{"id":"W1937529893","doi":"10.1109/ecce.2015.7310114","title":"High power factor single stage flyback converter for dimmable LED driver","year":2015,"lang":"en","type":"article","venue":"","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Flyback transformer; Power factor; Flyback converter; Total harmonic distortion; Flyback diode; Electrical engineering; Buck converter; Computer science; Buck–boost converter; Electronic engineering; Engineering; Voltage; Boost converter; Transformer","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004087024,0.0002110612,0.0002334638,0.00005498432,0.00002603697,0.00003809872,0.0001486218,0.00008523084,0.001101794],"category_scores_gemma":[0.00002709083,0.0001948975,0.00007134949,0.00007531238,0.00002997003,0.0003869542,0.00003637909,0.00008433477,0.0004597083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759254,"about_ca_system_score_gemma":0.00001830291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001908682,"about_ca_topic_score_gemma":0.00002216718,"domain_scores_codex":[0.9990509,0.000007633938,0.0001941284,0.0002142742,0.000148615,0.0003844989],"domain_scores_gemma":[0.9993551,0.00005638994,0.00002371454,0.0002989837,0.00008293972,0.0001828162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008109383,0.000690652,0.005434718,0.0007630082,0.001606873,0.0001567702,0.01054163,0.01865823,0.3623514,0.01847312,0.3734946,0.2070181],"study_design_scores_gemma":[0.008541533,0.0005168451,0.001000762,0.00004012003,0.0000496653,0.00000828923,0.0009329972,0.3879164,0.07986739,0.001269593,0.5181339,0.001722478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09725249,0.00005093278,0.8960648,0.00009049722,0.001594686,0.0004178211,0.00005912756,0.0006887627,0.003780867],"genre_scores_gemma":[0.9737331,0.000002114341,0.008957742,0.0002242166,0.00005576168,0.00002853844,0.00001934626,0.00007558812,0.01690362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8871071,"threshold_uncertainty_score":0.9998114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146452000661229,"score_gpt":0.2215995048155373,"score_spread":0.200134984808925,"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."}}