{"id":"W2046276438","doi":"10.1016/j.expthermflusci.2012.04.009","title":"Air cooling by multiport slabs heat exchanger: An experimental approach","year":2012,"lang":"en","type":"article","venue":"Experimental Thermal and Fluid Science","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Materials science; Nusselt number; Heat exchanger; Heat transfer; Thermodynamics; Mechanics; Microchannel; Reynolds number; Micro heat exchanger; Heat transfer enhancement; Heat transfer coefficient; Turbulence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002184114,0.0001843631,0.0001288428,0.00005780056,0.0002750951,0.00005690567,0.0001720546,0.00005117649,0.00008881484],"category_scores_gemma":[0.00000126362,0.0001673609,0.00002557346,0.0001829888,0.0002557096,0.001240024,0.0000410572,0.00007735198,0.0000113505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007353247,"about_ca_system_score_gemma":0.000009825443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002166131,"about_ca_topic_score_gemma":1.227068e-7,"domain_scores_codex":[0.9988422,0.00001679502,0.0001515799,0.00024745,0.000258488,0.0004834497],"domain_scores_gemma":[0.9994972,0.000005282464,0.000004607308,0.0001491502,0.000011944,0.0003318125],"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":[0.00001236709,0.0001171257,0.0002725415,0.000005531854,0.000003260173,4.806789e-7,0.005950423,0.001100865,0.9921027,0.00009469735,0.00004756175,0.0002924887],"study_design_scores_gemma":[0.000294749,0.00007074375,0.0003949274,0.000004411148,0.000001991892,0.00001550552,0.001735515,0.07968958,0.9172969,2.576021e-7,0.0002654944,0.0002299426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815201,0.006879361,0.00341403,0.000003998805,0.0003160929,0.0002054386,0.000008016574,0.00019034,0.007462594],"genre_scores_gemma":[0.9977611,0.00002927394,0.001845481,0.00009782429,0.0001400309,0.00005206517,0.00001712933,0.00002580732,0.00003126645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07858871,"threshold_uncertainty_score":0.682478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829122087687815,"score_gpt":0.248867976270155,"score_spread":0.2305767553932768,"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."}}