{"id":"W4416342277","doi":"10.1109/epec65543.2025.11230374","title":"Addressing EV-Induced Undervoltage: Implementing Series Compensation to Enhance the Effectiveness of Reactive Power Support","year":2025,"lang":"","type":"article","venue":"","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inro Consultants (Canada)","funders":"","keywords":"AC power; Compensation (psychology); Capacitive sensing; Transformer; Voltage; Electric power system; Capacitor; Power (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001234035,0.0004602284,0.0002214042,0.0002888316,0.0001565332,0.0004469808,0.0006924717,0.0003413834,0.001700243],"category_scores_gemma":[0.0002458183,0.0000770614,0.0002013149,0.0001908978,0.0001643827,0.0005887662,0.0002084279,0.000278755,0.0004434583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001845317,"about_ca_system_score_gemma":0.0002436079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007661493,"about_ca_topic_score_gemma":0.001233211,"domain_scores_codex":[0.9999173,0.00001456617,0.000006306611,0.00002139596,0.00002738691,0.000012994],"domain_scores_gemma":[0.9998764,0.00001968663,0.00002491572,0.00001583667,0.00005207194,0.00001112669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004819637,0.0004653147,0.003297564,0.0004096736,0.0001014567,0.0004524544,0.0001973862,0.1224646,0.4749238,0.00752989,0.002344413,0.3873315],"study_design_scores_gemma":[0.0001302403,0.002027652,0.003755036,0.00009518163,0.000248437,0.0006804301,0.0001320273,0.7427474,0.2279713,0.004901875,0.01727436,0.00003615155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3643691,0.001100716,0.6029315,0.0003153969,0.0001662594,0.0001071967,0.0000836579,0.00223348,0.02869269],"genre_scores_gemma":[0.9882076,0.0001578854,0.0105651,0.00003921487,0.00002167766,0.000007530252,0.00002477616,0.00002243896,0.0009537373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001700243,"threshold_uncertainty_score":0.005687892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318712088686733,"score_gpt":0.2994498652012797,"score_spread":0.2862627443144123,"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."}}