{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002814847,0.0002481021,0.0003342544,0.0004047986,0.0004862195,0.0007745996,0.0003095784,0.0004132937,0.001279435],"category_scores_gemma":[0.002180799,0.0002226746,0.0001967656,0.000156391,0.0006619327,0.0004247609,0.0005010558,0.0002581878,0.0001750118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002863824,"about_ca_system_score_gemma":0.0002672307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009531848,"about_ca_topic_score_gemma":0.001266789,"domain_scores_codex":[0.9997985,0.00003826145,0.00001585024,0.00002447015,0.00006401522,0.00005895621],"domain_scores_gemma":[0.9980903,0.0009764499,0.0004499669,0.0001259807,0.0001448146,0.0002124735],"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":[0.003434539,0.0003672378,0.03143011,0.0002205796,0.00009446996,0.002343455,0.0005570402,0.4144948,0.5236908,0.002293977,0.0004198547,0.02065326],"study_design_scores_gemma":[0.00008567259,0.002658372,0.04972153,0.00005905264,0.0001052689,0.000347326,0.0004479649,0.6739839,0.2713858,0.0005068853,0.0006112101,0.00008704382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998238,0.00007798863,0.001081093,0.0000174056,0.000005217852,0.000002146814,0.00001112553,0.00003437591,0.0005326215],"genre_scores_gemma":[0.9997721,0.00001458087,0.0001580293,0.000002232498,8.902311e-7,8.350244e-7,0.000004085584,0.000002688886,0.000044541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001279435,"threshold_uncertainty_score":0.00428015,"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."}}