{"id":"W7084156722","doi":"10.82439/ceas-ifasd-2024-237","title":"Topology Optimization of Aeroelastically Scaled Wing Models based on Additive Manufacturing","year":2025,"lang":"en","type":"article","venue":"","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Aeroelasticity; Flutter; Topology optimization; Topology (electrical circuits); Aerodynamics; Wind tunnel; Sizing; Scaling","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":[0.0003177386,0.0005944757,0.0004959664,0.0004764618,0.0001720604,0.0007383173,0.0004287421,0.0006413544,0.001627199],"category_scores_gemma":[0.0008418253,0.0003634246,0.000617153,0.0002604041,0.0005524447,0.0003683606,0.0005053362,0.0004745715,0.0002542827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003488756,"about_ca_system_score_gemma":0.0003375342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068279,"about_ca_topic_score_gemma":0.001311302,"domain_scores_codex":[0.999874,0.00003587274,0.00000546019,0.00001593421,0.00005426337,0.0000144239],"domain_scores_gemma":[0.9996921,0.0001659603,0.000047722,0.00003983453,0.00003670828,0.00001782517],"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":[0.000007119465,0.000008659973,0.0001078959,0.00002358985,0.000004994097,0.00002734769,0.000009983111,0.9913482,0.003246057,0.002197518,0.00004995252,0.002968674],"study_design_scores_gemma":[0.000002642645,0.00002553005,0.00007968236,0.000003895699,0.000002896054,0.00001447448,0.000006787892,0.9976735,0.0009147201,0.0008422361,0.0004310156,0.000002622915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2454384,0.0003880751,0.7325811,0.0001514232,0.00005184675,0.0001079995,0.0001912272,0.000378295,0.02071156],"genre_scores_gemma":[0.891143,0.0003279726,0.104565,0.00002852463,0.00001103316,0.0001485406,0.0001577766,0.0001446312,0.003473522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001627199,"threshold_uncertainty_score":0.005443573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007625845693985743,"score_gpt":0.226393977200456,"score_spread":0.2187681315064702,"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."}}