{"id":"W7133517376","doi":"10.1109/etfg61999.2025.11401121","title":"A Decentralised Privacy-Preserving Solution for Home Battery Concurrent Charging Mitigation","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"University of Adelaide","keywords":"Battery (electricity); Power (physics); Work (physics); Measure (data warehouse); Automotive battery","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":[0.0008701175,0.0004951615,0.0006878531,0.0002751928,0.000683208,0.001129365,0.001923015,0.0006734924,0.002246572],"category_scores_gemma":[0.001745551,0.0002915543,0.0004607882,0.0004064144,0.0006648515,0.001710205,0.002350475,0.001046556,0.0005402484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005949861,"about_ca_system_score_gemma":0.0008814579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009735868,"about_ca_topic_score_gemma":0.00170079,"domain_scores_codex":[0.9990116,0.0002189055,0.00005113689,0.0002499698,0.0002885062,0.0001798588],"domain_scores_gemma":[0.9990968,0.0002080224,0.00009037946,0.000354538,0.0001751903,0.00007509954],"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":[0.0007349199,0.0003790634,0.00211008,0.0003100959,0.0001700046,0.0006531658,0.0007190404,0.5312939,0.06540034,0.0555749,0.01057471,0.3320798],"study_design_scores_gemma":[0.00003468135,0.0001167441,0.0004322421,0.00001234126,0.00002968151,0.000327156,0.0001226469,0.9655722,0.01170192,0.01644145,0.005184102,0.00002481469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02566133,0.0002183659,0.9690706,0.000235999,0.00006117279,0.00008141361,0.00006194353,0.00103745,0.003571793],"genre_scores_gemma":[0.9138366,0.000106466,0.08204676,0.0001288696,0.00004508129,0.0000759,0.00008700616,0.00009020089,0.003583078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002246572,"threshold_uncertainty_score":0.00751549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356056699181938,"score_gpt":0.3044577825957326,"score_spread":0.2808972156039133,"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."}}