{"id":"W3025815344","doi":"10.1063/5.0006577","title":"The impact of heterogeneous pin based micro-structures on flow dynamics and heat transfer in micro-scale heat exchangers","year":2020,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Heat transfer; Porous medium; Heat exchanger; Microchannel; Mechanics; Microfluidics; Porosity; Micro heat exchanger; Fluid dynamics; Flow (mathematics); Materials science; Thermodynamics; Heat transfer coefficient; Physics; Composite material","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":[0.0001326162,0.0001976583,0.0001659951,0.0001873458,0.0002121803,0.000431627,0.0001622578,0.000193617,0.0004930003],"category_scores_gemma":[0.0003552227,0.0001504879,0.0001149394,0.0001269561,0.0003901524,0.0003759587,0.0001981353,0.0001557695,0.00006168889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002405871,"about_ca_system_score_gemma":0.0001511359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003751504,"about_ca_topic_score_gemma":0.000501224,"domain_scores_codex":[0.9999101,0.00001214105,0.000003687762,0.00002085585,0.00002569166,0.00002744884],"domain_scores_gemma":[0.9998623,0.00006642604,0.00003259338,0.00001317619,0.00001335678,0.00001211982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001492496,0.00006894821,0.002016599,0.00009953352,0.00002114699,0.0001353688,0.00004754661,0.04958101,0.9385036,0.001924093,0.00008243226,0.007370417],"study_design_scores_gemma":[0.00002529498,0.0003775004,0.01194219,0.000008918428,0.00002631978,0.0001093119,0.00007900887,0.1899892,0.7958316,0.0006520401,0.0009364554,0.00002232504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868551,0.0003053659,0.01207153,0.00002424056,0.00001008742,0.00001040234,0.00002701668,0.00006154573,0.0006347064],"genre_scores_gemma":[0.9982783,0.00009405352,0.001473552,0.000004081475,0.000001597768,0.000006168901,0.00001010311,0.00000448789,0.0001278156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004930003,"threshold_uncertainty_score":0.001745641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009184828957861435,"score_gpt":0.2168769245473426,"score_spread":0.2076920955894811,"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."}}