{"id":"W2095330842","doi":"10.2298/tsci0701017h","title":"Numerical investigation of fluid flow and heat transfer characteristics in sine, triangular, and arc-shaped channels","year":2007,"lang":"en","type":"article","venue":"Thermal Science","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Bangladesh University of Engineering and Technology","keywords":"Reynolds number; Mechanics; Heat transfer; Flow (mathematics); Physics; Hele-Shaw flow; Open-channel flow; Arc (geometry); Classical mechanics; Materials science; Geometry; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003701799,0.0003893226,0.0007016647,0.0005789997,0.0005122555,0.0006126994,0.0006179702,0.001206163,0.001222135],"category_scores_gemma":[0.001356663,0.0002687897,0.0004246076,0.0007262072,0.0007976343,0.0003954131,0.0004060444,0.0004030366,0.00009266089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004861474,"about_ca_system_score_gemma":0.0005914572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007029407,"about_ca_topic_score_gemma":0.003633946,"domain_scores_codex":[0.9998766,0.00002372651,0.000009446288,0.00001877079,0.00003256355,0.00003886146],"domain_scores_gemma":[0.9991236,0.000526545,0.0001240026,0.00004861451,0.0001005802,0.00007669712],"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":[0.0002218018,0.0001307092,0.006836501,0.0001146655,0.0000279981,0.0002350386,0.0001345563,0.9708927,0.01422961,0.00174847,0.0001749845,0.005252994],"study_design_scores_gemma":[0.00001850237,0.00006614351,0.0008365922,0.000004004653,0.000005083657,0.00002348177,0.00003591807,0.9970796,0.00169819,0.0001298868,0.00009522912,0.000007359097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832869,0.000135736,0.01341427,0.00008757183,0.0000199875,0.00003988622,0.0001407332,0.0001217492,0.00275322],"genre_scores_gemma":[0.9901535,0.00008037922,0.008820967,0.0000127907,0.000004271056,0.00004263627,0.00007140613,0.0000104244,0.0008036711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007029407,"threshold_uncertainty_score":0.01397699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243475386822806,"score_gpt":0.2150784026969923,"score_spread":0.2026436488287643,"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."}}