{"id":"W7123336400","doi":"10.1109/mele.2025.3627137","title":"Hybrid AC/DC Secondary Distribution Systems With Enhanced Electric Vehicle Hosting Capacity: A real-world demonstration in Alberta.","year":2025,"lang":"","type":"article","venue":"IEEE Electrification Magazine","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bible College; Wave Control Systems (Canada); University of Alberta","funders":"","keywords":"Retrofitting; Electric vehicle; Hybrid system; Power (physics); Electric power system; Power quality; Distribution (mathematics); Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004632342,0.0004830739,0.0002172103,0.0002796388,0.001164972,0.0005009947,0.0008760732,0.0003669702,0.002838744],"category_scores_gemma":[0.0002959452,0.0001013236,0.0002226489,0.0004608842,0.0006862911,0.0003254228,0.0004824754,0.0005300827,0.0005421586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0042049,"about_ca_system_score_gemma":0.003400876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4655176,"about_ca_topic_score_gemma":0.6408817,"domain_scores_codex":[0.9997012,0.00002949997,0.000003373289,0.00002837723,0.0001729527,0.000064639],"domain_scores_gemma":[0.9996576,0.00002022053,0.00000748887,0.00001657215,0.0002122286,0.00008577909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005726674,0.005372504,0.04218306,0.0007914723,0.0002317712,0.01422112,0.004439588,0.1060756,0.3796079,0.01409559,0.06505896,0.3621957],"study_design_scores_gemma":[0.002901498,0.012713,0.1613357,0.0001205143,0.0003380543,0.003017577,0.008227635,0.2700433,0.2833473,0.004927741,0.2527567,0.0002709313],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433166,0.0001095085,0.01182619,0.0004392824,0.00009232201,0.0003249978,0.0006204295,0.0008046985,0.042466],"genre_scores_gemma":[0.9760334,0.00007984557,0.003984435,0.00004677613,0.000007602292,0.00002701737,0.0004267466,0.00002917179,0.01936507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5344824,"threshold_uncertainty_score":0.9256159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005971714266084947,"score_gpt":0.2096326541556831,"score_spread":0.2036609398895981,"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."}}