{"id":"W2910258610","doi":"10.1016/j.ijheatmasstransfer.2019.01.004","title":"Heat transfer and flow characteristics in a rectangular channel with combined delta winglet inserts","year":2019,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Higher Education Discipline Innovation Project; China Scholarship Council","keywords":"Wingtip device; Nusselt number; Reynolds number; Heat transfer; Mechanics; Heat transfer enhancement; Materials science; Vortex generator; Vortex; Physics; Heat transfer coefficient; Turbulence; Aerodynamics","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":[0.0002130566,0.0002162667,0.0003817242,0.0002784696,0.00001845155,0.00006254936,0.0001550696,0.0001072692,0.00006399511],"category_scores_gemma":[0.000003954912,0.0001832087,0.00006026636,0.00008734685,0.00002997267,0.0003111964,0.000004672393,0.0003237577,0.000002048529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006246972,"about_ca_system_score_gemma":0.00003383054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001388196,"about_ca_topic_score_gemma":0.00004537034,"domain_scores_codex":[0.9987877,0.00003150525,0.00044592,0.0001530083,0.0003561135,0.000225742],"domain_scores_gemma":[0.9996086,0.00005060546,0.000002322564,0.0000804192,0.0001217868,0.0001363036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004209798,0.000402983,0.01711351,0.0006488505,0.001343006,0.001835632,0.009671472,0.009160277,0.9434591,0.001911327,0.00007094702,0.01017311],"study_design_scores_gemma":[0.0654631,0.008422486,0.084281,0.007113272,0.0006771769,0.006436913,0.001595097,0.36835,0.4405822,0.003233118,0.009805728,0.004039858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462814,0.0002989615,0.05165346,0.0006206682,0.0006964692,0.0001898216,0.00004262317,0.00002751527,0.0001890441],"genre_scores_gemma":[0.9984701,0.0008366723,0.0003487584,0.0001769102,0.00009674316,0.000005508287,0.00001224858,0.00004331461,0.000009769657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5028769,"threshold_uncertainty_score":0.7471034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005842358125445654,"score_gpt":0.1884345129550933,"score_spread":0.1825921548296476,"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."}}