{"id":"W2087854711","doi":"10.1115/icnmm2011-58179","title":"Numerical Study of Microchannel Heat Sinks With Non-Uniform Heat Flux Conditions","year":2011,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Heat sink; Heat flux; Materials science; Microchannel; Thermal resistance; Mechanics; Pressure drop; Coolant; Thermal; Heat spreader; Heat transfer; Environmental science; Thermodynamics; 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":[0.0004028752,0.0005741491,0.0005693365,0.0004604542,0.0005830022,0.0006296398,0.0006415622,0.001111312,0.001425299],"category_scores_gemma":[0.001624092,0.0003293564,0.0005922153,0.0004307946,0.0008369173,0.000494615,0.000429584,0.00039869,0.00009965074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006170498,"about_ca_system_score_gemma":0.0007914365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008058378,"about_ca_topic_score_gemma":0.004398797,"domain_scores_codex":[0.9998337,0.00003742002,0.000008392582,0.00003120579,0.00003653486,0.00005268953],"domain_scores_gemma":[0.9992742,0.0004243894,0.0001188067,0.0000398436,0.00009558483,0.00004732821],"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":[0.0001414133,0.00008302977,0.003661769,0.0001539331,0.00002742641,0.0002518884,0.00008581964,0.9753675,0.01434816,0.002884924,0.0003127922,0.002681389],"study_design_scores_gemma":[0.00002032243,0.00003803242,0.0005086769,0.000005318362,0.000006260529,0.00002011578,0.00002316094,0.9972127,0.001790595,0.0001878814,0.0001811448,0.000005763148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164723,0.0006333114,0.06966503,0.0004309482,0.0001197625,0.0001403713,0.0002905016,0.0002525903,0.01199527],"genre_scores_gemma":[0.9806085,0.0001878882,0.01709545,0.00002959827,0.00001376787,0.00008824014,0.00008681778,0.00003137053,0.001858202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008058378,"threshold_uncertainty_score":0.01602292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455933296227065,"score_gpt":0.2098897447587303,"score_spread":0.1953304117964597,"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."}}