{"id":"W1988445452","doi":"10.1115/1.1689356","title":"Fluid-Elastic Instability in a Tube Array Subjected to Uniform and Jet Flow","year":2004,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Nozzle; Mechanics; Instability; Tube (container); Heat exchanger; Jet (fluid); Materials science; Soot; Flow (mathematics); Structural engineering; Mechanical engineering; Engineering; Composite material; Physics; Chemistry; Combustion","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":[0.0003968815,0.000370535,0.0004529803,0.0003952116,0.0003772552,0.0003613876,0.0002138712,0.0004987633,0.00113538],"category_scores_gemma":[0.0006933045,0.0002609616,0.0003678449,0.0001427282,0.000538866,0.0003160805,0.0003855526,0.0003264034,0.0001367889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669381,"about_ca_system_score_gemma":0.0001840539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008457481,"about_ca_topic_score_gemma":0.0008707001,"domain_scores_codex":[0.999777,0.00004099431,0.00001313176,0.00003761792,0.00007531303,0.00005599827],"domain_scores_gemma":[0.9996692,0.0000891634,0.00006657872,0.00003347545,0.00007143945,0.00007014418],"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":[0.000925479,0.0001905983,0.00532756,0.00005572611,0.00002819062,0.0004275775,0.0001741756,0.02328496,0.9661356,0.0001298933,0.00005719023,0.003262921],"study_design_scores_gemma":[0.0001650575,0.00768496,0.05623418,0.00002732952,0.00007213567,0.0003795002,0.0004025552,0.1559083,0.7780381,0.0002214326,0.0007944324,0.00007196334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998988,0.00002714237,0.0008158852,0.000005465798,0.000004984279,0.000009874334,0.00001957374,0.00001302627,0.0001161526],"genre_scores_gemma":[0.9989614,0.00002408668,0.0006392502,0.000006887785,0.000002399361,0.00001255928,0.00004710773,0.000004850037,0.0003014554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00113538,"threshold_uncertainty_score":0.003798246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004471239478638535,"score_gpt":0.2052998419354503,"score_spread":0.2008286024568118,"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."}}