{"id":"W4367322678","doi":"10.1515/ijeeps-2022-0192","title":"Improved adaptive micro-grid over current protection scheme considering false tripping","year":2023,"lang":"en","type":"article","venue":"International Journal of Emerging Electric Power Systems","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tripping; Computer science; Benchmark (surveying); Scheme (mathematics); Network topology; Grid; Renewable energy; MATLAB; Engineering; Computer network; Circuit breaker; Mathematics; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008909715,0.0002835856,0.0004050986,0.001487487,0.00007968453,0.0001700015,0.0004029623,0.0001194038,0.00001295987],"category_scores_gemma":[0.0002154502,0.0002863165,0.0002295561,0.000879085,0.0000148205,0.0005577341,0.00004693474,0.0006266761,0.00004570034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008299956,"about_ca_system_score_gemma":0.00009936684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006621064,"about_ca_topic_score_gemma":0.000004397999,"domain_scores_codex":[0.9973481,0.00009908714,0.001114262,0.0002296361,0.0007699594,0.0004389923],"domain_scores_gemma":[0.9984722,0.00008739129,0.0005600898,0.0001722746,0.0005811015,0.0001269212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000245682,0.00007828885,0.0008095371,0.0002061416,0.001767382,0.0001818838,0.001226263,0.019477,0.9488981,0.0001364443,0.01043937,0.0165339],"study_design_scores_gemma":[0.002969679,0.0004081253,0.001688075,0.001839611,0.00007610719,0.002138456,0.0005709191,0.7974191,0.04362043,0.00008425167,0.1482066,0.000978641],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7375394,0.007814958,0.1869082,0.0001126721,0.06572197,0.0007397021,0.00002301458,0.0007940677,0.0003459541],"genre_scores_gemma":[0.9983197,0.000211312,0.00009791752,0.000007054429,0.001178792,0.00004193986,0.000003543542,0.00006761482,0.00007214041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9052777,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914980252239601,"score_gpt":0.2675612162707517,"score_spread":0.2484114137483557,"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."}}