{"id":"W4392970363","doi":"10.2139/ssrn.4764568","title":"Investigation of Fluidelastic Instability in Rotated Square Tube Arrays Subjected to Air Flow","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Square (algebra); Instability; Tube (container); Flow (mathematics); Mechanics; Materials science; Physics; Geometry; Mathematics; Composite material","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":[0.0001834122,0.0002384662,0.0003757566,0.0002993734,0.0003116811,0.000376486,0.0002978721,0.0004551375,0.002210847],"category_scores_gemma":[0.000691979,0.0001682766,0.0001787839,0.0001811464,0.0006626949,0.0003364702,0.0003932135,0.0003431806,0.0002787503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344405,"about_ca_system_score_gemma":0.0002011727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004647933,"about_ca_topic_score_gemma":0.0002641517,"domain_scores_codex":[0.9998789,0.00002690531,0.000003335269,0.00002287003,0.00004108984,0.000026905],"domain_scores_gemma":[0.9997025,0.0001314115,0.00005378597,0.00002668262,0.00005297685,0.00003258264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001143632,0.0001341011,0.003052355,0.0001297216,0.00002875631,0.001107307,0.0003395439,0.04223971,0.9387158,0.002837982,0.0003405179,0.009930526],"study_design_scores_gemma":[0.00006102589,0.001161944,0.0197695,0.00002145717,0.00003338156,0.0004282606,0.0004225536,0.7389249,0.2369821,0.001022562,0.001130894,0.00004150312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989349,0.0001652717,0.007020651,0.00008346007,0.00002319686,0.00001684282,0.0000355231,0.00005811956,0.003247796],"genre_scores_gemma":[0.9972656,0.00005643945,0.00128036,0.0000102357,0.00001108484,0.000007319869,0.0000187539,0.00001044997,0.00133987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002210847,"threshold_uncertainty_score":0.007396042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007380583804831503,"score_gpt":0.2142320421097774,"score_spread":0.2068514583049459,"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."}}