{"id":"W7096206764","doi":"","title":"Public Centralized Forecasting Registration and Communication Requirements for Distribution Connected Variable Generators","year":2012,"lang":"en","type":"article","venue":"","topic":"Electric Power System Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variable (mathematics); Subject matter; Electricity; Subject (documents); Distribution (mathematics); Subject-matter expert","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":[0.0004322671,0.00009560735,0.0001002183,0.00003651238,0.000131162,0.00007864075,0.00005960397,0.00007479012,0.00001666695],"category_scores_gemma":[0.0001886724,0.0001005268,0.00001442387,0.0002181004,0.00001006,0.0006496299,0.00001144519,0.0000424629,0.000001180974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513045,"about_ca_system_score_gemma":0.00001285178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001405164,"about_ca_topic_score_gemma":0.000008762374,"domain_scores_codex":[0.9992512,0.00004378814,0.0002504369,0.00008583871,0.00008454672,0.0002841984],"domain_scores_gemma":[0.9995139,0.0000685153,0.00006588625,0.0001668001,0.0001068613,0.00007804643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009747794,0.0003477842,0.04568266,0.001130374,0.0005882783,3.618169e-7,0.001395103,0.02218474,0.05758883,0.7741839,0.07267155,0.02412897],"study_design_scores_gemma":[0.001074104,0.00003120378,0.0006684967,0.00003557249,0.00004025135,0.00001055855,0.00004787611,0.9788597,0.008905352,0.0004506475,0.009607539,0.0002687169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03658886,0.0005700495,0.9589799,0.00006731517,0.0002209231,0.0005163417,0.00002080257,0.0003168353,0.002718971],"genre_scores_gemma":[0.9711428,0.00005122514,0.02753714,0.0000126162,0.00005184879,0.00008378851,0.0010442,0.00001882095,0.00005753831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9566749,"threshold_uncertainty_score":0.4099365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06753485790806127,"score_gpt":0.2343977582377598,"score_spread":0.1668629003296986,"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."}}