{"id":"W2088632838","doi":"10.1115/1.4029973","title":"The Effect of Flat Bar Supports on Streamwise Fluidelastic Instability in Heat Exchanger Tube Arrays","year":2015,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Instability; Turbulence; Heat exchanger; Tube (container); Transverse plane; Flow (mathematics); Vibration; Materials science; Physics; Structural engineering; Engineering; Thermodynamics; Acoustics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008307348,0.0001480636,0.0004109321,0.000450743,0.00002689199,0.00001677761,0.0002811736,0.0001971446,0.00002622719],"category_scores_gemma":[0.0004111244,0.00009702705,0.00009979756,0.0004260865,0.00009192909,0.0001083633,0.00003842316,0.0004111398,0.000003680939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005613255,"about_ca_system_score_gemma":0.00003586745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006802526,"about_ca_topic_score_gemma":0.00002923731,"domain_scores_codex":[0.9988191,0.00008533312,0.0005583899,0.0001063646,0.0002375646,0.0001932598],"domain_scores_gemma":[0.999171,0.0001961111,0.000100079,0.0003246791,0.0001358176,0.00007227995],"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":[0.0007971847,0.000201911,0.06471153,0.0004506246,0.001103154,0.0001834672,0.0007019257,0.826422,0.07340617,0.003493124,0.01007374,0.0184551],"study_design_scores_gemma":[0.00478208,0.004097428,0.006415035,0.0003649101,0.0006442512,0.0001852406,0.0005784574,0.7893184,0.1660879,0.004216511,0.02268549,0.0006242877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924567,0.001918826,0.003920163,0.0007638437,0.0004148177,0.0001443106,0.00000843557,0.00005438704,0.0003184729],"genre_scores_gemma":[0.9995855,0.0001749624,0.0001504798,0.000006716512,0.00003814662,0.000005687187,0.000001096936,0.0000168206,0.00002056068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09268173,"threshold_uncertainty_score":0.3956648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006381761027688241,"score_gpt":0.2254739706939681,"score_spread":0.2190922096662798,"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."}}