{"id":"W2999375771","doi":"10.1109/tia.2020.2964594","title":"Instability detection and prevention in smart grids under asymmetric faults","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Electric power system; Reliability engineering; Generator (circuit theory); Computer science; Countermeasure; Power-system protection; Stability (learning theory); Power (physics); Control theory (sociology); Engineering","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":[0.0001288185,0.0001435185,0.0001488169,0.0001606579,0.0001143726,0.00002408575,0.00008149652,0.0002959005,0.0000685894],"category_scores_gemma":[0.000006489484,0.0001662384,0.00004611565,0.001206367,0.00004053933,0.000181625,0.000001118204,0.0006203527,0.00002780138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467808,"about_ca_system_score_gemma":0.00002631566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001905624,"about_ca_topic_score_gemma":0.000146995,"domain_scores_codex":[0.9990451,0.00005807336,0.0003315531,0.0002879795,0.0001225419,0.0001547222],"domain_scores_gemma":[0.999497,0.00006065538,0.00003055626,0.0002281741,0.00003799085,0.0001456129],"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":[0.00004170219,0.0003227488,0.001087186,0.0001929704,0.00005373047,5.410758e-7,0.0004897406,0.9086509,0.002341956,0.0002121776,0.00004462464,0.08656175],"study_design_scores_gemma":[0.005102856,0.0005874287,0.1016252,0.0001313167,0.0001954926,0.00003680863,0.002856653,0.8035623,0.06658414,0.001580538,0.01573943,0.001997815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06924412,0.00002656975,0.9277422,0.0003081482,0.0001204084,0.0006635504,0.00003768845,0.0003084445,0.001548816],"genre_scores_gemma":[0.9988996,0.00002275156,0.0003902981,0.00006911196,0.00001906742,0.0005370601,0.000004732992,0.00001888914,0.00003853897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9296554,"threshold_uncertainty_score":0.6779006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318836266725485,"score_gpt":0.2441909877292636,"score_spread":0.2210026250620087,"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."}}