{"id":"W4399940085","doi":"10.1109/icps60943.2024.10563454","title":"A Two-Stage Conservation Voltage Reduction Technique in Multi-Energy Systems with PV Smart Inverters","year":2024,"lang":"en","type":"article","venue":"","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Reduction (mathematics); Energy conservation; Voltage reduction; Photovoltaic system; Voltage; Stage (stratigraphy); Computer science; Energy (signal processing); Electronic engineering; Electrical engineering; Engineering; Physics; Mathematics; Biology","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":[0.0003666746,0.0002780636,0.0003178726,0.0004621405,0.00006712541,0.0001740973,0.0001498808,0.0001954275,0.00006992179],"category_scores_gemma":[0.00001017212,0.0002061012,0.0000663193,0.000795299,0.00006579361,0.0003820625,0.00003775377,0.000164254,0.00002296877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663859,"about_ca_system_score_gemma":0.0001492505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2852015,"about_ca_topic_score_gemma":0.04852713,"domain_scores_codex":[0.998243,0.0001360174,0.0004808325,0.0005225226,0.0002529572,0.0003646249],"domain_scores_gemma":[0.9993386,0.0000389196,0.00008073117,0.0003733296,0.00006537109,0.0001030991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001953212,0.0003134216,0.002143153,0.001011934,0.0003845111,0.000730324,0.0009569451,0.1622982,0.1528634,0.6604646,0.01216955,0.006468614],"study_design_scores_gemma":[0.001551129,0.0001977262,0.0001781843,0.001369311,0.00003424808,0.000387044,0.002029528,0.4791059,0.02442384,0.0002237913,0.4896479,0.0008514046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01395777,0.001735676,0.90338,0.0003375467,0.00371381,0.0006812551,0.00001490328,0.001526644,0.07465234],"genre_scores_gemma":[0.925275,0.00004546834,0.0007863664,0.0001090094,0.0001481919,0.0004576714,0.00005118618,0.00006985135,0.07305724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9113172,"threshold_uncertainty_score":0.9688348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857770980945968,"score_gpt":0.24058218111211,"score_spread":0.2220044713026504,"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."}}