{"id":"W6950138367","doi":"10.5281/zenodo.3369908","title":"Experiences of providing AGC from wind power plants in Canada","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wind Energy Institute of Canada","funders":"","keywords":"Wind power; Power (physics); Presentation (obstetrics); Mains electricity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001530802,0.00008119702,0.0001143411,0.0001162338,0.0001340621,0.00008636704,0.0004356066,0.00002588279,0.008062019],"category_scores_gemma":[0.00006352383,0.00008290015,0.00001290639,0.000223546,0.00002465886,0.0001366574,0.0002406909,0.0001299042,0.0005929028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002785448,"about_ca_system_score_gemma":0.00002246885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02206117,"about_ca_topic_score_gemma":0.001175275,"domain_scores_codex":[0.999,0.00005378505,0.0001764516,0.0001690528,0.0003224519,0.0002783178],"domain_scores_gemma":[0.9996076,0.00001903666,0.00002307281,0.000181854,0.00006611803,0.0001023729],"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":[0.0006268594,0.000373714,0.003898513,0.0006967269,0.000493657,0.0003570507,0.1529019,0.06130646,0.169004,0.001556663,0.41589,0.1928944],"study_design_scores_gemma":[0.001393272,0.0001801082,0.02182826,0.0002035101,0.000002865948,0.00002469566,0.03278159,0.006134148,0.03848057,0.00007753056,0.8983464,0.0005470706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523537,0.00008237665,0.00004841771,0.00002350501,0.0001159337,0.0001353544,0.0000464219,0.0001022262,0.04709208],"genre_scores_gemma":[0.9992979,0.00002378856,0.00006470272,0.00001455879,0.00001706943,3.030901e-8,0.000178515,0.0002737247,0.0001297746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4824564,"threshold_uncertainty_score":0.9928448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194181751773323,"score_gpt":0.1814840349828653,"score_spread":0.1695422174651321,"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."}}