{"id":"W2153222617","doi":"10.2514/1.17713","title":"Performance of Shrouded Pin-Fin Heat Sinks for Electronic Cooling","year":2006,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fin; Heat sink; Materials science; Electronics cooling; Mechanics; Heat transfer; Thermodynamics; Physics","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":[0.0002815191,0.0003037827,0.0002958257,0.0002212849,0.0001825185,0.0002492247,0.0004738938,0.0002013523,0.0009827993],"category_scores_gemma":[0.0007352334,0.0001734452,0.0001722441,0.000130241,0.0002274733,0.0004395085,0.000224113,0.0001345742,0.0002354804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000238129,"about_ca_system_score_gemma":0.000260121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000678183,"about_ca_topic_score_gemma":0.0009427866,"domain_scores_codex":[0.999854,0.00002574344,0.000006511297,0.00003115171,0.00005794446,0.00002458838],"domain_scores_gemma":[0.9997535,0.00007845912,0.0000439934,0.00002853392,0.00008301536,0.00001241195],"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":[0.0005410101,0.00005630738,0.003596337,0.0002721384,0.00002986854,0.0001552684,0.0001830214,0.1075555,0.8619817,0.0005645342,0.0003142205,0.02474994],"study_design_scores_gemma":[0.00004822911,0.002195749,0.01360733,0.00002589151,0.00003995189,0.0002184017,0.00008998619,0.3780476,0.6020223,0.0002549845,0.003384,0.00006560415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806961,0.0001903336,0.01782207,0.0000176622,0.00001676068,0.00002348424,0.00009405849,0.0002435939,0.0008958629],"genre_scores_gemma":[0.9926379,0.00005972933,0.006349429,0.000004614343,0.000002000982,0.00001591782,0.00007096565,0.00002533086,0.0008341424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009827993,"threshold_uncertainty_score":0.003287792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006473612626494978,"score_gpt":0.1958827766476701,"score_spread":0.1894091640211752,"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."}}