{"id":"W4416342171","doi":"10.1109/epec65543.2025.11230413","title":"Data Analytics Platform for Monitoring and Supervision of Battery Energy Systems and Microgrids","year":2025,"lang":"","type":"article","venue":"","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Barrie Urology Group","funders":"","keywords":"SCADA; Energy management system; Automation; Smart grid; Benchmarking; Energy management; Analytics; Microgrid; Grid","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005430396,0.0002998699,0.0005739233,0.0004497452,0.0001416169,0.0002377522,0.0003190213,0.0002654121,0.00000488136],"category_scores_gemma":[0.00005624022,0.0003037715,0.00004705306,0.0003208387,0.00006420867,0.0003678566,0.0004141644,0.000128204,5.982121e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008406902,"about_ca_system_score_gemma":0.00003255259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003533727,"about_ca_topic_score_gemma":0.00001919057,"domain_scores_codex":[0.9981213,0.0000222888,0.0008579502,0.000493766,0.0001668783,0.0003378745],"domain_scores_gemma":[0.9984307,0.0004308523,0.0001017465,0.0008438419,0.0001110179,0.00008186991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00117083,0.0005978988,0.2674787,0.1354396,0.01561631,0.00004498423,0.006268283,0.04780063,0.1624045,0.03592874,0.09816463,0.2290849],"study_design_scores_gemma":[0.001414069,0.0001587974,0.0008021616,0.002432266,0.0003623223,0.00003298074,0.00178076,0.9210863,0.01697546,0.00006501214,0.05441194,0.0004779401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1590465,0.05500617,0.7528338,0.00008782685,0.02734892,0.001091756,0.0009058667,0.000258586,0.003420555],"genre_scores_gemma":[0.9951319,0.002009282,0.0008950166,0.00000407809,0.0003718522,0.00002030506,0.00002923524,0.00004085043,0.001497555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8732857,"threshold_uncertainty_score":0.9999415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03554527141423191,"score_gpt":0.2667373314233797,"score_spread":0.2311920600091478,"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."}}