{"id":"W2951569946","doi":"10.1002/wene.356","title":"Assessment of inertial and primary frequency control from wind power plants in the Mexican electric power grid","year":2019,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Energy and Environment","topic":"Wind Turbine Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Wind power; Automatic frequency control; Electric power system; Frequency deviation; Voltage droop; Renewable energy; Engineering; Control theory (sociology); Distributed generation; Electricity generation; Power (physics); Computer science; Electrical engineering; Control (management); Voltage; Voltage regulator","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":[0.0003721073,0.0002736294,0.0006367171,0.0000791269,0.00003700174,0.00001791656,0.000203355,0.00009485064,0.0001538627],"category_scores_gemma":[0.000002752409,0.0001838518,0.00008671564,0.00005915912,0.00004382753,0.0001210496,0.0001275478,0.0001877291,0.000009607523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000989407,"about_ca_system_score_gemma":0.000008529359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004022797,"about_ca_topic_score_gemma":0.0000145715,"domain_scores_codex":[0.9984607,0.0001916666,0.0005943686,0.0003043904,0.0001995405,0.0002494027],"domain_scores_gemma":[0.9993161,0.0001050674,0.0001180148,0.0003917711,0.000002839225,0.00006621681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004932581,0.00140635,0.2896598,0.001257636,0.001513511,0.0002401407,0.008849672,0.02134709,0.5922915,0.002388772,0.009453401,0.07109886],"study_design_scores_gemma":[0.003728003,0.001008182,0.943367,0.001130261,0.0001297612,0.00007236985,0.0002524652,0.008949372,0.0002532358,0.0005685218,0.03968099,0.0008598121],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537789,0.039112,0.0001960523,0.0001842978,0.0003805772,0.0005606475,0.00004786537,0.00001734727,0.005722341],"genre_scores_gemma":[0.9929563,0.006582413,0.00006179107,0.0001373038,0.0001001137,0.00007273967,0.00003401726,0.00002308435,0.00003225018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6537073,"threshold_uncertainty_score":0.7497259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004649123533749354,"score_gpt":0.2035613380157419,"score_spread":0.1989122144819926,"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."}}