{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004356017,0.0002028081,0.0002533682,0.00008004618,0.00001955673,0.00001316635,0.000089753,0.00004848036,0.00004787878],"category_scores_gemma":[0.00001456674,0.0001801896,0.00003063916,0.0001413414,0.00007650597,0.0001759667,0.00002791846,0.0002092992,0.00000198626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171221,"about_ca_system_score_gemma":0.00002874591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004002453,"about_ca_topic_score_gemma":0.002357222,"domain_scores_codex":[0.9989415,0.00001265024,0.0002673024,0.000249292,0.0001399922,0.0003892971],"domain_scores_gemma":[0.9996089,0.00008414011,0.00003777053,0.0001867847,0.00002833078,0.00005411998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001276917,0.0004030083,0.4224466,0.0009907722,0.0001112394,0.000006523134,0.004283862,0.08194834,0.1204499,0.0005808983,0.0001313581,0.3685198],"study_design_scores_gemma":[0.003425324,0.0001661521,0.1908668,0.0003292529,0.00002396076,0.00001638438,0.0003388858,0.7892769,0.01352461,0.0001390775,0.001007641,0.0008849419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7203031,0.0002572871,0.2790464,0.000009193836,0.00003799036,0.0001630335,0.000005587289,0.00009342337,0.00008404993],"genre_scores_gemma":[0.9991624,0.00001094622,0.0007037736,0.00001312809,0.00001911394,0.00001285238,0.0000051512,0.00003460842,0.00003799405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7073286,"threshold_uncertainty_score":0.7347921,"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."}}