{"id":"W4249549296","doi":"10.1007/s00231-005-0622-0","title":"Asymptotic Nusselt and entropy generation numbers for non-Newtonian fluid flow","year":2005,"lang":"en","type":"article","venue":"Heat and Mass Transfer","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nusselt number; Brinkman number; Bejan number; Péclet number; Entropy (arrow of time); Physics; Mechanics; Fluid dynamics; Thermodynamics; Reynolds number; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007190747,0.0002064546,0.0002127747,0.00006408092,0.0001109739,0.00005658579,0.00004084616,0.0001356249,0.00007607128],"category_scores_gemma":[0.00000113292,0.0001977499,0.00006513586,0.00005563721,0.00003137618,0.0001882402,0.00000181934,0.00009040538,0.00001231695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002958816,"about_ca_system_score_gemma":0.0000119843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007960407,"about_ca_topic_score_gemma":0.00008120939,"domain_scores_codex":[0.9991571,0.000008516611,0.0001985124,0.0002205804,0.00009481941,0.0003205016],"domain_scores_gemma":[0.9996943,0.00002304941,8.880654e-7,0.0001065419,0.00002365703,0.0001516007],"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":[0.00004674594,0.00002874307,0.0005079836,0.00027136,0.00007917748,0.000002686493,0.0009125851,0.002704826,0.9814466,0.001179824,0.002728822,0.01009067],"study_design_scores_gemma":[0.003372709,0.0001683607,0.001062235,0.00005179526,0.0001566461,0.00002143173,0.00003265942,0.7188719,0.2131334,0.0001010251,0.06245716,0.0005706946],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5818239,0.001470983,0.4141991,0.0007286278,0.0003353155,0.0005335898,0.00004086226,0.0001606149,0.0007070264],"genre_scores_gemma":[0.99128,0.001737215,0.005842699,0.0002225956,0.0005435345,0.00007979271,0.00004127367,0.00005375312,0.000199134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7683132,"threshold_uncertainty_score":0.8064006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008747535941470267,"score_gpt":0.201390175328195,"score_spread":0.1926426393867247,"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."}}