{"id":"W2061424474","doi":"10.1115/1.2826381","title":"Correlation Between Vibration Excitation Forces and the Dynamic Characteristics of Two-Phase Cross Flow in a Rotated-Triangular Tube Bundle","year":2008,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Drag; Quasiperiodic function; Mechanics; Lift-to-drag ratio; Lift (data mining); Wake; Physics; Vortex shedding; Vibration; Classical mechanics; Turbulence; Acoustics; Reynolds number","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003399643,0.00009621088,0.0003007688,0.0003642512,0.00005187457,0.00001718444,0.0001110215,0.0001550921,0.000002594981],"category_scores_gemma":[0.0001402358,0.00007745448,0.00003968912,0.000266693,0.0001499201,0.0002281335,0.00002177183,0.0002968163,3.668115e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002283425,"about_ca_system_score_gemma":0.00002028311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006649215,"about_ca_topic_score_gemma":0.000006807147,"domain_scores_codex":[0.9991211,0.00003624853,0.0005375335,0.00007314658,0.0001159092,0.0001160594],"domain_scores_gemma":[0.9993895,0.0001084918,0.0002486064,0.000108865,0.0001245084,0.000020076],"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":[0.0007488885,0.0003334638,0.09998771,0.0006467191,0.0008947065,0.0001531184,0.006934855,0.7013369,0.1231083,0.01179654,0.00009824491,0.05396058],"study_design_scores_gemma":[0.003617044,0.0001360515,0.03444675,0.00007671562,0.00007685521,0.0001233012,0.00005539494,0.957145,0.0008259642,0.003314437,0.00009196639,0.00009046419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8403702,0.001127286,0.1580595,0.0001138555,0.0001455608,0.000130091,0.00001215656,0.00002828092,0.00001310578],"genre_scores_gemma":[0.9973695,0.000364306,0.002184392,0.000003610826,0.00003779036,0.000004397292,0.000009482683,0.00001500633,0.00001149702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558082,"threshold_uncertainty_score":0.3158502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005888285661203229,"score_gpt":0.2418508935446889,"score_spread":0.2359626078834857,"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."}}