{"id":"W4409832401","doi":"10.53555/sfs.v8i3.3559","title":"Modelling And Simulation of Shunt Active Power Filter For Power Quality Improvement","year":2022,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Power quality; Environmental science; Power (physics); Active power filter; Computer science; AC power; Electrical engineering; Engineering; Voltage; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003719373,0.00006806391,0.0001957408,0.0001009977,0.00009601321,0.00003288829,0.0001516534,0.00002276684,0.00005842614],"category_scores_gemma":[0.0001150053,0.00006164899,0.00004488094,0.0001894487,0.00009845196,0.0003973713,0.00004204947,0.0001384554,4.562989e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000693614,"about_ca_system_score_gemma":0.00005091814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009511275,"about_ca_topic_score_gemma":0.00005064629,"domain_scores_codex":[0.9989011,0.0001151235,0.0004628276,0.00008349549,0.0003083053,0.0001291323],"domain_scores_gemma":[0.9991294,0.0004943175,0.0001958034,0.00005522475,0.00009450661,0.00003081566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001155294,0.00003262126,0.01137524,0.00002142355,0.00001555311,4.584925e-7,0.002694659,0.9846849,0.0005173153,0.00006237242,0.00006196525,0.0004179412],"study_design_scores_gemma":[0.001837058,0.00269565,0.1762836,0.00006796574,0.00002084445,0.00000768308,0.01222688,0.7891009,0.005327629,0.007126327,0.004723541,0.0005819681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833115,0.0001440199,0.0157375,0.00008650075,0.0003742615,0.00008449929,0.00007920425,0.000004469328,0.0001779905],"genre_scores_gemma":[0.999126,0.00002084502,0.0007960764,0.00003116326,0.000007764216,0.000003102014,0.000001279171,0.000004672549,0.000009065048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1955841,"threshold_uncertainty_score":0.2513973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.217740593002425,"score_gpt":0.317880005060554,"score_spread":0.1001394120581289,"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."}}