{"id":"W2032704666","doi":"10.1115/pvp2014-28783","title":"Implementation in VIBIC of an Improved Time-Domain Simulation Model for Fluidelastic Instability in Tube Arrays","year":2014,"lang":"en","type":"article","venue":"","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada); Polytechnique Montréal","funders":"","keywords":"Instability; Mechanics; Nonlinear system; Time domain; Vibration; Vortex shedding; Excitation; Physics; Turbulence; Computer science; Acoustics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003139124,0.00007074243,0.0001380788,0.0001413286,0.00001049291,0.000007469106,0.00004089924,0.00004096008,0.00006265975],"category_scores_gemma":[0.00002991112,0.00007244085,0.00003223059,0.0001563309,0.000007343902,0.0002150918,0.000005406056,0.00003221515,0.000001658657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007405065,"about_ca_system_score_gemma":0.00001264823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007829521,"about_ca_topic_score_gemma":0.003376952,"domain_scores_codex":[0.9993392,0.00002673693,0.0003570324,0.000114462,0.0000587098,0.0001038139],"domain_scores_gemma":[0.999738,0.00006362835,0.00002568724,0.0001187806,0.00002901052,0.00002492248],"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":[0.00001094727,0.00001969689,0.0007814059,0.00002227735,0.000003895233,1.115579e-8,0.0002881509,0.9779531,0.01797472,0.0002963104,0.000001777366,0.002647691],"study_design_scores_gemma":[0.0007257612,0.00002915534,0.0020503,0.000002589621,0.000005927071,2.417459e-8,0.0001342512,0.9929597,0.0007420814,0.00327429,0.000001514484,0.000074344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4408636,7.175337e-7,0.5588316,0.000007032578,0.000006695524,0.0001352506,0.000004181517,0.00002439399,0.0001265597],"genre_scores_gemma":[0.9818895,3.211128e-7,0.01796195,0.00001756658,0.000006688243,0.00002221734,0.00008042077,0.00001008574,0.000011284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5410258,"threshold_uncertainty_score":0.2954052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008818293731338644,"score_gpt":0.2610897306310664,"score_spread":0.2522714368997278,"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."}}