{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000164188,0.0001583838,0.0002638714,0.0003065486,0.00002649876,0.00001606586,0.00009241558,0.00009012059,0.000007986185],"category_scores_gemma":[0.0000208652,0.0001650581,0.0000582745,0.0002352447,0.00001297915,0.000275786,0.000007877034,0.0002423471,0.000002787443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007979156,"about_ca_system_score_gemma":0.00002469849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002719404,"about_ca_topic_score_gemma":0.000001007099,"domain_scores_codex":[0.9991457,0.000007240026,0.0003804925,0.00008367236,0.0001466508,0.0002361832],"domain_scores_gemma":[0.9997053,0.00002334235,0.00001087396,0.00008511278,0.00005191292,0.0001235304],"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":[0.000004391557,0.00001019503,0.0003093243,0.0001012605,0.00001863119,0.0002048892,0.0009088963,0.6804437,0.317495,0.000003665136,0.0001018913,0.0003980963],"study_design_scores_gemma":[0.0009753513,0.00008354165,0.008026002,0.000239888,0.00001879847,0.001154953,0.00003527742,0.9208799,0.06771339,0.000004202625,0.0006037423,0.0002649498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6882024,0.001921569,0.3093379,0.0000321791,0.0003158815,0.00005898084,0.000001767572,0.00003676623,0.00009255892],"genre_scores_gemma":[0.9785752,0.001676438,0.01948191,0.00001361656,0.0001980894,0.00000177093,0.000001250622,0.00004177553,0.000009927156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2903728,"threshold_uncertainty_score":0.6730872,"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."}}