{"id":"W2171641509","doi":"10.1109/icdl.1990.202916","title":"Numerical simulation of electrohydrodynamically enhanced natural convection heat transfer of dielectric liquid in a horizontal annulus","year":2002,"lang":"en","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Annulus (botany); Prandtl number; Rayleigh number; Natural convection; Liquid dielectric; Convection; Rayleigh scattering; Electric field; Heat transfer; Dielectric; RADIUS; Convective heat transfer; Thermodynamics; Heat transfer enhancement; Mechanics; Materials science; Heat transfer coefficient; Physics; Optics; Composite material; Optoelectronics; Computer science","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":[0.00004076692,0.000109606,0.0001992734,0.0001772287,0.00001019692,0.000003710443,0.00004801328,0.00007954296,0.00007222124],"category_scores_gemma":[0.00001779001,0.0001090369,0.00006283233,0.0004700283,0.00001503382,0.0001538347,0.000001484658,0.0001305616,0.000002708704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007013766,"about_ca_system_score_gemma":0.000005135468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005416796,"about_ca_topic_score_gemma":0.00003987044,"domain_scores_codex":[0.9992009,0.00001412412,0.0003508235,0.000110132,0.0001375573,0.000186467],"domain_scores_gemma":[0.9997709,0.00007538608,0.000007312626,0.00007158591,0.00004561026,0.0000292522],"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":[0.000086261,0.0000981889,0.00008098646,0.00004435019,0.00002023694,5.103477e-7,0.0002535047,0.3905015,0.6064197,0.0002218774,0.000002661679,0.002270139],"study_design_scores_gemma":[0.000394618,0.000356883,0.00196756,0.00001422281,0.000007328838,6.803992e-7,0.000002907263,0.7219481,0.275198,0.00001555357,0.000009461692,0.00008463184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232791,0.0002379707,0.1739515,0.00001446088,0.0001063608,0.0001551246,0.000002570416,0.00005231318,0.00220058],"genre_scores_gemma":[0.9997308,0.000148507,0.00005807803,0.000006411593,0.0000155514,0.000007278334,0.00001244562,0.00001540568,0.000005551054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3314466,"threshold_uncertainty_score":0.4446394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004358572964590137,"score_gpt":0.1951723020542372,"score_spread":0.1908137290896471,"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."}}