{"id":"W4388206904","doi":"10.1109/ccece58730.2023.10288896","title":"Impact of Plug-in Electric Vehicle Charging and Roof-top PVs on Distribution Transformer Health: A Case Study in Saskatoon, Canada","year":2023,"lang":"en","type":"article","venue":"","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Roof; Transformer; Plug-in; Distribution transformer; Automotive engineering; Electric vehicle; Electrical engineering; Spark plug; Environmental science; Engineering; Computer science; Aerospace engineering; Physics; Voltage; Civil engineering","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":[0.0003647402,0.0005080582,0.0003015751,0.0007009997,0.002410536,0.001492322,0.001083695,0.0006487726,0.002028632],"category_scores_gemma":[0.0007453731,0.0002243462,0.0004648113,0.001602429,0.001297592,0.0003667993,0.0008460226,0.0006316988,0.0001937323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02549099,"about_ca_system_score_gemma":0.02349197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9819225,"about_ca_topic_score_gemma":0.991574,"domain_scores_codex":[0.9994893,0.00007832871,0.00001658166,0.00004900307,0.000145044,0.000221762],"domain_scores_gemma":[0.9991331,0.0002144351,0.0000563616,0.00002789527,0.0004076883,0.0001606329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00114835,0.0009987776,0.5509821,0.0006541943,0.0004188569,0.05203408,0.008696672,0.2736519,0.02248081,0.01087926,0.01459282,0.06346218],"study_design_scores_gemma":[0.0003071759,0.0005838832,0.574331,0.0003264308,0.0004417439,0.00377891,0.1168349,0.2635302,0.01458481,0.002830956,0.02207525,0.000374639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891362,0.0001236082,0.000883007,0.000302798,0.0000105057,0.00008746511,0.0009864658,0.00003637475,0.008433551],"genre_scores_gemma":[0.9958341,0.0002060002,0.0006327528,0.00005101048,0.000001501327,0.00001244553,0.0002754241,0.000009050976,0.00297766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02549099,"threshold_uncertainty_score":0.1849509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007087811800299278,"score_gpt":0.2429590013610454,"score_spread":0.2358711895607462,"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."}}