{"id":"W7088065263","doi":"10.1016/j.epsr.2025.112310","title":"Undesired events of HV capacitor banks by negative sequence current unbalance protection under external faults","year":2025,"lang":"en","type":"article","venue":"Electric Power Systems Research","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Independent Electricity System Operator","funders":"","keywords":"Capacitor; Tripping; Electric power system; Power (physics); Function (biology); Decoupling capacitor; Power factor; AC power; Inrush current","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":[0.001567991,0.000306956,0.0004631746,0.0009419135,0.0001915932,0.00006748743,0.0005125079,0.0002590744,0.00001073732],"category_scores_gemma":[0.0003459926,0.0003090705,0.00009658489,0.002850201,0.00007660524,0.0002979392,0.00005766329,0.001109769,0.00006605445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836855,"about_ca_system_score_gemma":0.0002548491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050349,"about_ca_topic_score_gemma":0.00002414901,"domain_scores_codex":[0.9958109,0.000761384,0.0007354341,0.0005241481,0.001272128,0.0008960405],"domain_scores_gemma":[0.9982789,0.000301299,0.0001365276,0.0005661424,0.0005714698,0.0001457243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002142182,0.0002100224,0.001007758,0.001923442,0.0003559995,0.00001019066,0.0006116657,0.001649874,0.9577559,0.0007094712,0.01170249,0.02384892],"study_design_scores_gemma":[0.004317672,0.001309668,0.01021864,0.006823385,0.00006132944,0.0001489228,0.0006694595,0.2457342,0.6786414,0.001978934,0.04832869,0.001767682],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5362502,0.01624193,0.4309733,0.00006210992,0.007953385,0.004228956,0.00008257025,0.0005948866,0.003612721],"genre_scores_gemma":[0.9972616,0.0001323821,0.00001254586,0.000002646146,0.000101544,0.0005799194,0.000004545589,0.00004843638,0.001856351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4610114,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973076882354792,"score_gpt":0.3438237413802026,"score_spread":0.2940929725566546,"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."}}