{"id":"W2967813133","doi":"10.1109/itec.2019.8790519","title":"Investigation of Grid Benefits from a Solar-Powered Electric Vehicle Using Real-World Driving Data","year":2019,"lang":"en","type":"article","venue":"","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Solar powered; Photovoltaic system; Automotive engineering; Transformer; Grid; Solar energy; Electric vehicle; Electrical engineering; Environmental science; Engineering; Computer science; 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":[0.0001077349,0.000151459,0.0002276279,0.0001521571,0.00003336654,0.00003317767,0.0003446979,0.0001207108,0.0002309128],"category_scores_gemma":[0.00001412391,0.0001476088,0.00003192976,0.0006593288,0.000009517535,0.0004264555,0.00008994507,0.0002714055,0.0000193585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007116229,"about_ca_system_score_gemma":0.00004083872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009928759,"about_ca_topic_score_gemma":0.0003016828,"domain_scores_codex":[0.9989717,0.00001857809,0.000301061,0.0002549521,0.0001882163,0.000265483],"domain_scores_gemma":[0.9991481,0.00006458276,0.00006929714,0.0006054499,0.00004154843,0.00007107244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004965974,0.000003934917,0.1476768,0.00003876508,0.00006551855,7.094055e-7,0.00008940228,0.01235783,0.8311402,0.0003262768,0.001175903,0.007119718],"study_design_scores_gemma":[0.0002597763,0.00002460118,0.1539422,0.00005558832,0.00002677304,0.000001329947,0.00001255513,0.7231404,0.1217198,0.0004403094,0.0001823466,0.0001941967],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965848,0.0003261905,0.0005810079,0.00002093579,0.0002336806,0.0001475995,0.00003489252,0.000165993,0.001904867],"genre_scores_gemma":[0.9955708,0.0001022092,0.00391213,0.00004438334,0.0001513303,8.969424e-7,0.0001307957,0.00003781942,0.00004967737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7107826,"threshold_uncertainty_score":0.6019314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205896865602653,"score_gpt":0.2193721991111357,"score_spread":0.1987825125508704,"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."}}