{"id":"W4252712895","doi":"10.1115/pvp2007-26597","title":"The Effect of Fins on Fluidelastic Instability in In-Line and Rotated Square Arrays","year":2007,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat exchanger; Fin; Tube (container); Instability; Mechanics; Turbulence; Flow (mathematics); Heat transfer; Materials science; Square (algebra); Heat transfer enhancement; Mechanical engineering; Physics; Engineering; Geometry; Composite material; Reynolds number; Mathematics","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":[0.0002119023,0.000250928,0.0002145604,0.0002589903,0.0002565173,0.0003611737,0.0002205691,0.0002254011,0.001439458],"category_scores_gemma":[0.001161924,0.0001823224,0.0001864555,0.0001633773,0.0003803482,0.0003588641,0.0003171022,0.0001801395,0.0002086013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001968413,"about_ca_system_score_gemma":0.000119669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005819985,"about_ca_topic_score_gemma":0.0007288525,"domain_scores_codex":[0.9997898,0.00002847205,0.00001527344,0.0000460372,0.00006980694,0.00005064754],"domain_scores_gemma":[0.9990261,0.0003935187,0.0002010561,0.00009645215,0.0002006491,0.00008228373],"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":[0.0006176249,0.0001148709,0.007742502,0.00009397509,0.00001653761,0.0003517198,0.0001651899,0.01687293,0.9646716,0.0002674564,0.00009734388,0.008988336],"study_design_scores_gemma":[0.00003741079,0.002699453,0.05119194,0.00001906642,0.00004475513,0.0002932837,0.0004368898,0.07913566,0.8646547,0.0002229081,0.001210898,0.00005301348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981817,0.00007143239,0.0009853065,0.000007272393,0.000008898519,0.000005532318,0.00002117458,0.00002965881,0.0006890977],"genre_scores_gemma":[0.9985859,0.00004071755,0.0009304186,0.000004569781,0.000002563801,0.0000049147,0.00002267797,0.000006951802,0.0004012905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001439458,"threshold_uncertainty_score":0.004815459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004249009808006464,"score_gpt":0.2216145681618824,"score_spread":0.217365558353876,"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."}}