{"id":"W1517262872","doi":"10.1109/tste.2015.2455554","title":"Probabilistic Impact of Transportation Electrification on the Loss-of-Life of Distribution Transformers in the Presence of Rooftop Solar Photovoltaic","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Sustainable Energy","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Photovoltaic system; Transformer; Environmental science; Rooftop photovoltaic power station; Automotive engineering; Electrification; Solar irradiance; Distribution transformer; Electrical engineering; Engineering; Electricity; Voltage; Meteorology; Maximum power point tracking; Inverter; Physics","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":[0.0003777887,0.0001400944,0.0002270562,0.0001365708,0.00003742881,0.000005275238,0.0001829916,0.0001001499,0.00001379199],"category_scores_gemma":[0.00002995441,0.00009281425,0.000139082,0.0009780354,0.00008739194,0.0001366419,1.021719e-7,0.0001940572,1.07268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716589,"about_ca_system_score_gemma":0.0002213113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436859,"about_ca_topic_score_gemma":0.0001242685,"domain_scores_codex":[0.9988247,0.00008462341,0.0004541885,0.0001145986,0.0002953555,0.0002265152],"domain_scores_gemma":[0.9991683,0.0001988324,0.0001203127,0.0002234025,0.0002493744,0.00003976281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002865547,0.0001741972,0.00008792044,0.0002162984,0.00006154028,9.599668e-7,0.001098159,0.9657361,0.0255038,0.003113799,0.00008743712,0.003633226],"study_design_scores_gemma":[0.001030194,0.001372265,0.004363965,0.00008369137,0.00009928468,0.000002924219,0.002713333,0.08769035,0.898826,0.003394626,0.0002120252,0.0002113544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7310753,0.0001079706,0.268243,0.00003295544,0.00003108988,0.0002974625,0.00008508329,0.00001472872,0.0001123613],"genre_scores_gemma":[0.9997481,0.000110402,0.00001492934,0.000004910514,0.000007158943,0.00005353059,0.00002640961,0.00001394494,0.00002067765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8780457,"threshold_uncertainty_score":0.3784855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009515713560029317,"score_gpt":0.2203820025883172,"score_spread":0.2108662890282879,"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."}}