{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002107225,0.0001569865,0.0001774097,0.0002797417,0.0001701353,0.0002447314,0.000105772,0.0001063582,0.0006382579],"category_scores_gemma":[0.0004244322,0.00007965675,0.0001235818,0.0001812262,0.0002679803,0.000248326,0.0002131191,0.00009393283,0.00007227253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247603,"about_ca_system_score_gemma":0.000158043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000488768,"about_ca_topic_score_gemma":0.000523144,"domain_scores_codex":[0.999929,0.000009637479,0.000003148953,0.0000124792,0.00002790903,0.00001794309],"domain_scores_gemma":[0.9998423,0.00008416455,0.00002545111,0.00001020648,0.00002666229,0.00001111083],"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":[0.0005406415,0.00005911469,0.006187954,0.0001187661,0.000009749651,0.00007426731,0.0001198057,0.02111882,0.9528077,0.001079866,0.000122979,0.01776025],"study_design_scores_gemma":[0.00001240913,0.0005186119,0.01325089,0.000006130301,0.0000121282,0.00006954699,0.00002753816,0.04636014,0.9387999,0.0002107376,0.0007139927,0.00001795413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970571,0.0001794023,0.001900474,0.000009332311,0.000005429241,0.000003597587,0.00002716952,0.00002407104,0.0007934356],"genre_scores_gemma":[0.9991129,0.00005516877,0.0006024694,0.000001296703,0.000002291205,0.000002695056,0.00001528434,0.000003278693,0.0002046319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006382579,"threshold_uncertainty_score":0.002135158,"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."}}