{"id":"W4387957230","doi":"10.18280/mmep.100505","title":"A Comprehensive Review of Distributed Control Techniques for the Operation of Modern Electrical Distribution Networks","year":2023,"lang":"en","type":"review","venue":"Mathematical Modelling and Engineering Problems","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad del Valle; Universidad Nacional de Colombia","keywords":"Distribution (mathematics); Computer science; Control (management); Systems engineering; Engineering; Artificial intelligence; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003591559,0.0002831454,0.00124181,0.00004816873,0.00004435994,0.00001819244,0.0001755397,0.000224038,8.60028e-7],"category_scores_gemma":[0.00007418171,0.0001882189,0.0002510281,0.0002577842,0.00004570539,0.00003416831,0.00002470528,0.0003117161,6.673808e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003307702,"about_ca_system_score_gemma":0.00001682503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001135073,"about_ca_topic_score_gemma":5.06245e-8,"domain_scores_codex":[0.9985904,0.00002352828,0.0008154337,0.0001756438,0.0001527627,0.0002422414],"domain_scores_gemma":[0.9985237,0.00101079,0.0001123877,0.000215774,0.00008807502,0.00004928782],"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":[0.000001084541,0.00001123609,9.874274e-9,0.2367261,0.0001112192,1.74792e-7,0.0000153031,0.7360165,0.000001339675,0.001199035,0.00004892859,0.02586906],"study_design_scores_gemma":[0.00006073312,0.00002949913,3.208211e-8,0.0627594,0.0004237533,0.000007740034,6.557765e-7,0.9078193,0.00000420249,0.0005085322,0.02822095,0.0001651624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[3.286297e-7,0.4959157,0.5030513,0.000004758911,0.00003205845,0.0007949696,0.00009775648,0.0001021926,9.556462e-7],"genre_scores_gemma":[0.0003723222,0.9970815,0.001740441,0.000002535677,0.00006119156,0.000499167,0.0001895479,0.00005141595,0.000001932449],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5013108,"threshold_uncertainty_score":0.7675344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03755613303289267,"score_gpt":0.2647410112041728,"score_spread":0.2271848781712801,"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."}}