{"id":"W2214370494","doi":"10.1109/ias.2015.7356862","title":"A novel ambiance changing energy saving LED lighting system with PFM operated Zeta converter","year":2015,"lang":"en","type":"article","venue":"","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Total harmonic distortion; Power factor; Mains electricity; Boost converter; Voltage; Computer science; Power (physics); Electrical engineering; Electronic engineering; Engineering; 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":[0.0001058984,0.0002795716,0.0003695391,0.0002270029,0.0003108484,0.0006181028,0.0006549319,0.0002204487,0.003925789],"category_scores_gemma":[0.00009280291,0.0001132148,0.0002788167,0.0001883961,0.000142639,0.000382905,0.0002282852,0.0003007525,0.0007744313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000287263,"about_ca_system_score_gemma":0.0002940682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004805163,"about_ca_topic_score_gemma":0.0006261306,"domain_scores_codex":[0.9999142,0.0000100607,0.00000304189,0.00002257623,0.00003862644,0.00001151937],"domain_scores_gemma":[0.9999599,0.00000575678,0.000004941959,0.000006174209,0.00001741533,0.000005828274],"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":[0.0009195607,0.0003500329,0.00293332,0.0006639867,0.0000744256,0.001069749,0.0003809037,0.05464106,0.6710776,0.009303297,0.003484052,0.2551021],"study_design_scores_gemma":[0.0003016658,0.001795799,0.005495813,0.00008054965,0.0001244641,0.001780364,0.0001754286,0.5740354,0.3755331,0.002931772,0.03767613,0.00006952071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4155773,0.0005700609,0.5399137,0.0001900511,0.0001320997,0.0002674983,0.0001868475,0.004079621,0.03908278],"genre_scores_gemma":[0.9662827,0.0001541881,0.02624493,0.00004900086,0.00001505689,0.0000560541,0.00006259337,0.00004469321,0.007090723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003925789,"threshold_uncertainty_score":0.01313311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171851787264355,"score_gpt":0.1876830713572293,"score_spread":0.1759645534845857,"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."}}