{"id":"W2126704238","doi":"10.1109/tec.2008.2001460","title":"Variable Frequency Transformer—Concept and Electromagnetic Design Evaluation","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Energy Conversion","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Electric (Canada)","funders":"","keywords":"Transformer; Stator; Electrical engineering; Asynchronous communication; Computer science; Electric power transmission; Electronic engineering; Engineering; Voltage; Telecommunications","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":[0.0001213788,0.0001696631,0.0001611167,0.0002176779,0.0002107666,0.00001190016,0.00007059408,0.0001133928,0.0005597185],"category_scores_gemma":[0.00000154661,0.0001762574,0.00006682616,0.0004293214,0.00004150094,0.0001712608,1.174272e-7,0.0001356148,0.00001227431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236408,"about_ca_system_score_gemma":0.0000564686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001217026,"about_ca_topic_score_gemma":0.000006589048,"domain_scores_codex":[0.9990389,0.00008414208,0.0001720125,0.0002097124,0.0002583344,0.0002368582],"domain_scores_gemma":[0.9996233,0.0000711246,0.00001753506,0.0001411079,0.00005295585,0.00009400569],"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":[0.00005967187,0.000149336,0.000004807936,0.00003214766,0.0002911819,0.00001764145,0.0006586838,0.3557295,0.4570496,0.0004334058,0.001124108,0.1844499],"study_design_scores_gemma":[0.0009252531,0.0003576465,0.00002258559,0.0000163487,0.000200813,0.0000410369,0.00000933981,0.6935298,0.3039326,0.0003453897,0.0003427271,0.0002764254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01247641,0.0005444317,0.9852616,0.00002299297,0.0001722217,0.0001159382,0.000002951959,0.0001844274,0.001219078],"genre_scores_gemma":[0.9921924,0.00127244,0.005865573,0.00005824647,0.00002534134,0.0000440107,0.000005786202,0.00002606387,0.0005101204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.979716,"threshold_uncertainty_score":0.7187568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013042850742674,"score_gpt":0.189997794179798,"score_spread":0.176954943437124,"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."}}