{"id":"W1547770549","doi":"10.1109/jestpe.2015.2436390","title":"A Flicker-Free Single-Stage Offline LED Driver With High Power Factor","year":2015,"lang":"en","type":"article","venue":"IEEE Journal of Emerging and Selected Topics in Power Electronics","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Ripple; Power factor; LED lamp; Flicker; Capacitor; LED circuit; Light-emitting diode; Electrical engineering; Electronic engineering; Voltage; Power (physics); Flyback transformer; Computer science; Engineering; Short circuit; Physics; 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":[0.0001602387,0.0002818189,0.0004264144,0.0002977984,0.00003758891,0.00004230207,0.0002759013,0.0001304757,0.00002713497],"category_scores_gemma":[0.0001198898,0.0002490276,0.00005174413,0.0005163078,0.00004463426,0.0003155354,0.00002418413,0.0008451961,0.000001501922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004068764,"about_ca_system_score_gemma":0.0001830276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006618212,"about_ca_topic_score_gemma":0.0001400724,"domain_scores_codex":[0.9983455,0.00004519769,0.0005018184,0.0001838127,0.0003657396,0.0005579309],"domain_scores_gemma":[0.9989713,0.00005388327,0.0001642641,0.0002628185,0.0003467261,0.0002009826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005973315,0.002814197,0.06741826,0.0007610043,0.006540619,0.004224935,0.06701126,0.2340777,0.4327398,0.009975345,0.02767611,0.1407874],"study_design_scores_gemma":[0.06837942,0.0236348,0.02251215,0.001870324,0.0007862156,0.003212952,0.003715748,0.2261102,0.1345807,0.01178232,0.4947147,0.008700499],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508463,0.00203946,0.04560494,0.0003264588,0.0007282787,0.0001055864,0.000005302187,0.00008533437,0.0002583281],"genre_scores_gemma":[0.9962185,0.0002674259,0.002928221,0.00006963596,0.0001295799,0.000001756011,0.000002093703,0.0000594468,0.0003233642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670386,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009800862474023347,"score_gpt":0.2211216521677289,"score_spread":0.2113207896937056,"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."}}