{"id":"W4410634275","doi":"10.1007/978-981-96-4914-3_7","title":"Standards and Regulations","year":2025,"lang":"en","type":"book-chapter","venue":"Power systems","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Business","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":[0.00007681136,0.0001536818,0.0002205754,0.00009955369,0.00003365029,0.00006374058,0.00004740417,0.0001712071,0.00008846757],"category_scores_gemma":[0.000004930961,0.0001550379,0.00003809763,0.00001452466,0.00001317833,0.00003370132,0.00001509526,0.00009981918,0.00001139157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007496453,"about_ca_system_score_gemma":0.00002620321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000484278,"about_ca_topic_score_gemma":0.000005301825,"domain_scores_codex":[0.9994633,0.000003786525,0.0001925643,0.0001236648,0.0001283867,0.00008835149],"domain_scores_gemma":[0.9996566,0.00001744301,0.00003060807,0.0001766189,0.00008445545,0.00003426611],"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":[0.00001830033,0.000005973225,0.00002336235,0.001738481,0.0008853589,0.00002125719,0.000459385,0.07345963,0.00006085285,0.4547087,0.4548359,0.01378279],"study_design_scores_gemma":[0.0001271607,0.000006545366,0.000006254201,0.0003011097,0.00003829227,0.000004910382,0.000004389848,0.02628762,0.000001231553,0.0002180926,0.9728431,0.000161284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001341024,0.03555325,0.02215559,0.00002148606,0.001460472,0.0002578994,0.0003095841,0.0002361504,0.9400042],"genre_scores_gemma":[0.0248987,0.002078675,0.0001527079,0.00001891069,0.0001919283,0.00002515945,0.00009984171,0.00008012723,0.972454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5180072,"threshold_uncertainty_score":0.6322262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003561306730836771,"score_gpt":0.1787121770586266,"score_spread":0.1751508703277898,"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."}}