{"id":"W2130228361","doi":"10.1109/ievc.2012.6183254","title":"Impact analysis of EV battery charging on the power system distribution transformers","year":2012,"lang":"en","type":"article","venue":"","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Distribution transformer; Transformer; Automotive engineering; Electrical engineering; Computer science; Reliability engineering; Environmental science; Engineering; Voltage","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":[0.0002682116,0.0001085037,0.000180193,0.000192769,0.00003830453,0.000009397533,0.0001569848,0.00005777616,0.0002951685],"category_scores_gemma":[0.00002925301,0.00006411488,0.000146146,0.0008327648,0.00003726881,0.0001483058,0.00001126536,0.0001602658,0.0000306654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002742836,"about_ca_system_score_gemma":0.000003311879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008896743,"about_ca_topic_score_gemma":0.000001359961,"domain_scores_codex":[0.9991807,0.00002188416,0.0001601875,0.00007713113,0.0001997626,0.000360384],"domain_scores_gemma":[0.9995012,0.0001527292,0.00001862412,0.0002645626,0.0000219652,0.00004089232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001763215,0.0003943562,0.2783384,0.0007096072,0.01495498,0.00001116016,0.001853005,0.3853507,0.2056319,0.03271007,0.008895065,0.07097439],"study_design_scores_gemma":[0.0004802292,0.0002147075,0.431474,0.0001454618,0.0006342995,0.000009760606,0.006078162,0.2927621,0.2658061,0.000025597,0.001553816,0.0008157627],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227412,0.00005865947,0.1726333,0.0001068265,0.00005963302,0.0001295426,0.00008093117,0.0003206406,0.003869178],"genre_scores_gemma":[0.9998682,0.00001368833,0.00002724461,0.000007384064,0.000009063536,0.00001658966,0.00002724587,0.00001248929,0.00001810152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.177127,"threshold_uncertainty_score":0.3231888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546174513099382,"score_gpt":0.2728832650828281,"score_spread":0.2574215199518343,"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."}}