{"id":"W2911318323","doi":"10.3390/e21020191","title":"Entropy Generation and Heat Transfer Performance in Microchannel Cooling","year":2019,"lang":"en","type":"article","venue":"Entropy","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Yayasan UTP","keywords":"Microchannel; Heat transfer; Entropy (arrow of time); Mechanics; Thermodynamics; Materials science; Statistical physics; Environmental science; 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":[0.0000484374,0.00008991364,0.000100483,0.00006263419,0.00002114921,0.00002231378,0.00003129535,0.00005123079,0.00007200806],"category_scores_gemma":[9.82084e-7,0.00009221397,0.00001592396,0.0000787247,0.000006434772,0.0001530282,0.00000238878,0.00008724746,0.00003848327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003426582,"about_ca_system_score_gemma":0.000005246624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006530972,"about_ca_topic_score_gemma":0.000007929139,"domain_scores_codex":[0.9995217,0.00001026126,0.0001277946,0.0001115875,0.00006178336,0.0001668157],"domain_scores_gemma":[0.9998794,0.000006921114,7.450134e-7,0.00006772131,0.000009612693,0.00003566347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001971504,0.00001199136,0.009003649,0.0000830827,0.000008531886,0.000001323125,0.0009068695,0.4388989,0.549842,0.0006260809,0.0000303678,0.0005675403],"study_design_scores_gemma":[0.000810458,0.00003252867,0.006671175,0.00002554696,0.000005070664,0.000003619909,0.00002097159,0.8772463,0.1144999,0.000004680772,0.0005456525,0.0001341596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572413,0.0003492301,0.04169945,0.00002975778,0.0002281305,0.000162339,0.000002665096,0.00006458056,0.0002225457],"genre_scores_gemma":[0.9987252,0.0006921829,0.0003777604,0.0000427405,0.00008942858,0.000007962983,0.00002136925,0.0000184061,0.00002490045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4383474,"threshold_uncertainty_score":0.3760377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007136208988763755,"score_gpt":0.1827356248382158,"score_spread":0.175599415849452,"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."}}