{"id":"W2745124992","doi":"10.1016/j.expthermflusci.2017.08.004","title":"Experimental transient response of a minichannel heat exchanger with step flow variation","year":2017,"lang":"en","type":"article","venue":"Experimental Thermal and Fluid Science","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat exchanger; Materials science; Mechanics; Mass flow rate; Micro heat exchanger; Work (physics); Thermodynamics; NTU method; Plate heat exchanger; Plate fin heat exchanger; Transient (computer programming); Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002405333,0.0001261263,0.0001225022,0.00006247643,0.0003199307,0.00008291659,0.0001935047,0.00003290649,0.00006431754],"category_scores_gemma":[0.000004237269,0.0001024537,0.00002297001,0.00007694361,0.0003639984,0.0005362177,0.0000266038,0.00003996772,0.00000253818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004330736,"about_ca_system_score_gemma":0.00002388197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000253872,"about_ca_topic_score_gemma":0.000001021748,"domain_scores_codex":[0.9991953,0.00002025302,0.0001320289,0.0002024948,0.0002443522,0.000205526],"domain_scores_gemma":[0.9996267,0.00001177196,0.00001005683,0.0002245508,0.00002340463,0.0001034968],"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":[0.000352157,0.00005992246,0.00003062834,0.000006860327,0.000005956935,0.000002715776,0.009060744,0.003036518,0.9871294,0.00004593332,0.000005451308,0.0002637455],"study_design_scores_gemma":[0.0006663274,0.000312339,0.008841886,0.00002618377,0.000003414381,0.000007272636,0.0005956375,0.1262932,0.863103,5.141859e-7,0.00002045077,0.0001298],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990494,0.000643357,0.00687416,0.00003167149,0.0001806231,0.0001785306,0.000008626094,0.00004149437,0.001547529],"genre_scores_gemma":[0.9978729,0.00001179738,0.001998535,0.00002055562,0.0000298519,0.00002572839,0.000001291805,0.00001352193,0.00002579176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1240264,"threshold_uncertainty_score":0.4177939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582665562980828,"score_gpt":0.2449076476873843,"score_spread":0.229080992057576,"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."}}