{"id":"W4408359321","doi":"10.1109/pedstc65486.2025.10912051","title":"A Review of Grid-Connected Inverters and Control Methods Under Unbalanced Grid Conditions","year":2025,"lang":"en","type":"review","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Grid; Computer science; Control (management); Control theory (sociology); Mathematics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002718838,0.0003724724,0.0020758,0.0002111219,0.00002956238,0.00001682938,0.0001585868,0.0002135577,0.0002493059],"category_scores_gemma":[0.0001275931,0.0002993627,0.0003249882,0.0004850093,0.00004386208,0.00006677179,0.00002738615,0.0002219075,0.000006470704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005488474,"about_ca_system_score_gemma":0.0001016841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008024215,"about_ca_topic_score_gemma":0.000004324285,"domain_scores_codex":[0.9984676,0.0002450351,0.0007647113,0.0002516576,0.00007104677,0.0001999726],"domain_scores_gemma":[0.9988039,0.000560671,0.0001583756,0.0003073722,0.00009771284,0.00007195353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001009677,0.000008340638,1.332772e-7,0.2470482,0.0005317237,6.436953e-7,0.000003117845,0.0002120593,0.000005701439,0.0003315111,0.01215907,0.7396985],"study_design_scores_gemma":[0.0005721346,0.00001454399,0.000001516783,0.1277326,0.002411186,0.00001319277,0.000003264952,0.006013477,0.00000347678,0.00005956267,0.862797,0.0003780578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.265874e-9,0.891364,0.1054428,0.0000407542,0.0004718493,0.001025483,0.0003197638,0.0001787432,0.001156592],"genre_scores_gemma":[2.688766e-7,0.9941931,0.004167187,0.0006906978,0.00007754515,0.0002152972,0.0005337836,0.00003490796,0.00008719495],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8506379,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353253808181665,"score_gpt":0.331440000807771,"score_spread":0.3179074627259543,"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."}}