{"id":"W4307646893","doi":"10.1007/s43452-022-00545-y","title":"Construction and dynamic identification of aeroelastic test models for flexible roofs","year":2022,"lang":"en","type":"article","venue":"Archives of Civil and Mechanical Engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Narodowa Agencja Wymiany Akademickiej","keywords":"Aeroelasticity; Paraboloid; Structural engineering; Modal; Truss; Engineering; Identification (biology); Scaling; Dynamic testing; System identification; Normal mode; Stiffness; Aerodynamics; Mathematics; Vibration; Geometry; Acoustics; Aerospace 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":[0.0002985909,0.0005557606,0.000359023,0.0004844714,0.0002271932,0.000551709,0.0006153123,0.0007814882,0.00158139],"category_scores_gemma":[0.0006631182,0.0002614679,0.0005462086,0.0002042061,0.0005117028,0.0002668244,0.0004120755,0.0003346389,0.0003353115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003381393,"about_ca_system_score_gemma":0.000408047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002190362,"about_ca_topic_score_gemma":0.001128073,"domain_scores_codex":[0.9997842,0.00005645979,0.0000090971,0.00003518503,0.0000867811,0.00002838817],"domain_scores_gemma":[0.9997082,0.0001079508,0.00004698209,0.00005844212,0.00005638464,0.00002207155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005535985,0.00005175645,0.001589283,0.00005660445,0.00001131908,0.0001790317,0.00005458881,0.9625531,0.0271775,0.001024223,0.0001188844,0.007128359],"study_design_scores_gemma":[0.000004281925,0.00006417644,0.0008027076,0.000008250747,0.000003112539,0.00003062217,0.00003254799,0.9912675,0.00721807,0.0001865415,0.000376978,0.000005256015],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036454,0.00008959753,0.3893075,0.00005848142,0.00003181181,0.0001258413,0.000326507,0.0006553117,0.00575959],"genre_scores_gemma":[0.9836934,0.00003537255,0.01501692,0.000004321667,0.000001960373,0.00008338406,0.0001453829,0.0000195808,0.000999582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002190362,"threshold_uncertainty_score":0.005290329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00532708829470454,"score_gpt":0.1859248468014977,"score_spread":0.1805977585067931,"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."}}