{"id":"W3211897203","doi":"10.1115/imece2001/htd-24107","title":"Forced Convection Heat Transfer in the Combined Entry Region of Non-Circular Ducts","year":2001,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Memorial University of Newfoundland","funders":"","keywords":"Nusselt number; Duct (anatomy); Mechanics; Heat transfer; Flow conditioning; Reynolds number; Forced convection; Physics; Anatomy; Turbulence","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":[0.0003129196,0.0003096065,0.0004545032,0.0002318137,0.0002735398,0.0006601885,0.0004950183,0.0004371393,0.0004557288],"category_scores_gemma":[0.0008204537,0.0003113927,0.0004340643,0.0001648625,0.0005180264,0.0008499605,0.0004959,0.0003696178,0.0001211648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005549368,"about_ca_system_score_gemma":0.0006799012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003431143,"about_ca_topic_score_gemma":0.002092782,"domain_scores_codex":[0.999843,0.00002968728,0.000006517698,0.00003121048,0.0000511213,0.00003833113],"domain_scores_gemma":[0.9996593,0.000157411,0.00005321599,0.00003614046,0.00006865172,0.00002529193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00007483922,0.00003239168,0.003960375,0.00002644657,0.000009581969,0.0001091571,0.00006182458,0.9700104,0.01773034,0.002611156,0.0001114105,0.005262035],"study_design_scores_gemma":[0.000002772962,0.00001513938,0.0006226205,0.000002379698,0.00000173425,0.00001781543,0.000005582217,0.995278,0.003613048,0.0003137824,0.0001233392,0.000003764505],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.678363,0.0002052505,0.3169043,0.00005688348,0.0000186376,0.00002658086,0.00008338016,0.0003002149,0.00404177],"genre_scores_gemma":[0.9944419,0.00003654835,0.004077979,0.000004314878,0.000002695442,0.00001440542,0.0000227507,0.000015307,0.001384044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003431143,"threshold_uncertainty_score":0.006822348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042819570300576,"score_gpt":0.1979186908389008,"score_spread":0.1874904951358951,"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."}}