{"id":"W2965919244","doi":"10.1017/jfm.2019.491","title":"Flow dynamics and heat transfer in partially porous microchannel heat sinks","year":2019,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Heat transfer; Porous medium; Microchannel; Mechanics; Lattice Boltzmann methods; Reynolds number; Thermal; Heat sink; Materials science; Porosity; Flow (mathematics); Physics; Thermodynamics; Turbulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001401884,0.0001875907,0.0003006221,0.0002061583,0.0002376108,0.0003372011,0.0002331814,0.0002420073,0.0005294787],"category_scores_gemma":[0.0004357691,0.0001609715,0.0002202927,0.0001271836,0.000545299,0.0004912578,0.0002557254,0.0002102424,0.00007192093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002711631,"about_ca_system_score_gemma":0.0004098752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00094057,"about_ca_topic_score_gemma":0.0005581159,"domain_scores_codex":[0.9999279,0.000009979647,0.000003315339,0.00001882327,0.0000217757,0.00001815126],"domain_scores_gemma":[0.999849,0.0000770327,0.00002711635,0.00001071309,0.00002362517,0.00001245704],"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":[0.0002341071,0.00008410875,0.002279772,0.0001889925,0.0000227593,0.0002069248,0.0002139117,0.1704399,0.8111759,0.006307206,0.0002052655,0.008641215],"study_design_scores_gemma":[0.00002823811,0.0002138856,0.003042862,0.000008319487,0.00001054319,0.00008645286,0.00007477656,0.7627047,0.230995,0.001379468,0.001428922,0.00002688716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553075,0.0002656427,0.0431574,0.00006292543,0.00002594815,0.00002376869,0.00008072861,0.0001635775,0.0009124822],"genre_scores_gemma":[0.9917835,0.000129638,0.007321175,0.00001015998,0.000004775615,0.00002318171,0.00004738774,0.00001131794,0.0006689888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00094057,"threshold_uncertainty_score":0.001967371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008075623204494464,"score_gpt":0.2073427683225336,"score_spread":0.1992671451180391,"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."}}