{"id":"W1613234611","doi":"10.1109/ccece.1996.548241","title":"Harmonic and electrical characteristics of fluorescent ballasts","year":2002,"lang":"en","type":"article","venue":"","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Core Research for Evolutional Science and Technology","keywords":"Crest factor; Ballast; Total harmonic distortion; Fluorescent lamp; Overvoltage; Power factor; Electrical engineering; Electronic circuit; Overcurrent; Harmonic; Voltage; Current (fluid); Incandescent light bulb; AC power; Waveform; Engineering; Electronic engineering; Acoustics; 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":[0.0002709187,0.0001177151,0.0002017472,0.0006342352,0.0002122625,0.00035805,0.0002443122,0.0002437501,0.003727215],"category_scores_gemma":[0.0018621,0.00009697955,0.0001040227,0.0005543856,0.0002468478,0.0004493289,0.0001374757,0.000151273,0.0006233776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003393598,"about_ca_system_score_gemma":0.0001201161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00194083,"about_ca_topic_score_gemma":0.0008306468,"domain_scores_codex":[0.9996908,0.00004124982,0.000009377956,0.00004296869,0.0001812714,0.00003441658],"domain_scores_gemma":[0.9988992,0.0004350814,0.0001204293,0.00006762963,0.0004452078,0.00003237833],"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":[0.002398404,0.0001503745,0.02418485,0.0004750634,0.00004563916,0.0005633699,0.001768072,0.01335209,0.7318362,0.00368855,0.002173063,0.2193643],"study_design_scores_gemma":[0.0001580631,0.005049374,0.2510636,0.0001070785,0.0001488384,0.006049572,0.001612517,0.05367083,0.6412178,0.004239082,0.03647797,0.0002052631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690722,0.0005541819,0.01819715,0.00006487299,0.00001953567,0.00003110026,0.0003065019,0.0003294147,0.01142505],"genre_scores_gemma":[0.9963864,0.00009983028,0.0006565534,0.000009251904,0.000009148216,0.000006685692,0.0001542687,0.00002763779,0.002650332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003727215,"threshold_uncertainty_score":0.01246881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197007651544447,"score_gpt":0.2029003924697829,"score_spread":0.1831996273153383,"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."}}