{"id":"W4415168646","doi":"10.1049/icp.2025.1616","title":"Improving LV networks hosting capacity via the use of PV and BESS inverter controls – a Monte-Carlo analysis","year":2025,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Overvoltage; Prosumer; Control (management); Photovoltaic system; Inverter; Grid; Consumption (sociology); Power (physics)","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":[0.0001511244,0.0001957254,0.0003669009,0.0001350195,0.0001073805,0.000215972,0.0001966118,0.0001438738,0.00001090804],"category_scores_gemma":[0.00009428122,0.0001454367,0.00008696713,0.0007393852,0.00008841167,0.0003083232,0.00006596169,0.0003788692,2.116432e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003286314,"about_ca_system_score_gemma":0.00001851169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002811309,"about_ca_topic_score_gemma":0.00006428183,"domain_scores_codex":[0.9990441,0.000008353295,0.0003014805,0.000220831,0.0001259926,0.0002992344],"domain_scores_gemma":[0.9993828,0.00007566848,0.0001000363,0.0001192709,0.0002673927,0.00005484379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001007579,0.00004530603,0.5836383,0.000909383,0.003510598,0.00000315778,0.005026538,0.05896079,0.08740438,0.00555811,0.002977522,0.2518651],"study_design_scores_gemma":[0.0002101478,0.00002356617,0.02589602,0.00005608791,0.0003299686,0.000002073221,0.0001233815,0.9715753,0.001296237,0.0001912262,0.0001515246,0.000144492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9248039,0.0003278321,0.07390723,0.0001070098,0.00008003135,0.0002341107,0.000007472507,0.0001025691,0.0004298108],"genre_scores_gemma":[0.9989737,0.00006004785,0.000683635,0.0001631945,0.00004318056,0.00002058254,0.000001214027,0.00001220142,0.00004220198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9126145,"threshold_uncertainty_score":0.5930735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425304688701082,"score_gpt":0.18989775128892,"score_spread":0.1756447044019092,"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."}}