{"id":"W4312799970","doi":"10.1109/tpwrd.2022.3211778","title":"The TRV Improvement of Fast Circuit Breakers Using Solid-State Series Superconducting Reactor","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Power Delivery","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Circuit breaker; Transient recovery voltage; Electrical engineering; Engineering; Fault current limiter; Electric power system; Prospective short circuit current; Fault (geology); Sulfur hexafluoride circuit breaker; Limiter; Arc-fault circuit interrupter; Power (physics); Electronic engineering; Short circuit; Voltage; Power factor; Physics; Constant power circuit","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":[],"consensus_categories":[],"category_scores_codex":[0.0002477448,0.0001685887,0.0001751324,0.0001164033,0.0005422998,0.00003965126,0.0001320339,0.00004177124,0.0001146147],"category_scores_gemma":[0.000001598293,0.0001512229,0.0001368163,0.0002415345,0.00004508499,0.0002708022,0.000002514929,0.0003515538,0.000005686376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002764642,"about_ca_system_score_gemma":0.00003740816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000405951,"about_ca_topic_score_gemma":0.00007873389,"domain_scores_codex":[0.9988737,0.00004598133,0.0003699792,0.0001789909,0.0002672581,0.0002641548],"domain_scores_gemma":[0.9995245,0.00004752033,0.00005772228,0.0002664633,0.00005463247,0.00004910129],"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":[0.00004707786,0.00004785925,0.000003887545,0.00004138388,0.000172857,0.000004809706,0.002487625,0.213847,0.7659163,0.000005943732,0.00005194222,0.01737331],"study_design_scores_gemma":[0.001202102,0.0009359928,0.00007381169,0.0001099248,0.0001355629,0.0002595671,0.02661436,0.03672816,0.9210736,0.00007701189,0.01192092,0.0008690269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8928397,0.0001036064,0.1035862,0.00002218369,0.002592086,0.0003402639,0.0001255453,0.000162907,0.0002275226],"genre_scores_gemma":[0.9994644,0.0000528394,0.00004430712,0.00001515864,0.00002365996,0.00008919442,0.000001375785,0.00004433379,0.0002647128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1771188,"threshold_uncertainty_score":0.6166691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623388994688751,"score_gpt":0.2139213898148921,"score_spread":0.1976874998680046,"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."}}