{"id":"W4362469332","doi":"10.3390/en16073175","title":"Thermal Performance Analysis of Micro Pin Fin Heat Sinks under Different Flow Conditions","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Universidade Estadual Paulista; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Subcooling; Mechanics; Heat transfer; Fin; Materials science; Pressure drop; Heat flux; Heat sink; Thermodynamics; Nucleate boiling; Annular fin; Boiling; Superheating; Heat transfer coefficient; Composite material; 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":[0.0002147712,0.0003260918,0.0002398268,0.0002393977,0.0001549182,0.0002046068,0.0002295892,0.0001888749,0.001220219],"category_scores_gemma":[0.000382182,0.0001417693,0.0001955484,0.0001671876,0.0001600344,0.0003224451,0.0001689919,0.0001244021,0.0002083256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641304,"about_ca_system_score_gemma":0.0001443055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004301021,"about_ca_topic_score_gemma":0.0005513542,"domain_scores_codex":[0.9999006,0.000008394944,0.000004984947,0.00002866594,0.00003566652,0.00002167435],"domain_scores_gemma":[0.9998289,0.00005430472,0.00002988234,0.00001697484,0.00005911283,0.00001072166],"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":[0.0002257148,0.00002856324,0.001314814,0.0001654832,0.00001070126,0.00005892696,0.00006282375,0.005284146,0.9849531,0.0001234058,0.0001287665,0.007643591],"study_design_scores_gemma":[0.00001225694,0.0008043712,0.006315241,0.000008150708,0.00002214069,0.00006508709,0.00005163018,0.02400066,0.9677652,0.00005077285,0.0008892326,0.00001530719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948075,0.000316378,0.003817462,0.00002216259,0.00002429474,0.00001237269,0.0001295893,0.0001527777,0.0007174409],"genre_scores_gemma":[0.9965768,0.0001505333,0.002320259,0.000008681554,0.000005089561,0.00001839179,0.00008726607,0.00002387144,0.0008090232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001220219,"threshold_uncertainty_score":0.004082084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107406792422838,"score_gpt":0.2128399263071417,"score_spread":0.2020992470648579,"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."}}