{"id":"W2914984418","doi":"10.1049/iet-stg.2018.0033","title":"New real‐time demand‐side management approach for energy management systems","year":2019,"lang":"en","type":"article","venue":"IET Smart Grid","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Schedule; Energy management system; Energy management; Computer science; Microgrid; Controller (irrigation); Demand side; Control (management); Real-time computing; Energy (signal processing)","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":[0.0003611514,0.0004989973,0.0004992103,0.0003283703,0.00008836458,0.0001457621,0.000597467,0.0001301933,0.0001115521],"category_scores_gemma":[0.000001818959,0.0005191266,0.0002088042,0.000347924,0.00001652948,0.0002086797,0.000252914,0.0001011328,0.000548548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002787411,"about_ca_system_score_gemma":0.00000909238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001468637,"about_ca_topic_score_gemma":0.000006943849,"domain_scores_codex":[0.9974095,0.00003946114,0.0005500172,0.0006827424,0.0004878571,0.000830437],"domain_scores_gemma":[0.998541,0.00004535438,0.00007791594,0.001072639,0.00003285782,0.0002302622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000347702,0.00004575874,0.0001744382,0.001002237,0.0008456214,0.00002123142,0.00003365765,0.6154398,0.0001521746,0.03234493,0.3469215,0.002983873],"study_design_scores_gemma":[0.001714282,0.0000777762,0.001344706,0.0001028917,0.0002194159,0.000007959849,0.0001110395,0.2538114,0.0003300942,0.0001728992,0.7413414,0.0007662036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003138639,0.0005481355,0.4169092,0.00007875387,0.007612664,0.002082115,0.00002866283,0.001641389,0.5679604],"genre_scores_gemma":[0.2911505,0.004535765,0.1960233,0.0008158089,0.00860774,0.005423086,0.002139359,0.001371495,0.4899329],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3944199,"threshold_uncertainty_score":0.9997261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005974474092871992,"score_gpt":0.1782960231052031,"score_spread":0.1723215490123312,"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."}}