{"id":"W2996260001","doi":"10.1109/therminic.2007.4451746","title":"Numerically investigating the effects of cross links in scaled microchannel heat sinks","year":2007,"lang":"en","type":"preprint","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Microchannel; Pressure drop; Heat sink; Computational fluid dynamics; Mechanics; Hydraulic diameter; Fluent; Adiabatic process; Gambit; Channel (broadcasting); Flow (mathematics); Fluid dynamics; Work (physics); Working fluid; Mechanical engineering; Computer science; Engineering; Thermodynamics; Reynolds number; Physics; Telecommunications","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":[0.0003309639,0.0004879862,0.0003140338,0.000292974,0.0002723329,0.0005099596,0.0004263344,0.0006140679,0.001308705],"category_scores_gemma":[0.001172939,0.0003202393,0.0002693343,0.0001944127,0.0006751196,0.0005615023,0.0004905278,0.0002807554,0.0001095048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004657464,"about_ca_system_score_gemma":0.0004268204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871693,"about_ca_topic_score_gemma":0.001501382,"domain_scores_codex":[0.9998996,0.00002484607,0.000003626948,0.00001864311,0.00002689417,0.0000264018],"domain_scores_gemma":[0.9996118,0.0002480969,0.00006308122,0.00001533198,0.00003843657,0.00002324505],"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":[0.0001599327,0.00007487665,0.001257693,0.0000795325,0.00001948206,0.000144216,0.00006599302,0.9382328,0.05319111,0.003380077,0.0001183226,0.003275969],"study_design_scores_gemma":[0.00001601205,0.0000780664,0.0002778699,0.000002905665,0.000006315136,0.00001033347,0.00001180959,0.9912757,0.00789801,0.0002566775,0.0001618241,0.000004482841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434508,0.0002806729,0.05173005,0.00009719325,0.00003235833,0.00003908166,0.00005263768,0.0001453781,0.004171741],"genre_scores_gemma":[0.9903165,0.00009295294,0.008217742,0.00001272252,0.000005807404,0.00003470725,0.00001834121,0.00002603775,0.001275236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001871693,"threshold_uncertainty_score":0.00437808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046207177177995,"score_gpt":0.2499336693201315,"score_spread":0.2394715975483515,"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."}}