{"id":"W4389584494","doi":"10.1109/tie.2023.3337542","title":"Continuous Input Current Isolated Resonant LED Driver With Wide Input Voltage Range","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Industrial Electronics","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canada First Research Excellence Fund","keywords":"LED circuit; Electrical engineering; Voltage; Ripple; Duty cycle; Constant current; Light-emitting diode; Transformer; Diode; Inductor; LED lamp; Electronic engineering; Engineering; Topology (electrical circuits)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002225997,0.0004144311,0.00047845,0.0002931299,0.0002107456,0.0005210156,0.001618382,0.0003494472,0.003261592],"category_scores_gemma":[0.0003516704,0.0002145843,0.0003383512,0.0002119745,0.0002253635,0.0006598359,0.0005808848,0.0004133062,0.001312406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004471551,"about_ca_system_score_gemma":0.000334725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003538514,"about_ca_topic_score_gemma":0.0006794063,"domain_scores_codex":[0.9996339,0.00002479168,0.00001573466,0.0001147549,0.0001607213,0.00005001752],"domain_scores_gemma":[0.9996525,0.00006107332,0.00004932994,0.00004909846,0.0001618394,0.00002615704],"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":[0.0002222478,0.000105004,0.0006715041,0.0002490033,0.00002409675,0.0002055519,0.0002312508,0.0009693239,0.9518052,0.001576393,0.001083583,0.04285688],"study_design_scores_gemma":[0.00009426461,0.001003993,0.003141803,0.00003470164,0.00007673729,0.001418091,0.0001146643,0.03850237,0.9349601,0.0008054914,0.01979427,0.0000534952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4487401,0.0006245916,0.5216565,0.0002264939,0.0001464435,0.0002454227,0.000281859,0.004927509,0.02315122],"genre_scores_gemma":[0.9432358,0.0001580924,0.04694225,0.0001273199,0.00004618526,0.0001175119,0.0001842415,0.0002874047,0.008901237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003261592,"threshold_uncertainty_score":0.01091111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631289008159474,"score_gpt":0.2278283956813324,"score_spread":0.2115155055997377,"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."}}