{"id":"W2091973633","doi":"10.1115/fedsm-icnmm2010-30528","title":"Vibration Excitation Forces in a Rotated Triangular Tube Bundle Subjected to Two-Phase Cross Flow","year":2010,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mechanics; Turbulence; Drag; Bundle; Vibration; Vortex-induced vibration; Flow (mathematics); Tube (container); Materials science; Two-phase flow; Structural engineering; Physics; Acoustics; Engineering; Vortex; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001766701,0.0001204181,0.0001429644,0.0003077469,0.00004726852,0.0001707698,0.00008342758,0.0000744634,0.0006795686],"category_scores_gemma":[0.00008644474,0.0001206361,0.000051679,0.0007373127,0.00001073445,0.000325765,0.000009970162,0.0001215196,0.00005930292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003291068,"about_ca_system_score_gemma":0.00001528633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000168599,"about_ca_topic_score_gemma":0.006897568,"domain_scores_codex":[0.9992083,0.00001969259,0.0003058956,0.0001653676,0.0001273819,0.0001733019],"domain_scores_gemma":[0.9996089,0.00003296548,0.00001807709,0.0001755391,0.00007767454,0.00008678967],"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":[0.00005007053,0.00008526923,0.0004550215,0.00001226303,0.00002767633,0.000002673747,0.0005851594,0.4702421,0.5240731,0.002057362,0.0002468441,0.002162414],"study_design_scores_gemma":[0.001443262,0.00004396995,0.00256529,0.000003794111,0.000007542444,8.243401e-7,0.0000382839,0.9780891,0.01729492,0.0001984241,0.0001591522,0.0001554384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7698132,0.000005323995,0.2283659,0.00008691934,0.0001704699,0.0001937454,0.000008562365,0.0001673863,0.001188449],"genre_scores_gemma":[0.9860267,0.000002339034,0.01328134,0.00009385424,0.00005204557,0.00004397114,0.0002218448,0.00002235987,0.0002555271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.507847,"threshold_uncertainty_score":0.7440799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006100602372139141,"score_gpt":0.2725846217476815,"score_spread":0.2664840193755423,"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."}}