{"id":"W2186505336","doi":"","title":"Battery Management System For Electric Vehicle Applications","year":2011,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Electric vehicle; Management system; Computer science; Business; Engineering; Operations management; 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":[0.000219919,0.0001761997,0.0002274315,0.0004358528,0.0002743253,0.00001185556,0.0008446641,0.0001741783,0.0001026994],"category_scores_gemma":[0.00000878895,0.0002316864,0.0001227196,0.0006354834,0.00009027738,0.0003919202,0.000238587,0.0002798561,0.0002023812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003316567,"about_ca_system_score_gemma":0.00001134812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005421224,"about_ca_topic_score_gemma":0.00001063975,"domain_scores_codex":[0.9987813,0.0000266429,0.0001580823,0.0003251336,0.000240701,0.0004681992],"domain_scores_gemma":[0.9990818,0.0000565374,0.00006311743,0.0006043566,0.00009233221,0.0001018514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001570684,0.0009674637,0.1192382,0.01076805,0.002778689,0.0003748496,0.00333051,0.004188062,0.4961653,0.03155946,0.006030282,0.3230284],"study_design_scores_gemma":[0.00981182,0.0009078671,0.4822512,0.0006122774,0.0007139829,0.00009448979,0.0150285,0.01702018,0.3874076,0.008906621,0.07379815,0.003447315],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883098,0.0002626947,0.09782274,0.00008445426,0.0001214399,0.001477472,0.00006936995,0.001307704,0.01575613],"genre_scores_gemma":[0.9879778,0.00005090426,0.01104329,0.00001053496,0.00002098027,0.00002267152,0.00001559352,0.00004160043,0.0008166456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.363013,"threshold_uncertainty_score":0.9447895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02564053183951664,"score_gpt":0.2169175731409181,"score_spread":0.1912770413014015,"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."}}