{"id":"W1861147915","doi":"10.1109/ias.1993.299205","title":"A comparison of power circuit topologies and control techniques for a high frequency ballast","year":2002,"lang":"en","type":"article","venue":"","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Network topology; Ballast; Crest factor; Power factor; Electrical engineering; Power (physics); Harmonic; Electronic engineering; Engineering; Overcurrent; Voltage; Computer science; Topology (electrical circuits); Physics; Computer network","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003676589,0.0003741773,0.0003072055,0.0005988494,0.0002903482,0.0009094228,0.0006764141,0.0004408098,0.007717281],"category_scores_gemma":[0.0009335424,0.0001691949,0.0002676902,0.0007013157,0.0001805518,0.00088979,0.0001653607,0.0004879322,0.001952488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264739,"about_ca_system_score_gemma":0.000189259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003342652,"about_ca_topic_score_gemma":0.0004521075,"domain_scores_codex":[0.9996542,0.00006525774,0.00001901727,0.00004147327,0.0002001094,0.00001994657],"domain_scores_gemma":[0.9996014,0.0001428597,0.00003540936,0.00005543482,0.0001471915,0.00001770823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005436502,0.0001808253,0.0005189758,0.00097296,0.0000455505,0.000145767,0.0002464788,0.01226154,0.1835179,0.02661346,0.00507519,0.7698779],"study_design_scores_gemma":[0.0005621985,0.006470405,0.01020078,0.0005379838,0.0003431837,0.006315008,0.0003793881,0.2103247,0.3574748,0.0362328,0.3709819,0.0001769349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05338008,0.004169148,0.883507,0.0003005874,0.0002782572,0.0002780201,0.000169499,0.002662064,0.05525541],"genre_scores_gemma":[0.6253566,0.006028635,0.3305944,0.0002368589,0.0001907927,0.0002961494,0.0003828037,0.0006369487,0.03627675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007717281,"threshold_uncertainty_score":0.02581686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945434998879503,"score_gpt":0.2505606227753161,"score_spread":0.2311062727865211,"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."}}