{"id":"W4404692935","doi":"10.3390/en17235905","title":"Impact of Electric Vehicles Charging on Urban Residential Power Distribution Networks","year":2024,"lang":"en","type":"article","venue":"Energies","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Mitacs","keywords":"Distribution (mathematics); Automotive engineering; Electric vehicle; Power (physics); Transport engineering; Environmental science; Engineering; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005918947,0.0001391885,0.0001356813,0.0001049449,0.00003803748,0.00006090566,0.0000916272,0.00008939855,0.00006509841],"category_scores_gemma":[0.000009543929,0.0001139034,0.0001254221,0.000448152,0.00001290856,0.0001180259,0.00001213559,0.0002195486,0.000006957653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001223524,"about_ca_system_score_gemma":0.00002134659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003112435,"about_ca_topic_score_gemma":0.000001002441,"domain_scores_codex":[0.9993165,0.0000137463,0.0001585009,0.0001273411,0.0001269439,0.0002570366],"domain_scores_gemma":[0.9997565,0.00004477876,0.00001674968,0.0001268611,0.00001905598,0.00003609991],"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":[0.00002286398,0.000009392095,0.0009975457,0.00003910128,0.0001582829,0.00001352108,0.0001662785,0.8784466,0.04699211,0.005787491,0.0555403,0.01182651],"study_design_scores_gemma":[0.0003133196,0.0005547031,0.155398,0.0002454838,0.00006228688,0.00002505458,0.00003076357,0.7254065,0.1114219,0.0009638386,0.005028294,0.0005498645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913462,0.005742286,0.001524328,0.00001510068,0.0002949771,0.0000407061,0.00001651965,0.0003132724,0.0007065537],"genre_scores_gemma":[0.999272,0.0002836268,0.00001477502,0.000004564876,0.0002817649,0.000003670084,0.00003697033,0.00002878096,0.00007378293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1544005,"threshold_uncertainty_score":0.4644845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00301506147610702,"score_gpt":0.2070607619834696,"score_spread":0.2040457005073625,"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."}}