{"id":"W2162935251","doi":"10.5370/jeet.2015.10.4.1400","title":"Coordinated Voltage-Reactive Power Control Schemes Based on PMU Measurement at Automated Substations","year":2015,"lang":"en","type":"article","venue":"Journal of Electrical Engineering and Technology","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; AC power; Voltage; Electric power system; Voltage regulation; Control theory (sociology); Control (management); Power (physics); Control engineering; Computer science; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003577658,0.0001453914,0.0002954089,0.000522201,0.00002982362,0.00001527647,0.00009382279,0.0001631153,0.000006872045],"category_scores_gemma":[0.0007613188,0.0001272067,0.00004312087,0.0006315197,0.00002383015,0.00005982048,0.000007312291,0.0003188511,0.000003349773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227642,"about_ca_system_score_gemma":0.00005764529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.158947e-7,"about_ca_topic_score_gemma":6.681697e-7,"domain_scores_codex":[0.9990815,0.00001835935,0.0003403968,0.0001003379,0.0002422349,0.000217197],"domain_scores_gemma":[0.9991388,0.00007736799,0.00007740265,0.0001172848,0.0004428909,0.0001463095],"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":[0.0001684173,0.0002081252,0.00165088,0.00004191913,0.0003084651,0.00006669913,0.00009235838,0.9620798,0.02950693,0.00144363,0.003573773,0.000859061],"study_design_scores_gemma":[0.001582777,0.0003787859,0.0004361538,0.00003209287,0.00002561073,0.00005878364,0.00001385124,0.9894161,0.004680573,0.0000287751,0.003209868,0.0001366417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1819377,0.001797921,0.8121358,0.0008717382,0.0005535688,0.0002851972,0.000009583881,0.00176882,0.0006396891],"genre_scores_gemma":[0.9991995,0.000005947407,0.0007357055,0.00001891597,0.000007302926,0.000004794736,9.246749e-7,0.00001934291,0.000007547865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8172618,"threshold_uncertainty_score":0.5187337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008527756660127768,"score_gpt":0.2019402716366703,"score_spread":0.1934125149765425,"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."}}