{"id":"W4415168994","doi":"10.1049/icp.2025.1775","title":"Tackling PV-caused overvoltages - synthesis of Monte-Carlo simulation outputs and multi-criteria assessment of mitigation measures","year":2025,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Overvoltage; Inverter; Voltage; Process (computing); Point (geometry); Grid; Power (physics); Low voltage","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":[0.002440931,0.0009875961,0.001019189,0.00159679,0.0004071297,0.00111794,0.0006297676,0.001363118,0.003394171],"category_scores_gemma":[0.005282657,0.0005419778,0.001212331,0.001083961,0.0003819597,0.000523246,0.0004009523,0.0008364258,0.0002066282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252126,"about_ca_system_score_gemma":0.001296141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01817023,"about_ca_topic_score_gemma":0.01146451,"domain_scores_codex":[0.9995261,0.0002401674,0.00002506512,0.00005016335,0.00008646365,0.00007201142],"domain_scores_gemma":[0.9943656,0.004815941,0.0002606794,0.0001066552,0.0003985796,0.00005271313],"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":[0.00001042119,0.000008721201,0.0002273538,0.00001649363,0.000007413758,0.000008375786,0.000004922269,0.9980735,0.00006064507,0.0004106013,0.00003874612,0.00113282],"study_design_scores_gemma":[0.000003793393,0.00001624032,0.0001559064,0.000007674931,0.000004744536,0.000003211977,0.00001050559,0.9992436,0.0001233686,0.0003577478,0.00007058355,0.000002626439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4417816,0.0007731761,0.5245944,0.0005541554,0.00008298644,0.0004686345,0.001351692,0.0007148845,0.02967848],"genre_scores_gemma":[0.9483756,0.0002124468,0.04941351,0.00004974497,0.0000147194,0.0003245195,0.0003981742,0.00004137957,0.001169878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01817023,"threshold_uncertainty_score":0.03612894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963701612805341,"score_gpt":0.3232817611181867,"score_spread":0.2936447449901333,"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."}}