0.0004312768,0.00024816,0.0004382532,0.0004156671,0.0003279474,0.0002395544,0.0004042677,0.000668695],"category_scores_gemma":[0.0002198072,0.0001472723,0.0004487115,0.0002326737,0.0003436528,0.000336386,0.0002723495,0.0002311712,0.00006971948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002307446,"about_ca_system_score_gemma":0.0003686717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01178968,"about_ca_topic_score_gemma":0.007717355,"domain_scores_codex":[0.9999298,0.00000796428,0.000003363536,0.00001227791,0.0000245019,0.00002213245],"domain_scores_gemma":[0.999927,0.00002132564,0.00001563903,0.000004337114,0.00001987681,0.00001178203],"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":[0.0003049073,0.0002172799,0.04897765,0.0001266225,0.00009107561,0.001504007,0.0004552316,0.7724286,0.147303,0.001393982,0.0005211643,0.02667646],"study_design_scores_gemma":[0.000004840382,0.00006265446,0.01941554,0.000002642761,0.0000120321,0.00003423853,0.0001402844,0.9768843,0.003220008,0.00009114509,0.0001189137,0.00001338835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883887,0.00005233756,0.01056332,0.00002816515,0.000008833411,0.000007424899,0.00002451253,0.0000471244,0.0008796197],"genre_scores_gemma":[0.999069,0.00002544242,0.0005390752,0.000003224917,0.000002026407,0.000003725791,0.00002522407,0.000003303116,0.0003289184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01178968,"threshold_uncertainty_score":0.02344209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276728980547551,"score_gpt":0.2650947190743966,"score_spread":0.252327429268921,"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."}}