{"id":"W4412129994","doi":"10.1109/gpecom65896.2025.11062021","title":"Direct Interfacing of Admittance-Based Aggregated Models of Converter-Interfaced Resources in Nodal Analysis EMT Simulators","year":2025,"lang":"en","type":"article","venue":"","topic":"Electromagnetic Compatibility and Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interfacing; Admittance; Nodal analysis; Computer science; NODAL; Electrical engineering; Engineering; Electrical impedance; Computer hardware","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":[0.0002119234,0.0001403321,0.0004809418,0.0005325431,0.00001030352,0.000006944836,0.0001609503,0.00006100057,0.00009133708],"category_scores_gemma":[0.0000385014,0.0001384257,0.0001260313,0.001166881,0.00003611166,0.00005149534,0.00002908347,0.0001069456,5.607056e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007821999,"about_ca_system_score_gemma":0.00003187412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004613657,"about_ca_topic_score_gemma":0.001486897,"domain_scores_codex":[0.998898,0.0000532094,0.0005208902,0.0001834282,0.0001610141,0.000183512],"domain_scores_gemma":[0.9994294,0.0001110156,0.00005660493,0.0002908673,0.00007951882,0.00003257797],"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":[0.0001008586,0.00008522838,0.02105169,0.0002573397,0.0004524331,6.492795e-7,0.0004920608,0.8986405,0.07619193,0.00003696583,0.00001268057,0.0026777],"study_design_scores_gemma":[0.0005169968,0.0000517095,0.002795035,0.0001606941,0.0001013458,2.025995e-8,0.00004820207,0.6633076,0.3328524,0.00008652607,0.00000463287,0.00007481662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968992,0.0003632131,0.02351823,0.00001210031,0.00005077195,0.0001505695,0.000005432607,0.00008016373,0.006827541],"genre_scores_gemma":[0.999594,0.000004512724,0.0002746622,0.00001114403,0.000001653009,0.000004953621,0.000002569833,0.00000817716,0.000098297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2566605,"threshold_uncertainty_score":0.5644837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097945514997791,"score_gpt":0.2211953418064847,"score_spread":0.2102158866565068,"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."}}