{"id":"W1975313192","doi":"10.1109/pes.2011.6039195","title":"Experiences in system voltage monitoring and control in evolving power grid and application of control room tools","year":2011,"lang":"en","type":"article","venue":"","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"BC Hydro","keywords":"Electric power system; Control (management); Computer science; Voltage; Grid; Control system; Control engineering; Power (physics); Reliability engineering; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000271186,0.00008499665,0.0002155689,0.00007842938,0.00001345141,0.00001912004,0.00005072345,0.00005239978,0.00001259791],"category_scores_gemma":[0.00002725936,0.00007812152,0.00001162638,0.00009427951,0.0000192576,0.0002274057,0.000008576757,0.00004752708,5.771495e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004216502,"about_ca_system_score_gemma":0.000004570224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001636491,"about_ca_topic_score_gemma":0.0000431852,"domain_scores_codex":[0.9993376,0.00002809199,0.0003137526,0.0001343603,0.00006926688,0.0001169802],"domain_scores_gemma":[0.9997208,0.00006429532,0.00003401535,0.0001148044,0.00002677403,0.00003936173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003294858,0.00002999864,0.9766093,0.0002703015,0.00001389874,0.000002274129,0.01436227,0.002175201,0.005347586,0.0006069066,0.00000515697,0.0005441193],"study_design_scores_gemma":[0.002220832,0.00004188614,0.5252205,0.0001483516,0.00000692701,0.000004501536,0.02476437,0.4445216,0.002786609,0.000008690166,0.00003575945,0.0002399783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7603656,0.0006031396,0.2348501,0.000002480456,0.0002249238,0.0004359473,0.000005084357,0.00007828325,0.003434434],"genre_scores_gemma":[0.9995521,0.00000619191,0.0003050637,0.00000222284,0.00000920181,0.0001146714,3.450027e-7,0.000006858967,0.000003380117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4513888,"threshold_uncertainty_score":0.3185703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009141030412382753,"score_gpt":0.198712241943231,"score_spread":0.1895712115308483,"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."}}