{"id":"W4231492063","doi":"10.1115/pvp2003-2068","title":"Fluidelastic Instability in a Tube Array Subjected to Uniform Flow and Jet Flow","year":2003,"lang":"en","type":"article","venue":"","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mechanics; Heat exchanger; Nozzle; Tube (container); Instability; Materials science; Choked flow; Boiler (water heating); Structural engineering; Engineering; Mechanical engineering; Supersonic speed; Physics; Thermodynamics; 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":[0.0002559663,0.0001801472,0.0002084858,0.0001322147,0.00002258644,0.00002384737,0.00007040551,0.00009371334,0.0003171612],"category_scores_gemma":[0.0001135647,0.0001684084,0.00002450294,0.0004127245,0.00001210596,0.000116694,0.00000676994,0.0001594246,0.00005917159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155983,"about_ca_system_score_gemma":0.00003163135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003612275,"about_ca_topic_score_gemma":0.001799718,"domain_scores_codex":[0.9990174,0.00003510502,0.0002552799,0.0002214136,0.0001205246,0.0003502743],"domain_scores_gemma":[0.9994906,0.00006752527,0.000001677739,0.0002291047,0.00002567305,0.0001853718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005141789,0.0001991933,0.005937417,0.0005069381,0.00007451444,0.00005738085,0.005161941,0.08454095,0.8779613,0.01233453,0.0003374855,0.01283691],"study_design_scores_gemma":[0.002265149,0.0002533786,0.01509813,0.0001034565,0.00002503878,0.00004232845,0.0003968929,0.179835,0.794135,0.002838691,0.003929418,0.001077493],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6879345,0.00002376546,0.301875,0.00004129676,0.0001561387,0.0002716474,0.000009820232,0.000259187,0.00942868],"genre_scores_gemma":[0.9638849,0.00000852875,0.03593334,0.00007625424,0.000009994408,0.00003011943,0.000003725849,0.00003050611,0.00002255335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2759505,"threshold_uncertainty_score":0.6867495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009655224879477385,"score_gpt":0.1992131439094161,"score_spread":0.1895579190299387,"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."}}