{"id":"W2045243121","doi":"10.1115/1.2979005","title":"Laminar Non-Newtonian Fluid Flow in Noncircular Ducts and Microchannels","year":2008,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Laminar flow; Duct (anatomy); Mechanics; Newtonian fluid; Non-Newtonian fluid; Dimensionless quantity; Shear stress; Physics; Materials science; Anatomy; Medicine","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":[0.0002439305,0.0003593181,0.0004145085,0.000381485,0.0003321287,0.0006934544,0.0002890093,0.0003318134,0.000426643],"category_scores_gemma":[0.0006613649,0.0001927636,0.0002062045,0.0002327452,0.000730644,0.0007121399,0.0004023045,0.0001636778,0.0001022242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004685422,"about_ca_system_score_gemma":0.0004931716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001355596,"about_ca_topic_score_gemma":0.0007203855,"domain_scores_codex":[0.99984,0.00003846236,0.000006819112,0.00003517401,0.00004536869,0.00003411247],"domain_scores_gemma":[0.9996874,0.0001194601,0.00009937918,0.00002074269,0.00004852666,0.0000244608],"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":[0.0003327728,0.0002078132,0.00840485,0.0005025223,0.00004120099,0.0009873754,0.000363774,0.6472339,0.226818,0.07331268,0.00115055,0.04064462],"study_design_scores_gemma":[0.00002341542,0.0001126152,0.002634791,0.00001491272,0.000008058229,0.0001861603,0.00005335343,0.9597851,0.02987388,0.004660411,0.002620523,0.00002677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8293528,0.003212333,0.1600835,0.0001824532,0.00009387746,0.00004812585,0.00004915134,0.0002204019,0.006757373],"genre_scores_gemma":[0.9853051,0.0005829218,0.01128864,0.00001936997,0.00002387587,0.00002243739,0.00002014669,0.0000106446,0.002726878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001355596,"threshold_uncertainty_score":0.003399491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006195689048229275,"score_gpt":0.1758117906366051,"score_spread":0.1696161015883758,"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."}}