{"id":"W2566254225","doi":"10.1016/b978-0-12-805343-0.00005-x","title":"Safety design of resilient micro energy grids","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Cogeneration; Renewable energy; Engineering; Electricity; Process engineering; Grid energy storage; Thermal energy storage; Reliability engineering; Automotive engineering; Electricity generation; Distributed generation; Mechanical engineering; Environmental science; Power (physics); Electrical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0001253011,0.0003604449,0.0004869463,0.0001466048,0.00003464034,0.00001255312,0.0002163906,0.0003194771,0.0002923921],"category_scores_gemma":[0.000004525956,0.0003038511,0.0001787796,0.000008841049,0.00006496654,0.00002682648,0.00004505956,0.0001476656,0.00005366599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009929947,"about_ca_system_score_gemma":0.00004615753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.041748e-7,"about_ca_topic_score_gemma":0.000003405765,"domain_scores_codex":[0.9988049,0.00001954159,0.000515682,0.0002487702,0.0001718585,0.0002392846],"domain_scores_gemma":[0.9992251,0.00005856409,0.0001265841,0.0004259491,0.00008607822,0.00007767399],"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":[0.000036513,0.000002265122,2.067224e-7,0.00006771945,0.0001440651,0.000006087459,0.00003251847,0.003239816,0.002639022,0.004272088,0.0003853931,0.9891743],"study_design_scores_gemma":[0.0004254599,0.00003645015,0.000001174938,0.0004130794,0.00008713875,0.000006268055,5.41707e-7,0.0008601509,0.002430104,0.001866405,0.9935005,0.0003726995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[4.824848e-7,0.007917515,0.0177076,0.0000116242,0.0004469455,0.0002431241,0.00007595405,0.0001348918,0.9734619],"genre_scores_gemma":[0.0001800236,0.003486173,0.002131399,0.00005543866,0.0003425012,0.00001954232,0.00002258487,0.0001394997,0.9936228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9931151,"threshold_uncertainty_score":0.9999413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00678694956473516,"score_gpt":0.1759538890822598,"score_spread":0.1691669395175246,"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."}}