{"id":"W3034428948","doi":"10.23977/jeis.2020.51007","title":"Effects of Ambient Temperatures on Natural Convection Heat Transfer from Finned Heat Sinks","year":2020,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat sink; Fin; Heat transfer coefficient; Natural convection; Heat transfer; Materials science; Thermodynamics; Mechanics; Convective heat transfer; Convection; Heat spreader; Thermal; Environmental science; Composite material; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000326194,0.0004480844,0.000409552,0.000194386,0.0003047202,0.0005308581,0.0003048007,0.0002399862,0.001374269],"category_scores_gemma":[0.001156308,0.0002456797,0.0002898645,0.000225634,0.000455035,0.0005836689,0.0003860792,0.0003067831,0.000220717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002859306,"about_ca_system_score_gemma":0.000192427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008923244,"about_ca_topic_score_gemma":0.001039922,"domain_scores_codex":[0.9997342,0.00004140881,0.00001424513,0.00005633327,0.00009554415,0.00005817954],"domain_scores_gemma":[0.9993881,0.0003279718,0.00006731044,0.00003993209,0.0001534614,0.00002323269],"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":[0.002018504,0.000147339,0.006713043,0.0006398002,0.00005093418,0.0005549488,0.0004388361,0.08320042,0.8871923,0.001335917,0.0005117654,0.01719617],"study_design_scores_gemma":[0.00005488234,0.001137353,0.01589428,0.00004518297,0.00007788779,0.0001513973,0.000241825,0.06094409,0.9186437,0.000404203,0.002346331,0.00005886033],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883164,0.0004150888,0.007464928,0.00002969082,0.00004801249,0.00001688228,0.0001386721,0.0001251451,0.003445122],"genre_scores_gemma":[0.9976707,0.000149161,0.001340998,0.000007133059,0.000004573612,0.000009836536,0.00006052793,0.00003131347,0.000725802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001374269,"threshold_uncertainty_score":0.004597425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003344825128582105,"score_gpt":0.1890011306797765,"score_spread":0.1856563055511944,"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."}}