{"id":"W2083412469","doi":"10.1002/er.1720","title":"A review on microchannel heat exchangers and potential applications","year":2010,"lang":"en","type":"review","venue":"International Journal of Energy Research","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Heat exchanger; Heat transfer; Micro heat exchanger; Plate fin heat exchanger; Microchannel; Heat transfer enhancement; Mechanical engineering; Energy conservation; Process engineering; Mechanics; Plate heat exchanger; Engineering; Heat transfer coefficient; 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":[0.0006529974,0.0001860276,0.0005518143,0.0007236068,0.00004927249,0.00007919069,0.0005414817,0.0002039287,0.00007728531],"category_scores_gemma":[0.00003531665,0.0001503754,0.0002349029,0.0002478099,0.00005838201,0.00009417258,0.00004075324,0.000974352,0.00001477159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128261,"about_ca_system_score_gemma":0.0001318498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006169552,"about_ca_topic_score_gemma":0.000004430213,"domain_scores_codex":[0.9983424,0.0001181103,0.0005520838,0.0001475346,0.0006385323,0.0002013441],"domain_scores_gemma":[0.9988562,0.0001580017,0.00004124446,0.0001454992,0.0006467372,0.0001523358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005887805,0.00003426842,5.153452e-8,0.004225739,0.0002058528,0.0000361244,0.00001069761,0.0002827527,0.00002295617,0.0003537645,0.004035445,0.9907864],"study_design_scores_gemma":[0.0001126089,0.00003902933,1.31502e-7,0.01731588,0.00007323993,0.0003847693,0.000002017286,0.0001240876,0.00001499483,0.00006621947,0.9817539,0.0001130925],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.807253e-7,0.9887931,0.008954234,0.0001932912,0.0005209328,0.0001747529,0.00003454803,0.00001466951,0.001313745],"genre_scores_gemma":[0.00003562689,0.998268,0.0002118101,0.00008377429,0.001111882,0.00007612693,0.00006120463,0.00004751393,0.0001040816],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9906734,"threshold_uncertainty_score":0.6132131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06204138486478571,"score_gpt":0.3875075724080071,"score_spread":0.3254661875432214,"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."}}