{"id":"W2896245588","doi":"10.1109/tpel.2018.2874999","title":"Single-Stage LED Driver Achieves Electrolytic Capacitor-Less and Flicker-Free Operation With Unidirectional Current Compensator","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Power Electronics","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrolytic capacitor; Capacitor; Film capacitor; Filter capacitor; Electrical engineering; Voltage; Buck converter; Power factor; Diode; Flyback transformer; Materials science; Electronic engineering; Engineering; Transformer","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":[0.00006925485,0.000336135,0.0002398965,0.0001834109,0.0002785513,0.00006944746,0.0001719419,0.0001005217,0.00009307348],"category_scores_gemma":[0.000002998968,0.0003323834,0.00005892802,0.0002718082,0.0001754137,0.0003641665,0.000001750847,0.0005572334,0.00003772392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005097293,"about_ca_system_score_gemma":0.00009691912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006040436,"about_ca_topic_score_gemma":0.0005927139,"domain_scores_codex":[0.9985551,0.0000408231,0.0002303654,0.0003681349,0.0002771971,0.0005283759],"domain_scores_gemma":[0.9992775,0.00006050089,0.00003972115,0.000387934,0.000101858,0.0001324476],"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":[0.001758315,0.001403706,0.0001532587,0.0002423952,0.001571076,0.00002279098,0.00396603,0.05941962,0.5873606,0.004482965,0.001470602,0.3381486],"study_design_scores_gemma":[0.005614526,0.004144033,0.0003492618,0.0001572561,0.0002943827,0.0001688632,0.0002649133,0.4768989,0.4413488,0.0002854016,0.06851269,0.00196097],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2080252,0.0003163132,0.7900378,0.00008772666,0.0007167939,0.0002580776,0.00002939913,0.0003646464,0.0001640619],"genre_scores_gemma":[0.9984366,0.0001598189,0.0009024952,0.0000580751,0.00007383545,0.00004489835,0.000007368224,0.00008251839,0.0002343722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7904114,"threshold_uncertainty_score":0.9999128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00885926542209298,"score_gpt":0.2114185045198062,"score_spread":0.2025592390977133,"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."}}