{"id":"W4319809337","doi":"10.4314/njtd.v19i4.9","title":"Numerical Forced Convection Heat Transfer, Fluid Flow and Entropy Generation Analyses of Al2O3- Water Nanofluid in Elliptical Channels","year":2023,"lang":"en","type":"article","venue":"Nigerian Journal of Technological Development","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Universiteit van die Vrystaat","keywords":"Nanofluid; Heat transfer; Materials science; Heat transfer coefficient; Thermodynamics; Forced convection; Reynolds number; Coolant; Heat sink; Mechanics; Convective heat transfer; Laminar flow; Physics","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":[0.0001888898,0.0001740826,0.0001968264,0.0002285455,0.0002870957,0.0002156036,0.0001861185,0.0002330287,0.0003963679],"category_scores_gemma":[0.0003725535,0.0000975881,0.0002856239,0.0001535469,0.0003332178,0.0003024118,0.0001958018,0.000127525,0.00004257376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003894732,"about_ca_system_score_gemma":0.0003786592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003030218,"about_ca_topic_score_gemma":0.001795393,"domain_scores_codex":[0.9999532,0.000007461238,0.000003681153,0.000009825625,0.00001446117,0.00001138212],"domain_scores_gemma":[0.9998436,0.00008430123,0.00002891861,0.000009190171,0.00002744306,0.000006492231],"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":[0.0004287153,0.0001390992,0.01026317,0.0002516384,0.00002318837,0.0002271642,0.0005425212,0.5812613,0.38441,0.003692682,0.0002554717,0.01850509],"study_design_scores_gemma":[0.00001558596,0.00007893865,0.001846825,0.000003989057,0.000005160791,0.00001714865,0.00004361269,0.9542583,0.0432606,0.000236563,0.0002231796,0.00001016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980993,0.00009767955,0.01783925,0.00003202788,0.000007056058,0.00001846172,0.00005353817,0.00005258077,0.0009063935],"genre_scores_gemma":[0.9950857,0.00003244766,0.004470062,0.00000256949,0.000001266813,0.00001909578,0.00002194006,0.000005204867,0.0003616511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003030218,"threshold_uncertainty_score":0.006025136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317568575316222,"score_gpt":0.2471451216816836,"score_spread":0.2139694359285214,"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."}}