{"id":"W4313534831","doi":"10.1109/mpe.2022.3219171","title":"Grid behavior: PMU-enabled dynamic state estimation [Editors’ Voice]","year":2023,"lang":"en","type":"article","venue":"IEEE Power and Energy Magazine","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Grid; Circuit breaker; State of health; Electric power system; GRASP; Computer science; State (computer science); Asset management; Process (computing); Reliability engineering; Asset (computer security); Power (physics); Engineering; Computer security; Electrical engineering; Business; Finance","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":[0.0001011604,0.0001672242,0.0001790235,0.0001650617,0.00006708648,0.0000608331,0.00006627176,0.00007610308,0.0000398898],"category_scores_gemma":[0.00000744386,0.0001627277,0.00004695603,0.0002768678,0.00001907736,0.0001485543,0.00001205696,0.00009312506,0.0004027969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004298303,"about_ca_system_score_gemma":0.00000716288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005835737,"about_ca_topic_score_gemma":0.0001377966,"domain_scores_codex":[0.9991668,0.00001953687,0.0002194704,0.0001776742,0.0001452073,0.000271299],"domain_scores_gemma":[0.9996514,0.00002554633,0.00002445619,0.0001672788,0.00002876268,0.0001024984],"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":[0.00008522955,0.00008732609,0.0003333953,0.0002179537,0.0002436415,0.0002008577,0.0008256331,0.470463,0.225458,0.0001275486,0.2342729,0.06768453],"study_design_scores_gemma":[0.0007465281,0.00006610312,0.00508987,0.00002451674,0.00002800924,0.00002721857,0.00002971471,0.7935537,0.001166495,0.00008036474,0.1988695,0.0003180427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858485,0.0006735563,0.04577653,0.0002894468,0.04483963,0.0002644139,0.0001270329,0.00476536,0.01741554],"genre_scores_gemma":[0.9930187,0.0001212749,0.00002925424,0.00002929773,0.000249365,0.00008273673,0.00004139234,0.00004316119,0.00638478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3230906,"threshold_uncertainty_score":0.6635841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004781500072634596,"score_gpt":0.2136517095007607,"score_spread":0.2088702094281261,"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."}}