{"id":"W4416286699","doi":"10.1109/epec65543.2025.11230423","title":"Voltage Sag Reduction at Sunnybrook Health Sciences Center Using a Digital Twin Simulation","year":2025,"lang":"","type":"article","venue":"","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ontario Tech University","funders":"","keywords":"Voltage droop; Reduction (mathematics); Voltage sag; Blackout; Mode (computer interface); MATLAB; Voltage; Power (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002650923,0.0003071627,0.0003384921,0.0002879424,0.0003196699,0.0006762978,0.0004719302,0.0004037493,0.006944515],"category_scores_gemma":[0.000764591,0.0001811495,0.0002573387,0.0003034961,0.0002151009,0.0004029991,0.000375856,0.0003865103,0.0003156923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008225811,"about_ca_system_score_gemma":0.001172351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03760726,"about_ca_topic_score_gemma":0.03846423,"domain_scores_codex":[0.9998989,0.00002391267,0.000005093449,0.00001596584,0.0000397629,0.00001631854],"domain_scores_gemma":[0.9997349,0.00008069289,0.00001519504,0.00003208878,0.0001006287,0.00003656513],"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":[0.0005837861,0.0001602479,0.005903593,0.0001036573,0.00003267571,0.0001838874,0.000137472,0.9602371,0.007855312,0.003459627,0.003978603,0.01736397],"study_design_scores_gemma":[0.00005150698,0.00009000451,0.0006623918,0.000004212933,0.000008333067,0.00001200827,0.00003671028,0.9954455,0.002111311,0.0002112696,0.001360729,0.000006087272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7650888,0.00008833604,0.1727518,0.000381514,0.000144383,0.0002793982,0.002280323,0.003042381,0.05594313],"genre_scores_gemma":[0.9772564,0.0000314787,0.01839944,0.00002679143,0.000003682542,0.00006162114,0.0005248481,0.00007425249,0.003621424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03760726,"threshold_uncertainty_score":0.07477671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285308003439998,"score_gpt":0.3002395106566278,"score_spread":0.2773864306222278,"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."}}