{"id":"W4226035546","doi":"10.1109/tdei.2022.3164855","title":"Effect of Repetitive Impulse Waveform Characteristics on Partial Discharges in Type II Turn-to-Turn Insulation","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Dielectrics and Electrical Insulation","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Waveform; Impulse (physics); Voltage; Rise time; Turn (biochemistry); Jump; Acoustics; Materials science; Square wave; Electrical engineering; Partial discharge; Mechanics; Engineering; Physics; Nuclear magnetic resonance","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007882573,0.0002763247,0.0004215465,0.0008470427,0.0005700116,0.00004654167,0.0001515084,0.0001183025,0.0002132513],"category_scores_gemma":[0.000167563,0.0002552337,0.00008091725,0.00236673,0.00003350498,0.0001815655,0.000009060591,0.0005113262,0.00001800982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003931782,"about_ca_system_score_gemma":0.00008675281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007371751,"about_ca_topic_score_gemma":0.000004309521,"domain_scores_codex":[0.9974604,0.0003222646,0.0006501072,0.000517036,0.0005897546,0.000460442],"domain_scores_gemma":[0.9987757,0.0004706987,0.0002368002,0.0002406972,0.0001188346,0.0001572249],"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":[0.007401545,0.001668552,0.00127987,0.00006121855,0.00004252759,0.00001705333,0.001717284,0.0279482,0.7795758,0.003416949,0.00003842917,0.1768326],"study_design_scores_gemma":[0.003835256,0.02786496,0.04649757,0.00006302101,0.0001333744,0.00002666277,0.00002953711,0.2322858,0.6859432,0.001112888,0.001138286,0.001069483],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858609,0.00005578347,0.01241417,0.0001601797,0.0004728954,0.0006526122,0.00006158876,0.00007328058,0.0002485977],"genre_scores_gemma":[0.9992886,0.00008680698,0.00005210651,0.0002050128,0.0000646812,0.0001216084,0.00003256471,0.00002984862,0.0001187644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2043376,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009240425980687092,"score_gpt":0.252396539463482,"score_spread":0.2431561134827949,"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."}}