{"id":"W2121835005","doi":"","title":"Grid Integration of Wind Generation","year":2009,"lang":"en","type":"article","venue":"2009 CIGRE/IEEE PES Joint Symposium Integration of Wide-Scale Renewable Resources Into the Power Delivery System","topic":"Renewable energy and sustainable power systems","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wind power; Grid; Power grid; Electric power transmission; Electric power system; Power (physics); Telecommunications; Engineering; Computer science; Electrical engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002171742,0.0008959761,0.0014852,0.000877862,0.0006080978,0.0002491199,0.001048169,0.0006309603,0.0001480466],"category_scores_gemma":[0.0001930335,0.0006611983,0.0007669787,0.001091557,0.000344699,0.0009104851,0.0000945736,0.0004573549,0.00005346657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007135146,"about_ca_system_score_gemma":0.0002364439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02287785,"about_ca_topic_score_gemma":0.00373614,"domain_scores_codex":[0.9924633,0.001236115,0.00300382,0.001001959,0.001465715,0.0008291141],"domain_scores_gemma":[0.9941263,0.0003384775,0.001941542,0.001735357,0.001584721,0.0002736152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004169457,0.0002954312,0.0001925267,0.0002891357,0.0002571931,0.00001751179,0.01400238,0.3641478,0.6017566,0.004052161,0.009641649,0.004930583],"study_design_scores_gemma":[0.001398576,0.001574282,0.0005361444,0.001893865,0.0003463879,0.0001443232,0.02176248,0.07042614,0.8574645,0.0005807508,0.04264046,0.00123213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8638338,0.004135865,0.05144048,0.001719737,0.004287669,0.001595546,0.00007291144,0.0004887808,0.07242515],"genre_scores_gemma":[0.9890983,0.0003517246,0.0009986438,0.0001882434,0.0009690656,0.00006664232,0.0001583651,0.00008909518,0.00807991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2937217,"threshold_uncertainty_score":0.9995839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228666234173984,"score_gpt":0.217689668389115,"score_spread":0.2054030060473751,"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."}}