{"id":"W3115795191","doi":"10.1002/9781119453550.ch5","title":"Control, Monitoring, and Protection Strategies","year":2019,"lang":"en","type":"other","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; British Columbia Institute of Technology","funders":"","keywords":"Microgrid; Voltage droop; Distributed generation; Transient (computer programming); Control engineering; Control (management); Engineering; Reliability engineering; Computer science; Voltage; Voltage regulator; Electrical engineering; Renewable energy","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":[0.00001541978,0.0001144437,0.0001232872,0.00006761713,0.000007215957,0.00005292525,0.00002757134,0.000144447,0.000217303],"category_scores_gemma":[9.155455e-7,0.0001010381,0.00001540834,0.00002261935,0.0000063106,0.00004034697,0.000003511041,0.00007558409,0.00007565102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009071896,"about_ca_system_score_gemma":0.000005453525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008411134,"about_ca_topic_score_gemma":0.00001137792,"domain_scores_codex":[0.9997287,0.000004473987,0.0000579254,0.000087494,0.00003970375,0.00008165745],"domain_scores_gemma":[0.9998753,0.00000254018,0.00001683489,0.0000823544,0.000006259246,0.00001671041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004355709,0.00003842828,0.0002859115,0.002766007,0.001228628,0.000008022128,0.0001339744,0.1557017,0.01316061,0.003850701,0.6871722,0.1356103],"study_design_scores_gemma":[0.0007937313,0.00002837359,0.00009292975,0.0001087162,0.0000352461,0.000002754771,0.00002985773,0.04056548,0.0001043461,0.0000299996,0.9579061,0.0003024315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001478603,0.005725581,0.06069516,0.00001113871,0.0007647424,0.000506086,0.000007190824,0.001014561,0.9312608],"genre_scores_gemma":[0.0424238,0.003140202,0.001634742,0.00000935302,0.001305166,0.00009919171,0.000008985354,0.0006666508,0.9507119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.270734,"threshold_uncertainty_score":0.4120212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004294397688345015,"score_gpt":0.1750784585416249,"score_spread":0.1707840608532799,"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."}}