{"id":"W4415168781","doi":"10.1049/icp.2025.1492","title":"Improving LV networks hosting capacity via manual phase switching of households – a Monte-Carlo analysis","year":2025,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Overvoltage; Voltage; Low voltage; Power (physics); Phase (matter); Voltage reduction; Reduction (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002188564,0.0005435828,0.0007417009,0.0007606123,0.0004067675,0.000852113,0.0007209012,0.0008934065,0.0029609],"category_scores_gemma":[0.004530059,0.0003965761,0.0006857158,0.0006499571,0.0005687171,0.0007139716,0.0003998991,0.0006467553,0.0001464559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001702867,"about_ca_system_score_gemma":0.001006067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01356489,"about_ca_topic_score_gemma":0.01163408,"domain_scores_codex":[0.9994981,0.0002535006,0.0000111252,0.00003896109,0.00007921267,0.0001190598],"domain_scores_gemma":[0.9948537,0.004318181,0.0002738101,0.0001254927,0.0003484029,0.00008034869],"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":[0.00001673869,0.000009608691,0.0001833721,0.000008597008,0.000004361549,0.000007381051,0.000003374872,0.9981293,0.00008684683,0.0005417703,0.00005349508,0.0009552035],"study_design_scores_gemma":[0.000004740003,0.00003140023,0.0001362953,0.000004356653,0.000008207589,0.000004246091,0.000005986401,0.9993069,0.0001165722,0.0003138848,0.00006491497,0.000002421545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7594074,0.001033984,0.2129627,0.0006147244,0.00004926414,0.0002119347,0.0003489714,0.0003023211,0.02506855],"genre_scores_gemma":[0.9854255,0.0001685894,0.01286682,0.0000392928,0.00001066749,0.00005507134,0.00005618951,0.00002111391,0.001356858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01356489,"threshold_uncertainty_score":0.02697188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266927665044714,"score_gpt":0.2424599522248212,"score_spread":0.229790675574374,"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."}}