{"id":"W2137717894","doi":"10.1109/ccece.2011.6030520","title":"Saturation factors and T'do in WECC/NERC generator model validation","year":2011,"lang":"en","type":"article","venue":"","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Powertech Labs (Canada)","funders":"","keywords":"Generator (circuit theory); Saturation (graph theory); Permanent magnet synchronous generator; Field (mathematics); Computer science; Engineering; Simulation; Electrical engineering; Power (physics); Voltage; Mathematics; Physics","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":[0.00007653899,0.0000670622,0.00007112432,0.00004896986,0.0000144813,0.00001966646,0.00002597989,0.00004967113,0.0001042222],"category_scores_gemma":[0.00001074298,0.0000564943,0.00001044452,0.00006903181,0.000005942702,0.0001910088,0.000006233224,0.00003580109,0.000004025175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003034143,"about_ca_system_score_gemma":0.000005872797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002423552,"about_ca_topic_score_gemma":0.00007862034,"domain_scores_codex":[0.999639,0.00001488412,0.0001358316,0.00008933098,0.00004931656,0.00007157595],"domain_scores_gemma":[0.9998446,0.000006051898,0.000009322233,0.00008844196,0.00001765467,0.00003399438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001952182,0.00009253288,0.3755183,0.0001522562,0.00003142829,0.000001349638,0.01958017,0.5768375,0.008206674,0.0170348,0.001213879,0.001311522],"study_design_scores_gemma":[0.0001235854,0.000004752179,0.02032452,0.000003289825,0.000001948247,3.146949e-7,0.0001437457,0.9714929,0.007624342,0.0001393254,0.00004398541,0.00009723253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.792289,0.00002578223,0.1948801,0.000005167226,0.0001027309,0.00009230195,0.000002977583,0.0001146977,0.01248724],"genre_scores_gemma":[0.9959778,0.000011475,0.003909257,0.000008684694,0.000003980344,0.000005426979,0.000008639972,0.000007643894,0.0000671589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3946554,"threshold_uncertainty_score":0.2303771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0327345244788001,"score_gpt":0.1997578027617025,"score_spread":0.1670232782829024,"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."}}