{"id":"W7133531360","doi":"10.1109/etfg61999.2025.11402056","title":"Battery Scheduling and Smart Inverter Volt/Var Control for Voltage Stability in Microgrids","year":2025,"lang":"","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Scheduling (production processes); Voltage; Control theory (sociology); Stability (learning theory); Inverter; Battery (electricity)","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":[0.0007646837,0.0004555024,0.000708149,0.0003310363,0.000129032,0.0002302018,0.0001889078,0.0003482861,0.0002667774],"category_scores_gemma":[0.0001605251,0.000481235,0.0001704228,0.0003662448,0.0001007187,0.0003528871,0.00008277153,0.0003519869,0.00001011494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918207,"about_ca_system_score_gemma":0.0001023266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597512,"about_ca_topic_score_gemma":0.0003861456,"domain_scores_codex":[0.9975418,0.00006934485,0.0009185677,0.0006610765,0.0001062358,0.000703007],"domain_scores_gemma":[0.9988632,0.0004166318,0.0000670644,0.0003725048,0.0001526999,0.0001278626],"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":[0.002028639,0.0009592056,0.3167721,0.007068548,0.001563294,0.00001817158,0.002013823,0.1419556,0.243355,0.004525253,0.003899224,0.2758411],"study_design_scores_gemma":[0.007019034,0.00006507518,0.006211325,0.0002070796,0.0001538472,0.000001452329,0.0001982298,0.9762926,0.004191104,0.0005844843,0.004621944,0.0004538085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.119037,0.01017041,0.865553,0.001261962,0.001068748,0.001945068,0.0001007201,0.0001438826,0.0007192453],"genre_scores_gemma":[0.9892233,0.0005901822,0.007906849,0.001586088,0.0001345708,0.0001736168,0.00002736084,0.0000463067,0.0003117044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8701863,"threshold_uncertainty_score":0.9997639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006701808958933089,"score_gpt":0.2033859829710086,"score_spread":0.1966841740120755,"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."}}