{"id":"W2502854152","doi":"10.1007/978-3-319-32168-4_5","title":"Intelligent Control Systems and Applications on Smart Grids","year":2016,"lang":"en","type":"book-chapter","venue":"Intelligent systems reference library","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Computer science; Smart grid; Control (management); Engineering; Electrical engineering; Artificial intelligence","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000123524,0.0007465346,0.0008646865,0.0003960483,0.0001012785,0.0003419686,0.0004504308,0.0006821022,0.0003002168],"category_scores_gemma":[0.000005471037,0.0005902759,0.0001471728,0.00005584202,0.00009208538,0.0003159411,0.00007205368,0.0005205788,0.001465492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226684,"about_ca_system_score_gemma":0.00005534669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001063917,"about_ca_topic_score_gemma":0.00000123146,"domain_scores_codex":[0.997485,0.00004910591,0.001035124,0.0006509793,0.0003515698,0.00042823],"domain_scores_gemma":[0.9983736,0.0002263161,0.000255192,0.0007734116,0.00008238365,0.0002891038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001140878,0.000045236,0.00008205001,0.001982914,0.0009856952,0.00003387763,0.00008737872,0.04113252,0.0001199541,0.8465962,0.01539935,0.09342066],"study_design_scores_gemma":[0.0002423997,0.00009986201,0.000004340302,0.001776167,0.00009001543,0.00003279541,0.00002202274,0.01689288,0.0001061024,0.001164658,0.9788167,0.0007520507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001337578,0.0636798,0.1105119,0.0001007044,0.002657965,0.003694299,0.001226315,0.001511701,0.816604],"genre_scores_gemma":[0.1827441,0.07092911,0.00009067652,0.0002625551,0.004208742,0.002019236,0.0008805282,0.000813931,0.7380511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9634174,"threshold_uncertainty_score":0.9996549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633648927322602,"score_gpt":0.194691742971855,"score_spread":0.178355253698629,"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."}}