{"id":"W2084565322","doi":"10.1109/pes.2007.386186","title":"A Perspective on WAMS Analysis Tools for Tracking of Oscillatory Dynamics","year":2007,"lang":"en","type":"article","venue":"IEEE Power Engineering Society General Meeting","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":145,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bonneville Power Administration; BC Hydro","keywords":"Phasor; Perspective (graphical); Computer science; Electric power system; System of measurement; Tracking (education); Architecture; System dynamics; Power (physics); Control engineering; Systems engineering; Real-time computing; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001088216,0.0002563297,0.0004227484,0.0001467003,0.00007077491,0.00005105704,0.0001555826,0.0001639569,0.00000752258],"category_scores_gemma":[0.0001876163,0.0002813422,0.0006116063,0.0006897812,0.00002428489,0.0001503655,0.000012483,0.0001825676,0.000001028775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007403594,"about_ca_system_score_gemma":0.00001650444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001722891,"about_ca_topic_score_gemma":0.00002157983,"domain_scores_codex":[0.9984927,0.00001485453,0.0005043612,0.0002929267,0.0002508391,0.0004443426],"domain_scores_gemma":[0.9989534,0.0003689622,0.0000821678,0.0002766761,0.0002134775,0.0001053023],"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":[0.000007741382,0.00001951815,0.0004601314,0.0001003003,0.0005532217,5.845099e-7,0.002176781,0.9860049,0.009238916,0.001155615,0.0000958046,0.000186448],"study_design_scores_gemma":[0.0002859039,0.00003543056,0.001315795,0.00004804517,0.0001185174,9.909086e-7,0.001268458,0.9841723,0.01215711,0.000009106156,0.0002630948,0.0003252559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3220674,0.0001703738,0.6748378,0.00001484377,0.0007459657,0.000221675,0.00004237389,0.0003091832,0.001590446],"genre_scores_gemma":[0.9738625,0.00001015762,0.02587904,0.0000264236,0.00009045566,0.00001597952,0.00001301916,0.00005998018,0.0000424967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.651795,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011382998065165,"score_gpt":0.2480307679264546,"score_spread":0.2366477698612896,"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."}}