{"id":"W2166300105","doi":"10.1109/tie.2007.891663","title":"A Comparative Study of Zero-Current-Transition PWM Converters","year":2007,"lang":"en","type":"article","venue":"IEEE Industrial Electronics Magazine","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Converters; Pulse-width modulation; Electronic engineering; Electronic circuit; Boost converter; Power (physics); Current (fluid); Computer science; Control theory (sociology); Physics; Engineering; Voltage; Electrical engineering; Control (management)","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":[0.0003322818,0.0003091195,0.0005290683,0.0002389334,0.00004919277,0.00001607361,0.0002231861,0.0001589427,0.00003151939],"category_scores_gemma":[0.0000167479,0.0003419804,0.00008498948,0.0005716021,0.00006417678,0.0002206117,0.00001366382,0.0007877241,0.00005355355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003529153,"about_ca_system_score_gemma":0.00008040869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001207505,"about_ca_topic_score_gemma":0.0001642162,"domain_scores_codex":[0.9980581,0.00005399874,0.000622333,0.0002853842,0.0003511741,0.0006290041],"domain_scores_gemma":[0.9992126,0.0001306562,0.0001204475,0.0003029307,0.0001042142,0.0001291841],"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":[0.002336027,0.002181286,0.000764639,0.0001407992,0.001334,0.00007437078,0.01093899,0.04265258,0.2627233,0.0004845216,0.01251257,0.6638569],"study_design_scores_gemma":[0.08072809,0.0147717,0.002813537,0.0006083212,0.00157606,0.0001156151,0.005733927,0.5063397,0.3031087,0.002386016,0.07594378,0.005874518],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7931609,0.0004042515,0.2031766,0.00002028287,0.001690087,0.0008860199,0.00001618065,0.0002656981,0.0003799816],"genre_scores_gemma":[0.9995198,0.00004697704,0.00005693824,0.00001501083,0.0002487075,0.00001788885,0.00002104898,0.00004407265,0.000029607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6579823,"threshold_uncertainty_score":0.9999032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449952453067334,"score_gpt":0.2788085496552224,"score_spread":0.2443090251245491,"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."}}