{"id":"W1987658394","doi":"10.1115/1.2721094","title":"Pressure Drop of Impingement Air Cooled Plate Fin Heat Sinks","year":2006,"lang":"en","type":"article","venue":"Journal of Electronic Packaging","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pressure drop; Mechanics; Heat sink; Fin; Laminar flow; Materials science; Airflow; Heat transfer; Reynolds number; Thermodynamics; Physics; Turbulence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004610764,0.0001917155,0.0003932221,0.0002050966,0.00003915395,0.00001728111,0.0002086993,0.0000870834,0.00005088576],"category_scores_gemma":[0.000009799664,0.0001825223,0.000158451,0.0001985719,0.00001697603,0.0001824127,0.00001272316,0.0005646048,0.000004390476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002100992,"about_ca_system_score_gemma":0.0001313121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001998096,"about_ca_topic_score_gemma":0.00002226097,"domain_scores_codex":[0.998292,0.00004041195,0.0006384698,0.0001070516,0.0003426461,0.0005793851],"domain_scores_gemma":[0.9995528,0.00004556988,0.0000659633,0.0001690409,0.00009034457,0.00007621438],"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":[0.00005345604,0.00007650237,0.0002527421,0.0002100544,0.0003943532,0.00004733862,0.0002684391,0.2519297,0.7418531,0.001967505,0.001395462,0.001551435],"study_design_scores_gemma":[0.002959941,0.0006475111,0.001856823,0.0005404423,0.0003901767,0.000327272,0.00008115861,0.08093945,0.8868933,0.004095223,0.0207353,0.0005334028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8409352,0.007090321,0.1487338,0.0004061688,0.0004181608,0.0002045776,0.000007874047,0.0001094686,0.002094378],"genre_scores_gemma":[0.9989902,0.0001633489,0.0005103392,0.00003481414,0.0001942373,0.000002094533,0.000001908285,0.00004585279,0.00005719125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709902,"threshold_uncertainty_score":0.7443042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003533993798242199,"score_gpt":0.1901996661052969,"score_spread":0.1866656723070547,"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."}}