{"id":"W4285819845","doi":"10.1109/access.2022.3192004","title":"Optimal Protection Coordination of Active Distribution Networks With Synchronverters","year":2022,"lang":"en","type":"article","venue":"IEEE Access","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Overcurrent; Backup; Computer science; Fault (geology); Power-system protection; Electric power system; AC power; Fault current limiter; Voltage; Power (physics); Protective relay; Control theory (sociology); Engineering; Electrical engineering; Control (management)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001045383,0.00009565717,0.0001153641,0.00007157155,0.000107581,0.0000250507,0.0001397341,0.00003929909,0.00002257561],"category_scores_gemma":[0.000004247624,0.0001000184,0.00002682913,0.0004269723,0.00001762624,0.0004162239,0.00002414024,0.0001892458,0.000001265785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004294629,"about_ca_system_score_gemma":0.00001277804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001558946,"about_ca_topic_score_gemma":0.00002012487,"domain_scores_codex":[0.9993363,0.0000475383,0.0001483222,0.0001300437,0.0002000344,0.0001377851],"domain_scores_gemma":[0.9997028,0.00001204878,0.00008134078,0.000128683,0.00005014341,0.00002500639],"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":[0.00009636624,0.00002004483,0.0001565945,0.00004592512,0.00005223038,0.000002324336,0.0001076452,0.9740464,0.00337232,0.000005628633,0.0005687833,0.02152575],"study_design_scores_gemma":[0.0004913397,0.0002067332,0.003227429,0.00002570872,0.00002471956,0.00003731158,0.0001375516,0.9484335,0.04509597,0.000005077634,0.002136278,0.0001784213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4025499,0.00001572939,0.5960591,0.000009920876,0.0007912697,0.0003026894,0.00002402899,0.0001441246,0.0001032835],"genre_scores_gemma":[0.999511,0.000001372674,0.00001958651,0.000002864666,0.00007104184,0.0003128647,0.00004103721,0.00002098537,0.00001927133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5969611,"threshold_uncertainty_score":0.4078634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008877166171772349,"score_gpt":0.2197046185423976,"score_spread":0.2108274523706253,"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."}}