{"id":"W3209535014","doi":"10.1109/ojies.2021.3124732","title":"Design Optimization Methodology for Planar Transformers for More Electric Aircraft","year":2021,"lang":"en","type":"article","venue":"IEEE Open Journal of the Industrial Electronics Society","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Mitacs","keywords":"Transformer; Electromagnetic coil; Converters; Electronic engineering; Flyback transformer; Forward converter; Flyback converter; Inductance; Transformer types; Capacitance; Energy efficient transformer; Engineering; Electrical engineering; Topology (electrical circuits); Boost converter; Voltage; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005319227,0.0009714659,0.0005236149,0.0005213164,0.0002286847,0.0007295287,0.0005422421,0.0004785237,0.004835648],"category_scores_gemma":[0.0007042281,0.0004146346,0.0007669851,0.0005359664,0.0003066428,0.0004548921,0.0004356027,0.0006222877,0.001067615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005360577,"about_ca_system_score_gemma":0.0009117011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131633,"about_ca_topic_score_gemma":0.002240078,"domain_scores_codex":[0.9997756,0.00005635467,0.000007726436,0.00002848082,0.0001096311,0.00002218504],"domain_scores_gemma":[0.9998409,0.00006398821,0.00002683728,0.00001156021,0.00005224349,0.000004492472],"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":[0.00002795303,0.00003156773,0.0002705847,0.0002461783,0.00003871815,0.00007079104,0.00005872491,0.899783,0.01381982,0.01928769,0.001359523,0.06500534],"study_design_scores_gemma":[0.00001506232,0.00008005815,0.0001264843,0.0000239932,0.00001943826,0.00004547065,0.00003171673,0.9811215,0.003374835,0.006418074,0.008735683,0.000007608016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00338814,0.0001872014,0.9911786,0.00004982228,0.00001662848,0.00004678371,0.00003237425,0.0001570251,0.004943447],"genre_scores_gemma":[0.2427843,0.0009338218,0.7463593,0.0001088675,0.000041206,0.000459352,0.0002380863,0.0002653325,0.008809756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004835648,"threshold_uncertainty_score":0.01617682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089636712596995,"score_gpt":0.3143890877984503,"score_spread":0.2054254165387508,"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."}}