{"id":"W2186900014","doi":"10.2172/1118120","title":"Autonomous Demand Response for Primary Frequency Regulation","year":2012,"lang":"en","type":"report","venue":"","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demand response; Interconnection; Key (lock); Set (abstract data type); Computer science; Grid; Work (physics); Power (physics); Operations research; Telecommunications; Computer security; Engineering; Electricity; 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":[],"consensus_categories":[],"category_scores_codex":[0.001473489,0.0002342985,0.0003379186,0.0001592157,0.00006326917,0.00003347536,0.00007106152,0.0005655171,0.0001223946],"category_scores_gemma":[0.00009520736,0.0002190121,0.0001347541,0.00007498434,0.000009537881,0.0001474503,0.00001087947,0.0001746649,0.0000507042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008877498,"about_ca_system_score_gemma":0.000230375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001075063,"about_ca_topic_score_gemma":0.00001872786,"domain_scores_codex":[0.9987882,0.00003937024,0.0004527392,0.0001943934,0.0002617811,0.0002634622],"domain_scores_gemma":[0.9992694,0.00007779866,0.000104109,0.0003120542,0.0001643743,0.00007224991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006814164,0.0001537758,0.001060372,0.02099175,0.001459048,0.00001994411,0.001096766,0.0111432,0.1526095,0.0009591954,0.4605045,0.3493205],"study_design_scores_gemma":[0.0002557719,0.00006408513,0.01544535,0.0001847672,0.00008048612,0.0001082402,0.000007719471,0.001913112,0.0009691285,0.0001876706,0.9802746,0.0005090967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007013819,0.008983849,0.5524396,0.000047016,0.009894507,0.003561585,0.0001307493,0.002158426,0.4157704],"genre_scores_gemma":[0.781289,0.0006694738,0.02210517,0.00003530451,0.00883279,0.002410961,0.0009173276,0.000606857,0.1831332],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7742751,"threshold_uncertainty_score":0.8931055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139066589438375,"score_gpt":0.2587922250012988,"score_spread":0.2274015591069151,"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."}}