{"id":"W2796336544","doi":"10.2298/tsci170929106g","title":"Modeling and simulation of natural convection flow along a rough surface of sinusoidal nature with variable heat flux: Using Keller box scheme","year":2018,"lang":"en","type":"article","venue":"Thermal Science","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Nusselt number; Prandtl number; Natural convection; Dimensionless quantity; Heat flux; Mechanics; Thermodynamics; Flow (mathematics); Materials science; Convection; Physics; Heat transfer; 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":[0.0002156842,0.0000987748,0.0001309381,0.00005215626,0.0001086183,0.00001976107,0.00009236167,0.00007603752,0.00002870576],"category_scores_gemma":[0.000007565597,0.00008036958,0.00001461216,0.0004135962,0.0002325108,0.0004623048,0.00001647903,0.0001400001,7.922011e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003582256,"about_ca_system_score_gemma":0.00005047718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001453146,"about_ca_topic_score_gemma":0.00001240659,"domain_scores_codex":[0.9992489,0.000009400899,0.000144463,0.0001557812,0.000238434,0.0002029942],"domain_scores_gemma":[0.9996487,0.0000189149,0.000008683856,0.0001109844,0.0001714476,0.00004123663],"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":[0.00002310307,0.000003633753,0.0001766474,0.00001907463,0.000004013799,1.541559e-7,0.0002577027,0.5258154,0.4736016,0.00002584985,2.474847e-7,0.00007249196],"study_design_scores_gemma":[0.000203822,0.00003989312,0.0003994125,0.00005648247,0.000008118065,0.000003502597,0.00001769624,0.7908109,0.2083675,0.00001049503,0.000002549013,0.00007956355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9334111,0.0002375045,0.065795,0.000004408181,0.000138702,0.0000957665,0.000002674592,0.00003787806,0.0002769367],"genre_scores_gemma":[0.9872301,0.000002210325,0.01268586,0.000008866593,0.00005067694,3.768301e-7,9.121021e-7,0.00001145298,0.000009512927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2652341,"threshold_uncertainty_score":0.3277376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009522356592038142,"score_gpt":0.2300061632502554,"score_spread":0.2204838066582172,"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."}}