{"id":"W4410864334","doi":"10.3390/smartcities8030088","title":"Fairness-Oriented Volt–Watt Control Methods of PV Units for Over-Voltage Suppression in PV-Enriched Smart Cities","year":2025,"lang":"en","type":"article","venue":"Smart Cities","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Emera; Atlantic Canada Opportunities Agency; Mitacs","keywords":"Watt; Volt; Photovoltaic system; Electrical engineering; Voltage; Control (management); Computer science; Automotive engineering; Power (physics); Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007124802,0.0003925837,0.0006898513,0.0007002197,0.00009970817,0.000048404,0.0003371748,0.0001904681,0.00009165359],"category_scores_gemma":[0.000345533,0.0004031103,0.0001446228,0.0008065157,0.0001489183,0.0002719399,0.0001534329,0.000226897,0.000003294998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001834595,"about_ca_system_score_gemma":0.00006517364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000262574,"about_ca_topic_score_gemma":0.00023048,"domain_scores_codex":[0.9979444,0.0001510017,0.0007025457,0.0003528449,0.0002697005,0.0005795729],"domain_scores_gemma":[0.9983464,0.000772063,0.00009270769,0.00053312,0.0001862514,0.00006945588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001108024,0.0003407386,0.1653845,0.007170791,0.002175882,0.00003774039,0.006669267,0.3697888,0.06195375,0.2436041,0.1324956,0.009270786],"study_design_scores_gemma":[0.01229103,0.0003141057,0.1392739,0.001267242,0.0004535293,0.000002623316,0.01029738,0.2843454,0.08955625,0.01453631,0.4458424,0.001819834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3087927,0.001483352,0.6647508,0.0002145574,0.005733509,0.001164918,0.0001943919,0.0006463735,0.01701942],"genre_scores_gemma":[0.9905775,0.0000914585,0.00324678,0.0001811559,0.0001404223,0.000489896,0.0001097121,0.00007439997,0.005088665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6817849,"threshold_uncertainty_score":0.999842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340573584994798,"score_gpt":0.2709698441236685,"score_spread":0.2575641082737205,"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."}}