{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007449878,0.0009144285,0.0004838629,0.001049263,0.0007858011,0.0008995934,0.001163574,0.0006947238,0.001356169],"category_scores_gemma":[0.03227334,0.0004813947,0.0004827466,0.0005987649,0.001083442,0.001823933,0.001346032,0.0007776524,0.0003643631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009163579,"about_ca_system_score_gemma":0.001456159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005944723,"about_ca_topic_score_gemma":0.006798626,"domain_scores_codex":[0.9949943,0.002228805,0.0002824663,0.0005569379,0.001670563,0.0002670236],"domain_scores_gemma":[0.9856278,0.008384036,0.001055941,0.002222923,0.00254427,0.0001651242],"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":[0.001440622,0.0003830982,0.0631348,0.0007020161,0.0001615384,0.0007342669,0.001611168,0.6249197,0.08804138,0.02373801,0.002585475,0.1925481],"study_design_scores_gemma":[0.0001587348,0.001107327,0.01644981,0.0002189078,0.00007514028,0.0004104465,0.0005766244,0.7758483,0.1815079,0.01348129,0.01004115,0.0001244778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3396016,0.0002993986,0.6423489,0.0003292433,0.00009639414,0.0002709834,0.0003051288,0.001240902,0.01550735],"genre_scores_gemma":[0.9378892,0.00007222605,0.06026435,0.00005811623,0.000008161529,0.0001820573,0.0001857589,0.0002102581,0.001129792],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007449878,"threshold_uncertainty_score":0.03939921,"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."}}