{"id":"W4390298771","doi":"10.18280/jesa.560603","title":"Hybrid Optimization for Power Quality Assessment in Hybrid Microgrids: A Focus on Harmonics and Voltage","year":2023,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harmonics; Power quality; Voltage; Power (physics); Quality (philosophy); Focus (optics); Voltage optimisation; Electronic engineering; Computer science; Electrical engineering; AC power; Engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001658188,0.000286734,0.0004476181,0.0003664024,0.0002155638,0.0003365161,0.0002217697,0.00006765239,0.00004582606],"category_scores_gemma":[0.0001917211,0.0002839428,0.0001387883,0.0002795123,0.00005640179,0.0003446494,0.00006253492,0.000482665,0.00003006268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003726588,"about_ca_system_score_gemma":0.00008285821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001270243,"about_ca_topic_score_gemma":0.000007344569,"domain_scores_codex":[0.9978122,0.000188868,0.0008490515,0.0002631694,0.000348851,0.0005378305],"domain_scores_gemma":[0.9989629,0.0003271237,0.0001896263,0.0002416385,0.00009563953,0.0001830442],"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":[0.0002013134,0.0005111204,0.002199563,0.00234158,0.0006638207,0.001006259,0.004011714,0.5844024,0.006441235,0.0097318,0.03299983,0.3554893],"study_design_scores_gemma":[0.001824967,0.0002948187,0.11596,0.0004644448,0.00004248294,0.0003169043,0.0002805249,0.866475,0.001450313,0.009752345,0.002559174,0.0005790274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8640957,0.001232519,0.1308574,0.0004231787,0.0008820991,0.0005860997,0.0002181216,0.0007791799,0.0009257107],"genre_scores_gemma":[0.9905775,0.001325497,0.007641456,0.00008698586,0.00009144147,0.00003878881,0.00002866193,0.00009461919,0.0001150516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3549103,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03662106271207912,"score_gpt":0.2957338712117422,"score_spread":0.2591128084996631,"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."}}