{"id":"W2037409445","doi":"10.1049/iet-rpg.2013.0416","title":"Optimal sizing approach for islanded microgrids","year":2014,"lang":"en","type":"article","venue":"IET Renewable Power Generation","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Sizing; Computer science; Mathematical optimization; Reliability engineering; Engineering; Mathematics; Chemistry","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":[0.0002037106,0.0001544171,0.0001556394,0.00006543437,0.0001076751,0.0001194211,0.00008889245,0.0001071351,0.00002681761],"category_scores_gemma":[0.00001853119,0.0001553325,0.00006862788,0.00009710018,0.00001082652,0.0001555473,0.00001033699,0.00005005921,0.000006617501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003065907,"about_ca_system_score_gemma":0.00001191321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001544211,"about_ca_topic_score_gemma":0.00002103034,"domain_scores_codex":[0.9992208,0.00002123679,0.0002105139,0.0002096444,0.00008837616,0.0002494137],"domain_scores_gemma":[0.9996476,0.00001724832,0.00003204104,0.0001820181,0.00006973864,0.00005136787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008089022,0.00001442535,0.00001603004,0.00001532565,0.00001968011,5.79792e-8,0.00009380044,0.8404905,0.1495767,0.00007068081,0.007081935,0.002612785],"study_design_scores_gemma":[0.0006290154,0.0000474402,0.000009776808,0.000003330315,0.00001837893,0.000002570458,0.00001554886,0.9038159,0.0571508,0.00001972816,0.03810436,0.0001831158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0167511,0.0009179264,0.9779099,0.00003611584,0.0005045396,0.00029833,0.00001071585,0.000248404,0.003323022],"genre_scores_gemma":[0.8073159,0.0001192153,0.1902623,0.00012149,0.0009227515,0.0001468052,0.0005855412,0.0000590462,0.0004669424],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7905648,"threshold_uncertainty_score":0.6334275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008407612429820572,"score_gpt":0.189462619689054,"score_spread":0.1810550072592334,"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."}}