{"id":"W1995670754","doi":"10.1115/1.2351906","title":"Experimental Investigation of Heat Transfer in Impingement Air Cooled Plate Fin Heat Sinks","year":2005,"lang":"en","type":"article","venue":"Journal of Electronic Packaging","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Heat sink; Nusselt number; Heat transfer; Fin; Mechanics; Thermodynamics; Heat transfer coefficient; Materials science; Thermal resistance; Annular fin; Laminar flow; Reynolds number; Dimensionless quantity; Physics; Composite material; Turbulence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005133704,0.0001947723,0.0003662307,0.0003212723,0.00002747532,0.00001318879,0.0001521907,0.00008540053,0.00004796144],"category_scores_gemma":[0.000005587742,0.0001980103,0.0001194366,0.0002381372,0.00002277165,0.000348452,0.000006776034,0.0005364123,0.000003730755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007827566,"about_ca_system_score_gemma":0.0001425514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001237199,"about_ca_topic_score_gemma":0.00004448039,"domain_scores_codex":[0.9982833,0.00005731205,0.0007302074,0.0001177854,0.0003037032,0.0005077452],"domain_scores_gemma":[0.9996794,0.00003593089,0.00001405875,0.000119205,0.00003898097,0.0001124537],"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":[0.00004411887,0.00004044761,0.0001963717,0.00003938002,0.00006606007,0.00001050805,0.00206866,0.09991313,0.8966963,0.0002806474,0.00003735743,0.0006070232],"study_design_scores_gemma":[0.001731877,0.0002836453,0.0005541293,0.000228003,0.00002623494,0.0000699731,0.0001787198,0.02753813,0.9687945,0.0001273921,0.0002911716,0.0001762317],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715429,0.002250546,0.02521306,0.0004883891,0.0001301473,0.0001541009,0.000001793391,0.00003676446,0.0001823185],"genre_scores_gemma":[0.9990572,0.0001451366,0.000509878,0.0001234587,0.0001138349,0.000005351962,0.000002088206,0.00003955502,0.000003498469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.072375,"threshold_uncertainty_score":0.8074625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009259360094525994,"score_gpt":0.222894697824532,"score_spread":0.213635337730006,"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."}}