{"id":"W4400106293","doi":"10.1016/j.epsr.2024.110766","title":"Modelling of electromagnetic transients in multi-unit high-voltage circuit-breakers","year":2024,"lang":"en","type":"article","venue":"Electric Power Systems Research","topic":"Vacuum and Plasma Arcs","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Hydro-Québec","funders":"Fonds de recherche du Québec – Nature et technologies; Hydro-Québec","keywords":"Circuit breaker; Electrical engineering; Voltage; Transient recovery voltage; High voltage; Unit (ring theory); Short circuit; Engineering; Physics; Mathematics; Voltage regulation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003248549,0.0007295555,0.0008757556,0.0005387035,0.0005599902,0.001224976,0.00128166,0.001950889,0.004086922],"category_scores_gemma":[0.00147556,0.0005040296,0.0006823097,0.0005449137,0.0006105146,0.00107616,0.0005072341,0.0007968632,0.0004757527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014606,"about_ca_system_score_gemma":0.0005453834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01295491,"about_ca_topic_score_gemma":0.004728903,"domain_scores_codex":[0.9998018,0.00006805699,0.000008562361,0.00003652303,0.00004330534,0.00004173927],"domain_scores_gemma":[0.999431,0.000327404,0.00007907943,0.00003437838,0.00008167274,0.00004645498],"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":[0.00002941809,0.00001399312,0.0001696367,0.00001341404,0.000006815027,0.0000392498,0.00001712579,0.9973,0.0007484444,0.0005667519,0.00006939788,0.00102575],"study_design_scores_gemma":[0.000003964775,0.00001103135,0.0001368144,0.000002357454,0.000002428669,0.000006329702,0.000007195477,0.9993606,0.000179207,0.0001804894,0.000107555,0.000001904774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6185035,0.0009890279,0.3292325,0.0005629521,0.0001915607,0.0001110524,0.0003025059,0.001046375,0.04906067],"genre_scores_gemma":[0.9931673,0.0001154896,0.002005065,0.00001611073,0.0000121459,0.00001869041,0.00004702059,0.00004454504,0.004573508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295491,"threshold_uncertainty_score":0.02575904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0780030606178883,"score_gpt":0.3193736526425731,"score_spread":0.2413705920246848,"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."}}