{"id":"W2516161433","doi":"10.1109/pscc.2016.7540832","title":"Integrated energy management system for isolated microgrids","year":2016,"lang":"en","type":"article","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Energy management; Energy management system; Systems engineering; Energy (signal processing); Engineering; Physics","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":[0.00003696557,0.00009595696,0.00009372181,0.00006021372,0.00002244099,0.00001992722,0.00007387962,0.00004499583,0.00005405637],"category_scores_gemma":[0.00000105534,0.00005939485,0.00004232565,0.00008282289,0.000005626563,0.00005459803,0.000009198509,0.00001205039,0.00002709029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006897929,"about_ca_system_score_gemma":0.000002284985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007289917,"about_ca_topic_score_gemma":0.00000814389,"domain_scores_codex":[0.9995525,0.000005365135,0.000142226,0.0001031489,0.00003325218,0.0001634512],"domain_scores_gemma":[0.9997928,0.00001414957,0.00001121663,0.0001107287,0.00003807417,0.00003308995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006977943,0.00002105013,0.00002222738,0.000190986,0.0003244886,0.000005208729,0.00001991725,0.006071368,0.07343381,0.01611206,0.02361076,0.8801184],"study_design_scores_gemma":[0.00200565,0.00004920962,0.00002261175,0.0001303662,0.00005127804,0.000006739562,0.00006014326,0.5472275,0.02990049,0.00005561044,0.4201902,0.0003002053],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004793059,0.0003633439,0.9934603,0.0000547729,0.0003219862,0.0001424481,0.00001381791,0.0007502302,0.004413796],"genre_scores_gemma":[0.9768476,0.0004368636,0.0172203,0.0000618749,0.0001000205,0.0001529406,0.00003614272,0.00005119426,0.005093057],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9763683,"threshold_uncertainty_score":0.2422052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003063305907583042,"score_gpt":0.1535524161231851,"score_spread":0.1504891102156021,"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."}}