{"id":"W2908643332","doi":"10.1007/978-3-030-02656-1_1","title":"An Overview of Future Microgrids","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003317702,0.0002076532,0.0003155717,0.00007229403,0.000007426574,0.00001304968,0.0001391436,0.0002912593,0.002173508],"category_scores_gemma":[2.928232e-7,0.000187553,0.0001164475,0.00001344927,0.00001035977,0.00005985468,0.00001213584,0.0001446144,0.0001510459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001933644,"about_ca_system_score_gemma":0.00001734418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002467114,"about_ca_topic_score_gemma":0.00001111539,"domain_scores_codex":[0.9994553,0.000002520684,0.0002172483,0.0001353718,0.00008670025,0.0001028246],"domain_scores_gemma":[0.9995346,0.000005700288,0.00004437265,0.0003293576,0.00004818071,0.00003779728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000312964,0.00004231908,0.00002242115,0.002908679,0.0007747294,0.00001039637,0.0001891729,0.0754455,0.006697231,0.3816608,0.04613237,0.4860851],"study_design_scores_gemma":[0.0002398643,0.00004599875,0.00001803861,0.0001191908,0.00007257536,0.000003920573,0.000004549443,0.01366463,0.0002854948,0.0003227784,0.9848833,0.0003396487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002521411,0.1135847,0.001408429,0.00003132492,0.001160801,0.0003368979,0.0001064142,0.0003345585,0.8830117],"genre_scores_gemma":[0.001793383,0.1827281,0.009130326,0.0004276159,0.003021691,0.000008156475,0.001007504,0.0004842654,0.801399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9387509,"threshold_uncertainty_score":0.9987386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225390732647168,"score_gpt":0.2107851932493203,"score_spread":0.1985312859228487,"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."}}