{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003062429,0.0001705405,0.0003802698,0.0001635942,0.0000244167,0.00003227441,0.0001037656,0.000120285,0.00003085493],"category_scores_gemma":[0.00001781704,0.0001570332,0.00007609226,0.0001379504,0.000007593419,0.0002414351,0.0000229366,0.000285494,0.00001544536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492125,"about_ca_system_score_gemma":0.00002671446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000469111,"about_ca_topic_score_gemma":0.0001171528,"domain_scores_codex":[0.9988971,0.00002358554,0.0005088661,0.0001079201,0.0002256051,0.0002369352],"domain_scores_gemma":[0.9995974,0.00006707858,0.00001309655,0.0001239298,0.0001129216,0.00008563053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001099736,0.00005912919,0.0005297986,0.0001650916,0.0001632963,0.00007256353,0.001625128,0.8696427,0.124037,0.00118367,0.0002339434,0.002177739],"study_design_scores_gemma":[0.001302086,0.0001485314,0.0003565044,0.0001051131,0.00004317533,0.0001266125,0.0002906212,0.9903124,0.006563177,0.0002979988,0.0002641067,0.0001896617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360976,0.001921235,0.06047184,0.0002450258,0.0009172664,0.0001484501,0.000009865256,0.00003385863,0.0001548827],"genre_scores_gemma":[0.9981745,0.000637315,0.00091536,0.000106858,0.00009329469,8.934558e-7,0.000001715183,0.00003711979,0.00003286779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1206697,"threshold_uncertainty_score":0.6403629,"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."}}