{"id":"W4415395495","doi":"10.1016/j.epsr.2025.112312","title":"Co-simulation and compensation method for parallel simulation of electromagnetic transients","year":2025,"lang":"en","type":"article","venue":"Electric Power Systems Research","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Initialization; Computation; Scalability; Compensation (psychology); Classification of discontinuities; Decoupling (probability); Stability (learning theory); Interface (matter); Node (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":[0.001729633,0.0001508882,0.0003607207,0.0007479025,0.000132668,0.00009588501,0.0001270564,0.0001547928,0.00001014065],"category_scores_gemma":[0.0001674517,0.0001528343,0.0000640693,0.0008977639,0.00002084886,0.0001475515,0.000005679428,0.0001820971,0.000005991965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514463,"about_ca_system_score_gemma":0.00006444872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007283098,"about_ca_topic_score_gemma":0.000004318208,"domain_scores_codex":[0.9978571,0.0004199212,0.0005708177,0.0002611143,0.0004730822,0.0004179804],"domain_scores_gemma":[0.9975704,0.001610295,0.00006353627,0.0002326213,0.0004551882,0.00006794793],"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":[0.0001257983,0.00002444137,0.0001443994,0.0003328149,0.0000813761,2.974294e-7,0.0001993547,0.9559277,0.03732092,0.001615663,0.000259131,0.003968057],"study_design_scores_gemma":[0.001387584,0.000213897,0.002275235,0.00006580679,0.00001654668,0.000001043587,0.00005003531,0.9913573,0.0008158257,0.0002416392,0.003458445,0.0001166372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06308649,0.002290969,0.925678,0.00003192088,0.0002069562,0.002404963,0.000007675038,0.0001233999,0.006169647],"genre_scores_gemma":[0.9987357,0.00002111553,0.0003240426,0.00000511337,0.00003139116,0.0001628429,0.0000208153,0.00002613313,0.0006728093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9356492,"threshold_uncertainty_score":0.6232401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03243268413096488,"score_gpt":0.3811146214155479,"score_spread":0.348681937284583,"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."}}