{"id":"W2081013931","doi":"10.1115/pvp2009-77052","title":"The Effect of Angle of Attack on the Fluidelastic Instability of Tube Bundle Subjected to Two-Phase Cross-Flow","year":2009,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Instability; Bundle; Mechanics; Tube (container); Angle of attack; Flow (mathematics); Homogeneous; Materials science; Flexibility (engineering); Structural engineering; Physics; Engineering; Mathematics; Composite material; Thermodynamics; Aerodynamics","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":[0.0004528424,0.0001089171,0.0002286934,0.00005771737,0.00004753491,0.00001901828,0.0001758921,0.00003346696,0.0001182404],"category_scores_gemma":[0.0003019272,0.00005858108,0.0001294497,0.0004420721,0.0000582261,0.00003962034,0.00001615614,0.00006893058,0.000006438222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002570616,"about_ca_system_score_gemma":0.00001113487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004378904,"about_ca_topic_score_gemma":0.0001336568,"domain_scores_codex":[0.9991413,0.00006683702,0.0003831483,0.0001028871,0.0001812739,0.0001245418],"domain_scores_gemma":[0.9988368,0.0005618985,0.00003935277,0.0004207702,0.0001016937,0.00003946157],"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":[0.0003180003,0.0002199271,0.002929013,0.00007201403,0.000143608,3.429348e-7,0.0002186475,0.812753,0.1745116,0.003897232,0.0007160783,0.004220599],"study_design_scores_gemma":[0.0005616043,0.0008405994,0.006551475,0.00001323645,0.00002732252,1.932283e-7,0.00001377628,0.8100387,0.1817974,0.00004186577,0.0000469566,0.00006687824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986101,0.00003291564,0.01140985,0.0001119551,0.00004777126,0.0002094836,0.0000231252,0.00003440907,0.002029455],"genre_scores_gemma":[0.9996854,0.000005074286,0.0001851628,0.00002907928,0.000009577297,0.000005006623,0.000005748581,0.000008172742,0.00006677123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01358437,"threshold_uncertainty_score":0.2388867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059101787597737,"score_gpt":0.2897433784446839,"score_spread":0.2791523605687065,"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."}}