{"id":"W4387425195","doi":"10.1016/j.energy.2023.129297","title":"New coordination framework for smart home peer-to-peer trading to reduce impact on distribution transformer","year":2023,"lang":"en","type":"article","venue":"Energy","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Concordia University; Canada Excellence Research Chairs, Government of Canada","keywords":"Smart grid; Distributed generation; Distribution transformer; Transformer; Electric power system; Power transmission; Grid; AC power; Reliability engineering; Computer science; Environmental economics; Electrical engineering; Engineering; Renewable energy; Power (physics); Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002047632,0.0005783219,0.001071381,0.0005239864,0.00122269,0.002243395,0.002557196,0.001132927,0.005839806],"category_scores_gemma":[0.002291378,0.0002947081,0.0005869243,0.0004801785,0.0006529102,0.002516289,0.002169213,0.001333293,0.001224987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00083267,"about_ca_system_score_gemma":0.00186339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004306945,"about_ca_topic_score_gemma":0.005435343,"domain_scores_codex":[0.9984961,0.0003132143,0.0001165071,0.0003481997,0.0004899107,0.0002360294],"domain_scores_gemma":[0.9989772,0.0002193383,0.00007125952,0.0002305732,0.0003233785,0.0001784502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001231597,0.001049714,0.002398849,0.0003233247,0.0002418072,0.001123096,0.0007674847,0.2437071,0.03576573,0.2640746,0.05556458,0.3937522],"study_design_scores_gemma":[0.00009968309,0.00009098739,0.0002197646,0.00001366176,0.00004249747,0.0001784877,0.00007294098,0.9466419,0.006482193,0.02825866,0.01786299,0.00003629172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01087797,0.0001723148,0.9759906,0.0002627711,0.0002357883,0.0002078349,0.0001045706,0.004471612,0.00767651],"genre_scores_gemma":[0.6821605,0.0001721542,0.304446,0.0002665147,0.0001937727,0.0002761157,0.000428518,0.00036983,0.01168659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005839806,"threshold_uncertainty_score":0.01953608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558320502329569,"score_gpt":0.2699627995802278,"score_spread":0.2543795945569322,"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."}}