{"id":"W1877102982","doi":"10.1109/pesc.2006.1712135","title":"A novel concept of employing current source inverter in valley fill electronic ballasts with dimming capability and low crest factor","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Crest factor; Inverter; Power factor; Electronic engineering; Engineering; Grid-tie inverter; Inductor; Resonant inverter; Electrical engineering; Power (physics); Current source; Computer science; Current (fluid); Voltage; Maximum power point tracking; Physics","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":[0.0001131885,0.000209264,0.0002820292,0.0002776974,0.0002227081,0.0005214842,0.001150853,0.0003998276,0.002550328],"category_scores_gemma":[0.0001860582,0.0001785048,0.0002157716,0.0002926571,0.0003271318,0.0007316244,0.0002980084,0.0003954019,0.0006641891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258279,"about_ca_system_score_gemma":0.0002044923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001653711,"about_ca_topic_score_gemma":0.0003227176,"domain_scores_codex":[0.999854,0.00001101821,0.000006124631,0.00003552355,0.00007406871,0.00001939603],"domain_scores_gemma":[0.9999065,0.00001777227,0.00001600202,0.00001087659,0.00003926433,0.000009563788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002271123,0.0001034735,0.0005020723,0.0004174052,0.00001982871,0.0002348708,0.0001959571,0.001197261,0.836032,0.02191964,0.001433391,0.1377169],"study_design_scores_gemma":[0.0001949015,0.002606342,0.002978767,0.00006571633,0.0001280596,0.003584619,0.0001363146,0.06894935,0.822195,0.009482607,0.08958565,0.00009251752],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1083981,0.00083354,0.8686873,0.0002565427,0.0001667866,0.0001704184,0.00009726301,0.002046976,0.01934325],"genre_scores_gemma":[0.7910861,0.0006326087,0.1952173,0.0002517105,0.000127847,0.00009330929,0.0001105547,0.0001085266,0.01237212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002550328,"threshold_uncertainty_score":0.00853169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005527930917847437,"score_gpt":0.1947650140189613,"score_spread":0.1892370831011138,"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."}}