{"id":"W1544801666","doi":"10.1109/ptc.2015.7232734","title":"Mitigation of transformer inrush current associated with DER facilities connected on the distribution grid","year":2015,"lang":"en","type":"article","venue":"","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Inrush current; Switchgear; Circuit breaker; Transformer; Tripping; Electrical engineering; Engineering; Grid; Distribution transformer; Power quality; Distribution board; Wind power; Current transformer; Computer science; Automotive engineering; Reliability engineering; Voltage","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001816976,0.0000985329,0.0001091938,0.00002871757,0.000026508,0.00001340679,0.00004812375,0.00005042196,0.00002031443],"category_scores_gemma":[0.00007427272,0.00006222913,0.00002666381,0.0001748024,0.00003032088,0.0001049041,0.000001294424,0.0001031315,0.00001437059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620905,"about_ca_system_score_gemma":0.00002127909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005566279,"about_ca_topic_score_gemma":0.0002195567,"domain_scores_codex":[0.9993608,0.00004742375,0.0001744602,0.00007418591,0.0002205888,0.0001225497],"domain_scores_gemma":[0.9996474,0.00006864357,0.00003188669,0.0001017061,0.0001120309,0.0000383069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001898719,0.002057603,0.04026684,0.002792673,0.006217449,0.00001731888,0.09882146,0.1338514,0.09677245,0.06247865,0.3369254,0.2179],"study_design_scores_gemma":[0.004801183,0.001375592,0.02000667,0.0008742307,0.0001469638,0.00001619257,0.006480551,0.09733224,0.6956696,0.0006948406,0.1714296,0.001172384],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568309,0.00007404701,0.03899088,0.00004880663,0.0005656416,0.0002725821,0.0001943867,0.0002559268,0.002766875],"genre_scores_gemma":[0.9997013,0.000003434303,0.000003217634,0.000003936036,0.00002725939,0.00003247894,0.0001508633,0.000009468043,0.00006806218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5988972,"threshold_uncertainty_score":0.253763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161824995585844,"score_gpt":0.2109607695695091,"score_spread":0.1893425196136506,"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."}}