{"id":"W2162068517","doi":"","title":"Parallel Analysis of Electrothermal Phenomena in a Dry Type Distribution Transformer","year":2002,"lang":"en","type":"article","venue":"Parallel Computing in Electrical Engineering","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec","funders":"","keywords":"Conjugate gradient method; Transformer; Solver; Joule heating; Heat transfer; Mechanics; Topology (electrical circuits); Computer science; Applied mathematics; Electrical engineering; Mechanical engineering; Mathematics; Mathematical optimization; Physics; Engineering; Voltage","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":[],"category_scores_codex":[0.0002471002,0.0002392552,0.0005921182,0.0005403135,0.00001815852,0.00001103069,0.0001968446,0.0001020839,0.00002683765],"category_scores_gemma":[0.0001947892,0.0002663885,0.000119352,0.004101422,0.00001828949,0.00008059564,0.00001340845,0.0004516607,0.000005216262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002762468,"about_ca_system_score_gemma":0.000006794821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008009671,"about_ca_topic_score_gemma":0.000002897058,"domain_scores_codex":[0.9982553,0.00004284404,0.0006886025,0.0002372505,0.0002346948,0.000541352],"domain_scores_gemma":[0.9990169,0.0006673385,0.00005663702,0.0001531545,0.00003579458,0.00007021321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000115622,0.00008663435,0.001084701,0.00006008059,0.0001222596,0.00000485228,0.0002107103,0.9819114,0.0005414666,0.001521881,0.000004713248,0.0144397],"study_design_scores_gemma":[0.0003985337,0.00004720879,0.01061926,0.00003949795,0.00004703652,0.000001758155,0.000003950092,0.9880353,0.0001247246,0.0003579165,0.00006572728,0.0002590541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1136714,0.0009007505,0.884675,0.00001350657,0.00006333365,0.0001752036,0.000002672827,0.0001684125,0.0003297517],"genre_scores_gemma":[0.8714564,0.0001067856,0.1283152,0.00001161909,0.00004289285,0.00001230947,0.00001328473,0.00003659743,0.000004884725],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.757785,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616997334067637,"score_gpt":0.2566049180187402,"score_spread":0.2404349446780639,"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."}}