{"id":"W2072671419","doi":"10.1115/ht2009-88200","title":"An Experimental and Theoretical Study of Finned and Finless Heat Sinks for Low Profile Applications","year":2009,"lang":"en","type":"article","venue":"Volume 1: Heat Transfer in Energy Systems; Thermophysical Properties; Heat Transfer Equipment; Heat Transfer in Electronic Equipment","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Heat sink; Heat transfer; Dimensionless quantity; Mechanics; Forced convection; Mechanical engineering; Materials science; Duct (anatomy); Convection; Fin; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008540446,0.001480662,0.002110047,0.0006302916,0.0003437936,0.0002022847,0.0006880083,0.0006752514,0.00006514591],"category_scores_gemma":[0.000003288524,0.001372014,0.0003137243,0.000929869,0.0004940922,0.0007600509,0.00002141166,0.0009516379,0.000003271231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000871555,"about_ca_system_score_gemma":0.0002475431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007669422,"about_ca_topic_score_gemma":0.0004805545,"domain_scores_codex":[0.99169,0.0007114324,0.002367868,0.001856833,0.001007471,0.002366421],"domain_scores_gemma":[0.9981357,0.0001592095,0.000003079932,0.0009232106,0.0001515337,0.0006272639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002603796,0.008346884,0.000255014,0.001493109,0.0003540998,0.00002119503,0.01131727,0.1194964,0.8303546,0.02350079,0.000007083566,0.002249699],"study_design_scores_gemma":[0.02105253,0.01548032,0.0008704233,0.001291402,0.0004575269,0.00005398042,0.003146424,0.4997176,0.4542767,0.0004316201,0.0002204724,0.003000988],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8690697,0.005136515,0.1176976,0.0002450847,0.0001784967,0.006903755,0.0001393259,0.0003495042,0.0002800611],"genre_scores_gemma":[0.9924054,0.001148594,0.00004716595,0.0001718556,0.0001848985,0.005560305,0.0001799098,0.0002862971,0.00001556847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3802212,"threshold_uncertainty_score":0.9997942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010671362035506,"score_gpt":0.2238368220545371,"score_spread":0.2137301084341821,"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."}}