{"id":"W4284891047","doi":"10.1109/itec53557.2022.9814032","title":"Real-Time Performance and Driveability Analysis of a Clutchless Multi-Speed Gearbox for Battery Electric Vehicle Applications","year":2022,"lang":"en","type":"article","venue":"","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Battery (electricity); Automotive engineering; Computer science; Electric vehicle; Electrical engineering; Simulation; Engineering; Power (physics); 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":[0.000185899,0.00009487421,0.0002466463,0.0003213736,0.0001324405,0.000008111558,0.0001696962,0.00003352764,0.0000432314],"category_scores_gemma":[0.000009596385,0.00009826499,0.00007160295,0.001365864,0.00003289876,0.00004230206,0.00006432113,0.0001210645,0.000001588493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008195014,"about_ca_system_score_gemma":0.00001317796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004293562,"about_ca_topic_score_gemma":0.000008913877,"domain_scores_codex":[0.9992908,0.00001251199,0.0002104016,0.0001869985,0.00009656818,0.000202742],"domain_scores_gemma":[0.9995102,0.0001238789,0.00003813918,0.00026282,0.00003874392,0.00002622465],"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":[0.00006974726,0.000381584,0.1705615,0.0003498578,0.00158427,8.816545e-7,0.0002704631,0.1223155,0.5896209,0.001095001,0.0007793832,0.1129709],"study_design_scores_gemma":[0.000209779,0.00006396192,0.0940536,6.782381e-7,0.000177922,8.790873e-7,0.00003785665,0.8921726,0.01297983,0.00004641112,0.0001432217,0.0001132986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989522,0.000110986,0.009167346,0.00004553182,0.000006296101,0.0003848494,0.00002640347,0.0004476847,0.0002888446],"genre_scores_gemma":[0.9975002,0.0001693093,0.001858504,0.00001067917,0.000005763014,0.0002538646,0.00001640231,0.0000141796,0.0001710825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.769857,"threshold_uncertainty_score":0.400713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00993797862888232,"score_gpt":0.2211725099820896,"score_spread":0.2112345313532072,"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."}}